id	sid	tid	token	lemma	pos
american_scientific_journal-11239	1	1	138	138	NUM
american_scientific_journal-11239	1	2	american	american	ADJ
american_scientific_journal-11239	1	3	academic	academic	ADJ
american_scientific_journal-11239	1	4	scientific	scientific	ADJ
american_scientific_journal-11239	1	5	research	research	NOUN
american_scientific_journal-11239	1	6	journal	journal	NOUN
american_scientific_journal-11239	1	7	for	for	ADP
american_scientific_journal-11239	1	8	engineering	engineering	NOUN
american_scientific_journal-11239	1	9	,	,	PUNCT
american_scientific_journal-11239	1	10	technology	technology	NOUN
american_scientific_journal-11239	1	11	,	,	PUNCT
american_scientific_journal-11239	1	12	and	and	CCONJ
american_scientific_journal-11239	1	13	sciences	sciences	PROPN
american_scientific_journal-11239	1	14	issn	issn	PROPN
american_scientific_journal-11239	1	15	(	(	PUNCT
american_scientific_journal-11239	1	16	print	print	NOUN
american_scientific_journal-11239	1	17	)	)	PUNCT
american_scientific_journal-11239	1	18	2313	2313	NUM
american_scientific_journal-11239	1	19	-	-	SYM
american_scientific_journal-11239	1	20	4410	4410	NUM
american_scientific_journal-11239	1	21	,	,	PUNCT
american_scientific_journal-11239	1	22	issn	issn	PROPN
american_scientific_journal-11239	1	23	(	(	PUNCT
american_scientific_journal-11239	1	24	online	online	ADJ
american_scientific_journal-11239	1	25	)	)	PUNCT
american_scientific_journal-11239	1	26	2313	2313	NUM
american_scientific_journal-11239	1	27	-	-	SYM
american_scientific_journal-11239	1	28	4402	4402	NUM
american_scientific_journal-11239	1	29	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-11239	1	30	detection	detection	NOUN
american_scientific_journal-11239	1	31	of	of	ADP
american_scientific_journal-11239	1	32	rare	rare	ADJ
american_scientific_journal-11239	1	33	events	event	NOUN
american_scientific_journal-11239	1	34	:	:	PUNCT
american_scientific_journal-11239	1	35	the	the	DET
american_scientific_journal-11239	1	36	need	need	NOUN
american_scientific_journal-11239	1	37	to	to	PART
american_scientific_journal-11239	1	38	know	know	VERB
american_scientific_journal-11239	1	39	the	the	DET
american_scientific_journal-11239	1	40	customer	customer	NOUN
american_scientific_journal-11239	1	41	ayse	ayse	PROPN
american_scientific_journal-11239	1	42	humeyra	humeyra	PROPN
american_scientific_journal-11239	1	43	bilge	bilge	PROPN
american_scientific_journal-11239	1	44	a	a	PRON
american_scientific_journal-11239	1	45	,	,	PUNCT
american_scientific_journal-11239	1	46	tarkan	tarkan	PROPN
american_scientific_journal-11239	1	47	ozmen	ozmen	PROPN
american_scientific_journal-11239	1	48	b	b	PROPN
american_scientific_journal-11239	1	49	,	,	PUNCT
american_scientific_journal-11239	1	50	ayse	ayse	PROPN
american_scientific_journal-11239	1	51	tosun	tosun	NOUN
american_scientific_journal-11239	2	1	c	c	PROPN
american_scientific_journal-11239	2	2	*	*	X
american_scientific_journal-11239	2	3	a	a	DET
american_scientific_journal-11239	2	4	kadir	kadir	PROPN
american_scientific_journal-11239	2	5	has	have	VERB
american_scientific_journal-11239	2	6	university	university	PROPN
american_scientific_journal-11239	2	7	,	,	PUNCT
american_scientific_journal-11239	2	8	istanbul	istanbul	PROPN
american_scientific_journal-11239	2	9	34083	34083	NUM
american_scientific_journal-11239	2	10	,	,	PUNCT
american_scientific_journal-11239	2	11	turkey	turkey	NOUN
american_scientific_journal-11239	3	1	a	a	DET
american_scientific_journal-11239	3	2	email	email	NOUN
american_scientific_journal-11239	3	3	:	:	PUNCT
american_scientific_journal-11239	3	4	ayse.bilge@khas.edu.tr	ayse.bilge@khas.edu.tr	PROPN
american_scientific_journal-11239	3	5	b	b	X
american_scientific_journal-11239	3	6	email	email	NOUN
american_scientific_journal-11239	3	7	:	:	PUNCT
american_scientific_journal-11239	3	8	tarkan.ozmen@gmail.com	tarkan.ozmen@gmail.com	X
american_scientific_journal-11239	3	9	c	c	NOUN
american_scientific_journal-11239	3	10	email	email	NOUN
american_scientific_journal-11239	3	11	:	:	PUNCT
american_scientific_journal-11239	3	12	aysetosun2018@gmail.com	aysetosun2018@gmail.com	X
american_scientific_journal-11239	4	1	abstract	abstract	VERB
american_scientific_journal-11239	4	2	the	the	DET
american_scientific_journal-11239	4	3	prediction	prediction	NOUN
american_scientific_journal-11239	4	4	of	of	ADP
american_scientific_journal-11239	4	5	customer	customer	NOUN
american_scientific_journal-11239	4	6	complaints	complaint	NOUN
american_scientific_journal-11239	4	7	based	base	VERB
american_scientific_journal-11239	4	8	on	on	ADP
american_scientific_journal-11239	4	9	a	a	DET
american_scientific_journal-11239	4	10	time	time	NOUN
american_scientific_journal-11239	4	11	series	series	NOUN
american_scientific_journal-11239	4	12	of	of	ADP
american_scientific_journal-11239	4	13	invoices	invoice	NOUN
american_scientific_journal-11239	4	14	is	be	AUX
american_scientific_journal-11239	4	15	a	a	DET
american_scientific_journal-11239	4	16	two	two	NUM
american_scientific_journal-11239	4	17	-	-	PUNCT
american_scientific_journal-11239	4	18	stage	stage	NOUN
american_scientific_journal-11239	4	19	process	process	NOUN
american_scientific_journal-11239	4	20	consisting	consist	VERB
american_scientific_journal-11239	4	21	of	of	ADP
american_scientific_journal-11239	4	22	determining	determine	VERB
american_scientific_journal-11239	4	23	anomalies	anomaly	NOUN
american_scientific_journal-11239	4	24	in	in	ADP
american_scientific_journal-11239	4	25	the	the	DET
american_scientific_journal-11239	4	26	sequence	sequence	NOUN
american_scientific_journal-11239	4	27	of	of	ADP
american_scientific_journal-11239	4	28	invoices	invoice	NOUN
american_scientific_journal-11239	4	29	and	and	CCONJ
american_scientific_journal-11239	4	30	assessing	assess	VERB
american_scientific_journal-11239	4	31	the	the	DET
american_scientific_journal-11239	4	32	response	response	NOUN
american_scientific_journal-11239	4	33	of	of	ADP
american_scientific_journal-11239	4	34	the	the	DET
american_scientific_journal-11239	4	35	customers	customer	NOUN
american_scientific_journal-11239	4	36	to	to	ADP
american_scientific_journal-11239	4	37	these	these	DET
american_scientific_journal-11239	4	38	anomalies	anomaly	NOUN
american_scientific_journal-11239	4	39	.	.	PUNCT
american_scientific_journal-11239	5	1	in	in	ADP
american_scientific_journal-11239	5	2	the	the	DET
american_scientific_journal-11239	5	3	telecommunication	telecommunication	NOUN
american_scientific_journal-11239	5	4	sector	sector	NOUN
american_scientific_journal-11239	5	5	,	,	PUNCT
american_scientific_journal-11239	5	6	the	the	DET
american_scientific_journal-11239	5	7	average	average	ADJ
american_scientific_journal-11239	5	8	complaint	complaint	NOUN
american_scientific_journal-11239	5	9	rate	rate	NOUN
american_scientific_journal-11239	5	10	is	be	AUX
american_scientific_journal-11239	5	11	approximately	approximately	ADV
american_scientific_journal-11239	5	12	10⁻⁴	10⁻⁴	NUM
american_scientific_journal-11239	5	13	hence	hence	ADV
american_scientific_journal-11239	5	14	the	the	DET
american_scientific_journal-11239	5	15	prediction	prediction	NOUN
american_scientific_journal-11239	5	16	of	of	ADP
american_scientific_journal-11239	5	17	customer	customer	NOUN
american_scientific_journal-11239	5	18	complaints	complaint	NOUN
american_scientific_journal-11239	5	19	falls	fall	VERB
american_scientific_journal-11239	5	20	in	in	ADP
american_scientific_journal-11239	5	21	the	the	DET
american_scientific_journal-11239	5	22	realm	realm	NOUN
american_scientific_journal-11239	5	23	of	of	ADP
american_scientific_journal-11239	5	24	rare	rare	ADJ
american_scientific_journal-11239	5	25	event	event	NOUN
american_scientific_journal-11239	5	26	detection	detection	NOUN
american_scientific_journal-11239	5	27	.	.	PUNCT
american_scientific_journal-11239	6	1	detecting	detect	VERB
american_scientific_journal-11239	6	2	rare	rare	ADJ
american_scientific_journal-11239	6	3	events	event	NOUN
american_scientific_journal-11239	6	4	poses	pose	VERB
american_scientific_journal-11239	6	5	a	a	DET
american_scientific_journal-11239	6	6	significant	significant	ADJ
american_scientific_journal-11239	6	7	challenge	challenge	NOUN
american_scientific_journal-11239	6	8	when	when	SCONJ
american_scientific_journal-11239	6	9	working	work	VERB
american_scientific_journal-11239	6	10	with	with	ADP
american_scientific_journal-11239	6	11	unbalanced	unbalanced	ADJ
american_scientific_journal-11239	6	12	datasets	dataset	NOUN
american_scientific_journal-11239	6	13	.	.	PUNCT
american_scientific_journal-11239	7	1	in	in	ADP
american_scientific_journal-11239	7	2	machine	machine	NOUN
american_scientific_journal-11239	7	3	learning	learn	VERB
american_scientific_journal-11239	7	4	applications	application	NOUN
american_scientific_journal-11239	7	5	,	,	PUNCT
american_scientific_journal-11239	7	6	oversampling	oversample	VERB
american_scientific_journal-11239	7	7	of	of	ADP
american_scientific_journal-11239	7	8	the	the	DET
american_scientific_journal-11239	7	9	minority	minority	NOUN
american_scientific_journal-11239	7	10	class	class	NOUN
american_scientific_journal-11239	7	11	and	and	CCONJ
american_scientific_journal-11239	7	12	under	under	ADP
american_scientific_journal-11239	7	13	sampling	sampling	NOUN
american_scientific_journal-11239	7	14	of	of	ADP
american_scientific_journal-11239	7	15	the	the	DET
american_scientific_journal-11239	7	16	majority	majority	NOUN
american_scientific_journal-11239	7	17	class	class	NOUN
american_scientific_journal-11239	7	18	in	in	ADP
american_scientific_journal-11239	7	19	the	the	DET
american_scientific_journal-11239	7	20	training	training	NOUN
american_scientific_journal-11239	7	21	set	set	NOUN
american_scientific_journal-11239	7	22	are	be	AUX
american_scientific_journal-11239	7	23	well	well	ADV
american_scientific_journal-11239	7	24	-	-	PUNCT
american_scientific_journal-11239	7	25	known	know	VERB
american_scientific_journal-11239	7	26	preprocessing	preprocessing	NOUN
american_scientific_journal-11239	7	27	tools	tool	NOUN
american_scientific_journal-11239	7	28	for	for	ADP
american_scientific_journal-11239	7	29	creating	create	VERB
american_scientific_journal-11239	7	30	a	a	DET
american_scientific_journal-11239	7	31	more	more	ADV
american_scientific_journal-11239	7	32	balanced	balanced	ADJ
american_scientific_journal-11239	7	33	set	set	NOUN
american_scientific_journal-11239	7	34	.	.	PUNCT
american_scientific_journal-11239	8	1	in	in	ADP
american_scientific_journal-11239	8	2	previous	previous	ADJ
american_scientific_journal-11239	8	3	work	work	NOUN
american_scientific_journal-11239	8	4	,	,	PUNCT
american_scientific_journal-11239	8	5	[	[	X
american_scientific_journal-11239	8	6	14	14	NUM
american_scientific_journal-11239	8	7	]	]	PUNCT
american_scientific_journal-11239	8	8	we	we	PRON
american_scientific_journal-11239	8	9	proposed	propose	VERB
american_scientific_journal-11239	8	10	a	a	DET
american_scientific_journal-11239	8	11	cluster	cluster	NOUN
american_scientific_journal-11239	8	12	based	base	VERB
american_scientific_journal-11239	8	13	under	under	ADP
american_scientific_journal-11239	8	14	sampling	sample	VERB
american_scientific_journal-11239	8	15	approach	approach	NOUN
american_scientific_journal-11239	8	16	as	as	ADP
american_scientific_journal-11239	8	17	an	an	DET
american_scientific_journal-11239	8	18	alternative	alternative	NOUN
american_scientific_journal-11239	8	19	to	to	ADP
american_scientific_journal-11239	8	20	random	random	ADJ
american_scientific_journal-11239	8	21	under	under	ADP
american_scientific_journal-11239	8	22	sampling	sampling	NOUN
american_scientific_journal-11239	8	23	of	of	ADP
american_scientific_journal-11239	8	24	the	the	DET
american_scientific_journal-11239	8	25	majority	majority	NOUN
american_scientific_journal-11239	8	26	class	class	NOUN
american_scientific_journal-11239	8	27	,	,	PUNCT
american_scientific_journal-11239	8	28	based	base	VERB
american_scientific_journal-11239	8	29	on	on	ADP
american_scientific_journal-11239	8	30	splitting	split	VERB
american_scientific_journal-11239	8	31	heterogeneous	heterogeneous	ADJ
american_scientific_journal-11239	8	32	data	datum	NOUN
american_scientific_journal-11239	8	33	into	into	ADP
american_scientific_journal-11239	8	34	homogeneous	homogeneous	ADJ
american_scientific_journal-11239	8	35	subsets	subset	NOUN
american_scientific_journal-11239	8	36	,	,	PUNCT
american_scientific_journal-11239	8	37	using	use	VERB
american_scientific_journal-11239	8	38	principal	principal	ADJ
american_scientific_journal-11239	8	39	component	component	NOUN
american_scientific_journal-11239	8	40	analysis	analysis	NOUN
american_scientific_journal-11239	8	41	,	,	PUNCT
american_scientific_journal-11239	8	42	to	to	PART
american_scientific_journal-11239	8	43	reduce	reduce	VERB
american_scientific_journal-11239	8	44	variability	variability	NOUN
american_scientific_journal-11239	8	45	within	within	ADP
american_scientific_journal-11239	8	46	clusters	cluster	NOUN
american_scientific_journal-11239	8	47	.	.	PUNCT
american_scientific_journal-11239	9	1	in	in	ADP
american_scientific_journal-11239	9	2	the	the	DET
american_scientific_journal-11239	9	3	present	present	ADJ
american_scientific_journal-11239	9	4	work	work	NOUN
american_scientific_journal-11239	9	5	we	we	PRON
american_scientific_journal-11239	9	6	propose	propose	VERB
american_scientific_journal-11239	9	7	a	a	DET
american_scientific_journal-11239	9	8	method	method	NOUN
american_scientific_journal-11239	9	9	for	for	ADP
american_scientific_journal-11239	9	10	assessing	assess	VERB
american_scientific_journal-11239	9	11	the	the	DET
american_scientific_journal-11239	9	12	response	response	NOUN
american_scientific_journal-11239	9	13	of	of	ADP
american_scientific_journal-11239	9	14	the	the	DET
american_scientific_journal-11239	9	15	customers	customer	NOUN
american_scientific_journal-11239	9	16	to	to	ADP
american_scientific_journal-11239	9	17	anomalies	anomaly	NOUN
american_scientific_journal-11239	9	18	detected	detect	VERB
american_scientific_journal-11239	9	19	in	in	ADP
american_scientific_journal-11239	9	20	the	the	DET
american_scientific_journal-11239	9	21	time	time	NOUN
american_scientific_journal-11239	9	22	series	series	NOUN
american_scientific_journal-11239	9	23	of	of	ADP
american_scientific_journal-11239	9	24	invoices	invoice	NOUN
american_scientific_journal-11239	9	25	.	.	PUNCT
american_scientific_journal-11239	10	1	keywords	keyword	NOUN
american_scientific_journal-11239	10	2	:	:	PUNCT
american_scientific_journal-11239	10	3	time	time	NOUN
american_scientific_journal-11239	10	4	series	series	PROPN
american_scientific_journal-11239	10	5	analysis	analysis	NOUN
american_scientific_journal-11239	10	6	;	;	PUNCT
american_scientific_journal-11239	10	7	unbalanced	unbalanced	ADJ
american_scientific_journal-11239	10	8	data	datum	NOUN
american_scientific_journal-11239	10	9	;	;	PUNCT
american_scientific_journal-11239	10	10	clustering	clustering	NOUN
american_scientific_journal-11239	10	11	and	and	CCONJ
american_scientific_journal-11239	10	12	classification	classification	NOUN
american_scientific_journal-11239	10	13	;	;	PUNCT
american_scientific_journal-11239	10	14	customer	customer	NOUN
american_scientific_journal-11239	10	15	scoring	scoring	NOUN
american_scientific_journal-11239	10	16	.	.	PUNCT
american_scientific_journal-11239	11	1	1	1	X
american_scientific_journal-11239	11	2	.	.	X
american_scientific_journal-11239	11	3	introduction	introduction	NOUN
american_scientific_journal-11239	11	4	customer	customer	NOUN
american_scientific_journal-11239	11	5	complaints	complaint	NOUN
american_scientific_journal-11239	11	6	are	be	AUX
american_scientific_journal-11239	11	7	mostly	mostly	ADV
american_scientific_journal-11239	11	8	rare	rare	ADJ
american_scientific_journal-11239	11	9	events	event	NOUN
american_scientific_journal-11239	11	10	,	,	PUNCT
american_scientific_journal-11239	11	11	but	but	CCONJ
american_scientific_journal-11239	11	12	they	they	PRON
american_scientific_journal-11239	11	13	are	be	AUX
american_scientific_journal-11239	11	14	a	a	DET
american_scientific_journal-11239	11	15	primary	primary	ADJ
american_scientific_journal-11239	11	16	cause	cause	NOUN
american_scientific_journal-11239	11	17	of	of	ADP
american_scientific_journal-11239	11	18	customer	customer	NOUN
american_scientific_journal-11239	11	19	dissatisfaction	dissatisfaction	NOUN
american_scientific_journal-11239	11	20	and	and	CCONJ
american_scientific_journal-11239	11	21	companies	company	NOUN
american_scientific_journal-11239	11	22	try	try	VERB
american_scientific_journal-11239	11	23	to	to	PART
american_scientific_journal-11239	11	24	predict	predict	VERB
american_scientific_journal-11239	11	25	and	and	CCONJ
american_scientific_journal-11239	11	26	handle	handle	VERB
american_scientific_journal-11239	11	27	possible	possible	ADJ
american_scientific_journal-11239	11	28	causes	cause	NOUN
american_scientific_journal-11239	11	29	before	before	ADP
american_scientific_journal-11239	11	30	the	the	DET
american_scientific_journal-11239	11	31	occurrence	occurrence	NOUN
american_scientific_journal-11239	11	32	of	of	ADP
american_scientific_journal-11239	11	33	a	a	DET
american_scientific_journal-11239	11	34	complaint	complaint	NOUN
american_scientific_journal-11239	11	35	.	.	PUNCT
american_scientific_journal-11239	12	1	it	it	PRON
american_scientific_journal-11239	12	2	is	be	AUX
american_scientific_journal-11239	12	3	thus	thus	ADV
american_scientific_journal-11239	12	4	desirable	desirable	ADJ
american_scientific_journal-11239	12	5	to	to	PART
american_scientific_journal-11239	12	6	devise	devise	VERB
american_scientific_journal-11239	12	7	efficient	efficient	ADJ
american_scientific_journal-11239	12	8	and	and	CCONJ
american_scientific_journal-11239	12	9	cost	cost	NOUN
american_scientific_journal-11239	12	10	-	-	PUNCT
american_scientific_journal-11239	12	11	effective	effective	ADJ
american_scientific_journal-11239	12	12	strategies	strategy	NOUN
american_scientific_journal-11239	12	13	for	for	ADP
american_scientific_journal-11239	12	14	predicting	predict	VERB
american_scientific_journal-11239	12	15	complaints	complaint	NOUN
american_scientific_journal-11239	12	16	.	.	PUNCT
american_scientific_journal-11239	13	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-11239	13	2	received	receive	VERB
american_scientific_journal-11239	13	3	:	:	PUNCT
american_scientific_journal-11239	13	4	11/29/2024	11/29/2024	NUM
american_scientific_journal-11239	13	5	accepted	accept	VERB
american_scientific_journal-11239	13	6	:	:	PUNCT
american_scientific_journal-11239	13	7	1/30/2025	1/30/2025	NUM
american_scientific_journal-11239	13	8	published	publish	VERB
american_scientific_journal-11239	13	9	:	:	PUNCT
american_scientific_journal-11239	13	10	2/12/2025	2/12/2025	NUM
american_scientific_journal-11239	13	11	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-11239	13	12	*	*	PUNCT
american_scientific_journal-11239	13	13	corresponding	correspond	VERB
american_scientific_journal-11239	13	14	author	author	NOUN
american_scientific_journal-11239	13	15	.	.	PUNCT
american_scientific_journal-11239	14	1	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-11239	14	2	american	american	PROPN
american_scientific_journal-11239	14	3	academic	academic	PROPN
american_scientific_journal-11239	14	4	scientific	scientific	ADJ
american_scientific_journal-11239	14	5	research	research	NOUN
american_scientific_journal-11239	14	6	journal	journal	NOUN
american_scientific_journal-11239	14	7	for	for	ADP
american_scientific_journal-11239	14	8	engineering	engineering	NOUN
american_scientific_journal-11239	14	9	,	,	PUNCT
american_scientific_journal-11239	14	10	technology	technology	NOUN
american_scientific_journal-11239	14	11	,	,	PUNCT
american_scientific_journal-11239	14	12	and	and	CCONJ
american_scientific_journal-11239	14	13	sciences	science	NOUN
american_scientific_journal-11239	14	14	(	(	PUNCT
american_scientific_journal-11239	14	15	asrjets	asrjet	NOUN
american_scientific_journal-11239	14	16	)	)	PUNCT
american_scientific_journal-11239	14	17	volume	volume	NOUN
american_scientific_journal-11239	14	18	101	101	NUM
american_scientific_journal-11239	14	19	,	,	PUNCT
american_scientific_journal-11239	14	20	no	no	DET
american_scientific_journal-11239	14	21	1	1	NUM
american_scientific_journal-11239	14	22	,	,	PUNCT
american_scientific_journal-11239	14	23	pp	pp	ADJ
american_scientific_journal-11239	14	24	138	138	NUM
american_scientific_journal-11239	14	25	-	-	SYM
american_scientific_journal-11239	14	26	160	160	NUM
american_scientific_journal-11239	14	27	139	139	NUM
american_scientific_journal-11239	14	28	unless	unless	SCONJ
american_scientific_journal-11239	14	29	there	there	PRON
american_scientific_journal-11239	14	30	are	be	VERB
american_scientific_journal-11239	14	31	clues	clue	NOUN
american_scientific_journal-11239	14	32	on	on	ADP
american_scientific_journal-11239	14	33	possible	possible	ADJ
american_scientific_journal-11239	14	34	causes	cause	NOUN
american_scientific_journal-11239	14	35	and	and	CCONJ
american_scientific_journal-11239	14	36	motives	motive	NOUN
american_scientific_journal-11239	14	37	for	for	ADP
american_scientific_journal-11239	14	38	complaints	complaint	NOUN
american_scientific_journal-11239	14	39	,	,	PUNCT
american_scientific_journal-11239	14	40	predictions	prediction	NOUN
american_scientific_journal-11239	14	41	are	be	AUX
american_scientific_journal-11239	14	42	based	base	VERB
american_scientific_journal-11239	14	43	on	on	ADP
american_scientific_journal-11239	14	44	the	the	DET
american_scientific_journal-11239	14	45	detection	detection	NOUN
american_scientific_journal-11239	14	46	of	of	ADP
american_scientific_journal-11239	14	47	anomalies	anomaly	NOUN
american_scientific_journal-11239	14	48	in	in	ADP
american_scientific_journal-11239	14	49	a	a	DET
american_scientific_journal-11239	14	50	time	time	NOUN
american_scientific_journal-11239	14	51	series	series	NOUN
american_scientific_journal-11239	14	52	and	and	CCONJ
american_scientific_journal-11239	14	53	associating	associate	VERB
american_scientific_journal-11239	14	54	these	these	DET
american_scientific_journal-11239	14	55	anomalies	anomaly	NOUN
american_scientific_journal-11239	14	56	with	with	ADP
american_scientific_journal-11239	14	57	the	the	DET
american_scientific_journal-11239	14	58	events	event	NOUN
american_scientific_journal-11239	14	59	to	to	PART
american_scientific_journal-11239	14	60	be	be	AUX
american_scientific_journal-11239	14	61	identified	identify	VERB
american_scientific_journal-11239	14	62	,	,	PUNCT
american_scientific_journal-11239	14	63	i.e.	i.e.	X
american_scientific_journal-11239	14	64	,	,	PUNCT
american_scientific_journal-11239	14	65	complaints	complaint	NOUN
american_scientific_journal-11239	14	66	.	.	PUNCT
american_scientific_journal-11239	15	1	the	the	DET
american_scientific_journal-11239	15	2	aim	aim	NOUN
american_scientific_journal-11239	15	3	of	of	ADP
american_scientific_journal-11239	15	4	the	the	DET
american_scientific_journal-11239	15	5	present	present	ADJ
american_scientific_journal-11239	15	6	work	work	NOUN
american_scientific_journal-11239	15	7	is	be	AUX
american_scientific_journal-11239	15	8	to	to	PART
american_scientific_journal-11239	15	9	framework	framework	VERB
american_scientific_journal-11239	15	10	for	for	ADP
american_scientific_journal-11239	15	11	dealing	deal	VERB
american_scientific_journal-11239	15	12	with	with	ADP
american_scientific_journal-11239	15	13	rare	rare	ADJ
american_scientific_journal-11239	15	14	customer	customer	NOUN
american_scientific_journal-11239	15	15	complaints	complaint	NOUN
american_scientific_journal-11239	15	16	,	,	PUNCT
american_scientific_journal-11239	15	17	within	within	ADP
american_scientific_journal-11239	15	18	a	a	DET
american_scientific_journal-11239	15	19	heterogeneous	heterogeneous	ADJ
american_scientific_journal-11239	15	20	customer	customer	NOUN
american_scientific_journal-11239	15	21	pool	pool	NOUN
american_scientific_journal-11239	15	22	.	.	PUNCT
american_scientific_journal-11239	16	1	in	in	ADP
american_scientific_journal-11239	16	2	the	the	DET
american_scientific_journal-11239	16	3	case	case	NOUN
american_scientific_journal-11239	16	4	of	of	ADP
american_scientific_journal-11239	16	5	a	a	DET
american_scientific_journal-11239	16	6	heterogeneous	heterogeneous	ADJ
american_scientific_journal-11239	16	7	customer	customer	NOUN
american_scientific_journal-11239	16	8	pool	pool	NOUN
american_scientific_journal-11239	16	9	,	,	PUNCT
american_scientific_journal-11239	16	10	a	a	DET
american_scientific_journal-11239	16	11	detailed	detailed	ADJ
american_scientific_journal-11239	16	12	statistical	statistical	ADJ
american_scientific_journal-11239	16	13	analysis	analysis	NOUN
american_scientific_journal-11239	16	14	of	of	ADP
american_scientific_journal-11239	16	15	the	the	DET
american_scientific_journal-11239	16	16	customer	customer	NOUN
american_scientific_journal-11239	16	17	behavior	behavior	NOUN
american_scientific_journal-11239	16	18	is	be	AUX
american_scientific_journal-11239	16	19	indispensable	indispensable	ADJ
american_scientific_journal-11239	16	20	for	for	ADP
american_scientific_journal-11239	16	21	obtaining	obtain	VERB
american_scientific_journal-11239	16	22	satisfactory	satisfactory	ADJ
american_scientific_journal-11239	16	23	predictions	prediction	NOUN
american_scientific_journal-11239	16	24	and	and	CCONJ
american_scientific_journal-11239	16	25	for	for	ADP
american_scientific_journal-11239	16	26	applying	apply	VERB
american_scientific_journal-11239	16	27	efficient	efficient	ADJ
american_scientific_journal-11239	16	28	corrective	corrective	ADJ
american_scientific_journal-11239	16	29	measures	measure	NOUN
american_scientific_journal-11239	16	30	.	.	PUNCT
american_scientific_journal-11239	17	1	it	it	PRON
american_scientific_journal-11239	17	2	is	be	AUX
american_scientific_journal-11239	17	3	advisable	advisable	ADJ
american_scientific_journal-11239	17	4	to	to	PART
american_scientific_journal-11239	17	5	remove	remove	VERB
american_scientific_journal-11239	17	6	outliers	outlier	NOUN
american_scientific_journal-11239	17	7	as	as	SCONJ
american_scientific_journal-11239	17	8	customers	customer	NOUN
american_scientific_journal-11239	17	9	to	to	PART
american_scientific_journal-11239	17	10	be	be	AUX
american_scientific_journal-11239	17	11	paid	pay	VERB
american_scientific_journal-11239	17	12	special	special	ADJ
american_scientific_journal-11239	17	13	attention	attention	NOUN
american_scientific_journal-11239	17	14	and	and	CCONJ
american_scientific_journal-11239	17	15	proceed	proceed	VERB
american_scientific_journal-11239	17	16	with	with	ADP
american_scientific_journal-11239	17	17	the	the	DET
american_scientific_journal-11239	17	18	remaining	remain	VERB
american_scientific_journal-11239	17	19	group	group	NOUN
american_scientific_journal-11239	17	20	,	,	PUNCT
american_scientific_journal-11239	17	21	which	which	PRON
american_scientific_journal-11239	17	22	is	be	AUX
american_scientific_journal-11239	17	23	still	still	ADV
american_scientific_journal-11239	17	24	highly	highly	ADV
american_scientific_journal-11239	17	25	heterogeneous	heterogeneous	ADJ
american_scientific_journal-11239	17	26	.	.	PUNCT
american_scientific_journal-11239	18	1	the	the	DET
american_scientific_journal-11239	18	2	first	first	ADJ
american_scientific_journal-11239	18	3	step	step	NOUN
american_scientific_journal-11239	18	4	consisting	consist	VERB
american_scientific_journal-11239	18	5	of	of	ADP
american_scientific_journal-11239	18	6	the	the	DET
american_scientific_journal-11239	18	7	detection	detection	NOUN
american_scientific_journal-11239	18	8	of	of	ADP
american_scientific_journal-11239	18	9	anomalies	anomaly	NOUN
american_scientific_journal-11239	18	10	is	be	AUX
american_scientific_journal-11239	18	11	a	a	DET
american_scientific_journal-11239	18	12	more	more	ADV
american_scientific_journal-11239	18	13	or	or	CCONJ
american_scientific_journal-11239	18	14	less	less	ADV
american_scientific_journal-11239	18	15	standard	standard	ADJ
american_scientific_journal-11239	18	16	classification	classification	NOUN
american_scientific_journal-11239	18	17	problem	problem	NOUN
american_scientific_journal-11239	18	18	for	for	ADP
american_scientific_journal-11239	18	19	which	which	PRON
american_scientific_journal-11239	18	20	elaborate	elaborate	ADJ
american_scientific_journal-11239	18	21	machine	machine	NOUN
american_scientific_journal-11239	18	22	learning	learning	NOUN
american_scientific_journal-11239	18	23	tools	tool	NOUN
american_scientific_journal-11239	18	24	are	be	AUX
american_scientific_journal-11239	18	25	available	available	ADJ
american_scientific_journal-11239	18	26	.	.	PUNCT
american_scientific_journal-11239	19	1	nevertheless	nevertheless	ADV
american_scientific_journal-11239	19	2	,	,	PUNCT
american_scientific_journal-11239	19	3	the	the	DET
american_scientific_journal-11239	19	4	detection	detection	NOUN
american_scientific_journal-11239	19	5	of	of	ADP
american_scientific_journal-11239	19	6	extremely	extremely	ADV
american_scientific_journal-11239	19	7	rare	rare	ADJ
american_scientific_journal-11239	19	8	events	event	NOUN
american_scientific_journal-11239	19	9	is	be	AUX
american_scientific_journal-11239	19	10	a	a	DET
american_scientific_journal-11239	19	11	challenging	challenging	ADJ
american_scientific_journal-11239	19	12	problem	problem	NOUN
american_scientific_journal-11239	19	13	that	that	PRON
american_scientific_journal-11239	19	14	may	may	AUX
american_scientific_journal-11239	19	15	further	far	ADV
american_scientific_journal-11239	19	16	be	be	AUX
american_scientific_journal-11239	19	17	complicated	complicate	VERB
american_scientific_journal-11239	19	18	by	by	ADP
american_scientific_journal-11239	19	19	heterogeneities	heterogeneity	NOUN
american_scientific_journal-11239	19	20	in	in	ADP
american_scientific_journal-11239	19	21	the	the	DET
american_scientific_journal-11239	19	22	data	data	NOUN
american_scientific_journal-11239	19	23	set	set	VERB
american_scientific_journal-11239	19	24	.	.	PUNCT
american_scientific_journal-11239	20	1	the	the	DET
american_scientific_journal-11239	20	2	second	second	ADJ
american_scientific_journal-11239	20	3	step	step	NOUN
american_scientific_journal-11239	20	4	consisting	consist	VERB
american_scientific_journal-11239	20	5	of	of	ADP
american_scientific_journal-11239	20	6	associating	associate	VERB
american_scientific_journal-11239	20	7	anomalies	anomaly	NOUN
american_scientific_journal-11239	20	8	to	to	ADP
american_scientific_journal-11239	20	9	complaints	complaint	NOUN
american_scientific_journal-11239	20	10	requires	require	VERB
american_scientific_journal-11239	20	11	a	a	DET
american_scientific_journal-11239	20	12	more	more	ADV
american_scientific_journal-11239	20	13	delicate	delicate	ADJ
american_scientific_journal-11239	20	14	treatment	treatment	NOUN
american_scientific_journal-11239	20	15	.	.	PUNCT
american_scientific_journal-11239	21	1	because	because	SCONJ
american_scientific_journal-11239	21	2	the	the	DET
american_scientific_journal-11239	21	3	features	feature	NOUN
american_scientific_journal-11239	21	4	of	of	ADP
american_scientific_journal-11239	21	5	the	the	DET
american_scientific_journal-11239	21	6	majority	majority	NOUN
american_scientific_journal-11239	21	7	group	group	NOUN
american_scientific_journal-11239	21	8	that	that	PRON
american_scientific_journal-11239	21	9	do	do	AUX
american_scientific_journal-11239	21	10	not	not	PART
american_scientific_journal-11239	21	11	file	file	VERB
american_scientific_journal-11239	21	12	any	any	DET
american_scientific_journal-11239	21	13	complaint	complaint	NOUN
american_scientific_journal-11239	21	14	may	may	AUX
american_scientific_journal-11239	21	15	display	display	VERB
american_scientific_journal-11239	21	16	anomalies	anomaly	NOUN
american_scientific_journal-11239	21	17	,	,	PUNCT
american_scientific_journal-11239	21	18	possibly	possibly	ADV
american_scientific_journal-11239	21	19	because	because	SCONJ
american_scientific_journal-11239	21	20	some	some	PRON
american_scientific_journal-11239	21	21	of	of	ADP
american_scientific_journal-11239	21	22	these	these	DET
american_scientific_journal-11239	21	23	anomalies	anomaly	NOUN
american_scientific_journal-11239	21	24	correspond	correspond	VERB
american_scientific_journal-11239	21	25	to	to	ADP
american_scientific_journal-11239	21	26	conscious	conscious	ADJ
american_scientific_journal-11239	21	27	actions	action	NOUN
american_scientific_journal-11239	21	28	.	.	PUNCT
american_scientific_journal-11239	22	1	furthermore	furthermore	ADV
american_scientific_journal-11239	22	2	,	,	PUNCT
american_scientific_journal-11239	22	3	different	different	ADJ
american_scientific_journal-11239	22	4	people	people	NOUN
american_scientific_journal-11239	22	5	may	may	AUX
american_scientific_journal-11239	22	6	react	react	VERB
american_scientific_journal-11239	22	7	differently	differently	ADV
american_scientific_journal-11239	22	8	to	to	ADP
american_scientific_journal-11239	22	9	the	the	DET
american_scientific_journal-11239	22	10	same	same	ADJ
american_scientific_journal-11239	22	11	anomaly	anomaly	NOUN
american_scientific_journal-11239	22	12	.	.	PUNCT
american_scientific_journal-11239	23	1	thus	thus	ADV
american_scientific_journal-11239	23	2	,	,	PUNCT
american_scientific_journal-11239	23	3	whichever	whichever	DET
american_scientific_journal-11239	23	4	classifier	classifier	NOUN
american_scientific_journal-11239	23	5	is	be	AUX
american_scientific_journal-11239	23	6	used	use	VERB
american_scientific_journal-11239	23	7	,	,	PUNCT
american_scientific_journal-11239	23	8	the	the	DET
american_scientific_journal-11239	23	9	amount	amount	NOUN
american_scientific_journal-11239	23	10	of	of	ADP
american_scientific_journal-11239	23	11	"	"	PUNCT
american_scientific_journal-11239	23	12	false	false	ADJ
american_scientific_journal-11239	23	13	positive	positive	ADJ
american_scientific_journal-11239	23	14	"	"	PUNCT
american_scientific_journal-11239	23	15	cases	case	NOUN
american_scientific_journal-11239	23	16	can	can	AUX
american_scientific_journal-11239	23	17	be	be	AUX
american_scientific_journal-11239	23	18	quite	quite	ADV
american_scientific_journal-11239	23	19	large	large	ADJ
american_scientific_journal-11239	23	20	.	.	PUNCT
american_scientific_journal-11239	24	1	the	the	DET
american_scientific_journal-11239	24	2	key	key	NOUN
american_scientific_journal-11239	24	3	to	to	ADP
american_scientific_journal-11239	24	4	the	the	DET
american_scientific_journal-11239	24	5	solution	solution	NOUN
american_scientific_journal-11239	24	6	of	of	ADP
american_scientific_journal-11239	24	7	this	this	DET
american_scientific_journal-11239	24	8	problem	problem	NOUN
american_scientific_journal-11239	24	9	is	be	AUX
american_scientific_journal-11239	24	10	to	to	PART
american_scientific_journal-11239	24	11	integrate	integrate	VERB
american_scientific_journal-11239	24	12	the	the	DET
american_scientific_journal-11239	24	13	response	response	NOUN
american_scientific_journal-11239	24	14	of	of	ADP
american_scientific_journal-11239	24	15	the	the	DET
american_scientific_journal-11239	24	16	customer	customer	NOUN
american_scientific_journal-11239	24	17	to	to	ADP
american_scientific_journal-11239	24	18	the	the	DET
american_scientific_journal-11239	24	19	anomaly	anomaly	NOUN
american_scientific_journal-11239	24	20	to	to	ADP
american_scientific_journal-11239	24	21	the	the	DET
american_scientific_journal-11239	24	22	classification	classification	NOUN
american_scientific_journal-11239	24	23	problem	problem	NOUN
american_scientific_journal-11239	24	24	by	by	ADP
american_scientific_journal-11239	24	25	a	a	DET
american_scientific_journal-11239	24	26	feedback	feedback	NOUN
american_scientific_journal-11239	24	27	mechanism	mechanism	NOUN
american_scientific_journal-11239	24	28	.	.	PUNCT
american_scientific_journal-11239	25	1	in	in	ADP
american_scientific_journal-11239	25	2	the	the	DET
american_scientific_journal-11239	25	3	present	present	ADJ
american_scientific_journal-11239	25	4	work	work	NOUN
american_scientific_journal-11239	25	5	,	,	PUNCT
american_scientific_journal-11239	25	6	we	we	PRON
american_scientific_journal-11239	25	7	propose	propose	VERB
american_scientific_journal-11239	25	8	a	a	DET
american_scientific_journal-11239	25	9	customer	customer	NOUN
american_scientific_journal-11239	25	10	scoring	scoring	NOUN
american_scientific_journal-11239	25	11	system	system	NOUN
american_scientific_journal-11239	25	12	that	that	PRON
american_scientific_journal-11239	25	13	monitors	monitor	VERB
american_scientific_journal-11239	25	14	the	the	DET
american_scientific_journal-11239	25	15	reaction	reaction	NOUN
american_scientific_journal-11239	25	16	of	of	ADP
american_scientific_journal-11239	25	17	a	a	DET
american_scientific_journal-11239	25	18	customer	customer	NOUN
american_scientific_journal-11239	25	19	to	to	ADP
american_scientific_journal-11239	25	20	anomalies	anomaly	NOUN
american_scientific_journal-11239	25	21	of	of	ADP
american_scientific_journal-11239	25	22	different	different	ADJ
american_scientific_journal-11239	25	23	types	type	NOUN
american_scientific_journal-11239	25	24	and	and	CCONJ
american_scientific_journal-11239	25	25	generate	generate	VERB
american_scientific_journal-11239	25	26	a	a	DET
american_scientific_journal-11239	25	27	score	score	NOUN
american_scientific_journal-11239	25	28	for	for	ADP
american_scientific_journal-11239	25	29	the	the	DET
american_scientific_journal-11239	25	30	association	association	NOUN
american_scientific_journal-11239	25	31	of	of	ADP
american_scientific_journal-11239	25	32	anomalies	anomaly	NOUN
american_scientific_journal-11239	25	33	to	to	ADP
american_scientific_journal-11239	25	34	complaints	complaint	NOUN
american_scientific_journal-11239	25	35	.	.	PUNCT
american_scientific_journal-11239	26	1	preliminaries	preliminary	NOUN
american_scientific_journal-11239	26	2	and	and	CCONJ
american_scientific_journal-11239	26	3	literature	literature	NOUN
american_scientific_journal-11239	26	4	survey	survey	NOUN
american_scientific_journal-11239	26	5	are	be	AUX
american_scientific_journal-11239	26	6	presented	present	VERB
american_scientific_journal-11239	26	7	in	in	ADP
american_scientific_journal-11239	26	8	section	section	NOUN
american_scientific_journal-11239	26	9	2	2	NUM
american_scientific_journal-11239	26	10	.	.	PUNCT
american_scientific_journal-11239	27	1	a	a	DET
american_scientific_journal-11239	27	2	detailed	detailed	ADJ
american_scientific_journal-11239	27	3	statistical	statistical	ADJ
american_scientific_journal-11239	27	4	analysis	analysis	NOUN
american_scientific_journal-11239	27	5	is	be	AUX
american_scientific_journal-11239	27	6	presented	present	VERB
american_scientific_journal-11239	27	7	in	in	ADP
american_scientific_journal-11239	27	8	section	section	NOUN
american_scientific_journal-11239	27	9	3	3	NUM
american_scientific_journal-11239	27	10	.	.	PUNCT
american_scientific_journal-11239	27	11	customer	customer	NOUN
american_scientific_journal-11239	27	12	scoring	scoring	NOUN
american_scientific_journal-11239	27	13	is	be	AUX
american_scientific_journal-11239	27	14	given	give	VERB
american_scientific_journal-11239	27	15	in	in	ADP
american_scientific_journal-11239	27	16	section	section	NOUN
american_scientific_journal-11239	27	17	4	4	NUM
american_scientific_journal-11239	27	18	.	.	PUNCT
american_scientific_journal-11239	28	1	an	an	DET
american_scientific_journal-11239	28	2	illustrative	illustrative	ADJ
american_scientific_journal-11239	28	3	example	example	NOUN
american_scientific_journal-11239	28	4	for	for	ADP
american_scientific_journal-11239	28	5	scoring	scoring	NOUN
american_scientific_journal-11239	28	6	is	be	AUX
american_scientific_journal-11239	28	7	given	give	VERB
american_scientific_journal-11239	28	8	in	in	ADP
american_scientific_journal-11239	28	9	section	section	NOUN
american_scientific_journal-11239	28	10	5	5	NUM
american_scientific_journal-11239	28	11	.	.	PUNCT
american_scientific_journal-11239	28	12	concluding	conclude	VERB
american_scientific_journal-11239	28	13	remarks	remark	NOUN
american_scientific_journal-11239	28	14	are	be	AUX
american_scientific_journal-11239	28	15	given	give	VERB
american_scientific_journal-11239	28	16	in	in	ADP
american_scientific_journal-11239	28	17	section	section	NOUN
american_scientific_journal-11239	28	18	6	6	NUM
american_scientific_journal-11239	28	19	2	2	NUM
american_scientific_journal-11239	28	20	.	.	PUNCT
american_scientific_journal-11239	28	21	preliminaries	preliminary	NOUN
american_scientific_journal-11239	28	22	the	the	DET
american_scientific_journal-11239	28	23	classification	classification	NOUN
american_scientific_journal-11239	28	24	problem	problem	NOUN
american_scientific_journal-11239	28	25	:	:	PUNCT
american_scientific_journal-11239	28	26	in	in	ADP
american_scientific_journal-11239	28	27	dealing	deal	VERB
american_scientific_journal-11239	28	28	with	with	ADP
american_scientific_journal-11239	28	29	a	a	DET
american_scientific_journal-11239	28	30	heterogeneous	heterogeneous	ADJ
american_scientific_journal-11239	28	31	pool	pool	NOUN
american_scientific_journal-11239	28	32	of	of	ADP
american_scientific_journal-11239	28	33	customers	customer	NOUN
american_scientific_journal-11239	28	34	,	,	PUNCT
american_scientific_journal-11239	28	35	clustering	clustering	NOUN
american_scientific_journal-11239	28	36	and	and	CCONJ
american_scientific_journal-11239	28	37	classification	classification	NOUN
american_scientific_journal-11239	28	38	of	of	ADP
american_scientific_journal-11239	28	39	the	the	DET
american_scientific_journal-11239	28	40	customers	customer	NOUN
american_scientific_journal-11239	28	41	with	with	ADP
american_scientific_journal-11239	28	42	respect	respect	NOUN
american_scientific_journal-11239	28	43	to	to	ADP
american_scientific_journal-11239	28	44	the	the	DET
american_scientific_journal-11239	28	45	behavior	behavior	NOUN
american_scientific_journal-11239	28	46	to	to	PART
american_scientific_journal-11239	28	47	be	be	AUX
american_scientific_journal-11239	28	48	analyzed	analyze	VERB
american_scientific_journal-11239	28	49	is	be	AUX
american_scientific_journal-11239	28	50	a	a	DET
american_scientific_journal-11239	28	51	crucial	crucial	ADJ
american_scientific_journal-11239	28	52	preliminary	preliminary	ADJ
american_scientific_journal-11239	28	53	step	step	NOUN
american_scientific_journal-11239	28	54	.	.	PUNCT
american_scientific_journal-11239	29	1	the	the	DET
american_scientific_journal-11239	29	2	classification	classification	NOUN
american_scientific_journal-11239	29	3	problem	problem	NOUN
american_scientific_journal-11239	29	4	is	be	AUX
american_scientific_journal-11239	29	5	the	the	DET
american_scientific_journal-11239	29	6	process	process	NOUN
american_scientific_journal-11239	29	7	of	of	ADP
american_scientific_journal-11239	29	8	deciding	decide	VERB
american_scientific_journal-11239	29	9	on	on	ADP
american_scientific_journal-11239	29	10	the	the	DET
american_scientific_journal-11239	29	11	group	group	NOUN
american_scientific_journal-11239	29	12	to	to	PART
american_scientific_journal-11239	29	13	which	which	PRON
american_scientific_journal-11239	29	14	a	a	DET
american_scientific_journal-11239	29	15	given	give	VERB
american_scientific_journal-11239	29	16	individual	individual	ADJ
american_scientific_journal-11239	29	17	belongs	belong	NOUN
american_scientific_journal-11239	29	18	.	.	PUNCT
american_scientific_journal-11239	30	1	the	the	DET
american_scientific_journal-11239	30	2	population	population	NOUN
american_scientific_journal-11239	30	3	is	be	AUX
american_scientific_journal-11239	30	4	divided	divide	VERB
american_scientific_journal-11239	30	5	into	into	ADP
american_scientific_journal-11239	30	6	disjoint	disjoint	NOUN
american_scientific_journal-11239	30	7	sets	set	NOUN
american_scientific_journal-11239	30	8	and	and	CCONJ
american_scientific_journal-11239	30	9	each	each	DET
american_scientific_journal-11239	30	10	individual	individual	NOUN
american_scientific_journal-11239	30	11	is	be	AUX
american_scientific_journal-11239	30	12	characterized	characterize	VERB
american_scientific_journal-11239	30	13	by	by	ADP
american_scientific_journal-11239	30	14	a	a	DET
american_scientific_journal-11239	30	15	set	set	NOUN
american_scientific_journal-11239	30	16	of	of	ADP
american_scientific_journal-11239	30	17	features	feature	NOUN
american_scientific_journal-11239	30	18	.	.	PUNCT
american_scientific_journal-11239	31	1	a	a	DET
american_scientific_journal-11239	31	2	classification	classification	NOUN
american_scientific_journal-11239	31	3	algorithm	algorithm	NOUN
american_scientific_journal-11239	31	4	takes	take	VERB
american_scientific_journal-11239	31	5	the	the	DET
american_scientific_journal-11239	31	6	features	feature	NOUN
american_scientific_journal-11239	31	7	as	as	ADP
american_scientific_journal-11239	31	8	an	an	DET
american_scientific_journal-11239	31	9	input	input	NOUN
american_scientific_journal-11239	31	10	and	and	CCONJ
american_scientific_journal-11239	31	11	decides	decide	VERB
american_scientific_journal-11239	31	12	on	on	ADP
american_scientific_journal-11239	31	13	the	the	DET
american_scientific_journal-11239	31	14	“	"	PUNCT
american_scientific_journal-11239	31	15	class	class	NOUN
american_scientific_journal-11239	31	16	”	"	PUNCT
american_scientific_journal-11239	31	17	of	of	ADP
american_scientific_journal-11239	31	18	that	that	DET
american_scientific_journal-11239	31	19	individual	individual	NOUN
american_scientific_journal-11239	31	20	.	.	PUNCT
american_scientific_journal-11239	32	1	in	in	ADP
american_scientific_journal-11239	32	2	the	the	DET
american_scientific_journal-11239	32	3	case	case	NOUN
american_scientific_journal-11239	32	4	of	of	ADP
american_scientific_journal-11239	32	5	classifying	classify	VERB
american_scientific_journal-11239	32	6	customers	customer	NOUN
american_scientific_journal-11239	32	7	with	with	ADP
american_scientific_journal-11239	32	8	respect	respect	NOUN
american_scientific_journal-11239	32	9	to	to	ADP
american_scientific_journal-11239	32	10	complaint	complaint	NOUN
american_scientific_journal-11239	32	11	behavior	behavior	NOUN
american_scientific_journal-11239	32	12	,	,	PUNCT
american_scientific_journal-11239	32	13	roughly	roughly	ADV
american_scientific_journal-11239	32	14	speaking	speak	VERB
american_scientific_journal-11239	32	15	,	,	PUNCT
american_scientific_journal-11239	32	16	we	we	PRON
american_scientific_journal-11239	32	17	obtain	obtain	VERB
american_scientific_journal-11239	32	18	groups	group	NOUN
american_scientific_journal-11239	32	19	with	with	ADP
american_scientific_journal-11239	32	20	low	low	ADJ
american_scientific_journal-11239	32	21	mean	mean	ADJ
american_scientific_journal-11239	32	22	-	-	PUNCT
american_scientific_journal-11239	32	23	low	low	ADJ
american_scientific_journal-11239	32	24	standard	standard	ADJ
american_scientific_journal-11239	32	25	deviation	deviation	NOUN
american_scientific_journal-11239	32	26	invoice	invoice	NOUN
american_scientific_journal-11239	32	27	series	series	NOUN
american_scientific_journal-11239	32	28	,	,	PUNCT
american_scientific_journal-11239	32	29	invoice	invoice	NOUN
american_scientific_journal-11239	32	30	series	series	NOUN
american_scientific_journal-11239	32	31	with	with	ADP
american_scientific_journal-11239	32	32	high	high	ADJ
american_scientific_journal-11239	32	33	variability	variability	NOUN
american_scientific_journal-11239	32	34	and	and	CCONJ
american_scientific_journal-11239	32	35	a	a	DET
american_scientific_journal-11239	32	36	group	group	NOUN
american_scientific_journal-11239	32	37	of	of	ADP
american_scientific_journal-11239	32	38	invoice	invoice	PROPN
american_scientific_journal-11239	32	39	series	series	PROPN
american_scientific_journal-11239	32	40	that	that	PRON
american_scientific_journal-11239	32	41	are	be	AUX
american_scientific_journal-11239	32	42	characterized	characterize	VERB
american_scientific_journal-11239	32	43	by	by	ADP
american_scientific_journal-11239	32	44	extreme	extreme	ADJ
american_scientific_journal-11239	32	45	values	value	NOUN
american_scientific_journal-11239	32	46	in	in	ADP
american_scientific_journal-11239	32	47	an	an	DET
american_scientific_journal-11239	32	48	otherwise	otherwise	ADV
american_scientific_journal-11239	32	49	steady	steady	ADJ
american_scientific_journal-11239	32	50	time	time	NOUN
american_scientific_journal-11239	32	51	series	series	NOUN
american_scientific_journal-11239	32	52	.	.	PUNCT
american_scientific_journal-11239	33	1	in	in	ADP
american_scientific_journal-11239	33	2	order	order	NOUN
american_scientific_journal-11239	33	3	to	to	PART
american_scientific_journal-11239	33	4	obtain	obtain	VERB
american_scientific_journal-11239	33	5	a	a	DET
american_scientific_journal-11239	33	6	classification	classification	NOUN
american_scientific_journal-11239	33	7	,	,	PUNCT
american_scientific_journal-11239	33	8	algorithms	algorithm	NOUN
american_scientific_journal-11239	33	9	are	be	AUX
american_scientific_journal-11239	33	10	developed	develop	VERB
american_scientific_journal-11239	33	11	by	by	ADP
american_scientific_journal-11239	33	12	an	an	DET
american_scientific_journal-11239	33	13	analysis	analysis	NOUN
american_scientific_journal-11239	33	14	of	of	ADP
american_scientific_journal-11239	33	15	the	the	DET
american_scientific_journal-11239	33	16	data	datum	NOUN
american_scientific_journal-11239	33	17	;	;	PUNCT
american_scientific_journal-11239	33	18	split	split	VERB
american_scientific_journal-11239	33	19	as	as	ADP
american_scientific_journal-11239	33	20	“	"	PUNCT
american_scientific_journal-11239	33	21	training	training	NOUN
american_scientific_journal-11239	33	22	”	"	PUNCT
american_scientific_journal-11239	33	23	and	and	CCONJ
american_scientific_journal-11239	33	24	“	"	PUNCT
american_scientific_journal-11239	33	25	test	test	NOUN
american_scientific_journal-11239	33	26	”	"	PUNCT
american_scientific_journal-11239	33	27	sets	set	NOUN
american_scientific_journal-11239	33	28	.	.	PUNCT
american_scientific_journal-11239	34	1	machine	machine	NOUN
american_scientific_journal-11239	34	2	learning	learn	VERB
american_scientific_journal-11239	34	3	methods	method	NOUN
american_scientific_journal-11239	34	4	applied	apply	VERB
american_scientific_journal-11239	34	5	to	to	ADP
american_scientific_journal-11239	34	6	this	this	DET
american_scientific_journal-11239	34	7	classification	classification	NOUN
american_scientific_journal-11239	34	8	,	,	PUNCT
american_scientific_journal-11239	34	9	result	result	VERB
american_scientific_journal-11239	34	10	in	in	ADP
american_scientific_journal-11239	34	11	either	either	CCONJ
american_scientific_journal-11239	34	12	correct	correct	ADJ
american_scientific_journal-11239	34	13	or	or	CCONJ
american_scientific_journal-11239	34	14	incorrect	incorrect	ADJ
american_scientific_journal-11239	34	15	categorization	categorization	NOUN
american_scientific_journal-11239	34	16	into	into	ADP
american_scientific_journal-11239	34	17	four	four	NUM
american_scientific_journal-11239	34	18	groups	group	NOUN
american_scientific_journal-11239	34	19	:	:	PUNCT
american_scientific_journal-11239	34	20	“	"	PUNCT
american_scientific_journal-11239	34	21	true	true	ADJ
american_scientific_journal-11239	34	22	-	-	PUNCT
american_scientific_journal-11239	34	23	positive	positive	ADJ
american_scientific_journal-11239	34	24	,	,	PUNCT
american_scientific_journal-11239	34	25	”	"	PUNCT
american_scientific_journal-11239	34	26	“	"	PUNCT
american_scientific_journal-11239	34	27	true	true	ADJ
american_scientific_journal-11239	34	28	-	-	PUNCT
american_scientific_journal-11239	34	29	negative	negative	ADJ
american_scientific_journal-11239	34	30	,	,	PUNCT
american_scientific_journal-11239	34	31	”	"	PUNCT
american_scientific_journal-11239	34	32	“	"	PUNCT
american_scientific_journal-11239	34	33	false	false	ADJ
american_scientific_journal-11239	34	34	-	-	PUNCT
american_scientific_journal-11239	34	35	positive	positive	ADJ
american_scientific_journal-11239	34	36	,	,	PUNCT
american_scientific_journal-11239	34	37	”	"	PUNCT
american_scientific_journal-11239	34	38	and	and	CCONJ
american_scientific_journal-11239	34	39	“	"	PUNCT
american_scientific_journal-11239	34	40	false	false	ADJ
american_scientific_journal-11239	34	41	-	-	PUNCT
american_scientific_journal-11239	34	42	negative	negative	ADJ
american_scientific_journal-11239	34	43	”	"	PUNCT
american_scientific_journal-11239	34	44	.	.	PUNCT
american_scientific_journal-11239	35	1	the	the	DET
american_scientific_journal-11239	35	2	performance	performance	NOUN
american_scientific_journal-11239	35	3	of	of	ADP
american_scientific_journal-11239	35	4	the	the	DET
american_scientific_journal-11239	35	5	classification	classification	NOUN
american_scientific_journal-11239	35	6	algorithms	algorithms	NOUN
american_scientific_journal-11239	35	7	is	be	AUX
american_scientific_journal-11239	35	8	measured	measure	VERB
american_scientific_journal-11239	35	9	by	by	ADP
american_scientific_journal-11239	35	10	sensitivity	sensitivity	NOUN
american_scientific_journal-11239	35	11	(	(	PUNCT
american_scientific_journal-11239	35	12	the	the	DET
american_scientific_journal-11239	35	13	ratio	ratio	NOUN
american_scientific_journal-11239	35	14	of	of	ADP
american_scientific_journal-11239	35	15	“	"	PUNCT
american_scientific_journal-11239	35	16	true	true	ADJ
american_scientific_journal-11239	35	17	-	-	PUNCT
american_scientific_journal-11239	35	18	positive	positive	ADJ
american_scientific_journal-11239	35	19	”	"	PUNCT
american_scientific_journal-11239	35	20	cases	case	NOUN
american_scientific_journal-11239	35	21	to	to	PART
american_scientific_journal-11239	35	22	total	total	VERB
american_scientific_journal-11239	35	23	“	"	PUNCT
american_scientific_journal-11239	35	24	positive	positive	ADJ
american_scientific_journal-11239	35	25	”	"	PUNCT
american_scientific_journal-11239	35	26	cases	case	NOUN
american_scientific_journal-11239	35	27	)	)	PUNCT
american_scientific_journal-11239	35	28	and	and	CCONJ
american_scientific_journal-11239	35	29	specificity	specificity	NOUN
american_scientific_journal-11239	35	30	(	(	PUNCT
american_scientific_journal-11239	35	31	the	the	DET
american_scientific_journal-11239	35	32	ratio	ratio	NOUN
american_scientific_journal-11239	35	33	of	of	ADP
american_scientific_journal-11239	35	34	“	"	PUNCT
american_scientific_journal-11239	35	35	true	true	ADJ
american_scientific_journal-11239	35	36	-	-	PUNCT
american_scientific_journal-11239	35	37	negative	negative	ADJ
american_scientific_journal-11239	35	38	”	"	PUNCT
american_scientific_journal-11239	35	39	cases	case	NOUN
american_scientific_journal-11239	35	40	to	to	PART
american_scientific_journal-11239	35	41	total	total	VERB
american_scientific_journal-11239	35	42	“	"	PUNCT
american_scientific_journal-11239	35	43	negative	negative	ADJ
american_scientific_journal-11239	35	44	”	"	PUNCT
american_scientific_journal-11239	35	45	cases	case	NOUN
american_scientific_journal-11239	35	46	)	)	PUNCT
american_scientific_journal-11239	35	47	.	.	PUNCT
american_scientific_journal-11239	36	1	american	american	ADJ
american_scientific_journal-11239	36	2	academic	academic	ADJ
american_scientific_journal-11239	36	3	scientific	scientific	ADJ
american_scientific_journal-11239	36	4	research	research	NOUN
american_scientific_journal-11239	36	5	journal	journal	NOUN
american_scientific_journal-11239	36	6	for	for	ADP
american_scientific_journal-11239	36	7	engineering	engineering	NOUN
american_scientific_journal-11239	36	8	,	,	PUNCT
american_scientific_journal-11239	36	9	technology	technology	NOUN
american_scientific_journal-11239	36	10	,	,	PUNCT
american_scientific_journal-11239	36	11	and	and	CCONJ
american_scientific_journal-11239	36	12	sciences	science	NOUN
american_scientific_journal-11239	36	13	(	(	PUNCT
american_scientific_journal-11239	36	14	asrjets	asrjet	NOUN
american_scientific_journal-11239	36	15	)	)	PUNCT
american_scientific_journal-11239	36	16	volume	volume	NOUN
american_scientific_journal-11239	36	17	101	101	NUM
american_scientific_journal-11239	36	18	,	,	PUNCT
american_scientific_journal-11239	36	19	no	no	DET
american_scientific_journal-11239	36	20	1	1	NUM
american_scientific_journal-11239	36	21	,	,	PUNCT
american_scientific_journal-11239	36	22	pp	pp	ADJ
american_scientific_journal-11239	36	23	138	138	NUM
american_scientific_journal-11239	36	24	-	-	SYM
american_scientific_journal-11239	36	25	160	160	NUM
american_scientific_journal-11239	36	26	140	140	NUM
american_scientific_journal-11239	36	27	in	in	ADP
american_scientific_journal-11239	36	28	the	the	DET
american_scientific_journal-11239	36	29	case	case	NOUN
american_scientific_journal-11239	36	30	of	of	ADP
american_scientific_journal-11239	36	31	rare	rare	ADJ
american_scientific_journal-11239	36	32	event	event	NOUN
american_scientific_journal-11239	36	33	detection	detection	NOUN
american_scientific_journal-11239	36	34	data	datum	NOUN
american_scientific_journal-11239	36	35	is	be	AUX
