id	sid	tid	token	lemma	pos
american_scientific_journal-3548	1	1	299	299	NUM
american_scientific_journal-3548	1	2	american	american	ADJ
american_scientific_journal-3548	1	3	scientific	scientific	ADJ
american_scientific_journal-3548	1	4	research	research	NOUN
american_scientific_journal-3548	1	5	journal	journal	NOUN
american_scientific_journal-3548	1	6	for	for	ADP
american_scientific_journal-3548	1	7	engineering	engineering	NOUN
american_scientific_journal-3548	1	8	,	,	PUNCT
american_scientific_journal-3548	1	9	technology	technology	NOUN
american_scientific_journal-3548	1	10	,	,	PUNCT
american_scientific_journal-3548	1	11	and	and	CCONJ
american_scientific_journal-3548	1	12	sciences	science	NOUN
american_scientific_journal-3548	1	13	(	(	PUNCT
american_scientific_journal-3548	1	14	asrjets	asrjet	NOUN
american_scientific_journal-3548	1	15	)	)	PUNCT
american_scientific_journal-3548	1	16	issn	issn	PROPN
american_scientific_journal-3548	1	17	(	(	PUNCT
american_scientific_journal-3548	1	18	print	print	NOUN
american_scientific_journal-3548	1	19	)	)	PUNCT
american_scientific_journal-3548	1	20	2313	2313	NUM
american_scientific_journal-3548	1	21	-	-	SYM
american_scientific_journal-3548	1	22	4410	4410	NUM
american_scientific_journal-3548	1	23	,	,	PUNCT
american_scientific_journal-3548	1	24	issn	issn	PROPN
american_scientific_journal-3548	1	25	(	(	PUNCT
american_scientific_journal-3548	1	26	online	online	ADJ
american_scientific_journal-3548	1	27	)	)	PUNCT
american_scientific_journal-3548	1	28	2313	2313	NUM
american_scientific_journal-3548	1	29	-	-	SYM
american_scientific_journal-3548	1	30	4402	4402	NUM
american_scientific_journal-3548	1	31	©	©	PROPN
american_scientific_journal-3548	1	32	global	global	ADJ
american_scientific_journal-3548	1	33	society	society	NOUN
american_scientific_journal-3548	1	34	of	of	ADP
american_scientific_journal-3548	1	35	scientific	scientific	ADJ
american_scientific_journal-3548	1	36	research	research	NOUN
american_scientific_journal-3548	1	37	and	and	CCONJ
american_scientific_journal-3548	1	38	researchers	researcher	NOUN
american_scientific_journal-3548	1	39	http://asrjetsjournal.org/	http://asrjetsjournal.org/	ADJ
american_scientific_journal-3548	1	40	type	type	NOUN
american_scientific_journal-3548	1	41	2	2	NUM
american_scientific_journal-3548	1	42	diabetic	diabetic	ADJ
american_scientific_journal-3548	1	43	prediction	prediction	NOUN
american_scientific_journal-3548	1	44	using	use	VERB
american_scientific_journal-3548	1	45	machine	machine	NOUN
american_scientific_journal-3548	1	46	learning	learn	VERB
american_scientific_journal-3548	1	47	algorithm	algorithm	PROPN
american_scientific_journal-3548	1	48	sreeja	sreeja	PROPN
american_scientific_journal-3548	1	49	vishaly	vishaly	PROPN
american_scientific_journal-3548	2	1	ma	ma	PROPN
american_scientific_journal-3548	2	2	*	*	PROPN
american_scientific_journal-3548	2	3	,	,	PUNCT
american_scientific_journal-3548	2	4	umamaheswari	umamaheswari	ADJ
american_scientific_journal-3548	2	5	kb	kb	PROPN
american_scientific_journal-3548	2	6	acognizant	acognizant	PROPN
american_scientific_journal-3548	2	7	technology	technology	NOUN
american_scientific_journal-3548	2	8	solutions	solution	NOUN
american_scientific_journal-3548	2	9	,	,	PUNCT
american_scientific_journal-3548	2	10	coimbatore	coimbatore	PROPN
american_scientific_journal-3548	2	11	,	,	PUNCT
american_scientific_journal-3548	2	12	india	india	PROPN
american_scientific_journal-3548	2	13	bdepartment	bdepartment	NOUN
american_scientific_journal-3548	2	14	of	of	ADP
american_scientific_journal-3548	2	15	information	information	NOUN
american_scientific_journal-3548	2	16	technology	technology	NOUN
american_scientific_journal-3548	2	17	,	,	PUNCT
american_scientific_journal-3548	2	18	psg	psg	PROPN
american_scientific_journal-3548	2	19	college	college	PROPN
american_scientific_journal-3548	2	20	of	of	ADP
american_scientific_journal-3548	2	21	technology	technology	PROPN
american_scientific_journal-3548	2	22	coimbatore	coimbatore	PROPN
american_scientific_journal-3548	2	23	,	,	PUNCT
american_scientific_journal-3548	2	24	india	india	PROPN
american_scientific_journal-3548	2	25	aemail	aemail	NOUN
american_scientific_journal-3548	2	26	:	:	PUNCT
american_scientific_journal-3548	2	27	sreejabhat3@gmail.com	sreejabhat3@gmail.com	X
american_scientific_journal-3548	2	28	bemail	bemail	NOUN
american_scientific_journal-3548	2	29	:	:	PUNCT
american_scientific_journal-3548	3	1	umakpg@gmail.com	umakpg@gmail.com	X
american_scientific_journal-3548	4	1	abstract	abstract	ADJ
american_scientific_journal-3548	4	2	diabetes	diabetes	NOUN
american_scientific_journal-3548	4	3	mellitus	mellitus	NOUN
american_scientific_journal-3548	4	4	is	be	AUX
american_scientific_journal-3548	4	5	one	one	NUM
american_scientific_journal-3548	4	6	of	of	ADP
american_scientific_journal-3548	4	7	the	the	DET
american_scientific_journal-3548	4	8	most	most	ADV
american_scientific_journal-3548	4	9	important	important	ADJ
american_scientific_journal-3548	4	10	chronic	chronic	ADJ
american_scientific_journal-3548	4	11	disease	disease	NOUN
american_scientific_journal-3548	4	12	and	and	CCONJ
american_scientific_journal-3548	4	13	has	have	AUX
american_scientific_journal-3548	4	14	become	become	VERB
american_scientific_journal-3548	4	15	a	a	DET
american_scientific_journal-3548	4	16	major	major	ADJ
american_scientific_journal-3548	4	17	public	public	ADJ
american_scientific_journal-3548	4	18	health	health	NOUN
american_scientific_journal-3548	4	19	challenge	challenge	NOUN
american_scientific_journal-3548	4	20	in	in	ADP
american_scientific_journal-3548	4	21	the	the	DET
american_scientific_journal-3548	4	22	recent	recent	ADJ
american_scientific_journal-3548	4	23	world	world	NOUN
american_scientific_journal-3548	4	24	.	.	PUNCT
american_scientific_journal-3548	5	1	currently	currently	ADV
american_scientific_journal-3548	5	2	machine	machine	NOUN
american_scientific_journal-3548	5	3	learning	learning	NOUN
american_scientific_journal-3548	5	4	approaches	approach	NOUN
american_scientific_journal-3548	5	5	have	have	AUX
american_scientific_journal-3548	5	6	been	be	AUX
american_scientific_journal-3548	5	7	used	use	VERB
american_scientific_journal-3548	5	8	to	to	PART
american_scientific_journal-3548	5	9	analyze	analyze	VERB
american_scientific_journal-3548	5	10	and	and	CCONJ
american_scientific_journal-3548	5	11	predict	predict	VERB
american_scientific_journal-3548	5	12	the	the	DET
american_scientific_journal-3548	5	13	probability	probability	NOUN
american_scientific_journal-3548	5	14	of	of	ADP
american_scientific_journal-3548	5	15	people	people	NOUN
american_scientific_journal-3548	5	16	getting	getting	AUX
american_scientific_journal-3548	5	17	affected	affect	VERB
american_scientific_journal-3548	5	18	by	by	ADP
american_scientific_journal-3548	5	19	diabetes	diabete	NOUN
american_scientific_journal-3548	5	20	.	.	PUNCT
american_scientific_journal-3548	6	1	diabetes	diabetes	NOUN
american_scientific_journal-3548	6	2	can	can	AUX
american_scientific_journal-3548	6	3	be	be	AUX
american_scientific_journal-3548	6	4	effectively	effectively	ADV
american_scientific_journal-3548	6	5	identified	identify	VERB
american_scientific_journal-3548	6	6	using	use	VERB
american_scientific_journal-3548	6	7	the	the	DET
american_scientific_journal-3548	6	8	proposed	propose	VERB
american_scientific_journal-3548	6	9	machine	machine	NOUN
american_scientific_journal-3548	6	10	learning	learning	NOUN
american_scientific_journal-3548	6	11	technique	technique	NOUN
american_scientific_journal-3548	6	12	.	.	PUNCT
american_scientific_journal-3548	7	1	many	many	ADJ
american_scientific_journal-3548	7	2	techniques	technique	NOUN
american_scientific_journal-3548	7	3	and	and	CCONJ
american_scientific_journal-3548	7	4	algorithms	algorithm	NOUN
american_scientific_journal-3548	7	5	were	be	AUX
american_scientific_journal-3548	7	6	used	use	VERB
american_scientific_journal-3548	7	7	before	before	ADV
american_scientific_journal-3548	7	8	for	for	ADP
american_scientific_journal-3548	7	9	the	the	DET
american_scientific_journal-3548	7	10	prediction	prediction	NOUN
american_scientific_journal-3548	7	11	of	of	ADP
american_scientific_journal-3548	7	12	type	type	NOUN
american_scientific_journal-3548	7	13	2	2	NUM
american_scientific_journal-3548	7	14	diabetes	diabetes	NOUN
american_scientific_journal-3548	7	15	prediction	prediction	NOUN
american_scientific_journal-3548	7	16	,	,	PUNCT
american_scientific_journal-3548	7	17	one	one	NUM
american_scientific_journal-3548	7	18	such	such	ADJ
american_scientific_journal-3548	7	19	model	model	NOUN
american_scientific_journal-3548	7	20	was	be	AUX
american_scientific_journal-3548	7	21	multinomial	multinomial	ADJ
american_scientific_journal-3548	7	22	logistic	logistic	ADJ
american_scientific_journal-3548	7	23	regression	regression	NOUN
american_scientific_journal-3548	7	24	.moving	.move	VERB
american_scientific_journal-3548	7	25	a	a	DET
american_scientific_journal-3548	7	26	step	step	NOUN
american_scientific_journal-3548	7	27	ahead	ahead	ADV
american_scientific_journal-3548	7	28	to	to	PART
american_scientific_journal-3548	7	29	improve	improve	VERB
american_scientific_journal-3548	7	30	the	the	DET
american_scientific_journal-3548	7	31	diagnostic	diagnostic	ADJ
american_scientific_journal-3548	7	32	efficiency	efficiency	NOUN
american_scientific_journal-3548	7	33	,	,	PUNCT
american_scientific_journal-3548	7	34	this	this	DET
american_scientific_journal-3548	7	35	paper	paper	NOUN
american_scientific_journal-3548	7	36	proposes	propose	VERB
american_scientific_journal-3548	7	37	the	the	DET
american_scientific_journal-3548	7	38	use	use	NOUN
american_scientific_journal-3548	7	39	of	of	ADP
american_scientific_journal-3548	7	40	weighted	weight	VERB
american_scientific_journal-3548	7	41	k	k	PROPN
american_scientific_journal-3548	7	42	–	–	PUNCT
american_scientific_journal-3548	7	43	nearest	near	ADJ
american_scientific_journal-3548	7	44	neighbor	neighbor	NOUN
american_scientific_journal-3548	7	45	for	for	ADP
american_scientific_journal-3548	7	46	detecting	detect	VERB
american_scientific_journal-3548	7	47	the	the	DET
american_scientific_journal-3548	7	48	type-2	type-2	NUM
american_scientific_journal-3548	7	49	diabetes	diabetes	NOUN
american_scientific_journal-3548	7	50	.	.	PUNCT
american_scientific_journal-3548	8	1	this	this	DET
american_scientific_journal-3548	8	2	new	new	ADJ
american_scientific_journal-3548	8	3	approach	approach	NOUN
american_scientific_journal-3548	8	4	proves	prove	VERB
american_scientific_journal-3548	8	5	higher	high	ADJ
american_scientific_journal-3548	8	6	effectiveness	effectiveness	NOUN
american_scientific_journal-3548	8	7	when	when	SCONJ
american_scientific_journal-3548	8	8	compared	compare	VERB
american_scientific_journal-3548	8	9	to	to	ADP
american_scientific_journal-3548	8	10	multinomial	multinomial	ADJ
american_scientific_journal-3548	8	11	logistic	logistic	ADJ
american_scientific_journal-3548	8	12	regression	regression	NOUN
american_scientific_journal-3548	8	13	.	.	PUNCT
american_scientific_journal-3548	9	1	using	use	VERB
american_scientific_journal-3548	9	2	pima	pima	PROPN
american_scientific_journal-3548	9	3	indian	indian	PROPN
american_scientific_journal-3548	9	4	dataset	dataset	VERB
american_scientific_journal-3548	9	5	the	the	DET
american_scientific_journal-3548	9	6	experiments	experiment	NOUN
american_scientific_journal-3548	9	7	were	be	AUX
american_scientific_journal-3548	9	8	performed	perform	VERB
american_scientific_journal-3548	9	9	and	and	CCONJ
american_scientific_journal-3548	9	10	it	it	PRON
american_scientific_journal-3548	9	11	shows	show	VERB
american_scientific_journal-3548	9	12	that	that	SCONJ
american_scientific_journal-3548	9	13	efficiency	efficiency	NOUN
american_scientific_journal-3548	9	14	is	be	AUX
american_scientific_journal-3548	9	15	higher	high	ADJ
american_scientific_journal-3548	9	16	for	for	ADP
american_scientific_journal-3548	9	17	weighted	weight	VERB
american_scientific_journal-3548	9	18	knn	knn	PROPN
american_scientific_journal-3548	9	19	when	when	SCONJ
american_scientific_journal-3548	9	20	compared	compare	VERB
american_scientific_journal-3548	9	21	to	to	ADP
american_scientific_journal-3548	9	22	multinomial	multinomial	ADJ
american_scientific_journal-3548	9	23	logistic	logistic	ADJ
american_scientific_journal-3548	9	24	regression	regression	NOUN
american_scientific_journal-3548	9	25	.	.	PUNCT
american_scientific_journal-3548	10	1	keywords	keyword	NOUN
american_scientific_journal-3548	10	2	:	:	PUNCT
american_scientific_journal-3548	10	3	machine	machine	NOUN
american_scientific_journal-3548	10	4	learning	learning	NOUN
american_scientific_journal-3548	10	5	;	;	PUNCT
american_scientific_journal-3548	10	6	supervised	supervised	ADJ
american_scientific_journal-3548	10	7	model	model	NOUN
american_scientific_journal-3548	10	8	;	;	PUNCT
american_scientific_journal-3548	10	9	weighted	weight	VERB
american_scientific_journal-3548	10	10	knn	knn	PROPN
american_scientific_journal-3548	10	11	;	;	PUNCT
american_scientific_journal-3548	10	12	type	type	NOUN
american_scientific_journal-3548	10	13	2	2	NUM
american_scientific_journal-3548	10	14	diabetes	diabetes	NOUN
american_scientific_journal-3548	10	15	.	.	PUNCT
american_scientific_journal-3548	11	1	1	1	X
american_scientific_journal-3548	11	2	.	.	X
american_scientific_journal-3548	11	3	introduction	introduction	NOUN
american_scientific_journal-3548	11	4	nowadays	nowadays	ADV
american_scientific_journal-3548	11	5	,	,	PUNCT
american_scientific_journal-3548	11	6	diabetes	diabetes	NOUN
american_scientific_journal-3548	11	7	is	be	AUX
american_scientific_journal-3548	11	8	often	often	ADV
american_scientific_journal-3548	11	9	called	call	VERB
american_scientific_journal-3548	11	10	a	a	DET
american_scientific_journal-3548	11	11	modern	modern	ADJ
american_scientific_journal-3548	11	12	-	-	PUNCT
american_scientific_journal-3548	11	13	society	society	NOUN
american_scientific_journal-3548	11	14	disease	disease	NOUN
american_scientific_journal-3548	11	15	.	.	PUNCT
american_scientific_journal-3548	12	1	it	it	PRON
american_scientific_journal-3548	12	2	is	be	AUX
american_scientific_journal-3548	12	3	categorized	categorize	VERB
american_scientific_journal-3548	12	4	as	as	ADP
american_scientific_journal-3548	12	5	one	one	NUM
american_scientific_journal-3548	12	6	of	of	ADP
american_scientific_journal-3548	12	7	the	the	DET
american_scientific_journal-3548	12	8	major	major	ADJ
american_scientific_journal-3548	12	9	global	global	ADJ
american_scientific_journal-3548	12	10	health	health	NOUN
american_scientific_journal-3548	12	11	problems	problem	NOUN
american_scientific_journal-3548	12	12	according	accord	VERB
american_scientific_journal-3548	12	13	to	to	ADP
american_scientific_journal-3548	12	14	many	many	ADJ
american_scientific_journal-3548	12	15	reports	report	NOUN
american_scientific_journal-3548	12	16	;	;	PUNCT
american_scientific_journal-3548	12	17	for	for	ADP
american_scientific_journal-3548	12	18	instance	instance	NOUN
american_scientific_journal-3548	12	19	,	,	PUNCT
american_scientific_journal-3548	12	20	more	more	ADJ
american_scientific_journal-3548	12	21	than	than	ADP
american_scientific_journal-3548	12	22	25.8	25.8	NUM
american_scientific_journal-3548	12	23	million	million	NUM
american_scientific_journal-3548	12	24	people	people	NOUN
american_scientific_journal-3548	12	25	,	,	PUNCT
american_scientific_journal-3548	12	26	or	or	CCONJ
american_scientific_journal-3548	12	27	8.3	8.3	NUM
american_scientific_journal-3548	12	28	%	%	NOUN
american_scientific_journal-3548	12	29	of	of	ADP
american_scientific_journal-3548	12	30	the	the	DET
american_scientific_journal-3548	12	31	u.s	u.s	PROPN
american_scientific_journal-3548	12	32	.	.	PROPN
american_scientific_journal-3548	12	33	population	population	NOUN
american_scientific_journal-3548	12	34	,	,	PUNCT
american_scientific_journal-3548	12	35	have	have	AUX
american_scientific_journal-3548	12	36	diabetes	diabetes	NOUN
american_scientific_journal-3548	12	37	is	be	AUX
american_scientific_journal-3548	12	38	what	what	PRON
american_scientific_journal-3548	12	39	predicted	predict	VERB
american_scientific_journal-3548	12	40	.	.	PUNCT
american_scientific_journal-3548	13	1	the	the	DET
american_scientific_journal-3548	13	2	total	total	ADJ
american_scientific_journal-3548	13	3	cost	cost	NOUN
american_scientific_journal-3548	13	4	of	of	ADP
american_scientific_journal-3548	13	5	health	health	NOUN
american_scientific_journal-3548	13	6	care	care	NOUN
american_scientific_journal-3548	13	7	for	for	ADP
american_scientific_journal-3548	13	8	diabetes	diabetes	NOUN
american_scientific_journal-3548	13	9	is	be	AUX
american_scientific_journal-3548	13	10	expected	expect	VERB
american_scientific_journal-3548	13	11	to	to	PART
american_scientific_journal-3548	13	12	be	be	AUX
american_scientific_journal-3548	13	13	$	$	SYM
american_scientific_journal-3548	13	14	490	490	NUM
american_scientific_journal-3548	13	15	billion	billion	NUM
american_scientific_journal-3548	13	16	by	by	ADP
american_scientific_journal-3548	13	17	2030	2030	NUM
american_scientific_journal-3548	13	18	,	,	PUNCT
american_scientific_journal-3548	13	19	accounting	account	VERB
american_scientific_journal-3548	13	20	for	for	ADP
american_scientific_journal-3548	13	21	11.6	11.6	NUM
american_scientific_journal-3548	13	22	%	%	NOUN
american_scientific_journal-3548	13	23	of	of	ADP
american_scientific_journal-3548	13	24	the	the	DET
american_scientific_journal-3548	13	25	total	total	ADJ
american_scientific_journal-3548	13	26	health	health	NOUN
american_scientific_journal-3548	13	27	care	care	NOUN
american_scientific_journal-3548	13	28	expenditure	expenditure	NOUN
american_scientific_journal-3548	13	29	in	in	ADP
american_scientific_journal-3548	13	30	the	the	DET
american_scientific_journal-3548	13	31	world	world	NOUN
american_scientific_journal-3548	13	32	.	.	PUNCT
american_scientific_journal-3548	14	1	diabetes	diabetes	NOUN
american_scientific_journal-3548	14	2	-	-	PUNCT
american_scientific_journal-3548	14	3	mellitus	mellitus	PROPN
american_scientific_journal-3548	14	4	refers	refer	VERB
american_scientific_journal-3548	14	5	to	to	ADP
american_scientific_journal-3548	14	6	the	the	DET
american_scientific_journal-3548	14	7	metabolic	metabolic	NOUN
american_scientific_journal-3548	14	8	disorder	disorder	NOUN
american_scientific_journal-3548	14	9	that	that	PRON
american_scientific_journal-3548	14	10	happens	happen	VERB
american_scientific_journal-3548	14	11	from	from	ADP
american_scientific_journal-3548	14	12	malfunction	malfunction	NOUN
american_scientific_journal-3548	14	13	in	in	ADP
american_scientific_journal-3548	14	14	insulin	insulin	NOUN
american_scientific_journal-3548	14	15	secretion	secretion	NOUN
american_scientific_journal-3548	14	16	and	and	CCONJ
american_scientific_journal-3548	14	17	action	action	NOUN
american_scientific_journal-3548	14	18	.	.	PUNCT
american_scientific_journal-3548	15	1	it	it	PRON
american_scientific_journal-3548	15	2	is	be	AUX
american_scientific_journal-3548	15	3	characterized	characterize	VERB
american_scientific_journal-3548	15	4	by	by	ADP
american_scientific_journal-3548	15	5	hyperglycemia	hyperglycemia	NOUN
american_scientific_journal-3548	15	6	.	.	PUNCT
american_scientific_journal-3548	16	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-3548	17	1	*	*	PUNCT
american_scientific_journal-3548	17	2	corresponding	correspond	VERB
american_scientific_journal-3548	17	3	author	author	NOUN
american_scientific_journal-3548	17	4	.	.	PUNCT
american_scientific_journal-3548	18	1	http://asrjetsjournal.org/	http://asrjetsjournal.org/	PROPN
american_scientific_journal-3548	18	2	american	american	PROPN
american_scientific_journal-3548	18	3	scientific	scientific	PROPN
american_scientific_journal-3548	18	4	research	research	NOUN
american_scientific_journal-3548	18	5	journal	journal	NOUN
american_scientific_journal-3548	18	6	for	for	ADP
american_scientific_journal-3548	18	7	engineering	engineering	NOUN
american_scientific_journal-3548	18	8	,	,	PUNCT
american_scientific_journal-3548	18	9	technology	technology	NOUN
american_scientific_journal-3548	18	10	,	,	PUNCT
american_scientific_journal-3548	18	11	and	and	CCONJ
american_scientific_journal-3548	18	12	sciences	science	NOUN
american_scientific_journal-3548	18	13	(	(	PUNCT
american_scientific_journal-3548	18	14	asrjets	asrjet	NOUN
american_scientific_journal-3548	18	15	)	)	PUNCT
american_scientific_journal-3548	18	16	(	(	PUNCT
american_scientific_journal-3548	18	17	2018	2018	NUM
american_scientific_journal-3548	18	18	)	)	PUNCT
american_scientific_journal-3548	18	19	volume	volume	NOUN
american_scientific_journal-3548	18	20	45	45	NUM
american_scientific_journal-3548	18	21	,	,	PUNCT
american_scientific_journal-3548	18	22	no	no	DET
american_scientific_journal-3548	18	23	1	1	NUM
american_scientific_journal-3548	18	24	,	,	PUNCT
american_scientific_journal-3548	18	25	pp	pp	ADV
american_scientific_journal-3548	18	26	299	299	NUM
american_scientific_journal-3548	18	27	-	-	SYM
american_scientific_journal-3548	18	28	307	307	NUM
american_scientific_journal-3548	18	29	300	300	NUM
american_scientific_journal-3548	18	30	the	the	DET
american_scientific_journal-3548	18	31	persistent	persistent	ADJ
american_scientific_journal-3548	18	32	hyperglycemia	hyperglycemia	NOUN
american_scientific_journal-3548	18	33	of	of	ADP
american_scientific_journal-3548	18	34	diabetes	diabetes	NOUN
american_scientific_journal-3548	18	35	leads	lead	VERB
american_scientific_journal-3548	18	36	to	to	ADP
american_scientific_journal-3548	18	37	damage	damage	NOUN
american_scientific_journal-3548	18	38	,	,	PUNCT
american_scientific_journal-3548	18	39	malfunction	malfunction	NOUN
american_scientific_journal-3548	18	40	and	and	CCONJ
american_scientific_journal-3548	18	41	failure	failure	NOUN
american_scientific_journal-3548	18	42	of	of	ADP
american_scientific_journal-3548	18	43	different	different	ADJ
american_scientific_journal-3548	18	44	organs	organ	NOUN
american_scientific_journal-3548	18	45	such	such	ADJ
american_scientific_journal-3548	18	46	as	as	ADP
american_scientific_journal-3548	18	47	kidneys	kidney	NOUN
american_scientific_journal-3548	18	48	,	,	PUNCT
american_scientific_journal-3548	18	49	eyes	eye	NOUN
american_scientific_journal-3548	18	50	,	,	PUNCT
american_scientific_journal-3548	18	51	nerves	nerve	NOUN
american_scientific_journal-3548	18	52	,	,	PUNCT
american_scientific_journal-3548	18	53	blood	blood	NOUN
american_scientific_journal-3548	18	54	vessels	vessel	NOUN
american_scientific_journal-3548	18	55	and	and	CCONJ
american_scientific_journal-3548	18	56	heart	heart	NOUN
american_scientific_journal-3548	18	57	.	.	PUNCT
american_scientific_journal-3548	19	1	the	the	DET
american_scientific_journal-3548	19	2	diagnosis	diagnosis	NOUN
american_scientific_journal-3548	19	3	of	of	ADP
american_scientific_journal-3548	19	4	diabetes	diabetes	NOUN
american_scientific_journal-3548	19	5	is	be	AUX
american_scientific_journal-3548	19	6	very	very	ADV
american_scientific_journal-3548	19	7	important	important	ADJ
american_scientific_journal-3548	19	8	;	;	PUNCT
american_scientific_journal-3548	19	9	there	there	PRON
american_scientific_journal-3548	19	10	are	be	VERB
american_scientific_journal-3548	19	11	so	so	ADV
american_scientific_journal-3548	19	12	many	many	ADJ
american_scientific_journal-3548	19	13	techniques	technique	NOUN
american_scientific_journal-3548	19	14	in	in	ADP
american_scientific_journal-3548	19	15	machine	machine	NOUN
american_scientific_journal-3548	19	16	learning	learning	NOUN
american_scientific_journal-3548	19	17	that	that	PRON
american_scientific_journal-3548	19	18	can	can	AUX
american_scientific_journal-3548	19	19	be	be	AUX
american_scientific_journal-3548	19	20	effectively	effectively	ADV
american_scientific_journal-3548	19	21	used	use	VERB
american_scientific_journal-3548	19	22	for	for	ADP
american_scientific_journal-3548	19	23	the	the	DET
american_scientific_journal-3548	19	24	prediction	prediction	NOUN
american_scientific_journal-3548	19	25	and	and	CCONJ
american_scientific_journal-3548	19	26	diagnosis	diagnosis	NOUN
american_scientific_journal-3548	19	27	of	of	ADP
american_scientific_journal-3548	19	28	diabetes	diabetes	NOUN
american_scientific_journal-3548	19	29	disease	disease	NOUN
american_scientific_journal-3548	19	30	.	.	PUNCT
american_scientific_journal-3548	20	1	these	these	DET
american_scientific_journal-3548	20	2	algorithms	algorithm	NOUN
american_scientific_journal-3548	20	3	in	in	ADP
american_scientific_journal-3548	20	4	machine	machine	NOUN
american_scientific_journal-3548	20	5	learning	learning	NOUN
american_scientific_journal-3548	20	6	prove	prove	VERB
american_scientific_journal-3548	20	7	to	to	PART
american_scientific_journal-3548	20	8	be	be	AUX
american_scientific_journal-3548	20	9	cost	cost	NOUN
american_scientific_journal-3548	20	10	-	-	PUNCT
american_scientific_journal-3548	20	11	effective	effective	ADJ
american_scientific_journal-3548	20	12	and	and	CCONJ
american_scientific_journal-3548	20	13	time	time	NOUN
american_scientific_journal-3548	20	14	saving	save	VERB
american_scientific_journal-3548	20	15	for	for	ADP
american_scientific_journal-3548	20	16	diabetic	diabetic	ADJ
american_scientific_journal-3548	20	17	patients	patient	NOUN
american_scientific_journal-3548	20	18	.	.	PUNCT
american_scientific_journal-3548	21	1	in	in	ADP
american_scientific_journal-3548	21	2	this	this	DET
american_scientific_journal-3548	21	3	paper	paper	NOUN
american_scientific_journal-3548	21	4	,	,	PUNCT
american_scientific_journal-3548	21	5	prediction	prediction	NOUN
american_scientific_journal-3548	21	6	of	of	ADP
american_scientific_journal-3548	21	7	diabetes	diabetes	NOUN
american_scientific_journal-3548	21	8	mellitus	mellitus	NOUN
american_scientific_journal-3548	21	9	using	use	VERB
american_scientific_journal-3548	21	10	a	a	DET
american_scientific_journal-3548	21	11	new	new	ADJ
american_scientific_journal-3548	21	12	developed	develop	VERB
american_scientific_journal-3548	21	13	algorithm	algorithm	NOUN
american_scientific_journal-3548	21	14	called	call	VERB
american_scientific_journal-3548	21	15	weighted	weighted	ADJ
american_scientific_journal-3548	21	16	knearest	knearest	PROPN
american_scientific_journal-3548	21	17	neighbor	neighbor	NOUN
american_scientific_journal-3548	21	18	algorithm	algorithm	PROPN
american_scientific_journal-3548	21	19	.	.	PUNCT
american_scientific_journal-3548	22	1	it	it	PRON
american_scientific_journal-3548	22	2	can	can	AUX
american_scientific_journal-3548	22	3	be	be	AUX
american_scientific_journal-3548	22	4	used	use	VERB
american_scientific_journal-3548	22	5	as	as	ADP
american_scientific_journal-3548	22	6	an	an	DET
american_scientific_journal-3548	22	7	effective	effective	ADJ
american_scientific_journal-3548	22	8	machine	machine	NOUN
american_scientific_journal-3548	22	9	learning	learn	VERB
american_scientific_journal-3548	22	10	supervised	supervised	ADJ
american_scientific_journal-3548	22	11	model	model	NOUN
american_scientific_journal-3548	22	12	technique	technique	NOUN
american_scientific_journal-3548	22	13	compared	compare	VERB
american_scientific_journal-3548	22	14	to	to	ADP
american_scientific_journal-3548	22	15	normal	normal	ADJ
american_scientific_journal-3548	22	16	knn	knn	PROPN
american_scientific_journal-3548	22	17	.	.	PUNCT
american_scientific_journal-3548	23	1	knn	knn	PROPN
american_scientific_journal-3548	23	2	algorithm	algorithm	PROPN
american_scientific_journal-3548	23	3	is	be	AUX
american_scientific_journal-3548	23	4	one	one	NUM
american_scientific_journal-3548	23	5	of	of	ADP
american_scientific_journal-3548	23	6	the	the	DET
american_scientific_journal-3548	23	7	best	good	ADJ
american_scientific_journal-3548	23	8	and	and	CCONJ
