id	sid	tid	token	lemma	pos
alkej-678	1	1	4d6963726f736f667420576f7264202d20cf20dae1ed20e6c7edcfe420e6ccc7ddedd120312d3130	4d6963726f736f667420576f7264202d20cf20dae1ed20e6c7edcfe420e6ccc7ddedd120312d3130	PROPN
alkej-678	1	2	>	>	X
alkej-678	1	3	al	al	PROPN
alkej-678	1	4	-	-	PUNCT
alkej-678	1	5	khwarizmi	khwarizmi	PROPN
alkej-678	1	6	engineering	engineering	PROPN
alkej-678	1	7	journal	journal	PROPN
alkej-678	1	8	al	al	PROPN
alkej-678	1	9	-	-	PUNCT
alkej-678	1	10	khwarizmi	khwarizmi	PROPN
alkej-678	1	11	engineering	engineering	NOUN
alkej-678	1	12	journal	journal	PROPN
alkej-678	1	13	,	,	PUNCT
alkej-678	1	14	vol	vol	NOUN
alkej-678	1	15	.	.	PROPN
alkej-678	1	16	16	16	NUM
alkej-678	1	17	,	,	PUNCT
alkej-678	1	18	no	no	INTJ
alkej-678	1	19	.	.	NOUN
alkej-678	1	20	3	3	NUM
alkej-678	1	21	,	,	PUNCT
alkej-678	1	22	sptember	sptember	NOUN
alkej-678	1	23	,	,	PUNCT
alkej-678	1	24	(	(	PUNCT
alkej-678	1	25	2020	2020	NUM
alkej-678	1	26	)	)	PUNCT
alkej-678	2	1	p.	p.	NOUN
alkej-678	2	2	p.	p.	NOUN
alkej-678	3	1	1	1	NUM
alkej-678	3	2	-	-	SYM
alkej-678	3	3	10	10	NUM
alkej-678	3	4	two	two	NUM
alkej-678	3	5	-	-	PUNCT
alkej-678	3	6	stage	stage	NOUN
alkej-678	3	7	classification	classification	NOUN
alkej-678	3	8	of	of	ADP
alkej-678	3	9	breast	breast	NOUN
alkej-678	3	10	tumor	tumor	NOUN
alkej-678	3	11	biomarkers	biomarker	NOUN
alkej-678	3	12	for	for	ADP
alkej-678	3	13	iraqi	iraqi	ADJ
alkej-678	3	14	women	woman	NOUN
alkej-678	3	15	iyden	iyden	PROPN
alkej-678	3	16	kamil	kamil	PROPN
alkej-678	3	17	mohammed	mohammed	PROPN
alkej-678	3	18	*	*	PROPN
alkej-678	3	19	ali	ali	PROPN
alkej-678	3	20	hussein	hussein	PROPN
alkej-678	3	21	al	al	PROPN
alkej-678	3	22	-	-	PUNCT
alkej-678	3	23	timemy	timemy	PROPN
alkej-678	3	24	*	*	PROPN
alkej-678	3	25	*	*	PROPN
alkej-678	3	26	javier	javier	PROPN
alkej-678	3	27	escudero	escudero	PROPN
alkej-678	3	28	*	*	PROPN
alkej-678	3	29	*	*	PUNCT
alkej-678	3	30	*	*	PUNCT
alkej-678	3	31	*	*	PUNCT
alkej-678	3	32	,	,	PUNCT
alkej-678	3	33	*	*	PUNCT
alkej-678	3	34	*	*	PROPN
alkej-678	3	35	department	department	PROPN
alkej-678	3	36	of	of	ADP
alkej-678	3	37	biomedical	biomedical	ADJ
alkej-678	3	38	engineering	engineering	NOUN
alkej-678	3	39	/	/	SYM
alkej-678	3	40	alkhwarizmi	alkhwarizmi	NOUN
alkej-678	3	41	college	college	NOUN
alkej-678	3	42	of	of	ADP
alkej-678	3	43	engineering/	engineering/	NUM
alkej-678	3	44	university	university	NOUN
alkej-678	3	45	of	of	ADP