american_scientific_journal-11239	36	36	unbalanced	unbalanced	ADJ
american_scientific_journal-11239	36	37	,	,	PUNCT
american_scientific_journal-11239	36	38	i.e.	i.e.	X
american_scientific_journal-11239	36	39	,	,	PUNCT
american_scientific_journal-11239	36	40	“	"	PUNCT
american_scientific_journal-11239	36	41	positive	positive	ADJ
american_scientific_journal-11239	36	42	”	"	PUNCT
american_scientific_journal-11239	36	43	cases	case	NOUN
american_scientific_journal-11239	36	44	that	that	PRON
american_scientific_journal-11239	36	45	are	be	AUX
american_scientific_journal-11239	36	46	aimed	aim	VERB
american_scientific_journal-11239	36	47	to	to	PART
american_scientific_journal-11239	36	48	be	be	AUX
american_scientific_journal-11239	36	49	detected	detect	VERB
american_scientific_journal-11239	36	50	form	form	VERB
american_scientific_journal-11239	36	51	the	the	DET
american_scientific_journal-11239	36	52	“	"	PUNCT
american_scientific_journal-11239	36	53	minority	minority	NOUN
american_scientific_journal-11239	36	54	”	"	PUNCT
american_scientific_journal-11239	36	55	class	class	NOUN
american_scientific_journal-11239	36	56	,	,	PUNCT
american_scientific_journal-11239	36	57	while	while	SCONJ
american_scientific_journal-11239	36	58	“	"	PUNCT
american_scientific_journal-11239	36	59	negative	negative	ADJ
american_scientific_journal-11239	36	60	”	"	PUNCT
american_scientific_journal-11239	36	61	cases	case	NOUN
american_scientific_journal-11239	36	62	constitute	constitute	VERB
american_scientific_journal-11239	36	63	the	the	DET
american_scientific_journal-11239	36	64	“	"	PUNCT
american_scientific_journal-11239	36	65	majority	majority	NOUN
american_scientific_journal-11239	36	66	class	class	NOUN
american_scientific_journal-11239	36	67	.	.	PUNCT
american_scientific_journal-11239	37	1	for	for	ADP
american_scientific_journal-11239	37	2	a	a	DET
american_scientific_journal-11239	37	3	successful	successful	ADJ
american_scientific_journal-11239	37	4	training	training	NOUN
american_scientific_journal-11239	37	5	of	of	ADP
american_scientific_journal-11239	37	6	the	the	DET
american_scientific_journal-11239	37	7	model	model	NOUN
american_scientific_journal-11239	37	8	,	,	PUNCT
american_scientific_journal-11239	37	9	it	it	PRON
american_scientific_journal-11239	37	10	is	be	AUX
american_scientific_journal-11239	37	11	necessary	necessary	ADJ
american_scientific_journal-11239	37	12	to	to	PART
american_scientific_journal-11239	37	13	provide	provide	VERB
american_scientific_journal-11239	37	14	a	a	DET
american_scientific_journal-11239	37	15	sufficient	sufficient	ADJ
american_scientific_journal-11239	37	16	number	number	NOUN
american_scientific_journal-11239	37	17	of	of	ADP
american_scientific_journal-11239	37	18	positive	positive	ADJ
american_scientific_journal-11239	37	19	and	and	CCONJ
american_scientific_journal-11239	37	20	negative	negative	ADJ
american_scientific_journal-11239	37	21	examples	example	NOUN
american_scientific_journal-11239	37	22	for	for	ADP
american_scientific_journal-11239	37	23	the	the	DET
american_scientific_journal-11239	37	24	algorithm	algorithm	NOUN
american_scientific_journal-11239	37	25	's	's	PART
american_scientific_journal-11239	37	26	training	training	NOUN
american_scientific_journal-11239	37	27	phase	phase	NOUN
american_scientific_journal-11239	37	28	.	.	PUNCT
american_scientific_journal-11239	38	1	however	however	ADV
american_scientific_journal-11239	38	2	,	,	PUNCT
american_scientific_journal-11239	38	3	in	in	ADP
american_scientific_journal-11239	38	4	the	the	DET
american_scientific_journal-11239	38	5	case	case	NOUN
american_scientific_journal-11239	38	6	of	of	ADP
american_scientific_journal-11239	38	7	rare	rare	ADJ
american_scientific_journal-11239	38	8	events	event	NOUN
american_scientific_journal-11239	38	9	,	,	PUNCT
american_scientific_journal-11239	38	10	the	the	DET
american_scientific_journal-11239	38	11	number	number	NOUN
american_scientific_journal-11239	38	12	of	of	ADP
american_scientific_journal-11239	38	13	positive	positive	ADJ
american_scientific_journal-11239	38	14	cases	case	NOUN
american_scientific_journal-11239	38	15	is	be	AUX
american_scientific_journal-11239	38	16	often	often	ADV
american_scientific_journal-11239	38	17	too	too	ADV
american_scientific_journal-11239	38	18	low	low	ADJ
american_scientific_journal-11239	38	19	,	,	PUNCT
american_scientific_journal-11239	38	20	and	and	CCONJ
american_scientific_journal-11239	38	21	oversampling	oversample	VERB
american_scientific_journal-11239	38	22	techniques	technique	NOUN
american_scientific_journal-11239	38	23	,	,	PUNCT
american_scientific_journal-11239	38	24	such	such	ADJ
american_scientific_journal-11239	38	25	as	as	ADP
american_scientific_journal-11239	38	26	the	the	DET
american_scientific_journal-11239	38	27	synthetic	synthetic	ADJ
american_scientific_journal-11239	38	28	minority	minority	NOUN
american_scientific_journal-11239	38	29	oversampling	oversample	VERB
american_scientific_journal-11239	38	30	technique	technique	NOUN
american_scientific_journal-11239	38	31	(	(	PUNCT
american_scientific_journal-11239	38	32	smote	smote	NOUN
american_scientific_journal-11239	38	33	)	)	PUNCT
american_scientific_journal-11239	38	34	,	,	PUNCT
american_scientific_journal-11239	38	35	can	can	AUX
american_scientific_journal-11239	38	36	be	be	AUX
american_scientific_journal-11239	38	37	used	use	VERB
american_scientific_journal-11239	38	38	to	to	PART
american_scientific_journal-11239	38	39	artificially	artificially	ADV
american_scientific_journal-11239	38	40	increase	increase	VERB
american_scientific_journal-11239	38	41	the	the	DET
american_scientific_journal-11239	38	42	number	number	NOUN
american_scientific_journal-11239	38	43	of	of	ADP
american_scientific_journal-11239	38	44	positive	positive	ADJ
american_scientific_journal-11239	38	45	examples	example	NOUN
american_scientific_journal-11239	38	46	when	when	SCONJ
american_scientific_journal-11239	38	47	the	the	DET
american_scientific_journal-11239	38	48	ratio	ratio	NOUN
american_scientific_journal-11239	38	49	of	of	ADP
american_scientific_journal-11239	38	50	minority	minority	NOUN
american_scientific_journal-11239	38	51	to	to	PART
american_scientific_journal-11239	38	52	majority	majority	NOUN
american_scientific_journal-11239	38	53	class	class	NOUN
american_scientific_journal-11239	38	54	is	be	AUX
american_scientific_journal-11239	38	55	extremely	extremely	ADV
american_scientific_journal-11239	38	56	low	low	ADJ
american_scientific_journal-11239	38	57	,	,	PUNCT
american_scientific_journal-11239	38	58	oversampling	oversampling	NOUN
american_scientific_journal-11239	38	59	of	of	ADP
american_scientific_journal-11239	38	60	the	the	DET
american_scientific_journal-11239	38	61	minority	minority	NOUN
american_scientific_journal-11239	38	62	class	class	NOUN
american_scientific_journal-11239	38	63	may	may	AUX
american_scientific_journal-11239	38	64	not	not	PART
american_scientific_journal-11239	38	65	be	be	AUX
american_scientific_journal-11239	38	66	sufficient	sufficient	ADJ
american_scientific_journal-11239	38	67	to	to	PART
american_scientific_journal-11239	38	68	balance	balance	VERB
american_scientific_journal-11239	38	69	the	the	DET
american_scientific_journal-11239	38	70	dataset	dataset	NOUN
american_scientific_journal-11239	38	71	and	and	CCONJ
american_scientific_journal-11239	38	72	random	random	ADJ
american_scientific_journal-11239	38	73	under	under	NOUN
american_scientific_journal-11239	38	74	-	-	PUNCT
american_scientific_journal-11239	38	75	sampling	sampling	NOUN
american_scientific_journal-11239	38	76	of	of	ADP
american_scientific_journal-11239	38	77	the	the	DET
american_scientific_journal-11239	38	78	majority	majority	NOUN
american_scientific_journal-11239	38	79	class	class	NOUN
american_scientific_journal-11239	38	80	is	be	AUX
american_scientific_journal-11239	38	81	often	often	ADV
american_scientific_journal-11239	38	82	applied	apply	VERB
american_scientific_journal-11239	38	83	.	.	PUNCT
american_scientific_journal-11239	39	1	random	random	ADJ
american_scientific_journal-11239	39	2	under	under	ADP
american_scientific_journal-11239	39	3	sampling	sample	VERB
american_scientific_journal-11239	39	4	works	work	NOUN
american_scientific_journal-11239	39	5	well	well	ADV
american_scientific_journal-11239	39	6	for	for	ADP
american_scientific_journal-11239	39	7	homogeneous	homogeneous	ADJ
american_scientific_journal-11239	39	8	data	datum	NOUN
american_scientific_journal-11239	39	9	,	,	PUNCT
american_scientific_journal-11239	39	10	however	however	ADV
american_scientific_journal-11239	39	11	,	,	PUNCT
american_scientific_journal-11239	39	12	for	for	ADP
american_scientific_journal-11239	39	13	heterogeneous	heterogeneous	ADJ
american_scientific_journal-11239	39	14	data	datum	NOUN
american_scientific_journal-11239	39	15	,	,	PUNCT
american_scientific_journal-11239	39	16	this	this	DET
american_scientific_journal-11239	39	17	approach	approach	NOUN
american_scientific_journal-11239	39	18	may	may	AUX
american_scientific_journal-11239	39	19	fail	fail	VERB
american_scientific_journal-11239	39	20	to	to	PART
american_scientific_journal-11239	39	21	yield	yield	VERB
american_scientific_journal-11239	39	22	satisfactory	satisfactory	ADJ
american_scientific_journal-11239	39	23	results	result	NOUN
american_scientific_journal-11239	39	24	.	.	PUNCT
american_scientific_journal-11239	40	1	in	in	ADP
american_scientific_journal-11239	40	2	previous	previous	ADJ
american_scientific_journal-11239	40	3	work	work	NOUN
american_scientific_journal-11239	40	4	[	[	X
american_scientific_journal-11239	40	5	14	14	NUM
american_scientific_journal-11239	40	6	]	]	PUNCT
american_scientific_journal-11239	40	7	we	we	PRON
american_scientific_journal-11239	40	8	proposed	propose	VERB
american_scientific_journal-11239	40	9	a	a	DET
american_scientific_journal-11239	40	10	preprocessing	preprocessing	NOUN
american_scientific_journal-11239	40	11	approach	approach	NOUN
american_scientific_journal-11239	40	12	consisting	consist	VERB
american_scientific_journal-11239	40	13	of	of	ADP
american_scientific_journal-11239	40	14	clustering	cluster	VERB
american_scientific_journal-11239	40	15	the	the	DET
american_scientific_journal-11239	40	16	data	datum	NOUN
american_scientific_journal-11239	40	17	into	into	ADP
american_scientific_journal-11239	40	18	homogeneous	homogeneous	ADJ
american_scientific_journal-11239	40	19	subsets	subset	NOUN
american_scientific_journal-11239	40	20	and	and	CCONJ
american_scientific_journal-11239	40	21	sample	sample	NOUN
american_scientific_journal-11239	40	22	data	datum	NOUN
american_scientific_journal-11239	40	23	at	at	ADP
american_scientific_journal-11239	40	24	based	base	VERB
american_scientific_journal-11239	40	25	on	on	ADP
american_scientific_journal-11239	40	26	principal	principal	ADJ
american_scientific_journal-11239	40	27	component	component	NOUN
american_scientific_journal-11239	40	28	analysis	analysis	NOUN
american_scientific_journal-11239	40	29	in	in	ADP
american_scientific_journal-11239	40	30	order	order	NOUN
american_scientific_journal-11239	40	31	to	to	PART
american_scientific_journal-11239	40	32	reflect	reflect	VERB
american_scientific_journal-11239	40	33	faithfully	faithfully	ADV
american_scientific_journal-11239	40	34	the	the	DET
american_scientific_journal-11239	40	35	variance	variance	NOUN
american_scientific_journal-11239	40	36	in	in	ADP
american_scientific_journal-11239	40	37	each	each	DET
american_scientific_journal-11239	40	38	subset	subset	NOUN
american_scientific_journal-11239	40	39	.	.	PUNCT
american_scientific_journal-11239	41	1	this	this	DET
american_scientific_journal-11239	41	2	method	method	NOUN
american_scientific_journal-11239	41	3	has	have	AUX
american_scientific_journal-11239	41	4	been	be	AUX
american_scientific_journal-11239	41	5	applied	apply	VERB
american_scientific_journal-11239	41	6	to	to	ADP
american_scientific_journal-11239	41	7	detecting	detect	VERB
american_scientific_journal-11239	41	8	customer	customer	NOUN
american_scientific_journal-11239	41	9	complaints	complaint	NOUN
american_scientific_journal-11239	41	10	related	relate	VERB
american_scientific_journal-11239	41	11	to	to	ADP
american_scientific_journal-11239	41	12	monthly	monthly	ADJ
american_scientific_journal-11239	41	13	invoices	invoice	NOUN
american_scientific_journal-11239	41	14	at	at	ADP
american_scientific_journal-11239	41	15	a	a	DET
american_scientific_journal-11239	41	16	major	major	ADJ
american_scientific_journal-11239	41	17	telecommunications	telecommunication	NOUN
american_scientific_journal-11239	41	18	company	company	NOUN
american_scientific_journal-11239	41	19	with	with	ADP
american_scientific_journal-11239	41	20	about	about	ADV
american_scientific_journal-11239	41	21	18	18	NUM
american_scientific_journal-11239	41	22	million	million	NUM
american_scientific_journal-11239	41	23	customers	customer	NOUN
american_scientific_journal-11239	41	24	and	and	CCONJ
american_scientific_journal-11239	41	25	a	a	DET
american_scientific_journal-11239	41	26	monthly	monthly	ADJ
american_scientific_journal-11239	41	27	complaint	complaint	NOUN
american_scientific_journal-11239	41	28	rate	rate	NOUN
american_scientific_journal-11239	41	29	of	of	ADP
american_scientific_journal-11239	41	30	1,300	1,300	NUM
american_scientific_journal-11239	41	31	representing	represent	VERB
american_scientific_journal-11239	41	32	an	an	DET
american_scientific_journal-11239	41	33	extremely	extremely	ADV
american_scientific_journal-11239	41	34	rare	rare	ADJ
american_scientific_journal-11239	41	35	event	event	NOUN
american_scientific_journal-11239	41	36	.	.	PUNCT
american_scientific_journal-11239	42	1	imbalanced	imbalanced	ADJ
american_scientific_journal-11239	42	2	data	data	NOUN
american_scientific_journal-11239	42	3	problems	problem	NOUN
american_scientific_journal-11239	42	4	have	have	AUX
american_scientific_journal-11239	42	5	been	be	AUX
american_scientific_journal-11239	42	6	a	a	DET
american_scientific_journal-11239	42	7	significant	significant	ADJ
american_scientific_journal-11239	42	8	challenge	challenge	NOUN
american_scientific_journal-11239	42	9	in	in	ADP
american_scientific_journal-11239	42	10	various	various	ADJ
american_scientific_journal-11239	42	11	real	real	ADJ
american_scientific_journal-11239	42	12	-	-	PUNCT
american_scientific_journal-11239	42	13	world	world	NOUN
american_scientific_journal-11239	42	14	applications	application	NOUN
american_scientific_journal-11239	42	15	,	,	PUNCT
american_scientific_journal-11239	42	16	including	include	VERB
american_scientific_journal-11239	42	17	medical	medical	ADJ
american_scientific_journal-11239	42	18	diagnostics	diagnostic	NOUN
american_scientific_journal-11239	42	19	,	,	PUNCT
american_scientific_journal-11239	42	20	financial	financial	ADJ
american_scientific_journal-11239	42	21	risk	risk	NOUN
american_scientific_journal-11239	42	22	prediction	prediction	NOUN
american_scientific_journal-11239	42	23	,	,	PUNCT
american_scientific_journal-11239	42	24	and	and	CCONJ
american_scientific_journal-11239	42	25	text	text	NOUN
american_scientific_journal-11239	42	26	classification	classification	NOUN
american_scientific_journal-11239	42	27	tasks	task	NOUN
american_scientific_journal-11239	42	28	such	such	ADJ
american_scientific_journal-11239	42	29	as	as	ADP
american_scientific_journal-11239	42	30	spam	spam	NOUN
american_scientific_journal-11239	42	31	detection	detection	NOUN
american_scientific_journal-11239	42	32	[	[	X
american_scientific_journal-11239	42	33	1	1	NUM
american_scientific_journal-11239	42	34	]	]	PUNCT
american_scientific_journal-11239	42	35	.	.	PUNCT
american_scientific_journal-11239	43	1	in	in	ADP
american_scientific_journal-11239	43	2	particular	particular	ADJ
american_scientific_journal-11239	43	3	,	,	PUNCT
american_scientific_journal-11239	43	4	imbalanced	imbalanced	ADJ
american_scientific_journal-11239	43	5	datasets	dataset	NOUN
american_scientific_journal-11239	43	6	frequently	frequently	ADV
american_scientific_journal-11239	43	7	arise	arise	VERB
american_scientific_journal-11239	43	8	in	in	ADP
american_scientific_journal-11239	43	9	domains	domain	NOUN
american_scientific_journal-11239	43	10	where	where	SCONJ
american_scientific_journal-11239	43	11	the	the	DET
american_scientific_journal-11239	43	12	minority	minority	NOUN
american_scientific_journal-11239	43	13	class	class	NOUN
american_scientific_journal-11239	43	14	is	be	AUX
american_scientific_journal-11239	43	15	the	the	DET
american_scientific_journal-11239	43	16	primary	primary	ADJ
american_scientific_journal-11239	43	17	focus	focus	NOUN
american_scientific_journal-11239	43	18	,	,	PUNCT
american_scientific_journal-11239	43	19	such	such	ADJ
american_scientific_journal-11239	43	20	as	as	ADP
american_scientific_journal-11239	43	21	in	in	ADP
american_scientific_journal-11239	43	22	fraud	fraud	NOUN
american_scientific_journal-11239	43	23	detection	detection	NOUN
american_scientific_journal-11239	43	24	,	,	PUNCT
american_scientific_journal-11239	43	25	rare	rare	ADJ
american_scientific_journal-11239	43	26	disease	disease	NOUN
american_scientific_journal-11239	43	27	identification	identification	NOUN
american_scientific_journal-11239	43	28	,	,	PUNCT
american_scientific_journal-11239	43	29	or	or	CCONJ
american_scientific_journal-11239	43	30	anomaly	anomaly	NOUN
american_scientific_journal-11239	43	31	detection	detection	NOUN
american_scientific_journal-11239	43	32	[	[	X
american_scientific_journal-11239	43	33	2	2	NUM
american_scientific_journal-11239	43	34	]	]	PUNCT
american_scientific_journal-11239	43	35	.	.	PUNCT
american_scientific_journal-11239	44	1	if	if	SCONJ
american_scientific_journal-11239	44	2	left	leave	VERB
american_scientific_journal-11239	44	3	unaddressed	unaddresse	VERB
american_scientific_journal-11239	44	4	,	,	PUNCT
american_scientific_journal-11239	44	5	this	this	DET
american_scientific_journal-11239	44	6	imbalance	imbalance	NOUN
american_scientific_journal-11239	44	7	can	can	AUX
american_scientific_journal-11239	44	8	lead	lead	VERB
american_scientific_journal-11239	44	9	to	to	ADP
american_scientific_journal-11239	44	10	predictive	predictive	ADJ
american_scientific_journal-11239	44	11	models	model	NOUN
american_scientific_journal-11239	44	12	that	that	PRON
american_scientific_journal-11239	44	13	heavily	heavily	ADV
american_scientific_journal-11239	44	14	favor	favor	VERB
american_scientific_journal-11239	44	15	the	the	DET
american_scientific_journal-11239	44	16	majority	majority	NOUN
american_scientific_journal-11239	44	17	class	class	NOUN
american_scientific_journal-11239	44	18	,	,	PUNCT
american_scientific_journal-11239	44	19	often	often	ADV
american_scientific_journal-11239	44	20	at	at	ADP
american_scientific_journal-11239	44	21	the	the	DET
american_scientific_journal-11239	44	22	cost	cost	NOUN
american_scientific_journal-11239	44	23	of	of	ADP
american_scientific_journal-11239	44	24	ignoring	ignore	VERB
american_scientific_journal-11239	44	25	the	the	DET
american_scientific_journal-11239	44	26	minority	minority	NOUN
american_scientific_journal-11239	44	27	class	class	NOUN
american_scientific_journal-11239	44	28	,	,	PUNCT
american_scientific_journal-11239	44	29	resulting	result	VERB
american_scientific_journal-11239	44	30	in	in	ADP
american_scientific_journal-11239	44	31	poor	poor	ADJ
american_scientific_journal-11239	44	32	overall	overall	ADJ
american_scientific_journal-11239	44	33	performance	performance	NOUN
american_scientific_journal-11239	44	34	in	in	ADP
american_scientific_journal-11239	44	35	critical	critical	ADJ
american_scientific_journal-11239	44	36	cases	case	NOUN
american_scientific_journal-11239	44	37	.	.	PUNCT
american_scientific_journal-11239	45	1	this	this	PRON
american_scientific_journal-11239	45	2	has	have	AUX
american_scientific_journal-11239	45	3	become	become	VERB
american_scientific_journal-11239	45	4	a	a	DET
american_scientific_journal-11239	45	5	central	central	ADJ
american_scientific_journal-11239	45	6	issue	issue	NOUN
american_scientific_journal-11239	45	7	in	in	ADP
american_scientific_journal-11239	45	8	machine	machine	NOUN
american_scientific_journal-11239	45	9	learning	learning	NOUN
american_scientific_journal-11239	45	10	and	and	CCONJ
american_scientific_journal-11239	45	11	data	datum	NOUN
american_scientific_journal-11239	45	12	mining	mining	NOUN
american_scientific_journal-11239	45	13	,	,	PUNCT
american_scientific_journal-11239	45	14	where	where	SCONJ
american_scientific_journal-11239	45	15	learning	learning	NOUN
american_scientific_journal-11239	45	16	algorithms	algorithm	NOUN
american_scientific_journal-11239	45	17	tend	tend	VERB
american_scientific_journal-11239	45	18	to	to	PART
american_scientific_journal-11239	45	19	prioritize	prioritize	VERB
american_scientific_journal-11239	45	20	accuracy	accuracy	NOUN
american_scientific_journal-11239	45	21	on	on	ADP
american_scientific_journal-11239	45	22	the	the	DET
american_scientific_journal-11239	45	23	majority	majority	NOUN
american_scientific_journal-11239	45	24	class	class	NOUN
american_scientific_journal-11239	45	25	while	while	SCONJ
american_scientific_journal-11239	45	26	disregarding	disregard	VERB
american_scientific_journal-11239	45	27	the	the	DET
american_scientific_journal-11239	45	28	minority	minority	NOUN
american_scientific_journal-11239	45	29	class	class	NOUN
american_scientific_journal-11239	45	30	,	,	PUNCT
american_scientific_journal-11239	45	31	leading	lead	VERB
american_scientific_journal-11239	45	32	to	to	ADP
american_scientific_journal-11239	45	33	suboptimal	suboptimal	ADJ
american_scientific_journal-11239	45	34	results	result	NOUN
american_scientific_journal-11239	45	35	in	in	ADP
american_scientific_journal-11239	45	36	high	high	ADJ
american_scientific_journal-11239	45	37	-	-	PUNCT
american_scientific_journal-11239	45	38	stakes	stake	NOUN
american_scientific_journal-11239	45	39	scenarios	scenario	NOUN
american_scientific_journal-11239	45	40	.	.	PUNCT
american_scientific_journal-11239	46	1	as	as	ADP
american_scientific_journal-11239	46	2	a	a	DET
american_scientific_journal-11239	46	3	result	result	NOUN
american_scientific_journal-11239	46	4	,	,	PUNCT
american_scientific_journal-11239	46	5	there	there	PRON
american_scientific_journal-11239	46	6	has	have	AUX
american_scientific_journal-11239	46	7	been	be	AUX
american_scientific_journal-11239	46	8	a	a	DET
american_scientific_journal-11239	46	9	growing	grow	VERB
american_scientific_journal-11239	46	10	interest	interest	NOUN
american_scientific_journal-11239	46	11	in	in	ADP
american_scientific_journal-11239	46	12	addressing	address	VERB
american_scientific_journal-11239	46	13	this	this	DET
american_scientific_journal-11239	46	14	issue	issue	NOUN
american_scientific_journal-11239	46	15	in	in	ADP
american_scientific_journal-11239	46	16	the	the	DET
american_scientific_journal-11239	46	17	data	data	NOUN
american_scientific_journal-11239	46	18	mining	mining	NOUN
american_scientific_journal-11239	46	19	and	and	CCONJ
american_scientific_journal-11239	46	20	machine	machine	NOUN
american_scientific_journal-11239	46	21	learning	learn	VERB
american_scientific_journal-11239	46	22	fields	field	NOUN
american_scientific_journal-11239	46	23	.	.	PUNCT
american_scientific_journal-11239	47	1	approaches	approach	NOUN
american_scientific_journal-11239	47	2	to	to	ADP
american_scientific_journal-11239	47	3	solving	solve	VERB
american_scientific_journal-11239	47	4	the	the	DET
american_scientific_journal-11239	47	5	imbalanced	imbalanced	ADJ
american_scientific_journal-11239	47	6	data	datum	NOUN
american_scientific_journal-11239	47	7	problem	problem	NOUN
american_scientific_journal-11239	47	8	are	be	AUX
american_scientific_journal-11239	47	9	typically	typically	ADV
american_scientific_journal-11239	47	10	categorized	categorize	VERB
american_scientific_journal-11239	47	11	into	into	ADP
american_scientific_journal-11239	47	12	four	four	NUM
american_scientific_journal-11239	47	13	major	major	ADJ
american_scientific_journal-11239	47	14	groups	group	NOUN
american_scientific_journal-11239	47	15	:	:	PUNCT
american_scientific_journal-11239	47	16	algorithm	algorithm	NOUN
american_scientific_journal-11239	47	17	-	-	PUNCT
american_scientific_journal-11239	47	18	level	level	NOUN
american_scientific_journal-11239	47	19	techniques	technique	NOUN
american_scientific_journal-11239	47	20	,	,	PUNCT
american_scientific_journal-11239	47	21	data	data	NOUN
american_scientific_journal-11239	47	22	-	-	PUNCT
american_scientific_journal-11239	47	23	level	level	NOUN
american_scientific_journal-11239	47	24	techniques	technique	NOUN
american_scientific_journal-11239	47	25	,	,	PUNCT
american_scientific_journal-11239	47	26	cost	cost	NOUN
american_scientific_journal-11239	47	27	-	-	PUNCT
american_scientific_journal-11239	47	28	sensitive	sensitive	ADJ
american_scientific_journal-11239	47	29	learning	learning	NOUN
american_scientific_journal-11239	47	30	methods	method	NOUN
american_scientific_journal-11239	47	31	,	,	PUNCT
american_scientific_journal-11239	47	32	and	and	CCONJ
american_scientific_journal-11239	47	33	ensemble	ensemble	ADJ
american_scientific_journal-11239	47	34	methods	method	NOUN
american_scientific_journal-11239	47	35	[	[	PUNCT
american_scientific_journal-11239	47	36	3,4	3,4	NUM
american_scientific_journal-11239	47	37	]	]	PUNCT
american_scientific_journal-11239	47	38	.	.	PUNCT
american_scientific_journal-11239	48	1	cost	cost	NOUN
american_scientific_journal-11239	48	2	-	-	PUNCT
american_scientific_journal-11239	48	3	sensitive	sensitive	ADJ
american_scientific_journal-11239	48	4	methods	method	NOUN
american_scientific_journal-11239	48	5	introduce	introduce	VERB
american_scientific_journal-11239	48	6	penalties	penalty	NOUN
american_scientific_journal-11239	48	7	for	for	ADP
american_scientific_journal-11239	48	8	misclassifying	misclassifye	VERB
american_scientific_journal-11239	48	9	instances	instance	NOUN
american_scientific_journal-11239	48	10	from	from	ADP
american_scientific_journal-11239	48	11	the	the	DET
american_scientific_journal-11239	48	12	minority	minority	NOUN
american_scientific_journal-11239	48	13	class	class	NOUN
american_scientific_journal-11239	48	14	,	,	PUNCT
american_scientific_journal-11239	48	15	encouraging	encourage	VERB
american_scientific_journal-11239	48	16	the	the	DET
american_scientific_journal-11239	48	17	model	model	NOUN
american_scientific_journal-11239	48	18	to	to	PART
american_scientific_journal-11239	48	19	prioritize	prioritize	VERB
american_scientific_journal-11239	48	20	accuracy	accuracy	NOUN
american_scientific_journal-11239	48	21	for	for	ADP
american_scientific_journal-11239	48	22	that	that	DET
american_scientific_journal-11239	48	23	class	class	NOUN
american_scientific_journal-11239	48	24	.	.	PUNCT
american_scientific_journal-11239	49	1	on	on	ADP
american_scientific_journal-11239	49	2	the	the	DET
american_scientific_journal-11239	49	3	other	other	ADJ
american_scientific_journal-11239	49	4	hand	hand	NOUN
american_scientific_journal-11239	49	5	,	,	PUNCT
american_scientific_journal-11239	49	6	data	data	NOUN
american_scientific_journal-11239	49	7	-	-	PUNCT
american_scientific_journal-11239	49	8	level	level	NOUN
american_scientific_journal-11239	49	9	techniques	technique	NOUN
american_scientific_journal-11239	49	10	such	such	ADJ
american_scientific_journal-11239	49	11	as	as	ADP
american_scientific_journal-11239	49	12	over	over	ADV
american_scientific_journal-11239	49	13	-	-	PUNCT
american_scientific_journal-11239	49	14	sampling	sample	VERB
american_scientific_journal-11239	49	15	and	and	CCONJ
american_scientific_journal-11239	49	16	under	under	ADV
american_scientific_journal-11239	49	17	-	-	PUNCT
american_scientific_journal-11239	49	18	sampling	sampling	NOUN
american_scientific_journal-11239	49	19	directly	directly	ADV
american_scientific_journal-11239	49	20	manipulate	manipulate	VERB
american_scientific_journal-11239	49	21	the	the	DET
american_scientific_journal-11239	49	22	training	training	NOUN
american_scientific_journal-11239	49	23	data	datum	NOUN
american_scientific_journal-11239	49	24	to	to	PART
american_scientific_journal-11239	49	25	create	create	VERB
american_scientific_journal-11239	49	26	a	a	DET
american_scientific_journal-11239	49	27	more	more	ADV
american_scientific_journal-11239	49	28	balanced	balanced	ADJ
american_scientific_journal-11239	49	29	class	class	NOUN
american_scientific_journal-11239	49	30	distribution	distribution	NOUN
american_scientific_journal-11239	49	31	.	.	PUNCT
american_scientific_journal-11239	50	1	these	these	DET
american_scientific_journal-11239	50	2	preprocessing	preprocesse	VERB
american_scientific_journal-11239	50	3	steps	step	NOUN
american_scientific_journal-11239	50	4	help	help	VERB
american_scientific_journal-11239	50	5	ensure	ensure	VERB
american_scientific_journal-11239	50	6	that	that	SCONJ
american_scientific_journal-11239	50	7	learning	learn	VERB
american_scientific_journal-11239	50	8	algorithms	algorithm	NOUN
american_scientific_journal-11239	50	9	are	be	AUX
american_scientific_journal-11239	50	10	exposed	expose	VERB
american_scientific_journal-11239	50	11	to	to	ADP
american_scientific_journal-11239	50	12	sufficient	sufficient	ADJ
american_scientific_journal-11239	50	13	examples	example	NOUN
american_scientific_journal-11239	50	14	from	from	ADP
american_scientific_journal-11239	50	15	both	both	CCONJ
american_scientific_journal-11239	50	16	the	the	DET
american_scientific_journal-11239	50	17	majority	majority	NOUN
american_scientific_journal-11239	50	18	and	and	CCONJ
american_scientific_journal-11239	50	19	minority	minority	NOUN
american_scientific_journal-11239	50	20	classes	class	NOUN
american_scientific_journal-11239	50	21	,	,	PUNCT
american_scientific_journal-11239	50	22	improving	improve	VERB
american_scientific_journal-11239	50	23	their	their	PRON
american_scientific_journal-11239	50	24	performance	performance	NOUN
american_scientific_journal-11239	50	25	on	on	ADP
american_scientific_journal-11239	50	26	imbalanced	imbalanced	ADJ
american_scientific_journal-11239	50	27	datasets	dataset	NOUN
american_scientific_journal-11239	50	28	[	[	X
american_scientific_journal-11239	50	29	5	5	NUM
american_scientific_journal-11239	50	30	]	]	PUNCT
american_scientific_journal-11239	50	31	.	.	PUNCT
american_scientific_journal-11239	51	1	among	among	ADP
american_scientific_journal-11239	51	2	data	data	NOUN
american_scientific_journal-11239	51	3	-	-	PUNCT
american_scientific_journal-11239	51	4	level	level	NOUN
american_scientific_journal-11239	51	5	techniques	technique	NOUN
american_scientific_journal-11239	51	6	,	,	PUNCT
american_scientific_journal-11239	51	7	the	the	DET
american_scientific_journal-11239	51	8	synthetic	synthetic	ADJ
american_scientific_journal-11239	51	9	minority	minority	NOUN
american_scientific_journal-11239	51	10	over	over	ADP
american_scientific_journal-11239	51	11	-	-	PUNCT
american_scientific_journal-11239	51	12	sampling	sample	VERB
american_scientific_journal-11239	51	13	technique	technique	NOUN
american_scientific_journal-11239	51	14	(	(	PUNCT
american_scientific_journal-11239	51	15	smote	smote	NOUN
american_scientific_journal-11239	51	16	)	)	PUNCT
american_scientific_journal-11239	51	17	,	,	PUNCT
american_scientific_journal-11239	51	18	proposed	propose	VERB
american_scientific_journal-11239	51	19	by	by	ADP
american_scientific_journal-11239	51	20	chawla	chawla	NOUN
american_scientific_journal-11239	51	21	and	and	CCONJ
american_scientific_journal-11239	51	22	his	his	PRON
american_scientific_journal-11239	51	23	colleagues	colleague	NOUN
american_scientific_journal-11239	51	24	[	[	X
american_scientific_journal-11239	51	25	6	6	NUM
american_scientific_journal-11239	51	26	]	]	PUNCT
american_scientific_journal-11239	51	27	,	,	PUNCT
american_scientific_journal-11239	51	28	has	have	AUX
american_scientific_journal-11239	51	29	dominated	dominate	VERB
american_scientific_journal-11239	51	30	the	the	DET
american_scientific_journal-11239	51	31	over	over	ADV
american_scientific_journal-11239	51	32	-	-	PUNCT
american_scientific_journal-11239	51	33	sampling	sample	VERB
american_scientific_journal-11239	51	34	area	area	NOUN
american_scientific_journal-11239	51	35	.	.	PUNCT
american_scientific_journal-11239	52	1	smote	smote	NOUN
american_scientific_journal-11239	52	2	generates	generate	VERB
american_scientific_journal-11239	52	3	synthetic	synthetic	ADJ
american_scientific_journal-11239	52	4	instances	instance	NOUN
american_scientific_journal-11239	52	5	for	for	ADP
american_scientific_journal-11239	52	6	the	the	DET
american_scientific_journal-11239	52	7	minority	minority	NOUN
american_scientific_journal-11239	52	8	class	class	NOUN
american_scientific_journal-11239	52	9	by	by	ADP
american_scientific_journal-11239	52	10	interpolating	interpolate	VERB
american_scientific_journal-11239	52	11	between	between	ADP
american_scientific_journal-11239	52	12	existing	exist	VERB
american_scientific_journal-11239	52	13	instances	instance	NOUN
american_scientific_journal-11239	52	14	,	,	PUNCT
american_scientific_journal-11239	52	15	helping	help	VERB
american_scientific_journal-11239	52	16	to	to	PART
american_scientific_journal-11239	52	17	reduce	reduce	VERB
american_scientific_journal-11239	52	18	the	the	DET
american_scientific_journal-11239	52	19	class	class	NOUN
american_scientific_journal-11239	52	20	imbalance	imbalance	NOUN
american_scientific_journal-11239	52	21	.	.	PUNCT
american_scientific_journal-11239	53	1	several	several	ADJ
american_scientific_journal-11239	53	2	studies	study	NOUN
american_scientific_journal-11239	53	3	,	,	PUNCT
american_scientific_journal-11239	53	4	including	include	VERB
american_scientific_journal-11239	53	5	an	an	DET
american_scientific_journal-11239	53	6	investigation	investigation	NOUN
american_scientific_journal-11239	53	7	by	by	ADP
american_scientific_journal-11239	53	8	fernández	fernández	PROPN
american_scientific_journal-11239	53	9	and	and	CCONJ
american_scientific_journal-11239	53	10	his	his	PRON
american_scientific_journal-11239	53	11	colleagues	colleague	NOUN
american_scientific_journal-11239	53	12	[	[	X
american_scientific_journal-11239	53	13	7	7	NUM
american_scientific_journal-11239	53	14	]	]	PUNCT
american_scientific_journal-11239	53	15	,	,	PUNCT
american_scientific_journal-11239	53	16	have	have	AUX
american_scientific_journal-11239	53	17	demonstrated	demonstrate	VERB
american_scientific_journal-11239	53	18	that	that	SCONJ
american_scientific_journal-11239	53	19	smote	smote	NOUN
american_scientific_journal-11239	53	20	and	and	CCONJ
american_scientific_journal-11239	53	21	its	its	PRON
american_scientific_journal-11239	53	22	variants	variant	NOUN
american_scientific_journal-11239	53	23	can	can	AUX
american_scientific_journal-11239	53	24	significantly	significantly	ADV
american_scientific_journal-11239	53	25	enhance	enhance	VERB
american_scientific_journal-11239	53	26	the	the	DET
american_scientific_journal-11239	53	27	performance	performance	NOUN
american_scientific_journal-11239	53	28	of	of	ADP
american_scientific_journal-11239	53	29	classifiers	classifier	NOUN
american_scientific_journal-11239	53	30	on	on	ADP
american_scientific_journal-11239	53	31	imbalanced	imbalanced	ADJ
american_scientific_journal-11239	53	32	datasets	dataset	NOUN
american_scientific_journal-11239	53	33	.	.	PUNCT
american_scientific_journal-11239	54	1	however	however	ADV
american_scientific_journal-11239	54	2	,	,	PUNCT
american_scientific_journal-11239	54	3	it	it	PRON
american_scientific_journal-11239	54	4	is	be	AUX
american_scientific_journal-11239	54	5	not	not	PART
american_scientific_journal-11239	54	6	without	without	ADP
american_scientific_journal-11239	54	7	limitations	limitation	NOUN
american_scientific_journal-11239	54	8	.	.	PUNCT
american_scientific_journal-11239	55	1	while	while	SCONJ
american_scientific_journal-11239	55	2	smote	smote	ADJ
american_scientific_journal-11239	55	3	is	be	AUX
american_scientific_journal-11239	55	4	a	a	DET
american_scientific_journal-11239	55	5	powerful	powerful	ADJ
american_scientific_journal-11239	55	6	tool	tool	NOUN
american_scientific_journal-11239	55	7	for	for	ADP
american_scientific_journal-11239	55	8	enhancing	enhance	VERB
american_scientific_journal-11239	55	9	classification	classification	NOUN
american_scientific_journal-11239	55	10	performance	performance	NOUN
american_scientific_journal-11239	55	11	,	,	PUNCT
american_scientific_journal-11239	55	12	it	it	PRON
american_scientific_journal-11239	55	13	may	may	AUX
american_scientific_journal-11239	55	14	introduce	introduce	VERB
american_scientific_journal-11239	55	15	noise	noise	NOUN
american_scientific_journal-11239	55	16	or	or	CCONJ
american_scientific_journal-11239	55	17	over	over	ADP
american_scientific_journal-11239	55	18	-	-	PUNCT
american_scientific_journal-11239	55	19	generalization	generalization	NOUN
american_scientific_journal-11239	55	20	if	if	SCONJ
american_scientific_journal-11239	55	21	the	the	DET
american_scientific_journal-11239	55	22	minority	minority	NOUN
american_scientific_journal-11239	55	23	class	class	NOUN
american_scientific_journal-11239	55	24	contains	contain	VERB
american_scientific_journal-11239	55	25	significant	significant	ADJ
american_scientific_journal-11239	55	26	variance	variance	NOUN
american_scientific_journal-11239	55	27	.	.	PUNCT
american_scientific_journal-11239	56	1	american	american	ADJ
american_scientific_journal-11239	56	2	academic	academic	ADJ
american_scientific_journal-11239	56	3	scientific	scientific	ADJ
american_scientific_journal-11239	56	4	research	research	NOUN
american_scientific_journal-11239	56	5	journal	journal	NOUN
american_scientific_journal-11239	56	6	for	for	ADP
american_scientific_journal-11239	56	7	engineering	engineering	NOUN
american_scientific_journal-11239	56	8	,	,	PUNCT
american_scientific_journal-11239	56	9	technology	technology	NOUN
american_scientific_journal-11239	56	10	,	,	PUNCT
american_scientific_journal-11239	56	11	and	and	CCONJ
american_scientific_journal-11239	56	12	sciences	science	NOUN
american_scientific_journal-11239	56	13	(	(	PUNCT
american_scientific_journal-11239	56	14	asrjets	asrjet	NOUN
american_scientific_journal-11239	56	15	)	)	PUNCT
american_scientific_journal-11239	56	16	volume	volume	NOUN
american_scientific_journal-11239	56	17	101	101	NUM
american_scientific_journal-11239	56	18	,	,	PUNCT
american_scientific_journal-11239	56	19	no	no	DET
american_scientific_journal-11239	56	20	1	1	NUM
american_scientific_journal-11239	56	21	,	,	PUNCT
american_scientific_journal-11239	56	22	pp	pp	ADV
american_scientific_journal-11239	56	23	138	138	NUM
american_scientific_journal-11239	56	24	-	-	SYM
american_scientific_journal-11239	56	25	160	160	NUM
american_scientific_journal-11239	56	26	141	141	NUM
american_scientific_journal-11239	56	27	similarly	similarly	ADV
american_scientific_journal-11239	56	28	,	,	PUNCT
american_scientific_journal-11239	56	29	random	random	ADJ
american_scientific_journal-11239	56	30	under	under	NOUN
american_scientific_journal-11239	56	31	-	-	PUNCT
american_scientific_journal-11239	56	32	sampling	sampling	NOUN
american_scientific_journal-11239	56	33	—	—	PUNCT
american_scientific_journal-11239	56	34	a	a	DET
american_scientific_journal-11239	56	35	method	method	NOUN
american_scientific_journal-11239	56	36	where	where	SCONJ
american_scientific_journal-11239	56	37	a	a	DET
american_scientific_journal-11239	56	38	random	random	ADJ
american_scientific_journal-11239	56	39	subset	subset	NOUN
american_scientific_journal-11239	56	40	of	of	ADP
american_scientific_journal-11239	56	41	the	the	DET
american_scientific_journal-11239	56	42	majority	majority	NOUN
american_scientific_journal-11239	56	43	class	class	NOUN
american_scientific_journal-11239	56	44	is	be	AUX
american_scientific_journal-11239	56	45	selected	select	VERB
american_scientific_journal-11239	56	46	—	—	PUNCT
american_scientific_journal-11239	56	47	can	can	AUX
american_scientific_journal-11239	56	48	help	help	VERB
american_scientific_journal-11239	56	49	in	in	ADP
american_scientific_journal-11239	56	50	reducing	reduce	VERB
american_scientific_journal-11239	56	51	class	class	NOUN
american_scientific_journal-11239	56	52	imbalance	imbalance	NOUN
american_scientific_journal-11239	56	53	by	by	ADP
american_scientific_journal-11239	56	54	discarding	discard	VERB
american_scientific_journal-11239	56	55	excessive	excessive	ADJ
american_scientific_journal-11239	56	56	instances	instance	NOUN
american_scientific_journal-11239	56	57	from	from	ADP
american_scientific_journal-11239	56	58	the	the	DET
american_scientific_journal-11239	56	59	dominant	dominant	ADJ
american_scientific_journal-11239	56	60	class	class	NOUN
american_scientific_journal-11239	56	61	.	.	PUNCT
american_scientific_journal-11239	57	1	however	however	ADV
american_scientific_journal-11239	57	2	,	,	PUNCT
american_scientific_journal-11239	57	3	random	random	ADJ
american_scientific_journal-11239	57	4	under	under	NOUN
american_scientific_journal-11239	57	5	-	-	PUNCT
american_scientific_journal-11239	57	6	sampling	sampling	NOUN
american_scientific_journal-11239	57	7	carries	carry	VERB
american_scientific_journal-11239	57	8	the	the	DET
american_scientific_journal-11239	57	9	risk	risk	NOUN
american_scientific_journal-11239	57	10	of	of	ADP
american_scientific_journal-11239	57	11	information	information	NOUN
american_scientific_journal-11239	57	12	loss	loss	NOUN
american_scientific_journal-11239	57	13	,	,	PUNCT
american_scientific_journal-11239	57	14	as	as	SCONJ
american_scientific_journal-11239	57	15	important	important	ADJ
american_scientific_journal-11239	57	16	data	datum	NOUN
american_scientific_journal-11239	57	17	points	point	NOUN
american_scientific_journal-11239	57	18	may	may	AUX
american_scientific_journal-11239	57	19	be	be	AUX
american_scientific_journal-11239	57	20	removed	remove	VERB
american_scientific_journal-11239	57	21	arbitrarily	arbitrarily	ADV
american_scientific_journal-11239	57	22	.	.	PUNCT
american_scientific_journal-11239	58	1	to	to	PART
american_scientific_journal-11239	58	2	address	address	VERB
american_scientific_journal-11239	58	3	this	this	DET
american_scientific_journal-11239	58	4	issue	issue	NOUN
american_scientific_journal-11239	58	5	,	,	PUNCT
american_scientific_journal-11239	58	6	researchers	researcher	NOUN
american_scientific_journal-11239	58	7	have	have	AUX
american_scientific_journal-11239	58	8	developed	develop	VERB
american_scientific_journal-11239	58	9	hybrid	hybrid	ADJ
american_scientific_journal-11239	58	10	approaches	approach	NOUN
american_scientific_journal-11239	58	11	.	.	PUNCT
american_scientific_journal-11239	59	1	for	for	ADP
american_scientific_journal-11239	59	2	example	example	NOUN
american_scientific_journal-11239	59	3	,	,	PUNCT
american_scientific_journal-11239	59	4	rusboost	rusboost	NOUN
american_scientific_journal-11239	59	5	,	,	PUNCT
american_scientific_journal-11239	59	6	introduced	introduce	VERB
american_scientific_journal-11239	59	7	by	by	ADP
american_scientific_journal-11239	59	8	seiffert	seiffert	NOUN
american_scientific_journal-11239	59	9	and	and	CCONJ
american_scientific_journal-11239	59	10	his	his	PRON
american_scientific_journal-11239	59	11	colleagues	colleague	NOUN
american_scientific_journal-11239	59	12	[	[	X
american_scientific_journal-11239	59	13	9	9	NUM
american_scientific_journal-11239	59	14	]	]	PUNCT
american_scientific_journal-11239	59	15	,	,	PUNCT
american_scientific_journal-11239	59	16	combines	combine	VERB
american_scientific_journal-11239	59	17	random	random	ADJ
american_scientific_journal-11239	59	18	under	under	NOUN
american_scientific_journal-11239	59	19	-	-	PUNCT
american_scientific_journal-11239	59	20	sampling	sampling	NOUN
american_scientific_journal-11239	59	21	with	with	ADP
american_scientific_journal-11239	59	22	the	the	DET
american_scientific_journal-11239	59	23	popular	popular	ADJ
american_scientific_journal-11239	59	24	boosting	boosting	NOUN
american_scientific_journal-11239	59	25	technique	technique	NOUN
american_scientific_journal-11239	59	26	,	,	PUNCT
american_scientific_journal-11239	59	27	thereby	thereby	ADV
american_scientific_journal-11239	59	28	improving	improve	VERB
american_scientific_journal-11239	59	29	classification	classification	NOUN
american_scientific_journal-11239	59	30	accuracy	accuracy	NOUN
american_scientific_journal-11239	59	31	by	by	ADP
american_scientific_journal-11239	59	32	mitigating	mitigate	VERB
american_scientific_journal-11239	59	33	class	class	NOUN
american_scientific_journal-11239	59	34	imbalance	imbalance	NOUN
american_scientific_journal-11239	59	35	while	while	SCONJ
american_scientific_journal-11239	59	36	preserving	preserve	VERB
american_scientific_journal-11239	59	37	valuable	valuable	ADJ
american_scientific_journal-11239	59	38	data	datum	NOUN
american_scientific_journal-11239	59	39	.	.	PUNCT
american_scientific_journal-11239	60	1	another	another	DET
american_scientific_journal-11239	60	2	hybrid	hybrid	ADJ
american_scientific_journal-11239	60	3	approach	approach	NOUN
american_scientific_journal-11239	60	4	,	,	PUNCT
american_scientific_journal-11239	60	5	underbagging	underbagging	NOUN
american_scientific_journal-11239	60	6	,	,	PUNCT
american_scientific_journal-11239	60	7	utilizes	utilize	VERB
american_scientific_journal-11239	60	8	bagging	bag	VERB
american_scientific_journal-11239	60	9	techniques	technique	NOUN
american_scientific_journal-11239	60	10	combined	combine	VERB
american_scientific_journal-11239	60	11	with	with	ADP
american_scientific_journal-11239	60	12	random	random	ADJ
american_scientific_journal-11239	60	13	under	under	NOUN
american_scientific_journal-11239	60	14	-	-	PUNCT
american_scientific_journal-11239	60	15	sampling	sampling	NOUN
american_scientific_journal-11239	60	16	to	to	PART
american_scientific_journal-11239	60	17	create	create	VERB
american_scientific_journal-11239	60	18	a	a	DET
american_scientific_journal-11239	60	19	balanced	balanced	ADJ
american_scientific_journal-11239	60	20	training	training	NOUN
american_scientific_journal-11239	60	21	dataset	dataset	NOUN
american_scientific_journal-11239	60	22	and	and	CCONJ
american_scientific_journal-11239	60	23	has	have	AUX
american_scientific_journal-11239	60	24	been	be	AUX
american_scientific_journal-11239	60	25	shown	show	VERB
american_scientific_journal-11239	60	26	to	to	PART
american_scientific_journal-11239	60	27	improve	improve	VERB
american_scientific_journal-11239	60	28	classifier	classifier	ADJ
american_scientific_journal-11239	60	29	performance	performance	NOUN
american_scientific_journal-11239	60	30	in	in	ADP
american_scientific_journal-11239	60	31	imbalanced	imbalanced	ADJ
american_scientific_journal-11239	60	32	scenarios	scenario	NOUN
american_scientific_journal-11239	61	1	[	[	X
american_scientific_journal-11239	61	2	9	9	NUM
american_scientific_journal-11239	61	3	]	]	PUNCT
american_scientific_journal-11239	61	4	.	.	PUNCT
american_scientific_journal-11239	62	1	in	in	ADP
american_scientific_journal-11239	62	2	domains	domain	NOUN
american_scientific_journal-11239	62	3	such	such	ADJ
american_scientific_journal-11239	62	4	as	as	ADP
american_scientific_journal-11239	62	5	credit	credit	NOUN
american_scientific_journal-11239	62	6	card	card	NOUN
american_scientific_journal-11239	62	7	fraud	fraud	NOUN
american_scientific_journal-11239	62	8	detection	detection	NOUN
american_scientific_journal-11239	62	9	,	,	PUNCT
american_scientific_journal-11239	62	10	highly	highly	ADV
american_scientific_journal-11239	62	11	imbalanced	imbalanced	ADJ
american_scientific_journal-11239	62	12	datasets	dataset	NOUN
american_scientific_journal-11239	62	13	are	be	AUX
american_scientific_journal-11239	62	14	the	the	DET
american_scientific_journal-11239	62	15	norm	norm	NOUN
american_scientific_journal-11239	62	16	.	.	PUNCT
american_scientific_journal-11239	63	1	randhawa	randhawa	PROPN
american_scientific_journal-11239	63	2	and	and	CCONJ
american_scientific_journal-11239	63	3	his	his	PRON
american_scientific_journal-11239	63	4	colleagues	colleague	NOUN
american_scientific_journal-11239	64	1	[	[	X
american_scientific_journal-11239	64	2	10	10	NUM
american_scientific_journal-11239	64	3	]	]	PUNCT
american_scientific_journal-11239	64	4	used	use	VERB
american_scientific_journal-11239	64	5	adaboost	adaboost	ADV
american_scientific_journal-11239	64	6	and	and	CCONJ
american_scientific_journal-11239	64	7	majority	majority	NOUN
american_scientific_journal-11239	64	8	voting	vote	VERB
american_scientific_journal-11239	64	9	to	to	PART
american_scientific_journal-11239	64	10	evaluate	evaluate	VERB
american_scientific_journal-11239	64	11	twelve	twelve	NUM
american_scientific_journal-11239	64	12	different	different	ADJ
american_scientific_journal-11239	64	13	classifiers	classifier	NOUN
american_scientific_journal-11239	64	14	in	in	ADP
american_scientific_journal-11239	64	15	this	this	DET
american_scientific_journal-11239	64	16	domain	domain	NOUN
american_scientific_journal-11239	64	17	,	,	PUNCT
american_scientific_journal-11239	64	18	showing	show	VERB
american_scientific_journal-11239	64	19	that	that	SCONJ
american_scientific_journal-11239	64	20	ensemble	ensemble	ADJ
american_scientific_journal-11239	64	21	methods	method	NOUN
american_scientific_journal-11239	64	22	provide	provide	VERB
american_scientific_journal-11239	64	23	superior	superior	ADJ
american_scientific_journal-11239	64	24	results	result	NOUN
american_scientific_journal-11239	64	25	compared	compare	VERB
american_scientific_journal-11239	64	26	to	to	ADP
american_scientific_journal-11239	64	27	individual	individual	ADJ
american_scientific_journal-11239	64	28	classifiers	classifier	NOUN
american_scientific_journal-11239	64	29	.	.	PUNCT
american_scientific_journal-11239	65	1	similarly	similarly	ADV
american_scientific_journal-11239	65	2	,	,	PUNCT
american_scientific_journal-11239	65	3	buda	buda	NOUN
american_scientific_journal-11239	65	4	and	and	CCONJ
american_scientific_journal-11239	65	5	his	his	PRON
american_scientific_journal-11239	65	6	colleagues	colleague	NOUN
american_scientific_journal-11239	66	1	[	[	X
american_scientific_journal-11239	66	2	8	8	NUM
american_scientific_journal-11239	66	3	]	]	PUNCT
american_scientific_journal-11239	66	4	found	find	VERB
american_scientific_journal-11239	66	5	that	that	SCONJ
american_scientific_journal-11239	66	6	combining	combine	VERB
american_scientific_journal-11239	66	7	under	under	NOUN
american_scientific_journal-11239	66	8	-	-	PUNCT
american_scientific_journal-11239	66	9	sampling	sampling	NOUN
american_scientific_journal-11239	66	10	with	with	ADP
american_scientific_journal-11239	66	11	boosting	boost	VERB
american_scientific_journal-11239	66	12	techniques	technique	NOUN
american_scientific_journal-11239	66	13	significantly	significantly	ADV
american_scientific_journal-11239	66	14	enhanced	enhance	VERB
american_scientific_journal-11239	66	15	classification	classification	NOUN
american_scientific_journal-11239	66	16	performance	performance	NOUN
american_scientific_journal-11239	66	17	,	,	PUNCT
american_scientific_journal-11239	66	18	particularly	particularly	ADV
american_scientific_journal-11239	66	19	in	in	ADP
american_scientific_journal-11239	66	20	highly	highly	ADV
american_scientific_journal-11239	66	21	imbalanced	imbalanced	ADJ
american_scientific_journal-11239	66	22	datasets	dataset	NOUN
american_scientific_journal-11239	66	23	where	where	SCONJ
american_scientific_journal-11239	66	24	the	the	DET
american_scientific_journal-11239	66	25	minority	minority	NOUN
american_scientific_journal-11239	66	26	class	class	NOUN
american_scientific_journal-11239	66	27	constitutes	constitute	VERB
american_scientific_journal-11239	66	28	less	less	ADJ
american_scientific_journal-11239	66	29	than	than	ADP
american_scientific_journal-11239	66	30	1	1	NUM
american_scientific_journal-11239	66	31	%	%	NOUN
american_scientific_journal-11239	66	32	of	of	ADP
american_scientific_journal-11239	66	33	the	the	DET
american_scientific_journal-11239	66	34	overall	overall	ADJ
american_scientific_journal-11239	66	35	data	datum	NOUN
american_scientific_journal-11239	66	36	.	.	PUNCT
american_scientific_journal-11239	67	1	the	the	DET
american_scientific_journal-11239	67	2	literature	literature	NOUN
american_scientific_journal-11239	67	3	suggests	suggest	VERB
american_scientific_journal-11239	67	4	that	that	SCONJ
american_scientific_journal-11239	67	5	no	no	DET
american_scientific_journal-11239	67	6	single	single	ADJ
american_scientific_journal-11239	67	7	method	method	NOUN
american_scientific_journal-11239	67	8	is	be	AUX
american_scientific_journal-11239	67	9	universally	universally	ADV
american_scientific_journal-11239	67	10	effective	effective	ADJ
american_scientific_journal-11239	67	11	for	for	ADP
american_scientific_journal-11239	67	12	addressing	address	VERB
american_scientific_journal-11239	67	13	imbalanced	imbalanced	ADJ
american_scientific_journal-11239	67	14	data	datum	NOUN
american_scientific_journal-11239	67	15	across	across	ADP
american_scientific_journal-11239	67	16	all	all	DET
american_scientific_journal-11239	67	17	datasets	dataset	NOUN
american_scientific_journal-11239	67	18	[	[	X
american_scientific_journal-11239	67	19	11	11	NUM
american_scientific_journal-11239	67	20	]	]	PUNCT
american_scientific_journal-11239	67	21	.	.	PUNCT
american_scientific_journal-11239	68	1	typically	typically	ADV
american_scientific_journal-11239	68	2	,	,	PUNCT
american_scientific_journal-11239	68	3	the	the	DET
american_scientific_journal-11239	68	4	choice	choice	NOUN
american_scientific_journal-11239	68	5	of	of	ADP
american_scientific_journal-11239	68	6	method	method	NOUN
american_scientific_journal-11239	68	7	depends	depend	VERB
american_scientific_journal-11239	68	8	on	on	ADP
american_scientific_journal-11239	68	9	the	the	DET
american_scientific_journal-11239	68	10	specific	specific	ADJ
american_scientific_journal-11239	68	11	characteristics	characteristic	NOUN
american_scientific_journal-11239	68	12	of	of	ADP
american_scientific_journal-11239	68	13	the	the	DET
american_scientific_journal-11239	68	14	dataset	dataset	NOUN
american_scientific_journal-11239	68	15	and	and	CCONJ
american_scientific_journal-11239	68	16	the	the	DET
american_scientific_journal-11239	68	17	nature	nature	NOUN
american_scientific_journal-11239	68	18	of	of	ADP
american_scientific_journal-11239	68	19	the	the	DET
american_scientific_journal-11239	68	20	minority	minority	NOUN
american_scientific_journal-11239	68	21	class	class	NOUN
american_scientific_journal-11239	68	22	problem	problem	NOUN
american_scientific_journal-11239	68	23	.	.	PUNCT
american_scientific_journal-11239	69	1	as	as	ADP
american_scientific_journal-11239	69	2	such	such	ADJ
american_scientific_journal-11239	69	3	,	,	PUNCT
american_scientific_journal-11239	69	4	this	this	DET
american_scientific_journal-11239	69	5	work	work	NOUN
american_scientific_journal-11239	69	6	proposes	propose	VERB
american_scientific_journal-11239	69	7	a	a	DET
american_scientific_journal-11239	69	8	novel	novel	ADJ
american_scientific_journal-11239	69	9	approach	approach	NOUN
american_scientific_journal-11239	69	10	that	that	PRON
american_scientific_journal-11239	69	11	aims	aim	VERB
american_scientific_journal-11239	69	12	to	to	PART
american_scientific_journal-11239	69	13	enhance	enhance	VERB
american_scientific_journal-11239	69	14	predictive	predictive	ADJ
american_scientific_journal-11239	69	15	performance	performance	NOUN
american_scientific_journal-11239	69	16	by	by	ADP
american_scientific_journal-11239	69	17	first	first	ADV
american_scientific_journal-11239	69	18	segmenting	segment	VERB
american_scientific_journal-11239	69	19	the	the	DET
american_scientific_journal-11239	69	20	data	datum	NOUN
american_scientific_journal-11239	69	21	into	into	ADP
american_scientific_journal-11239	69	22	clusters	cluster	NOUN
american_scientific_journal-11239	69	23	with	with	ADP
american_scientific_journal-11239	69	24	similar	similar	ADJ
american_scientific_journal-11239	69	25	characteristics	characteristic	NOUN
american_scientific_journal-11239	69	26	and	and	CCONJ
american_scientific_journal-11239	69	27	then	then	ADV
american_scientific_journal-11239	69	28	applying	apply	VERB
american_scientific_journal-11239	69	29	classification	classification	NOUN
american_scientific_journal-11239	69	30	models	model	NOUN
american_scientific_journal-11239	69	31	within	within	ADP
american_scientific_journal-11239	69	32	each	each	DET
american_scientific_journal-11239	69	33	segment	segment	NOUN
american_scientific_journal-11239	69	34	.	.	PUNCT
american_scientific_journal-11239	70	1	this	this	DET
american_scientific_journal-11239	70	2	clustering	cluster	VERB
american_scientific_journal-11239	70	3	-	-	PUNCT
american_scientific_journal-11239	70	4	based	base	VERB
american_scientific_journal-11239	70	5	methodology	methodology	NOUN
american_scientific_journal-11239	70	6	,	,	PUNCT
american_scientific_journal-11239	70	7	discussed	discuss	VERB
american_scientific_journal-11239	70	8	in	in	ADP
