id	sid	tid	token	lemma	pos
american_scientific_journal-9700	1	1	188	188	NUM
american_scientific_journal-9700	1	2	american	american	ADJ
american_scientific_journal-9700	1	3	academic	academic	ADJ
american_scientific_journal-9700	1	4	scientific	scientific	ADJ
american_scientific_journal-9700	1	5	research	research	NOUN
american_scientific_journal-9700	1	6	journal	journal	NOUN
american_scientific_journal-9700	1	7	for	for	ADP
american_scientific_journal-9700	1	8	engineering	engineering	NOUN
american_scientific_journal-9700	1	9	,	,	PUNCT
american_scientific_journal-9700	1	10	technology	technology	NOUN
american_scientific_journal-9700	1	11	,	,	PUNCT
american_scientific_journal-9700	1	12	and	and	CCONJ
american_scientific_journal-9700	1	13	sciences	sciences	PROPN
american_scientific_journal-9700	1	14	issn	issn	PROPN
american_scientific_journal-9700	1	15	(	(	PUNCT
american_scientific_journal-9700	1	16	print	print	NOUN
american_scientific_journal-9700	1	17	)	)	PUNCT
american_scientific_journal-9700	1	18	2313	2313	NUM
american_scientific_journal-9700	1	19	-	-	SYM
american_scientific_journal-9700	1	20	4410	4410	NUM
american_scientific_journal-9700	1	21	,	,	PUNCT
american_scientific_journal-9700	1	22	issn	issn	PROPN
american_scientific_journal-9700	1	23	(	(	PUNCT
american_scientific_journal-9700	1	24	online	online	ADJ
american_scientific_journal-9700	1	25	)	)	PUNCT
american_scientific_journal-9700	1	26	2313	2313	NUM
american_scientific_journal-9700	1	27	-	-	SYM
american_scientific_journal-9700	1	28	4402	4402	NUM
american_scientific_journal-9700	1	29	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-9700	1	30	detection	detection	NOUN
american_scientific_journal-9700	1	31	of	of	ADP
american_scientific_journal-9700	1	32	rare	rare	ADJ
american_scientific_journal-9700	1	33	events	event	NOUN
american_scientific_journal-9700	1	34	:	:	PUNCT
american_scientific_journal-9700	1	35	cluster	cluster	NOUN
american_scientific_journal-9700	1	36	based	base	VERB
american_scientific_journal-9700	1	37	preprocessing	preprocessing	NOUN
american_scientific_journal-9700	1	38	of	of	ADP
american_scientific_journal-9700	1	39	the	the	DET
american_scientific_journal-9700	1	40	training	training	NOUN
american_scientific_journal-9700	1	41	set	set	NOUN
american_scientific_journal-9700	1	42	:	:	PUNCT
american_scientific_journal-9700	1	43	the	the	DET
american_scientific_journal-9700	1	44	case	case	NOUN
american_scientific_journal-9700	1	45	on	on	ADP
american_scientific_journal-9700	1	46	complaints	complaint	NOUN
american_scientific_journal-9700	1	47	for	for	ADP
american_scientific_journal-9700	1	48	invoice	invoice	NOUN
american_scientific_journal-9700	1	49	time	time	NOUN
american_scientific_journal-9700	1	50	series	series	PROPN
american_scientific_journal-9700	1	51	huseyin	huseyin	PROPN
american_scientific_journal-9700	1	52	carpanali	carpanali	VERB
american_scientific_journal-9700	1	53	a	a	PROPN
american_scientific_journal-9700	1	54	*	*	PROPN
american_scientific_journal-9700	1	55	,	,	PUNCT
american_scientific_journal-9700	1	56	ayse	ayse	PROPN
american_scientific_journal-9700	1	57	humeyra	humeyra	PROPN
american_scientific_journal-9700	1	58	bilge	bilge	PROPN
american_scientific_journal-9700	1	59	b	b	PROPN
american_scientific_journal-9700	1	60	,	,	PUNCT
american_scientific_journal-9700	1	61	arif	arif	PROPN
american_scientific_journal-9700	1	62	selcuk	selcuk	PROPN
american_scientific_journal-9700	1	63	ogrenci	ogrenci	PROPN
american_scientific_journal-9700	1	64	c	c	PROPN
american_scientific_journal-9700	1	65	,	,	PUNCT
american_scientific_journal-9700	1	66	tarkan	tarkan	PROPN
american_scientific_journal-9700	1	67	ozmen	ozmen	PROPN
american_scientific_journal-9700	1	68	d	d	PROPN
american_scientific_journal-9700	1	69	,	,	PUNCT
american_scientific_journal-9700	1	70	ayse	ayse	PROPN
american_scientific_journal-9700	1	71	tosun	tosun	PROPN
american_scientific_journal-9700	1	72	e	e	PROPN
american_scientific_journal-9700	1	73	,	,	PUNCT
american_scientific_journal-9700	1	74	kubra	kubra	NOUN
american_scientific_journal-9700	1	75	cakar	cakar	PROPN
american_scientific_journal-9700	1	76	f	f	PROPN
american_scientific_journal-9700	1	77	a	a	DET
american_scientific_journal-9700	1	78	,	,	PUNCT
american_scientific_journal-9700	1	79	b	b	NOUN
american_scientific_journal-9700	1	80	,	,	PUNCT
american_scientific_journal-9700	1	81	c	c	NOUN
american_scientific_journal-9700	1	82	,	,	PUNCT
american_scientific_journal-9700	1	83	d	d	NOUN
american_scientific_journal-9700	1	84	,	,	PUNCT
american_scientific_journal-9700	1	85	e	e	NOUN
american_scientific_journal-9700	1	86	,	,	PUNCT
american_scientific_journal-9700	1	87	fkadir	fkadir	PROPN
american_scientific_journal-9700	1	88	has	have	VERB
american_scientific_journal-9700	1	89	university	university	NOUN
american_scientific_journal-9700	1	90	,	,	PUNCT
american_scientific_journal-9700	1	91	istanbul	istanbul	PROPN
american_scientific_journal-9700	1	92	34083	34083	NUM
american_scientific_journal-9700	1	93	,	,	PUNCT
american_scientific_journal-9700	1	94	turkey	turkey	NOUN
american_scientific_journal-9700	1	95	aemail	aemail	NOUN
american_scientific_journal-9700	1	96	:	:	PUNCT
american_scientific_journal-9700	1	97	huseyin.carpanali@khas.edu.tr	huseyin.carpanali@khas.edu.tr	PROPN
american_scientific_journal-9700	1	98	,	,	PUNCT
american_scientific_journal-9700	1	99	bemail	bemail	NOUN
american_scientific_journal-9700	1	100	:	:	PUNCT
american_scientific_journal-9700	1	101	ayse.bilge@khas.edu.tr	ayse.bilge@khas.edu.tr	NOUN
american_scientific_journal-9700	1	102	,	,	PUNCT
american_scientific_journal-9700	1	103	cemail	cemail	NOUN
american_scientific_journal-9700	1	104	:	:	PUNCT
american_scientific_journal-9700	1	105	ogrenci@khas.edu.tr	ogrenci@khas.edu.tr	PROPN
american_scientific_journal-9700	1	106	d	d	PROPN
american_scientific_journal-9700	1	107	email	email	NOUN
american_scientific_journal-9700	1	108	:	:	PUNCT
american_scientific_journal-9700	1	109	tarkan.ozmen@gmail.com	tarkan.ozmen@gmail.com	X
american_scientific_journal-9700	1	110	,	,	PUNCT
american_scientific_journal-9700	1	111	eemail	eemail	NOUN
american_scientific_journal-9700	1	112	:	:	PUNCT
american_scientific_journal-9700	1	113	aysetosun2018@gmail.com	aysetosun2018@gmail.com	NOUN
american_scientific_journal-9700	1	114	,	,	PUNCT
american_scientific_journal-9700	1	115	femail	femail	NOUN
american_scientific_journal-9700	1	116	:	:	PUNCT
american_scientific_journal-9700	1	117	kc.kubracakar@gmail.com	kc.kubracakar@gmail.com	PROPN
american_scientific_journal-9700	1	118	abstract	abstract	ADJ
american_scientific_journal-9700	1	119	detection	detection	NOUN
american_scientific_journal-9700	1	120	of	of	ADP
american_scientific_journal-9700	1	121	rare	rare	ADJ
american_scientific_journal-9700	1	122	events	event	NOUN
american_scientific_journal-9700	1	123	is	be	AUX
american_scientific_journal-9700	1	124	a	a	DET
american_scientific_journal-9700	1	125	major	major	ADJ
american_scientific_journal-9700	1	126	problem	problem	NOUN
american_scientific_journal-9700	1	127	when	when	SCONJ
american_scientific_journal-9700	1	128	dealing	deal	VERB
american_scientific_journal-9700	1	129	with	with	ADP
american_scientific_journal-9700	1	130	unbalanced	unbalanced	ADJ
american_scientific_journal-9700	1	131	data	datum	NOUN
american_scientific_journal-9700	1	132	.	.	PUNCT
american_scientific_journal-9700	2	1	in	in	ADP
american_scientific_journal-9700	2	2	the	the	DET
american_scientific_journal-9700	2	3	application	application	NOUN
american_scientific_journal-9700	2	4	of	of	ADP
american_scientific_journal-9700	2	5	machine	machine	NOUN
american_scientific_journal-9700	2	6	learning	learning	NOUN
american_scientific_journal-9700	2	7	tools	tool	NOUN
american_scientific_journal-9700	2	8	,	,	PUNCT
american_scientific_journal-9700	2	9	data	datum	NOUN
american_scientific_journal-9700	2	10	is	be	AUX
american_scientific_journal-9700	2	11	split	split	VERB
american_scientific_journal-9700	2	12	into	into	ADP
american_scientific_journal-9700	2	13	training	training	NOUN
american_scientific_journal-9700	2	14	and	and	CCONJ
american_scientific_journal-9700	2	15	test	test	NOUN
american_scientific_journal-9700	2	16	samples	sample	NOUN
american_scientific_journal-9700	2	17	and	and	CCONJ
american_scientific_journal-9700	2	18	preprocessing	preprocessing	NOUN
american_scientific_journal-9700	2	19	is	be	AUX
american_scientific_journal-9700	2	20	applied	apply	VERB
american_scientific_journal-9700	2	21	to	to	ADP
american_scientific_journal-9700	2	22	the	the	DET
american_scientific_journal-9700	2	23	training	training	NOUN
american_scientific_journal-9700	2	24	set	set	NOUN
american_scientific_journal-9700	2	25	,	,	PUNCT
american_scientific_journal-9700	2	26	with	with	ADP
american_scientific_journal-9700	2	27	the	the	DET
american_scientific_journal-9700	2	28	aim	aim	NOUN
american_scientific_journal-9700	2	29	of	of	ADP
american_scientific_journal-9700	2	30	obtaining	obtain	VERB
american_scientific_journal-9700	2	31	a	a	DET
american_scientific_journal-9700	2	32	more	more	ADV
american_scientific_journal-9700	2	33	balanced	balanced	ADJ
american_scientific_journal-9700	2	34	sample	sample	NOUN
american_scientific_journal-9700	2	35	.	.	PUNCT
american_scientific_journal-9700	3	1	in	in	ADP
american_scientific_journal-9700	3	2	this	this	DET
american_scientific_journal-9700	3	3	paper	paper	NOUN
american_scientific_journal-9700	3	4	we	we	PRON
american_scientific_journal-9700	3	5	discuss	discuss	VERB
american_scientific_journal-9700	3	6	preprocessing	preprocessing	NOUN
american_scientific_journal-9700	3	7	methods	method	NOUN
american_scientific_journal-9700	3	8	applied	apply	VERB
american_scientific_journal-9700	3	9	to	to	ADP
american_scientific_journal-9700	3	10	heterogenous	heterogenous	ADJ
american_scientific_journal-9700	3	11	data	datum	NOUN
american_scientific_journal-9700	3	12	clustered	cluster	VERB
american_scientific_journal-9700	3	13	with	with	ADP
american_scientific_journal-9700	3	14	respect	respect	NOUN
american_scientific_journal-9700	3	15	to	to	ADP
american_scientific_journal-9700	3	16	expected	expect	VERB
american_scientific_journal-9700	3	17	anomaly	anomaly	NOUN
american_scientific_journal-9700	3	18	types	type	NOUN
american_scientific_journal-9700	3	19	.	.	PUNCT
american_scientific_journal-9700	4	1	we	we	PRON
american_scientific_journal-9700	4	2	propose	propose	VERB
american_scientific_journal-9700	4	3	a	a	DET
american_scientific_journal-9700	4	4	method	method	NOUN
american_scientific_journal-9700	4	5	for	for	ADP
american_scientific_journal-9700	4	6	deciding	decide	VERB
american_scientific_journal-9700	4	7	on	on	ADP
american_scientific_journal-9700	4	8	oversampling	oversample	VERB
american_scientific_journal-9700	4	9	and	and	CCONJ
american_scientific_journal-9700	4	10	under	under	ADV
american_scientific_journal-9700	4	11	-	-	PUNCT
american_scientific_journal-9700	4	12	sampling	sampling	NOUN
american_scientific_journal-9700	4	13	from	from	ADP
american_scientific_journal-9700	4	14	each	each	DET
american_scientific_journal-9700	4	15	cluster	cluster	NOUN
american_scientific_journal-9700	4	16	,	,	PUNCT
american_scientific_journal-9700	4	17	based	base	VERB
american_scientific_journal-9700	4	18	on	on	ADP
american_scientific_journal-9700	4	19	the	the	DET
american_scientific_journal-9700	4	20	variability	variability	NOUN
american_scientific_journal-9700	4	21	of	of	ADP
american_scientific_journal-9700	4	22	the	the	DET
american_scientific_journal-9700	4	23	items	item	NOUN
american_scientific_journal-9700	4	24	in	in	ADP
american_scientific_journal-9700	4	25	each	each	DET
american_scientific_journal-9700	4	26	cluster	cluster	NOUN
american_scientific_journal-9700	4	27	,	,	PUNCT
american_scientific_journal-9700	4	28	using	use	VERB
american_scientific_journal-9700	4	29	principal	principal	ADJ
american_scientific_journal-9700	4	30	component	component	NOUN
american_scientific_journal-9700	4	31	analysis	analysis	NOUN
american_scientific_journal-9700	4	32	.	.	PUNCT
american_scientific_journal-9700	5	1	the	the	DET
american_scientific_journal-9700	5	2	method	method	NOUN
american_scientific_journal-9700	5	3	is	be	AUX
american_scientific_journal-9700	5	4	applied	apply	VERB
american_scientific_journal-9700	5	5	to	to	ADP
american_scientific_journal-9700	5	6	the	the	DET
american_scientific_journal-9700	5	7	problem	problem	NOUN
american_scientific_journal-9700	5	8	of	of	ADP
american_scientific_journal-9700	5	9	detecting	detect	VERB
american_scientific_journal-9700	5	10	anomalies	anomaly	NOUN
american_scientific_journal-9700	5	11	in	in	ADP
american_scientific_journal-9700	5	12	a	a	DET
american_scientific_journal-9700	5	13	time	time	NOUN
american_scientific_journal-9700	5	14	series	series	NOUN
american_scientific_journal-9700	5	15	invoices	invoice	NOUN
american_scientific_journal-9700	5	16	,	,	PUNCT
american_scientific_journal-9700	5	17	with	with	ADP
american_scientific_journal-9700	5	18	an	an	DET
american_scientific_journal-9700	5	19	average	average	ADJ
american_scientific_journal-9700	5	20	rate	rate	NOUN
american_scientific_journal-9700	5	21	of	of	ADP
american_scientific_journal-9700	5	22	complaints	complaint	NOUN
american_scientific_journal-9700	5	23	of	of	ADP
american_scientific_journal-9700	5	24	orders	order	NOUN
american_scientific_journal-9700	5	25	10	10	NUM
american_scientific_journal-9700	5	26	-	-	SYM
american_scientific_journal-9700	5	27	4	4	NUM
american_scientific_journal-9700	5	28	.	.	PUNCT
american_scientific_journal-9700	6	1	keywords	keyword	NOUN
american_scientific_journal-9700	6	2	:	:	PUNCT
american_scientific_journal-9700	6	3	unbalanced	unbalanced	ADJ
american_scientific_journal-9700	6	4	data	datum	NOUN
american_scientific_journal-9700	6	5	;	;	PUNCT
american_scientific_journal-9700	6	6	majority	majority	NOUN
american_scientific_journal-9700	6	7	class	class	NOUN
american_scientific_journal-9700	6	8	;	;	PUNCT
american_scientific_journal-9700	6	9	hierarchical	hierarchical	ADJ
american_scientific_journal-9700	6	10	clustering	clustering	NOUN
american_scientific_journal-9700	6	11	;	;	PUNCT
american_scientific_journal-9700	6	12	heuristics	heuristic	NOUN
american_scientific_journal-9700	6	13	.	.	PUNCT
american_scientific_journal-9700	7	1	1	1	X
american_scientific_journal-9700	7	2	.	.	X
american_scientific_journal-9700	7	3	introduction	introduction	NOUN
american_scientific_journal-9700	7	4	in	in	ADP
american_scientific_journal-9700	7	5	many	many	ADJ
american_scientific_journal-9700	7	6	instances	instance	NOUN
american_scientific_journal-9700	7	7	rare	rare	ADJ
american_scientific_journal-9700	7	8	events	event	NOUN
american_scientific_journal-9700	7	9	have	have	VERB
american_scientific_journal-9700	7	10	serious	serious	ADJ
american_scientific_journal-9700	7	11	consequences	consequence	NOUN
american_scientific_journal-9700	7	12	.	.	PUNCT
american_scientific_journal-9700	8	1	for	for	ADP
american_scientific_journal-9700	8	2	example	example	NOUN
american_scientific_journal-9700	8	3	,	,	PUNCT
american_scientific_journal-9700	8	4	rare	rare	ADJ
american_scientific_journal-9700	8	5	diseases	disease	NOUN
american_scientific_journal-9700	8	6	are	be	AUX
american_scientific_journal-9700	8	7	usually	usually	ADV
american_scientific_journal-9700	8	8	deadly	deadly	ADJ
american_scientific_journal-9700	8	9	,	,	PUNCT
american_scientific_journal-9700	8	10	and	and	CCONJ
american_scientific_journal-9700	8	11	credit	credit	NOUN
american_scientific_journal-9700	8	12	card	card	NOUN
american_scientific_journal-9700	8	13	frauds	fraud	NOUN
american_scientific_journal-9700	8	14	are	be	AUX
american_scientific_journal-9700	8	15	rare	rare	ADJ
american_scientific_journal-9700	8	16	but	but	CCONJ
american_scientific_journal-9700	8	17	costly	costly	ADJ
american_scientific_journal-9700	8	18	.	.	PUNCT
american_scientific_journal-9700	9	1	the	the	DET
american_scientific_journal-9700	9	2	problem	problem	NOUN
american_scientific_journal-9700	9	3	of	of	ADP
american_scientific_journal-9700	9	4	detecting	detect	VERB
american_scientific_journal-9700	9	5	rare	rare	ADJ
american_scientific_journal-9700	9	6	events	event	NOUN
american_scientific_journal-9700	9	7	is	be	AUX
american_scientific_journal-9700	9	8	a	a	DET
american_scientific_journal-9700	9	9	binary	binary	ADJ
american_scientific_journal-9700	9	10	classification	classification	NOUN
american_scientific_journal-9700	9	11	problem	problem	NOUN
american_scientific_journal-9700	9	12	;	;	PUNCT
american_scientific_journal-9700	9	13	the	the	DET
american_scientific_journal-9700	9	14	population	population	NOUN
american_scientific_journal-9700	9	15	consists	consist	VERB
american_scientific_journal-9700	9	16	of	of	ADP
american_scientific_journal-9700	9	17	two	two	NUM
american_scientific_journal-9700	9	18	groups	group	NOUN
american_scientific_journal-9700	9	19	,	,	PUNCT
american_scientific_journal-9700	9	20	the	the	DET
american_scientific_journal-9700	9	21	rare	rare	ADJ
american_scientific_journal-9700	9	22	events	event	NOUN
american_scientific_journal-9700	9	23	,	,	PUNCT
american_scientific_journal-9700	9	24	denoted	denote	VERB
american_scientific_journal-9700	9	25	as	as	ADP
american_scientific_journal-9700	9	26	“	"	PUNCT
american_scientific_journal-9700	9	27	positive	positive	ADJ
american_scientific_journal-9700	9	28	”	"	PUNCT
american_scientific_journal-9700	9	29	cases	case	NOUN
american_scientific_journal-9700	9	30	that	that	PRON
american_scientific_journal-9700	9	31	constitute	constitute	VERB
american_scientific_journal-9700	9	32	the	the	DET
american_scientific_journal-9700	9	33	“	"	PUNCT
american_scientific_journal-9700	9	34	minority	minority	NOUN
american_scientific_journal-9700	9	35	”	"	PUNCT
american_scientific_journal-9700	9	36	group	group	NOUN
american_scientific_journal-9700	9	37	and	and	CCONJ
american_scientific_journal-9700	9	38	“	"	PUNCT
american_scientific_journal-9700	9	39	negative	negative	ADJ
american_scientific_journal-9700	9	40	”	"	PUNCT
american_scientific_journal-9700	9	41	cases	case	NOUN
american_scientific_journal-9700	9	42	that	that	PRON
american_scientific_journal-9700	9	43	constitute	constitute	VERB
american_scientific_journal-9700	9	44	the	the	DET
american_scientific_journal-9700	9	45	“	"	PUNCT
american_scientific_journal-9700	9	46	majority	majority	NOUN
american_scientific_journal-9700	9	47	”	"	PUNCT
american_scientific_journal-9700	9	48	group	group	NOUN
american_scientific_journal-9700	9	49	.	.	PUNCT
american_scientific_journal-9700	10	1	various	various	ADJ
american_scientific_journal-9700	10	2	machine	machine	NOUN
american_scientific_journal-9700	10	3	learning	learn	VERB
american_scientific_journal-9700	10	4	techniques	technique	NOUN
american_scientific_journal-9700	10	5	can	can	AUX
american_scientific_journal-9700	10	6	be	be	AUX
american_scientific_journal-9700	10	7	applied	apply	VERB
american_scientific_journal-9700	10	8	to	to	ADP
american_scientific_journal-9700	10	9	the	the	DET
american_scientific_journal-9700	10	10	binary	binary	ADJ
american_scientific_journal-9700	10	11	classification	classification	NOUN
american_scientific_journal-9700	10	12	problem	problem	NOUN
american_scientific_journal-9700	10	13	,	,	PUNCT
american_scientific_journal-9700	10	14	resulting	result	VERB
american_scientific_journal-9700	10	15	in	in	ADP
american_scientific_journal-9700	10	16	either	either	CCONJ
american_scientific_journal-9700	10	17	correct	correct	ADJ
american_scientific_journal-9700	10	18	or	or	CCONJ
american_scientific_journal-9700	10	19	incorrect	incorrect	ADJ
american_scientific_journal-9700	10	20	identification	identification	NOUN
american_scientific_journal-9700	10	21	of	of	ADP
american_scientific_journal-9700	10	22	the	the	DET
american_scientific_journal-9700	10	23	group	group	NOUN
american_scientific_journal-9700	10	24	an	an	DET
american_scientific_journal-9700	10	25	individual	individual	NOUN
american_scientific_journal-9700	10	26	belongs	belong	VERB
american_scientific_journal-9700	10	27	to	to	ADP
american_scientific_journal-9700	10	28	.	.	PUNCT
american_scientific_journal-9700	11	1	as	as	ADP
american_scientific_journal-9700	11	2	a	a	DET
american_scientific_journal-9700	11	3	result	result	NOUN
american_scientific_journal-9700	11	4	,	,	PUNCT
american_scientific_journal-9700	11	5	one	one	PRON
american_scientific_journal-9700	11	6	has	have	VERB
american_scientific_journal-9700	11	7	four	four	NUM
american_scientific_journal-9700	11	8	groups	group	NOUN
american_scientific_journal-9700	11	9	,	,	PUNCT
american_scientific_journal-9700	11	10	consisting	consist	VERB
american_scientific_journal-9700	11	11	of	of	ADP
american_scientific_journal-9700	11	12	“	"	PUNCT
american_scientific_journal-9700	11	13	true	true	ADJ
american_scientific_journal-9700	11	14	-	-	PUNCT
american_scientific_journal-9700	11	15	positive	positive	ADJ
american_scientific_journal-9700	11	16	”	"	PUNCT
american_scientific_journal-9700	11	17	,	,	PUNCT
american_scientific_journal-9700	11	18	“	"	PUNCT
american_scientific_journal-9700	11	19	true	true	ADJ
american_scientific_journal-9700	11	20	-	-	PUNCT
american_scientific_journal-9700	11	21	negative	negative	ADJ
american_scientific_journal-9700	11	22	”	"	PUNCT
american_scientific_journal-9700	11	23	,	,	PUNCT
american_scientific_journal-9700	11	24	“	"	PUNCT
american_scientific_journal-9700	11	25	false	false	ADJ
american_scientific_journal-9700	11	26	-	-	PUNCT
american_scientific_journal-9700	11	27	positive	positive	ADJ
american_scientific_journal-9700	11	28	”	"	PUNCT
american_scientific_journal-9700	11	29	and	and	CCONJ
american_scientific_journal-9700	11	30	“	"	PUNCT
american_scientific_journal-9700	11	31	false	false	ADJ
american_scientific_journal-9700	11	32	-	-	PUNCT
american_scientific_journal-9700	11	33	negative	negative	ADJ
american_scientific_journal-9700	11	34	”	"	PUNCT
american_scientific_journal-9700	11	35	cases	case	NOUN
american_scientific_journal-9700	11	36	.	.	PUNCT
american_scientific_journal-9700	12	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-9700	12	2	received	receive	VERB
american_scientific_journal-9700	12	3	:	:	PUNCT
american_scientific_journal-9700	12	4	1/19/2024	1/19/2024	NUM
american_scientific_journal-9700	12	5	accepted	accept	VERB
american_scientific_journal-9700	12	6	:	:	PUNCT
american_scientific_journal-9700	12	7	3/19/2024	3/19/2024	NUM
american_scientific_journal-9700	12	8	published	publish	VERB
american_scientific_journal-9700	12	9	:	:	PUNCT
american_scientific_journal-9700	12	10	3/29/2024	3/29/2024	NUM
american_scientific_journal-9700	12	11	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-9700	12	12	*	*	PUNCT
american_scientific_journal-9700	12	13	corresponding	correspond	VERB
american_scientific_journal-9700	12	14	author	author	NOUN
american_scientific_journal-9700	12	15	.	.	PUNCT
american_scientific_journal-9700	13	1	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	PROPN
american_scientific_journal-9700	13	2	mailto:tarkan.ozmen@gmail.com	mailto:tarkan.ozmen@gmail.com	PROPN
american_scientific_journal-9700	13	3	mailto:aysetosun2018@gmail.com	mailto:aysetosun2018@gmail.com	PROPN
american_scientific_journal-9700	13	4	mailto:aysetosun2018@gmail.com	mailto:aysetosun2018@gmail.com	PROPN
american_scientific_journal-9700	13	5	american	american	PROPN
american_scientific_journal-9700	13	6	academic	academic	ADJ
american_scientific_journal-9700	13	7	scientific	scientific	ADJ
american_scientific_journal-9700	13	8	research	research	NOUN
american_scientific_journal-9700	13	9	journal	journal	NOUN
american_scientific_journal-9700	13	10	for	for	ADP
american_scientific_journal-9700	13	11	engineering	engineering	NOUN
american_scientific_journal-9700	13	12	,	,	PUNCT
american_scientific_journal-9700	13	13	technology	technology	NOUN
american_scientific_journal-9700	13	14	,	,	PUNCT
american_scientific_journal-9700	13	15	and	and	CCONJ
american_scientific_journal-9700	13	16	sciences	science	NOUN
american_scientific_journal-9700	13	17	(	(	PUNCT
american_scientific_journal-9700	13	18	asrjets	asrjet	NOUN
american_scientific_journal-9700	13	19	)	)	PUNCT
american_scientific_journal-9700	13	20	volume	volume	NOUN
american_scientific_journal-9700	13	21	97	97	NUM
american_scientific_journal-9700	13	22	,	,	PUNCT
american_scientific_journal-9700	13	23	no	no	DET
american_scientific_journal-9700	13	24	1	1	NUM
american_scientific_journal-9700	13	25	,	,	PUNCT
american_scientific_journal-9700	13	26	pp	pp	ADV
american_scientific_journal-9700	13	27	188	188	NUM
american_scientific_journal-9700	13	28	-	-	SYM
american_scientific_journal-9700	13	29	202	202	NUM
american_scientific_journal-9700	13	30	189	189	NUM
american_scientific_journal-9700	13	31	the	the	DET
american_scientific_journal-9700	13	32	performance	performance	NOUN
american_scientific_journal-9700	13	33	of	of	ADP
american_scientific_journal-9700	13	34	the	the	DET
american_scientific_journal-9700	13	35	machine	machine	NOUN
american_scientific_journal-9700	13	36	learning	learn	VERB
american_scientific_journal-9700	13	37	algorithm	algorithm	NOUN
american_scientific_journal-9700	13	38	is	be	AUX
american_scientific_journal-9700	13	39	measured	measure	VERB
american_scientific_journal-9700	13	40	by	by	ADP
american_scientific_journal-9700	13	41	“	"	PUNCT
american_scientific_journal-9700	13	42	sensitivity	sensitivity	NOUN
american_scientific_journal-9700	13	43	”	"	PUNCT
american_scientific_journal-9700	13	44	which	which	PRON
american_scientific_journal-9700	13	45	is	be	AUX
american_scientific_journal-9700	13	46	the	the	DET
american_scientific_journal-9700	13	47	ratio	ratio	NOUN
american_scientific_journal-9700	13	48	of	of	ADP
american_scientific_journal-9700	13	49	the	the	DET
american_scientific_journal-9700	13	50	number	number	NOUN
american_scientific_journal-9700	13	51	of	of	ADP
american_scientific_journal-9700	13	52	“	"	PUNCT
american_scientific_journal-9700	13	53	true	true	ADJ
american_scientific_journal-9700	13	54	-	-	PUNCT
american_scientific_journal-9700	13	55	positive	positive	ADJ
american_scientific_journal-9700	13	56	”	"	PUNCT
american_scientific_journal-9700	13	57	cases	case	NOUN
american_scientific_journal-9700	13	58	to	to	ADP
american_scientific_journal-9700	13	59	the	the	DET
american_scientific_journal-9700	13	60	total	total	ADJ
american_scientific_journal-9700	13	61	number	number	NOUN
american_scientific_journal-9700	13	62	of	of	ADP
american_scientific_journal-9700	13	63	“	"	PUNCT
american_scientific_journal-9700	13	64	positive	positive	ADJ
american_scientific_journal-9700	13	65	”	"	PUNCT
american_scientific_journal-9700	13	66	cases	case	NOUN
american_scientific_journal-9700	13	67	and	and	CCONJ
american_scientific_journal-9700	13	68	,	,	PUNCT
american_scientific_journal-9700	13	69	by	by	ADP
american_scientific_journal-9700	13	70	“	"	PUNCT
american_scientific_journal-9700	13	71	specificity	specificity	NOUN
american_scientific_journal-9700	13	72	”	"	PUNCT
american_scientific_journal-9700	13	73	which	which	PRON
american_scientific_journal-9700	13	74	is	be	AUX
american_scientific_journal-9700	13	75	the	the	DET
american_scientific_journal-9700	13	76	ratio	ratio	NOUN
american_scientific_journal-9700	13	77	of	of	ADP
american_scientific_journal-9700	13	78	the	the	DET
american_scientific_journal-9700	13	79	number	number	NOUN
american_scientific_journal-9700	13	80	of	of	ADP
american_scientific_journal-9700	13	81	“	"	PUNCT
american_scientific_journal-9700	13	82	true	true	ADJ
american_scientific_journal-9700	13	83	-	-	PUNCT
american_scientific_journal-9700	13	84	negative	negative	ADJ
american_scientific_journal-9700	13	85	”	"	PUNCT
american_scientific_journal-9700	13	86	cases	case	NOUN
american_scientific_journal-9700	13	87	to	to	ADP
american_scientific_journal-9700	13	88	total	total	ADJ
american_scientific_journal-9700	13	89	number	number	NOUN
american_scientific_journal-9700	13	90	of	of	ADP
american_scientific_journal-9700	13	91	“	"	PUNCT
american_scientific_journal-9700	13	92	negative	negative	ADJ
american_scientific_journal-9700	13	93	”	"	PUNCT
american_scientific_journal-9700	13	94	cases	case	NOUN
american_scientific_journal-9700	13	95	.	.	PUNCT
american_scientific_journal-9700	14	1	the	the	DET
american_scientific_journal-9700	14	2	principle	principle	NOUN
american_scientific_journal-9700	14	3	of	of	ADP
american_scientific_journal-9700	14	4	machine	machine	NOUN
american_scientific_journal-9700	14	5	learning	learn	VERB
american_scientific_journal-9700	14	6	algorithms	algorithm	NOUN
american_scientific_journal-9700	14	7	is	be	AUX
american_scientific_journal-9700	14	8	to	to	PART
american_scientific_journal-9700	14	9	“	"	PUNCT
american_scientific_journal-9700	14	10	train	train	VERB
american_scientific_journal-9700	14	11	”	"	PUNCT
american_scientific_journal-9700	14	12	the	the	DET
american_scientific_journal-9700	14	13	algorithm	algorithm	NOUN
american_scientific_journal-9700	14	14	on	on	ADP
american_scientific_journal-9700	14	15	a	a	DET
american_scientific_journal-9700	14	16	sample	sample	NOUN
american_scientific_journal-9700	14	17	consisting	consist	VERB
american_scientific_journal-9700	14	18	of	of	ADP
american_scientific_journal-9700	14	19	items	item	NOUN
american_scientific_journal-9700	14	20	with	with	ADP
american_scientific_journal-9700	14	21	known	know	VERB
american_scientific_journal-9700	14	22	characteristics	characteristic	NOUN
american_scientific_journal-9700	14	23	.	.	PUNCT
american_scientific_journal-9700	15	1	intuitively	intuitively	ADV
american_scientific_journal-9700	15	2	,	,	PUNCT
american_scientific_journal-9700	15	3	for	for	ADP
american_scientific_journal-9700	15	4	“	"	PUNCT
american_scientific_journal-9700	15	5	successful	successful	ADJ
american_scientific_journal-9700	15	6	learning	learning	NOUN
american_scientific_journal-9700	15	7	”	"	PUNCT
american_scientific_journal-9700	15	8	,	,	PUNCT
american_scientific_journal-9700	15	9	the	the	DET
american_scientific_journal-9700	15	10	algorithm	algorithm	NOUN
american_scientific_journal-9700	15	11	has	have	VERB
american_scientific_journal-9700	15	12	to	to	PART
american_scientific_journal-9700	15	13	be	be	AUX
american_scientific_journal-9700	15	14	trained	train	VERB
american_scientific_journal-9700	15	15	with	with	ADP
american_scientific_journal-9700	15	16	a	a	DET
american_scientific_journal-9700	15	17	sufficient	sufficient	ADJ
american_scientific_journal-9700	15	18	number	number	NOUN
american_scientific_journal-9700	15	19	of	of	ADP
american_scientific_journal-9700	15	20	examples	example	NOUN
american_scientific_journal-9700	15	21	of	of	ADP
american_scientific_journal-9700	15	22	positive	positive	ADJ
american_scientific_journal-9700	15	23	and	and	CCONJ
american_scientific_journal-9700	15	24	negative	negative	ADJ
american_scientific_journal-9700	15	25	items	item	NOUN
american_scientific_journal-9700	15	26	.	.	PUNCT
american_scientific_journal-9700	16	1	in	in	ADP
american_scientific_journal-9700	16	2	the	the	DET
american_scientific_journal-9700	16	3	case	case	NOUN
american_scientific_journal-9700	16	4	of	of	ADP
american_scientific_journal-9700	16	5	the	the	DET
american_scientific_journal-9700	16	6	detection	detection	NOUN
american_scientific_journal-9700	16	7	of	of	ADP
american_scientific_journal-9700	16	8	rare	rare	ADJ
american_scientific_journal-9700	16	9	events	event	NOUN
american_scientific_journal-9700	16	10	,	,	PUNCT
american_scientific_journal-9700	16	11	the	the	DET
american_scientific_journal-9700	16	12	number	number	NOUN
american_scientific_journal-9700	16	13	of	of	ADP
american_scientific_journal-9700	16	14	positive	positive	ADJ
american_scientific_journal-9700	16	15	items	item	NOUN
american_scientific_journal-9700	16	16	may	may	AUX
american_scientific_journal-9700	16	17	not	not	PART
american_scientific_journal-9700	16	18	be	be	AUX
american_scientific_journal-9700	16	19	adequate	adequate	ADJ
american_scientific_journal-9700	16	20	for	for	ADP
american_scientific_journal-9700	16	21	efficient	efficient	ADJ
american_scientific_journal-9700	16	22	learning	learning	NOUN
american_scientific_journal-9700	16	23	and	and	CCONJ
american_scientific_journal-9700	16	24	“	"	PUNCT
american_scientific_journal-9700	16	25	oversampling	oversampling	NOUN
american_scientific_journal-9700	16	26	”	"	PUNCT
american_scientific_journal-9700	16	27	of	of	ADP
american_scientific_journal-9700	16	28	the	the	DET
american_scientific_journal-9700	16	29	minority	minority	NOUN
american_scientific_journal-9700	16	30	class	class	NOUN
american_scientific_journal-9700	16	31	in	in	ADP
american_scientific_journal-9700	16	32	the	the	DET
american_scientific_journal-9700	16	33	training	training	NOUN
american_scientific_journal-9700	16	34	set	set	NOUN
american_scientific_journal-9700	16	35	,	,	PUNCT
american_scientific_journal-9700	16	36	may	may	AUX
american_scientific_journal-9700	16	37	be	be	AUX
american_scientific_journal-9700	16	38	used	use	VERB
american_scientific_journal-9700	16	39	to	to	PART
american_scientific_journal-9700	16	40	increase	increase	VERB
american_scientific_journal-9700	16	41	the	the	DET
american_scientific_journal-9700	16	42	performance	performance	NOUN
american_scientific_journal-9700	16	43	of	of	ADP
american_scientific_journal-9700	16	44	the	the	DET
american_scientific_journal-9700	16	45	algorithm	algorithm	NOUN
american_scientific_journal-9700	16	46	.	.	PUNCT
american_scientific_journal-9700	17	1	in	in	ADP
american_scientific_journal-9700	17	2	this	this	DET
american_scientific_journal-9700	17	3	respect	respect	NOUN
american_scientific_journal-9700	17	4	,	,	PUNCT
american_scientific_journal-9700	17	5	oversampling	oversample	VERB
american_scientific_journal-9700	17	6	is	be	AUX
american_scientific_journal-9700	17	7	the	the	DET
american_scientific_journal-9700	17	8	generation	generation	NOUN
american_scientific_journal-9700	17	9	of	of	ADP
american_scientific_journal-9700	17	10	new	new	ADJ
american_scientific_journal-9700	17	11	,	,	PUNCT
american_scientific_journal-9700	17	12	“	"	PUNCT
american_scientific_journal-9700	17	13	synthetic	synthetic	ADJ
american_scientific_journal-9700	17	14	”	"	PUNCT
american_scientific_journal-9700	17	15	items	item	NOUN
american_scientific_journal-9700	17	16	that	that	PRON
american_scientific_journal-9700	17	17	have	have	VERB
american_scientific_journal-9700	17	18	the	the	DET
american_scientific_journal-9700	17	19	same	same	ADJ
american_scientific_journal-9700	17	20	characteristics	characteristic	NOUN
american_scientific_journal-9700	17	21	as	as	ADP
american_scientific_journal-9700	17	22	the	the	DET
american_scientific_journal-9700	17	23	items	item	NOUN
american_scientific_journal-9700	17	24	in	in	ADP
american_scientific_journal-9700	17	25	the	the	DET
american_scientific_journal-9700	17	26	minority	minority	NOUN
american_scientific_journal-9700	17	27	class	class	NOUN
american_scientific_journal-9700	17	28	.	.	PUNCT
american_scientific_journal-9700	18	1	the	the	DET
american_scientific_journal-9700	18	2	smote	smote	ADJ
american_scientific_journal-9700	18	3	algorithm	algorithm	NOUN
american_scientific_journal-9700	18	4	is	be	AUX
american_scientific_journal-9700	18	5	such	such	DET
american_scientific_journal-9700	18	6	an	an	DET
american_scientific_journal-9700	18	7	example	example	NOUN
american_scientific_journal-9700	18	8	that	that	PRON
american_scientific_journal-9700	18	9	has	have	AUX
american_scientific_journal-9700	18	10	proved	prove	VERB
american_scientific_journal-9700	18	11	to	to	PART
american_scientific_journal-9700	18	12	be	be	AUX
american_scientific_journal-9700	18	13	useful	useful	ADJ
american_scientific_journal-9700	18	14	in	in	ADP
american_scientific_journal-9700	18	15	many	many	ADJ
american_scientific_journal-9700	18	16	applications	application	NOUN
american_scientific_journal-9700	18	17	.	.	PUNCT
american_scientific_journal-9700	19	1	if	if	SCONJ
american_scientific_journal-9700	19	2	the	the	DET
american_scientific_journal-9700	19	3	ratio	ratio	NOUN
american_scientific_journal-9700	19	4	of	of	ADP
american_scientific_journal-9700	19	5	the	the	DET
american_scientific_journal-9700	19	6	number	number	NOUN
american_scientific_journal-9700	19	7	of	of	ADP
american_scientific_journal-9700	19	8	items	item	NOUN
american_scientific_journal-9700	19	9	in	in	ADP
american_scientific_journal-9700	19	10	the	the	DET
american_scientific_journal-9700	19	11	minority	minority	NOUN
american_scientific_journal-9700	19	12	class	class	NOUN
american_scientific_journal-9700	19	13	to	to	ADP
american_scientific_journal-9700	19	14	the	the	DET
american_scientific_journal-9700	19	15	number	number	NOUN
american_scientific_journal-9700	19	16	of	of	ADP
american_scientific_journal-9700	19	17	items	item	NOUN
american_scientific_journal-9700	19	18	in	in	ADP
american_scientific_journal-9700	19	19	the	the	DET
american_scientific_journal-9700	19	20	majority	majority	NOUN
american_scientific_journal-9700	19	21	class	class	NOUN
american_scientific_journal-9700	19	22	is	be	AUX
american_scientific_journal-9700	19	23	too	too	ADV
american_scientific_journal-9700	19	24	low	low	ADJ
american_scientific_journal-9700	19	25	,	,	PUNCT
american_scientific_journal-9700	19	26	oversampling	oversampling	NOUN
american_scientific_journal-9700	19	27	of	of	ADP
american_scientific_journal-9700	19	28	the	the	DET
american_scientific_journal-9700	19	29	minority	minority	NOUN
american_scientific_journal-9700	19	30	class	class	NOUN
american_scientific_journal-9700	19	31	may	may	AUX
american_scientific_journal-9700	19	32	be	be	AUX
american_scientific_journal-9700	19	33	insufficient	insufficient	ADJ
american_scientific_journal-9700	19	34	to	to	PART
american_scientific_journal-9700	19	35	lead	lead	VERB
american_scientific_journal-9700	19	36	to	to	ADP
american_scientific_journal-9700	19	37	a	a	DET
american_scientific_journal-9700	19	38	reasonably	reasonably	ADV
american_scientific_journal-9700	19	39	balanced	balanced	ADJ
american_scientific_journal-9700	19	40	training	training	NOUN
american_scientific_journal-9700	19	41	set	set	NOUN
american_scientific_journal-9700	19	42	.	.	PUNCT
american_scientific_journal-9700	20	1	in	in	ADP
american_scientific_journal-9700	20	2	that	that	DET
american_scientific_journal-9700	20	3	case	case	NOUN
american_scientific_journal-9700	20	4	,	,	PUNCT
american_scientific_journal-9700	20	5	under	under	ADV
american_scientific_journal-9700	20	6	-	-	PUNCT
american_scientific_journal-9700	20	7	sampling	sampling	NOUN
american_scientific_journal-9700	20	8	of	of	ADP
american_scientific_journal-9700	20	9	the	the	DET
american_scientific_journal-9700	20	10	majority	majority	NOUN
american_scientific_journal-9700	20	11	class	class	NOUN
american_scientific_journal-9700	20	12	in	in	ADP
american_scientific_journal-9700	20	13	the	the	DET
american_scientific_journal-9700	20	14	training	training	NOUN
american_scientific_journal-9700	20	15	set	set	NOUN
american_scientific_journal-9700	20	16	can	can	AUX
american_scientific_journal-9700	20	17	be	be	AUX
american_scientific_journal-9700	20	18	used	use	VERB
american_scientific_journal-9700	20	19	to	to	PART
american_scientific_journal-9700	20	20	increase	increase	VERB
american_scientific_journal-9700	20	21	the	the	DET
american_scientific_journal-9700	20	22	balance	balance	NOUN
american_scientific_journal-9700	20	23	.	.	PUNCT
american_scientific_journal-9700	21	1	random	random	ADJ
american_scientific_journal-9700	21	2	undersampling	undersampling	NOUN
american_scientific_journal-9700	21	3	is	be	AUX
american_scientific_journal-9700	21	4	commonly	commonly	ADV
american_scientific_journal-9700	21	5	used	use	VERB
american_scientific_journal-9700	21	6	and	and	CCONJ
american_scientific_journal-9700	21	7	gives	give	VERB
american_scientific_journal-9700	21	8	quite	quite	ADV
american_scientific_journal-9700	21	9	successful	successful	ADJ
american_scientific_journal-9700	21	10	results	result	NOUN
american_scientific_journal-9700	21	11	.	.	PUNCT
american_scientific_journal-9700	22	1	in	in	ADP
american_scientific_journal-9700	22	2	fact	fact	NOUN
american_scientific_journal-9700	22	3	,	,	PUNCT
american_scientific_journal-9700	22	4	if	if	SCONJ
american_scientific_journal-9700	22	5	the	the	DET
american_scientific_journal-9700	22	6	majority	majority	NOUN
american_scientific_journal-9700	22	7	class	class	NOUN
american_scientific_journal-9700	22	8	is	be	AUX
american_scientific_journal-9700	22	9	homogeneous	homogeneous	ADJ
american_scientific_journal-9700	22	10	,	,	PUNCT
american_scientific_journal-9700	22	11	random	random	ADJ
american_scientific_journal-9700	22	12	under	under	NOUN
american_scientific_journal-9700	22	13	-	-	PUNCT
american_scientific_journal-9700	22	14	sampling	sampling	NOUN
american_scientific_journal-9700	22	15	is	be	AUX
american_scientific_journal-9700	22	16	intuitively	intuitively	ADV
american_scientific_journal-9700	22	17	reasonable	reasonable	ADJ
american_scientific_journal-9700	22	18	.	.	PUNCT
american_scientific_journal-9700	23	1	in	in	ADP
american_scientific_journal-9700	23	2	the	the	DET
american_scientific_journal-9700	23	3	present	present	ADJ
american_scientific_journal-9700	23	4	work	work	NOUN
american_scientific_journal-9700	23	5	we	we	PRON
american_scientific_journal-9700	23	6	discuss	discuss	VERB
american_scientific_journal-9700	23	7	the	the	DET
american_scientific_journal-9700	23	8	under	under	NOUN
american_scientific_journal-9700	23	9	-	-	PUNCT
american_scientific_journal-9700	23	10	sampling	sampling	NOUN
american_scientific_journal-9700	23	11	of	of	ADP
american_scientific_journal-9700	23	12	majority	majority	NOUN
american_scientific_journal-9700	23	13	classes	class	NOUN
american_scientific_journal-9700	23	14	that	that	PRON
american_scientific_journal-9700	23	15	display	display	VERB
american_scientific_journal-9700	23	16	heterogenous	heterogenous	ADJ
american_scientific_journal-9700	23	17	characteristics	characteristic	NOUN
american_scientific_journal-9700	23	18	.	.	PUNCT
american_scientific_journal-9700	24	1	in	in	ADP
american_scientific_journal-9700	24	2	the	the	DET
american_scientific_journal-9700	24	3	case	case	NOUN
american_scientific_journal-9700	24	4	of	of	ADP
american_scientific_journal-9700	24	5	heterogeneous	heterogeneous	ADJ
american_scientific_journal-9700	24	6	data	datum	NOUN
american_scientific_journal-9700	24	7	,	,	PUNCT
american_scientific_journal-9700	24	8	samples	sample	NOUN
american_scientific_journal-9700	24	9	are	be	AUX
american_scientific_journal-9700	24	10	first	first	ADV
american_scientific_journal-9700	24	11	clustered	cluster	VERB
american_scientific_journal-9700	24	12	into	into	ADP
american_scientific_journal-9700	24	13	homogeneous	homogeneous	ADJ
american_scientific_journal-9700	24	14	subsets	subset	NOUN
american_scientific_journal-9700	24	15	,	,	PUNCT
american_scientific_journal-9700	24	16	with	with	ADP
american_scientific_journal-9700	24	17	respect	respect	NOUN
american_scientific_journal-9700	24	18	to	to	ADP
american_scientific_journal-9700	24	19	the	the	DET
american_scientific_journal-9700	24	20	event	event	NOUN
american_scientific_journal-9700	24	21	that	that	PRON
american_scientific_journal-9700	24	22	is	be	AUX
american_scientific_journal-9700	24	23	aimed	aim	VERB
american_scientific_journal-9700	24	24	to	to	PART
american_scientific_journal-9700	24	25	be	be	AUX
american_scientific_journal-9700	24	26	detected	detect	VERB
american_scientific_journal-9700	24	27	.	.	PUNCT
american_scientific_journal-9700	25	1	if	if	SCONJ
american_scientific_journal-9700	25	2	the	the	DET
american_scientific_journal-9700	25	3	items	item	NOUN
american_scientific_journal-9700	25	4	in	in	ADP
american_scientific_journal-9700	25	5	a	a	DET
american_scientific_journal-9700	25	6	cluster	cluster	NOUN
american_scientific_journal-9700	25	7	are	be	AUX
american_scientific_journal-9700	25	8	similar	similar	ADJ
american_scientific_journal-9700	25	9	to	to	ADP
american_scientific_journal-9700	25	10	each	each	DET
american_scientific_journal-9700	25	11	other	other	ADJ
american_scientific_journal-9700	25	12	,	,	PUNCT
american_scientific_journal-9700	25	13	i.e.	i.e.	X
american_scientific_journal-9700	25	14	,	,	PUNCT
american_scientific_journal-9700	25	15	the	the	DET
american_scientific_journal-9700	25	16	variance	variance	NOUN
american_scientific_journal-9700	25	17	of	of	ADP
american_scientific_journal-9700	25	18	the	the	DET
american_scientific_journal-9700	25	19	set	set	NOUN
american_scientific_journal-9700	25	20	is	be	AUX
american_scientific_journal-9700	25	21	low	low	ADJ
american_scientific_journal-9700	25	22	,	,	PUNCT
american_scientific_journal-9700	25	23	then	then	ADV
american_scientific_journal-9700	25	24	random	random	ADJ
american_scientific_journal-9700	25	25	under	under	NOUN
american_scientific_journal-9700	25	26	-	-	PUNCT
american_scientific_journal-9700	25	27	sampling	sampling	NOUN
american_scientific_journal-9700	25	28	is	be	AUX
american_scientific_journal-9700	25	29	applied	apply	VERB
american_scientific_journal-9700	25	30	.	.	PUNCT
american_scientific_journal-9700	26	1	on	on	ADP
american_scientific_journal-9700	26	2	the	the	DET
american_scientific_journal-9700	26	3	other	other	ADJ
american_scientific_journal-9700	26	4	hand	hand	NOUN
american_scientific_journal-9700	26	5	,	,	PUNCT
american_scientific_journal-9700	26	6	if	if	SCONJ
american_scientific_journal-9700	26	7	the	the	DET
american_scientific_journal-9700	26	8	cluster	cluster	NOUN
american_scientific_journal-9700	26	9	has	have	VERB
american_scientific_journal-9700	26	10	high	high	ADJ
american_scientific_journal-9700	26	11	variance	variance	NOUN
american_scientific_journal-9700	26	12	,	,	PUNCT
american_scientific_journal-9700	26	13	under	under	ADP
american_scientific_journal-9700	26	14	-	-	PUNCT
american_scientific_journal-9700	26	15	sampling	sampling	NOUN
american_scientific_journal-9700	26	16	should	should	AUX
american_scientific_journal-9700	26	17	be	be	AUX
american_scientific_journal-9700	26	18	avoided	avoid	VERB
american_scientific_journal-9700	26	19	.	.	PUNCT
american_scientific_journal-9700	27	1	finally	finally	ADV
american_scientific_journal-9700	27	2	,	,	PUNCT
american_scientific_journal-9700	27	3	if	if	SCONJ
american_scientific_journal-9700	27	4	a	a	DET
american_scientific_journal-9700	27	5	cluster	cluster	NOUN
american_scientific_journal-9700	27	6	has	have	VERB
american_scientific_journal-9700	27	7	too	too	ADV
american_scientific_journal-9700	27	8	few	few	ADJ
american_scientific_journal-9700	27	9	elements	element	NOUN
american_scientific_journal-9700	27	10	,	,	PUNCT
american_scientific_journal-9700	27	11	then	then	ADV
american_scientific_journal-9700	27	12	oversampling	oversample	VERB
american_scientific_journal-9700	27	13	can	can	AUX
american_scientific_journal-9700	27	14	be	be	AUX
american_scientific_journal-9700	27	15	applied	apply	VERB
american_scientific_journal-9700	27	16	.	.	PUNCT
american_scientific_journal-9700	28	1	the	the	DET
american_scientific_journal-9700	28	2	method	method	NOUN
american_scientific_journal-9700	28	3	we	we	PRON
american_scientific_journal-9700	28	4	propose	propose	VERB
american_scientific_journal-9700	28	5	is	be	AUX
american_scientific_journal-9700	28	6	applied	apply	VERB
american_scientific_journal-9700	28	7	to	to	ADP
american_scientific_journal-9700	28	8	the	the	DET
american_scientific_journal-9700	28	9	case	case	NOUN
american_scientific_journal-9700	28	10	of	of	ADP
american_scientific_journal-9700	28	11	the	the	DET
american_scientific_journal-9700	28	12	detection	detection	NOUN
american_scientific_journal-9700	28	13	of	of	ADP
american_scientific_journal-9700	28	14	customer	customer	NOUN
american_scientific_journal-9700	28	15	complaints	complaint	NOUN
american_scientific_journal-9700	28	16	to	to	ADP
american_scientific_journal-9700	28	17	monthly	monthly	ADJ
american_scientific_journal-9700	28	18	invoices	invoice	NOUN
american_scientific_journal-9700	28	19	of	of	ADP
american_scientific_journal-9700	28	20	a	a	DET
american_scientific_journal-9700	28	21	major	major	ADJ
american_scientific_journal-9700	28	22	telecommunication	telecommunication	NOUN
american_scientific_journal-9700	28	23	company	company	NOUN
american_scientific_journal-9700	28	24	.	.	PUNCT
american_scientific_journal-9700	29	1	the	the	DET
american_scientific_journal-9700	29	2	company	company	NOUN
american_scientific_journal-9700	29	3	's	's	PART
american_scientific_journal-9700	29	4	customers	customer	NOUN
american_scientific_journal-9700	29	5	are	be	AUX
american_scientific_journal-9700	29	6	divided	divide	VERB
american_scientific_journal-9700	29	7	into	into	ADP
american_scientific_journal-9700	29	8	two	two	NUM
american_scientific_journal-9700	29	9	categories	category	NOUN
american_scientific_journal-9700	29	10	,	,	PUNCT
american_scientific_journal-9700	29	11	corporate	corporate	ADJ
american_scientific_journal-9700	29	12	and	and	CCONJ
american_scientific_journal-9700	29	13	individual	individual	ADJ
american_scientific_journal-9700	29	14	.	.	PUNCT
american_scientific_journal-9700	30	1	after	after	ADP
american_scientific_journal-9700	30	2	receiving	receive	VERB
american_scientific_journal-9700	30	3	their	their	PRON
american_scientific_journal-9700	30	4	invoices	invoice	NOUN
american_scientific_journal-9700	30	5	,	,	PUNCT
american_scientific_journal-9700	30	6	customers	customer	NOUN
american_scientific_journal-9700	30	7	may	may	AUX
american_scientific_journal-9700	30	8	issue	issue	VERB
american_scientific_journal-9700	30	9	a	a	DET
american_scientific_journal-9700	30	10	complaint	complaint	NOUN
american_scientific_journal-9700	30	11	either	either	CCONJ
american_scientific_journal-9700	30	12	about	about	ADP