american_scientific_journal-3548	23	9	the	the	DET
american_scientific_journal-3548	23	10	most	most	ADV
american_scientific_journal-3548	23	11	popular	popular	ADJ
american_scientific_journal-3548	23	12	classification	classification	NOUN
american_scientific_journal-3548	23	13	algorithms	algorithm	NOUN
american_scientific_journal-3548	23	14	which	which	PRON
american_scientific_journal-3548	23	15	is	be	AUX
american_scientific_journal-3548	23	16	used	use	VERB
american_scientific_journal-3548	23	17	largely	largely	ADV
american_scientific_journal-3548	23	18	in	in	ADP
american_scientific_journal-3548	23	19	different	different	ADJ
american_scientific_journal-3548	23	20	applications	application	NOUN
american_scientific_journal-3548	23	21	.	.	PUNCT
american_scientific_journal-3548	24	1	k	k	X
american_scientific_journal-3548	24	2	-	-	PUNCT
american_scientific_journal-3548	24	3	nearest	near	ADJ
american_scientific_journal-3548	24	4	neighbor	neighbor	NOUN
american_scientific_journal-3548	24	5	is	be	AUX
american_scientific_journal-3548	24	6	an	an	DET
american_scientific_journal-3548	24	7	example	example	NOUN
american_scientific_journal-3548	24	8	of	of	ADP
american_scientific_journal-3548	24	9	instance	instance	NOUN
american_scientific_journal-3548	24	10	-	-	PUNCT
american_scientific_journal-3548	24	11	based	base	VERB
american_scientific_journal-3548	24	12	learning	learning	NOUN
american_scientific_journal-3548	24	13	,	,	PUNCT
american_scientific_journal-3548	24	14	in	in	ADP
american_scientific_journal-3548	24	15	which	which	PRON
american_scientific_journal-3548	24	16	the	the	DET
american_scientific_journal-3548	24	17	training	training	NOUN
american_scientific_journal-3548	24	18	dataset	dataset	NOUN
american_scientific_journal-3548	24	19	is	be	AUX
american_scientific_journal-3548	24	20	stored	store	VERB
american_scientific_journal-3548	24	21	,	,	PUNCT
american_scientific_journal-3548	24	22	so	so	SCONJ
american_scientific_journal-3548	24	23	that	that	SCONJ
american_scientific_journal-3548	24	24	a	a	DET
american_scientific_journal-3548	24	25	classification	classification	NOUN
american_scientific_journal-3548	24	26	for	for	ADP
american_scientific_journal-3548	24	27	a	a	DET
american_scientific_journal-3548	24	28	new	new	ADJ
american_scientific_journal-3548	24	29	unclassified	unclassified	ADJ
american_scientific_journal-3548	24	30	record	record	NOUN
american_scientific_journal-3548	24	31	may	may	AUX
american_scientific_journal-3548	24	32	be	be	AUX
american_scientific_journal-3548	24	33	found	find	VERB
american_scientific_journal-3548	24	34	simply	simply	ADV
american_scientific_journal-3548	24	35	by	by	ADP
american_scientific_journal-3548	24	36	comparing	compare	VERB
american_scientific_journal-3548	24	37	it	it	PRON
american_scientific_journal-3548	24	38	to	to	ADP
american_scientific_journal-3548	24	39	the	the	DET
american_scientific_journal-3548	24	40	most	most	ADV
american_scientific_journal-3548	24	41	similar	similar	ADJ
american_scientific_journal-3548	24	42	records	record	NOUN
american_scientific_journal-3548	24	43	in	in	ADP
american_scientific_journal-3548	24	44	the	the	DET
american_scientific_journal-3548	24	45	training	training	NOUN
american_scientific_journal-3548	24	46	set	set	NOUN
american_scientific_journal-3548	24	47	.	.	PUNCT
american_scientific_journal-3548	25	1	the	the	DET
american_scientific_journal-3548	25	2	distance	distance	NOUN
american_scientific_journal-3548	25	3	function	function	NOUN
american_scientific_journal-3548	25	4	is	be	AUX
american_scientific_journal-3548	25	5	used	use	VERB
american_scientific_journal-3548	25	6	in	in	ADP
american_scientific_journal-3548	25	7	this	this	DET
american_scientific_journal-3548	25	8	method	method	NOUN
american_scientific_journal-3548	25	9	to	to	PART
american_scientific_journal-3548	25	10	determine	determine	VERB
american_scientific_journal-3548	25	11	which	which	DET
american_scientific_journal-3548	25	12	member	member	NOUN
american_scientific_journal-3548	25	13	of	of	ADP
american_scientific_journal-3548	25	14	the	the	DET
american_scientific_journal-3548	25	15	training	training	NOUN
american_scientific_journal-3548	25	16	set	set	NOUN
american_scientific_journal-3548	25	17	is	be	AUX
american_scientific_journal-3548	25	18	closest	close	ADJ
american_scientific_journal-3548	25	19	to	to	ADP
american_scientific_journal-3548	25	20	an	an	DET
american_scientific_journal-3548	25	21	unknown	unknown	ADJ
american_scientific_journal-3548	25	22	test	test	NOUN
american_scientific_journal-3548	25	23	instance	instance	NOUN
american_scientific_journal-3548	25	24	.	.	PUNCT
american_scientific_journal-3548	26	1	also	also	ADV
american_scientific_journal-3548	26	2	,	,	PUNCT
american_scientific_journal-3548	26	3	because	because	SCONJ
american_scientific_journal-3548	26	4	of	of	ADP
american_scientific_journal-3548	26	5	its	its	PRON
american_scientific_journal-3548	26	6	simplicity	simplicity	NOUN
american_scientific_journal-3548	26	7	,	,	PUNCT
american_scientific_journal-3548	26	8	knn	knn	PROPN
american_scientific_journal-3548	26	9	is	be	AUX
american_scientific_journal-3548	26	10	easy	easy	ADJ
american_scientific_journal-3548	26	11	to	to	PART
american_scientific_journal-3548	26	12	modify	modify	VERB
american_scientific_journal-3548	26	13	for	for	ADP
american_scientific_journal-3548	26	14	more	more	ADV
american_scientific_journal-3548	26	15	complicated	complicated	ADJ
american_scientific_journal-3548	26	16	classification	classification	NOUN
american_scientific_journal-3548	26	17	problems	problem	NOUN
american_scientific_journal-3548	26	18	.	.	PUNCT
american_scientific_journal-3548	27	1	for	for	ADP
american_scientific_journal-3548	27	2	instance	instance	NOUN
american_scientific_journal-3548	27	3	,	,	PUNCT
american_scientific_journal-3548	27	4	knn	knn	PROPN
american_scientific_journal-3548	27	5	is	be	AUX
american_scientific_journal-3548	27	6	particularly	particularly	ADV
american_scientific_journal-3548	27	7	well	well	ADV
american_scientific_journal-3548	27	8	-	-	PUNCT
american_scientific_journal-3548	27	9	suited	suit	VERB
american_scientific_journal-3548	27	10	for	for	ADP
american_scientific_journal-3548	27	11	the	the	DET
american_scientific_journal-3548	27	12	object	object	NOUN
american_scientific_journal-3548	27	13	which	which	PRON
american_scientific_journal-3548	27	14	has	have	VERB
american_scientific_journal-3548	27	15	many	many	ADJ
american_scientific_journal-3548	27	16	class	class	NOUN
american_scientific_journal-3548	27	17	labels	label	NOUN
american_scientific_journal-3548	27	18	.	.	PUNCT
american_scientific_journal-3548	28	1	in	in	ADP
american_scientific_journal-3548	28	2	this	this	DET
american_scientific_journal-3548	28	3	paper	paper	NOUN
american_scientific_journal-3548	28	4	,	,	PUNCT
american_scientific_journal-3548	28	5	we	we	PRON
american_scientific_journal-3548	28	6	used	use	VERB
american_scientific_journal-3548	28	7	weighted	weight	VERB
american_scientific_journal-3548	28	8	knn	knn	PROPN
american_scientific_journal-3548	28	9	.	.	PUNCT
american_scientific_journal-3548	29	1	the	the	DET
american_scientific_journal-3548	29	2	proposed	propose	VERB
american_scientific_journal-3548	29	3	scheme	scheme	NOUN
american_scientific_journal-3548	29	4	improves	improve	VERB
american_scientific_journal-3548	29	5	the	the	DET
american_scientific_journal-3548	29	6	accuracy	accuracy	NOUN
american_scientific_journal-3548	29	7	of	of	ADP
american_scientific_journal-3548	29	8	knn	knn	PROPN
american_scientific_journal-3548	29	9	algorithm	algorithm	PROPN
american_scientific_journal-3548	29	10	.	.	PUNCT
american_scientific_journal-3548	30	1	the	the	DET
american_scientific_journal-3548	30	2	organization	organization	NOUN
american_scientific_journal-3548	30	3	of	of	ADP
american_scientific_journal-3548	30	4	this	this	DET
american_scientific_journal-3548	30	5	paper	paper	NOUN
american_scientific_journal-3548	30	6	is	be	AUX
american_scientific_journal-3548	30	7	formed	form	VERB
american_scientific_journal-3548	30	8	as	as	SCONJ
american_scientific_journal-3548	30	9	follows	follow	VERB
american_scientific_journal-3548	30	10	.	.	PUNCT
american_scientific_journal-3548	31	1	literature	literature	NOUN
american_scientific_journal-3548	31	2	survey	survey	NOUN
american_scientific_journal-3548	31	3	is	be	AUX
american_scientific_journal-3548	31	4	briefed	brief	VERB
american_scientific_journal-3548	31	5	in	in	ADP
american_scientific_journal-3548	31	6	section	section	PROPN
american_scientific_journal-3548	31	7	ii	ii	PROPN
american_scientific_journal-3548	31	8	.	.	PUNCT
american_scientific_journal-3548	32	1	proposed	propose	VERB
american_scientific_journal-3548	32	2	system	system	NOUN
american_scientific_journal-3548	32	3	is	be	AUX
american_scientific_journal-3548	32	4	explained	explain	VERB
american_scientific_journal-3548	32	5	in	in	ADP
american_scientific_journal-3548	32	6	section	section	PROPN
american_scientific_journal-3548	32	7	iii	iii	PROPN
american_scientific_journal-3548	32	8	.	.	PUNCT
american_scientific_journal-3548	32	9	dataset	dataset	NOUN
american_scientific_journal-3548	32	10	and	and	CCONJ
american_scientific_journal-3548	32	11	attributes	attribute	NOUN
american_scientific_journal-3548	32	12	is	be	AUX
american_scientific_journal-3548	32	13	explained	explain	VERB
american_scientific_journal-3548	32	14	in	in	ADP
american_scientific_journal-3548	32	15	section	section	NOUN
american_scientific_journal-3548	32	16	iv	iv	NUM
american_scientific_journal-3548	32	17	.	.	PUNCT
american_scientific_journal-3548	33	1	experimental	experimental	ADJ
american_scientific_journal-3548	33	2	results	result	NOUN
american_scientific_journal-3548	33	3	and	and	CCONJ
american_scientific_journal-3548	33	4	discussion	discussion	NOUN
american_scientific_journal-3548	33	5	is	be	AUX
american_scientific_journal-3548	33	6	explained	explain	VERB
american_scientific_journal-3548	33	7	in	in	ADP
american_scientific_journal-3548	33	8	section	section	NOUN
american_scientific_journal-3548	33	9	v	v	NOUN
american_scientific_journal-3548	33	10	,	,	PUNCT
american_scientific_journal-3548	33	11	followed	follow	VERB
american_scientific_journal-3548	33	12	by	by	ADP
american_scientific_journal-3548	33	13	results	result	NOUN
american_scientific_journal-3548	33	14	and	and	CCONJ
american_scientific_journal-3548	33	15	conclusion	conclusion	NOUN
american_scientific_journal-3548	33	16	in	in	ADP
american_scientific_journal-3548	33	17	sections	section	NOUN
american_scientific_journal-3548	33	18	vi	vi	NOUN
american_scientific_journal-3548	33	19	,	,	PUNCT
american_scientific_journal-3548	33	20	respectively	respectively	ADV
american_scientific_journal-3548	33	21	.	.	PUNCT
american_scientific_journal-3548	34	1	2	2	X
american_scientific_journal-3548	34	2	.	.	X
american_scientific_journal-3548	34	3	literature	literature	NOUN
american_scientific_journal-3548	34	4	review	review	VERB
american_scientific_journal-3548	34	5	there	there	PRON
american_scientific_journal-3548	34	6	is	be	VERB
american_scientific_journal-3548	34	7	a	a	DET
american_scientific_journal-3548	34	8	variety	variety	NOUN
american_scientific_journal-3548	34	9	of	of	ADP
american_scientific_journal-3548	34	10	research	research	NOUN
american_scientific_journal-3548	34	11	work	work	NOUN
american_scientific_journal-3548	34	12	which	which	PRON
american_scientific_journal-3548	34	13	has	have	AUX
american_scientific_journal-3548	34	14	been	be	AUX
american_scientific_journal-3548	34	15	carried	carry	VERB
american_scientific_journal-3548	34	16	out	out	ADP
american_scientific_journal-3548	34	17	by	by	ADP
american_scientific_journal-3548	34	18	many	many	ADJ
american_scientific_journal-3548	34	19	researchers	researcher	NOUN
american_scientific_journal-3548	34	20	based	base	VERB
american_scientific_journal-3548	34	21	on	on	ADP
american_scientific_journal-3548	34	22	the	the	DET
american_scientific_journal-3548	34	23	observed	observe	VERB
american_scientific_journal-3548	34	24	medical	medical	ADJ
american_scientific_journal-3548	34	25	diabetes	diabetes	NOUN
american_scientific_journal-3548	34	26	data	datum	NOUN
american_scientific_journal-3548	34	27	.	.	PUNCT
american_scientific_journal-3548	35	1	the	the	DET
american_scientific_journal-3548	35	2	author	author	NOUN
american_scientific_journal-3548	35	3	in	in	ADP
american_scientific_journal-3548	35	4	[	[	X
american_scientific_journal-3548	35	5	1	1	X
american_scientific_journal-3548	35	6	]	]	PUNCT
american_scientific_journal-3548	35	7	have	have	AUX
american_scientific_journal-3548	35	8	presented	present	VERB
american_scientific_journal-3548	35	9	the	the	DET
american_scientific_journal-3548	35	10	result	result	NOUN
american_scientific_journal-3548	35	11	which	which	PRON
american_scientific_journal-3548	35	12	shows	show	VERB
american_scientific_journal-3548	35	13	the	the	DET
american_scientific_journal-3548	35	14	classification	classification	NOUN
american_scientific_journal-3548	35	15	using	use	VERB
american_scientific_journal-3548	35	16	multinomial	multinomial	ADJ
american_scientific_journal-3548	35	17	logistic	logistic	ADJ
american_scientific_journal-3548	35	18	regression	regression	NOUN
american_scientific_journal-3548	35	19	and	and	CCONJ
american_scientific_journal-3548	35	20	produce	produce	VERB
american_scientific_journal-3548	35	21	normal	normal	ADJ
american_scientific_journal-3548	35	22	evaluation	evaluation	NOUN
american_scientific_journal-3548	35	23	value	value	NOUN
american_scientific_journal-3548	35	24	,	,	PUNCT
american_scientific_journal-3548	35	25	with	with	ADP
american_scientific_journal-3548	35	26	fulfilment	fulfilment	NOUN
american_scientific_journal-3548	35	27	rate	rate	NOUN
american_scientific_journal-3548	35	28	of	of	ADP
american_scientific_journal-3548	35	29	78.9	78.9	NUM
american_scientific_journal-3548	35	30	%	%	NOUN
american_scientific_journal-3548	35	31	,	,	PUNCT
american_scientific_journal-3548	35	32	[	[	X
american_scientific_journal-3548	35	33	2	2	X
american_scientific_journal-3548	35	34	]	]	PUNCT
american_scientific_journal-3548	35	35	shows	show	VERB
american_scientific_journal-3548	35	36	experiments	experiment	NOUN
american_scientific_journal-3548	35	37	performed	perform	VERB
american_scientific_journal-3548	35	38	using	use	VERB
american_scientific_journal-3548	35	39	bayes	bayes	PROPN
american_scientific_journal-3548	35	40	network	network	NOUN
american_scientific_journal-3548	35	41	and	and	CCONJ
american_scientific_journal-3548	35	42	the	the	DET
american_scientific_journal-3548	35	43	result	result	NOUN
american_scientific_journal-3548	35	44	was	be	AUX
american_scientific_journal-3548	35	45	72.3	72.3	NUM
american_scientific_journal-3548	35	46	%	%	NOUN
american_scientific_journal-3548	35	47	.	.	PUNCT
american_scientific_journal-3548	36	1	an	an	DET
american_scientific_journal-3548	36	2	analytical	analytical	ADJ
american_scientific_journal-3548	36	3	study	study	NOUN
american_scientific_journal-3548	36	4	of	of	ADP
american_scientific_journal-3548	36	5	numerous	numerous	ADJ
american_scientific_journal-3548	36	6	algorithms	algorithm	NOUN
american_scientific_journal-3548	36	7	is	be	AUX
american_scientific_journal-3548	36	8	done	do	VERB
american_scientific_journal-3548	36	9	in	in	ADP
american_scientific_journal-3548	36	10	[	[	X
american_scientific_journal-3548	36	11	3	3	X
american_scientific_journal-3548	36	12	]	]	PUNCT
american_scientific_journal-3548	36	13	which	which	PRON
american_scientific_journal-3548	36	14	includes	include	VERB
american_scientific_journal-3548	36	15	clustering	clustering	NOUN
american_scientific_journal-3548	36	16	,	,	PUNCT
american_scientific_journal-3548	36	17	classification	classification	NOUN
american_scientific_journal-3548	36	18	,	,	PUNCT
american_scientific_journal-3548	36	19	vector	vector	NOUN
american_scientific_journal-3548	36	20	machines	machine	NOUN
american_scientific_journal-3548	36	21	and	and	CCONJ
american_scientific_journal-3548	36	22	neural	neural	ADJ
american_scientific_journal-3548	36	23	networks	network	NOUN
american_scientific_journal-3548	36	24	machine	machine	NOUN
american_scientific_journal-3548	36	25	learning	learning	NOUN
american_scientific_journal-3548	36	26	is	be	AUX
american_scientific_journal-3548	36	27	the	the	DET
american_scientific_journal-3548	36	28	method	method	NOUN
american_scientific_journal-3548	36	29	of	of	ADP
american_scientific_journal-3548	36	30	identifying	identify	VERB
american_scientific_journal-3548	36	31	,	,	PUNCT
american_scientific_journal-3548	36	32	exploring	explore	VERB
american_scientific_journal-3548	36	33	and	and	CCONJ
american_scientific_journal-3548	36	34	modelling	model	VERB
american_scientific_journal-3548	36	35	huge	huge	ADJ
american_scientific_journal-3548	36	36	amounts	amount	NOUN
american_scientific_journal-3548	36	37	of	of	ADP
american_scientific_journal-3548	36	38	data	datum	NOUN
american_scientific_journal-3548	36	39	that	that	PRON
american_scientific_journal-3548	36	40	discover	discover	VERB
american_scientific_journal-3548	36	41	unidentified	unidentified	ADJ
american_scientific_journal-3548	36	42	patterns	pattern	NOUN
american_scientific_journal-3548	36	43	or	or	CCONJ
american_scientific_journal-3548	36	44	relationships	relationship	NOUN
american_scientific_journal-3548	36	45	that	that	PRON
american_scientific_journal-3548	36	46	produce	produce	VERB
american_scientific_journal-3548	36	47	a	a	DET
american_scientific_journal-3548	36	48	correct	correct	ADJ
american_scientific_journal-3548	36	49	result	result	NOUN
american_scientific_journal-3548	36	50	.	.	PUNCT
american_scientific_journal-3548	37	1	thus	thus	ADV
american_scientific_journal-3548	37	2	machine	machine	NOUN
american_scientific_journal-3548	37	3	learning	learning	NOUN
american_scientific_journal-3548	37	4	tools	tool	NOUN
american_scientific_journal-3548	37	5	can	can	AUX
american_scientific_journal-3548	37	6	be	be	AUX
american_scientific_journal-3548	37	7	successfully	successfully	ADV
american_scientific_journal-3548	37	8	applied	apply	VERB
american_scientific_journal-3548	37	9	in	in	ADP
american_scientific_journal-3548	37	10	various	various	ADJ
american_scientific_journal-3548	37	11	fields	field	NOUN
american_scientific_journal-3548	37	12	in	in	ADP
american_scientific_journal-3548	37	13	order	order	NOUN
american_scientific_journal-3548	37	14	to	to	PART
american_scientific_journal-3548	37	15	find	find	VERB
american_scientific_journal-3548	37	16	patterns	pattern	NOUN
american_scientific_journal-3548	37	17	automatically	automatically	ADV
american_scientific_journal-3548	37	18	with	with	ADP
american_scientific_journal-3548	37	19	least	least	ADJ
american_scientific_journal-3548	37	20	amount	amount	NOUN
american_scientific_journal-3548	37	21	of	of	ADP
american_scientific_journal-3548	37	22	user	user	NOUN
american_scientific_journal-3548	37	23	input	input	NOUN
american_scientific_journal-3548	37	24	and	and	CCONJ
american_scientific_journal-3548	37	25	efforts	effort	NOUN
american_scientific_journal-3548	37	26	.	.	PUNCT
american_scientific_journal-3548	38	1	many	many	ADJ
american_scientific_journal-3548	38	2	organizations	organization	NOUN
american_scientific_journal-3548	38	3	now	now	ADV
american_scientific_journal-3548	38	4	started	start	VERB
american_scientific_journal-3548	38	5	using	use	VERB
american_scientific_journal-3548	38	6	machine	machine	NOUN
american_scientific_journal-3548	38	7	learning	learning	NOUN
american_scientific_journal-3548	38	8	as	as	ADP
american_scientific_journal-3548	38	9	a	a	DET
american_scientific_journal-3548	38	10	tool	tool	NOUN
american_scientific_journal-3548	38	11	,	,	PUNCT
american_scientific_journal-3548	38	12	to	to	PART
american_scientific_journal-3548	38	13	deal	deal	VERB
american_scientific_journal-3548	38	14	with	with	ADP
american_scientific_journal-3548	38	15	the	the	DET
american_scientific_journal-3548	38	16	competitive	competitive	ADJ
american_scientific_journal-3548	38	17	environment	environment	NOUN
american_scientific_journal-3548	38	18	for	for	ADP
american_scientific_journal-3548	38	19	data	datum	NOUN
american_scientific_journal-3548	38	20	analysis	analysis	NOUN
american_scientific_journal-3548	38	21	and	and	CCONJ
american_scientific_journal-3548	38	22	evaluate	evaluate	VERB
american_scientific_journal-3548	38	23	various	various	ADJ
american_scientific_journal-3548	38	24	trends	trend	NOUN
american_scientific_journal-3548	38	25	and	and	CCONJ
american_scientific_journal-3548	38	26	pattern	pattern	NOUN
american_scientific_journal-3548	38	27	of	of	ADP
american_scientific_journal-3548	38	28	market	market	NOUN
american_scientific_journal-3548	38	29	and	and	CCONJ
american_scientific_journal-3548	38	30	to	to	PART
american_scientific_journal-3548	38	31	produce	produce	VERB
american_scientific_journal-3548	38	32	quick	quick	ADJ
american_scientific_journal-3548	38	33	and	and	CCONJ
american_scientific_journal-3548	38	34	effective	effective	ADJ
american_scientific_journal-3548	38	35	market	market	NOUN
american_scientific_journal-3548	38	36	trend	trend	NOUN
american_scientific_journal-3548	38	37	analysis	analysis	NOUN
american_scientific_journal-3548	38	38	.	.	PUNCT
american_scientific_journal-3548	39	1	these	these	DET
american_scientific_journal-3548	39	2	methods	method	NOUN
american_scientific_journal-3548	39	3	use	use	VERB
american_scientific_journal-3548	39	4	different	different	ADJ
american_scientific_journal-3548	39	5	algorithms	algorithm	NOUN
american_scientific_journal-3548	39	6	and	and	CCONJ
american_scientific_journal-3548	39	7	can	can	AUX
american_scientific_journal-3548	39	8	be	be	AUX
american_scientific_journal-3548	39	9	implemented	implement	VERB
american_scientific_journal-3548	39	10	with	with	ADP
american_scientific_journal-3548	39	11	different	different	ADJ
american_scientific_journal-3548	39	12	data	datum	NOUN
american_scientific_journal-3548	39	13	and	and	CCONJ
american_scientific_journal-3548	39	14	types	type	NOUN
american_scientific_journal-3548	39	15	.	.	PUNCT
american_scientific_journal-3548	40	1	more	more	ADV
american_scientific_journal-3548	40	2	specifically	specifically	ADV
american_scientific_journal-3548	40	3	,	,	PUNCT
american_scientific_journal-3548	40	4	there	there	PRON
american_scientific_journal-3548	40	5	are	be	VERB
american_scientific_journal-3548	40	6	various	various	ADJ
american_scientific_journal-3548	40	7	data	datum	NOUN
american_scientific_journal-3548	40	8	classification	classification	NOUN
american_scientific_journal-3548	40	9	algorithms	algorithm	NOUN
american_scientific_journal-3548	40	10	available	available	ADJ
american_scientific_journal-3548	40	11	in	in	ADP
american_scientific_journal-3548	40	12	machine	machine	NOUN
american_scientific_journal-3548	40	13	learning	learning	NOUN
american_scientific_journal-3548	40	14	.	.	PUNCT
american_scientific_journal-3548	41	1	among	among	ADP
american_scientific_journal-3548	41	2	these	these	PRON
american_scientific_journal-3548	41	3	,	,	PUNCT
american_scientific_journal-3548	41	4	k	k	X
american_scientific_journal-3548	41	5	-	-	PUNCT
american_scientific_journal-3548	41	6	nearest	near	ADJ
american_scientific_journal-3548	41	7	neighbour	neighbour	ADJ
american_scientific_journal-3548	41	8	algorithm	algorithm	NOUN
american_scientific_journal-3548	41	9	(	(	PUNCT
american_scientific_journal-3548	41	10	knn	knn	PROPN
american_scientific_journal-3548	41	11	)	)	PUNCT
american_scientific_journal-3548	41	12	used	use	VERB
american_scientific_journal-3548	41	13	for	for	ADP
american_scientific_journal-3548	41	14	this	this	DET
american_scientific_journal-3548	41	15	research	research	NOUN
american_scientific_journal-3548	41	16	is	be	AUX
american_scientific_journal-3548	41	17	discussed	discuss	VERB
american_scientific_journal-3548	41	18	hereafter	hereafter	ADV
american_scientific_journal-3548	41	19	.	.	PUNCT
american_scientific_journal-3548	42	1	an	an	DET
american_scientific_journal-3548	42	2	analytical	analytical	ADJ
american_scientific_journal-3548	42	3	result	result	NOUN
american_scientific_journal-3548	42	4	has	have	AUX
american_scientific_journal-3548	42	5	been	be	AUX
american_scientific_journal-3548	42	6	validated	validate	VERB
american_scientific_journal-3548	42	7	for	for	ADP
american_scientific_journal-3548	42	8	the	the	DET
american_scientific_journal-3548	42	9	approaches	approach	NOUN
american_scientific_journal-3548	42	10	such	such	ADJ
american_scientific_journal-3548	42	11	as	as	ADP
american_scientific_journal-3548	42	12	clustering	cluster	VERB
american_scientific_journal-3548	42	13	,	,	PUNCT
american_scientific_journal-3548	42	14	neural	neural	ADJ
american_scientific_journal-3548	42	15	network	network	NOUN
american_scientific_journal-3548	42	16	,	,	PUNCT
american_scientific_journal-3548	42	17	vector	vector	NOUN
american_scientific_journal-3548	42	18	machines	machine	NOUN
american_scientific_journal-3548	42	19	and	and	CCONJ
american_scientific_journal-3548	42	20	hybrid	hybrid	ADJ
american_scientific_journal-3548	42	21	approaches	approach	NOUN
american_scientific_journal-3548	42	22	.	.	PUNCT
american_scientific_journal-3548	43	1	it	it	PRON
american_scientific_journal-3548	43	2	is	be	AUX
american_scientific_journal-3548	43	3	observed	observe	VERB
american_scientific_journal-3548	43	4	that	that	SCONJ
american_scientific_journal-3548	43	5	the	the	DET
american_scientific_journal-3548	43	6	hybrid	hybrid	ADJ
american_scientific_journal-3548	43	7	approaches	approach	NOUN
american_scientific_journal-3548	43	8	are	be	AUX
american_scientific_journal-3548	43	9	observed	observe	VERB
american_scientific_journal-3548	43	10	to	to	PART
american_scientific_journal-3548	43	11	produce	produce	VERB
american_scientific_journal-3548	43	12	significant	significant	ADJ
american_scientific_journal-3548	43	13	results	result	NOUN
american_scientific_journal-3548	43	14	in	in	ADP
american_scientific_journal-3548	43	15	terms	term	NOUN
american_scientific_journal-3548	43	16	of	of	ADP
american_scientific_journal-3548	43	17	the	the	DET
american_scientific_journal-3548	43	18	classification	classification	NOUN
american_scientific_journal-3548	43	19	accuracy	accuracy	NOUN
american_scientific_journal-3548	43	20	,	,	PUNCT
american_scientific_journal-3548	43	21	processing	processing	NOUN
american_scientific_journal-3548	43	22	time	time	NOUN
american_scientific_journal-3548	43	23	as	as	SCONJ
american_scientific_journal-3548	43	24	shown	show	VERB
american_scientific_journal-3548	43	25	in	in	ADP
american_scientific_journal-3548	43	26	[	[	X
american_scientific_journal-3548	43	27	5	5	NUM
american_scientific_journal-3548	43	28	]	]	PUNCT
american_scientific_journal-3548	43	29	.	.	PUNCT
american_scientific_journal-3548	44	1	authors	author	NOUN
american_scientific_journal-3548	44	2	in	in	ADP
american_scientific_journal-3548	44	3	[	[	X
american_scientific_journal-3548	44	4	4	4	NUM
american_scientific_journal-3548	44	5	]	]	PUNCT
american_scientific_journal-3548	44	6	have	have	AUX
american_scientific_journal-3548	44	7	applied	apply	VERB
american_scientific_journal-3548	44	8	adult	adult	NOUN
american_scientific_journal-3548	44	9	population	population	NOUN
american_scientific_journal-3548	44	10	data	datum	NOUN
american_scientific_journal-3548	44	11	from	from	ADP
american_scientific_journal-3548	44	12	ministry	ministry	PROPN
american_scientific_journal-3548	44	13	of	of	ADP
american_scientific_journal-3548	44	14	national	national	PROPN
american_scientific_journal-3548	44	15	guard	guard	PROPN
american_scientific_journal-3548	44	16	health	health	PROPN
american_scientific_journal-3548	44	17	affairs	affairs	PROPN
american_scientific_journal-3548	44	18	(	(	PUNCT
american_scientific_journal-3548	44	19	mngha	mngha	PROPN
american_scientific_journal-3548	44	20	)	)	PUNCT
american_scientific_journal-3548	44	21	,	,	PUNCT
american_scientific_journal-3548	44	22	saudi	saudi	PROPN