american_scientific_journal-11239	70	9	the	the	DET
american_scientific_journal-11239	70	10	following	follow	VERB
american_scientific_journal-11239	70	11	sections	section	NOUN
american_scientific_journal-11239	70	12	,	,	PUNCT
american_scientific_journal-11239	70	13	offers	offer	VERB
american_scientific_journal-11239	70	14	a	a	DET
american_scientific_journal-11239	70	15	promising	promising	ADJ
american_scientific_journal-11239	70	16	way	way	NOUN
american_scientific_journal-11239	70	17	to	to	PART
american_scientific_journal-11239	70	18	handle	handle	VERB
american_scientific_journal-11239	70	19	imbalanced	imbalanced	ADJ
american_scientific_journal-11239	70	20	data	datum	NOUN
american_scientific_journal-11239	70	21	by	by	ADP
american_scientific_journal-11239	70	22	tailoring	tailor	VERB
american_scientific_journal-11239	70	23	the	the	DET
american_scientific_journal-11239	70	24	classification	classification	NOUN
american_scientific_journal-11239	70	25	process	process	NOUN
american_scientific_journal-11239	70	26	to	to	ADP
american_scientific_journal-11239	70	27	the	the	DET
american_scientific_journal-11239	70	28	specific	specific	ADJ
american_scientific_journal-11239	70	29	structure	structure	NOUN
american_scientific_journal-11239	70	30	of	of	ADP
american_scientific_journal-11239	70	31	the	the	DET
american_scientific_journal-11239	70	32	dataset	dataset	NOUN
american_scientific_journal-11239	70	33	,	,	PUNCT
american_scientific_journal-11239	70	34	an	an	DET
american_scientific_journal-11239	70	35	approach	approach	NOUN
american_scientific_journal-11239	70	36	not	not	PART
american_scientific_journal-11239	70	37	widely	widely	ADV
american_scientific_journal-11239	70	38	explored	explore	VERB
american_scientific_journal-11239	70	39	in	in	ADP
american_scientific_journal-11239	70	40	the	the	DET
american_scientific_journal-11239	70	41	current	current	ADJ
american_scientific_journal-11239	70	42	literature	literature	NOUN
american_scientific_journal-11239	70	43	.	.	PUNCT
american_scientific_journal-11239	71	1	description	description	NOUN
american_scientific_journal-11239	71	2	of	of	ADP
american_scientific_journal-11239	71	3	data	datum	NOUN
american_scientific_journal-11239	71	4	:	:	PUNCT
american_scientific_journal-11239	71	5	in	in	ADP
american_scientific_journal-11239	71	6	this	this	DET
american_scientific_journal-11239	71	7	study	study	NOUN
american_scientific_journal-11239	71	8	,	,	PUNCT
american_scientific_journal-11239	71	9	at	at	SCONJ
american_scientific_journal-11239	71	10	we	we	PRON
american_scientific_journal-11239	71	11	worked	work	VERB
american_scientific_journal-11239	71	12	with	with	ADP
american_scientific_journal-11239	71	13	monthly	monthly	ADJ
american_scientific_journal-11239	71	14	invoices	invoice	NOUN
american_scientific_journal-11239	71	15	of	of	ADP
american_scientific_journal-11239	71	16	a	a	DET
american_scientific_journal-11239	71	17	major	major	ADJ
american_scientific_journal-11239	71	18	telecommunication	telecommunication	NOUN
american_scientific_journal-11239	71	19	company	company	NOUN
american_scientific_journal-11239	71	20	that	that	PRON
american_scientific_journal-11239	71	21	has	have	VERB
american_scientific_journal-11239	71	22	a	a	DET
american_scientific_journal-11239	71	23	customer	customer	NOUN
american_scientific_journal-11239	71	24	pool	pool	NOUN
american_scientific_journal-11239	71	25	of	of	ADP
american_scientific_journal-11239	71	26	about	about	ADV
american_scientific_journal-11239	71	27	20	20	NUM
american_scientific_journal-11239	71	28	million	million	NUM
american_scientific_journal-11239	71	29	people	people	NOUN
american_scientific_journal-11239	71	30	.	.	PUNCT
american_scientific_journal-11239	72	1	at	at	ADP
american_scientific_journal-11239	72	2	various	various	ADJ
american_scientific_journal-11239	72	3	phases	phase	NOUN
american_scientific_journal-11239	72	4	of	of	ADP
american_scientific_journal-11239	72	5	the	the	DET
american_scientific_journal-11239	72	6	analysis	analysis	NOUN
american_scientific_journal-11239	72	7	,	,	PUNCT
american_scientific_journal-11239	72	8	we	we	PRON
american_scientific_journal-11239	72	9	worked	work	VERB
american_scientific_journal-11239	72	10	with	with	ADP
american_scientific_journal-11239	72	11	different	different	ADJ
american_scientific_journal-11239	72	12	samples	sample	NOUN
american_scientific_journal-11239	72	13	from	from	ADP
american_scientific_journal-11239	72	14	this	this	DET
american_scientific_journal-11239	72	15	pool	pool	NOUN
american_scientific_journal-11239	72	16	.	.	PUNCT
american_scientific_journal-11239	73	1	various	various	ADJ
american_scientific_journal-11239	73	2	statistics	statistic	NOUN
american_scientific_journal-11239	73	3	that	that	SCONJ
american_scientific_journal-11239	73	4	we	we	PRON
american_scientific_journal-11239	73	5	present	present	VERB
american_scientific_journal-11239	73	6	aim	aim	VERB
american_scientific_journal-11239	73	7	to	to	PART
american_scientific_journal-11239	73	8	display	display	VERB
american_scientific_journal-11239	73	9	the	the	DET
american_scientific_journal-11239	73	10	proportion	proportion	NOUN
american_scientific_journal-11239	73	11	of	of	ADP
american_scientific_journal-11239	73	12	complaints	complaint	NOUN
american_scientific_journal-11239	73	13	and	and	CCONJ
american_scientific_journal-11239	73	14	the	the	DET
american_scientific_journal-11239	73	15	structure	structure	NOUN
american_scientific_journal-11239	73	16	of	of	ADP
american_scientific_journal-11239	73	17	multiple	multiple	ADJ
american_scientific_journal-11239	73	18	complaints	complaint	NOUN
american_scientific_journal-11239	73	19	to	to	ADP
american_scientific_journal-11239	73	20	a	a	DET
american_scientific_journal-11239	73	21	given	give	VERB
american_scientific_journal-11239	73	22	invoice	invoice	NOUN
american_scientific_journal-11239	73	23	.	.	PUNCT
american_scientific_journal-11239	74	1	table	table	NOUN
american_scientific_journal-11239	74	2	1	1	NUM
american_scientific_journal-11239	74	3	below	below	ADV
american_scientific_journal-11239	74	4	,	,	PUNCT
american_scientific_journal-11239	74	5	displays	display	VERB
american_scientific_journal-11239	74	6	the	the	DET
american_scientific_journal-11239	74	7	number	number	NOUN
american_scientific_journal-11239	74	8	of	of	ADP
american_scientific_journal-11239	74	9	complaints	complaint	NOUN
american_scientific_journal-11239	74	10	to	to	ADP
american_scientific_journal-11239	74	11	a	a	DET
american_scientific_journal-11239	74	12	sample	sample	NOUN
american_scientific_journal-11239	74	13	consisting	consist	VERB
american_scientific_journal-11239	74	14	of	of	ADP
american_scientific_journal-11239	74	15	over	over	ADP
american_scientific_journal-11239	74	16	2.3	2.3	NUM
american_scientific_journal-11239	74	17	million	million	NUM
american_scientific_journal-11239	74	18	customers	customer	NOUN
american_scientific_journal-11239	74	19	over	over	ADP
american_scientific_journal-11239	74	20	9	9	NUM
american_scientific_journal-11239	74	21	months	month	NOUN
american_scientific_journal-11239	74	22	(	(	PUNCT
american_scientific_journal-11239	74	23	07/2021	07/2021	NOUN
american_scientific_journal-11239	74	24	-	-	PUNCT
american_scientific_journal-11239	74	25	03/2022	03/2022	NOUN
american_scientific_journal-11239	74	26	)	)	PUNCT
american_scientific_journal-11239	74	27	.	.	PUNCT
american_scientific_journal-11239	75	1	this	this	DET
american_scientific_journal-11239	75	2	customer	customer	NOUN
american_scientific_journal-11239	75	3	pool	pool	NOUN
american_scientific_journal-11239	75	4	has	have	AUX
american_scientific_journal-11239	75	5	been	be	AUX
american_scientific_journal-11239	75	6	used	use	VERB
american_scientific_journal-11239	75	7	for	for	ADP
american_scientific_journal-11239	75	8	the	the	DET
american_scientific_journal-11239	75	9	analysis	analysis	NOUN
american_scientific_journal-11239	75	10	of	of	ADP
american_scientific_journal-11239	75	11	detecting	detect	VERB
american_scientific_journal-11239	75	12	retail	retail	ADJ
american_scientific_journal-11239	75	13	expenditures[13	expenditures[13	NOUN
american_scientific_journal-11239	75	14	]	]	PUNCT
american_scientific_journal-11239	75	15	.	.	PUNCT
american_scientific_journal-11239	76	1	table	table	NOUN
american_scientific_journal-11239	76	2	3	3	NUM
american_scientific_journal-11239	76	3	:	:	PUNCT
american_scientific_journal-11239	76	4	distribution	distribution	NOUN
american_scientific_journal-11239	76	5	of	of	ADP
american_scientific_journal-11239	76	6	complaints	complaint	NOUN
american_scientific_journal-11239	76	7	(	(	PUNCT
american_scientific_journal-11239	76	8	nc	nc	NOUN
american_scientific_journal-11239	76	9	:	:	PUNCT
american_scientific_journal-11239	76	10	no	no	DET
american_scientific_journal-11239	76	11	complaint	complaint	NOUN
american_scientific_journal-11239	76	12	,	,	PUNCT
american_scientific_journal-11239	76	13	c	c	NOUN
american_scientific_journal-11239	76	14	:	:	PUNCT
american_scientific_journal-11239	76	15	complaint	complaint	NOUN
american_scientific_journal-11239	76	16	,	,	PUNCT
american_scientific_journal-11239	76	17	over	over	ADP
american_scientific_journal-11239	76	18	2.3	2.3	NUM
american_scientific_journal-11239	76	19	customers	customer	NOUN
american_scientific_journal-11239	76	20	,	,	PUNCT
american_scientific_journal-11239	76	21	07/2021	07/2021	NOUN
american_scientific_journal-11239	76	22	-	-	PUNCT
american_scientific_journal-11239	76	23	03/2022	03/2022	NOUN
american_scientific_journal-11239	76	24	)	)	PUNCT
american_scientific_journal-11239	76	25	month	month	NOUN
american_scientific_journal-11239	76	26	1	1	NUM
american_scientific_journal-11239	76	27	2	2	NUM
american_scientific_journal-11239	76	28	3	3	NUM
american_scientific_journal-11239	76	29	4	4	NUM
american_scientific_journal-11239	76	30	5	5	NUM
american_scientific_journal-11239	76	31	6	6	NUM
american_scientific_journal-11239	76	32	7	7	NUM
american_scientific_journal-11239	76	33	8	8	NUM
american_scientific_journal-11239	76	34	9	9	NUM
american_scientific_journal-11239	76	35	nc	nc	PROPN
american_scientific_journal-11239	76	36	2	2	NUM
american_scientific_journal-11239	76	37	375	375	NUM
american_scientific_journal-11239	76	38	072	072	NUM
american_scientific_journal-11239	76	39	2	2	NUM
american_scientific_journal-11239	76	40	375	375	NUM
american_scientific_journal-11239	76	41	153	153	NUM
american_scientific_journal-11239	76	42	2	2	NUM
american_scientific_journal-11239	76	43	375	375	NUM
american_scientific_journal-11239	76	44	120	120	NUM
american_scientific_journal-11239	76	45	2	2	NUM
american_scientific_journal-11239	76	46	375	375	NUM
american_scientific_journal-11239	76	47	100	100	NUM
american_scientific_journal-11239	76	48	2	2	NUM
american_scientific_journal-11239	76	49	375	375	NUM
american_scientific_journal-11239	76	50	136	136	NUM
american_scientific_journal-11239	76	51	2	2	NUM
american_scientific_journal-11239	76	52	375	375	NUM
american_scientific_journal-11239	76	53	351	351	NUM
american_scientific_journal-11239	76	54	2	2	NUM
american_scientific_journal-11239	76	55	375	375	NUM
american_scientific_journal-11239	76	56	438	438	NUM
american_scientific_journal-11239	76	57	2	2	NUM
american_scientific_journal-11239	76	58	375	375	NUM
american_scientific_journal-11239	76	59	497	497	NUM
american_scientific_journal-11239	76	60	2	2	NUM
american_scientific_journal-11239	76	61	375	375	NUM
american_scientific_journal-11239	76	62	351	351	NUM
american_scientific_journal-11239	76	63	c	c	NOUN
american_scientific_journal-11239	76	64	1	1	NUM
american_scientific_journal-11239	76	65	444	444	NUM
american_scientific_journal-11239	76	66	1	1	NUM
american_scientific_journal-11239	76	67	363	363	NUM
american_scientific_journal-11239	76	68	1	1	NUM
american_scientific_journal-11239	76	69	396	396	NUM
american_scientific_journal-11239	76	70	1	1	NUM
american_scientific_journal-11239	76	71	416	416	NUM
american_scientific_journal-11239	76	72	1	1	NUM
american_scientific_journal-11239	76	73	380	380	NUM
american_scientific_journal-11239	76	74	1	1	NUM
american_scientific_journal-11239	76	75	165	165	NUM
american_scientific_journal-11239	76	76	1	1	NUM
american_scientific_journal-11239	76	77	078	078	NUM
american_scientific_journal-11239	76	78	1	1	NUM
american_scientific_journal-11239	76	79	019	019	NUM
american_scientific_journal-11239	76	80	1	1	NUM
american_scientific_journal-11239	76	81	165	165	NUM
american_scientific_journal-11239	76	82	a	a	DET
american_scientific_journal-11239	76	83	second	second	ADJ
american_scientific_journal-11239	76	84	sample	sample	NOUN
american_scientific_journal-11239	76	85	consists	consist	VERB
american_scientific_journal-11239	76	86	of	of	ADP
american_scientific_journal-11239	76	87	an	an	DET
american_scientific_journal-11239	76	88	11	11	NUM
american_scientific_journal-11239	76	89	-	-	PUNCT
american_scientific_journal-11239	76	90	month	month	NOUN
american_scientific_journal-11239	76	91	billing	billing	NOUN
american_scientific_journal-11239	76	92	history	history	NOUN
american_scientific_journal-11239	76	93	(	(	PUNCT
american_scientific_journal-11239	76	94	09/2021	09/2021	NOUN
american_scientific_journal-11239	76	95	-	-	PUNCT
american_scientific_journal-11239	76	96	06/2022	06/2022	NOUN
american_scientific_journal-11239	76	97	)	)	PUNCT
american_scientific_journal-11239	76	98	for	for	ADP
american_scientific_journal-11239	76	99	843,637	843,637	NUM
american_scientific_journal-11239	76	100	subscribers	subscriber	NOUN
american_scientific_journal-11239	76	101	has	have	AUX
american_scientific_journal-11239	76	102	been	be	AUX
american_scientific_journal-11239	76	103	american	american	ADJ
american_scientific_journal-11239	76	104	academic	academic	ADJ
american_scientific_journal-11239	76	105	scientific	scientific	ADJ
american_scientific_journal-11239	76	106	research	research	NOUN
american_scientific_journal-11239	76	107	journal	journal	NOUN
american_scientific_journal-11239	76	108	for	for	ADP
american_scientific_journal-11239	76	109	engineering	engineering	NOUN
american_scientific_journal-11239	76	110	,	,	PUNCT
american_scientific_journal-11239	76	111	technology	technology	NOUN
american_scientific_journal-11239	76	112	,	,	PUNCT
american_scientific_journal-11239	76	113	and	and	CCONJ
american_scientific_journal-11239	76	114	sciences	science	NOUN
american_scientific_journal-11239	76	115	(	(	PUNCT
american_scientific_journal-11239	76	116	asrjets	asrjet	NOUN
american_scientific_journal-11239	76	117	)	)	PUNCT
american_scientific_journal-11239	76	118	volume	volume	NOUN
american_scientific_journal-11239	76	119	101	101	NUM
american_scientific_journal-11239	76	120	,	,	PUNCT
american_scientific_journal-11239	76	121	no	no	DET
american_scientific_journal-11239	76	122	1	1	NUM
american_scientific_journal-11239	76	123	,	,	PUNCT
american_scientific_journal-11239	76	124	pp	pp	ADJ
american_scientific_journal-11239	76	125	138	138	NUM
american_scientific_journal-11239	76	126	-	-	SYM
american_scientific_journal-11239	76	127	160	160	NUM
american_scientific_journal-11239	76	128	142	142	NUM
american_scientific_journal-11239	76	129	used	use	VERB
american_scientific_journal-11239	76	130	for	for	ADP
american_scientific_journal-11239	76	131	a	a	DET
american_scientific_journal-11239	76	132	clustering	clustering	NOUN
american_scientific_journal-11239	76	133	of	of	ADP
american_scientific_journal-11239	76	134	customer	customer	NOUN
american_scientific_journal-11239	76	135	invoice	invoice	NOUN
american_scientific_journal-11239	76	136	sets	set	VERB
american_scientific_journal-11239	76	137	[	[	PUNCT
american_scientific_journal-11239	76	138	13].the	13].the	DET
american_scientific_journal-11239	76	139	number	number	NOUN
american_scientific_journal-11239	76	140	of	of	ADP
american_scientific_journal-11239	76	141	multiple	multiple	ADJ
american_scientific_journal-11239	76	142	objections	objection	NOUN
american_scientific_journal-11239	76	143	are	be	AUX
american_scientific_journal-11239	76	144	given	give	VERB
american_scientific_journal-11239	76	145	in	in	ADP
american_scientific_journal-11239	76	146	table	table	NOUN
american_scientific_journal-11239	76	147	2	2	NUM
american_scientific_journal-11239	76	148	below	below	ADV
american_scientific_journal-11239	76	149	.	.	PUNCT
american_scientific_journal-11239	77	1	it	it	PRON
american_scientific_journal-11239	77	2	is	be	AUX
american_scientific_journal-11239	77	3	recommended	recommend	VERB
american_scientific_journal-11239	77	4	that	that	SCONJ
american_scientific_journal-11239	77	5	customers	customer	NOUN
american_scientific_journal-11239	77	6	who	who	PRON
american_scientific_journal-11239	77	7	have	have	AUX
american_scientific_journal-11239	77	8	filed	file	VERB
american_scientific_journal-11239	77	9	objections	objection	NOUN
american_scientific_journal-11239	77	10	for	for	ADP
american_scientific_journal-11239	77	11	more	more	ADJ
american_scientific_journal-11239	77	12	than	than	ADP
american_scientific_journal-11239	77	13	40	40	NUM
american_scientific_journal-11239	77	14	%	%	NOUN
american_scientific_journal-11239	77	15	of	of	ADP
american_scientific_journal-11239	77	16	the	the	DET
american_scientific_journal-11239	77	17	monitoring	monitoring	NOUN
american_scientific_journal-11239	77	18	period	period	NOUN
american_scientific_journal-11239	77	19	be	be	AUX
american_scientific_journal-11239	77	20	placed	place	VERB
american_scientific_journal-11239	77	21	on	on	ADP
american_scientific_journal-11239	77	22	a	a	DET
american_scientific_journal-11239	77	23	separate	separate	ADJ
american_scientific_journal-11239	77	24	observation	observation	NOUN
american_scientific_journal-11239	77	25	list	list	NOUN
american_scientific_journal-11239	77	26	and	and	CCONJ
american_scientific_journal-11239	77	27	excluded	exclude	VERB
american_scientific_journal-11239	77	28	from	from	ADP
american_scientific_journal-11239	77	29	the	the	DET
american_scientific_journal-11239	77	30	general	general	ADJ
american_scientific_journal-11239	77	31	analysis	analysis	NOUN
american_scientific_journal-11239	77	32	.	.	PUNCT
american_scientific_journal-11239	78	1	it	it	PRON
american_scientific_journal-11239	78	2	can	can	AUX
american_scientific_journal-11239	78	3	be	be	AUX
american_scientific_journal-11239	78	4	observed	observe	VERB
american_scientific_journal-11239	78	5	that	that	SCONJ
american_scientific_journal-11239	78	6	the	the	DET
american_scientific_journal-11239	78	7	majority	majority	NOUN
american_scientific_journal-11239	78	8	of	of	ADP
american_scientific_journal-11239	78	9	customers	customer	NOUN
american_scientific_journal-11239	78	10	did	do	AUX
american_scientific_journal-11239	78	11	not	not	PART
american_scientific_journal-11239	78	12	file	file	VERB
american_scientific_journal-11239	78	13	any	any	DET
american_scientific_journal-11239	78	14	objections	objection	NOUN
american_scientific_journal-11239	78	15	,	,	PUNCT
american_scientific_journal-11239	78	16	and	and	CCONJ
american_scientific_journal-11239	78	17	multiple	multiple	ADJ
american_scientific_journal-11239	78	18	objections	objection	NOUN
american_scientific_journal-11239	78	19	are	be	AUX
american_scientific_journal-11239	78	20	rare	rare	ADJ
american_scientific_journal-11239	78	21	.	.	PUNCT
american_scientific_journal-11239	79	1	table	table	NOUN
american_scientific_journal-11239	79	2	4	4	NUM
american_scientific_journal-11239	79	3	:	:	PUNCT
american_scientific_journal-11239	79	4	statistics	statistic	NOUN
american_scientific_journal-11239	79	5	of	of	ADP
american_scientific_journal-11239	79	6	multiple	multiple	ADJ
american_scientific_journal-11239	79	7	objections	objection	NOUN
american_scientific_journal-11239	79	8	based	base	VERB
american_scientific_journal-11239	79	9	on	on	ADP
american_scientific_journal-11239	79	10	sample	sample	NOUN
american_scientific_journal-11239	79	11	2	2	NUM
american_scientific_journal-11239	79	12	(	(	PUNCT
american_scientific_journal-11239	79	13	843,637	843,637	NUM
american_scientific_journal-11239	79	14	customers	customer	NOUN
american_scientific_journal-11239	79	15	,	,	PUNCT
american_scientific_journal-11239	79	16	09/2021	09/2021	NOUN
american_scientific_journal-11239	79	17	-	-	SYM
american_scientific_journal-11239	79	18	06/2022	06/2022	NOUN
american_scientific_journal-11239	79	19	)	)	PUNCT
american_scientific_journal-11239	79	20	the	the	DET
american_scientific_journal-11239	79	21	main	main	ADJ
american_scientific_journal-11239	79	22	result	result	NOUN
american_scientific_journal-11239	79	23	of	of	ADP
american_scientific_journal-11239	79	24	our	our	PRON
american_scientific_journal-11239	79	25	previous	previous	ADJ
american_scientific_journal-11239	79	26	work	work	NOUN
american_scientific_journal-11239	79	27	is	be	AUX
american_scientific_journal-11239	79	28	that	that	SCONJ
american_scientific_journal-11239	79	29	complaints	complaint	NOUN
american_scientific_journal-11239	79	30	are	be	AUX
american_scientific_journal-11239	79	31	extremely	extremely	ADV
american_scientific_journal-11239	79	32	rare	rare	ADJ
american_scientific_journal-11239	79	33	,	,	PUNCT
american_scientific_journal-11239	79	34	they	they	PRON
american_scientific_journal-11239	79	35	are	be	AUX
american_scientific_journal-11239	79	36	in	in	ADP
american_scientific_journal-11239	79	37	general	general	ADJ
american_scientific_journal-11239	79	38	related	relate	VERB
american_scientific_journal-11239	79	39	to	to	ADP
american_scientific_journal-11239	79	40	anomalies	anomaly	NOUN
american_scientific_journal-11239	79	41	in	in	ADP
american_scientific_journal-11239	79	42	the	the	DET
american_scientific_journal-11239	79	43	invoice	invoice	NOUN
american_scientific_journal-11239	79	44	series	series	NOUN
american_scientific_journal-11239	79	45	,	,	PUNCT
american_scientific_journal-11239	79	46	but	but	CCONJ
american_scientific_journal-11239	79	47	extreme	extreme	ADJ
american_scientific_journal-11239	79	48	anomalies	anomaly	NOUN
american_scientific_journal-11239	79	49	in	in	ADP
american_scientific_journal-11239	79	50	general	general	ADJ
american_scientific_journal-11239	79	51	correspond	correspond	NOUN
american_scientific_journal-11239	79	52	to	to	ADP
american_scientific_journal-11239	79	53	conscious	conscious	ADJ
american_scientific_journal-11239	79	54	spendings	spending	NOUN
american_scientific_journal-11239	79	55	and	and	CCONJ
american_scientific_journal-11239	79	56	they	they	PRON
american_scientific_journal-11239	79	57	do	do	AUX
american_scientific_journal-11239	79	58	n’t	not	PART
american_scientific_journal-11239	79	59	lead	lead	VERB
american_scientific_journal-11239	79	60	to	to	ADP
american_scientific_journal-11239	79	61	objections	objection	NOUN
american_scientific_journal-11239	79	62	and	and	CCONJ
american_scientific_journal-11239	79	63	complaints	complaint	NOUN
american_scientific_journal-11239	79	64	.	.	PUNCT
american_scientific_journal-11239	80	1	furthermore	furthermore	ADV
american_scientific_journal-11239	80	2	,	,	PUNCT
american_scientific_journal-11239	80	3	although	although	SCONJ
american_scientific_journal-11239	80	4	rare	rare	ADJ
american_scientific_journal-11239	80	5	,	,	PUNCT
american_scientific_journal-11239	80	6	repeated	repeat	VERB
american_scientific_journal-11239	80	7	objections	objection	NOUN
american_scientific_journal-11239	80	8	indicate	indicate	VERB
american_scientific_journal-11239	80	9	the	the	DET
american_scientific_journal-11239	80	10	need	need	NOUN
american_scientific_journal-11239	80	11	for	for	ADP
american_scientific_journal-11239	80	12	special	special	ADJ
american_scientific_journal-11239	80	13	treatment	treatment	NOUN
american_scientific_journal-11239	80	14	and	and	CCONJ
american_scientific_journal-11239	80	15	corrective	corrective	ADJ
american_scientific_journal-11239	80	16	actions	action	NOUN
american_scientific_journal-11239	80	17	for	for	ADP
american_scientific_journal-11239	80	18	a	a	DET
american_scientific_journal-11239	80	19	group	group	NOUN
american_scientific_journal-11239	80	20	of	of	ADP
american_scientific_journal-11239	80	21	customers	customer	NOUN
american_scientific_journal-11239	80	22	.	.	PUNCT
american_scientific_journal-11239	81	1	finally	finally	ADV
american_scientific_journal-11239	81	2	,	,	PUNCT
american_scientific_journal-11239	81	3	even	even	ADV
american_scientific_journal-11239	81	4	after	after	ADP
american_scientific_journal-11239	81	5	classifying	classify	VERB
american_scientific_journal-11239	81	6	customers	customer	NOUN
american_scientific_journal-11239	81	7	into	into	ADP
american_scientific_journal-11239	81	8	relatively	relatively	ADV
american_scientific_journal-11239	81	9	homogeneous	homogeneous	ADJ
american_scientific_journal-11239	81	10	subsets	subset	NOUN
american_scientific_journal-11239	81	11	,	,	PUNCT
american_scientific_journal-11239	81	12	still	still	ADV
american_scientific_journal-11239	81	13	the	the	DET
american_scientific_journal-11239	81	14	response	response	NOUN
american_scientific_journal-11239	81	15	of	of	ADP
american_scientific_journal-11239	81	16	the	the	DET
american_scientific_journal-11239	81	17	individuals	individual	NOUN
american_scientific_journal-11239	81	18	to	to	PART
american_scientific_journal-11239	81	19	anomalies	anomaly	NOUN
american_scientific_journal-11239	81	20	displays	display	VERB
american_scientific_journal-11239	81	21	high	high	ADJ
american_scientific_journal-11239	81	22	variability	variability	NOUN
american_scientific_journal-11239	81	23	.	.	PUNCT
american_scientific_journal-11239	82	1	as	as	ADP
american_scientific_journal-11239	82	2	a	a	DET
american_scientific_journal-11239	82	3	result	result	NOUN
american_scientific_journal-11239	82	4	,	,	PUNCT
american_scientific_journal-11239	82	5	in	in	ADP
american_scientific_journal-11239	82	6	the	the	DET
american_scientific_journal-11239	82	7	present	present	ADJ
american_scientific_journal-11239	82	8	work	work	NOUN
american_scientific_journal-11239	82	9	we	we	PRON
american_scientific_journal-11239	82	10	investigate	investigate	VERB
american_scientific_journal-11239	82	11	to	to	ADP
american_scientific_journal-11239	82	12	role	role	NOUN
american_scientific_journal-11239	82	13	of	of	ADP
american_scientific_journal-11239	82	14	customer	customer	NOUN
american_scientific_journal-11239	82	15	response	response	NOUN
american_scientific_journal-11239	82	16	to	to	ADP
american_scientific_journal-11239	82	17	anomalies	anomaly	NOUN
american_scientific_journal-11239	82	18	.	.	PUNCT
american_scientific_journal-11239	83	1	3	3	X
american_scientific_journal-11239	83	2	.	.	X
american_scientific_journal-11239	83	3	statistical	statistical	ADJ
american_scientific_journal-11239	83	4	analysis	analysis	NOUN
american_scientific_journal-11239	83	5	of	of	ADP
american_scientific_journal-11239	83	6	the	the	DET
american_scientific_journal-11239	83	7	customer	customer	NOUN
american_scientific_journal-11239	83	8	pool	pool	NOUN
american_scientific_journal-11239	83	9	the	the	DET
american_scientific_journal-11239	83	10	following	follow	VERB
american_scientific_journal-11239	83	11	chart	chart	NOUN
american_scientific_journal-11239	83	12	displays	display	VERB
american_scientific_journal-11239	83	13	typical	typical	ADJ
american_scientific_journal-11239	83	14	the	the	DET
american_scientific_journal-11239	83	15	billing	billing	NOUN
american_scientific_journal-11239	83	16	sequences	sequence	NOUN
american_scientific_journal-11239	83	17	for	for	ADP
american_scientific_journal-11239	83	18	customers	customer	NOUN
american_scientific_journal-11239	83	19	who	who	PRON
american_scientific_journal-11239	83	20	objected	object	VERB
american_scientific_journal-11239	83	21	six	six	NUM
american_scientific_journal-11239	83	22	or	or	CCONJ
american_scientific_journal-11239	83	23	more	more	ADJ
american_scientific_journal-11239	83	24	times	time	NOUN
american_scientific_journal-11239	83	25	within	within	ADP
american_scientific_journal-11239	83	26	the	the	DET
american_scientific_journal-11239	83	27	11	11	NUM
american_scientific_journal-11239	83	28	-	-	PUNCT
american_scientific_journal-11239	83	29	month	month	NOUN
american_scientific_journal-11239	83	30	period	period	NOUN
american_scientific_journal-11239	83	31	.	.	PUNCT
american_scientific_journal-11239	84	1	in	in	ADP
american_scientific_journal-11239	84	2	these	these	DET
american_scientific_journal-11239	84	3	graphs	graph	NOUN
american_scientific_journal-11239	84	4	,	,	PUNCT
american_scientific_journal-11239	84	5	an	an	DET
american_scientific_journal-11239	84	6	asterisk	asterisk	NOUN
american_scientific_journal-11239	84	7	(	(	PUNCT
american_scientific_journal-11239	84	8	*	*	NOUN
american_scientific_journal-11239	84	9	)	)	PUNCT
american_scientific_journal-11239	84	10	on	on	ADP
american_scientific_journal-11239	84	11	the	the	DET
american_scientific_journal-11239	84	12	curve	curve	NOUN
american_scientific_journal-11239	84	13	indicates	indicate	VERB
american_scientific_journal-11239	84	14	an	an	DET
american_scientific_journal-11239	84	15	objection	objection	NOUN
american_scientific_journal-11239	84	16	to	to	ADP
american_scientific_journal-11239	84	17	the	the	DET
american_scientific_journal-11239	84	18	corresponding	corresponding	ADJ
american_scientific_journal-11239	84	19	invoice	invoice	NOUN
american_scientific_journal-11239	84	20	.	.	PUNCT
american_scientific_journal-11239	85	1	number	number	NOUN
american_scientific_journal-11239	85	2	of	of	ADP
american_scientific_journal-11239	85	3	objections	objection	NOUN
american_scientific_journal-11239	85	4	0	0	NUM
american_scientific_journal-11239	85	5	1	1	NUM
american_scientific_journal-11239	85	6	2	2	NUM
american_scientific_journal-11239	85	7	3	3	NUM
american_scientific_journal-11239	85	8	4	4	NUM
american_scientific_journal-11239	85	9	5	5	NUM
american_scientific_journal-11239	85	10	6	6	NUM
american_scientific_journal-11239	85	11	7	7	NUM
american_scientific_journal-11239	85	12	8	8	NUM
american_scientific_journal-11239	85	13	9	9	NUM
american_scientific_journal-11239	85	14	10	10	NUM
american_scientific_journal-11239	85	15	11	11	NUM
american_scientific_journal-11239	85	16	number	number	NOUN
american_scientific_journal-11239	85	17	of	of	ADP
american_scientific_journal-11239	85	18	people	people	NOUN
american_scientific_journal-11239	85	19	830499	830499	NUM
american_scientific_journal-11239	85	20	12619	12619	NUM
american_scientific_journal-11239	85	21	384	384	NUM
american_scientific_journal-11239	85	22	73	73	NUM
american_scientific_journal-11239	85	23	28	28	NUM
american_scientific_journal-11239	85	24	15	15	NUM
american_scientific_journal-11239	85	25	9	9	NUM
american_scientific_journal-11239	85	26	1	1	NUM
american_scientific_journal-11239	85	27	2	2	NUM
american_scientific_journal-11239	85	28	3	3	NUM
american_scientific_journal-11239	85	29	1	1	NUM
american_scientific_journal-11239	85	30	3	3	NUM
american_scientific_journal-11239	85	31	american	american	ADJ
american_scientific_journal-11239	85	32	academic	academic	ADJ
american_scientific_journal-11239	85	33	scientific	scientific	ADJ
american_scientific_journal-11239	85	34	research	research	NOUN
american_scientific_journal-11239	85	35	journal	journal	NOUN
american_scientific_journal-11239	85	36	for	for	ADP
american_scientific_journal-11239	85	37	engineering	engineering	NOUN
american_scientific_journal-11239	85	38	,	,	PUNCT
american_scientific_journal-11239	85	39	technology	technology	NOUN
american_scientific_journal-11239	85	40	,	,	PUNCT
american_scientific_journal-11239	85	41	and	and	CCONJ
american_scientific_journal-11239	85	42	sciences	science	NOUN
american_scientific_journal-11239	85	43	(	(	PUNCT
american_scientific_journal-11239	85	44	asrjets	asrjet	NOUN
american_scientific_journal-11239	85	45	)	)	PUNCT
american_scientific_journal-11239	85	46	volume	volume	NOUN
american_scientific_journal-11239	85	47	101	101	NUM
american_scientific_journal-11239	85	48	,	,	PUNCT
american_scientific_journal-11239	85	49	no	no	DET
american_scientific_journal-11239	85	50	1	1	NUM
american_scientific_journal-11239	85	51	,	,	PUNCT
american_scientific_journal-11239	85	52	pp	pp	ADJ
american_scientific_journal-11239	85	53	138	138	NUM
american_scientific_journal-11239	85	54	-	-	SYM
american_scientific_journal-11239	85	55	160	160	NUM
american_scientific_journal-11239	85	56	143	143	NUM
american_scientific_journal-11239	85	57	figure	figure	NOUN
american_scientific_journal-11239	85	58	1	1	NUM
american_scientific_journal-11239	85	59	:	:	PUNCT
american_scientific_journal-11239	85	60	subscribers	subscriber	NOUN
american_scientific_journal-11239	85	61	with	with	ADP
american_scientific_journal-11239	85	62	six	six	NUM
american_scientific_journal-11239	85	63	to	to	PART
american_scientific_journal-11239	85	64	seven	seven	NUM
american_scientific_journal-11239	85	65	objections	objection	NOUN
american_scientific_journal-11239	85	66	during	during	ADP
american_scientific_journal-11239	85	67	the	the	DET
american_scientific_journal-11239	85	68	11	11	NUM
american_scientific_journal-11239	85	69	-	-	PUNCT
american_scientific_journal-11239	85	70	month	month	NOUN
american_scientific_journal-11239	85	71	period	period	NOUN
american_scientific_journal-11239	85	72	.	.	PUNCT
american_scientific_journal-11239	86	1	figure	figure	NOUN
american_scientific_journal-11239	86	2	16	16	NUM
american_scientific_journal-11239	86	3	as	as	SCONJ
american_scientific_journal-11239	86	4	seen	see	VERB
american_scientific_journal-11239	86	5	in	in	ADP
american_scientific_journal-11239	86	6	the	the	DET
american_scientific_journal-11239	86	7	graphs	graph	NOUN
american_scientific_journal-11239	86	8	,	,	PUNCT
american_scientific_journal-11239	86	9	some	some	DET
american_scientific_journal-11239	86	10	objections	objection	NOUN
american_scientific_journal-11239	86	11	are	be	AUX
american_scientific_journal-11239	86	12	related	relate	VERB
american_scientific_journal-11239	86	13	to	to	ADP
american_scientific_journal-11239	86	14	the	the	DET
american_scientific_journal-11239	86	15	invoice	invoice	NOUN
american_scientific_journal-11239	86	16	amounts	amount	NOUN
american_scientific_journal-11239	86	17	.	.	PUNCT
american_scientific_journal-11239	87	1	however	however	ADV
american_scientific_journal-11239	87	2	,	,	PUNCT
american_scientific_journal-11239	87	3	whether	whether	SCONJ
american_scientific_journal-11239	87	4	high	high	ADJ
american_scientific_journal-11239	87	5	or	or	CCONJ
american_scientific_journal-11239	87	6	low	low	ADJ
american_scientific_journal-11239	87	7	,	,	PUNCT
american_scientific_journal-11239	87	8	continuous	continuous	ADJ
american_scientific_journal-11239	87	9	objections	objection	NOUN
american_scientific_journal-11239	87	10	to	to	ADP
american_scientific_journal-11239	87	11	invoices	invoice	NOUN
american_scientific_journal-11239	87	12	indicate	indicate	VERB
american_scientific_journal-11239	87	13	that	that	SCONJ
american_scientific_journal-11239	87	14	these	these	DET
american_scientific_journal-11239	87	15	customers	customer	NOUN
american_scientific_journal-11239	87	16	have	have	VERB
american_scientific_journal-11239	87	17	issues	issue	NOUN
american_scientific_journal-11239	87	18	that	that	PRON
american_scientific_journal-11239	87	19	need	need	VERB
american_scientific_journal-11239	87	20	to	to	PART
american_scientific_journal-11239	87	21	be	be	AUX
american_scientific_journal-11239	87	22	managed	manage	VERB
american_scientific_journal-11239	87	23	specifically	specifically	ADV
american_scientific_journal-11239	87	24	.	.	PUNCT
american_scientific_journal-11239	88	1	in	in	ADP
american_scientific_journal-11239	88	2	such	such	ADJ
american_scientific_journal-11239	88	3	cases	case	NOUN
american_scientific_journal-11239	88	4	of	of	ADP
american_scientific_journal-11239	88	5	persistent	persistent	ADJ
american_scientific_journal-11239	88	6	objections	objection	NOUN
american_scientific_journal-11239	88	7	,	,	PUNCT
american_scientific_journal-11239	88	8	special	special	ADJ
american_scientific_journal-11239	88	9	attention	attention	NOUN
american_scientific_journal-11239	88	10	should	should	AUX
american_scientific_journal-11239	88	11	be	be	AUX
american_scientific_journal-11239	88	12	given	give	VERB
american_scientific_journal-11239	88	13	to	to	ADP
american_scientific_journal-11239	88	14	the	the	DET
american_scientific_journal-11239	88	15	subscriber	subscriber	NOUN
american_scientific_journal-11239	88	16	,	,	PUNCT
american_scientific_journal-11239	88	17	and	and	CCONJ
american_scientific_journal-11239	88	18	measures	measure	NOUN
american_scientific_journal-11239	88	19	should	should	AUX
american_scientific_journal-11239	88	20	be	be	AUX
american_scientific_journal-11239	88	21	taken	take	VERB
american_scientific_journal-11239	88	22	to	to	PART
american_scientific_journal-11239	88	23	prevent	prevent	VERB
american_scientific_journal-11239	88	24	the	the	DET
american_scientific_journal-11239	88	25	ratio	ratio	NOUN
american_scientific_journal-11239	88	26	of	of	ADP
american_scientific_journal-11239	88	27	objections	objection	NOUN
american_scientific_journal-11239	88	28	from	from	ADP
american_scientific_journal-11239	88	29	reaching	reach	VERB
american_scientific_journal-11239	88	30	that	that	DET
american_scientific_journal-11239	88	31	level	level	NOUN
american_scientific_journal-11239	88	32	.	.	PUNCT
american_scientific_journal-11239	89	1	therefore	therefore	ADV
american_scientific_journal-11239	89	2	,	,	PUNCT
american_scientific_journal-11239	89	3	subscribers	subscriber	NOUN
american_scientific_journal-11239	89	4	who	who	PRON
american_scientific_journal-11239	89	5	have	have	AUX
american_scientific_journal-11239	89	6	filed	file	VERB
american_scientific_journal-11239	89	7	objections	objection	NOUN
american_scientific_journal-11239	89	8	exceeding	exceed	VERB
american_scientific_journal-11239	89	9	40	40	NUM
american_scientific_journal-11239	89	10	%	%	NOUN
american_scientific_journal-11239	89	11	during	during	ADP
american_scientific_journal-11239	89	12	the	the	DET
american_scientific_journal-11239	89	13	observation	observation	NOUN
american_scientific_journal-11239	89	14	period	period	NOUN
american_scientific_journal-11239	89	15	will	will	AUX
american_scientific_journal-11239	89	16	be	be	AUX
american_scientific_journal-11239	89	17	placed	place	VERB
american_scientific_journal-11239	89	18	on	on	ADP
american_scientific_journal-11239	89	19	a	a	DET
american_scientific_journal-11239	89	20	separate	separate	ADJ
american_scientific_journal-11239	89	21	observation	observation	NOUN
american_scientific_journal-11239	89	22	list	list	NOUN
american_scientific_journal-11239	89	23	,	,	PUNCT
american_scientific_journal-11239	89	24	“	"	PUNCT
american_scientific_journal-11239	89	25	observation	observation	NOUN
american_scientific_journal-11239	89	26	list	list	NOUN
american_scientific_journal-11239	89	27	1	1	NUM
american_scientific_journal-11239	89	28	”	"	PUNCT
american_scientific_journal-11239	89	29	and	and	CCONJ
american_scientific_journal-11239	89	30	removed	remove	VERB
american_scientific_journal-11239	89	31	from	from	ADP
american_scientific_journal-11239	89	32	the	the	DET
american_scientific_journal-11239	89	33	general	general	ADJ
american_scientific_journal-11239	89	34	list	list	NOUN
american_scientific_journal-11239	89	35	.	.	PUNCT
american_scientific_journal-11239	90	1	invoices	invoice	NOUN
american_scientific_journal-11239	90	2	containing	contain	VERB
american_scientific_journal-11239	90	3	extreme	extreme	ADJ
american_scientific_journal-11239	90	4	values	value	NOUN
american_scientific_journal-11239	90	5	:	:	PUNCT
american_scientific_journal-11239	90	6	invoices	invoice	NOUN
american_scientific_journal-11239	90	7	that	that	PRON
american_scientific_journal-11239	90	8	exceed	exceed	VERB
american_scientific_journal-11239	90	9	a	a	DET
american_scientific_journal-11239	90	10	specified	specify	VERB
american_scientific_journal-11239	90	11	threshold	threshold	NOUN
american_scientific_journal-11239	90	12	value	value	NOUN
american_scientific_journal-11239	90	13	in	in	ADP
american_scientific_journal-11239	90	14	any	any	DET
american_scientific_journal-11239	90	15	given	give	VERB
american_scientific_journal-11239	90	16	month	month	NOUN
american_scientific_journal-11239	90	17	are	be	AUX
american_scientific_journal-11239	90	18	considered	consider	VERB
american_scientific_journal-11239	90	19	extreme	extreme	ADJ
american_scientific_journal-11239	90	20	expenditures	expenditure	NOUN
american_scientific_journal-11239	90	21	.	.	PUNCT
american_scientific_journal-11239	91	1	when	when	SCONJ
american_scientific_journal-11239	91	2	such	such	DET
american_scientific_journal-11239	91	3	an	an	DET
american_scientific_journal-11239	91	4	expenditure	expenditure	NOUN
american_scientific_journal-11239	91	5	occurs	occur	VERB
american_scientific_journal-11239	91	6	,	,	PUNCT
american_scientific_journal-11239	91	7	the	the	DET
american_scientific_journal-11239	91	8	customer	customer	NOUN
american_scientific_journal-11239	91	9	should	should	AUX
american_scientific_journal-11239	91	10	be	be	AUX
american_scientific_journal-11239	91	11	placed	place	VERB
american_scientific_journal-11239	91	12	on	on	ADP
american_scientific_journal-11239	91	13	a	a	DET
american_scientific_journal-11239	91	14	separate	separate	ADJ
american_scientific_journal-11239	91	15	observation	observation	NOUN
american_scientific_journal-11239	91	16	list	list	NOUN
american_scientific_journal-11239	91	17	for	for	ADP
american_scientific_journal-11239	91	18	assessing	assess	VERB
american_scientific_journal-11239	91	19	the	the	DET
american_scientific_journal-11239	91	20	nature	nature	NOUN
american_scientific_journal-11239	91	21	and	and	CCONJ
american_scientific_journal-11239	91	22	cause	cause	NOUN
american_scientific_journal-11239	91	23	of	of	ADP
american_scientific_journal-11239	91	24	the	the	DET
american_scientific_journal-11239	91	25	expenditure	expenditure	NOUN
american_scientific_journal-11239	91	26	.	.	PUNCT
american_scientific_journal-11239	92	1	this	this	DET
american_scientific_journal-11239	92	2	threshold	threshold	NOUN
american_scientific_journal-11239	92	3	value	value	NOUN
american_scientific_journal-11239	92	4	may	may	AUX
american_scientific_journal-11239	92	5	vary	vary	VERB
american_scientific_journal-11239	92	6	from	from	ADP
american_scientific_journal-11239	92	7	month	month	NOUN
american_scientific_journal-11239	92	8	to	to	ADP
american_scientific_journal-11239	92	9	month	month	NOUN
american_scientific_journal-11239	92	10	.	.	PUNCT
american_scientific_journal-11239	93	1	in	in	ADP
american_scientific_journal-11239	93	2	the	the	DET
american_scientific_journal-11239	93	3	current	current	ADJ
american_scientific_journal-11239	93	4	example	example	NOUN
american_scientific_journal-11239	93	5	,	,	PUNCT
american_scientific_journal-11239	93	6	the	the	DET
american_scientific_journal-11239	93	7	threshold	threshold	NOUN
american_scientific_journal-11239	93	8	value	value	NOUN
american_scientific_journal-11239	93	9	has	have	AUX
american_scientific_journal-11239	93	10	been	be	AUX
american_scientific_journal-11239	93	11	set	set	VERB
american_scientific_journal-11239	93	12	at	at	ADP
american_scientific_journal-11239	93	13	10,000	10,000	NUM
american_scientific_journal-11239	93	14	tl	tl	PROPN
american_scientific_journal-11239	93	15	for	for	ADP
american_scientific_journal-11239	93	16	all	all	DET
american_scientific_journal-11239	93	17	months	month	NOUN
american_scientific_journal-11239	93	18	,	,	PUNCT
american_scientific_journal-11239	93	19	and	and	CCONJ
american_scientific_journal-11239	93	20	138	138	NUM
american_scientific_journal-11239	93	21	customers	customer	NOUN
american_scientific_journal-11239	93	22	who	who	PRON
american_scientific_journal-11239	93	23	made	make	VERB
american_scientific_journal-11239	93	24	extreme	extreme	ADJ
american_scientific_journal-11239	93	25	expenditures	expenditure	NOUN
american_scientific_journal-11239	93	26	in	in	ADP
american_scientific_journal-11239	93	27	any	any	DET
american_scientific_journal-11239	93	28	month	month	NOUN
american_scientific_journal-11239	93	29	have	have	AUX
american_scientific_journal-11239	93	30	been	be	AUX
american_scientific_journal-11239	93	31	identified	identify	VERB
american_scientific_journal-11239	93	32	.	.	PUNCT
american_scientific_journal-11239	94	1	these	these	DET
american_scientific_journal-11239	94	2	customers	customer	NOUN
american_scientific_journal-11239	94	3	have	have	AUX
american_scientific_journal-11239	94	4	filed	file	VERB
american_scientific_journal-11239	94	5	objections	objection	NOUN
american_scientific_journal-11239	94	6	to	to	ADP
american_scientific_journal-11239	94	7	only	only	ADV
american_scientific_journal-11239	94	8	six	six	NUM
american_scientific_journal-11239	94	9	invoices	invoice	NOUN
american_scientific_journal-11239	94	10	.	.	PUNCT
american_scientific_journal-11239	95	1	three	three	NUM
american_scientific_journal-11239	95	2	of	of	ADP
american_scientific_journal-11239	95	3	these	these	DET
american_scientific_journal-11239	95	4	objections	objection	NOUN
american_scientific_journal-11239	95	5	were	be	AUX
american_scientific_journal-11239	95	6	made	make	VERB
american_scientific_journal-11239	95	7	against	against	ADP
american_scientific_journal-11239	95	8	invoices	invoice	NOUN
american_scientific_journal-11239	95	9	with	with	ADP
american_scientific_journal-11239	95	10	extreme	extreme	ADJ
american_scientific_journal-11239	95	11	values	value	NOUN
american_scientific_journal-11239	95	12	,	,	PUNCT
american_scientific_journal-11239	95	13	while	while	SCONJ
american_scientific_journal-11239	95	14	the	the	DET
american_scientific_journal-11239	95	15	other	other	ADJ
american_scientific_journal-11239	95	16	three	three	NUM
american_scientific_journal-11239	95	17	were	be	AUX
american_scientific_journal-11239	95	18	made	make	VERB
american_scientific_journal-11239	95	19	against	against	ADP
american_scientific_journal-11239	95	20	relatively	relatively	ADV
american_scientific_journal-11239	95	21	low	low	ADJ
american_scientific_journal-11239	95	22	-	-	PUNCT
american_scientific_journal-11239	95	23	amount	amount	NOUN
american_scientific_journal-11239	95	24	invoices	invoice	NOUN
american_scientific_journal-11239	95	25	.	.	PUNCT
american_scientific_journal-11239	96	1	typical	typical	ADJ
american_scientific_journal-11239	96	2	billing	billing	NOUN
american_scientific_journal-11239	96	3	sequences	sequence	NOUN
american_scientific_journal-11239	96	4	of	of	ADP
american_scientific_journal-11239	96	5	these	these	DET
american_scientific_journal-11239	96	6	subscribers	subscriber	NOUN
american_scientific_journal-11239	96	7	are	be	AUX
american_scientific_journal-11239	96	8	displayed	display	VERB
american_scientific_journal-11239	96	9	below	below	ADV
american_scientific_journal-11239	96	10	.	.	PUNCT
american_scientific_journal-11239	97	1	american	american	ADJ
american_scientific_journal-11239	97	2	academic	academic	ADJ
american_scientific_journal-11239	97	3	scientific	scientific	ADJ
american_scientific_journal-11239	97	4	research	research	NOUN
american_scientific_journal-11239	97	5	journal	journal	NOUN
american_scientific_journal-11239	97	6	for	for	ADP
american_scientific_journal-11239	97	7	engineering	engineering	NOUN
american_scientific_journal-11239	97	8	,	,	PUNCT
american_scientific_journal-11239	97	9	technology	technology	NOUN
american_scientific_journal-11239	97	10	,	,	PUNCT
american_scientific_journal-11239	97	11	and	and	CCONJ
american_scientific_journal-11239	97	12	sciences	science	NOUN
american_scientific_journal-11239	97	13	(	(	PUNCT
american_scientific_journal-11239	97	14	asrjets	asrjet	NOUN
american_scientific_journal-11239	97	15	)	)	PUNCT
american_scientific_journal-11239	97	16	volume	volume	NOUN
american_scientific_journal-11239	97	17	101	101	NUM
american_scientific_journal-11239	97	18	,	,	PUNCT
american_scientific_journal-11239	97	19	no	no	DET
american_scientific_journal-11239	97	20	1	1	NUM
american_scientific_journal-11239	97	21	,	,	PUNCT
american_scientific_journal-11239	97	22	pp	pp	ADV
american_scientific_journal-11239	97	23	138	138	NUM
american_scientific_journal-11239	97	24	-	-	SYM
american_scientific_journal-11239	97	25	160	160	NUM
american_scientific_journal-11239	97	26	144	144	NUM
american_scientific_journal-11239	97	27	figure	figure	NOUN
american_scientific_journal-11239	97	28	2	2	NUM
american_scientific_journal-11239	97	29	:	:	PUNCT
american_scientific_journal-11239	97	30	subscribers	subscriber	NOUN
american_scientific_journal-11239	97	31	with	with	ADP
american_scientific_journal-11239	97	32	invoices	invoice	NOUN
american_scientific_journal-11239	97	33	exceeding	exceed	VERB
american_scientific_journal-11239	97	34	10,000	10,000	NUM
american_scientific_journal-11239	97	35	tl	tl	PROPN
american_scientific_journal-11239	97	36	in	in	ADP
american_scientific_journal-11239	97	37	any	any	DET
american_scientific_journal-11239	97	38	month	month	NOUN
american_scientific_journal-11239	97	39	.	.	PUNCT
american_scientific_journal-11239	98	1	these	these	DET
american_scientific_journal-11239	98	2	invoices	invoice	NOUN
american_scientific_journal-11239	98	3	are	be	AUX
american_scientific_journal-11239	98	4	interesting	interesting	ADJ
american_scientific_journal-11239	98	5	in	in	ADP
american_scientific_journal-11239	98	6	that	that	SCONJ
american_scientific_journal-11239	98	7	they	they	PRON
american_scientific_journal-11239	98	8	also	also	ADV
american_scientific_journal-11239	98	9	reflect	reflect	VERB
american_scientific_journal-11239	98	10	the	the	DET
american_scientific_journal-11239	98	11	retail	retail	NOUN
american_scientific_journal-11239	98	12	-	-	PUNCT
american_scientific_journal-11239	98	13	related	relate	VERB
american_scientific_journal-11239	98	14	expenditures	expenditure	NOUN
american_scientific_journal-11239	98	15	discussed	discuss	VERB
american_scientific_journal-11239	98	16	earlier	early	ADV
american_scientific_journal-11239	98	17	,	,	PUNCT
american_scientific_journal-11239	98	18	and	and	CCONJ
american_scientific_journal-11239	98	19	they	they	PRON
american_scientific_journal-11239	98	20	have	have	AUX
american_scientific_journal-11239	98	21	been	be	AUX
american_scientific_journal-11239	98	22	provided	provide	VERB
american_scientific_journal-11239	98	23	in	in	ADP
american_scientific_journal-11239	98	24	detail	detail	NOUN
american_scientific_journal-11239	98	25	to	to	PART
american_scientific_journal-11239	98	26	exemplify	exemplify	VERB
american_scientific_journal-11239	98	27	these	these	DET
american_scientific_journal-11239	98	28	types	type	NOUN
american_scientific_journal-11239	98	29	of	of	ADP
american_scientific_journal-11239	98	30	expenditures	expenditure	NOUN
american_scientific_journal-11239	98	31	.	.	PUNCT
american_scientific_journal-11239	99	1	these	these	DET
american_scientific_journal-11239	99	2	customers	customer	NOUN
american_scientific_journal-11239	99	3	are	be	AUX
american_scientific_journal-11239	99	4	moved	move	VERB
american_scientific_journal-11239	99	5	to	to	ADP
american_scientific_journal-11239	99	6	“	"	PUNCT
american_scientific_journal-11239	99	7	observation	observation	NOUN
american_scientific_journal-11239	99	8	list	list	NOUN
american_scientific_journal-11239	99	9	2	2	NUM
american_scientific_journal-11239	99	10	”	"	PUNCT
american_scientific_journal-11239	99	11	.	.	PUNCT
american_scientific_journal-11239	100	1	at	at	ADP
american_scientific_journal-11239	100	2	this	this	DET
american_scientific_journal-11239	100	3	stage	stage	NOUN
american_scientific_journal-11239	100	4	,	,	PUNCT
american_scientific_journal-11239	100	5	the	the	DET
american_scientific_journal-11239	100	6	analysis	analysis	NOUN
american_scientific_journal-11239	100	7	will	will	AUX
american_scientific_journal-11239	100	8	continue	continue	VERB
american_scientific_journal-11239	100	9	with	with	ADP
american_scientific_journal-11239	100	10	843,465	843,465	NUM
american_scientific_journal-11239	100	11	invoice	invoice	NOUN
american_scientific_journal-11239	100	12	records	record	NOUN
american_scientific_journal-11239	100	13	.	.	PUNCT
american_scientific_journal-11239	101	1	general	general	ADJ
american_scientific_journal-11239	101	2	structure	structure	NOUN
american_scientific_journal-11239	101	3	of	of	ADP
american_scientific_journal-11239	101	4	features	feature	VERB
american_scientific_journal-11239	101	5	the	the	DET
american_scientific_journal-11239	101	6	distribution	distribution	NOUN
american_scientific_journal-11239	101	7	of	of	ADP
american_scientific_journal-11239	101	8	the	the	DET
american_scientific_journal-11239	101	9	average	average	ADJ
american_scientific_journal-11239	101	10	,	,	PUNCT
american_scientific_journal-11239	101	11	standard	standard	ADJ
american_scientific_journal-11239	101	12	deviation	deviation	NOUN
american_scientific_journal-11239	101	13	,	,	PUNCT
american_scientific_journal-11239	101	14	and	and	CCONJ
american_scientific_journal-11239	101	15	maximum	maximum	ADJ
american_scientific_journal-11239	101	16	-	-	PUNCT
american_scientific_journal-11239	101	17	minimum	minimum	ADJ
american_scientific_journal-11239	101	18	difference	difference	NOUN
american_scientific_journal-11239	101	19	attributes	attribute	NOUN
american_scientific_journal-11239	101	20	is	be	AUX
american_scientific_journal-11239	101	21	shown	show	VERB
american_scientific_journal-11239	101	22	below	below	ADP
american_scientific_journal-11239	101	23	in	in	ADP
american_scientific_journal-11239	101	24	figure	figure	NOUN
american_scientific_journal-11239	101	25	3	3	NUM
american_scientific_journal-11239	101	26	.	.	PUNCT
american_scientific_journal-11239	102	1	in	in	ADP
american_scientific_journal-11239	102	2	this	this	DET
american_scientific_journal-11239	102	3	way	way	NOUN
american_scientific_journal-11239	102	4	,	,	PUNCT
american_scientific_journal-11239	102	5	invoice	invoice	NOUN
american_scientific_journal-11239	102	6	records	record	NOUN
american_scientific_journal-11239	102	7	that	that	PRON
american_scientific_journal-11239	102	8	are	be	AUX
american_scientific_journal-11239	102	9	concentrated	concentrate	VERB
american_scientific_journal-11239	102	10	on	on	ADP
american_scientific_journal-11239	102	11	a	a	DET
american_scientific_journal-11239	102	12	straight	straight	ADJ
american_scientific_journal-11239	102	13	line	line	NOUN
american_scientific_journal-11239	102	14	are	be	AUX
american_scientific_journal-11239	102	15	noteworthy	noteworthy	ADJ
american_scientific_journal-11239	102	16	.	.	PUNCT
american_scientific_journal-11239	103	1	it	it	PRON
american_scientific_journal-11239	103	2	will	will	AUX
american_scientific_journal-11239	103	3	be	be	AUX
american_scientific_journal-11239	103	4	demonstrated	demonstrate	VERB
american_scientific_journal-11239	103	5	that	that	SCONJ
american_scientific_journal-11239	103	6	these	these	DET
american_scientific_journal-11239	103	7	records	record	NOUN
american_scientific_journal-11239	103	8	consist	consist	VERB
american_scientific_journal-11239	103	9	of	of	ADP
american_scientific_journal-11239	103	10	invoices	invoice	NOUN
american_scientific_journal-11239	103	11	containing	contain	VERB
american_scientific_journal-11239	103	12	a	a	DET
american_scientific_journal-11239	103	13	small	small	ADJ
american_scientific_journal-11239	103	14	number	number	NOUN
american_scientific_journal-11239	103	15	of	of	ADP
american_scientific_journal-11239	103	16	extreme	extreme	ADJ
american_scientific_journal-11239	103	17	values	value	NOUN
american_scientific_journal-11239	103	18	.	.	PUNCT
american_scientific_journal-11239	104	1	however	however	ADV
american_scientific_journal-11239	104	2	,	,	PUNCT
american_scientific_journal-11239	104	3	to	to	PART
american_scientific_journal-11239	104	4	perform	perform	VERB
american_scientific_journal-11239	104	5	various	various	ADJ
american_scientific_journal-11239	104	6	proportional	proportional	ADJ
american_scientific_journal-11239	104	7	calculations	calculation	NOUN
american_scientific_journal-11239	104	8	,	,	PUNCT
american_scientific_journal-11239	104	9	invoice	invoice	NOUN
american_scientific_journal-11239	104	10	records	record	VERB
american_scientific_journal-11239	104	11	with	with	ADP
american_scientific_journal-11239	104	12	zero	zero	NUM
american_scientific_journal-11239	104	13	or	or	CCONJ
american_scientific_journal-11239	104	14	very	very	ADV
american_scientific_journal-11239	104	15	low	low	ADJ
american_scientific_journal-11239	104	16	attribute	attribute	NOUN
american_scientific_journal-11239	104	17	values	value	NOUN
american_scientific_journal-11239	104	18	will	will	AUX
american_scientific_journal-11239	104	19	be	be	AUX
american_scientific_journal-11239	104	20	eliminated	eliminate	VERB
american_scientific_journal-11239	104	21	first	first	ADV
american_scientific_journal-11239	104	22	.	.	PUNCT
american_scientific_journal-11239	105	1	american	american	ADJ
american_scientific_journal-11239	105	2	academic	academic	ADJ
american_scientific_journal-11239	105	3	scientific	scientific	ADJ
american_scientific_journal-11239	105	4	research	research	NOUN
american_scientific_journal-11239	105	5	journal	journal	NOUN
american_scientific_journal-11239	105	6	for	for	ADP
american_scientific_journal-11239	105	7	engineering	engineering	NOUN