american_scientific_journal-9700	30	13	a	a	DET
american_scientific_journal-9700	30	14	specific	specific	ADJ
american_scientific_journal-9700	30	15	item	item	NOUN
american_scientific_journal-9700	30	16	of	of	ADP
american_scientific_journal-9700	30	17	their	their	PRON
american_scientific_journal-9700	30	18	invoice	invoice	NOUN
american_scientific_journal-9700	30	19	or	or	CCONJ
american_scientific_journal-9700	30	20	the	the	DET
american_scientific_journal-9700	30	21	whole	whole	NOUN
american_scientific_journal-9700	30	22	.	.	PUNCT
american_scientific_journal-9700	31	1	a	a	DET
american_scientific_journal-9700	31	2	complaint	complaint	NOUN
american_scientific_journal-9700	31	3	might	might	AUX
american_scientific_journal-9700	31	4	result	result	VERB
american_scientific_journal-9700	31	5	in	in	ADP
american_scientific_journal-9700	31	6	different	different	ADJ
american_scientific_journal-9700	31	7	scenarios	scenario	NOUN
american_scientific_journal-9700	31	8	according	accord	VERB
american_scientific_journal-9700	31	9	to	to	ADP
american_scientific_journal-9700	31	10	the	the	DET
american_scientific_journal-9700	31	11	content	content	NOUN
american_scientific_journal-9700	31	12	.	.	PUNCT
american_scientific_journal-9700	32	1	these	these	DET
american_scientific_journal-9700	32	2	complaints	complaint	NOUN
american_scientific_journal-9700	32	3	not	not	PART
american_scientific_journal-9700	32	4	only	only	ADV
american_scientific_journal-9700	32	5	cause	cause	VERB
american_scientific_journal-9700	32	6	customer	customer	NOUN
american_scientific_journal-9700	32	7	dissatisfaction	dissatisfaction	NOUN
american_scientific_journal-9700	32	8	but	but	CCONJ
american_scientific_journal-9700	32	9	also	also	ADV
american_scientific_journal-9700	32	10	cost	cost	VERB
american_scientific_journal-9700	32	11	serious	serious	ADJ
american_scientific_journal-9700	32	12	amounts	amount	NOUN
american_scientific_journal-9700	32	13	of	of	ADP
american_scientific_journal-9700	32	14	money	money	NOUN
american_scientific_journal-9700	32	15	to	to	ADP
american_scientific_journal-9700	32	16	the	the	DET
american_scientific_journal-9700	32	17	company	company	NOUN
american_scientific_journal-9700	32	18	due	due	ADP
american_scientific_journal-9700	32	19	to	to	ADP
american_scientific_journal-9700	32	20	the	the	DET
american_scientific_journal-9700	32	21	operational	operational	ADJ
american_scientific_journal-9700	32	22	labor	labor	NOUN
american_scientific_journal-9700	32	23	needed	need	VERB
american_scientific_journal-9700	32	24	.	.	PUNCT
american_scientific_journal-9700	33	1	various	various	ADJ
american_scientific_journal-9700	33	2	predictive	predictive	ADJ
american_scientific_journal-9700	33	3	models	model	NOUN
american_scientific_journal-9700	33	4	are	be	AUX
american_scientific_journal-9700	33	5	being	be	AUX
american_scientific_journal-9700	33	6	used	use	VERB
american_scientific_journal-9700	33	7	,	,	PUNCT
american_scientific_journal-9700	33	8	and	and	CCONJ
american_scientific_journal-9700	33	9	algorithms	algorithm	NOUN
american_scientific_journal-9700	33	10	are	be	AUX
american_scientific_journal-9700	33	11	being	be	AUX
american_scientific_journal-9700	33	12	developed	develop	VERB
american_scientific_journal-9700	33	13	to	to	PART
american_scientific_journal-9700	33	14	minimize	minimize	VERB
american_scientific_journal-9700	33	15	the	the	DET
american_scientific_journal-9700	33	16	number	number	NOUN
american_scientific_journal-9700	33	17	of	of	ADP
american_scientific_journal-9700	33	18	complaints	complaint	NOUN
american_scientific_journal-9700	33	19	by	by	ADP
american_scientific_journal-9700	33	20	predicting	predict	VERB
american_scientific_journal-9700	33	21	them	they	PRON
american_scientific_journal-9700	33	22	beforehand	beforehand	ADV
american_scientific_journal-9700	33	23	.	.	PUNCT
american_scientific_journal-9700	34	1	the	the	DET
american_scientific_journal-9700	34	2	prediction	prediction	NOUN
american_scientific_journal-9700	34	3	of	of	ADP
american_scientific_journal-9700	34	4	a	a	DET
american_scientific_journal-9700	34	5	complaint	complaint	NOUN
american_scientific_journal-9700	34	6	will	will	AUX
american_scientific_journal-9700	34	7	be	be	AUX
american_scientific_journal-9700	34	8	helpful	helpful	ADJ
american_scientific_journal-9700	34	9	in	in	ADP
american_scientific_journal-9700	34	10	preventing	prevent	VERB
american_scientific_journal-9700	34	11	it	it	PRON
american_scientific_journal-9700	34	12	by	by	ADP
american_scientific_journal-9700	34	13	a	a	DET
american_scientific_journal-9700	34	14	possible	possible	ADJ
american_scientific_journal-9700	34	15	correction	correction	NOUN
american_scientific_journal-9700	34	16	or	or	CCONJ
american_scientific_journal-9700	34	17	by	by	ADP
american_scientific_journal-9700	34	18	placing	place	VERB
american_scientific_journal-9700	34	19	a	a	DET
american_scientific_journal-9700	34	20	flag	flag	NOUN
american_scientific_journal-9700	34	21	of	of	ADP
american_scientific_journal-9700	34	22	notice	notice	NOUN
american_scientific_journal-9700	34	23	which	which	PRON
american_scientific_journal-9700	34	24	can	can	AUX
american_scientific_journal-9700	34	25	be	be	AUX
american_scientific_journal-9700	34	26	utilized	utilize	VERB
american_scientific_journal-9700	34	27	in	in	ADP
american_scientific_journal-9700	34	28	the	the	DET
american_scientific_journal-9700	34	29	case	case	NOUN
american_scientific_journal-9700	34	30	of	of	ADP
american_scientific_journal-9700	34	31	a	a	DET
american_scientific_journal-9700	34	32	complaint	complaint	NOUN
american_scientific_journal-9700	34	33	.	.	PUNCT
american_scientific_journal-9700	35	1	the	the	DET
american_scientific_journal-9700	35	2	monthly	monthly	ADJ
american_scientific_journal-9700	35	3	complaint	complaint	NOUN
american_scientific_journal-9700	35	4	rate	rate	NOUN
american_scientific_journal-9700	35	5	for	for	ADP
american_scientific_journal-9700	35	6	18	18	NUM
american_scientific_journal-9700	35	7	million	million	NUM
american_scientific_journal-9700	35	8	individual	individual	ADJ
american_scientific_journal-9700	35	9	customers	customer	NOUN
american_scientific_journal-9700	35	10	is	be	AUX
american_scientific_journal-9700	35	11	about	about	ADV
american_scientific_journal-9700	35	12	1300	1300	NUM
american_scientific_journal-9700	35	13	a	a	DET
american_scientific_journal-9700	35	14	month	month	NOUN
american_scientific_journal-9700	35	15	,	,	PUNCT
american_scientific_journal-9700	35	16	which	which	PRON
american_scientific_journal-9700	35	17	can	can	AUX
american_scientific_journal-9700	35	18	be	be	AUX
american_scientific_journal-9700	35	19	considered	consider	VERB
american_scientific_journal-9700	35	20	an	an	DET
american_scientific_journal-9700	35	21	extremely	extremely	ADV
american_scientific_journal-9700	35	22	rare	rare	ADJ
american_scientific_journal-9700	35	23	event	event	NOUN
american_scientific_journal-9700	35	24	.	.	PUNCT
american_scientific_journal-9700	36	1	when	when	SCONJ
american_scientific_journal-9700	36	2	we	we	PRON
american_scientific_journal-9700	36	3	consider	consider	VERB
american_scientific_journal-9700	36	4	complaints	complaint	NOUN
american_scientific_journal-9700	36	5	as	as	ADP
american_scientific_journal-9700	36	6	positives	positive	NOUN
american_scientific_journal-9700	36	7	and	and	CCONJ
american_scientific_journal-9700	36	8	non	non	NOUN
american_scientific_journal-9700	36	9	-	-	NOUN
american_scientific_journal-9700	36	10	complaints	complaint	NOUN
american_scientific_journal-9700	36	11	as	as	ADP
american_scientific_journal-9700	36	12	negatives	negative	NOUN
american_scientific_journal-9700	36	13	,	,	PUNCT
american_scientific_journal-9700	36	14	conventional	conventional	ADJ
american_scientific_journal-9700	36	15	predictive	predictive	ADJ
american_scientific_journal-9700	36	16	models	model	NOUN
american_scientific_journal-9700	36	17	wo	will	AUX
american_scientific_journal-9700	36	18	n’t	not	PART
american_scientific_journal-9700	36	19	work	work	VERB
american_scientific_journal-9700	36	20	properly	properly	ADV
american_scientific_journal-9700	36	21	since	since	SCONJ
american_scientific_journal-9700	36	22	positives	positive	NOUN
american_scientific_journal-9700	36	23	and	and	CCONJ
american_scientific_journal-9700	36	24	negatives	negative	NOUN
american_scientific_journal-9700	36	25	are	be	AUX
american_scientific_journal-9700	36	26	disproportional	disproportional	ADJ
american_scientific_journal-9700	36	27	.	.	PUNCT
american_scientific_journal-9700	37	1	the	the	DET
american_scientific_journal-9700	37	2	models	model	NOUN
american_scientific_journal-9700	37	3	tend	tend	VERB
american_scientific_journal-9700	37	4	to	to	PART
american_scientific_journal-9700	37	5	label	label	VERB
american_scientific_journal-9700	37	6	all	all	DET
american_scientific_journal-9700	37	7	customers	customer	NOUN
american_scientific_journal-9700	37	8	as	as	ADP
american_scientific_journal-9700	37	9	negatives	negative	NOUN
american_scientific_journal-9700	37	10	to	to	PART
american_scientific_journal-9700	37	11	minimize	minimize	VERB
american_scientific_journal-9700	37	12	the	the	DET
american_scientific_journal-9700	37	13	error	error	NOUN
american_scientific_journal-9700	37	14	.	.	PUNCT
american_scientific_journal-9700	38	1	there	there	PRON
american_scientific_journal-9700	38	2	are	be	VERB
american_scientific_journal-9700	38	3	a	a	DET
american_scientific_journal-9700	38	4	couple	couple	NOUN
american_scientific_journal-9700	38	5	of	of	ADP
american_scientific_journal-9700	38	6	ways	way	NOUN
american_scientific_journal-9700	38	7	to	to	PART
american_scientific_journal-9700	38	8	approach	approach	VERB
american_scientific_journal-9700	38	9	this	this	DET
american_scientific_journal-9700	38	10	problem	problem	NOUN
american_scientific_journal-9700	38	11	.	.	PUNCT
american_scientific_journal-9700	39	1	algorithms	algorithm	NOUN
american_scientific_journal-9700	39	2	that	that	PRON
american_scientific_journal-9700	39	3	detect	detect	VERB
american_scientific_journal-9700	39	4	anomalies	anomaly	NOUN
american_scientific_journal-9700	39	5	,	,	PUNCT
american_scientific_journal-9700	39	6	like	like	ADP
american_scientific_journal-9700	39	7	isolation	isolation	NOUN
american_scientific_journal-9700	39	8	forest	forest	NOUN
american_scientific_journal-9700	39	9	,	,	PUNCT
american_scientific_journal-9700	39	10	can	can	AUX
american_scientific_journal-9700	39	11	be	be	AUX
american_scientific_journal-9700	39	12	used	use	VERB
american_scientific_journal-9700	39	13	as	as	ADP
american_scientific_journal-9700	39	14	a	a	DET
american_scientific_journal-9700	39	15	remedy	remedy	NOUN
american_scientific_journal-9700	39	16	.	.	PUNCT
american_scientific_journal-9700	40	1	another	another	DET
american_scientific_journal-9700	40	2	solution	solution	NOUN
american_scientific_journal-9700	40	3	is	be	AUX
american_scientific_journal-9700	40	4	to	to	PART
american_scientific_journal-9700	40	5	utilize	utilize	VERB
american_scientific_journal-9700	40	6	oversampling	oversample	VERB
american_scientific_journal-9700	40	7	and	and	CCONJ
american_scientific_journal-9700	40	8	undersampling	undersample	VERB
american_scientific_journal-9700	40	9	techniques	technique	NOUN
american_scientific_journal-9700	40	10	to	to	PART
american_scientific_journal-9700	40	11	create	create	VERB
american_scientific_journal-9700	40	12	a	a	DET
american_scientific_journal-9700	40	13	balanced	balanced	ADJ
american_scientific_journal-9700	40	14	training	training	NOUN
american_scientific_journal-9700	40	15	set	set	VERB
american_scientific_journal-9700	40	16	for	for	ADP
american_scientific_journal-9700	40	17	predictive	predictive	ADJ
american_scientific_journal-9700	40	18	algorithms	algorithm	NOUN
american_scientific_journal-9700	40	19	.	.	PUNCT
american_scientific_journal-9700	41	1	oversampling	oversample	VERB
american_scientific_journal-9700	41	2	is	be	AUX
american_scientific_journal-9700	41	3	used	use	VERB
american_scientific_journal-9700	41	4	to	to	PART
american_scientific_journal-9700	41	5	increase	increase	VERB
american_scientific_journal-9700	41	6	the	the	DET
american_scientific_journal-9700	41	7	number	number	NOUN
american_scientific_journal-9700	41	8	of	of	ADP
american_scientific_journal-9700	41	9	minority	minority	NOUN
american_scientific_journal-9700	41	10	class	class	NOUN
american_scientific_journal-9700	41	11	data	datum	NOUN
american_scientific_journal-9700	41	12	by	by	ADP
american_scientific_journal-9700	41	13	synthesizing	synthesize	VERB
american_scientific_journal-9700	41	14	new	new	ADJ
american_scientific_journal-9700	41	15	data	datum	NOUN
american_scientific_journal-9700	41	16	using	use	VERB
american_scientific_journal-9700	41	17	various	various	ADJ
american_scientific_journal-9700	41	18	algorithms	algorithm	NOUN
american_scientific_journal-9700	41	19	.	.	PUNCT
american_scientific_journal-9700	42	1	a	a	DET
american_scientific_journal-9700	42	2	famous	famous	ADJ
american_scientific_journal-9700	42	3	algorithm	algorithm	NOUN
american_scientific_journal-9700	42	4	called	call	VERB
american_scientific_journal-9700	42	5	smote	smote	NOUN
american_scientific_journal-9700	42	6	(	(	PUNCT
american_scientific_journal-9700	42	7	synthetic	synthetic	ADJ
american_scientific_journal-9700	42	8	minority	minority	NOUN
american_scientific_journal-9700	42	9	oversampling	oversample	VERB
american_scientific_journal-9700	42	10	technique	technique	NOUN
american_scientific_journal-9700	42	11	)	)	PUNCT
american_scientific_journal-9700	42	12	can	can	AUX
american_scientific_journal-9700	42	13	be	be	AUX
american_scientific_journal-9700	42	14	used	use	VERB
american_scientific_journal-9700	42	15	for	for	ADP
american_scientific_journal-9700	42	16	oversampling	oversample	VERB
american_scientific_journal-9700	42	17	purposes	purpose	NOUN
american_scientific_journal-9700	42	18	.	.	PUNCT
american_scientific_journal-9700	43	1	under	under	ADP
american_scientific_journal-9700	43	2	-	-	PUNCT
american_scientific_journal-9700	43	3	sampling	sampling	NOUN
american_scientific_journal-9700	43	4	is	be	AUX
american_scientific_journal-9700	43	5	a	a	DET
american_scientific_journal-9700	43	6	process	process	NOUN
american_scientific_journal-9700	43	7	where	where	SCONJ
american_scientific_journal-9700	43	8	the	the	DET
american_scientific_journal-9700	43	9	number	number	NOUN
american_scientific_journal-9700	43	10	of	of	ADP
american_scientific_journal-9700	43	11	observations	observation	NOUN
american_scientific_journal-9700	43	12	from	from	ADP
american_scientific_journal-9700	43	13	the	the	DET
american_scientific_journal-9700	43	14	majority	majority	NOUN
american_scientific_journal-9700	43	15	class	class	NOUN
american_scientific_journal-9700	43	16	is	be	AUX
american_scientific_journal-9700	43	17	reduced	reduce	VERB
american_scientific_journal-9700	43	18	to	to	ADP
american_scientific_journal-9700	43	19	a	a	DET
american_scientific_journal-9700	43	20	reasonable	reasonable	ADJ
american_scientific_journal-9700	43	21	size	size	NOUN
american_scientific_journal-9700	43	22	,	,	PUNCT
american_scientific_journal-9700	43	23	either	either	CCONJ
american_scientific_journal-9700	43	24	by	by	ADP
american_scientific_journal-9700	43	25	american	american	ADJ
american_scientific_journal-9700	43	26	academic	academic	ADJ
american_scientific_journal-9700	43	27	scientific	scientific	ADJ
american_scientific_journal-9700	43	28	research	research	NOUN
american_scientific_journal-9700	43	29	journal	journal	NOUN
american_scientific_journal-9700	43	30	for	for	ADP
american_scientific_journal-9700	43	31	engineering	engineering	NOUN
american_scientific_journal-9700	43	32	,	,	PUNCT
american_scientific_journal-9700	43	33	technology	technology	NOUN
american_scientific_journal-9700	43	34	,	,	PUNCT
american_scientific_journal-9700	43	35	and	and	CCONJ
american_scientific_journal-9700	43	36	sciences	science	NOUN
american_scientific_journal-9700	43	37	(	(	PUNCT
american_scientific_journal-9700	43	38	asrjets	asrjet	NOUN
american_scientific_journal-9700	43	39	)	)	PUNCT
american_scientific_journal-9700	43	40	volume	volume	NOUN
american_scientific_journal-9700	43	41	97	97	NUM
american_scientific_journal-9700	43	42	,	,	PUNCT
american_scientific_journal-9700	43	43	no	no	DET
american_scientific_journal-9700	43	44	1	1	NUM
american_scientific_journal-9700	43	45	,	,	PUNCT
american_scientific_journal-9700	43	46	pp	pp	ADV
american_scientific_journal-9700	43	47	188	188	NUM
american_scientific_journal-9700	43	48	-	-	SYM
american_scientific_journal-9700	43	49	202	202	NUM
american_scientific_journal-9700	43	50	190	190	NUM
american_scientific_journal-9700	43	51	using	use	VERB
american_scientific_journal-9700	43	52	random	random	ADJ
american_scientific_journal-9700	43	53	sampling	sampling	NOUN
american_scientific_journal-9700	43	54	or	or	CCONJ
american_scientific_journal-9700	43	55	a	a	DET
american_scientific_journal-9700	43	56	systematic	systematic	ADJ
american_scientific_journal-9700	43	57	approach	approach	NOUN
american_scientific_journal-9700	43	58	.	.	PUNCT
american_scientific_journal-9700	44	1	while	while	SCONJ
american_scientific_journal-9700	44	2	being	be	AUX
american_scientific_journal-9700	44	3	the	the	DET
american_scientific_journal-9700	44	4	easiest	easy	ADJ
american_scientific_journal-9700	44	5	to	to	PART
american_scientific_journal-9700	44	6	apply	apply	VERB
american_scientific_journal-9700	44	7	,	,	PUNCT
american_scientific_journal-9700	44	8	random	random	ADJ
american_scientific_journal-9700	44	9	sampling	sampling	NOUN
american_scientific_journal-9700	44	10	might	might	AUX
american_scientific_journal-9700	44	11	sometimes	sometimes	ADV
american_scientific_journal-9700	44	12	create	create	VERB
american_scientific_journal-9700	44	13	samples	sample	NOUN
american_scientific_journal-9700	44	14	that	that	PRON
american_scientific_journal-9700	44	15	do	do	AUX
american_scientific_journal-9700	44	16	not	not	PART
american_scientific_journal-9700	44	17	represent	represent	VERB
american_scientific_journal-9700	44	18	the	the	DET
american_scientific_journal-9700	44	19	population	population	NOUN
american_scientific_journal-9700	44	20	properly	properly	ADV
american_scientific_journal-9700	44	21	.	.	PUNCT
american_scientific_journal-9700	45	1	the	the	DET
american_scientific_journal-9700	45	2	dataset	dataset	NOUN
american_scientific_journal-9700	45	3	,	,	PUNCT
american_scientific_journal-9700	45	4	which	which	PRON
american_scientific_journal-9700	45	5	will	will	AUX
american_scientific_journal-9700	45	6	be	be	AUX
american_scientific_journal-9700	45	7	explained	explain	VERB
american_scientific_journal-9700	45	8	thoroughly	thoroughly	ADV
american_scientific_journal-9700	45	9	in	in	ADP
american_scientific_journal-9700	45	10	the	the	DET
american_scientific_journal-9700	45	11	following	follow	VERB
american_scientific_journal-9700	45	12	sections	section	NOUN
american_scientific_journal-9700	45	13	,	,	PUNCT
american_scientific_journal-9700	45	14	consists	consist	VERB
american_scientific_journal-9700	45	15	of	of	ADP
american_scientific_journal-9700	45	16	9	9	NUM
american_scientific_journal-9700	45	17	months	month	NOUN
american_scientific_journal-9700	45	18	of	of	ADP
american_scientific_journal-9700	45	19	invoice	invoice	NOUN
american_scientific_journal-9700	45	20	amount	amount	NOUN
american_scientific_journal-9700	45	21	and	and	CCONJ
american_scientific_journal-9700	45	22	complaint	complaint	NOUN
american_scientific_journal-9700	45	23	information	information	NOUN
american_scientific_journal-9700	45	24	for	for	ADP
american_scientific_journal-9700	45	25	each	each	DET
american_scientific_journal-9700	45	26	customer	customer	NOUN
american_scientific_journal-9700	45	27	.	.	PUNCT
american_scientific_journal-9700	46	1	there	there	PRON
american_scientific_journal-9700	46	2	are	be	VERB
american_scientific_journal-9700	46	3	plenty	plenty	NOUN
american_scientific_journal-9700	46	4	of	of	ADP
american_scientific_journal-9700	46	5	customers	customer	NOUN
american_scientific_journal-9700	46	6	whose	whose	DET
american_scientific_journal-9700	46	7	invoice	invoice	NOUN
american_scientific_journal-9700	46	8	sequences	sequence	NOUN
american_scientific_journal-9700	46	9	are	be	AUX
american_scientific_journal-9700	46	10	similar	similar	ADJ
american_scientific_journal-9700	46	11	.	.	PUNCT
american_scientific_journal-9700	47	1	those	those	DET
american_scientific_journal-9700	47	2	customers	customer	NOUN
american_scientific_journal-9700	47	3	generally	generally	ADV
american_scientific_journal-9700	47	4	have	have	VERB
american_scientific_journal-9700	47	5	a	a	DET
american_scientific_journal-9700	47	6	flat	flat	ADJ
american_scientific_journal-9700	47	7	sequence	sequence	NOUN
american_scientific_journal-9700	47	8	of	of	ADP
american_scientific_journal-9700	47	9	invoices	invoice	NOUN
american_scientific_journal-9700	47	10	.	.	PUNCT
american_scientific_journal-9700	48	1	having	have	VERB
american_scientific_journal-9700	48	2	multiple	multiple	ADJ
american_scientific_journal-9700	48	3	observations	observation	NOUN
american_scientific_journal-9700	48	4	similar	similar	ADJ
american_scientific_journal-9700	48	5	to	to	ADP
american_scientific_journal-9700	48	6	each	each	DET
american_scientific_journal-9700	48	7	other	other	ADJ
american_scientific_journal-9700	48	8	does	do	AUX
american_scientific_journal-9700	48	9	not	not	PART
american_scientific_journal-9700	48	10	add	add	VERB
american_scientific_journal-9700	48	11	any	any	DET
american_scientific_journal-9700	48	12	valuable	valuable	ADJ
american_scientific_journal-9700	48	13	information	information	NOUN
american_scientific_journal-9700	48	14	to	to	ADP
american_scientific_journal-9700	48	15	the	the	DET
american_scientific_journal-9700	48	16	predictive	predictive	ADJ
american_scientific_journal-9700	48	17	models	model	NOUN
american_scientific_journal-9700	48	18	.	.	PUNCT
american_scientific_journal-9700	49	1	instead	instead	ADV
american_scientific_journal-9700	49	2	,	,	PUNCT
american_scientific_journal-9700	49	3	it	it	PRON
american_scientific_journal-9700	49	4	increases	increase	VERB
american_scientific_journal-9700	49	5	the	the	DET
american_scientific_journal-9700	49	6	run	run	NOUN
american_scientific_journal-9700	49	7	-	-	PUNCT
american_scientific_journal-9700	49	8	time	time	NOUN
american_scientific_journal-9700	49	9	of	of	ADP
american_scientific_journal-9700	49	10	the	the	DET
american_scientific_journal-9700	49	11	programs	program	NOUN
american_scientific_journal-9700	49	12	and	and	CCONJ
american_scientific_journal-9700	49	13	creates	create	VERB
american_scientific_journal-9700	49	14	imbalanced	imbalanced	ADJ
american_scientific_journal-9700	49	15	datasets	dataset	NOUN
american_scientific_journal-9700	49	16	.	.	PUNCT
american_scientific_journal-9700	50	1	in	in	ADP
american_scientific_journal-9700	50	2	order	order	NOUN
american_scientific_journal-9700	50	3	to	to	PART
american_scientific_journal-9700	50	4	solve	solve	VERB
american_scientific_journal-9700	50	5	this	this	DET
american_scientific_journal-9700	50	6	issue	issue	NOUN
american_scientific_journal-9700	50	7	,	,	PUNCT
american_scientific_journal-9700	50	8	the	the	DET
american_scientific_journal-9700	50	9	number	number	NOUN
american_scientific_journal-9700	50	10	of	of	ADP
american_scientific_journal-9700	50	11	these	these	DET
american_scientific_journal-9700	50	12	observations	observation	NOUN
american_scientific_journal-9700	50	13	should	should	AUX
american_scientific_journal-9700	50	14	be	be	AUX
american_scientific_journal-9700	50	15	trimmed	trim	VERB
american_scientific_journal-9700	50	16	to	to	ADP
american_scientific_journal-9700	50	17	a	a	DET
american_scientific_journal-9700	50	18	reasonable	reasonable	ADJ
american_scientific_journal-9700	50	19	amount	amount	NOUN
american_scientific_journal-9700	50	20	.	.	PUNCT
american_scientific_journal-9700	51	1	it	it	PRON
american_scientific_journal-9700	51	2	would	would	AUX
american_scientific_journal-9700	51	3	also	also	ADV
american_scientific_journal-9700	51	4	be	be	AUX
american_scientific_journal-9700	51	5	very	very	ADV
american_scientific_journal-9700	51	6	beneficial	beneficial	ADJ
american_scientific_journal-9700	51	7	if	if	SCONJ
american_scientific_journal-9700	51	8	the	the	DET
american_scientific_journal-9700	51	9	data	datum	NOUN
american_scientific_journal-9700	51	10	could	could	AUX
american_scientific_journal-9700	51	11	be	be	AUX
american_scientific_journal-9700	51	12	clustered	cluster	VERB
american_scientific_journal-9700	51	13	into	into	ADP
american_scientific_journal-9700	51	14	segments	segment	NOUN
american_scientific_journal-9700	51	15	where	where	SCONJ
american_scientific_journal-9700	51	16	customers	customer	NOUN
american_scientific_journal-9700	51	17	with	with	ADP
american_scientific_journal-9700	51	18	complaints	complaint	NOUN
american_scientific_journal-9700	51	19	would	would	AUX
american_scientific_journal-9700	51	20	be	be	AUX
american_scientific_journal-9700	51	21	concentrated	concentrate	VERB
american_scientific_journal-9700	51	22	in	in	ADP
american_scientific_journal-9700	51	23	some	some	DET
american_scientific_journal-9700	51	24	segments	segment	NOUN
american_scientific_journal-9700	51	25	.	.	PUNCT
american_scientific_journal-9700	52	1	unfortunately	unfortunately	ADV
american_scientific_journal-9700	52	2	,	,	PUNCT
american_scientific_journal-9700	52	3	traditional	traditional	ADJ
american_scientific_journal-9700	52	4	clustering	clustering	ADJ
american_scientific_journal-9700	52	5	techniques	technique	NOUN
american_scientific_journal-9700	52	6	such	such	ADJ
american_scientific_journal-9700	52	7	as	as	ADP
american_scientific_journal-9700	52	8	k	k	NOUN
american_scientific_journal-9700	52	9	-	-	PUNCT
american_scientific_journal-9700	52	10	means	means	NOUN
american_scientific_journal-9700	52	11	and	and	CCONJ
american_scientific_journal-9700	52	12	som	som	NOUN
american_scientific_journal-9700	52	13	did	do	AUX
american_scientific_journal-9700	52	14	not	not	PART
american_scientific_journal-9700	52	15	work	work	VERB
american_scientific_journal-9700	52	16	to	to	PART
american_scientific_journal-9700	52	17	obtain	obtain	VERB
american_scientific_journal-9700	52	18	a	a	DET
american_scientific_journal-9700	52	19	separation	separation	NOUN
american_scientific_journal-9700	52	20	of	of	ADP
american_scientific_journal-9700	52	21	these	these	DET
american_scientific_journal-9700	52	22	two	two	NUM
american_scientific_journal-9700	52	23	classes	class	NOUN
american_scientific_journal-9700	52	24	.	.	PUNCT
american_scientific_journal-9700	53	1	in	in	ADP
american_scientific_journal-9700	53	2	order	order	NOUN
american_scientific_journal-9700	53	3	to	to	PART
american_scientific_journal-9700	53	4	apply	apply	VERB
american_scientific_journal-9700	53	5	further	further	ADJ
american_scientific_journal-9700	53	6	techniques	technique	NOUN
american_scientific_journal-9700	53	7	for	for	ADP
american_scientific_journal-9700	53	8	supervised	supervised	ADJ
american_scientific_journal-9700	53	9	learning	learning	NOUN
american_scientific_journal-9700	53	10	,	,	PUNCT
american_scientific_journal-9700	53	11	we	we	PRON
american_scientific_journal-9700	53	12	decided	decide	VERB
american_scientific_journal-9700	53	13	to	to	PART
american_scientific_journal-9700	53	14	cluster	cluster	VERB
american_scientific_journal-9700	53	15	data	datum	NOUN
american_scientific_journal-9700	53	16	into	into	ADP
american_scientific_journal-9700	53	17	segments	segment	NOUN
american_scientific_journal-9700	53	18	of	of	ADP
american_scientific_journal-9700	53	19	similar	similar	ADJ
american_scientific_journal-9700	53	20	behavior	behavior	NOUN
american_scientific_journal-9700	53	21	in	in	ADP
american_scientific_journal-9700	53	22	a	a	DET
american_scientific_journal-9700	53	23	hierarchical	hierarchical	ADJ
american_scientific_journal-9700	53	24	manner	manner	NOUN
american_scientific_journal-9700	53	25	.	.	PUNCT
american_scientific_journal-9700	54	1	this	this	PRON
american_scientific_journal-9700	54	2	can	can	AUX
american_scientific_journal-9700	54	3	be	be	AUX
american_scientific_journal-9700	54	4	identified	identify	VERB
american_scientific_journal-9700	54	5	as	as	ADP
american_scientific_journal-9700	54	6	a	a	DET
american_scientific_journal-9700	54	7	“	"	PUNCT
american_scientific_journal-9700	54	8	pre	pre	ADJ
american_scientific_journal-9700	54	9	-	-	ADJ
american_scientific_journal-9700	54	10	processing	processing	ADJ
american_scientific_journal-9700	54	11	”	"	PUNCT
american_scientific_journal-9700	54	12	phase	phase	NOUN
american_scientific_journal-9700	54	13	of	of	ADP
american_scientific_journal-9700	54	14	large	large	ADJ
american_scientific_journal-9700	54	15	imbalanced	imbalanced	ADJ
american_scientific_journal-9700	54	16	data	datum	NOUN
american_scientific_journal-9700	54	17	.	.	PUNCT
american_scientific_journal-9700	55	1	the	the	DET
american_scientific_journal-9700	55	2	rest	rest	NOUN
american_scientific_journal-9700	55	3	of	of	ADP
american_scientific_journal-9700	55	4	this	this	DET
american_scientific_journal-9700	55	5	paper	paper	NOUN
american_scientific_journal-9700	55	6	is	be	AUX
american_scientific_journal-9700	55	7	organized	organize	VERB
american_scientific_journal-9700	55	8	as	as	SCONJ
american_scientific_journal-9700	55	9	follows	follow	VERB
american_scientific_journal-9700	55	10	:	:	PUNCT
american_scientific_journal-9700	55	11	section	section	NOUN
american_scientific_journal-9700	55	12	2	2	NUM
american_scientific_journal-9700	55	13	will	will	AUX
american_scientific_journal-9700	55	14	have	have	VERB
american_scientific_journal-9700	55	15	an	an	DET
american_scientific_journal-9700	55	16	overview	overview	NOUN
american_scientific_journal-9700	55	17	of	of	ADP
american_scientific_journal-9700	55	18	the	the	DET
american_scientific_journal-9700	55	19	literature	literature	NOUN
american_scientific_journal-9700	55	20	about	about	ADP
american_scientific_journal-9700	55	21	dealing	deal	VERB
american_scientific_journal-9700	55	22	with	with	ADP
american_scientific_journal-9700	55	23	imbalanced	imbalanced	ADJ
american_scientific_journal-9700	55	24	data	datum	NOUN
american_scientific_journal-9700	55	25	.	.	PUNCT
american_scientific_journal-9700	56	1	our	our	PRON
american_scientific_journal-9700	56	2	data	datum	NOUN
american_scientific_journal-9700	56	3	will	will	AUX
american_scientific_journal-9700	56	4	be	be	AUX
american_scientific_journal-9700	56	5	explained	explain	VERB
american_scientific_journal-9700	56	6	in	in	ADP
american_scientific_journal-9700	56	7	section	section	NOUN
american_scientific_journal-9700	56	8	3	3	NUM
american_scientific_journal-9700	56	9	,	,	PUNCT
american_scientific_journal-9700	56	10	and	and	CCONJ
american_scientific_journal-9700	56	11	the	the	DET
american_scientific_journal-9700	56	12	methodology	methodology	NOUN
american_scientific_journal-9700	56	13	of	of	ADP
american_scientific_journal-9700	56	14	clustering	clustering	NOUN
american_scientific_journal-9700	56	15	based	base	VERB
american_scientific_journal-9700	56	16	on	on	ADP
american_scientific_journal-9700	56	17	hierarchical	hierarchical	ADJ
american_scientific_journal-9700	56	18	decision	decision	NOUN
american_scientific_journal-9700	56	19	levels	level	NOUN
american_scientific_journal-9700	56	20	will	will	AUX
american_scientific_journal-9700	56	21	be	be	AUX
american_scientific_journal-9700	56	22	introduced	introduce	VERB
american_scientific_journal-9700	56	23	in	in	ADP
american_scientific_journal-9700	56	24	section	section	NOUN
american_scientific_journal-9700	56	25	4	4	NUM
american_scientific_journal-9700	56	26	.	.	PUNCT
american_scientific_journal-9700	56	27	presentation	presentation	NOUN
american_scientific_journal-9700	56	28	of	of	ADP
american_scientific_journal-9700	56	29	the	the	DET
american_scientific_journal-9700	56	30	results	result	NOUN
american_scientific_journal-9700	56	31	is	be	AUX
american_scientific_journal-9700	56	32	given	give	VERB
american_scientific_journal-9700	56	33	in	in	ADP
american_scientific_journal-9700	56	34	section	section	NOUN
american_scientific_journal-9700	56	35	5	5	NUM
american_scientific_journal-9700	56	36	and	and	CCONJ
american_scientific_journal-9700	56	37	finally	finally	ADV
american_scientific_journal-9700	56	38	,	,	PUNCT
american_scientific_journal-9700	56	39	section	section	NOUN
american_scientific_journal-9700	56	40	6	6	NUM
american_scientific_journal-9700	56	41	will	will	AUX
american_scientific_journal-9700	56	42	conclude	conclude	VERB
american_scientific_journal-9700	56	43	the	the	DET
american_scientific_journal-9700	56	44	paper	paper	NOUN
american_scientific_journal-9700	56	45	with	with	ADP
american_scientific_journal-9700	56	46	the	the	DET
american_scientific_journal-9700	56	47	discussion	discussion	NOUN
american_scientific_journal-9700	56	48	of	of	ADP
american_scientific_journal-9700	56	49	the	the	DET
american_scientific_journal-9700	56	50	results	result	NOUN
american_scientific_journal-9700	56	51	.	.	PUNCT
american_scientific_journal-9700	57	1	2	2	X
american_scientific_journal-9700	57	2	.	.	X
american_scientific_journal-9700	57	3	literature	literature	NOUN
american_scientific_journal-9700	57	4	survey	survey	NOUN
american_scientific_journal-9700	57	5	problems	problem	NOUN
american_scientific_journal-9700	57	6	caused	cause	VERB
american_scientific_journal-9700	57	7	by	by	ADP
american_scientific_journal-9700	57	8	imbalanced	imbalanced	ADJ
american_scientific_journal-9700	57	9	data	datum	NOUN
american_scientific_journal-9700	57	10	are	be	AUX
american_scientific_journal-9700	57	11	being	be	AUX
american_scientific_journal-9700	57	12	faced	face	VERB
american_scientific_journal-9700	57	13	by	by	ADP
american_scientific_journal-9700	57	14	scientists	scientist	NOUN
american_scientific_journal-9700	57	15	in	in	ADP
american_scientific_journal-9700	57	16	real	real	ADJ
american_scientific_journal-9700	57	17	-	-	PUNCT
american_scientific_journal-9700	57	18	world	world	NOUN
american_scientific_journal-9700	57	19	applications	application	NOUN
american_scientific_journal-9700	57	20	such	such	ADJ
american_scientific_journal-9700	57	21	as	as	ADP
american_scientific_journal-9700	57	22	medical	medical	ADJ
american_scientific_journal-9700	57	23	diagnosis	diagnosis	NOUN
american_scientific_journal-9700	57	24	,	,	PUNCT
american_scientific_journal-9700	57	25	financial	financial	ADJ
american_scientific_journal-9700	57	26	crisis	crisis	NOUN
american_scientific_journal-9700	57	27	prediction	prediction	NOUN
american_scientific_journal-9700	57	28	,	,	PUNCT
american_scientific_journal-9700	57	29	and	and	CCONJ
american_scientific_journal-9700	58	1	e	e	NOUN
american_scientific_journal-9700	58	2	-	-	NOUN
american_scientific_journal-9700	58	3	mail	mail	NOUN
american_scientific_journal-9700	58	4	filtering	filtering	NOUN
american_scientific_journal-9700	59	1	[	[	X
american_scientific_journal-9700	59	2	1	1	NUM
american_scientific_journal-9700	59	3	]	]	PUNCT
american_scientific_journal-9700	59	4	.	.	PUNCT
american_scientific_journal-9700	60	1	another	another	DET
american_scientific_journal-9700	60	2	interesting	interesting	ADJ
american_scientific_journal-9700	60	3	topic	topic	NOUN
american_scientific_journal-9700	60	4	that	that	PRON
american_scientific_journal-9700	60	5	is	be	AUX
american_scientific_journal-9700	60	6	affected	affect	VERB
american_scientific_journal-9700	60	7	by	by	ADP
american_scientific_journal-9700	60	8	imbalanced	imbalanced	ADJ
american_scientific_journal-9700	60	9	data	datum	NOUN
american_scientific_journal-9700	60	10	is	be	AUX
american_scientific_journal-9700	60	11	the	the	DET
american_scientific_journal-9700	60	12	development	development	NOUN
american_scientific_journal-9700	60	13	of	of	ADP
american_scientific_journal-9700	60	14	real	real	ADJ
american_scientific_journal-9700	60	15	-	-	PUNCT
american_scientific_journal-9700	60	16	world	world	NOUN
american_scientific_journal-9700	60	17	drug	drug	NOUN
american_scientific_journal-9700	60	18	applications	application	NOUN
american_scientific_journal-9700	60	19	[	[	X
american_scientific_journal-9700	60	20	2	2	NUM
american_scientific_journal-9700	60	21	]	]	PUNCT
american_scientific_journal-9700	60	22	.	.	PUNCT
american_scientific_journal-9700	61	1	furthermore	furthermore	ADV
american_scientific_journal-9700	61	2	,	,	PUNCT
american_scientific_journal-9700	61	3	the	the	DET
american_scientific_journal-9700	61	4	minority	minority	NOUN
american_scientific_journal-9700	61	5	(	(	PUNCT
american_scientific_journal-9700	61	6	or	or	CCONJ
american_scientific_journal-9700	61	7	rare	rare	ADJ
american_scientific_journal-9700	61	8	)	)	PUNCT
american_scientific_journal-9700	61	9	class	class	NOUN
american_scientific_journal-9700	61	10	is	be	AUX
american_scientific_journal-9700	61	11	typically	typically	ADV
american_scientific_journal-9700	61	12	the	the	DET
american_scientific_journal-9700	61	13	main	main	ADJ
american_scientific_journal-9700	61	14	class	class	NOUN
american_scientific_journal-9700	61	15	of	of	ADP
american_scientific_journal-9700	61	16	interest	interest	NOUN
american_scientific_journal-9700	61	17	in	in	ADP
american_scientific_journal-9700	61	18	the	the	DET
american_scientific_journal-9700	61	19	data	data	NOUN
american_scientific_journal-9700	61	20	mining	mining	NOUN
american_scientific_journal-9700	61	21	task	task	NOUN
american_scientific_journal-9700	61	22	.	.	PUNCT
american_scientific_journal-9700	62	1	learning	learn	VERB
american_scientific_journal-9700	62	2	algorithms	algorithm	NOUN
american_scientific_journal-9700	62	3	or	or	CCONJ
american_scientific_journal-9700	62	4	developed	develop	VERB
american_scientific_journal-9700	62	5	models	model	NOUN
american_scientific_journal-9700	62	6	may	may	AUX
american_scientific_journal-9700	62	7	get	get	AUX
american_scientific_journal-9700	62	8	overpowered	overpower	VERB
american_scientific_journal-9700	62	9	by	by	ADP
american_scientific_journal-9700	62	10	the	the	DET
american_scientific_journal-9700	62	11	dominant	dominant	ADJ
american_scientific_journal-9700	62	12	class	class	NOUN
american_scientific_journal-9700	62	13	and	and	CCONJ
american_scientific_journal-9700	62	14	disregard	disregard	VERB
american_scientific_journal-9700	62	15	the	the	DET
american_scientific_journal-9700	62	16	minority	minority	NOUN
american_scientific_journal-9700	62	17	class	class	NOUN
american_scientific_journal-9700	62	18	in	in	ADP
american_scientific_journal-9700	62	19	an	an	DET
american_scientific_journal-9700	62	20	attempt	attempt	NOUN
american_scientific_journal-9700	62	21	to	to	PART
american_scientific_journal-9700	62	22	reduce	reduce	VERB
american_scientific_journal-9700	62	23	error	error	NOUN
american_scientific_journal-9700	62	24	,	,	PUNCT
american_scientific_journal-9700	62	25	if	if	SCONJ
american_scientific_journal-9700	62	26	the	the	DET
american_scientific_journal-9700	62	27	class	class	NOUN
american_scientific_journal-9700	62	28	imbalance	imbalance	NOUN
american_scientific_journal-9700	62	29	issue	issue	NOUN
american_scientific_journal-9700	62	30	is	be	AUX
american_scientific_journal-9700	62	31	not	not	PART
american_scientific_journal-9700	62	32	considered	consider	VERB
american_scientific_journal-9700	62	33	.	.	PUNCT
american_scientific_journal-9700	63	1	this	this	PRON
american_scientific_journal-9700	63	2	led	lead	VERB
american_scientific_journal-9700	63	3	to	to	ADP
american_scientific_journal-9700	63	4	a	a	DET
american_scientific_journal-9700	63	5	significant	significant	ADJ
american_scientific_journal-9700	63	6	amount	amount	NOUN
american_scientific_journal-9700	63	7	of	of	ADP
american_scientific_journal-9700	63	8	research	research	NOUN
american_scientific_journal-9700	63	9	on	on	ADP
american_scientific_journal-9700	63	10	this	this	DET
american_scientific_journal-9700	63	11	topic	topic	NOUN
american_scientific_journal-9700	63	12	.	.	PUNCT
american_scientific_journal-9700	64	1	there	there	PRON
american_scientific_journal-9700	64	2	are	be	VERB
american_scientific_journal-9700	64	3	multiple	multiple	ADJ
american_scientific_journal-9700	64	4	ways	way	NOUN
american_scientific_journal-9700	64	5	to	to	PART
american_scientific_journal-9700	64	6	approach	approach	VERB
american_scientific_journal-9700	64	7	the	the	DET
american_scientific_journal-9700	64	8	imbalanced	imbalanced	ADJ
american_scientific_journal-9700	64	9	data	data	NOUN
american_scientific_journal-9700	64	10	problems	problem	NOUN
american_scientific_journal-9700	64	11	.	.	PUNCT
american_scientific_journal-9700	65	1	these	these	DET
american_scientific_journal-9700	65	2	methods	method	NOUN
american_scientific_journal-9700	65	3	can	can	AUX
american_scientific_journal-9700	65	4	be	be	AUX
american_scientific_journal-9700	65	5	separated	separate	VERB
american_scientific_journal-9700	65	6	into	into	ADP
american_scientific_journal-9700	65	7	four	four	NUM
american_scientific_journal-9700	65	8	categories	category	NOUN
american_scientific_journal-9700	65	9	:	:	PUNCT
american_scientific_journal-9700	65	10	algorithmic	algorithmic	ADJ
american_scientific_journal-9700	65	11	-	-	PUNCT
american_scientific_journal-9700	65	12	level	level	NOUN
american_scientific_journal-9700	65	13	methods	method	NOUN
american_scientific_journal-9700	65	14	,	,	PUNCT
american_scientific_journal-9700	65	15	data	data	NOUN
american_scientific_journal-9700	65	16	-	-	PUNCT
american_scientific_journal-9700	65	17	level	level	NOUN
american_scientific_journal-9700	65	18	methods	method	NOUN
american_scientific_journal-9700	65	19	,	,	PUNCT
american_scientific_journal-9700	65	20	cost	cost	NOUN
american_scientific_journal-9700	65	21	-	-	PUNCT
american_scientific_journal-9700	65	22	sensitive	sensitive	ADJ
american_scientific_journal-9700	65	23	methods	method	NOUN
american_scientific_journal-9700	65	24	,	,	PUNCT
american_scientific_journal-9700	65	25	and	and	CCONJ
american_scientific_journal-9700	65	26	ensembles	ensemble	NOUN
american_scientific_journal-9700	65	27	of	of	ADP
american_scientific_journal-9700	65	28	classifiers	classifier	NOUN
american_scientific_journal-9700	65	29	[	[	X
american_scientific_journal-9700	65	30	2,3	2,3	NUM
american_scientific_journal-9700	65	31	]	]	PUNCT
american_scientific_journal-9700	65	32	.	.	PUNCT
american_scientific_journal-9700	66	1	cost	cost	NOUN
american_scientific_journal-9700	66	2	-	-	PUNCT
american_scientific_journal-9700	66	3	sensitive	sensitive	ADJ
american_scientific_journal-9700	66	4	methods	method	NOUN
american_scientific_journal-9700	66	5	are	be	AUX
american_scientific_journal-9700	66	6	used	use	VERB
american_scientific_journal-9700	66	7	by	by	ADP
american_scientific_journal-9700	66	8	giving	give	VERB
american_scientific_journal-9700	66	9	a	a	DET
american_scientific_journal-9700	66	10	cost	cost	NOUN
american_scientific_journal-9700	66	11	for	for	ADP
american_scientific_journal-9700	66	12	misclassification	misclassification	NOUN
american_scientific_journal-9700	66	13	.	.	PUNCT
american_scientific_journal-9700	67	1	data	data	NOUN
american_scientific_journal-9700	67	2	-	-	PUNCT
american_scientific_journal-9700	67	3	level	level	NOUN
american_scientific_journal-9700	67	4	methods	method	NOUN
american_scientific_journal-9700	67	5	like	like	ADP
american_scientific_journal-9700	67	6	undersampling	undersample	VERB
american_scientific_journal-9700	67	7	and	and	CCONJ
american_scientific_journal-9700	67	8	over	over	ADV
american_scientific_journal-9700	67	9	-	-	PUNCT
american_scientific_journal-9700	67	10	sampling	sampling	NOUN
american_scientific_journal-9700	67	11	are	be	AUX
american_scientific_journal-9700	67	12	widely	widely	ADV
american_scientific_journal-9700	67	13	used	use	VERB
american_scientific_journal-9700	67	14	in	in	ADP
american_scientific_journal-9700	67	15	literature	literature	NOUN
american_scientific_journal-9700	67	16	.	.	PUNCT
american_scientific_journal-9700	68	1	these	these	DET
american_scientific_journal-9700	68	2	methods	method	NOUN
american_scientific_journal-9700	68	3	focus	focus	VERB
american_scientific_journal-9700	68	4	on	on	ADP
american_scientific_journal-9700	68	5	preprocessing	preprocesse	VERB
american_scientific_journal-9700	68	6	the	the	DET
american_scientific_journal-9700	68	7	imbalanced	imbalanced	ADJ
american_scientific_journal-9700	68	8	dataset	dataset	NOUN
american_scientific_journal-9700	68	9	into	into	ADP
american_scientific_journal-9700	68	10	a	a	DET
american_scientific_journal-9700	68	11	balanced	balanced	ADJ
american_scientific_journal-9700	68	12	dataset	dataset	NOUN
american_scientific_journal-9700	68	13	using	use	VERB
american_scientific_journal-9700	68	14	various	various	ADJ
american_scientific_journal-9700	68	15	algorithms	algorithm	NOUN
american_scientific_journal-9700	68	16	in	in	ADP
american_scientific_journal-9700	68	17	order	order	NOUN
american_scientific_journal-9700	68	18	to	to	PART
american_scientific_journal-9700	68	19	train	train	VERB
american_scientific_journal-9700	68	20	the	the	DET
american_scientific_journal-9700	68	21	classifier	classifier	NOUN
american_scientific_journal-9700	68	22	with	with	ADP
american_scientific_journal-9700	68	23	a	a	DET
american_scientific_journal-9700	68	24	better	well	ADJ
american_scientific_journal-9700	68	25	data	datum	NOUN
american_scientific_journal-9700	68	26	set	set	VERB
american_scientific_journal-9700	68	27	.	.	PUNCT
american_scientific_journal-9700	69	1	furthermore	furthermore	ADV
american_scientific_journal-9700	69	2	,	,	PUNCT
american_scientific_journal-9700	69	3	a	a	DET
american_scientific_journal-9700	69	4	comparison	comparison	NOUN
american_scientific_journal-9700	69	5	evaluation	evaluation	NOUN
american_scientific_journal-9700	69	6	of	of	ADP
american_scientific_journal-9700	69	7	multiple	multiple	ADJ
american_scientific_journal-9700	69	8	popular	popular	ADJ
american_scientific_journal-9700	69	9	methodologies	methodology	NOUN
american_scientific_journal-9700	69	10	by	by	ADP
american_scientific_journal-9700	69	11	galar	galar	ADJ
american_scientific_journal-9700	69	12	and	and	CCONJ
american_scientific_journal-9700	69	13	his	his	PRON
american_scientific_journal-9700	69	14	colleagues	colleague	NOUN
american_scientific_journal-9700	69	15	.	.	PUNCT
american_scientific_journal-9700	70	1	[	[	X
american_scientific_journal-9700	70	2	1	1	X
american_scientific_journal-9700	70	3	]	]	PUNCT
american_scientific_journal-9700	70	4	found	find	VERB
american_scientific_journal-9700	70	5	that	that	SCONJ
american_scientific_journal-9700	70	6	combinations	combination	NOUN
american_scientific_journal-9700	70	7	of	of	ADP
american_scientific_journal-9700	70	8	classifier	classifier	ADJ
american_scientific_journal-9700	70	9	ensembles	ensemble	NOUN
american_scientific_journal-9700	70	10	and	and	CCONJ
american_scientific_journal-9700	70	11	data	datum	NOUN
american_scientific_journal-9700	70	12	preprocessing	preprocessing	NOUN
american_scientific_journal-9700	70	13	methods	method	NOUN
american_scientific_journal-9700	70	14	outperform	outperform	VERB
american_scientific_journal-9700	70	15	other	other	ADJ
american_scientific_journal-9700	70	16	approaches	approach	NOUN
american_scientific_journal-9700	70	17	.	.	PUNCT
american_scientific_journal-9700	71	1	smote	smote	VERB
american_scientific_journal-9700	71	2	,	,	PUNCT
american_scientific_journal-9700	71	3	introduced	introduce	VERB
american_scientific_journal-9700	71	4	by	by	ADP
american_scientific_journal-9700	71	5	chawla	chawla	NOUN
american_scientific_journal-9700	71	6	[	[	X
american_scientific_journal-9700	71	7	4	4	NUM
american_scientific_journal-9700	71	8	]	]	PUNCT
american_scientific_journal-9700	71	9	,	,	PUNCT
american_scientific_journal-9700	71	10	has	have	AUX
american_scientific_journal-9700	71	11	dominated	dominate	VERB
american_scientific_journal-9700	71	12	the	the	DET
american_scientific_journal-9700	71	13	over	over	ADV
american_scientific_journal-9700	71	14	-	-	PUNCT
american_scientific_journal-9700	71	15	sampling	sample	VERB
american_scientific_journal-9700	71	16	area	area	NOUN
american_scientific_journal-9700	71	17	by	by	ADP
american_scientific_journal-9700	71	18	minority	minority	NOUN
american_scientific_journal-9700	71	19	class	class	NOUN
american_scientific_journal-9700	71	20	synthesis	synthesis	NOUN
american_scientific_journal-9700	71	21	.	.	PUNCT
american_scientific_journal-9700	72	1	azhar	azhar	PROPN
american_scientific_journal-9700	72	2	and	and	CCONJ
american_scientific_journal-9700	72	3	his	his	PRON
american_scientific_journal-9700	72	4	colleagues	colleague	NOUN
american_scientific_journal-9700	72	5	.	.	PUNCT
american_scientific_journal-9700	73	1	[	[	X
american_scientific_journal-9700	73	2	5	5	NUM
american_scientific_journal-9700	73	3	]	]	PUNCT
american_scientific_journal-9700	73	4	conducted	conduct	VERB
american_scientific_journal-9700	73	5	an	an	DET
american_scientific_journal-9700	73	6	extensive	extensive	ADJ
american_scientific_journal-9700	73	7	investigation	investigation	NOUN
american_scientific_journal-9700	73	8	of	of	ADP
american_scientific_journal-9700	73	9	smote	smote	NOUN
american_scientific_journal-9700	73	10	-	-	PUNCT
american_scientific_journal-9700	73	11	based	base	VERB
american_scientific_journal-9700	73	12	algorithms	algorithm	NOUN
american_scientific_journal-9700	73	13	and	and	CCONJ
american_scientific_journal-9700	73	14	concluded	conclude	VERB
american_scientific_journal-9700	73	15	that	that	SCONJ
american_scientific_journal-9700	73	16	smotebased	smotebase	VERB
american_scientific_journal-9700	73	17	algorithms	algorithm	NOUN
american_scientific_journal-9700	73	18	give	give	VERB
american_scientific_journal-9700	73	19	a	a	DET