american_scientific_journal-3548	44	23	arabia	arabia	PROPN
american_scientific_journal-3548	44	24	on	on	ADP
american_scientific_journal-3548	44	25	three	three	NUM
american_scientific_journal-3548	44	26	data	datum	NOUN
american_scientific_journal-3548	44	27	mining	mining	NOUN
american_scientific_journal-3548	44	28	american	american	ADJ
american_scientific_journal-3548	44	29	scientific	scientific	ADJ
american_scientific_journal-3548	44	30	research	research	NOUN
american_scientific_journal-3548	44	31	journal	journal	NOUN
american_scientific_journal-3548	44	32	for	for	ADP
american_scientific_journal-3548	44	33	engineering	engineering	NOUN
american_scientific_journal-3548	44	34	,	,	PUNCT
american_scientific_journal-3548	44	35	technology	technology	NOUN
american_scientific_journal-3548	44	36	,	,	PUNCT
american_scientific_journal-3548	44	37	and	and	CCONJ
american_scientific_journal-3548	44	38	sciences	science	NOUN
american_scientific_journal-3548	44	39	(	(	PUNCT
american_scientific_journal-3548	44	40	asrjets	asrjet	NOUN
american_scientific_journal-3548	44	41	)	)	PUNCT
american_scientific_journal-3548	44	42	(	(	PUNCT
american_scientific_journal-3548	44	43	2018	2018	NUM
american_scientific_journal-3548	44	44	)	)	PUNCT
american_scientific_journal-3548	44	45	volume	volume	NOUN
american_scientific_journal-3548	44	46	45	45	NUM
american_scientific_journal-3548	44	47	,	,	PUNCT
american_scientific_journal-3548	44	48	no	no	DET
american_scientific_journal-3548	44	49	1	1	NUM
american_scientific_journal-3548	44	50	,	,	PUNCT
american_scientific_journal-3548	44	51	pp	pp	ADV
american_scientific_journal-3548	44	52	299	299	NUM
american_scientific_journal-3548	44	53	-	-	SYM
american_scientific_journal-3548	44	54	307	307	NUM
american_scientific_journal-3548	44	55	301	301	NUM
american_scientific_journal-3548	44	56	algorithms	algorithm	NOUN
american_scientific_journal-3548	44	57	,	,	PUNCT
american_scientific_journal-3548	44	58	namely	namely	ADV
american_scientific_journal-3548	44	59	self	self	NOUN
american_scientific_journal-3548	44	60	-	-	PUNCT
american_scientific_journal-3548	44	61	organizing	organize	VERB
american_scientific_journal-3548	44	62	map	map	NOUN
american_scientific_journal-3548	44	63	(	(	PUNCT
american_scientific_journal-3548	44	64	som	som	NOUN
american_scientific_journal-3548	44	65	)	)	PUNCT
american_scientific_journal-3548	44	66	,	,	PUNCT
american_scientific_journal-3548	44	67	c4.5	c4.5	PROPN
american_scientific_journal-3548	44	68	and	and	CCONJ
american_scientific_journal-3548	44	69	random	random	ADJ
american_scientific_journal-3548	44	70	forest	forest	NOUN
american_scientific_journal-3548	44	71	,	,	PUNCT
american_scientific_journal-3548	44	72	to	to	PART
american_scientific_journal-3548	44	73	predict	predict	VERB
american_scientific_journal-3548	44	74	diabetic	diabetic	ADJ
american_scientific_journal-3548	44	75	patients	patient	NOUN
american_scientific_journal-3548	44	76	using	use	VERB
american_scientific_journal-3548	44	77	18	18	NUM
american_scientific_journal-3548	44	78	risk	risk	NOUN
american_scientific_journal-3548	44	79	factors	factor	NOUN
american_scientific_journal-3548	44	80	.	.	PUNCT
american_scientific_journal-3548	45	1	random	random	ADJ
american_scientific_journal-3548	45	2	forest	forest	NOUN
american_scientific_journal-3548	45	3	achieved	achieve	VERB
american_scientific_journal-3548	45	4	the	the	DET
american_scientific_journal-3548	45	5	best	good	ADJ
american_scientific_journal-3548	45	6	performance	performance	NOUN
american_scientific_journal-3548	45	7	compared	compare	VERB
american_scientific_journal-3548	45	8	to	to	ADP
american_scientific_journal-3548	45	9	other	other	ADJ
american_scientific_journal-3548	45	10	data	datum	NOUN
american_scientific_journal-3548	45	11	mining	mining	NOUN
american_scientific_journal-3548	45	12	classifiers	classifier	NOUN
american_scientific_journal-3548	45	13	,	,	PUNCT
american_scientific_journal-3548	45	14	with	with	ADP
american_scientific_journal-3548	45	15	the	the	DET
american_scientific_journal-3548	45	16	need	need	NOUN
american_scientific_journal-3548	45	17	for	for	ADP
american_scientific_journal-3548	45	18	a	a	DET
american_scientific_journal-3548	45	19	simple	simple	ADJ
american_scientific_journal-3548	45	20	and	and	CCONJ
american_scientific_journal-3548	45	21	effective	effective	ADJ
american_scientific_journal-3548	45	22	model	model	NOUN
american_scientific_journal-3548	45	23	have	have	AUX
american_scientific_journal-3548	45	24	led	lead	VERB
american_scientific_journal-3548	45	25	to	to	PART
american_scientific_journal-3548	45	26	take	take	VERB
american_scientific_journal-3548	45	27	up	up	ADP
american_scientific_journal-3548	45	28	weighted	weight	VERB
american_scientific_journal-3548	45	29	knn	knn	PROPN
american_scientific_journal-3548	45	30	for	for	ADP
american_scientific_journal-3548	45	31	effective	effective	ADJ
american_scientific_journal-3548	45	32	performance	performance	NOUN
american_scientific_journal-3548	45	33	of	of	ADP
american_scientific_journal-3548	45	34	the	the	DET
american_scientific_journal-3548	45	35	diabetes	diabetes	NOUN
american_scientific_journal-3548	45	36	.	.	PUNCT
american_scientific_journal-3548	46	1	3	3	X
american_scientific_journal-3548	46	2	.	.	NUM
american_scientific_journal-3548	46	3	proposed	propose	VERB
american_scientific_journal-3548	46	4	system	system	NOUN
american_scientific_journal-3548	46	5	3.1	3.1	NUM
american_scientific_journal-3548	46	6	algorithm	algorithm	NOUN
american_scientific_journal-3548	46	7	:	:	PUNCT
american_scientific_journal-3548	46	8	k	k	ADJ
american_scientific_journal-3548	46	9	-	-	PUNCT
american_scientific_journal-3548	46	10	nearest	near	ADJ
american_scientific_journal-3548	46	11	neighbour	neighbour	NOUN
american_scientific_journal-3548	46	12	1	1	NUM
american_scientific_journal-3548	46	13	.	.	PUNCT
american_scientific_journal-3548	46	14	randomly	randomly	ADV
american_scientific_journal-3548	46	15	selected	select	VERB
american_scientific_journal-3548	46	16	k	k	PROPN
american_scientific_journal-3548	46	17	means	mean	NOUN
american_scientific_journal-3548	46	18	of	of	ADP
american_scientific_journal-3548	46	19	the	the	DET
american_scientific_journal-3548	46	20	quantity	quantity	NOUN
american_scientific_journal-3548	46	21	of	of	ADP
american_scientific_journal-3548	46	22	nearest	near	ADJ
american_scientific_journal-3548	46	23	neighbours	neighbour	NOUN
american_scientific_journal-3548	46	24	.	.	PUNCT
american_scientific_journal-3548	47	1	2	2	X
american_scientific_journal-3548	47	2	.	.	X
american_scientific_journal-3548	47	3	compute	compute	VERB
american_scientific_journal-3548	47	4	the	the	DET
american_scientific_journal-3548	47	5	distance	distance	NOUN
american_scientific_journal-3548	47	6	between	between	ADP
american_scientific_journal-3548	47	7	the	the	DET
american_scientific_journal-3548	47	8	query	query	NOUN
american_scientific_journal-3548	47	9	instance	instance	NOUN
american_scientific_journal-3548	47	10	and	and	CCONJ
american_scientific_journal-3548	47	11	all	all	DET
american_scientific_journal-3548	47	12	the	the	DET
american_scientific_journal-3548	47	13	training	training	NOUN
american_scientific_journal-3548	47	14	samples	sample	NOUN
american_scientific_journal-3548	47	15	.	.	PUNCT
american_scientific_journal-3548	48	1	3	3	X
american_scientific_journal-3548	48	2	.	.	X
american_scientific_journal-3548	48	3	sort	sort	VERB
american_scientific_journal-3548	48	4	the	the	DET
american_scientific_journal-3548	48	5	distances	distance	NOUN
american_scientific_journal-3548	48	6	for	for	ADP
american_scientific_journal-3548	48	7	all	all	DET
american_scientific_journal-3548	48	8	the	the	DET
american_scientific_journal-3548	48	9	training	training	NOUN
american_scientific_journal-3548	48	10	samples	sample	NOUN
american_scientific_journal-3548	48	11	and	and	CCONJ
american_scientific_journal-3548	48	12	determine	determine	VERB
american_scientific_journal-3548	48	13	the	the	DET
american_scientific_journal-3548	48	14	nearest	near	ADJ
american_scientific_journal-3548	48	15	neighbour	neighbour	NOUN
american_scientific_journal-3548	48	16	based	base	VERB
american_scientific_journal-3548	48	17	on	on	ADP
american_scientific_journal-3548	48	18	the	the	DET
american_scientific_journal-3548	48	19	kth	kth	PROPN
american_scientific_journal-3548	48	20	minimum	minimum	NOUN
american_scientific_journal-3548	48	21	distance	distance	NOUN
american_scientific_journal-3548	48	22	.	.	PUNCT
american_scientific_journal-3548	49	1	4	4	X
american_scientific_journal-3548	49	2	.	.	X
american_scientific_journal-3548	49	3	since	since	SCONJ
american_scientific_journal-3548	49	4	this	this	PRON
american_scientific_journal-3548	49	5	is	be	AUX
american_scientific_journal-3548	49	6	supervised	supervised	ADJ
american_scientific_journal-3548	49	7	learning	learning	NOUN
american_scientific_journal-3548	49	8	,	,	PUNCT
american_scientific_journal-3548	49	9	get	get	VERB
american_scientific_journal-3548	49	10	all	all	DET
american_scientific_journal-3548	49	11	the	the	DET
american_scientific_journal-3548	49	12	categories	category	NOUN
american_scientific_journal-3548	49	13	of	of	ADP
american_scientific_journal-3548	49	14	your	your	PRON
american_scientific_journal-3548	49	15	training	training	NOUN
american_scientific_journal-3548	49	16	data	datum	NOUN
american_scientific_journal-3548	49	17	for	for	ADP
american_scientific_journal-3548	49	18	the	the	DET
american_scientific_journal-3548	49	19	sorted	sorted	ADJ
american_scientific_journal-3548	49	20	value	value	NOUN
american_scientific_journal-3548	49	21	which	which	PRON
american_scientific_journal-3548	49	22	fall	fall	VERB
american_scientific_journal-3548	49	23	under	under	ADP
american_scientific_journal-3548	49	24	k.	k.	PROPN
american_scientific_journal-3548	49	25	5	5	NUM
american_scientific_journal-3548	49	26	.	.	PUNCT
american_scientific_journal-3548	50	1	use	use	VERB
american_scientific_journal-3548	50	2	the	the	DET
american_scientific_journal-3548	50	3	majority	majority	NOUN
american_scientific_journal-3548	50	4	of	of	ADP
american_scientific_journal-3548	50	5	nearest	near	ADJ
american_scientific_journal-3548	50	6	neighbours	neighbour	NOUN
american_scientific_journal-3548	50	7	as	as	ADP
american_scientific_journal-3548	50	8	the	the	DET
american_scientific_journal-3548	50	9	prediction	prediction	NOUN
american_scientific_journal-3548	50	10	value	value	NOUN
american_scientific_journal-3548	50	11	.	.	PUNCT
american_scientific_journal-3548	51	1	3.2	3.2	NUM
american_scientific_journal-3548	51	2	the	the	DET
american_scientific_journal-3548	51	3	k	k	ADV
american_scientific_journal-3548	51	4	-	-	PUNCT
american_scientific_journal-3548	51	5	nearest	near	ADJ
american_scientific_journal-3548	51	6	neighbor	neighbor	NOUN
american_scientific_journal-3548	51	7	algorithm	algorithm	NOUN
american_scientific_journal-3548	51	8	of	of	ADP
american_scientific_journal-3548	51	9	k	k	X
american_scientific_journal-3548	51	10	-	-	PUNCT
american_scientific_journal-3548	51	11	nearest	near	ADJ
american_scientific_journal-3548	51	12	neighbor	neighbor	NOUN
american_scientific_journal-3548	51	13	is	be	AUX
american_scientific_journal-3548	51	14	defined	define	VERB
american_scientific_journal-3548	51	15	as	as	ADP
american_scientific_journal-3548	51	16	a	a	DET
american_scientific_journal-3548	51	17	supervised	supervised	ADJ
american_scientific_journal-3548	51	18	learning	learning	NOUN
american_scientific_journal-3548	51	19	algorithm	algorithm	NOUN
american_scientific_journal-3548	51	20	used	use	VERB
american_scientific_journal-3548	51	21	for	for	ADP
american_scientific_journal-3548	51	22	classifying	classify	VERB
american_scientific_journal-3548	51	23	objects	object	NOUN
american_scientific_journal-3548	51	24	based	base	VERB
american_scientific_journal-3548	51	25	on	on	ADP
american_scientific_journal-3548	51	26	closest	close	ADJ
american_scientific_journal-3548	51	27	training	training	NOUN
american_scientific_journal-3548	51	28	examples	example	NOUN
american_scientific_journal-3548	51	29	in	in	ADP
american_scientific_journal-3548	51	30	the	the	DET
american_scientific_journal-3548	51	31	feature	feature	NOUN
american_scientific_journal-3548	51	32	space	space	NOUN
american_scientific_journal-3548	51	33	.	.	PUNCT
american_scientific_journal-3548	52	1	knn	knn	PROPN
american_scientific_journal-3548	52	2	is	be	AUX
american_scientific_journal-3548	52	3	the	the	DET
american_scientific_journal-3548	52	4	most	most	ADV
american_scientific_journal-3548	52	5	basic	basic	ADJ
american_scientific_journal-3548	52	6	type	type	NOUN
american_scientific_journal-3548	52	7	of	of	ADP
american_scientific_journal-3548	52	8	instance	instance	NOUN
american_scientific_journal-3548	52	9	-	-	PUNCT
american_scientific_journal-3548	52	10	based	base	VERB
american_scientific_journal-3548	52	11	learning	learning	NOUN
american_scientific_journal-3548	52	12	or	or	CCONJ
american_scientific_journal-3548	52	13	lazy	lazy	ADJ
american_scientific_journal-3548	52	14	learning	learning	NOUN
american_scientific_journal-3548	52	15	.	.	PUNCT
american_scientific_journal-3548	53	1	it	it	PRON
american_scientific_journal-3548	53	2	assumes	assume	VERB
american_scientific_journal-3548	53	3	all	all	DET
american_scientific_journal-3548	53	4	instances	instance	NOUN
american_scientific_journal-3548	53	5	are	be	AUX
american_scientific_journal-3548	53	6	points	point	NOUN
american_scientific_journal-3548	53	7	in	in	ADP
american_scientific_journal-3548	53	8	n	n	ADV
american_scientific_journal-3548	53	9	-	-	PUNCT
american_scientific_journal-3548	53	10	dimensional	dimensional	ADJ
american_scientific_journal-3548	53	11	space	space	NOUN
american_scientific_journal-3548	53	12	.	.	PUNCT
american_scientific_journal-3548	54	1	a	a	DET
american_scientific_journal-3548	54	2	distance	distance	NOUN
american_scientific_journal-3548	54	3	measure	measure	NOUN
american_scientific_journal-3548	54	4	is	be	AUX
american_scientific_journal-3548	54	5	needed	need	VERB
american_scientific_journal-3548	54	6	to	to	PART
american_scientific_journal-3548	54	7	determine	determine	VERB
american_scientific_journal-3548	54	8	the	the	DET
american_scientific_journal-3548	54	9	“	"	PUNCT
american_scientific_journal-3548	54	10	closeness	closeness	NOUN
american_scientific_journal-3548	54	11	”	"	PUNCT
american_scientific_journal-3548	54	12	of	of	ADP
american_scientific_journal-3548	54	13	instances	instance	NOUN
american_scientific_journal-3548	54	14	.	.	PUNCT
american_scientific_journal-3548	55	1	knn	knn	PROPN
american_scientific_journal-3548	55	2	algorithm	algorithm	PROPN
american_scientific_journal-3548	55	3	is	be	AUX
american_scientific_journal-3548	55	4	a	a	DET
american_scientific_journal-3548	55	5	simple	simple	ADJ
american_scientific_journal-3548	55	6	technique	technique	NOUN
american_scientific_journal-3548	55	7	that	that	PRON
american_scientific_journal-3548	55	8	stores	store	NOUN
american_scientific_journal-3548	55	9	all	all	PRON
american_scientific_journal-3548	55	10	available	available	ADJ
american_scientific_journal-3548	55	11	cases	case	NOUN
american_scientific_journal-3548	55	12	and	and	CCONJ
american_scientific_journal-3548	55	13	classifies	classify	VERB
american_scientific_journal-3548	55	14	new	new	ADJ
american_scientific_journal-3548	55	15	cases	case	NOUN
american_scientific_journal-3548	55	16	based	base	VERB
american_scientific_journal-3548	55	17	on	on	ADP
american_scientific_journal-3548	55	18	a	a	DET
american_scientific_journal-3548	55	19	similarity	similarity	NOUN
american_scientific_journal-3548	55	20	measure	measure	NOUN
american_scientific_journal-3548	55	21	.	.	PUNCT
american_scientific_journal-3548	56	1	it	it	PRON
american_scientific_journal-3548	56	2	is	be	AUX
american_scientific_journal-3548	56	3	a	a	DET
american_scientific_journal-3548	56	4	type	type	NOUN
american_scientific_journal-3548	56	5	of	of	ADP
american_scientific_journal-3548	56	6	lethargic	lethargic	ADJ
american_scientific_journal-3548	56	7	knowledge	knowledge	NOUN
american_scientific_journal-3548	56	8	where	where	SCONJ
american_scientific_journal-3548	56	9	the	the	DET
american_scientific_journal-3548	56	10	function	function	NOUN
american_scientific_journal-3548	56	11	is	be	AUX
american_scientific_journal-3548	56	12	only	only	ADV
american_scientific_journal-3548	56	13	approximated	approximate	VERB
american_scientific_journal-3548	56	14	nearby	nearby	ADV
american_scientific_journal-3548	56	15	and	and	CCONJ
american_scientific_journal-3548	56	16	the	the	DET
american_scientific_journal-3548	56	17	entire	entire	ADJ
american_scientific_journal-3548	56	18	working	work	VERB
american_scientific_journal-3548	56	19	out	out	ADP
american_scientific_journal-3548	56	20	is	be	AUX
american_scientific_journal-3548	56	21	deferred	defer	VERB
american_scientific_journal-3548	56	22	until	until	ADP
american_scientific_journal-3548	56	23	classification	classification	NOUN
american_scientific_journal-3548	56	24	.	.	PUNCT
american_scientific_journal-3548	57	1	an	an	DET
american_scientific_journal-3548	57	2	entity	entity	NOUN
american_scientific_journal-3548	57	3	is	be	AUX
american_scientific_journal-3548	57	4	classified	classify	VERB
american_scientific_journal-3548	57	5	by	by	ADP
american_scientific_journal-3548	57	6	the	the	DET
american_scientific_journal-3548	57	7	best	good	ADJ
american_scientific_journal-3548	57	8	part	part	NOUN
american_scientific_journal-3548	57	9	of	of	ADP
american_scientific_journal-3548	57	10	its	its	PRON
american_scientific_journal-3548	57	11	neighbors	neighbor	NOUN
american_scientific_journal-3548	57	12	.	.	PUNCT
american_scientific_journal-3548	58	1	k	k	PROPN
american_scientific_journal-3548	58	2	is	be	AUX
american_scientific_journal-3548	58	3	always	always	ADV
american_scientific_journal-3548	58	4	a	a	DET
american_scientific_journal-3548	58	5	positive	positive	ADJ
american_scientific_journal-3548	58	6	integer	integer	NOUN
american_scientific_journal-3548	58	7	.	.	PUNCT
american_scientific_journal-3548	59	1	the	the	DET
american_scientific_journal-3548	59	2	correct	correct	ADJ
american_scientific_journal-3548	59	3	classification	classification	NOUN
american_scientific_journal-3548	59	4	is	be	AUX
american_scientific_journal-3548	59	5	predicted	predict	VERB
american_scientific_journal-3548	59	6	because	because	SCONJ
american_scientific_journal-3548	59	7	the	the	DET
american_scientific_journal-3548	59	8	neighbors	neighbor	NOUN
american_scientific_journal-3548	59	9	are	be	AUX
american_scientific_journal-3548	59	10	selected	select	VERB
american_scientific_journal-3548	59	11	from	from	ADP
american_scientific_journal-3548	59	12	a	a	DET
american_scientific_journal-3548	59	13	set	set	NOUN
american_scientific_journal-3548	59	14	of	of	ADP
american_scientific_journal-3548	59	15	objects	object	NOUN
american_scientific_journal-3548	59	16	.	.	PUNCT
american_scientific_journal-3548	60	1	some	some	PRON
american_scientific_journal-3548	60	2	of	of	ADP
american_scientific_journal-3548	60	3	the	the	DET
american_scientific_journal-3548	60	4	main	main	ADJ
american_scientific_journal-3548	60	5	advantages	advantage	NOUN
american_scientific_journal-3548	60	6	of	of	ADP
american_scientific_journal-3548	60	7	knn	knn	PROPN
american_scientific_journal-3548	60	8	are	be	AUX
american_scientific_journal-3548	60	9	:	:	PUNCT
american_scientific_journal-3548	60	10	(	(	PUNCT
american_scientific_journal-3548	60	11	i	i	NOUN
american_scientific_journal-3548	60	12	)	)	PUNCT
american_scientific_journal-3548	60	13	it	it	PRON
american_scientific_journal-3548	60	14	is	be	AUX
american_scientific_journal-3548	60	15	simple	simple	ADJ
american_scientific_journal-3548	60	16	to	to	PART
american_scientific_journal-3548	60	17	implement	implement	VERB
american_scientific_journal-3548	60	18	and	and	CCONJ
american_scientific_journal-3548	60	19	easy	easy	ADJ
american_scientific_journal-3548	60	20	to	to	PART
american_scientific_journal-3548	60	21	justify	justify	VERB
american_scientific_journal-3548	60	22	the	the	DET
american_scientific_journal-3548	60	23	outcome	outcome	NOUN
american_scientific_journal-3548	60	24	of	of	ADP
american_scientific_journal-3548	60	25	knn	knn	PROPN
american_scientific_journal-3548	60	26	(	(	PUNCT
american_scientific_journal-3548	60	27	ii	ii	PROPN
american_scientific_journal-3548	60	28	)	)	PUNCT
american_scientific_journal-3548	60	29	robust	robust	ADJ
american_scientific_journal-3548	60	30	to	to	ADP
american_scientific_journal-3548	60	31	noisy	noisy	ADJ
american_scientific_journal-3548	60	32	training	training	NOUN
american_scientific_journal-3548	60	33	data	datum	NOUN
american_scientific_journal-3548	60	34	(	(	PUNCT
american_scientific_journal-3548	60	35	especially	especially	ADV
american_scientific_journal-3548	60	36	if	if	SCONJ
american_scientific_journal-3548	60	37	we	we	PRON
american_scientific_journal-3548	60	38	use	use	VERB
american_scientific_journal-3548	60	39	inverse	inverse	NOUN
american_scientific_journal-3548	60	40	square	square	NOUN
american_scientific_journal-3548	60	41	of	of	ADP
american_scientific_journal-3548	60	42	weighted	weight	VERB
american_scientific_journal-3548	60	43	distance	distance	NOUN
american_scientific_journal-3548	60	44	as	as	ADP
american_scientific_journal-3548	60	45	the	the	DET
american_scientific_journal-3548	60	46	“	"	PUNCT
american_scientific_journal-3548	60	47	distance	distance	NOUN
american_scientific_journal-3548	60	48	”	"	PUNCT
american_scientific_journal-3548	60	49	)	)	PUNCT
american_scientific_journal-3548	60	50	,	,	PUNCT
american_scientific_journal-3548	60	51	and	and	CCONJ
american_scientific_journal-3548	60	52	(	(	PUNCT
american_scientific_journal-3548	60	53	iii	iii	NOUN
american_scientific_journal-3548	60	54	)	)	PUNCT
american_scientific_journal-3548	60	55	effective	effective	ADJ
american_scientific_journal-3548	60	56	if	if	SCONJ
american_scientific_journal-3548	60	57	the	the	DET
american_scientific_journal-3548	60	58	training	training	NOUN
american_scientific_journal-3548	60	59	data	datum	NOUN
american_scientific_journal-3548	60	60	is	be	AUX
american_scientific_journal-3548	60	61	large	large	ADJ
american_scientific_journal-3548	60	62	.	.	PUNCT
american_scientific_journal-3548	61	1	although	although	SCONJ
american_scientific_journal-3548	61	2	knn	knn	PROPN
american_scientific_journal-3548	61	3	has	have	VERB
american_scientific_journal-3548	61	4	those	those	DET
american_scientific_journal-3548	61	5	advantages	advantage	NOUN
american_scientific_journal-3548	61	6	,	,	PUNCT
american_scientific_journal-3548	61	7	it	it	PRON
american_scientific_journal-3548	61	8	has	have	VERB
american_scientific_journal-3548	61	9	some	some	DET
american_scientific_journal-3548	61	10	disadvantages	disadvantage	NOUN
american_scientific_journal-3548	61	11	such	such	ADJ
american_scientific_journal-3548	61	12	as	as	ADP
american_scientific_journal-3548	61	13	:	:	PUNCT
american_scientific_journal-3548	61	14	(	(	PUNCT
american_scientific_journal-3548	61	15	i	i	NOUN
american_scientific_journal-3548	61	16	)	)	PUNCT
american_scientific_journal-3548	61	17	there	there	PRON
american_scientific_journal-3548	61	18	is	be	VERB
american_scientific_journal-3548	61	19	no	no	DET
american_scientific_journal-3548	61	20	thumb	thumb	NOUN
american_scientific_journal-3548	61	21	rule	rule	NOUN
american_scientific_journal-3548	61	22	to	to	PART
american_scientific_journal-3548	61	23	determine	determine	VERB
american_scientific_journal-3548	61	24	value	value	NOUN
american_scientific_journal-3548	61	25	of	of	ADP
american_scientific_journal-3548	61	26	parameter	parameter	NOUN
american_scientific_journal-3548	61	27	k	k	PROPN
american_scientific_journal-3548	61	28	,	,	PUNCT
american_scientific_journal-3548	61	29	(	(	PUNCT
american_scientific_journal-3548	61	30	ii	ii	NOUN
american_scientific_journal-3548	61	31	)	)	PUNCT
american_scientific_journal-3548	61	32	a	a	DET
american_scientific_journal-3548	61	33	high	high	ADJ
american_scientific_journal-3548	61	34	computation	computation	NOUN
american_scientific_journal-3548	61	35	cost	cost	NOUN
american_scientific_journal-3548	61	36	since	since	SCONJ
american_scientific_journal-3548	61	37	it	it	PRON
american_scientific_journal-3548	61	38	depends	depend	VERB
american_scientific_journal-3548	61	39	on	on	ADP
american_scientific_journal-3548	61	40	computing	compute	VERB
american_scientific_journal-3548	61	41	the	the	DET
american_scientific_journal-3548	61	42	distance	distance	NOUN
american_scientific_journal-3548	61	43	of	of	ADP
american_scientific_journal-3548	61	44	each	each	DET
american_scientific_journal-3548	61	45	test	test	NOUN
american_scientific_journal-3548	61	46	instance	instance	NOUN
american_scientific_journal-3548	61	47	to	to	ADP
american_scientific_journal-3548	61	48	all	all	DET
american_scientific_journal-3548	61	49	training	training	NOUN
american_scientific_journal-3548	61	50	samples	sample	NOUN
american_scientific_journal-3548	61	51	,	,	PUNCT
american_scientific_journal-3548	61	52	and	and	CCONJ
american_scientific_journal-3548	61	53	finally	finally	ADV
american_scientific_journal-3548	61	54	(	(	PUNCT
american_scientific_journal-3548	61	55	iii	iii	NOUN
american_scientific_journal-3548	61	56	)	)	PUNCT
american_scientific_journal-3548	61	57	low	low	ADJ
american_scientific_journal-3548	61	58	accuracy	accuracy	NOUN
american_scientific_journal-3548	61	59	rate	rate	NOUN
american_scientific_journal-3548	61	60	in	in	ADP
american_scientific_journal-3548	61	61	multidimensional	multidimensional	ADJ
american_scientific_journal-3548	61	62	data	datum	NOUN
american_scientific_journal-3548	61	63	sets	set	NOUN
american_scientific_journal-3548	61	64	with	with	ADP
american_scientific_journal-3548	61	65	irrelevant	irrelevant	ADJ
american_scientific_journal-3548	61	66	features	feature	NOUN
american_scientific_journal-3548	61	67	.	.	PUNCT
american_scientific_journal-3548	62	1	3.3	3.3	NUM
american_scientific_journal-3548	62	2	the	the	DET
american_scientific_journal-3548	62	3	performance	performance	NOUN
american_scientific_journal-3548	62	4	of	of	ADP
american_scientific_journal-3548	62	5	nearest	near	ADJ
american_scientific_journal-3548	62	6	neighbor	neighbor	NOUN
american_scientific_journal-3548	62	7	classification	classification	NOUN
american_scientific_journal-3548	62	8	there	there	PRON
american_scientific_journal-3548	62	9	are	be	VERB
american_scientific_journal-3548	62	10	several	several	ADJ
american_scientific_journal-3548	62	11	key	key	ADJ
american_scientific_journal-3548	62	12	elements	element	NOUN
american_scientific_journal-3548	62	13	that	that	PRON
american_scientific_journal-3548	62	14	may	may	AUX
american_scientific_journal-3548	62	15	affect	affect	VERB
american_scientific_journal-3548	62	16	the	the	DET
american_scientific_journal-3548	62	17	performance	performance	NOUN
american_scientific_journal-3548	62	18	of	of	ADP
american_scientific_journal-3548	62	19	nearest	near	ADJ
american_scientific_journal-3548	62	20	neighbor	neighbor	NOUN
american_scientific_journal-3548	62	21	classification	classification	NOUN
american_scientific_journal-3548	62	22	:	:	PUNCT
american_scientific_journal-3548	62	23	3.3.1	3.3.1	NUM
american_scientific_journal-3548	62	24	choosing	choosing	NOUN
american_scientific_journal-3548	62	25	factor	factor	NOUN
american_scientific_journal-3548	62	26	k	k	PROPN
american_scientific_journal-3548	62	27	american	american	PROPN
american_scientific_journal-3548	62	28	scientific	scientific	PROPN
american_scientific_journal-3548	62	29	research	research	PROPN
american_scientific_journal-3548	62	30	journal	journal	NOUN
american_scientific_journal-3548	62	31	for	for	ADP
american_scientific_journal-3548	62	32	engineering	engineering	NOUN
american_scientific_journal-3548	62	33	,	,	PUNCT
american_scientific_journal-3548	62	34	technology	technology	NOUN
american_scientific_journal-3548	62	35	,	,	PUNCT