alkej-678	3	46	baghdad/	baghdad/	NUM
alkej-678	3	47	baghdad/	baghdad/	NUM
alkej-678	3	48	iraq	iraq	NOUN
alkej-678	3	49	*	*	PUNCT
alkej-678	3	50	*	*	PUNCT
alkej-678	3	51	*	*	PUNCT
alkej-678	3	52	school	school	NOUN
alkej-678	3	53	of	of	ADP
alkej-678	3	54	engineering/	engineering/	NUM
alkej-678	3	55	institute	institute	NOUN
alkej-678	3	56	for	for	ADP
alkej-678	3	57	digital	digital	PROPN
alkej-678	3	58	communications/	communications/	NUM
alkej-678	3	59	the	the	DET
alkej-678	3	60	university	university	NOUN
alkej-678	3	61	of	of	ADP
alkej-678	3	62	edinburgh/	edinburgh/	NUM
alkej-678	3	63	alexander	alexander	PROPN
alkej-678	3	64	graham	graham	PROPN
alkej-678	3	65	bell	bell	PROPN
alkej-678	3	66	building/	building/	NUM
alkej-678	3	67	eh9	eh9	PROPN
alkej-678	3	68	3fg/	3fg/	NUM
alkej-678	3	69	uk	uk	PROPN
alkej-678	3	70	*	*	NOUN
alkej-678	3	71	email	email	NOUN
alkej-678	3	72	:	:	PUNCT
alkej-678	3	73	aydenel_1969@yahoo.com	aydenel_1969@yahoo.com	X
alkej-678	3	74	*	*	PUNCT
alkej-678	3	75	*	*	NOUN
alkej-678	3	76	email	email	NOUN
alkej-678	3	77	:	:	PUNCT
alkej-678	3	78	ali.altimemy@kecbu.uobaghdad.edu.iq	ali.altimemy@kecbu.uobaghdad.edu.iq	X
alkej-678	3	79	*	*	PUNCT
alkej-678	3	80	*	*	PUNCT
alkej-678	3	81	*	*	NOUN
alkej-678	3	82	email	email	NOUN
alkej-678	3	83	:	:	PUNCT
alkej-678	3	84	javier.escudero@ed.ac.uk	javier.escudero@ed.ac.uk	NOUN
alkej-678	3	85	(	(	PUNCT
alkej-678	3	86	received	receive	VERB
alkej-678	3	87	18	18	NUM
alkej-678	3	88	november	november	PROPN
alkej-678	3	89	2019	2019	NUM
alkej-678	3	90	;	;	PUNCT
alkej-678	3	91	accepted	accept	VERB
alkej-678	3	92	26	26	NUM
alkej-678	3	93	april	april	PROPN
alkej-678	3	94	2020	2020	NUM
alkej-678	3	95	)	)	PUNCT
alkej-678	4	1	https://doi.org/10.22153/kej.2020.04.003	https://doi.org/10.22153/kej.2020.04.003	VERB
alkej-678	4	2	abstract	abstract	ADJ
alkej-678	4	3	objective	objective	NOUN
alkej-678	4	4	:	:	PUNCT
alkej-678	4	5	breast	breast	NOUN
alkej-678	4	6	cancer	cancer	NOUN
alkej-678	4	7	is	be	AUX
alkej-678	4	8	regarded	regard	VERB
alkej-678	4	9	as	as	ADP
alkej-678	4	10	a	a	DET
alkej-678	4	11	deadly	deadly	ADJ
alkej-678	4	12	disease	disease	NOUN
alkej-678	4	13	in	in	ADP
alkej-678	4	14	women	woman	NOUN
alkej-678	4	15	causing	cause	VERB
alkej-678	4	16	lots	lot	NOUN
alkej-678	4	17	of	of	ADP
alkej-678	4	18	mortalities	mortality	NOUN
alkej-678	4	19	.	.	PUNCT
alkej-678	5	1	early	early	ADJ