american_scientific_journal-9700	73	20	performance	performance	NOUN
american_scientific_journal-9700	73	21	gain	gain	NOUN
american_scientific_journal-9700	73	22	ranging	range	VERB
american_scientific_journal-9700	73	23	up	up	ADP
american_scientific_journal-9700	73	24	to	to	PART
american_scientific_journal-9700	73	25	12	12	NUM
american_scientific_journal-9700	73	26	%	%	NOUN
american_scientific_journal-9700	73	27	in	in	ADP
american_scientific_journal-9700	73	28	classification	classification	NOUN
american_scientific_journal-9700	73	29	performance	performance	NOUN
american_scientific_journal-9700	73	30	compared	compare	VERB
american_scientific_journal-9700	73	31	to	to	ADP
american_scientific_journal-9700	73	32	nonsmote	nonsmote	VERB
american_scientific_journal-9700	73	33	implementations	implementation	NOUN
american_scientific_journal-9700	73	34	.	.	PUNCT
american_scientific_journal-9700	74	1	random	random	ADJ
american_scientific_journal-9700	74	2	under	under	NOUN
american_scientific_journal-9700	74	3	-	-	PUNCT
american_scientific_journal-9700	74	4	sampling	sampling	NOUN
american_scientific_journal-9700	74	5	,	,	PUNCT
american_scientific_journal-9700	74	6	a	a	DET
american_scientific_journal-9700	74	7	process	process	NOUN
american_scientific_journal-9700	74	8	where	where	SCONJ
american_scientific_journal-9700	74	9	a	a	DET
american_scientific_journal-9700	74	10	sample	sample	NOUN
american_scientific_journal-9700	74	11	is	be	AUX
american_scientific_journal-9700	74	12	randomly	randomly	ADV
american_scientific_journal-9700	74	13	selected	select	VERB
american_scientific_journal-9700	74	14	from	from	ADP
american_scientific_journal-9700	74	15	the	the	DET
american_scientific_journal-9700	74	16	majority	majority	NOUN
american_scientific_journal-9700	74	17	class	class	NOUN
american_scientific_journal-9700	74	18	,	,	PUNCT
american_scientific_journal-9700	74	19	is	be	AUX
american_scientific_journal-9700	74	20	generally	generally	ADV
american_scientific_journal-9700	74	21	used	use	VERB
american_scientific_journal-9700	74	22	for	for	ADP
american_scientific_journal-9700	74	23	under	under	ADV
american_scientific_journal-9700	74	24	-	-	PUNCT
american_scientific_journal-9700	74	25	sampling	sample	VERB
american_scientific_journal-9700	74	26	processes	process	NOUN
american_scientific_journal-9700	74	27	.	.	PUNCT
american_scientific_journal-9700	75	1	the	the	DET
american_scientific_journal-9700	75	2	problem	problem	NOUN
american_scientific_journal-9700	75	3	with	with	ADP
american_scientific_journal-9700	75	4	random	random	ADJ
american_scientific_journal-9700	75	5	under	under	NOUN
american_scientific_journal-9700	75	6	-	-	PUNCT
american_scientific_journal-9700	75	7	sampling	sampling	NOUN
american_scientific_journal-9700	75	8	is	be	AUX
american_scientific_journal-9700	75	9	the	the	DET
american_scientific_journal-9700	75	10	possibility	possibility	NOUN
american_scientific_journal-9700	75	11	of	of	ADP
american_scientific_journal-9700	75	12	information	information	NOUN
american_scientific_journal-9700	75	13	loss	loss	NOUN
american_scientific_journal-9700	75	14	caused	cause	VERB
american_scientific_journal-9700	75	15	by	by	ADP
american_scientific_journal-9700	75	16	the	the	DET
american_scientific_journal-9700	75	17	arbitrary	arbitrary	ADJ
american_scientific_journal-9700	75	18	nature	nature	NOUN
american_scientific_journal-9700	75	19	of	of	ADP
american_scientific_journal-9700	75	20	the	the	DET
american_scientific_journal-9700	75	21	process	process	NOUN
american_scientific_journal-9700	75	22	.	.	PUNCT
american_scientific_journal-9700	76	1	one	one	NUM
american_scientific_journal-9700	76	2	way	way	NOUN
american_scientific_journal-9700	76	3	to	to	PART
american_scientific_journal-9700	76	4	overcome	overcome	VERB
american_scientific_journal-9700	76	5	this	this	DET
american_scientific_journal-9700	76	6	problem	problem	NOUN
american_scientific_journal-9700	76	7	american	american	PROPN
american_scientific_journal-9700	76	8	academic	academic	ADJ
american_scientific_journal-9700	76	9	scientific	scientific	ADJ
american_scientific_journal-9700	76	10	research	research	NOUN
american_scientific_journal-9700	76	11	journal	journal	NOUN
american_scientific_journal-9700	76	12	for	for	ADP
american_scientific_journal-9700	76	13	engineering	engineering	NOUN
american_scientific_journal-9700	76	14	,	,	PUNCT
american_scientific_journal-9700	76	15	technology	technology	NOUN
american_scientific_journal-9700	76	16	,	,	PUNCT
american_scientific_journal-9700	76	17	and	and	CCONJ
american_scientific_journal-9700	76	18	sciences	science	NOUN
american_scientific_journal-9700	76	19	(	(	PUNCT
american_scientific_journal-9700	76	20	asrjets	asrjet	NOUN
american_scientific_journal-9700	76	21	)	)	PUNCT
american_scientific_journal-9700	76	22	volume	volume	NOUN
american_scientific_journal-9700	76	23	97	97	NUM
american_scientific_journal-9700	76	24	,	,	PUNCT
american_scientific_journal-9700	76	25	no	no	DET
american_scientific_journal-9700	76	26	1	1	NUM
american_scientific_journal-9700	76	27	,	,	PUNCT
american_scientific_journal-9700	76	28	pp	pp	ADV
american_scientific_journal-9700	76	29	188	188	NUM
american_scientific_journal-9700	76	30	-	-	SYM
american_scientific_journal-9700	76	31	202	202	NUM
american_scientific_journal-9700	76	32	191	191	NUM
american_scientific_journal-9700	76	33	is	be	AUX
american_scientific_journal-9700	76	34	to	to	PART
american_scientific_journal-9700	76	35	use	use	VERB
american_scientific_journal-9700	76	36	repetitive	repetitive	ADJ
american_scientific_journal-9700	76	37	undersampling	undersampling	ADJ
american_scientific_journal-9700	76	38	techniques	technique	NOUN
american_scientific_journal-9700	76	39	[	[	X
american_scientific_journal-9700	76	40	6	6	NUM
american_scientific_journal-9700	76	41	]	]	PUNCT
american_scientific_journal-9700	76	42	.	.	PUNCT
american_scientific_journal-9700	77	1	hasanin	hasanin	NOUN
american_scientific_journal-9700	77	2	and	and	CCONJ
american_scientific_journal-9700	77	3	khoshgoftaar	khoshgoftaar	NOUN
american_scientific_journal-9700	77	4	[	[	X
american_scientific_journal-9700	77	5	7	7	X
american_scientific_journal-9700	77	6	]	]	PUNCT
american_scientific_journal-9700	77	7	conducted	conduct	VERB
american_scientific_journal-9700	77	8	several	several	ADJ
american_scientific_journal-9700	77	9	simulations	simulation	NOUN
american_scientific_journal-9700	77	10	to	to	PART
american_scientific_journal-9700	77	11	test	test	VERB
american_scientific_journal-9700	77	12	the	the	DET
american_scientific_journal-9700	77	13	effect	effect	NOUN
american_scientific_journal-9700	77	14	of	of	ADP
american_scientific_journal-9700	77	15	random	random	ADJ
american_scientific_journal-9700	77	16	undersampling	undersample	VERB
american_scientific_journal-9700	77	17	on	on	ADP
american_scientific_journal-9700	77	18	imbalanced	imbalanced	ADJ
american_scientific_journal-9700	77	19	datasets	dataset	NOUN
american_scientific_journal-9700	77	20	.	.	PUNCT
american_scientific_journal-9700	78	1	they	they	PRON
american_scientific_journal-9700	78	2	tested	test	VERB
american_scientific_journal-9700	78	3	model	model	NOUN
american_scientific_journal-9700	78	4	powers	power	NOUN
american_scientific_journal-9700	78	5	for	for	ADP
american_scientific_journal-9700	78	6	datasets	dataset	NOUN
american_scientific_journal-9700	78	7	with	with	ADP
american_scientific_journal-9700	78	8	100	100	NUM
american_scientific_journal-9700	78	9	%	%	NOUN
american_scientific_journal-9700	78	10	,	,	PUNCT
american_scientific_journal-9700	78	11	10	10	NUM
american_scientific_journal-9700	78	12	%	%	NOUN
american_scientific_journal-9700	78	13	,	,	PUNCT
american_scientific_journal-9700	78	14	1	1	NUM
american_scientific_journal-9700	78	15	%	%	NOUN
american_scientific_journal-9700	78	16	,	,	PUNCT
american_scientific_journal-9700	78	17	0.1	0.1	NUM
american_scientific_journal-9700	78	18	%	%	NOUN
american_scientific_journal-9700	78	19	,	,	PUNCT
american_scientific_journal-9700	78	20	0.01	0.01	NUM
american_scientific_journal-9700	78	21	%	%	NOUN
american_scientific_journal-9700	78	22	,	,	PUNCT
american_scientific_journal-9700	78	23	and	and	CCONJ
american_scientific_journal-9700	78	24	0.001	0.001	NUM
american_scientific_journal-9700	78	25	%	%	NOUN
american_scientific_journal-9700	78	26	positive	positive	ADJ
american_scientific_journal-9700	78	27	percentages	percentage	NOUN
american_scientific_journal-9700	78	28	.	.	PUNCT
american_scientific_journal-9700	79	1	they	they	PRON
american_scientific_journal-9700	79	2	showed	show	VERB
american_scientific_journal-9700	79	3	that	that	SCONJ
american_scientific_journal-9700	79	4	when	when	SCONJ
american_scientific_journal-9700	79	5	class	class	NOUN
american_scientific_journal-9700	79	6	distribution	distribution	NOUN
american_scientific_journal-9700	79	7	is	be	AUX
american_scientific_journal-9700	79	8	below	below	ADP
american_scientific_journal-9700	79	9	a	a	DET
american_scientific_journal-9700	79	10	positive	positive	ADJ
american_scientific_journal-9700	79	11	percentage	percentage	NOUN
american_scientific_journal-9700	79	12	of	of	ADP
american_scientific_journal-9700	79	13	0.1	0.1	NUM
american_scientific_journal-9700	79	14	%	%	NOUN
american_scientific_journal-9700	79	15	,	,	PUNCT
american_scientific_journal-9700	79	16	models	model	NOUN
american_scientific_journal-9700	79	17	tend	tend	VERB
american_scientific_journal-9700	79	18	to	to	PART
american_scientific_journal-9700	79	19	perform	perform	VERB
american_scientific_journal-9700	79	20	worse	bad	ADJ
american_scientific_journal-9700	79	21	.	.	PUNCT
american_scientific_journal-9700	80	1	they	they	PRON
american_scientific_journal-9700	80	2	also	also	ADV
american_scientific_journal-9700	80	3	showed	show	VERB
american_scientific_journal-9700	80	4	that	that	SCONJ
american_scientific_journal-9700	80	5	a	a	DET
american_scientific_journal-9700	80	6	performance	performance	NOUN
american_scientific_journal-9700	80	7	boost	boost	NOUN
american_scientific_journal-9700	80	8	can	can	AUX
american_scientific_journal-9700	80	9	be	be	AUX
american_scientific_journal-9700	80	10	achieved	achieve	VERB
american_scientific_journal-9700	80	11	by	by	ADP
american_scientific_journal-9700	80	12	partial	partial	ADJ
american_scientific_journal-9700	80	13	undersampling	undersampling	NOUN
american_scientific_journal-9700	80	14	.	.	PUNCT
american_scientific_journal-9700	81	1	seiffert	seiffert	PROPN
american_scientific_journal-9700	81	2	and	and	CCONJ
american_scientific_journal-9700	81	3	his	his	PRON
american_scientific_journal-9700	81	4	colleagues	colleague	NOUN
american_scientific_journal-9700	81	5	.	.	PUNCT
american_scientific_journal-9700	82	1	[	[	X
american_scientific_journal-9700	82	2	8	8	NUM
american_scientific_journal-9700	82	3	]	]	PUNCT
american_scientific_journal-9700	82	4	proposed	propose	VERB
american_scientific_journal-9700	82	5	rusboost	rusboost	NOUN
american_scientific_journal-9700	82	6	,	,	PUNCT
american_scientific_journal-9700	82	7	combining	combine	VERB
american_scientific_journal-9700	82	8	the	the	DET
american_scientific_journal-9700	82	9	random	random	ADJ
american_scientific_journal-9700	82	10	under	under	NOUN
american_scientific_journal-9700	82	11	-	-	PUNCT
american_scientific_journal-9700	82	12	sampling	sample	VERB
american_scientific_journal-9700	82	13	approach	approach	NOUN
american_scientific_journal-9700	82	14	with	with	ADP
american_scientific_journal-9700	82	15	a	a	DET
american_scientific_journal-9700	82	16	boosting	boost	VERB
american_scientific_journal-9700	82	17	procedure	procedure	NOUN
american_scientific_journal-9700	82	18	.	.	PUNCT
american_scientific_journal-9700	83	1	another	another	DET
american_scientific_journal-9700	83	2	approach	approach	NOUN
american_scientific_journal-9700	83	3	,	,	PUNCT
american_scientific_journal-9700	83	4	ub	ub	INTJ
american_scientific_journal-9700	83	5	(	(	PUNCT
american_scientific_journal-9700	83	6	underbagging	underbagging	NOUN
american_scientific_journal-9700	83	7	)	)	PUNCT
american_scientific_journal-9700	83	8	,	,	PUNCT
american_scientific_journal-9700	83	9	combines	combine	VERB
american_scientific_journal-9700	83	10	a	a	DET
american_scientific_journal-9700	83	11	bagging	bagging	NOUN
american_scientific_journal-9700	83	12	technique	technique	NOUN
american_scientific_journal-9700	83	13	with	with	ADP
american_scientific_journal-9700	83	14	a	a	DET
american_scientific_journal-9700	83	15	random	random	ADJ
american_scientific_journal-9700	83	16	under	under	NOUN
american_scientific_journal-9700	83	17	-	-	PUNCT
american_scientific_journal-9700	83	18	sampling	sample	VERB
american_scientific_journal-9700	83	19	process	process	NOUN
american_scientific_journal-9700	83	20	.	.	PUNCT
american_scientific_journal-9700	84	1	the	the	DET
american_scientific_journal-9700	84	2	majority	majority	NOUN
american_scientific_journal-9700	84	3	class	class	NOUN
american_scientific_journal-9700	84	4	was	be	AUX
american_scientific_journal-9700	84	5	under	under	ADV
american_scientific_journal-9700	84	6	-	-	PUNCT
american_scientific_journal-9700	84	7	sampled	sample	VERB
american_scientific_journal-9700	84	8	in	in	ADP
american_scientific_journal-9700	84	9	barandela	barandela	PROPN
american_scientific_journal-9700	84	10	and	and	CCONJ
american_scientific_journal-9700	84	11	his	his	PRON
american_scientific_journal-9700	84	12	colleagues	colleague	NOUN
american_scientific_journal-9700	84	13	.	.	PUNCT
american_scientific_journal-9700	85	1	[	[	X
american_scientific_journal-9700	85	2	9	9	NUM
american_scientific_journal-9700	85	3	]	]	PUNCT
american_scientific_journal-9700	85	4	,	,	PUNCT
american_scientific_journal-9700	85	5	the	the	DET
american_scientific_journal-9700	85	6	first	first	ADJ
american_scientific_journal-9700	85	7	study	study	NOUN
american_scientific_journal-9700	85	8	to	to	PART
american_scientific_journal-9700	85	9	use	use	VERB
american_scientific_journal-9700	85	10	underbagging	underbagging	NOUN
american_scientific_journal-9700	85	11	,	,	PUNCT
american_scientific_journal-9700	85	12	and	and	CCONJ
american_scientific_journal-9700	85	13	a	a	DET
american_scientific_journal-9700	85	14	balanced	balanced	ADJ
american_scientific_journal-9700	85	15	training	training	NOUN
american_scientific_journal-9700	85	16	data	datum	NOUN
american_scientific_journal-9700	85	17	set	set	VERB
american_scientific_journal-9700	85	18	was	be	AUX
american_scientific_journal-9700	85	19	then	then	ADV
american_scientific_journal-9700	85	20	utilized	utilize	VERB
american_scientific_journal-9700	85	21	to	to	PART
american_scientific_journal-9700	85	22	build	build	VERB
american_scientific_journal-9700	85	23	a	a	DET
american_scientific_journal-9700	85	24	bagging	bagging	NOUN
american_scientific_journal-9700	85	25	-	-	PUNCT
american_scientific_journal-9700	85	26	based	base	VERB
american_scientific_journal-9700	85	27	k	k	NOUN
american_scientific_journal-9700	85	28	-	-	PUNCT
american_scientific_journal-9700	85	29	nearest	near	ADJ
american_scientific_journal-9700	85	30	neighbor	neighbor	NOUN
american_scientific_journal-9700	85	31	ensemble	ensemble	ADJ
american_scientific_journal-9700	85	32	(	(	PUNCT
american_scientific_journal-9700	85	33	k	k	NOUN
american_scientific_journal-9700	85	34	=	=	SYM
american_scientific_journal-9700	85	35	1	1	NUM
american_scientific_journal-9700	85	36	)	)	PUNCT
american_scientific_journal-9700	85	37	.	.	PUNCT
american_scientific_journal-9700	86	1	for	for	ADP
american_scientific_journal-9700	86	2	credit	credit	NOUN
american_scientific_journal-9700	86	3	card	card	NOUN
american_scientific_journal-9700	86	4	fraud	fraud	NOUN
american_scientific_journal-9700	86	5	detection	detection	NOUN
american_scientific_journal-9700	86	6	,	,	PUNCT
american_scientific_journal-9700	86	7	which	which	PRON
american_scientific_journal-9700	86	8	is	be	AUX
american_scientific_journal-9700	86	9	a	a	DET
american_scientific_journal-9700	86	10	widely	widely	ADV
american_scientific_journal-9700	86	11	researched	research	VERB
american_scientific_journal-9700	86	12	imbalanced	imbalanced	ADJ
american_scientific_journal-9700	86	13	problem	problem	NOUN
american_scientific_journal-9700	86	14	,	,	PUNCT
american_scientific_journal-9700	86	15	randhawa	randhawa	PROPN
american_scientific_journal-9700	86	16	et	et	PROPN
american_scientific_journal-9700	86	17	.	.	PUNCT
american_scientific_journal-9700	87	1	al	al	PROPN
american_scientific_journal-9700	88	1	[	[	X
american_scientific_journal-9700	88	2	10	10	NUM
american_scientific_journal-9700	88	3	]	]	PUNCT
american_scientific_journal-9700	88	4	used	use	VERB
american_scientific_journal-9700	88	5	adaboost	adaboost	ADV
american_scientific_journal-9700	88	6	and	and	CCONJ
american_scientific_journal-9700	88	7	majority	majority	NOUN
american_scientific_journal-9700	88	8	voting	vote	VERB
american_scientific_journal-9700	88	9	to	to	PART
american_scientific_journal-9700	88	10	test	test	VERB
american_scientific_journal-9700	88	11	twelve	twelve	NUM
american_scientific_journal-9700	88	12	different	different	ADJ
american_scientific_journal-9700	88	13	classifiers	classifier	NOUN
american_scientific_journal-9700	88	14	.	.	PUNCT
american_scientific_journal-9700	89	1	the	the	DET
american_scientific_journal-9700	89	2	results	result	NOUN
american_scientific_journal-9700	89	3	showed	show	VERB
american_scientific_journal-9700	89	4	that	that	SCONJ
american_scientific_journal-9700	89	5	the	the	DET
american_scientific_journal-9700	89	6	majority	majority	NOUN
american_scientific_journal-9700	89	7	voting	voting	NOUN
american_scientific_journal-9700	89	8	method	method	NOUN
american_scientific_journal-9700	89	9	gave	give	VERB
american_scientific_journal-9700	89	10	a	a	DET
american_scientific_journal-9700	89	11	good	good	ADJ
american_scientific_journal-9700	89	12	performance	performance	NOUN
american_scientific_journal-9700	89	13	.	.	PUNCT
american_scientific_journal-9700	90	1	zareapoor	zareapoor	PROPN
american_scientific_journal-9700	90	2	and	and	CCONJ
american_scientific_journal-9700	90	3	his	his	PRON
american_scientific_journal-9700	90	4	colleagues	colleague	NOUN
american_scientific_journal-9700	90	5	.	.	PUNCT
american_scientific_journal-9700	91	1	[	[	X
american_scientific_journal-9700	91	2	11	11	NUM
american_scientific_journal-9700	91	3	]	]	PUNCT
american_scientific_journal-9700	91	4	compared	compare	VERB
american_scientific_journal-9700	91	5	different	different	ADJ
american_scientific_journal-9700	91	6	classifiers	classifier	NOUN
american_scientific_journal-9700	91	7	like	like	ADP
american_scientific_journal-9700	91	8	naïve	naïve	ADJ
american_scientific_journal-9700	91	9	bayes	bayes	NOUN
american_scientific_journal-9700	91	10	,	,	PUNCT
american_scientific_journal-9700	91	11	k	k	NOUN
american_scientific_journal-9700	91	12	-	-	PUNCT
american_scientific_journal-9700	91	13	nearest	near	ADJ
american_scientific_journal-9700	91	14	neighbors	neighbor	NOUN
american_scientific_journal-9700	91	15	,	,	PUNCT
american_scientific_journal-9700	91	16	support	support	NOUN
american_scientific_journal-9700	91	17	vector	vector	NOUN
american_scientific_journal-9700	91	18	machine	machine	NOUN
american_scientific_journal-9700	91	19	,	,	PUNCT
american_scientific_journal-9700	91	20	and	and	CCONJ
american_scientific_journal-9700	91	21	bagging	bagging	NOUN
american_scientific_journal-9700	91	22	.	.	PUNCT
american_scientific_journal-9700	92	1	the	the	DET
american_scientific_journal-9700	92	2	researchers	researcher	NOUN
american_scientific_journal-9700	92	3	did	do	AUX
american_scientific_journal-9700	92	4	not	not	PART
american_scientific_journal-9700	92	5	perform	perform	VERB
american_scientific_journal-9700	92	6	any	any	DET
american_scientific_journal-9700	92	7	undersampling	undersampling	ADJ
american_scientific_journal-9700	92	8	or	or	CCONJ
american_scientific_journal-9700	92	9	over	over	ADV
american_scientific_journal-9700	92	10	-	-	PUNCT
american_scientific_journal-9700	92	11	sampling	sample	VERB
american_scientific_journal-9700	92	12	methods	method	NOUN
american_scientific_journal-9700	92	13	,	,	PUNCT
american_scientific_journal-9700	92	14	but	but	CCONJ
american_scientific_journal-9700	92	15	they	they	PRON
american_scientific_journal-9700	92	16	proposed	propose	VERB
american_scientific_journal-9700	92	17	a	a	DET
american_scientific_journal-9700	92	18	different	different	ADJ
american_scientific_journal-9700	92	19	approach	approach	NOUN
american_scientific_journal-9700	92	20	to	to	PART
american_scientific_journal-9700	92	21	measure	measure	VERB
american_scientific_journal-9700	92	22	the	the	DET
american_scientific_journal-9700	92	23	model	model	NOUN
american_scientific_journal-9700	92	24	.	.	PUNCT
american_scientific_journal-9700	93	1	furthermore	furthermore	ADV
american_scientific_journal-9700	93	2	,	,	PUNCT
american_scientific_journal-9700	93	3	awoyemi	awoyemi	NOUN
american_scientific_journal-9700	93	4	and	and	CCONJ
american_scientific_journal-9700	93	5	his	his	PRON
american_scientific_journal-9700	93	6	colleagues	colleague	NOUN
american_scientific_journal-9700	93	7	.	.	PUNCT
american_scientific_journal-9700	94	1	[	[	X
american_scientific_journal-9700	94	2	12	12	NUM
american_scientific_journal-9700	94	3	]	]	PUNCT
american_scientific_journal-9700	94	4	utilized	utilize	VERB
american_scientific_journal-9700	94	5	a	a	DET
american_scientific_journal-9700	94	6	hybrid	hybrid	ADJ
american_scientific_journal-9700	94	7	sampling	sampling	NOUN
american_scientific_journal-9700	94	8	method	method	NOUN
american_scientific_journal-9700	94	9	and	and	CCONJ
american_scientific_journal-9700	94	10	tested	test	VERB
american_scientific_journal-9700	94	11	out	out	ADP
american_scientific_journal-9700	94	12	knn	knn	PROPN
american_scientific_journal-9700	94	13	,	,	PUNCT
american_scientific_journal-9700	94	14	naïve	naïve	ADJ
american_scientific_journal-9700	94	15	bayes	bayes	NOUN
american_scientific_journal-9700	94	16	,	,	PUNCT
american_scientific_journal-9700	94	17	and	and	CCONJ
american_scientific_journal-9700	94	18	logistic	logistic	ADJ
american_scientific_journal-9700	94	19	regression	regression	NOUN
american_scientific_journal-9700	94	20	models	model	NOUN
american_scientific_journal-9700	94	21	.	.	PUNCT
american_scientific_journal-9700	95	1	the	the	DET
american_scientific_journal-9700	95	2	literature	literature	NOUN
american_scientific_journal-9700	95	3	suggests	suggest	VERB
american_scientific_journal-9700	95	4	that	that	SCONJ
american_scientific_journal-9700	95	5	there	there	PRON
american_scientific_journal-9700	95	6	is	be	VERB
american_scientific_journal-9700	95	7	no	no	DET
american_scientific_journal-9700	95	8	single	single	ADJ
american_scientific_journal-9700	95	9	best	good	ADJ
american_scientific_journal-9700	95	10	method	method	NOUN
american_scientific_journal-9700	95	11	for	for	ADP
american_scientific_journal-9700	95	12	a	a	DET
american_scientific_journal-9700	95	13	successful	successful	ADJ
american_scientific_journal-9700	95	14	classification	classification	NOUN
american_scientific_journal-9700	95	15	.	.	PUNCT
american_scientific_journal-9700	96	1	as	as	ADP
american_scientific_journal-9700	96	2	usual	usual	ADJ
american_scientific_journal-9700	96	3	,	,	PUNCT
american_scientific_journal-9700	96	4	the	the	DET
american_scientific_journal-9700	96	5	performance	performance	NOUN
american_scientific_journal-9700	96	6	of	of	ADP
american_scientific_journal-9700	96	7	the	the	DET
american_scientific_journal-9700	96	8	method	method	NOUN
american_scientific_journal-9700	96	9	employed	employ	VERB
american_scientific_journal-9700	96	10	may	may	AUX
american_scientific_journal-9700	96	11	vary	vary	VERB
american_scientific_journal-9700	96	12	in	in	ADP
american_scientific_journal-9700	96	13	different	different	ADJ
american_scientific_journal-9700	96	14	data	data	NOUN
american_scientific_journal-9700	96	15	sets	set	NOUN
american_scientific_journal-9700	96	16	.	.	PUNCT
american_scientific_journal-9700	97	1	as	as	SCONJ
american_scientific_journal-9700	97	2	the	the	DET
american_scientific_journal-9700	97	3	direct	direct	ADJ
american_scientific_journal-9700	97	4	application	application	NOUN
american_scientific_journal-9700	97	5	of	of	ADP
american_scientific_journal-9700	97	6	any	any	DET
american_scientific_journal-9700	97	7	classification	classification	NOUN
american_scientific_journal-9700	97	8	may	may	AUX
american_scientific_journal-9700	97	9	cause	cause	VERB
american_scientific_journal-9700	97	10	problems	problem	NOUN
american_scientific_journal-9700	97	11	in	in	ADP
american_scientific_journal-9700	97	12	a	a	DET
american_scientific_journal-9700	97	13	dataset	dataset	NOUN
american_scientific_journal-9700	97	14	with	with	ADP
american_scientific_journal-9700	97	15	different	different	ADJ
american_scientific_journal-9700	97	16	characteristics	characteristic	NOUN
american_scientific_journal-9700	97	17	,	,	PUNCT
american_scientific_journal-9700	97	18	this	this	DET
american_scientific_journal-9700	97	19	work	work	NOUN
american_scientific_journal-9700	97	20	aimed	aim	VERB
american_scientific_journal-9700	97	21	to	to	PART
american_scientific_journal-9700	97	22	cluster	cluster	VERB
american_scientific_journal-9700	97	23	the	the	DET
american_scientific_journal-9700	97	24	original	original	ADJ
american_scientific_journal-9700	97	25	data	datum	NOUN
american_scientific_journal-9700	97	26	into	into	ADP
american_scientific_journal-9700	97	27	similar	similar	ADJ
american_scientific_journal-9700	97	28	segments	segment	NOUN
american_scientific_journal-9700	97	29	which	which	PRON
american_scientific_journal-9700	97	30	will	will	AUX
american_scientific_journal-9700	97	31	be	be	AUX
american_scientific_journal-9700	97	32	later	later	ADV
american_scientific_journal-9700	97	33	processed	process	VERB
american_scientific_journal-9700	97	34	for	for	ADP
american_scientific_journal-9700	97	35	classification	classification	NOUN
american_scientific_journal-9700	97	36	.	.	PUNCT
american_scientific_journal-9700	98	1	to	to	ADP
american_scientific_journal-9700	98	2	the	the	DET
american_scientific_journal-9700	98	3	best	good	ADJ
american_scientific_journal-9700	98	4	of	of	ADP
american_scientific_journal-9700	98	5	our	our	PRON
american_scientific_journal-9700	98	6	knowledge	knowledge	NOUN
american_scientific_journal-9700	98	7	,	,	PUNCT
american_scientific_journal-9700	98	8	the	the	DET
american_scientific_journal-9700	98	9	literature	literature	NOUN
american_scientific_journal-9700	98	10	does	do	AUX
american_scientific_journal-9700	98	11	not	not	PART
american_scientific_journal-9700	98	12	include	include	VERB
american_scientific_journal-9700	98	13	a	a	DET
american_scientific_journal-9700	98	14	similar	similar	ADJ
american_scientific_journal-9700	98	15	approach	approach	NOUN
american_scientific_journal-9700	98	16	which	which	PRON
american_scientific_journal-9700	98	17	will	will	AUX
american_scientific_journal-9700	98	18	be	be	AUX
american_scientific_journal-9700	98	19	described	describe	VERB
american_scientific_journal-9700	98	20	in	in	ADP
american_scientific_journal-9700	98	21	the	the	DET
american_scientific_journal-9700	98	22	methodology	methodology	NOUN
american_scientific_journal-9700	98	23	section	section	NOUN
american_scientific_journal-9700	98	24	.	.	PUNCT
american_scientific_journal-9700	99	1	3	3	X
american_scientific_journal-9700	99	2	.	.	X
american_scientific_journal-9700	99	3	description	description	NOUN
american_scientific_journal-9700	99	4	of	of	ADP
american_scientific_journal-9700	99	5	data	datum	NOUN
american_scientific_journal-9700	99	6	in	in	ADP
american_scientific_journal-9700	99	7	this	this	DET
american_scientific_journal-9700	99	8	study	study	NOUN
american_scientific_journal-9700	99	9	,	,	PUNCT
american_scientific_journal-9700	99	10	we	we	PRON
american_scientific_journal-9700	99	11	worked	work	VERB
american_scientific_journal-9700	99	12	with	with	ADP
american_scientific_journal-9700	99	13	2	2	NUM
american_scientific_journal-9700	99	14	363	363	NUM
american_scientific_journal-9700	99	15	378	378	NUM
american_scientific_journal-9700	99	16	telecommunication	telecommunication	NOUN
american_scientific_journal-9700	99	17	customers	customer	NOUN
american_scientific_journal-9700	99	18	who	who	PRON
american_scientific_journal-9700	99	19	did	do	AUX
american_scientific_journal-9700	99	20	n’t	not	PART
american_scientific_journal-9700	99	21	complain	complain	VERB
american_scientific_journal-9700	99	22	and	and	CCONJ
american_scientific_journal-9700	99	23	10	10	NUM
american_scientific_journal-9700	99	24	760	760	NUM
american_scientific_journal-9700	99	25	customers	customer	NOUN
american_scientific_journal-9700	99	26	who	who	PRON
american_scientific_journal-9700	99	27	complained	complain	VERB
american_scientific_journal-9700	99	28	at	at	ADP
american_scientific_journal-9700	99	29	least	least	ADJ
american_scientific_journal-9700	99	30	once	once	ADV
american_scientific_journal-9700	99	31	during	during	ADP
american_scientific_journal-9700	99	32	the	the	DET
american_scientific_journal-9700	99	33	observation	observation	NOUN
american_scientific_journal-9700	99	34	period	period	NOUN
american_scientific_journal-9700	99	35	.	.	PUNCT
american_scientific_journal-9700	100	1	data	datum	NOUN
american_scientific_journal-9700	100	2	consists	consist	VERB
american_scientific_journal-9700	100	3	of	of	ADP
american_scientific_journal-9700	100	4	a	a	DET
american_scientific_journal-9700	100	5	series	series	NOUN
american_scientific_journal-9700	100	6	of	of	ADP
american_scientific_journal-9700	100	7	9	9	NUM
american_scientific_journal-9700	100	8	invoices	invoice	NOUN
american_scientific_journal-9700	100	9	over	over	ADP
american_scientific_journal-9700	100	10	the	the	DET
american_scientific_journal-9700	100	11	period	period	NOUN
american_scientific_journal-9700	100	12	07/2021	07/2021	NOUN
american_scientific_journal-9700	100	13	-	-	PUNCT
american_scientific_journal-9700	100	14	03/2022	03/2022	NOUN
american_scientific_journal-9700	100	15	.	.	PUNCT
american_scientific_journal-9700	101	1	the	the	DET
american_scientific_journal-9700	101	2	numbers	number	NOUN
american_scientific_journal-9700	101	3	of	of	ADP
american_scientific_journal-9700	101	4	invoices	invoice	NOUN
american_scientific_journal-9700	101	5	for	for	ADP
american_scientific_journal-9700	101	6	each	each	DET
american_scientific_journal-9700	101	7	month	month	NOUN
american_scientific_journal-9700	101	8	and	and	CCONJ
american_scientific_journal-9700	101	9	complaints	complaint	NOUN
american_scientific_journal-9700	101	10	during	during	ADP
american_scientific_journal-9700	101	11	these	these	DET
american_scientific_journal-9700	101	12	months	month	NOUN
american_scientific_journal-9700	101	13	are	be	AUX
american_scientific_journal-9700	101	14	given	give	VERB
american_scientific_journal-9700	101	15	in	in	ADP
american_scientific_journal-9700	101	16	table	table	NOUN
american_scientific_journal-9700	101	17	1	1	NUM
american_scientific_journal-9700	101	18	.	.	PUNCT
american_scientific_journal-9700	102	1	we	we	PRON
american_scientific_journal-9700	102	2	note	note	VERB
american_scientific_journal-9700	102	3	that	that	SCONJ
american_scientific_journal-9700	102	4	objections	objection	NOUN
american_scientific_journal-9700	102	5	to	to	ADP
american_scientific_journal-9700	102	6	the	the	DET
american_scientific_journal-9700	102	7	invoice	invoice	NOUN
american_scientific_journal-9700	102	8	of	of	ADP
american_scientific_journal-9700	102	9	a	a	DET
american_scientific_journal-9700	102	10	given	give	VERB
american_scientific_journal-9700	102	11	month	month	NOUN
american_scientific_journal-9700	102	12	can	can	AUX
american_scientific_journal-9700	102	13	be	be	AUX
american_scientific_journal-9700	102	14	filed	file	VERB
american_scientific_journal-9700	102	15	at	at	ADP
american_scientific_journal-9700	102	16	a	a	DET
american_scientific_journal-9700	102	17	later	later	ADJ
american_scientific_journal-9700	102	18	month	month	NOUN
american_scientific_journal-9700	102	19	,	,	PUNCT
american_scientific_journal-9700	102	20	the	the	DET
american_scientific_journal-9700	102	21	figures	figure	NOUN
american_scientific_journal-9700	102	22	given	give	VERB
american_scientific_journal-9700	102	23	in	in	ADP
american_scientific_journal-9700	102	24	table	table	NOUN
american_scientific_journal-9700	102	25	1	1	NUM
american_scientific_journal-9700	102	26	reflect	reflect	VERB
american_scientific_journal-9700	102	27	complaints	complaint	NOUN
american_scientific_journal-9700	102	28	to	to	ADP
american_scientific_journal-9700	102	29	the	the	DET
american_scientific_journal-9700	102	30	invoice	invoice	NOUN
american_scientific_journal-9700	102	31	of	of	ADP
american_scientific_journal-9700	102	32	the	the	DET
american_scientific_journal-9700	102	33	given	give	VERB
american_scientific_journal-9700	102	34	month	month	NOUN
american_scientific_journal-9700	102	35	.	.	PUNCT
american_scientific_journal-9700	103	1	table	table	NOUN
american_scientific_journal-9700	103	2	1	1	NUM
american_scientific_journal-9700	103	3	:	:	PUNCT
american_scientific_journal-9700	103	4	distribution	distribution	NOUN
american_scientific_journal-9700	103	5	of	of	ADP
american_scientific_journal-9700	103	6	complaints	complaint	NOUN
american_scientific_journal-9700	103	7	(	(	PUNCT
american_scientific_journal-9700	103	8	nc	nc	NOUN
american_scientific_journal-9700	103	9	:	:	PUNCT
american_scientific_journal-9700	103	10	no	no	DET
american_scientific_journal-9700	103	11	complaint	complaint	NOUN
american_scientific_journal-9700	103	12	,	,	PUNCT
american_scientific_journal-9700	103	13	c	c	X
american_scientific_journal-9700	103	14	:	:	PUNCT
american_scientific_journal-9700	103	15	complaint	complaint	NOUN
american_scientific_journal-9700	103	16	month	month	NOUN
american_scientific_journal-9700	103	17	1	1	NUM
american_scientific_journal-9700	103	18	2	2	NUM
american_scientific_journal-9700	103	19	3	3	NUM
american_scientific_journal-9700	103	20	4	4	NUM
american_scientific_journal-9700	103	21	5	5	NUM
american_scientific_journal-9700	103	22	6	6	NUM
american_scientific_journal-9700	103	23	7	7	NUM
american_scientific_journal-9700	103	24	8	8	NUM
american_scientific_journal-9700	103	25	9	9	NUM
american_scientific_journal-9700	103	26	nc	nc	PROPN
american_scientific_journal-9700	103	27	2	2	NUM
american_scientific_journal-9700	103	28	375	375	NUM
american_scientific_journal-9700	103	29	072	072	NUM
american_scientific_journal-9700	103	30	2	2	NUM
american_scientific_journal-9700	103	31	375	375	NUM
american_scientific_journal-9700	103	32	153	153	NUM
american_scientific_journal-9700	103	33	2	2	NUM
american_scientific_journal-9700	103	34	375	375	NUM
american_scientific_journal-9700	103	35	120	120	NUM
american_scientific_journal-9700	103	36	2	2	NUM
american_scientific_journal-9700	103	37	375	375	NUM
american_scientific_journal-9700	103	38	100	100	NUM
american_scientific_journal-9700	103	39	2	2	NUM
american_scientific_journal-9700	103	40	375	375	NUM
american_scientific_journal-9700	103	41	136	136	NUM
american_scientific_journal-9700	103	42	2	2	NUM
american_scientific_journal-9700	103	43	375	375	NUM
american_scientific_journal-9700	103	44	351	351	NUM
american_scientific_journal-9700	103	45	2	2	NUM
american_scientific_journal-9700	103	46	375	375	NUM
american_scientific_journal-9700	103	47	438	438	NUM
american_scientific_journal-9700	103	48	2	2	NUM
american_scientific_journal-9700	103	49	375	375	NUM
american_scientific_journal-9700	103	50	497	497	NUM
american_scientific_journal-9700	103	51	2	2	NUM
american_scientific_journal-9700	103	52	375	375	NUM
american_scientific_journal-9700	103	53	351	351	NUM
american_scientific_journal-9700	103	54	c	c	NOUN
american_scientific_journal-9700	103	55	1	1	NUM
american_scientific_journal-9700	103	56	444	444	NUM
american_scientific_journal-9700	103	57	1	1	NUM
american_scientific_journal-9700	103	58	363	363	NUM
american_scientific_journal-9700	103	59	1	1	NUM
american_scientific_journal-9700	103	60	396	396	NUM
american_scientific_journal-9700	103	61	1	1	NUM
american_scientific_journal-9700	103	62	416	416	NUM
american_scientific_journal-9700	103	63	1	1	NUM
american_scientific_journal-9700	103	64	380	380	NUM
american_scientific_journal-9700	103	65	1	1	NUM
american_scientific_journal-9700	103	66	165	165	NUM
american_scientific_journal-9700	103	67	1	1	NUM
american_scientific_journal-9700	103	68	078	078	NUM
american_scientific_journal-9700	103	69	1	1	NUM
american_scientific_journal-9700	103	70	019	019	NUM
american_scientific_journal-9700	103	71	1	1	NUM
american_scientific_journal-9700	103	72	165	165	NUM
american_scientific_journal-9700	103	73	the	the	DET
american_scientific_journal-9700	103	74	data	datum	NOUN
american_scientific_journal-9700	103	75	consists	consist	VERB
american_scientific_journal-9700	103	76	of	of	ADP
american_scientific_journal-9700	103	77	19	19	NUM
american_scientific_journal-9700	103	78	columns	column	NOUN
american_scientific_journal-9700	103	79	.	.	PUNCT
american_scientific_journal-9700	104	1	these	these	DET
american_scientific_journal-9700	104	2	columns	column	NOUN
american_scientific_journal-9700	104	3	are	be	AUX
american_scientific_journal-9700	104	4	,	,	PUNCT
american_scientific_journal-9700	104	5			PRON
american_scientific_journal-9700	104	6	1st	1st	ADJ
american_scientific_journal-9700	104	7	column	column	NOUN
american_scientific_journal-9700	104	8	:	:	PUNCT
american_scientific_journal-9700	104	9	unique	unique	ADJ
american_scientific_journal-9700	105	1	i	i	PRON
american_scientific_journal-9700	105	2	d	d	PROPN
american_scientific_journal-9700	105	3	of	of	ADP
american_scientific_journal-9700	105	4	the	the	DET
american_scientific_journal-9700	105	5	customer	customer	NOUN
american_scientific_journal-9700	105	6			NOUN
american_scientific_journal-9700	105	7	2nd	2nd	ADJ
american_scientific_journal-9700	105	8	–	–	PUNCT
american_scientific_journal-9700	105	9	10th	10th	ADJ
american_scientific_journal-9700	105	10	column	column	NOUN
american_scientific_journal-9700	105	11	:	:	PUNCT
american_scientific_journal-9700	105	12	invoice	invoice	NOUN
american_scientific_journal-9700	105	13	amounts	amount	VERB
american_scientific_journal-9700	105	14	for	for	ADP
american_scientific_journal-9700	105	15	each	each	DET
american_scientific_journal-9700	105	16	month	month	NOUN
american_scientific_journal-9700	105	17	in	in	ADP
american_scientific_journal-9700	105	18	tl	tl	PROPN
american_scientific_journal-9700	105	19	(	(	PUNCT
american_scientific_journal-9700	105	20	turkish	turkish	ADJ
american_scientific_journal-9700	105	21	currency	currency	NOUN
american_scientific_journal-9700	105	22	)	)	PUNCT
american_scientific_journal-9700	105	23	american	american	ADJ
american_scientific_journal-9700	105	24	academic	academic	ADJ
american_scientific_journal-9700	105	25	scientific	scientific	ADJ
american_scientific_journal-9700	105	26	research	research	NOUN
american_scientific_journal-9700	105	27	journal	journal	NOUN
american_scientific_journal-9700	105	28	for	for	ADP
american_scientific_journal-9700	105	29	engineering	engineering	NOUN
american_scientific_journal-9700	105	30	,	,	PUNCT
american_scientific_journal-9700	105	31	technology	technology	NOUN
american_scientific_journal-9700	105	32	,	,	PUNCT
american_scientific_journal-9700	105	33	and	and	CCONJ
american_scientific_journal-9700	105	34	sciences	science	NOUN
american_scientific_journal-9700	105	35	(	(	PUNCT
american_scientific_journal-9700	105	36	asrjets	asrjet	NOUN
american_scientific_journal-9700	105	37	)	)	PUNCT
american_scientific_journal-9700	105	38	volume	volume	NOUN
american_scientific_journal-9700	105	39	97	97	NUM
american_scientific_journal-9700	105	40	,	,	PUNCT
american_scientific_journal-9700	105	41	no	no	DET
american_scientific_journal-9700	105	42	1	1	NUM
american_scientific_journal-9700	105	43	,	,	PUNCT
american_scientific_journal-9700	105	44	pp	pp	ADV
american_scientific_journal-9700	105	45	188	188	NUM
american_scientific_journal-9700	105	46	-	-	SYM
american_scientific_journal-9700	105	47	202	202	NUM
american_scientific_journal-9700	105	48	192	192	NUM
american_scientific_journal-9700	105	49			NOUN
american_scientific_journal-9700	105	50	11th	11th	ADJ
american_scientific_journal-9700	105	51	–	–	PUNCT
american_scientific_journal-9700	105	52	19th	19th	ADJ
american_scientific_journal-9700	105	53	column	column	NOUN
american_scientific_journal-9700	105	54	:	:	PUNCT
american_scientific_journal-9700	105	55	complaint	complaint	VERB
american_scientific_journal-9700	105	56	information	information	NOUN
american_scientific_journal-9700	105	57	for	for	ADP
american_scientific_journal-9700	105	58	each	each	DET
american_scientific_journal-9700	105	59	month	month	NOUN
american_scientific_journal-9700	105	60	(	(	PUNCT
american_scientific_journal-9700	105	61	0	0	NUM
american_scientific_journal-9700	105	62	or	or	CCONJ
american_scientific_journal-9700	105	63	1	1	NUM
american_scientific_journal-9700	105	64	)	)	PUNCT
american_scientific_journal-9700	105	65	in	in	ADP
american_scientific_journal-9700	105	66	our	our	PRON
american_scientific_journal-9700	105	67	previous	previous	ADJ
american_scientific_journal-9700	105	68	work	work	NOUN
american_scientific_journal-9700	105	69	[	[	X
american_scientific_journal-9700	105	70	13	13	NUM
american_scientific_journal-9700	105	71	]	]	PUNCT
american_scientific_journal-9700	105	72	,	,	PUNCT
american_scientific_journal-9700	105	73	we	we	PRON
american_scientific_journal-9700	105	74	clustered	cluster	VERB
american_scientific_journal-9700	105	75	1.7	1.7	NUM
american_scientific_journal-9700	105	76	million	million	NUM
american_scientific_journal-9700	105	77	corporate	corporate	ADJ
american_scientific_journal-9700	105	78	customers	customer	NOUN
american_scientific_journal-9700	105	79	in	in	ADP
american_scientific_journal-9700	105	80	order	order	NOUN
american_scientific_journal-9700	105	81	to	to	PART
american_scientific_journal-9700	105	82	detect	detect	VERB
american_scientific_journal-9700	105	83	retail	retail	ADJ
american_scientific_journal-9700	105	84	expenditure	expenditure	NOUN
american_scientific_journal-9700	105	85	trends	trend	NOUN
american_scientific_journal-9700	105	86	,	,	PUNCT
american_scientific_journal-9700	105	87	which	which	PRON
american_scientific_journal-9700	105	88	are	be	AUX
american_scientific_journal-9700	105	89	characterized	characterize	VERB
american_scientific_journal-9700	105	90	by	by	ADP
american_scientific_journal-9700	105	91	a	a	DET
american_scientific_journal-9700	105	92	sudden	sudden	ADJ
american_scientific_journal-9700	105	93	increase	increase	NOUN
american_scientific_journal-9700	105	94	in	in	ADP
american_scientific_journal-9700	105	95	otherwise	otherwise	ADV
american_scientific_journal-9700	105	96	stationary	stationary	ADJ
american_scientific_journal-9700	105	97	time	time	NOUN
american_scientific_journal-9700	105	98	series	series	PROPN
american_scientific_journal-9700	105	99	data	data	PROPN
american_scientific_journal-9700	105	100	.	.	PUNCT
american_scientific_journal-9700	106	1	we	we	PRON
american_scientific_journal-9700	106	2	used	use	VERB
american_scientific_journal-9700	106	3	a	a	DET
american_scientific_journal-9700	106	4	hierarchical	hierarchical	ADJ
american_scientific_journal-9700	106	5	clustering	clustering	NOUN
american_scientific_journal-9700	106	6	approach	approach	NOUN
american_scientific_journal-9700	106	7	,	,	PUNCT
american_scientific_journal-9700	106	8	first	first	ADV
american_scientific_journal-9700	106	9	splitting	split	VERB
american_scientific_journal-9700	106	10	the	the	DET
american_scientific_journal-9700	106	11	data	datum	NOUN
american_scientific_journal-9700	106	12	according	accord	VERB
american_scientific_journal-9700	106	13	to	to	ADP
american_scientific_journal-9700	106	14	the	the	DET
american_scientific_journal-9700	106	15	mean	mean	NOUN
american_scientific_journal-9700	106	16	of	of	ADP
american_scientific_journal-9700	106	17	the	the	DET
american_scientific_journal-9700	106	18	invoice	invoice	NOUN
american_scientific_journal-9700	106	19	,	,	PUNCT
american_scientific_journal-9700	106	20	then	then	ADV
american_scientific_journal-9700	106	21	with	with	ADP
american_scientific_journal-9700	106	22	respect	respect	NOUN
american_scientific_journal-9700	106	23	to	to	ADP
american_scientific_journal-9700	106	24	the	the	DET
american_scientific_journal-9700	106	25	relative	relative	ADJ
american_scientific_journal-9700	106	26	standard	standard	ADJ
american_scientific_journal-9700	106	27	deviation	deviation	NOUN
american_scientific_journal-9700	106	28	,	,	PUNCT
american_scientific_journal-9700	106	29	and	and	CCONJ
american_scientific_journal-9700	106	30	lastly	lastly	ADV
american_scientific_journal-9700	106	31	,	,	PUNCT
american_scientific_journal-9700	106	32	with	with	ADP
american_scientific_journal-9700	106	33	respect	respect	NOUN
american_scientific_journal-9700	106	34	to	to	ADP
american_scientific_journal-9700	106	35	the	the	DET
american_scientific_journal-9700	106	36	relative	relative	ADJ
american_scientific_journal-9700	106	37	range	range	NOUN
american_scientific_journal-9700	106	38	of	of	ADP
american_scientific_journal-9700	106	39	monthly	monthly	ADJ
american_scientific_journal-9700	106	40	expenses	expense	NOUN
american_scientific_journal-9700	106	41	.	.	PUNCT
american_scientific_journal-9700	107	1	based	base	VERB
american_scientific_journal-9700	107	2	on	on	ADP
american_scientific_journal-9700	107	3	the	the	DET
american_scientific_journal-9700	107	4	attributes	attribute	NOUN
american_scientific_journal-9700	107	5	of	of	ADP
american_scientific_journal-9700	107	6	the	the	DET
american_scientific_journal-9700	107	7	data	datum	NOUN
american_scientific_journal-9700	107	8	,	,	PUNCT
american_scientific_journal-9700	107	9	a	a	DET
american_scientific_journal-9700	107	10	threshold	threshold	NOUN
american_scientific_journal-9700	107	11	value	value	NOUN
american_scientific_journal-9700	107	12	was	be	AUX
american_scientific_journal-9700	107	13	used	use	VERB
american_scientific_journal-9700	107	14	to	to	PART
american_scientific_journal-9700	107	15	divide	divide	VERB
american_scientific_journal-9700	107	16	each	each	DET
american_scientific_journal-9700	107	17	feature	feature	NOUN
american_scientific_journal-9700	107	18	into	into	ADP
american_scientific_journal-9700	107	19	four	four	NUM
american_scientific_journal-9700	107	20	classes	class	NOUN
american_scientific_journal-9700	107	21	.	.	PUNCT
american_scientific_journal-9700	108	1	in	in	ADP
american_scientific_journal-9700	108	2	our	our	PRON
american_scientific_journal-9700	108	3	situation	situation	NOUN
american_scientific_journal-9700	108	4	,	,	PUNCT
american_scientific_journal-9700	108	5	the	the	DET
american_scientific_journal-9700	108	6	strategy	strategy	NOUN
american_scientific_journal-9700	108	7	we	we	PRON
american_scientific_journal-9700	108	8	used	use	VERB
american_scientific_journal-9700	108	9	produced	produce	VERB
american_scientific_journal-9700	108	10	43=64	43=64	NUM
american_scientific_journal-9700	108	11	groups	group	NOUN
american_scientific_journal-9700	108	12	,	,	PUNCT
american_scientific_journal-9700	108	13	some	some	PRON
american_scientific_journal-9700	108	14	of	of	ADP
american_scientific_journal-9700	108	15	which	which	PRON
american_scientific_journal-9700	108	16	were	be	AUX
american_scientific_journal-9700	108	17	empty	empty	ADJ
american_scientific_journal-9700	108	18	.	.	PUNCT
american_scientific_journal-9700	109	1	the	the	DET
american_scientific_journal-9700	109	2	groupings	grouping	NOUN
american_scientific_journal-9700	109	3	that	that	PRON
american_scientific_journal-9700	109	4	reflected	reflect	VERB
american_scientific_journal-9700	109	5	retail	retail	ADJ
american_scientific_journal-9700	109	6	expenditure	expenditure	NOUN
american_scientific_journal-9700	109	7	were	be	AUX
american_scientific_journal-9700	109	8	those	those	PRON
american_scientific_journal-9700	109	9	with	with	ADP
american_scientific_journal-9700	109	10	a	a	DET
american_scientific_journal-9700	109	11	high	high	ADJ
american_scientific_journal-9700	109	12	range	range	NOUN
american_scientific_journal-9700	109	13	and	and	CCONJ
american_scientific_journal-9700	109	14	a	a	DET
american_scientific_journal-9700	109	15	low	low	ADJ
american_scientific_journal-9700	109	16	standard	standard	ADJ
american_scientific_journal-9700	109	17	deviation	deviation	NOUN
american_scientific_journal-9700	109	18	.	.	PUNCT
american_scientific_journal-9700	110	1	clusters	cluster	NOUN
american_scientific_journal-9700	110	2	are	be	AUX
american_scientific_journal-9700	110	3	labeled	label	VERB
american_scientific_journal-9700	110	4	by	by	ADP
american_scientific_journal-9700	110	5	a	a	DET
american_scientific_journal-9700	110	6	3	3	NUM
american_scientific_journal-9700	110	7	-	-	PUNCT
american_scientific_journal-9700	110	8	digit	digit	NOUN
american_scientific_journal-9700	110	9	number	number	NOUN
american_scientific_journal-9700	110	10	ijk	ijk	PROPN
american_scientific_journal-9700	110	11	,	,	PUNCT
american_scientific_journal-9700	110	12	where	where	SCONJ
american_scientific_journal-9700	110	13	i	i	PROPN
american_scientific_journal-9700	110	14	,	,	PUNCT
american_scientific_journal-9700	110	15	j	j	PROPN
american_scientific_journal-9700	110	16	,	,	PUNCT
american_scientific_journal-9700	110	17	and	and	CCONJ
american_scientific_journal-9700	110	18	k	k	PROPN
american_scientific_journal-9700	110	19	denote	denote	VERB
american_scientific_journal-9700	110	20	respectively	respectively	ADV
american_scientific_journal-9700	110	21	the	the	DET
american_scientific_journal-9700	110	22	levels	level	NOUN