american_scientific_journal-3548	62	36	and	and	CCONJ
american_scientific_journal-3548	62	37	sciences	science	NOUN
american_scientific_journal-3548	62	38	(	(	PUNCT
american_scientific_journal-3548	62	39	asrjets	asrjet	NOUN
american_scientific_journal-3548	62	40	)	)	PUNCT
american_scientific_journal-3548	62	41	(	(	PUNCT
american_scientific_journal-3548	62	42	2018	2018	NUM
american_scientific_journal-3548	62	43	)	)	PUNCT
american_scientific_journal-3548	62	44	volume	volume	NOUN
american_scientific_journal-3548	62	45	45	45	NUM
american_scientific_journal-3548	62	46	,	,	PUNCT
american_scientific_journal-3548	62	47	no	no	DET
american_scientific_journal-3548	62	48	1	1	NUM
american_scientific_journal-3548	62	49	,	,	PUNCT
american_scientific_journal-3548	62	50	pp	pp	ADV
american_scientific_journal-3548	62	51	299	299	NUM
american_scientific_journal-3548	62	52	-	-	SYM
american_scientific_journal-3548	62	53	307	307	NUM
american_scientific_journal-3548	62	54	302	302	NUM
american_scientific_journal-3548	62	55	one	one	NUM
american_scientific_journal-3548	62	56	of	of	ADP
american_scientific_journal-3548	62	57	the	the	DET
american_scientific_journal-3548	62	58	parameters	parameter	NOUN
american_scientific_journal-3548	62	59	to	to	PART
american_scientific_journal-3548	62	60	choose	choose	VERB
american_scientific_journal-3548	62	61	is	be	AUX
american_scientific_journal-3548	62	62	the	the	DET
american_scientific_journal-3548	62	63	value	value	NOUN
american_scientific_journal-3548	62	64	of	of	ADP
american_scientific_journal-3548	62	65	k.	k.	PROPN
american_scientific_journal-3548	62	66	the	the	DET
american_scientific_journal-3548	62	67	value	value	NOUN
american_scientific_journal-3548	62	68	for	for	ADP
american_scientific_journal-3548	62	69	k	k	PROPN
american_scientific_journal-3548	62	70	is	be	AUX
american_scientific_journal-3548	62	71	pre	pre	ADJ
american_scientific_journal-3548	62	72	-	-	VERB
american_scientific_journal-3548	62	73	selected	select	VERB
american_scientific_journal-3548	62	74	and	and	CCONJ
american_scientific_journal-3548	62	75	the	the	DET
american_scientific_journal-3548	62	76	optimal	optimal	ADJ
american_scientific_journal-3548	62	77	value	value	NOUN
american_scientific_journal-3548	62	78	of	of	ADP
american_scientific_journal-3548	62	79	k	k	PROPN
american_scientific_journal-3548	62	80	depends	depend	VERB
american_scientific_journal-3548	62	81	on	on	ADP
american_scientific_journal-3548	62	82	the	the	DET
american_scientific_journal-3548	62	83	size	size	NOUN
american_scientific_journal-3548	62	84	and	and	CCONJ
american_scientific_journal-3548	62	85	nature	nature	NOUN
american_scientific_journal-3548	62	86	of	of	ADP
american_scientific_journal-3548	62	87	the	the	DET
american_scientific_journal-3548	62	88	data	datum	NOUN
american_scientific_journal-3548	62	89	.	.	PUNCT
american_scientific_journal-3548	63	1	because	because	SCONJ
american_scientific_journal-3548	63	2	all	all	DET
american_scientific_journal-3548	63	3	k	k	PROPN
american_scientific_journal-3548	63	4	nearest	near	ADJ
american_scientific_journal-3548	63	5	neighbours	neighbour	NOUN
american_scientific_journal-3548	63	6	are	be	AUX
american_scientific_journal-3548	63	7	considered	consider	VERB
american_scientific_journal-3548	63	8	equally	equally	ADV
american_scientific_journal-3548	63	9	important	important	ADJ
american_scientific_journal-3548	63	10	with	with	ADP
american_scientific_journal-3548	63	11	respect	respect	NOUN
american_scientific_journal-3548	63	12	to	to	ADP
american_scientific_journal-3548	63	13	the	the	DET
american_scientific_journal-3548	63	14	classification	classification	NOUN
american_scientific_journal-3548	63	15	,	,	PUNCT
american_scientific_journal-3548	63	16	the	the	DET
american_scientific_journal-3548	63	17	choice	choice	NOUN
american_scientific_journal-3548	63	18	of	of	ADP
american_scientific_journal-3548	63	19	k	k	PROPN
american_scientific_journal-3548	63	20	is	be	AUX
american_scientific_journal-3548	63	21	crucial	crucial	ADJ
american_scientific_journal-3548	63	22	.	.	PUNCT
american_scientific_journal-3548	64	1	since	since	SCONJ
american_scientific_journal-3548	64	2	using	use	VERB
american_scientific_journal-3548	64	3	relatively	relatively	ADV
american_scientific_journal-3548	64	4	large	large	ADJ
american_scientific_journal-3548	64	5	k	k	PROPN
american_scientific_journal-3548	64	6	may	may	AUX
american_scientific_journal-3548	64	7	include	include	VERB
american_scientific_journal-3548	64	8	too	too	ADV
american_scientific_journal-3548	64	9	many	many	ADJ
american_scientific_journal-3548	64	10	points	point	NOUN
american_scientific_journal-3548	64	11	from	from	ADP
american_scientific_journal-3548	64	12	other	other	ADJ
american_scientific_journal-3548	64	13	classes	class	NOUN
american_scientific_journal-3548	64	14	and	and	CCONJ
american_scientific_journal-3548	64	15	on	on	ADP
american_scientific_journal-3548	64	16	the	the	DET
american_scientific_journal-3548	64	17	other	other	ADJ
american_scientific_journal-3548	64	18	hand	hand	NOUN
american_scientific_journal-3548	64	19	,	,	PUNCT
american_scientific_journal-3548	64	20	using	use	VERB
american_scientific_journal-3548	64	21	very	very	ADV
american_scientific_journal-3548	64	22	small	small	ADJ
american_scientific_journal-3548	64	23	k	k	PROPN
american_scientific_journal-3548	64	24	may	may	AUX
american_scientific_journal-3548	64	25	make	make	VERB
american_scientific_journal-3548	64	26	the	the	DET
american_scientific_journal-3548	64	27	result	result	NOUN
american_scientific_journal-3548	64	28	sensitive	sensitive	ADJ
american_scientific_journal-3548	64	29	to	to	ADP
american_scientific_journal-3548	64	30	noise	noise	NOUN
american_scientific_journal-3548	64	31	points	point	NOUN
american_scientific_journal-3548	64	32	.	.	PUNCT
american_scientific_journal-3548	65	1	in	in	ADP
american_scientific_journal-3548	65	2	both	both	DET
american_scientific_journal-3548	65	3	cases	case	NOUN
american_scientific_journal-3548	65	4	the	the	DET
american_scientific_journal-3548	65	5	classification	classification	NOUN
american_scientific_journal-3548	65	6	accuracy	accuracy	NOUN
american_scientific_journal-3548	65	7	will	will	AUX
american_scientific_journal-3548	65	8	decrease	decrease	VERB
american_scientific_journal-3548	65	9	.	.	PUNCT
american_scientific_journal-3548	66	1	the	the	DET
american_scientific_journal-3548	66	2	data	data	NOUN
american_scientific_journal-3548	66	3	analyst	analyst	NOUN
american_scientific_journal-3548	66	4	needs	need	VERB
american_scientific_journal-3548	66	5	to	to	PART
american_scientific_journal-3548	66	6	balance	balance	VERB
american_scientific_journal-3548	66	7	these	these	DET
american_scientific_journal-3548	66	8	considerations	consideration	NOUN
american_scientific_journal-3548	66	9	when	when	SCONJ
american_scientific_journal-3548	66	10	choosing	choose	VERB
american_scientific_journal-3548	66	11	the	the	DET
american_scientific_journal-3548	66	12	value	value	NOUN
american_scientific_journal-3548	66	13	of	of	ADP
american_scientific_journal-3548	66	14	k	k	PROPN
american_scientific_journal-3548	66	15	that	that	PRON
american_scientific_journal-3548	66	16	minimizes	minimize	VERB
american_scientific_journal-3548	66	17	the	the	DET
american_scientific_journal-3548	66	18	classification	classification	NOUN
american_scientific_journal-3548	66	19	or	or	CCONJ
american_scientific_journal-3548	66	20	estimation	estimation	NOUN
american_scientific_journal-3548	66	21	error	error	NOUN
american_scientific_journal-3548	66	22	and	and	CCONJ
american_scientific_journal-3548	66	23	highest	high	ADJ
american_scientific_journal-3548	66	24	accuracy	accuracy	NOUN
american_scientific_journal-3548	66	25	.	.	PUNCT
american_scientific_journal-3548	67	1	3.3.2	3.3.2	NUM
american_scientific_journal-3548	67	2	choice	choice	NOUN
american_scientific_journal-3548	67	3	of	of	ADP
american_scientific_journal-3548	67	4	distance	distance	NOUN
american_scientific_journal-3548	67	5	metric	metric	ADJ
american_scientific_journal-3548	67	6	a	a	DET
american_scientific_journal-3548	67	7	distance	distance	NOUN
american_scientific_journal-3548	67	8	metric	metric	ADJ
american_scientific_journal-3548	67	9	measures	measure	NOUN
american_scientific_journal-3548	67	10	the	the	DET
american_scientific_journal-3548	67	11	dissimilarity	dissimilarity	NOUN
american_scientific_journal-3548	67	12	between	between	ADP
american_scientific_journal-3548	67	13	two	two	NUM
american_scientific_journal-3548	67	14	data	datum	NOUN
american_scientific_journal-3548	67	15	points	point	NOUN
american_scientific_journal-3548	67	16	in	in	ADP
american_scientific_journal-3548	67	17	terms	term	NOUN
american_scientific_journal-3548	67	18	of	of	ADP
american_scientific_journal-3548	67	19	some	some	DET
american_scientific_journal-3548	67	20	numerical	numerical	ADJ
american_scientific_journal-3548	67	21	value	value	NOUN
american_scientific_journal-3548	67	22	.	.	PUNCT
american_scientific_journal-3548	68	1	it	it	PRON
american_scientific_journal-3548	68	2	also	also	ADV
american_scientific_journal-3548	68	3	measures	measure	VERB
american_scientific_journal-3548	68	4	similarity	similarity	NOUN
american_scientific_journal-3548	68	5	;	;	PUNCT
american_scientific_journal-3548	68	6	we	we	PRON
american_scientific_journal-3548	68	7	can	can	AUX
american_scientific_journal-3548	68	8	say	say	VERB
american_scientific_journal-3548	68	9	that	that	SCONJ
american_scientific_journal-3548	68	10	more	more	ADJ
american_scientific_journal-3548	68	11	distance	distance	NOUN
american_scientific_journal-3548	68	12	is	be	AUX
american_scientific_journal-3548	68	13	the	the	DET
american_scientific_journal-3548	68	14	less	less	ADV
american_scientific_journal-3548	68	15	similar	similar	ADJ
american_scientific_journal-3548	68	16	the	the	DET
american_scientific_journal-3548	68	17	data	data	NOUN
american_scientific_journal-3548	68	18	points	point	NOUN
american_scientific_journal-3548	68	19	,	,	PUNCT
american_scientific_journal-3548	68	20	and	and	CCONJ
american_scientific_journal-3548	68	21	less	less	ADJ
american_scientific_journal-3548	68	22	distance	distance	NOUN
american_scientific_journal-3548	68	23	is	be	AUX
american_scientific_journal-3548	68	24	the	the	DET
american_scientific_journal-3548	68	25	more	more	ADV
american_scientific_journal-3548	68	26	similar	similar	ADJ
american_scientific_journal-3548	68	27	the	the	DET
american_scientific_journal-3548	68	28	data	data	NOUN
american_scientific_journal-3548	68	29	points	point	NOUN
american_scientific_journal-3548	68	30	.	.	PUNCT
american_scientific_journal-3548	69	1	the	the	DET
american_scientific_journal-3548	69	2	choice	choice	NOUN
american_scientific_journal-3548	69	3	of	of	ADP
american_scientific_journal-3548	69	4	the	the	DET
american_scientific_journal-3548	69	5	distance	distance	NOUN
american_scientific_journal-3548	69	6	measure	measure	NOUN
american_scientific_journal-3548	69	7	is	be	AUX
american_scientific_journal-3548	69	8	another	another	DET
american_scientific_journal-3548	69	9	important	important	ADJ
american_scientific_journal-3548	69	10	consideration	consideration	NOUN
american_scientific_journal-3548	69	11	.	.	PUNCT
american_scientific_journal-3548	70	1	commonly	commonly	ADV
american_scientific_journal-3548	70	2	,	,	PUNCT
american_scientific_journal-3548	70	3	euclidean	euclidean	ADJ
american_scientific_journal-3548	70	4	or	or	CCONJ
american_scientific_journal-3548	70	5	manhattan	manhattan	PROPN
american_scientific_journal-3548	70	6	distance	distance	NOUN
american_scientific_journal-3548	70	7	measures	measure	NOUN
american_scientific_journal-3548	70	8	are	be	AUX
american_scientific_journal-3548	70	9	used	use	VERB
american_scientific_journal-3548	70	10	.	.	PUNCT
american_scientific_journal-3548	71	1	for	for	ADP
american_scientific_journal-3548	71	2	two	two	NUM
american_scientific_journal-3548	71	3	points	point	NOUN
american_scientific_journal-3548	71	4	x	x	PUNCT
american_scientific_journal-3548	71	5	and	and	CCONJ
american_scientific_journal-3548	71	6	y	y	PROPN
american_scientific_journal-3548	71	7	,	,	PUNCT
american_scientific_journal-3548	71	8	with	with	ADP
american_scientific_journal-3548	71	9	n	n	PRON
american_scientific_journal-3548	71	10	attributes	attribute	NOUN
american_scientific_journal-3548	71	11	,	,	PUNCT
american_scientific_journal-3548	71	12	these	these	DET
american_scientific_journal-3548	71	13	distances	distance	NOUN
american_scientific_journal-3548	71	14	are	be	AUX
american_scientific_journal-3548	71	15	given	give	VERB
american_scientific_journal-3548	71	16	by	by	ADP
american_scientific_journal-3548	71	17	the	the	DET
american_scientific_journal-3548	71	18	following	follow	VERB
american_scientific_journal-3548	71	19	formulas	formula	NOUN
american_scientific_journal-3548	71	20	:	:	PUNCT
american_scientific_journal-3548	71	21	d(x	d(x	PROPN
american_scientific_journal-3548	71	22	,	,	PUNCT
american_scientific_journal-3548	71	23	y	y	NOUN
american_scientific_journal-3548	71	24	)	)	PUNCT
american_scientific_journal-3548	71	25	=	=	VERB
american_scientific_journal-3548	71	26	sqrt	sqrt	NOUN
american_scientific_journal-3548	71	27	(	(	PUNCT
american_scientific_journal-3548	71	28	∑(xk	∑(xk	PROPN
american_scientific_journal-3548	71	29	-yk)^2	-yk)^2	PROPN
american_scientific_journal-3548	71	30	)	)	PUNCT
american_scientific_journal-3548	71	31	------	------	PUNCT
american_scientific_journal-3548	72	1	euclidean	euclidean	ADJ
american_scientific_journal-3548	72	2	distance	distance	NOUN
american_scientific_journal-3548	72	3	(	(	PUNCT
american_scientific_journal-3548	72	4	1	1	NUM
american_scientific_journal-3548	72	5	)	)	PUNCT
american_scientific_journal-3548	72	6	where	where	SCONJ
american_scientific_journal-3548	72	7	sigma	sigma	PROPN
american_scientific_journal-3548	72	8	value	value	NOUN
american_scientific_journal-3548	72	9	ranges	range	VERB
american_scientific_journal-3548	72	10	from	from	ADP
american_scientific_journal-3548	72	11	n	n	PRON
american_scientific_journal-3548	72	12	to	to	PART
american_scientific_journal-3548	72	13	k=1	k=1	PROPN
american_scientific_journal-3548	72	14	d(x	d(x	PROPN
american_scientific_journal-3548	72	15	,	,	PUNCT
american_scientific_journal-3548	72	16	y	y	NOUN
american_scientific_journal-3548	72	17	)	)	PUNCT
american_scientific_journal-3548	72	18	=	=	VERB
american_scientific_journal-3548	72	19	sqrt	sqrt	NOUN
american_scientific_journal-3548	72	20	(	(	PUNCT
american_scientific_journal-3548	72	21	∑	∑	PUNCT
american_scientific_journal-3548	72	22	⎸	⎸	PROPN
american_scientific_journal-3548	72	23	xk	xk	PROPN
american_scientific_journal-3548	72	24	-yk	-yk	PROPN
american_scientific_journal-3548	72	25	⎸	⎸	PROPN
american_scientific_journal-3548	72	26	)	)	PUNCT
american_scientific_journal-3548	72	27	------	------	PUNCT
american_scientific_journal-3548	72	28	manhattan	manhattan	PROPN
american_scientific_journal-3548	72	29	distance	distance	NOUN
american_scientific_journal-3548	72	30	(	(	PUNCT
american_scientific_journal-3548	72	31	2	2	NUM
american_scientific_journal-3548	72	32	)	)	PUNCT
american_scientific_journal-3548	72	33	where	where	SCONJ
american_scientific_journal-3548	72	34	sigma	sigma	PROPN
american_scientific_journal-3548	72	35	value	value	NOUN
american_scientific_journal-3548	72	36	ranges	range	VERB
american_scientific_journal-3548	72	37	from	from	ADP
american_scientific_journal-3548	72	38	n	n	PRON
american_scientific_journal-3548	72	39	to	to	ADP
american_scientific_journal-3548	72	40	k=1	k=1	X
american_scientific_journal-3548	72	41	where	where	SCONJ
american_scientific_journal-3548	72	42	xk	xk	PROPN
american_scientific_journal-3548	72	43	and	and	CCONJ
american_scientific_journal-3548	72	44	yk	yk	PROPN
american_scientific_journal-3548	72	45	are	be	AUX
american_scientific_journal-3548	72	46	the	the	DET
american_scientific_journal-3548	72	47	kth	kth	PROPN
american_scientific_journal-3548	72	48	attributes	attribute	VERB
american_scientific_journal-3548	72	49	(	(	PUNCT
american_scientific_journal-3548	72	50	components	component	NOUN
american_scientific_journal-3548	72	51	)	)	PUNCT
american_scientific_journal-3548	72	52	of	of	ADP
american_scientific_journal-3548	72	53	x	x	SYM
american_scientific_journal-3548	72	54	and	and	CCONJ
american_scientific_journal-3548	72	55	y	y	PROPN
american_scientific_journal-3548	72	56	,	,	PUNCT
american_scientific_journal-3548	72	57	respectively	respectively	ADV
american_scientific_journal-3548	72	58	.	.	PUNCT
american_scientific_journal-3548	73	1	although	although	SCONJ
american_scientific_journal-3548	73	2	there	there	PRON
american_scientific_journal-3548	73	3	are	be	VERB
american_scientific_journal-3548	73	4	other	other	ADJ
american_scientific_journal-3548	73	5	possible	possible	ADJ
american_scientific_journal-3548	73	6	choices	choice	NOUN
american_scientific_journal-3548	73	7	,	,	PUNCT
american_scientific_journal-3548	73	8	most	most	ADJ
american_scientific_journal-3548	73	9	instance	instance	NOUN
american_scientific_journal-3548	73	10	-	-	PUNCT
american_scientific_journal-3548	73	11	based	base	VERB
american_scientific_journal-3548	73	12	learner	learner	NOUN
american_scientific_journal-3548	73	13	’s	’s	PART
american_scientific_journal-3548	73	14	special	special	PROPN
american_scientific_journal-3548	73	15	k	k	PROPN
american_scientific_journal-3548	73	16	nearest	near	ADJ
american_scientific_journal-3548	73	17	neighbours	neighbour	NOUN
american_scientific_journal-3548	73	18	(	(	PUNCT
american_scientific_journal-3548	73	19	knn	knn	NOUN
american_scientific_journal-3548	73	20	)	)	PUNCT
american_scientific_journal-3548	73	21	classification	classification	NOUN
american_scientific_journal-3548	73	22	use	use	NOUN
american_scientific_journal-3548	73	23	euclidean	euclidean	ADJ
american_scientific_journal-3548	73	24	distance	distance	NOUN
american_scientific_journal-3548	73	25	function	function	NOUN
american_scientific_journal-3548	73	26	.	.	PUNCT
american_scientific_journal-3548	74	1	3.3.3	3.3.3	NUM
american_scientific_journal-3548	74	2	weighted	weight	VERB
american_scientific_journal-3548	74	3	voting	vote	VERB
american_scientific_journal-3548	74	4	the	the	DET
american_scientific_journal-3548	74	5	problem	problem	NOUN
american_scientific_journal-3548	74	6	,	,	PUNCT
american_scientific_journal-3548	74	7	when	when	SCONJ
american_scientific_journal-3548	74	8	using	use	VERB
american_scientific_journal-3548	74	9	the	the	DET
american_scientific_journal-3548	74	10	euclidean	euclidean	ADJ
american_scientific_journal-3548	74	11	distance	distance	NOUN
american_scientific_journal-3548	74	12	between	between	ADP
american_scientific_journal-3548	74	13	two	two	NUM
american_scientific_journal-3548	74	14	points	point	NOUN
american_scientific_journal-3548	74	15	in	in	ADP
american_scientific_journal-3548	74	16	knn	knn	PROPN
american_scientific_journal-3548	74	17	algorithm	algorithm	PROPN
american_scientific_journal-3548	74	18	is	be	AUX
american_scientific_journal-3548	74	19	the	the	DET
american_scientific_journal-3548	74	20	weighting	weighting	NOUN
american_scientific_journal-3548	74	21	of	of	ADP
american_scientific_journal-3548	74	22	the	the	DET
american_scientific_journal-3548	74	23	contributions	contribution	NOUN
american_scientific_journal-3548	74	24	of	of	ADP
american_scientific_journal-3548	74	25	the	the	DET
american_scientific_journal-3548	74	26	different	different	ADJ
american_scientific_journal-3548	74	27	attributes	attribute	NOUN
american_scientific_journal-3548	74	28	,	,	PUNCT
american_scientific_journal-3548	74	29	where	where	SCONJ
american_scientific_journal-3548	74	30	the	the	DET
american_scientific_journal-3548	74	31	knn	knn	PROPN
american_scientific_journal-3548	74	32	algorithm	algorithm	PROPN
american_scientific_journal-3548	74	33	uses	use	VERB
american_scientific_journal-3548	74	34	all	all	DET
american_scientific_journal-3548	74	35	the	the	DET
american_scientific_journal-3548	74	36	record	record	NOUN
american_scientific_journal-3548	74	37	attributes	attribute	VERB
american_scientific_journal-3548	74	38	equally	equally	ADV
american_scientific_journal-3548	74	39	however	however	ADV
american_scientific_journal-3548	74	40	;	;	PUNCT
american_scientific_journal-3548	74	41	all	all	DET
american_scientific_journal-3548	74	42	attributes	attribute	NOUN
american_scientific_journal-3548	74	43	might	might	AUX
american_scientific_journal-3548	74	44	not	not	PART
american_scientific_journal-3548	74	45	have	have	VERB
american_scientific_journal-3548	74	46	the	the	DET
american_scientific_journal-3548	74	47	same	same	ADJ
american_scientific_journal-3548	74	48	role	role	NOUN
american_scientific_journal-3548	74	49	in	in	ADP
american_scientific_journal-3548	74	50	the	the	DET
american_scientific_journal-3548	74	51	classification	classification	NOUN
american_scientific_journal-3548	74	52	process	process	NOUN
american_scientific_journal-3548	74	53	.	.	PUNCT
american_scientific_journal-3548	75	1	perhaps	perhaps	ADV
american_scientific_journal-3548	75	2	,	,	PUNCT
american_scientific_journal-3548	75	3	some	some	PRON
american_scientific_journal-3548	75	4	of	of	ADP
american_scientific_journal-3548	75	5	these	these	DET
american_scientific_journal-3548	75	6	attributes	attribute	NOUN
american_scientific_journal-3548	75	7	are	be	AUX
american_scientific_journal-3548	75	8	irrelevant	irrelevant	ADJ
american_scientific_journal-3548	75	9	to	to	ADP
american_scientific_journal-3548	75	10	the	the	DET
american_scientific_journal-3548	75	11	classification	classification	NOUN
american_scientific_journal-3548	75	12	,	,	PUNCT
american_scientific_journal-3548	75	13	these	these	DET
american_scientific_journal-3548	75	14	irrelevant	irrelevant	ADJ
american_scientific_journal-3548	75	15	attributes	attribute	NOUN
american_scientific_journal-3548	75	16	can	can	AUX
american_scientific_journal-3548	75	17	lead	lead	VERB
american_scientific_journal-3548	75	18	to	to	PART
american_scientific_journal-3548	75	19	distinguish	distinguish	VERB
american_scientific_journal-3548	75	20	two	two	NUM
american_scientific_journal-3548	75	21	near	near	ADJ
american_scientific_journal-3548	75	22	records	record	NOUN
american_scientific_journal-3548	75	23	so	so	ADV
american_scientific_journal-3548	75	24	far	far	ADV
american_scientific_journal-3548	75	25	from	from	ADP
american_scientific_journal-3548	75	26	each	each	DET
american_scientific_journal-3548	75	27	other	other	ADJ
american_scientific_journal-3548	75	28	and	and	CCONJ
american_scientific_journal-3548	75	29	so	so	ADV
american_scientific_journal-3548	75	30	the	the	DET
american_scientific_journal-3548	75	31	classification	classification	NOUN
american_scientific_journal-3548	75	32	can	can	AUX
american_scientific_journal-3548	75	33	not	not	PART
american_scientific_journal-3548	75	34	be	be	AUX
american_scientific_journal-3548	75	35	done	do	VERB
american_scientific_journal-3548	75	36	correctly	correctly	ADV
american_scientific_journal-3548	75	37	.	.	PUNCT
american_scientific_journal-3548	76	1	idiomatically	idiomatically	ADV
american_scientific_journal-3548	76	2	,	,	PUNCT
american_scientific_journal-3548	76	3	this	this	DET
american_scientific_journal-3548	76	4	problem	problem	NOUN
american_scientific_journal-3548	76	5	is	be	AUX
american_scientific_journal-3548	76	6	called	call	VERB
american_scientific_journal-3548	76	7	as	as	ADP
american_scientific_journal-3548	76	8	a	a	DET
american_scientific_journal-3548	76	9	curse	curse	NOUN
american_scientific_journal-3548	76	10	of	of	ADP
american_scientific_journal-3548	76	11	dimensionality	dimensionality	NOUN
american_scientific_journal-3548	76	12	.	.	PUNCT
american_scientific_journal-3548	77	1	generally	generally	ADV
american_scientific_journal-3548	77	2	,	,	PUNCT
american_scientific_journal-3548	77	3	there	there	PRON
american_scientific_journal-3548	77	4	are	be	VERB
american_scientific_journal-3548	77	5	two	two	NUM
american_scientific_journal-3548	77	6	types	type	NOUN
american_scientific_journal-3548	77	7	of	of	ADP
american_scientific_journal-3548	77	8	combination	combination	NOUN
american_scientific_journal-3548	77	9	functions	function	NOUN
american_scientific_journal-3548	77	10	:	:	PUNCT
american_scientific_journal-3548	77	11	un	un	PROPN
american_scientific_journal-3548	77	12	weighted	weight	VERB
american_scientific_journal-3548	77	13	voting	voting	NOUN
american_scientific_journal-3548	77	14	and	and	CCONJ
american_scientific_journal-3548	77	15	weighted	weight	VERB
american_scientific_journal-3548	77	16	voting	voting	NOUN
american_scientific_journal-3548	77	17	.	.	PUNCT
american_scientific_journal-3548	78	1	in	in	ADP
american_scientific_journal-3548	78	2	the	the	DET
american_scientific_journal-3548	78	3	unweighted	unweighted	ADJ
american_scientific_journal-3548	78	4	voting	voting	NOUN
american_scientific_journal-3548	78	5	combination	combination	NOUN
american_scientific_journal-3548	78	6	function	function	NOUN
american_scientific_journal-3548	78	7	,	,	PUNCT
american_scientific_journal-3548	78	8	the	the	DET
american_scientific_journal-3548	78	9	class	class	NOUN
american_scientific_journal-3548	78	10	label	label	NOUN
american_scientific_journal-3548	78	11	which	which	PRON
american_scientific_journal-3548	78	12	has	have	VERB
american_scientific_journal-3548	78	13	the	the	DET
american_scientific_journal-3548	78	14	majority	majority	NOUN
american_scientific_journal-3548	78	15	between	between	ADP
american_scientific_journal-3548	78	16	neighbours	neighbour	NOUN
american_scientific_journal-3548	78	17	of	of	ADP
american_scientific_journal-3548	78	18	new	new	ADJ
american_scientific_journal-3548	78	19	record	record	NOUN
american_scientific_journal-3548	78	20	is	be	AUX
american_scientific_journal-3548	78	21	selected	select	VERB
american_scientific_journal-3548	78	22	as	as	ADP
american_scientific_journal-3548	78	23	the	the	DET
american_scientific_journal-3548	78	24	class	class	NOUN
american_scientific_journal-3548	78	25	label	label	NOUN
american_scientific_journal-3548	78	26	of	of	ADP
american_scientific_journal-3548	78	27	the	the	DET
american_scientific_journal-3548	78	28	new	new	ADJ
american_scientific_journal-3548	78	29	record	record	NOUN
american_scientific_journal-3548	78	30	without	without	ADP
american_scientific_journal-3548	78	31	considering	consider	VERB
american_scientific_journal-3548	78	32	the	the	DET
american_scientific_journal-3548	78	33	preference	preference	NOUN
american_scientific_journal-3548	78	34	of	of	ADP
american_scientific_journal-3548	78	35	each	each	DET
american_scientific_journal-3548	78	36	neighbour	neighbour	NOUN
american_scientific_journal-3548	78	37	.	.	PUNCT
american_scientific_journal-3548	79	1	but	but	CCONJ
american_scientific_journal-3548	79	2	,	,	PUNCT
american_scientific_journal-3548	79	3	in	in	ADP
american_scientific_journal-3548	79	4	the	the	DET
american_scientific_journal-3548	79	5	weighted	weighted	ADJ
american_scientific_journal-3548	79	6	voting	vote	VERB
american_scientific_journal-3548	79	7	more	more	ADJ
american_scientific_journal-3548	79	8	weight	weight	NOUN
american_scientific_journal-3548	79	9	is	be	AUX
american_scientific_journal-3548	79	10	given	give	VERB
american_scientific_journal-3548	79	11	to	to	ADP
american_scientific_journal-3548	79	12	some	some	DET
american_scientific_journal-3548	79	13	neighbours	neighbour	NOUN
american_scientific_journal-3548	79	14	that	that	PRON
american_scientific_journal-3548	79	15	are	be	AUX
american_scientific_journal-3548	79	16	so	so	ADV
american_scientific_journal-3548	79	17	close	close	ADJ
american_scientific_journal-3548	79	18	to	to	ADP
american_scientific_journal-3548	79	19	the	the	DET
american_scientific_journal-3548	79	20	new	new	ADJ
american_scientific_journal-3548	79	21	record	record	NOUN
american_scientific_journal-3548	79	22	.	.	PUNCT
american_scientific_journal-3548	80	1	in	in	ADP
american_scientific_journal-3548	80	2	other	other	ADJ