alkej-678	5	2	diagnosis	diagnosis	NOUN
alkej-678	5	3	of	of	ADP
alkej-678	5	4	breast	breast	NOUN
alkej-678	5	5	cancer	cancer	NOUN
alkej-678	5	6	with	with	ADP
alkej-678	5	7	appropriate	appropriate	ADJ
alkej-678	5	8	tumor	tumor	NOUN
alkej-678	5	9	biomarkers	biomarker	NOUN
alkej-678	5	10	may	may	AUX
alkej-678	5	11	facilitate	facilitate	VERB
alkej-678	5	12	early	early	ADJ
alkej-678	5	13	treatment	treatment	NOUN
alkej-678	5	14	of	of	ADP
alkej-678	5	15	the	the	DET
alkej-678	5	16	disease	disease	NOUN
alkej-678	5	17	,	,	PUNCT
alkej-678	5	18	thus	thus	ADV
alkej-678	5	19	reducing	reduce	VERB
alkej-678	5	20	the	the	DET
alkej-678	5	21	mortality	mortality	NOUN
alkej-678	5	22	rate	rate	NOUN
alkej-678	5	23	.	.	PUNCT
alkej-678	6	1	the	the	DET
alkej-678	6	2	purpose	purpose	NOUN
alkej-678	6	3	of	of	ADP
alkej-678	6	4	the	the	DET
alkej-678	6	5	current	current	ADJ
alkej-678	6	6	study	study	NOUN
alkej-678	6	7	is	be	AUX
alkej-678	6	8	to	to	PART
alkej-678	6	9	improve	improve	VERB
alkej-678	6	10	early	early	ADJ
alkej-678	6	11	diagnosis	diagnosis	NOUN
alkej-678	6	12	of	of	ADP
alkej-678	6	13	breast	breast	NOUN
alkej-678	6	14	by	by	ADP
alkej-678	6	15	proposing	propose	VERB
alkej-678	6	16	a	a	DET
alkej-678	6	17	two	two	NUM
alkej-678	6	18	-	-	PUNCT
alkej-678	6	19	stage	stage	NOUN
alkej-678	6	20	classification	classification	NOUN
alkej-678	6	21	of	of	ADP
alkej-678	6	22	breast	breast	NOUN
alkej-678	6	23	tumor	tumor	NOUN
alkej-678	6	24	biomarkers	biomarker	NOUN
alkej-678	6	25	fora	fora	ADJ
alkej-678	6	26	sample	sample	NOUN
alkej-678	6	27	of	of	ADP
alkej-678	6	28	iraqi	iraqi	ADJ
alkej-678	6	29	women	woman	NOUN
alkej-678	6	30	.	.	PUNCT
alkej-678	7	1	methods	method	NOUN
alkej-678	7	2	:	:	PUNCT
alkej-678	7	3	in	in	ADP
alkej-678	7	4	this	this	DET
alkej-678	7	5	study	study	NOUN
alkej-678	7	6	,	,	PUNCT
alkej-678	7	7	a	a	DET
alkej-678	7	8	two	two	NUM
alkej-678	7	9	-	-	PUNCT
alkej-678	7	10	stage	stage	NOUN
alkej-678	7	11	classification	classification	NOUN
alkej-678	7	12	system	system	NOUN
alkej-678	7	13	is	be	AUX
alkej-678	7	14	proposed	propose	VERB
alkej-678	7	15	and	and	CCONJ
alkej-678	7	16	tested	test	VERB
alkej-678	7	17	with	with	ADP
alkej-678	7	18	four	four	NUM
alkej-678	7	19	machine	machine	NOUN
alkej-678	7	20	learning	learn	VERB
alkej-678	7	21	classifiers	classifier	NOUN
alkej-678	7	22	.	.	PUNCT
alkej-678	8	1	in	in	ADP
alkej-678	8	2	the	the	DET
alkej-678	8	3	first	first	ADJ