american_scientific_journal-11239	105	8	,	,	PUNCT
american_scientific_journal-11239	105	9	technology	technology	NOUN
american_scientific_journal-11239	105	10	,	,	PUNCT
american_scientific_journal-11239	105	11	and	and	CCONJ
american_scientific_journal-11239	105	12	sciences	science	NOUN
american_scientific_journal-11239	105	13	(	(	PUNCT
american_scientific_journal-11239	105	14	asrjets	asrjet	NOUN
american_scientific_journal-11239	105	15	)	)	PUNCT
american_scientific_journal-11239	105	16	volume	volume	NOUN
american_scientific_journal-11239	105	17	101	101	NUM
american_scientific_journal-11239	105	18	,	,	PUNCT
american_scientific_journal-11239	105	19	no	no	DET
american_scientific_journal-11239	105	20	1	1	NUM
american_scientific_journal-11239	105	21	,	,	PUNCT
american_scientific_journal-11239	105	22	pp	pp	ADJ
american_scientific_journal-11239	105	23	138	138	NUM
american_scientific_journal-11239	105	24	-	-	SYM
american_scientific_journal-11239	105	25	160	160	NUM
american_scientific_journal-11239	105	26	145	145	NUM
american_scientific_journal-11239	105	27	figure	figure	NOUN
american_scientific_journal-11239	105	28	3	3	NUM
american_scientific_journal-11239	105	29	:	:	PUNCT
american_scientific_journal-11239	105	30	scatter	scatter	NOUN
american_scientific_journal-11239	105	31	plots	plot	NOUN
american_scientific_journal-11239	105	32	of	of	ADP
american_scientific_journal-11239	105	33	the	the	DET
american_scientific_journal-11239	105	34	standard	standard	ADJ
american_scientific_journal-11239	105	35	deviation	deviation	NOUN
american_scientific_journal-11239	105	36	(	(	PUNCT
american_scientific_journal-11239	105	37	s	s	NOUN
american_scientific_journal-11239	105	38	)	)	PUNCT
american_scientific_journal-11239	105	39	and	and	CCONJ
american_scientific_journal-11239	105	40	the	the	DET
american_scientific_journal-11239	105	41	range	range	NOUN
american_scientific_journal-11239	105	42	(	(	PUNCT
american_scientific_journal-11239	105	43	r	r	NOUN
american_scientific_journal-11239	105	44	)	)	PUNCT
american_scientific_journal-11239	105	45	with	with	ADP
american_scientific_journal-11239	105	46	respect	respect	NOUN
american_scientific_journal-11239	105	47	to	to	ADP
american_scientific_journal-11239	105	48	the	the	DET
american_scientific_journal-11239	105	49	mean	mean	ADJ
american_scientific_journal-11239	105	50	(	(	PUNCT
american_scientific_journal-11239	105	51	m	m	NOUN
american_scientific_journal-11239	105	52	)	)	PUNCT
american_scientific_journal-11239	105	53	.	.	PUNCT
american_scientific_journal-11239	106	1	from	from	ADP
american_scientific_journal-11239	106	2	this	this	DET
american_scientific_journal-11239	106	3	data	datum	NOUN
american_scientific_journal-11239	106	4	,	,	PUNCT
american_scientific_journal-11239	106	5	10,170	10,170	NUM
american_scientific_journal-11239	106	6	customers	customer	NOUN
american_scientific_journal-11239	106	7	with	with	ADP
american_scientific_journal-11239	106	8	a	a	DET
american_scientific_journal-11239	106	9	standard	standard	ADJ
american_scientific_journal-11239	106	10	deviation	deviation	NOUN
american_scientific_journal-11239	106	11	of	of	ADP
american_scientific_journal-11239	106	12	less	less	ADJ
american_scientific_journal-11239	106	13	than	than	ADP
american_scientific_journal-11239	106	14	1	1	NUM
american_scientific_journal-11239	106	15	tl	tl	PROPN
american_scientific_journal-11239	106	16	,	,	PUNCT
american_scientific_journal-11239	106	17	69	69	NUM
american_scientific_journal-11239	106	18	customers	customer	NOUN
american_scientific_journal-11239	106	19	with	with	ADP
american_scientific_journal-11239	106	20	a	a	DET
american_scientific_journal-11239	106	21	maximumminimum	maximumminimum	ADJ
american_scientific_journal-11239	106	22	difference	difference	NOUN
american_scientific_journal-11239	106	23	of	of	ADP
american_scientific_journal-11239	106	24	less	less	ADJ
american_scientific_journal-11239	106	25	than	than	ADP
american_scientific_journal-11239	106	26	1	1	NUM
american_scientific_journal-11239	106	27	tl	tl	PROPN
american_scientific_journal-11239	106	28	,	,	PUNCT
american_scientific_journal-11239	106	29	and	and	CCONJ
american_scientific_journal-11239	106	30	21	21	NUM
american_scientific_journal-11239	106	31	customers	customer	NOUN
american_scientific_journal-11239	106	32	with	with	ADP
american_scientific_journal-11239	106	33	an	an	DET
american_scientific_journal-11239	106	34	average	average	NOUN
american_scientific_journal-11239	106	35	of	of	ADP
american_scientific_journal-11239	106	36	less	less	ADJ
american_scientific_journal-11239	106	37	than	than	ADP
american_scientific_journal-11239	106	38	10	10	NUM
american_scientific_journal-11239	106	39	tl	tl	PROPN
american_scientific_journal-11239	106	40	have	have	AUX
american_scientific_journal-11239	106	41	been	be	AUX
american_scientific_journal-11239	106	42	identified	identify	VERB
american_scientific_journal-11239	106	43	and	and	CCONJ
american_scientific_journal-11239	106	44	transferred	transfer	VERB
american_scientific_journal-11239	106	45	to	to	ADP
american_scientific_journal-11239	106	46	the	the	DET
american_scientific_journal-11239	106	47	“	"	PUNCT
american_scientific_journal-11239	106	48	observation	observation	NOUN
american_scientific_journal-11239	106	49	list	list	NOUN
american_scientific_journal-11239	106	50	3	3	NUM
american_scientific_journal-11239	106	51	”	"	PUNCT
american_scientific_journal-11239	106	52	.	.	PUNCT
american_scientific_journal-11239	107	1	those	those	DET
american_scientific_journal-11239	107	2	customers	customer	NOUN
american_scientific_journal-11239	107	3	are	be	AUX
american_scientific_journal-11239	107	4	unlikely	unlikely	ADJ
american_scientific_journal-11239	107	5	to	to	PART
american_scientific_journal-11239	107	6	file	file	VERB
american_scientific_journal-11239	107	7	any	any	DET
american_scientific_journal-11239	107	8	objection	objection	NOUN
american_scientific_journal-11239	107	9	,	,	PUNCT
american_scientific_journal-11239	107	10	and	and	CCONJ
american_scientific_journal-11239	107	11	the	the	DET
american_scientific_journal-11239	107	12	general	general	ADJ
american_scientific_journal-11239	107	13	analysis	analysis	NOUN
american_scientific_journal-11239	107	14	will	will	AUX
american_scientific_journal-11239	107	15	continue	continue	VERB
american_scientific_journal-11239	107	16	with	with	ADP
american_scientific_journal-11239	107	17	833,205	833,205	NUM
american_scientific_journal-11239	107	18	customers	customer	NOUN
american_scientific_journal-11239	107	19	.	.	PUNCT
american_scientific_journal-11239	108	1	we	we	PRON
american_scientific_journal-11239	108	2	note	note	VERB
american_scientific_journal-11239	108	3	that	that	SCONJ
american_scientific_journal-11239	108	4	by	by	ADP
american_scientific_journal-11239	108	5	increasing	increase	VERB
american_scientific_journal-11239	108	6	the	the	DET
american_scientific_journal-11239	108	7	lower	low	ADJ
american_scientific_journal-11239	108	8	bounds	bound	NOUN
american_scientific_journal-11239	108	9	it	it	PRON
american_scientific_journal-11239	108	10	is	be	AUX
american_scientific_journal-11239	108	11	possible	possible	ADJ
american_scientific_journal-11239	108	12	place	place	NOUN
american_scientific_journal-11239	108	13	a	a	DET
american_scientific_journal-11239	108	14	considerable	considerable	ADJ
american_scientific_journal-11239	108	15	amount	amount	NOUN
american_scientific_journal-11239	108	16	of	of	ADP
american_scientific_journal-11239	108	17	customers	customer	NOUN
american_scientific_journal-11239	108	18	in	in	ADP
american_scientific_journal-11239	108	19	this	this	DET
american_scientific_journal-11239	108	20	no	no	DET
american_scientific_journal-11239	108	21	-	-	PUNCT
american_scientific_journal-11239	108	22	risk	risk	NOUN
american_scientific_journal-11239	108	23	group	group	NOUN
american_scientific_journal-11239	108	24	.	.	PUNCT
american_scientific_journal-11239	109	1	after	after	ADP
american_scientific_journal-11239	109	2	this	this	DET
american_scientific_journal-11239	109	3	stage	stage	NOUN
american_scientific_journal-11239	109	4	,	,	PUNCT
american_scientific_journal-11239	109	5	clustering	clustering	NOUN
american_scientific_journal-11239	109	6	will	will	AUX
american_scientific_journal-11239	109	7	be	be	AUX
american_scientific_journal-11239	109	8	performed	perform	VERB
american_scientific_journal-11239	109	9	based	base	VERB
american_scientific_journal-11239	109	10	on	on	ADP
american_scientific_journal-11239	109	11	spending	spend	VERB
american_scientific_journal-11239	109	12	trends	trend	NOUN
american_scientific_journal-11239	109	13	,	,	PUNCT
american_scientific_journal-11239	109	14	and	and	CCONJ
american_scientific_journal-11239	109	15	separate	separate	ADJ
american_scientific_journal-11239	109	16	time	time	NOUN
american_scientific_journal-11239	109	17	series	series	PROPN
american_scientific_journal-11239	109	18	analyses	analysis	NOUN
american_scientific_journal-11239	109	19	will	will	AUX
american_scientific_journal-11239	109	20	be	be	AUX
american_scientific_journal-11239	109	21	conducted	conduct	VERB
american_scientific_journal-11239	109	22	for	for	ADP
american_scientific_journal-11239	109	23	each	each	DET
american_scientific_journal-11239	109	24	cluster	cluster	NOUN
american_scientific_journal-11239	109	25	.	.	PUNCT
american_scientific_journal-11239	110	1	almost	almost	ADV
american_scientific_journal-11239	110	2	2	2	NUM
american_scientific_journal-11239	110	3	-	-	PUNCT
american_scientific_journal-11239	110	4	level	level	NOUN
american_scientific_journal-11239	110	5	invoice	invoice	NOUN
american_scientific_journal-11239	110	6	series	series	NOUN
american_scientific_journal-11239	110	7	a	a	DET
american_scientific_journal-11239	110	8	typical	typical	ADJ
american_scientific_journal-11239	110	9	group	group	NOUN
american_scientific_journal-11239	110	10	of	of	ADP
american_scientific_journal-11239	110	11	invoice	invoice	PROPN
american_scientific_journal-11239	110	12	series	series	NOUN
american_scientific_journal-11239	110	13	consist	consist	VERB
american_scientific_journal-11239	110	14	of	of	ADP
american_scientific_journal-11239	110	15	a	a	DET
american_scientific_journal-11239	110	16	few	few	ADJ
american_scientific_journal-11239	110	17	number	number	NOUN
american_scientific_journal-11239	110	18	of	of	ADP
american_scientific_journal-11239	110	19	high	high	ADJ
american_scientific_journal-11239	110	20	bills	bill	NOUN
american_scientific_journal-11239	110	21	in	in	ADP
american_scientific_journal-11239	110	22	a	a	DET
american_scientific_journal-11239	110	23	sequence	sequence	NOUN
american_scientific_journal-11239	110	24	of	of	ADP
american_scientific_journal-11239	110	25	relatively	relatively	ADV
american_scientific_journal-11239	110	26	low	low	ADJ
american_scientific_journal-11239	110	27	mean	mean	ADJ
american_scientific_journal-11239	110	28	low	low	ADJ
american_scientific_journal-11239	110	29	variation	variation	NOUN
american_scientific_journal-11239	110	30	invoices	invoice	NOUN
american_scientific_journal-11239	110	31	.	.	PUNCT
american_scientific_journal-11239	111	1	let	let	VERB
american_scientific_journal-11239	111	2	's	us	PRON
american_scientific_journal-11239	111	3	assume	assume	VERB
american_scientific_journal-11239	111	4	that	that	SCONJ
american_scientific_journal-11239	111	5	in	in	ADP
american_scientific_journal-11239	111	6	such	such	DET
american_scientific_journal-11239	111	7	a	a	DET
american_scientific_journal-11239	111	8	sequence	sequence	NOUN
american_scientific_journal-11239	111	9	of	of	ADP
american_scientific_journal-11239	111	10	n	n	DET
american_scientific_journal-11239	111	11	elements	element	NOUN
american_scientific_journal-11239	111	12	,	,	PUNCT
american_scientific_journal-11239	111	13	there	there	PRON
american_scientific_journal-11239	111	14	are	be	VERB
american_scientific_journal-11239	111	15	k	k	PROPN
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american_scientific_journal-11239	111	17	-	-	PUNCT
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american_scientific_journal-11239	111	24	nk	nk	PROPN
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american_scientific_journal-11239	111	26	-	-	PUNCT
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american_scientific_journal-11239	111	28	(	(	PUNCT
american_scientific_journal-11239	111	29	a	a	NOUN
american_scientific_journal-11239	111	30	)	)	PUNCT
american_scientific_journal-11239	111	31	invoices	invoice	NOUN
american_scientific_journal-11239	111	32	.	.	PUNCT
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american_scientific_journal-11239	112	2	sequences	sequence	NOUN
american_scientific_journal-11239	112	3	take	take	VERB
american_scientific_journal-11239	112	4	the	the	DET
american_scientific_journal-11239	112	5	form	form	NOUN
american_scientific_journal-11239	112	6	of	of	ADP
american_scientific_journal-11239	112	7	{	{	PUNCT
american_scientific_journal-11239	112	8	a	a	PRON
american_scientific_journal-11239	112	9	,	,	PUNCT
american_scientific_journal-11239	112	10	a	a	PRON
american_scientific_journal-11239	112	11	,	,	PUNCT
american_scientific_journal-11239	112	12	a	a	PRON
american_scientific_journal-11239	112	13	,	,	PUNCT
american_scientific_journal-11239	112	14	a	a	PRON
american_scientific_journal-11239	112	15	,	,	PUNCT
american_scientific_journal-11239	112	16	...	...	PUNCT
american_scientific_journal-11239	112	17	,	,	PUNCT
american_scientific_journal-11239	112	18	b	b	X
american_scientific_journal-11239	112	19	,	,	PUNCT
american_scientific_journal-11239	112	20	...	...	PUNCT
american_scientific_journal-11239	112	21	,	,	PUNCT
american_scientific_journal-11239	112	22	a	a	DET
american_scientific_journal-11239	112	23	,	,	PUNCT
american_scientific_journal-11239	112	24	a	a	DET
american_scientific_journal-11239	112	25	,	,	PUNCT
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american_scientific_journal-11239	112	27	,	,	PUNCT
american_scientific_journal-11239	112	28	......	......	PUNCT
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american_scientific_journal-11239	113	2	this	this	DET
american_scientific_journal-11239	113	3	sequence	sequence	NOUN
american_scientific_journal-11239	113	4	,	,	PUNCT
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american_scientific_journal-11239	113	7	-	-	PUNCT
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american_scientific_journal-11239	113	10	(	(	PUNCT
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american_scientific_journal-11239	113	12	)	)	PUNCT
american_scientific_journal-11239	113	13	,	,	PUNCT
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american_scientific_journal-11239	113	15	(	(	PUNCT
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american_scientific_journal-11239	113	22	(	(	PUNCT
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american_scientific_journal-11239	113	24	)	)	PUNCT
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american_scientific_journal-11239	113	29	.	.	PUNCT
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american_scientific_journal-11239	114	3	𝑏	𝑏	PROPN
american_scientific_journal-11239	114	4	−	−	PROPN
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american_scientific_journal-11239	114	6	,	,	PUNCT
american_scientific_journal-11239	114	7	𝑴	𝑴	NOUN
american_scientific_journal-11239	114	8	=	=	SYM
american_scientific_journal-11239	114	9	𝒂	𝒂	PROPN
american_scientific_journal-11239	115	1	+	+	CCONJ
american_scientific_journal-11239	115	2	𝒌	𝒌	PROPN
american_scientific_journal-11239	115	3	𝒏	𝒏	PROPN
american_scientific_journal-11239	115	4	(	(	PUNCT
american_scientific_journal-11239	115	5	𝒃	𝒃	PROPN
american_scientific_journal-11239	115	6	−	−	PROPN
american_scientific_journal-11239	115	7	𝒂	𝒂	X
american_scientific_journal-11239	115	8	)	)	PUNCT
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american_scientific_journal-11239	115	16	,	,	PUNCT
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american_scientific_journal-11239	115	18	,	,	PUNCT
american_scientific_journal-11239	115	19	and	and	CCONJ
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american_scientific_journal-11239	115	21	(	(	PUNCT
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american_scientific_journal-11239	115	23	)	)	PUNCT
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american_scientific_journal-11239	115	25	101	101	NUM
american_scientific_journal-11239	115	26	,	,	PUNCT
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american_scientific_journal-11239	115	28	1	1	NUM
american_scientific_journal-11239	115	29	,	,	PUNCT
american_scientific_journal-11239	115	30	pp	pp	ADJ
american_scientific_journal-11239	115	31	138	138	NUM
american_scientific_journal-11239	115	32	-	-	SYM
american_scientific_journal-11239	115	33	160	160	NUM
american_scientific_journal-11239	115	34	146	146	NUM
american_scientific_journal-11239	115	35	𝑺𝟐	𝑺𝟐	NOUN
american_scientific_journal-11239	115	36	=	=	SYM
american_scientific_journal-11239	115	37	𝟏	𝟏	PROPN
american_scientific_journal-11239	115	38	𝒏−𝟏	𝒏−𝟏	PROPN
american_scientific_journal-11239	116	1	[	[	X
american_scientific_journal-11239	116	2	(	(	PUNCT
american_scientific_journal-11239	116	3	𝒏	𝒏	PROPN
american_scientific_journal-11239	116	4	−	−	PROPN
american_scientific_journal-11239	116	5	𝒌	𝒌	PROPN
american_scientific_journal-11239	116	6	)	)	PUNCT
american_scientific_journal-11239	116	7	(	(	PUNCT
american_scientific_journal-11239	116	8	𝒌	𝒌	PROPN
american_scientific_journal-11239	116	9	𝒏	𝒏	PROPN
american_scientific_journal-11239	116	10	(	(	PUNCT
american_scientific_journal-11239	116	11	𝒃	𝒃	PROPN
american_scientific_journal-11239	116	12	−	−	PROPN
american_scientific_journal-11239	116	13	𝒂	𝒂	NOUN
american_scientific_journal-11239	116	14	)	)	PUNCT
american_scientific_journal-11239	116	15	)	)	PUNCT
american_scientific_journal-11239	116	16	𝟐	𝟐	NUM
american_scientific_journal-11239	117	1	+	+	CCONJ
american_scientific_journal-11239	117	2	𝒌	𝒌	PRON
american_scientific_journal-11239	117	3	(	(	PUNCT
american_scientific_journal-11239	117	4	𝒃	𝒃	ADP
american_scientific_journal-11239	117	5	−	−	PROPN
american_scientific_journal-11239	117	6	𝒂	𝒂	PRON
american_scientific_journal-11239	117	7	−	−	PROPN
american_scientific_journal-11239	117	8	𝒌	𝒌	PROPN
american_scientific_journal-11239	117	9	𝒏	𝒏	PROPN
american_scientific_journal-11239	117	10	(	(	PUNCT
american_scientific_journal-11239	117	11	𝒃	𝒃	PROPN
american_scientific_journal-11239	117	12	−	−	PROPN
american_scientific_journal-11239	117	13	𝒂	𝒂	NOUN
american_scientific_journal-11239	117	14	)	)	PUNCT
american_scientific_journal-11239	117	15	)	)	PUNCT
american_scientific_journal-11239	117	16	𝟐	𝟐	NUM
american_scientific_journal-11239	117	17	]	]	PUNCT
american_scientific_journal-11239	117	18	𝑺	𝑺	X
american_scientific_journal-11239	117	19	=	=	PUNCT
american_scientific_journal-11239	117	20	(	(	PUNCT
american_scientific_journal-11239	117	21	𝒃	𝒃	ADP
american_scientific_journal-11239	117	22	−	−	PROPN
american_scientific_journal-11239	117	23	𝒂)√	𝒂)√	ADJ
american_scientific_journal-11239	117	24	𝒌(𝒏−𝒌	𝒌(𝒏−𝒌	NUM
american_scientific_journal-11239	117	25	)	)	PUNCT
american_scientific_journal-11239	117	26	𝒏(𝒏−𝟏	𝒏(𝒏−𝟏	NOUN
american_scientific_journal-11239	117	27	)	)	PUNCT
american_scientific_journal-11239	117	28	from	from	ADP
american_scientific_journal-11239	117	29	this	this	PRON
american_scientific_journal-11239	117	30	,	,	PUNCT
american_scientific_journal-11239	117	31	it	it	PRON
american_scientific_journal-11239	117	32	can	can	AUX
american_scientific_journal-11239	117	33	be	be	AUX
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american_scientific_journal-11239	117	35	observed	observe	VERB
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american_scientific_journal-11239	117	39	/	/	SYM
american_scientific_journal-11239	117	40	r	r	NOUN
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american_scientific_journal-11239	117	42	is	be	AUX
american_scientific_journal-11239	117	43	independent	independent	ADJ
american_scientific_journal-11239	117	44	of	of	ADP
american_scientific_journal-11239	117	45	the	the	DET
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american_scientific_journal-11239	117	47	of	of	ADP
american_scientific_journal-11239	117	48	a	a	PRON
american_scientific_journal-11239	117	49	and	and	CCONJ
american_scientific_journal-11239	117	50	b	b	NOUN
american_scientific_journal-11239	117	51	and	and	CCONJ
american_scientific_journal-11239	117	52	depends	depend	VERB
american_scientific_journal-11239	117	53	on	on	ADP
american_scientific_journal-11239	117	54	k	k	PROPN
american_scientific_journal-11239	117	55	and	and	CCONJ
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american_scientific_journal-11239	117	58	.	.	PUNCT
american_scientific_journal-11239	118	1	typical	typical	ADJ
american_scientific_journal-11239	118	2	values	value	NOUN
american_scientific_journal-11239	118	3	for	for	ADP
american_scientific_journal-11239	118	4	a=100	a=100	PROPN
american_scientific_journal-11239	118	5	,	,	PUNCT
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american_scientific_journal-11239	118	7	,	,	PUNCT
american_scientific_journal-11239	118	8	n=11	n=11	NOUN
american_scientific_journal-11239	118	9	and	and	CCONJ
american_scientific_journal-11239	118	10	k=1,	k=1,	PROPN
american_scientific_journal-11239	118	11	…	…	SYM
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american_scientific_journal-11239	118	13	,	,	PUNCT
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american_scientific_journal-11239	118	15	,	,	PUNCT
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american_scientific_journal-11239	118	17	,	,	PUNCT
american_scientific_journal-11239	118	18	r	r	NOUN
american_scientific_journal-11239	118	19	and	and	CCONJ
american_scientific_journal-11239	118	20	the	the	DET
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american_scientific_journal-11239	118	22	s	s	PROPN
american_scientific_journal-11239	118	23	/	/	SYM
american_scientific_journal-11239	118	24	r	r	NOUN
american_scientific_journal-11239	118	25	are	be	AUX
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american_scientific_journal-11239	118	29	.	.	PUNCT
american_scientific_journal-11239	119	1	table	table	NOUN
american_scientific_journal-11239	119	2	1	1	NUM
american_scientific_journal-11239	119	3	:	:	PUNCT
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american_scientific_journal-11239	119	6	m	m	PROPN
american_scientific_journal-11239	119	7	,	,	PUNCT
american_scientific_journal-11239	119	8	s	s	X
american_scientific_journal-11239	119	9	,	,	PUNCT
american_scientific_journal-11239	119	10	r	r	NOUN
american_scientific_journal-11239	119	11	,	,	PUNCT
american_scientific_journal-11239	119	12	and	and	CCONJ
american_scientific_journal-11239	119	13	s	s	X
american_scientific_journal-11239	119	14	/	/	SYM
american_scientific_journal-11239	119	15	r	r	NOUN
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american_scientific_journal-11239	119	17	a=100a	a=100a	NOUN
american_scientific_journal-11239	119	18	,	,	PUNCT
american_scientific_journal-11239	119	19	b=1000	b=1000	PROPN
american_scientific_journal-11239	119	20	,	,	PUNCT
american_scientific_journal-11239	119	21	n=11	n=11	PROPN
american_scientific_journal-11239	119	22	,	,	PUNCT
american_scientific_journal-11239	119	23	=	=	NOUN
american_scientific_journal-11239	119	24	11	11	NUM
american_scientific_journal-11239	119	25	,	,	PUNCT
american_scientific_journal-11239	119	26	and	and	CCONJ
american_scientific_journal-11239	119	27	k=1,	k=1,	NOUN
american_scientific_journal-11239	119	28	…	…	PUNCT
american_scientific_journal-11239	119	29	,10k	,10k	PUNCT
american_scientific_journal-11239	120	1	k	k	PROPN
american_scientific_journal-11239	120	2	m	m	PROPN
american_scientific_journal-11239	120	3	s	s	NOUN
american_scientific_journal-11239	120	4	r	r	NOUN
american_scientific_journal-11239	120	5	s	s	PROPN
american_scientific_journal-11239	120	6	/	/	SYM
american_scientific_journal-11239	120	7	r	r	NOUN
american_scientific_journal-11239	120	8	1	1	NUM
american_scientific_journal-11239	120	9	181.81	181.81	NUM
american_scientific_journal-11239	120	10	271.36	271.36	NUM
american_scientific_journal-11239	120	11	900	900	NUM
american_scientific_journal-11239	120	12	0.3015	0.3015	NUM
american_scientific_journal-11239	120	13	2	2	NUM
american_scientific_journal-11239	120	14	263.63	263.63	NUM
american_scientific_journal-11239	120	15	364.06	364.06	NUM
american_scientific_journal-11239	120	16	900	900	NUM
american_scientific_journal-11239	120	17	0.4045	0.4045	NUM
american_scientific_journal-11239	120	18	3	3	NUM
american_scientific_journal-11239	120	19	345.45	345.45	NUM
american_scientific_journal-11239	120	20	420.38	420.38	NUM
american_scientific_journal-11239	120	21	900	900	NUM
american_scientific_journal-11239	120	22	0.4671	0.4671	NUM
american_scientific_journal-11239	120	23	4	4	NUM
american_scientific_journal-11239	120	24	427.27	427.27	NUM
american_scientific_journal-11239	120	25	454.07	454.07	NUM
american_scientific_journal-11239	120	26	900	900	NUM
american_scientific_journal-11239	120	27	0.5045	0.5045	NUM
american_scientific_journal-11239	120	28	5	5	NUM
american_scientific_journal-11239	120	29	509.09	509.09	NUM
american_scientific_journal-11239	120	30	470.00	470.00	NUM
american_scientific_journal-11239	120	31	900	900	NUM
american_scientific_journal-11239	120	32	0.5222	0.5222	NUM
american_scientific_journal-11239	120	33	6	6	NUM
american_scientific_journal-11239	120	34	590.90	590.90	NUM
american_scientific_journal-11239	120	35	470.00	470.00	NUM
american_scientific_journal-11239	120	36	900	900	NUM
american_scientific_journal-11239	120	37	0.5222	0.5222	NUM
american_scientific_journal-11239	120	38	7	7	NUM
american_scientific_journal-11239	120	39	672.72	672.72	NUM
american_scientific_journal-11239	120	40	454.07	454.07	NUM
american_scientific_journal-11239	120	41	900	900	NUM
american_scientific_journal-11239	120	42	0.5045	0.5045	NUM
american_scientific_journal-11239	120	43	8	8	NUM
american_scientific_journal-11239	120	44	754.54	754.54	NUM
american_scientific_journal-11239	120	45	420.38	420.38	NUM
american_scientific_journal-11239	120	46	900	900	NUM
american_scientific_journal-11239	120	47	0.4671	0.4671	NUM
american_scientific_journal-11239	120	48	9	9	NUM
american_scientific_journal-11239	120	49	836.36	836.36	NUM
american_scientific_journal-11239	120	50	364.06	364.06	NUM
american_scientific_journal-11239	120	51	900	900	NUM
american_scientific_journal-11239	120	52	0.4045	0.4045	NUM
american_scientific_journal-11239	120	53	10	10	NUM
american_scientific_journal-11239	120	54	918.18	918.18	NUM
american_scientific_journal-11239	120	55	271.36	271.36	NUM
american_scientific_journal-11239	120	56	900	900	NUM
american_scientific_journal-11239	120	57	0.3015	0.3015	NUM
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american_scientific_journal-11239	120	68	/	/	SYM
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american_scientific_journal-11239	120	76	this	this	DET
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american_scientific_journal-11239	120	78	,	,	PUNCT
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american_scientific_journal-11239	120	89	valued	value	VERB
american_scientific_journal-11239	120	90	invoices	invoice	NOUN
american_scientific_journal-11239	120	91	.	.	PUNCT
american_scientific_journal-11239	121	1	those	those	DET
american_scientific_journal-11239	121	2	singular	singular	ADJ
american_scientific_journal-11239	121	3	high	high	ADJ
american_scientific_journal-11239	121	4	expenditures	expenditure	NOUN
american_scientific_journal-11239	121	5	may	may	AUX
american_scientific_journal-11239	121	6	relate	relate	VERB
american_scientific_journal-11239	121	7	to	to	ADP
american_scientific_journal-11239	121	8	retail	retail	ADJ
american_scientific_journal-11239	121	9	expenses	expense	NOUN
american_scientific_journal-11239	121	10	or	or	CCONJ
american_scientific_journal-11239	121	11	exceptional	exceptional	ADJ
american_scientific_journal-11239	121	12	telecommunication	telecommunication	NOUN
american_scientific_journal-11239	121	13	expenditure	expenditure	NOUN
american_scientific_journal-11239	121	14	such	such	ADJ
american_scientific_journal-11239	121	15	as	as	ADP
american_scientific_journal-11239	121	16	usage	usage	NOUN
american_scientific_journal-11239	121	17	in	in	ADP
american_scientific_journal-11239	121	18	foreign	foreign	ADJ
american_scientific_journal-11239	121	19	countries	country	NOUN
american_scientific_journal-11239	121	20	,	,	PUNCT
american_scientific_journal-11239	121	21	which	which	PRON
american_scientific_journal-11239	121	22	are	be	AUX
american_scientific_journal-11239	121	23	likely	likely	ADJ
american_scientific_journal-11239	121	24	to	to	PART
american_scientific_journal-11239	121	25	be	be	AUX
american_scientific_journal-11239	121	26	made	make	VERB
american_scientific_journal-11239	121	27	consciously	consciously	ADV
american_scientific_journal-11239	121	28	and	and	CCONJ
american_scientific_journal-11239	121	29	may	may	AUX
american_scientific_journal-11239	121	30	not	not	PART
american_scientific_journal-11239	121	31	lead	lead	VERB
american_scientific_journal-11239	121	32	to	to	ADP
american_scientific_journal-11239	121	33	complaints	complaint	NOUN
american_scientific_journal-11239	121	34	.	.	PUNCT
american_scientific_journal-11239	122	1	on	on	ADP
american_scientific_journal-11239	122	2	the	the	DET
american_scientific_journal-11239	122	3	other	other	ADJ
american_scientific_journal-11239	122	4	hand	hand	NOUN
american_scientific_journal-11239	122	5	,	,	PUNCT
american_scientific_journal-11239	122	6	persistently	persistently	ADV
american_scientific_journal-11239	122	7	high	high	ADJ
american_scientific_journal-11239	122	8	-	-	PUNCT
american_scientific_journal-11239	122	9	value	value	NOUN
american_scientific_journal-11239	122	10	expenditures	expenditure	NOUN
american_scientific_journal-11239	122	11	significantly	significantly	ADV
american_scientific_journal-11239	122	12	above	above	ADP
american_scientific_journal-11239	122	13	the	the	DET
american_scientific_journal-11239	122	14	average	average	NOUN
american_scientific_journal-11239	122	15	may	may	AUX
american_scientific_journal-11239	122	16	relate	relate	VERB
american_scientific_journal-11239	122	17	to	to	ADP
american_scientific_journal-11239	122	18	installment	installment	NOUN
american_scientific_journal-11239	122	19	payments	payment	NOUN
american_scientific_journal-11239	122	20	or	or	CCONJ
american_scientific_journal-11239	122	21	package	package	NOUN
american_scientific_journal-11239	122	22	changes	change	NOUN
american_scientific_journal-11239	122	23	,	,	PUNCT
american_scientific_journal-11239	122	24	and	and	CCONJ
american_scientific_journal-11239	122	25	the	the	DET
american_scientific_journal-11239	122	26	likelihood	likelihood	NOUN
american_scientific_journal-11239	122	27	of	of	ADP
american_scientific_journal-11239	122	28	complaints	complaint	NOUN
american_scientific_journal-11239	122	29	for	for	ADP
american_scientific_journal-11239	122	30	this	this	DET
american_scientific_journal-11239	122	31	group	group	NOUN
american_scientific_journal-11239	122	32	is	be	AUX
american_scientific_journal-11239	122	33	also	also	ADV
american_scientific_journal-11239	122	34	low	low	ADJ
american_scientific_journal-11239	122	35	.	.	PUNCT
american_scientific_journal-11239	123	1	american	american	ADJ
american_scientific_journal-11239	123	2	academic	academic	ADJ
american_scientific_journal-11239	123	3	scientific	scientific	ADJ
american_scientific_journal-11239	123	4	research	research	NOUN
american_scientific_journal-11239	123	5	journal	journal	NOUN
american_scientific_journal-11239	123	6	for	for	ADP
american_scientific_journal-11239	123	7	engineering	engineering	NOUN
american_scientific_journal-11239	123	8	,	,	PUNCT
american_scientific_journal-11239	123	9	technology	technology	NOUN
american_scientific_journal-11239	123	10	,	,	PUNCT
american_scientific_journal-11239	123	11	and	and	CCONJ
american_scientific_journal-11239	123	12	sciences	science	NOUN
american_scientific_journal-11239	123	13	(	(	PUNCT
american_scientific_journal-11239	123	14	asrjets	asrjet	NOUN
american_scientific_journal-11239	123	15	)	)	PUNCT
american_scientific_journal-11239	123	16	volume	volume	NOUN
american_scientific_journal-11239	123	17	101	101	NUM
american_scientific_journal-11239	123	18	,	,	PUNCT
american_scientific_journal-11239	123	19	no	no	DET
american_scientific_journal-11239	123	20	1	1	NUM
american_scientific_journal-11239	123	21	,	,	PUNCT
american_scientific_journal-11239	123	22	pp	pp	ADJ
american_scientific_journal-11239	123	23	138	138	NUM
american_scientific_journal-11239	123	24	-	-	SYM
american_scientific_journal-11239	123	25	160	160	NUM
american_scientific_journal-11239	123	26	147	147	NUM
american_scientific_journal-11239	123	27	figure	figure	NOUN
american_scientific_journal-11239	123	28	4	4	NUM
american_scientific_journal-11239	123	29	:	:	PUNCT
american_scientific_journal-11239	123	30	s	s	X
american_scientific_journal-11239	123	31	/	/	SYM
american_scientific_journal-11239	123	32	r	r	NOUN
american_scientific_journal-11239	123	33	ratios	ratio	NOUN
american_scientific_journal-11239	123	34	for	for	ADP
american_scientific_journal-11239	123	35	all	all	DET
american_scientific_journal-11239	123	36	invoice	invoice	NOUN
american_scientific_journal-11239	123	37	series	series	NOUN
american_scientific_journal-11239	123	38	and	and	CCONJ
american_scientific_journal-11239	123	39	linear	linear	ADJ
american_scientific_journal-11239	123	40	lines	line	NOUN
american_scientific_journal-11239	123	41	with	with	ADP
american_scientific_journal-11239	123	42	a	a	DET
american_scientific_journal-11239	123	43	constant	constant	ADJ
american_scientific_journal-11239	123	44	slope	slope	NOUN
american_scientific_journal-11239	123	45	for	for	ADP
american_scientific_journal-11239	123	46	k=1,	k=1,	NOUN
american_scientific_journal-11239	123	47	…	…	PUNCT
american_scientific_journal-11239	123	48	,5	,5	X
american_scientific_journal-11239	123	49	.	.	PUNCT
american_scientific_journal-11239	124	1	data	datum	NOUN
american_scientific_journal-11239	124	2	segmentation	segmentation	NOUN
american_scientific_journal-11239	124	3	in	in	ADP
american_scientific_journal-11239	124	4	the	the	DET
american_scientific_journal-11239	124	5	implementation	implementation	NOUN
american_scientific_journal-11239	124	6	of	of	ADP
american_scientific_journal-11239	124	7	the	the	DET
american_scientific_journal-11239	124	8	algorithm	algorithm	NOUN
american_scientific_journal-11239	124	9	,	,	PUNCT
american_scientific_journal-11239	124	10	it	it	PRON
american_scientific_journal-11239	124	11	is	be	AUX
american_scientific_journal-11239	124	12	necessary	necessary	ADJ
american_scientific_journal-11239	124	13	to	to	PART
american_scientific_journal-11239	124	14	segment	segment	VERB
american_scientific_journal-11239	124	15	the	the	DET
american_scientific_journal-11239	124	16	data	datum	NOUN
american_scientific_journal-11239	124	17	into	into	ADP
american_scientific_journal-11239	124	18	subsets	subset	NOUN
american_scientific_journal-11239	124	19	.	.	PUNCT
american_scientific_journal-11239	125	1	this	this	DET
american_scientific_journal-11239	125	2	segmentation	segmentation	NOUN
american_scientific_journal-11239	125	3	is	be	AUX
american_scientific_journal-11239	125	4	obtained	obtain	VERB
american_scientific_journal-11239	125	5	hierarchically	hierarchically	ADV
american_scientific_journal-11239	125	6	,	,	PUNCT
american_scientific_journal-11239	125	7	by	by	ADP
american_scientific_journal-11239	125	8	segmenting	segment	VERB
american_scientific_journal-11239	125	9	with	with	ADP
american_scientific_journal-11239	125	10	respect	respect	NOUN
american_scientific_journal-11239	125	11	to	to	ADP
american_scientific_journal-11239	125	12	m	m	PRON
american_scientific_journal-11239	125	13	,	,	PUNCT
american_scientific_journal-11239	125	14	then	then	ADV
american_scientific_journal-11239	125	15	with	with	ADP
american_scientific_journal-11239	125	16	respect	respect	NOUN
american_scientific_journal-11239	125	17	to	to	ADP
american_scientific_journal-11239	125	18	s	s	PRON
american_scientific_journal-11239	125	19	and	and	CCONJ
american_scientific_journal-11239	125	20	finally	finally	ADV
american_scientific_journal-11239	125	21	with	with	ADP
american_scientific_journal-11239	125	22	respect	respect	NOUN
american_scientific_journal-11239	125	23	to	to	ADP
american_scientific_journal-11239	125	24	r	r	NOUN
american_scientific_journal-11239	125	25	,	,	PUNCT
american_scientific_journal-11239	125	26	sorted	sorted	ADJ
american_scientific_journal-11239	125	27	values	value	NOUN
american_scientific_journal-11239	125	28	of	of	ADP
american_scientific_journal-11239	125	29	m	m	PROPN
american_scientific_journal-11239	125	30	,	,	PUNCT
american_scientific_journal-11239	125	31	s	s	X
american_scientific_journal-11239	125	32	,	,	PUNCT
american_scientific_journal-11239	125	33	r	r	NOUN
american_scientific_journal-11239	125	34	and	and	CCONJ
american_scientific_journal-11239	125	35	their	their	PRON
american_scientific_journal-11239	125	36	ratios	ratio	NOUN
american_scientific_journal-11239	125	37	are	be	AUX
american_scientific_journal-11239	125	38	given	give	VERB
american_scientific_journal-11239	125	39	below	below	ADV
american_scientific_journal-11239	125	40	.	.	PUNCT
american_scientific_journal-11239	126	1	figure	figure	VERB
american_scientific_journal-11239	126	2	5	5	NUM
american_scientific_journal-11239	126	3	:	:	PUNCT
american_scientific_journal-11239	126	4	sorted	sorted	ADJ
american_scientific_journal-11239	126	5	values	value	NOUN
american_scientific_journal-11239	126	6	of	of	ADP
american_scientific_journal-11239	126	7	m	m	PROPN
american_scientific_journal-11239	126	8	,	,	PUNCT
american_scientific_journal-11239	126	9	s	s	X
american_scientific_journal-11239	126	10	,	,	PUNCT
american_scientific_journal-11239	126	11	r	r	NOUN
american_scientific_journal-11239	126	12	and	and	CCONJ
american_scientific_journal-11239	126	13	their	their	PRON
american_scientific_journal-11239	126	14	ratios	ratio	NOUN
american_scientific_journal-11239	126	15	.	.	PUNCT
american_scientific_journal-11239	127	1	the	the	DET
american_scientific_journal-11239	127	2	thresholds	threshold	NOUN
american_scientific_journal-11239	127	3	for	for	ADP
american_scientific_journal-11239	127	4	m	m	NOUN
american_scientific_journal-11239	127	5	are	be	AUX
american_scientific_journal-11239	127	6	determined	determine	VERB
american_scientific_journal-11239	127	7	in	in	ADP
american_scientific_journal-11239	127	8	terms	term	NOUN
american_scientific_journal-11239	127	9	of	of	ADP
american_scientific_journal-11239	127	10	logarithms	logarithm	NOUN
american_scientific_journal-11239	127	11	as	as	SCONJ
american_scientific_journal-11239	127	12	shown	show	VERB
american_scientific_journal-11239	127	13	below	below	ADV
american_scientific_journal-11239	127	14	.	.	PUNCT
american_scientific_journal-11239	128	1	american	american	ADJ
american_scientific_journal-11239	128	2	academic	academic	ADJ
american_scientific_journal-11239	128	3	scientific	scientific	ADJ
american_scientific_journal-11239	128	4	research	research	NOUN
american_scientific_journal-11239	128	5	journal	journal	NOUN
american_scientific_journal-11239	128	6	for	for	ADP
american_scientific_journal-11239	128	7	engineering	engineering	NOUN
american_scientific_journal-11239	128	8	,	,	PUNCT
american_scientific_journal-11239	128	9	technology	technology	NOUN
american_scientific_journal-11239	128	10	,	,	PUNCT
american_scientific_journal-11239	128	11	and	and	CCONJ
american_scientific_journal-11239	128	12	sciences	science	NOUN
american_scientific_journal-11239	128	13	(	(	PUNCT
american_scientific_journal-11239	128	14	asrjets	asrjet	NOUN
american_scientific_journal-11239	128	15	)	)	PUNCT
american_scientific_journal-11239	128	16	volume	volume	NOUN
american_scientific_journal-11239	128	17	101	101	NUM
american_scientific_journal-11239	128	18	,	,	PUNCT
american_scientific_journal-11239	128	19	no	no	DET
american_scientific_journal-11239	128	20	1	1	NUM
american_scientific_journal-11239	128	21	,	,	PUNCT
american_scientific_journal-11239	128	22	pp	pp	ADJ
american_scientific_journal-11239	128	23	138	138	NUM
american_scientific_journal-11239	128	24	-	-	SYM
american_scientific_journal-11239	128	25	160	160	NUM
american_scientific_journal-11239	128	26	148	148	NUM
american_scientific_journal-11239	128	27	figure	figure	NOUN
american_scientific_journal-11239	128	28	6	6	NUM
american_scientific_journal-11239	128	29	:	:	PUNCT
american_scientific_journal-11239	128	30	limits	limit	NOUN
american_scientific_journal-11239	128	31	for	for	ADP
american_scientific_journal-11239	128	32	clustering	clustering	NOUN
american_scientific_journal-11239	128	33	based	base	VERB
american_scientific_journal-11239	128	34	on	on	ADP
american_scientific_journal-11239	128	35	the	the	DET
american_scientific_journal-11239	128	36	average	average	NOUN
american_scientific_journal-11239	128	37	.	.	PUNCT
american_scientific_journal-11239	129	1	the	the	DET
american_scientific_journal-11239	129	2	scatter	scatter	NOUN
american_scientific_journal-11239	129	3	plots	plot	NOUN
american_scientific_journal-11239	129	4	of	of	ADP
american_scientific_journal-11239	129	5	r	r	NOUN
american_scientific_journal-11239	129	6	and	and	CCONJ
american_scientific_journal-11239	129	7	s	s	NOUN
american_scientific_journal-11239	129	8	with	with	ADP
american_scientific_journal-11239	129	9	respect	respect	NOUN
american_scientific_journal-11239	129	10	to	to	ADP
american_scientific_journal-11239	129	11	m	m	PROPN
american_scientific_journal-11239	129	12	for	for	ADP
american_scientific_journal-11239	129	13	each	each	DET
american_scientific_journal-11239	129	14	group	group	NOUN
american_scientific_journal-11239	129	15	are	be	AUX
american_scientific_journal-11239	129	16	shown	show	VERB
american_scientific_journal-11239	129	17	below	below	ADV
american_scientific_journal-11239	129	18	.	.	PUNCT
american_scientific_journal-11239	130	1	figure	figure	VERB
american_scientific_journal-11239	130	2	7	7	NUM
american_scientific_journal-11239	130	3	:	:	PUNCT
american_scientific_journal-11239	130	4	distribution	distribution	NOUN
american_scientific_journal-11239	130	5	of	of	ADP
american_scientific_journal-11239	130	6	standard	standard	ADJ
american_scientific_journal-11239	130	7	deviation	deviation	NOUN
american_scientific_journal-11239	130	8	and	and	CCONJ
american_scientific_journal-11239	130	9	maximum	maximum	ADJ
american_scientific_journal-11239	130	10	-	-	PUNCT
american_scientific_journal-11239	130	11	minimum	minimum	ADJ
american_scientific_journal-11239	130	12	difference	difference	NOUN
american_scientific_journal-11239	130	13	according	accord	VERB
american_scientific_journal-11239	130	14	to	to	ADP
american_scientific_journal-11239	130	15	the	the	DET
american_scientific_journal-11239	130	16	average	average	NOUN
american_scientific_journal-11239	130	17	.	.	PUNCT
american_scientific_journal-11239	131	1	in	in	ADP
american_scientific_journal-11239	131	2	all	all	DET
american_scientific_journal-11239	131	3	groups	group	NOUN
american_scientific_journal-11239	131	4	,	,	PUNCT
american_scientific_journal-11239	131	5	there	there	PRON
american_scientific_journal-11239	131	6	is	be	VERB
american_scientific_journal-11239	131	7	a	a	DET
american_scientific_journal-11239	131	8	concentration	concentration	NOUN
american_scientific_journal-11239	131	9	along	along	ADP
american_scientific_journal-11239	131	10	a	a	DET
american_scientific_journal-11239	131	11	line	line	NOUN
american_scientific_journal-11239	131	12	with	with	ADP
american_scientific_journal-11239	131	13	a	a	DET
american_scientific_journal-11239	131	14	slope	slope	NOUN
american_scientific_journal-11239	131	15	of	of	ADP
american_scientific_journal-11239	131	16	around	around	ADV
american_scientific_journal-11239	131	17	0.29	0.29	NUM
american_scientific_journal-11239	131	18	-	-	SYM
american_scientific_journal-11239	131	19	0.30	0.30	NUM
american_scientific_journal-11239	131	20	.	.	PUNCT
american_scientific_journal-11239	132	1	in	in	ADP
american_scientific_journal-11239	132	2	other	other	ADJ
american_scientific_journal-11239	132	3	groups	group	NOUN
american_scientific_journal-11239	132	4	,	,	PUNCT
american_scientific_journal-11239	132	5	there	there	PRON
american_scientific_journal-11239	132	6	is	be	VERB
american_scientific_journal-11239	132	7	also	also	ADV
american_scientific_journal-11239	132	8	a	a	DET
american_scientific_journal-11239	132	9	noticeable	noticeable	ADJ
american_scientific_journal-11239	132	10	concentration	concentration	NOUN
american_scientific_journal-11239	132	11	along	along	ADP
american_scientific_journal-11239	132	12	lines	line	NOUN
american_scientific_journal-11239	132	13	with	with	ADP
american_scientific_journal-11239	132	14	less	less	ADV
american_scientific_journal-11239	132	15	distinctly	distinctly	ADV
american_scientific_journal-11239	132	16	increasing	increase	VERB
american_scientific_journal-11239	132	17	slopes	slope	NOUN
american_scientific_journal-11239	132	18	.	.	PUNCT
american_scientific_journal-11239	133	1	avarage	avarage	PROPN
american_scientific_journal-11239	133	2	american	american	PROPN
american_scientific_journal-11239	133	3	academic	academic	PROPN
american_scientific_journal-11239	133	4	scientific	scientific	ADJ
american_scientific_journal-11239	133	5	research	research	NOUN
american_scientific_journal-11239	133	6	journal	journal	NOUN
american_scientific_journal-11239	133	7	for	for	ADP
american_scientific_journal-11239	133	8	engineering	engineering	NOUN
american_scientific_journal-11239	133	9	,	,	PUNCT
american_scientific_journal-11239	133	10	technology	technology	NOUN
american_scientific_journal-11239	133	11	,	,	PUNCT
american_scientific_journal-11239	133	12	and	and	CCONJ
american_scientific_journal-11239	133	13	sciences	science	NOUN
american_scientific_journal-11239	133	14	(	(	PUNCT
american_scientific_journal-11239	133	15	asrjets	asrjet	NOUN
american_scientific_journal-11239	133	16	)	)	PUNCT
american_scientific_journal-11239	133	17	volume	volume	NOUN
american_scientific_journal-11239	133	18	101	101	NUM
american_scientific_journal-11239	133	19	,	,	PUNCT
american_scientific_journal-11239	133	20	no	no	DET
american_scientific_journal-11239	133	21	1	1	NUM
american_scientific_journal-11239	133	22	,	,	PUNCT
american_scientific_journal-11239	133	23	pp	pp	ADV
american_scientific_journal-11239	133	24	138	138	NUM
american_scientific_journal-11239	133	25	-	-	SYM
american_scientific_journal-11239	133	26	160	160	NUM
american_scientific_journal-11239	133	27	149	149	NUM
american_scientific_journal-11239	133	28	the	the	DET
american_scientific_journal-11239	133	29	monthly	monthly	ADJ
american_scientific_journal-11239	133	30	complaint	complaint	NOUN
american_scientific_journal-11239	133	31	rates	rate	NOUN
american_scientific_journal-11239	133	32	for	for	ADP
american_scientific_journal-11239	133	33	these	these	DET
american_scientific_journal-11239	133	34	four	four	NUM
american_scientific_journal-11239	133	35	sections	section	NOUN
american_scientific_journal-11239	133	36	are	be	AUX
american_scientific_journal-11239	133	37	as	as	SCONJ
american_scientific_journal-11239	133	38	follows	follow	VERB
american_scientific_journal-11239	133	39	:	:	PUNCT
american_scientific_journal-11239	133	40	table	table	NOUN
american_scientific_journal-11239	133	41	2	2	NUM
american_scientific_journal-11239	133	42	:	:	PUNCT
american_scientific_journal-11239	133	43	number	number	NOUN
american_scientific_journal-11239	133	44	of	of	ADP
american_scientific_journal-11239	133	45	complaints	complaint	NOUN
american_scientific_journal-11239	133	46	and	and	CCONJ
american_scientific_journal-11239	133	47	rates	rate	NOUN
american_scientific_journal-11239	133	48	total	total	VERB
american_scientific_journal-11239	133	49	ln(m)<4	ln(m)<4	NUM
american_scientific_journal-11239	133	50	4	4	NUM
american_scientific_journal-11239	133	51	<	<	X
american_scientific_journal-11239	133	52	ln(m)<5	ln(m)<5	NUM
american_scientific_journal-11239	133	53	5	5	NUM
american_scientific_journal-11239	133	54	<	<	X
american_scientific_journal-11239	133	55	ln(m)<6	ln(m)<6	VERB
american_scientific_journal-11239	133	56	6	6	NUM
american_scientific_journal-11239	133	57	<	<	NOUN
american_scientific_journal-11239	133	58	ln(m	ln(m	NOUN
american_scientific_journal-11239	133	59	)	)	PUNCT
american_scientific_journal-11239	133	60	number	number	NOUN
american_scientific_journal-11239	133	61	833	833	NUM
american_scientific_journal-11239	133	62	205	205	NUM
american_scientific_journal-11239	133	63	103	103	NUM
american_scientific_journal-11239	133	64	320	320	NUM
american_scientific_journal-11239	133	65	509	509	NUM
american_scientific_journal-11239	133	66	338	338	NUM
american_scientific_journal-11239	133	67	173	173	NUM
american_scientific_journal-11239	133	68	826	826	NUM
american_scientific_journal-11239	133	69	46	46	NUM
american_scientific_journal-11239	133	70	721	721	NUM
american_scientific_journal-11239	133	71	number	number	NOUN
american_scientific_journal-11239	133	72	of	of	ADP
american_scientific_journal-11239	133	73	objections	objection	NOUN
american_scientific_journal-11239	133	74	13	13	NUM
american_scientific_journal-11239	133	75	816	816	NUM
american_scientific_journal-11239	133	76	702	702	NUM
american_scientific_journal-11239	133	77	7	7	NUM
american_scientific_journal-11239	133	78	965	965	NUM
american_scientific_journal-11239	133	79	4	4	NUM
american_scientific_journal-11239	133	80	215	215	NUM
american_scientific_journal-11239	133	81	934	934	NUM
american_scientific_journal-11239	133	82	objection	objection	NOUN
american_scientific_journal-11239	133	83	rate	rate	NOUN
american_scientific_journal-11239	133	84	0.0015	0.0015	NUM
american_scientific_journal-11239	133	85	0.000617	0.000617	NUM
american_scientific_journal-11239	133	86	0.0014	0.0014	NUM
american_scientific_journal-11239	133	87	0.0022	0.0022	NUM
american_scientific_journal-11239	133	88	0.0018	0.0018	NUM
american_scientific_journal-11239	133	89	the	the	DET
american_scientific_journal-11239	133	90	hierarchical	hierarchical	ADJ
american_scientific_journal-11239	133	91	clustering	clustering	ADJ
american_scientific_journal-11239	133	92	algorithm	algorithm	NOUN
american_scientific_journal-11239	133	93	involves	involve	VERB
american_scientific_journal-11239	133	94	dividing	divide	VERB
american_scientific_journal-11239	133	95	the	the	DET
american_scientific_journal-11239	133	96	ordered	ordered	ADJ
american_scientific_journal-11239	133	97	variables	variable	NOUN
american_scientific_journal-11239	133	98	m	m	PROPN
american_scientific_journal-11239	133	99	,	,	PUNCT
american_scientific_journal-11239	133	100	s	s	PART
american_scientific_journal-11239	133	101	,	,	PUNCT
american_scientific_journal-11239	133	102	and	and	CCONJ
american_scientific_journal-11239	133	103	r	r	VERB
american_scientific_journal-11239	133	104	into	into	ADP
american_scientific_journal-11239	133	105	4	4	NUM
american_scientific_journal-11239	133	106	sections	section	NOUN
american_scientific_journal-11239	133	107	,	,	PUNCT
american_scientific_journal-11239	133	108	resulting	result	VERB
american_scientific_journal-11239	133	109	in	in	ADP
american_scientific_journal-11239	133	110	the	the	DET
american_scientific_journal-11239	133	111	creation	creation	NOUN
american_scientific_journal-11239	133	112	of	of	ADP
american_scientific_journal-11239	133	113	64	64	NUM
american_scientific_journal-11239	133	114	classes	class	NOUN
american_scientific_journal-11239	133	115	(	(	PUNCT
american_scientific_journal-11239	133	116	4	4	NUM
american_scientific_journal-11239	133	117	^	^	SYM
american_scientific_journal-11239	133	118	3	3	NUM
american_scientific_journal-11239	133	119	=	=	SYM
american_scientific_journal-11239	133	120	64	64	NUM
american_scientific_journal-11239	133	121	)	)	PUNCT
american_scientific_journal-11239	133	122	.	.	PUNCT
american_scientific_journal-11239	134	1	the	the	DET
american_scientific_journal-11239	134	2	thresholds	threshold	NOUN
american_scientific_journal-11239	134	3	are	be	AUX
american_scientific_journal-11239	134	4	determined	determine	VERB
american_scientific_journal-11239	134	5	in	in	ADP
american_scientific_journal-11239	134	6	terms	term	NOUN
american_scientific_journal-11239	134	7	of	of	ADP
american_scientific_journal-11239	134	8	logarithmic	logarithmic	ADJ
american_scientific_journal-11239	134	9	plots	plot	NOUN
american_scientific_journal-11239	134	10	as	as	SCONJ
american_scientific_journal-11239	134	11	follows	follow	VERB
american_scientific_journal-11239	134	12	.	.	PUNCT
american_scientific_journal-11239	135	1	the	the	DET
american_scientific_journal-11239	135	2	linear	linear	ADJ
american_scientific_journal-11239	135	3	region	region	NOUN
american_scientific_journal-11239	135	4	in	in	ADP
american_scientific_journal-11239	135	5	the	the	DET
american_scientific_journal-11239	135	6	middle	middle	ADJ
american_scientific_journal-11239	135	7	corresponds	correspond	NOUN
american_scientific_journal-11239	135	8	to	to	ADP
american_scientific_journal-11239	135	9	exponential	exponential	ADJ
american_scientific_journal-11239	135	10	growth	growth	NOUN
american_scientific_journal-11239	135	11	,	,	PUNCT
american_scientific_journal-11239	135	12	while	while	SCONJ
american_scientific_journal-11239	135	13	the	the	DET
american_scientific_journal-11239	135	14	ends	end	NOUN
american_scientific_journal-11239	135	15	are	be	AUX
american_scientific_journal-11239	135	16	sharper	sharp	ADJ
american_scientific_journal-11239	135	17	than	than	ADP
american_scientific_journal-11239	135	18	exponential	exponential	ADJ
american_scientific_journal-11239	135	19	change	change	NOUN
american_scientific_journal-11239	135	20	regions	region	NOUN
american_scientific_journal-11239	135	21	.	.	PUNCT
american_scientific_journal-11239	136	1	figure	figure	NOUN
american_scientific_journal-11239	136	2	8	8	NUM
american_scientific_journal-11239	136	3	:	:	PUNCT
american_scientific_journal-11239	136	4	clustering	clustering	NOUN
american_scientific_journal-11239	136	5	of	of	ADP
american_scientific_journal-11239	136	6	data	datum	NOUN
american_scientific_journal-11239	136	7	according	accord	VERB
american_scientific_journal-11239	136	8	to	to	ADP
american_scientific_journal-11239	136	9	ln(s	ln(s	X
american_scientific_journal-11239	136	10	/	/	SYM
american_scientific_journal-11239	136	11	m	m	NOUN
american_scientific_journal-11239	136	12	)	)	PUNCT
american_scientific_journal-11239	136	13	american	american	ADJ
american_scientific_journal-11239	136	14	academic	academic	ADJ
american_scientific_journal-11239	136	15	scientific	scientific	ADJ
american_scientific_journal-11239	136	16	research	research	NOUN
american_scientific_journal-11239	136	17	journal	journal	NOUN
american_scientific_journal-11239	136	18	for	for	ADP
american_scientific_journal-11239	136	19	engineering	engineering	NOUN
american_scientific_journal-11239	136	20	,	,	PUNCT
american_scientific_journal-11239	136	21	technology	technology	NOUN
american_scientific_journal-11239	136	22	,	,	PUNCT
american_scientific_journal-11239	136	23	and	and	CCONJ
american_scientific_journal-11239	136	24	sciences	science	NOUN
american_scientific_journal-11239	136	25	(	(	PUNCT
american_scientific_journal-11239	136	26	asrjets	asrjet	NOUN
american_scientific_journal-11239	136	27	)	)	PUNCT
american_scientific_journal-11239	136	28	volume	volume	NOUN
american_scientific_journal-11239	136	29	101	101	NUM
american_scientific_journal-11239	136	30	,	,	PUNCT
american_scientific_journal-11239	136	31	no	no	DET
american_scientific_journal-11239	136	32	1	1	NUM
american_scientific_journal-11239	136	33	,	,	PUNCT
american_scientific_journal-11239	136	34	pp	pp	ADJ
american_scientific_journal-11239	136	35	138	138	NUM
american_scientific_journal-11239	136	36	-	-	SYM
american_scientific_journal-11239	136	37	160	160	NUM
american_scientific_journal-11239	136	38	150	150	NUM
american_scientific_journal-11239	136	39	the	the	DET
american_scientific_journal-11239	136	40	linear	linear	ADJ
american_scientific_journal-11239	136	41	region	region	NOUN
american_scientific_journal-11239	136	42	in	in	ADP
american_scientific_journal-11239	136	43	the	the	DET
american_scientific_journal-11239	136	44	logarithm	logarithm	NOUN
american_scientific_journal-11239	136	45	corresponds	correspond	VERB
american_scientific_journal-11239	136	46	to	to	ADP
american_scientific_journal-11239	136	47	exponential	exponential	ADJ
american_scientific_journal-11239	136	48	growth	growth	NOUN
american_scientific_journal-11239	136	49	.	.	PUNCT
american_scientific_journal-11239	137	1	the	the	DET
american_scientific_journal-11239	137	2	need	need	NOUN
american_scientific_journal-11239	137	3	for	for	ADP
american_scientific_journal-11239	137	4	further	further	ADJ
american_scientific_journal-11239	137	5	subdivision	subdivision	NOUN
american_scientific_journal-11239	137	6	into	into	ADP
american_scientific_journal-11239	137	7	more	more	ADJ