american_scientific_journal-3548	80	3	words	word	NOUN
american_scientific_journal-3548	80	4	,	,	PUNCT
american_scientific_journal-3548	80	5	the	the	DET
american_scientific_journal-3548	80	6	ones	one	NOUN
american_scientific_journal-3548	80	7	which	which	PRON
american_scientific_journal-3548	80	8	are	be	AUX
american_scientific_journal-3548	80	9	more	more	ADV
american_scientific_journal-3548	80	10	similar	similar	ADJ
american_scientific_journal-3548	80	11	to	to	ADP
american_scientific_journal-3548	80	12	the	the	DET
american_scientific_journal-3548	80	13	new	new	ADJ
american_scientific_journal-3548	80	14	record	record	NOUN
american_scientific_journal-3548	80	15	,	,	PUNCT
american_scientific_journal-3548	80	16	where	where	SCONJ
american_scientific_journal-3548	80	17	each	each	PRON
american_scientific_journal-3548	80	18	objects	object	VERB
american_scientific_journal-3548	80	19	weights	weight	NOUN
american_scientific_journal-3548	80	20	vote	vote	NOUN
american_scientific_journal-3548	80	21	by	by	ADP
american_scientific_journal-3548	80	22	its	its	PRON
american_scientific_journal-3548	80	23	distance	distance	NOUN
american_scientific_journal-3548	80	24	and	and	CCONJ
american_scientific_journal-3548	80	25	the	the	DET
american_scientific_journal-3548	80	26	influence	influence	NOUN
american_scientific_journal-3548	80	27	of	of	ADP
american_scientific_journal-3548	80	28	a	a	DET
american_scientific_journal-3548	80	29	particular	particular	ADJ
american_scientific_journal-3548	80	30	record	record	NOUN
american_scientific_journal-3548	80	31	is	be	AUX
american_scientific_journal-3548	80	32	inversely	inversely	ADV
american_scientific_journal-3548	80	33	proportional	proportional	ADJ
american_scientific_journal-3548	80	34	to	to	ADP
american_scientific_journal-3548	80	35	the	the	DET
american_scientific_journal-3548	80	36	distance	distance	NOUN
american_scientific_journal-3548	80	37	of	of	ADP
american_scientific_journal-3548	80	38	the	the	DET
american_scientific_journal-3548	80	39	record	record	NOUN
american_scientific_journal-3548	80	40	from	from	ADP
american_scientific_journal-3548	80	41	the	the	DET
american_scientific_journal-3548	80	42	new	new	ADJ
american_scientific_journal-3548	80	43	record	record	NOUN
american_scientific_journal-3548	80	44	to	to	PART
american_scientific_journal-3548	80	45	be	be	AUX
american_scientific_journal-3548	80	46	classified	classify	VERB
american_scientific_journal-3548	80	47	;	;	PUNCT
american_scientific_journal-3548	80	48	but	but	CCONJ
american_scientific_journal-3548	80	49	when	when	SCONJ
american_scientific_journal-3548	80	50	the	the	DET
american_scientific_journal-3548	80	51	distance	distance	NOUN
american_scientific_journal-3548	80	52	is	be	AUX
american_scientific_journal-3548	80	53	zero	zero	NUM
american_scientific_journal-3548	80	54	,	,	PUNCT
american_scientific_journal-3548	80	55	the	the	DET
american_scientific_journal-3548	80	56	inverse	inverse	NOUN
american_scientific_journal-3548	80	57	would	would	AUX
american_scientific_journal-3548	80	58	be	be	AUX
american_scientific_journal-3548	80	59	undefined	undefined	ADJ
american_scientific_journal-3548	80	60	.	.	PUNCT
american_scientific_journal-3548	81	1	in	in	ADP
american_scientific_journal-3548	81	2	this	this	DET
american_scientific_journal-3548	81	3	case	case	NOUN
american_scientific_journal-3548	81	4	the	the	DET
american_scientific_journal-3548	81	5	algorithm	algorithm	NOUN
american_scientific_journal-3548	81	6	should	should	AUX
american_scientific_journal-3548	81	7	choose	choose	VERB
american_scientific_journal-3548	81	8	the	the	DET
american_scientific_journal-3548	81	9	majority	majority	NOUN
american_scientific_journal-3548	81	10	classification	classification	NOUN
american_scientific_journal-3548	81	11	of	of	ADP
american_scientific_journal-3548	81	12	all	all	DET
american_scientific_journal-3548	81	13	records	record	NOUN
american_scientific_journal-3548	81	14	whose	whose	DET
american_scientific_journal-3548	81	15	distance	distance	NOUN
american_scientific_journal-3548	81	16	is	be	AUX
american_scientific_journal-3548	81	17	zero	zero	NUM
american_scientific_journal-3548	81	18	from	from	ADP
american_scientific_journal-3548	81	19	the	the	DET
american_scientific_journal-3548	81	20	new	new	ADJ
american_scientific_journal-3548	81	21	record	record	NOUN
american_scientific_journal-3548	81	22	.	.	PUNCT
american_scientific_journal-3548	82	1	the	the	DET
american_scientific_journal-3548	82	2	weight	weight	NOUN
american_scientific_journal-3548	82	3	factor	factor	NOUN
american_scientific_journal-3548	82	4	is	be	AUX
american_scientific_journal-3548	82	5	often	often	ADV
american_scientific_journal-3548	82	6	taken	take	VERB
american_scientific_journal-3548	82	7	to	to	PART
american_scientific_journal-3548	82	8	be	be	AUX
american_scientific_journal-3548	82	9	the	the	DET
american_scientific_journal-3548	82	10	reciprocal	reciprocal	NOUN
american_scientific_journal-3548	82	11	of	of	ADP
american_scientific_journal-3548	82	12	the	the	DET
american_scientific_journal-3548	82	13	squared	squared	ADJ
american_scientific_journal-3548	82	14	distance	distance	NOUN
american_scientific_journal-3548	82	15	:	:	PUNCT
american_scientific_journal-3548	82	16	american	american	ADJ
american_scientific_journal-3548	82	17	scientific	scientific	ADJ
american_scientific_journal-3548	82	18	research	research	PROPN
american_scientific_journal-3548	82	19	journal	journal	NOUN
american_scientific_journal-3548	82	20	for	for	ADP
american_scientific_journal-3548	82	21	engineering	engineering	NOUN
american_scientific_journal-3548	82	22	,	,	PUNCT
american_scientific_journal-3548	82	23	technology	technology	NOUN
american_scientific_journal-3548	82	24	,	,	PUNCT
american_scientific_journal-3548	82	25	and	and	CCONJ
american_scientific_journal-3548	82	26	sciences	science	NOUN
american_scientific_journal-3548	82	27	(	(	PUNCT
american_scientific_journal-3548	82	28	asrjets	asrjet	NOUN
american_scientific_journal-3548	82	29	)	)	PUNCT
american_scientific_journal-3548	82	30	(	(	PUNCT
american_scientific_journal-3548	82	31	2018	2018	NUM
american_scientific_journal-3548	82	32	)	)	PUNCT
american_scientific_journal-3548	82	33	volume	volume	NOUN
american_scientific_journal-3548	82	34	45	45	NUM
american_scientific_journal-3548	82	35	,	,	PUNCT
american_scientific_journal-3548	82	36	no	no	DET
american_scientific_journal-3548	82	37	1	1	NUM
american_scientific_journal-3548	82	38	,	,	PUNCT
american_scientific_journal-3548	82	39	pp	pp	ADV
american_scientific_journal-3548	82	40	299	299	NUM
american_scientific_journal-3548	82	41	-	-	SYM
american_scientific_journal-3548	82	42	307	307	NUM
american_scientific_journal-3548	82	43	303	303	NUM
american_scientific_journal-3548	82	44	pwi	pwi	NOUN
american_scientific_journal-3548	82	45	=	=	SYM
american_scientific_journal-3548	82	46	1/(d(x1	1/(d(x1	NUM
american_scientific_journal-3548	82	47	,	,	PUNCT
american_scientific_journal-3548	82	48	x2	x2	PROPN
american_scientific_journal-3548	82	49	)	)	PUNCT
american_scientific_journal-3548	82	50	)	)	PUNCT
american_scientific_journal-3548	83	1	^2	^2	PUNCT
american_scientific_journal-3548	83	2	where	where	SCONJ
american_scientific_journal-3548	83	3	x1	x1	X
american_scientific_journal-3548	83	4	,	,	PUNCT
american_scientific_journal-3548	83	5	x2	x2	PROPN
american_scientific_journal-3548	83	6	denotes	denote	VERB
american_scientific_journal-3548	83	7	the	the	DET
american_scientific_journal-3548	83	8	two	two	NUM
american_scientific_journal-3548	83	9	records	record	NOUN
american_scientific_journal-3548	83	10	3.3.4	3.3.4	NUM
american_scientific_journal-3548	83	11	performance	performance	NOUN
american_scientific_journal-3548	83	12	measures	measure	NOUN
american_scientific_journal-3548	83	13	for	for	ADP
american_scientific_journal-3548	83	14	the	the	DET
american_scientific_journal-3548	83	15	calculation	calculation	NOUN
american_scientific_journal-3548	83	16	of	of	ADP
american_scientific_journal-3548	83	17	the	the	DET
american_scientific_journal-3548	83	18	predicted	predict	VERB
american_scientific_journal-3548	83	19	positive	positive	ADJ
american_scientific_journal-3548	83	20	cases	case	NOUN
american_scientific_journal-3548	83	21	the	the	PRON
american_scientific_journal-3548	83	22	below	below	ADV
american_scientific_journal-3548	83	23	mentioned	mention	VERB
american_scientific_journal-3548	83	24	formulas	formula	NOUN
american_scientific_journal-3548	83	25	are	be	AUX
american_scientific_journal-3548	83	26	used	use	VERB
american_scientific_journal-3548	83	27	:	:	PUNCT
american_scientific_journal-3548	83	28	•	•	NUM
american_scientific_journal-3548	83	29	true	true	ADJ
american_scientific_journal-3548	83	30	positive	positive	ADJ
american_scientific_journal-3548	83	31	(	(	PUNCT
american_scientific_journal-3548	83	32	tp	tp	NOUN
american_scientific_journal-3548	83	33	)	)	PUNCT
american_scientific_journal-3548	83	34	:	:	PUNCT
american_scientific_journal-3548	83	35	those	those	DET
american_scientific_journal-3548	83	36	sick	sick	ADJ
american_scientific_journal-3548	83	37	people	people	NOUN
american_scientific_journal-3548	83	38	who	who	PRON
american_scientific_journal-3548	83	39	are	be	AUX
american_scientific_journal-3548	83	40	correctly	correctly	ADV
american_scientific_journal-3548	83	41	diagnosed	diagnose	VERB
american_scientific_journal-3548	83	42	as	as	ADP
american_scientific_journal-3548	83	43	sick	sick	ADJ
american_scientific_journal-3548	83	44	.	.	PUNCT
american_scientific_journal-3548	84	1	•	•	NUM
american_scientific_journal-3548	84	2	false	false	ADJ
american_scientific_journal-3548	84	3	positive	positive	ADJ
american_scientific_journal-3548	84	4	(	(	PUNCT
american_scientific_journal-3548	84	5	fp	fp	NOUN
american_scientific_journal-3548	84	6	)	)	PUNCT
american_scientific_journal-3548	84	7	:	:	PUNCT
american_scientific_journal-3548	85	1	the	the	DET
american_scientific_journal-3548	85	2	healthy	healthy	ADJ
american_scientific_journal-3548	85	3	people	people	NOUN
american_scientific_journal-3548	85	4	who	who	PRON
american_scientific_journal-3548	85	5	are	be	AUX
american_scientific_journal-3548	85	6	incorrectly	incorrectly	ADV
american_scientific_journal-3548	85	7	identified	identify	VERB
american_scientific_journal-3548	85	8	as	as	ADP
american_scientific_journal-3548	85	9	sick	sick	ADJ
american_scientific_journal-3548	85	10	.	.	PUNCT
american_scientific_journal-3548	86	1	•	•	NUM
american_scientific_journal-3548	86	2	true	true	ADJ
american_scientific_journal-3548	86	3	negative	negative	ADJ
american_scientific_journal-3548	86	4	(	(	PUNCT
american_scientific_journal-3548	86	5	tn	tn	NOUN
american_scientific_journal-3548	86	6	)	)	PUNCT
american_scientific_journal-3548	86	7	:	:	PUNCT
american_scientific_journal-3548	87	1	the	the	DET
american_scientific_journal-3548	87	2	healthy	healthy	ADJ
american_scientific_journal-3548	87	3	people	people	NOUN
american_scientific_journal-3548	87	4	who	who	PRON
american_scientific_journal-3548	87	5	are	be	AUX
american_scientific_journal-3548	87	6	correctly	correctly	ADV
american_scientific_journal-3548	87	7	identified	identify	VERB
american_scientific_journal-3548	87	8	as	as	ADP
american_scientific_journal-3548	87	9	healthy	healthy	ADJ
american_scientific_journal-3548	87	10	.	.	PUNCT
american_scientific_journal-3548	88	1	•	•	NUM
american_scientific_journal-3548	88	2	false	false	ADJ
american_scientific_journal-3548	88	3	negative	negative	ADJ
american_scientific_journal-3548	88	4	(	(	PUNCT
american_scientific_journal-3548	88	5	fn	fn	NOUN
american_scientific_journal-3548	88	6	)	)	PUNCT
american_scientific_journal-3548	88	7	:	:	PUNCT
american_scientific_journal-3548	89	1	the	the	DET
american_scientific_journal-3548	89	2	sick	sick	ADJ
american_scientific_journal-3548	89	3	people	people	NOUN
american_scientific_journal-3548	89	4	who	who	PRON
american_scientific_journal-3548	89	5	are	be	AUX
american_scientific_journal-3548	89	6	incorrectly	incorrectly	ADV
american_scientific_journal-3548	89	7	identified	identify	VERB
american_scientific_journal-3548	89	8	as	as	ADP
american_scientific_journal-3548	89	9	healthy	healthy	ADJ
american_scientific_journal-3548	89	10	.	.	PUNCT
american_scientific_journal-3548	90	1	various	various	ADJ
american_scientific_journal-3548	90	2	performance	performance	NOUN
american_scientific_journal-3548	90	3	measures	measure	NOUN
american_scientific_journal-3548	90	4	like	like	ADP
american_scientific_journal-3548	90	5	sensitivity	sensitivity	NOUN
american_scientific_journal-3548	90	6	,	,	PUNCT
american_scientific_journal-3548	90	7	specificity	specificity	NOUN
american_scientific_journal-3548	90	8	,	,	PUNCT
american_scientific_journal-3548	90	9	accuracy	accuracy	NOUN
american_scientific_journal-3548	90	10	and	and	CCONJ
american_scientific_journal-3548	90	11	f	f	X
american_scientific_journal-3548	90	12	-	-	PUNCT
american_scientific_journal-3548	90	13	measure	measure	NOUN
american_scientific_journal-3548	90	14	are	be	AUX
american_scientific_journal-3548	90	15	calculated	calculate	VERB
american_scientific_journal-3548	90	16	using	use	VERB
american_scientific_journal-3548	90	17	this	this	DET
american_scientific_journal-3548	90	18	matrix	matrix	NOUN
american_scientific_journal-3548	90	19	as	as	SCONJ
american_scientific_journal-3548	90	20	depicted	depict	VERB
american_scientific_journal-3548	90	21	in	in	ADP
american_scientific_journal-3548	90	22	table	table	NOUN
american_scientific_journal-3548	90	23	1	1	NUM
american_scientific_journal-3548	90	24	:	:	PUNCT
american_scientific_journal-3548	90	25	table	table	NOUN
american_scientific_journal-3548	90	26	1	1	NUM
american_scientific_journal-3548	90	27	:	:	PUNCT
american_scientific_journal-3548	90	28	the	the	DET
american_scientific_journal-3548	90	29	performance	performance	NOUN
american_scientific_journal-3548	90	30	measure	measure	NOUN
american_scientific_journal-3548	90	31	formulas	formula	VERB
american_scientific_journal-3548	90	32	performance	performance	NOUN
american_scientific_journal-3548	90	33	measure	measure	NOUN
american_scientific_journal-3548	90	34	formulas	formula	VERB
american_scientific_journal-3548	90	35	precision	precision	NOUN
american_scientific_journal-3548	90	36	tp	tp	NOUN
american_scientific_journal-3548	90	37	/	/	SYM
american_scientific_journal-3548	90	38	(	(	PUNCT
american_scientific_journal-3548	90	39	tp+	tp+	PROPN
american_scientific_journal-3548	90	40	fp	fp	NOUN
american_scientific_journal-3548	90	41	)	)	PUNCT
american_scientific_journal-3548	90	42	recall	recall	NOUN
american_scientific_journal-3548	90	43	(	(	PUNCT
american_scientific_journal-3548	90	44	sensitivity	sensitivity	NOUN
american_scientific_journal-3548	90	45	)	)	PUNCT
american_scientific_journal-3548	90	46	tp	tp	NOUN
american_scientific_journal-3548	90	47	/	/	SYM
american_scientific_journal-3548	90	48	(	(	PUNCT
american_scientific_journal-3548	90	49	tp+	tp+	PROPN
american_scientific_journal-3548	90	50	fn	fn	NOUN
american_scientific_journal-3548	90	51	)	)	PUNCT
american_scientific_journal-3548	90	52	accuracy	accuracy	NOUN
american_scientific_journal-3548	90	53	(	(	PUNCT
american_scientific_journal-3548	90	54	tp	tp	NOUN
american_scientific_journal-3548	90	55	+	+	CCONJ
american_scientific_journal-3548	90	56	tn	tn	NOUN
american_scientific_journal-3548	90	57	)	)	PUNCT
american_scientific_journal-3548	90	58	/	/	PUNCT
american_scientific_journal-3548	90	59	(	(	PUNCT
american_scientific_journal-3548	90	60	tp+	tp+	VERB
american_scientific_journal-3548	90	61	tn	tn	PROPN
american_scientific_journal-3548	91	1	+	+	PROPN
american_scientific_journal-3548	91	2	fp	fp	PROPN
american_scientific_journal-3548	91	3	+	+	PROPN
american_scientific_journal-3548	91	4	fn	fn	NOUN
american_scientific_journal-3548	91	5	)	)	PUNCT
american_scientific_journal-3548	91	6	specificity	specificity	NOUN
american_scientific_journal-3548	91	7	tn	tn	PROPN
american_scientific_journal-3548	91	8	/	/	SYM
american_scientific_journal-3548	91	9	(	(	PUNCT
american_scientific_journal-3548	91	10	tn+	tn+	NOUN
american_scientific_journal-3548	91	11	fp	fp	X
american_scientific_journal-3548	91	12	)	)	PUNCT
american_scientific_journal-3548	91	13	f	f	NOUN
american_scientific_journal-3548	91	14	-	-	PUNCT
american_scientific_journal-3548	91	15	measure	measure	NOUN
american_scientific_journal-3548	91	16	(	(	PUNCT
american_scientific_journal-3548	91	17	2	2	NUM
american_scientific_journal-3548	91	18	*	*	NOUN
american_scientific_journal-3548	91	19	recall	recall	NOUN
american_scientific_journal-3548	91	20	*	*	NOUN
american_scientific_journal-3548	91	21	precision	precision	NOUN
american_scientific_journal-3548	91	22	)	)	PUNCT
american_scientific_journal-3548	91	23	/	/	PUNCT
american_scientific_journal-3548	91	24	(	(	PUNCT
american_scientific_journal-3548	91	25	precision	precision	NOUN
american_scientific_journal-3548	91	26	+	+	CCONJ
american_scientific_journal-3548	91	27	recall	recall	NOUN
american_scientific_journal-3548	91	28	)	)	PUNCT
american_scientific_journal-3548	91	29	4	4	NUM
american_scientific_journal-3548	91	30	.	.	X
american_scientific_journal-3548	91	31	data	datum	NOUN
american_scientific_journal-3548	91	32	set	set	VERB
american_scientific_journal-3548	91	33	and	and	CCONJ
american_scientific_journal-3548	91	34	attributes	attribute	VERB
american_scientific_journal-3548	91	35	the	the	DET
american_scientific_journal-3548	91	36	original	original	ADJ
american_scientific_journal-3548	91	37	source	source	NOUN
american_scientific_journal-3548	91	38	of	of	ADP
american_scientific_journal-3548	91	39	the	the	DET
american_scientific_journal-3548	91	40	data	datum	NOUN
american_scientific_journal-3548	91	41	is	be	AUX
american_scientific_journal-3548	91	42	taken	take	VERB
american_scientific_journal-3548	91	43	from	from	ADP
american_scientific_journal-3548	91	44	pima	pima	PROPN
american_scientific_journal-3548	91	45	indian	indian	PROPN
american_scientific_journal-3548	91	46	diabetes	diabetes	NOUN
american_scientific_journal-3548	91	47	dataset	dataset	VERB
american_scientific_journal-3548	91	48	.	.	PUNCT
american_scientific_journal-3548	92	1	this	this	DET
american_scientific_journal-3548	92	2	dataset	dataset	NOUN
american_scientific_journal-3548	92	3	is	be	AUX
american_scientific_journal-3548	92	4	publicly	publicly	ADV
american_scientific_journal-3548	92	5	available	available	ADJ
american_scientific_journal-3548	92	6	at	at	ADP
american_scientific_journal-3548	92	7	uc	uc	PROPN
american_scientific_journal-3548	92	8	irvine	irvine	PROPN
american_scientific_journal-3548	92	9	machine	machine	NOUN
american_scientific_journal-3548	92	10	learning	learn	VERB
american_scientific_journal-3548	92	11	lab	lab	NOUN
american_scientific_journal-3548	92	12	and	and	CCONJ
american_scientific_journal-3548	92	13	widely	widely	ADV
american_scientific_journal-3548	92	14	used	use	VERB
american_scientific_journal-3548	92	15	as	as	ADP
american_scientific_journal-3548	92	16	a	a	DET
american_scientific_journal-3548	92	17	standard	standard	NOUN
american_scientific_journal-3548	92	18	for	for	ADP
american_scientific_journal-3548	92	19	testing	test	VERB
american_scientific_journal-3548	92	20	the	the	DET
american_scientific_journal-3548	92	21	accuracy	accuracy	NOUN
american_scientific_journal-3548	92	22	of	of	ADP
american_scientific_journal-3548	92	23	diabetes	diabetes	NOUN
american_scientific_journal-3548	92	24	status	status	NOUN
american_scientific_journal-3548	92	25	using	use	VERB
american_scientific_journal-3548	92	26	machine	machine	NOUN
american_scientific_journal-3548	92	27	learning	learn	VERB
american_scientific_journal-3548	92	28	algorithms	algorithm	NOUN
american_scientific_journal-3548	92	29	.	.	PUNCT
american_scientific_journal-3548	93	1	the	the	DET
american_scientific_journal-3548	93	2	indian	indian	ADJ
american_scientific_journal-3548	93	3	diabetes	diabetes	NOUN
american_scientific_journal-3548	93	4	dataset	dataset	VERB
american_scientific_journal-3548	93	5	,	,	PUNCT
american_scientific_journal-3548	93	6	the	the	DET
american_scientific_journal-3548	93	7	dataset	dataset	NOUN
american_scientific_journal-3548	93	8	consists	consist	VERB
american_scientific_journal-3548	93	9	of	of	ADP
american_scientific_journal-3548	93	10	8	8	NUM
american_scientific_journal-3548	93	11	attributes	attribute	NOUN
american_scientific_journal-3548	93	12	plus	plus	CCONJ
american_scientific_journal-3548	93	13	class	class	NOUN
american_scientific_journal-3548	93	14	.	.	PUNCT
american_scientific_journal-3548	94	1	the	the	DET
american_scientific_journal-3548	94	2	dataset	dataset	NOUN
american_scientific_journal-3548	94	3	was	be	AUX
american_scientific_journal-3548	94	4	collected	collect	VERB
american_scientific_journal-3548	94	5	from	from	ADP
american_scientific_journal-3548	94	6	768	768	NUM
american_scientific_journal-3548	94	7	females	female	NOUN
american_scientific_journal-3548	94	8	.	.	PUNCT
american_scientific_journal-3548	95	1	the	the	DET
american_scientific_journal-3548	95	2	diagnosis	diagnosis	NOUN
american_scientific_journal-3548	95	3	can	can	AUX
american_scientific_journal-3548	95	4	be	be	AUX
american_scientific_journal-3548	95	5	carried	carry	VERB
american_scientific_journal-3548	95	6	out	out	ADP
american_scientific_journal-3548	95	7	depending	depend	VERB
american_scientific_journal-3548	95	8	on	on	ADP
american_scientific_journal-3548	95	9	personal	personal	ADJ
american_scientific_journal-3548	95	10	data	datum	NOUN
american_scientific_journal-3548	95	11	(	(	PUNCT
american_scientific_journal-3548	95	12	age	age	NOUN
american_scientific_journal-3548	95	13	,	,	PUNCT
american_scientific_journal-3548	95	14	number	number	NOUN
american_scientific_journal-3548	95	15	of	of	ADP
american_scientific_journal-3548	95	16	times	time	NOUN
american_scientific_journal-3548	95	17	pregnant	pregnant	ADJ
american_scientific_journal-3548	95	18	)	)	PUNCT
american_scientific_journal-3548	95	19	and	and	CCONJ
american_scientific_journal-3548	95	20	results	result	NOUN
american_scientific_journal-3548	95	21	of	of	ADP
american_scientific_journal-3548	95	22	medical	medical	ADJ
american_scientific_journal-3548	95	23	examination	examination	NOUN
american_scientific_journal-3548	95	24	(	(	PUNCT
american_scientific_journal-3548	95	25	blood	blood	NOUN
american_scientific_journal-3548	95	26	pressure	pressure	NOUN
american_scientific_journal-3548	95	27	,	,	PUNCT
american_scientific_journal-3548	95	28	body	body	NOUN
american_scientific_journal-3548	95	29	mass	mass	PROPN
american_scientific_journal-3548	95	30	index	index	NOUN
american_scientific_journal-3548	95	31	,	,	PUNCT
american_scientific_journal-3548	95	32	result	result	NOUN
american_scientific_journal-3548	95	33	of	of	ADP
american_scientific_journal-3548	95	34	glucose	glucose	NOUN
american_scientific_journal-3548	95	35	tolerance	tolerance	NOUN
american_scientific_journal-3548	95	36	test	test	NOUN
american_scientific_journal-3548	95	37	,	,	PUNCT
american_scientific_journal-3548	95	38	triceps	triceps	ADJ
american_scientific_journal-3548	95	39	skin	skin	NOUN
american_scientific_journal-3548	95	40	fold	fold	NOUN
american_scientific_journal-3548	95	41	thickness	thickness	NOUN
american_scientific_journal-3548	95	42	,	,	PUNCT
american_scientific_journal-3548	95	43	serum	serum	NOUN
american_scientific_journal-3548	95	44	insulin	insulin	NOUN
american_scientific_journal-3548	95	45	,	,	PUNCT
american_scientific_journal-3548	95	46	pedigree	pedigree	ADJ
american_scientific_journal-3548	95	47	function	function	NOUN
american_scientific_journal-3548	95	48	)	)	PUNCT
american_scientific_journal-3548	95	49	.	.	PUNCT
american_scientific_journal-3548	96	1	there	there	PRON
american_scientific_journal-3548	96	2	are	be	VERB
american_scientific_journal-3548	96	3	500	500	NUM
american_scientific_journal-3548	96	4	samples	sample	NOUN
american_scientific_journal-3548	96	5	of	of	ADP
american_scientific_journal-3548	96	6	class	class	NOUN
american_scientific_journal-3548	96	7	1	1	NUM
american_scientific_journal-3548	96	8	(	(	PUNCT
american_scientific_journal-3548	96	9	diabetes	diabetes	NOUN
american_scientific_journal-3548	96	10	)	)	PUNCT
american_scientific_journal-3548	96	11	and	and	CCONJ
american_scientific_journal-3548	96	12	268	268	NUM
american_scientific_journal-3548	96	13	of	of	ADP
american_scientific_journal-3548	96	14	class	class	NOUN
american_scientific_journal-3548	96	15	2	2	NUM
american_scientific_journal-3548	96	16	(	(	PUNCT
american_scientific_journal-3548	96	17	not	not	PART
american_scientific_journal-3548	96	18	diabetes	diabete	NOUN
american_scientific_journal-3548	96	19	)	)	PUNCT
american_scientific_journal-3548	96	20	.	.	PUNCT
american_scientific_journal-3548	97	1	to	to	PART
american_scientific_journal-3548	97	2	improve	improve	VERB
american_scientific_journal-3548	97	3	the	the	DET
american_scientific_journal-3548	97	4	performance	performance	NOUN
american_scientific_journal-3548	97	5	of	of	ADP
american_scientific_journal-3548	97	6	k	k	PROPN
american_scientific_journal-3548	97	7	american	american	PROPN
american_scientific_journal-3548	97	8	scientific	scientific	PROPN
american_scientific_journal-3548	97	9	research	research	PROPN
american_scientific_journal-3548	97	10	journal	journal	NOUN
american_scientific_journal-3548	97	11	for	for	ADP
american_scientific_journal-3548	97	12	engineering	engineering	NOUN
american_scientific_journal-3548	97	13	,	,	PUNCT
american_scientific_journal-3548	97	14	technology	technology	NOUN
american_scientific_journal-3548	97	15	,	,	PUNCT
american_scientific_journal-3548	97	16	and	and	CCONJ
american_scientific_journal-3548	97	17	sciences	science	NOUN
american_scientific_journal-3548	97	18	(	(	PUNCT
american_scientific_journal-3548	97	19	asrjets	asrjet	NOUN
american_scientific_journal-3548	97	20	)	)	PUNCT
american_scientific_journal-3548	97	21	(	(	PUNCT
american_scientific_journal-3548	97	22	2018	2018	NUM
american_scientific_journal-3548	97	23	)	)	PUNCT
american_scientific_journal-3548	97	24	volume	volume	NOUN
american_scientific_journal-3548	97	25	45	45	NUM
american_scientific_journal-3548	97	26	,	,	PUNCT
american_scientific_journal-3548	97	27	no	no	DET
american_scientific_journal-3548	97	28	1	1	NUM
american_scientific_journal-3548	97	29	,	,	PUNCT
american_scientific_journal-3548	97	30	pp	pp	ADV
american_scientific_journal-3548	97	31	299	299	NUM
american_scientific_journal-3548	97	32	-	-	SYM
american_scientific_journal-3548	97	33	307	307	NUM
american_scientific_journal-3548	97	34	304	304	NUM
american_scientific_journal-3548	97	35	nearest	near	ADJ
american_scientific_journal-3548	97	36	neighbour	neighbour	ADJ
american_scientific_journal-3548	97	37	technique	technique	NOUN
american_scientific_journal-3548	97	38	for	for	ADP
american_scientific_journal-3548	97	39	classification	classification	NOUN
american_scientific_journal-3548	97	40	dataset	dataset	NOUN
american_scientific_journal-3548	97	41	,	,	PUNCT
american_scientific_journal-3548	97	42	we	we	PRON
american_scientific_journal-3548	97	43	used	use	VERB
american_scientific_journal-3548	97	44	min	min	PROPN
american_scientific_journal-3548	97	45	–	–	PUNCT
american_scientific_journal-3548	97	46	max	max	PROPN
american_scientific_journal-3548	97	47	normalization	normalization	NOUN
american_scientific_journal-3548	97	48	to	to	PART
american_scientific_journal-3548	97	49	prevent	prevent	VERB
american_scientific_journal-3548	97	50	attributes	attribute	NOUN
american_scientific_journal-3548	97	51	with	with	ADP
american_scientific_journal-3548	97	52	initially	initially	ADV
american_scientific_journal-3548	97	53	large	large	ADJ
american_scientific_journal-3548	97	54	ranges	range	NOUN
american_scientific_journal-3548	97	55	from	from	ADP
american_scientific_journal-3548	97	56	outweighing	outweigh	VERB
american_scientific_journal-3548	97	57	attributes	attribute	NOUN
american_scientific_journal-3548	97	58	with	with	ADP
american_scientific_journal-3548	97	59	initially	initially	ADV