american_scientific_journal-9700	110	23	of	of	ADP
american_scientific_journal-9700	110	24	the	the	DET
american_scientific_journal-9700	110	25	mean	mean	ADJ
american_scientific_journal-9700	110	26	,	,	PUNCT
american_scientific_journal-9700	110	27	relative	relative	ADJ
american_scientific_journal-9700	110	28	standard	standard	ADJ
american_scientific_journal-9700	110	29	deviation	deviation	NOUN
american_scientific_journal-9700	110	30	and	and	CCONJ
american_scientific_journal-9700	110	31	relative	relative	ADJ
american_scientific_journal-9700	110	32	range	range	NOUN
american_scientific_journal-9700	110	33	,	,	PUNCT
american_scientific_journal-9700	110	34	each	each	PRON
american_scientific_journal-9700	110	35	ranging	range	VERB
american_scientific_journal-9700	110	36	from	from	ADP
american_scientific_journal-9700	110	37	1	1	NUM
american_scientific_journal-9700	110	38	to	to	ADP
american_scientific_journal-9700	110	39	4	4	NUM
american_scientific_journal-9700	110	40	.	.	PUNCT
american_scientific_journal-9700	111	1	certain	certain	ADJ
american_scientific_journal-9700	111	2	clusters	cluster	NOUN
american_scientific_journal-9700	111	3	are	be	AUX
american_scientific_journal-9700	111	4	excluded	exclude	VERB
american_scientific_journal-9700	111	5	by	by	ADP
american_scientific_journal-9700	111	6	the	the	DET
american_scientific_journal-9700	111	7	fact	fact	NOUN
american_scientific_journal-9700	111	8	that	that	SCONJ
american_scientific_journal-9700	111	9	relative	relative	ADJ
american_scientific_journal-9700	111	10	range	range	NOUN
american_scientific_journal-9700	111	11	and	and	CCONJ
american_scientific_journal-9700	111	12	relative	relative	ADJ
american_scientific_journal-9700	111	13	standard	standard	ADJ
american_scientific_journal-9700	111	14	deviation	deviation	NOUN
american_scientific_journal-9700	111	15	are	be	AUX
american_scientific_journal-9700	111	16	not	not	PART
american_scientific_journal-9700	111	17	independent	independent	ADJ
american_scientific_journal-9700	111	18	.	.	PUNCT
american_scientific_journal-9700	112	1	the	the	DET
american_scientific_journal-9700	112	2	list	list	NOUN
american_scientific_journal-9700	112	3	of	of	ADP
american_scientific_journal-9700	112	4	nonempty	nonempty	NOUN
american_scientific_journal-9700	112	5	clusters	cluster	NOUN
american_scientific_journal-9700	112	6	,	,	PUNCT
american_scientific_journal-9700	112	7	with	with	ADP
american_scientific_journal-9700	112	8	the	the	DET
american_scientific_journal-9700	112	9	number	number	NOUN
american_scientific_journal-9700	112	10	of	of	ADP
american_scientific_journal-9700	112	11	complaints	complaint	NOUN
american_scientific_journal-9700	112	12	and	and	CCONJ
american_scientific_journal-9700	112	13	no	no	DET
american_scientific_journal-9700	112	14	-	-	PUNCT
american_scientific_journal-9700	112	15	complaints	complaint	NOUN
american_scientific_journal-9700	112	16	are	be	AUX
american_scientific_journal-9700	112	17	given	give	VERB
american_scientific_journal-9700	112	18	below	below	ADV
american_scientific_journal-9700	112	19	.	.	PUNCT
american_scientific_journal-9700	113	1	we	we	PRON
american_scientific_journal-9700	113	2	note	note	VERB
american_scientific_journal-9700	113	3	that	that	SCONJ
american_scientific_journal-9700	113	4	the	the	DET
american_scientific_journal-9700	113	5	number	number	NOUN
american_scientific_journal-9700	113	6	of	of	ADP
american_scientific_journal-9700	113	7	complaints	complaint	NOUN
american_scientific_journal-9700	113	8	given	give	VERB
american_scientific_journal-9700	113	9	in	in	ADP
american_scientific_journal-9700	113	10	the	the	DET
american_scientific_journal-9700	113	11	table	table	NOUN
american_scientific_journal-9700	113	12	are	be	AUX
american_scientific_journal-9700	113	13	the	the	DET
american_scientific_journal-9700	113	14	number	number	NOUN
american_scientific_journal-9700	113	15	of	of	ADP
american_scientific_journal-9700	113	16	customers	customer	NOUN
american_scientific_journal-9700	113	17	that	that	PRON
american_scientific_journal-9700	113	18	complained	complain	VERB
american_scientific_journal-9700	113	19	at	at	ADP
american_scientific_journal-9700	113	20	least	least	ADJ
american_scientific_journal-9700	113	21	once	once	ADV
american_scientific_journal-9700	113	22	during	during	ADP
american_scientific_journal-9700	113	23	the	the	DET
american_scientific_journal-9700	113	24	9	9	NUM
american_scientific_journal-9700	113	25	-	-	PUNCT
american_scientific_journal-9700	113	26	month	month	NOUN
american_scientific_journal-9700	113	27	period	period	NOUN
american_scientific_journal-9700	113	28	.	.	PUNCT
american_scientific_journal-9700	114	1	thus	thus	ADV
american_scientific_journal-9700	114	2	,	,	PUNCT
american_scientific_journal-9700	114	3	the	the	DET
american_scientific_journal-9700	114	4	average	average	ADJ
american_scientific_journal-9700	114	5	number	number	NOUN
american_scientific_journal-9700	114	6	of	of	ADP
american_scientific_journal-9700	114	7	constraints	constraint	NOUN
american_scientific_journal-9700	114	8	is	be	AUX
american_scientific_journal-9700	114	9	of	of	ADP
american_scientific_journal-9700	114	10	the	the	DET
american_scientific_journal-9700	114	11	orders	order	NOUN
american_scientific_journal-9700	114	12	10	10	NUM
american_scientific_journal-9700	114	13	-	-	SYM
american_scientific_journal-9700	114	14	4	4	NUM
american_scientific_journal-9700	114	15	as	as	SCONJ
american_scientific_journal-9700	114	16	noted	note	VERB
american_scientific_journal-9700	114	17	above	above	ADV
american_scientific_journal-9700	114	18	.	.	PUNCT
american_scientific_journal-9700	115	1	table	table	NOUN
american_scientific_journal-9700	115	2	2	2	NUM
american_scientific_journal-9700	115	3	:	:	PUNCT
american_scientific_journal-9700	115	4	hierarchical	hierarchical	ADJ
american_scientific_journal-9700	115	5	clusters	cluster	NOUN
american_scientific_journal-9700	115	6	[	[	X
american_scientific_journal-9700	115	7	13	13	NUM
american_scientific_journal-9700	115	8	]	]	PUNCT
american_scientific_journal-9700	115	9	of	of	ADP
american_scientific_journal-9700	115	10	the	the	DET
american_scientific_journal-9700	115	11	data	datum	NOUN
american_scientific_journal-9700	115	12	(	(	PUNCT
american_scientific_journal-9700	115	13	c	c	NOUN
american_scientific_journal-9700	115	14	:	:	PUNCT
american_scientific_journal-9700	115	15	complaint	complaint	NOUN
american_scientific_journal-9700	115	16	,	,	PUNCT
american_scientific_journal-9700	115	17	nc	nc	PROPN
american_scientific_journal-9700	115	18	:	:	PUNCT
american_scientific_journal-9700	115	19	no	no	DET
american_scientific_journal-9700	115	20	complaint	complaint	NOUN
american_scientific_journal-9700	115	21	)	)	PUNCT
american_scientific_journal-9700	115	22	cluster	cluster	NOUN
american_scientific_journal-9700	115	23	nc	nc	PROPN
american_scientific_journal-9700	115	24	c	c	PROPN
american_scientific_journal-9700	115	25	ratio	ratio	PROPN
american_scientific_journal-9700	115	26	cluster	cluster	PROPN
american_scientific_journal-9700	115	27	nc	nc	PROPN
american_scientific_journal-9700	115	28	c	c	PROPN
american_scientific_journal-9700	115	29	ratio	ratio	PROPN
american_scientific_journal-9700	115	30	111	111	NUM
american_scientific_journal-9700	115	31	394764	394764	NUM
american_scientific_journal-9700	115	32	446	446	NUM
american_scientific_journal-9700	115	33	0.0011	0.0011	NUM
american_scientific_journal-9700	115	34	211	211	NUM
american_scientific_journal-9700	115	35	314995	314995	NUM
american_scientific_journal-9700	115	36	936	936	NUM
american_scientific_journal-9700	115	37	0.0029	0.0029	NUM
american_scientific_journal-9700	115	38	112	112	NUM
american_scientific_journal-9700	115	39	130701	130701	NUM
american_scientific_journal-9700	115	40	532	532	NUM
american_scientific_journal-9700	115	41	0.0040	0.0040	NUM
american_scientific_journal-9700	115	42	212	212	NUM
american_scientific_journal-9700	115	43	161830	161830	NUM
american_scientific_journal-9700	115	44	1110	1110	NUM
american_scientific_journal-9700	115	45	0.0068	0.0068	NUM
american_scientific_journal-9700	115	46	113	113	NUM
american_scientific_journal-9700	115	47	30877	30877	NUM
american_scientific_journal-9700	115	48	169	169	NUM
american_scientific_journal-9700	115	49	0.0054	0.0054	NUM
american_scientific_journal-9700	115	50	213	213	NUM
american_scientific_journal-9700	115	51	55673	55673	NUM
american_scientific_journal-9700	115	52	573	573	NUM
american_scientific_journal-9700	115	53	0.0102	0.0102	NUM
american_scientific_journal-9700	115	54	123	123	NUM
american_scientific_journal-9700	115	55	8403	8403	NUM
american_scientific_journal-9700	115	56	34	34	NUM
american_scientific_journal-9700	115	57	0.0040	0.0040	NUM
american_scientific_journal-9700	115	58	223	223	NUM
american_scientific_journal-9700	115	59	18468	18468	NUM
american_scientific_journal-9700	115	60	189	189	NUM
american_scientific_journal-9700	115	61	0.0123	0.0123	NUM
american_scientific_journal-9700	115	62	124	124	NUM
american_scientific_journal-9700	115	63	3619	3619	NUM
american_scientific_journal-9700	115	64	43	43	NUM
american_scientific_journal-9700	115	65	0.0118	0.0118	NUM
american_scientific_journal-9700	115	66	224	224	NUM
american_scientific_journal-9700	115	67	12165	12165	NUM
american_scientific_journal-9700	115	68	121	121	NUM
american_scientific_journal-9700	115	69	0.0099	0.0099	NUM
american_scientific_journal-9700	115	70	134	134	NUM
american_scientific_journal-9700	115	71	527	527	NUM
american_scientific_journal-9700	115	72	13	13	NUM
american_scientific_journal-9700	115	73	0.0246	0.0246	NUM
american_scientific_journal-9700	115	74	234	234	NUM
american_scientific_journal-9700	115	75	4541	4541	NUM
american_scientific_journal-9700	115	76	50	50	NUM
american_scientific_journal-9700	115	77	0.0110	0.0110	NUM
american_scientific_journal-9700	115	78	144	144	NUM
american_scientific_journal-9700	115	79	12	12	NUM
american_scientific_journal-9700	115	80	0	0	NUM
american_scientific_journal-9700	115	81	0.0000	0.0000	NUM
american_scientific_journal-9700	115	82	244	244	NUM
american_scientific_journal-9700	115	83	4	4	NUM
american_scientific_journal-9700	115	84	0	0	NUM
american_scientific_journal-9700	115	85	0.0000	0.0000	NUM
american_scientific_journal-9700	115	86	total	total	NOUN
american_scientific_journal-9700	115	87	568903	568903	NUM
american_scientific_journal-9700	115	88	1237	1237	NUM
american_scientific_journal-9700	115	89	0.0021	0.0021	NUM
american_scientific_journal-9700	115	90	total	total	NOUN
american_scientific_journal-9700	115	91	567676	567676	NUM
american_scientific_journal-9700	115	92	2979	2979	NUM
american_scientific_journal-9700	115	93	0.0052	0.0052	NUM
american_scientific_journal-9700	115	94	cluster	cluster	NOUN
american_scientific_journal-9700	115	95	nc	nc	PROPN
american_scientific_journal-9700	115	96	c	c	PROPN
american_scientific_journal-9700	115	97	ratio	ratio	PROPN
american_scientific_journal-9700	115	98	cluster	cluster	PROPN
american_scientific_journal-9700	115	99	nc	nc	PROPN
american_scientific_journal-9700	115	100	c	c	PROPN
american_scientific_journal-9700	115	101	ratio	ratio	PROPN
american_scientific_journal-9700	115	102	311	311	NUM
american_scientific_journal-9700	115	103	220682	220682	NUM
american_scientific_journal-9700	115	104	928	928	NUM
american_scientific_journal-9700	115	105	0.0042	0.0042	NUM
american_scientific_journal-9700	115	106	411	411	NUM
american_scientific_journal-9700	115	107	33787	33787	NUM
american_scientific_journal-9700	115	108	181	181	NUM
american_scientific_journal-9700	115	109	0.0053	0.0053	NUM
american_scientific_journal-9700	115	110	312	312	NUM
american_scientific_journal-9700	115	111	142565	142565	NUM
american_scientific_journal-9700	115	112	1689	1689	NUM
american_scientific_journal-9700	115	113	0.0118	0.0118	NUM
american_scientific_journal-9700	115	114	412	412	NUM
american_scientific_journal-9700	115	115	43591	43591	NUM
american_scientific_journal-9700	115	116	369	369	NUM
american_scientific_journal-9700	115	117	0.0084	0.0084	NUM
american_scientific_journal-9700	115	118	313	313	NUM
american_scientific_journal-9700	115	119	76824	76824	NUM
american_scientific_journal-9700	115	120	958	958	NUM
american_scientific_journal-9700	115	121	0.0124	0.0124	NUM
american_scientific_journal-9700	115	122	413	413	NUM
american_scientific_journal-9700	115	123	38126	38126	NUM
american_scientific_journal-9700	115	124	343	343	NUM
american_scientific_journal-9700	115	125	0.0089	0.0089	NUM
american_scientific_journal-9700	115	126	322	322	NUM
american_scientific_journal-9700	115	127	19	19	NUM
american_scientific_journal-9700	115	128	0	0	NUM
american_scientific_journal-9700	115	129	0.0000	0.0000	NUM
american_scientific_journal-9700	115	130	422	422	NUM
american_scientific_journal-9700	115	131	16	16	NUM
american_scientific_journal-9700	115	132	0	0	NUM
american_scientific_journal-9700	115	133	0.0000	0.0000	NUM
american_scientific_journal-9700	115	134	323	323	NUM
american_scientific_journal-9700	115	135	68624	68624	NUM
american_scientific_journal-9700	115	136	599	599	NUM
american_scientific_journal-9700	115	137	0.0087	0.0087	NUM
american_scientific_journal-9700	115	138	423	423	NUM
american_scientific_journal-9700	115	139	39637	39637	NUM
american_scientific_journal-9700	115	140	390	390	NUM
american_scientific_journal-9700	115	141	0.0098	0.0098	NUM
american_scientific_journal-9700	115	142	324	324	NUM
american_scientific_journal-9700	115	143	36989	36989	NUM
american_scientific_journal-9700	115	144	483	483	NUM
american_scientific_journal-9700	115	145	0.0130	0.0130	NUM
american_scientific_journal-9700	115	146	424	424	NUM
american_scientific_journal-9700	115	147	12501	12501	NUM
american_scientific_journal-9700	115	148	176	176	NUM
american_scientific_journal-9700	115	149	0.0140	0.0140	NUM
american_scientific_journal-9700	115	150	333	333	NUM
american_scientific_journal-9700	115	151	3	3	NUM
american_scientific_journal-9700	115	152	0	0	NUM
american_scientific_journal-9700	115	153	0.0000	0.0000	NUM
american_scientific_journal-9700	115	154	433	433	NUM
american_scientific_journal-9700	115	155	20	20	NUM
american_scientific_journal-9700	115	156	0	0	NUM
american_scientific_journal-9700	115	157	0.0000	0.0000	NUM
american_scientific_journal-9700	115	158	334	334	NUM
american_scientific_journal-9700	115	159	19322	19322	NUM
american_scientific_journal-9700	115	160	191	191	NUM
american_scientific_journal-9700	115	161	0.0098	0.0098	NUM
american_scientific_journal-9700	115	162	434	434	NUM
american_scientific_journal-9700	115	163	19258	19258	NUM
american_scientific_journal-9700	115	164	215	215	NUM
american_scientific_journal-9700	115	165	0.0111	0.0111	NUM
american_scientific_journal-9700	115	166	344	344	NUM
american_scientific_journal-9700	115	167	639	639	NUM
american_scientific_journal-9700	115	168	1	1	NUM
american_scientific_journal-9700	115	169	0.0015	0.0015	NUM
american_scientific_journal-9700	115	170	444	444	NUM
american_scientific_journal-9700	115	171	1521	1521	NUM
american_scientific_journal-9700	115	172	21	21	NUM
american_scientific_journal-9700	115	173	0.0138	0.0138	NUM
american_scientific_journal-9700	115	174	total	total	ADJ
american_scientific_journal-9700	115	175	565667	565667	NUM
american_scientific_journal-9700	115	176	4849	4849	NUM
american_scientific_journal-9700	115	177	0.0085	0.0085	NUM
american_scientific_journal-9700	115	178	total	total	ADJ
american_scientific_journal-9700	115	179	188457	188457	NUM
american_scientific_journal-9700	115	180	1695	1695	NUM
american_scientific_journal-9700	115	181	0.0089	0.0089	NUM
american_scientific_journal-9700	115	182	from	from	ADP
american_scientific_journal-9700	115	183	table	table	NOUN
american_scientific_journal-9700	115	184	2	2	NUM
american_scientific_journal-9700	115	185	,	,	PUNCT
american_scientific_journal-9700	115	186	we	we	PRON
american_scientific_journal-9700	115	187	can	can	AUX
american_scientific_journal-9700	115	188	observe	observe	VERB
american_scientific_journal-9700	115	189	that	that	SCONJ
american_scientific_journal-9700	115	190	clusters	cluster	NOUN
american_scientific_journal-9700	115	191	with	with	ADP
american_scientific_journal-9700	115	192	low	low	ADJ
american_scientific_journal-9700	115	193	relative	relative	ADJ
american_scientific_journal-9700	115	194	standard	standard	ADJ
american_scientific_journal-9700	115	195	deviation	deviation	NOUN
american_scientific_journal-9700	115	196	and	and	CCONJ
american_scientific_journal-9700	115	197	low	low	ADJ
american_scientific_journal-9700	115	198	relative	relative	ADJ
american_scientific_journal-9700	115	199	range	range	NOUN
american_scientific_journal-9700	115	200	are	be	AUX
american_scientific_journal-9700	115	201	less	less	ADJ
american_scientific_journal-9700	115	202	american	american	ADJ
american_scientific_journal-9700	115	203	academic	academic	ADJ
american_scientific_journal-9700	115	204	scientific	scientific	ADJ
american_scientific_journal-9700	115	205	research	research	NOUN
american_scientific_journal-9700	115	206	journal	journal	NOUN
american_scientific_journal-9700	115	207	for	for	ADP
american_scientific_journal-9700	115	208	engineering	engineering	NOUN
american_scientific_journal-9700	115	209	,	,	PUNCT
american_scientific_journal-9700	115	210	technology	technology	NOUN
american_scientific_journal-9700	115	211	,	,	PUNCT
american_scientific_journal-9700	115	212	and	and	CCONJ
american_scientific_journal-9700	115	213	sciences	science	NOUN
american_scientific_journal-9700	115	214	(	(	PUNCT
american_scientific_journal-9700	115	215	asrjets	asrjet	NOUN
american_scientific_journal-9700	115	216	)	)	PUNCT
american_scientific_journal-9700	115	217	volume	volume	NOUN
american_scientific_journal-9700	115	218	97	97	NUM
american_scientific_journal-9700	115	219	,	,	PUNCT
american_scientific_journal-9700	115	220	no	no	DET
american_scientific_journal-9700	115	221	1	1	NUM
american_scientific_journal-9700	115	222	,	,	PUNCT
american_scientific_journal-9700	115	223	pp	pp	ADV
american_scientific_journal-9700	115	224	188	188	NUM
american_scientific_journal-9700	115	225	-	-	SYM
american_scientific_journal-9700	115	226	202	202	NUM
american_scientific_journal-9700	115	227	193	193	NUM
american_scientific_journal-9700	115	228	likely	likely	ADJ
american_scientific_journal-9700	115	229	to	to	PART
american_scientific_journal-9700	115	230	complain	complain	VERB
american_scientific_journal-9700	115	231	than	than	ADP
american_scientific_journal-9700	115	232	clusters	cluster	NOUN
american_scientific_journal-9700	115	233	with	with	ADP
american_scientific_journal-9700	115	234	higher	high	ADJ
american_scientific_journal-9700	115	235	ones	one	NOUN
american_scientific_journal-9700	115	236	.	.	PUNCT
american_scientific_journal-9700	116	1	for	for	ADP
american_scientific_journal-9700	116	2	example	example	NOUN
american_scientific_journal-9700	116	3	,	,	PUNCT
american_scientific_journal-9700	116	4	while	while	SCONJ
american_scientific_journal-9700	116	5	cluster	cluster	NOUN
american_scientific_journal-9700	116	6	411	411	NUM
american_scientific_journal-9700	116	7	has	have	VERB
american_scientific_journal-9700	116	8	a	a	DET
american_scientific_journal-9700	116	9	c	c	PROPN
american_scientific_journal-9700	116	10	/	/	SYM
american_scientific_journal-9700	116	11	nc	nc	PROPN
american_scientific_journal-9700	116	12	ratio	ratio	NOUN
american_scientific_journal-9700	116	13	of	of	ADP
american_scientific_journal-9700	116	14	0.0054	0.0054	NUM
american_scientific_journal-9700	116	15	,	,	PUNCT
american_scientific_journal-9700	116	16	cluster	cluster	NOUN
american_scientific_journal-9700	116	17	423	423	NUM
american_scientific_journal-9700	116	18	has	have	VERB
american_scientific_journal-9700	116	19	a	a	DET
american_scientific_journal-9700	116	20	c	c	PROPN
american_scientific_journal-9700	116	21	/	/	SYM
american_scientific_journal-9700	116	22	nc	nc	PROPN
american_scientific_journal-9700	116	23	ratio	ratio	NOUN
american_scientific_journal-9700	116	24	of	of	ADP
american_scientific_journal-9700	116	25	0.0098	0.0098	NUM
american_scientific_journal-9700	116	26	,	,	PUNCT
american_scientific_journal-9700	116	27	and	and	CCONJ
american_scientific_journal-9700	116	28	cluster	cluster	NOUN
american_scientific_journal-9700	116	29	434	434	NUM
american_scientific_journal-9700	116	30	has	have	VERB
american_scientific_journal-9700	116	31	a	a	DET
american_scientific_journal-9700	116	32	c	c	PROPN
american_scientific_journal-9700	116	33	/	/	SYM
american_scientific_journal-9700	116	34	nc	nc	PROPN
american_scientific_journal-9700	116	35	ratio	ratio	NOUN
american_scientific_journal-9700	116	36	of	of	ADP
american_scientific_journal-9700	116	37	0.0111	0.0111	NUM
american_scientific_journal-9700	116	38	.	.	PUNCT
american_scientific_journal-9700	117	1	we	we	PRON
american_scientific_journal-9700	117	2	also	also	ADV
american_scientific_journal-9700	117	3	know	know	VERB
american_scientific_journal-9700	117	4	that	that	SCONJ
american_scientific_journal-9700	117	5	clusters	cluster	NOUN
american_scientific_journal-9700	117	6	like	like	ADP
american_scientific_journal-9700	117	7	1yz	1yz	NOUN
american_scientific_journal-9700	117	8	(	(	PUNCT
american_scientific_journal-9700	117	9	111,112	111,112	NUM
american_scientific_journal-9700	117	10	etc	etc	X
american_scientific_journal-9700	117	11	.	.	X
american_scientific_journal-9700	117	12	)	)	PUNCT
american_scientific_journal-9700	117	13	are	be	AUX
american_scientific_journal-9700	117	14	less	less	ADV
american_scientific_journal-9700	117	15	likely	likely	ADJ
american_scientific_journal-9700	117	16	to	to	PART
american_scientific_journal-9700	117	17	have	have	VERB
american_scientific_journal-9700	117	18	a	a	DET
american_scientific_journal-9700	117	19	complaint	complaint	NOUN
american_scientific_journal-9700	117	20	since	since	SCONJ
american_scientific_journal-9700	117	21	the	the	DET
american_scientific_journal-9700	117	22	mean	mean	NOUN
american_scientific_journal-9700	117	23	of	of	ADP
american_scientific_journal-9700	117	24	the	the	DET
american_scientific_journal-9700	117	25	invoices	invoice	NOUN
american_scientific_journal-9700	117	26	is	be	AUX
american_scientific_journal-9700	117	27	too	too	ADV
american_scientific_journal-9700	117	28	low	low	ADJ
american_scientific_journal-9700	117	29	.	.	PUNCT
american_scientific_journal-9700	118	1	furthermore	furthermore	ADV
american_scientific_journal-9700	118	2	,	,	PUNCT
american_scientific_journal-9700	118	3	as	as	SCONJ
american_scientific_journal-9700	118	4	clustering	cluster	VERB
american_scientific_journal-9700	118	5	was	be	AUX
american_scientific_journal-9700	118	6	based	base	VERB
american_scientific_journal-9700	118	7	on	on	ADP
american_scientific_journal-9700	118	8	value	value	NOUN
american_scientific_journal-9700	118	9	ranges	range	NOUN
american_scientific_journal-9700	118	10	of	of	ADP
american_scientific_journal-9700	118	11	the	the	DET
american_scientific_journal-9700	118	12	features	feature	NOUN
american_scientific_journal-9700	118	13	hence	hence	ADV
american_scientific_journal-9700	118	14	the	the	DET
american_scientific_journal-9700	118	15	number	number	NOUN
american_scientific_journal-9700	118	16	of	of	ADP
american_scientific_journal-9700	118	17	items	item	NOUN
american_scientific_journal-9700	118	18	in	in	ADP
american_scientific_journal-9700	118	19	each	each	DET
american_scientific_journal-9700	118	20	cluster	cluster	NOUN
american_scientific_journal-9700	118	21	show	show	VERB
american_scientific_journal-9700	118	22	a	a	DET
american_scientific_journal-9700	118	23	great	great	ADJ
american_scientific_journal-9700	118	24	variety	variety	NOUN
american_scientific_journal-9700	118	25	.	.	PUNCT
american_scientific_journal-9700	119	1	the	the	DET
american_scientific_journal-9700	119	2	mean	mean	ADJ
american_scientific_journal-9700	119	3	,	,	PUNCT
american_scientific_journal-9700	119	4	relative	relative	ADJ
american_scientific_journal-9700	119	5	standard	standard	ADJ
american_scientific_journal-9700	119	6	deviation	deviation	NOUN
american_scientific_journal-9700	119	7	and	and	CCONJ
american_scientific_journal-9700	119	8	relative	relative	ADJ
american_scientific_journal-9700	119	9	range	range	NOUN
american_scientific_journal-9700	119	10	,	,	PUNCT
american_scientific_journal-9700	119	11	as	as	SCONJ
american_scientific_journal-9700	119	12	basic	basic	ADJ
american_scientific_journal-9700	119	13	features	feature	NOUN
american_scientific_journal-9700	119	14	of	of	ADP
american_scientific_journal-9700	119	15	the	the	DET
american_scientific_journal-9700	119	16	clustering	cluster	VERB
american_scientific_journal-9700	119	17	algorithm	algorithm	NOUN
american_scientific_journal-9700	119	18	of	of	ADP
american_scientific_journal-9700	119	19	the	the	DET
american_scientific_journal-9700	119	20	reference	reference	NOUN
american_scientific_journal-9700	119	21	[	[	X
american_scientific_journal-9700	119	22	10	10	NUM
american_scientific_journal-9700	119	23	]	]	PUNCT
american_scientific_journal-9700	119	24	,	,	PUNCT
american_scientific_journal-9700	119	25	are	be	AUX
american_scientific_journal-9700	119	26	proved	prove	VERB
american_scientific_journal-9700	119	27	to	to	PART
american_scientific_journal-9700	119	28	be	be	AUX
american_scientific_journal-9700	119	29	useful	useful	ADJ
american_scientific_journal-9700	119	30	for	for	ADP
american_scientific_journal-9700	119	31	the	the	DET
american_scientific_journal-9700	119	32	analysis	analysis	NOUN
american_scientific_journal-9700	119	33	of	of	ADP
american_scientific_journal-9700	119	34	customer	customer	NOUN
american_scientific_journal-9700	119	35	complaints	complaint	NOUN
american_scientific_journal-9700	119	36	,	,	PUNCT
american_scientific_journal-9700	119	37	but	but	CCONJ
american_scientific_journal-9700	119	38	for	for	ADP
american_scientific_journal-9700	119	39	the	the	DET
american_scientific_journal-9700	119	40	purposes	purpose	NOUN
american_scientific_journal-9700	119	41	of	of	ADP
american_scientific_journal-9700	119	42	preprocessing	preprocesse	VERB
american_scientific_journal-9700	119	43	the	the	DET
american_scientific_journal-9700	119	44	training	training	NOUN
american_scientific_journal-9700	119	45	set	set	VERB
american_scientific_journal-9700	119	46	for	for	ADP
american_scientific_journal-9700	119	47	better	well	ADJ
american_scientific_journal-9700	119	48	performance	performance	NOUN
american_scientific_journal-9700	119	49	of	of	ADP
american_scientific_journal-9700	119	50	machine	machine	NOUN
american_scientific_journal-9700	119	51	learning	learning	NOUN
american_scientific_journal-9700	119	52	algorithms	algorithm	NOUN
american_scientific_journal-9700	119	53	,	,	PUNCT
american_scientific_journal-9700	119	54	we	we	PRON
american_scientific_journal-9700	119	55	are	be	AUX
american_scientific_journal-9700	119	56	rather	rather	ADV
american_scientific_journal-9700	119	57	interested	interested	ADJ
american_scientific_journal-9700	119	58	in	in	ADP
american_scientific_journal-9700	119	59	the	the	DET
american_scientific_journal-9700	119	60	variability	variability	NOUN
american_scientific_journal-9700	119	61	of	of	ADP
american_scientific_journal-9700	119	62	the	the	DET
american_scientific_journal-9700	119	63	items	item	NOUN
american_scientific_journal-9700	119	64	in	in	ADP
american_scientific_journal-9700	119	65	each	each	DET
american_scientific_journal-9700	119	66	cluster	cluster	NOUN
american_scientific_journal-9700	119	67	.	.	PUNCT
american_scientific_journal-9700	120	1	in	in	ADP
american_scientific_journal-9700	120	2	the	the	DET
american_scientific_journal-9700	120	3	present	present	ADJ
american_scientific_journal-9700	120	4	work	work	NOUN
american_scientific_journal-9700	120	5	,	,	PUNCT
american_scientific_journal-9700	120	6	we	we	PRON
american_scientific_journal-9700	120	7	will	will	AUX
american_scientific_journal-9700	120	8	use	use	VERB
american_scientific_journal-9700	120	9	the	the	DET
american_scientific_journal-9700	120	10	range	range	NOUN
american_scientific_journal-9700	120	11	,	,	PUNCT
american_scientific_journal-9700	120	12	standard	standard	ADJ
american_scientific_journal-9700	120	13	deviation	deviation	NOUN
american_scientific_journal-9700	120	14	and	and	CCONJ
american_scientific_journal-9700	120	15	mean	mean	VERB
american_scientific_journal-9700	120	16	features	feature	NOUN
american_scientific_journal-9700	120	17	in	in	ADP
american_scientific_journal-9700	120	18	a	a	DET
american_scientific_journal-9700	120	19	different	different	ADJ
american_scientific_journal-9700	120	20	format	format	NOUN
american_scientific_journal-9700	120	21	,	,	PUNCT
american_scientific_journal-9700	120	22	to	to	PART
american_scientific_journal-9700	120	23	obtain	obtain	VERB
american_scientific_journal-9700	120	24	a	a	DET
american_scientific_journal-9700	120	25	new	new	ADJ
american_scientific_journal-9700	120	26	clustering	clustering	NOUN
american_scientific_journal-9700	120	27	that	that	PRON
american_scientific_journal-9700	120	28	will	will	AUX
american_scientific_journal-9700	120	29	result	result	VERB
american_scientific_journal-9700	120	30	in	in	ADP
american_scientific_journal-9700	120	31	clusters	cluster	NOUN
american_scientific_journal-9700	120	32	that	that	PRON
american_scientific_journal-9700	120	33	are	be	AUX
american_scientific_journal-9700	120	34	homogeneous	homogeneous	ADJ
american_scientific_journal-9700	120	35	with	with	ADP
american_scientific_journal-9700	120	36	respect	respect	NOUN
american_scientific_journal-9700	120	37	to	to	ADP
american_scientific_journal-9700	120	38	inter	inter	NOUN
american_scientific_journal-9700	120	39	-	-	NOUN
american_scientific_journal-9700	120	40	variability	variability	NOUN
american_scientific_journal-9700	120	41	.	.	PUNCT
american_scientific_journal-9700	121	1	this	this	PRON
american_scientific_journal-9700	121	2	will	will	AUX
american_scientific_journal-9700	121	3	be	be	AUX
american_scientific_journal-9700	121	4	based	base	VERB
american_scientific_journal-9700	121	5	on	on	ADP
american_scientific_journal-9700	121	6	principal	principal	ADJ
american_scientific_journal-9700	121	7	component	component	NOUN
american_scientific_journal-9700	121	8	analysis	analysis	NOUN
american_scientific_journal-9700	121	9	,	,	PUNCT
american_scientific_journal-9700	121	10	as	as	SCONJ
american_scientific_journal-9700	121	11	it	it	PRON
american_scientific_journal-9700	121	12	will	will	AUX
american_scientific_journal-9700	121	13	be	be	AUX
american_scientific_journal-9700	121	14	discussed	discuss	VERB
american_scientific_journal-9700	121	15	in	in	ADP
american_scientific_journal-9700	121	16	the	the	DET
american_scientific_journal-9700	121	17	next	next	ADJ
american_scientific_journal-9700	121	18	section	section	NOUN
american_scientific_journal-9700	121	19	.	.	PUNCT
american_scientific_journal-9700	122	1	the	the	DET
american_scientific_journal-9700	122	2	method	method	NOUN
american_scientific_journal-9700	122	3	that	that	PRON
american_scientific_journal-9700	122	4	we	we	PRON
american_scientific_journal-9700	122	5	are	be	AUX
american_scientific_journal-9700	122	6	proposing	propose	VERB
american_scientific_journal-9700	122	7	will	will	AUX
american_scientific_journal-9700	122	8	be	be	AUX
american_scientific_journal-9700	122	9	under	under	ADP
american_scientific_journal-9700	122	10	-	-	PUNCT
american_scientific_journal-9700	122	11	sampling	sampling	NOUN
american_scientific_journal-9700	122	12	of	of	ADP
american_scientific_journal-9700	122	13	overpopulated	overpopulated	ADJ
american_scientific_journal-9700	122	14	and	and	CCONJ
american_scientific_journal-9700	122	15	low	low	ADJ
american_scientific_journal-9700	122	16	diversity	diversity	NOUN
american_scientific_journal-9700	122	17	clusters	cluster	NOUN
american_scientific_journal-9700	122	18	and	and	CCONJ
american_scientific_journal-9700	122	19	oversampling	oversample	VERB
american_scientific_journal-9700	122	20	of	of	ADP
american_scientific_journal-9700	122	21	those	those	DET
american_scientific_journal-9700	122	22	clusters	cluster	NOUN
american_scientific_journal-9700	122	23	with	with	ADP
american_scientific_journal-9700	122	24	very	very	ADV
american_scientific_journal-9700	122	25	few	few	ADJ
american_scientific_journal-9700	122	26	elements	element	NOUN
american_scientific_journal-9700	122	27	and	and	CCONJ
american_scientific_journal-9700	122	28	use	use	VERB
american_scientific_journal-9700	122	29	moderately	moderately	ADV
american_scientific_journal-9700	122	30	populated	populate	VERB
american_scientific_journal-9700	122	31	clusters	cluster	NOUN
american_scientific_journal-9700	122	32	with	with	ADP
american_scientific_journal-9700	122	33	sufficient	sufficient	ADJ
american_scientific_journal-9700	122	34	diversity	diversity	NOUN
american_scientific_journal-9700	122	35	as	as	SCONJ
american_scientific_journal-9700	122	36	is	be	AUX
american_scientific_journal-9700	122	37	.	.	PUNCT
american_scientific_journal-9700	123	1	4	4	X
american_scientific_journal-9700	123	2	.	.	X
american_scientific_journal-9700	123	3	methodology	methodology	NOUN
american_scientific_journal-9700	123	4	the	the	DET
american_scientific_journal-9700	123	5	clusters	cluster	NOUN
american_scientific_journal-9700	123	6	of	of	ADP
american_scientific_journal-9700	123	7	data	datum	NOUN
american_scientific_journal-9700	123	8	are	be	AUX
american_scientific_journal-9700	123	9	created	create	VERB
american_scientific_journal-9700	123	10	using	use	VERB
american_scientific_journal-9700	123	11	characteristics	characteristic	NOUN
american_scientific_journal-9700	123	12	such	such	ADJ
american_scientific_journal-9700	123	13	as	as	ADP
american_scientific_journal-9700	123	14	mean	mean	ADJ
american_scientific_journal-9700	123	15	,	,	PUNCT
american_scientific_journal-9700	123	16	the	the	DET
american_scientific_journal-9700	123	17	ratio	ratio	NOUN
american_scientific_journal-9700	123	18	of	of	ADP
american_scientific_journal-9700	123	19	standard	standard	ADJ
american_scientific_journal-9700	123	20	deviation	deviation	NOUN
american_scientific_journal-9700	123	21	to	to	ADP
american_scientific_journal-9700	123	22	the	the	DET
american_scientific_journal-9700	123	23	mean	mean	NOUN
american_scientific_journal-9700	123	24	and	and	CCONJ
american_scientific_journal-9700	123	25	the	the	DET
american_scientific_journal-9700	123	26	ratio	ratio	NOUN
american_scientific_journal-9700	123	27	of	of	ADP
american_scientific_journal-9700	123	28	the	the	DET
american_scientific_journal-9700	123	29	range	range	NOUN
american_scientific_journal-9700	123	30	of	of	ADP
american_scientific_journal-9700	123	31	the	the	DET
american_scientific_journal-9700	123	32	data	datum	NOUN
american_scientific_journal-9700	123	33	to	to	ADP
american_scientific_journal-9700	123	34	the	the	DET
american_scientific_journal-9700	123	35	mean	mean	NOUN
american_scientific_journal-9700	123	36	,	,	PUNCT
american_scientific_journal-9700	123	37	in	in	ADP
american_scientific_journal-9700	123	38	a	a	DET
american_scientific_journal-9700	123	39	hierarchical	hierarchical	ADJ
american_scientific_journal-9700	123	40	manner	manner	NOUN
american_scientific_journal-9700	123	41	as	as	SCONJ
american_scientific_journal-9700	123	42	given	give	VERB
american_scientific_journal-9700	123	43	in	in	ADP
american_scientific_journal-9700	123	44	[	[	PUNCT
american_scientific_journal-9700	123	45	13	13	NUM
american_scientific_journal-9700	123	46	]	]	PUNCT
american_scientific_journal-9700	123	47	.	.	PUNCT
american_scientific_journal-9700	124	1	after	after	ADP
american_scientific_journal-9700	124	2	forming	form	VERB
american_scientific_journal-9700	124	3	the	the	DET
american_scientific_journal-9700	124	4	clusters	cluster	NOUN
american_scientific_journal-9700	124	5	based	base	VERB
american_scientific_journal-9700	124	6	on	on	ADP
american_scientific_journal-9700	124	7	appropriate	appropriate	ADJ
american_scientific_journal-9700	124	8	thresholds	threshold	NOUN
american_scientific_journal-9700	124	9	,	,	PUNCT
american_scientific_journal-9700	124	10	we	we	PRON
american_scientific_journal-9700	124	11	utilized	utilize	VERB
american_scientific_journal-9700	124	12	the	the	DET
american_scientific_journal-9700	124	13	pca	pca	PROPN
american_scientific_journal-9700	124	14	(	(	PUNCT
american_scientific_journal-9700	124	15	principal	principal	ADJ
american_scientific_journal-9700	124	16	component	component	NOUN
american_scientific_journal-9700	124	17	analysis	analysis	NOUN
american_scientific_journal-9700	124	18	)	)	PUNCT
american_scientific_journal-9700	124	19	to	to	PART
american_scientific_journal-9700	124	20	calculate	calculate	VERB
american_scientific_journal-9700	124	21	the	the	DET
american_scientific_journal-9700	124	22	similarity	similarity	NOUN
american_scientific_journal-9700	124	23	between	between	ADP
american_scientific_journal-9700	124	24	items	item	NOUN
american_scientific_journal-9700	124	25	in	in	ADP
american_scientific_journal-9700	124	26	each	each	DET
american_scientific_journal-9700	124	27	cluster	cluster	NOUN
american_scientific_journal-9700	124	28	.	.	PUNCT
american_scientific_journal-9700	125	1	this	this	DET
american_scientific_journal-9700	125	2	similarity	similarity	NOUN
american_scientific_journal-9700	125	3	will	will	AUX
american_scientific_journal-9700	125	4	be	be	AUX
american_scientific_journal-9700	125	5	utilized	utilize	VERB
american_scientific_journal-9700	125	6	in	in	ADP
american_scientific_journal-9700	125	7	subsequent	subsequent	ADJ
american_scientific_journal-9700	125	8	training	training	NOUN
american_scientific_journal-9700	125	9	where	where	SCONJ
american_scientific_journal-9700	125	10	we	we	PRON
american_scientific_journal-9700	125	11	will	will	AUX
american_scientific_journal-9700	125	12	select	select	VERB
american_scientific_journal-9700	125	13	a	a	DET
american_scientific_journal-9700	125	14	certain	certain	ADJ
american_scientific_journal-9700	125	15	number	number	NOUN
american_scientific_journal-9700	125	16	of	of	ADP
american_scientific_journal-9700	125	17	observations	observation	NOUN
american_scientific_journal-9700	125	18	from	from	ADP
american_scientific_journal-9700	125	19	each	each	DET
american_scientific_journal-9700	125	20	cluster	cluster	NOUN
american_scientific_journal-9700	125	21	based	base	VERB
american_scientific_journal-9700	125	22	on	on	ADP
american_scientific_journal-9700	125	23	this	this	DET
american_scientific_journal-9700	125	24	similarity	similarity	NOUN
american_scientific_journal-9700	125	25	measure	measure	NOUN
american_scientific_journal-9700	125	26	.	.	PUNCT
american_scientific_journal-9700	126	1	we	we	PRON
american_scientific_journal-9700	126	2	decided	decide	VERB
american_scientific_journal-9700	126	3	to	to	PART
american_scientific_journal-9700	126	4	select	select	VERB
american_scientific_journal-9700	126	5	fewer	few	ADJ
american_scientific_journal-9700	126	6	observations	observation	NOUN
american_scientific_journal-9700	126	7	from	from	ADP
american_scientific_journal-9700	126	8	a	a	DET
american_scientific_journal-9700	126	9	cluster	cluster	NOUN
american_scientific_journal-9700	126	10	if	if	SCONJ
american_scientific_journal-9700	126	11	that	that	DET
american_scientific_journal-9700	126	12	cluster	cluster	NOUN
american_scientific_journal-9700	126	13	has	have	VERB
american_scientific_journal-9700	126	14	mostly	mostly	ADV
american_scientific_journal-9700	126	15	similar	similar	ADJ
american_scientific_journal-9700	126	16	observations	observation	NOUN
american_scientific_journal-9700	126	17	.	.	PUNCT
american_scientific_journal-9700	127	1	by	by	ADP
american_scientific_journal-9700	127	2	doing	do	VERB
american_scientific_journal-9700	127	3	so	so	ADV
american_scientific_journal-9700	127	4	,	,	PUNCT
american_scientific_journal-9700	127	5	we	we	PRON
american_scientific_journal-9700	127	6	aim	aim	VERB
american_scientific_journal-9700	127	7	to	to	PART
american_scientific_journal-9700	127	8	achieve	achieve	VERB
american_scientific_journal-9700	127	9	a	a	DET
american_scientific_journal-9700	127	10	betterrepresented	betterrepresente	VERB
american_scientific_journal-9700	127	11	majority	majority	NOUN
american_scientific_journal-9700	127	12	class	class	NOUN
american_scientific_journal-9700	127	13	in	in	ADP
american_scientific_journal-9700	127	14	the	the	DET
american_scientific_journal-9700	127	15	training	training	NOUN
american_scientific_journal-9700	127	16	set	set	VERB
american_scientific_journal-9700	127	17	for	for	ADP
american_scientific_journal-9700	127	18	predictive	predictive	ADJ
american_scientific_journal-9700	127	19	models	model	NOUN
american_scientific_journal-9700	127	20	.	.	PUNCT
american_scientific_journal-9700	128	1	for	for	ADP
american_scientific_journal-9700	128	2	this	this	DET
american_scientific_journal-9700	128	3	purpose	purpose	NOUN
american_scientific_journal-9700	128	4	,	,	PUNCT
american_scientific_journal-9700	128	5	20	20	NUM
american_scientific_journal-9700	128	6	%	%	NOUN
american_scientific_journal-9700	128	7	of	of	ADP
american_scientific_journal-9700	128	8	the	the	DET
american_scientific_journal-9700	128	9	majority	majority	NOUN
american_scientific_journal-9700	128	10	class	class	NOUN
american_scientific_journal-9700	128	11	data	datum	NOUN
american_scientific_journal-9700	128	12	is	be	AUX
american_scientific_journal-9700	128	13	reserved	reserve	VERB
american_scientific_journal-9700	128	14	as	as	ADP
american_scientific_journal-9700	128	15	test	test	NOUN
american_scientific_journal-9700	128	16	set	set	NOUN
american_scientific_journal-9700	128	17	,	,	PUNCT
american_scientific_journal-9700	128	18	and	and	CCONJ
american_scientific_journal-9700	128	19	the	the	DET
american_scientific_journal-9700	128	20	remaining	remain	VERB
american_scientific_journal-9700	128	21	1	1	NUM
american_scientific_journal-9700	128	22	890	890	NUM
american_scientific_journal-9700	128	23	703	703	NUM
american_scientific_journal-9700	128	24	invoices	invoice	NOUN
american_scientific_journal-9700	128	25	are	be	AUX
american_scientific_journal-9700	128	26	saved	save	VERB
american_scientific_journal-9700	128	27	to	to	PART
american_scientific_journal-9700	128	28	be	be	AUX
american_scientific_journal-9700	128	29	used	use	VERB
american_scientific_journal-9700	128	30	in	in	ADP
american_scientific_journal-9700	128	31	this	this	DET
american_scientific_journal-9700	128	32	work	work	NOUN
american_scientific_journal-9700	128	33	.	.	PUNCT
american_scientific_journal-9700	129	1	after	after	ADP
american_scientific_journal-9700	129	2	discussions	discussion	NOUN
american_scientific_journal-9700	129	3	with	with	ADP
american_scientific_journal-9700	129	4	the	the	DET
american_scientific_journal-9700	129	5	experts	expert	NOUN
american_scientific_journal-9700	129	6	of	of	ADP
american_scientific_journal-9700	129	7	the	the	DET
american_scientific_journal-9700	129	8	invoice	invoice	PROPN
american_scientific_journal-9700	129	9	and	and	CCONJ
american_scientific_journal-9700	129	10	complaint	complaint	NOUN
american_scientific_journal-9700	129	11	management	management	NOUN
american_scientific_journal-9700	129	12	departments	department	NOUN
american_scientific_journal-9700	129	13	,	,	PUNCT
american_scientific_journal-9700	129	14	we	we	PRON
american_scientific_journal-9700	129	15	have	have	AUX
american_scientific_journal-9700	129	16	decided	decide	VERB
american_scientific_journal-9700	129	17	to	to	PART
american_scientific_journal-9700	129	18	apply	apply	VERB
american_scientific_journal-9700	129	19	a	a	DET
american_scientific_journal-9700	129	20	hierarchical	hierarchical	ADJ
american_scientific_journal-9700	129	21	clustering	clustering	NOUN
american_scientific_journal-9700	129	22	scheme	scheme	NOUN
american_scientific_journal-9700	129	23	as	as	SCONJ
american_scientific_journal-9700	129	24	described	describe	VERB
american_scientific_journal-9700	129	25	below	below	ADV
american_scientific_journal-9700	129	26	.	.	PUNCT
american_scientific_journal-9700	130	1	we	we	PRON
american_scientific_journal-9700	130	2	will	will	AUX
american_scientific_journal-9700	130	3	for	for	ADP
american_scientific_journal-9700	130	4	clusters	cluster	NOUN
american_scientific_journal-9700	130	5	in	in	ADP
american_scientific_journal-9700	130	6	a	a	DET
american_scientific_journal-9700	130	7	hierarchical	hierarchical	ADJ
american_scientific_journal-9700	130	8	way	way	NOUN
american_scientific_journal-9700	130	9	in	in	ADP
american_scientific_journal-9700	130	10	6	6	NUM
american_scientific_journal-9700	130	11	stages	stage	NOUN
american_scientific_journal-9700	130	12	.	.	PUNCT
american_scientific_journal-9700	131	1	stage	stage	NOUN
american_scientific_journal-9700	131	2	1	1	NUM
american_scientific_journal-9700	131	3	:	:	PUNCT
american_scientific_journal-9700	131	4	in	in	ADP
american_scientific_journal-9700	131	5	the	the	DET
american_scientific_journal-9700	131	6	first	first	ADJ
american_scientific_journal-9700	131	7	stage	stage	NOUN
american_scientific_journal-9700	131	8	we	we	PRON
american_scientific_journal-9700	131	9	select	select	VERB
american_scientific_journal-9700	131	10	invoices	invoice	NOUN
american_scientific_journal-9700	131	11	with	with	ADP
american_scientific_journal-9700	131	12	low	low	ADJ
american_scientific_journal-9700	131	13	range	range	NOUN
american_scientific_journal-9700	131	14	,	,	PUNCT
american_scientific_journal-9700	131	15	here	here	ADV
american_scientific_journal-9700	131	16	determined	determine	VERB
american_scientific_journal-9700	131	17	as	as	ADP
american_scientific_journal-9700	131	18	below	below	ADP
american_scientific_journal-9700	131	19	10tl	10tl	NOUN
american_scientific_journal-9700	131	20	and	and	CCONJ
american_scientific_journal-9700	131	21	calculate	calculate	VERB
american_scientific_journal-9700	131	22	the	the	DET
american_scientific_journal-9700	131	23	range	range	NOUN
american_scientific_journal-9700	131	24	(	(	PUNCT
american_scientific_journal-9700	131	25	max	max	PROPN
american_scientific_journal-9700	131	26	-	-	PUNCT
american_scientific_journal-9700	131	27	min	min	NOUN
american_scientific_journal-9700	131	28	)	)	PUNCT
american_scientific_journal-9700	131	29	value	value	NOUN
american_scientific_journal-9700	131	30	of	of	ADP
american_scientific_journal-9700	131	31	invoice	invoice	NOUN
american_scientific_journal-9700	131	32	amounts	amount	VERB
american_scientific_journal-9700	131	33	for	for	ADP
american_scientific_journal-9700	131	34	each	each	DET
american_scientific_journal-9700	131	35	customer	customer	NOUN
american_scientific_journal-9700	131	36	.	.	PUNCT
american_scientific_journal-9700	132	1	the	the	DET
american_scientific_journal-9700	132	2	range	range	NOUN
american_scientific_journal-9700	132	3	is	be	AUX
american_scientific_journal-9700	132	4	one	one	NUM
american_scientific_journal-9700	132	5	of	of	ADP
american_scientific_journal-9700	132	6	the	the	DET
american_scientific_journal-9700	132	7	main	main	ADJ
american_scientific_journal-9700	132	8	characteristics	characteristic	NOUN
american_scientific_journal-9700	132	9	for	for	ADP
american_scientific_journal-9700	132	10	determining	determine	VERB
american_scientific_journal-9700	132	11	anomalies	anomaly	NOUN
american_scientific_journal-9700	132	12	in	in	ADP
american_scientific_journal-9700	132	13	the	the	DET
american_scientific_journal-9700	132	14	invoice	invoice	ADJ
american_scientific_journal-9700	132	15	sequence	sequence	NOUN
american_scientific_journal-9700	132	16	.	.	PUNCT
american_scientific_journal-9700	133	1	a	a	DET
american_scientific_journal-9700	133	2	low	low	ADJ
american_scientific_journal-9700	133	3	range	range	NOUN
american_scientific_journal-9700	133	4	indicates	indicate	VERB
american_scientific_journal-9700	133	5	a	a	DET
american_scientific_journal-9700	133	6	stable	stable	ADJ
american_scientific_journal-9700	133	7	invoice	invoice	NOUN
american_scientific_journal-9700	133	8	sequence	sequence	NOUN
american_scientific_journal-9700	133	9	,	,	PUNCT
american_scientific_journal-9700	133	10	which	which	PRON
american_scientific_journal-9700	133	11	may	may	AUX
american_scientific_journal-9700	133	12	be	be	AUX
american_scientific_journal-9700	133	13	considered	consider	VERB
american_scientific_journal-9700	133	14	to	to	PART
american_scientific_journal-9700	133	15	be	be	AUX
american_scientific_journal-9700	133	16	alike	alike	ADV
american_scientific_journal-9700	133	17	,	,	PUNCT
american_scientific_journal-9700	133	18	regardless	regardless	ADV
american_scientific_journal-9700	133	19	of	of	ADP
american_scientific_journal-9700	133	20	the	the	DET
american_scientific_journal-9700	133	21	mean	mean	ADJ
american_scientific_journal-9700	133	22	value	value	NOUN
american_scientific_journal-9700	133	23	.	.	PUNCT
american_scientific_journal-9700	134	1	on	on	ADP
american_scientific_journal-9700	134	2	the	the	DET
american_scientific_journal-9700	134	3	other	other	ADJ
american_scientific_journal-9700	134	4	hand	hand	NOUN
american_scientific_journal-9700	134	5	,	,	PUNCT
american_scientific_journal-9700	134	6	a	a	DET
american_scientific_journal-9700	134	7	high	high	ADJ
american_scientific_journal-9700	134	8	range	range	NOUN
american_scientific_journal-9700	134	9	can	can	AUX
american_scientific_journal-9700	134	10	indicate	indicate	VERB
american_scientific_journal-9700	134	11	different	different	ADJ
american_scientific_journal-9700	134	12	customer	customer	NOUN
american_scientific_journal-9700	134	13	behaviors	behavior	NOUN
american_scientific_journal-9700	134	14	.	.	PUNCT
american_scientific_journal-9700	135	1	for	for	ADP
american_scientific_journal-9700	135	2	this	this	DET
american_scientific_journal-9700	135	3	group	group	NOUN
american_scientific_journal-9700	135	4	low	low	ADJ
american_scientific_journal-9700	135	5	range	range	NOUN