american_scientific_journal-11239	137	8	regions	region	NOUN
american_scientific_journal-11239	137	9	has	have	AUX
american_scientific_journal-11239	137	10	emerged	emerge	VERB
american_scientific_journal-11239	137	11	for	for	ADP
american_scientific_journal-11239	137	12	data3	data3	NOUN
american_scientific_journal-11239	137	13	and	and	CCONJ
american_scientific_journal-11239	137	14	data4	data4	NOUN
american_scientific_journal-11239	137	15	.	.	PUNCT
american_scientific_journal-11239	138	1	the	the	DET
american_scientific_journal-11239	138	2	threshold	threshold	NOUN
american_scientific_journal-11239	138	3	values	value	NOUN
american_scientific_journal-11239	138	4	are	be	AUX
american_scientific_journal-11239	138	5	shown	show	VERB
american_scientific_journal-11239	138	6	below	below	ADP
american_scientific_journal-11239	138	7	.	.	PUNCT
american_scientific_journal-11239	139	1	table	table	NOUN
american_scientific_journal-11239	139	2	5	5	NUM
american_scientific_journal-11239	139	3	data1.1	data1.1	X
american_scientific_journal-11239	139	4	ln(s	ln(s	X
american_scientific_journal-11239	139	5	/	/	SYM
american_scientific_journal-11239	139	6	m	m	NOUN
american_scientific_journal-11239	139	7	)	)	PUNCT
american_scientific_journal-11239	139	8	<	<	X
american_scientific_journal-11239	140	1	-2.3	-2.3	PROPN
american_scientific_journal-11239	140	2	data1.2	data1.2	NOUN
american_scientific_journal-11239	140	3	-2.3	-2.3	NOUN
american_scientific_journal-11239	140	4	<	<	X
american_scientific_journal-11239	140	5	ln(s	ln(s	X
american_scientific_journal-11239	140	6	/	/	SYM
american_scientific_journal-11239	140	7	m	m	NOUN
american_scientific_journal-11239	140	8	)	)	PUNCT
american_scientific_journal-11239	140	9	<	<	X
american_scientific_journal-11239	140	10	-1.2	-1.2	X
american_scientific_journal-11239	140	11	data1.3	data1.3	PROPN
american_scientific_journal-11239	140	12	-1.2	-1.2	X
american_scientific_journal-11239	140	13	<	<	X
american_scientific_journal-11239	140	14	ln(s	ln(s	X
american_scientific_journal-11239	140	15	/	/	SYM
american_scientific_journal-11239	140	16	m	m	NOUN
american_scientific_journal-11239	140	17	)	)	PUNCT
american_scientific_journal-11239	140	18	data2.1	data2.1	PROPN
american_scientific_journal-11239	140	19	ln(s	ln(s	X
american_scientific_journal-11239	140	20	/	/	SYM
american_scientific_journal-11239	140	21	m	m	NOUN
american_scientific_journal-11239	140	22	)	)	PUNCT
american_scientific_journal-11239	140	23	<	<	X
american_scientific_journal-11239	140	24	-2.2	-2.2	PUNCT
american_scientific_journal-11239	140	25	data2.2	data2.2	X
american_scientific_journal-11239	140	26	-2.2	-2.2	X
american_scientific_journal-11239	140	27	<	<	X
american_scientific_journal-11239	140	28	ln(s	ln(s	X
american_scientific_journal-11239	140	29	/	/	SYM
american_scientific_journal-11239	140	30	m	m	NOUN
american_scientific_journal-11239	140	31	)	)	PUNCT
american_scientific_journal-11239	140	32	<	<	X
american_scientific_journal-11239	140	33	-0.8	-0.8	NUM
american_scientific_journal-11239	140	34	data2.3	data2.3	X
american_scientific_journal-11239	140	35	-0.8	-0.8	NOUN
american_scientific_journal-11239	140	36	<	<	X
american_scientific_journal-11239	140	37	ln(s	ln(s	X
american_scientific_journal-11239	140	38	/	/	SYM
american_scientific_journal-11239	140	39	m	m	NOUN
american_scientific_journal-11239	140	40	)	)	PUNCT
american_scientific_journal-11239	140	41	data3.1	data3.1	X
american_scientific_journal-11239	140	42	ln(s	ln(s	X
american_scientific_journal-11239	140	43	/	/	SYM
american_scientific_journal-11239	140	44	m	m	NOUN
american_scientific_journal-11239	140	45	)	)	PUNCT
american_scientific_journal-11239	140	46	<	<	X
american_scientific_journal-11239	140	47	-3.6	-3.6	PROPN
american_scientific_journal-11239	140	48	data3.2	data3.2	PROPN
american_scientific_journal-11239	140	49	-3.6	-3.6	X
american_scientific_journal-11239	140	50	<	<	X
american_scientific_journal-11239	140	51	ln(s	ln(s	X
american_scientific_journal-11239	140	52	/	/	SYM
american_scientific_journal-11239	140	53	m	m	NOUN
american_scientific_journal-11239	140	54	)	)	PUNCT
american_scientific_journal-11239	140	55	<	<	X
american_scientific_journal-11239	141	1	-1.6	-1.6	X
american_scientific_journal-11239	141	2	data3.3	data3.3	NOUN
american_scientific_journal-11239	141	3	-1.6	-1.6	NOUN
american_scientific_journal-11239	141	4	<	<	X
american_scientific_journal-11239	141	5	ln(s	ln(s	X
american_scientific_journal-11239	141	6	/	/	SYM
american_scientific_journal-11239	141	7	m	m	NOUN
american_scientific_journal-11239	141	8	)	)	PUNCT
american_scientific_journal-11239	141	9	<	<	X
american_scientific_journal-11239	141	10	-0.2	-0.2	X
american_scientific_journal-11239	141	11	data3.4	data3.4	VERB
american_scientific_journal-11239	141	12	-0.2	-0.2	NOUN
american_scientific_journal-11239	141	13	<	<	X
american_scientific_journal-11239	141	14	ln(s	ln(s	X
american_scientific_journal-11239	141	15	/	/	SYM
american_scientific_journal-11239	141	16	m	m	NOUN
american_scientific_journal-11239	141	17	)	)	PUNCT
american_scientific_journal-11239	141	18	data4.1	data4.1	NOUN
american_scientific_journal-11239	141	19	ln(s	ln(s	X
american_scientific_journal-11239	141	20	/	/	SYM
american_scientific_journal-11239	141	21	m	m	NOUN
american_scientific_journal-11239	141	22	)	)	PUNCT
american_scientific_journal-11239	141	23	<	<	X
american_scientific_journal-11239	141	24	-1.5	-1.5	SYM
american_scientific_journal-11239	141	25	data4.2	data4.2	PROPN
american_scientific_journal-11239	141	26	-1.5	-1.5	PUNCT
american_scientific_journal-11239	141	27	<	<	X
american_scientific_journal-11239	141	28	ln(s	ln(s	X
american_scientific_journal-11239	141	29	/	/	SYM
american_scientific_journal-11239	141	30	m	m	NOUN
american_scientific_journal-11239	141	31	)	)	PUNCT
american_scientific_journal-11239	141	32	<	<	X
american_scientific_journal-11239	141	33	-0.3	-0.3	X
american_scientific_journal-11239	141	34	data4.3	data4.3	VERB
american_scientific_journal-11239	141	35	-0.3	-0.3	X
american_scientific_journal-11239	141	36	<	<	X
american_scientific_journal-11239	141	37	ln(s	ln(s	X
american_scientific_journal-11239	141	38	/	/	SYM
american_scientific_journal-11239	141	39	m	m	NOUN
american_scientific_journal-11239	141	40	)	)	PUNCT
american_scientific_journal-11239	141	41	<	<	X
american_scientific_journal-11239	141	42	0.5	0.5	NUM
american_scientific_journal-11239	141	43	data4.4	data4.4	NUM
american_scientific_journal-11239	141	44	0.5	0.5	NUM
american_scientific_journal-11239	141	45	<	<	X
american_scientific_journal-11239	141	46	ln(s	ln(s	X
american_scientific_journal-11239	141	47	/	/	SYM
american_scientific_journal-11239	141	48	m	m	NOUN
american_scientific_journal-11239	141	49	)	)	PUNCT
american_scientific_journal-11239	141	50	<	<	X
american_scientific_journal-11239	141	51	0.7	0.7	NUM
american_scientific_journal-11239	141	52	data4.5	data4.5	NOUN
american_scientific_journal-11239	141	53	0.7	0.7	NUM
american_scientific_journal-11239	141	54	<	<	X
american_scientific_journal-11239	141	55	ln(s	ln(s	X
american_scientific_journal-11239	141	56	/	/	SYM
american_scientific_journal-11239	141	57	m	m	NOUN
american_scientific_journal-11239	141	58	)	)	PUNCT
american_scientific_journal-11239	141	59	the	the	DET
american_scientific_journal-11239	141	60	numbers	number	NOUN
american_scientific_journal-11239	141	61	of	of	ADP
american_scientific_journal-11239	141	62	these	these	DET
american_scientific_journal-11239	141	63	groups	group	NOUN
american_scientific_journal-11239	141	64	,	,	PUNCT
american_scientific_journal-11239	141	65	the	the	DET
american_scientific_journal-11239	141	66	number	number	NOUN
american_scientific_journal-11239	141	67	of	of	ADP
american_scientific_journal-11239	141	68	objections	objection	NOUN
american_scientific_journal-11239	141	69	,	,	PUNCT
american_scientific_journal-11239	141	70	and	and	CCONJ
american_scientific_journal-11239	141	71	the	the	DET
american_scientific_journal-11239	141	72	objection	objection	NOUN
american_scientific_journal-11239	141	73	rates	rate	NOUN
american_scientific_journal-11239	141	74	are	be	AUX
american_scientific_journal-11239	141	75	shown	show	VERB
american_scientific_journal-11239	141	76	below	below	ADP
american_scientific_journal-11239	141	77	.	.	PUNCT
american_scientific_journal-11239	142	1	table	table	NOUN
american_scientific_journal-11239	142	2	6	6	NUM
american_scientific_journal-11239	142	3	total	total	ADJ
american_scientific_journal-11239	142	4	number	number	NOUN
american_scientific_journal-11239	142	5	number	number	NOUN
american_scientific_journal-11239	142	6	of	of	ADP
american_scientific_journal-11239	142	7	objections	objection	NOUN
american_scientific_journal-11239	142	8	objection	objection	NOUN
american_scientific_journal-11239	142	9	rate	rate	NOUN
american_scientific_journal-11239	142	10	data	datum	NOUN
american_scientific_journal-11239	142	11	833	833	NUM
american_scientific_journal-11239	142	12	205	205	NUM
american_scientific_journal-11239	142	13	13	13	NUM
american_scientific_journal-11239	142	14	816	816	NUM
american_scientific_journal-11239	142	15	0.0015	0.0015	NUM
american_scientific_journal-11239	142	16	data	data	NOUN
american_scientific_journal-11239	142	17	1	1	NUM
american_scientific_journal-11239	142	18	103	103	NUM
american_scientific_journal-11239	142	19	320	320	NUM
american_scientific_journal-11239	142	20	702	702	NUM
american_scientific_journal-11239	142	21	0.0006	0.0006	NUM
american_scientific_journal-11239	142	22	data	datum	NOUN
american_scientific_journal-11239	142	23	1.1	1.1	NUM
american_scientific_journal-11239	142	24	22	22	NUM
american_scientific_journal-11239	142	25	252	252	NUM
american_scientific_journal-11239	142	26	75	75	NUM
american_scientific_journal-11239	142	27	0.0003	0.0003	NUM
american_scientific_journal-11239	142	28	data	datum	NOUN
american_scientific_journal-11239	142	29	1.2	1.2	NUM
american_scientific_journal-11239	142	30	65	65	NUM
american_scientific_journal-11239	142	31	333	333	NUM
american_scientific_journal-11239	142	32	400	400	NUM
american_scientific_journal-11239	142	33	0.0006	0.0006	NUM
american_scientific_journal-11239	142	34	data	datum	NOUN
american_scientific_journal-11239	142	35	1.3	1.3	NUM
american_scientific_journal-11239	142	36	15	15	NUM
american_scientific_journal-11239	142	37	735	735	NUM
american_scientific_journal-11239	142	38	227	227	NUM
american_scientific_journal-11239	142	39	0.0013	0.0013	NUM
american_scientific_journal-11239	142	40	data	datum	NOUN
american_scientific_journal-11239	142	41	2	2	NUM
american_scientific_journal-11239	142	42	509	509	NUM
american_scientific_journal-11239	142	43	338	338	NUM
american_scientific_journal-11239	142	44	7	7	NUM
american_scientific_journal-11239	142	45	965	965	NUM
american_scientific_journal-11239	142	46	0.0014	0.0014	NUM
american_scientific_journal-11239	142	47	data	datum	NOUN
american_scientific_journal-11239	142	48	2.1	2.1	NUM
american_scientific_journal-11239	142	49	97	97	NUM
american_scientific_journal-11239	142	50	989	989	NUM
american_scientific_journal-11239	142	51	802	802	NUM
american_scientific_journal-11239	142	52	0.0007	0.0007	NUM
american_scientific_journal-11239	142	53	data	datum	NOUN
american_scientific_journal-11239	142	54	2.2	2.2	NUM
american_scientific_journal-11239	142	55	340	340	NUM
american_scientific_journal-11239	142	56	708	708	NUM
american_scientific_journal-11239	142	57	5	5	NUM
american_scientific_journal-11239	142	58	333	333	NUM
american_scientific_journal-11239	142	59	0.0014	0.0014	NUM
american_scientific_journal-11239	142	60	data	data	NOUN
american_scientific_journal-11239	142	61	2.3	2.3	NUM
american_scientific_journal-11239	142	62	70	70	NUM
american_scientific_journal-11239	142	63	641	641	NUM
american_scientific_journal-11239	142	64	1	1	NUM
american_scientific_journal-11239	142	65	830	830	NUM
american_scientific_journal-11239	142	66	0.0024	0.0024	NUM
american_scientific_journal-11239	142	67	data	datum	NOUN
american_scientific_journal-11239	142	68	3	3	NUM
american_scientific_journal-11239	142	69	173	173	NUM
american_scientific_journal-11239	142	70	826	826	NUM
american_scientific_journal-11239	142	71	4	4	NUM
american_scientific_journal-11239	142	72	215	215	NUM
american_scientific_journal-11239	142	73	0.0022	0.0022	NUM
american_scientific_journal-11239	142	74	data	datum	NOUN
american_scientific_journal-11239	142	75	3.1	3.1	NUM
american_scientific_journal-11239	142	76	6	6	NUM
american_scientific_journal-11239	142	77	682	682	NUM
american_scientific_journal-11239	142	78	11	11	NUM
american_scientific_journal-11239	142	79	0.0001	0.0001	NUM
american_scientific_journal-11239	142	80	data	datum	NOUN
american_scientific_journal-11239	142	81	3.2	3.2	NUM
american_scientific_journal-11239	142	82	38	38	NUM
american_scientific_journal-11239	142	83	218	218	NUM
american_scientific_journal-11239	142	84	646	646	NUM
american_scientific_journal-11239	142	85	0.0015	0.0015	NUM
american_scientific_journal-11239	142	86	data	data	NOUN
american_scientific_journal-11239	142	87	3.3	3.3	NUM
american_scientific_journal-11239	142	88	109	109	NUM
american_scientific_journal-11239	142	89	394	394	NUM
american_scientific_journal-11239	142	90	3	3	NUM
american_scientific_journal-11239	142	91	086	086	NUM
american_scientific_journal-11239	142	92	0.0026	0.0026	NUM
american_scientific_journal-11239	142	93	data	data	NOUN
american_scientific_journal-11239	142	94	3.4	3.4	NUM
american_scientific_journal-11239	142	95	19	19	NUM
american_scientific_journal-11239	142	96	532	532	NUM
american_scientific_journal-11239	142	97	472	472	NUM
american_scientific_journal-11239	142	98	0.0022	0.0022	NUM
american_scientific_journal-11239	142	99	data	datum	NOUN
american_scientific_journal-11239	142	100	4	4	NUM
american_scientific_journal-11239	142	101	46	46	NUM
american_scientific_journal-11239	142	102	721	721	NUM
american_scientific_journal-11239	142	103	934	934	NUM
american_scientific_journal-11239	142	104	0.0018	0.0018	NUM
american_scientific_journal-11239	142	105	data	data	NOUN
american_scientific_journal-11239	142	106	4.1	4.1	NUM
american_scientific_journal-11239	142	107	6	6	NUM
american_scientific_journal-11239	142	108	497	497	NUM
american_scientific_journal-11239	142	109	89	89	NUM
american_scientific_journal-11239	142	110	0.0012	0.0012	NUM
american_scientific_journal-11239	142	111	data	datum	NOUN
american_scientific_journal-11239	142	112	4.2	4.2	NUM
american_scientific_journal-11239	142	113	27	27	NUM
american_scientific_journal-11239	142	114	057	057	NUM
american_scientific_journal-11239	142	115	489	489	NUM
american_scientific_journal-11239	142	116	0.0016	0.0016	NUM
american_scientific_journal-11239	142	117	data	data	NOUN
american_scientific_journal-11239	142	118	4.3	4.3	NUM
american_scientific_journal-11239	142	119	11	11	NUM
american_scientific_journal-11239	142	120	864	864	NUM
american_scientific_journal-11239	142	121	316	316	NUM
american_scientific_journal-11239	142	122	0.0024	0.0024	NUM
american_scientific_journal-11239	142	123	data	datum	NOUN
american_scientific_journal-11239	142	124	4.4	4.4	NUM
american_scientific_journal-11239	142	125	794	794	NUM
american_scientific_journal-11239	142	126	29	29	NUM
american_scientific_journal-11239	142	127	0.0033	0.0033	NUM
american_scientific_journal-11239	142	128	data	data	NOUN
american_scientific_journal-11239	142	129	4.5	4.5	NUM
american_scientific_journal-11239	142	130	509	509	NUM
american_scientific_journal-11239	142	131	11	11	NUM
american_scientific_journal-11239	142	132	0.0020	0.0020	NUM
american_scientific_journal-11239	142	133	american	american	ADJ
american_scientific_journal-11239	142	134	academic	academic	ADJ
american_scientific_journal-11239	142	135	scientific	scientific	ADJ
american_scientific_journal-11239	142	136	research	research	NOUN
american_scientific_journal-11239	142	137	journal	journal	NOUN
american_scientific_journal-11239	142	138	for	for	ADP
american_scientific_journal-11239	142	139	engineering	engineering	NOUN
american_scientific_journal-11239	142	140	,	,	PUNCT
american_scientific_journal-11239	142	141	technology	technology	NOUN
american_scientific_journal-11239	142	142	,	,	PUNCT
american_scientific_journal-11239	142	143	and	and	CCONJ
american_scientific_journal-11239	142	144	sciences	science	NOUN
american_scientific_journal-11239	142	145	(	(	PUNCT
american_scientific_journal-11239	142	146	asrjets	asrjet	NOUN
american_scientific_journal-11239	142	147	)	)	PUNCT
american_scientific_journal-11239	142	148	volume	volume	NOUN
american_scientific_journal-11239	142	149	101	101	NUM
american_scientific_journal-11239	142	150	,	,	PUNCT
american_scientific_journal-11239	142	151	no	no	DET
american_scientific_journal-11239	142	152	1	1	NUM
american_scientific_journal-11239	142	153	,	,	PUNCT
american_scientific_journal-11239	142	154	pp	pp	ADJ
american_scientific_journal-11239	142	155	138	138	NUM
american_scientific_journal-11239	142	156	-	-	SYM
american_scientific_journal-11239	142	157	160	160	NUM
american_scientific_journal-11239	142	158	151	151	NUM
american_scientific_journal-11239	142	159	4	4	NUM
american_scientific_journal-11239	142	160	.	.	PUNCT
american_scientific_journal-11239	143	1	customer	customer	NOUN
american_scientific_journal-11239	143	2	risk	risk	NOUN
american_scientific_journal-11239	143	3	scoring	scoring	NOUN
american_scientific_journal-11239	143	4	algorithm	algorithm	NOUN
american_scientific_journal-11239	143	5	in	in	ADP
american_scientific_journal-11239	143	6	this	this	DET
american_scientific_journal-11239	143	7	section	section	NOUN
american_scientific_journal-11239	144	1	,	,	PUNCT
american_scientific_journal-11239	144	2	we	we	PRON
american_scientific_journal-11239	144	3	present	present	VERB
american_scientific_journal-11239	144	4	an	an	DET
american_scientific_journal-11239	144	5	algorithm	algorithm	NOUN
american_scientific_journal-11239	144	6	for	for	ADP
american_scientific_journal-11239	144	7	assigning	assign	VERB
american_scientific_journal-11239	144	8	a	a	DET
american_scientific_journal-11239	144	9	risk	risk	NOUN
american_scientific_journal-11239	144	10	score	score	NOUN
american_scientific_journal-11239	144	11	to	to	ADP
american_scientific_journal-11239	144	12	customers	customer	NOUN
american_scientific_journal-11239	144	13	by	by	ADP
american_scientific_journal-11239	144	14	analyzing	analyze	VERB
american_scientific_journal-11239	144	15	their	their	PRON
american_scientific_journal-11239	144	16	invoice	invoice	ADJ
american_scientific_journal-11239	144	17	series	series	NOUN
american_scientific_journal-11239	144	18	.	.	PUNCT
american_scientific_journal-11239	145	1	the	the	DET
american_scientific_journal-11239	145	2	data	datum	NOUN
american_scientific_journal-11239	145	3	set	set	VERB
american_scientific_journal-11239	145	4	consists	consist	NOUN
american_scientific_journal-11239	145	5	of	of	ADP
american_scientific_journal-11239	145	6	the	the	DET
american_scientific_journal-11239	145	7	invoice	invoice	PROPN
american_scientific_journal-11239	145	8	series	series	NOUN
american_scientific_journal-11239	145	9	from	from	ADP
american_scientific_journal-11239	145	10	january	january	PROPN
american_scientific_journal-11239	145	11	2021	2021	NUM
american_scientific_journal-11239	145	12	to	to	ADP
american_scientific_journal-11239	145	13	december	december	PROPN
american_scientific_journal-11239	145	14	2023	2023	NUM
american_scientific_journal-11239	145	15	,	,	PUNCT
american_scientific_journal-11239	145	16	covering	cover	VERB
american_scientific_journal-11239	145	17	a	a	DET
american_scientific_journal-11239	145	18	36	36	NUM
american_scientific_journal-11239	145	19	-	-	PUNCT
american_scientific_journal-11239	145	20	month	month	NOUN
american_scientific_journal-11239	145	21	period	period	NOUN
american_scientific_journal-11239	145	22	.	.	PUNCT
american_scientific_journal-11239	146	1	it	it	PRON
american_scientific_journal-11239	146	2	contains	contain	VERB
american_scientific_journal-11239	146	3	information	information	NOUN
american_scientific_journal-11239	146	4	for	for	ADP
american_scientific_journal-11239	146	5	357,957	357,957	NUM
american_scientific_journal-11239	146	6	subscribers	subscriber	NOUN
american_scientific_journal-11239	146	7	,	,	PUNCT
american_scientific_journal-11239	146	8	including	include	VERB
american_scientific_journal-11239	146	9	their	their	PRON
american_scientific_journal-11239	146	10	subscriber	subscriber	NOUN
american_scientific_journal-11239	146	11	numbers	number	NOUN
american_scientific_journal-11239	146	12	,	,	PUNCT
american_scientific_journal-11239	146	13	monthly	monthly	ADJ
american_scientific_journal-11239	146	14	invoices	invoice	NOUN
american_scientific_journal-11239	146	15	,	,	PUNCT
american_scientific_journal-11239	146	16	and	and	CCONJ
american_scientific_journal-11239	146	17	complaint	complaint	NOUN
american_scientific_journal-11239	146	18	information	information	NOUN
american_scientific_journal-11239	146	19	.	.	PUNCT
american_scientific_journal-11239	147	1	the	the	DET
american_scientific_journal-11239	147	2	invoice	invoice	PROPN
american_scientific_journal-11239	147	3	series	series	NOUN
american_scientific_journal-11239	147	4	will	will	AUX
american_scientific_journal-11239	147	5	be	be	AUX
american_scientific_journal-11239	147	6	analyzed	analyze	VERB
american_scientific_journal-11239	147	7	through	through	ADP
american_scientific_journal-11239	147	8	its	its	PRON
american_scientific_journal-11239	147	9	features	feature	NOUN
american_scientific_journal-11239	147	10	:	:	PUNCT
american_scientific_journal-11239	147	11	mean	mean	ADJ
american_scientific_journal-11239	147	12	(	(	PUNCT
american_scientific_journal-11239	147	13	m	m	NOUN
american_scientific_journal-11239	147	14	)	)	PUNCT
american_scientific_journal-11239	147	15	,	,	PUNCT
american_scientific_journal-11239	147	16	standard	standard	ADJ
american_scientific_journal-11239	147	17	deviation	deviation	NOUN
american_scientific_journal-11239	147	18	(	(	PUNCT
american_scientific_journal-11239	147	19	s	s	NOUN
american_scientific_journal-11239	147	20	)	)	PUNCT
american_scientific_journal-11239	147	21	,	,	PUNCT
american_scientific_journal-11239	147	22	and	and	CCONJ
american_scientific_journal-11239	147	23	range	range	NOUN
american_scientific_journal-11239	147	24	(	(	PUNCT
american_scientific_journal-11239	147	25	r	r	NOUN
american_scientific_journal-11239	147	26	)	)	PUNCT
american_scientific_journal-11239	147	27	(	(	PUNCT
american_scientific_journal-11239	147	28	maximum	maximum	ADJ
american_scientific_journal-11239	147	29	-	-	PUNCT
american_scientific_journal-11239	147	30	minimum	minimum	ADJ
american_scientific_journal-11239	147	31	difference	difference	NOUN
american_scientific_journal-11239	147	32	)	)	PUNCT
american_scientific_journal-11239	147	33	.	.	PUNCT
american_scientific_journal-11239	148	1	the	the	DET
american_scientific_journal-11239	148	2	36	36	NUM
american_scientific_journal-11239	148	3	-	-	PUNCT
american_scientific_journal-11239	148	4	month	month	NOUN
american_scientific_journal-11239	148	5	invoice	invoice	NOUN
american_scientific_journal-11239	148	6	series	series	NOUN
american_scientific_journal-11239	148	7	clearly	clearly	ADV
american_scientific_journal-11239	148	8	reflects	reflect	VERB
american_scientific_journal-11239	148	9	price	price	NOUN
american_scientific_journal-11239	148	10	increases	increase	NOUN
american_scientific_journal-11239	148	11	during	during	ADP
american_scientific_journal-11239	148	12	the	the	DET
american_scientific_journal-11239	148	13	studied	studied	ADJ
american_scientific_journal-11239	148	14	period	period	NOUN
american_scientific_journal-11239	148	15	,	,	PUNCT
american_scientific_journal-11239	148	16	as	as	SCONJ
american_scientific_journal-11239	148	17	shown	show	VERB
american_scientific_journal-11239	148	18	in	in	ADP
american_scientific_journal-11239	148	19	figure	figure	NOUN
american_scientific_journal-11239	148	20	1	1	NUM
american_scientific_journal-11239	148	21	figure	figure	NOUN
american_scientific_journal-11239	148	22	10	10	NUM
american_scientific_journal-11239	148	23	:	:	PUNCT
american_scientific_journal-11239	148	24	monthly	monthly	ADJ
american_scientific_journal-11239	148	25	average	average	NOUN
american_scientific_journal-11239	148	26	of	of	ADP
american_scientific_journal-11239	148	27	customer	customer	NOUN
american_scientific_journal-11239	148	28	invoices	invoice	NOUN
american_scientific_journal-11239	148	29	and	and	CCONJ
american_scientific_journal-11239	148	30	1	1	NUM
american_scientific_journal-11239	148	31	-	-	PUNCT
american_scientific_journal-11239	148	32	standard	standard	ADJ
american_scientific_journal-11239	148	33	deviation	deviation	NOUN
american_scientific_journal-11239	148	34	boundary	boundary	ADJ
american_scientific_journal-11239	148	35	.	.	PUNCT
american_scientific_journal-11239	149	1	in	in	ADP
american_scientific_journal-11239	149	2	the	the	DET
american_scientific_journal-11239	149	3	studied	studied	ADJ
american_scientific_journal-11239	149	4	sample	sample	NOUN
american_scientific_journal-11239	149	5	,	,	PUNCT
american_scientific_journal-11239	149	6	the	the	DET
american_scientific_journal-11239	149	7	total	total	ADJ
american_scientific_journal-11239	149	8	number	number	NOUN
american_scientific_journal-11239	149	9	of	of	ADP
american_scientific_journal-11239	149	10	objections	objection	NOUN
american_scientific_journal-11239	149	11	made	make	VERB
american_scientific_journal-11239	149	12	over	over	ADP
american_scientific_journal-11239	149	13	36	36	NUM
american_scientific_journal-11239	149	14	months	month	NOUN
american_scientific_journal-11239	149	15	is	be	AUX
american_scientific_journal-11239	149	16	4702	4702	NUM
american_scientific_journal-11239	149	17	which	which	PRON
american_scientific_journal-11239	149	18	corresponds	correspond	VERB
american_scientific_journal-11239	149	19	to	to	ADP
american_scientific_journal-11239	149	20	a	a	DET
american_scientific_journal-11239	149	21	monthly	monthly	ADJ
american_scientific_journal-11239	149	22	objection	objection	NOUN
american_scientific_journal-11239	149	23	rate	rate	NOUN
american_scientific_journal-11239	149	24	of	of	ADP
american_scientific_journal-11239	149	25	0.0003	0.0003	NUM
american_scientific_journal-11239	149	26	,	,	PUNCT
american_scientific_journal-11239	149	27	consistent	consistent	ADJ
american_scientific_journal-11239	149	28	with	with	ADP
american_scientific_journal-11239	149	29	the	the	DET
american_scientific_journal-11239	149	30	rates	rate	NOUN
american_scientific_journal-11239	149	31	observed	observe	VERB
american_scientific_journal-11239	149	32	in	in	ADP
american_scientific_journal-11239	149	33	samples	sample	NOUN
american_scientific_journal-11239	149	34	analyzed	analyze	VERB
american_scientific_journal-11239	149	35	in	in	ADP
american_scientific_journal-11239	149	36	the	the	DET
american_scientific_journal-11239	149	37	previous	previous	ADJ
american_scientific_journal-11239	149	38	section	section	NOUN
american_scientific_journal-11239	149	39	.	.	PUNCT
american_scientific_journal-11239	150	1	among	among	ADP
american_scientific_journal-11239	150	2	the	the	DET
american_scientific_journal-11239	150	3	customers	customer	NOUN
american_scientific_journal-11239	150	4	,	,	PUNCT
american_scientific_journal-11239	150	5	there	there	PRON
american_scientific_journal-11239	150	6	are	be	VERB
american_scientific_journal-11239	150	7	8	8	NUM
american_scientific_journal-11239	150	8	customers	customer	NOUN
american_scientific_journal-11239	150	9	who	who	PRON
american_scientific_journal-11239	150	10	have	have	AUX
american_scientific_journal-11239	150	11	made	make	VERB
american_scientific_journal-11239	150	12	6	6	NUM
american_scientific_journal-11239	150	13	-	-	SYM
american_scientific_journal-11239	150	14	10	10	NUM
american_scientific_journal-11239	150	15	objections	objection	NOUN
american_scientific_journal-11239	150	16	within	within	ADP
american_scientific_journal-11239	150	17	the	the	DET
american_scientific_journal-11239	150	18	36	36	NUM
american_scientific_journal-11239	150	19	-	-	PUNCT
american_scientific_journal-11239	150	20	month	month	NOUN
american_scientific_journal-11239	150	21	period	period	NOUN
american_scientific_journal-11239	150	22	.	.	PUNCT
american_scientific_journal-11239	151	1	as	as	SCONJ
american_scientific_journal-11239	151	2	discussed	discuss	VERB
american_scientific_journal-11239	151	3	above	above	ADV
american_scientific_journal-11239	151	4	,	,	PUNCT
american_scientific_journal-11239	151	5	these	these	DET
american_scientific_journal-11239	151	6	situations	situation	NOUN
american_scientific_journal-11239	151	7	should	should	AUX
american_scientific_journal-11239	151	8	be	be	AUX
american_scientific_journal-11239	151	9	treated	treat	VERB
american_scientific_journal-11239	151	10	separately	separately	ADV
american_scientific_journal-11239	151	11	.	.	PUNCT
american_scientific_journal-11239	152	1	we	we	PRON
american_scientific_journal-11239	152	2	display	display	VERB
american_scientific_journal-11239	152	3	below	below	ADP
american_scientific_journal-11239	152	4	their	their	PRON
american_scientific_journal-11239	152	5	invoice	invoice	NOUN
american_scientific_journal-11239	152	6	sequences	sequence	NOUN
american_scientific_journal-11239	152	7	.	.	PUNCT
american_scientific_journal-11239	153	1	as	as	SCONJ
american_scientific_journal-11239	153	2	can	can	AUX
american_scientific_journal-11239	153	3	be	be	AUX
american_scientific_journal-11239	153	4	seen	see	VERB
american_scientific_journal-11239	153	5	,	,	PUNCT
american_scientific_journal-11239	153	6	objections	objection	NOUN
american_scientific_journal-11239	153	7	do	do	AUX
american_scientific_journal-11239	153	8	not	not	PART
american_scientific_journal-11239	153	9	always	always	ADV
american_scientific_journal-11239	153	10	correspond	correspond	VERB
american_scientific_journal-11239	153	11	to	to	ADP
american_scientific_journal-11239	153	12	invoice	invoice	NOUN
american_scientific_journal-11239	153	13	anomalies.in	anomalies.in	ADP
american_scientific_journal-11239	153	14	figure	figure	NOUN
american_scientific_journal-11239	153	15	11	11	NUM
american_scientific_journal-11239	153	16	.	.	PUNCT
american_scientific_journal-11239	154	1	mean	mean	VERB
american_scientific_journal-11239	154	2	and	and	CCONJ
american_scientific_journal-11239	154	3	standard	standard	ADJ
american_scientific_journal-11239	154	4	deviation	deviation	NOUN
american_scientific_journal-11239	154	5	american	american	ADJ
american_scientific_journal-11239	154	6	academic	academic	ADJ
american_scientific_journal-11239	154	7	scientific	scientific	ADJ
american_scientific_journal-11239	154	8	research	research	NOUN
american_scientific_journal-11239	154	9	journal	journal	NOUN
american_scientific_journal-11239	154	10	for	for	ADP
american_scientific_journal-11239	154	11	engineering	engineering	NOUN
american_scientific_journal-11239	154	12	,	,	PUNCT
american_scientific_journal-11239	154	13	technology	technology	NOUN
american_scientific_journal-11239	154	14	,	,	PUNCT
american_scientific_journal-11239	154	15	and	and	CCONJ
american_scientific_journal-11239	154	16	sciences	science	NOUN
american_scientific_journal-11239	154	17	(	(	PUNCT
american_scientific_journal-11239	154	18	asrjets	asrjet	NOUN
american_scientific_journal-11239	154	19	)	)	PUNCT
american_scientific_journal-11239	154	20	volume	volume	NOUN
american_scientific_journal-11239	154	21	101	101	NUM
american_scientific_journal-11239	154	22	,	,	PUNCT
american_scientific_journal-11239	154	23	no	no	DET
american_scientific_journal-11239	154	24	1	1	NUM
american_scientific_journal-11239	154	25	,	,	PUNCT
american_scientific_journal-11239	154	26	pp	pp	ADJ
american_scientific_journal-11239	154	27	138	138	NUM
american_scientific_journal-11239	154	28	-	-	SYM
american_scientific_journal-11239	154	29	160	160	NUM
american_scientific_journal-11239	154	30	152	152	NUM
american_scientific_journal-11239	154	31	figure	figure	NOUN
american_scientific_journal-11239	154	32	11	11	NUM
american_scientific_journal-11239	154	33	:	:	PUNCT
american_scientific_journal-11239	154	34	the	the	DET
american_scientific_journal-11239	154	35	36	36	NUM
american_scientific_journal-11239	154	36	-	-	PUNCT
american_scientific_journal-11239	154	37	month	month	NOUN
american_scientific_journal-11239	154	38	invoice	invoice	NOUN
american_scientific_journal-11239	154	39	patterns	pattern	NOUN
american_scientific_journal-11239	154	40	and	and	CCONJ
american_scientific_journal-11239	154	41	objections	objection	NOUN
american_scientific_journal-11239	154	42	of	of	ADP
american_scientific_journal-11239	154	43	customers	customer	NOUN
american_scientific_journal-11239	154	44	who	who	PRON
american_scientific_journal-11239	154	45	have	have	AUX
american_scientific_journal-11239	154	46	objected	object	VERB
american_scientific_journal-11239	154	47	six	six	NUM
american_scientific_journal-11239	154	48	or	or	CCONJ
american_scientific_journal-11239	154	49	more	more	ADJ
american_scientific_journal-11239	154	50	times	time	NOUN
american_scientific_journal-11239	154	51	.	.	PUNCT
american_scientific_journal-11239	155	1	among	among	ADP
american_scientific_journal-11239	155	2	the	the	DET
american_scientific_journal-11239	155	3	remaining	remain	VERB
american_scientific_journal-11239	155	4	objections	objection	NOUN
american_scientific_journal-11239	155	5	,	,	PUNCT
american_scientific_journal-11239	155	6	there	there	PRON
american_scientific_journal-11239	155	7	are	be	VERB
american_scientific_journal-11239	155	8	5	5	NUM
american_scientific_journal-11239	155	9	customers	customer	NOUN
american_scientific_journal-11239	155	10	who	who	PRON
american_scientific_journal-11239	155	11	have	have	AUX
american_scientific_journal-11239	155	12	objected	object	VERB
american_scientific_journal-11239	155	13	5	5	NUM
american_scientific_journal-11239	155	14	times	time	NOUN
american_scientific_journal-11239	155	15	,	,	PUNCT
american_scientific_journal-11239	155	16	12	12	NUM
american_scientific_journal-11239	155	17	customers	customer	NOUN
american_scientific_journal-11239	155	18	who	who	PRON
american_scientific_journal-11239	155	19	have	have	AUX
american_scientific_journal-11239	155	20	objected	object	VERB
american_scientific_journal-11239	155	21	4	4	NUM
american_scientific_journal-11239	155	22	times	time	NOUN
american_scientific_journal-11239	155	23	,	,	PUNCT
american_scientific_journal-11239	155	24	37	37	NUM
american_scientific_journal-11239	155	25	customers	customer	NOUN
american_scientific_journal-11239	155	26	who	who	PRON
american_scientific_journal-11239	155	27	have	have	AUX
american_scientific_journal-11239	155	28	objected	object	VERB
american_scientific_journal-11239	155	29	3	3	NUM
american_scientific_journal-11239	155	30	times	time	NOUN
american_scientific_journal-11239	155	31	,	,	PUNCT
american_scientific_journal-11239	155	32	208	208	NUM
american_scientific_journal-11239	155	33	customers	customer	NOUN
american_scientific_journal-11239	155	34	who	who	PRON
american_scientific_journal-11239	155	35	have	have	AUX
american_scientific_journal-11239	155	36	objected	object	VERB
american_scientific_journal-11239	155	37	2	2	NUM
american_scientific_journal-11239	155	38	times	time	NOUN
american_scientific_journal-11239	155	39	,	,	PUNCT
american_scientific_journal-11239	155	40	and	and	CCONJ
american_scientific_journal-11239	155	41	4,043	4,043	NUM
american_scientific_journal-11239	155	42	customers	customer	NOUN
american_scientific_journal-11239	155	43	who	who	PRON
american_scientific_journal-11239	155	44	have	have	AUX
american_scientific_journal-11239	155	45	objected	object	VERB
american_scientific_journal-11239	155	46	only	only	ADV
american_scientific_journal-11239	155	47	once	once	ADV
american_scientific_journal-11239	155	48	.	.	PUNCT
american_scientific_journal-11239	156	1	after	after	ADP
american_scientific_journal-11239	156	2	identifying	identify	VERB
american_scientific_journal-11239	156	3	customers	customer	NOUN
american_scientific_journal-11239	156	4	with	with	ADP
american_scientific_journal-11239	156	5	a	a	DET
american_scientific_journal-11239	156	6	high	high	ADJ
american_scientific_journal-11239	156	7	number	number	NOUN
american_scientific_journal-11239	156	8	of	of	ADP
american_scientific_journal-11239	156	9	objections	objection	NOUN
american_scientific_journal-11239	156	10	,	,	PUNCT
american_scientific_journal-11239	156	11	customers	customer	NOUN
american_scientific_journal-11239	156	12	with	with	ADP
american_scientific_journal-11239	156	13	invoices	invoice	NOUN
american_scientific_journal-11239	156	14	that	that	PRON
american_scientific_journal-11239	156	15	can	can	AUX
american_scientific_journal-11239	156	16	be	be	AUX
american_scientific_journal-11239	156	17	considered	consider	VERB
american_scientific_journal-11239	156	18	extreme	extreme	ADJ
american_scientific_journal-11239	156	19	will	will	AUX
american_scientific_journal-11239	156	20	also	also	ADV
american_scientific_journal-11239	156	21	be	be	AUX
american_scientific_journal-11239	156	22	distinguished	distinguish	VERB
american_scientific_journal-11239	156	23	.	.	PUNCT
american_scientific_journal-11239	157	1	this	this	PRON
american_scientific_journal-11239	157	2	is	be	AUX
american_scientific_journal-11239	157	3	to	to	PART
american_scientific_journal-11239	157	4	characterize	characterize	VERB
american_scientific_journal-11239	157	5	the	the	DET
american_scientific_journal-11239	157	6	situation	situation	NOUN
american_scientific_journal-11239	157	7	of	of	ADP
american_scientific_journal-11239	157	8	"	"	PUNCT
american_scientific_journal-11239	157	9	rare	rare	ADJ
american_scientific_journal-11239	157	10	events	event	NOUN
american_scientific_journal-11239	157	11	with	with	ADP
american_scientific_journal-11239	157	12	significant	significant	ADJ
american_scientific_journal-11239	157	13	consequences	consequence	NOUN
american_scientific_journal-11239	157	14	.	.	PUNCT
american_scientific_journal-11239	157	15	"	"	PUNCT
american_scientific_journal-11239	158	1	when	when	SCONJ
american_scientific_journal-11239	158	2	an	an	DET
american_scientific_journal-11239	158	3	expenditure	expenditure	NOUN
american_scientific_journal-11239	158	4	or	or	CCONJ
american_scientific_journal-11239	158	5	invoice	invoice	NOUN
american_scientific_journal-11239	158	6	above	above	ADP
american_scientific_journal-11239	158	7	a	a	DET
american_scientific_journal-11239	158	8	certain	certain	ADJ
american_scientific_journal-11239	158	9	amount	amount	NOUN
american_scientific_journal-11239	158	10	arises	arise	VERB
american_scientific_journal-11239	158	11	and	and	CCONJ
american_scientific_journal-11239	158	12	turns	turn	VERB
american_scientific_journal-11239	158	13	into	into	ADP
american_scientific_journal-11239	158	14	an	an	DET
american_scientific_journal-11239	158	15	objection	objection	NOUN
american_scientific_journal-11239	158	16	,	,	PUNCT
american_scientific_journal-11239	158	17	the	the	DET
american_scientific_journal-11239	158	18	potential	potential	ADJ
american_scientific_journal-11239	158	19	financial	financial	ADJ
american_scientific_journal-11239	158	20	loss	loss	NOUN
american_scientific_journal-11239	158	21	can	can	AUX
american_scientific_journal-11239	158	22	be	be	AUX
american_scientific_journal-11239	158	23	high	high	ADJ
american_scientific_journal-11239	158	24	,	,	PUNCT
american_scientific_journal-11239	158	25	so	so	SCONJ
american_scientific_journal-11239	158	26	these	these	DET
american_scientific_journal-11239	158	27	situations	situation	NOUN
american_scientific_journal-11239	158	28	need	need	VERB
american_scientific_journal-11239	158	29	to	to	PART
american_scientific_journal-11239	158	30	be	be	AUX
american_scientific_journal-11239	158	31	treated	treat	VERB
american_scientific_journal-11239	158	32	separately	separately	ADV
american_scientific_journal-11239	158	33	.	.	PUNCT
american_scientific_journal-11239	159	1	in	in	ADP
american_scientific_journal-11239	159	2	figure	figure	NOUN
american_scientific_journal-11239	159	3	12	12	NUM
american_scientific_journal-11239	159	4	below	below	ADV
american_scientific_journal-11239	159	5	,	,	PUNCT
american_scientific_journal-11239	159	6	the	the	DET
american_scientific_journal-11239	159	7	average	average	ADJ
american_scientific_journal-11239	159	8	invoices	invoice	NOUN
american_scientific_journal-11239	159	9	and	and	CCONJ
american_scientific_journal-11239	159	10	the	the	DET
american_scientific_journal-11239	159	11	invoices	invoice	NOUN
american_scientific_journal-11239	159	12	of	of	ADP
american_scientific_journal-11239	159	13	each	each	DET
american_scientific_journal-11239	159	14	month	month	NOUN
american_scientific_journal-11239	159	15	are	be	AUX
american_scientific_journal-11239	159	16	presented	present	VERB
american_scientific_journal-11239	159	17	in	in	ADP
american_scientific_journal-11239	159	18	increasing	increase	VERB
american_scientific_journal-11239	159	19	order	order	NOUN
american_scientific_journal-11239	159	20	.	.	PUNCT
american_scientific_journal-11239	160	1	american	american	ADJ
american_scientific_journal-11239	160	2	academic	academic	ADJ
american_scientific_journal-11239	160	3	scientific	scientific	ADJ
american_scientific_journal-11239	160	4	research	research	NOUN
american_scientific_journal-11239	160	5	journal	journal	NOUN
american_scientific_journal-11239	160	6	for	for	ADP
american_scientific_journal-11239	160	7	engineering	engineering	NOUN
american_scientific_journal-11239	160	8	,	,	PUNCT
american_scientific_journal-11239	160	9	technology	technology	NOUN
american_scientific_journal-11239	160	10	,	,	PUNCT
american_scientific_journal-11239	160	11	and	and	CCONJ
american_scientific_journal-11239	160	12	sciences	science	NOUN
american_scientific_journal-11239	160	13	(	(	PUNCT
american_scientific_journal-11239	160	14	asrjets	asrjet	NOUN
american_scientific_journal-11239	160	15	)	)	PUNCT
american_scientific_journal-11239	160	16	volume	volume	NOUN
american_scientific_journal-11239	160	17	101	101	NUM
american_scientific_journal-11239	160	18	,	,	PUNCT
american_scientific_journal-11239	160	19	no	no	DET
american_scientific_journal-11239	160	20	1	1	NUM
american_scientific_journal-11239	160	21	,	,	PUNCT
american_scientific_journal-11239	160	22	pp	pp	ADJ
american_scientific_journal-11239	160	23	138	138	NUM
american_scientific_journal-11239	160	24	-	-	SYM
american_scientific_journal-11239	160	25	160	160	NUM
american_scientific_journal-11239	160	26	153	153	NUM
american_scientific_journal-11239	160	27	figure	figure	NOUN
american_scientific_journal-11239	160	28	12	12	NUM
american_scientific_journal-11239	160	29	:	:	PUNCT
american_scientific_journal-11239	160	30	increasingly	increasingly	ADV
american_scientific_journal-11239	160	31	ordered	order	VERB
american_scientific_journal-11239	160	32	average	average	ADJ
american_scientific_journal-11239	160	33	invoices	invoice	NOUN
american_scientific_journal-11239	160	34	(	(	PUNCT
american_scientific_journal-11239	160	35	left	leave	VERB
american_scientific_journal-11239	160	36	graph	graph	NOUN
american_scientific_journal-11239	160	37	)	)	PUNCT
american_scientific_journal-11239	160	38	and	and	CCONJ
american_scientific_journal-11239	160	39	monthly	monthly	ADJ
american_scientific_journal-11239	160	40	invoices	invoice	NOUN
american_scientific_journal-11239	160	41	(	(	PUNCT
american_scientific_journal-11239	160	42	right	right	ADJ
american_scientific_journal-11239	160	43	graph	graph	NOUN
american_scientific_journal-11239	160	44	)	)	PUNCT
american_scientific_journal-11239	160	45	.	.	PUNCT
american_scientific_journal-11239	161	1	it	it	PRON
american_scientific_journal-11239	161	2	can	can	AUX
american_scientific_journal-11239	161	3	be	be	AUX
american_scientific_journal-11239	161	4	observed	observe	VERB
american_scientific_journal-11239	161	5	that	that	SCONJ
american_scientific_journal-11239	161	6	highest	high	ADJ
american_scientific_journal-11239	161	7	values	value	NOUN
american_scientific_journal-11239	161	8	of	of	ADP
american_scientific_journal-11239	161	9	average	average	ADJ
american_scientific_journal-11239	161	10	invoices	invoice	NOUN
american_scientific_journal-11239	161	11	is	be	AUX
american_scientific_journal-11239	161	12	around	around	ADV
american_scientific_journal-11239	161	13	10,000	10,000	NUM
american_scientific_journal-11239	161	14	tl	tl	PROPN
american_scientific_journal-11239	161	15	,	,	PUNCT
american_scientific_journal-11239	161	16	while	while	SCONJ
american_scientific_journal-11239	161	17	highest	high	ADJ
american_scientific_journal-11239	161	18	monthly	monthly	ADJ
american_scientific_journal-11239	161	19	invoices	invoice	NOUN
american_scientific_journal-11239	161	20	are	be	AUX
american_scientific_journal-11239	161	21	around	around	ADV
american_scientific_journal-11239	161	22	50,000	50,000	NUM
american_scientific_journal-11239	161	23	-	-	SYM
american_scientific_journal-11239	161	24	60,000	60,000	NUM
american_scientific_journal-11239	161	25	tl	tl	PROPN
american_scientific_journal-11239	161	26	.	.	PUNCT
american_scientific_journal-11239	162	1	customers	customer	NOUN
american_scientific_journal-11239	162	2	with	with	ADP
american_scientific_journal-11239	162	3	extreme	extreme	ADJ
american_scientific_journal-11239	162	4	expenditures	expenditure	NOUN
american_scientific_journal-11239	162	5	were	be	AUX
american_scientific_journal-11239	162	6	distinguished	distinguish	VERB
american_scientific_journal-11239	162	7	in	in	ADP
american_scientific_journal-11239	162	8	two	two	NUM
american_scientific_journal-11239	162	9	stages	stage	NOUN
american_scientific_journal-11239	162	10	:	:	PUNCT
american_scientific_journal-11239	162	11	those	those	PRON
american_scientific_journal-11239	162	12	whose	whose	DET
american_scientific_journal-11239	162	13	invoice	invoice	NOUN
american_scientific_journal-11239	162	14	in	in	ADP
american_scientific_journal-11239	162	15	any	any	DET
american_scientific_journal-11239	162	16	given	give	VERB
american_scientific_journal-11239	162	17	month	month	NOUN
american_scientific_journal-11239	162	18	was	be	AUX
american_scientific_journal-11239	162	19	100	100	NUM
american_scientific_journal-11239	162	20	and	and	CCONJ
american_scientific_journal-11239	162	21	50	50	NUM
american_scientific_journal-11239	162	22	times	time	NOUN
american_scientific_journal-11239	162	23	the	the	DET
american_scientific_journal-11239	162	24	average	average	ADJ
american_scientific_journal-11239	162	25	invoice	invoice	NOUN
american_scientific_journal-11239	162	26	of	of	ADP
american_scientific_journal-11239	162	27	all	all	DET
american_scientific_journal-11239	162	28	customers	customer	NOUN
american_scientific_journal-11239	162	29	for	for	ADP
american_scientific_journal-11239	162	30	that	that	DET
american_scientific_journal-11239	162	31	month	month	NOUN
american_scientific_journal-11239	162	32	.	.	PUNCT
american_scientific_journal-11239	163	1	in	in	ADP
american_scientific_journal-11239	163	2	the	the	DET
american_scientific_journal-11239	163	3	first	first	ADJ
american_scientific_journal-11239	163	4	group	group	NOUN
american_scientific_journal-11239	163	5	,	,	PUNCT
american_scientific_journal-11239	163	6	there	there	PRON
american_scientific_journal-11239	163	7	are	be	VERB
american_scientific_journal-11239	163	8	36	36	NUM
american_scientific_journal-11239	163	9	customers	customer	NOUN
american_scientific_journal-11239	163	10	,	,	PUNCT
american_scientific_journal-11239	163	11	and	and	CCONJ
american_scientific_journal-11239	163	12	in	in	ADP
american_scientific_journal-11239	163	13	the	the	DET
american_scientific_journal-11239	163	14	second	second	ADJ
american_scientific_journal-11239	163	15	group	group	NOUN
american_scientific_journal-11239	163	16	,	,	PUNCT
american_scientific_journal-11239	163	17	663	663	NUM
american_scientific_journal-11239	163	18	customers	customer	NOUN
american_scientific_journal-11239	163	19	.	.	PUNCT
american_scientific_journal-11239	164	1	as	as	SCONJ
american_scientific_journal-11239	164	2	high	high	ADJ
american_scientific_journal-11239	164	3	invoices	invoice	NOUN
american_scientific_journal-11239	164	4	are	be	AUX
american_scientific_journal-11239	164	5	removed	remove	VERB
american_scientific_journal-11239	164	6	from	from	ADP
american_scientific_journal-11239	164	7	the	the	DET
american_scientific_journal-11239	164	8	sample	sample	NOUN
american_scientific_journal-11239	164	9	,	,	PUNCT
american_scientific_journal-11239	164	10	the	the	DET
american_scientific_journal-11239	164	11	average	average	NOUN
american_scientific_journal-11239	164	12	will	will	AUX
american_scientific_journal-11239	164	13	also	also	ADV
american_scientific_journal-11239	164	14	change	change	VERB
american_scientific_journal-11239	164	15	,	,	PUNCT
american_scientific_journal-11239	164	16	so	so	SCONJ
american_scientific_journal-11239	164	17	this	this	DET
american_scientific_journal-11239	164	18	process	process	NOUN
american_scientific_journal-11239	164	19	must	must	AUX
american_scientific_journal-11239	164	20	be	be	AUX
american_scientific_journal-11239	164	21	repeated	repeat	VERB
american_scientific_journal-11239	164	22	.	.	PUNCT
american_scientific_journal-11239	165	1	for	for	ADP
american_scientific_journal-11239	165	2	the	the	DET
american_scientific_journal-11239	165	3	second	second	ADJ
american_scientific_journal-11239	165	4	group	group	NOUN
american_scientific_journal-11239	165	5	,	,	PUNCT
american_scientific_journal-11239	165	6	three	three	NUM
american_scientific_journal-11239	165	7	iterations	iteration	NOUN
american_scientific_journal-11239	165	8	were	be	AUX
american_scientific_journal-11239	165	9	required	require	VERB
american_scientific_journal-11239	165	10	.	.	PUNCT
american_scientific_journal-11239	166	1	for	for	ADP
american_scientific_journal-11239	166	2	the	the	DET
american_scientific_journal-11239	166	3	remaining	remain	VERB
american_scientific_journal-11239	166	4	customers	customer	NOUN
american_scientific_journal-11239	166	5	,	,	PUNCT
american_scientific_journal-11239	166	6	considered	consider	VERB
american_scientific_journal-11239	166	7	part	part	NOUN
american_scientific_journal-11239	166	8	of	of	ADP
american_scientific_journal-11239	166	9	the	the	DET
american_scientific_journal-11239	166	10	general	general	ADJ
american_scientific_journal-11239	166	11	group	group	NOUN
american_scientific_journal-11239	166	12	,	,	PUNCT
american_scientific_journal-11239	166	13	the	the	DET
american_scientific_journal-11239	166	14	average	average	ADJ
american_scientific_journal-11239	166	15	and	and	CCONJ
american_scientific_journal-11239	166	16	standard	standard	ADJ
american_scientific_journal-11239	166	17	deviation	deviation	NOUN
american_scientific_journal-11239	166	18	of	of	ADP
american_scientific_journal-11239	166	19	the	the	DET
american_scientific_journal-11239	166	20	past	past	ADJ
american_scientific_journal-11239	166	21	6	6	NUM
american_scientific_journal-11239	166	22	months	month	NOUN
american_scientific_journal-11239	166	23	'	'	PART
american_scientific_journal-11239	166	24	invoice	invoice	NOUN
american_scientific_journal-11239	166	25	series	serie	NOUN
american_scientific_journal-11239	166	26	were	be	AUX
american_scientific_journal-11239	166	27	calculated	calculate	VERB
american_scientific_journal-11239	166	28	.	.	PUNCT
american_scientific_journal-11239	167	1	figure	figure	NOUN
american_scientific_journal-11239	167	2	13	13	NUM
american_scientific_journal-11239	167	3	below	below	ADV
american_scientific_journal-11239	167	4	shows	show	VERB
american_scientific_journal-11239	167	5	these	these	DET
american_scientific_journal-11239	167	6	curves	curve	NOUN
american_scientific_journal-11239	167	7	as	as	ADP
american_scientific_journal-11239	167	8	an	an	DET
american_scientific_journal-11239	167	9	example	example	NOUN
american_scientific_journal-11239	167	10	for	for	ADP
american_scientific_journal-11239	167	11	a	a	DET
american_scientific_journal-11239	167	12	customer	customer	NOUN
american_scientific_journal-11239	167	13	who	who	PRON
american_scientific_journal-11239	167	14	has	have	AUX
american_scientific_journal-11239	167	15	objected	object	VERB
american_scientific_journal-11239	167	16	5	5	NUM
american_scientific_journal-11239	167	17	times	time	NOUN
american_scientific_journal-11239	167	18	.	.	PUNCT
american_scientific_journal-11239	168	1	figure	figure	VERB
american_scientific_journal-11239	168	2	13	13	NUM
american_scientific_journal-11239	168	3	:	:	PUNCT
american_scientific_journal-11239	168	4	invoice	invoice	PROPN
american_scientific_journal-11239	168	5	series	series	NOUN
american_scientific_journal-11239	168	6	(	(	PUNCT
american_scientific_journal-11239	168	7	blue	blue	ADJ
american_scientific_journal-11239	168	8	)	)	PUNCT
american_scientific_journal-11239	168	9	,	,	PUNCT
american_scientific_journal-11239	168	10	6	6	NUM
american_scientific_journal-11239	168	11	-	-	PUNCT
american_scientific_journal-11239	168	12	month	month	NOUN
american_scientific_journal-11239	168	13	moving	move	VERB
american_scientific_journal-11239	168	14	average	average	ADJ
american_scientific_journal-11239	168	15	(	(	PUNCT
american_scientific_journal-11239	168	16	red	red	ADJ
american_scientific_journal-11239	168	17	)	)	PUNCT
american_scientific_journal-11239	168	18	,	,	PUNCT
american_scientific_journal-11239	168	19	and	and	CCONJ
american_scientific_journal-11239	168	20	6	6	NUM
american_scientific_journal-11239	168	21	-	-	PUNCT
american_scientific_journal-11239	168	22	month	month	NOUN
american_scientific_journal-11239	168	23	standard	standard	ADJ
american_scientific_journal-11239	168	24	deviation	deviation	NOUN
american_scientific_journal-11239	168	25	(	(	PUNCT
american_scientific_journal-11239	168	26	yellow	yellow	ADJ
american_scientific_journal-11239	168	27	)	)	PUNCT
american_scientific_journal-11239	168	28	for	for	ADP
american_scientific_journal-11239	168	29	a	a	DET
american_scientific_journal-11239	168	30	customer	customer	NOUN
american_scientific_journal-11239	168	31	who	who	PRON
american_scientific_journal-11239	168	32	has	have	AUX
american_scientific_journal-11239	168	33	objected	object	VERB
american_scientific_journal-11239	168	34	five	five	NUM
american_scientific_journal-11239	168	35	times	time	NOUN
american_scientific_journal-11239	168	36	.	.	PUNCT
american_scientific_journal-11239	169	1	in	in	ADP
american_scientific_journal-11239	169	2	figure	figure	NOUN
american_scientific_journal-11239	169	3	14	14	NUM
american_scientific_journal-11239	169	4	,	,	PUNCT
american_scientific_journal-11239	169	5	a	a	DET
american_scientific_journal-11239	169	6	similar	similar	ADJ
american_scientific_journal-11239	169	7	graph	graph	NOUN
american_scientific_journal-11239	169	8	is	be	AUX
american_scientific_journal-11239	169	9	provided	provide	VERB
american_scientific_journal-11239	169	10	for	for	ADP
american_scientific_journal-11239	169	11	a	a	DET
american_scientific_journal-11239	169	12	customer	customer	NOUN
american_scientific_journal-11239	169	13	who	who	PRON
american_scientific_journal-11239	169	14	has	have	AUX
american_scientific_journal-11239	169	15	never	never	ADV
american_scientific_journal-11239	169	16	objected	object	VERB
american_scientific_journal-11239	169	17	.	.	PUNCT
american_scientific_journal-11239	170	1	avarage	avarage	PROPN
american_scientific_journal-11239	170	2	monthly	monthly	ADJ
american_scientific_journal-11239	170	3	american	american	PROPN
american_scientific_journal-11239	170	4	academic	academic	ADJ
american_scientific_journal-11239	170	5	scientific	scientific	ADJ
american_scientific_journal-11239	170	6	research	research	NOUN
american_scientific_journal-11239	170	7	journal	journal	NOUN
american_scientific_journal-11239	170	8	for	for	ADP
american_scientific_journal-11239	170	9	engineering	engineering	NOUN
american_scientific_journal-11239	170	10	,	,	PUNCT
american_scientific_journal-11239	170	11	technology	technology	NOUN
american_scientific_journal-11239	170	12	,	,	PUNCT
american_scientific_journal-11239	170	13	and	and	CCONJ
american_scientific_journal-11239	170	14	sciences	science	NOUN
american_scientific_journal-11239	170	15	(	(	PUNCT
american_scientific_journal-11239	170	16	asrjets	asrjet	NOUN
american_scientific_journal-11239	170	17	)	)	PUNCT
american_scientific_journal-11239	170	18	volume	volume	NOUN
american_scientific_journal-11239	170	19	101	101	NUM
american_scientific_journal-11239	170	20	,	,	PUNCT
american_scientific_journal-11239	170	21	no	no	DET
american_scientific_journal-11239	170	22	1	1	NUM
american_scientific_journal-11239	170	23	,	,	PUNCT
american_scientific_journal-11239	170	24	pp	pp	ADJ
american_scientific_journal-11239	170	25	138	138	NUM
american_scientific_journal-11239	170	26	-	-	SYM
american_scientific_journal-11239	170	27	160	160	NUM
american_scientific_journal-11239	170	28	154	154	NUM
american_scientific_journal-11239	170	29	figure	figure	NOUN
american_scientific_journal-11239	170	30	14	14	NUM
american_scientific_journal-11239	170	31	:	:	PUNCT
american_scientific_journal-11239	170	32	invoice	invoice	PROPN
american_scientific_journal-11239	170	33	series	series	NOUN
american_scientific_journal-11239	170	34	(	(	PUNCT
american_scientific_journal-11239	170	35	blue	blue	ADJ
american_scientific_journal-11239	170	36	)	)	PUNCT