american_scientific_journal-3548	97	60	smaller	small	ADJ
american_scientific_journal-3548	97	61	ranges	range	NOUN
american_scientific_journal-3548	97	62	,	,	PUNCT
american_scientific_journal-3548	97	63	and	and	CCONJ
american_scientific_journal-3548	97	64	filling	fill	VERB
american_scientific_journal-3548	97	65	the	the	DET
american_scientific_journal-3548	97	66	missing	miss	VERB
american_scientific_journal-3548	97	67	value	value	NOUN
american_scientific_journal-3548	97	68	.	.	PUNCT
american_scientific_journal-3548	98	1	this	this	DET
american_scientific_journal-3548	98	2	algorithm	algorithm	NOUN
american_scientific_journal-3548	98	3	performs	perform	VERB
american_scientific_journal-3548	98	4	better	well	ADV
american_scientific_journal-3548	98	5	because	because	SCONJ
american_scientific_journal-3548	98	6	it	it	PRON
american_scientific_journal-3548	98	7	increases	increase	VERB
american_scientific_journal-3548	98	8	the	the	DET
american_scientific_journal-3548	98	9	plausibility	plausibility	NOUN
american_scientific_journal-3548	98	10	and	and	CCONJ
american_scientific_journal-3548	98	11	accuracy	accuracy	NOUN
american_scientific_journal-3548	98	12	of	of	ADP
american_scientific_journal-3548	98	13	the	the	DET
american_scientific_journal-3548	98	14	forecasts	forecast	NOUN
american_scientific_journal-3548	98	15	.	.	PUNCT
american_scientific_journal-3548	99	1	table	table	NOUN
american_scientific_journal-3548	99	2	2	2	NUM
american_scientific_journal-3548	99	3	:	:	PUNCT
american_scientific_journal-3548	99	4	the	the	DET
american_scientific_journal-3548	99	5	characteristics	characteristic	NOUN
american_scientific_journal-3548	99	6	used	use	VERB
american_scientific_journal-3548	99	7	for	for	ADP
american_scientific_journal-3548	99	8	diabetes	diabetes	NOUN
american_scientific_journal-3548	99	9	type	type	NOUN
american_scientific_journal-3548	99	10	ii	ii	PROPN
american_scientific_journal-3548	99	11	diagnose	diagnose	NOUN
american_scientific_journal-3548	99	12	attribute	attribute	NOUN
american_scientific_journal-3548	100	1	no	no	INTJ
american_scientific_journal-3548	100	2	.	.	PUNCT
american_scientific_journal-3548	100	3	  	  	SPACE
american_scientific_journal-3548	100	4	attribute	attribute	NOUN
american_scientific_journal-3548	100	5	  	  	SPACE
american_scientific_journal-3548	100	6	description	description	NOUN
american_scientific_journal-3548	100	7	  	  	SPACE
american_scientific_journal-3548	100	8	type	type	NOUN
american_scientific_journal-3548	100	9	  	  	SPACE
american_scientific_journal-3548	100	10	atr_1	atr_1	PROPN
american_scientific_journal-3548	100	11	  	  	SPACE
american_scientific_journal-3548	100	12	preg	preg	NOUN
american_scientific_journal-3548	100	13	  	  	SPACE
american_scientific_journal-3548	100	14	numbers	number	NOUN
american_scientific_journal-3548	100	15	of	of	ADP
american_scientific_journal-3548	100	16	time	time	NOUN
american_scientific_journal-3548	100	17	pregnant	pregnant	ADJ
american_scientific_journal-3548	100	18	  	  	SPACE
american_scientific_journal-3548	100	19	numeric	numeric	PROPN
american_scientific_journal-3548	100	20	  	  	SPACE
american_scientific_journal-3548	100	21	atr_2	atr_2	NOUN
american_scientific_journal-3548	100	22	  	  	SPACE
american_scientific_journal-3548	100	23	pggt	pggt	NOUN
american_scientific_journal-3548	100	24	   	   	SPACE
american_scientific_journal-3548	100	25	plasma	plasma	NOUN
american_scientific_journal-3548	100	26	glucose	glucose	NOUN
american_scientific_journal-3548	100	27	concentration	concentration	NOUN
american_scientific_journal-3548	100	28	in	in	ADP
american_scientific_journal-3548	100	29	an	an	DET
american_scientific_journal-3548	100	30	oral	oral	ADJ
american_scientific_journal-3548	100	31	glucose	glucose	NOUN
american_scientific_journal-3548	100	32	tolerance	tolerance	NOUN
american_scientific_journal-3548	100	33	test	test	NOUN
american_scientific_journal-3548	100	34	  	  	SPACE
american_scientific_journal-3548	100	35	numeric	numeric	PROPN
american_scientific_journal-3548	100	36	  	  	SPACE
american_scientific_journal-3548	100	37	atr_3	atr_3	PROPN
american_scientific_journal-3548	100	38	  	  	SPACE
american_scientific_journal-3548	100	39	bp	bp	PROPN
american_scientific_journal-3548	100	40	  	  	SPACE
american_scientific_journal-3548	100	41	diastolic	diastolic	NOUN
american_scientific_journal-3548	100	42	blood	blood	NOUN
american_scientific_journal-3548	100	43	pressure(mmhg	pressure(mmhg	PROPN
american_scientific_journal-3548	100	44	)	)	PUNCT
american_scientific_journal-3548	100	45	  	  	SPACE
american_scientific_journal-3548	100	46	numeric	numeric	PROPN
american_scientific_journal-3548	100	47	  	  	SPACE
american_scientific_journal-3548	100	48	atr_4	atr_4	PROPN
american_scientific_journal-3548	100	49	  	  	SPACE
american_scientific_journal-3548	100	50	skin	skin	NOUN
american_scientific_journal-3548	100	51	  	  	SPACE
american_scientific_journal-3548	100	52	triceps	triceps	NOUN
american_scientific_journal-3548	100	53	skin	skin	NOUN
american_scientific_journal-3548	100	54	fold	fold	NOUN
american_scientific_journal-3548	100	55	thickness	thickness	NOUN
american_scientific_journal-3548	100	56	(	(	PUNCT
american_scientific_journal-3548	100	57	mm	mm	NOUN
american_scientific_journal-3548	100	58	)	)	PUNCT
american_scientific_journal-3548	100	59	  	  	SPACE
american_scientific_journal-3548	100	60	numeric	numeric	ADP
american_scientific_journal-3548	100	61	  	  	SPACE
american_scientific_journal-3548	100	62	atr_5	atr_5	PROPN
american_scientific_journal-3548	100	63	  	  	SPACE
american_scientific_journal-3548	100	64	ins	ins	PROPN
american_scientific_journal-3548	100	65	  	  	SPACE
american_scientific_journal-3548	100	66	serum	serum	NOUN
american_scientific_journal-3548	100	67	insulin	insulin	NOUN
american_scientific_journal-3548	100	68	(	(	PUNCT
american_scientific_journal-3548	100	69	μu	μu	NOUN
american_scientific_journal-3548	100	70	/	/	SYM
american_scientific_journal-3548	100	71	ml	ml	NOUN
american_scientific_journal-3548	100	72	)	)	PUNCT
american_scientific_journal-3548	100	73	  	  	SPACE
american_scientific_journal-3548	100	74	numeric	numeric	ADJ
american_scientific_journal-3548	100	75	  	  	SPACE
american_scientific_journal-3548	100	76	atr_6	atr_6	PROPN
american_scientific_journal-3548	100	77	  	  	SPACE
american_scientific_journal-3548	100	78	mass	mass	NOUN
american_scientific_journal-3548	100	79	(	(	PUNCT
american_scientific_journal-3548	100	80	bmi	bmi	PROPN
american_scientific_journal-3548	100	81	)	)	PUNCT
american_scientific_journal-3548	100	82	  	  	SPACE
american_scientific_journal-3548	100	83	body	body	NOUN
american_scientific_journal-3548	100	84	mass	mass	NOUN
american_scientific_journal-3548	100	85	index	index	NOUN
american_scientific_journal-3548	100	86	(	(	PUNCT
american_scientific_journal-3548	100	87	kg	kg	NOUN
american_scientific_journal-3548	100	88	/	/	SYM
american_scientific_journal-3548	100	89	m	m	NOUN
american_scientific_journal-3548	100	90	)	)	PUNCT
american_scientific_journal-3548	100	91	  	  	SPACE
american_scientific_journal-3548	100	92	numeric	numeric	ADP
american_scientific_journal-3548	100	93	  	  	SPACE
american_scientific_journal-3548	100	94	atr_7	atr_7	PROPN
american_scientific_journal-3548	100	95	  	  	SPACE
american_scientific_journal-3548	100	96	pedi	pedi	NOUN
american_scientific_journal-3548	100	97	  	  	SPACE
american_scientific_journal-3548	100	98	diabetes	diabetes	PROPN
american_scientific_journal-3548	100	99	pedigree	pedigree	ADJ
american_scientific_journal-3548	100	100	function	function	PROPN
american_scientific_journal-3548	100	101	  	  	SPACE
american_scientific_journal-3548	100	102	numeric	numeric	PROPN
american_scientific_journal-3548	100	103	  	  	SPACE
american_scientific_journal-3548	100	104	atr_8	atr_8	NOUN
american_scientific_journal-3548	100	105	  	  	SPACE
american_scientific_journal-3548	100	106	age	age	NOUN
american_scientific_journal-3548	100	107	  	  	SPACE
american_scientific_journal-3548	100	108	age	age	NOUN
american_scientific_journal-3548	100	109	of	of	ADP
american_scientific_journal-3548	100	110	patient	patient	NOUN
american_scientific_journal-3548	100	111	(	(	PUNCT
american_scientific_journal-3548	100	112	years	year	NOUN
american_scientific_journal-3548	100	113	)	)	PUNCT
american_scientific_journal-3548	100	114	  	  	SPACE
american_scientific_journal-3548	100	115	numeric	numeric	PROPN
american_scientific_journal-3548	100	116	  	  	SPACE
american_scientific_journal-3548	100	117	y	y	NOUN
american_scientific_journal-3548	100	118	  	  	SPACE
american_scientific_journal-3548	100	119	diabetes	diabete	NOUN
american_scientific_journal-3548	100	120	  	  	SPACE
american_scientific_journal-3548	100	121	diabetes	diabete	NOUN
american_scientific_journal-3548	100	122	diagnose	diagnose	NOUN
american_scientific_journal-3548	100	123	results	result	NOUN
american_scientific_journal-3548	100	124	(	(	PUNCT
american_scientific_journal-3548	100	125	"	"	PUNCT
american_scientific_journal-3548	100	126	tested_positive	tested_positive	ADJ
american_scientific_journal-3548	100	127	"	"	PUNCT
american_scientific_journal-3548	100	128	,	,	PUNCT
american_scientific_journal-3548	100	129	―‖tested_negative	―‖tested_negative	ADJ
american_scientific_journal-3548	100	130	"	"	PUNCT
american_scientific_journal-3548	100	131	)	)	PUNCT
american_scientific_journal-3548	100	132	  	  	SPACE
american_scientific_journal-3548	100	133	nominal	nominal	ADJ
american_scientific_journal-3548	100	134	  	  	SPACE
american_scientific_journal-3548	100	135	4.1	4.1	NUM
american_scientific_journal-3548	100	136	data	datum	NOUN
american_scientific_journal-3548	100	137	normalization	normalization	NOUN
american_scientific_journal-3548	100	138	normalization	normalization	NOUN
american_scientific_journal-3548	100	139	is	be	AUX
american_scientific_journal-3548	100	140	the	the	DET
american_scientific_journal-3548	100	141	scaling	scaling	NOUN
american_scientific_journal-3548	100	142	of	of	ADP
american_scientific_journal-3548	100	143	data	datum	NOUN
american_scientific_journal-3548	100	144	transformation	transformation	NOUN
american_scientific_journal-3548	100	145	of	of	ADP
american_scientific_journal-3548	100	146	instances	instance	NOUN
american_scientific_journal-3548	100	147	.	.	PUNCT
american_scientific_journal-3548	101	1	in	in	ADP
american_scientific_journal-3548	101	2	a	a	DET
american_scientific_journal-3548	101	3	dataset	dataset	NOUN
american_scientific_journal-3548	101	4	,	,	PUNCT
american_scientific_journal-3548	101	5	the	the	DET
american_scientific_journal-3548	101	6	instance	instance	NOUN
american_scientific_journal-3548	101	7	may	may	AUX
american_scientific_journal-3548	101	8	have	have	VERB
american_scientific_journal-3548	101	9	different	different	ADJ
american_scientific_journal-3548	101	10	values	value	NOUN
american_scientific_journal-3548	101	11	ranging	range	VERB
american_scientific_journal-3548	101	12	from	from	ADP
american_scientific_journal-3548	101	13	minimum	minimum	NOUN
american_scientific_journal-3548	101	14	to	to	ADP
american_scientific_journal-3548	101	15	maximum	maximum	ADJ
american_scientific_journal-3548	101	16	values	value	NOUN
american_scientific_journal-3548	101	17	.	.	PUNCT
american_scientific_journal-3548	102	1	this	this	PRON
american_scientific_journal-3548	102	2	normalizes	normalize	VERB
american_scientific_journal-3548	102	3	all	all	DET
american_scientific_journal-3548	102	4	the	the	DET
american_scientific_journal-3548	102	5	numerical	numerical	ADJ
american_scientific_journal-3548	102	6	values	value	NOUN
american_scientific_journal-3548	102	7	present	present	ADJ
american_scientific_journal-3548	102	8	in	in	ADP
american_scientific_journal-3548	102	9	the	the	DET
american_scientific_journal-3548	102	10	dataset	dataset	NOUN
american_scientific_journal-3548	102	11	.	.	PUNCT
american_scientific_journal-3548	103	1	the	the	DET
american_scientific_journal-3548	103	2	result	result	NOUN
american_scientific_journal-3548	103	3	values	value	NOUN
american_scientific_journal-3548	103	4	occupy	occupy	VERB
american_scientific_journal-3548	103	5	the	the	DET
american_scientific_journal-3548	103	6	range	range	NOUN
american_scientific_journal-3548	103	7	between	between	ADP
american_scientific_journal-3548	103	8	0	0	NUM
american_scientific_journal-3548	103	9	and	and	CCONJ
american_scientific_journal-3548	103	10	1	1	NUM
american_scientific_journal-3548	103	11	.	.	PUNCT
american_scientific_journal-3548	103	12	by	by	ADP
american_scientific_journal-3548	103	13	using	use	VERB
american_scientific_journal-3548	103	14	translation	translation	NOUN
american_scientific_journal-3548	103	15	and	and	CCONJ
american_scientific_journal-3548	103	16	scale	scale	NOUN
american_scientific_journal-3548	103	17	parameters	parameter	NOUN
american_scientific_journal-3548	103	18	the	the	DET
american_scientific_journal-3548	103	19	range	range	NOUN
american_scientific_journal-3548	103	20	can	can	AUX
american_scientific_journal-3548	103	21	be	be	AUX
american_scientific_journal-3548	103	22	changed	change	VERB
american_scientific_journal-3548	103	23	.	.	PUNCT
american_scientific_journal-3548	104	1	mean	mean	VERB
american_scientific_journal-3548	104	2	and	and	CCONJ
american_scientific_journal-3548	104	3	standard	standard	ADJ
american_scientific_journal-3548	104	4	deviation	deviation	NOUN
american_scientific_journal-3548	104	5	of	of	ADP
american_scientific_journal-3548	104	6	the	the	DET
american_scientific_journal-3548	104	7	pima	pima	PROPN
american_scientific_journal-3548	104	8	dataset	dataset	PROPN
american_scientific_journal-3548	104	9	before	before	SCONJ
american_scientific_journal-3548	104	10	normalization	normalization	NOUN
american_scientific_journal-3548	104	11	are	be	AUX
american_scientific_journal-3548	104	12	given	give	VERB
american_scientific_journal-3548	104	13	in	in	ADP
american_scientific_journal-3548	104	14	table	table	NOUN
american_scientific_journal-3548	104	15	3	3	NUM
american_scientific_journal-3548	104	16	.	.	PUNCT
american_scientific_journal-3548	104	17	table	table	NOUN
american_scientific_journal-3548	104	18	3	3	NUM
american_scientific_journal-3548	104	19	:	:	PUNCT
american_scientific_journal-3548	104	20	 	 	SPACE
american_scientific_journal-3548	104	21	mean	mean	VERB
american_scientific_journal-3548	104	22	and	and	CCONJ
american_scientific_journal-3548	104	23	standard	standard	ADJ
american_scientific_journal-3548	104	24	deviation	deviation	NOUN
american_scientific_journal-3548	104	25	before	before	ADP
american_scientific_journal-3548	104	26	normalization	normalization	NOUN
american_scientific_journal-3548	104	27	.	.	PUNCT
american_scientific_journal-3548	104	28	   	   	SPACE
american_scientific_journal-3548	105	1	attribute	attribute	NOUN
american_scientific_journal-3548	105	2	no	no	INTJ
american_scientific_journal-3548	105	3	.	.	PUNCT
american_scientific_journal-3548	105	4	  	  	SPACE
american_scientific_journal-3548	105	5	mean	mean	ADJ
american_scientific_journal-3548	105	6	  	  	SPACE
american_scientific_journal-3548	105	7	standard	standard	ADJ
american_scientific_journal-3548	105	8	deviation	deviation	NOUN
american_scientific_journal-3548	105	9	  	  	SPACE
american_scientific_journal-3548	105	10	atr_1	atr_1	PROPN
american_scientific_journal-3548	105	11	  	  	SPACE
american_scientific_journal-3548	105	12	3.84	3.84	NUM
american_scientific_journal-3548	105	13	  	  	SPACE
american_scientific_journal-3548	105	14	3.37	3.37	NUM
american_scientific_journal-3548	105	15	  	  	SPACE
american_scientific_journal-3548	105	16	atr_2	atr_2	NOUN
american_scientific_journal-3548	105	17	  	  	SPACE
american_scientific_journal-3548	105	18	120.89	120.89	NUM
american_scientific_journal-3548	105	19	  	  	SPACE
american_scientific_journal-3548	105	20	31.97	31.97	NUM
american_scientific_journal-3548	105	21	  	  	SPACE
american_scientific_journal-3548	105	22	atr_3	atr_3	NOUN
american_scientific_journal-3548	105	23	  	  	SPACE
american_scientific_journal-3548	105	24	69.1	69.1	NUM
american_scientific_journal-3548	105	25	  	  	SPACE
american_scientific_journal-3548	105	26	19.35	19.35	NUM
american_scientific_journal-3548	105	27	  	  	SPACE
american_scientific_journal-3548	105	28	atr_4	atr_4	PROPN
american_scientific_journal-3548	105	29	  	  	SPACE
american_scientific_journal-3548	105	30	20.53	20.53	NUM
american_scientific_journal-3548	105	31	  	  	SPACE
american_scientific_journal-3548	105	32	16	16	NUM
american_scientific_journal-3548	105	33	  	  	SPACE
american_scientific_journal-3548	105	34	atr_5	atr_5	PROPN
american_scientific_journal-3548	105	35	  	  	SPACE
american_scientific_journal-3548	105	36	79.79	79.79	NUM
american_scientific_journal-3548	105	37	  	  	SPACE
american_scientific_journal-3548	105	38	115.24	115.24	NUM
american_scientific_journal-3548	105	39	  	  	SPACE
american_scientific_journal-3548	105	40	atr_6	atr_6	PROPN
american_scientific_journal-3548	105	41	  	  	SPACE
american_scientific_journal-3548	105	42	31.99	31.99	NUM
american_scientific_journal-3548	105	43	  	  	SPACE
american_scientific_journal-3548	105	44	7.88	7.88	NUM
american_scientific_journal-3548	105	45	  	  	SPACE
american_scientific_journal-3548	105	46	atr_7	atr_7	NOUN
american_scientific_journal-3548	105	47	  	  	SPACE
american_scientific_journal-3548	105	48	0.47	0.47	NUM
american_scientific_journal-3548	105	49	  	  	SPACE
american_scientific_journal-3548	105	50	0.33	0.33	NUM
american_scientific_journal-3548	105	51	  	  	SPACE
american_scientific_journal-3548	105	52	atr_8	atr_8	NOUN
american_scientific_journal-3548	105	53	  	  	SPACE
american_scientific_journal-3548	105	54	33.24	33.24	NUM
american_scientific_journal-3548	105	55	  	  	SPACE
american_scientific_journal-3548	105	56	11.76	11.76	NUM
american_scientific_journal-3548	105	57	  	  	SPACE
american_scientific_journal-3548	105	58	american	american	ADJ
american_scientific_journal-3548	105	59	scientific	scientific	ADJ
american_scientific_journal-3548	105	60	research	research	PROPN
american_scientific_journal-3548	105	61	journal	journal	NOUN
american_scientific_journal-3548	105	62	for	for	ADP
american_scientific_journal-3548	105	63	engineering	engineering	NOUN
american_scientific_journal-3548	105	64	,	,	PUNCT
american_scientific_journal-3548	105	65	technology	technology	NOUN
american_scientific_journal-3548	105	66	,	,	PUNCT
american_scientific_journal-3548	105	67	and	and	CCONJ
american_scientific_journal-3548	105	68	sciences	science	NOUN
american_scientific_journal-3548	105	69	(	(	PUNCT
american_scientific_journal-3548	105	70	asrjets	asrjet	NOUN
american_scientific_journal-3548	105	71	)	)	PUNCT
american_scientific_journal-3548	105	72	(	(	PUNCT
american_scientific_journal-3548	105	73	2018	2018	NUM
american_scientific_journal-3548	105	74	)	)	PUNCT
american_scientific_journal-3548	105	75	volume	volume	NOUN
american_scientific_journal-3548	105	76	45	45	NUM
american_scientific_journal-3548	105	77	,	,	PUNCT
american_scientific_journal-3548	105	78	no	no	DET
american_scientific_journal-3548	105	79	1	1	NUM
american_scientific_journal-3548	105	80	,	,	PUNCT
american_scientific_journal-3548	105	81	pp	pp	ADV
american_scientific_journal-3548	105	82	299	299	NUM
american_scientific_journal-3548	105	83	-	-	SYM
american_scientific_journal-3548	105	84	307	307	NUM
american_scientific_journal-3548	105	85	305	305	NUM
american_scientific_journal-3548	105	86	table	table	NOUN
american_scientific_journal-3548	105	87	4	4	NUM
american_scientific_journal-3548	105	88	:	:	PUNCT
american_scientific_journal-3548	105	89	 	 	SPACE
american_scientific_journal-3548	105	90	mean	mean	VERB
american_scientific_journal-3548	105	91	and	and	CCONJ
american_scientific_journal-3548	105	92	standard	standard	ADJ
american_scientific_journal-3548	105	93	deviation	deviation	NOUN
american_scientific_journal-3548	105	94	after	after	ADP
american_scientific_journal-3548	105	95	normalization	normalization	NOUN
american_scientific_journal-3548	105	96	   	   	SPACE
american_scientific_journal-3548	105	97	attribute	attribute	NOUN
american_scientific_journal-3548	105	98	no	no	INTJ
american_scientific_journal-3548	105	99	.	.	PUNCT
american_scientific_journal-3548	105	100	  	  	SPACE
american_scientific_journal-3548	106	1	mean	mean	ADJ
american_scientific_journal-3548	106	2	  	  	SPACE
american_scientific_journal-3548	106	3	standard	standard	ADJ
american_scientific_journal-3548	106	4	deviation	deviation	NOUN
american_scientific_journal-3548	106	5	  	  	SPACE
american_scientific_journal-3548	106	6	atr_1	atr_1	PROPN
american_scientific_journal-3548	106	7	  	  	SPACE
american_scientific_journal-3548	106	8	0.226	0.226	NUM
american_scientific_journal-3548	106	9	  	  	SPACE
american_scientific_journal-3548	106	10	0.19	0.19	NUM
american_scientific_journal-3548	106	11	  	  	SPACE
american_scientific_journal-3548	106	12	atr_2	atr_2	NOUN
american_scientific_journal-3548	106	13	  	  	SPACE
american_scientific_journal-3548	106	14	0.608	0.608	NUM
american_scientific_journal-3548	106	15	  	  	SPACE
american_scientific_journal-3548	106	16	0.16	0.16	NUM
american_scientific_journal-3548	106	17	  	  	SPACE
american_scientific_journal-3548	106	18	atr_3	atr_3	NOUN
american_scientific_journal-3548	106	19	  	  	SPACE
american_scientific_journal-3548	106	20	0.566	0.566	NUM
american_scientific_journal-3548	106	21	  	  	SPACE
american_scientific_journal-3548	106	22	0.15	0.15	NUM
american_scientific_journal-3548	106	23	  	  	SPACE
american_scientific_journal-3548	106	24	atr_4	atr_4	PROPN
american_scientific_journal-3548	106	25	  	  	SPACE
american_scientific_journal-3548	106	26	0.207	0.207	NUM
american_scientific_journal-3548	106	27	  	  	SPACE
american_scientific_journal-3548	106	28	0.16	0.16	NUM
american_scientific_journal-3548	106	29	  	  	SPACE
american_scientific_journal-3548	106	30	atr_5	atr_5	PROPN
american_scientific_journal-3548	106	31	  	  	SPACE
american_scientific_journal-3548	106	32	0.094	0.094	NUM
american_scientific_journal-3548	106	33	  	  	SPACE
american_scientific_journal-3548	106	34	0.13	0.13	NUM
american_scientific_journal-3548	106	35	  	  	SPACE
american_scientific_journal-3548	106	36	atr_6	atr_6	PROPN
american_scientific_journal-3548	106	37	  	  	SPACE
american_scientific_journal-3548	106	38	0.477	0.477	NUM
american_scientific_journal-3548	106	39	  	  	SPACE
american_scientific_journal-3548	106	40	0.11	0.11	NUM
american_scientific_journal-3548	106	41	  	  	SPACE
american_scientific_journal-3548	106	42	atr_7	atr_7	NOUN
american_scientific_journal-3548	106	43	  	  	SPACE
american_scientific_journal-3548	106	44	0.168	0.168	NUM
american_scientific_journal-3548	106	45	  	  	SPACE
american_scientific_journal-3548	106	46	0.14	0.14	NUM
american_scientific_journal-3548	106	47	  	  	SPACE
american_scientific_journal-3548	106	48	atr_8	atr_8	NOUN
american_scientific_journal-3548	106	49	  	  	SPACE
american_scientific_journal-3548	106	50	0.204	0.204	NUM
american_scientific_journal-3548	106	51	  	  	SPACE
american_scientific_journal-3548	106	52	0.19	0.19	NUM
american_scientific_journal-3548	106	53	  	  	SPACE
american_scientific_journal-3548	106	54	after	after	SCONJ
american_scientific_journal-3548	106	55	the	the	DET
american_scientific_journal-3548	106	56	normalization	normalization	NOUN
american_scientific_journal-3548	106	57	process	process	NOUN
american_scientific_journal-3548	106	58	the	the	DET
american_scientific_journal-3548	106	59	mean	mean	ADJ
american_scientific_journal-3548	106	60	and	and	CCONJ
american_scientific_journal-3548	106	61	standard	standard	ADJ
american_scientific_journal-3548	106	62	deviation	deviation	NOUN
american_scientific_journal-3548	106	63	values	value	NOUN
american_scientific_journal-3548	106	64	are	be	AUX
american_scientific_journal-3548	106	65	normalized	normalize	VERB
american_scientific_journal-3548	106	66	to	to	PART
american_scientific_journal-3548	106	67	be	be	AUX
american_scientific_journal-3548	106	68	in	in	ADP
american_scientific_journal-3548	106	69	the	the	DET
american_scientific_journal-3548	106	70	range	range	NOUN
american_scientific_journal-3548	106	71	-1	-1	ADP
american_scientific_journal-3548	106	72	to	to	ADP
american_scientific_journal-3548	106	73	+1	+1	PROPN
american_scientific_journal-3548	106	74	and	and	CCONJ
american_scientific_journal-3548	106	75	the	the	DET
american_scientific_journal-3548	106	76	difference	difference	NOUN
american_scientific_journal-3548	106	77	between	between	ADP
american_scientific_journal-3548	106	78	each	each	DET
american_scientific_journal-3548	106	79	attribute	attribute	NOUN
american_scientific_journal-3548	106	80	is	be	AUX
american_scientific_journal-3548	106	81	less	less	ADJ
american_scientific_journal-3548	106	82	.	.	PUNCT
american_scientific_journal-3548	107	1	4.2	4.2	NUM
american_scientific_journal-3548	107	2	performance	performance	NOUN
american_scientific_journal-3548	107	3	measures	measure	NOUN
american_scientific_journal-3548	107	4	for	for	ADP
american_scientific_journal-3548	107	5	weighted	weight	VERB
american_scientific_journal-3548	107	6	knn	knn	PROPN
american_scientific_journal-3548	107	7	to	to	PART
american_scientific_journal-3548	107	8	remove	remove	VERB
american_scientific_journal-3548	107	9	the	the	DET
american_scientific_journal-3548	107	10	drawbacks	drawback	NOUN
american_scientific_journal-3548	107	11	and	and	CCONJ
american_scientific_journal-3548	107	12	to	to	PART
american_scientific_journal-3548	107	13	make	make	VERB
american_scientific_journal-3548	107	14	the	the	DET
american_scientific_journal-3548	107	15	knn	knn	PROPN
american_scientific_journal-3548	107	16	a	a	DET
american_scientific_journal-3548	107	17	faster	fast	ADJ
american_scientific_journal-3548	107	18	algorithm	algorithm	NOUN
american_scientific_journal-3548	107	19	weighted	weight	VERB
american_scientific_journal-3548	107	20	knn	knn	PROPN
american_scientific_journal-3548	107	21	is	be	AUX
american_scientific_journal-3548	107	22	proposed	propose	VERB
american_scientific_journal-3548	107	23	here	here	ADV
american_scientific_journal-3548	107	24	.	.	PUNCT
american_scientific_journal-3548	108	1	in	in	ADP
american_scientific_journal-3548	108	2	our	our	PRON
american_scientific_journal-3548	108	3	paper	paper	NOUN
american_scientific_journal-3548	108	4	,	,	PUNCT
american_scientific_journal-3548	108	5	we	we	PRON
american_scientific_journal-3548	108	6	used	use	VERB
american_scientific_journal-3548	108	7	to	to	PART
american_scientific_journal-3548	108	8	weighted	weight	VERB
american_scientific_journal-3548	108	9	knn	knn	PROPN
american_scientific_journal-3548	108	10	algorithm	algorithm	PROPN
american_scientific_journal-3548	108	11	.	.	PUNCT
american_scientific_journal-3548	109	1	the	the	DET
american_scientific_journal-3548	109	2	advantage	advantage	NOUN
american_scientific_journal-3548	109	3	of	of	ADP
american_scientific_journal-3548	109	4	this	this	DET
american_scientific_journal-3548	109	5	method	method	NOUN
american_scientific_journal-3548	109	6	is	be	AUX
american_scientific_journal-3548	109	7	figuring	figure	VERB
american_scientific_journal-3548	109	8	out	out	ADP
american_scientific_journal-3548	109	9	of	of	ADP
american_scientific_journal-3548	109	10	the	the	DET
american_scientific_journal-3548	109	11	distance	distance	NOUN
american_scientific_journal-3548	109	12	,	,	PUNCT
american_scientific_journal-3548	109	13	not	not	PART
american_scientific_journal-3548	109	14	only	only	ADV
american_scientific_journal-3548	109	15	,	,	PUNCT
american_scientific_journal-3548	109	16	the	the	DET
american_scientific_journal-3548	109	17	quantity	quantity	NOUN
american_scientific_journal-3548	109	18	of	of	ADP
american_scientific_journal-3548	109	19	attributes	attribute	NOUN
american_scientific_journal-3548	109	20	that	that	PRON
american_scientific_journal-3548	109	21	is	be	AUX
american_scientific_journal-3548	109	22	considered	consider	VERB