american_scientific_journal-9700	135	6	,	,	PUNCT
american_scientific_journal-9700	135	7	we	we	PRON
american_scientific_journal-9700	135	8	form	form	VERB
american_scientific_journal-9700	135	9	10	10	NUM
american_scientific_journal-9700	135	10	clusters	cluster	NOUN
american_scientific_journal-9700	135	11	for	for	ADP
american_scientific_journal-9700	135	12	customers	customer	NOUN
american_scientific_journal-9700	135	13	with	with	ADP
american_scientific_journal-9700	135	14	range	range	NOUN
american_scientific_journal-9700	135	15	values	value	NOUN
american_scientific_journal-9700	135	16	1	1	NUM
american_scientific_journal-9700	135	17	-	-	SYM
american_scientific_journal-9700	135	18	10	10	NUM
american_scientific_journal-9700	135	19	tl	tl	PROPN
american_scientific_journal-9700	135	20	.	.	PUNCT
american_scientific_journal-9700	136	1	it	it	PRON
american_scientific_journal-9700	136	2	has	have	VERB
american_scientific_journal-9700	136	3	to	to	PART
american_scientific_journal-9700	136	4	be	be	AUX
american_scientific_journal-9700	136	5	noted	note	VERB
american_scientific_journal-9700	136	6	that	that	SCONJ
american_scientific_journal-9700	136	7	the	the	DET
american_scientific_journal-9700	136	8	range	range	NOUN
american_scientific_journal-9700	136	9	feature	feature	NOUN
american_scientific_journal-9700	136	10	focuses	focus	VERB
american_scientific_journal-9700	136	11	on	on	ADP
american_scientific_journal-9700	136	12	the	the	DET
american_scientific_journal-9700	136	13	variation	variation	NOUN
american_scientific_journal-9700	136	14	and	and	CCONJ
american_scientific_journal-9700	136	15	not	not	PART
american_scientific_journal-9700	136	16	on	on	ADP
american_scientific_journal-9700	136	17	the	the	DET
american_scientific_journal-9700	136	18	absolute	absolute	ADJ
american_scientific_journal-9700	136	19	value	value	NOUN
american_scientific_journal-9700	136	20	of	of	ADP
american_scientific_journal-9700	136	21	the	the	DET
american_scientific_journal-9700	136	22	invoices	invoice	NOUN
american_scientific_journal-9700	136	23	.	.	PUNCT
american_scientific_journal-9700	137	1	the	the	DET
american_scientific_journal-9700	137	2	similarity	similarity	NOUN
american_scientific_journal-9700	137	3	of	of	ADP
american_scientific_journal-9700	137	4	the	the	DET
american_scientific_journal-9700	137	5	items	item	NOUN
american_scientific_journal-9700	137	6	in	in	ADP
american_scientific_journal-9700	137	7	a	a	DET
american_scientific_journal-9700	137	8	given	give	VERB
american_scientific_journal-9700	137	9	cluster	cluster	NOUN
american_scientific_journal-9700	137	10	is	be	AUX
american_scientific_journal-9700	137	11	measured	measure	VERB
american_scientific_journal-9700	137	12	by	by	ADP
american_scientific_journal-9700	137	13	principal	principal	ADJ
american_scientific_journal-9700	137	14	component	component	NOUN
american_scientific_journal-9700	137	15	analysis	analysis	NOUN
american_scientific_journal-9700	137	16	(	(	PUNCT
american_scientific_journal-9700	137	17	pca	pca	NOUN
american_scientific_journal-9700	137	18	)	)	PUNCT
american_scientific_journal-9700	137	19	as	as	SCONJ
american_scientific_journal-9700	137	20	follows	follow	VERB
american_scientific_journal-9700	137	21	.	.	PUNCT
american_scientific_journal-9700	138	1	we	we	PRON
american_scientific_journal-9700	138	2	recall	recall	VERB
american_scientific_journal-9700	138	3	that	that	SCONJ
american_scientific_journal-9700	138	4	,	,	PUNCT
american_scientific_journal-9700	138	5	pca	pca	PROPN
american_scientific_journal-9700	138	6	is	be	AUX
american_scientific_journal-9700	138	7	based	base	VERB
american_scientific_journal-9700	138	8	on	on	ADP
american_scientific_journal-9700	138	9	the	the	DET
american_scientific_journal-9700	138	10	eigenvalue	eigenvalue	ADJ
american_scientific_journal-9700	138	11	structure	structure	NOUN
american_scientific_journal-9700	138	12	of	of	ADP
american_scientific_journal-9700	138	13	the	the	DET
american_scientific_journal-9700	138	14	covariance	covariance	NOUN
american_scientific_journal-9700	138	15	matrix	matrix	NOUN
american_scientific_journal-9700	138	16	of	of	ADP
american_scientific_journal-9700	138	17	the	the	DET
american_scientific_journal-9700	138	18	members	member	NOUN
american_scientific_journal-9700	138	19	of	of	ADP
american_scientific_journal-9700	138	20	a	a	DET
american_scientific_journal-9700	138	21	given	give	VERB
american_scientific_journal-9700	138	22	set	set	NOUN
american_scientific_journal-9700	138	23	of	of	ADP
american_scientific_journal-9700	138	24	say	say	VERB
american_scientific_journal-9700	138	25	m	m	NOUN
american_scientific_journal-9700	138	26	features	feature	NOUN
american_scientific_journal-9700	138	27	.	.	PUNCT
american_scientific_journal-9700	139	1	in	in	ADP
american_scientific_journal-9700	139	2	that	that	DET
american_scientific_journal-9700	139	3	case	case	NOUN
american_scientific_journal-9700	139	4	the	the	DET
american_scientific_journal-9700	139	5	covariance	covariance	NOUN
american_scientific_journal-9700	139	6	matrix	matrix	NOUN
american_scientific_journal-9700	139	7	s	s	VERB
american_scientific_journal-9700	139	8	is	be	AUX
american_scientific_journal-9700	139	9	an	an	DET
american_scientific_journal-9700	139	10	mxm	mxm	ADJ
american_scientific_journal-9700	139	11	symmetric	symmetric	ADJ
american_scientific_journal-9700	139	12	matrix	matrix	NOUN
american_scientific_journal-9700	139	13	with	with	ADP
american_scientific_journal-9700	139	14	real	real	ADJ
american_scientific_journal-9700	139	15	eigenvalues	eigenvalue	NOUN
american_scientific_journal-9700	139	16	labeled	label	VERB
american_scientific_journal-9700	139	17	in	in	ADP
american_scientific_journal-9700	139	18	decreasing	decrease	VERB
american_scientific_journal-9700	139	19	order	order	NOUN
american_scientific_journal-9700	139	20	as	as	ADP
american_scientific_journal-9700	139	21	,	,	PUNCT
american_scientific_journal-9700	139	22	λ1	λ1	PROPN
american_scientific_journal-9700	139	23	>	>	X
american_scientific_journal-9700	139	24	λ2	λ2	PROPN
american_scientific_journal-9700	139	25	…	…	PUNCT
american_scientific_journal-9700	139	26	>	>	X
american_scientific_journal-9700	140	1	λm	λm	X
american_scientific_journal-9700	140	2	.	.	PUNCT
american_scientific_journal-9700	141	1	the	the	DET
american_scientific_journal-9700	141	2	corresponding	corresponding	ADJ
american_scientific_journal-9700	141	3	eigenvectors	eigenvector	NOUN
american_scientific_journal-9700	141	4	are	be	AUX
american_scientific_journal-9700	141	5	also	also	ADV
american_scientific_journal-9700	141	6	labeled	label	VERB
american_scientific_journal-9700	141	7	as	as	ADP
american_scientific_journal-9700	141	8	x1	x1	PROPN
american_scientific_journal-9700	141	9	,	,	PUNCT
american_scientific_journal-9700	141	10	x2,	x2,	PROPN
american_scientific_journal-9700	141	11	…	…	SYM
american_scientific_journal-9700	141	12	,xm	,xm	PUNCT
american_scientific_journal-9700	141	13	.	.	PUNCT
american_scientific_journal-9700	142	1	let	let	VERB
american_scientific_journal-9700	142	2	λt=	λt=	PRON
american_scientific_journal-9700	142	3	λ1+λ2+	λ1+λ2+	VERB
american_scientific_journal-9700	142	4	…	…	PUNCT
american_scientific_journal-9700	142	5	+λm	+λm	NOUN
american_scientific_journal-9700	142	6	be	be	AUX
american_scientific_journal-9700	142	7	the	the	DET
american_scientific_journal-9700	142	8	sum	sum	NOUN
american_scientific_journal-9700	142	9	of	of	ADP
american_scientific_journal-9700	142	10	the	the	DET
american_scientific_journal-9700	142	11	eigenvalues	eigenvalue	NOUN
american_scientific_journal-9700	142	12	.	.	PUNCT
american_scientific_journal-9700	143	1	the	the	DET
american_scientific_journal-9700	143	2	ratio	ratio	NOUN
american_scientific_journal-9700	143	3	of	of	ADP
american_scientific_journal-9700	143	4	the	the	DET
american_scientific_journal-9700	143	5	largest	large	ADJ
american_scientific_journal-9700	143	6	eigenvalue	eigenvalue	ADJ
american_scientific_journal-9700	143	7	λ1	λ1	NOUN
american_scientific_journal-9700	143	8	to	to	ADP
american_scientific_journal-9700	143	9	λt	λt	PRON
american_scientific_journal-9700	143	10	is	be	AUX
american_scientific_journal-9700	143	11	a	a	DET
american_scientific_journal-9700	143	12	measure	measure	NOUN
american_scientific_journal-9700	143	13	of	of	ADP
american_scientific_journal-9700	143	14	the	the	DET
american_scientific_journal-9700	143	15	similarity	similarity	NOUN
american_scientific_journal-9700	143	16	of	of	ADP
american_scientific_journal-9700	143	17	the	the	DET
american_scientific_journal-9700	143	18	items	item	NOUN
american_scientific_journal-9700	143	19	in	in	ADP
american_scientific_journal-9700	143	20	the	the	DET
american_scientific_journal-9700	143	21	cluster	cluster	NOUN
american_scientific_journal-9700	143	22	,	,	PUNCT
american_scientific_journal-9700	143	23	denoted	denote	VERB
american_scientific_journal-9700	143	24	as	as	ADP
american_scientific_journal-9700	143	25	pca1	pca1	NOUN
american_scientific_journal-9700	143	26	.	.	PUNCT
american_scientific_journal-9700	144	1	the	the	DET
american_scientific_journal-9700	144	2	structure	structure	NOUN
american_scientific_journal-9700	144	3	of	of	ADP
american_scientific_journal-9700	144	4	the	the	DET
american_scientific_journal-9700	144	5	clusters	cluster	NOUN
american_scientific_journal-9700	144	6	c01	c01	PROPN
american_scientific_journal-9700	144	7	-	-	PUNCT
american_scientific_journal-9700	144	8	c10	c10	PROPN
american_scientific_journal-9700	144	9	with	with	ADP
american_scientific_journal-9700	144	10	low	low	ADJ
american_scientific_journal-9700	144	11	range	range	NOUN
american_scientific_journal-9700	144	12	,	,	PUNCT
american_scientific_journal-9700	144	13	obtained	obtain	VERB
american_scientific_journal-9700	144	14	at	at	ADP
american_scientific_journal-9700	144	15	the	the	DET
american_scientific_journal-9700	144	16	first	first	ADJ
american_scientific_journal-9700	144	17	stage	stage	NOUN
american_scientific_journal-9700	144	18	are	be	AUX
american_scientific_journal-9700	144	19	given	give	VERB
american_scientific_journal-9700	144	20	in	in	ADP
american_scientific_journal-9700	144	21	table	table	NOUN
american_scientific_journal-9700	144	22	3	3	NUM
american_scientific_journal-9700	144	23	.	.	PUNCT
american_scientific_journal-9700	145	1	as	as	ADP
american_scientific_journal-9700	145	2	an	an	DET
american_scientific_journal-9700	145	3	example	example	NOUN
american_scientific_journal-9700	145	4	,	,	PUNCT
american_scientific_journal-9700	145	5	c02	c02	NOUN
american_scientific_journal-9700	145	6	contains	contain	VERB
american_scientific_journal-9700	145	7	35552	35552	NUM
american_scientific_journal-9700	145	8	customers	customer	NOUN
american_scientific_journal-9700	145	9	whose	whose	DET
american_scientific_journal-9700	145	10	range	range	NOUN
american_scientific_journal-9700	145	11	of	of	ADP
american_scientific_journal-9700	145	12	invoices	invoice	NOUN
american_scientific_journal-9700	145	13	is	be	AUX
american_scientific_journal-9700	145	14	between	between	ADP
american_scientific_journal-9700	145	15	1	1	NUM
american_scientific_journal-9700	145	16	(	(	PUNCT
american_scientific_journal-9700	145	17	inclusive	inclusive	NOUN
american_scientific_journal-9700	145	18	)	)	PUNCT
american_scientific_journal-9700	145	19	and	and	CCONJ
american_scientific_journal-9700	145	20	2	2	NUM
american_scientific_journal-9700	145	21	(	(	PUNCT
american_scientific_journal-9700	145	22	exclusive	exclusive	ADJ
american_scientific_journal-9700	145	23	)	)	PUNCT
american_scientific_journal-9700	145	24	.	.	PUNCT
american_scientific_journal-9700	146	1	the	the	DET
american_scientific_journal-9700	146	2	total	total	ADJ
american_scientific_journal-9700	146	3	number	number	NOUN
american_scientific_journal-9700	146	4	of	of	ADP
american_scientific_journal-9700	146	5	customers	customer	NOUN
american_scientific_journal-9700	146	6	in	in	ADP
american_scientific_journal-9700	146	7	c01	c01	PROPN
american_scientific_journal-9700	146	8	to	to	PART
american_scientific_journal-9700	146	9	c10	c10	PROPN
american_scientific_journal-9700	146	10	is	be	AUX
american_scientific_journal-9700	146	11	231995	231995	NUM
american_scientific_journal-9700	146	12	,	,	PUNCT
american_scientific_journal-9700	146	13	american	american	ADJ
american_scientific_journal-9700	146	14	academic	academic	ADJ
american_scientific_journal-9700	146	15	scientific	scientific	ADJ
american_scientific_journal-9700	146	16	research	research	NOUN
american_scientific_journal-9700	146	17	journal	journal	NOUN
american_scientific_journal-9700	146	18	for	for	ADP
american_scientific_journal-9700	146	19	engineering	engineering	NOUN
american_scientific_journal-9700	146	20	,	,	PUNCT
american_scientific_journal-9700	146	21	technology	technology	NOUN
american_scientific_journal-9700	146	22	,	,	PUNCT
american_scientific_journal-9700	146	23	and	and	CCONJ
american_scientific_journal-9700	146	24	sciences	science	NOUN
american_scientific_journal-9700	146	25	(	(	PUNCT
american_scientific_journal-9700	146	26	asrjets	asrjet	NOUN
american_scientific_journal-9700	146	27	)	)	PUNCT
american_scientific_journal-9700	146	28	volume	volume	NOUN
american_scientific_journal-9700	146	29	97	97	NUM
american_scientific_journal-9700	146	30	,	,	PUNCT
american_scientific_journal-9700	146	31	no	no	DET
american_scientific_journal-9700	146	32	1	1	NUM
american_scientific_journal-9700	146	33	,	,	PUNCT
american_scientific_journal-9700	146	34	pp	pp	ADV
american_scientific_journal-9700	146	35	188	188	NUM
american_scientific_journal-9700	146	36	-	-	SYM
american_scientific_journal-9700	146	37	202	202	NUM
american_scientific_journal-9700	146	38	194	194	NUM
american_scientific_journal-9700	146	39	constituting	constitute	VERB
american_scientific_journal-9700	146	40	approximately	approximately	ADV
american_scientific_journal-9700	146	41	12	12	NUM
american_scientific_journal-9700	146	42	%	%	NOUN
american_scientific_journal-9700	146	43	of	of	ADP
american_scientific_journal-9700	146	44	the	the	DET
american_scientific_journal-9700	146	45	population	population	NOUN
american_scientific_journal-9700	146	46	.	.	PUNCT
american_scientific_journal-9700	147	1	pca1	pca1	NOUN
american_scientific_journal-9700	147	2	values	value	NOUN
american_scientific_journal-9700	147	3	indicate	indicate	VERB
american_scientific_journal-9700	147	4	that	that	SCONJ
american_scientific_journal-9700	147	5	the	the	DET
american_scientific_journal-9700	147	6	invoices	invoice	NOUN
american_scientific_journal-9700	147	7	in	in	ADP
american_scientific_journal-9700	147	8	each	each	DET
american_scientific_journal-9700	147	9	cluster	cluster	NOUN
american_scientific_journal-9700	147	10	are	be	AUX
american_scientific_journal-9700	147	11	similar	similar	ADJ
american_scientific_journal-9700	147	12	to	to	ADP
american_scientific_journal-9700	147	13	each	each	DET
american_scientific_journal-9700	147	14	other	other	ADJ
american_scientific_journal-9700	147	15	as	as	SCONJ
american_scientific_journal-9700	147	16	expected	expect	VERB
american_scientific_journal-9700	147	17	.	.	PUNCT
american_scientific_journal-9700	148	1	the	the	DET
american_scientific_journal-9700	148	2	customers	customer	NOUN
american_scientific_journal-9700	148	3	who	who	PRON
american_scientific_journal-9700	148	4	have	have	AUX
american_scientific_journal-9700	148	5	been	be	AUX
american_scientific_journal-9700	148	6	added	add	VERB
american_scientific_journal-9700	148	7	to	to	ADP
american_scientific_journal-9700	148	8	a	a	DET
american_scientific_journal-9700	148	9	cluster	cluster	NOUN
american_scientific_journal-9700	148	10	are	be	AUX
american_scientific_journal-9700	148	11	removed	remove	VERB
american_scientific_journal-9700	148	12	from	from	ADP
american_scientific_journal-9700	148	13	the	the	DET
american_scientific_journal-9700	148	14	dataset	dataset	NOUN
american_scientific_journal-9700	148	15	,	,	PUNCT
american_scientific_journal-9700	148	16	and	and	CCONJ
american_scientific_journal-9700	148	17	the	the	DET
american_scientific_journal-9700	148	18	hierarchical	hierarchical	ADJ
american_scientific_journal-9700	148	19	clustering	clustering	NOUN
american_scientific_journal-9700	148	20	will	will	AUX
american_scientific_journal-9700	148	21	continue	continue	VERB
american_scientific_journal-9700	148	22	to	to	ADP
american_scientific_journal-9700	148	23	the	the	DET
american_scientific_journal-9700	148	24	second	second	ADJ
american_scientific_journal-9700	148	25	layer	layer	NOUN
american_scientific_journal-9700	148	26	.	.	PUNCT
american_scientific_journal-9700	149	1	table	table	NOUN
american_scientific_journal-9700	149	2	3	3	NUM
american_scientific_journal-9700	149	3	:	:	PUNCT
american_scientific_journal-9700	149	4	the	the	DET
american_scientific_journal-9700	149	5	structure	structure	NOUN
american_scientific_journal-9700	149	6	of	of	ADP
american_scientific_journal-9700	149	7	clusters	clusters	PROPN
american_scientific_journal-9700	149	8	c01	c01	PROPN
american_scientific_journal-9700	149	9	-	-	PUNCT
american_scientific_journal-9700	149	10	c10	c10	PROPN
american_scientific_journal-9700	149	11	.	.	PUNCT
american_scientific_journal-9700	150	1	(	(	PUNCT
american_scientific_journal-9700	150	2	clusters	cluster	NOUN
american_scientific_journal-9700	150	3	with	with	ADP
american_scientific_journal-9700	150	4	low	low	ADJ
american_scientific_journal-9700	150	5	range	range	NOUN
american_scientific_journal-9700	150	6	)	)	PUNCT
american_scientific_journal-9700	150	7	cluster	cluster	NOUN
american_scientific_journal-9700	150	8	c01	c01	PROPN
american_scientific_journal-9700	150	9	c02	c02	PROPN
american_scientific_journal-9700	150	10	c03	c03	PROPN
american_scientific_journal-9700	150	11	c04	c04	PROPN
american_scientific_journal-9700	150	12	c05	c05	PROPN
american_scientific_journal-9700	150	13	c06	c06	PROPN
american_scientific_journal-9700	150	14	c07	c07	PROPN
american_scientific_journal-9700	150	15	c08	c08	PROPN
american_scientific_journal-9700	150	16	c09	c09	PROPN
american_scientific_journal-9700	150	17	c10	c10	PROPN
american_scientific_journal-9700	150	18	interval	interval	PROPN
american_scientific_journal-9700	150	19	(	(	PUNCT
american_scientific_journal-9700	150	20	range	range	NOUN
american_scientific_journal-9700	150	21	)	)	PUNCT
american_scientific_journal-9700	151	1	[	[	X
american_scientific_journal-9700	151	2	0,1	0,1	NUM
american_scientific_journal-9700	151	3	)	)	PUNCT
american_scientific_journal-9700	152	1	[	[	X
american_scientific_journal-9700	152	2	1,2	1,2	NUM
american_scientific_journal-9700	152	3	)	)	PUNCT
american_scientific_journal-9700	153	1	[	[	X
american_scientific_journal-9700	153	2	2,3	2,3	NUM
american_scientific_journal-9700	153	3	)	)	PUNCT
american_scientific_journal-9700	153	4	[	[	X
american_scientific_journal-9700	153	5	3,4	3,4	NUM
american_scientific_journal-9700	153	6	)	)	PUNCT
american_scientific_journal-9700	154	1	[	[	X
american_scientific_journal-9700	154	2	4,5	4,5	NUM
american_scientific_journal-9700	154	3	)	)	PUNCT
american_scientific_journal-9700	155	1	[	[	X
american_scientific_journal-9700	155	2	5,6	5,6	NUM
american_scientific_journal-9700	155	3	)	)	PUNCT
american_scientific_journal-9700	156	1	[	[	X
american_scientific_journal-9700	156	2	6,7	6,7	NUM
american_scientific_journal-9700	156	3	)	)	PUNCT
american_scientific_journal-9700	157	1	[	[	X
american_scientific_journal-9700	157	2	7,8	7,8	NUM
american_scientific_journal-9700	157	3	)	)	PUNCT
american_scientific_journal-9700	157	4	[	[	X
american_scientific_journal-9700	157	5	8,9	8,9	NUM
american_scientific_journal-9700	157	6	)	)	PUNCT
american_scientific_journal-9700	157	7	[	[	X
american_scientific_journal-9700	157	8	9,10	9,10	NUM
american_scientific_journal-9700	157	9	)	)	PUNCT
american_scientific_journal-9700	157	10	#	#	NOUN
american_scientific_journal-9700	157	11	of	of	ADP
american_scientific_journal-9700	157	12	customers	customer	NOUN
american_scientific_journal-9700	157	13	308	308	NUM
american_scientific_journal-9700	157	14	35552	35552	NUM
american_scientific_journal-9700	157	15	30901	30901	NUM
american_scientific_journal-9700	157	16	16260	16260	NUM
american_scientific_journal-9700	157	17	34728	34728	NUM
american_scientific_journal-9700	157	18	15707	15707	NUM
american_scientific_journal-9700	157	19	25513	25513	NUM
american_scientific_journal-9700	157	20	17222	17222	NUM
american_scientific_journal-9700	157	21	21345	21345	NUM
american_scientific_journal-9700	157	22	34459	34459	NUM
american_scientific_journal-9700	157	23	pca1	pca1	NOUN
american_scientific_journal-9700	157	24	1.00	1.00	NUM
american_scientific_journal-9700	157	25	1.00	1.00	NUM
american_scientific_journal-9700	157	26	0.99	0.99	NUM
american_scientific_journal-9700	157	27	0.99	0.99	NUM
american_scientific_journal-9700	157	28	0.99	0.99	NUM
american_scientific_journal-9700	157	29	0.99	0.99	NUM
american_scientific_journal-9700	157	30	0.99	0.99	NUM
american_scientific_journal-9700	157	31	0.99	0.99	NUM
american_scientific_journal-9700	157	32	0.99	0.99	NUM
american_scientific_journal-9700	157	33	0.99	0.99	NUM
american_scientific_journal-9700	157	34	stage	stage	NOUN
american_scientific_journal-9700	157	35	2	2	NUM
american_scientific_journal-9700	157	36	:	:	PUNCT
american_scientific_journal-9700	157	37	in	in	ADP
american_scientific_journal-9700	157	38	the	the	DET
american_scientific_journal-9700	157	39	second	second	ADJ
american_scientific_journal-9700	157	40	stage	stage	NOUN
american_scientific_journal-9700	157	41	,	,	PUNCT
american_scientific_journal-9700	157	42	we	we	PRON
american_scientific_journal-9700	157	43	deal	deal	VERB
american_scientific_journal-9700	157	44	with	with	ADP
american_scientific_journal-9700	157	45	invoice	invoice	ADJ
american_scientific_journal-9700	157	46	series	serie	NOUN
american_scientific_journal-9700	157	47	whose	whose	DET
american_scientific_journal-9700	157	48	range	range	NOUN
american_scientific_journal-9700	157	49	is	be	AUX
american_scientific_journal-9700	157	50	greater	great	ADJ
american_scientific_journal-9700	157	51	than	than	ADP
american_scientific_journal-9700	157	52	the	the	DET
american_scientific_journal-9700	157	53	threshold	threshold	NOUN
american_scientific_journal-9700	157	54	value	value	NOUN
american_scientific_journal-9700	157	55	10	10	NUM
american_scientific_journal-9700	157	56	tl	tl	PROPN
american_scientific_journal-9700	157	57	and	and	CCONJ
american_scientific_journal-9700	157	58	we	we	PRON
american_scientific_journal-9700	157	59	evaluate	evaluate	VERB
american_scientific_journal-9700	157	60	the	the	DET
american_scientific_journal-9700	157	61	ratio	ratio	NOUN
american_scientific_journal-9700	157	62	of	of	ADP
american_scientific_journal-9700	157	63	the	the	DET
american_scientific_journal-9700	157	64	standard	standard	ADJ
american_scientific_journal-9700	157	65	deviation	deviation	NOUN
american_scientific_journal-9700	157	66	to	to	ADP
american_scientific_journal-9700	157	67	the	the	DET
american_scientific_journal-9700	157	68	mean	mean	NOUN
american_scientific_journal-9700	157	69	of	of	ADP
american_scientific_journal-9700	157	70	the	the	DET
american_scientific_journal-9700	157	71	invoice	invoice	ADJ
american_scientific_journal-9700	157	72	sequence	sequence	NOUN
american_scientific_journal-9700	157	73	.	.	PUNCT
american_scientific_journal-9700	158	1	at	at	ADP
american_scientific_journal-9700	158	2	this	this	DET
american_scientific_journal-9700	158	3	stage	stage	NOUN
american_scientific_journal-9700	158	4	we	we	PRON
american_scientific_journal-9700	158	5	select	select	VERB
american_scientific_journal-9700	158	6	invoice	invoice	NOUN
american_scientific_journal-9700	158	7	sequences	sequence	NOUN
american_scientific_journal-9700	158	8	whose	whose	DET
american_scientific_journal-9700	158	9	relative	relative	ADJ
american_scientific_journal-9700	158	10	standard	standard	ADJ
american_scientific_journal-9700	158	11	deviation	deviation	NOUN
american_scientific_journal-9700	158	12	is	be	AUX
american_scientific_journal-9700	158	13	low	low	ADJ
american_scientific_journal-9700	158	14	,	,	PUNCT
american_scientific_journal-9700	158	15	the	the	DET
american_scientific_journal-9700	158	16	threshold	threshold	NOUN
american_scientific_journal-9700	158	17	chosen	choose	VERB
american_scientific_journal-9700	158	18	as	as	ADP
american_scientific_journal-9700	158	19	0.20	0.20	NUM
american_scientific_journal-9700	158	20	,	,	PUNCT
american_scientific_journal-9700	158	21	ranging	range	VERB
american_scientific_journal-9700	158	22	from	from	ADP
american_scientific_journal-9700	158	23	0	0	NUM
american_scientific_journal-9700	158	24	to	to	ADP
american_scientific_journal-9700	158	25	0.20	0.20	NUM
american_scientific_journal-9700	158	26	in	in	ADP
american_scientific_journal-9700	158	27	steps	step	NOUN
american_scientific_journal-9700	158	28	of	of	ADP
american_scientific_journal-9700	158	29	0.05	0.05	NUM
american_scientific_journal-9700	158	30	.	.	PUNCT
american_scientific_journal-9700	159	1	the	the	DET
american_scientific_journal-9700	159	2	same	same	ADJ
american_scientific_journal-9700	159	3	steps	step	NOUN
american_scientific_journal-9700	159	4	are	be	AUX
american_scientific_journal-9700	159	5	followed	follow	VERB
american_scientific_journal-9700	159	6	as	as	ADP
american_scientific_journal-9700	159	7	in	in	ADP
american_scientific_journal-9700	159	8	the	the	DET
american_scientific_journal-9700	159	9	first	first	ADJ
american_scientific_journal-9700	159	10	stage	stage	NOUN
american_scientific_journal-9700	159	11	of	of	ADP
american_scientific_journal-9700	159	12	the	the	DET
american_scientific_journal-9700	159	13	clustering	clustering	ADJ
american_scientific_journal-9700	159	14	process	process	NOUN
american_scientific_journal-9700	159	15	.	.	PUNCT
american_scientific_journal-9700	160	1	a	a	DET
american_scientific_journal-9700	160	2	total	total	NOUN
american_scientific_journal-9700	160	3	of	of	ADP
american_scientific_journal-9700	160	4	827266	827266	NUM
american_scientific_journal-9700	160	5	(	(	PUNCT
american_scientific_journal-9700	160	6	44	44	NUM
american_scientific_journal-9700	160	7	%	%	NOUN
american_scientific_journal-9700	160	8	of	of	ADP
american_scientific_journal-9700	160	9	the	the	DET
american_scientific_journal-9700	160	10	population	population	NOUN
american_scientific_journal-9700	160	11	)	)	PUNCT
american_scientific_journal-9700	160	12	customers	customer	NOUN
american_scientific_journal-9700	160	13	are	be	AUX
american_scientific_journal-9700	160	14	grouped	group	VERB
american_scientific_journal-9700	160	15	in	in	ADP
american_scientific_journal-9700	160	16	clusters	cluster	NOUN
american_scientific_journal-9700	160	17	c11	c11	NOUN
american_scientific_journal-9700	160	18	-	-	PUNCT
american_scientific_journal-9700	160	19	c14	c14	NOUN
american_scientific_journal-9700	160	20	.	.	PUNCT
american_scientific_journal-9700	161	1	again	again	ADV
american_scientific_journal-9700	161	2	,	,	PUNCT
american_scientific_journal-9700	161	3	the	the	DET
american_scientific_journal-9700	161	4	pca1	pca1	NOUN
american_scientific_journal-9700	161	5	values	value	NOUN
american_scientific_journal-9700	161	6	indicate	indicate	VERB
american_scientific_journal-9700	161	7	a	a	DET
american_scientific_journal-9700	161	8	successful	successful	ADJ
american_scientific_journal-9700	161	9	similarity	similarity	NOUN
american_scientific_journal-9700	161	10	grouping	group	VERB
american_scientific_journal-9700	161	11	in	in	ADP
american_scientific_journal-9700	161	12	each	each	DET
american_scientific_journal-9700	161	13	cluster	cluster	NOUN
american_scientific_journal-9700	161	14	.	.	PUNCT
american_scientific_journal-9700	162	1	table	table	NOUN
american_scientific_journal-9700	162	2	4	4	NUM
american_scientific_journal-9700	162	3	:	:	PUNCT
american_scientific_journal-9700	162	4	the	the	DET
american_scientific_journal-9700	162	5	structure	structure	NOUN
american_scientific_journal-9700	162	6	of	of	ADP
american_scientific_journal-9700	162	7	clusters	cluster	NOUN
american_scientific_journal-9700	162	8	c11	c11	NOUN
american_scientific_journal-9700	162	9	-	-	PUNCT
american_scientific_journal-9700	162	10	c14	c14	NOUN
american_scientific_journal-9700	162	11	(	(	PUNCT
american_scientific_journal-9700	162	12	clusters	cluster	NOUN
american_scientific_journal-9700	162	13	with	with	ADP
american_scientific_journal-9700	162	14	low	low	ADJ
american_scientific_journal-9700	162	15	standard	standard	ADJ
american_scientific_journal-9700	162	16	deviation	deviation	NOUN
american_scientific_journal-9700	162	17	)	)	PUNCT
american_scientific_journal-9700	162	18	cluster	cluster	NOUN
american_scientific_journal-9700	162	19	c11	c11	NOUN
american_scientific_journal-9700	162	20	c12	c12	PROPN
american_scientific_journal-9700	162	21	c13	c13	PROPN
american_scientific_journal-9700	162	22	c14	c14	PROPN
american_scientific_journal-9700	162	23	interval	interval	NOUN
american_scientific_journal-9700	162	24	(	(	PUNCT
american_scientific_journal-9700	162	25	normalized	normalize	VERB
american_scientific_journal-9700	162	26	standard	standard	ADJ
american_scientific_journal-9700	162	27	deviation	deviation	NOUN
american_scientific_journal-9700	162	28	)	)	PUNCT
american_scientific_journal-9700	163	1	[	[	X
american_scientific_journal-9700	163	2	0,0.05	0,0.05	X
american_scientific_journal-9700	163	3	)	)	PUNCT
american_scientific_journal-9700	164	1	[	[	X
american_scientific_journal-9700	164	2	0.05,0.1	0.05,0.1	NOUN
american_scientific_journal-9700	164	3	)	)	PUNCT
american_scientific_journal-9700	165	1	[	[	X
american_scientific_journal-9700	165	2	0.1,0.15	0.1,0.15	X
american_scientific_journal-9700	165	3	)	)	PUNCT
american_scientific_journal-9700	166	1	[	[	X
american_scientific_journal-9700	166	2	0.15,0.2	0.15,0.2	NOUN
american_scientific_journal-9700	166	3	)	)	PUNCT
american_scientific_journal-9700	166	4	#	#	NOUN
american_scientific_journal-9700	166	5	of	of	ADP
american_scientific_journal-9700	166	6	customers	customer	NOUN
american_scientific_journal-9700	166	7	48439	48439	NUM
american_scientific_journal-9700	166	8	268619	268619	NUM
american_scientific_journal-9700	166	9	293550	293550	NUM
american_scientific_journal-9700	166	10	216658	216658	NUM
american_scientific_journal-9700	166	11	pca1	pca1	NOUN
american_scientific_journal-9700	166	12	0.99	0.99	NUM
american_scientific_journal-9700	166	13	0.98	0.98	NUM
american_scientific_journal-9700	166	14	0.97	0.97	NUM
american_scientific_journal-9700	166	15	0.95	0.95	NUM
american_scientific_journal-9700	166	16	stage	stage	NOUN
american_scientific_journal-9700	166	17	3	3	NUM
american_scientific_journal-9700	166	18	:	:	PUNCT
american_scientific_journal-9700	166	19	at	at	ADP
american_scientific_journal-9700	166	20	the	the	DET
american_scientific_journal-9700	166	21	third	third	ADJ
american_scientific_journal-9700	166	22	stage	stage	NOUN
american_scientific_journal-9700	166	23	we	we	PRON
american_scientific_journal-9700	166	24	use	use	VERB
american_scientific_journal-9700	166	25	the	the	DET
american_scientific_journal-9700	166	26	maximum	maximum	ADJ
american_scientific_journal-9700	166	27	invoice	invoice	NOUN
american_scientific_journal-9700	166	28	amount	amount	NOUN
american_scientific_journal-9700	166	29	as	as	ADP
american_scientific_journal-9700	166	30	the	the	DET
american_scientific_journal-9700	166	31	clustering	clustering	ADJ
american_scientific_journal-9700	166	32	criteria	criterion	NOUN
american_scientific_journal-9700	166	33	.	.	PUNCT
american_scientific_journal-9700	167	1	we	we	PRON
american_scientific_journal-9700	167	2	select	select	VERB
american_scientific_journal-9700	167	3	two	two	NUM
american_scientific_journal-9700	167	4	groups	group	NOUN
american_scientific_journal-9700	167	5	consisting	consist	VERB
american_scientific_journal-9700	167	6	of	of	ADP
american_scientific_journal-9700	167	7	very	very	ADV
american_scientific_journal-9700	167	8	low	low	ADJ
american_scientific_journal-9700	167	9	and	and	CCONJ
american_scientific_journal-9700	167	10	very	very	ADV
american_scientific_journal-9700	167	11	high	high	ADJ
american_scientific_journal-9700	167	12	maximum	maximum	ADJ
american_scientific_journal-9700	167	13	invoice	invoice	NOUN
american_scientific_journal-9700	167	14	amounts	amount	NOUN
american_scientific_journal-9700	167	15	.	.	PUNCT
american_scientific_journal-9700	168	1	for	for	ADP
american_scientific_journal-9700	168	2	this	this	DET
american_scientific_journal-9700	168	3	purpose	purpose	NOUN
american_scientific_journal-9700	168	4	,	,	PUNCT
american_scientific_journal-9700	168	5	c15	c15	PROPN
american_scientific_journal-9700	168	6	is	be	AUX
american_scientific_journal-9700	168	7	formed	form	VERB
american_scientific_journal-9700	168	8	for	for	ADP
american_scientific_journal-9700	168	9	customers	customer	NOUN
american_scientific_journal-9700	168	10	having	have	VERB
american_scientific_journal-9700	168	11	a	a	DET
american_scientific_journal-9700	168	12	maximum	maximum	ADJ
american_scientific_journal-9700	168	13	invoice	invoice	NOUN
american_scientific_journal-9700	168	14	amount	amount	NOUN
american_scientific_journal-9700	168	15	less	less	ADJ
american_scientific_journal-9700	168	16	than	than	ADP
american_scientific_journal-9700	168	17	50	50	NUM
american_scientific_journal-9700	168	18	tl	tl	PROPN
american_scientific_journal-9700	168	19	,	,	PUNCT
american_scientific_journal-9700	168	20	and	and	CCONJ
american_scientific_journal-9700	168	21	c16	c16	PROPN
american_scientific_journal-9700	168	22	is	be	AUX
american_scientific_journal-9700	168	23	formed	form	VERB
american_scientific_journal-9700	168	24	for	for	ADP
american_scientific_journal-9700	168	25	customers	customer	NOUN
american_scientific_journal-9700	168	26	above	above	ADP
american_scientific_journal-9700	168	27	1000	1000	NUM
american_scientific_journal-9700	168	28	tl	tl	PROPN
american_scientific_journal-9700	168	29	.	.	PUNCT
american_scientific_journal-9700	168	30	table	table	NOUN
american_scientific_journal-9700	168	31	5	5	NUM
american_scientific_journal-9700	168	32	indicates	indicate	VERB
american_scientific_journal-9700	168	33	that	that	SCONJ
american_scientific_journal-9700	168	34	approximately	approximately	ADV
american_scientific_journal-9700	168	35	2.7	2.7	NUM
american_scientific_journal-9700	168	36	%	%	NOUN
american_scientific_journal-9700	168	37	of	of	ADP
american_scientific_journal-9700	168	38	the	the	DET
american_scientific_journal-9700	168	39	population	population	NOUN
american_scientific_journal-9700	168	40	is	be	AUX
american_scientific_journal-9700	168	41	grouped	group	VERB
american_scientific_journal-9700	168	42	into	into	ADP
american_scientific_journal-9700	168	43	those	those	DET
american_scientific_journal-9700	168	44	two	two	NUM
american_scientific_journal-9700	168	45	clusters	cluster	NOUN
american_scientific_journal-9700	168	46	.	.	PUNCT
american_scientific_journal-9700	169	1	it	it	PRON
american_scientific_journal-9700	169	2	has	have	VERB
american_scientific_journal-9700	169	3	to	to	PART
american_scientific_journal-9700	169	4	be	be	AUX
american_scientific_journal-9700	169	5	noted	note	VERB
american_scientific_journal-9700	169	6	that	that	SCONJ
american_scientific_journal-9700	169	7	they	they	PRON
american_scientific_journal-9700	169	8	do	do	AUX
american_scientific_journal-9700	169	9	not	not	PART
american_scientific_journal-9700	169	10	include	include	VERB
american_scientific_journal-9700	169	11	customers	customer	NOUN
american_scientific_journal-9700	169	12	who	who	PRON
american_scientific_journal-9700	169	13	already	already	ADV
american_scientific_journal-9700	169	14	have	have	AUX
american_scientific_journal-9700	169	15	been	be	AUX
american_scientific_journal-9700	169	16	clustered	cluster	VERB
american_scientific_journal-9700	169	17	in	in	ADP
american_scientific_journal-9700	169	18	the	the	DET
american_scientific_journal-9700	169	19	previous	previous	ADJ
american_scientific_journal-9700	169	20	two	two	NUM
american_scientific_journal-9700	169	21	layers	layer	NOUN
american_scientific_journal-9700	169	22	.	.	PUNCT
american_scientific_journal-9700	170	1	the	the	DET
american_scientific_journal-9700	170	2	pca1	pca1	NOUN
american_scientific_journal-9700	170	3	values	value	NOUN
american_scientific_journal-9700	170	4	indicate	indicate	VERB
american_scientific_journal-9700	170	5	that	that	SCONJ
american_scientific_journal-9700	170	6	the	the	DET
american_scientific_journal-9700	170	7	similarity	similarity	NOUN
american_scientific_journal-9700	170	8	score	score	NOUN
american_scientific_journal-9700	170	9	within	within	ADP
american_scientific_journal-9700	170	10	those	those	DET
american_scientific_journal-9700	170	11	clusters	cluster	NOUN
american_scientific_journal-9700	170	12	is	be	AUX
american_scientific_journal-9700	170	13	relatively	relatively	ADV
american_scientific_journal-9700	170	14	low	low	ADJ
american_scientific_journal-9700	170	15	hence	hence	ADV
american_scientific_journal-9700	170	16	these	these	DET
american_scientific_journal-9700	170	17	clusters	cluster	NOUN
american_scientific_journal-9700	170	18	should	should	AUX
american_scientific_journal-9700	170	19	be	be	AUX
american_scientific_journal-9700	170	20	densely	densely	ADV
american_scientific_journal-9700	170	21	sampled	sample	VERB
american_scientific_journal-9700	170	22	.	.	PUNCT
american_scientific_journal-9700	171	1	table	table	NOUN
american_scientific_journal-9700	171	2	5	5	NUM
american_scientific_journal-9700	171	3	:	:	PUNCT
american_scientific_journal-9700	171	4	the	the	DET
american_scientific_journal-9700	171	5	structure	structure	NOUN
american_scientific_journal-9700	171	6	of	of	ADP
american_scientific_journal-9700	171	7	clusters	cluster	NOUN
american_scientific_journal-9700	171	8	c15	c15	PROPN
american_scientific_journal-9700	171	9	-	-	PUNCT
american_scientific_journal-9700	171	10	c16	c16	PROPN
american_scientific_journal-9700	171	11	.	.	PUNCT
american_scientific_journal-9700	172	1	(	(	PUNCT
american_scientific_journal-9700	172	2	clusters	cluster	NOUN
american_scientific_journal-9700	172	3	consisting	consist	VERB
american_scientific_journal-9700	172	4	of	of	ADP
american_scientific_journal-9700	172	5	outliers	outlier	NOUN
american_scientific_journal-9700	172	6	)	)	PUNCT
american_scientific_journal-9700	172	7	cluster	cluster	NOUN
american_scientific_journal-9700	172	8	c15	c15	NOUN
american_scientific_journal-9700	172	9	c16	c16	PROPN
american_scientific_journal-9700	172	10	interval	interval	NOUN
american_scientific_journal-9700	172	11	(	(	PUNCT
american_scientific_journal-9700	172	12	max	max	PROPN
american_scientific_journal-9700	172	13	)	)	PUNCT
american_scientific_journal-9700	173	1	[	[	X
american_scientific_journal-9700	173	2	0,50	0,50	X
american_scientific_journal-9700	173	3	)	)	PUNCT
american_scientific_journal-9700	173	4	(	(	PUNCT
american_scientific_journal-9700	173	5	1000	1000	NUM
american_scientific_journal-9700	173	6	,	,	PUNCT
american_scientific_journal-9700	173	7	)	)	PUNCT
american_scientific_journal-9700	173	8	#	#	NOUN
american_scientific_journal-9700	173	9	of	of	ADP
american_scientific_journal-9700	173	10	customers	customer	NOUN
american_scientific_journal-9700	173	11	4,840	4,840	NUM
american_scientific_journal-9700	173	12	45,866	45,866	NUM
american_scientific_journal-9700	173	13	pca1	pca1	NOUN
american_scientific_journal-9700	173	14	0.60	0.60	NUM
american_scientific_journal-9700	173	15	0.29	0.29	NUM
american_scientific_journal-9700	173	16	stage	stage	NOUN
american_scientific_journal-9700	173	17	4	4	NUM
american_scientific_journal-9700	173	18	:	:	PUNCT
american_scientific_journal-9700	173	19	at	at	ADP
american_scientific_journal-9700	173	20	this	this	DET
american_scientific_journal-9700	173	21	stage	stage	NOUN
american_scientific_journal-9700	173	22	we	we	PRON
american_scientific_journal-9700	173	23	select	select	VERB
american_scientific_journal-9700	173	24	customers	customer	NOUN
american_scientific_journal-9700	173	25	with	with	ADP
american_scientific_journal-9700	173	26	an	an	DET
american_scientific_journal-9700	173	27	extremely	extremely	ADV
american_scientific_journal-9700	173	28	high	high	ADJ
american_scientific_journal-9700	173	29	invoice	invoice	NOUN
american_scientific_journal-9700	173	30	amount	amount	NOUN
american_scientific_journal-9700	173	31	for	for	ADP
american_scientific_journal-9700	173	32	only	only	ADV
american_scientific_journal-9700	173	33	one	one	NUM
american_scientific_journal-9700	173	34	month	month	NOUN
american_scientific_journal-9700	173	35	and	and	CCONJ
american_scientific_journal-9700	173	36	a	a	DET
american_scientific_journal-9700	173	37	low	low	ADJ
american_scientific_journal-9700	173	38	american	american	ADJ
american_scientific_journal-9700	173	39	academic	academic	ADJ
american_scientific_journal-9700	173	40	scientific	scientific	ADJ
american_scientific_journal-9700	173	41	research	research	NOUN
american_scientific_journal-9700	173	42	journal	journal	NOUN
american_scientific_journal-9700	173	43	for	for	ADP
american_scientific_journal-9700	173	44	engineering	engineering	NOUN
american_scientific_journal-9700	173	45	,	,	PUNCT
american_scientific_journal-9700	173	46	technology	technology	NOUN
american_scientific_journal-9700	173	47	,	,	PUNCT
american_scientific_journal-9700	173	48	and	and	CCONJ
american_scientific_journal-9700	173	49	sciences	science	NOUN
american_scientific_journal-9700	173	50	(	(	PUNCT
american_scientific_journal-9700	173	51	asrjets	asrjet	NOUN
american_scientific_journal-9700	173	52	)	)	PUNCT
american_scientific_journal-9700	173	53	volume	volume	NOUN
american_scientific_journal-9700	173	54	97	97	NUM
american_scientific_journal-9700	173	55	,	,	PUNCT
american_scientific_journal-9700	173	56	no	no	DET
american_scientific_journal-9700	173	57	1	1	NUM
american_scientific_journal-9700	173	58	,	,	PUNCT
american_scientific_journal-9700	173	59	pp	pp	ADV
american_scientific_journal-9700	173	60	188	188	NUM
american_scientific_journal-9700	173	61	-	-	SYM
american_scientific_journal-9700	173	62	202	202	NUM
american_scientific_journal-9700	173	63	195	195	NUM
american_scientific_journal-9700	173	64	range	range	NOUN
american_scientific_journal-9700	173	65	for	for	ADP
american_scientific_journal-9700	173	66	the	the	DET
american_scientific_journal-9700	173	67	rest	rest	NOUN
american_scientific_journal-9700	173	68	.	.	PUNCT
american_scientific_journal-9700	174	1	invoice	invoice	NOUN
american_scientific_journal-9700	174	2	sequences	sequence	NOUN
american_scientific_journal-9700	174	3	of	of	ADP
american_scientific_journal-9700	174	4	this	this	DET
american_scientific_journal-9700	174	5	type	type	NOUN
american_scientific_journal-9700	174	6	correspond	correspond	VERB
american_scientific_journal-9700	174	7	most	most	ADV
american_scientific_journal-9700	174	8	likely	likely	ADJ
american_scientific_journal-9700	174	9	to	to	ADP
american_scientific_journal-9700	174	10	retail	retail	ADJ
american_scientific_journal-9700	174	11	expenditures	expenditure	NOUN
american_scientific_journal-9700	174	12	,	,	PUNCT
american_scientific_journal-9700	174	13	as	as	SCONJ
american_scientific_journal-9700	174	14	discussed	discuss	VERB
american_scientific_journal-9700	174	15	in	in	ADP
american_scientific_journal-9700	174	16	[	[	X
american_scientific_journal-9700	174	17	10	10	NUM
american_scientific_journal-9700	174	18	]	]	PUNCT
american_scientific_journal-9700	174	19	.	.	PUNCT
american_scientific_journal-9700	175	1	let	let	VERB
american_scientific_journal-9700	175	2	𝑓𝑖	𝑓𝑖	NOUN
american_scientific_journal-9700	175	3	be	be	AUX
american_scientific_journal-9700	175	4	the	the	DET
american_scientific_journal-9700	175	5	invoice	invoice	NOUN
american_scientific_journal-9700	175	6	amount	amount	NOUN
american_scientific_journal-9700	175	7	for	for	ADP
american_scientific_journal-9700	175	8	the	the	DET
american_scientific_journal-9700	175	9	month	month	NOUN
american_scientific_journal-9700	175	10	i	i	PRON
american_scientific_journal-9700	175	11	and	and	CCONJ
american_scientific_journal-9700	175	12	let	let	VERB
american_scientific_journal-9700	175	13	m	m	VERB
american_scientific_journal-9700	175	14	=	=	SYM
american_scientific_journal-9700	175	15	𝑚𝑎𝑥(𝑓1	𝑚𝑎𝑥(𝑓1	PROPN
american_scientific_journal-9700	175	16	,	,	PUNCT
american_scientific_journal-9700	175	17	𝑓2	𝑓2	ADJ
american_scientific_journal-9700	175	18	…	…	PUNCT
american_scientific_journal-9700	175	19	𝑓9	𝑓9	NOUN
american_scientific_journal-9700	175	20	)	)	PUNCT
american_scientific_journal-9700	175	21	.	.	PUNCT
american_scientific_journal-9700	176	1	clusters	cluster	NOUN
american_scientific_journal-9700	176	2	c17	c17	PROPN
american_scientific_journal-9700	176	3	and	and	CCONJ
american_scientific_journal-9700	176	4	c25	c25	PROPN
american_scientific_journal-9700	176	5	are	be	AUX
american_scientific_journal-9700	176	6	determined	determine	VERB
american_scientific_journal-9700	176	7	as	as	SCONJ
american_scientific_journal-9700	176	8	follows	follow	VERB
american_scientific_journal-9700	176	9	.	.	PUNCT
american_scientific_journal-9700	177	1	for	for	ADP
american_scientific_journal-9700	177	2	each	each	DET
american_scientific_journal-9700	177	3	month	month	NOUN
american_scientific_journal-9700	177	4	i	i	PRON
american_scientific_journal-9700	177	5	,	,	PUNCT
american_scientific_journal-9700	177	6	we	we	PRON
american_scientific_journal-9700	177	7	consider	consider	VERB
american_scientific_journal-9700	177	8	invoice	invoice	NOUN
american_scientific_journal-9700	177	9	sequences	sequence	NOUN
american_scientific_journal-9700	177	10	that	that	PRON
american_scientific_journal-9700	177	11	satisfy	satisfy	VERB
american_scientific_journal-9700	177	12	the	the	DET
american_scientific_journal-9700	177	13	condition	condition	NOUN
american_scientific_journal-9700	177	14	,	,	PUNCT
american_scientific_journal-9700	177	15	𝑓𝑖	𝑓𝑖	PROPN
american_scientific_journal-9700	177	16	=	=	SYM
american_scientific_journal-9700	177	17	𝑀	𝑀	PROPN
american_scientific_journal-9700	177	18	>	>	X
american_scientific_journal-9700	177	19	0.1𝑀	0.1𝑀	NOUN
american_scientific_journal-9700	177	20	>	>	X
american_scientific_journal-9700	177	21	𝑚𝑒𝑎𝑛(𝑓1	𝑚𝑒𝑎𝑛(𝑓1	PROPN
american_scientific_journal-9700	177	22	,	,	PUNCT
american_scientific_journal-9700	177	23	𝑓2	𝑓2	NOUN
american_scientific_journal-9700	177	24	,	,	PUNCT
american_scientific_journal-9700	177	25	.	.	PUNCT
american_scientific_journal-9700	177	26	.	.	PUNCT
american_scientific_journal-9700	178	1	̂𝑓_𝑖	̂𝑓_𝑖	NUM
american_scientific_journal-9700	178	2	,	,	PUNCT
american_scientific_journal-9700	178	3	…	…	PUNCT
american_scientific_journal-9700	178	4	,	,	PUNCT
american_scientific_journal-9700	178	5	𝑓9	𝑓9	NOUN
american_scientific_journal-9700	178	6	)	)	PUNCT
american_scientific_journal-9700	178	7	where	where	SCONJ
american_scientific_journal-9700	178	8	̂𝑓_𝑖	̂𝑓_𝑖	PRON
american_scientific_journal-9700	178	9	means	mean	VERB
american_scientific_journal-9700	178	10	that	that	SCONJ
american_scientific_journal-9700	178	11	the	the	DET
american_scientific_journal-9700	178	12	i’th	i’th	ADJ
american_scientific_journal-9700	178	13	term	term	NOUN
american_scientific_journal-9700	178	14	is	be	AUX
american_scientific_journal-9700	178	15	omitted	omit	VERB
american_scientific_journal-9700	178	16	.	.	PUNCT
american_scientific_journal-9700	179	1	invoice	invoice	NOUN
american_scientific_journal-9700	179	2	sequences	sequence	NOUN
american_scientific_journal-9700	179	3	satisfying	satisfy	VERB
american_scientific_journal-9700	179	4	this	this	DET
american_scientific_journal-9700	179	5	condition	condition	NOUN
american_scientific_journal-9700	179	6	are	be	AUX
american_scientific_journal-9700	179	7	the	the	DET
american_scientific_journal-9700	179	8	ones	one	NOUN
american_scientific_journal-9700	179	9	that	that	PRON
american_scientific_journal-9700	179	10	have	have	VERB
american_scientific_journal-9700	179	11	a	a	DET
american_scientific_journal-9700	179	12	high	high	ADJ
american_scientific_journal-9700	179	13	invoice	invoice	NOUN
american_scientific_journal-9700	179	14	at	at	ADP
american_scientific_journal-9700	179	15	month	month	NOUN
american_scientific_journal-9700	179	16	i	i	PRON
american_scientific_journal-9700	180	1	and	and	CCONJ
american_scientific_journal-9700	180	2	they	they	PRON
american_scientific_journal-9700	180	3	are	be	AUX
american_scientific_journal-9700	180	4	assigned	assign	VERB
american_scientific_journal-9700	180	5	to	to	ADP
american_scientific_journal-9700	180	6	cluster	cluster	NOUN
american_scientific_journal-9700	180	7	c17	c17	NOUN
american_scientific_journal-9700	180	8	-	-	PUNCT
american_scientific_journal-9700	180	9	c25	c25	PROPN
american_scientific_journal-9700	180	10	.	.	PUNCT
american_scientific_journal-9700	181	1	for	for	ADP
american_scientific_journal-9700	181	2	example	example	NOUN
american_scientific_journal-9700	181	3	,	,	PUNCT
american_scientific_journal-9700	181	4	c17	c17	NOUN
american_scientific_journal-9700	181	5	is	be	AUX
american_scientific_journal-9700	181	6	determined	determine	VERB
american_scientific_journal-9700	181	7	by	by	ADP
american_scientific_journal-9700	181	8	the	the	DET
american_scientific_journal-9700	181	9	condition	condition	NOUN
american_scientific_journal-9700	181	10	𝑓1	𝑓1	PROPN
american_scientific_journal-9700	181	11	=	=	SYM
american_scientific_journal-9700	181	12	𝑀	𝑀	PROPN
american_scientific_journal-9700	181	13	>	>	X
american_scientific_journal-9700	181	14	0.1𝑀	0.1𝑀	NOUN
american_scientific_journal-9700	181	15	>	>	X
american_scientific_journal-9700	181	16	𝑚𝑒𝑎𝑛(𝑓2	𝑚𝑒𝑎𝑛(𝑓2	PROPN
american_scientific_journal-9700	181	17	,	,	PUNCT
american_scientific_journal-9700	181	18	𝑓3	𝑓3	NOUN
american_scientific_journal-9700	181	19	…	…	SYM
american_scientific_journal-9700	181	20	𝑓9	𝑓9	NOUN