american_scientific_journal-11239	170	37	,	,	PUNCT
american_scientific_journal-11239	170	38	6	6	NUM
american_scientific_journal-11239	170	39	-	-	PUNCT
american_scientific_journal-11239	170	40	month	month	NOUN
american_scientific_journal-11239	170	41	moving	move	VERB
american_scientific_journal-11239	170	42	average	average	ADJ
american_scientific_journal-11239	170	43	(	(	PUNCT
american_scientific_journal-11239	170	44	red	red	ADJ
american_scientific_journal-11239	170	45	)	)	PUNCT
american_scientific_journal-11239	170	46	,	,	PUNCT
american_scientific_journal-11239	170	47	and	and	CCONJ
american_scientific_journal-11239	170	48	6	6	NUM
american_scientific_journal-11239	170	49	-	-	PUNCT
american_scientific_journal-11239	170	50	month	month	NOUN
american_scientific_journal-11239	170	51	standard	standard	ADJ
american_scientific_journal-11239	170	52	deviation	deviation	NOUN
american_scientific_journal-11239	170	53	(	(	PUNCT
american_scientific_journal-11239	170	54	yellow	yellow	ADJ
american_scientific_journal-11239	170	55	)	)	PUNCT
american_scientific_journal-11239	170	56	for	for	ADP
american_scientific_journal-11239	170	57	a	a	DET
american_scientific_journal-11239	170	58	customer	customer	NOUN
american_scientific_journal-11239	170	59	who	who	PRON
american_scientific_journal-11239	170	60	has	have	AUX
american_scientific_journal-11239	170	61	never	never	ADV
american_scientific_journal-11239	170	62	objected	object	VERB
american_scientific_journal-11239	170	63	.	.	PUNCT
american_scientific_journal-11239	171	1	after	after	ADP
american_scientific_journal-11239	171	2	calculating	calculate	VERB
american_scientific_journal-11239	171	3	the	the	DET
american_scientific_journal-11239	171	4	6	6	NUM
american_scientific_journal-11239	171	5	-	-	PUNCT
american_scientific_journal-11239	171	6	month	month	NOUN
american_scientific_journal-11239	171	7	moving	move	VERB
american_scientific_journal-11239	171	8	average	average	ADJ
american_scientific_journal-11239	171	9	and	and	CCONJ
american_scientific_journal-11239	171	10	standard	standard	ADJ
american_scientific_journal-11239	171	11	deviation	deviation	NOUN
american_scientific_journal-11239	171	12	for	for	ADP
american_scientific_journal-11239	171	13	the	the	DET
american_scientific_journal-11239	171	14	entire	entire	ADJ
american_scientific_journal-11239	171	15	data	datum	NOUN
american_scientific_journal-11239	171	16	set	set	VERB
american_scientific_journal-11239	171	17	,	,	PUNCT
american_scientific_journal-11239	171	18	an	an	DET
american_scientific_journal-11239	171	19	"	"	PUNCT
american_scientific_journal-11239	171	20	anomaly	anomaly	NOUN
american_scientific_journal-11239	171	21	vector	vector	NOUN
american_scientific_journal-11239	171	22	"	"	PUNCT
american_scientific_journal-11239	171	23	is	be	AUX
american_scientific_journal-11239	171	24	created	create	VERB
american_scientific_journal-11239	171	25	for	for	ADP
american_scientific_journal-11239	171	26	each	each	DET
american_scientific_journal-11239	171	27	customer	customer	NOUN
american_scientific_journal-11239	171	28	.	.	PUNCT
american_scientific_journal-11239	172	1	in	in	ADP
american_scientific_journal-11239	172	2	this	this	DET
american_scientific_journal-11239	172	3	vector	vector	NOUN
american_scientific_journal-11239	172	4	,	,	PUNCT
american_scientific_journal-11239	172	5	the	the	DET
american_scientific_journal-11239	172	6	criteria	criterion	NOUN
american_scientific_journal-11239	172	7	previously	previously	ADV
american_scientific_journal-11239	172	8	used	use	VERB
american_scientific_journal-11239	172	9	in	in	ADP
american_scientific_journal-11239	172	10	the	the	DET
american_scientific_journal-11239	172	11	logistic	logistic	ADJ
american_scientific_journal-11239	172	12	regression	regression	NOUN
american_scientific_journal-11239	172	13	analysis	analysis	NOUN
american_scientific_journal-11239	172	14	is	be	AUX
american_scientific_journal-11239	172	15	adopted	adopt	VERB
american_scientific_journal-11239	172	16	:	:	PUNCT
american_scientific_journal-11239	172	17	if	if	SCONJ
american_scientific_journal-11239	172	18	the	the	DET
american_scientific_journal-11239	172	19	difference	difference	NOUN
american_scientific_journal-11239	172	20	between	between	ADP
american_scientific_journal-11239	172	21	the	the	DET
american_scientific_journal-11239	172	22	invoice	invoice	NOUN
american_scientific_journal-11239	172	23	of	of	ADP
american_scientific_journal-11239	172	24	the	the	DET
american_scientific_journal-11239	172	25	(	(	PUNCT
american_scientific_journal-11239	172	26	n+1)th	n+1)th	PROPN
american_scientific_journal-11239	172	27	month	month	NOUN
american_scientific_journal-11239	172	28	and	and	CCONJ
american_scientific_journal-11239	172	29	the	the	DET
american_scientific_journal-11239	172	30	invoice	invoice	NOUN
american_scientific_journal-11239	172	31	of	of	ADP
american_scientific_journal-11239	172	32	the	the	DET
american_scientific_journal-11239	172	33	nth	nth	NOUN
american_scientific_journal-11239	172	34	month	month	NOUN
american_scientific_journal-11239	172	35	is	be	AUX
american_scientific_journal-11239	172	36	d	d	NOUN
american_scientific_journal-11239	172	37	,	,	PUNCT
american_scientific_journal-11239	172	38	and	and	CCONJ
american_scientific_journal-11239	172	39	d	d	NOUN
american_scientific_journal-11239	172	40	is	be	AUX
american_scientific_journal-11239	172	41	50	50	NUM
american_scientific_journal-11239	172	42	%	%	NOUN
american_scientific_journal-11239	172	43	above	above	ADP
american_scientific_journal-11239	172	44	the	the	DET
american_scientific_journal-11239	172	45	6	6	NUM
american_scientific_journal-11239	172	46	-	-	PUNCT
american_scientific_journal-11239	172	47	month	month	NOUN
american_scientific_journal-11239	172	48	average	average	NOUN
american_scientific_journal-11239	172	49	,	,	PUNCT
american_scientific_journal-11239	172	50	it	it	PRON
american_scientific_journal-11239	172	51	is	be	AUX
american_scientific_journal-11239	172	52	defined	define	VERB
american_scientific_journal-11239	172	53	as	as	ADP
american_scientific_journal-11239	172	54	an	an	DET
american_scientific_journal-11239	172	55	anomaly	anomaly	NOUN
american_scientific_journal-11239	172	56	.	.	PUNCT
american_scientific_journal-11239	173	1	this	this	DET
american_scientific_journal-11239	173	2	criterion	criterion	NOUN
american_scientific_journal-11239	173	3	captures	capture	VERB
american_scientific_journal-11239	173	4	sudden	sudden	ADJ
american_scientific_journal-11239	173	5	spikes	spike	NOUN
american_scientific_journal-11239	173	6	.	.	PUNCT
american_scientific_journal-11239	174	1	on	on	ADP
american_scientific_journal-11239	174	2	the	the	DET
american_scientific_journal-11239	174	3	other	other	ADJ
american_scientific_journal-11239	174	4	hand	hand	NOUN
american_scientific_journal-11239	174	5	,	,	PUNCT
american_scientific_journal-11239	174	6	to	to	PART
american_scientific_journal-11239	174	7	separate	separate	VERB
american_scientific_journal-11239	174	8	consecutive	consecutive	ADJ
american_scientific_journal-11239	174	9	high	high	ADJ
american_scientific_journal-11239	174	10	invoices	invoice	NOUN
american_scientific_journal-11239	174	11	,	,	PUNCT
american_scientific_journal-11239	174	12	the	the	DET
american_scientific_journal-11239	174	13	standard	standard	ADJ
american_scientific_journal-11239	174	14	deviation	deviation	NOUN
american_scientific_journal-11239	174	15	criterion	criterion	NOUN
american_scientific_journal-11239	174	16	is	be	AUX
american_scientific_journal-11239	174	17	required	require	VERB
american_scientific_journal-11239	174	18	.	.	PUNCT
american_scientific_journal-11239	175	1	if	if	SCONJ
american_scientific_journal-11239	175	2	the	the	DET
american_scientific_journal-11239	175	3	ratio	ratio	NOUN
american_scientific_journal-11239	175	4	of	of	ADP
american_scientific_journal-11239	175	5	d	d	PROPN
american_scientific_journal-11239	175	6	to	to	ADP
american_scientific_journal-11239	175	7	the	the	DET
american_scientific_journal-11239	175	8	standard	standard	ADJ
american_scientific_journal-11239	175	9	deviation	deviation	NOUN
american_scientific_journal-11239	175	10	is	be	AUX
american_scientific_journal-11239	175	11	greater	great	ADJ
american_scientific_journal-11239	175	12	than	than	ADP
american_scientific_journal-11239	175	13	1	1	NUM
american_scientific_journal-11239	175	14	,	,	PUNCT
american_scientific_journal-11239	175	15	the	the	DET
american_scientific_journal-11239	175	16	invoice	invoice	NOUN
american_scientific_journal-11239	175	17	for	for	ADP
american_scientific_journal-11239	175	18	that	that	DET
american_scientific_journal-11239	175	19	month	month	NOUN
american_scientific_journal-11239	175	20	is	be	AUX
american_scientific_journal-11239	175	21	defined	define	VERB
american_scientific_journal-11239	175	22	as	as	ADP
american_scientific_journal-11239	175	23	an	an	DET
american_scientific_journal-11239	175	24	anomaly	anomaly	NOUN
american_scientific_journal-11239	175	25	.	.	PUNCT
american_scientific_journal-11239	176	1	it	it	PRON
american_scientific_journal-11239	176	2	should	should	AUX
american_scientific_journal-11239	176	3	be	be	AUX
american_scientific_journal-11239	176	4	noted	note	VERB
american_scientific_journal-11239	176	5	that	that	SCONJ
american_scientific_journal-11239	176	6	the	the	DET
american_scientific_journal-11239	176	7	ratio	ratio	NOUN
american_scientific_journal-11239	176	8	of	of	ADP
american_scientific_journal-11239	176	9	standard	standard	ADJ
american_scientific_journal-11239	176	10	deviation	deviation	NOUN
american_scientific_journal-11239	176	11	to	to	ADP
american_scientific_journal-11239	176	12	the	the	DET
american_scientific_journal-11239	176	13	average	average	NOUN
american_scientific_journal-11239	176	14	must	must	AUX
american_scientific_journal-11239	176	15	be	be	AUX
american_scientific_journal-11239	176	16	used	use	VERB
american_scientific_journal-11239	176	17	carefully	carefully	ADV
american_scientific_journal-11239	176	18	when	when	SCONJ
american_scientific_journal-11239	176	19	constructing	construct	VERB
american_scientific_journal-11239	176	20	these	these	DET
american_scientific_journal-11239	176	21	criteria	criterion	NOUN
american_scientific_journal-11239	176	22	.	.	PUNCT
american_scientific_journal-11239	177	1	in	in	ADP
american_scientific_journal-11239	177	2	sequences	sequence	NOUN
american_scientific_journal-11239	177	3	with	with	ADP
american_scientific_journal-11239	177	4	very	very	ADV
american_scientific_journal-11239	177	5	low	low	ADJ
american_scientific_journal-11239	177	6	standard	standard	ADJ
american_scientific_journal-11239	177	7	deviation	deviation	NOUN
american_scientific_journal-11239	177	8	,	,	PUNCT
american_scientific_journal-11239	177	9	this	this	DET
american_scientific_journal-11239	177	10	criterion	criterion	NOUN
american_scientific_journal-11239	177	11	may	may	AUX
american_scientific_journal-11239	177	12	flag	flag	VERB
american_scientific_journal-11239	177	13	very	very	ADV
american_scientific_journal-11239	177	14	small	small	ADJ
american_scientific_journal-11239	177	15	invoice	invoice	NOUN
american_scientific_journal-11239	177	16	fluctuations	fluctuation	NOUN
american_scientific_journal-11239	177	17	as	as	ADP
american_scientific_journal-11239	177	18	anomalies	anomaly	NOUN
american_scientific_journal-11239	177	19	.	.	PUNCT
american_scientific_journal-11239	178	1	the	the	DET
american_scientific_journal-11239	178	2	algorithm	algorithm	NOUN
american_scientific_journal-11239	178	3	described	describe	VERB
american_scientific_journal-11239	178	4	below	below	ADV
american_scientific_journal-11239	178	5	is	be	AUX
american_scientific_journal-11239	178	6	a	a	DET
american_scientific_journal-11239	178	7	simple	simple	ADJ
american_scientific_journal-11239	178	8	offline	offline	NOUN
american_scientific_journal-11239	178	9	,	,	PUNCT
american_scientific_journal-11239	178	10	statistical	statistical	ADJ
american_scientific_journal-11239	178	11	observation	observation	NOUN
american_scientific_journal-11239	178	12	algorithm	algorithm	NOUN
american_scientific_journal-11239	178	13	.	.	PUNCT
american_scientific_journal-11239	179	1	after	after	SCONJ
american_scientific_journal-11239	179	2	the	the	DET
american_scientific_journal-11239	179	3	anomaly	anomaly	NOUN
american_scientific_journal-11239	179	4	vector	vector	NOUN
american_scientific_journal-11239	179	5	is	be	AUX
american_scientific_journal-11239	179	6	created	create	VERB
american_scientific_journal-11239	179	7	,	,	PUNCT
american_scientific_journal-11239	179	8	a	a	DET
american_scientific_journal-11239	179	9	response	response	NOUN
american_scientific_journal-11239	179	10	vector	vector	NOUN
american_scientific_journal-11239	179	11	to	to	ADP
american_scientific_journal-11239	179	12	the	the	DET
american_scientific_journal-11239	179	13	anomaly	anomaly	NOUN
american_scientific_journal-11239	179	14	is	be	AUX
american_scientific_journal-11239	179	15	constructed	construct	VERB
american_scientific_journal-11239	179	16	.	.	PUNCT
american_scientific_journal-11239	180	1	this	this	DET
american_scientific_journal-11239	180	2	vector	vector	NOUN
american_scientific_journal-11239	180	3	consists	consist	VERB
american_scientific_journal-11239	180	4	of	of	ADP
american_scientific_journal-11239	180	5	:	:	PUNCT
american_scientific_journal-11239	180	6	american	american	ADJ
american_scientific_journal-11239	180	7	academic	academic	ADJ
american_scientific_journal-11239	180	8	scientific	scientific	ADJ
american_scientific_journal-11239	180	9	research	research	NOUN
american_scientific_journal-11239	180	10	journal	journal	NOUN
american_scientific_journal-11239	180	11	for	for	ADP
american_scientific_journal-11239	180	12	engineering	engineering	NOUN
american_scientific_journal-11239	180	13	,	,	PUNCT
american_scientific_journal-11239	180	14	technology	technology	NOUN
american_scientific_journal-11239	180	15	,	,	PUNCT
american_scientific_journal-11239	180	16	and	and	CCONJ
american_scientific_journal-11239	180	17	sciences	science	NOUN
american_scientific_journal-11239	180	18	(	(	PUNCT
american_scientific_journal-11239	180	19	asrjets	asrjet	NOUN
american_scientific_journal-11239	180	20	)	)	PUNCT
american_scientific_journal-11239	180	21	volume	volume	NOUN
american_scientific_journal-11239	180	22	101	101	NUM
american_scientific_journal-11239	180	23	,	,	PUNCT
american_scientific_journal-11239	180	24	no	no	DET
american_scientific_journal-11239	180	25	1	1	NUM
american_scientific_journal-11239	180	26	,	,	PUNCT
american_scientific_journal-11239	180	27	pp	pp	ADJ
american_scientific_journal-11239	180	28	138	138	NUM
american_scientific_journal-11239	180	29	-	-	SYM
american_scientific_journal-11239	180	30	160	160	NUM
american_scientific_journal-11239	180	31	155	155	NUM
american_scientific_journal-11239	180	32	0	0	NUM
american_scientific_journal-11239	180	33	true	true	ADJ
american_scientific_journal-11239	180	34	negative	negative	ADJ
american_scientific_journal-11239	180	35	:	:	PUNCT
american_scientific_journal-11239	180	36	no	no	DET
american_scientific_journal-11239	180	37	anomaly	anomaly	NOUN
american_scientific_journal-11239	180	38	,	,	PUNCT
american_scientific_journal-11239	180	39	no	no	DET
american_scientific_journal-11239	180	40	complaint	complaint	NOUN
american_scientific_journal-11239	180	41	1	1	NUM
american_scientific_journal-11239	180	42	false	false	ADJ
american_scientific_journal-11239	180	43	positive	positive	ADJ
american_scientific_journal-11239	180	44	anomaly	anomaly	NOUN
american_scientific_journal-11239	180	45	present	present	NOUN
american_scientific_journal-11239	180	46	,	,	PUNCT
american_scientific_journal-11239	180	47	no	no	DET
american_scientific_journal-11239	180	48	complaint	complaint	NOUN
american_scientific_journal-11239	180	49	2	2	NUM
american_scientific_journal-11239	180	50	true	true	ADJ
american_scientific_journal-11239	180	51	positive	positive	ADJ
american_scientific_journal-11239	180	52	anomaly	anomaly	NOUN
american_scientific_journal-11239	180	53	present	present	NOUN
american_scientific_journal-11239	180	54	,	,	PUNCT
american_scientific_journal-11239	180	55	complaint	complaint	NOUN
american_scientific_journal-11239	180	56	present	present	ADJ
american_scientific_journal-11239	180	57	3	3	NUM
american_scientific_journal-11239	180	58	false	false	ADJ
american_scientific_journal-11239	180	59	negative	negative	ADJ
american_scientific_journal-11239	180	60	no	no	DET
american_scientific_journal-11239	180	61	anomaly	anomaly	NOUN
american_scientific_journal-11239	180	62	,	,	PUNCT
american_scientific_journal-11239	180	63	complaint	complaint	NOUN
american_scientific_journal-11239	180	64	present	present	ADJ
american_scientific_journal-11239	180	65	after	after	ADP
american_scientific_journal-11239	180	66	obtaining	obtain	VERB
american_scientific_journal-11239	180	67	the	the	DET
american_scientific_journal-11239	180	68	response	response	NOUN
american_scientific_journal-11239	180	69	vector	vector	NOUN
american_scientific_journal-11239	180	70	,	,	PUNCT
american_scientific_journal-11239	180	71	a	a	DET
american_scientific_journal-11239	180	72	score	score	NOUN
american_scientific_journal-11239	180	73	vector	vector	NOUN
american_scientific_journal-11239	180	74	is	be	AUX
american_scientific_journal-11239	180	75	created	create	VERB
american_scientific_journal-11239	180	76	,	,	PUNCT
american_scientific_journal-11239	180	77	which	which	PRON
american_scientific_journal-11239	180	78	determines	determine	VERB
american_scientific_journal-11239	180	79	an	an	DET
american_scientific_journal-11239	180	80	action	action	NOUN
american_scientific_journal-11239	180	81	for	for	ADP
american_scientific_journal-11239	180	82	each	each	DET
american_scientific_journal-11239	180	83	type	type	NOUN
american_scientific_journal-11239	180	84	of	of	ADP
american_scientific_journal-11239	180	85	response	response	NOUN
american_scientific_journal-11239	180	86	.	.	PUNCT
american_scientific_journal-11239	181	1	the	the	DET
american_scientific_journal-11239	181	2	score	score	NOUN
american_scientific_journal-11239	181	3	initially	initially	ADV
american_scientific_journal-11239	181	4	starts	start	VERB
american_scientific_journal-11239	181	5	at	at	ADP
american_scientific_journal-11239	181	6	a	a	DET
american_scientific_journal-11239	181	7	neutral	neutral	ADJ
american_scientific_journal-11239	181	8	value	value	NOUN
american_scientific_journal-11239	181	9	of	of	ADP
american_scientific_journal-11239	181	10	1	1	NUM
american_scientific_journal-11239	181	11	.	.	PUNCT
american_scientific_journal-11239	182	1	in	in	ADP
american_scientific_journal-11239	182	2	cases	case	NOUN
american_scientific_journal-11239	182	3	of	of	ADP
american_scientific_journal-11239	182	4	no	no	DET
american_scientific_journal-11239	182	5	anomaly	anomaly	NOUN
american_scientific_journal-11239	182	6	or	or	CCONJ
american_scientific_journal-11239	182	7	no	no	DET
american_scientific_journal-11239	182	8	response	response	NOUN
american_scientific_journal-11239	182	9	to	to	ADP
american_scientific_journal-11239	182	10	an	an	DET
american_scientific_journal-11239	182	11	anomaly	anomaly	NOUN
american_scientific_journal-11239	182	12	,	,	PUNCT
american_scientific_journal-11239	182	13	the	the	DET
american_scientific_journal-11239	182	14	score	score	NOUN
american_scientific_journal-11239	182	15	is	be	AUX
american_scientific_journal-11239	182	16	decreased	decrease	VERB
american_scientific_journal-11239	182	17	by	by	ADP
american_scientific_journal-11239	182	18	a	a	DET
american_scientific_journal-11239	182	19	certain	certain	ADJ
american_scientific_journal-11239	182	20	percentage	percentage	NOUN
american_scientific_journal-11239	182	21	.	.	PUNCT
american_scientific_journal-11239	183	1	on	on	ADP
american_scientific_journal-11239	183	2	the	the	DET
american_scientific_journal-11239	183	3	other	other	ADJ
american_scientific_journal-11239	183	4	hand	hand	NOUN
american_scientific_journal-11239	183	5	,	,	PUNCT
american_scientific_journal-11239	183	6	if	if	SCONJ
american_scientific_journal-11239	183	7	there	there	PRON
american_scientific_journal-11239	183	8	is	be	VERB
american_scientific_journal-11239	183	9	a	a	DET
american_scientific_journal-11239	183	10	complaint	complaint	NOUN
american_scientific_journal-11239	183	11	,	,	PUNCT
american_scientific_journal-11239	183	12	the	the	DET
american_scientific_journal-11239	183	13	score	score	NOUN
american_scientific_journal-11239	183	14	is	be	AUX
american_scientific_journal-11239	183	15	increased	increase	VERB
american_scientific_journal-11239	183	16	.	.	PUNCT
american_scientific_journal-11239	184	1	specifically	specifically	ADV
american_scientific_journal-11239	184	2	,	,	PUNCT
american_scientific_journal-11239	184	3	score	score	NOUN
american_scientific_journal-11239	184	4	reduction	reduction	NOUN
american_scientific_journal-11239	184	5	rules	rule	NOUN
american_scientific_journal-11239	184	6	of	of	ADP
american_scientific_journal-11239	184	7	0.95	0.95	NUM
american_scientific_journal-11239	184	8	and	and	CCONJ
american_scientific_journal-11239	184	9	0.8	0.8	NUM
american_scientific_journal-11239	184	10	are	be	AUX
american_scientific_journal-11239	184	11	chosen	choose	VERB
american_scientific_journal-11239	184	12	,	,	PUNCT
american_scientific_journal-11239	184	13	and	and	CCONJ
american_scientific_journal-11239	184	14	score	score	NOUN
american_scientific_journal-11239	184	15	increase	increase	NOUN
american_scientific_journal-11239	184	16	rules	rule	NOUN
american_scientific_journal-11239	184	17	of	of	ADP
american_scientific_journal-11239	184	18	1	1	NUM
american_scientific_journal-11239	184	19	and	and	CCONJ
american_scientific_journal-11239	184	20	2	2	NUM
american_scientific_journal-11239	184	21	are	be	AUX
american_scientific_journal-11239	184	22	applied	apply	VERB
american_scientific_journal-11239	184	23	to	to	PART
american_scientific_journal-11239	184	24	derive	derive	VERB
american_scientific_journal-11239	184	25	a	a	DET
american_scientific_journal-11239	184	26	score	score	NOUN
american_scientific_journal-11239	184	27	vector	vector	NOUN
american_scientific_journal-11239	184	28	for	for	ADP
american_scientific_journal-11239	184	29	each	each	DET
american_scientific_journal-11239	184	30	customer	customer	NOUN
american_scientific_journal-11239	184	31	.	.	PUNCT
american_scientific_journal-11239	185	1	an	an	DET
american_scientific_journal-11239	185	2	example	example	NOUN
american_scientific_journal-11239	185	3	of	of	ADP
american_scientific_journal-11239	185	4	this	this	DET
american_scientific_journal-11239	185	5	scoring	scoring	NOUN
american_scientific_journal-11239	185	6	is	be	AUX
american_scientific_journal-11239	185	7	shown	show	VERB
american_scientific_journal-11239	185	8	in	in	ADP
american_scientific_journal-11239	185	9	figure	figure	NOUN
american_scientific_journal-11239	185	10	6	6	NUM
american_scientific_journal-11239	185	11	below	below	ADP
american_scientific_journal-11239	185	12	figure	figure	NOUN
american_scientific_journal-11239	185	13	15	15	NUM
american_scientific_journal-11239	185	14	:	:	PUNCT
american_scientific_journal-11239	185	15	increase	increase	VERB
american_scientific_journal-11239	185	16	in	in	ADP
american_scientific_journal-11239	185	17	scores	score	NOUN
american_scientific_journal-11239	185	18	due	due	ADP
american_scientific_journal-11239	185	19	to	to	ADP
american_scientific_journal-11239	185	20	invoice	invoice	ADJ
american_scientific_journal-11239	185	21	complaints	complaint	NOUN
american_scientific_journal-11239	185	22	(	(	PUNCT
american_scientific_journal-11239	185	23	the	the	DET
american_scientific_journal-11239	185	24	score	score	NOUN
american_scientific_journal-11239	185	25	value	value	NOUN
american_scientific_journal-11239	185	26	is	be	AUX
american_scientific_journal-11239	185	27	plotted	plot	VERB
american_scientific_journal-11239	185	28	multiplied	multiply	VERB
american_scientific_journal-11239	185	29	by	by	ADP
american_scientific_journal-11239	185	30	100	100	NUM
american_scientific_journal-11239	185	31	)	)	PUNCT
american_scientific_journal-11239	185	32	.	.	PUNCT
american_scientific_journal-11239	186	1	in	in	ADP
american_scientific_journal-11239	186	2	the	the	DET
american_scientific_journal-11239	186	3	example	example	NOUN
american_scientific_journal-11239	186	4	given	give	VERB
american_scientific_journal-11239	186	5	above	above	ADV
american_scientific_journal-11239	186	6	,	,	PUNCT
american_scientific_journal-11239	186	7	the	the	DET
american_scientific_journal-11239	186	8	consecutive	consecutive	ADJ
american_scientific_journal-11239	186	9	complaints	complaint	NOUN
american_scientific_journal-11239	186	10	that	that	PRON
american_scientific_journal-11239	186	11	were	be	AUX
american_scientific_journal-11239	186	12	initially	initially	ADV
american_scientific_journal-11239	186	13	unrelated	unrelated	ADJ
american_scientific_journal-11239	186	14	to	to	ADP
american_scientific_journal-11239	186	15	anomalies	anomaly	NOUN
american_scientific_journal-11239	186	16	significantly	significantly	ADV
american_scientific_journal-11239	186	17	raised	raise	VERB
american_scientific_journal-11239	186	18	the	the	DET
american_scientific_journal-11239	186	19	score	score	NOUN
american_scientific_journal-11239	186	20	,	,	PUNCT
american_scientific_journal-11239	186	21	but	but	CCONJ
american_scientific_journal-11239	186	22	later	later	ADV
american_scientific_journal-11239	186	23	,	,	PUNCT
american_scientific_journal-11239	186	24	as	as	SCONJ
american_scientific_journal-11239	186	25	there	there	PRON
american_scientific_journal-11239	186	26	were	be	VERB
american_scientific_journal-11239	186	27	no	no	DET
american_scientific_journal-11239	186	28	complaints	complaint	NOUN
american_scientific_journal-11239	186	29	,	,	PUNCT
american_scientific_journal-11239	186	30	the	the	DET
american_scientific_journal-11239	186	31	score	score	NOUN
american_scientific_journal-11239	186	32	decreased	decrease	VERB
american_scientific_journal-11239	186	33	.	.	PUNCT
american_scientific_journal-11239	187	1	it	it	PRON
american_scientific_journal-11239	187	2	should	should	AUX
american_scientific_journal-11239	187	3	be	be	AUX
american_scientific_journal-11239	187	4	noted	note	VERB
american_scientific_journal-11239	187	5	that	that	SCONJ
american_scientific_journal-11239	187	6	,	,	PUNCT
american_scientific_journal-11239	187	7	with	with	ADP
american_scientific_journal-11239	187	8	the	the	DET
american_scientific_journal-11239	187	9	simple	simple	ADJ
american_scientific_journal-11239	187	10	algorithm	algorithm	NOUN
american_scientific_journal-11239	187	11	provided	provide	VERB
american_scientific_journal-11239	187	12	above	above	ADV
american_scientific_journal-11239	187	13	,	,	PUNCT
american_scientific_journal-11239	187	14	complaints	complaint	NOUN
american_scientific_journal-11239	187	15	are	be	AUX
american_scientific_journal-11239	187	16	predicted	predict	VERB
american_scientific_journal-11239	187	17	correctly	correctly	ADV
american_scientific_journal-11239	187	18	at	at	ADP
american_scientific_journal-11239	187	19	a	a	DET
american_scientific_journal-11239	187	20	rate	rate	NOUN
american_scientific_journal-11239	187	21	of	of	ADP
american_scientific_journal-11239	187	22	50	50	NUM
american_scientific_journal-11239	187	23	%	%	NOUN
american_scientific_journal-11239	187	24	,	,	PUNCT
american_scientific_journal-11239	187	25	while	while	SCONJ
american_scientific_journal-11239	187	26	false	false	ADJ
american_scientific_journal-11239	187	27	positives	positive	NOUN
american_scientific_journal-11239	187	28	remain	remain	VERB
american_scientific_journal-11239	187	29	around	around	ADP
american_scientific_journal-11239	187	30	18	18	NUM
american_scientific_journal-11239	187	31	%	%	NOUN
american_scientific_journal-11239	187	32	.	.	PUNCT
american_scientific_journal-11239	188	1	in	in	ADP
american_scientific_journal-11239	188	2	our	our	PRON
american_scientific_journal-11239	188	3	other	other	ADJ
american_scientific_journal-11239	188	4	machine	machine	NOUN
american_scientific_journal-11239	188	5	learning	learn	VERB
american_scientific_journal-11239	188	6	algorithms	algorithm	NOUN
american_scientific_journal-11239	188	7	,	,	PUNCT
american_scientific_journal-11239	188	8	by	by	ADP
american_scientific_journal-11239	188	9	using	use	VERB
american_scientific_journal-11239	188	10	data	datum	NOUN
american_scientific_journal-11239	188	11	augmentation	augmentation	NOUN
american_scientific_journal-11239	188	12	techniques	technique	NOUN
american_scientific_journal-11239	188	13	,	,	PUNCT
american_scientific_journal-11239	188	14	the	the	DET
american_scientific_journal-11239	188	15	correct	correct	ADJ
american_scientific_journal-11239	188	16	prediction	prediction	NOUN
american_scientific_journal-11239	188	17	rate	rate	NOUN
american_scientific_journal-11239	188	18	for	for	ADP
american_scientific_journal-11239	188	19	complaints	complaint	NOUN
american_scientific_journal-11239	188	20	can	can	AUX
american_scientific_journal-11239	188	21	reach	reach	VERB
american_scientific_journal-11239	188	22	up	up	ADP
american_scientific_journal-11239	188	23	to	to	PART
american_scientific_journal-11239	188	24	80	80	NUM
american_scientific_journal-11239	188	25	%	%	NOUN
american_scientific_journal-11239	188	26	.	.	PUNCT
american_scientific_journal-11239	189	1	however	however	ADV
american_scientific_journal-11239	189	2	,	,	PUNCT
american_scientific_journal-11239	189	3	the	the	DET
american_scientific_journal-11239	189	4	goal	goal	NOUN
american_scientific_journal-11239	189	5	of	of	ADP
american_scientific_journal-11239	189	6	american	american	ADJ
american_scientific_journal-11239	189	7	academic	academic	ADJ
american_scientific_journal-11239	189	8	scientific	scientific	ADJ
american_scientific_journal-11239	189	9	research	research	NOUN
american_scientific_journal-11239	189	10	journal	journal	NOUN
american_scientific_journal-11239	189	11	for	for	ADP
american_scientific_journal-11239	189	12	engineering	engineering	NOUN
american_scientific_journal-11239	189	13	,	,	PUNCT
american_scientific_journal-11239	189	14	technology	technology	NOUN
american_scientific_journal-11239	189	15	,	,	PUNCT
american_scientific_journal-11239	189	16	and	and	CCONJ
american_scientific_journal-11239	189	17	sciences	science	NOUN
american_scientific_journal-11239	189	18	(	(	PUNCT
american_scientific_journal-11239	189	19	asrjets	asrjet	NOUN
american_scientific_journal-11239	189	20	)	)	PUNCT
american_scientific_journal-11239	189	21	volume	volume	NOUN
american_scientific_journal-11239	189	22	101	101	NUM
american_scientific_journal-11239	189	23	,	,	PUNCT
american_scientific_journal-11239	189	24	no	no	DET
american_scientific_journal-11239	189	25	1	1	NUM
american_scientific_journal-11239	189	26	,	,	PUNCT
american_scientific_journal-11239	189	27	pp	pp	ADJ
american_scientific_journal-11239	189	28	138	138	NUM
american_scientific_journal-11239	189	29	-	-	SYM
american_scientific_journal-11239	189	30	160	160	NUM
american_scientific_journal-11239	189	31	156	156	NUM
american_scientific_journal-11239	189	32	the	the	DET
american_scientific_journal-11239	189	33	customer	customer	NOUN
american_scientific_journal-11239	189	34	complaint	complaint	NOUN
american_scientific_journal-11239	189	35	score	score	NOUN
american_scientific_journal-11239	189	36	here	here	ADV
american_scientific_journal-11239	189	37	is	be	AUX
american_scientific_journal-11239	189	38	to	to	PART
american_scientific_journal-11239	189	39	manage	manage	VERB
american_scientific_journal-11239	189	40	false	false	ADJ
american_scientific_journal-11239	189	41	positives	positive	NOUN
american_scientific_journal-11239	189	42	and	and	CCONJ
american_scientific_journal-11239	189	43	reduce	reduce	VERB
american_scientific_journal-11239	189	44	unnecessary	unnecessary	ADJ
american_scientific_journal-11239	189	45	alerts	alert	NOUN
american_scientific_journal-11239	189	46	.	.	PUNCT
american_scientific_journal-11239	190	1	the	the	DET
american_scientific_journal-11239	190	2	above	above	ADJ
american_scientific_journal-11239	190	3	algorithm	algorithm	NOUN
american_scientific_journal-11239	190	4	assumes	assume	VERB
american_scientific_journal-11239	190	5	that	that	SCONJ
american_scientific_journal-11239	190	6	it	it	PRON
american_scientific_journal-11239	190	7	is	be	AUX
american_scientific_journal-11239	190	8	known	know	VERB
american_scientific_journal-11239	190	9	in	in	ADP
american_scientific_journal-11239	190	10	real	real	ADJ
american_scientific_journal-11239	190	11	-	-	PUNCT
american_scientific_journal-11239	190	12	time	time	NOUN
american_scientific_journal-11239	190	13	whether	whether	SCONJ
american_scientific_journal-11239	190	14	there	there	PRON
american_scientific_journal-11239	190	15	was	be	VERB
american_scientific_journal-11239	190	16	a	a	DET
american_scientific_journal-11239	190	17	complaint	complaint	NOUN
american_scientific_journal-11239	190	18	in	in	ADP
american_scientific_journal-11239	190	19	the	the	DET
american_scientific_journal-11239	190	20	month	month	NOUN
american_scientific_journal-11239	190	21	when	when	SCONJ
american_scientific_journal-11239	190	22	an	an	DET
american_scientific_journal-11239	190	23	anomaly	anomaly	NOUN
american_scientific_journal-11239	190	24	occurred	occur	VERB
american_scientific_journal-11239	190	25	.	.	PUNCT
american_scientific_journal-11239	191	1	in	in	ADP
american_scientific_journal-11239	191	2	actual	actual	ADJ
american_scientific_journal-11239	191	3	practice	practice	NOUN
american_scientific_journal-11239	191	4	,	,	PUNCT
american_scientific_journal-11239	191	5	this	this	PRON
american_scientific_journal-11239	191	6	is	be	AUX
american_scientific_journal-11239	191	7	not	not	PART
american_scientific_journal-11239	191	8	true	true	ADJ
american_scientific_journal-11239	191	9	,	,	PUNCT
american_scientific_journal-11239	191	10	and	and	CCONJ
american_scientific_journal-11239	191	11	the	the	DET
american_scientific_journal-11239	191	12	code	code	NOUN
american_scientific_journal-11239	191	13	should	should	AUX
american_scientific_journal-11239	191	14	be	be	AUX
american_scientific_journal-11239	191	15	modified	modify	VERB
american_scientific_journal-11239	191	16	so	so	SCONJ
american_scientific_journal-11239	191	17	that	that	SCONJ
american_scientific_journal-11239	191	18	when	when	SCONJ
american_scientific_journal-11239	191	19	each	each	DET
american_scientific_journal-11239	191	20	type	type	NOUN
american_scientific_journal-11239	191	21	of	of	ADP
american_scientific_journal-11239	191	22	anomaly	anomaly	NOUN
american_scientific_journal-11239	191	23	is	be	AUX
american_scientific_journal-11239	191	24	first	first	ADV
american_scientific_journal-11239	191	25	encountered	encounter	VERB
american_scientific_journal-11239	191	26	,	,	PUNCT
american_scientific_journal-11239	191	27	the	the	DET
american_scientific_journal-11239	191	28	score	score	NOUN
american_scientific_journal-11239	191	29	increases	increase	VERB
american_scientific_journal-11239	191	30	;	;	PUNCT
american_scientific_journal-11239	191	31	if	if	SCONJ
american_scientific_journal-11239	191	32	there	there	PRON
american_scientific_journal-11239	191	33	is	be	VERB
american_scientific_journal-11239	191	34	a	a	DET
american_scientific_journal-11239	191	35	complaint	complaint	NOUN
american_scientific_journal-11239	191	36	,	,	PUNCT
american_scientific_journal-11239	191	37	it	it	PRON
american_scientific_journal-11239	191	38	should	should	AUX
american_scientific_journal-11239	191	39	be	be	AUX
american_scientific_journal-11239	191	40	added	add	VERB
american_scientific_journal-11239	191	41	to	to	ADP
american_scientific_journal-11239	191	42	the	the	DET
american_scientific_journal-11239	191	43	observation	observation	NOUN
american_scientific_journal-11239	191	44	list	list	NOUN
american_scientific_journal-11239	191	45	,	,	PUNCT
american_scientific_journal-11239	191	46	and	and	CCONJ
american_scientific_journal-11239	191	47	if	if	SCONJ
american_scientific_journal-11239	191	48	there	there	PRON
american_scientific_journal-11239	191	49	is	be	VERB
american_scientific_journal-11239	191	50	no	no	DET
american_scientific_journal-11239	191	51	complaint	complaint	NOUN
american_scientific_journal-11239	191	52	,	,	PUNCT
american_scientific_journal-11239	191	53	it	it	PRON
american_scientific_journal-11239	191	54	should	should	AUX
american_scientific_journal-11239	191	55	decrease	decrease	VERB
american_scientific_journal-11239	191	56	.	.	PUNCT
american_scientific_journal-11239	192	1	integrating	integrate	VERB
american_scientific_journal-11239	192	2	machine	machine	NOUN
american_scientific_journal-11239	192	3	learning	learn	VERB
american_scientific_journal-11239	192	4	algorithms	algorithm	NOUN
american_scientific_journal-11239	192	5	into	into	ADP
american_scientific_journal-11239	192	6	the	the	DET
american_scientific_journal-11239	192	7	code	code	NOUN
american_scientific_journal-11239	192	8	has	have	AUX
american_scientific_journal-11239	192	9	not	not	PART
american_scientific_journal-11239	192	10	been	be	AUX
american_scientific_journal-11239	192	11	done	do	VERB
american_scientific_journal-11239	192	12	at	at	ADP
american_scientific_journal-11239	192	13	this	this	DET
american_scientific_journal-11239	192	14	stage	stage	NOUN
american_scientific_journal-11239	192	15	,	,	PUNCT
american_scientific_journal-11239	192	16	but	but	CCONJ
american_scientific_journal-11239	192	17	it	it	PRON
american_scientific_journal-11239	192	18	is	be	AUX
american_scientific_journal-11239	192	19	necessary	necessary	ADJ
american_scientific_journal-11239	192	20	for	for	ADP
american_scientific_journal-11239	192	21	the	the	DET
american_scientific_journal-11239	192	22	commercialization	commercialization	NOUN
american_scientific_journal-11239	192	23	phase	phase	NOUN
american_scientific_journal-11239	192	24	.	.	PUNCT
american_scientific_journal-11239	193	1	5	5	X
american_scientific_journal-11239	193	2	.	.	X
american_scientific_journal-11239	193	3	methodology	methodology	NOUN
american_scientific_journal-11239	193	4	for	for	ADP
american_scientific_journal-11239	193	5	customer	customer	NOUN
american_scientific_journal-11239	193	6	scoring	score	VERB
american_scientific_journal-11239	193	7	the	the	DET
american_scientific_journal-11239	193	8	methodology	methodology	NOUN
american_scientific_journal-11239	193	9	that	that	PRON
american_scientific_journal-11239	193	10	is	be	AUX
american_scientific_journal-11239	193	11	described	describe	VERB
american_scientific_journal-11239	193	12	in	in	ADP
american_scientific_journal-11239	193	13	this	this	DET
american_scientific_journal-11239	193	14	section	section	NOUN
american_scientific_journal-11239	193	15	aims	aim	VERB
american_scientific_journal-11239	193	16	to	to	PART
american_scientific_journal-11239	193	17	provide	provide	VERB
american_scientific_journal-11239	193	18	a	a	DET
american_scientific_journal-11239	193	19	tool	tool	NOUN
american_scientific_journal-11239	193	20	for	for	ADP
american_scientific_journal-11239	193	21	associating	associate	VERB
american_scientific_journal-11239	193	22	customer	customer	NOUN
american_scientific_journal-11239	193	23	responses	response	NOUN
american_scientific_journal-11239	193	24	to	to	ADP
american_scientific_journal-11239	193	25	anomalies	anomaly	NOUN
american_scientific_journal-11239	193	26	in	in	ADP
american_scientific_journal-11239	193	27	a	a	DET
american_scientific_journal-11239	193	28	time	time	NOUN
american_scientific_journal-11239	193	29	series	series	NOUN
american_scientific_journal-11239	193	30	.	.	PUNCT
american_scientific_journal-11239	194	1	the	the	DET
american_scientific_journal-11239	194	2	time	time	NOUN
american_scientific_journal-11239	194	3	series	series	NOUN
american_scientific_journal-11239	194	4	to	to	PART
american_scientific_journal-11239	194	5	be	be	AUX
american_scientific_journal-11239	194	6	analyzed	analyze	VERB
american_scientific_journal-11239	194	7	has	have	VERB
american_scientific_journal-11239	194	8	to	to	PART
american_scientific_journal-11239	194	9	be	be	AUX
american_scientific_journal-11239	194	10	long	long	ADV
american_scientific_journal-11239	194	11	enough	enough	ADV
american_scientific_journal-11239	194	12	to	to	PART
american_scientific_journal-11239	194	13	give	give	VERB
american_scientific_journal-11239	194	14	statistically	statistically	ADV
american_scientific_journal-11239	194	15	meaningful	meaningful	ADJ
american_scientific_journal-11239	194	16	results	result	NOUN
american_scientific_journal-11239	194	17	,	,	PUNCT
american_scientific_journal-11239	194	18	but	but	CCONJ
american_scientific_journal-11239	194	19	one	one	PRON
american_scientific_journal-11239	194	20	has	have	VERB
american_scientific_journal-11239	194	21	to	to	PART
american_scientific_journal-11239	194	22	ensure	ensure	VERB
american_scientific_journal-11239	194	23	that	that	SCONJ
american_scientific_journal-11239	194	24	the	the	DET
american_scientific_journal-11239	194	25	series	series	NOUN
american_scientific_journal-11239	194	26	is	be	AUX
american_scientific_journal-11239	194	27	stationary	stationary	ADJ
american_scientific_journal-11239	194	28	throughout	throughout	ADP
american_scientific_journal-11239	194	29	the	the	DET
american_scientific_journal-11239	194	30	observation	observation	NOUN
american_scientific_journal-11239	194	31	period	period	NOUN
american_scientific_journal-11239	194	32	.	.	PUNCT
american_scientific_journal-11239	195	1	we	we	PRON
american_scientific_journal-11239	195	2	note	note	VERB
american_scientific_journal-11239	195	3	that	that	SCONJ
american_scientific_journal-11239	195	4	the	the	DET
american_scientific_journal-11239	195	5	method	method	NOUN
american_scientific_journal-11239	195	6	involves	involve	VERB
american_scientific_journal-11239	195	7	actually	actually	ADV
american_scientific_journal-11239	195	8	2	2	NUM
american_scientific_journal-11239	195	9	time	time	NOUN
american_scientific_journal-11239	195	10	series	series	NOUN
american_scientific_journal-11239	195	11	.	.	PUNCT
american_scientific_journal-11239	196	1	the	the	DET
american_scientific_journal-11239	196	2	first	first	ADJ
american_scientific_journal-11239	196	3	one	one	NOUN
american_scientific_journal-11239	196	4	is	be	AUX
american_scientific_journal-11239	196	5	the	the	DET
american_scientific_journal-11239	196	6	sequence	sequence	NOUN
american_scientific_journal-11239	196	7	of	of	ADP
american_scientific_journal-11239	196	8	monthly	monthly	ADJ
american_scientific_journal-11239	196	9	invoices	invoice	NOUN
american_scientific_journal-11239	196	10	and	and	CCONJ
american_scientific_journal-11239	196	11	the	the	DET
american_scientific_journal-11239	196	12	second	second	ADJ
american_scientific_journal-11239	196	13	one	one	NOUN
american_scientific_journal-11239	196	14	is	be	AUX
american_scientific_journal-11239	196	15	the	the	DET
american_scientific_journal-11239	196	16	time	time	NOUN
american_scientific_journal-11239	196	17	series	series	NOUN
american_scientific_journal-11239	196	18	for	for	ADP
american_scientific_journal-11239	196	19	objections	objection	NOUN
american_scientific_journal-11239	196	20	.	.	PUNCT
american_scientific_journal-11239	197	1	the	the	DET
american_scientific_journal-11239	197	2	time	time	NOUN
american_scientific_journal-11239	197	3	series	series	NOUN
american_scientific_journal-11239	197	4	for	for	ADP
american_scientific_journal-11239	197	5	invoices	invoice	NOUN
american_scientific_journal-11239	197	6	can	can	AUX
american_scientific_journal-11239	197	7	be	be	AUX
american_scientific_journal-11239	197	8	detrended	detrende	VERB
american_scientific_journal-11239	197	9	and	and	CCONJ
american_scientific_journal-11239	197	10	prices	price	NOUN
american_scientific_journal-11239	197	11	can	can	AUX
american_scientific_journal-11239	197	12	be	be	AUX
american_scientific_journal-11239	197	13	normalized	normalize	VERB
american_scientific_journal-11239	197	14	as	as	ADP
american_scientific_journal-11239	197	15	a	a	DET
american_scientific_journal-11239	197	16	preprocessing	preprocessing	NOUN
american_scientific_journal-11239	197	17	.	.	PUNCT
american_scientific_journal-11239	198	1	on	on	ADP
american_scientific_journal-11239	198	2	the	the	DET
american_scientific_journal-11239	198	3	other	other	ADJ
american_scientific_journal-11239	198	4	hand	hand	NOUN
american_scientific_journal-11239	198	5	,	,	PUNCT
american_scientific_journal-11239	198	6	changes	change	NOUN
american_scientific_journal-11239	198	7	in	in	ADP
american_scientific_journal-11239	198	8	the	the	DET
american_scientific_journal-11239	198	9	nature	nature	NOUN
american_scientific_journal-11239	198	10	of	of	ADP
american_scientific_journal-11239	198	11	the	the	DET
american_scientific_journal-11239	198	12	expenditures	expenditure	NOUN
american_scientific_journal-11239	198	13	may	may	AUX
american_scientific_journal-11239	198	14	lead	lead	VERB
american_scientific_journal-11239	198	15	to	to	ADP
american_scientific_journal-11239	198	16	non	non	ADJ
american_scientific_journal-11239	198	17	-	-	NOUN
american_scientific_journal-11239	198	18	stationarity	stationarity	NOUN
american_scientific_journal-11239	198	19	in	in	ADP
american_scientific_journal-11239	198	20	the	the	DET
american_scientific_journal-11239	198	21	sequence	sequence	NOUN
american_scientific_journal-11239	198	22	of	of	ADP
american_scientific_journal-11239	198	23	invoices	invoice	NOUN
american_scientific_journal-11239	198	24	.	.	PUNCT
american_scientific_journal-11239	199	1	a	a	DET
american_scientific_journal-11239	199	2	typical	typical	ADJ
american_scientific_journal-11239	199	3	example	example	NOUN
american_scientific_journal-11239	199	4	for	for	ADP
american_scientific_journal-11239	199	5	this	this	PRON
american_scientific_journal-11239	199	6	is	be	AUX
american_scientific_journal-11239	199	7	retail	retail	ADJ
american_scientific_journal-11239	199	8	expenditures	expenditure	NOUN
american_scientific_journal-11239	199	9	via	via	ADP
american_scientific_journal-11239	199	10	telecommunication	telecommunication	NOUN
american_scientific_journal-11239	199	11	bills	bill	NOUN
american_scientific_journal-11239	199	12	.	.	PUNCT
american_scientific_journal-11239	200	1	detection	detection	NOUN
american_scientific_journal-11239	200	2	of	of	ADP
american_scientific_journal-11239	200	3	retail	retail	ADJ
american_scientific_journal-11239	200	4	expenditures	expenditure	NOUN
american_scientific_journal-11239	200	5	has	have	AUX
american_scientific_journal-11239	200	6	been	be	AUX
american_scientific_journal-11239	200	7	studied	study	VERB
american_scientific_journal-11239	200	8	in	in	ADP
american_scientific_journal-11239	200	9	[	[	X
american_scientific_journal-11239	200	10	13	13	NUM
american_scientific_journal-11239	200	11	]	]	PUNCT
american_scientific_journal-11239	200	12	,	,	PUNCT
american_scientific_journal-11239	200	13	where	where	SCONJ
american_scientific_journal-11239	200	14	it	it	PRON
american_scientific_journal-11239	200	15	was	be	AUX
american_scientific_journal-11239	200	16	shown	show	VERB
american_scientific_journal-11239	200	17	that	that	SCONJ
american_scientific_journal-11239	200	18	anomalies	anomaly	NOUN
american_scientific_journal-11239	200	19	reflecting	reflect	VERB
american_scientific_journal-11239	200	20	retail	retail	ADJ
american_scientific_journal-11239	200	21	expenditures	expenditure	NOUN
american_scientific_journal-11239	200	22	were	be	AUX
american_scientific_journal-11239	200	23	not	not	PART
american_scientific_journal-11239	200	24	likely	likely	ADJ
american_scientific_journal-11239	200	25	to	to	PART
american_scientific_journal-11239	200	26	be	be	AUX
american_scientific_journal-11239	200	27	associated	associate	VERB
american_scientific_journal-11239	200	28	with	with	ADP
american_scientific_journal-11239	200	29	complaints	complaint	NOUN
american_scientific_journal-11239	200	30	.	.	PUNCT
american_scientific_journal-11239	201	1	this	this	DET
american_scientific_journal-11239	201	2	study	study	NOUN
american_scientific_journal-11239	201	3	has	have	AUX
american_scientific_journal-11239	201	4	led	lead	VERB
american_scientific_journal-11239	201	5	to	to	ADP
american_scientific_journal-11239	201	6	a	a	DET
american_scientific_journal-11239	201	7	clustering	clustering	NOUN
american_scientific_journal-11239	201	8	of	of	ADP
american_scientific_journal-11239	201	9	invoice	invoice	ADJ
american_scientific_journal-11239	201	10	series	series	NOUN
american_scientific_journal-11239	201	11	,	,	PUNCT
american_scientific_journal-11239	201	12	which	which	PRON
american_scientific_journal-11239	201	13	also	also	ADV
american_scientific_journal-11239	201	14	constituted	constitute	VERB
american_scientific_journal-11239	201	15	a	a	DET
american_scientific_journal-11239	201	16	basis	basis	NOUN
american_scientific_journal-11239	201	17	for	for	ADP
american_scientific_journal-11239	201	18	under	under	ADP
american_scientific_journal-11239	201	19	sampling	sampling	NOUN
american_scientific_journal-11239	201	20	of	of	ADP
american_scientific_journal-11239	201	21	the	the	DET
american_scientific_journal-11239	201	22	majority	majority	NOUN
american_scientific_journal-11239	201	23	class	class	NOUN
american_scientific_journal-11239	201	24	in	in	ADP
american_scientific_journal-11239	201	25	[	[	X
american_scientific_journal-11239	201	26	14	14	NUM
american_scientific_journal-11239	201	27	]	]	PUNCT
american_scientific_journal-11239	201	28	.	.	PUNCT
american_scientific_journal-11239	202	1	in	in	ADP
american_scientific_journal-11239	202	2	the	the	DET
american_scientific_journal-11239	202	3	present	present	ADJ
american_scientific_journal-11239	202	4	work	work	NOUN
american_scientific_journal-11239	202	5	we	we	PRON
american_scientific_journal-11239	202	6	assume	assume	VERB
american_scientific_journal-11239	202	7	that	that	SCONJ
american_scientific_journal-11239	202	8	the	the	DET
american_scientific_journal-11239	202	9	time	time	NOUN
american_scientific_journal-11239	202	10	series	series	NOUN
american_scientific_journal-11239	202	11	of	of	ADP
american_scientific_journal-11239	202	12	invoices	invoice	NOUN
american_scientific_journal-11239	202	13	is	be	AUX
american_scientific_journal-11239	202	14	stationary	stationary	ADJ
american_scientific_journal-11239	202	15	.	.	PUNCT
american_scientific_journal-11239	203	1	non	non	ADJ
american_scientific_journal-11239	203	2	-	-	NOUN
american_scientific_journal-11239	203	3	stationarity	stationarity	NOUN
american_scientific_journal-11239	203	4	in	in	ADP
american_scientific_journal-11239	203	5	the	the	DET
american_scientific_journal-11239	203	6	time	time	NOUN
american_scientific_journal-11239	203	7	series	series	NOUN
american_scientific_journal-11239	203	8	of	of	ADP
american_scientific_journal-11239	203	9	customer	customer	NOUN
american_scientific_journal-11239	203	10	complaint	complaint	NOUN
american_scientific_journal-11239	203	11	is	be	AUX
american_scientific_journal-11239	203	12	less	less	ADV
american_scientific_journal-11239	203	13	likely	likely	ADJ
american_scientific_journal-11239	203	14	,	,	PUNCT
american_scientific_journal-11239	203	15	as	as	SCONJ
american_scientific_journal-11239	203	16	it	it	PRON
american_scientific_journal-11239	203	17	would	would	AUX
american_scientific_journal-11239	203	18	correspond	correspond	VERB
american_scientific_journal-11239	203	19	to	to	ADP
american_scientific_journal-11239	203	20	a	a	DET
american_scientific_journal-11239	203	21	change	change	NOUN
american_scientific_journal-11239	203	22	in	in	ADP
american_scientific_journal-11239	203	23	the	the	DET
american_scientific_journal-11239	203	24	personality	personality	NOUN
american_scientific_journal-11239	203	25	of	of	ADP
american_scientific_journal-11239	203	26	the	the	DET
american_scientific_journal-11239	203	27	customer	customer	NOUN
american_scientific_journal-11239	203	28	.	.	PUNCT
american_scientific_journal-11239	204	1	at	at	ADP
american_scientific_journal-11239	204	2	any	any	DET
american_scientific_journal-11239	204	3	rate	rate	NOUN
american_scientific_journal-11239	204	4	,	,	PUNCT
american_scientific_journal-11239	204	5	in	in	ADP
american_scientific_journal-11239	204	6	designing	design	VERB
american_scientific_journal-11239	204	7	a	a	DET
american_scientific_journal-11239	204	8	customer	customer	NOUN
american_scientific_journal-11239	204	9	scoring	scoring	NOUN
american_scientific_journal-11239	204	10	system	system	NOUN
american_scientific_journal-11239	204	11	one	one	PRON
american_scientific_journal-11239	204	12	has	have	VERB
american_scientific_journal-11239	204	13	to	to	PART
american_scientific_journal-11239	204	14	ensure	ensure	VERB
american_scientific_journal-11239	204	15	that	that	SCONJ
american_scientific_journal-11239	204	16	both	both	DET
american_scientific_journal-11239	204	17	time	time	NOUN
american_scientific_journal-11239	204	18	series	series	PROPN
american_scientific_journal-11239	204	19	are	be	AUX
american_scientific_journal-11239	204	20	stationary	stationary	ADJ
american_scientific_journal-11239	204	21	,	,	PUNCT
american_scientific_journal-11239	204	22	and	and	CCONJ
american_scientific_journal-11239	204	23	provided	provide	VERB
american_scientific_journal-11239	204	24	this	this	PRON
american_scientific_journal-11239	204	25	is	be	AUX
american_scientific_journal-11239	204	26	satisfied	satisfied	ADJ
american_scientific_journal-11239	204	27	,	,	PUNCT
american_scientific_journal-11239	204	28	the	the	PRON
american_scientific_journal-11239	204	29	longer	long	ADJ
american_scientific_journal-11239	204	30	the	the	DET
american_scientific_journal-11239	204	31	observation	observation	NOUN
american_scientific_journal-11239	204	32	time	time	NOUN
american_scientific_journal-11239	204	33	,	,	PUNCT
american_scientific_journal-11239	204	34	the	the	DET
american_scientific_journal-11239	204	35	higher	high	ADJ
american_scientific_journal-11239	204	36	will	will	AUX
american_scientific_journal-11239	204	37	be	be	AUX
american_scientific_journal-11239	204	38	the	the	DET
american_scientific_journal-11239	204	39	reliability	reliability	NOUN
american_scientific_journal-11239	204	40	of	of	ADP
american_scientific_journal-11239	204	41	the	the	DET
american_scientific_journal-11239	204	42	score	score	NOUN
american_scientific_journal-11239	204	43	.	.	PUNCT
american_scientific_journal-11239	205	1	in	in	ADP
american_scientific_journal-11239	205	2	the	the	DET
american_scientific_journal-11239	205	3	present	present	ADJ
american_scientific_journal-11239	205	4	work	work	NOUN
american_scientific_journal-11239	205	5	for	for	ADP
american_scientific_journal-11239	205	6	illustration	illustration	NOUN
american_scientific_journal-11239	205	7	purposes	purpose	NOUN
american_scientific_journal-11239	205	8	,	,	PUNCT
american_scientific_journal-11239	205	9	we	we	PRON
american_scientific_journal-11239	205	10	consider	consider	VERB
american_scientific_journal-11239	205	11	a	a	DET
american_scientific_journal-11239	205	12	time	time	NOUN
american_scientific_journal-11239	205	13	window	window	NOUN
american_scientific_journal-11239	205	14	of	of	ADP
american_scientific_journal-11239	205	15	12	12	NUM
american_scientific_journal-11239	205	16	months	month	NOUN
american_scientific_journal-11239	205	17	.	.	PUNCT
american_scientific_journal-11239	206	1	an	an	DET
american_scientific_journal-11239	206	2	added	add	VERB
american_scientific_journal-11239	206	3	value	value	NOUN
american_scientific_journal-11239	206	4	of	of	ADP
american_scientific_journal-11239	206	5	customer	customer	NOUN
american_scientific_journal-11239	206	6	scoring	scoring	NOUN
american_scientific_journal-11239	206	7	system	system	NOUN
american_scientific_journal-11239	206	8	is	be	AUX
american_scientific_journal-11239	206	9	the	the	DET
american_scientific_journal-11239	206	10	possibility	possibility	NOUN
american_scientific_journal-11239	206	11	of	of	ADP
american_scientific_journal-11239	206	12	incorporating	incorporate	VERB
american_scientific_journal-11239	206	13	personal	personal	ADJ
american_scientific_journal-11239	206	14	checkpoints	checkpoint	NOUN
american_scientific_journal-11239	206	15	into	into	ADP
american_scientific_journal-11239	206	16	the	the	DET
american_scientific_journal-11239	206	17	anomaly	anomaly	NOUN
american_scientific_journal-11239	206	18	detection	detection	NOUN
american_scientific_journal-11239	206	19	system	system	NOUN
american_scientific_journal-11239	206	20	.	.	PUNCT
american_scientific_journal-11239	207	1	for	for	ADP
american_scientific_journal-11239	207	2	example	example	NOUN
american_scientific_journal-11239	207	3	,	,	PUNCT
american_scientific_journal-11239	207	4	the	the	DET
american_scientific_journal-11239	207	5	monthly	monthly	ADJ
american_scientific_journal-11239	207	6	bill	bill	NOUN
american_scientific_journal-11239	207	7	usually	usually	ADV
american_scientific_journal-11239	207	8	increases	increase	VERB
american_scientific_journal-11239	207	9	at	at	ADP
american_scientific_journal-11239	207	10	times	time	NOUN
american_scientific_journal-11239	207	11	of	of	ADP
american_scientific_journal-11239	207	12	renewing	renew	VERB
american_scientific_journal-11239	207	13	contracts	contract	NOUN
american_scientific_journal-11239	207	14	;	;	PUNCT
american_scientific_journal-11239	207	15	these	these	DET