american_scientific_journal-3548	109	23	but	but	CCONJ
american_scientific_journal-3548	109	24	also	also	ADV
american_scientific_journal-3548	109	25	,	,	PUNCT
american_scientific_journal-3548	109	26	the	the	DET
american_scientific_journal-3548	109	27	quality	quality	NOUN
american_scientific_journal-3548	109	28	of	of	ADP
american_scientific_journal-3548	109	29	attributes	attribute	NOUN
american_scientific_journal-3548	109	30	that	that	PRON
american_scientific_journal-3548	109	31	is	be	AUX
american_scientific_journal-3548	109	32	emphasized	emphasize	VERB
american_scientific_journal-3548	109	33	,	,	PUNCT
american_scientific_journal-3548	109	34	so	so	CCONJ
american_scientific_journal-3548	109	35	it	it	PRON
american_scientific_journal-3548	109	36	increases	increase	VERB
american_scientific_journal-3548	109	37	the	the	DET
american_scientific_journal-3548	109	38	classification	classification	NOUN
american_scientific_journal-3548	109	39	accuracy	accuracy	NOUN
american_scientific_journal-3548	109	40	.	.	PUNCT
american_scientific_journal-3548	110	1	it	it	PRON
american_scientific_journal-3548	110	2	's	be	AUX
american_scientific_journal-3548	110	3	obvious	obvious	ADJ
american_scientific_journal-3548	110	4	that	that	SCONJ
american_scientific_journal-3548	110	5	how	how	SCONJ
american_scientific_journal-3548	110	6	accurate	accurate	ADJ
american_scientific_journal-3548	110	7	weights	weight	NOUN
american_scientific_journal-3548	110	8	may	may	AUX
american_scientific_journal-3548	110	9	be	be	AUX
american_scientific_journal-3548	110	10	the	the	DET
american_scientific_journal-3548	110	11	classification	classification	NOUN
american_scientific_journal-3548	110	12	accuracy	accuracy	NOUN
american_scientific_journal-3548	110	13	increase	increase	NOUN
american_scientific_journal-3548	110	14	but	but	CCONJ
american_scientific_journal-3548	110	15	,	,	PUNCT
american_scientific_journal-3548	110	16	if	if	SCONJ
american_scientific_journal-3548	110	17	the	the	DET
american_scientific_journal-3548	110	18	weights	weight	NOUN
american_scientific_journal-3548	110	19	are	be	AUX
american_scientific_journal-3548	110	20	not	not	PART
american_scientific_journal-3548	110	21	selected	select	VERB
american_scientific_journal-3548	110	22	accurately	accurately	ADV
american_scientific_journal-3548	110	23	,	,	PUNCT
american_scientific_journal-3548	110	24	the	the	DET
american_scientific_journal-3548	110	25	classification	classification	NOUN
american_scientific_journal-3548	110	26	accuracy	accuracy	NOUN
american_scientific_journal-3548	110	27	even	even	ADV
american_scientific_journal-3548	110	28	decreases	decrease	VERB
american_scientific_journal-3548	110	29	than	than	ADP
american_scientific_journal-3548	110	30	before	before	ADV
american_scientific_journal-3548	110	31	.	.	PUNCT
american_scientific_journal-3548	111	1	4.3	4.3	NUM
american_scientific_journal-3548	111	2	algorithm	algorithm	NOUN
american_scientific_journal-3548	111	3	to	to	ADP
american_scientific_journal-3548	111	4	proposed	propose	VERB
american_scientific_journal-3548	111	5	system	system	NOUN
american_scientific_journal-3548	111	6	execution	execution	NOUN
american_scientific_journal-3548	111	7	1	1	NUM
american_scientific_journal-3548	111	8	.	.	PUNCT
american_scientific_journal-3548	111	9	input	input	NOUN
american_scientific_journal-3548	111	10	:	:	PUNCT
american_scientific_journal-3548	111	11	the	the	DET
american_scientific_journal-3548	111	12	diabetes	diabetes	NOUN
american_scientific_journal-3548	111	13	dataset	dataset	VERB
american_scientific_journal-3548	111	14	2	2	NUM
american_scientific_journal-3548	111	15	.	.	PUNCT
american_scientific_journal-3548	111	16	for	for	ADP
american_scientific_journal-3548	111	17	each	each	DET
american_scientific_journal-3548	111	18	attribute	attribute	NOUN
american_scientific_journal-3548	111	19	a	a	X
american_scientific_journal-3548	111	20	:	:	PUNCT
american_scientific_journal-3548	111	21	for	for	ADP
american_scientific_journal-3548	111	22	each	each	DET
american_scientific_journal-3548	111	23	value	value	NOUN
american_scientific_journal-3548	111	24	v	v	NOUN
american_scientific_journal-3548	111	25	of	of	ADP
american_scientific_journal-3548	111	26	that	that	DET
american_scientific_journal-3548	111	27	attribute	attribute	NOUN
american_scientific_journal-3548	111	28	:	:	PUNCT
american_scientific_journal-3548	111	29	•	•	NUM
american_scientific_journal-3548	111	30	count	count	VERB
american_scientific_journal-3548	111	31	how	how	SCONJ
american_scientific_journal-3548	111	32	often	often	ADV
american_scientific_journal-3548	111	33	each	each	DET
american_scientific_journal-3548	111	34	class	class	NOUN
american_scientific_journal-3548	111	35	appears	appear	VERB
american_scientific_journal-3548	111	36	.	.	PUNCT
american_scientific_journal-3548	112	1	•	•	NUM
american_scientific_journal-3548	112	2	find	find	VERB
american_scientific_journal-3548	112	3	the	the	DET
american_scientific_journal-3548	112	4	most	most	ADV
american_scientific_journal-3548	112	5	frequent	frequent	ADJ
american_scientific_journal-3548	112	6	class(c	class(c	NOUN
american_scientific_journal-3548	112	7	)	)	PUNCT
american_scientific_journal-3548	112	8	,	,	PUNCT
american_scientific_journal-3548	112	9	c.	c.	PROPN
american_scientific_journal-3548	112	10	•	•	ADV
american_scientific_journal-3548	112	11	make	make	VERB
american_scientific_journal-3548	112	12	a	a	DET
american_scientific_journal-3548	112	13	rule	rule	NOUN
american_scientific_journal-3548	112	14	"	"	PUNCT
american_scientific_journal-3548	112	15	if	if	SCONJ
american_scientific_journal-3548	112	16	a	a	DET
american_scientific_journal-3548	112	17	=	=	NOUN
american_scientific_journal-3548	112	18	v	v	NOUN
american_scientific_journal-3548	112	19	then	then	ADV
american_scientific_journal-3548	112	20	c	c	NOUN
american_scientific_journal-3548	112	21	=	=	SYM
american_scientific_journal-3548	112	22	c	c	NOUN
american_scientific_journal-3548	112	23	"	"	PUNCT
american_scientific_journal-3548	112	24	.	.	PUNCT
american_scientific_journal-3548	113	1	calculate	calculate	VERB
american_scientific_journal-3548	113	2	the	the	DET
american_scientific_journal-3548	113	3	succeed	succeed	NOUN
american_scientific_journal-3548	113	4	rate	rate	NOUN
american_scientific_journal-3548	113	5	of	of	ADP
american_scientific_journal-3548	113	6	this	this	DET
american_scientific_journal-3548	113	7	rule	rule	NOUN
american_scientific_journal-3548	113	8	.	.	PUNCT
american_scientific_journal-3548	114	1	calculate	calculate	VERB
american_scientific_journal-3548	114	2	the	the	DET
american_scientific_journal-3548	114	3	succeed	succeed	NOUN
american_scientific_journal-3548	114	4	rate	rate	NOUN
american_scientific_journal-3548	114	5	of	of	ADP
american_scientific_journal-3548	114	6	this	this	DET
american_scientific_journal-3548	114	7	attribute	attribute	NOUN
american_scientific_journal-3548	114	8	.	.	PUNCT
american_scientific_journal-3548	115	1	3.weighted	3.weighted	NUM
american_scientific_journal-3548	115	2	voting	voting	NOUN
american_scientific_journal-3548	115	3	of	of	ADP
american_scientific_journal-3548	115	4	attribute	attribute	NOUN
american_scientific_journal-3548	115	5	(	(	PUNCT
american_scientific_journal-3548	115	6	wi	wi	PROPN
american_scientific_journal-3548	115	7	)	)	PUNCT
american_scientific_journal-3548	115	8	is	be	AUX
american_scientific_journal-3548	115	9	equal	equal	ADJ
american_scientific_journal-3548	115	10	the	the	DET
american_scientific_journal-3548	115	11	succeed	succeed	NOUN
american_scientific_journal-3548	115	12	rate	rate	NOUN
american_scientific_journal-3548	115	13	of	of	ADP
american_scientific_journal-3548	115	14	this	this	DET
american_scientific_journal-3548	115	15	attribute	attribute	NOUN
american_scientific_journal-3548	115	16	.	.	PUNCT
american_scientific_journal-3548	116	1	4	4	X
american_scientific_journal-3548	116	2	.	.	X
american_scientific_journal-3548	116	3	determine	determine	VERB
american_scientific_journal-3548	116	4	the	the	DET
american_scientific_journal-3548	116	5	parameter	parameter	NOUN
american_scientific_journal-3548	116	6	k	k	PROPN
american_scientific_journal-3548	116	7	number	number	NOUN
american_scientific_journal-3548	116	8	of	of	ADP
american_scientific_journal-3548	116	9	nearest	near	ADJ
american_scientific_journal-3548	116	10	neighbours	neighbour	NOUN
american_scientific_journal-3548	116	11	.	.	PUNCT
american_scientific_journal-3548	117	1	5	5	X
american_scientific_journal-3548	117	2	.	.	X
american_scientific_journal-3548	117	3	calculate	calculate	VERB
american_scientific_journal-3548	117	4	the	the	DET
american_scientific_journal-3548	117	5	distance	distance	NOUN
american_scientific_journal-3548	117	6	(	(	PUNCT
american_scientific_journal-3548	117	7	d	d	NOUN
american_scientific_journal-3548	117	8	)	)	PUNCT
american_scientific_journal-3548	117	9	between	between	ADP
american_scientific_journal-3548	117	10	the	the	DET
american_scientific_journal-3548	117	11	query	query	NOUN
american_scientific_journal-3548	117	12	-	-	PUNCT
american_scientific_journal-3548	117	13	instance	instance	NOUN
american_scientific_journal-3548	117	14	and	and	CCONJ
american_scientific_journal-3548	117	15	all	all	DET
american_scientific_journal-3548	117	16	the	the	DET
american_scientific_journal-3548	117	17	training	training	NOUN
american_scientific_journal-3548	117	18	samples	sample	NOUN
american_scientific_journal-3548	117	19	,	,	PUNCT
american_scientific_journal-3548	117	20	use	use	VERB
american_scientific_journal-3548	117	21	american	american	ADJ
american_scientific_journal-3548	117	22	scientific	scientific	ADJ
american_scientific_journal-3548	117	23	research	research	NOUN
american_scientific_journal-3548	117	24	journal	journal	NOUN
american_scientific_journal-3548	117	25	for	for	ADP
american_scientific_journal-3548	117	26	engineering	engineering	NOUN
american_scientific_journal-3548	117	27	,	,	PUNCT
american_scientific_journal-3548	117	28	technology	technology	NOUN
american_scientific_journal-3548	117	29	,	,	PUNCT
american_scientific_journal-3548	117	30	and	and	CCONJ
american_scientific_journal-3548	117	31	sciences	science	NOUN
american_scientific_journal-3548	117	32	(	(	PUNCT
american_scientific_journal-3548	117	33	asrjets	asrjet	NOUN
american_scientific_journal-3548	117	34	)	)	PUNCT
american_scientific_journal-3548	117	35	(	(	PUNCT
american_scientific_journal-3548	117	36	2018	2018	NUM
american_scientific_journal-3548	117	37	)	)	PUNCT
american_scientific_journal-3548	117	38	volume	volume	NOUN
american_scientific_journal-3548	117	39	45	45	NUM
american_scientific_journal-3548	117	40	,	,	PUNCT
american_scientific_journal-3548	117	41	no	no	DET
american_scientific_journal-3548	117	42	1	1	NUM
american_scientific_journal-3548	117	43	,	,	PUNCT
american_scientific_journal-3548	117	44	pp	pp	ADV
american_scientific_journal-3548	117	45	299	299	NUM
american_scientific_journal-3548	117	46	-	-	SYM
american_scientific_journal-3548	117	47	307	307	NUM
american_scientific_journal-3548	117	48	306	306	NUM
american_scientific_journal-3548	117	49	euclidean	euclidean	ADJ
american_scientific_journal-3548	117	50	distance	distance	NOUN
american_scientific_journal-3548	117	51	with	with	ADP
american_scientific_journal-3548	117	52	weighted	weighted	ADJ
american_scientific_journal-3548	117	53	voting	voting	NOUN
american_scientific_journal-3548	117	54	(	(	PUNCT
american_scientific_journal-3548	117	55	w	w	NOUN
american_scientific_journal-3548	117	56	)	)	PUNCT
american_scientific_journal-3548	117	57	.	.	PUNCT
american_scientific_journal-3548	118	1	d(x1,x2	d(x1,x2	ADJ
american_scientific_journal-3548	118	2	)	)	PUNCT
american_scientific_journal-3548	118	3	=	=	SYM
american_scientific_journal-3548	119	1	n	n	NOUN
american_scientific_journal-3548	119	2	,	,	PUNCT
american_scientific_journal-3548	119	3	where	where	SCONJ
american_scientific_journal-3548	119	4	n	n	PRON
american_scientific_journal-3548	119	5	denotes	denote	VERB
american_scientific_journal-3548	119	6	the	the	DET
american_scientific_journal-3548	119	7	number	number	NOUN
american_scientific_journal-3548	119	8	of	of	ADP
american_scientific_journal-3548	119	9	attributes	attribute	NOUN
american_scientific_journal-3548	119	10	.	.	PUNCT
american_scientific_journal-3548	120	1	6	6	X
american_scientific_journal-3548	120	2	.	.	X
american_scientific_journal-3548	120	3	sort	sort	VERB
american_scientific_journal-3548	120	4	the	the	DET
american_scientific_journal-3548	120	5	distances	distance	NOUN
american_scientific_journal-3548	120	6	for	for	ADP
american_scientific_journal-3548	120	7	all	all	DET
american_scientific_journal-3548	120	8	the	the	DET
american_scientific_journal-3548	120	9	training	training	NOUN
american_scientific_journal-3548	120	10	samples	sample	NOUN
american_scientific_journal-3548	120	11	and	and	CCONJ
american_scientific_journal-3548	120	12	determine	determine	VERB
american_scientific_journal-3548	120	13	the	the	DET
american_scientific_journal-3548	120	14	nearest	near	ADJ
american_scientific_journal-3548	120	15	neighbour	neighbour	NOUN
american_scientific_journal-3548	120	16	based	base	VERB
american_scientific_journal-3548	120	17	on	on	ADP
american_scientific_journal-3548	120	18	the	the	DET
american_scientific_journal-3548	120	19	kth	kth	PROPN
american_scientific_journal-3548	120	20	minimum	minimum	NOUN
american_scientific_journal-3548	120	21	distance	distance	NOUN
american_scientific_journal-3548	120	22	.	.	PUNCT
american_scientific_journal-3548	121	1	7	7	X
american_scientific_journal-3548	121	2	.	.	X
american_scientific_journal-3548	121	3	since	since	SCONJ
american_scientific_journal-3548	121	4	this	this	PRON
american_scientific_journal-3548	121	5	is	be	AUX
american_scientific_journal-3548	121	6	supervised	supervised	ADJ
american_scientific_journal-3548	121	7	learning	learning	NOUN
american_scientific_journal-3548	121	8	,	,	PUNCT
american_scientific_journal-3548	121	9	get	get	VERB
american_scientific_journal-3548	121	10	all	all	DET
american_scientific_journal-3548	121	11	the	the	DET
american_scientific_journal-3548	121	12	categories	category	NOUN
american_scientific_journal-3548	121	13	of	of	ADP
american_scientific_journal-3548	121	14	your	your	PRON
american_scientific_journal-3548	121	15	training	training	NOUN
american_scientific_journal-3548	121	16	data	datum	NOUN
american_scientific_journal-3548	121	17	for	for	ADP
american_scientific_journal-3548	121	18	the	the	DET
american_scientific_journal-3548	121	19	sorted	sorted	ADJ
american_scientific_journal-3548	121	20	value	value	NOUN
american_scientific_journal-3548	121	21	which	which	PRON
american_scientific_journal-3548	121	22	fall	fall	VERB
american_scientific_journal-3548	121	23	under	under	ADP
american_scientific_journal-3548	121	24	k.	k.	PROPN
american_scientific_journal-3548	121	25	8	8	NUM
american_scientific_journal-3548	121	26	.	.	PUNCT
american_scientific_journal-3548	122	1	use	use	VERB
american_scientific_journal-3548	122	2	the	the	DET
american_scientific_journal-3548	122	3	higher	high	ADJ
american_scientific_journal-3548	122	4	weight	weight	NOUN
american_scientific_journal-3548	122	5	among	among	ADP
american_scientific_journal-3548	122	6	weights	weight	NOUN
american_scientific_journal-3548	122	7	of	of	ADP
american_scientific_journal-3548	122	8	nearest	near	ADJ
american_scientific_journal-3548	122	9	neighbours	neighbour	NOUN
american_scientific_journal-3548	122	10	as	as	ADP
american_scientific_journal-3548	122	11	the	the	DET
american_scientific_journal-3548	122	12	prediction	prediction	NOUN
american_scientific_journal-3548	122	13	value	value	NOUN
american_scientific_journal-3548	122	14	.	.	PUNCT
american_scientific_journal-3548	123	1	where	where	SCONJ
american_scientific_journal-3548	123	2	,	,	PUNCT
american_scientific_journal-3548	123	3	the	the	DET
american_scientific_journal-3548	123	4	weight	weight	NOUN
american_scientific_journal-3548	123	5	of	of	ADP
american_scientific_journal-3548	123	6	neighbour	neighbour	NOUN
american_scientific_journal-3548	123	7	(	(	PUNCT
american_scientific_journal-3548	123	8	pwi	pwi	PROPN
american_scientific_journal-3548	123	9	)	)	PUNCT
american_scientific_journal-3548	123	10	,	,	PUNCT
american_scientific_journal-3548	123	11	but	but	CCONJ
american_scientific_journal-3548	123	12	if	if	SCONJ
american_scientific_journal-3548	123	13	the	the	DET
american_scientific_journal-3548	123	14	distances	distance	NOUN
american_scientific_journal-3548	123	15	for	for	ADP
american_scientific_journal-3548	123	16	all	all	DET
american_scientific_journal-3548	123	17	the	the	DET
american_scientific_journal-3548	123	18	samples	sample	NOUN
american_scientific_journal-3548	123	19	are	be	AUX
american_scientific_journal-3548	123	20	equal	equal	ADJ
american_scientific_journal-3548	123	21	zero	zero	NUM
american_scientific_journal-3548	123	22	then	then	ADV
american_scientific_journal-3548	123	23	use	use	VERB
american_scientific_journal-3548	123	24	the	the	DET
american_scientific_journal-3548	123	25	majority	majority	NOUN
american_scientific_journal-3548	123	26	of	of	ADP
american_scientific_journal-3548	123	27	nearest	near	ADJ
american_scientific_journal-3548	123	28	neighbours	neighbour	NOUN
american_scientific_journal-3548	123	29	as	as	ADP
american_scientific_journal-3548	123	30	the	the	DET
american_scientific_journal-3548	123	31	prediction	prediction	NOUN
american_scientific_journal-3548	123	32	value	value	NOUN
american_scientific_journal-3548	123	33	.	.	PUNCT
american_scientific_journal-3548	124	1	5	5	X
american_scientific_journal-3548	124	2	.	.	X
american_scientific_journal-3548	124	3	experimental	experimental	ADJ
american_scientific_journal-3548	124	4	results	result	NOUN
american_scientific_journal-3548	124	5	and	and	CCONJ
american_scientific_journal-3548	124	6	discussion	discussion	NOUN
american_scientific_journal-3548	124	7	we	we	PRON
american_scientific_journal-3548	124	8	experimentally	experimentally	ADV
american_scientific_journal-3548	124	9	tested	test	VERB
american_scientific_journal-3548	124	10	weighted	weight	VERB
american_scientific_journal-3548	124	11	accuracy	accuracy	NOUN
american_scientific_journal-3548	124	12	using	use	VERB
american_scientific_journal-3548	124	13	the	the	DET
american_scientific_journal-3548	124	14	indian	indian	ADJ
american_scientific_journal-3548	124	15	diabetes	diabetes	NOUN
american_scientific_journal-3548	124	16	dataset	dataset	VERB
american_scientific_journal-3548	124	17	.	.	PUNCT
american_scientific_journal-3548	125	1	it	it	PRON
american_scientific_journal-3548	125	2	was	be	AUX
american_scientific_journal-3548	125	3	divided	divide	VERB
american_scientific_journal-3548	125	4	into	into	ADP
american_scientific_journal-3548	125	5	70	70	NUM
american_scientific_journal-3548	125	6	%	%	NOUN
american_scientific_journal-3548	125	7	of	of	ADP
american_scientific_journal-3548	125	8	training	training	NOUN
american_scientific_journal-3548	125	9	dataset	dataset	NOUN
american_scientific_journal-3548	125	10	and	and	CCONJ
american_scientific_journal-3548	125	11	30	30	NUM
american_scientific_journal-3548	125	12	%	%	NOUN
american_scientific_journal-3548	125	13	of	of	ADP
american_scientific_journal-3548	125	14	testing	testing	NOUN
american_scientific_journal-3548	125	15	dataset	dataset	NOUN
american_scientific_journal-3548	125	16	.	.	PUNCT
american_scientific_journal-3548	126	1	in	in	ADP
american_scientific_journal-3548	126	2	this	this	DET
american_scientific_journal-3548	126	3	paper	paper	NOUN
american_scientific_journal-3548	126	4	,	,	PUNCT
american_scientific_journal-3548	126	5	thus	thus	ADV
american_scientific_journal-3548	126	6	to	to	PART
american_scientific_journal-3548	126	7	reduce	reduce	VERB
american_scientific_journal-3548	126	8	the	the	DET
american_scientific_journal-3548	126	9	execution	execution	NOUN
american_scientific_journal-3548	126	10	time	time	NOUN
american_scientific_journal-3548	126	11	in	in	ADP
american_scientific_journal-3548	126	12	r	r	NOUN
american_scientific_journal-3548	126	13	programming	programming	NOUN
american_scientific_journal-3548	126	14	,	,	PUNCT
american_scientific_journal-3548	126	15	we	we	PRON
american_scientific_journal-3548	126	16	test	test	VERB
american_scientific_journal-3548	126	17	values	value	NOUN
american_scientific_journal-3548	126	18	of	of	ADP
american_scientific_journal-3548	126	19	k	k	PROPN
american_scientific_journal-3548	126	20	(	(	PUNCT
american_scientific_journal-3548	126	21	3	3	NUM
american_scientific_journal-3548	126	22	,	,	PUNCT
american_scientific_journal-3548	126	23	5	5	NUM
american_scientific_journal-3548	126	24	,	,	PUNCT
american_scientific_journal-3548	126	25	7	7	NUM
american_scientific_journal-3548	126	26	and	and	CCONJ
american_scientific_journal-3548	126	27	10	10	NUM
american_scientific_journal-3548	126	28	)	)	PUNCT
american_scientific_journal-3548	126	29	on	on	ADP
american_scientific_journal-3548	126	30	training	train	VERB
american_scientific_journal-3548	126	31	datasets	dataset	NOUN
american_scientific_journal-3548	126	32	to	to	PART
american_scientific_journal-3548	126	33	estimate	estimate	VERB
american_scientific_journal-3548	126	34	the	the	DET
american_scientific_journal-3548	126	35	error	error	NOUN
american_scientific_journal-3548	126	36	rate	rate	NOUN
american_scientific_journal-3548	126	37	.	.	PUNCT
american_scientific_journal-3548	127	1	table	table	NOUN
american_scientific_journal-3548	127	2	shows	show	VERB
american_scientific_journal-3548	127	3	the	the	DET
american_scientific_journal-3548	127	4	chosen	choose	VERB
american_scientific_journal-3548	127	5	values	value	NOUN
american_scientific_journal-3548	127	6	of	of	ADP
american_scientific_journal-3548	127	7	k	k	PROPN
american_scientific_journal-3548	127	8	for	for	ADP
american_scientific_journal-3548	127	9	k	k	PROPN
american_scientific_journal-3548	127	10	-	-	PUNCT
american_scientific_journal-3548	127	11	nearest	near	ADJ
american_scientific_journal-3548	127	12	neighbour	neighbour	ADJ
american_scientific_journal-3548	127	13	method	method	NOUN
american_scientific_journal-3548	127	14	.	.	PUNCT
american_scientific_journal-3548	128	1	for	for	ADP
american_scientific_journal-3548	128	2	example	example	NOUN
american_scientific_journal-3548	128	3	,	,	PUNCT
american_scientific_journal-3548	128	4	in	in	ADP
american_scientific_journal-3548	128	5	the	the	DET
american_scientific_journal-3548	128	6	below	below	ADJ
american_scientific_journal-3548	128	7	table	table	NOUN
american_scientific_journal-3548	128	8	we	we	PRON
american_scientific_journal-3548	128	9	chose	choose	VERB
american_scientific_journal-3548	128	10	k=5	k=5	PUNCT
american_scientific_journal-3548	128	11	because	because	SCONJ
american_scientific_journal-3548	128	12	it	it	PRON
american_scientific_journal-3548	128	13	achieves	achieve	VERB
american_scientific_journal-3548	128	14	the	the	DET
american_scientific_journal-3548	128	15	best	good	ADJ
american_scientific_journal-3548	128	16	accuracy	accuracy	NOUN
american_scientific_journal-3548	128	17	.	.	PUNCT
american_scientific_journal-3548	129	1	it	it	PRON
american_scientific_journal-3548	129	2	is	be	AUX
american_scientific_journal-3548	129	3	evident	evident	ADJ
american_scientific_journal-3548	129	4	from	from	ADP
american_scientific_journal-3548	129	5	the	the	DET
american_scientific_journal-3548	129	6	below	below	ADJ
american_scientific_journal-3548	129	7	table	table	NOUN
american_scientific_journal-3548	129	8	that	that	SCONJ
american_scientific_journal-3548	129	9	the	the	DET
american_scientific_journal-3548	129	10	performance	performance	NOUN
american_scientific_journal-3548	129	11	results	result	VERB
american_scientific_journal-3548	129	12	with	with	ADP
american_scientific_journal-3548	129	13	weighted	weighted	ADJ
american_scientific_journal-3548	129	14	voting	voting	NOUN
american_scientific_journal-3548	129	15	are	be	AUX
american_scientific_journal-3548	129	16	much	much	ADV
american_scientific_journal-3548	129	17	better	well	ADJ
american_scientific_journal-3548	129	18	than	than	ADP
american_scientific_journal-3548	129	19	those	those	PRON
american_scientific_journal-3548	129	20	without	without	ADP
american_scientific_journal-3548	129	21	weighted	weight	VERB
american_scientific_journal-3548	129	22	voting	voting	NOUN
american_scientific_journal-3548	129	23	in	in	ADP
american_scientific_journal-3548	129	24	k	k	ADV
american_scientific_journal-3548	129	25	-	-	PUNCT
american_scientific_journal-3548	129	26	nearest	near	ADJ
american_scientific_journal-3548	129	27	neighbour	neighbour	ADJ
american_scientific_journal-3548	129	28	methods	method	NOUN
american_scientific_journal-3548	129	29	.	.	PUNCT
american_scientific_journal-3548	130	1	for	for	ADP
american_scientific_journal-3548	130	2	example	example	NOUN
american_scientific_journal-3548	130	3	,	,	PUNCT
american_scientific_journal-3548	130	4	the	the	DET
american_scientific_journal-3548	130	5	accuracy	accuracy	NOUN
american_scientific_journal-3548	130	6	of	of	ADP
american_scientific_journal-3548	130	7	dataset	dataset	NOUN
american_scientific_journal-3548	130	8	without	without	ADP
american_scientific_journal-3548	130	9	missing	miss	VERB
american_scientific_journal-3548	130	10	achieves	achieve	NOUN
american_scientific_journal-3548	130	11	(	(	PUNCT
american_scientific_journal-3548	130	12	73.88	73.88	NUM
american_scientific_journal-3548	130	13	%	%	NOUN
american_scientific_journal-3548	130	14	)	)	PUNCT
american_scientific_journal-3548	130	15	in	in	ADP
american_scientific_journal-3548	130	16	case	case	NOUN
american_scientific_journal-3548	130	17	of	of	ADP
american_scientific_journal-3548	130	18	knn	knn	PROPN
american_scientific_journal-3548	130	19	method	method	PROPN
american_scientific_journal-3548	130	20	without	without	ADP
american_scientific_journal-3548	130	21	weight	weight	NOUN
american_scientific_journal-3548	130	22	;	;	PUNCT
american_scientific_journal-3548	130	23	meanwhile	meanwhile	ADV
american_scientific_journal-3548	130	24	the	the	DET
american_scientific_journal-3548	130	25	accuracy	accuracy	NOUN
american_scientific_journal-3548	130	26	of	of	ADP
american_scientific_journal-3548	130	27	this	this	DET
american_scientific_journal-3548	130	28	method	method	NOUN
american_scientific_journal-3548	130	29	achieves	achieve	VERB
american_scientific_journal-3548	130	30	(	(	PUNCT
american_scientific_journal-3548	130	31	80.12	80.12	NUM
american_scientific_journal-3548	130	32	%	%	NOUN
american_scientific_journal-3548	130	33	)	)	PUNCT
american_scientific_journal-3548	130	34	when	when	SCONJ
american_scientific_journal-3548	130	35	we	we	PRON
american_scientific_journal-3548	130	36	use	use	VERB
american_scientific_journal-3548	130	37	weight	weight	NOUN
american_scientific_journal-3548	130	38	.	.	PUNCT
american_scientific_journal-3548	131	1	table	table	NOUN
american_scientific_journal-3548	131	2	5	5	NUM
american_scientific_journal-3548	131	3	:	:	PUNCT
american_scientific_journal-3548	131	4	the	the	DET
american_scientific_journal-3548	131	5	performance	performance	NOUN
american_scientific_journal-3548	131	6	comparison	comparison	NOUN
american_scientific_journal-3548	131	7	between	between	ADP
american_scientific_journal-3548	131	8	proposed	propose	VERB
american_scientific_journal-3548	131	9	k	k	PROPN
american_scientific_journal-3548	131	10	-	-	PUNCT
american_scientific_journal-3548	131	11	nn	nn	ADJ
american_scientific_journal-3548	131	12	methods	method	NOUN
american_scientific_journal-3548	131	13	with	with	ADP
american_scientific_journal-3548	131	14	different	different	ADJ
american_scientific_journal-3548	131	15	k	k	PROPN
american_scientific_journal-3548	131	16	values	value	NOUN
american_scientific_journal-3548	131	17	knn	knn	PROPN
american_scientific_journal-3548	131	18	method	method	PROPN
american_scientific_journal-3548	131	19	accuracy	accuracy	NOUN
american_scientific_journal-3548	131	20	%	%	NOUN
american_scientific_journal-3548	131	21	k=3	k=3	X