american_scientific_journal-9700	181	21	)	)	PUNCT
american_scientific_journal-9700	181	22	while	while	SCONJ
american_scientific_journal-9700	181	23	c18	c18	NOUN
american_scientific_journal-9700	181	24	corresponds	correspond	VERB
american_scientific_journal-9700	181	25	to	to	ADP
american_scientific_journal-9700	181	26	the	the	DET
american_scientific_journal-9700	181	27	condition	condition	NOUN
american_scientific_journal-9700	181	28	𝑓2	𝑓2	NOUN
american_scientific_journal-9700	181	29	=	=	SYM
american_scientific_journal-9700	181	30	𝑀	𝑀	PROPN
american_scientific_journal-9700	181	31	>	>	X
american_scientific_journal-9700	181	32	0.1𝑀	0.1𝑀	NOUN
american_scientific_journal-9700	181	33	>	>	X
american_scientific_journal-9700	181	34	𝑚𝑒𝑎𝑛(𝑓1	𝑚𝑒𝑎𝑛(𝑓1	PROPN
american_scientific_journal-9700	181	35	,	,	PUNCT
american_scientific_journal-9700	181	36	𝑓3	𝑓3	NOUN
american_scientific_journal-9700	181	37	…	…	SYM
american_scientific_journal-9700	181	38	𝑓9	𝑓9	NOUN
american_scientific_journal-9700	181	39	)	)	PUNCT
american_scientific_journal-9700	181	40	.	.	PUNCT
american_scientific_journal-9700	182	1	customers	customer	NOUN
american_scientific_journal-9700	182	2	from	from	ADP
american_scientific_journal-9700	182	3	each	each	PRON
american_scientific_journal-9700	182	4	of	of	ADP
american_scientific_journal-9700	182	5	these	these	DET
american_scientific_journal-9700	182	6	clusters	cluster	NOUN
american_scientific_journal-9700	182	7	have	have	VERB
american_scientific_journal-9700	182	8	peak	peak	NOUN
american_scientific_journal-9700	182	9	in	in	ADP
american_scientific_journal-9700	182	10	their	their	PRON
american_scientific_journal-9700	182	11	invoice	invoice	NOUN
american_scientific_journal-9700	182	12	sequence	sequence	NOUN
american_scientific_journal-9700	182	13	at	at	ADP
american_scientific_journal-9700	182	14	a	a	DET
american_scientific_journal-9700	182	15	given	give	VERB
american_scientific_journal-9700	182	16	month	month	NOUN
american_scientific_journal-9700	182	17	and	and	CCONJ
american_scientific_journal-9700	182	18	the	the	DET
american_scientific_journal-9700	182	19	mean	mean	NOUN
american_scientific_journal-9700	182	20	of	of	ADP
american_scientific_journal-9700	182	21	the	the	DET
american_scientific_journal-9700	182	22	remaining	remain	VERB
american_scientific_journal-9700	182	23	months	month	NOUN
american_scientific_journal-9700	182	24	is	be	AUX
american_scientific_journal-9700	182	25	less	less	ADJ
american_scientific_journal-9700	182	26	than	than	ADP
american_scientific_journal-9700	182	27	10	10	NUM
american_scientific_journal-9700	182	28	%	%	NOUN
american_scientific_journal-9700	182	29	of	of	ADP
american_scientific_journal-9700	182	30	this	this	DET
american_scientific_journal-9700	182	31	peak	peak	NOUN
american_scientific_journal-9700	182	32	value	value	NOUN
american_scientific_journal-9700	182	33	.	.	PUNCT
american_scientific_journal-9700	183	1	the	the	DET
american_scientific_journal-9700	183	2	distribution	distribution	NOUN
american_scientific_journal-9700	183	3	of	of	ADP
american_scientific_journal-9700	183	4	customers	customer	NOUN
american_scientific_journal-9700	183	5	into	into	ADP
american_scientific_journal-9700	183	6	those	those	DET
american_scientific_journal-9700	183	7	clusters	cluster	NOUN
american_scientific_journal-9700	183	8	is	be	AUX
american_scientific_journal-9700	183	9	given	give	VERB
american_scientific_journal-9700	183	10	in	in	ADP
american_scientific_journal-9700	183	11	table	table	NOUN
american_scientific_journal-9700	183	12	6	6	NUM
american_scientific_journal-9700	183	13	.	.	PUNCT
american_scientific_journal-9700	184	1	it	it	PRON
american_scientific_journal-9700	184	2	can	can	AUX
american_scientific_journal-9700	184	3	be	be	AUX
american_scientific_journal-9700	184	4	seen	see	VERB
american_scientific_journal-9700	184	5	that	that	SCONJ
american_scientific_journal-9700	184	6	the	the	DET
american_scientific_journal-9700	184	7	similarity	similarity	NOUN
american_scientific_journal-9700	184	8	measure	measure	NOUN
american_scientific_journal-9700	184	9	of	of	ADP
american_scientific_journal-9700	184	10	pca1	pca1	NOUN
american_scientific_journal-9700	184	11	for	for	ADP
american_scientific_journal-9700	184	12	those	those	DET
american_scientific_journal-9700	184	13	clusters	cluster	NOUN
american_scientific_journal-9700	184	14	is	be	AUX
american_scientific_journal-9700	184	15	higher	high	ADJ
american_scientific_journal-9700	184	16	than	than	SCONJ
american_scientific_journal-9700	184	17	0.84	0.84	NUM
american_scientific_journal-9700	184	18	however	however	ADV
american_scientific_journal-9700	184	19	a	a	DET
american_scientific_journal-9700	184	20	relatively	relatively	ADV
american_scientific_journal-9700	184	21	low	low	ADJ
american_scientific_journal-9700	184	22	proportion	proportion	NOUN
american_scientific_journal-9700	184	23	of	of	ADP
american_scientific_journal-9700	184	24	the	the	DET
american_scientific_journal-9700	184	25	population	population	NOUN
american_scientific_journal-9700	184	26	is	be	AUX
american_scientific_journal-9700	184	27	clustered	cluster	VERB
american_scientific_journal-9700	184	28	at	at	ADP
american_scientific_journal-9700	184	29	this	this	DET
american_scientific_journal-9700	184	30	layer	layer	NOUN
american_scientific_journal-9700	184	31	,	,	PUNCT
american_scientific_journal-9700	184	32	namely	namely	ADV
american_scientific_journal-9700	184	33	0.1	0.1	NUM
american_scientific_journal-9700	184	34	%	%	NOUN
american_scientific_journal-9700	184	35	.	.	PUNCT
american_scientific_journal-9700	185	1	table	table	NOUN
american_scientific_journal-9700	185	2	6	6	NUM
american_scientific_journal-9700	185	3	:	:	PUNCT
american_scientific_journal-9700	185	4	structure	structure	NOUN
american_scientific_journal-9700	185	5	of	of	ADP
american_scientific_journal-9700	185	6	clusters	cluster	NOUN
american_scientific_journal-9700	185	7	c17	c17	NOUN
american_scientific_journal-9700	185	8	-	-	PUNCT
american_scientific_journal-9700	185	9	c25	c25	PROPN
american_scientific_journal-9700	185	10	(	(	PUNCT
american_scientific_journal-9700	185	11	clusters	cluster	NOUN
american_scientific_journal-9700	185	12	with	with	ADP
american_scientific_journal-9700	185	13	extremely	extremely	ADV
american_scientific_journal-9700	185	14	high	high	ADJ
american_scientific_journal-9700	185	15	invoice	invoice	NOUN
american_scientific_journal-9700	185	16	at	at	ADP
american_scientific_journal-9700	185	17	a	a	DET
american_scientific_journal-9700	185	18	single	single	ADJ
american_scientific_journal-9700	185	19	month	month	NOUN
american_scientific_journal-9700	185	20	)	)	PUNCT
american_scientific_journal-9700	185	21	cluster	cluster	NOUN
american_scientific_journal-9700	185	22	c17	c17	NOUN
american_scientific_journal-9700	185	23	c18	c18	PROPN
american_scientific_journal-9700	185	24	c19	c19	PROPN
american_scientific_journal-9700	185	25	c20	c20	PROPN
american_scientific_journal-9700	185	26	c21	c21	PROPN
american_scientific_journal-9700	185	27	c22	c22	PROPN
american_scientific_journal-9700	185	28	c23	c23	PROPN
american_scientific_journal-9700	185	29	c24	c24	PROPN
american_scientific_journal-9700	185	30	c25	c25	PROPN
american_scientific_journal-9700	185	31	peak	peak	PROPN
american_scientific_journal-9700	185	32	month	month	NOUN
american_scientific_journal-9700	185	33	1	1	NUM
american_scientific_journal-9700	185	34	2	2	NUM
american_scientific_journal-9700	185	35	3	3	NUM
american_scientific_journal-9700	185	36	4	4	NUM
american_scientific_journal-9700	185	37	5	5	NUM
american_scientific_journal-9700	185	38	6	6	NUM
american_scientific_journal-9700	185	39	7	7	NUM
american_scientific_journal-9700	185	40	8	8	NUM
american_scientific_journal-9700	185	41	9	9	NUM
american_scientific_journal-9700	185	42	#	#	NOUN
american_scientific_journal-9700	185	43	of	of	ADP
american_scientific_journal-9700	185	44	customers	customer	NOUN
american_scientific_journal-9700	185	45	264	264	NUM
american_scientific_journal-9700	185	46	131	131	NUM
american_scientific_journal-9700	185	47	147	147	NUM
american_scientific_journal-9700	185	48	122	122	NUM
american_scientific_journal-9700	185	49	134	134	NUM
american_scientific_journal-9700	185	50	117	117	NUM
american_scientific_journal-9700	185	51	120	120	NUM
american_scientific_journal-9700	185	52	157	157	NUM
american_scientific_journal-9700	185	53	824	824	NUM
american_scientific_journal-9700	185	54	pca1	pca1	NOUN
american_scientific_journal-9700	185	55	0.94	0.94	NUM
american_scientific_journal-9700	185	56	0.90	0.90	NUM
american_scientific_journal-9700	185	57	0.90	0.90	NUM
american_scientific_journal-9700	185	58	0.88	0.88	NUM
american_scientific_journal-9700	185	59	0.89	0.89	NUM
american_scientific_journal-9700	185	60	0.88	0.88	NUM
american_scientific_journal-9700	185	61	0.90	0.90	NUM
american_scientific_journal-9700	185	62	0.84	0.84	NUM
american_scientific_journal-9700	185	63	0.92	0.92	NUM
american_scientific_journal-9700	185	64	stage	stage	NOUN
american_scientific_journal-9700	185	65	5	5	NUM
american_scientific_journal-9700	185	66	:	:	PUNCT
american_scientific_journal-9700	185	67	the	the	DET
american_scientific_journal-9700	185	68	same	same	ADJ
american_scientific_journal-9700	185	69	process	process	NOUN
american_scientific_journal-9700	185	70	is	be	AUX
american_scientific_journal-9700	185	71	repeated	repeat	VERB
american_scientific_journal-9700	185	72	with	with	ADP
american_scientific_journal-9700	185	73	a	a	DET
american_scientific_journal-9700	185	74	looser	loose	ADJ
american_scientific_journal-9700	185	75	criterion	criterion	NOUN
american_scientific_journal-9700	185	76	at	at	ADP
american_scientific_journal-9700	185	77	the	the	DET
american_scientific_journal-9700	185	78	next	next	ADJ
american_scientific_journal-9700	185	79	layer	layer	NOUN
american_scientific_journal-9700	185	80	.	.	PUNCT
american_scientific_journal-9700	186	1	for	for	ADP
american_scientific_journal-9700	186	2	cluster	cluster	NOUN
american_scientific_journal-9700	186	3	26	26	NUM
american_scientific_journal-9700	186	4	,	,	PUNCT
american_scientific_journal-9700	186	5	the	the	DET
american_scientific_journal-9700	186	6	equation	equation	NOUN
american_scientific_journal-9700	186	7	is	be	AUX
american_scientific_journal-9700	186	8	𝑓1	𝑓1	PROPN
american_scientific_journal-9700	186	9	=	=	SYM
american_scientific_journal-9700	186	10	𝑀	𝑀	PROPN
american_scientific_journal-9700	186	11	>	>	X
american_scientific_journal-9700	186	12	0.2𝑀	0.2𝑀	NOUN
american_scientific_journal-9700	186	13	>	>	X
american_scientific_journal-9700	186	14	𝑚𝑒𝑎𝑛(𝑓2	𝑚𝑒𝑎𝑛(𝑓2	PROPN
american_scientific_journal-9700	186	15	,	,	PUNCT
american_scientific_journal-9700	186	16	𝑓3	𝑓3	NOUN
american_scientific_journal-9700	186	17	…	…	SYM
american_scientific_journal-9700	186	18	𝑓9	𝑓9	NOUN
american_scientific_journal-9700	186	19	)	)	PUNCT
american_scientific_journal-9700	186	20	it	it	PRON
american_scientific_journal-9700	186	21	is	be	AUX
american_scientific_journal-9700	186	22	repeated	repeat	VERB
american_scientific_journal-9700	186	23	for	for	ADP
american_scientific_journal-9700	186	24	each	each	DET
american_scientific_journal-9700	186	25	month	month	NOUN
american_scientific_journal-9700	186	26	,	,	PUNCT
american_scientific_journal-9700	186	27	and	and	CCONJ
american_scientific_journal-9700	186	28	the	the	DET
american_scientific_journal-9700	186	29	distribution	distribution	NOUN
american_scientific_journal-9700	186	30	can	can	AUX
american_scientific_journal-9700	186	31	be	be	AUX
american_scientific_journal-9700	186	32	seen	see	VERB
american_scientific_journal-9700	186	33	in	in	ADP
american_scientific_journal-9700	186	34	table	table	NOUN
american_scientific_journal-9700	186	35	7	7	NUM
american_scientific_journal-9700	186	36	which	which	PRON
american_scientific_journal-9700	186	37	indicates	indicate	VERB
american_scientific_journal-9700	186	38	that	that	SCONJ
american_scientific_journal-9700	186	39	approximately	approximately	ADV
american_scientific_journal-9700	186	40	9	9	NUM
american_scientific_journal-9700	186	41	%	%	NOUN
american_scientific_journal-9700	186	42	of	of	ADP
american_scientific_journal-9700	186	43	the	the	DET
american_scientific_journal-9700	186	44	population	population	NOUN
american_scientific_journal-9700	186	45	is	be	AUX
american_scientific_journal-9700	186	46	clustered	cluster	VERB
american_scientific_journal-9700	186	47	with	with	ADP
american_scientific_journal-9700	186	48	a	a	DET
american_scientific_journal-9700	186	49	high	high	ADJ
american_scientific_journal-9700	186	50	level	level	NOUN
american_scientific_journal-9700	186	51	of	of	ADP
american_scientific_journal-9700	186	52	similarity	similarity	NOUN
american_scientific_journal-9700	186	53	at	at	ADP
american_scientific_journal-9700	186	54	this	this	DET
american_scientific_journal-9700	186	55	layer	layer	NOUN
american_scientific_journal-9700	186	56	.	.	PUNCT
american_scientific_journal-9700	187	1	table	table	NOUN
american_scientific_journal-9700	187	2	7	7	NUM
american_scientific_journal-9700	187	3	:	:	PUNCT
american_scientific_journal-9700	187	4	the	the	DET
american_scientific_journal-9700	187	5	structure	structure	NOUN
american_scientific_journal-9700	187	6	of	of	ADP
american_scientific_journal-9700	187	7	clusters	cluster	NOUN
american_scientific_journal-9700	187	8	c26	c26	NOUN
american_scientific_journal-9700	187	9	-	-	PUNCT
american_scientific_journal-9700	187	10	c34	c34	NOUN
american_scientific_journal-9700	187	11	(	(	PUNCT
american_scientific_journal-9700	187	12	clusters	cluster	NOUN
american_scientific_journal-9700	187	13	with	with	ADP
american_scientific_journal-9700	187	14	moderately	moderately	ADV
american_scientific_journal-9700	187	15	high	high	ADJ
american_scientific_journal-9700	187	16	invoice	invoice	NOUN
american_scientific_journal-9700	187	17	at	at	ADP
american_scientific_journal-9700	187	18	a	a	DET
american_scientific_journal-9700	187	19	single	single	ADJ
american_scientific_journal-9700	187	20	month	month	NOUN
american_scientific_journal-9700	187	21	)	)	PUNCT
american_scientific_journal-9700	187	22	cluster	cluster	NOUN
american_scientific_journal-9700	187	23	c26	c26	NOUN
american_scientific_journal-9700	187	24	c27	c27	PROPN
american_scientific_journal-9700	187	25	c28	c28	PROPN
american_scientific_journal-9700	187	26	c29	c29	PROPN
american_scientific_journal-9700	187	27	c30	c30	PROPN
american_scientific_journal-9700	187	28	c31	c31	PROPN
american_scientific_journal-9700	187	29	c32	c32	NOUN
american_scientific_journal-9700	187	30	c33	c33	NOUN
american_scientific_journal-9700	187	31	c34	c34	NOUN
american_scientific_journal-9700	187	32	peak	peak	NOUN
american_scientific_journal-9700	187	33	month	month	NOUN
american_scientific_journal-9700	187	34	1	1	NUM
american_scientific_journal-9700	187	35	2	2	NUM
american_scientific_journal-9700	187	36	3	3	NUM
american_scientific_journal-9700	187	37	4	4	NUM
american_scientific_journal-9700	187	38	5	5	NUM
american_scientific_journal-9700	187	39	6	6	NUM
american_scientific_journal-9700	187	40	7	7	NUM
american_scientific_journal-9700	187	41	8	8	NUM
american_scientific_journal-9700	187	42	9	9	NUM
american_scientific_journal-9700	187	43	#	#	NOUN
american_scientific_journal-9700	187	44	of	of	ADP
american_scientific_journal-9700	187	45	customers	customer	NOUN
american_scientific_journal-9700	187	46	24812	24812	NUM
american_scientific_journal-9700	187	47	22588	22588	NUM
american_scientific_journal-9700	187	48	16755	16755	NUM
american_scientific_journal-9700	187	49	11714	11714	NUM
american_scientific_journal-9700	187	50	16245	16245	NUM
american_scientific_journal-9700	187	51	14865	14865	NUM
american_scientific_journal-9700	187	52	14617	14617	NUM
american_scientific_journal-9700	187	53	18442	18442	NUM
american_scientific_journal-9700	187	54	26364	26364	NUM
american_scientific_journal-9700	187	55	pca1	pca1	NOUN
american_scientific_journal-9700	187	56	0.82	0.82	NUM
american_scientific_journal-9700	187	57	0.85	0.85	NUM
american_scientific_journal-9700	187	58	0.84	0.84	NUM
american_scientific_journal-9700	187	59	0.84	0.84	NUM
american_scientific_journal-9700	187	60	0.86	0.86	NUM
american_scientific_journal-9700	187	61	0.85	0.85	NUM
american_scientific_journal-9700	187	62	0.84	0.84	NUM
american_scientific_journal-9700	187	63	0.84	0.84	NUM
american_scientific_journal-9700	187	64	0.82	0.82	NUM
american_scientific_journal-9700	187	65	stage	stage	NOUN
american_scientific_journal-9700	187	66	6	6	NUM
american_scientific_journal-9700	187	67	:	:	PUNCT
american_scientific_journal-9700	187	68	at	at	ADP
american_scientific_journal-9700	187	69	the	the	DET
american_scientific_journal-9700	187	70	final	final	ADJ
american_scientific_journal-9700	187	71	stage	stage	NOUN
american_scientific_journal-9700	187	72	we	we	PRON
american_scientific_journal-9700	187	73	distinguish	distinguish	VERB
american_scientific_journal-9700	187	74	invoice	invoice	NOUN
american_scientific_journal-9700	187	75	series	series	NOUN
american_scientific_journal-9700	187	76	that	that	PRON
american_scientific_journal-9700	187	77	contain	contain	VERB
american_scientific_journal-9700	187	78	a	a	DET
american_scientific_journal-9700	187	79	plateau	plateau	NOUN
american_scientific_journal-9700	187	80	and	and	CCONJ
american_scientific_journal-9700	187	81	the	the	DET
american_scientific_journal-9700	187	82	ones	one	NOUN
american_scientific_journal-9700	187	83	that	that	PRON
american_scientific_journal-9700	187	84	are	be	AUX
american_scientific_journal-9700	187	85	scattered	scatter	VERB
american_scientific_journal-9700	187	86	across	across	ADP
american_scientific_journal-9700	187	87	their	their	PRON
american_scientific_journal-9700	187	88	range	range	NOUN
american_scientific_journal-9700	187	89	.	.	PUNCT
american_scientific_journal-9700	188	1	for	for	ADP
american_scientific_journal-9700	188	2	this	this	DET
american_scientific_journal-9700	188	3	purpose	purpose	NOUN
american_scientific_journal-9700	188	4	,	,	PUNCT
american_scientific_journal-9700	188	5	the	the	DET
american_scientific_journal-9700	188	6	interval	interval	NOUN
american_scientific_journal-9700	188	7	between	between	ADP
american_scientific_journal-9700	188	8	the	the	DET
american_scientific_journal-9700	188	9	maximum	maximum	NOUN
american_scientific_journal-9700	188	10	and	and	CCONJ
american_scientific_journal-9700	188	11	the	the	DET
american_scientific_journal-9700	188	12	minimum	minimum	NOUN
american_scientific_journal-9700	188	13	of	of	ADP
american_scientific_journal-9700	188	14	the	the	DET
american_scientific_journal-9700	188	15	invoice	invoice	NOUN
american_scientific_journal-9700	188	16	amounts	amount	NOUN
american_scientific_journal-9700	188	17	is	be	AUX
american_scientific_journal-9700	188	18	divided	divide	VERB
american_scientific_journal-9700	188	19	into	into	ADP
american_scientific_journal-9700	188	20	three	three	NUM
american_scientific_journal-9700	188	21	sectors	sector	NOUN
american_scientific_journal-9700	188	22	.	.	PUNCT
american_scientific_journal-9700	189	1	the	the	DET
american_scientific_journal-9700	189	2	first	first	ADJ
american_scientific_journal-9700	189	3	sector	sector	NOUN
american_scientific_journal-9700	189	4	is	be	AUX
american_scientific_journal-9700	189	5	the	the	DET
american_scientific_journal-9700	189	6	lower	low	ADJ
american_scientific_journal-9700	189	7	20	20	NUM
american_scientific_journal-9700	189	8	%	%	NOUN
american_scientific_journal-9700	189	9	of	of	ADP
american_scientific_journal-9700	189	10	the	the	DET
american_scientific_journal-9700	189	11	interval	interval	NOUN
american_scientific_journal-9700	189	12	,	,	PUNCT
american_scientific_journal-9700	189	13	the	the	DET
american_scientific_journal-9700	189	14	second	second	ADJ
american_scientific_journal-9700	189	15	sector	sector	NOUN
american_scientific_journal-9700	189	16	is	be	AUX
american_scientific_journal-9700	189	17	the	the	DET
american_scientific_journal-9700	189	18	middle	middle	ADJ
american_scientific_journal-9700	189	19	60	60	NUM
american_scientific_journal-9700	189	20	%	%	NOUN
american_scientific_journal-9700	189	21	of	of	ADP
american_scientific_journal-9700	189	22	the	the	DET
american_scientific_journal-9700	189	23	interval	interval	NOUN
american_scientific_journal-9700	189	24	,	,	PUNCT
american_scientific_journal-9700	189	25	and	and	CCONJ
american_scientific_journal-9700	189	26	the	the	DET
american_scientific_journal-9700	189	27	third	third	ADJ
american_scientific_journal-9700	189	28	sector	sector	NOUN
american_scientific_journal-9700	189	29	is	be	AUX
american_scientific_journal-9700	189	30	the	the	DET
american_scientific_journal-9700	189	31	top	top	ADJ
american_scientific_journal-9700	189	32	20	20	NUM
american_scientific_journal-9700	189	33	%	%	NOUN
american_scientific_journal-9700	189	34	.	.	PUNCT
american_scientific_journal-9700	190	1	after	after	ADP
american_scientific_journal-9700	190	2	that	that	PRON
american_scientific_journal-9700	190	3	,	,	PUNCT
american_scientific_journal-9700	190	4	the	the	DET
american_scientific_journal-9700	190	5	number	number	NOUN
american_scientific_journal-9700	190	6	of	of	ADP
american_scientific_journal-9700	190	7	invoices	invoice	NOUN
american_scientific_journal-9700	190	8	in	in	ADP
american_scientific_journal-9700	190	9	each	each	DET
american_scientific_journal-9700	190	10	sector	sector	NOUN
american_scientific_journal-9700	190	11	is	be	AUX
american_scientific_journal-9700	190	12	counted	count	VERB
american_scientific_journal-9700	190	13	.	.	PUNCT
american_scientific_journal-9700	191	1	the	the	DET
american_scientific_journal-9700	191	2	number	number	NOUN
american_scientific_journal-9700	191	3	of	of	ADP
american_scientific_journal-9700	191	4	invoices	invoice	NOUN
american_scientific_journal-9700	191	5	in	in	ADP
american_scientific_journal-9700	191	6	the	the	DET
american_scientific_journal-9700	191	7	middle	middle	ADJ
american_scientific_journal-9700	191	8	sector	sector	NOUN
american_scientific_journal-9700	191	9	is	be	AUX
american_scientific_journal-9700	191	10	used	use	VERB
american_scientific_journal-9700	191	11	as	as	ADP
american_scientific_journal-9700	191	12	a	a	DET
american_scientific_journal-9700	191	13	clustering	clustering	ADJ
american_scientific_journal-9700	191	14	criterion	criterion	NOUN
american_scientific_journal-9700	191	15	.	.	PUNCT
american_scientific_journal-9700	192	1	table	table	NOUN
american_scientific_journal-9700	192	2	8	8	NUM
american_scientific_journal-9700	192	3	displays	display	VERB
american_scientific_journal-9700	192	4	the	the	DET
american_scientific_journal-9700	192	5	distribution	distribution	NOUN
american_scientific_journal-9700	192	6	of	of	ADP
american_scientific_journal-9700	192	7	invoices	invoice	NOUN
american_scientific_journal-9700	192	8	that	that	PRON
american_scientific_journal-9700	192	9	fall	fall	VERB
american_scientific_journal-9700	192	10	in	in	ADP
american_scientific_journal-9700	192	11	the	the	DET
american_scientific_journal-9700	192	12	middle	middle	ADJ
american_scientific_journal-9700	192	13	sector	sector	NOUN
american_scientific_journal-9700	192	14	.	.	PUNCT
american_scientific_journal-9700	193	1	and	and	CCONJ
american_scientific_journal-9700	193	2	it	it	PRON
american_scientific_journal-9700	193	3	indicates	indicate	VERB
american_scientific_journal-9700	193	4	that	that	SCONJ
american_scientific_journal-9700	193	5	the	the	DET
american_scientific_journal-9700	193	6	remaining	remain	VERB
american_scientific_journal-9700	193	7	32	32	NUM
american_scientific_journal-9700	193	8	%	%	NOUN
american_scientific_journal-9700	193	9	of	of	ADP
american_scientific_journal-9700	193	10	the	the	DET
american_scientific_journal-9700	193	11	data	datum	NOUN
american_scientific_journal-9700	193	12	can	can	AUX
american_scientific_journal-9700	193	13	not	not	PART
american_scientific_journal-9700	193	14	be	be	AUX
american_scientific_journal-9700	193	15	clustered	cluster	VERB
american_scientific_journal-9700	193	16	with	with	ADP
american_scientific_journal-9700	193	17	american	american	ADJ
american_scientific_journal-9700	193	18	academic	academic	ADJ
american_scientific_journal-9700	193	19	scientific	scientific	ADJ
american_scientific_journal-9700	193	20	research	research	NOUN
american_scientific_journal-9700	193	21	journal	journal	NOUN
american_scientific_journal-9700	193	22	for	for	ADP
american_scientific_journal-9700	193	23	engineering	engineering	NOUN
american_scientific_journal-9700	193	24	,	,	PUNCT
american_scientific_journal-9700	193	25	technology	technology	NOUN
american_scientific_journal-9700	193	26	,	,	PUNCT
american_scientific_journal-9700	193	27	and	and	CCONJ
american_scientific_journal-9700	193	28	sciences	science	NOUN
american_scientific_journal-9700	193	29	(	(	PUNCT
american_scientific_journal-9700	193	30	asrjets	asrjet	NOUN
american_scientific_journal-9700	193	31	)	)	PUNCT
american_scientific_journal-9700	193	32	volume	volume	NOUN
american_scientific_journal-9700	193	33	97	97	NUM
american_scientific_journal-9700	193	34	,	,	PUNCT
american_scientific_journal-9700	193	35	no	no	DET
american_scientific_journal-9700	193	36	1	1	NUM
american_scientific_journal-9700	193	37	,	,	PUNCT
american_scientific_journal-9700	193	38	pp	pp	ADV
american_scientific_journal-9700	193	39	188	188	NUM
american_scientific_journal-9700	193	40	-	-	SYM
american_scientific_journal-9700	193	41	202	202	NUM
american_scientific_journal-9700	193	42	196	196	NUM
american_scientific_journal-9700	193	43	a	a	DET
american_scientific_journal-9700	193	44	high	high	ADJ
american_scientific_journal-9700	193	45	level	level	NOUN
american_scientific_journal-9700	193	46	of	of	ADP
american_scientific_journal-9700	193	47	similarity	similarity	NOUN
american_scientific_journal-9700	193	48	as	as	ADP
american_scientific_journal-9700	193	49	in	in	ADP
american_scientific_journal-9700	193	50	the	the	DET
american_scientific_journal-9700	193	51	previous	previous	ADJ
american_scientific_journal-9700	193	52	layers	layer	NOUN
american_scientific_journal-9700	193	53	.	.	PUNCT
american_scientific_journal-9700	194	1	c35	c35	PROPN
american_scientific_journal-9700	194	2	indicates	indicate	VERB
american_scientific_journal-9700	194	3	that	that	SCONJ
american_scientific_journal-9700	194	4	approximately	approximately	ADV
american_scientific_journal-9700	194	5	5	5	NUM
american_scientific_journal-9700	194	6	%	%	NOUN
american_scientific_journal-9700	194	7	of	of	ADP
american_scientific_journal-9700	194	8	customers	customer	NOUN
american_scientific_journal-9700	194	9	have	have	VERB
american_scientific_journal-9700	194	10	either	either	CCONJ
american_scientific_journal-9700	194	11	“	"	PUNCT
american_scientific_journal-9700	194	12	very	very	ADV
american_scientific_journal-9700	194	13	low	low	ADJ
american_scientific_journal-9700	194	14	”	"	PUNCT
american_scientific_journal-9700	194	15	or	or	CCONJ
american_scientific_journal-9700	194	16	“	"	PUNCT
american_scientific_journal-9700	194	17	very	very	ADV
american_scientific_journal-9700	194	18	high	high	ADJ
american_scientific_journal-9700	194	19	”	"	PUNCT
american_scientific_journal-9700	194	20	invoice	invoice	NOUN
american_scientific_journal-9700	194	21	amounts	amount	NOUN
american_scientific_journal-9700	194	22	.	.	PUNCT
american_scientific_journal-9700	195	1	table	table	NOUN
american_scientific_journal-9700	195	2	8	8	NUM
american_scientific_journal-9700	195	3	:	:	PUNCT
american_scientific_journal-9700	195	4	the	the	DET
american_scientific_journal-9700	195	5	structure	structure	NOUN
american_scientific_journal-9700	195	6	of	of	ADP
american_scientific_journal-9700	195	7	clusters	cluster	NOUN
american_scientific_journal-9700	195	8	c35	c35	PROPN
american_scientific_journal-9700	195	9	-	-	PUNCT
american_scientific_journal-9700	195	10	c42	c42	PROPN
american_scientific_journal-9700	195	11	(	(	PUNCT
american_scientific_journal-9700	195	12	clusters	cluster	NOUN
american_scientific_journal-9700	195	13	with	with	ADP
american_scientific_journal-9700	195	14	/	/	SYM
american_scientific_journal-9700	195	15	without	without	ADP
american_scientific_journal-9700	195	16	a	a	DET
american_scientific_journal-9700	195	17	plateau	plateau	NOUN
american_scientific_journal-9700	195	18	)	)	PUNCT
american_scientific_journal-9700	195	19	cluster	cluster	NOUN
american_scientific_journal-9700	195	20	c35	c35	PROPN
american_scientific_journal-9700	195	21	c36	c36	PROPN
american_scientific_journal-9700	195	22	c37	c37	PROPN
american_scientific_journal-9700	195	23	c38	c38	NOUN
american_scientific_journal-9700	195	24	c39	c39	NOUN
american_scientific_journal-9700	195	25	c40	c40	PROPN
american_scientific_journal-9700	195	26	c41	c41	PROPN
american_scientific_journal-9700	195	27	c42	c42	VERB
american_scientific_journal-9700	195	28	#	#	NOUN
american_scientific_journal-9700	195	29	invoices	invoice	NOUN
american_scientific_journal-9700	195	30	in	in	ADP
american_scientific_journal-9700	195	31	middle	middle	ADJ
american_scientific_journal-9700	195	32	sector	sector	NOUN
american_scientific_journal-9700	195	33	0	0	NUM
american_scientific_journal-9700	196	1	1	1	NUM
american_scientific_journal-9700	196	2	2	2	NUM
american_scientific_journal-9700	196	3	3	3	NUM
american_scientific_journal-9700	196	4	4	4	NUM
american_scientific_journal-9700	196	5	5	5	NUM
american_scientific_journal-9700	196	6	6	6	NUM
american_scientific_journal-9700	196	7	7	7	NUM
american_scientific_journal-9700	196	8	#	#	NOUN
american_scientific_journal-9700	196	9	of	of	ADP
american_scientific_journal-9700	196	10	customers	customer	NOUN
american_scientific_journal-9700	196	11	102081	102081	NUM
american_scientific_journal-9700	196	12	102879	102879	NUM
american_scientific_journal-9700	196	13	101133	101133	NUM
american_scientific_journal-9700	196	14	97002	97002	NUM
american_scientific_journal-9700	196	15	84691	84691	NUM
american_scientific_journal-9700	196	16	65028	65028	NUM
american_scientific_journal-9700	196	17	41089	41089	NUM
american_scientific_journal-9700	196	18	18415	18415	NUM
american_scientific_journal-9700	196	19	pca1	pca1	NOUN
american_scientific_journal-9700	196	20	0.50	0.50	NUM
american_scientific_journal-9700	196	21	0.56	0.56	NUM
american_scientific_journal-9700	196	22	0.59	0.59	NUM
american_scientific_journal-9700	196	23	0.64	0.64	NUM
american_scientific_journal-9700	196	24	0.68	0.68	NUM
american_scientific_journal-9700	196	25	0.72	0.72	NUM
american_scientific_journal-9700	196	26	0.75	0.75	NUM
american_scientific_journal-9700	196	27	0.79	0.79	NUM
american_scientific_journal-9700	196	28	5	5	NUM
american_scientific_journal-9700	196	29	.	.	PUNCT
american_scientific_journal-9700	197	1	discussion	discussion	NOUN
american_scientific_journal-9700	197	2	of	of	ADP
american_scientific_journal-9700	197	3	the	the	DET
american_scientific_journal-9700	197	4	results	result	NOUN
american_scientific_journal-9700	197	5	in	in	ADP
american_scientific_journal-9700	197	6	order	order	NOUN
american_scientific_journal-9700	197	7	to	to	PART
american_scientific_journal-9700	197	8	observe	observe	VERB
american_scientific_journal-9700	197	9	cluster	cluster	NOUN
american_scientific_journal-9700	197	10	structures	structure	NOUN
american_scientific_journal-9700	197	11	,	,	PUNCT
american_scientific_journal-9700	197	12	graphs	graph	NOUN
american_scientific_journal-9700	197	13	of	of	ADP
american_scientific_journal-9700	197	14	invoice	invoice	NOUN
american_scientific_journal-9700	197	15	series	serie	NOUN
american_scientific_journal-9700	197	16	are	be	AUX
american_scientific_journal-9700	197	17	plotted	plot	VERB
american_scientific_journal-9700	197	18	for	for	ADP
american_scientific_journal-9700	197	19	a	a	DET
american_scientific_journal-9700	197	20	selection	selection	NOUN
american_scientific_journal-9700	197	21	of	of	ADP
american_scientific_journal-9700	197	22	the	the	DET
american_scientific_journal-9700	197	23	clusters	cluster	NOUN
american_scientific_journal-9700	197	24	.	.	PUNCT
american_scientific_journal-9700	198	1	first	first	ADV
american_scientific_journal-9700	198	2	of	of	ADP
american_scientific_journal-9700	198	3	all	all	PRON
american_scientific_journal-9700	198	4	,	,	PUNCT
american_scientific_journal-9700	198	5	randomly	randomly	ADV
american_scientific_journal-9700	198	6	selected	select	VERB
american_scientific_journal-9700	198	7	1000	1000	NUM
american_scientific_journal-9700	198	8	elements	element	NOUN
american_scientific_journal-9700	198	9	of	of	ADP
american_scientific_journal-9700	198	10	cluster	cluster	NOUN
american_scientific_journal-9700	198	11	2	2	NUM
american_scientific_journal-9700	198	12	are	be	AUX
american_scientific_journal-9700	198	13	plotted	plot	VERB
american_scientific_journal-9700	198	14	in	in	ADP
american_scientific_journal-9700	198	15	figure	figure	NOUN
american_scientific_journal-9700	198	16	1	1	NUM
american_scientific_journal-9700	198	17	.	.	PUNCT
american_scientific_journal-9700	199	1	figure	figure	NOUN
american_scientific_journal-9700	199	2	1	1	NUM
american_scientific_journal-9700	199	3	:	:	PUNCT
american_scientific_journal-9700	199	4	invoice	invoice	NOUN
american_scientific_journal-9700	199	5	sequences	sequence	NOUN
american_scientific_journal-9700	199	6	of	of	ADP
american_scientific_journal-9700	199	7	1000	1000	NUM
american_scientific_journal-9700	199	8	randomly	randomly	ADV
american_scientific_journal-9700	199	9	selected	select	VERB
american_scientific_journal-9700	199	10	elements	element	NOUN
american_scientific_journal-9700	199	11	of	of	ADP
american_scientific_journal-9700	199	12	cluster	cluster	NOUN
american_scientific_journal-9700	199	13	2	2	NUM
american_scientific_journal-9700	199	14	the	the	DET
american_scientific_journal-9700	199	15	low	low	ADJ
american_scientific_journal-9700	199	16	-	-	PUNCT
american_scientific_journal-9700	199	17	range	range	NOUN
american_scientific_journal-9700	199	18	clusters	cluster	NOUN
american_scientific_journal-9700	199	19	like	like	ADP
american_scientific_journal-9700	199	20	this	this	PRON
american_scientific_journal-9700	199	21	obviously	obviously	ADV
american_scientific_journal-9700	199	22	have	have	VERB
american_scientific_journal-9700	199	23	almost	almost	ADV
american_scientific_journal-9700	199	24	constant	constant	ADJ
american_scientific_journal-9700	199	25	invoice	invoice	NOUN
american_scientific_journal-9700	199	26	sequences	sequence	NOUN
american_scientific_journal-9700	199	27	.	.	PUNCT
american_scientific_journal-9700	200	1	detection	detection	NOUN
american_scientific_journal-9700	200	2	of	of	ADP
american_scientific_journal-9700	200	3	these	these	DET
american_scientific_journal-9700	200	4	kinds	kind	NOUN
american_scientific_journal-9700	200	5	of	of	ADP
american_scientific_journal-9700	200	6	sequences	sequence	NOUN
american_scientific_journal-9700	200	7	is	be	AUX
american_scientific_journal-9700	200	8	important	important	ADJ
american_scientific_journal-9700	200	9	because	because	SCONJ
american_scientific_journal-9700	200	10	these	these	PRON
american_scientific_journal-9700	200	11	generally	generally	ADV
american_scientific_journal-9700	200	12	ca	can	AUX
american_scientific_journal-9700	200	13	n’t	not	PART
american_scientific_journal-9700	200	14	be	be	AUX
american_scientific_journal-9700	200	15	associated	associate	VERB
american_scientific_journal-9700	200	16	with	with	ADP
american_scientific_journal-9700	200	17	customer	customer	NOUN
american_scientific_journal-9700	200	18	complaints	complaint	NOUN
american_scientific_journal-9700	200	19	.	.	PUNCT
american_scientific_journal-9700	201	1	if	if	SCONJ
american_scientific_journal-9700	201	2	a	a	DET
american_scientific_journal-9700	201	3	customer	customer	NOUN
american_scientific_journal-9700	201	4	gets	get	VERB
american_scientific_journal-9700	201	5	almost	almost	ADV
american_scientific_journal-9700	201	6	the	the	DET
american_scientific_journal-9700	201	7	same	same	ADJ
american_scientific_journal-9700	201	8	amount	amount	NOUN
american_scientific_journal-9700	201	9	in	in	ADP
american_scientific_journal-9700	201	10	their	their	PRON
american_scientific_journal-9700	201	11	invoices	invoice	NOUN
american_scientific_journal-9700	201	12	for	for	ADP
american_scientific_journal-9700	201	13	each	each	DET
american_scientific_journal-9700	201	14	month	month	NOUN
american_scientific_journal-9700	201	15	,	,	PUNCT
american_scientific_journal-9700	201	16	they	they	PRON
american_scientific_journal-9700	201	17	wo	will	AUX
american_scientific_journal-9700	201	18	n’t	not	PART
american_scientific_journal-9700	201	19	have	have	VERB
american_scientific_journal-9700	201	20	any	any	DET
american_scientific_journal-9700	201	21	reason	reason	NOUN
american_scientific_journal-9700	201	22	to	to	PART
american_scientific_journal-9700	201	23	issue	issue	VERB
american_scientific_journal-9700	201	24	a	a	DET
american_scientific_journal-9700	201	25	complaint	complaint	NOUN
american_scientific_journal-9700	201	26	.	.	PUNCT
american_scientific_journal-9700	202	1	the	the	DET
american_scientific_journal-9700	202	2	last	last	ADJ
american_scientific_journal-9700	202	3	low	low	ADJ
american_scientific_journal-9700	202	4	-	-	PUNCT
american_scientific_journal-9700	202	5	range	range	NOUN
american_scientific_journal-9700	202	6	cluster	cluster	NOUN
american_scientific_journal-9700	202	7	,	,	PUNCT
american_scientific_journal-9700	202	8	cluster	cluster	NOUN
american_scientific_journal-9700	202	9	c10	c10	VERB
american_scientific_journal-9700	202	10	,	,	PUNCT
american_scientific_journal-9700	202	11	includes	include	VERB
american_scientific_journal-9700	202	12	customers	customer	NOUN
american_scientific_journal-9700	202	13	with	with	ADP
american_scientific_journal-9700	202	14	range	range	NOUN
american_scientific_journal-9700	202	15	values	value	NOUN
american_scientific_journal-9700	202	16	between	between	ADP
american_scientific_journal-9700	202	17	9	9	NUM
american_scientific_journal-9700	202	18	and	and	CCONJ
american_scientific_journal-9700	202	19	10	10	NUM
american_scientific_journal-9700	202	20	as	as	SCONJ
american_scientific_journal-9700	202	21	seen	see	VERB
american_scientific_journal-9700	202	22	in	in	ADP
american_scientific_journal-9700	202	23	figure	figure	NOUN
american_scientific_journal-9700	202	24	2	2	NUM
american_scientific_journal-9700	202	25	.	.	PUNCT
american_scientific_journal-9700	202	26	even	even	ADV
american_scientific_journal-9700	202	27	though	though	SCONJ
american_scientific_journal-9700	202	28	fluctuations	fluctuation	NOUN
american_scientific_journal-9700	202	29	can	can	AUX
american_scientific_journal-9700	202	30	be	be	AUX
american_scientific_journal-9700	202	31	observed	observe	VERB
american_scientific_journal-9700	202	32	on	on	ADP
american_scientific_journal-9700	202	33	the	the	DET
american_scientific_journal-9700	202	34	graph	graph	NOUN
american_scientific_journal-9700	202	35	,	,	PUNCT
american_scientific_journal-9700	202	36	these	these	PRON
american_scientific_journal-9700	202	37	still	still	ADV
american_scientific_journal-9700	202	38	can	can	AUX
american_scientific_journal-9700	202	39	be	be	AUX
american_scientific_journal-9700	202	40	considered	consider	VERB
american_scientific_journal-9700	202	41	stable	stable	ADJ
american_scientific_journal-9700	202	42	invoice	invoice	NOUN
american_scientific_journal-9700	202	43	sequences	sequence	NOUN
american_scientific_journal-9700	202	44	.	.	PUNCT
american_scientific_journal-9700	203	1	american	american	ADJ
american_scientific_journal-9700	203	2	academic	academic	ADJ
american_scientific_journal-9700	203	3	scientific	scientific	ADJ
american_scientific_journal-9700	203	4	research	research	NOUN
american_scientific_journal-9700	203	5	journal	journal	NOUN
american_scientific_journal-9700	203	6	for	for	ADP
american_scientific_journal-9700	203	7	engineering	engineering	NOUN
american_scientific_journal-9700	203	8	,	,	PUNCT
american_scientific_journal-9700	203	9	technology	technology	NOUN
american_scientific_journal-9700	203	10	,	,	PUNCT
american_scientific_journal-9700	203	11	and	and	CCONJ
american_scientific_journal-9700	203	12	sciences	science	NOUN
american_scientific_journal-9700	203	13	(	(	PUNCT
american_scientific_journal-9700	203	14	asrjets	asrjet	NOUN
american_scientific_journal-9700	203	15	)	)	PUNCT
american_scientific_journal-9700	203	16	volume	volume	NOUN
american_scientific_journal-9700	203	17	97	97	NUM
american_scientific_journal-9700	203	18	,	,	PUNCT
american_scientific_journal-9700	203	19	no	no	DET
american_scientific_journal-9700	203	20	1	1	NUM
american_scientific_journal-9700	203	21	,	,	PUNCT
american_scientific_journal-9700	203	22	pp	pp	ADV
american_scientific_journal-9700	203	23	188	188	NUM
american_scientific_journal-9700	203	24	-	-	SYM
american_scientific_journal-9700	203	25	202	202	NUM
american_scientific_journal-9700	203	26	197	197	NUM
american_scientific_journal-9700	203	27	figure	figure	NOUN
american_scientific_journal-9700	203	28	2	2	NUM
american_scientific_journal-9700	203	29	:	:	PUNCT
american_scientific_journal-9700	203	30	invoice	invoice	NOUN
american_scientific_journal-9700	203	31	sequences	sequence	NOUN
american_scientific_journal-9700	203	32	of	of	ADP
american_scientific_journal-9700	203	33	1000	1000	NUM
american_scientific_journal-9700	203	34	randomly	randomly	ADV
american_scientific_journal-9700	203	35	selected	select	VERB
american_scientific_journal-9700	203	36	elements	element	NOUN
american_scientific_journal-9700	203	37	of	of	ADP
american_scientific_journal-9700	203	38	cluster	cluster	NOUN
american_scientific_journal-9700	203	39	10	10	NUM
american_scientific_journal-9700	203	40	clusters	cluster	NOUN
american_scientific_journal-9700	203	41	c11	c11	NOUN
american_scientific_journal-9700	203	42	-	-	PUNCT
american_scientific_journal-9700	203	43	c14	c14	NOUN
american_scientific_journal-9700	203	44	also	also	ADV
american_scientific_journal-9700	203	45	capture	capture	VERB
american_scientific_journal-9700	203	46	somewhat	somewhat	ADV
american_scientific_journal-9700	203	47	stable	stable	ADJ
american_scientific_journal-9700	203	48	invoice	invoice	NOUN
american_scientific_journal-9700	203	49	series	series	NOUN
american_scientific_journal-9700	203	50	;	;	PUNCT
american_scientific_journal-9700	203	51	these	these	DET
american_scientific_journal-9700	203	52	clusters	cluster	NOUN
american_scientific_journal-9700	203	53	can	can	AUX
american_scientific_journal-9700	203	54	also	also	ADV
american_scientific_journal-9700	203	55	be	be	AUX
american_scientific_journal-9700	203	56	considered	consider	VERB
american_scientific_journal-9700	203	57	low	low	ADJ
american_scientific_journal-9700	203	58	complaint	complaint	NOUN
american_scientific_journal-9700	203	59	risk	risk	NOUN
american_scientific_journal-9700	203	60	areas	area	NOUN
american_scientific_journal-9700	203	61	of	of	ADP
american_scientific_journal-9700	203	62	the	the	DET
american_scientific_journal-9700	203	63	dataset	dataset	NOUN
american_scientific_journal-9700	203	64	.	.	PUNCT
american_scientific_journal-9700	204	1	as	as	ADP
american_scientific_journal-9700	204	2	an	an	DET
american_scientific_journal-9700	204	3	example	example	NOUN
american_scientific_journal-9700	204	4	,	,	PUNCT
american_scientific_journal-9700	204	5	cluster	cluster	NOUN
american_scientific_journal-9700	204	6	c11	c11	NOUN
american_scientific_journal-9700	204	7	is	be	AUX
american_scientific_journal-9700	204	8	displayed	display	VERB
american_scientific_journal-9700	204	9	in	in	ADP
american_scientific_journal-9700	204	10	figure	figure	NOUN
american_scientific_journal-9700	204	11	3	3	NUM
american_scientific_journal-9700	204	12	,	,	PUNCT
american_scientific_journal-9700	204	13	figure	figure	VERB
american_scientific_journal-9700	204	14	3	3	NUM
american_scientific_journal-9700	204	15	:	:	PUNCT
american_scientific_journal-9700	204	16	invoice	invoice	NOUN
american_scientific_journal-9700	204	17	sequences	sequence	NOUN
american_scientific_journal-9700	204	18	of	of	ADP
american_scientific_journal-9700	204	19	1000	1000	NUM
american_scientific_journal-9700	204	20	randomly	randomly	ADV
american_scientific_journal-9700	204	21	selected	select	VERB
american_scientific_journal-9700	204	22	elements	element	NOUN
american_scientific_journal-9700	204	23	of	of	ADP
american_scientific_journal-9700	204	24	cluster	cluster	NOUN
american_scientific_journal-9700	204	25	11	11	NUM
american_scientific_journal-9700	204	26	clusters	cluster	NOUN
american_scientific_journal-9700	204	27	c15	c15	NOUN
american_scientific_journal-9700	204	28	and	and	CCONJ
american_scientific_journal-9700	204	29	c16	c16	NOUN
american_scientific_journal-9700	204	30	are	be	AUX
american_scientific_journal-9700	204	31	created	create	VERB
american_scientific_journal-9700	204	32	to	to	PART
american_scientific_journal-9700	204	33	select	select	VERB
american_scientific_journal-9700	204	34	outliers	outlier	NOUN
american_scientific_journal-9700	204	35	.	.	PUNCT
american_scientific_journal-9700	205	1	cluster	cluster	NOUN
american_scientific_journal-9700	205	2	c15	c15	NOUN
american_scientific_journal-9700	205	3	captures	capture	VERB
american_scientific_journal-9700	205	4	extremely	extremely	ADV
american_scientific_journal-9700	205	5	low	low	ADJ
american_scientific_journal-9700	205	6	mean	mean	ADJ
american_scientific_journal-9700	205	7	customers	customer	NOUN
american_scientific_journal-9700	205	8	,	,	PUNCT
american_scientific_journal-9700	205	9	while	while	SCONJ
american_scientific_journal-9700	205	10	cluster	cluster	NOUN
american_scientific_journal-9700	205	11	c16	c16	NOUN
american_scientific_journal-9700	205	12	captures	capture	VERB
american_scientific_journal-9700	205	13	extremely	extremely	ADV
american_scientific_journal-9700	205	14	high	high	ADJ
american_scientific_journal-9700	205	15	mean	mean	ADJ
american_scientific_journal-9700	205	16	customers	customer	NOUN
american_scientific_journal-9700	205	17	.	.	PUNCT
american_scientific_journal-9700	206	1	customers	customer	NOUN
american_scientific_journal-9700	206	2	within	within	ADP
american_scientific_journal-9700	206	3	these	these	DET
american_scientific_journal-9700	206	4	clusters	cluster	NOUN
american_scientific_journal-9700	206	5	do	do	AUX
american_scientific_journal-9700	206	6	n’t	not	PART
american_scientific_journal-9700	206	7	share	share	VERB
american_scientific_journal-9700	206	8	any	any	DET
american_scientific_journal-9700	206	9	other	other	ADJ
american_scientific_journal-9700	206	10	characteristics	characteristic	NOUN
american_scientific_journal-9700	206	11	than	than	ADP
american_scientific_journal-9700	206	12	their	their	PRON
american_scientific_journal-9700	206	13	mean	mean	ADJ
american_scientific_journal-9700	206	14	values	value	NOUN
american_scientific_journal-9700	206	15	and	and	CCONJ
american_scientific_journal-9700	206	16	we	we	PRON
american_scientific_journal-9700	206	17	omit	omit	VERB
american_scientific_journal-9700	206	18	their	their	PRON
american_scientific_journal-9700	206	19	graphs	graph	NOUN
american_scientific_journal-9700	206	20	.	.	PUNCT
american_scientific_journal-9700	207	1	clusters	cluster	NOUN
american_scientific_journal-9700	207	2	c17	c17	NOUN
american_scientific_journal-9700	207	3	-	-	PUNCT
american_scientific_journal-9700	207	4	c25	c25	PROPN
american_scientific_journal-9700	207	5	are	be	AUX
american_scientific_journal-9700	207	6	the	the	DET
american_scientific_journal-9700	207	7	realization	realization	NOUN
american_scientific_journal-9700	207	8	of	of	ADP
american_scientific_journal-9700	207	9	the	the	DET
american_scientific_journal-9700	207	10	invoice	invoice	NOUN
american_scientific_journal-9700	207	11	sequences	sequence	NOUN
american_scientific_journal-9700	207	12	that	that	PRON
american_scientific_journal-9700	207	13	have	have	VERB
american_scientific_journal-9700	207	14	one	one	NUM
american_scientific_journal-9700	207	15	peak	peak	NOUN
american_scientific_journal-9700	207	16	month	month	NOUN
american_scientific_journal-9700	207	17	and	and	CCONJ
american_scientific_journal-9700	207	18	a	a	DET
american_scientific_journal-9700	207	19	low	low	ADJ
american_scientific_journal-9700	207	20	range	range	NOUN
american_scientific_journal-9700	207	21	for	for	ADP
american_scientific_journal-9700	207	22	the	the	DET
american_scientific_journal-9700	207	23	rest	rest	NOUN
american_scientific_journal-9700	207	24	of	of	ADP
american_scientific_journal-9700	207	25	the	the	DET
american_scientific_journal-9700	207	26	months	month	NOUN
american_scientific_journal-9700	207	27	.	.	PUNCT
american_scientific_journal-9700	208	1	the	the	DET
american_scientific_journal-9700	208	2	only	only	ADJ
american_scientific_journal-9700	208	3	difference	difference	NOUN
american_scientific_journal-9700	208	4	between	between	ADP
american_scientific_journal-9700	208	5	these	these	DET
american_scientific_journal-9700	208	6	clusters	cluster	NOUN
american_scientific_journal-9700	208	7	is	be	AUX
american_scientific_journal-9700	208	8	the	the	DET
american_scientific_journal-9700	208	9	peak	peak	NOUN
american_scientific_journal-9700	208	10	month	month	NOUN
american_scientific_journal-9700	208	11	.	.	PUNCT
american_scientific_journal-9700	209	1	we	we	PRON
american_scientific_journal-9700	209	2	expect	expect	VERB
american_scientific_journal-9700	209	3	the	the	DET
american_scientific_journal-9700	209	4	customers	customer	NOUN
american_scientific_journal-9700	209	5	to	to	PART
american_scientific_journal-9700	209	6	issue	issue	VERB
american_scientific_journal-9700	209	7	a	a	DET
american_scientific_journal-9700	209	8	complaint	complaint	NOUN
american_scientific_journal-9700	209	9	at	at	ADP
american_scientific_journal-9700	209	10	the	the	DET
american_scientific_journal-9700	209	11	month	month	NOUN