american_scientific_journal-11239	207	16	increases	increase	NOUN
american_scientific_journal-11239	207	17	appear	appear	VERB
american_scientific_journal-11239	207	18	as	as	ADP
american_scientific_journal-11239	207	19	an	an	DET
american_scientific_journal-11239	207	20	anomaly	anomaly	NOUN
american_scientific_journal-11239	207	21	,	,	PUNCT
american_scientific_journal-11239	207	22	but	but	CCONJ
american_scientific_journal-11239	207	23	customers	customer	NOUN
american_scientific_journal-11239	207	24	are	be	AUX
american_scientific_journal-11239	207	25	normally	normally	ADV
american_scientific_journal-11239	207	26	aware	aware	ADJ
american_scientific_journal-11239	207	27	of	of	ADP
american_scientific_journal-11239	207	28	these	these	DET
american_scientific_journal-11239	207	29	changes	change	NOUN
american_scientific_journal-11239	207	30	and	and	CCONJ
american_scientific_journal-11239	207	31	such	such	ADJ
american_scientific_journal-11239	207	32	anomalies	anomaly	NOUN
american_scientific_journal-11239	207	33	,	,	PUNCT
american_scientific_journal-11239	207	34	normally	normally	ADV
american_scientific_journal-11239	207	35	,	,	PUNCT
american_scientific_journal-11239	207	36	should	should	AUX
american_scientific_journal-11239	207	37	not	not	PART
american_scientific_journal-11239	207	38	be	be	AUX
american_scientific_journal-11239	207	39	associated	associate	VERB
american_scientific_journal-11239	207	40	with	with	ADP
american_scientific_journal-11239	207	41	complaints	complaint	NOUN
american_scientific_journal-11239	207	42	.	.	PUNCT
american_scientific_journal-11239	208	1	on	on	ADP
american_scientific_journal-11239	208	2	the	the	DET
american_scientific_journal-11239	208	3	other	other	ADJ
american_scientific_journal-11239	208	4	hand	hand	NOUN
american_scientific_journal-11239	208	5	,	,	PUNCT
american_scientific_journal-11239	208	6	it	it	PRON
american_scientific_journal-11239	208	7	has	have	AUX
american_scientific_journal-11239	208	8	been	be	AUX
american_scientific_journal-11239	208	9	observed	observe	VERB
american_scientific_journal-11239	208	10	that	that	SCONJ
american_scientific_journal-11239	208	11	there	there	PRON
american_scientific_journal-11239	208	12	is	be	VERB
american_scientific_journal-11239	208	13	a	a	DET
american_scientific_journal-11239	208	14	nonnegligible	nonnegligible	ADJ
american_scientific_journal-11239	208	15	proportion	proportion	NOUN
american_scientific_journal-11239	208	16	of	of	ADP
american_scientific_journal-11239	208	17	complaints	complaint	NOUN
american_scientific_journal-11239	208	18	associated	associate	VERB
american_scientific_journal-11239	208	19	with	with	ADP
american_scientific_journal-11239	208	20	contract	contract	NOUN
american_scientific_journal-11239	208	21	renewals	renewal	NOUN
american_scientific_journal-11239	208	22	.	.	PUNCT
american_scientific_journal-11239	209	1	reaching	reach	VERB
american_scientific_journal-11239	209	2	and	and	CCONJ
american_scientific_journal-11239	209	3	informing	inform	VERB
american_scientific_journal-11239	209	4	all	all	DET
american_scientific_journal-11239	209	5	customers	customer	NOUN
american_scientific_journal-11239	209	6	every	every	DET
american_scientific_journal-11239	209	7	year	year	NOUN
american_scientific_journal-11239	209	8	for	for	ADP
american_scientific_journal-11239	209	9	contract	contract	NOUN
american_scientific_journal-11239	209	10	removal	removal	NOUN
american_scientific_journal-11239	209	11	would	would	AUX
american_scientific_journal-11239	209	12	be	be	AUX
american_scientific_journal-11239	209	13	a	a	DET
american_scientific_journal-11239	209	14	costly	costly	ADJ
american_scientific_journal-11239	209	15	solution	solution	NOUN
american_scientific_journal-11239	209	16	to	to	ADP
american_scientific_journal-11239	209	17	this	this	DET
american_scientific_journal-11239	209	18	problem	problem	NOUN
american_scientific_journal-11239	209	19	.	.	PUNCT
american_scientific_journal-11239	210	1	running	run	VERB
american_scientific_journal-11239	210	2	a	a	DET
american_scientific_journal-11239	210	3	customer	customer	NOUN
american_scientific_journal-11239	210	4	scoring	score	VERB
american_scientific_journal-11239	210	5	over	over	ADP
american_scientific_journal-11239	210	6	multiple	multiple	ADJ
american_scientific_journal-11239	210	7	contract	contract	NOUN
american_scientific_journal-11239	210	8	renewing	renew	VERB
american_scientific_journal-11239	210	9	periods	period	NOUN
american_scientific_journal-11239	210	10	would	would	AUX
american_scientific_journal-11239	210	11	distinguish	distinguish	VERB
american_scientific_journal-11239	210	12	between	between	ADP
american_scientific_journal-11239	210	13	customers	customer	NOUN
american_scientific_journal-11239	210	14	that	that	PRON
american_scientific_journal-11239	210	15	are	be	AUX
american_scientific_journal-11239	210	16	conscious	conscious	ADJ
american_scientific_journal-11239	210	17	about	about	ADP
american_scientific_journal-11239	210	18	contract	contract	NOUN
american_scientific_journal-11239	210	19	renewing	renew	VERB
american_scientific_journal-11239	210	20	procedures	procedure	NOUN
american_scientific_journal-11239	210	21	and	and	CCONJ
american_scientific_journal-11239	210	22	the	the	DET
american_scientific_journal-11239	210	23	ones	one	NOUN
american_scientific_journal-11239	210	24	that	that	PRON
american_scientific_journal-11239	210	25	that	that	PRON
american_scientific_journal-11239	210	26	have	have	VERB
american_scientific_journal-11239	210	27	difficulties	difficulty	NOUN
american_scientific_journal-11239	210	28	in	in	ADP
american_scientific_journal-11239	210	29	handling	handle	VERB
american_scientific_journal-11239	210	30	these	these	DET
american_scientific_journal-11239	210	31	changes	change	NOUN
american_scientific_journal-11239	210	32	.	.	PUNCT
american_scientific_journal-11239	211	1	in	in	ADP
american_scientific_journal-11239	211	2	addition	addition	NOUN
american_scientific_journal-11239	211	3	,	,	PUNCT
american_scientific_journal-11239	211	4	certain	certain	ADJ
american_scientific_journal-11239	211	5	services	service	NOUN
american_scientific_journal-11239	211	6	are	be	AUX
american_scientific_journal-11239	211	7	prone	prone	ADJ
american_scientific_journal-11239	211	8	to	to	ADP
american_scientific_journal-11239	211	9	complaints	complaint	NOUN
american_scientific_journal-11239	211	10	,	,	PUNCT
american_scientific_journal-11239	211	11	hence	hence	ADV
american_scientific_journal-11239	211	12	each	each	DET
american_scientific_journal-11239	211	13	time	time	NOUN
american_scientific_journal-11239	211	14	any	any	PRON
american_scientific_journal-11239	211	15	of	of	ADP
american_scientific_journal-11239	211	16	these	these	DET
american_scientific_journal-11239	211	17	services	service	NOUN
american_scientific_journal-11239	211	18	is	be	AUX
american_scientific_journal-11239	211	19	used	use	VERB
american_scientific_journal-11239	211	20	,	,	PUNCT
american_scientific_journal-11239	211	21	the	the	DET
american_scientific_journal-11239	211	22	corresponding	correspond	VERB
american_scientific_journal-11239	211	23	invoice	invoice	NOUN
american_scientific_journal-11239	211	24	is	be	AUX
american_scientific_journal-11239	211	25	labeled	label	VERB
american_scientific_journal-11239	211	26	by	by	ADP
american_scientific_journal-11239	211	27	rule	rule	NOUN
american_scientific_journal-11239	211	28	-	-	PUNCT
american_scientific_journal-11239	211	29	based	base	VERB
american_scientific_journal-11239	211	30	risk	risk	NOUN
american_scientific_journal-11239	211	31	types	type	NOUN
american_scientific_journal-11239	211	32	.	.	PUNCT
american_scientific_journal-11239	212	1	the	the	DET
american_scientific_journal-11239	212	2	scoring	scoring	NOUN
american_scientific_journal-11239	212	3	system	system	NOUN
american_scientific_journal-11239	212	4	consists	consist	VERB
american_scientific_journal-11239	212	5	of	of	ADP
american_scientific_journal-11239	212	6	the	the	DET
american_scientific_journal-11239	212	7	following	follow	VERB
american_scientific_journal-11239	212	8	steps	step	NOUN
american_scientific_journal-11239	212	9	.	.	PUNCT
american_scientific_journal-11239	213	1	step	step	NOUN
american_scientific_journal-11239	213	2	1	1	NUM
american_scientific_journal-11239	213	3	.	.	PUNCT
american_scientific_journal-11239	214	1	rule	rule	NOUN
american_scientific_journal-11239	214	2	based	base	VERB
american_scientific_journal-11239	214	3	risk	risk	NOUN
american_scientific_journal-11239	214	4	assessment	assessment	NOUN
american_scientific_journal-11239	214	5	of	of	ADP
american_scientific_journal-11239	214	6	the	the	DET
american_scientific_journal-11239	214	7	invoice	invoice	NOUN
american_scientific_journal-11239	214	8	:	:	PUNCT
american_scientific_journal-11239	214	9	a	a	DET
american_scientific_journal-11239	214	10	risk	risk	NOUN
american_scientific_journal-11239	214	11	score	score	NOUN
american_scientific_journal-11239	214	12	is	be	AUX
american_scientific_journal-11239	214	13	assigned	assign	VERB
american_scientific_journal-11239	214	14	to	to	ADP
american_scientific_journal-11239	214	15	each	each	DET
american_scientific_journal-11239	214	16	invoice	invoice	NOUN
american_scientific_journal-11239	214	17	based	base	VERB
american_scientific_journal-11239	214	18	on	on	ADP
american_scientific_journal-11239	214	19	certain	certain	ADJ
american_scientific_journal-11239	214	20	rules	rule	NOUN
american_scientific_journal-11239	214	21	.	.	PUNCT
american_scientific_journal-11239	215	1	american	american	ADJ
american_scientific_journal-11239	215	2	academic	academic	ADJ
american_scientific_journal-11239	215	3	scientific	scientific	ADJ
american_scientific_journal-11239	215	4	research	research	NOUN
american_scientific_journal-11239	215	5	journal	journal	NOUN
american_scientific_journal-11239	215	6	for	for	ADP
american_scientific_journal-11239	215	7	engineering	engineering	NOUN
american_scientific_journal-11239	215	8	,	,	PUNCT
american_scientific_journal-11239	215	9	technology	technology	NOUN
american_scientific_journal-11239	215	10	,	,	PUNCT
american_scientific_journal-11239	215	11	and	and	CCONJ
american_scientific_journal-11239	215	12	sciences	science	NOUN
american_scientific_journal-11239	215	13	(	(	PUNCT
american_scientific_journal-11239	215	14	asrjets	asrjet	NOUN
american_scientific_journal-11239	215	15	)	)	PUNCT
american_scientific_journal-11239	215	16	volume	volume	NOUN
american_scientific_journal-11239	215	17	101	101	NUM
american_scientific_journal-11239	215	18	,	,	PUNCT
american_scientific_journal-11239	215	19	no	no	DET
american_scientific_journal-11239	215	20	1	1	NUM
american_scientific_journal-11239	215	21	,	,	PUNCT
american_scientific_journal-11239	215	22	pp	pp	ADV
american_scientific_journal-11239	215	23	138	138	NUM
american_scientific_journal-11239	215	24	-	-	SYM
american_scientific_journal-11239	215	25	160	160	NUM
american_scientific_journal-11239	215	26	157	157	NUM
american_scientific_journal-11239	215	27	p	p	NOUN
american_scientific_journal-11239	215	28	(	(	PUNCT
american_scientific_journal-11239	215	29	invoice	invoice	NOUN
american_scientific_journal-11239	215	30	with	with	ADP
american_scientific_journal-11239	215	31	no	no	DET
american_scientific_journal-11239	215	32	risk	risk	NOUN
american_scientific_journal-11239	215	33	)	)	PUNCT
american_scientific_journal-11239	215	34	or	or	CCONJ
american_scientific_journal-11239	215	35	qi	qi	PROPN
american_scientific_journal-11239	215	36	(	(	PUNCT
american_scientific_journal-11239	215	37	invoice	invoice	NOUN
american_scientific_journal-11239	215	38	with	with	ADP
american_scientific_journal-11239	215	39	risk	risk	NOUN
american_scientific_journal-11239	215	40	of	of	ADP
american_scientific_journal-11239	215	41	type	type	NOUN
american_scientific_journal-11239	215	42	i	i	PROPN
american_scientific_journal-11239	215	43	)	)	PUNCT
american_scientific_journal-11239	215	44	.	.	PUNCT
american_scientific_journal-11239	216	1	step	step	NOUN
american_scientific_journal-11239	216	2	2	2	NUM
american_scientific_journal-11239	216	3	.	.	PUNCT
american_scientific_journal-11239	216	4	anomaly	anomaly	NOUN
american_scientific_journal-11239	216	5	assessment	assessment	NOUN
american_scientific_journal-11239	216	6	of	of	ADP
american_scientific_journal-11239	216	7	the	the	DET
american_scientific_journal-11239	216	8	invoice	invoice	NOUN
american_scientific_journal-11239	216	9	:	:	PUNCT
american_scientific_journal-11239	216	10	an	an	DET
american_scientific_journal-11239	216	11	anomaly	anomaly	NOUN
american_scientific_journal-11239	216	12	detection	detection	NOUN
american_scientific_journal-11239	216	13	system	system	NOUN
american_scientific_journal-11239	216	14	is	be	AUX
american_scientific_journal-11239	216	15	applied	apply	VERB
american_scientific_journal-11239	216	16	to	to	ADP
american_scientific_journal-11239	216	17	past	past	ADJ
american_scientific_journal-11239	216	18	time	time	NOUN
american_scientific_journal-11239	216	19	series	series	NOUN
american_scientific_journal-11239	216	20	to	to	PART
american_scientific_journal-11239	216	21	classify	classify	VERB
american_scientific_journal-11239	216	22	the	the	DET
american_scientific_journal-11239	216	23	invoice	invoice	NOUN
american_scientific_journal-11239	216	24	,	,	PUNCT
american_scientific_journal-11239	216	25	as	as	ADP
american_scientific_journal-11239	216	26	a	a	DET
american_scientific_journal-11239	216	27	(	(	PUNCT
american_scientific_journal-11239	216	28	displays	display	NOUN
american_scientific_journal-11239	216	29	no	no	DET
american_scientific_journal-11239	216	30	anomaly	anomaly	NOUN
american_scientific_journal-11239	216	31	)	)	PUNCT
american_scientific_journal-11239	216	32	or	or	CCONJ
american_scientific_journal-11239	216	33	b	b	X
american_scientific_journal-11239	216	34	i	i	PROPN
american_scientific_journal-11239	216	35	(	(	PUNCT
american_scientific_journal-11239	216	36	displays	display	NOUN
american_scientific_journal-11239	216	37	anomaly	anomaly	NOUN
american_scientific_journal-11239	216	38	of	of	ADP
american_scientific_journal-11239	216	39	type	type	NOUN
american_scientific_journal-11239	216	40	i	i	PROPN
american_scientific_journal-11239	216	41	)	)	PUNCT
american_scientific_journal-11239	216	42	.	.	PUNCT
american_scientific_journal-11239	217	1	as	as	ADP
american_scientific_journal-11239	217	2	a	a	DET
american_scientific_journal-11239	217	3	result	result	NOUN
american_scientific_journal-11239	217	4	,	,	PUNCT
american_scientific_journal-11239	217	5	one	one	PRON
american_scientific_journal-11239	217	6	obtains	obtain	VERB
american_scientific_journal-11239	217	7	a	a	DET
american_scientific_journal-11239	217	8	time	time	NOUN
american_scientific_journal-11239	217	9	series	series	NOUN
american_scientific_journal-11239	217	10	of	of	ADP
american_scientific_journal-11239	217	11	risk	risk	NOUN
american_scientific_journal-11239	217	12	and	and	CCONJ
american_scientific_journal-11239	217	13	anomaly	anomaly	NOUN
american_scientific_journal-11239	217	14	labels	label	NOUN
american_scientific_journal-11239	217	15	for	for	ADP
american_scientific_journal-11239	217	16	each	each	DET
american_scientific_journal-11239	217	17	customer	customer	NOUN
american_scientific_journal-11239	217	18	,	,	PUNCT
american_scientific_journal-11239	217	19	as	as	SCONJ
american_scientific_journal-11239	217	20	shown	show	VERB
american_scientific_journal-11239	217	21	below	below	ADV
american_scientific_journal-11239	217	22	for	for	ADP
american_scientific_journal-11239	217	23	a	a	DET
american_scientific_journal-11239	217	24	typical	typical	ADJ
american_scientific_journal-11239	217	25	period	period	NOUN
american_scientific_journal-11239	217	26	of	of	ADP
american_scientific_journal-11239	217	27	12	12	NUM
american_scientific_journal-11239	217	28	months	month	NOUN
american_scientific_journal-11239	217	29	.	.	PUNCT
american_scientific_journal-11239	218	1	table	table	NOUN
american_scientific_journal-11239	218	2	7	7	NUM
american_scientific_journal-11239	218	3	month	month	NOUN
american_scientific_journal-11239	218	4	1	1	NUM
american_scientific_journal-11239	218	5	2	2	NUM
american_scientific_journal-11239	218	6	3	3	NUM
american_scientific_journal-11239	218	7	4	4	NUM
american_scientific_journal-11239	218	8	5	5	NUM
american_scientific_journal-11239	218	9	6	6	NUM
american_scientific_journal-11239	218	10	7	7	NUM
american_scientific_journal-11239	218	11	8	8	NUM
american_scientific_journal-11239	218	12	9	9	NUM
american_scientific_journal-11239	218	13	10	10	NUM
american_scientific_journal-11239	218	14	11	11	NUM
american_scientific_journal-11239	218	15	12	12	NUM
american_scientific_journal-11239	218	16	rule	rule	NOUN
american_scientific_journal-11239	218	17	-	-	PUNCT
american_scientific_journal-11239	218	18	based	base	VERB
american_scientific_journal-11239	218	19	risk	risk	NOUN
american_scientific_journal-11239	218	20	p	p	PROPN
american_scientific_journal-11239	218	21	p	p	PROPN
american_scientific_journal-11239	218	22	p	p	PROPN
american_scientific_journal-11239	218	23	q1	q1	PROPN
american_scientific_journal-11239	218	24	p	p	NOUN
american_scientific_journal-11239	218	25	p	p	X
american_scientific_journal-11239	218	26	p	p	PROPN
american_scientific_journal-11239	218	27	q2	q2	NOUN
american_scientific_journal-11239	218	28	p	p	NOUN
american_scientific_journal-11239	218	29	p	p	PROPN
american_scientific_journal-11239	218	30	p	p	X
american_scientific_journal-11239	218	31	p	p	PROPN
american_scientific_journal-11239	218	32	anomaly	anomaly	NOUN
american_scientific_journal-11239	218	33	type	type	NOUN
american_scientific_journal-11239	218	34	a	a	DET
american_scientific_journal-11239	218	35	a	a	DET
american_scientific_journal-11239	218	36	a	a	DET
american_scientific_journal-11239	218	37	a	a	DET
american_scientific_journal-11239	218	38	b1	b1	NOUN
american_scientific_journal-11239	218	39	a	a	DET
american_scientific_journal-11239	218	40	a	a	DET
american_scientific_journal-11239	218	41	a	a	DET
american_scientific_journal-11239	218	42	b3	b3	NOUN
american_scientific_journal-11239	218	43	a	a	DET
american_scientific_journal-11239	218	44	a	a	DET
american_scientific_journal-11239	218	45	a	a	NOUN
american_scientific_journal-11239	218	46	in	in	ADP
american_scientific_journal-11239	218	47	this	this	DET
american_scientific_journal-11239	218	48	example	example	NOUN
american_scientific_journal-11239	218	49	,	,	PUNCT
american_scientific_journal-11239	218	50	q1	q1	PROPN
american_scientific_journal-11239	218	51	may	may	AUX
american_scientific_journal-11239	218	52	represent	represent	VERB
american_scientific_journal-11239	218	53	the	the	DET
american_scientific_journal-11239	218	54	contract	contract	NOUN
american_scientific_journal-11239	218	55	renewal	renewal	NOUN
american_scientific_journal-11239	218	56	time	time	NOUN
american_scientific_journal-11239	218	57	and	and	CCONJ
american_scientific_journal-11239	218	58	q2	q2	NOUN
american_scientific_journal-11239	218	59	may	may	AUX
american_scientific_journal-11239	218	60	represent	represent	VERB
american_scientific_journal-11239	218	61	using	use	VERB
american_scientific_journal-11239	218	62	a	a	DET
american_scientific_journal-11239	218	63	service	service	NOUN
american_scientific_journal-11239	218	64	that	that	PRON
american_scientific_journal-11239	218	65	leads	lead	VERB
american_scientific_journal-11239	218	66	to	to	ADP
american_scientific_journal-11239	218	67	complaints	complaint	NOUN
american_scientific_journal-11239	218	68	.	.	PUNCT
american_scientific_journal-11239	219	1	step	step	NOUN
american_scientific_journal-11239	219	2	3	3	NUM
american_scientific_journal-11239	219	3	.	.	PUNCT
american_scientific_journal-11239	219	4	watch	watch	NOUN
american_scientific_journal-11239	219	5	list	list	NOUN
american_scientific_journal-11239	219	6	scoring	scoring	NOUN
american_scientific_journal-11239	219	7	for	for	ADP
american_scientific_journal-11239	219	8	rule	rule	NOUN
american_scientific_journal-11239	219	9	-	-	PUNCT
american_scientific_journal-11239	219	10	based	base	VERB
american_scientific_journal-11239	219	11	risks	risk	NOUN
american_scientific_journal-11239	219	12	:	:	PUNCT
american_scientific_journal-11239	219	13	for	for	ADP
american_scientific_journal-11239	219	14	each	each	DET
american_scientific_journal-11239	219	15	rule	rule	NOUN
american_scientific_journal-11239	219	16	-	-	PUNCT
american_scientific_journal-11239	219	17	based	base	VERB
american_scientific_journal-11239	219	18	risk	risk	NOUN
american_scientific_journal-11239	219	19	qi	qi	PROPN
american_scientific_journal-11239	219	20	,	,	PUNCT
american_scientific_journal-11239	219	21	the	the	DET
american_scientific_journal-11239	219	22	risk	risk	NOUN
american_scientific_journal-11239	219	23	score	score	NOUN
american_scientific_journal-11239	219	24	sqi	sqi	NOUN
american_scientific_journal-11239	219	25	is	be	AUX
american_scientific_journal-11239	219	26	computed	compute	VERB
american_scientific_journal-11239	219	27	as	as	SCONJ
american_scientific_journal-11239	219	28	follows	follow	VERB
american_scientific_journal-11239	219	29	.	.	PUNCT
american_scientific_journal-11239	220	1	sqi	sqi	NOUN
american_scientific_journal-11239	220	2	is	be	AUX
american_scientific_journal-11239	220	3	initially	initially	ADV
american_scientific_journal-11239	220	4	set	set	VERB
american_scientific_journal-11239	220	5	to	to	ADP
american_scientific_journal-11239	220	6	1	1	NUM
american_scientific_journal-11239	220	7	and	and	CCONJ
american_scientific_journal-11239	220	8	the	the	DET
american_scientific_journal-11239	220	9	customer	customer	NOUN
american_scientific_journal-11239	220	10	is	be	AUX
american_scientific_journal-11239	220	11	in	in	ADP
american_scientific_journal-11239	220	12	the	the	DET
american_scientific_journal-11239	220	13	watch	watch	NOUN
american_scientific_journal-11239	220	14	list	list	NOUN
american_scientific_journal-11239	220	15	for	for	ADP
american_scientific_journal-11239	220	16	the	the	DET
american_scientific_journal-11239	220	17	risk	risk	NOUN
american_scientific_journal-11239	220	18	qi	qi	PROPN
american_scientific_journal-11239	220	19	,	,	PUNCT
american_scientific_journal-11239	220	20	each	each	DET
american_scientific_journal-11239	220	21	time	time	NOUN
american_scientific_journal-11239	220	22	there	there	PRON
american_scientific_journal-11239	220	23	is	be	VERB
american_scientific_journal-11239	220	24	a	a	DET
american_scientific_journal-11239	220	25	complaint	complaint	NOUN
american_scientific_journal-11239	220	26	for	for	ADP
american_scientific_journal-11239	220	27	that	that	DET
american_scientific_journal-11239	220	28	risk	risk	NOUN
american_scientific_journal-11239	220	29	the	the	DET
american_scientific_journal-11239	220	30	risk	risk	NOUN
american_scientific_journal-11239	220	31	score	score	NOUN
american_scientific_journal-11239	220	32	is	be	AUX
american_scientific_journal-11239	220	33	increased	increase	VERB
american_scientific_journal-11239	220	34	by	by	ADP
american_scientific_journal-11239	220	35	a	a	DET
american_scientific_journal-11239	220	36	factor	factor	NOUN
american_scientific_journal-11239	220	37	ku	ku	PROPN
american_scientific_journal-11239	220	38	,	,	PUNCT
american_scientific_journal-11239	220	39	and	and	CCONJ
american_scientific_journal-11239	220	40	each	each	DET
american_scientific_journal-11239	220	41	time	time	NOUN
american_scientific_journal-11239	220	42	the	the	PRON
american_scientific_journal-11239	220	43	is	be	AUX
american_scientific_journal-11239	220	44	no	no	DET
american_scientific_journal-11239	220	45	complaint	complaint	NOUN
american_scientific_journal-11239	220	46	for	for	ADP
american_scientific_journal-11239	220	47	this	this	DET
american_scientific_journal-11239	220	48	risk	risk	NOUN
american_scientific_journal-11239	220	49	,	,	PUNCT
american_scientific_journal-11239	220	50	the	the	DET
american_scientific_journal-11239	220	51	risk	risk	NOUN
american_scientific_journal-11239	220	52	score	score	NOUN
american_scientific_journal-11239	220	53	is	be	AUX
american_scientific_journal-11239	220	54	decreased	decrease	VERB
american_scientific_journal-11239	220	55	by	by	ADP
american_scientific_journal-11239	220	56	a	a	DET
american_scientific_journal-11239	220	57	factor	factor	NOUN
american_scientific_journal-11239	220	58	kd	kd	NOUN
american_scientific_journal-11239	220	59	.	.	PUNCT
american_scientific_journal-11239	221	1	if	if	SCONJ
american_scientific_journal-11239	221	2	the	the	DET
american_scientific_journal-11239	221	3	risk	risk	NOUN
american_scientific_journal-11239	221	4	score	score	NOUN
american_scientific_journal-11239	221	5	falls	fall	VERB
american_scientific_journal-11239	221	6	below	below	ADP
american_scientific_journal-11239	221	7	a	a	DET
american_scientific_journal-11239	221	8	predetermined	predetermine	VERB
american_scientific_journal-11239	221	9	threshold	threshold	NOUN
american_scientific_journal-11239	221	10	,	,	PUNCT
american_scientific_journal-11239	221	11	the	the	DET
american_scientific_journal-11239	221	12	customer	customer	NOUN
american_scientific_journal-11239	221	13	is	be	AUX
american_scientific_journal-11239	221	14	removed	remove	VERB
american_scientific_journal-11239	221	15	from	from	ADP
american_scientific_journal-11239	221	16	the	the	DET
american_scientific_journal-11239	221	17	watch	watch	NOUN
american_scientific_journal-11239	221	18	list	list	NOUN
american_scientific_journal-11239	221	19	.	.	PUNCT
american_scientific_journal-11239	222	1	in	in	ADP
american_scientific_journal-11239	222	2	the	the	DET
american_scientific_journal-11239	222	3	following	following	NOUN
american_scientific_journal-11239	222	4	,	,	PUNCT
american_scientific_journal-11239	222	5	complaints	complaint	NOUN
american_scientific_journal-11239	222	6	to	to	PART
american_scientific_journal-11239	222	7	rule	rule	VERB
american_scientific_journal-11239	222	8	-	-	PUNCT
american_scientific_journal-11239	222	9	based	base	VERB
american_scientific_journal-11239	222	10	risks	risk	NOUN
american_scientific_journal-11239	222	11	will	will	AUX
american_scientific_journal-11239	222	12	not	not	PART
american_scientific_journal-11239	222	13	be	be	AUX
american_scientific_journal-11239	222	14	included	include	VERB
american_scientific_journal-11239	222	15	in	in	ADP
american_scientific_journal-11239	222	16	the	the	DET
american_scientific_journal-11239	222	17	evaluation	evaluation	NOUN
american_scientific_journal-11239	222	18	of	of	ADP
american_scientific_journal-11239	222	19	risk	risk	NOUN
american_scientific_journal-11239	222	20	score	score	NOUN
american_scientific_journal-11239	222	21	with	with	ADP
american_scientific_journal-11239	222	22	respect	respect	NOUN
american_scientific_journal-11239	222	23	to	to	ADP
american_scientific_journal-11239	222	24	anomalies	anomaly	NOUN
american_scientific_journal-11239	222	25	.	.	PUNCT
american_scientific_journal-11239	223	1	step	step	NOUN
american_scientific_journal-11239	223	2	4	4	NUM
american_scientific_journal-11239	223	3	.	.	PUNCT
american_scientific_journal-11239	224	1	complaint	complaint	NOUN
american_scientific_journal-11239	224	2	tracking	tracking	NOUN
american_scientific_journal-11239	224	3	:	:	PUNCT
american_scientific_journal-11239	224	4	objections	objection	NOUN
american_scientific_journal-11239	224	5	are	be	AUX
american_scientific_journal-11239	224	6	incorporated	incorporate	VERB
american_scientific_journal-11239	224	7	to	to	ADP
american_scientific_journal-11239	224	8	the	the	DET
american_scientific_journal-11239	224	9	system	system	NOUN
american_scientific_journal-11239	224	10	by	by	ADP
american_scientific_journal-11239	224	11	appending	append	VERB
american_scientific_journal-11239	224	12	rows	row	NOUN
american_scientific_journal-11239	224	13	below	below	ADV
american_scientific_journal-11239	224	14	to	to	ADP
american_scientific_journal-11239	224	15	the	the	DET
american_scientific_journal-11239	224	16	table	table	NOUN
american_scientific_journal-11239	224	17	for	for	ADP
american_scientific_journal-11239	224	18	invoice	invoice	ADJ
american_scientific_journal-11239	224	19	characteristics	characteristic	NOUN
american_scientific_journal-11239	224	20	,	,	PUNCT
american_scientific_journal-11239	224	21	as	as	ADP
american_scientific_journal-11239	224	22	below	below	ADV
american_scientific_journal-11239	224	23	.	.	PUNCT
american_scientific_journal-11239	225	1	if	if	SCONJ
american_scientific_journal-11239	225	2	there	there	PRON
american_scientific_journal-11239	225	3	is	be	VERB
american_scientific_journal-11239	225	4	an	an	DET
american_scientific_journal-11239	225	5	objection	objection	NOUN
american_scientific_journal-11239	225	6	to	to	ADP
american_scientific_journal-11239	225	7	a	a	DET
american_scientific_journal-11239	225	8	rule	rule	NOUN
american_scientific_journal-11239	225	9	base	base	NOUN
american_scientific_journal-11239	225	10	risk	risk	NOUN
american_scientific_journal-11239	225	11	,	,	PUNCT
american_scientific_journal-11239	225	12	the	the	DET
american_scientific_journal-11239	225	13	customer	customer	NOUN
american_scientific_journal-11239	225	14	is	be	AUX
american_scientific_journal-11239	225	15	added	add	VERB
american_scientific_journal-11239	225	16	to	to	ADP
american_scientific_journal-11239	225	17	a	a	DET
american_scientific_journal-11239	225	18	watch	watch	NOUN
american_scientific_journal-11239	225	19	list	list	NOUN
american_scientific_journal-11239	225	20	for	for	ADP
american_scientific_journal-11239	225	21	that	that	DET
american_scientific_journal-11239	225	22	rule	rule	NOUN
american_scientific_journal-11239	225	23	based	base	VERB
american_scientific_journal-11239	225	24	risk	risk	NOUN
american_scientific_journal-11239	225	25	.	.	PUNCT
american_scientific_journal-11239	226	1	table	table	NOUN
american_scientific_journal-11239	226	2	8	8	NUM
american_scientific_journal-11239	226	3	month	month	NOUN
american_scientific_journal-11239	226	4	1	1	NUM
american_scientific_journal-11239	226	5	2	2	NUM
american_scientific_journal-11239	226	6	3	3	NUM
american_scientific_journal-11239	226	7	4	4	NUM
american_scientific_journal-11239	226	8	5	5	NUM
american_scientific_journal-11239	226	9	6	6	NUM
american_scientific_journal-11239	226	10	7	7	NUM
american_scientific_journal-11239	226	11	8	8	NUM
american_scientific_journal-11239	226	12	9	9	NUM
american_scientific_journal-11239	226	13	10	10	NUM
american_scientific_journal-11239	226	14	11	11	NUM
american_scientific_journal-11239	226	15	12	12	NUM
american_scientific_journal-11239	226	16	anomaly	anomaly	NOUN
american_scientific_journal-11239	226	17	type	type	NOUN
american_scientific_journal-11239	226	18	a	a	DET
american_scientific_journal-11239	226	19	a	a	DET
american_scientific_journal-11239	226	20	a	a	DET
american_scientific_journal-11239	226	21	a	a	DET
american_scientific_journal-11239	226	22	b1	b1	NOUN
american_scientific_journal-11239	226	23	a	a	DET
american_scientific_journal-11239	226	24	a	a	DET
american_scientific_journal-11239	226	25	a	a	DET
american_scientific_journal-11239	226	26	b3	b3	NOUN
american_scientific_journal-11239	226	27	a	a	DET
american_scientific_journal-11239	226	28	a	a	DET
american_scientific_journal-11239	226	29	a	a	DET
american_scientific_journal-11239	226	30	complaint	complaint	NOUN
american_scientific_journal-11239	226	31	t=0	t=0	ADJ
american_scientific_journal-11239	226	32	0	0	PUNCT
american_scientific_journal-11239	226	33	0	0	NUM
american_scientific_journal-11239	226	34	1	1	NUM
american_scientific_journal-11239	226	35	0	0	NUM
american_scientific_journal-11239	226	36	0	0	NUM
american_scientific_journal-11239	226	37	0	0	NUM
american_scientific_journal-11239	226	38	0	0	NUM
american_scientific_journal-11239	226	39	1	1	NUM
american_scientific_journal-11239	226	40	1	1	NUM
american_scientific_journal-11239	226	41	0	0	NUM
american_scientific_journal-11239	226	42	0	0	NUM
american_scientific_journal-11239	226	43	0	0	NUM
american_scientific_journal-11239	226	44	here	here	ADV
american_scientific_journal-11239	226	45	the	the	DET
american_scientific_journal-11239	226	46	customer	customer	NOUN
american_scientific_journal-11239	226	47	has	have	AUX
american_scientific_journal-11239	226	48	objected	object	VERB
american_scientific_journal-11239	226	49	to	to	ADP
american_scientific_journal-11239	226	50	an	an	DET
american_scientific_journal-11239	226	51	invoice	invoice	NOUN
american_scientific_journal-11239	226	52	with	with	ADP
american_scientific_journal-11239	226	53	no	no	DET
american_scientific_journal-11239	226	54	anomaly	anomaly	NOUN
american_scientific_journal-11239	226	55	at	at	ADP
american_scientific_journal-11239	226	56	months	month	NOUN
american_scientific_journal-11239	226	57	3	3	NUM
american_scientific_journal-11239	226	58	and	and	CCONJ
american_scientific_journal-11239	226	59	8	8	NUM
american_scientific_journal-11239	226	60	,	,	PUNCT
american_scientific_journal-11239	226	61	and	and	CCONJ
american_scientific_journal-11239	226	62	to	to	ADP
american_scientific_journal-11239	226	63	an	an	DET
american_scientific_journal-11239	226	64	anomaly	anomaly	NOUN
american_scientific_journal-11239	226	65	of	of	ADP
american_scientific_journal-11239	226	66	type	type	NOUN
american_scientific_journal-11239	226	67	b3	b3	PROPN
american_scientific_journal-11239	226	68	american	american	ADJ
american_scientific_journal-11239	226	69	academic	academic	PROPN
american_scientific_journal-11239	226	70	scientific	scientific	ADJ
american_scientific_journal-11239	226	71	research	research	NOUN
american_scientific_journal-11239	226	72	journal	journal	NOUN
american_scientific_journal-11239	226	73	for	for	ADP
american_scientific_journal-11239	226	74	engineering	engineering	NOUN
american_scientific_journal-11239	226	75	,	,	PUNCT
american_scientific_journal-11239	226	76	technology	technology	NOUN
american_scientific_journal-11239	226	77	,	,	PUNCT
american_scientific_journal-11239	226	78	and	and	CCONJ
american_scientific_journal-11239	226	79	sciences	science	NOUN
american_scientific_journal-11239	226	80	(	(	PUNCT
american_scientific_journal-11239	226	81	asrjets	asrjet	NOUN
american_scientific_journal-11239	226	82	)	)	PUNCT
american_scientific_journal-11239	226	83	volume	volume	NOUN
american_scientific_journal-11239	226	84	101	101	NUM
american_scientific_journal-11239	226	85	,	,	PUNCT
american_scientific_journal-11239	226	86	no	no	DET
american_scientific_journal-11239	226	87	1	1	NUM
american_scientific_journal-11239	226	88	,	,	PUNCT
american_scientific_journal-11239	226	89	pp	pp	ADJ
american_scientific_journal-11239	226	90	138	138	NUM
american_scientific_journal-11239	226	91	-	-	SYM
american_scientific_journal-11239	226	92	160	160	NUM
american_scientific_journal-11239	226	93	158	158	NUM
american_scientific_journal-11239	226	94	at	at	ADP
american_scientific_journal-11239	226	95	month	month	NOUN
american_scientific_journal-11239	226	96	9	9	NUM
american_scientific_journal-11239	226	97	.	.	NUM
american_scientific_journal-11239	226	98	,	,	PUNCT
american_scientific_journal-11239	226	99	step	step	NOUN
american_scientific_journal-11239	226	100	5	5	NUM
american_scientific_journal-11239	226	101	.	.	PUNCT
american_scientific_journal-11239	227	1	lagged	lag	VERB
american_scientific_journal-11239	227	2	complaints	complaint	NOUN
american_scientific_journal-11239	227	3	.	.	PUNCT
american_scientific_journal-11239	228	1	it	it	PRON
american_scientific_journal-11239	228	2	has	have	AUX
american_scientific_journal-11239	228	3	been	be	AUX
american_scientific_journal-11239	228	4	observed	observe	VERB
american_scientific_journal-11239	228	5	that	that	SCONJ
american_scientific_journal-11239	228	6	customer	customer	NOUN
american_scientific_journal-11239	228	7	complaints	complaint	NOUN
american_scientific_journal-11239	228	8	to	to	ADP
american_scientific_journal-11239	228	9	an	an	DET
american_scientific_journal-11239	228	10	invoice	invoice	NOUN
american_scientific_journal-11239	228	11	may	may	AUX
american_scientific_journal-11239	228	12	lag	lag	VERB
american_scientific_journal-11239	228	13	up	up	ADP
american_scientific_journal-11239	228	14	to	to	PART
american_scientific_journal-11239	228	15	4	4	NUM
american_scientific_journal-11239	228	16	months	month	NOUN
american_scientific_journal-11239	228	17	.	.	PUNCT
american_scientific_journal-11239	229	1	lines	line	NOUN
american_scientific_journal-11239	229	2	are	be	AUX
american_scientific_journal-11239	229	3	added	add	VERB
american_scientific_journal-11239	229	4	below	below	ADP
american_scientific_journal-11239	229	5	the	the	DET
american_scientific_journal-11239	229	6	table	table	NOUN
american_scientific_journal-11239	229	7	to	to	PART
american_scientific_journal-11239	229	8	display	display	VERB
american_scientific_journal-11239	229	9	lagged	lag	VERB
american_scientific_journal-11239	229	10	complaints	complaint	NOUN
american_scientific_journal-11239	229	11	,	,	PUNCT
american_scientific_journal-11239	229	12	as	as	ADP
american_scientific_journal-11239	229	13	below	below	ADV
american_scientific_journal-11239	229	14	.	.	PUNCT
american_scientific_journal-11239	230	1	table	table	NOUN
american_scientific_journal-11239	230	2	9	9	NUM
american_scientific_journal-11239	230	3	month	month	NOUN
american_scientific_journal-11239	230	4	1	1	NUM
american_scientific_journal-11239	230	5	2	2	NUM
american_scientific_journal-11239	230	6	3	3	NUM
american_scientific_journal-11239	230	7	4	4	NUM
american_scientific_journal-11239	230	8	5	5	NUM
american_scientific_journal-11239	230	9	6	6	NUM
american_scientific_journal-11239	230	10	7	7	NUM
american_scientific_journal-11239	230	11	8	8	NUM
american_scientific_journal-11239	230	12	9	9	NUM
american_scientific_journal-11239	230	13	10	10	NUM
american_scientific_journal-11239	230	14	11	11	NUM
american_scientific_journal-11239	230	15	12	12	NUM
american_scientific_journal-11239	230	16	anomaly	anomaly	NOUN
american_scientific_journal-11239	230	17	type	type	NOUN
american_scientific_journal-11239	230	18	a	a	DET
american_scientific_journal-11239	230	19	a	a	DET
american_scientific_journal-11239	230	20	a	a	DET
american_scientific_journal-11239	230	21	a	a	DET
american_scientific_journal-11239	230	22	b1	b1	NOUN
american_scientific_journal-11239	230	23	a	a	DET
american_scientific_journal-11239	230	24	a	a	DET
american_scientific_journal-11239	230	25	a	a	DET
american_scientific_journal-11239	230	26	b3	b3	NOUN
american_scientific_journal-11239	230	27	a	a	DET
american_scientific_journal-11239	230	28	a	a	DET
american_scientific_journal-11239	230	29	a	a	DET
american_scientific_journal-11239	230	30	complaint	complaint	NOUN
american_scientific_journal-11239	230	31	t=0	t=0	ADJ
american_scientific_journal-11239	230	32	0	0	PUNCT
american_scientific_journal-11239	230	33	0	0	NUM
american_scientific_journal-11239	230	34	1	1	NUM
american_scientific_journal-11239	230	35	0	0	NUM
american_scientific_journal-11239	230	36	0	0	NUM
american_scientific_journal-11239	230	37	0	0	NUM
american_scientific_journal-11239	230	38	0	0	NUM
american_scientific_journal-11239	230	39	1	1	NUM
american_scientific_journal-11239	230	40	1	1	NUM
american_scientific_journal-11239	230	41	0	0	NUM
american_scientific_journal-11239	230	42	0	0	NUM
american_scientific_journal-11239	230	43	0	0	NUM
american_scientific_journal-11239	230	44	lag	lag	VERB
american_scientific_journal-11239	230	45	1	1	NUM
american_scientific_journal-11239	230	46	0	0	NUM
american_scientific_journal-11239	230	47	0	0	NUM
american_scientific_journal-11239	230	48	0	0	NUM
american_scientific_journal-11239	230	49	1	1	NUM
american_scientific_journal-11239	230	50	0	0	NUM
american_scientific_journal-11239	230	51	0	0	NUM
american_scientific_journal-11239	230	52	1	1	NUM
american_scientific_journal-11239	230	53	0	0	NUM
american_scientific_journal-11239	230	54	0	0	NUM
american_scientific_journal-11239	230	55	0	0	NUM
american_scientific_journal-11239	230	56	0	0	NUM
american_scientific_journal-11239	230	57	lag	lag	VERB
american_scientific_journal-11239	230	58	2	2	NUM
american_scientific_journal-11239	230	59	0	0	NUM
american_scientific_journal-11239	230	60	0	0	NUM
american_scientific_journal-11239	230	61	0	0	NUM
american_scientific_journal-11239	230	62	0	0	NUM
american_scientific_journal-11239	230	63	0	0	NUM
american_scientific_journal-11239	230	64	0	0	NUM
american_scientific_journal-11239	230	65	0	0	NUM
american_scientific_journal-11239	230	66	0	0	NUM
american_scientific_journal-11239	230	67	1	1	NUM
american_scientific_journal-11239	230	68	0	0	NUM
american_scientific_journal-11239	230	69	lag	lag	VERB
american_scientific_journal-11239	230	70	3	3	NUM
american_scientific_journal-11239	230	71	0	0	NUM
american_scientific_journal-11239	230	72	0	0	NUM
american_scientific_journal-11239	230	73	0	0	NUM
american_scientific_journal-11239	230	74	0	0	NUM
american_scientific_journal-11239	230	75	0	0	NUM
american_scientific_journal-11239	230	76	0	0	NUM
american_scientific_journal-11239	230	77	0	0	NUM
american_scientific_journal-11239	230	78	0	0	NUM
american_scientific_journal-11239	230	79	0	0	NUM
american_scientific_journal-11239	230	80	total	total	NOUN
american_scientific_journal-11239	230	81	0	0	NUM
american_scientific_journal-11239	230	82	0	0	NUM
american_scientific_journal-11239	230	83	1	1	NUM
american_scientific_journal-11239	230	84	1	1	NUM
american_scientific_journal-11239	230	85	0	0	NUM
american_scientific_journal-11239	230	86	0	0	NUM
american_scientific_journal-11239	230	87	1	1	NUM
american_scientific_journal-11239	230	88	0	0	NUM
american_scientific_journal-11239	230	89	2	2	NUM
american_scientific_journal-11239	230	90	this	this	DET
american_scientific_journal-11239	230	91	matrix	matrix	NOUN
american_scientific_journal-11239	230	92	shows	show	VERB
american_scientific_journal-11239	230	93	all	all	DET
american_scientific_journal-11239	230	94	complaint	complaint	NOUN
american_scientific_journal-11239	230	95	statistics	statistic	NOUN
american_scientific_journal-11239	230	96	,	,	PUNCT
american_scientific_journal-11239	230	97	including	include	VERB
american_scientific_journal-11239	230	98	the	the	DET
american_scientific_journal-11239	230	99	information	information	NOUN
american_scientific_journal-11239	230	100	on	on	ADP
american_scientific_journal-11239	230	101	the	the	DET
american_scientific_journal-11239	230	102	invoices	invoice	NOUN
american_scientific_journal-11239	230	103	to	to	PART
american_scientific_journal-11239	230	104	which	which	PRON
american_scientific_journal-11239	230	105	the	the	DET
american_scientific_journal-11239	230	106	customer	customer	NOUN
american_scientific_journal-11239	230	107	objected	object	VERB
american_scientific_journal-11239	230	108	,	,	PUNCT
american_scientific_journal-11239	230	109	how	how	SCONJ
american_scientific_journal-11239	230	110	many	many	ADJ
american_scientific_journal-11239	230	111	times	time	NOUN
american_scientific_journal-11239	230	112	and	and	CCONJ
american_scientific_journal-11239	230	113	with	with	ADP
american_scientific_journal-11239	230	114	what	what	PRON
american_scientific_journal-11239	230	115	lags	lag	VERB
american_scientific_journal-11239	230	116	.	.	PUNCT
american_scientific_journal-11239	231	1	the	the	DET
american_scientific_journal-11239	231	2	statistics	statistic	NOUN
american_scientific_journal-11239	231	3	of	of	ADP
american_scientific_journal-11239	231	4	objections	objection	NOUN
american_scientific_journal-11239	231	5	are	be	AUX
american_scientific_journal-11239	231	6	given	give	VERB
american_scientific_journal-11239	231	7	below	below	ADP
american_scientific_journal-11239	231	8	.	.	PUNCT
american_scientific_journal-11239	232	1	table	table	NOUN
american_scientific_journal-11239	232	2	10	10	NUM
american_scientific_journal-11239	232	3	a	a	DET
american_scientific_journal-11239	232	4	b1	b1	NOUN
american_scientific_journal-11239	232	5	b2	b2	NOUN
american_scientific_journal-11239	232	6	b3	b3	NOUN
american_scientific_journal-11239	232	7	number	number	NOUN
american_scientific_journal-11239	232	8	of	of	ADP
american_scientific_journal-11239	232	9	invoices	invoice	NOUN
american_scientific_journal-11239	232	10	7/9	7/9	NUM
american_scientific_journal-11239	232	11	1/9	1/9	NUM
american_scientific_journal-11239	232	12	0	0	NUM
american_scientific_journal-11239	232	13	1/9	1/9	NUM
american_scientific_journal-11239	232	14	objection	objection	NOUN
american_scientific_journal-11239	232	15	rate	rate	NOUN
american_scientific_journal-11239	232	16	3/7	3/7	NUM
american_scientific_journal-11239	232	17	0	0	NUM
american_scientific_journal-11239	232	18	0	0	NUM
american_scientific_journal-11239	232	19	2/1	2/1	NUM
american_scientific_journal-11239	232	20	multiple	multiple	ADJ
american_scientific_journal-11239	232	21	objections	objection	NOUN
american_scientific_journal-11239	232	22	0	0	NUM
american_scientific_journal-11239	232	23	0	0	NUM
american_scientific_journal-11239	232	24	0	0	NUM
american_scientific_journal-11239	232	25	1	1	NUM
american_scientific_journal-11239	232	26	late	late	ADJ
american_scientific_journal-11239	232	27	objections	objection	NOUN
american_scientific_journal-11239	232	28	1/3	1/3	NUM
american_scientific_journal-11239	232	29	0	0	NUM
american_scientific_journal-11239	232	30	0	0	NUM
american_scientific_journal-11239	232	31	1/1	1/1	NUM
american_scientific_journal-11239	232	32	customer	customer	NOUN
american_scientific_journal-11239	232	33	score	score	NOUN
american_scientific_journal-11239	232	34	for	for	ADP
american_scientific_journal-11239	232	35	each	each	DET
american_scientific_journal-11239	232	36	type	type	NOUN
american_scientific_journal-11239	232	37	of	of	ADP
american_scientific_journal-11239	232	38	objection	objection	NOUN
american_scientific_journal-11239	232	39	is	be	AUX
american_scientific_journal-11239	232	40	evaluated	evaluate	VERB
american_scientific_journal-11239	232	41	as	as	ADP
american_scientific_journal-11239	232	42	below	below	ADV
american_scientific_journal-11239	232	43	.	.	PUNCT
american_scientific_journal-11239	233	1	at	at	ADP
american_scientific_journal-11239	233	2	the	the	DET
american_scientific_journal-11239	233	3	beginning	beginning	NOUN
american_scientific_journal-11239	233	4	the	the	DET
american_scientific_journal-11239	233	5	scores	score	NOUN
american_scientific_journal-11239	233	6	for	for	ADP
american_scientific_journal-11239	233	7	each	each	DET
american_scientific_journal-11239	233	8	anomaly	anomaly	NOUN
american_scientific_journal-11239	233	9	type	type	NOUN
american_scientific_journal-11239	233	10	are	be	AUX
american_scientific_journal-11239	233	11	set	set	VERB
american_scientific_journal-11239	233	12	to	to	ADP
american_scientific_journal-11239	233	13	1	1	NUM
american_scientific_journal-11239	233	14	.	.	PUNCT
american_scientific_journal-11239	234	1	each	each	DET
american_scientific_journal-11239	234	2	time	time	NOUN
american_scientific_journal-11239	234	3	there	there	PRON
american_scientific_journal-11239	234	4	is	be	VERB
american_scientific_journal-11239	234	5	no	no	DET
american_scientific_journal-11239	234	6	objection	objection	NOUN
american_scientific_journal-11239	234	7	the	the	DET
american_scientific_journal-11239	234	8	score	score	NOUN
american_scientific_journal-11239	234	9	is	be	AUX
american_scientific_journal-11239	234	10	reduced	reduce	VERB
american_scientific_journal-11239	234	11	by	by	ADP
american_scientific_journal-11239	234	12	a	a	DET
american_scientific_journal-11239	234	13	factor	factor	NOUN
american_scientific_journal-11239	234	14	k	k	NOUN
american_scientific_journal-11239	234	15	and	and	CCONJ
american_scientific_journal-11239	234	16	each	each	DET
american_scientific_journal-11239	234	17	time	time	NOUN
american_scientific_journal-11239	234	18	there	there	PRON
american_scientific_journal-11239	234	19	is	be	VERB
american_scientific_journal-11239	234	20	an	an	DET
american_scientific_journal-11239	234	21	objection	objection	NOUN
american_scientific_journal-11239	234	22	the	the	DET
american_scientific_journal-11239	234	23	score	score	NOUN
american_scientific_journal-11239	234	24	is	be	AUX
american_scientific_journal-11239	234	25	increased	increase	VERB
american_scientific_journal-11239	234	26	by	by	ADP
american_scientific_journal-11239	234	27	a	a	DET
american_scientific_journal-11239	234	28	factor	factor	NOUN
american_scientific_journal-11239	234	29	k.	k.	NOUN
american_scientific_journal-11239	234	30	assuming	assume	VERB
american_scientific_journal-11239	234	31	that	that	SCONJ
american_scientific_journal-11239	234	32	there	there	PRON
american_scientific_journal-11239	234	33	are	be	VERB
american_scientific_journal-11239	234	34	no	no	DET
american_scientific_journal-11239	234	35	objections	objection	NOUN
american_scientific_journal-11239	234	36	at	at	ADP
american_scientific_journal-11239	234	37	the	the	DET
american_scientific_journal-11239	234	38	last	last	ADJ
american_scientific_journal-11239	234	39	3	3	NUM
american_scientific_journal-11239	234	40	months	month	NOUN
american_scientific_journal-11239	234	41	,	,	PUNCT
american_scientific_journal-11239	234	42	and	and	CCONJ
american_scientific_journal-11239	234	43	using	use	VERB
american_scientific_journal-11239	234	44	the	the	DET
american_scientific_journal-11239	234	45	aggregate	aggregate	ADJ
american_scientific_journal-11239	234	46	number	number	NOUN
american_scientific_journal-11239	234	47	of	of	ADP
american_scientific_journal-11239	234	48	objections	objection	NOUN
american_scientific_journal-11239	234	49	,	,	PUNCT
american_scientific_journal-11239	234	50	we	we	PRON
american_scientific_journal-11239	234	51	obtain	obtain	VERB
american_scientific_journal-11239	234	52	the	the	DET
american_scientific_journal-11239	234	53	following	follow	VERB
american_scientific_journal-11239	234	54	customer	customer	NOUN
american_scientific_journal-11239	234	55	scoring	scoring	NOUN
american_scientific_journal-11239	234	56	for	for	ADP
american_scientific_journal-11239	234	57	each	each	DET
american_scientific_journal-11239	234	58	anomaly	anomaly	NOUN
american_scientific_journal-11239	234	59	type	type	NOUN
american_scientific_journal-11239	234	60	.	.	PUNCT
american_scientific_journal-11239	235	1	table	table	NOUN
american_scientific_journal-11239	235	2	11	11	NUM
american_scientific_journal-11239	235	3	month	month	NOUN
american_scientific_journal-11239	235	4	1	1	NUM
american_scientific_journal-11239	235	5	2	2	NUM
american_scientific_journal-11239	235	6	3	3	NUM
american_scientific_journal-11239	235	7	4	4	NUM
american_scientific_journal-11239	235	8	5	5	NUM
american_scientific_journal-11239	235	9	6	6	NUM
american_scientific_journal-11239	235	10	7	7	NUM
american_scientific_journal-11239	235	11	8	8	NUM
american_scientific_journal-11239	235	12	9	9	NUM
american_scientific_journal-11239	235	13	10	10	NUM
american_scientific_journal-11239	235	14	11	11	NUM
american_scientific_journal-11239	235	15	12	12	NUM
american_scientific_journal-11239	235	16	anomaly	anomaly	NOUN
american_scientific_journal-11239	235	17	type	type	NOUN
american_scientific_journal-11239	235	18	a	a	DET
american_scientific_journal-11239	235	19	a	a	DET
american_scientific_journal-11239	235	20	a	a	DET
american_scientific_journal-11239	235	21	a	a	DET
american_scientific_journal-11239	235	22	b1	b1	NOUN
american_scientific_journal-11239	235	23	a	a	DET
american_scientific_journal-11239	235	24	a	a	DET
american_scientific_journal-11239	235	25	a	a	DET
american_scientific_journal-11239	235	26	b3	b3	NOUN
american_scientific_journal-11239	235	27	a	a	DET
american_scientific_journal-11239	235	28	a	a	DET
american_scientific_journal-11239	235	29	a	a	DET
american_scientific_journal-11239	235	30	total	total	ADJ
american_scientific_journal-11239	235	31	0	0	NUM
american_scientific_journal-11239	235	32	0	0	NUM
american_scientific_journal-11239	235	33	1	1	NUM
american_scientific_journal-11239	235	34	1	1	NUM
american_scientific_journal-11239	235	35	0	0	NUM
american_scientific_journal-11239	235	36	0	0	NUM
american_scientific_journal-11239	235	37	1	1	NUM
american_scientific_journal-11239	235	38	0	0	NUM
american_scientific_journal-11239	235	39	2	2	NUM
american_scientific_journal-11239	235	40	0	0	NUM
american_scientific_journal-11239	235	41	0	0	NUM
american_scientific_journal-11239	235	42	0	0	NUM
american_scientific_journal-11239	235	43	score	score	NOUN
american_scientific_journal-11239	235	44	for	for	ADP
american_scientific_journal-11239	235	45	a	a	DET
american_scientific_journal-11239	235	46	1	1	NUM
american_scientific_journal-11239	235	47	1	1	NUM
american_scientific_journal-11239	235	48	/	/	SYM
american_scientific_journal-11239	235	49	k	k	PROPN
american_scientific_journal-11239	236	1	1	1	NUM
american_scientific_journal-11239	236	2	1*k	1*k	PROPN
american_scientific_journal-11239	236	3	1*k	1*k	PROPN
american_scientific_journal-11239	236	4	1	1	NUM
american_scientific_journal-11239	236	5	1*k	1*k	NUM
american_scientific_journal-11239	236	6	1	1	NUM
american_scientific_journal-11239	236	7	1	1	NUM
american_scientific_journal-11239	236	8	1	1	NUM
american_scientific_journal-11239	236	9	/	/	SYM
american_scientific_journal-11239	236	10	k	k	PROPN
american_scientific_journal-11239	236	11	1	1	NUM
american_scientific_journal-11239	236	12	/	/	SYM
american_scientific_journal-11239	236	13	k	k	NOUN
american_scientific_journal-11239	236	14	2	2	NUM
american_scientific_journal-11239	236	15	1	1	NUM
american_scientific_journal-11239	236	16	/	/	SYM
american_scientific_journal-11239	236	17	k	k	NOUN
american_scientific_journal-11239	236	18	3	3	NUM
american_scientific_journal-11239	236	19	score	score	NOUN
american_scientific_journal-11239	236	20	for	for	ADP
american_scientific_journal-11239	236	21	b1	b1	NOUN
american_scientific_journal-11239	236	22	1	1	NUM
american_scientific_journal-11239	236	23	1	1	NUM
american_scientific_journal-11239	236	24	1	1	NUM
american_scientific_journal-11239	236	25	1	1	NUM
american_scientific_journal-11239	236	26	1	1	NUM
american_scientific_journal-11239	236	27	1	1	NUM
american_scientific_journal-11239	236	28	1	1	NUM
american_scientific_journal-11239	236	29	1	1	NUM
american_scientific_journal-11239	236	30	1	1	NUM
american_scientific_journal-11239	236	31	1	1	NUM
american_scientific_journal-11239	236	32	1	1	NUM
american_scientific_journal-11239	236	33	1	1	NUM
american_scientific_journal-11239	236	34	score	score	NOUN
american_scientific_journal-11239	236	35	for	for	ADP
american_scientific_journal-11239	236	36	b3	b3	NOUN
american_scientific_journal-11239	236	37	1	1	NUM
american_scientific_journal-11239	236	38	1	1	NUM
american_scientific_journal-11239	236	39	1	1	NUM
american_scientific_journal-11239	236	40	1	1	NUM
american_scientific_journal-11239	236	41	1	1	NUM
american_scientific_journal-11239	236	42	1	1	NUM
american_scientific_journal-11239	236	43	1	1	NUM
american_scientific_journal-11239	236	44	1	1	NUM
american_scientific_journal-11239	236	45	1*k	1*k	PROPN
american_scientific_journal-11239	236	46	2	2	NUM
american_scientific_journal-11239	236	47	1*k	1*k	PROPN
american_scientific_journal-11239	236	48	2	2	NUM
american_scientific_journal-11239	236	49	1*k	1*k	PROPN
american_scientific_journal-11239	236	50	2	2	NUM
american_scientific_journal-11239	236	51	1*k	1*k	PROPN
american_scientific_journal-11239	236	52	2	2	NUM
american_scientific_journal-11239	236	53	american	american	ADJ
american_scientific_journal-11239	236	54	academic	academic	ADJ
american_scientific_journal-11239	236	55	scientific	scientific	ADJ
american_scientific_journal-11239	236	56	research	research	NOUN
american_scientific_journal-11239	236	57	journal	journal	NOUN
american_scientific_journal-11239	236	58	for	for	ADP
american_scientific_journal-11239	236	59	engineering	engineering	NOUN
american_scientific_journal-11239	236	60	,	,	PUNCT
american_scientific_journal-11239	236	61	technology	technology	NOUN
american_scientific_journal-11239	236	62	,	,	PUNCT
american_scientific_journal-11239	236	63	and	and	CCONJ
american_scientific_journal-11239	236	64	sciences	science	NOUN
american_scientific_journal-11239	236	65	(	(	PUNCT
american_scientific_journal-11239	236	66	asrjets	asrjet	NOUN
american_scientific_journal-11239	236	67	)	)	PUNCT
american_scientific_journal-11239	236	68	volume	volume	NOUN
american_scientific_journal-11239	236	69	101	101	NUM
american_scientific_journal-11239	236	70	,	,	PUNCT
american_scientific_journal-11239	236	71	no	no	DET
american_scientific_journal-11239	236	72	1	1	NUM
american_scientific_journal-11239	236	73	,	,	PUNCT
american_scientific_journal-11239	236	74	pp	pp	ADJ
american_scientific_journal-11239	236	75	138	138	NUM
american_scientific_journal-11239	236	76	-	-	SYM
american_scientific_journal-11239	236	77	160	160	NUM
american_scientific_journal-11239	236	78	159	159	NUM
american_scientific_journal-11239	236	79	6	6	NUM
american_scientific_journal-11239	236	80	.	.	PUNCT
american_scientific_journal-11239	236	81	concluding	conclude	VERB
american_scientific_journal-11239	236	82	remarks	remark	NOUN
american_scientific_journal-11239	236	83	in	in	ADP
american_scientific_journal-11239	236	84	this	this	DET
american_scientific_journal-11239	236	85	work	work	NOUN
american_scientific_journal-11239	236	86	,	,	PUNCT
american_scientific_journal-11239	236	87	we	we	PRON
american_scientific_journal-11239	236	88	proposed	propose	VERB