american_scientific_journal-3548	131	22	k=5	k=5	PUNCT
american_scientific_journal-3548	131	23	k=7	k=7	PROPN
american_scientific_journal-3548	131	24	k=10	k=10	PROPN
american_scientific_journal-3548	131	25	k	k	NOUN
american_scientific_journal-3548	131	26	-	-	PUNCT
american_scientific_journal-3548	131	27	nearest	near	ADJ
american_scientific_journal-3548	131	28	neighbor	neighbor	NOUN
american_scientific_journal-3548	131	29	without	without	ADP
american_scientific_journal-3548	131	30	weight	weight	NOUN
american_scientific_journal-3548	131	31	69.40	69.40	NUM
american_scientific_journal-3548	131	32	%	%	NOUN
american_scientific_journal-3548	131	33	73.88	73.88	NUM
american_scientific_journal-3548	131	34	%	%	NOUN
american_scientific_journal-3548	131	35	70.89	70.89	NUM
american_scientific_journal-3548	131	36	%	%	NOUN
american_scientific_journal-3548	131	37	67.16	67.16	NUM
american_scientific_journal-3548	131	38	%	%	NOUN
american_scientific_journal-3548	131	39	proposed	propose	VERB
american_scientific_journal-3548	131	40	k	k	NOUN
american_scientific_journal-3548	131	41	-	-	PUNCT
american_scientific_journal-3548	131	42	nearest	near	ADJ
american_scientific_journal-3548	131	43	neighbor	neighbor	NOUN
american_scientific_journal-3548	131	44	with	with	ADP
american_scientific_journal-3548	131	45	weight	weight	NOUN
american_scientific_journal-3548	131	46	74.18	74.18	NUM
american_scientific_journal-3548	131	47	%	%	NOUN
american_scientific_journal-3548	131	48	80.12	80.12	NUM
american_scientific_journal-3548	131	49	%	%	NOUN
american_scientific_journal-3548	131	50	75.00	75.00	NUM
american_scientific_journal-3548	131	51	%	%	NOUN
american_scientific_journal-3548	131	52	73.25	73.25	NUM
american_scientific_journal-3548	131	53	%	%	NOUN
american_scientific_journal-3548	131	54	table	table	NOUN
american_scientific_journal-3548	131	55	6	6	NUM
american_scientific_journal-3548	131	56	:	:	PUNCT
american_scientific_journal-3548	131	57	performance	performance	NOUN
american_scientific_journal-3548	131	58	analysis	analysis	NOUN
american_scientific_journal-3548	131	59	method	method	NOUN
american_scientific_journal-3548	131	60	accuracy	accuracy	NOUN
american_scientific_journal-3548	131	61	logistic	logistic	ADJ
american_scientific_journal-3548	131	62	regression	regression	NOUN
american_scientific_journal-3548	131	63	78.9	78.9	NUM
american_scientific_journal-3548	131	64	%	%	NOUN
american_scientific_journal-3548	131	65	weighted	weight	VERB
american_scientific_journal-3548	131	66	knn	knn	PROPN
american_scientific_journal-3548	131	67	algorithm	algorithm	PROPN
american_scientific_journal-3548	131	68	80.12	80.12	NUM
american_scientific_journal-3548	131	69	%	%	NOUN
american_scientific_journal-3548	131	70	bayes	bayes	NOUN
american_scientific_journal-3548	131	71	network	network	NOUN
american_scientific_journal-3548	131	72	72.3	72.3	NUM
american_scientific_journal-3548	131	73	%	%	NOUN
american_scientific_journal-3548	131	74	naïve	naïve	ADJ
american_scientific_journal-3548	131	75	bayes	bayes	PROPN
american_scientific_journal-3548	131	76	network	network	NOUN
american_scientific_journal-3548	131	77	71.5	71.5	NUM
american_scientific_journal-3548	131	78	%	%	NOUN
american_scientific_journal-3548	131	79	american	american	PROPN
american_scientific_journal-3548	131	80	scientific	scientific	ADJ
american_scientific_journal-3548	131	81	research	research	NOUN
american_scientific_journal-3548	131	82	journal	journal	NOUN
american_scientific_journal-3548	131	83	for	for	ADP
american_scientific_journal-3548	131	84	engineering	engineering	NOUN
american_scientific_journal-3548	131	85	,	,	PUNCT
american_scientific_journal-3548	131	86	technology	technology	NOUN
american_scientific_journal-3548	131	87	,	,	PUNCT
american_scientific_journal-3548	131	88	and	and	CCONJ
american_scientific_journal-3548	131	89	sciences	science	NOUN
american_scientific_journal-3548	131	90	(	(	PUNCT
american_scientific_journal-3548	131	91	asrjets	asrjet	NOUN
american_scientific_journal-3548	131	92	)	)	PUNCT
american_scientific_journal-3548	131	93	(	(	PUNCT
american_scientific_journal-3548	131	94	2018	2018	NUM
american_scientific_journal-3548	131	95	)	)	PUNCT
american_scientific_journal-3548	131	96	volume	volume	NOUN
american_scientific_journal-3548	131	97	45	45	NUM
american_scientific_journal-3548	131	98	,	,	PUNCT
american_scientific_journal-3548	131	99	no	no	DET
american_scientific_journal-3548	131	100	1	1	NUM
american_scientific_journal-3548	131	101	,	,	PUNCT
american_scientific_journal-3548	131	102	pp	pp	ADV
american_scientific_journal-3548	131	103	299	299	NUM
american_scientific_journal-3548	131	104	-	-	SYM
american_scientific_journal-3548	131	105	307	307	NUM
american_scientific_journal-3548	131	106	307	307	NUM
american_scientific_journal-3548	131	107	finally	finally	ADV
american_scientific_journal-3548	131	108	when	when	SCONJ
american_scientific_journal-3548	131	109	we	we	PRON
american_scientific_journal-3548	131	110	used	use	VERB
american_scientific_journal-3548	131	111	weighted	weight	VERB
american_scientific_journal-3548	131	112	knn	knn	PROPN
american_scientific_journal-3548	131	113	with	with	ADP
american_scientific_journal-3548	131	114	k=5	k=5	PROPN
american_scientific_journal-3548	131	115	we	we	PRON
american_scientific_journal-3548	131	116	achieved	achieve	VERB
american_scientific_journal-3548	131	117	a	a	DET
american_scientific_journal-3548	131	118	better	well	ADJ
american_scientific_journal-3548	131	119	accuracy	accuracy	NOUN
american_scientific_journal-3548	131	120	of	of	ADP
american_scientific_journal-3548	131	121	80.12	80.12	NUM
american_scientific_journal-3548	131	122	%	%	NOUN
american_scientific_journal-3548	131	123	.	.	PUNCT
american_scientific_journal-3548	132	1	6	6	X
american_scientific_journal-3548	132	2	.	.	X
american_scientific_journal-3548	132	3	conclusion	conclusion	NOUN
american_scientific_journal-3548	132	4	disease	disease	NOUN
american_scientific_journal-3548	132	5	diagnosis	diagnosis	NOUN
american_scientific_journal-3548	132	6	is	be	AUX
american_scientific_journal-3548	132	7	one	one	NUM
american_scientific_journal-3548	132	8	of	of	ADP
american_scientific_journal-3548	132	9	the	the	DET
american_scientific_journal-3548	132	10	successful	successful	ADJ
american_scientific_journal-3548	132	11	aspects	aspect	NOUN
american_scientific_journal-3548	132	12	of	of	ADP
american_scientific_journal-3548	132	13	machine	machine	NOUN
american_scientific_journal-3548	132	14	learning	learning	NOUN
american_scientific_journal-3548	132	15	.	.	PUNCT
american_scientific_journal-3548	133	1	diabetes	diabetes	NOUN
american_scientific_journal-3548	133	2	is	be	AUX
american_scientific_journal-3548	133	3	most	most	ADV
american_scientific_journal-3548	133	4	commonly	commonly	ADV
american_scientific_journal-3548	133	5	found	find	VERB
american_scientific_journal-3548	133	6	in	in	ADP
american_scientific_journal-3548	133	7	adults	adult	NOUN
american_scientific_journal-3548	133	8	because	because	SCONJ
american_scientific_journal-3548	133	9	of	of	ADP
american_scientific_journal-3548	133	10	improper	improper	ADJ
american_scientific_journal-3548	133	11	diet	diet	NOUN
american_scientific_journal-3548	133	12	.	.	PUNCT
american_scientific_journal-3548	134	1	detection	detection	NOUN
american_scientific_journal-3548	134	2	of	of	ADP
american_scientific_journal-3548	134	3	this	this	DET
american_scientific_journal-3548	134	4	crucial	crucial	ADJ
american_scientific_journal-3548	134	5	disease	disease	NOUN
american_scientific_journal-3548	134	6	at	at	ADP
american_scientific_journal-3548	134	7	an	an	DET
american_scientific_journal-3548	134	8	early	early	ADJ
american_scientific_journal-3548	134	9	stage	stage	NOUN
american_scientific_journal-3548	134	10	and	and	CCONJ
american_scientific_journal-3548	134	11	proper	proper	ADJ
american_scientific_journal-3548	134	12	medication	medication	NOUN
american_scientific_journal-3548	134	13	leads	lead	VERB
american_scientific_journal-3548	134	14	to	to	PART
american_scientific_journal-3548	134	15	decrease	decrease	VERB
american_scientific_journal-3548	134	16	the	the	DET
american_scientific_journal-3548	134	17	diabetician	diabetician	NOUN
american_scientific_journal-3548	134	18	’s	’s	PART
american_scientific_journal-3548	134	19	rate	rate	NOUN
american_scientific_journal-3548	134	20	.	.	PUNCT
american_scientific_journal-3548	135	1	in	in	ADP
american_scientific_journal-3548	135	2	this	this	DET
american_scientific_journal-3548	135	3	paper	paper	NOUN
american_scientific_journal-3548	135	4	,	,	PUNCT
american_scientific_journal-3548	135	5	we	we	PRON
american_scientific_journal-3548	135	6	have	have	AUX
american_scientific_journal-3548	135	7	proposed	propose	VERB
american_scientific_journal-3548	135	8	weighted	weight	VERB
american_scientific_journal-3548	135	9	knn	knn	PROPN
american_scientific_journal-3548	135	10	technique	technique	NOUN
american_scientific_journal-3548	135	11	for	for	ADP
american_scientific_journal-3548	135	12	the	the	DET
american_scientific_journal-3548	135	13	prediction	prediction	NOUN
american_scientific_journal-3548	135	14	of	of	ADP
american_scientific_journal-3548	135	15	type2	type2	NOUN
american_scientific_journal-3548	135	16	diabetes	diabetes	NOUN
american_scientific_journal-3548	135	17	and	and	CCONJ
american_scientific_journal-3548	135	18	the	the	DET
american_scientific_journal-3548	135	19	results	result	NOUN
american_scientific_journal-3548	135	20	were	be	AUX
american_scientific_journal-3548	135	21	compared	compare	VERB
american_scientific_journal-3548	135	22	with	with	ADP
american_scientific_journal-3548	135	23	the	the	DET
american_scientific_journal-3548	135	24	existing	exist	VERB
american_scientific_journal-3548	135	25	algorithms	algorithm	NOUN
american_scientific_journal-3548	135	26	.	.	PUNCT
american_scientific_journal-3548	136	1	this	this	PRON
american_scientific_journal-3548	136	2	can	can	AUX
american_scientific_journal-3548	136	3	also	also	ADV
american_scientific_journal-3548	136	4	be	be	AUX
american_scientific_journal-3548	136	5	used	use	VERB
american_scientific_journal-3548	136	6	to	to	PART
american_scientific_journal-3548	136	7	detect	detect	VERB
american_scientific_journal-3548	136	8	various	various	ADJ
american_scientific_journal-3548	136	9	diseases	disease	NOUN
american_scientific_journal-3548	136	10	such	such	ADJ
american_scientific_journal-3548	136	11	as	as	ADP
american_scientific_journal-3548	136	12	cancer	cancer	NOUN
american_scientific_journal-3548	136	13	and	and	CCONJ
american_scientific_journal-3548	136	14	heart	heart	NOUN
american_scientific_journal-3548	136	15	diseases	disease	NOUN
american_scientific_journal-3548	136	16	.	.	PUNCT
american_scientific_journal-3548	137	1	although	although	SCONJ
american_scientific_journal-3548	137	2	disease	disease	NOUN
american_scientific_journal-3548	137	3	diagnosis	diagnosis	NOUN
american_scientific_journal-3548	137	4	is	be	AUX
american_scientific_journal-3548	137	5	done	do	VERB
american_scientific_journal-3548	137	6	with	with	ADP
american_scientific_journal-3548	137	7	the	the	DET
american_scientific_journal-3548	137	8	help	help	NOUN
american_scientific_journal-3548	137	9	of	of	ADP
american_scientific_journal-3548	137	10	machine	machine	NOUN
american_scientific_journal-3548	137	11	learning	learning	NOUN
american_scientific_journal-3548	137	12	tools	tool	NOUN
american_scientific_journal-3548	137	13	,	,	PUNCT
american_scientific_journal-3548	137	14	less	less	ADJ
american_scientific_journal-3548	137	15	research	research	NOUN
american_scientific_journal-3548	137	16	has	have	AUX
american_scientific_journal-3548	137	17	been	be	AUX
american_scientific_journal-3548	137	18	done	do	VERB
american_scientific_journal-3548	137	19	to	to	PART
american_scientific_journal-3548	137	20	predict	predict	VERB
american_scientific_journal-3548	137	21	the	the	DET
american_scientific_journal-3548	137	22	treatment	treatment	NOUN
american_scientific_journal-3548	137	23	of	of	ADP
american_scientific_journal-3548	137	24	diseases	disease	NOUN
american_scientific_journal-3548	137	25	.	.	PUNCT
american_scientific_journal-3548	138	1	references	reference	NOUN
american_scientific_journal-3548	138	2	[	[	X
american_scientific_journal-3548	138	3	1	1	NUM
american_scientific_journal-3548	138	4	]	]	PUNCT
american_scientific_journal-3548	138	5	janani	janani	PROPN
american_scientific_journal-3548	138	6	priya	priya	PROPN
american_scientific_journal-3548	138	7	r	r	PROPN
american_scientific_journal-3548	138	8	,	,	PUNCT
american_scientific_journal-3548	138	9	umamaheswari	umamaheswari	ADJ
american_scientific_journal-3548	138	10	k	k	NOUN
american_scientific_journal-3548	138	11	,	,	PUNCT
american_scientific_journal-3548	138	12	type	type	NOUN
american_scientific_journal-3548	138	13	2	2	NUM
american_scientific_journal-3548	138	14	diabetes	diabetes	NOUN
american_scientific_journal-3548	138	15	prediction	prediction	NOUN
american_scientific_journal-3548	138	16	using	use	VERB
american_scientific_journal-3548	138	17	multinomial	multinomial	ADJ
american_scientific_journal-3548	138	18	logistic	logistic	ADJ
american_scientific_journal-3548	138	19	regression	regression	NOUN
american_scientific_journal-3548	138	20	.	.	PUNCT
american_scientific_journal-3548	139	1	aust	aust	PROPN
american_scientific_journal-3548	139	2	.	.	PUNCT
american_scientific_journal-3548	140	1	j.	j.	PROPN
american_scientific_journal-3548	140	2	basic	basic	PROPN
american_scientific_journal-3548	140	3	&	&	CCONJ
american_scientific_journal-3548	140	4	appl	appl	PROPN
american_scientific_journal-3548	140	5	.	.	PUNCT
american_scientific_journal-3548	141	1	sci	sci	PROPN
american_scientific_journal-3548	141	2	.	.	PROPN
american_scientific_journal-3548	141	3	,	,	PUNCT
american_scientific_journal-3548	141	4	8(10	8(10	NUM
american_scientific_journal-3548	141	5	):	):	PUNCT
american_scientific_journal-3548	141	6	31	31	NUM
american_scientific_journal-3548	141	7	-	-	SYM
american_scientific_journal-3548	141	8	37	37	NUM
american_scientific_journal-3548	141	9	,	,	PUNCT
american_scientific_journal-3548	141	10	2014	2014	NUM
american_scientific_journal-3548	141	11	[	[	X
american_scientific_journal-3548	141	12	2	2	NUM
american_scientific_journal-3548	141	13	]	]	PUNCT
american_scientific_journal-3548	141	14	yang	yang	PROPN
american_scientific_journal-3548	141	15	guo	guo	PROPN
american_scientific_journal-3548	141	16	,	,	PUNCT
american_scientific_journal-3548	141	17	guohua	guohua	PROPN
american_scientific_journal-3548	141	18	bai	bai	PROPN
american_scientific_journal-3548	141	19	,	,	PUNCT
american_scientific_journal-3548	141	20	yan	yan	PROPN
american_scientific_journal-3548	141	21	hu	hu	PROPN
american_scientific_journal-3548	141	22	,	,	PUNCT
american_scientific_journal-3548	141	23	“	"	PUNCT
american_scientific_journal-3548	141	24	using	use	VERB
american_scientific_journal-3548	141	25	bayes	bayes	PROPN
american_scientific_journal-3548	141	26	network	network	NOUN
american_scientific_journal-3548	141	27	for	for	ADP
american_scientific_journal-3548	141	28	prediction	prediction	NOUN
american_scientific_journal-3548	141	29	of	of	ADP
american_scientific_journal-3548	141	30	type-2	type-2	NUM
american_scientific_journal-3548	141	31	diabetes	diabetes	NOUN
american_scientific_journal-3548	141	32	”	"	PUNCT
american_scientific_journal-3548	141	33	ieee	ieee	NOUN
american_scientific_journal-3548	141	34	explore	explore	NOUN
american_scientific_journal-3548	141	35	vol	vol	NOUN
american_scientific_journal-3548	141	36	.	.	PROPN
american_scientific_journal-3548	141	37	8	8	NUM
american_scientific_journal-3548	141	38	,	,	PUNCT
american_scientific_journal-3548	141	39	no	no	INTJ
american_scientific_journal-3548	141	40	.	.	NOUN
american_scientific_journal-3548	141	41	2	2	NUM
american_scientific_journal-3548	141	42	,	,	PUNCT
american_scientific_journal-3548	141	43	july	july	PROPN
american_scientific_journal-3548	141	44	2012	2012	NUM
american_scientific_journal-3548	141	45	.	.	PUNCT
american_scientific_journal-3548	142	1	[	[	X
american_scientific_journal-3548	142	2	3	3	X
american_scientific_journal-3548	142	3	]	]	X
american_scientific_journal-3548	142	4	s.	s.	PROPN
american_scientific_journal-3548	142	5	peter	peter	PROPN
american_scientific_journal-3548	142	6	,	,	PUNCT
american_scientific_journal-3548	142	7	an	an	DET
american_scientific_journal-3548	142	8	analytical	analytical	ADJ
american_scientific_journal-3548	142	9	study	study	NOUN
american_scientific_journal-3548	142	10	on	on	ADP
american_scientific_journal-3548	142	11	early	early	ADJ
american_scientific_journal-3548	142	12	diagnosis	diagnosis	NOUN
american_scientific_journal-3548	142	13	and	and	CCONJ
american_scientific_journal-3548	142	14	classification	classification	NOUN
american_scientific_journal-3548	142	15	of	of	ADP
american_scientific_journal-3548	142	16	diabetes	diabetes	NOUN
american_scientific_journal-3548	142	17	mellitus	mellitus	NOUN
american_scientific_journal-3548	142	18	bonfring	bonfre	VERB
american_scientific_journal-3548	142	19	international	international	ADJ
american_scientific_journal-3548	142	20	journal	journal	PROPN
american_scientific_journal-3548	142	21	of	of	ADP
american_scientific_journal-3548	142	22	data	data	PROPN
american_scientific_journal-3548	142	23	mining	mining	NOUN
american_scientific_journal-3548	142	24	,	,	PUNCT
american_scientific_journal-3548	142	25	vol	vol	NOUN
american_scientific_journal-3548	142	26	.	.	PROPN
american_scientific_journal-3548	142	27	4	4	NUM
american_scientific_journal-3548	142	28	,	,	PUNCT
american_scientific_journal-3548	142	29	no	no	INTJ
american_scientific_journal-3548	142	30	.	.	NOUN
american_scientific_journal-3548	142	31	2	2	NUM
american_scientific_journal-3548	142	32	,	,	PUNCT
american_scientific_journal-3548	142	33	june	june	PROPN
american_scientific_journal-3548	142	34	2014	2014	NUM
american_scientific_journal-3548	143	1	[	[	X
american_scientific_journal-3548	143	2	4	4	NUM
american_scientific_journal-3548	143	3	]	]	PUNCT
american_scientific_journal-3548	143	4	tahani	tahani	PROPN
american_scientific_journal-3548	143	5	daghistani	daghistani	PROPN
american_scientific_journal-3548	143	6	,	,	PUNCT
american_scientific_journal-3548	143	7	riyad	riyad	PROPN
american_scientific_journal-3548	143	8	alshammari	alshammari	NOUN
american_scientific_journal-3548	143	9	,	,	PUNCT
american_scientific_journal-3548	143	10	diagnosis	diagnosis	NOUN
american_scientific_journal-3548	143	11	of	of	ADP
american_scientific_journal-3548	143	12	diabetes	diabetes	NOUN
american_scientific_journal-3548	143	13	by	by	ADP
american_scientific_journal-3548	143	14	applying	apply	VERB
american_scientific_journal-3548	143	15	data	datum	NOUN
american_scientific_journal-3548	143	16	mining	mining	NOUN
american_scientific_journal-3548	143	17	classification	classification	NOUN
american_scientific_journal-3548	143	18	techniques	technique	NOUN
american_scientific_journal-3548	143	19	,	,	PUNCT
american_scientific_journal-3548	143	20	(	(	PUNCT
american_scientific_journal-3548	143	21	ijacsa	ijacsa	VERB
american_scientific_journal-3548	143	22	)	)	PUNCT
american_scientific_journal-3548	143	23	international	international	ADJ
american_scientific_journal-3548	143	24	journal	journal	NOUN
american_scientific_journal-3548	143	25	of	of	ADP
american_scientific_journal-3548	143	26	advanced	advanced	ADJ
american_scientific_journal-3548	143	27	computer	computer	NOUN
american_scientific_journal-3548	143	28	science	science	NOUN
american_scientific_journal-3548	143	29	and	and	CCONJ
american_scientific_journal-3548	143	30	applications	application	NOUN
american_scientific_journal-3548	143	31	,	,	PUNCT
american_scientific_journal-3548	143	32	vol	vol	NOUN
american_scientific_journal-3548	143	33	.	.	PROPN
american_scientific_journal-3548	143	34	7	7	NUM
american_scientific_journal-3548	143	35	,	,	PUNCT
american_scientific_journal-3548	143	36	no	no	INTJ
american_scientific_journal-3548	143	37	.	.	NOUN
american_scientific_journal-3548	143	38	7	7	NUM
american_scientific_journal-3548	143	39	,	,	PUNCT
american_scientific_journal-3548	143	40	2016	2016	NUM
american_scientific_journal-3548	143	41	[	[	X
american_scientific_journal-3548	143	42	5	5	NUM
american_scientific_journal-3548	143	43	]	]	PUNCT
american_scientific_journal-3548	143	44	huy	huy	PROPN
american_scientific_journal-3548	143	45	nguyen	nguyen	PROPN
american_scientific_journal-3548	143	46	anh	anh	PROPN
american_scientific_journal-3548	143	47	pham	pham	PROPN
american_scientific_journal-3548	143	48	,	,	PUNCT
american_scientific_journal-3548	143	49	evangelos	evangelos	PROPN
american_scientific_journal-3548	143	50	triantaphyllou	triantaphyllou	PROPN
american_scientific_journal-3548	143	51	,	,	PUNCT
american_scientific_journal-3548	143	52	2008	2008	NUM
american_scientific_journal-3548	143	53	.	.	PUNCT
american_scientific_journal-3548	144	1	prediction	prediction	NOUN
american_scientific_journal-3548	144	2	of	of	ADP
american_scientific_journal-3548	144	3	diabetes	diabetes	NOUN
american_scientific_journal-3548	144	4	by	by	ADP
american_scientific_journal-3548	144	5	employing	employ	VERB
american_scientific_journal-3548	144	6	a	a	DET
american_scientific_journal-3548	144	7	new	new	ADJ
american_scientific_journal-3548	144	8	data	data	NOUN
american_scientific_journal-3548	144	9	mining	mining	NOUN
american_scientific_journal-3548	144	10	approach	approach	NOUN
american_scientific_journal-3548	144	11	which	which	PRON
american_scientific_journal-3548	144	12	balances	balance	VERB
american_scientific_journal-3548	144	13	fitting	fitting	ADJ
american_scientific_journal-3548	144	14	and	and	CCONJ
american_scientific_journal-3548	144	15	generalization	generalization	NOUN
american_scientific_journal-3548	144	16	.	.	PUNCT
american_scientific_journal-3548	145	1	computer	computer	NOUN
american_scientific_journal-3548	145	2	and	and	CCONJ
american_scientific_journal-3548	145	3	information	information	NOUN
american_scientific_journal-3548	145	4	science	science	NOUN
american_scientific_journal-3548	145	5	studies	study	NOUN
american_scientific_journal-3548	145	6	in	in	ADP
american_scientific_journal-3548	145	7	computational	computational	ADJ
american_scientific_journal-3548	145	8	intelligence	intelligence	NOUN
american_scientific_journal-3548	145	9	,	,	PUNCT
american_scientific_journal-3548	145	10	131	131	NUM
american_scientific_journal-3548	145	11	:	:	SYM
american_scientific_journal-3548	145	12	11	11	NUM
american_scientific_journal-3548	145	13	-	-	SYM
american_scientific_journal-3548	145	14	26	26	NUM
american_scientific_journal-3548	145	15	.	.	PUNCT
american_scientific_journal-3548	146	1	[	[	X
american_scientific_journal-3548	146	2	6	6	NUM
american_scientific_journal-3548	146	3	]	]	PUNCT
american_scientific_journal-3548	146	4	mark	mark	PROPN
american_scientific_journal-3548	146	5	hall	hall	PROPN
american_scientific_journal-3548	146	6	eibefrank	eibefrank	VERB
american_scientific_journal-3548	146	7	,	,	PUNCT
american_scientific_journal-3548	146	8	geoffrey	geoffrey	PROPN
american_scientific_journal-3548	146	9	holmes	holmes	PROPN
american_scientific_journal-3548	146	10	,	,	PUNCT
american_scientific_journal-3548	146	11	bernhard	bernhard	PROPN
american_scientific_journal-3548	146	12	pfahringer	pfahringer	PROPN
american_scientific_journal-3548	146	13	peter	peter	PROPN
american_scientific_journal-3548	146	14	reutemann	reutemann	PROPN
american_scientific_journal-3548	146	15	,	,	PUNCT
american_scientific_journal-3548	146	16	h.	h.	PROPN
american_scientific_journal-3548	146	17	ian	ian	PROPN
american_scientific_journal-3548	146	18	witten	witten	PROPN
american_scientific_journal-3548	146	19	,	,	PUNCT
american_scientific_journal-3548	146	20	2009	2009	NUM
american_scientific_journal-3548	146	21	.	.	PUNCT
american_scientific_journal-3548	147	1	the	the	DET
american_scientific_journal-3548	147	2	weka	weka	PROPN
american_scientific_journal-3548	147	3	data	data	PROPN
american_scientific_journal-3548	147	4	mining	mining	NOUN
american_scientific_journal-3548	147	5	software	software	NOUN
american_scientific_journal-3548	147	6	:	:	PUNCT
american_scientific_journal-3548	147	7	an	an	DET
american_scientific_journal-3548	147	8	update	update	NOUN
american_scientific_journal-3548	147	9	.	.	PUNCT
american_scientific_journal-3548	148	1	sigkdd	sigkdd	NOUN
american_scientific_journal-3548	148	2	explorations	exploration	NOUN
american_scientific_journal-3548	148	3	,	,	PUNCT
american_scientific_journal-3548	148	4	11(1).shouman	11(1).shouman	NUM
american_scientific_journal-3548	148	5	,	,	PUNCT
american_scientific_journal-3548	148	6	m.	m.	NOUN
american_scientific_journal-3548	148	7	,	,	PUNCT
american_scientific_journal-3548	148	8	t.	t.	NOUN
american_scientific_journal-3548	148	9	urne	urne	NOUN
american_scientific_journal-3548	148	10	,	,	PUNCT
american_scientific_journal-3548	148	11	r.	r.	PROPN
american_scientific_journal-3548	148	12	stocker	stocker	PROPN
american_scientific_journal-3548	148	13	,	,	PUNCT
american_scientific_journal-3548	148	14	2012	2012	NUM
american_scientific_journal-3548	148	15	.	.	PUNCT
american_scientific_journal-3548	149	1	[	[	X
american_scientific_journal-3548	149	2	7	7	X
american_scientific_journal-3548	149	3	]	]	X
american_scientific_journal-3548	149	4	g.	g.	PROPN
american_scientific_journal-3548	149	5	karegowda	karegowda	PROPN
american_scientific_journal-3548	149	6	,	,	PUNCT
american_scientific_journal-3548	149	7	m.a	m.a	PROPN
american_scientific_journal-3548	149	8	.	.	PROPN
american_scientific_journal-3548	149	9	jayaram	jayaram	PROPN
american_scientific_journal-3548	149	10	and	and	CCONJ
american_scientific_journal-3548	149	11	a.s	a.s	PROPN
american_scientific_journal-3548	149	12	.	.	PROPN
american_scientific_journal-3548	149	13	manjunath,“cascading	manjunath,“cascade	VERB
american_scientific_journal-3548	149	14	k	k	ADJ
american_scientific_journal-3548	149	15	-	-	PUNCT
american_scientific_journal-3548	149	16	means	mean	VERB
american_scientific_journal-3548	149	17	clustering	clustering	NOUN
american_scientific_journal-3548	149	18	and	and	CCONJ
american_scientific_journal-3548	149	19	knearestneighbor	knearestneighbor	NOUN
american_scientific_journal-3548	149	20	classifier	classifier	NOUN
american_scientific_journal-3548	149	21	for	for	ADP
american_scientific_journal-3548	149	22	categorization	categorization	NOUN
american_scientific_journal-3548	149	23	of	of	ADP
american_scientific_journal-3548	149	24	diabetic	diabetic	ADJ
american_scientific_journal-3548	149	25	patients	patient	NOUN
american_scientific_journal-3548	149	26	,	,	PUNCT
american_scientific_journal-3548	149	27	”	"	PUNCT
american_scientific_journal-3548	149	28	international	international	ADJ
american_scientific_journal-3548	149	29	journal	journal	NOUN
american_scientific_journal-3548	149	30	of	of	ADP
american_scientific_journal-3548	149	31	engineering	engineering	NOUN
american_scientific_journal-3548	149	32	and	and	CCONJ
american_scientific_journal-3548	149	33	advanced	advanced	ADJ
american_scientific_journal-3548	149	34	technology	technology	NOUN
american_scientific_journal-3548	149	35	(	(	PUNCT
american_scientific_journal-3548	149	36	ijeat	ijeat	NOUN
american_scientific_journal-3548	149	37	)	)	PUNCT
american_scientific_journal-3548	149	38	,	,	PUNCT
american_scientific_journal-3548	149	39	vol.1	vol.1	PROPN
american_scientific_journal-3548	149	40	,	,	PUNCT
american_scientific_journal-3548	149	41	no.3	no.3	VERB
american_scientific_journal-3548	149	42	,	,	PUNCT
american_scientific_journal-3548	149	43	pp	pp	ADJ
american_scientific_journal-3548	149	44	.	.	PUNCT
american_scientific_journal-3548	150	1	147	147	NUM
american_scientific_journal-3548	150	2	-	-	SYM
american_scientific_journal-3548	150	3	151	151	NUM
american_scientific_journal-3548	150	4	,	,	PUNCT
american_scientific_journal-3548	150	5	2012	2012	NUM
american_scientific_journal-3548	150	6	.	.	PUNCT