american_scientific_journal-9700	209	12	of	of	ADP
american_scientific_journal-9700	209	13	peak	peak	NOUN
american_scientific_journal-9700	209	14	invoice	invoice	NOUN
american_scientific_journal-9700	209	15	.	.	PUNCT
american_scientific_journal-9700	210	1	their	their	PRON
american_scientific_journal-9700	210	2	distribution	distribution	NOUN
american_scientific_journal-9700	210	3	is	be	AUX
american_scientific_journal-9700	210	4	displayed	display	VERB
american_scientific_journal-9700	210	5	in	in	ADP
american_scientific_journal-9700	210	6	figures	figure	NOUN
american_scientific_journal-9700	210	7	4	4	NUM
american_scientific_journal-9700	210	8	and	and	CCONJ
american_scientific_journal-9700	210	9	5	5	NUM
american_scientific_journal-9700	210	10	for	for	ADP
american_scientific_journal-9700	210	11	clusters	cluster	NOUN
american_scientific_journal-9700	210	12	c17	c17	NOUN
american_scientific_journal-9700	210	13	and	and	CCONJ
american_scientific_journal-9700	210	14	c20	c20	NOUN
american_scientific_journal-9700	210	15	,	,	PUNCT
american_scientific_journal-9700	210	16	respectively	respectively	ADV
american_scientific_journal-9700	210	17	.	.	PUNCT
american_scientific_journal-9700	211	1	american	american	ADJ
american_scientific_journal-9700	211	2	academic	academic	ADJ
american_scientific_journal-9700	211	3	scientific	scientific	ADJ
american_scientific_journal-9700	211	4	research	research	NOUN
american_scientific_journal-9700	211	5	journal	journal	NOUN
american_scientific_journal-9700	211	6	for	for	ADP
american_scientific_journal-9700	211	7	engineering	engineering	NOUN
american_scientific_journal-9700	211	8	,	,	PUNCT
american_scientific_journal-9700	211	9	technology	technology	NOUN
american_scientific_journal-9700	211	10	,	,	PUNCT
american_scientific_journal-9700	211	11	and	and	CCONJ
american_scientific_journal-9700	211	12	sciences	science	NOUN
american_scientific_journal-9700	211	13	(	(	PUNCT
american_scientific_journal-9700	211	14	asrjets	asrjet	NOUN
american_scientific_journal-9700	211	15	)	)	PUNCT
american_scientific_journal-9700	211	16	volume	volume	NOUN
american_scientific_journal-9700	211	17	97	97	NUM
american_scientific_journal-9700	211	18	,	,	PUNCT
american_scientific_journal-9700	211	19	no	no	DET
american_scientific_journal-9700	211	20	1	1	NUM
american_scientific_journal-9700	211	21	,	,	PUNCT
american_scientific_journal-9700	211	22	pp	pp	ADV
american_scientific_journal-9700	211	23	188	188	NUM
american_scientific_journal-9700	211	24	-	-	SYM
american_scientific_journal-9700	211	25	202	202	NUM
american_scientific_journal-9700	211	26	198	198	NUM
american_scientific_journal-9700	211	27	figure	figure	NOUN
american_scientific_journal-9700	211	28	4	4	NUM
american_scientific_journal-9700	211	29	:	:	PUNCT
american_scientific_journal-9700	211	30	invoice	invoice	NOUN
american_scientific_journal-9700	211	31	sequences	sequence	NOUN
american_scientific_journal-9700	211	32	of	of	ADP
american_scientific_journal-9700	211	33	elements	element	NOUN
american_scientific_journal-9700	211	34	of	of	ADP
american_scientific_journal-9700	211	35	cluster	cluster	NOUN
american_scientific_journal-9700	211	36	17	17	NUM
american_scientific_journal-9700	211	37	figure	figure	NOUN
american_scientific_journal-9700	211	38	5	5	NUM
american_scientific_journal-9700	211	39	:	:	PUNCT
american_scientific_journal-9700	211	40	invoice	invoice	NOUN
american_scientific_journal-9700	211	41	sequences	sequence	NOUN
american_scientific_journal-9700	211	42	of	of	ADP
american_scientific_journal-9700	211	43	elements	element	NOUN
american_scientific_journal-9700	211	44	of	of	ADP
american_scientific_journal-9700	211	45	cluster	cluster	NOUN
american_scientific_journal-9700	211	46	20	20	NUM
american_scientific_journal-9700	211	47	clusters	cluster	NOUN
american_scientific_journal-9700	211	48	c26	c26	NOUN
american_scientific_journal-9700	211	49	-	-	PUNCT
american_scientific_journal-9700	211	50	c34	c34	NOUN
american_scientific_journal-9700	211	51	are	be	AUX
american_scientific_journal-9700	211	52	also	also	ADV
american_scientific_journal-9700	211	53	constructed	construct	VERB
american_scientific_journal-9700	211	54	using	use	VERB
american_scientific_journal-9700	211	55	the	the	DET
american_scientific_journal-9700	211	56	same	same	ADJ
american_scientific_journal-9700	211	57	logic	logic	NOUN
american_scientific_journal-9700	211	58	.	.	PUNCT
american_scientific_journal-9700	212	1	however	however	ADV
american_scientific_journal-9700	212	2	,	,	PUNCT
american_scientific_journal-9700	212	3	these	these	DET
american_scientific_journal-9700	212	4	clusters	cluster	NOUN
american_scientific_journal-9700	212	5	are	be	AUX
american_scientific_journal-9700	212	6	less	less	ADV
american_scientific_journal-9700	212	7	informative	informative	ADJ
american_scientific_journal-9700	212	8	for	for	ADP
american_scientific_journal-9700	212	9	determining	determine	VERB
american_scientific_journal-9700	212	10	whether	whether	SCONJ
american_scientific_journal-9700	212	11	there	there	PRON
american_scientific_journal-9700	212	12	is	be	VERB
american_scientific_journal-9700	212	13	a	a	DET
american_scientific_journal-9700	212	14	peak	peak	NOUN
american_scientific_journal-9700	212	15	or	or	CCONJ
american_scientific_journal-9700	212	16	not	not	PART
american_scientific_journal-9700	212	17	.	.	PUNCT
american_scientific_journal-9700	213	1	as	as	SCONJ
american_scientific_journal-9700	213	2	can	can	AUX
american_scientific_journal-9700	213	3	be	be	AUX
american_scientific_journal-9700	213	4	seen	see	VERB
american_scientific_journal-9700	213	5	in	in	ADP
american_scientific_journal-9700	213	6	figure	figure	NOUN
american_scientific_journal-9700	213	7	6	6	NUM
american_scientific_journal-9700	213	8	,	,	PUNCT
american_scientific_journal-9700	213	9	sample	sample	NOUN
american_scientific_journal-9700	213	10	customers	customer	NOUN
american_scientific_journal-9700	213	11	may	may	AUX
american_scientific_journal-9700	213	12	have	have	VERB
american_scientific_journal-9700	213	13	relatively	relatively	ADV
american_scientific_journal-9700	213	14	high	high	ADJ
american_scientific_journal-9700	213	15	values	value	NOUN
american_scientific_journal-9700	213	16	of	of	ADP
american_scientific_journal-9700	213	17	invoices	invoice	NOUN
american_scientific_journal-9700	213	18	in	in	ADP
american_scientific_journal-9700	213	19	the	the	DET
american_scientific_journal-9700	213	20	non	non	ADJ
american_scientific_journal-9700	213	21	-	-	ADJ
american_scientific_journal-9700	213	22	peak	peak	ADJ
american_scientific_journal-9700	213	23	month	month	NOUN
american_scientific_journal-9700	213	24	.	.	PUNCT
american_scientific_journal-9700	214	1	american	american	ADJ
american_scientific_journal-9700	214	2	academic	academic	ADJ
american_scientific_journal-9700	214	3	scientific	scientific	ADJ
american_scientific_journal-9700	214	4	research	research	NOUN
american_scientific_journal-9700	214	5	journal	journal	NOUN
american_scientific_journal-9700	214	6	for	for	ADP
american_scientific_journal-9700	214	7	engineering	engineering	NOUN
american_scientific_journal-9700	214	8	,	,	PUNCT
american_scientific_journal-9700	214	9	technology	technology	NOUN
american_scientific_journal-9700	214	10	,	,	PUNCT
american_scientific_journal-9700	214	11	and	and	CCONJ
american_scientific_journal-9700	214	12	sciences	science	NOUN
american_scientific_journal-9700	214	13	(	(	PUNCT
american_scientific_journal-9700	214	14	asrjets	asrjet	NOUN
american_scientific_journal-9700	214	15	)	)	PUNCT
american_scientific_journal-9700	214	16	volume	volume	NOUN
american_scientific_journal-9700	214	17	97	97	NUM
american_scientific_journal-9700	214	18	,	,	PUNCT
american_scientific_journal-9700	214	19	no	no	DET
american_scientific_journal-9700	214	20	1	1	NUM
american_scientific_journal-9700	214	21	,	,	PUNCT
american_scientific_journal-9700	214	22	pp	pp	ADV
american_scientific_journal-9700	214	23	188	188	NUM
american_scientific_journal-9700	214	24	-	-	SYM
american_scientific_journal-9700	214	25	202	202	NUM
american_scientific_journal-9700	214	26	199	199	NUM
american_scientific_journal-9700	214	27	figure	figure	NOUN
american_scientific_journal-9700	214	28	6	6	NUM
american_scientific_journal-9700	214	29	:	:	PUNCT
american_scientific_journal-9700	214	30	invoice	invoice	NOUN
american_scientific_journal-9700	214	31	sequences	sequence	NOUN
american_scientific_journal-9700	214	32	of	of	ADP
american_scientific_journal-9700	214	33	randomly	randomly	ADV
american_scientific_journal-9700	214	34	selected	select	VERB
american_scientific_journal-9700	214	35	250	250	NUM
american_scientific_journal-9700	214	36	elements	element	NOUN
american_scientific_journal-9700	214	37	of	of	ADP
american_scientific_journal-9700	214	38	cluster	cluster	NOUN
american_scientific_journal-9700	214	39	31	31	NUM
american_scientific_journal-9700	214	40	the	the	DET
american_scientific_journal-9700	214	41	same	same	ADJ
american_scientific_journal-9700	214	42	hierarchical	hierarchical	ADJ
american_scientific_journal-9700	214	43	clustering	clustering	NOUN
american_scientific_journal-9700	214	44	has	have	AUX
american_scientific_journal-9700	214	45	been	be	AUX
american_scientific_journal-9700	214	46	carried	carry	VERB
american_scientific_journal-9700	214	47	out	out	ADP
american_scientific_journal-9700	214	48	for	for	ADP
american_scientific_journal-9700	214	49	the	the	DET
american_scientific_journal-9700	214	50	customers	customer	NOUN
american_scientific_journal-9700	214	51	who	who	PRON
american_scientific_journal-9700	214	52	raised	raise	VERB
american_scientific_journal-9700	214	53	a	a	DET
american_scientific_journal-9700	214	54	complaint	complaint	NOUN
american_scientific_journal-9700	214	55	for	for	ADP
american_scientific_journal-9700	214	56	their	their	PRON
american_scientific_journal-9700	214	57	invoice	invoice	NOUN
american_scientific_journal-9700	214	58	.	.	PUNCT
american_scientific_journal-9700	215	1	those	those	DET
american_scientific_journal-9700	215	2	customers	customer	NOUN
american_scientific_journal-9700	215	3	are	be	AUX
american_scientific_journal-9700	215	4	distributed	distribute	VERB
american_scientific_journal-9700	215	5	into	into	ADP
american_scientific_journal-9700	215	6	the	the	DET
american_scientific_journal-9700	215	7	clusters	cluster	NOUN
american_scientific_journal-9700	215	8	in	in	ADP
american_scientific_journal-9700	215	9	a	a	DET
american_scientific_journal-9700	215	10	similar	similar	ADJ
american_scientific_journal-9700	215	11	fashion	fashion	NOUN
american_scientific_journal-9700	215	12	as	as	ADP
american_scientific_journal-9700	215	13	the	the	DET
american_scientific_journal-9700	215	14	customers	customer	NOUN
american_scientific_journal-9700	215	15	without	without	ADP
american_scientific_journal-9700	215	16	complaints	complaint	NOUN
american_scientific_journal-9700	215	17	,	,	PUNCT
american_scientific_journal-9700	215	18	that	that	PRON
american_scientific_journal-9700	215	19	is	is	ADV
american_scientific_journal-9700	215	20	we	we	PRON
american_scientific_journal-9700	215	21	can	can	AUX
american_scientific_journal-9700	215	22	not	not	PART
american_scientific_journal-9700	215	23	identify	identify	VERB
american_scientific_journal-9700	215	24	certain	certain	ADJ
american_scientific_journal-9700	215	25	clusters	cluster	NOUN
american_scientific_journal-9700	215	26	where	where	SCONJ
american_scientific_journal-9700	215	27	the	the	DET
american_scientific_journal-9700	215	28	complaining	complain	VERB
american_scientific_journal-9700	215	29	customers	customer	NOUN
american_scientific_journal-9700	215	30	are	be	AUX
american_scientific_journal-9700	215	31	concentrated	concentrate	VERB
american_scientific_journal-9700	215	32	.	.	PUNCT
american_scientific_journal-9700	216	1	this	this	DET
american_scientific_journal-9700	216	2	evidence	evidence	NOUN
american_scientific_journal-9700	216	3	is	be	AUX
american_scientific_journal-9700	216	4	displayed	display	VERB
american_scientific_journal-9700	216	5	in	in	ADP
american_scientific_journal-9700	216	6	figure	figure	NOUN
american_scientific_journal-9700	216	7	7	7	NUM
american_scientific_journal-9700	216	8	where	where	SCONJ
american_scientific_journal-9700	216	9	it	it	PRON
american_scientific_journal-9700	216	10	can	can	AUX
american_scientific_journal-9700	216	11	be	be	AUX
american_scientific_journal-9700	216	12	seen	see	VERB
american_scientific_journal-9700	216	13	that	that	SCONJ
american_scientific_journal-9700	216	14	clusters	cluster	NOUN
american_scientific_journal-9700	216	15	are	be	AUX
american_scientific_journal-9700	216	16	not	not	PART
american_scientific_journal-9700	216	17	different	different	ADJ
american_scientific_journal-9700	216	18	among	among	ADP
american_scientific_journal-9700	216	19	each	each	DET
american_scientific_journal-9700	216	20	other	other	ADJ
american_scientific_journal-9700	216	21	with	with	ADP
american_scientific_journal-9700	216	22	respect	respect	NOUN
american_scientific_journal-9700	216	23	to	to	ADP
american_scientific_journal-9700	216	24	the	the	DET
american_scientific_journal-9700	216	25	complaint	complaint	NOUN
american_scientific_journal-9700	216	26	ratio	ratio	NOUN
american_scientific_journal-9700	216	27	except	except	SCONJ
american_scientific_journal-9700	216	28	the	the	DET
american_scientific_journal-9700	216	29	first	first	ADJ
american_scientific_journal-9700	216	30	10	10	NUM
american_scientific_journal-9700	216	31	clusters	cluster	NOUN
american_scientific_journal-9700	216	32	where	where	SCONJ
american_scientific_journal-9700	216	33	there	there	PRON
american_scientific_journal-9700	216	34	are	be	VERB
american_scientific_journal-9700	216	35	very	very	ADV
american_scientific_journal-9700	216	36	few	few	ADJ
american_scientific_journal-9700	216	37	complaints	complaint	NOUN
american_scientific_journal-9700	216	38	.	.	PUNCT
american_scientific_journal-9700	217	1	the	the	DET
american_scientific_journal-9700	217	2	final	final	ADJ
american_scientific_journal-9700	217	3	group	group	NOUN
american_scientific_journal-9700	217	4	of	of	ADP
american_scientific_journal-9700	217	5	clusters	cluster	NOUN
american_scientific_journal-9700	217	6	,	,	PUNCT
american_scientific_journal-9700	217	7	c35	c35	PROPN
american_scientific_journal-9700	217	8	-	-	PUNCT
american_scientific_journal-9700	217	9	c42	c42	PROPN
american_scientific_journal-9700	217	10	have	have	VERB
american_scientific_journal-9700	217	11	low	low	ADJ
american_scientific_journal-9700	217	12	homogeneity	homogeneity	NOUN
american_scientific_journal-9700	217	13	,	,	PUNCT
american_scientific_journal-9700	217	14	as	as	SCONJ
american_scientific_journal-9700	217	15	it	it	PRON
american_scientific_journal-9700	217	16	can	can	AUX
american_scientific_journal-9700	217	17	be	be	AUX
american_scientific_journal-9700	217	18	seen	see	VERB
american_scientific_journal-9700	217	19	from	from	ADP
american_scientific_journal-9700	217	20	their	their	PRON
american_scientific_journal-9700	217	21	low	low	ADJ
american_scientific_journal-9700	217	22	pca1	pca1	NOUN
american_scientific_journal-9700	217	23	ratio	ratio	NOUN
american_scientific_journal-9700	217	24	and	and	CCONJ
american_scientific_journal-9700	217	25	their	their	PRON
american_scientific_journal-9700	217	26	graphs	graph	NOUN
american_scientific_journal-9700	217	27	are	be	AUX
american_scientific_journal-9700	217	28	omitted	omit	VERB
american_scientific_journal-9700	217	29	.	.	PUNCT
american_scientific_journal-9700	218	1	from	from	ADP
american_scientific_journal-9700	218	2	the	the	DET
american_scientific_journal-9700	218	3	point	point	NOUN
american_scientific_journal-9700	218	4	of	of	ADP
american_scientific_journal-9700	218	5	view	view	NOUN
american_scientific_journal-9700	218	6	of	of	ADP
american_scientific_journal-9700	218	7	complaint	complaint	NOUN
american_scientific_journal-9700	218	8	detection	detection	NOUN
american_scientific_journal-9700	218	9	,	,	PUNCT
american_scientific_journal-9700	218	10	it	it	PRON
american_scientific_journal-9700	218	11	is	be	AUX
american_scientific_journal-9700	218	12	useful	useful	ADJ
american_scientific_journal-9700	218	13	to	to	PART
american_scientific_journal-9700	218	14	investigate	investigate	VERB
american_scientific_journal-9700	218	15	the	the	DET
american_scientific_journal-9700	218	16	distribution	distribution	NOUN
american_scientific_journal-9700	218	17	of	of	ADP
american_scientific_journal-9700	218	18	complaints	complaint	NOUN
american_scientific_journal-9700	218	19	among	among	ADP
american_scientific_journal-9700	218	20	clusters	cluster	NOUN
american_scientific_journal-9700	218	21	.	.	PUNCT
american_scientific_journal-9700	219	1	in	in	ADP
american_scientific_journal-9700	219	2	figure	figure	NOUN
american_scientific_journal-9700	219	3	7	7	NUM
american_scientific_journal-9700	219	4	,	,	PUNCT
american_scientific_journal-9700	219	5	we	we	PRON
american_scientific_journal-9700	219	6	present	present	VERB
american_scientific_journal-9700	219	7	the	the	DET
american_scientific_journal-9700	219	8	percentages	percentage	NOUN
american_scientific_journal-9700	219	9	of	of	ADP
american_scientific_journal-9700	219	10	complaints	complaint	NOUN
american_scientific_journal-9700	219	11	in	in	ADP
american_scientific_journal-9700	219	12	each	each	DET
american_scientific_journal-9700	219	13	cluster	cluster	NOUN
american_scientific_journal-9700	219	14	.	.	PUNCT
american_scientific_journal-9700	220	1	figure	figure	VERB
american_scientific_journal-9700	220	2	7	7	NUM
american_scientific_journal-9700	220	3	:	:	PUNCT
american_scientific_journal-9700	220	4	ratio	ratio	NOUN
american_scientific_journal-9700	220	5	of	of	ADP
american_scientific_journal-9700	220	6	complaining	complain	VERB
american_scientific_journal-9700	220	7	customers	customer	NOUN
american_scientific_journal-9700	220	8	in	in	ADP
american_scientific_journal-9700	220	9	clusters	cluster	NOUN
american_scientific_journal-9700	220	10	c01	c01	PROPN
american_scientific_journal-9700	220	11	-	-	PUNCT
american_scientific_journal-9700	220	12	c42	c42	VERB
american_scientific_journal-9700	220	13	0.00	0.00	NUM
american_scientific_journal-9700	220	14	0.20	0.20	NUM
american_scientific_journal-9700	220	15	0.40	0.40	NUM
american_scientific_journal-9700	220	16	0.60	0.60	NUM
american_scientific_journal-9700	220	17	0.80	0.80	NUM
american_scientific_journal-9700	220	18	1.00	1.00	NUM
american_scientific_journal-9700	220	19	1.20	1.20	NUM
american_scientific_journal-9700	220	20	1.40	1.40	NUM
american_scientific_journal-9700	220	21	1.60	1.60	NUM
american_scientific_journal-9700	220	22	1.80	1.80	NUM
american_scientific_journal-9700	220	23	2.00	2.00	NUM
american_scientific_journal-9700	220	24	1	1	NUM
american_scientific_journal-9700	220	25	3	3	NUM
american_scientific_journal-9700	220	26	5	5	NUM
american_scientific_journal-9700	220	27	7	7	NUM
american_scientific_journal-9700	220	28	9	9	NUM
american_scientific_journal-9700	220	29	11	11	NUM
american_scientific_journal-9700	220	30	13	13	NUM
american_scientific_journal-9700	220	31	15	15	NUM
american_scientific_journal-9700	220	32	17	17	NUM
american_scientific_journal-9700	220	33	19	19	NUM
american_scientific_journal-9700	220	34	21	21	NUM
american_scientific_journal-9700	220	35	23	23	NUM
american_scientific_journal-9700	220	36	25	25	NUM
american_scientific_journal-9700	220	37	27	27	NUM
american_scientific_journal-9700	220	38	29	29	NUM
american_scientific_journal-9700	220	39	31	31	NUM
american_scientific_journal-9700	220	40	33	33	NUM
american_scientific_journal-9700	220	41	35	35	NUM
american_scientific_journal-9700	220	42	37	37	NUM
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american_scientific_journal-9700	220	44	41	41	NUM
american_scientific_journal-9700	220	45	%	%	NOUN
american_scientific_journal-9700	220	46	cluster	cluster	NOUN
american_scientific_journal-9700	220	47	number	number	NOUN
american_scientific_journal-9700	220	48	ratio	ratio	NOUN
american_scientific_journal-9700	220	49	of	of	ADP
american_scientific_journal-9700	220	50	complaints	complaint	NOUN
american_scientific_journal-9700	220	51	to	to	ADP
american_scientific_journal-9700	220	52	the	the	DET
american_scientific_journal-9700	220	53	whole	whole	ADJ
american_scientific_journal-9700	220	54	population	population	NOUN
american_scientific_journal-9700	220	55	(	(	PUNCT
american_scientific_journal-9700	220	56	%	%	INTJ
american_scientific_journal-9700	220	57	)	)	PUNCT
american_scientific_journal-9700	220	58	american	american	ADJ
american_scientific_journal-9700	220	59	academic	academic	ADJ
american_scientific_journal-9700	220	60	scientific	scientific	ADJ
american_scientific_journal-9700	220	61	research	research	NOUN
american_scientific_journal-9700	220	62	journal	journal	NOUN
american_scientific_journal-9700	220	63	for	for	ADP
american_scientific_journal-9700	220	64	engineering	engineering	NOUN
american_scientific_journal-9700	220	65	,	,	PUNCT
american_scientific_journal-9700	220	66	technology	technology	NOUN
american_scientific_journal-9700	220	67	,	,	PUNCT
american_scientific_journal-9700	220	68	and	and	CCONJ
american_scientific_journal-9700	220	69	sciences	science	NOUN
american_scientific_journal-9700	220	70	(	(	PUNCT
american_scientific_journal-9700	220	71	asrjets	asrjet	NOUN
american_scientific_journal-9700	220	72	)	)	PUNCT
american_scientific_journal-9700	220	73	volume	volume	NOUN
american_scientific_journal-9700	220	74	97	97	NUM
american_scientific_journal-9700	220	75	,	,	PUNCT
american_scientific_journal-9700	220	76	no	no	DET
american_scientific_journal-9700	220	77	1	1	NUM
american_scientific_journal-9700	220	78	,	,	PUNCT
american_scientific_journal-9700	220	79	pp	pp	ADV
american_scientific_journal-9700	220	80	188	188	NUM
american_scientific_journal-9700	220	81	-	-	SYM
american_scientific_journal-9700	220	82	202	202	NUM
american_scientific_journal-9700	220	83	200	200	NUM
american_scientific_journal-9700	220	84	it	it	PRON
american_scientific_journal-9700	220	85	can	can	AUX
american_scientific_journal-9700	220	86	be	be	AUX
american_scientific_journal-9700	220	87	seen	see	VERB
american_scientific_journal-9700	220	88	that	that	SCONJ
american_scientific_journal-9700	220	89	,	,	PUNCT
american_scientific_journal-9700	220	90	as	as	SCONJ
american_scientific_journal-9700	220	91	expected	expect	VERB
american_scientific_journal-9700	220	92	,	,	PUNCT
american_scientific_journal-9700	220	93	invoice	invoice	NOUN
american_scientific_journal-9700	220	94	series	series	NOUN
american_scientific_journal-9700	220	95	with	with	ADP
american_scientific_journal-9700	220	96	low	low	ADJ
american_scientific_journal-9700	220	97	variability	variability	NOUN
american_scientific_journal-9700	220	98	,	,	PUNCT
american_scientific_journal-9700	220	99	consisting	consist	VERB
american_scientific_journal-9700	220	100	of	of	ADP
american_scientific_journal-9700	220	101	clusters	cluster	NOUN
american_scientific_journal-9700	220	102	c01	c01	PROPN
american_scientific_journal-9700	220	103	-	-	PUNCT
american_scientific_journal-9700	220	104	c10	c10	PROPN
american_scientific_journal-9700	220	105	are	be	AUX
american_scientific_journal-9700	220	106	less	less	ADV
american_scientific_journal-9700	220	107	likely	likely	ADJ
american_scientific_journal-9700	220	108	to	to	PART
american_scientific_journal-9700	220	109	lead	lead	VERB
american_scientific_journal-9700	220	110	to	to	ADP
american_scientific_journal-9700	220	111	customer	customer	NOUN
american_scientific_journal-9700	220	112	complaints	complaint	NOUN
american_scientific_journal-9700	220	113	.	.	PUNCT
american_scientific_journal-9700	221	1	for	for	ADP
american_scientific_journal-9700	221	2	the	the	DET
american_scientific_journal-9700	221	3	rest	rest	NOUN
american_scientific_journal-9700	221	4	of	of	ADP
american_scientific_journal-9700	221	5	the	the	DET
american_scientific_journal-9700	221	6	clusters	cluster	NOUN
american_scientific_journal-9700	221	7	,	,	PUNCT
american_scientific_journal-9700	221	8	the	the	DET
american_scientific_journal-9700	221	9	ratio	ratio	NOUN
american_scientific_journal-9700	221	10	of	of	ADP
american_scientific_journal-9700	221	11	the	the	DET
american_scientific_journal-9700	221	12	minority	minority	NOUN
american_scientific_journal-9700	221	13	class	class	NOUN
american_scientific_journal-9700	221	14	is	be	AUX
american_scientific_journal-9700	221	15	increased	increase	VERB
american_scientific_journal-9700	221	16	in	in	ADP
american_scientific_journal-9700	221	17	general	general	ADJ
american_scientific_journal-9700	221	18	by	by	ADP
american_scientific_journal-9700	221	19	an	an	DET
american_scientific_journal-9700	221	20	order	order	NOUN
american_scientific_journal-9700	221	21	of	of	ADP
american_scientific_journal-9700	221	22	magnitude	magnitude	NOUN
american_scientific_journal-9700	221	23	,	,	PUNCT
american_scientific_journal-9700	221	24	leading	lead	VERB
american_scientific_journal-9700	221	25	possibly	possibly	ADV
american_scientific_journal-9700	221	26	to	to	ADP
american_scientific_journal-9700	221	27	an	an	DET
american_scientific_journal-9700	221	28	increase	increase	NOUN
american_scientific_journal-9700	221	29	of	of	ADP
american_scientific_journal-9700	221	30	the	the	DET
american_scientific_journal-9700	221	31	efficiency	efficiency	NOUN
american_scientific_journal-9700	221	32	of	of	ADP
american_scientific_journal-9700	221	33	machine	machine	NOUN
american_scientific_journal-9700	221	34	learning	learn	VERB
american_scientific_journal-9700	221	35	algorithms	algorithm	NOUN
american_scientific_journal-9700	221	36	.	.	PUNCT
american_scientific_journal-9700	222	1	for	for	ADP
american_scientific_journal-9700	222	2	the	the	DET
american_scientific_journal-9700	222	3	purpose	purpose	NOUN
american_scientific_journal-9700	222	4	of	of	ADP
american_scientific_journal-9700	222	5	comparison	comparison	NOUN
american_scientific_journal-9700	222	6	with	with	ADP
american_scientific_journal-9700	222	7	the	the	DET
american_scientific_journal-9700	222	8	customers	customer	NOUN
american_scientific_journal-9700	222	9	who	who	PRON
american_scientific_journal-9700	222	10	did	do	AUX
american_scientific_journal-9700	222	11	not	not	PART
american_scientific_journal-9700	222	12	issue	issue	VERB
american_scientific_journal-9700	222	13	a	a	DET
american_scientific_journal-9700	222	14	complaint	complaint	NOUN
american_scientific_journal-9700	222	15	,	,	PUNCT
american_scientific_journal-9700	222	16	figure	figure	VERB
american_scientific_journal-9700	222	17	8	8	NUM
american_scientific_journal-9700	222	18	displays	display	VERB
american_scientific_journal-9700	222	19	the	the	DET
american_scientific_journal-9700	222	20	distribution	distribution	NOUN
american_scientific_journal-9700	222	21	of	of	ADP
american_scientific_journal-9700	222	22	customers	customer	NOUN
american_scientific_journal-9700	222	23	into	into	ADP
american_scientific_journal-9700	222	24	clusters	cluster	NOUN
american_scientific_journal-9700	222	25	for	for	ADP
american_scientific_journal-9700	222	26	non	non	ADJ
american_scientific_journal-9700	222	27	-	-	ADJ
american_scientific_journal-9700	222	28	complaining	complaining	ADJ
american_scientific_journal-9700	222	29	versus	versus	ADP
american_scientific_journal-9700	222	30	complaining	complain	VERB
american_scientific_journal-9700	222	31	customers	customer	NOUN
american_scientific_journal-9700	222	32	where	where	SCONJ
american_scientific_journal-9700	222	33	each	each	DET
american_scientific_journal-9700	222	34	point	point	NOUN
american_scientific_journal-9700	222	35	represents	represent	VERB
american_scientific_journal-9700	222	36	one	one	NUM
american_scientific_journal-9700	222	37	cluster	cluster	NOUN
american_scientific_journal-9700	222	38	.	.	PUNCT
american_scientific_journal-9700	223	1	figure	figure	NOUN
american_scientific_journal-9700	223	2	8	8	NUM
american_scientific_journal-9700	223	3	:	:	PUNCT
american_scientific_journal-9700	223	4	distribution	distribution	NOUN
american_scientific_journal-9700	223	5	of	of	ADP
american_scientific_journal-9700	223	6	customers	customer	NOUN
american_scientific_journal-9700	223	7	into	into	ADP
american_scientific_journal-9700	223	8	clusters	cluster	NOUN
american_scientific_journal-9700	223	9	:	:	PUNCT
american_scientific_journal-9700	223	10	non	non	ADJ
american_scientific_journal-9700	223	11	-	-	ADJ
american_scientific_journal-9700	223	12	complaining	complaining	ADJ
american_scientific_journal-9700	223	13	versus	versus	ADP
american_scientific_journal-9700	223	14	complaining	complain	VERB
american_scientific_journal-9700	223	15	(	(	PUNCT
american_scientific_journal-9700	223	16	each	each	DET
american_scientific_journal-9700	223	17	point	point	NOUN
american_scientific_journal-9700	223	18	represents	represent	VERB
american_scientific_journal-9700	223	19	one	one	NUM
american_scientific_journal-9700	223	20	cluster	cluster	NOUN
american_scientific_journal-9700	223	21	of	of	ADP
american_scientific_journal-9700	223	22	c01	c01	PROPN
american_scientific_journal-9700	223	23	-	-	PUNCT
american_scientific_journal-9700	223	24	c42	c42	PROPN
american_scientific_journal-9700	223	25	)	)	PUNCT
american_scientific_journal-9700	223	26	in	in	ADP
american_scientific_journal-9700	223	27	figure	figure	NOUN
american_scientific_journal-9700	223	28	8	8	NUM
american_scientific_journal-9700	223	29	,	,	PUNCT
american_scientific_journal-9700	223	30	a	a	DET
american_scientific_journal-9700	223	31	linear	linear	ADJ
american_scientific_journal-9700	223	32	regression	regression	NOUN
american_scientific_journal-9700	223	33	is	be	AUX
american_scientific_journal-9700	223	34	also	also	ADV
american_scientific_journal-9700	223	35	included	include	VERB
american_scientific_journal-9700	223	36	which	which	PRON
american_scientific_journal-9700	223	37	implies	imply	VERB
american_scientific_journal-9700	223	38	that	that	SCONJ
american_scientific_journal-9700	223	39	a	a	DET
american_scientific_journal-9700	223	40	linear	linear	ADJ
american_scientific_journal-9700	223	41	relationship	relationship	NOUN
american_scientific_journal-9700	223	42	seems	seem	VERB
american_scientific_journal-9700	223	43	to	to	PART
american_scientific_journal-9700	223	44	exist	exist	VERB
american_scientific_journal-9700	223	45	if	if	SCONJ
american_scientific_journal-9700	223	46	the	the	DET
american_scientific_journal-9700	223	47	outliers	outlier	NOUN
american_scientific_journal-9700	223	48	are	be	AUX
american_scientific_journal-9700	223	49	dismissed	dismiss	VERB
american_scientific_journal-9700	223	50	.	.	PUNCT
american_scientific_journal-9700	224	1	therefore	therefore	ADV
american_scientific_journal-9700	224	2	,	,	PUNCT
american_scientific_journal-9700	224	3	we	we	PRON
american_scientific_journal-9700	224	4	can	can	AUX
american_scientific_journal-9700	224	5	conclude	conclude	VERB
american_scientific_journal-9700	224	6	that	that	SCONJ
american_scientific_journal-9700	224	7	this	this	DET
american_scientific_journal-9700	224	8	hierarchical	hierarchical	ADJ
american_scientific_journal-9700	224	9	clustering	clustering	NOUN
american_scientific_journal-9700	224	10	approach	approach	NOUN
american_scientific_journal-9700	224	11	based	base	VERB
american_scientific_journal-9700	224	12	on	on	ADP
american_scientific_journal-9700	224	13	heuristic	heuristic	NOUN
american_scientific_journal-9700	224	14	supported	support	VERB
american_scientific_journal-9700	224	15	by	by	ADP
american_scientific_journal-9700	224	16	domain	domain	NOUN
american_scientific_journal-9700	224	17	knowledge	knowledge	NOUN
american_scientific_journal-9700	224	18	can	can	AUX
american_scientific_journal-9700	224	19	create	create	VERB
american_scientific_journal-9700	224	20	segments	segment	NOUN
american_scientific_journal-9700	224	21	of	of	ADP
american_scientific_journal-9700	224	22	higher	high	ADJ
american_scientific_journal-9700	224	23	similarity	similarity	NOUN
american_scientific_journal-9700	224	24	for	for	ADP
american_scientific_journal-9700	224	25	both	both	CCONJ
american_scientific_journal-9700	224	26	complaining	complain	VERB
american_scientific_journal-9700	224	27	and	and	CCONJ
american_scientific_journal-9700	224	28	non	non	ADJ
american_scientific_journal-9700	224	29	-	-	ADJ
american_scientific_journal-9700	224	30	complaining	complaining	ADJ
american_scientific_journal-9700	224	31	customers	customer	NOUN
american_scientific_journal-9700	224	32	.	.	PUNCT
american_scientific_journal-9700	225	1	the	the	DET
american_scientific_journal-9700	225	2	clustering	cluster	VERB
american_scientific_journal-9700	225	3	scheme	scheme	NOUN
american_scientific_journal-9700	225	4	that	that	PRON
american_scientific_journal-9700	225	5	has	have	AUX
american_scientific_journal-9700	225	6	been	be	AUX
american_scientific_journal-9700	225	7	introduced	introduce	VERB
american_scientific_journal-9700	225	8	can	can	AUX
american_scientific_journal-9700	225	9	be	be	AUX
american_scientific_journal-9700	225	10	used	use	VERB
american_scientific_journal-9700	225	11	for	for	ADP
american_scientific_journal-9700	225	12	designing	design	VERB
american_scientific_journal-9700	225	13	an	an	DET
american_scientific_journal-9700	225	14	appropriate	appropriate	ADJ
american_scientific_journal-9700	225	15	preprocessing	preprocessing	NOUN
american_scientific_journal-9700	225	16	methodology	methodology	NOUN
american_scientific_journal-9700	225	17	for	for	ADP
american_scientific_journal-9700	225	18	the	the	DET
american_scientific_journal-9700	225	19	majority	majority	NOUN
american_scientific_journal-9700	225	20	class	class	NOUN
american_scientific_journal-9700	225	21	.	.	PUNCT
american_scientific_journal-9700	226	1	namely	namely	ADV
american_scientific_journal-9700	226	2	,	,	PUNCT
american_scientific_journal-9700	226	3	clusters	cluster	NOUN
american_scientific_journal-9700	226	4	with	with	ADP
american_scientific_journal-9700	226	5	low	low	ADJ
american_scientific_journal-9700	226	6	variability	variability	NOUN
american_scientific_journal-9700	226	7	,	,	PUNCT
american_scientific_journal-9700	226	8	characterized	characterize	VERB
american_scientific_journal-9700	226	9	a	a	PRON
american_scientific_journal-9700	226	10	-	-	PUNCT
american_scientific_journal-9700	226	11	by	by	ADP
american_scientific_journal-9700	226	12	a	a	DET
american_scientific_journal-9700	226	13	pca1	pca1	NOUN
american_scientific_journal-9700	226	14	ratio	ratio	NOUN
american_scientific_journal-9700	226	15	closed	close	VERB
american_scientific_journal-9700	226	16	to	to	ADP
american_scientific_journal-9700	226	17	1	1	NUM
american_scientific_journal-9700	226	18	need	need	AUX
american_scientific_journal-9700	226	19	not	not	PART
american_scientific_journal-9700	226	20	be	be	AUX
american_scientific_journal-9700	226	21	densely	densely	ADV
american_scientific_journal-9700	226	22	sampled	sample	VERB
american_scientific_journal-9700	226	23	,	,	PUNCT
american_scientific_journal-9700	226	24	while	while	SCONJ
american_scientific_journal-9700	226	25	clusters	cluster	NOUN
american_scientific_journal-9700	226	26	with	with	ADP
american_scientific_journal-9700	226	27	high	high	ADJ
american_scientific_journal-9700	226	28	variability	variability	NOUN
american_scientific_journal-9700	226	29	should	should	AUX
american_scientific_journal-9700	226	30	be	be	AUX
american_scientific_journal-9700	226	31	densely	densely	ADV
american_scientific_journal-9700	226	32	sampled	sample	VERB
american_scientific_journal-9700	226	33	even	even	ADV
american_scientific_journal-9700	226	34	oversampled	oversample	VERB
american_scientific_journal-9700	226	35	if	if	SCONJ
american_scientific_journal-9700	226	36	they	they	PRON
american_scientific_journal-9700	226	37	have	have	VERB
american_scientific_journal-9700	226	38	low	low	ADJ
american_scientific_journal-9700	226	39	population	population	NOUN
american_scientific_journal-9700	226	40	.	.	PUNCT
american_scientific_journal-9700	227	1	6	6	X
american_scientific_journal-9700	227	2	.	.	X
american_scientific_journal-9700	227	3	concluding	conclude	VERB
american_scientific_journal-9700	227	4	remarks	remark	NOUN
american_scientific_journal-9700	227	5	in	in	ADP
american_scientific_journal-9700	227	6	this	this	DET
american_scientific_journal-9700	227	7	work	work	NOUN
american_scientific_journal-9700	227	8	,	,	PUNCT
american_scientific_journal-9700	227	9	we	we	PRON
american_scientific_journal-9700	227	10	proposed	propose	VERB
american_scientific_journal-9700	227	11	a	a	DET
american_scientific_journal-9700	227	12	methodology	methodology	NOUN
american_scientific_journal-9700	227	13	for	for	ADP
american_scientific_journal-9700	227	14	preprocessing	preprocesse	VERB
american_scientific_journal-9700	227	15	imbalanced	imbalanced	ADJ
american_scientific_journal-9700	227	16	data	datum	NOUN
american_scientific_journal-9700	227	17	with	with	ADP
american_scientific_journal-9700	227	18	the	the	DET
american_scientific_journal-9700	227	19	aim	aim	NOUN
american_scientific_journal-9700	227	20	of	of	ADP
american_scientific_journal-9700	227	21	detecting	detect	VERB
american_scientific_journal-9700	227	22	rare	rare	ADJ
american_scientific_journal-9700	227	23	events	event	NOUN
american_scientific_journal-9700	227	24	.	.	PUNCT
american_scientific_journal-9700	228	1	we	we	PRON
american_scientific_journal-9700	228	2	recall	recall	VERB
american_scientific_journal-9700	228	3	that	that	SCONJ
american_scientific_journal-9700	228	4	in	in	ADP
american_scientific_journal-9700	228	5	the	the	DET
american_scientific_journal-9700	228	6	application	application	NOUN
american_scientific_journal-9700	228	7	of	of	ADP
american_scientific_journal-9700	228	8	all	all	DET
american_scientific_journal-9700	228	9	machine	machine	NOUN
american_scientific_journal-9700	228	10	learning	learn	VERB
american_scientific_journal-9700	228	11	algorithms	algorithm	NOUN
american_scientific_journal-9700	228	12	,	,	PUNCT
american_scientific_journal-9700	228	13	data	datum	NOUN
american_scientific_journal-9700	228	14	is	be	AUX
american_scientific_journal-9700	228	15	split	split	VERB
american_scientific_journal-9700	228	16	into	into	ADP
american_scientific_journal-9700	228	17	training	training	NOUN
american_scientific_journal-9700	228	18	and	and	CCONJ
american_scientific_journal-9700	228	19	test	test	NOUN
american_scientific_journal-9700	228	20	sets	set	NOUN
american_scientific_journal-9700	228	21	and	and	CCONJ
american_scientific_journal-9700	228	22	one	one	PRON
american_scientific_journal-9700	228	23	can	can	AUX
american_scientific_journal-9700	228	24	preprocess	preprocess	VERB
american_scientific_journal-9700	228	25	the	the	DET
american_scientific_journal-9700	228	26	training	training	NOUN
american_scientific_journal-9700	228	27	set	set	VERB
american_scientific_journal-9700	228	28	in	in	ADP
american_scientific_journal-9700	228	29	order	order	NOUN
american_scientific_journal-9700	228	30	to	to	PART
american_scientific_journal-9700	228	31	improve	improve	VERB
american_scientific_journal-9700	228	32	the	the	DET
american_scientific_journal-9700	228	33	performance	performance	NOUN
american_scientific_journal-9700	228	34	of	of	ADP
american_scientific_journal-9700	228	35	the	the	DET
american_scientific_journal-9700	228	36	algorithm	algorithm	NOUN
american_scientific_journal-9700	228	37	.	.	PUNCT
american_scientific_journal-9700	229	1	with	with	ADP
american_scientific_journal-9700	229	2	the	the	DET
american_scientific_journal-9700	229	3	purpose	purpose	NOUN
american_scientific_journal-9700	229	4	of	of	ADP
american_scientific_journal-9700	229	5	detecting	detect	VERB
american_scientific_journal-9700	229	6	rare	rare	ADJ
american_scientific_journal-9700	229	7	events	event	NOUN
american_scientific_journal-9700	229	8	,	,	PUNCT
american_scientific_journal-9700	229	9	described	describe	VERB
american_scientific_journal-9700	229	10	in	in	ADP
american_scientific_journal-9700	229	11	terms	term	NOUN
american_scientific_journal-9700	229	12	of	of	ADP
american_scientific_journal-9700	229	13	minority	minority	NOUN
american_scientific_journal-9700	229	14	and	and	CCONJ
american_scientific_journal-9700	229	15	majority	majority	NOUN
american_scientific_journal-9700	229	16	classes	class	NOUN
american_scientific_journal-9700	229	17	,	,	PUNCT
american_scientific_journal-9700	229	18	oversampling	oversample	VERB
american_scientific_journal-9700	229	19	of	of	ADP
american_scientific_journal-9700	229	20	the	the	DET
american_scientific_journal-9700	229	21	minority	minority	NOUN
american_scientific_journal-9700	229	22	class	class	NOUN
american_scientific_journal-9700	229	23	is	be	AUX
american_scientific_journal-9700	229	24	a	a	DET
american_scientific_journal-9700	229	25	wellknown	wellknown	ADJ
american_scientific_journal-9700	229	26	and	and	CCONJ
american_scientific_journal-9700	229	27	successful	successful	ADJ
american_scientific_journal-9700	229	28	technique	technique	NOUN
american_scientific_journal-9700	229	29	.	.	PUNCT
american_scientific_journal-9700	230	1	on	on	ADP
american_scientific_journal-9700	230	2	the	the	DET
american_scientific_journal-9700	230	3	other	other	ADJ
american_scientific_journal-9700	230	4	hand	hand	NOUN
american_scientific_journal-9700	230	5	,	,	PUNCT
american_scientific_journal-9700	230	6	preprocessing	preprocessing	NOUN
american_scientific_journal-9700	230	7	of	of	ADP
american_scientific_journal-9700	230	8	the	the	DET
american_scientific_journal-9700	230	9	majority	majority	NOUN
american_scientific_journal-9700	230	10	class	class	NOUN
american_scientific_journal-9700	230	11	is	be	AUX
american_scientific_journal-9700	230	12	usually	usually	ADV
american_scientific_journal-9700	230	13	restricted	restrict	VERB
american_scientific_journal-9700	230	14	to	to	ADP
american_scientific_journal-9700	230	15	y	y	PROPN
american_scientific_journal-9700	230	16	=	=	PUNCT
american_scientific_journal-9700	230	17	0.9277x	0.9277x	PROPN
american_scientific_journal-9700	231	1	+	+	NUM
american_scientific_journal-9700	231	2	0.172	0.172	NUM
american_scientific_journal-9700	231	3	r²=0.6772	r²=0.6772	NOUN
american_scientific_journal-9700	231	4	0.00	0.00	NUM
american_scientific_journal-9700	231	5	2.00	2.00	NUM
american_scientific_journal-9700	231	6	4.00	4.00	NUM
american_scientific_journal-9700	231	7	6.00	6.00	NUM
american_scientific_journal-9700	231	8	8.00	8.00	NUM
american_scientific_journal-9700	231	9	10.00	10.00	NUM
american_scientific_journal-9700	231	10	12.00	12.00	NUM
american_scientific_journal-9700	231	11	14.00	14.00	NUM
american_scientific_journal-9700	231	12	16.00	16.00	NUM
american_scientific_journal-9700	231	13	18.00	18.00	NUM
american_scientific_journal-9700	231	14	0.00	0.00	NUM
american_scientific_journal-9700	231	15	2.00	2.00	NUM
american_scientific_journal-9700	231	16	4.00	4.00	NUM
american_scientific_journal-9700	231	17	6.00	6.00	NUM
american_scientific_journal-9700	231	18	8.00	8.00	NUM
american_scientific_journal-9700	231	19	10.00	10.00	NUM
american_scientific_journal-9700	231	20	12.00	12.00	NUM
american_scientific_journal-9700	231	21	%	%	NOUN
american_scientific_journal-9700	231	22	o	o	NOUN
american_scientific_journal-9700	231	23	f	f	PROPN
american_scientific_journal-9700	231	24	cu	cu	PROPN
american_scientific_journal-9700	231	25	st	st	PROPN
american_scientific_journal-9700	232	1	o	o	NOUN
american_scientific_journal-9700	232	2	m	m	VERB
american_scientific_journal-9700	232	3	er	er	INTJ
american_scientific_journal-9700	232	4	s	s	X
american_scientific_journal-9700	232	5	in	in	ADP
american_scientific_journal-9700	232	6	c	c	PROPN
american_scientific_journal-9700	232	7	lu	lu	PROPN
american_scientific_journal-9700	232	8	st	st	PROPN
american_scientific_journal-9700	233	1	er	er	INTJ
american_scientific_journal-9700	233	2	f	f	X
american_scientific_journal-9700	233	3	o	o	NOUN
american_scientific_journal-9700	233	4	r	r	NOUN
american_scientific_journal-9700	233	5	n	n	NOUN
american_scientific_journal-9700	233	6	o	o	NOUN
american_scientific_journal-9700	233	7	n	n	X
american_scientific_journal-9700	233	8	co	co	NOUN
american_scientific_journal-9700	233	9	m	m	PROPN
american_scientific_journal-9700	233	10	p	p	ADJ
american_scientific_journal-9700	233	11	la	la	ADV
american_scientific_journal-9700	233	12	in	in	ADV
american_scientific_journal-9700	233	13	in	in	ADP
american_scientific_journal-9700	233	14	g	g	PROPN
american_scientific_journal-9700	233	15	cu	cu	PROPN
american_scientific_journal-9700	233	16	st	st	PROPN
american_scientific_journal-9700	234	1	o	o	NOUN
american_scientific_journal-9700	234	2	m	m	VERB
american_scientific_journal-9700	234	3	er	er	INTJ
american_scientific_journal-9700	234	4	s	s	X
american_scientific_journal-9700	234	5	%	%	NOUN
american_scientific_journal-9700	234	6	of	of	ADP
american_scientific_journal-9700	234	7	customers	customer	NOUN
american_scientific_journal-9700	234	8	in	in	ADP
american_scientific_journal-9700	234	9	cluster	cluster	NOUN
american_scientific_journal-9700	234	10	for	for	ADP
american_scientific_journal-9700	234	11	complaining	complain	VERB
american_scientific_journal-9700	234	12	customers	customer	NOUN
american_scientific_journal-9700	234	13	distribution	distribution	NOUN
american_scientific_journal-9700	234	14	of	of	ADP
american_scientific_journal-9700	234	15	customers	customer	NOUN
american_scientific_journal-9700	234	16	into	into	ADP
american_scientific_journal-9700	234	17	clusters	cluster	NOUN
american_scientific_journal-9700	234	18	american	american	PROPN
american_scientific_journal-9700	234	19	academic	academic	PROPN
american_scientific_journal-9700	234	20	scientific	scientific	ADJ
american_scientific_journal-9700	234	21	research	research	NOUN
american_scientific_journal-9700	234	22	journal	journal	NOUN
american_scientific_journal-9700	234	23	for	for	ADP
american_scientific_journal-9700	234	24	engineering	engineering	NOUN
american_scientific_journal-9700	234	25	,	,	PUNCT
american_scientific_journal-9700	234	26	technology	technology	NOUN
american_scientific_journal-9700	234	27	,	,	PUNCT
american_scientific_journal-9700	234	28	and	and	CCONJ
american_scientific_journal-9700	234	29	sciences	science	NOUN
american_scientific_journal-9700	234	30	(	(	PUNCT
american_scientific_journal-9700	234	31	asrjets	asrjet	NOUN
american_scientific_journal-9700	234	32	)	)	PUNCT
american_scientific_journal-9700	234	33	volume	volume	NOUN
american_scientific_journal-9700	234	34	97	97	NUM
american_scientific_journal-9700	234	35	,	,	PUNCT
american_scientific_journal-9700	234	36	no	no	DET
american_scientific_journal-9700	234	37	1	1	NUM
american_scientific_journal-9700	234	38	,	,	PUNCT
american_scientific_journal-9700	234	39	pp	pp	ADV
american_scientific_journal-9700	234	40	188	188	NUM
american_scientific_journal-9700	234	41	-	-	SYM
american_scientific_journal-9700	234	42	202	202	NUM
american_scientific_journal-9700	234	43	201	201	NUM
american_scientific_journal-9700	234	44	random	random	ADJ
american_scientific_journal-9700	234	45	under	under	NOUN
american_scientific_journal-9700	234	46	-	-	PUNCT
american_scientific_journal-9700	234	47	sampling	sampling	NOUN
american_scientific_journal-9700	234	48	.	.	PUNCT
american_scientific_journal-9700	235	1	in	in	ADP
american_scientific_journal-9700	235	2	this	this	DET
american_scientific_journal-9700	235	3	work	work	NOUN
american_scientific_journal-9700	235	4	we	we	PRON
american_scientific_journal-9700	235	5	propose	propose	VERB
american_scientific_journal-9700	235	6	a	a	DET
american_scientific_journal-9700	235	7	decomposition	decomposition	NOUN
american_scientific_journal-9700	235	8	of	of	ADP
american_scientific_journal-9700	235	9	the	the	DET
american_scientific_journal-9700	235	10	majority	majority	NOUN
american_scientific_journal-9700	235	11	group	group	NOUN
american_scientific_journal-9700	235	12	into	into	ADP
american_scientific_journal-9700	235	13	subsets	subset	NOUN
american_scientific_journal-9700	235	14	,	,	PUNCT
american_scientific_journal-9700	235	15	based	base	VERB
american_scientific_journal-9700	235	16	on	on	ADP
american_scientific_journal-9700	235	17	the	the	DET
american_scientific_journal-9700	235	18	similarity	similarity	NOUN
american_scientific_journal-9700	235	19	of	of	ADP
american_scientific_journal-9700	235	20	the	the	DET
american_scientific_journal-9700	235	21	items	item	NOUN
american_scientific_journal-9700	235	22	in	in	ADP
american_scientific_journal-9700	235	23	each	each	DET
american_scientific_journal-9700	235	24	set	set	NOUN
american_scientific_journal-9700	235	25	.	.	PUNCT
american_scientific_journal-9700	236	1	the	the	DET
american_scientific_journal-9700	236	2	similarity	similarity	NOUN
american_scientific_journal-9700	236	3	is	be	AUX
american_scientific_journal-9700	236	4	determined	determine	VERB
american_scientific_journal-9700	236	5	by	by	ADP
american_scientific_journal-9700	236	6	principal	principal	ADJ
american_scientific_journal-9700	236	7	component	component	NOUN
american_scientific_journal-9700	236	8	analysis	analysis	NOUN
american_scientific_journal-9700	236	9	,	,	PUNCT
american_scientific_journal-9700	236	10	the	the	DET
american_scientific_journal-9700	236	11	similarity	similarity	NOUN
american_scientific_journal-9700	236	12	measure	measure	NOUN
american_scientific_journal-9700	236	13	being	be	AUX
american_scientific_journal-9700	236	14	the	the	DET
american_scientific_journal-9700	236	15	percentage	percentage	NOUN
american_scientific_journal-9700	236	16	of	of	ADP
american_scientific_journal-9700	236	17	the	the	DET
american_scientific_journal-9700	236	18	variance	variance	NOUN
american_scientific_journal-9700	236	19	explained	explain	VERB
american_scientific_journal-9700	236	20	by	by	ADP
american_scientific_journal-9700	236	21	the	the	DET