american_scientific_journal-11239	236	89	a	a	DET
american_scientific_journal-11239	236	90	methodology	methodology	NOUN
american_scientific_journal-11239	236	91	for	for	ADP
american_scientific_journal-11239	236	92	preprocessing	preprocesse	VERB
american_scientific_journal-11239	236	93	imbalanced	imbalanced	ADJ
american_scientific_journal-11239	236	94	data	datum	NOUN
american_scientific_journal-11239	236	95	with	with	ADP
american_scientific_journal-11239	236	96	the	the	DET
american_scientific_journal-11239	236	97	aim	aim	NOUN
american_scientific_journal-11239	236	98	of	of	ADP
american_scientific_journal-11239	236	99	detecting	detect	VERB
american_scientific_journal-11239	236	100	rare	rare	ADJ
american_scientific_journal-11239	236	101	events	event	NOUN
american_scientific_journal-11239	236	102	.	.	PUNCT
american_scientific_journal-11239	237	1	we	we	PRON
american_scientific_journal-11239	237	2	recall	recall	VERB
american_scientific_journal-11239	237	3	that	that	SCONJ
american_scientific_journal-11239	237	4	in	in	ADP
american_scientific_journal-11239	237	5	the	the	DET
american_scientific_journal-11239	237	6	application	application	NOUN
american_scientific_journal-11239	237	7	of	of	ADP
american_scientific_journal-11239	237	8	all	all	DET
american_scientific_journal-11239	237	9	machine	machine	NOUN
american_scientific_journal-11239	237	10	learning	learn	VERB
american_scientific_journal-11239	237	11	algorithms	algorithm	NOUN
american_scientific_journal-11239	237	12	,	,	PUNCT
american_scientific_journal-11239	237	13	data	datum	NOUN
american_scientific_journal-11239	237	14	is	be	AUX
american_scientific_journal-11239	237	15	split	split	VERB
american_scientific_journal-11239	237	16	into	into	ADP
american_scientific_journal-11239	237	17	training	training	NOUN
american_scientific_journal-11239	237	18	and	and	CCONJ
american_scientific_journal-11239	237	19	test	test	NOUN
american_scientific_journal-11239	237	20	sets	set	NOUN
american_scientific_journal-11239	237	21	and	and	CCONJ
american_scientific_journal-11239	237	22	one	one	PRON
american_scientific_journal-11239	237	23	can	can	AUX
american_scientific_journal-11239	237	24	preprocess	preprocess	VERB
american_scientific_journal-11239	237	25	the	the	DET
american_scientific_journal-11239	237	26	training	training	NOUN
american_scientific_journal-11239	237	27	set	set	VERB
american_scientific_journal-11239	237	28	in	in	ADP
american_scientific_journal-11239	237	29	order	order	NOUN
american_scientific_journal-11239	237	30	to	to	PART
american_scientific_journal-11239	237	31	improve	improve	VERB
american_scientific_journal-11239	237	32	the	the	DET
american_scientific_journal-11239	237	33	performance	performance	NOUN
american_scientific_journal-11239	237	34	of	of	ADP
american_scientific_journal-11239	237	35	the	the	DET
american_scientific_journal-11239	237	36	algorithm	algorithm	NOUN
american_scientific_journal-11239	237	37	.	.	PUNCT
american_scientific_journal-11239	238	1	with	with	ADP
american_scientific_journal-11239	238	2	the	the	DET
american_scientific_journal-11239	238	3	purpose	purpose	NOUN
american_scientific_journal-11239	238	4	of	of	ADP
american_scientific_journal-11239	238	5	detecting	detect	VERB
american_scientific_journal-11239	238	6	rare	rare	ADJ
american_scientific_journal-11239	238	7	events	event	NOUN
american_scientific_journal-11239	238	8	,	,	PUNCT
american_scientific_journal-11239	238	9	described	describe	VERB
american_scientific_journal-11239	238	10	in	in	ADP
american_scientific_journal-11239	238	11	terms	term	NOUN
american_scientific_journal-11239	238	12	of	of	ADP
american_scientific_journal-11239	238	13	minority	minority	NOUN
american_scientific_journal-11239	238	14	and	and	CCONJ
american_scientific_journal-11239	238	15	majority	majority	NOUN
american_scientific_journal-11239	238	16	classes	class	NOUN
american_scientific_journal-11239	238	17	,	,	PUNCT
american_scientific_journal-11239	238	18	oversampling	oversample	VERB
american_scientific_journal-11239	238	19	of	of	ADP
american_scientific_journal-11239	238	20	the	the	DET
american_scientific_journal-11239	238	21	minority	minority	NOUN
american_scientific_journal-11239	238	22	class	class	NOUN
american_scientific_journal-11239	238	23	is	be	AUX
american_scientific_journal-11239	238	24	a	a	DET
american_scientific_journal-11239	238	25	well	well	ADV
american_scientific_journal-11239	238	26	-	-	PUNCT
american_scientific_journal-11239	238	27	known	know	VERB
american_scientific_journal-11239	238	28	and	and	CCONJ
american_scientific_journal-11239	238	29	successful	successful	ADJ
american_scientific_journal-11239	238	30	technique	technique	NOUN
american_scientific_journal-11239	238	31	.	.	PUNCT
american_scientific_journal-11239	239	1	on	on	ADP
american_scientific_journal-11239	239	2	the	the	DET
american_scientific_journal-11239	239	3	other	other	ADJ
american_scientific_journal-11239	239	4	hand	hand	NOUN
american_scientific_journal-11239	239	5	,	,	PUNCT
american_scientific_journal-11239	239	6	preprocessing	preprocessing	NOUN
american_scientific_journal-11239	239	7	of	of	ADP
american_scientific_journal-11239	239	8	the	the	DET
american_scientific_journal-11239	239	9	majority	majority	NOUN
american_scientific_journal-11239	239	10	class	class	NOUN
american_scientific_journal-11239	239	11	is	be	AUX
american_scientific_journal-11239	239	12	usually	usually	ADV
american_scientific_journal-11239	239	13	restricted	restrict	VERB
american_scientific_journal-11239	239	14	to	to	ADP
american_scientific_journal-11239	239	15	random	random	ADJ
american_scientific_journal-11239	239	16	under	under	NOUN
american_scientific_journal-11239	239	17	-	-	PUNCT
american_scientific_journal-11239	239	18	sampling	sampling	NOUN
american_scientific_journal-11239	239	19	.	.	PUNCT
american_scientific_journal-11239	240	1	in	in	ADP
american_scientific_journal-11239	240	2	this	this	DET
american_scientific_journal-11239	240	3	work	work	NOUN
american_scientific_journal-11239	240	4	we	we	PRON
american_scientific_journal-11239	240	5	propose	propose	VERB
american_scientific_journal-11239	240	6	a	a	DET
american_scientific_journal-11239	240	7	decomposition	decomposition	NOUN
american_scientific_journal-11239	240	8	of	of	ADP
american_scientific_journal-11239	240	9	the	the	DET
american_scientific_journal-11239	240	10	majority	majority	NOUN
american_scientific_journal-11239	240	11	group	group	NOUN
american_scientific_journal-11239	240	12	into	into	ADP
american_scientific_journal-11239	240	13	subsets	subset	NOUN
american_scientific_journal-11239	240	14	,	,	PUNCT
american_scientific_journal-11239	240	15	based	base	VERB
american_scientific_journal-11239	240	16	on	on	ADP
american_scientific_journal-11239	240	17	the	the	DET
american_scientific_journal-11239	240	18	similarity	similarity	NOUN
american_scientific_journal-11239	240	19	of	of	ADP
american_scientific_journal-11239	240	20	the	the	DET
american_scientific_journal-11239	240	21	items	item	NOUN
american_scientific_journal-11239	240	22	in	in	ADP
american_scientific_journal-11239	240	23	each	each	DET
american_scientific_journal-11239	240	24	set	set	NOUN
american_scientific_journal-11239	240	25	.	.	PUNCT
american_scientific_journal-11239	241	1	the	the	DET
american_scientific_journal-11239	241	2	similarity	similarity	NOUN
american_scientific_journal-11239	241	3	is	be	AUX
american_scientific_journal-11239	241	4	determined	determine	VERB
american_scientific_journal-11239	241	5	by	by	ADP
american_scientific_journal-11239	241	6	principal	principal	ADJ
american_scientific_journal-11239	241	7	component	component	NOUN
american_scientific_journal-11239	241	8	analysis	analysis	NOUN
american_scientific_journal-11239	241	9	,	,	PUNCT
american_scientific_journal-11239	241	10	the	the	DET
american_scientific_journal-11239	241	11	similarity	similarity	NOUN
american_scientific_journal-11239	241	12	measure	measure	NOUN
american_scientific_journal-11239	241	13	being	be	AUX
american_scientific_journal-11239	241	14	the	the	DET
american_scientific_journal-11239	241	15	percentage	percentage	NOUN
american_scientific_journal-11239	241	16	of	of	ADP
american_scientific_journal-11239	241	17	the	the	DET
american_scientific_journal-11239	241	18	variance	variance	NOUN
american_scientific_journal-11239	241	19	explained	explain	VERB
american_scientific_journal-11239	241	20	by	by	ADP
american_scientific_journal-11239	241	21	the	the	DET
american_scientific_journal-11239	241	22	largest	large	ADJ
american_scientific_journal-11239	241	23	eigenvalue	eigenvalue	NOUN
american_scientific_journal-11239	241	24	of	of	ADP
american_scientific_journal-11239	241	25	the	the	DET
american_scientific_journal-11239	241	26	covariance	covariance	NOUN
american_scientific_journal-11239	241	27	matrix	matrix	NOUN
american_scientific_journal-11239	241	28	,	,	PUNCT
american_scientific_journal-11239	241	29	denoted	denote	VERB
american_scientific_journal-11239	241	30	as	as	ADP
american_scientific_journal-11239	241	31	pca1	pca1	PROPN
american_scientific_journal-11239	241	32	.	.	PUNCT
american_scientific_journal-11239	242	1	this	this	DET
american_scientific_journal-11239	242	2	methodology	methodology	NOUN
american_scientific_journal-11239	242	3	is	be	AUX
american_scientific_journal-11239	242	4	applied	apply	VERB
american_scientific_journal-11239	242	5	to	to	ADP
american_scientific_journal-11239	242	6	the	the	DET
american_scientific_journal-11239	242	7	complaints	complaint	NOUN
american_scientific_journal-11239	242	8	to	to	ADP
american_scientific_journal-11239	242	9	a	a	DET
american_scientific_journal-11239	242	10	series	series	NOUN
american_scientific_journal-11239	242	11	of	of	ADP
american_scientific_journal-11239	242	12	invoices	invoice	NOUN
american_scientific_journal-11239	242	13	in	in	ADP
american_scientific_journal-11239	242	14	telecommunication	telecommunication	NOUN
american_scientific_journal-11239	242	15	sector	sector	NOUN
american_scientific_journal-11239	242	16	,	,	PUNCT
american_scientific_journal-11239	242	17	where	where	SCONJ
american_scientific_journal-11239	242	18	the	the	DET
american_scientific_journal-11239	242	19	events	event	NOUN
american_scientific_journal-11239	242	20	to	to	PART
american_scientific_journal-11239	242	21	be	be	AUX
american_scientific_journal-11239	242	22	detected	detect	VERB
american_scientific_journal-11239	242	23	,	,	PUNCT
american_scientific_journal-11239	242	24	i.e.	i.e.	X
american_scientific_journal-11239	242	25	,	,	PUNCT
american_scientific_journal-11239	242	26	the	the	DET
american_scientific_journal-11239	242	27	minority	minority	NOUN
american_scientific_journal-11239	242	28	class	class	NOUN
american_scientific_journal-11239	242	29	is	be	AUX
american_scientific_journal-11239	242	30	about	about	ADV
american_scientific_journal-11239	242	31	10	10	NUM
american_scientific_journal-11239	242	32	-4	-4	PUNCT
american_scientific_journal-11239	242	33	of	of	ADP
american_scientific_journal-11239	242	34	the	the	DET
american_scientific_journal-11239	242	35	total	total	ADJ
american_scientific_journal-11239	242	36	population	population	NOUN
american_scientific_journal-11239	242	37	.	.	PUNCT
american_scientific_journal-11239	243	1	the	the	DET
american_scientific_journal-11239	243	2	clustering	clustering	NOUN
american_scientific_journal-11239	243	3	of	of	ADP
american_scientific_journal-11239	243	4	the	the	DET
american_scientific_journal-11239	243	5	training	training	NOUN
american_scientific_journal-11239	243	6	set	set	NOUN
american_scientific_journal-11239	243	7	is	be	AUX
american_scientific_journal-11239	243	8	based	base	VERB
american_scientific_journal-11239	243	9	on	on	ADP
american_scientific_journal-11239	243	10	extracting	extract	VERB
american_scientific_journal-11239	243	11	homogeneous	homogeneous	ADJ
american_scientific_journal-11239	243	12	subsets	subset	NOUN
american_scientific_journal-11239	243	13	,	,	PUNCT
american_scientific_journal-11239	243	14	based	base	VERB
american_scientific_journal-11239	243	15	on	on	ADP
american_scientific_journal-11239	243	16	the	the	DET
american_scientific_journal-11239	243	17	range	range	NOUN
american_scientific_journal-11239	243	18	,	,	PUNCT
american_scientific_journal-11239	243	19	the	the	DET
american_scientific_journal-11239	243	20	standard	standard	ADJ
american_scientific_journal-11239	243	21	deviation	deviation	NOUN
american_scientific_journal-11239	243	22	,	,	PUNCT
american_scientific_journal-11239	243	23	the	the	DET
american_scientific_journal-11239	243	24	mean	mean	ADJ
american_scientific_journal-11239	243	25	and	and	CCONJ
american_scientific_journal-11239	243	26	other	other	ADJ
american_scientific_journal-11239	243	27	application	application	NOUN
american_scientific_journal-11239	243	28	specific	specific	ADJ
american_scientific_journal-11239	243	29	features	feature	NOUN
american_scientific_journal-11239	243	30	of	of	ADP
american_scientific_journal-11239	243	31	the	the	DET
american_scientific_journal-11239	243	32	data	datum	NOUN
american_scientific_journal-11239	243	33	.	.	PUNCT
american_scientific_journal-11239	244	1	the	the	DET
american_scientific_journal-11239	244	2	preprocessing	preprocessing	NOUN
american_scientific_journal-11239	244	3	scheme	scheme	NOUN
american_scientific_journal-11239	244	4	that	that	SCONJ
american_scientific_journal-11239	244	5	we	we	PRON
american_scientific_journal-11239	244	6	propose	propose	VERB
american_scientific_journal-11239	244	7	is	be	AUX
american_scientific_journal-11239	244	8	random	random	ADJ
american_scientific_journal-11239	244	9	under	under	NOUN
american_scientific_journal-11239	244	10	-	-	PUNCT
american_scientific_journal-11239	244	11	sampling	sampling	NOUN
american_scientific_journal-11239	244	12	from	from	ADP
american_scientific_journal-11239	244	13	each	each	DET
american_scientific_journal-11239	244	14	cluster	cluster	NOUN
american_scientific_journal-11239	244	15	at	at	ADP
american_scientific_journal-11239	244	16	different	different	ADJ
american_scientific_journal-11239	244	17	selection	selection	NOUN
american_scientific_journal-11239	244	18	rates	rate	NOUN
american_scientific_journal-11239	244	19	.	.	PUNCT
american_scientific_journal-11239	245	1	for	for	ADP
american_scientific_journal-11239	245	2	example	example	NOUN
american_scientific_journal-11239	245	3	,	,	PUNCT
american_scientific_journal-11239	245	4	fewer	few	ADJ
american_scientific_journal-11239	245	5	samples	sample	NOUN
american_scientific_journal-11239	245	6	will	will	AUX
american_scientific_journal-11239	245	7	be	be	AUX
american_scientific_journal-11239	245	8	selected	select	VERB
american_scientific_journal-11239	245	9	from	from	ADP
american_scientific_journal-11239	245	10	clusters	cluster	NOUN
american_scientific_journal-11239	245	11	with	with	ADP
american_scientific_journal-11239	245	12	higher	high	ADJ
american_scientific_journal-11239	245	13	pca1	pca1	NOUN
american_scientific_journal-11239	245	14	values	value	NOUN
american_scientific_journal-11239	245	15	.	.	PUNCT
american_scientific_journal-11239	246	1	as	as	SCONJ
american_scientific_journal-11239	246	2	items	item	NOUN
american_scientific_journal-11239	246	3	in	in	ADP
american_scientific_journal-11239	246	4	these	these	DET
american_scientific_journal-11239	246	5	clusters	cluster	NOUN
american_scientific_journal-11239	246	6	are	be	AUX
american_scientific_journal-11239	246	7	very	very	ADV
american_scientific_journal-11239	246	8	similar	similar	ADJ
american_scientific_journal-11239	246	9	to	to	ADP
american_scientific_journal-11239	246	10	each	each	DET
american_scientific_journal-11239	246	11	other	other	ADJ
american_scientific_journal-11239	246	12	,	,	PUNCT
american_scientific_journal-11239	246	13	selecting	select	VERB
american_scientific_journal-11239	246	14	too	too	ADV
american_scientific_journal-11239	246	15	many	many	ADJ
american_scientific_journal-11239	246	16	of	of	ADP
american_scientific_journal-11239	246	17	these	these	PRON
american_scientific_journal-11239	246	18	will	will	AUX
american_scientific_journal-11239	246	19	not	not	PART
american_scientific_journal-11239	246	20	add	add	VERB
american_scientific_journal-11239	246	21	any	any	DET
american_scientific_journal-11239	246	22	new	new	ADJ
american_scientific_journal-11239	246	23	information	information	NOUN
american_scientific_journal-11239	246	24	to	to	ADP
american_scientific_journal-11239	246	25	the	the	DET
american_scientific_journal-11239	246	26	models	model	NOUN
american_scientific_journal-11239	246	27	,	,	PUNCT
american_scientific_journal-11239	246	28	but	but	CCONJ
american_scientific_journal-11239	246	29	it	it	PRON
american_scientific_journal-11239	246	30	will	will	AUX
american_scientific_journal-11239	246	31	increase	increase	VERB
american_scientific_journal-11239	246	32	the	the	DET
american_scientific_journal-11239	246	33	computational	computational	ADJ
american_scientific_journal-11239	246	34	power	power	NOUN
american_scientific_journal-11239	246	35	needed	need	VERB
american_scientific_journal-11239	246	36	,	,	PUNCT
american_scientific_journal-11239	246	37	also	also	ADV
american_scientific_journal-11239	246	38	increasing	increase	VERB
american_scientific_journal-11239	246	39	the	the	DET
american_scientific_journal-11239	246	40	running	running	ADJ
american_scientific_journal-11239	246	41	time	time	NOUN
american_scientific_journal-11239	246	42	of	of	ADP
american_scientific_journal-11239	246	43	the	the	DET
american_scientific_journal-11239	246	44	models	model	NOUN
american_scientific_journal-11239	246	45	.	.	PUNCT
american_scientific_journal-11239	247	1	for	for	ADP
american_scientific_journal-11239	247	2	the	the	DET
american_scientific_journal-11239	247	3	clusters	cluster	NOUN
american_scientific_journal-11239	247	4	with	with	ADP
american_scientific_journal-11239	247	5	lower	low	ADJ
american_scientific_journal-11239	247	6	pca1	pca1	NOUN
american_scientific_journal-11239	247	7	values	value	NOUN
american_scientific_journal-11239	247	8	,	,	PUNCT
american_scientific_journal-11239	247	9	we	we	PRON
american_scientific_journal-11239	247	10	propose	propose	VERB
american_scientific_journal-11239	247	11	selecting	select	VERB
american_scientific_journal-11239	247	12	more	more	ADJ
american_scientific_journal-11239	247	13	observations	observation	NOUN
american_scientific_journal-11239	247	14	to	to	PART
american_scientific_journal-11239	247	15	represent	represent	VERB
american_scientific_journal-11239	247	16	the	the	DET
american_scientific_journal-11239	247	17	variability	variability	NOUN
american_scientific_journal-11239	247	18	of	of	ADP
american_scientific_journal-11239	247	19	the	the	DET
american_scientific_journal-11239	247	20	items	item	NOUN
american_scientific_journal-11239	247	21	.	.	PUNCT
american_scientific_journal-11239	248	1	finally	finally	ADV
american_scientific_journal-11239	248	2	,	,	PUNCT
american_scientific_journal-11239	248	3	if	if	SCONJ
american_scientific_journal-11239	248	4	a	a	DET
american_scientific_journal-11239	248	5	cluster	cluster	NOUN
american_scientific_journal-11239	248	6	does	do	AUX
american_scientific_journal-11239	248	7	not	not	PART
american_scientific_journal-11239	248	8	have	have	VERB
american_scientific_journal-11239	248	9	enough	enough	ADJ
american_scientific_journal-11239	248	10	observations	observation	NOUN
american_scientific_journal-11239	248	11	to	to	PART
american_scientific_journal-11239	248	12	start	start	VERB
american_scientific_journal-11239	248	13	with	with	ADP
american_scientific_journal-11239	248	14	,	,	PUNCT
american_scientific_journal-11239	248	15	oversampling	oversample	VERB
american_scientific_journal-11239	248	16	algorithms	algorithm	NOUN
american_scientific_journal-11239	248	17	like	like	ADP
american_scientific_journal-11239	248	18	smote	smote	NOUN
american_scientific_journal-11239	248	19	can	can	AUX
american_scientific_journal-11239	248	20	be	be	AUX
american_scientific_journal-11239	248	21	used	use	VERB
american_scientific_journal-11239	248	22	to	to	PART
american_scientific_journal-11239	248	23	enhance	enhance	VERB
american_scientific_journal-11239	248	24	the	the	DET
american_scientific_journal-11239	248	25	number	number	NOUN
american_scientific_journal-11239	248	26	of	of	ADP
american_scientific_journal-11239	248	27	observations	observation	NOUN
american_scientific_journal-11239	248	28	.	.	PUNCT
american_scientific_journal-11239	249	1	application	application	NOUN
american_scientific_journal-11239	249	2	of	of	ADP
american_scientific_journal-11239	249	3	the	the	DET
american_scientific_journal-11239	249	4	method	method	NOUN
american_scientific_journal-11239	249	5	proposed	propose	VERB
american_scientific_journal-11239	249	6	here	here	ADV
american_scientific_journal-11239	249	7	and	and	CCONJ
american_scientific_journal-11239	249	8	the	the	DET
american_scientific_journal-11239	249	9	investigation	investigation	NOUN
american_scientific_journal-11239	249	10	of	of	ADP
american_scientific_journal-11239	249	11	its	its	PRON
american_scientific_journal-11239	249	12	performance	performance	NOUN
american_scientific_journal-11239	249	13	in	in	ADP
american_scientific_journal-11239	249	14	terms	term	NOUN
american_scientific_journal-11239	249	15	specificity	specificity	NOUN
american_scientific_journal-11239	249	16	and	and	CCONJ
american_scientific_journal-11239	249	17	sensitivity	sensitivity	NOUN
american_scientific_journal-11239	249	18	and	and	CCONJ
american_scientific_journal-11239	249	19	run	run	ADJ
american_scientific_journal-11239	249	20	-	-	PUNCT
american_scientific_journal-11239	249	21	time	time	NOUN
american_scientific_journal-11239	249	22	improvement	improvement	NOUN
american_scientific_journal-11239	249	23	is	be	AUX
american_scientific_journal-11239	249	24	planned	plan	VERB
american_scientific_journal-11239	249	25	for	for	ADP
american_scientific_journal-11239	249	26	future	future	ADJ
american_scientific_journal-11239	249	27	work	work	NOUN
american_scientific_journal-11239	249	28	.	.	PUNCT
american_scientific_journal-11239	250	1	references	reference	NOUN
american_scientific_journal-11239	250	2	[	[	X
american_scientific_journal-11239	250	3	1	1	NUM
american_scientific_journal-11239	250	4	]	]	PUNCT
american_scientific_journal-11239	250	5	m.	m.	NOUN
american_scientific_journal-11239	250	6	galar	galar	NOUN
american_scientific_journal-11239	250	7	,	,	PUNCT
american_scientific_journal-11239	250	8	a.	a.	NOUN
american_scientific_journal-11239	250	9	fernandez	fernandez	PROPN
american_scientific_journal-11239	250	10	,	,	PUNCT
american_scientific_journal-11239	250	11	e.	e.	PROPN
american_scientific_journal-11239	250	12	barrenechea	barrenechea	PROPN
american_scientific_journal-11239	250	13	,	,	PUNCT
american_scientific_journal-11239	250	14	h.	h.	PROPN
american_scientific_journal-11239	250	15	bustince	bustince	PROPN
american_scientific_journal-11239	250	16	,	,	PUNCT
american_scientific_journal-11239	250	17	f.	f.	PROPN
american_scientific_journal-11239	250	18	herrera	herrera	PROPN
american_scientific_journal-11239	250	19	,	,	PUNCT
american_scientific_journal-11239	250	20	“	"	PUNCT
american_scientific_journal-11239	250	21	a	a	DET
american_scientific_journal-11239	250	22	review	review	NOUN
american_scientific_journal-11239	250	23	on	on	ADP
american_scientific_journal-11239	250	24	ensembles	ensemble	NOUN
american_scientific_journal-11239	250	25	for	for	ADP
american_scientific_journal-11239	250	26	the	the	DET
american_scientific_journal-11239	250	27	class	class	NOUN
american_scientific_journal-11239	250	28	imbalance	imbalance	NOUN
american_scientific_journal-11239	250	29	problem	problem	NOUN
american_scientific_journal-11239	250	30	:	:	PUNCT
american_scientific_journal-11239	250	31	bagging-	bagging-	NUM
american_scientific_journal-11239	250	32	,	,	PUNCT
american_scientific_journal-11239	250	33	boosting-	boosting-	ADJ
american_scientific_journal-11239	250	34	,	,	PUNCT
american_scientific_journal-11239	250	35	and	and	CCONJ
american_scientific_journal-11239	250	36	hybrid	hybrid	NOUN
american_scientific_journal-11239	250	37	-	-	PUNCT
american_scientific_journal-11239	250	38	based	base	VERB
american_scientific_journal-11239	250	39	approaches	approach	NOUN
american_scientific_journal-11239	250	40	”	"	PUNCT
american_scientific_journal-11239	250	41	,	,	PUNCT
american_scientific_journal-11239	250	42	ieee	ieee	PROPN
american_scientific_journal-11239	250	43	trans	trans	PROPN
american_scientific_journal-11239	250	44	.	.	PUNCT
american_scientific_journal-11239	251	1	syst	syst	PROPN
american_scientific_journal-11239	251	2	.	.	PUNCT
american_scientific_journal-11239	252	1	man	man	PROPN
american_scientific_journal-11239	252	2	cybern	cybern	PROPN
american_scientific_journal-11239	252	3	.	.	PUNCT
american_scientific_journal-11239	253	1	–	–	PUNCT
american_scientific_journal-11239	253	2	part	part	NOUN
american_scientific_journal-11239	253	3	c	c	NOUN
american_scientific_journal-11239	253	4	,	,	PUNCT
american_scientific_journal-11239	253	5	42	42	NUM
american_scientific_journal-11239	253	6	(	(	PUNCT
american_scientific_journal-11239	253	7	4	4	NUM
american_scientific_journal-11239	253	8	)	)	PUNCT
american_scientific_journal-11239	253	9	,	,	PUNCT
american_scientific_journal-11239	253	10	463–484	463–484	NUM
american_scientific_journal-11239	253	11	,	,	PUNCT
american_scientific_journal-11239	253	12	2012	2012	NUM
american_scientific_journal-11239	253	13	[	[	X
american_scientific_journal-11239	253	14	2	2	NUM
american_scientific_journal-11239	253	15	]	]	PUNCT
american_scientific_journal-11239	253	16	c.	c.	PROPN
american_scientific_journal-11239	253	17	beyan	beyan	PROPN
american_scientific_journal-11239	253	18	and	and	CCONJ
american_scientific_journal-11239	253	19	r.	r.	PROPN
american_scientific_journal-11239	253	20	fisher	fisher	PROPN
american_scientific_journal-11239	253	21	,	,	PUNCT
american_scientific_journal-11239	253	22	“	"	PUNCT
american_scientific_journal-11239	253	23	classifying	classify	VERB
american_scientific_journal-11239	253	24	imbalanced	imbalanced	ADJ
american_scientific_journal-11239	253	25	data	data	NOUN
american_scientific_journal-11239	253	26	sets	set	NOUN
american_scientific_journal-11239	253	27	using	use	VERB
american_scientific_journal-11239	253	28	similarity	similarity	NOUN
american_scientific_journal-11239	253	29	-	-	PUNCT
american_scientific_journal-11239	253	30	based	base	VERB
american_scientific_journal-11239	253	31	hierarchical	hierarchical	ADJ
american_scientific_journal-11239	253	32	decomposition	decomposition	NOUN
american_scientific_journal-11239	253	33	,	,	PUNCT
american_scientific_journal-11239	253	34	”	"	PUNCT
american_scientific_journal-11239	253	35	pattern	pattern	NOUN
american_scientific_journal-11239	253	36	recognition	recognition	NOUN
american_scientific_journal-11239	253	37	,	,	PUNCT
american_scientific_journal-11239	253	38	vol	vol	NOUN
american_scientific_journal-11239	253	39	.	.	PROPN
american_scientific_journal-11239	254	1	48	48	NUM
american_scientific_journal-11239	254	2	,	,	PUNCT
american_scientific_journal-11239	254	3	no	no	INTJ
american_scientific_journal-11239	254	4	.	.	NOUN
american_scientific_journal-11239	254	5	5	5	NUM
american_scientific_journal-11239	254	6	,	,	PUNCT
american_scientific_journal-11239	254	7	pp	pp	ADJ
american_scientific_journal-11239	254	8	.	.	PUNCT
american_scientific_journal-11239	255	1	1653–1672	1653–1672	NUM
american_scientific_journal-11239	255	2	,	,	PUNCT
american_scientific_journal-11239	255	3	2015	2015	NUM
american_scientific_journal-11239	255	4	.	.	PUNCT
american_scientific_journal-11239	256	1	[	[	X
american_scientific_journal-11239	256	2	3	3	X
american_scientific_journal-11239	256	3	]	]	X
american_scientific_journal-11239	256	4	m.	m.	NOUN
american_scientific_journal-11239	256	5	galar	galar	NOUN
american_scientific_journal-11239	256	6	,	,	PUNCT
american_scientific_journal-11239	256	7	a.	a.	NOUN
american_scientific_journal-11239	256	8	fernandez	fernandez	PROPN
american_scientific_journal-11239	256	9	,	,	PUNCT
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american_scientific_journal-11239	256	12	,	,	PUNCT
american_scientific_journal-11239	256	13	h.	h.	PROPN
american_scientific_journal-11239	256	14	bustince	bustince	PROPN
american_scientific_journal-11239	256	15	,	,	PUNCT
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american_scientific_journal-11239	256	17	herrera	herrera	PROPN
american_scientific_journal-11239	256	18	,	,	PUNCT
american_scientific_journal-11239	256	19	a	a	DET
american_scientific_journal-11239	256	20	review	review	NOUN
american_scientific_journal-11239	256	21	on	on	ADP
american_scientific_journal-11239	256	22	ensembles	ensemble	NOUN
american_scientific_journal-11239	256	23	for	for	ADP
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american_scientific_journal-11239	256	25	class	class	NOUN
american_scientific_journal-11239	256	26	imbalance	imbalance	NOUN
american_scientific_journal-11239	256	27	problem	problem	NOUN
american_scientific_journal-11239	256	28	:	:	PUNCT
american_scientific_journal-11239	256	29	bagging-	bagging-	NUM
american_scientific_journal-11239	256	30	,	,	PUNCT
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american_scientific_journal-11239	256	32	,	,	PUNCT
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american_scientific_journal-11239	256	34	hybrid	hybrid	NOUN
american_scientific_journal-11239	256	35	-	-	PUNCT
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american_scientific_journal-11239	256	38	,	,	PUNCT
american_scientific_journal-11239	256	39	ieee	ieee	PROPN
american_scientific_journal-11239	256	40	trans	trans	PROPN
american_scientific_journal-11239	256	41	.	.	PUNCT
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american_scientific_journal-11239	257	2	.	.	PUNCT
american_scientific_journal-11239	258	1	man	man	PROPN
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american_scientific_journal-11239	258	3	.	.	PUNCT
american_scientific_journal-11239	259	1	–	–	PUNCT
american_scientific_journal-11239	259	2	part	part	NOUN
american_scientific_journal-11239	259	3	c	c	NOUN
american_scientific_journal-11239	259	4	42	42	NUM
american_scientific_journal-11239	259	5	(	(	PUNCT
american_scientific_journal-11239	259	6	4	4	NUM
american_scientific_journal-11239	259	7	)	)	PUNCT
american_scientific_journal-11239	259	8	(	(	PUNCT
american_scientific_journal-11239	259	9	2012	2012	NUM
american_scientific_journal-11239	259	10	)	)	PUNCT
american_scientific_journal-11239	260	1	463–484	463–484	NUM
american_scientific_journal-11239	260	2	.	.	PUNCT
american_scientific_journal-11239	261	1	[	[	X
american_scientific_journal-11239	261	2	4	4	NUM
american_scientific_journal-11239	261	3	]	]	X
american_scientific_journal-11239	261	4	n.	n.	PROPN
american_scientific_journal-11239	261	5	v.	v.	PROPN
american_scientific_journal-11239	261	6	chawla	chawla	PROPN
american_scientific_journal-11239	261	7	,	,	PUNCT
american_scientific_journal-11239	261	8	k.	k.	PROPN
american_scientific_journal-11239	261	9	w.	w.	PROPN
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american_scientific_journal-11239	261	11	,	,	PUNCT
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american_scientific_journal-11239	261	13	o.	o.	PROPN
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american_scientific_journal-11239	261	15	,	,	PUNCT
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american_scientific_journal-11239	261	17	w.	w.	PROPN
american_scientific_journal-11239	261	18	p.	p.	PROPN
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american_scientific_journal-11239	261	20	,	,	PUNCT
american_scientific_journal-11239	261	21	“	"	PUNCT
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american_scientific_journal-11239	261	23	:	:	PUNCT
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american_scientific_journal-11239	261	25	minority	minority	NOUN
american_scientific_journal-11239	261	26	overamerican	overamerican	ADJ
american_scientific_journal-11239	261	27	academic	academic	ADJ
american_scientific_journal-11239	261	28	scientific	scientific	ADJ
american_scientific_journal-11239	261	29	research	research	NOUN
american_scientific_journal-11239	261	30	journal	journal	NOUN
american_scientific_journal-11239	261	31	for	for	ADP
american_scientific_journal-11239	261	32	engineering	engineering	NOUN
american_scientific_journal-11239	261	33	,	,	PUNCT
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american_scientific_journal-11239	261	35	,	,	PUNCT
american_scientific_journal-11239	261	36	and	and	CCONJ
american_scientific_journal-11239	261	37	sciences	science	NOUN
american_scientific_journal-11239	261	38	(	(	PUNCT
american_scientific_journal-11239	261	39	asrjets	asrjet	NOUN
american_scientific_journal-11239	261	40	)	)	PUNCT
american_scientific_journal-11239	261	41	volume	volume	NOUN
american_scientific_journal-11239	261	42	101	101	NUM
american_scientific_journal-11239	261	43	,	,	PUNCT
american_scientific_journal-11239	261	44	no	no	DET
american_scientific_journal-11239	261	45	1	1	NUM
american_scientific_journal-11239	261	46	,	,	PUNCT
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american_scientific_journal-11239	261	48	138	138	NUM
american_scientific_journal-11239	261	49	-	-	SYM
american_scientific_journal-11239	261	50	160	160	NUM
american_scientific_journal-11239	261	51	160	160	NUM
american_scientific_journal-11239	261	52	sampling	sampling	NOUN
american_scientific_journal-11239	261	53	technique	technique	NOUN
american_scientific_journal-11239	261	54	,	,	PUNCT
american_scientific_journal-11239	261	55	”	"	PUNCT
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american_scientific_journal-11239	261	58	artificial	artificial	ADJ
american_scientific_journal-11239	261	59	intelligence	intelligence	NOUN
american_scientific_journal-11239	261	60	research	research	NOUN
american_scientific_journal-11239	261	61	,	,	PUNCT
american_scientific_journal-11239	261	62	vol	vol	NOUN
american_scientific_journal-11239	261	63	.	.	PROPN
american_scientific_journal-11239	261	64	16	16	NUM
american_scientific_journal-11239	261	65	,	,	PUNCT
american_scientific_journal-11239	261	66	pp	pp	ADJ
american_scientific_journal-11239	261	67	.	.	PUNCT
american_scientific_journal-11239	262	1	321–357	321–357	NUM
american_scientific_journal-11239	262	2	,	,	PUNCT
american_scientific_journal-11239	262	3	2002	2002	NUM
american_scientific_journal-11239	262	4	.	.	PUNCT
american_scientific_journal-11239	263	1	[	[	X
american_scientific_journal-11239	263	2	5	5	NUM
american_scientific_journal-11239	263	3	]	]	SYM
american_scientific_journal-11239	263	4	azhar	azhar	PROPN
american_scientific_journal-11239	263	5	,	,	PUNCT
american_scientific_journal-11239	263	6	n.a	n.a	PROPN
american_scientific_journal-11239	263	7	.	.	PROPN
american_scientific_journal-11239	263	8	,	,	PUNCT
american_scientific_journal-11239	263	9	m.s.m	m.s.m	PROPN
american_scientific_journal-11239	263	10	.	.	PROPN
american_scientific_journal-11239	263	11	pozi	pozi	PROPN
american_scientific_journal-11239	263	12	,	,	PUNCT
american_scientific_journal-11239	263	13	a.m.	a.m.	PROPN
american_scientific_journal-11239	263	14	din	din	PROPN
american_scientific_journal-11239	263	15	,	,	PUNCT
american_scientific_journal-11239	263	16	and	and	CCONJ
american_scientific_journal-11239	263	17	a.	a.	NOUN
american_scientific_journal-11239	263	18	jatowt	jatowt	PROPN
american_scientific_journal-11239	263	19	.	.	PUNCT
american_scientific_journal-11239	264	1	“	"	PUNCT
american_scientific_journal-11239	264	2	an	an	DET
american_scientific_journal-11239	264	3	investigation	investigation	NOUN
american_scientific_journal-11239	264	4	of	of	ADP
american_scientific_journal-11239	264	5	smote	smote	ADJ
american_scientific_journal-11239	264	6	based	base	VERB
american_scientific_journal-11239	264	7	methods	method	NOUN
american_scientific_journal-11239	264	8	for	for	ADP
american_scientific_journal-11239	264	9	imbalanced	imbalanced	ADJ
american_scientific_journal-11239	264	10	datasets	dataset	NOUN
american_scientific_journal-11239	264	11	with	with	ADP
american_scientific_journal-11239	264	12	data	datum	NOUN
american_scientific_journal-11239	264	13	complexity	complexity	NOUN
american_scientific_journal-11239	264	14	analysis	analysis	NOUN
american_scientific_journal-11239	264	15	.	.	PUNCT
american_scientific_journal-11239	264	16	”	"	PUNCT
american_scientific_journal-11239	265	1	ieee	ieee	NOUN
american_scientific_journal-11239	265	2	transactions	transaction	NOUN
american_scientific_journal-11239	265	3	on	on	ADP
american_scientific_journal-11239	265	4	knowledge	knowledge	NOUN
american_scientific_journal-11239	265	5	and	and	CCONJ
american_scientific_journal-11239	265	6	data	datum	NOUN
american_scientific_journal-11239	265	7	engineering	engineering	NOUN
american_scientific_journal-11239	265	8	,	,	PUNCT
american_scientific_journal-11239	265	9	knowledge	knowledge	NOUN
american_scientific_journal-11239	265	10	and	and	CCONJ
american_scientific_journal-11239	265	11	data	datum	NOUN
american_scientific_journal-11239	265	12	engineering	engineering	NOUN
american_scientific_journal-11239	265	13	,	,	PUNCT
american_scientific_journal-11239	265	14	ieee	ieee	NOUN
american_scientific_journal-11239	265	15	transactions	transaction	NOUN
american_scientific_journal-11239	265	16	on	on	ADP
american_scientific_journal-11239	265	17	,	,	PUNCT
american_scientific_journal-11239	265	18	ieee	ieee	PROPN
american_scientific_journal-11239	265	19	trans	trans	PROPN
american_scientific_journal-11239	265	20	.	.	PROPN
american_scientific_journal-11239	265	21	knowl	knowl	PROPN
american_scientific_journal-11239	265	22	.	.	PUNCT
american_scientific_journal-11239	266	1	data	datum	NOUN
american_scientific_journal-11239	266	2	eng	eng	PROPN
american_scientific_journal-11239	266	3	35	35	NUM
american_scientific_journal-11239	266	4	,	,	PUNCT
american_scientific_journal-11239	266	5	no	no	INTJ
american_scientific_journal-11239	266	6	.	.	NOUN
american_scientific_journal-11239	266	7	7	7	NUM
american_scientific_journal-11239	266	8	(	(	PUNCT
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american_scientific_journal-11239	266	10	1	1	NUM
american_scientific_journal-11239	266	11	,	,	PUNCT
american_scientific_journal-11239	266	12	2023	2023	NUM
american_scientific_journal-11239	266	13	):	):	PUNCT
american_scientific_journal-11239	266	14	6651–72	6651–72	NUM
american_scientific_journal-11239	266	15	.	.	PUNCT
american_scientific_journal-11239	267	1	doi:10.1109	doi:10.1109	ADJ
american_scientific_journal-11239	267	2	/	/	SYM
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american_scientific_journal-11239	267	4	.	.	PUNCT
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american_scientific_journal-11239	268	2	6	6	NUM
american_scientific_journal-11239	268	3	]	]	X
american_scientific_journal-11239	268	4	jason	jason	PROPN
american_scientific_journal-11239	268	5	van	van	PROPN
american_scientific_journal-11239	268	6	hulse	hulse	PROPN
american_scientific_journal-11239	268	7	,	,	PUNCT
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american_scientific_journal-11239	268	9	m	m	VERB
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american_scientific_journal-11239	268	11	,	,	PUNCT
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american_scientific_journal-11239	268	15	.	.	PUNCT
american_scientific_journal-11239	269	1	“	"	PUNCT
american_scientific_journal-11239	269	2	an	an	DET
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american_scientific_journal-11239	269	4	comparison	comparison	NOUN
american_scientific_journal-11239	269	5	of	of	ADP
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american_scientific_journal-11239	269	7	undersampling	undersampling	ADJ
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american_scientific_journal-11239	269	9	.	.	PUNCT
american_scientific_journal-11239	269	10	”	"	PUNCT
american_scientific_journal-11239	270	1	in	in	ADP
american_scientific_journal-11239	270	2	information	information	NOUN
american_scientific_journal-11239	270	3	reuse	reuse	NOUN
american_scientific_journal-11239	270	4	&	&	CCONJ
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american_scientific_journal-11239	270	6	,	,	PUNCT
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american_scientific_journal-11239	270	8	.	.	PUNCT
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american_scientific_journal-11239	271	2	.	.	PUNCT
american_scientific_journal-11239	272	1	ieee	ieee	PROPN
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american_scientific_journal-11239	272	4	on	on	ADP
american_scientific_journal-11239	272	5	,	,	PUNCT
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american_scientific_journal-11239	272	8	.	.	PUNCT
american_scientific_journal-11239	272	9	ieee	ieee	PROPN
american_scientific_journal-11239	272	10	,	,	PUNCT
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american_scientific_journal-11239	272	12	.	.	PUNCT
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american_scientific_journal-11239	273	2	7	7	NUM
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american_scientific_journal-11239	273	4	hasanin	hasanin	NOUN
american_scientific_journal-11239	273	5	,	,	PUNCT
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american_scientific_journal-11239	273	7	,	,	PUNCT
american_scientific_journal-11239	273	8	&	&	CCONJ
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american_scientific_journal-11239	273	10	,	,	PUNCT
american_scientific_journal-11239	273	11	t.	t.	PROPN
american_scientific_journal-11239	273	12	(	(	PUNCT
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american_scientific_journal-11239	273	14	)	)	PUNCT
american_scientific_journal-11239	273	15	.	.	PUNCT
american_scientific_journal-11239	274	1	“	"	PUNCT
american_scientific_journal-11239	274	2	the	the	DET
american_scientific_journal-11239	274	3	effects	effect	NOUN
american_scientific_journal-11239	274	4	of	of	ADP
american_scientific_journal-11239	274	5	random	random	ADJ
american_scientific_journal-11239	274	6	undersampling	undersample	VERB
american_scientific_journal-11239	274	7	with	with	ADP
american_scientific_journal-11239	274	8	simulated	simulated	ADJ
american_scientific_journal-11239	274	9	class	class	NOUN
american_scientific_journal-11239	274	10	imbalance	imbalance	NOUN
american_scientific_journal-11239	274	11	for	for	ADP
american_scientific_journal-11239	274	12	big	big	ADJ
american_scientific_journal-11239	274	13	data	datum	NOUN
american_scientific_journal-11239	274	14	.	.	PUNCT
american_scientific_journal-11239	274	15	”	"	PUNCT
american_scientific_journal-11239	275	1	2018	2018	NUM
american_scientific_journal-11239	275	2	ieee	ieee	NOUN
american_scientific_journal-11239	275	3	international	international	ADJ
american_scientific_journal-11239	275	4	conference	conference	NOUN
american_scientific_journal-11239	275	5	on	on	ADP
american_scientific_journal-11239	275	6	information	information	NOUN
american_scientific_journal-11239	275	7	reuse	reuse	NOUN
american_scientific_journal-11239	275	8	and	and	CCONJ
american_scientific_journal-11239	275	9	integration	integration	NOUN
american_scientific_journal-11239	275	10	(	(	PUNCT
american_scientific_journal-11239	275	11	iri	iri	NOUN
american_scientific_journal-11239	275	12	)	)	PUNCT
american_scientific_journal-11239	275	13	,	,	PUNCT
american_scientific_journal-11239	275	14	information	information	NOUN
american_scientific_journal-11239	275	15	reuse	reuse	NOUN
american_scientific_journal-11239	275	16	and	and	CCONJ
american_scientific_journal-11239	275	17	integration	integration	NOUN
american_scientific_journal-11239	275	18	(	(	PUNCT
american_scientific_journal-11239	275	19	iri	iri	NOUN
american_scientific_journal-11239	275	20	)	)	PUNCT
american_scientific_journal-11239	275	21	,	,	PUNCT
american_scientific_journal-11239	275	22	2018	2018	NUM
american_scientific_journal-11239	275	23	ieee	ieee	PROPN
american_scientific_journal-11239	275	24	international	international	ADJ
american_scientific_journal-11239	275	25	conference	conference	NOUN
american_scientific_journal-11239	275	26	on	on	ADP
american_scientific_journal-11239	275	27	,	,	PUNCT
american_scientific_journal-11239	275	28	iri	iri	NOUN
american_scientific_journal-11239	275	29	,	,	PUNCT
american_scientific_journal-11239	275	30	70–79	70–79	NOUN
american_scientific_journal-11239	275	31	.	.	PUNCT
american_scientific_journal-11239	276	1	https://icproxy.khas.edu.tr:2071/10.1109/iri.2018.00018	https://icproxy.khas.edu.tr:2071/10.1109/iri.2018.00018	NUM
american_scientific_journal-11239	276	2	[	[	X
american_scientific_journal-11239	276	3	8	8	NUM
american_scientific_journal-11239	276	4	]	]	X
american_scientific_journal-11239	276	5	c.	c.	PROPN
american_scientific_journal-11239	276	6	seiffert	seiffert	PROPN
american_scientific_journal-11239	276	7	,	,	PUNCT
american_scientific_journal-11239	276	8	t.	t.	PROPN
american_scientific_journal-11239	276	9	khoshgoftaar	khoshgoftaar	PROPN
american_scientific_journal-11239	276	10	,	,	PUNCT
american_scientific_journal-11239	276	11	j.	j.	PROPN
american_scientific_journal-11239	276	12	van	van	PROPN
american_scientific_journal-11239	276	13	hulse	hulse	PROPN
american_scientific_journal-11239	276	14	,	,	PUNCT
american_scientific_journal-11239	276	15	a.	a.	PROPN
american_scientific_journal-11239	276	16	napolitano	napolitano	PROPN
american_scientific_journal-11239	276	17	,	,	PUNCT
american_scientific_journal-11239	276	18	“	"	PUNCT
american_scientific_journal-11239	276	19	rusboost	rusboost	NOUN
american_scientific_journal-11239	276	20	:	:	PUNCT
american_scientific_journal-11239	276	21	a	a	DET
american_scientific_journal-11239	276	22	hybrid	hybrid	ADJ
american_scientific_journal-11239	276	23	approach	approach	NOUN
american_scientific_journal-11239	276	24	to	to	ADP
american_scientific_journal-11239	276	25	alleviating	alleviate	VERB
american_scientific_journal-11239	276	26	class	class	NOUN
american_scientific_journal-11239	276	27	imbalance	imbalance	NOUN
american_scientific_journal-11239	276	28	”	"	PUNCT
american_scientific_journal-11239	276	29	,	,	PUNCT
american_scientific_journal-11239	276	30	ieee	ieee	PROPN
american_scientific_journal-11239	276	31	trans	trans	PROPN
american_scientific_journal-11239	276	32	.	.	PUNCT
american_scientific_journal-11239	277	1	syst	syst	PROPN
american_scientific_journal-11239	277	2	.	.	PUNCT
american_scientific_journal-11239	278	1	man	man	PROPN
american_scientific_journal-11239	278	2	cybern	cybern	PROPN
american_scientific_journal-11239	278	3	.	.	PUNCT
american_scientific_journal-11239	279	1	–	–	PUNCT
american_scientific_journal-11239	279	2	part	part	NOUN
american_scientific_journal-11239	279	3	a	a	DET
american_scientific_journal-11239	279	4	40	40	NUM
american_scientific_journal-11239	279	5	(	(	PUNCT
american_scientific_journal-11239	279	6	1	1	NUM
american_scientific_journal-11239	279	7	)	)	PUNCT
american_scientific_journal-11239	279	8	,	,	PUNCT
american_scientific_journal-11239	279	9	185–197	185–197	NUM
american_scientific_journal-11239	279	10	,	,	PUNCT
american_scientific_journal-11239	279	11	2010	2010	NUM
american_scientific_journal-11239	280	1	[	[	X
american_scientific_journal-11239	280	2	9	9	NUM
american_scientific_journal-11239	280	3	]	]	X
american_scientific_journal-11239	280	4	r.	r.	PROPN
american_scientific_journal-11239	280	5	barandela	barandela	PROPN
american_scientific_journal-11239	280	6	,	,	PUNCT
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american_scientific_journal-11239	280	8	.	.	PROPN
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american_scientific_journal-11239	280	10	,	,	PUNCT
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american_scientific_journal-11239	280	12	.	.	PROPN
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american_scientific_journal-11239	280	14	,	,	PUNCT
american_scientific_journal-11239	280	15	“	"	PUNCT
american_scientific_journal-11239	280	16	new	new	ADJ
american_scientific_journal-11239	280	17	applications	application	NOUN
american_scientific_journal-11239	280	18	of	of	ADP
american_scientific_journal-11239	280	19	ensembles	ensemble	NOUN
american_scientific_journal-11239	280	20	of	of	ADP
american_scientific_journal-11239	280	21	classifiers	classifier	NOUN
american_scientific_journal-11239	280	22	”	"	PUNCT
american_scientific_journal-11239	280	23	,	,	PUNCT
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american_scientific_journal-11239	280	26	.	.	PUNCT
american_scientific_journal-11239	280	27	,	,	PUNCT
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american_scientific_journal-11239	280	29	.	.	PROPN
american_scientific_journal-11239	280	30	6	6	NUM
american_scientific_journal-11239	280	31	,	,	PUNCT
american_scientific_journal-11239	280	32	245–256	245–256	NUM
american_scientific_journal-11239	280	33	,	,	PUNCT
american_scientific_journal-11239	280	34	2003	2003	NUM
american_scientific_journal-11239	280	35	.	.	PUNCT
american_scientific_journal-11239	281	1	[	[	X
american_scientific_journal-11239	281	2	10	10	NUM
american_scientific_journal-11239	281	3	]	]	PUNCT
american_scientific_journal-11239	281	4	k.	k.	PROPN
american_scientific_journal-11239	281	5	randhawa	randhawa	PROPN
american_scientific_journal-11239	281	6	,	,	PUNCT
american_scientific_journal-11239	281	7	c.	c.	PROPN
american_scientific_journal-11239	281	8	k.	k.	PROPN
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american_scientific_journal-11239	281	10	,	,	PUNCT
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american_scientific_journal-11239	281	13	,	,	PUNCT
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american_scientific_journal-11239	281	15	p.	p.	PROPN
american_scientific_journal-11239	281	16	lim	lim	PROPN
american_scientific_journal-11239	281	17	,	,	PUNCT
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american_scientific_journal-11239	281	19	a.	a.	PROPN
american_scientific_journal-11239	281	20	k.	k.	PROPN
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american_scientific_journal-11239	281	22	,	,	PUNCT
american_scientific_journal-11239	281	23	“	"	PUNCT
american_scientific_journal-11239	281	24	credit	credit	NOUN
american_scientific_journal-11239	281	25	card	card	NOUN
american_scientific_journal-11239	281	26	fraud	fraud	NOUN
american_scientific_journal-11239	281	27	detection	detection	NOUN
american_scientific_journal-11239	281	28	using	use	VERB
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american_scientific_journal-11239	281	30	and	and	CCONJ
american_scientific_journal-11239	281	31	majority	majority	NOUN
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american_scientific_journal-11239	281	33	”	"	PUNCT
american_scientific_journal-11239	281	34	,	,	PUNCT
american_scientific_journal-11239	281	35	ieee	ieee	NOUN
american_scientific_journal-11239	281	36	access	access	NOUN
american_scientific_journal-11239	281	37	,	,	PUNCT
american_scientific_journal-11239	281	38	vol	vol	NOUN
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american_scientific_journal-11239	282	1	6	6	NUM
american_scientific_journal-11239	282	2	,	,	PUNCT
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american_scientific_journal-11239	282	4	.	.	PUNCT
american_scientific_journal-11239	283	1	14277–14284	14277–14284	NUM
american_scientific_journal-11239	283	2	,	,	PUNCT
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american_scientific_journal-11239	283	4	.	.	PUNCT
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american_scientific_journal-11239	284	6	and	and	CCONJ
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american_scientific_journal-11239	284	9	,	,	PUNCT
american_scientific_journal-11239	284	10	“	"	PUNCT
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american_scientific_journal-11239	284	14	card	card	NOUN
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american_scientific_journal-11239	284	16	detection	detection	NOUN
american_scientific_journal-11239	284	17	:	:	PUNCT
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american_scientific_journal-11239	284	24	,	,	PUNCT
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american_scientific_journal-11239	284	28	,	,	PUNCT
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american_scientific_journal-11239	284	30	.	.	PROPN
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american_scientific_journal-11239	285	2	,	,	PUNCT
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american_scientific_journal-11239	285	4	.	.	PUNCT
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american_scientific_journal-11239	286	2	,	,	PUNCT
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american_scientific_journal-11239	286	4	.	.	PUNCT
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american_scientific_journal-11239	287	33	:	:	PUNCT
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american_scientific_journal-11239	288	13	,	,	PUNCT
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american_scientific_journal-11239	289	2	,	,	PUNCT
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american_scientific_journal-11239	289	4	.	.	PUNCT
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american_scientific_journal-11239	290	5	,	,	PUNCT
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american_scientific_journal-11239	290	8	.	.	PUNCT
american_scientific_journal-11239	290	9	,	,	PUNCT
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american_scientific_journal-11239	290	11	,	,	PUNCT
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american_scientific_journal-11239	290	14	.	.	PUNCT
american_scientific_journal-11239	290	15	,	,	PUNCT
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american_scientific_journal-11239	290	17	,	,	PUNCT
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american_scientific_journal-11239	291	7	,	,	PUNCT
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american_scientific_journal-11239	291	9	,	,	PUNCT
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american_scientific_journal-11239	291	11	,	,	PUNCT
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american_scientific_journal-11239	291	13	,	,	PUNCT
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american_scientific_journal-11239	291	15	.	.	PROPN
american_scientific_journal-11239	291	16	,	,	PUNCT
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american_scientific_journal-11239	291	19	,	,	PUNCT
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american_scientific_journal-11239	294	17	.	.	PUNCT
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american_scientific_journal-11239	295	5	,	,	PUNCT
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american_scientific_journal-11239	295	7	,	,	PUNCT
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american_scientific_journal-11239	295	9	,	,	PUNCT
american_scientific_journal-11239	295	10	a.	a.	PROPN
american_scientific_journal-11239	295	11	s.	s.	PROPN
american_scientific_journal-11239	295	12	carpanali	carpanali	PROPN
american_scientific_journal-11239	295	13	,	,	PUNCT
american_scientific_journal-11239	295	14	h.	h.	PROPN
american_scientific_journal-11239	295	15	,	,	PUNCT
american_scientific_journal-11239	295	16	ozmen	ozmen	PROPN
american_scientific_journal-11239	295	17	,	,	PUNCT
american_scientific_journal-11239	295	18	t	t	PROPN
american_scientific_journal-11239	295	19	,	,	PUNCT
american_scientific_journal-11239	295	20	tosun	tosun	NOUN
american_scientific_journal-11239	295	21	,	,	PUNCT
american_scientific_journal-11239	295	22	a	a	DET
american_scientific_journal-11239	295	23	.	.	PUNCT
american_scientific_journal-11239	295	24	,	,	PUNCT
american_scientific_journal-11239	295	25	cakar	cakar	PROPN
american_scientific_journal-11239	295	26	,	,	PUNCT
american_scientific_journal-11239	295	27	k.	k.	PROPN
american_scientific_journal-11239	295	28	(	(	PUNCT
american_scientific_journal-11239	295	29	2023	2023	NUM
american_scientific_journal-11239	295	30	)	)	PUNCT
american_scientific_journal-11239	295	31	detection	detection	NOUN
american_scientific_journal-11239	295	32	of	of	ADP
american_scientific_journal-11239	295	33	rare	rare	ADJ
american_scientific_journal-11239	295	34	events	event	NOUN
american_scientific_journal-11239	295	35	:	:	PUNCT
american_scientific_journal-11239	295	36	cluster	cluster	NOUN
american_scientific_journal-11239	295	37	based	base	VERB
american_scientific_journal-11239	295	38	preprocessing	preprocessing	NOUN
american_scientific_journal-11239	295	39	of	of	ADP
american_scientific_journal-11239	295	40	the	the	DET
american_scientific_journal-11239	295	41	training	training	NOUN
american_scientific_journal-11239	295	42	set	set	NOUN
american_scientific_journal-11239	295	43	:	:	PUNCT
american_scientific_journal-11239	295	44	the	the	DET
american_scientific_journal-11239	295	45	case	case	NOUN
american_scientific_journal-11239	295	46	on	on	ADP
american_scientific_journal-11239	295	47	complaints	complaint	NOUN
american_scientific_journal-11239	295	48	for	for	ADP
american_scientific_journal-11239	295	49	invoice	invoice	NOUN
american_scientific_journal-11239	295	50	time	time	NOUN
american_scientific_journal-11239	295	51	series	series	PROPN