american_scientific_journal-9700	236	22	largest	large	ADJ
american_scientific_journal-9700	236	23	eigenvalue	eigenvalue	NOUN
american_scientific_journal-9700	236	24	of	of	ADP
american_scientific_journal-9700	236	25	the	the	DET
american_scientific_journal-9700	236	26	covariance	covariance	NOUN
american_scientific_journal-9700	236	27	matrix	matrix	NOUN
american_scientific_journal-9700	236	28	,	,	PUNCT
american_scientific_journal-9700	236	29	denoted	denote	VERB
american_scientific_journal-9700	236	30	as	as	ADP
american_scientific_journal-9700	236	31	pca1	pca1	PROPN
american_scientific_journal-9700	236	32	.	.	PUNCT
american_scientific_journal-9700	237	1	this	this	DET
american_scientific_journal-9700	237	2	methodology	methodology	NOUN
american_scientific_journal-9700	237	3	is	be	AUX
american_scientific_journal-9700	237	4	applied	apply	VERB
american_scientific_journal-9700	237	5	to	to	ADP
american_scientific_journal-9700	237	6	the	the	DET
american_scientific_journal-9700	237	7	complaints	complaint	NOUN
american_scientific_journal-9700	237	8	to	to	ADP
american_scientific_journal-9700	237	9	a	a	DET
american_scientific_journal-9700	237	10	series	series	NOUN
american_scientific_journal-9700	237	11	of	of	ADP
american_scientific_journal-9700	237	12	invoices	invoice	NOUN
american_scientific_journal-9700	237	13	in	in	ADP
american_scientific_journal-9700	237	14	telecommunication	telecommunication	NOUN
american_scientific_journal-9700	237	15	sector	sector	NOUN
american_scientific_journal-9700	237	16	,	,	PUNCT
american_scientific_journal-9700	237	17	where	where	SCONJ
american_scientific_journal-9700	237	18	the	the	DET
american_scientific_journal-9700	237	19	events	event	NOUN
american_scientific_journal-9700	237	20	to	to	PART
american_scientific_journal-9700	237	21	be	be	AUX
american_scientific_journal-9700	237	22	detected	detect	VERB
american_scientific_journal-9700	237	23	,	,	PUNCT
american_scientific_journal-9700	237	24	i.e.	i.e.	X
american_scientific_journal-9700	237	25	,	,	PUNCT
american_scientific_journal-9700	237	26	the	the	DET
american_scientific_journal-9700	237	27	minority	minority	NOUN
american_scientific_journal-9700	237	28	class	class	NOUN
american_scientific_journal-9700	237	29	is	be	AUX
american_scientific_journal-9700	237	30	about	about	ADV
american_scientific_journal-9700	237	31	10	10	NUM
american_scientific_journal-9700	237	32	-	-	SYM
american_scientific_journal-9700	237	33	4	4	NUM
american_scientific_journal-9700	237	34	of	of	ADP
american_scientific_journal-9700	237	35	the	the	DET
american_scientific_journal-9700	237	36	total	total	ADJ
american_scientific_journal-9700	237	37	population	population	NOUN
american_scientific_journal-9700	237	38	.	.	PUNCT
american_scientific_journal-9700	238	1	the	the	DET
american_scientific_journal-9700	238	2	clustering	clustering	NOUN
american_scientific_journal-9700	238	3	of	of	ADP
american_scientific_journal-9700	238	4	the	the	DET
american_scientific_journal-9700	238	5	training	training	NOUN
american_scientific_journal-9700	238	6	set	set	NOUN
american_scientific_journal-9700	238	7	is	be	AUX
american_scientific_journal-9700	238	8	based	base	VERB
american_scientific_journal-9700	238	9	on	on	ADP
american_scientific_journal-9700	238	10	extracting	extract	VERB
american_scientific_journal-9700	238	11	homogeneous	homogeneous	ADJ
american_scientific_journal-9700	238	12	subsets	subset	NOUN
american_scientific_journal-9700	238	13	,	,	PUNCT
american_scientific_journal-9700	238	14	based	base	VERB
american_scientific_journal-9700	238	15	on	on	ADP
american_scientific_journal-9700	238	16	the	the	DET
american_scientific_journal-9700	238	17	range	range	NOUN
american_scientific_journal-9700	238	18	,	,	PUNCT
american_scientific_journal-9700	238	19	the	the	DET
american_scientific_journal-9700	238	20	standard	standard	ADJ
american_scientific_journal-9700	238	21	deviation	deviation	NOUN
american_scientific_journal-9700	238	22	,	,	PUNCT
american_scientific_journal-9700	238	23	the	the	DET
american_scientific_journal-9700	238	24	mean	mean	ADJ
american_scientific_journal-9700	238	25	and	and	CCONJ
american_scientific_journal-9700	238	26	other	other	ADJ
american_scientific_journal-9700	238	27	application	application	NOUN
american_scientific_journal-9700	238	28	specific	specific	ADJ
american_scientific_journal-9700	238	29	features	feature	NOUN
american_scientific_journal-9700	238	30	of	of	ADP
american_scientific_journal-9700	238	31	the	the	DET
american_scientific_journal-9700	238	32	data	datum	NOUN
american_scientific_journal-9700	238	33	.	.	PUNCT
american_scientific_journal-9700	239	1	the	the	DET
american_scientific_journal-9700	239	2	preprocessing	preprocessing	NOUN
american_scientific_journal-9700	239	3	scheme	scheme	NOUN
american_scientific_journal-9700	239	4	that	that	SCONJ
american_scientific_journal-9700	239	5	we	we	PRON
american_scientific_journal-9700	239	6	propose	propose	VERB
american_scientific_journal-9700	239	7	is	be	AUX
american_scientific_journal-9700	239	8	random	random	ADJ
american_scientific_journal-9700	239	9	under	under	NOUN
american_scientific_journal-9700	239	10	-	-	PUNCT
american_scientific_journal-9700	239	11	sampling	sampling	NOUN
american_scientific_journal-9700	239	12	from	from	ADP
american_scientific_journal-9700	239	13	each	each	DET
american_scientific_journal-9700	239	14	cluster	cluster	NOUN
american_scientific_journal-9700	239	15	at	at	ADP
american_scientific_journal-9700	239	16	different	different	ADJ
american_scientific_journal-9700	239	17	selection	selection	NOUN
american_scientific_journal-9700	239	18	rates	rate	NOUN
american_scientific_journal-9700	239	19	.	.	PUNCT
american_scientific_journal-9700	240	1	for	for	ADP
american_scientific_journal-9700	240	2	example	example	NOUN
american_scientific_journal-9700	240	3	,	,	PUNCT
american_scientific_journal-9700	240	4	fewer	few	ADJ
american_scientific_journal-9700	240	5	samples	sample	NOUN
american_scientific_journal-9700	240	6	will	will	AUX
american_scientific_journal-9700	240	7	be	be	AUX
american_scientific_journal-9700	240	8	selected	select	VERB
american_scientific_journal-9700	240	9	from	from	ADP
american_scientific_journal-9700	240	10	clusters	cluster	NOUN
american_scientific_journal-9700	240	11	with	with	ADP
american_scientific_journal-9700	240	12	higher	high	ADJ
american_scientific_journal-9700	240	13	pca1	pca1	NOUN
american_scientific_journal-9700	240	14	values	value	NOUN
american_scientific_journal-9700	240	15	.	.	PUNCT
american_scientific_journal-9700	241	1	as	as	SCONJ
american_scientific_journal-9700	241	2	items	item	NOUN
american_scientific_journal-9700	241	3	in	in	ADP
american_scientific_journal-9700	241	4	these	these	DET
american_scientific_journal-9700	241	5	clusters	cluster	NOUN
american_scientific_journal-9700	241	6	are	be	AUX
american_scientific_journal-9700	241	7	very	very	ADV
american_scientific_journal-9700	241	8	similar	similar	ADJ
american_scientific_journal-9700	241	9	to	to	ADP
american_scientific_journal-9700	241	10	each	each	DET
american_scientific_journal-9700	241	11	other	other	ADJ
american_scientific_journal-9700	241	12	,	,	PUNCT
american_scientific_journal-9700	241	13	selecting	select	VERB
american_scientific_journal-9700	241	14	too	too	ADV
american_scientific_journal-9700	241	15	many	many	ADJ
american_scientific_journal-9700	241	16	of	of	ADP
american_scientific_journal-9700	241	17	these	these	PRON
american_scientific_journal-9700	241	18	will	will	AUX
american_scientific_journal-9700	241	19	not	not	PART
american_scientific_journal-9700	241	20	add	add	VERB
american_scientific_journal-9700	241	21	any	any	DET
american_scientific_journal-9700	241	22	new	new	ADJ
american_scientific_journal-9700	241	23	information	information	NOUN
american_scientific_journal-9700	241	24	to	to	ADP
american_scientific_journal-9700	241	25	the	the	DET
american_scientific_journal-9700	241	26	models	model	NOUN
american_scientific_journal-9700	241	27	,	,	PUNCT
american_scientific_journal-9700	241	28	but	but	CCONJ
american_scientific_journal-9700	241	29	it	it	PRON
american_scientific_journal-9700	241	30	will	will	AUX
american_scientific_journal-9700	241	31	increase	increase	VERB
american_scientific_journal-9700	241	32	the	the	DET
american_scientific_journal-9700	241	33	computational	computational	ADJ
american_scientific_journal-9700	241	34	power	power	NOUN
american_scientific_journal-9700	241	35	needed	need	VERB
american_scientific_journal-9700	241	36	,	,	PUNCT
american_scientific_journal-9700	241	37	also	also	ADV
american_scientific_journal-9700	241	38	increasing	increase	VERB
american_scientific_journal-9700	241	39	the	the	DET
american_scientific_journal-9700	241	40	running	running	ADJ
american_scientific_journal-9700	241	41	time	time	NOUN
american_scientific_journal-9700	241	42	of	of	ADP
american_scientific_journal-9700	241	43	the	the	DET
american_scientific_journal-9700	241	44	models	model	NOUN
american_scientific_journal-9700	241	45	.	.	PUNCT
american_scientific_journal-9700	242	1	for	for	ADP
american_scientific_journal-9700	242	2	the	the	DET
american_scientific_journal-9700	242	3	clusters	cluster	NOUN
american_scientific_journal-9700	242	4	with	with	ADP
american_scientific_journal-9700	242	5	lower	low	ADJ
american_scientific_journal-9700	242	6	pca1	pca1	NOUN
american_scientific_journal-9700	242	7	values	value	NOUN
american_scientific_journal-9700	242	8	,	,	PUNCT
american_scientific_journal-9700	242	9	we	we	PRON
american_scientific_journal-9700	242	10	propose	propose	VERB
american_scientific_journal-9700	242	11	selecting	select	VERB
american_scientific_journal-9700	242	12	more	more	ADJ
american_scientific_journal-9700	242	13	observations	observation	NOUN
american_scientific_journal-9700	242	14	to	to	PART
american_scientific_journal-9700	242	15	represent	represent	VERB
american_scientific_journal-9700	242	16	the	the	DET
american_scientific_journal-9700	242	17	variability	variability	NOUN
american_scientific_journal-9700	242	18	of	of	ADP
american_scientific_journal-9700	242	19	the	the	DET
american_scientific_journal-9700	242	20	items	item	NOUN
american_scientific_journal-9700	242	21	.	.	PUNCT
american_scientific_journal-9700	243	1	finally	finally	ADV
american_scientific_journal-9700	243	2	,	,	PUNCT
american_scientific_journal-9700	243	3	if	if	SCONJ
american_scientific_journal-9700	243	4	a	a	DET
american_scientific_journal-9700	243	5	cluster	cluster	NOUN
american_scientific_journal-9700	243	6	does	do	AUX
american_scientific_journal-9700	243	7	not	not	PART
american_scientific_journal-9700	243	8	have	have	VERB
american_scientific_journal-9700	243	9	enough	enough	ADJ
american_scientific_journal-9700	243	10	observations	observation	NOUN
american_scientific_journal-9700	243	11	to	to	PART
american_scientific_journal-9700	243	12	start	start	VERB
american_scientific_journal-9700	243	13	with	with	ADP
american_scientific_journal-9700	243	14	,	,	PUNCT
american_scientific_journal-9700	243	15	oversampling	oversample	VERB
american_scientific_journal-9700	243	16	algorithms	algorithm	NOUN
american_scientific_journal-9700	243	17	like	like	ADP
american_scientific_journal-9700	243	18	smote	smote	NOUN
american_scientific_journal-9700	243	19	can	can	AUX
american_scientific_journal-9700	243	20	be	be	AUX
american_scientific_journal-9700	243	21	used	use	VERB
american_scientific_journal-9700	243	22	to	to	PART
american_scientific_journal-9700	243	23	enhance	enhance	VERB
american_scientific_journal-9700	243	24	the	the	DET
american_scientific_journal-9700	243	25	number	number	NOUN
american_scientific_journal-9700	243	26	of	of	ADP
american_scientific_journal-9700	243	27	observations	observation	NOUN
american_scientific_journal-9700	243	28	.	.	PUNCT
american_scientific_journal-9700	244	1	application	application	NOUN
american_scientific_journal-9700	244	2	of	of	ADP
american_scientific_journal-9700	244	3	the	the	DET
american_scientific_journal-9700	244	4	method	method	NOUN
american_scientific_journal-9700	244	5	proposed	propose	VERB
american_scientific_journal-9700	244	6	here	here	ADV
american_scientific_journal-9700	244	7	and	and	CCONJ
american_scientific_journal-9700	244	8	the	the	DET
american_scientific_journal-9700	244	9	investigation	investigation	NOUN
american_scientific_journal-9700	244	10	of	of	ADP
american_scientific_journal-9700	244	11	its	its	PRON
american_scientific_journal-9700	244	12	performance	performance	NOUN
american_scientific_journal-9700	244	13	in	in	ADP
american_scientific_journal-9700	244	14	terms	term	NOUN
american_scientific_journal-9700	244	15	specificity	specificity	NOUN
american_scientific_journal-9700	244	16	and	and	CCONJ
american_scientific_journal-9700	244	17	sensitivity	sensitivity	NOUN
american_scientific_journal-9700	244	18	and	and	CCONJ
american_scientific_journal-9700	244	19	run	run	ADJ
american_scientific_journal-9700	244	20	-	-	PUNCT
american_scientific_journal-9700	244	21	time	time	NOUN
american_scientific_journal-9700	244	22	improvement	improvement	NOUN
american_scientific_journal-9700	244	23	is	be	AUX
american_scientific_journal-9700	244	24	planned	plan	VERB
american_scientific_journal-9700	244	25	for	for	ADP
american_scientific_journal-9700	244	26	future	future	ADJ
american_scientific_journal-9700	244	27	work	work	NOUN
american_scientific_journal-9700	244	28	.	.	PUNCT
american_scientific_journal-9700	245	1	references	reference	NOUN
american_scientific_journal-9700	245	2	[	[	X
american_scientific_journal-9700	245	3	1	1	NUM
american_scientific_journal-9700	245	4	]	]	PUNCT
american_scientific_journal-9700	245	5	m.	m.	NOUN
american_scientific_journal-9700	245	6	galar	galar	NOUN
american_scientific_journal-9700	245	7	,	,	PUNCT
american_scientific_journal-9700	245	8	a.	a.	NOUN
american_scientific_journal-9700	245	9	fernandez	fernandez	PROPN
american_scientific_journal-9700	245	10	,	,	PUNCT
american_scientific_journal-9700	245	11	e.	e.	PROPN
american_scientific_journal-9700	245	12	barrenechea	barrenechea	PROPN
american_scientific_journal-9700	245	13	,	,	PUNCT
american_scientific_journal-9700	245	14	h.	h.	PROPN
american_scientific_journal-9700	245	15	bustince	bustince	PROPN
american_scientific_journal-9700	245	16	,	,	PUNCT
american_scientific_journal-9700	245	17	f.	f.	PROPN
american_scientific_journal-9700	245	18	herrera	herrera	PROPN
american_scientific_journal-9700	245	19	,	,	PUNCT
american_scientific_journal-9700	245	20	“	"	PUNCT
american_scientific_journal-9700	245	21	a	a	DET
american_scientific_journal-9700	245	22	review	review	NOUN
american_scientific_journal-9700	245	23	on	on	ADP
american_scientific_journal-9700	245	24	ensembles	ensemble	NOUN
american_scientific_journal-9700	245	25	for	for	ADP
american_scientific_journal-9700	245	26	the	the	DET
american_scientific_journal-9700	245	27	class	class	NOUN
american_scientific_journal-9700	245	28	imbalance	imbalance	NOUN
american_scientific_journal-9700	245	29	problem	problem	NOUN
american_scientific_journal-9700	245	30	:	:	PUNCT
american_scientific_journal-9700	245	31	bagging-	bagging-	NUM
american_scientific_journal-9700	245	32	,	,	PUNCT
american_scientific_journal-9700	245	33	boosting-	boosting-	ADJ
american_scientific_journal-9700	245	34	,	,	PUNCT
american_scientific_journal-9700	245	35	and	and	CCONJ
american_scientific_journal-9700	245	36	hybrid	hybrid	NOUN
american_scientific_journal-9700	245	37	-	-	PUNCT
american_scientific_journal-9700	245	38	based	base	VERB
american_scientific_journal-9700	245	39	approaches	approach	NOUN
american_scientific_journal-9700	245	40	”	"	PUNCT
american_scientific_journal-9700	245	41	,	,	PUNCT
american_scientific_journal-9700	245	42	ieee	ieee	PROPN
american_scientific_journal-9700	245	43	trans	trans	PROPN
american_scientific_journal-9700	245	44	.	.	PUNCT
american_scientific_journal-9700	246	1	syst	syst	PROPN
american_scientific_journal-9700	246	2	.	.	PUNCT
american_scientific_journal-9700	247	1	man	man	PROPN
american_scientific_journal-9700	247	2	cybern	cybern	PROPN
american_scientific_journal-9700	247	3	.	.	PUNCT
american_scientific_journal-9700	248	1	–	–	PUNCT
american_scientific_journal-9700	248	2	part	part	NOUN
american_scientific_journal-9700	248	3	c	c	NOUN
american_scientific_journal-9700	248	4	,	,	PUNCT
american_scientific_journal-9700	248	5	42	42	NUM
american_scientific_journal-9700	248	6	(	(	PUNCT
american_scientific_journal-9700	248	7	4	4	NUM
american_scientific_journal-9700	248	8	)	)	PUNCT
american_scientific_journal-9700	248	9	,	,	PUNCT
american_scientific_journal-9700	248	10	463–484	463–484	NUM
american_scientific_journal-9700	248	11	,	,	PUNCT
american_scientific_journal-9700	248	12	2012	2012	NUM
american_scientific_journal-9700	248	13	[	[	X
american_scientific_journal-9700	248	14	2	2	NUM
american_scientific_journal-9700	248	15	]	]	PUNCT
american_scientific_journal-9700	248	16	c.	c.	PROPN
american_scientific_journal-9700	248	17	beyan	beyan	PROPN
american_scientific_journal-9700	248	18	and	and	CCONJ
american_scientific_journal-9700	248	19	r.	r.	PROPN
american_scientific_journal-9700	248	20	fisher	fisher	PROPN
american_scientific_journal-9700	248	21	,	,	PUNCT
american_scientific_journal-9700	248	22	“	"	PUNCT
american_scientific_journal-9700	248	23	classifying	classify	VERB
american_scientific_journal-9700	248	24	imbalanced	imbalanced	ADJ
american_scientific_journal-9700	248	25	data	data	NOUN
american_scientific_journal-9700	248	26	sets	set	NOUN
american_scientific_journal-9700	248	27	using	use	VERB
american_scientific_journal-9700	248	28	similarity	similarity	NOUN
american_scientific_journal-9700	248	29	-	-	PUNCT
american_scientific_journal-9700	248	30	based	base	VERB
american_scientific_journal-9700	248	31	hierarchical	hierarchical	ADJ
american_scientific_journal-9700	248	32	decomposition	decomposition	NOUN
american_scientific_journal-9700	248	33	,	,	PUNCT
american_scientific_journal-9700	248	34	”	"	PUNCT
american_scientific_journal-9700	248	35	pattern	pattern	NOUN
american_scientific_journal-9700	248	36	recognition	recognition	NOUN
american_scientific_journal-9700	248	37	,	,	PUNCT
american_scientific_journal-9700	248	38	vol	vol	NOUN
american_scientific_journal-9700	248	39	.	.	PROPN
american_scientific_journal-9700	249	1	48	48	NUM
american_scientific_journal-9700	249	2	,	,	PUNCT
american_scientific_journal-9700	249	3	no	no	INTJ
american_scientific_journal-9700	249	4	.	.	NOUN
american_scientific_journal-9700	249	5	5	5	NUM
american_scientific_journal-9700	249	6	,	,	PUNCT
american_scientific_journal-9700	249	7	pp	pp	ADJ
american_scientific_journal-9700	249	8	.	.	PUNCT
american_scientific_journal-9700	250	1	1653–1672	1653–1672	NUM
american_scientific_journal-9700	250	2	,	,	PUNCT
american_scientific_journal-9700	250	3	2015	2015	NUM
american_scientific_journal-9700	250	4	.	.	PUNCT
american_scientific_journal-9700	251	1	[	[	X
american_scientific_journal-9700	251	2	3	3	X
american_scientific_journal-9700	251	3	]	]	X
american_scientific_journal-9700	251	4	m.	m.	NOUN
american_scientific_journal-9700	251	5	galar	galar	NOUN
american_scientific_journal-9700	251	6	,	,	PUNCT
american_scientific_journal-9700	251	7	a.	a.	NOUN
american_scientific_journal-9700	251	8	fernandez	fernandez	PROPN
american_scientific_journal-9700	251	9	,	,	PUNCT
american_scientific_journal-9700	251	10	e.	e.	PROPN
american_scientific_journal-9700	251	11	barrenechea	barrenechea	PROPN
american_scientific_journal-9700	251	12	,	,	PUNCT
american_scientific_journal-9700	251	13	h.	h.	PROPN
american_scientific_journal-9700	251	14	bustince	bustince	PROPN
american_scientific_journal-9700	251	15	,	,	PUNCT
american_scientific_journal-9700	251	16	f.	f.	PROPN
american_scientific_journal-9700	251	17	herrera	herrera	PROPN
american_scientific_journal-9700	251	18	,	,	PUNCT
american_scientific_journal-9700	251	19	a	a	DET
american_scientific_journal-9700	251	20	review	review	NOUN
american_scientific_journal-9700	251	21	on	on	ADP
american_scientific_journal-9700	251	22	ensembles	ensemble	NOUN
american_scientific_journal-9700	251	23	for	for	ADP
american_scientific_journal-9700	251	24	the	the	DET
american_scientific_journal-9700	251	25	class	class	NOUN
american_scientific_journal-9700	251	26	imbalance	imbalance	NOUN
american_scientific_journal-9700	251	27	problem	problem	NOUN
american_scientific_journal-9700	251	28	:	:	PUNCT
american_scientific_journal-9700	251	29	bagging-	bagging-	NUM
american_scientific_journal-9700	251	30	,	,	PUNCT
american_scientific_journal-9700	251	31	boosting-	boosting-	ADJ
american_scientific_journal-9700	251	32	,	,	PUNCT
american_scientific_journal-9700	251	33	and	and	CCONJ
american_scientific_journal-9700	251	34	hybrid	hybrid	NOUN
american_scientific_journal-9700	251	35	-	-	PUNCT
american_scientific_journal-9700	251	36	based	base	VERB
american_scientific_journal-9700	251	37	approaches	approach	NOUN
american_scientific_journal-9700	251	38	,	,	PUNCT
american_scientific_journal-9700	251	39	ieee	ieee	PROPN
american_scientific_journal-9700	251	40	trans	trans	PROPN
american_scientific_journal-9700	251	41	.	.	PUNCT
american_scientific_journal-9700	252	1	syst	syst	PROPN
american_scientific_journal-9700	252	2	.	.	PUNCT
american_scientific_journal-9700	253	1	man	man	PROPN
american_scientific_journal-9700	253	2	cybern	cybern	PROPN
american_scientific_journal-9700	253	3	.	.	PUNCT
american_scientific_journal-9700	254	1	–	–	PUNCT
american_scientific_journal-9700	254	2	part	part	NOUN
american_scientific_journal-9700	254	3	c	c	NOUN
american_scientific_journal-9700	254	4	42	42	NUM
american_scientific_journal-9700	254	5	(	(	PUNCT
american_scientific_journal-9700	254	6	4	4	NUM
american_scientific_journal-9700	254	7	)	)	PUNCT
american_scientific_journal-9700	254	8	(	(	PUNCT
american_scientific_journal-9700	254	9	2012	2012	NUM
american_scientific_journal-9700	254	10	)	)	PUNCT
american_scientific_journal-9700	255	1	463–484	463–484	NUM
american_scientific_journal-9700	255	2	.	.	PUNCT
american_scientific_journal-9700	256	1	[	[	X
american_scientific_journal-9700	256	2	4	4	NUM
american_scientific_journal-9700	256	3	]	]	X
american_scientific_journal-9700	256	4	n.	n.	PROPN
american_scientific_journal-9700	256	5	v.	v.	PROPN
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american_scientific_journal-9700	256	7	,	,	PUNCT
american_scientific_journal-9700	256	8	k.	k.	PROPN
american_scientific_journal-9700	256	9	w.	w.	PROPN
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american_scientific_journal-9700	256	11	,	,	PUNCT
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american_scientific_journal-9700	256	13	o.	o.	PROPN
american_scientific_journal-9700	256	14	hall	hall	PROPN
american_scientific_journal-9700	256	15	,	,	PUNCT
american_scientific_journal-9700	256	16	and	and	CCONJ
american_scientific_journal-9700	256	17	w.	w.	PROPN
american_scientific_journal-9700	256	18	p.	p.	PROPN
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american_scientific_journal-9700	256	20	,	,	PUNCT
american_scientific_journal-9700	256	21	“	"	PUNCT
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american_scientific_journal-9700	256	25	minority	minority	NOUN
american_scientific_journal-9700	256	26	oversampling	oversample	VERB
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american_scientific_journal-9700	256	28	,	,	PUNCT
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american_scientific_journal-9700	256	33	intelligence	intelligence	NOUN
american_scientific_journal-9700	256	34	research	research	NOUN
american_scientific_journal-9700	256	35	,	,	PUNCT
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american_scientific_journal-9700	256	38	16	16	NUM
american_scientific_journal-9700	256	39	,	,	PUNCT
american_scientific_journal-9700	256	40	pp	pp	ADJ
american_scientific_journal-9700	256	41	.	.	PUNCT
american_scientific_journal-9700	257	1	321–357	321–357	NUM
american_scientific_journal-9700	257	2	,	,	PUNCT
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american_scientific_journal-9700	257	4	.	.	PUNCT
american_scientific_journal-9700	258	1	[	[	X
american_scientific_journal-9700	258	2	5	5	NUM
american_scientific_journal-9700	258	3	]	]	SYM
american_scientific_journal-9700	258	4	azhar	azhar	PROPN
american_scientific_journal-9700	258	5	,	,	PUNCT
american_scientific_journal-9700	258	6	n.a	n.a	PROPN
american_scientific_journal-9700	258	7	.	.	PROPN
american_scientific_journal-9700	258	8	,	,	PUNCT
american_scientific_journal-9700	258	9	m.s.m	m.s.m	PROPN
american_scientific_journal-9700	258	10	.	.	PROPN
american_scientific_journal-9700	258	11	pozi	pozi	PROPN
american_scientific_journal-9700	258	12	,	,	PUNCT
american_scientific_journal-9700	258	13	a.m.	a.m.	PROPN
american_scientific_journal-9700	258	14	din	din	PROPN
american_scientific_journal-9700	258	15	,	,	PUNCT
american_scientific_journal-9700	258	16	and	and	CCONJ
american_scientific_journal-9700	258	17	a.	a.	NOUN
american_scientific_journal-9700	258	18	jatowt	jatowt	PROPN
american_scientific_journal-9700	258	19	.	.	PUNCT
american_scientific_journal-9700	259	1	“	"	PUNCT
american_scientific_journal-9700	259	2	an	an	DET
american_scientific_journal-9700	259	3	investigation	investigation	NOUN
american_scientific_journal-9700	259	4	of	of	ADP
american_scientific_journal-9700	259	5	smote	smote	ADJ
american_scientific_journal-9700	259	6	based	base	VERB
american_scientific_journal-9700	259	7	methods	method	NOUN
american_scientific_journal-9700	259	8	for	for	ADP
american_scientific_journal-9700	259	9	imbalanced	imbalanced	ADJ
american_scientific_journal-9700	259	10	datasets	dataset	NOUN
american_scientific_journal-9700	259	11	with	with	ADP
american_scientific_journal-9700	259	12	data	datum	NOUN
american_scientific_journal-9700	259	13	complexity	complexity	NOUN
american_scientific_journal-9700	259	14	analysis	analysis	NOUN
american_scientific_journal-9700	259	15	.	.	PUNCT
american_scientific_journal-9700	259	16	”	"	PUNCT
american_scientific_journal-9700	260	1	ieee	ieee	NOUN
american_scientific_journal-9700	260	2	transactions	transaction	NOUN
american_scientific_journal-9700	260	3	on	on	ADP
american_scientific_journal-9700	260	4	knowledge	knowledge	NOUN
american_scientific_journal-9700	260	5	and	and	CCONJ
american_scientific_journal-9700	260	6	data	datum	NOUN
american_scientific_journal-9700	260	7	engineering	engineering	NOUN
american_scientific_journal-9700	260	8	,	,	PUNCT
american_scientific_journal-9700	260	9	knowledge	knowledge	NOUN
american_scientific_journal-9700	260	10	and	and	CCONJ
american_scientific_journal-9700	260	11	data	datum	NOUN
american_scientific_journal-9700	260	12	engineering	engineering	NOUN
american_scientific_journal-9700	260	13	,	,	PUNCT
american_scientific_journal-9700	260	14	ieee	ieee	NOUN
american_scientific_journal-9700	260	15	transactions	transaction	NOUN
american_scientific_journal-9700	260	16	on	on	ADP
american_scientific_journal-9700	260	17	,	,	PUNCT
american_scientific_journal-9700	260	18	ieee	ieee	PROPN
american_scientific_journal-9700	260	19	trans	trans	PROPN
american_scientific_journal-9700	260	20	.	.	PROPN
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american_scientific_journal-9700	260	22	.	.	PUNCT
american_scientific_journal-9700	261	1	data	datum	NOUN
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american_scientific_journal-9700	261	3	35	35	NUM
american_scientific_journal-9700	261	4	,	,	PUNCT
american_scientific_journal-9700	261	5	no	no	INTJ
american_scientific_journal-9700	261	6	.	.	NOUN
american_scientific_journal-9700	261	7	7	7	NUM
american_scientific_journal-9700	261	8	(	(	PUNCT
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american_scientific_journal-9700	261	10	1	1	NUM
american_scientific_journal-9700	261	11	,	,	PUNCT
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american_scientific_journal-9700	261	13	):	):	PUNCT
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american_scientific_journal-9700	261	15	.	.	PUNCT
american_scientific_journal-9700	262	1	doi:10.1109	doi:10.1109	ADJ
american_scientific_journal-9700	262	2	/	/	SYM
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american_scientific_journal-9700	262	4	.	.	PUNCT
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american_scientific_journal-9700	263	2	6	6	NUM
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american_scientific_journal-9700	263	4	jason	jason	PROPN
american_scientific_journal-9700	263	5	van	van	PROPN
american_scientific_journal-9700	263	6	hulse	hulse	PROPN
american_scientific_journal-9700	263	7	,	,	PUNCT
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american_scientific_journal-9700	263	9	m	m	VERB
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american_scientific_journal-9700	263	11	,	,	PUNCT
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american_scientific_journal-9700	263	15	.	.	PUNCT
american_scientific_journal-9700	264	1	“	"	PUNCT
american_scientific_journal-9700	264	2	an	an	DET
american_scientific_journal-9700	264	3	empirical	empirical	ADJ
american_scientific_journal-9700	264	4	comparison	comparison	NOUN
american_scientific_journal-9700	264	5	of	of	ADP
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american_scientific_journal-9700	264	7	american	american	ADJ
american_scientific_journal-9700	264	8	academic	academic	ADJ
american_scientific_journal-9700	264	9	scientific	scientific	ADJ
american_scientific_journal-9700	264	10	research	research	NOUN
american_scientific_journal-9700	264	11	journal	journal	NOUN
american_scientific_journal-9700	264	12	for	for	ADP
american_scientific_journal-9700	264	13	engineering	engineering	NOUN
american_scientific_journal-9700	264	14	,	,	PUNCT
american_scientific_journal-9700	264	15	technology	technology	NOUN
american_scientific_journal-9700	264	16	,	,	PUNCT
american_scientific_journal-9700	264	17	and	and	CCONJ
american_scientific_journal-9700	264	18	sciences	science	NOUN
american_scientific_journal-9700	264	19	(	(	PUNCT
american_scientific_journal-9700	264	20	asrjets	asrjet	NOUN
american_scientific_journal-9700	264	21	)	)	PUNCT
american_scientific_journal-9700	264	22	volume	volume	NOUN
american_scientific_journal-9700	264	23	97	97	NUM
american_scientific_journal-9700	264	24	,	,	PUNCT
american_scientific_journal-9700	264	25	no	no	DET
american_scientific_journal-9700	264	26	1	1	NUM
american_scientific_journal-9700	264	27	,	,	PUNCT
american_scientific_journal-9700	264	28	pp	pp	ADV
american_scientific_journal-9700	264	29	188	188	NUM
american_scientific_journal-9700	264	30	-	-	SYM
american_scientific_journal-9700	264	31	202	202	NUM
american_scientific_journal-9700	264	32	202	202	NUM
american_scientific_journal-9700	264	33	undersampling	undersampling	ADJ
american_scientific_journal-9700	264	34	techniques	technique	NOUN
american_scientific_journal-9700	264	35	.	.	PUNCT
american_scientific_journal-9700	264	36	”	"	PUNCT
american_scientific_journal-9700	265	1	in	in	ADP
american_scientific_journal-9700	265	2	information	information	NOUN
american_scientific_journal-9700	265	3	reuse	reuse	NOUN
american_scientific_journal-9700	265	4	&	&	CCONJ
american_scientific_journal-9700	265	5	integration	integration	NOUN
american_scientific_journal-9700	265	6	,	,	PUNCT
american_scientific_journal-9700	265	7	2009	2009	NUM
american_scientific_journal-9700	265	8	.	.	PUNCT
american_scientific_journal-9700	266	1	iri’09	iri’09	PROPN
american_scientific_journal-9700	266	2	.	.	PUNCT
american_scientific_journal-9700	267	1	ieee	ieee	PROPN
american_scientific_journal-9700	267	2	international	international	PROPN
american_scientific_journal-9700	267	3	conference	conference	NOUN
american_scientific_journal-9700	267	4	on	on	ADP
american_scientific_journal-9700	267	5	,	,	PUNCT
american_scientific_journal-9700	267	6	pages	page	NOUN
american_scientific_journal-9700	267	7	29–34	29–34	NUM
american_scientific_journal-9700	267	8	.	.	PUNCT
american_scientific_journal-9700	267	9	ieee	ieee	PROPN
american_scientific_journal-9700	267	10	,	,	PUNCT
american_scientific_journal-9700	267	11	2009	2009	NUM
american_scientific_journal-9700	267	12	.	.	PUNCT
american_scientific_journal-9700	268	1	[	[	X
american_scientific_journal-9700	268	2	7	7	NUM
american_scientific_journal-9700	268	3	]	]	X
american_scientific_journal-9700	268	4	hasanin	hasanin	NOUN
american_scientific_journal-9700	268	5	,	,	PUNCT
american_scientific_journal-9700	268	6	t.	t.	PROPN
american_scientific_journal-9700	268	7	,	,	PUNCT
american_scientific_journal-9700	268	8	&	&	CCONJ
american_scientific_journal-9700	268	9	khoshgoftaar	khoshgoftaar	PROPN
american_scientific_journal-9700	268	10	,	,	PUNCT
american_scientific_journal-9700	268	11	t.	t.	PROPN
american_scientific_journal-9700	268	12	(	(	PUNCT
american_scientific_journal-9700	268	13	2018	2018	NUM
american_scientific_journal-9700	268	14	)	)	PUNCT
american_scientific_journal-9700	268	15	.	.	PUNCT
american_scientific_journal-9700	269	1	“	"	PUNCT
american_scientific_journal-9700	269	2	the	the	DET
american_scientific_journal-9700	269	3	effects	effect	NOUN
american_scientific_journal-9700	269	4	of	of	ADP
american_scientific_journal-9700	269	5	random	random	ADJ
american_scientific_journal-9700	269	6	undersampling	undersample	VERB
american_scientific_journal-9700	269	7	with	with	ADP
american_scientific_journal-9700	269	8	simulated	simulated	ADJ
american_scientific_journal-9700	269	9	class	class	NOUN
american_scientific_journal-9700	269	10	imbalance	imbalance	NOUN
american_scientific_journal-9700	269	11	for	for	ADP
american_scientific_journal-9700	269	12	big	big	ADJ
american_scientific_journal-9700	269	13	data	datum	NOUN
american_scientific_journal-9700	269	14	.	.	PUNCT
american_scientific_journal-9700	269	15	”	"	PUNCT
american_scientific_journal-9700	270	1	2018	2018	NUM
american_scientific_journal-9700	270	2	ieee	ieee	NOUN
american_scientific_journal-9700	270	3	international	international	ADJ
american_scientific_journal-9700	270	4	conference	conference	NOUN
american_scientific_journal-9700	270	5	on	on	ADP
american_scientific_journal-9700	270	6	information	information	NOUN
american_scientific_journal-9700	270	7	reuse	reuse	NOUN
american_scientific_journal-9700	270	8	and	and	CCONJ
american_scientific_journal-9700	270	9	integration	integration	NOUN
american_scientific_journal-9700	270	10	(	(	PUNCT
american_scientific_journal-9700	270	11	iri	iri	NOUN
american_scientific_journal-9700	270	12	)	)	PUNCT
american_scientific_journal-9700	270	13	,	,	PUNCT
american_scientific_journal-9700	270	14	information	information	NOUN
american_scientific_journal-9700	270	15	reuse	reuse	NOUN
american_scientific_journal-9700	270	16	and	and	CCONJ
american_scientific_journal-9700	270	17	integration	integration	NOUN
american_scientific_journal-9700	270	18	(	(	PUNCT
american_scientific_journal-9700	270	19	iri	iri	NOUN
american_scientific_journal-9700	270	20	)	)	PUNCT
american_scientific_journal-9700	270	21	,	,	PUNCT
american_scientific_journal-9700	270	22	2018	2018	NUM
american_scientific_journal-9700	270	23	ieee	ieee	PROPN
american_scientific_journal-9700	270	24	international	international	ADJ
american_scientific_journal-9700	270	25	conference	conference	NOUN
american_scientific_journal-9700	270	26	on	on	ADP
american_scientific_journal-9700	270	27	,	,	PUNCT
american_scientific_journal-9700	270	28	iri	iri	NOUN
american_scientific_journal-9700	270	29	,	,	PUNCT
american_scientific_journal-9700	270	30	70–79	70–79	NOUN
american_scientific_journal-9700	270	31	.	.	PUNCT
american_scientific_journal-9700	271	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-9700	271	2	[	[	X
american_scientific_journal-9700	271	3	8	8	NUM
american_scientific_journal-9700	271	4	]	]	X
american_scientific_journal-9700	271	5	c.	c.	PROPN
american_scientific_journal-9700	271	6	seiffert	seiffert	PROPN
american_scientific_journal-9700	271	7	,	,	PUNCT
american_scientific_journal-9700	271	8	t.	t.	PROPN
american_scientific_journal-9700	271	9	khoshgoftaar	khoshgoftaar	PROPN
american_scientific_journal-9700	271	10	,	,	PUNCT
american_scientific_journal-9700	271	11	j.	j.	PROPN
american_scientific_journal-9700	271	12	van	van	PROPN
american_scientific_journal-9700	271	13	hulse	hulse	PROPN
american_scientific_journal-9700	271	14	,	,	PUNCT
american_scientific_journal-9700	271	15	a.	a.	PROPN
american_scientific_journal-9700	271	16	napolitano	napolitano	PROPN
american_scientific_journal-9700	271	17	,	,	PUNCT
american_scientific_journal-9700	271	18	“	"	PUNCT
american_scientific_journal-9700	271	19	rusboost	rusboost	NOUN
american_scientific_journal-9700	271	20	:	:	PUNCT
american_scientific_journal-9700	271	21	a	a	DET
american_scientific_journal-9700	271	22	hybrid	hybrid	ADJ
american_scientific_journal-9700	271	23	approach	approach	NOUN
american_scientific_journal-9700	271	24	to	to	ADP
american_scientific_journal-9700	271	25	alleviating	alleviate	VERB
american_scientific_journal-9700	271	26	class	class	NOUN
american_scientific_journal-9700	271	27	imbalance	imbalance	NOUN
american_scientific_journal-9700	271	28	”	"	PUNCT
american_scientific_journal-9700	271	29	,	,	PUNCT
american_scientific_journal-9700	271	30	ieee	ieee	PROPN
american_scientific_journal-9700	271	31	trans	trans	PROPN
american_scientific_journal-9700	271	32	.	.	PUNCT
american_scientific_journal-9700	272	1	syst	syst	PROPN
american_scientific_journal-9700	272	2	.	.	PUNCT
american_scientific_journal-9700	273	1	man	man	PROPN
american_scientific_journal-9700	273	2	cybern	cybern	PROPN
american_scientific_journal-9700	273	3	.	.	PUNCT
american_scientific_journal-9700	274	1	–	–	PUNCT
american_scientific_journal-9700	274	2	part	part	NOUN
american_scientific_journal-9700	274	3	a	a	DET
american_scientific_journal-9700	274	4	40	40	NUM
american_scientific_journal-9700	274	5	(	(	PUNCT
american_scientific_journal-9700	274	6	1	1	NUM
american_scientific_journal-9700	274	7	)	)	PUNCT
american_scientific_journal-9700	274	8	,	,	PUNCT
american_scientific_journal-9700	274	9	185–197	185–197	NUM
american_scientific_journal-9700	274	10	,	,	PUNCT
american_scientific_journal-9700	274	11	2010	2010	NUM
american_scientific_journal-9700	275	1	[	[	X
american_scientific_journal-9700	275	2	9	9	NUM
american_scientific_journal-9700	275	3	]	]	X
american_scientific_journal-9700	275	4	r.	r.	PROPN
american_scientific_journal-9700	275	5	barandela	barandela	PROPN
american_scientific_journal-9700	275	6	,	,	PUNCT
american_scientific_journal-9700	275	7	r.m	r.m	PROPN
american_scientific_journal-9700	275	8	.	.	PROPN
american_scientific_journal-9700	275	9	valdovinos	valdovinos	PROPN
american_scientific_journal-9700	275	10	,	,	PUNCT
american_scientific_journal-9700	275	11	j.s	j.s	PROPN
american_scientific_journal-9700	275	12	.	.	PROPN
american_scientific_journal-9700	275	13	sanchez	sanchez	PROPN
american_scientific_journal-9700	275	14	,	,	PUNCT
american_scientific_journal-9700	275	15	“	"	PUNCT
american_scientific_journal-9700	275	16	new	new	ADJ
american_scientific_journal-9700	275	17	applications	application	NOUN
american_scientific_journal-9700	275	18	of	of	ADP
american_scientific_journal-9700	275	19	ensembles	ensemble	NOUN
american_scientific_journal-9700	275	20	of	of	ADP
american_scientific_journal-9700	275	21	classifiers	classifier	NOUN
american_scientific_journal-9700	275	22	”	"	PUNCT
american_scientific_journal-9700	275	23	,	,	PUNCT
american_scientific_journal-9700	275	24	pattern	pattern	NOUN
american_scientific_journal-9700	275	25	anal	anal	NOUN
american_scientific_journal-9700	275	26	.	.	PUNCT
american_scientific_journal-9700	275	27	,	,	PUNCT
american_scientific_journal-9700	275	28	appl	appl	PROPN
american_scientific_journal-9700	275	29	.	.	PROPN
american_scientific_journal-9700	275	30	6	6	NUM
american_scientific_journal-9700	275	31	,	,	PUNCT
american_scientific_journal-9700	275	32	245–256	245–256	NUM
american_scientific_journal-9700	275	33	,	,	PUNCT
american_scientific_journal-9700	275	34	2003	2003	NUM
american_scientific_journal-9700	275	35	.	.	PUNCT
american_scientific_journal-9700	276	1	[	[	X
american_scientific_journal-9700	276	2	10	10	NUM
american_scientific_journal-9700	276	3	]	]	PUNCT
american_scientific_journal-9700	276	4	k.	k.	PROPN
american_scientific_journal-9700	276	5	randhawa	randhawa	PROPN
american_scientific_journal-9700	276	6	,	,	PUNCT
american_scientific_journal-9700	276	7	c.	c.	PROPN
american_scientific_journal-9700	276	8	k.	k.	PROPN
american_scientific_journal-9700	276	9	loo	loo	PROPN
american_scientific_journal-9700	276	10	,	,	PUNCT
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american_scientific_journal-9700	276	13	,	,	PUNCT
american_scientific_journal-9700	276	14	c.	c.	PROPN
american_scientific_journal-9700	276	15	p.	p.	PROPN
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american_scientific_journal-9700	276	17	,	,	PUNCT
american_scientific_journal-9700	276	18	and	and	CCONJ
american_scientific_journal-9700	276	19	a.	a.	PROPN
american_scientific_journal-9700	276	20	k.	k.	PROPN
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american_scientific_journal-9700	276	22	,	,	PUNCT
american_scientific_journal-9700	276	23	“	"	PUNCT
american_scientific_journal-9700	276	24	credit	credit	NOUN
american_scientific_journal-9700	276	25	card	card	NOUN
american_scientific_journal-9700	276	26	fraud	fraud	NOUN
american_scientific_journal-9700	276	27	detection	detection	NOUN
american_scientific_journal-9700	276	28	using	use	VERB
american_scientific_journal-9700	276	29	adaboost	adaboost	ADV
american_scientific_journal-9700	276	30	and	and	CCONJ
american_scientific_journal-9700	276	31	majority	majority	NOUN
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american_scientific_journal-9700	276	33	”	"	PUNCT
american_scientific_journal-9700	276	34	,	,	PUNCT
american_scientific_journal-9700	276	35	ieee	ieee	NOUN
american_scientific_journal-9700	276	36	access	access	NOUN
american_scientific_journal-9700	276	37	,	,	PUNCT
american_scientific_journal-9700	276	38	vol	vol	NOUN
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american_scientific_journal-9700	277	1	6	6	NUM
american_scientific_journal-9700	277	2	,	,	PUNCT
american_scientific_journal-9700	277	3	pp	pp	ADJ
american_scientific_journal-9700	277	4	.	.	PUNCT
american_scientific_journal-9700	278	1	14277–14284	14277–14284	NUM
american_scientific_journal-9700	278	2	,	,	PUNCT
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american_scientific_journal-9700	278	4	.	.	PUNCT
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american_scientific_journal-9700	279	2	11	11	NUM
american_scientific_journal-9700	279	3	]	]	PUNCT
american_scientific_journal-9700	279	4	m.	m.	NOUN
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american_scientific_journal-9700	279	6	and	and	CCONJ
american_scientific_journal-9700	279	7	p.	p.	PROPN
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american_scientific_journal-9700	279	9	,	,	PUNCT
american_scientific_journal-9700	279	10	“	"	PUNCT
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american_scientific_journal-9700	279	13	credit	credit	NOUN
american_scientific_journal-9700	279	14	card	card	NOUN
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american_scientific_journal-9700	279	16	detection	detection	NOUN
american_scientific_journal-9700	279	17	:	:	PUNCT
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american_scientific_journal-9700	279	20	bagging	bag	VERB
american_scientific_journal-9700	279	21	ensemble	ensemble	ADJ
american_scientific_journal-9700	279	22	classifier	classifier	NOUN
american_scientific_journal-9700	279	23	”	"	PUNCT
american_scientific_journal-9700	279	24	,	,	PUNCT
american_scientific_journal-9700	279	25	procedia	procedia	NOUN
american_scientific_journal-9700	279	26	computer	computer	NOUN
american_scientific_journal-9700	279	27	science	science	NOUN
american_scientific_journal-9700	279	28	,	,	PUNCT
american_scientific_journal-9700	279	29	vol	vol	NOUN
american_scientific_journal-9700	279	30	.	.	PROPN
american_scientific_journal-9700	280	1	48	48	NUM
american_scientific_journal-9700	280	2	,	,	PUNCT
american_scientific_journal-9700	280	3	pp	pp	ADJ
american_scientific_journal-9700	280	4	.	.	PUNCT
american_scientific_journal-9700	281	1	679–685	679–685	NUM
american_scientific_journal-9700	281	2	,	,	PUNCT
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american_scientific_journal-9700	281	4	.	.	PUNCT
american_scientific_journal-9700	282	1	[	[	X
american_scientific_journal-9700	282	2	12	12	NUM
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american_scientific_journal-9700	282	7	,	,	PUNCT
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american_scientific_journal-9700	282	11	,	,	PUNCT
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american_scientific_journal-9700	282	14	a.	a.	NOUN
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american_scientific_journal-9700	282	16	,	,	PUNCT
american_scientific_journal-9700	282	17	“	"	PUNCT
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american_scientific_journal-9700	282	19	card	card	NOUN
american_scientific_journal-9700	282	20	fraud	fraud	NOUN
american_scientific_journal-9700	282	21	detection	detection	NOUN
american_scientific_journal-9700	282	22	using	use	VERB
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american_scientific_journal-9700	282	26	:	:	PUNCT
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american_scientific_journal-9700	282	33	:	:	PUNCT
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american_scientific_journal-9700	283	4	conference	conference	NOUN
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american_scientific_journal-9700	283	10	(	(	PUNCT
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american_scientific_journal-9700	283	13	,	,	PUNCT
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american_scientific_journal-9700	283	15	.	.	PUNCT
american_scientific_journal-9700	284	1	1–9	1–9	NUM
american_scientific_journal-9700	284	2	,	,	PUNCT
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american_scientific_journal-9700	284	4	.	.	PUNCT
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american_scientific_journal-9700	285	5	,	,	PUNCT
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american_scientific_journal-9700	285	8	.	.	PUNCT
american_scientific_journal-9700	285	9	,	,	PUNCT
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american_scientific_journal-9700	285	11	,	,	PUNCT
american_scientific_journal-9700	285	12	a.	a.	NOUN
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american_scientific_journal-9700	285	14	.	.	PUNCT
american_scientific_journal-9700	285	15	,	,	PUNCT
american_scientific_journal-9700	285	16	carpanali	carpanali	VERB
american_scientific_journal-9700	285	17	,	,	PUNCT
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american_scientific_journal-9700	285	19	.	.	PUNCT
american_scientific_journal-9700	286	1	,	,	PUNCT
american_scientific_journal-9700	286	2	aktunc	aktunc	PROPN
american_scientific_journal-9700	286	3	,	,	PUNCT
american_scientific_journal-9700	286	4	e.	e.	PROPN
american_scientific_journal-9700	286	5	a.	a.	PROPN
american_scientific_journal-9700	286	6	.	.	PUNCT
american_scientific_journal-9700	286	7	,	,	PUNCT
american_scientific_journal-9700	286	8	atas	ata	NOUN
american_scientific_journal-9700	286	9	,	,	PUNCT
american_scientific_journal-9700	286	10	f.	f.	PROPN
american_scientific_journal-9700	286	11	,	,	PUNCT
american_scientific_journal-9700	286	12	ozmen	ozman	NOUN
american_scientific_journal-9700	286	13	,	,	PUNCT
american_scientific_journal-9700	286	14	t.	t.	PROPN
american_scientific_journal-9700	286	15	.	.	PROPN
american_scientific_journal-9700	286	16	,	,	PUNCT
american_scientific_journal-9700	286	17	&	&	CCONJ
american_scientific_journal-9700	286	18	kaya	kaya	PROPN
american_scientific_journal-9700	286	19	,	,	PUNCT
american_scientific_journal-9700	286	20	b.	b.	PROPN
american_scientific_journal-9700	286	21	e.	e.	PROPN
american_scientific_journal-9700	286	22	.	.	PUNCT
american_scientific_journal-9700	287	1	(	(	PUNCT
american_scientific_journal-9700	287	2	2022	2022	NUM
american_scientific_journal-9700	287	3	)	)	PUNCT
american_scientific_journal-9700	287	4	.	.	PUNCT
american_scientific_journal-9700	288	1	detection	detection	NOUN
american_scientific_journal-9700	288	2	of	of	ADP
american_scientific_journal-9700	288	3	expenditure	expenditure	NOUN
american_scientific_journal-9700	288	4	trends	trend	NOUN
american_scientific_journal-9700	288	5	in	in	ADP
american_scientific_journal-9700	288	6	the	the	DET
american_scientific_journal-9700	288	7	telecommunication	telecommunication	NOUN
american_scientific_journal-9700	288	8	sector	sector	NOUN
american_scientific_journal-9700	288	9	.	.	PUNCT
american_scientific_journal-9700	289	1	american	american	ADJ
american_scientific_journal-9700	289	2	scientific	scientific	ADJ
american_scientific_journal-9700	289	3	research	research	PROPN
american_scientific_journal-9700	289	4	journal	journal	NOUN
american_scientific_journal-9700	289	5	for	for	ADP
american_scientific_journal-9700	289	6	engineering	engineering	NOUN
american_scientific_journal-9700	289	7	,	,	PUNCT
american_scientific_journal-9700	289	8	technology	technology	NOUN
american_scientific_journal-9700	289	9	,	,	PUNCT
american_scientific_journal-9700	289	10	and	and	CCONJ
american_scientific_journal-9700	289	11	sciences	science	NOUN
american_scientific_journal-9700	289	12	,	,	PUNCT
american_scientific_journal-9700	289	13	90(1	90(1	NUM
american_scientific_journal-9700	289	14	)	)	PUNCT
american_scientific_journal-9700	289	15	,	,	PUNCT
american_scientific_journal-9700	289	16	340–350	340–350	NUM
american_scientific_journal-9700	289	17	.	.	PUNCT