alkej-678	8	4	stage	stage	NOUN
alkej-678	8	5	,	,	PUNCT
alkej-678	8	6	breast	breast	NOUN
alkej-678	8	7	features	feature	NOUN
alkej-678	8	8	(	(	PUNCT
alkej-678	8	9	demographic	demographic	ADJ
alkej-678	8	10	,	,	PUNCT
alkej-678	8	11	blood	blood	NOUN
alkej-678	8	12	and	and	CCONJ
alkej-678	8	13	salivary	salivary	NOUN
alkej-678	8	14	-	-	PUNCT
alkej-678	8	15	based	base	VERB
alkej-678	8	16	attributes	attribute	NOUN
alkej-678	8	17	)	)	PUNCT
alkej-678	8	18	are	be	AUX
alkej-678	8	19	classified	classify	VERB
alkej-678	8	20	into	into	ADP
alkej-678	8	21	normal	normal	ADJ
alkej-678	8	22	or	or	CCONJ
alkej-678	8	23	abnormal	abnormal	ADJ
alkej-678	8	24	cases	case	NOUN
alkej-678	8	25	,	,	PUNCT
alkej-678	8	26	while	while	SCONJ
alkej-678	8	27	in	in	ADP
alkej-678	8	28	the	the	DET
alkej-678	8	29	second	second	ADJ
alkej-678	8	30	stage	stage	NOUN
alkej-678	8	31	the	the	DET
alkej-678	8	32	abnormal	abnormal	ADJ
alkej-678	8	33	breast	breast	NOUN
alkej-678	8	34	cases	case	NOUN
alkej-678	8	35	are	be	AUX
alkej-678	8	36	further	far	ADV
alkej-678	8	37	classified	classify	VERB
alkej-678	8	38	into	into	ADP
alkej-678	8	39	either	either	CCONJ
alkej-678	8	40	malignant	malignant	ADJ
alkej-678	8	41	or	or	CCONJ
alkej-678	8	42	benign	benign	ADJ
alkej-678	8	43	.	.	PUNCT
alkej-678	9	1	the	the	DET
alkej-678	9	2	collected	collect	VERB
alkej-678	9	3	20	20	NUM
alkej-678	9	4	breast	breast	NOUN
alkej-678	9	5	cancer	cancer	NOUN
alkej-678	9	6	features	feature	NOUN
alkej-678	9	7	are	be	AUX
alkej-678	9	8	utilized	utilize	VERB
alkej-678	9	9	to	to	PART
alkej-678	9	10	test	test	VERB
alkej-678	9	11	the	the	DET
alkej-678	9	12	performance	performance	NOUN
alkej-678	9	13	of	of	ADP
alkej-678	9	14	the	the	DET
alkej-678	9	15	proposed	propose	VERB
alkej-678	9	16	classification	classification	NOUN
alkej-678	9	17	system	system	NOUN
alkej-678	9	18	with	with	ADP
alkej-678	9	19	leave	leave	VERB
alkej-678	9	20	-	-	PUNCT
alkej-678	9	21	one	one	NUM
alkej-678	9	22	-	-	PUNCT
alkej-678	9	23	out	out	NOUN
alkej-678	9	24	(	(	PUNCT
alkej-678	9	25	loo	loo	NOUN
alkej-678	9	26	)	)	PUNCT
alkej-678	9	27	cross	cross	NOUN
alkej-678	9	28	validation	validation	NOUN
alkej-678	9	29	and	and	CCONJ
alkej-678	9	30	synthetic	synthetic	ADJ
alkej-678	9	31	minority	minority	NOUN
alkej-678	9	32	over	over	ADP
alkej-678	9	33	-	-	PUNCT
alkej-678	9	34	sampling	sample	VERB
alkej-678	9	35	technique	technique	NOUN
alkej-678	9	36	(	(	PUNCT
alkej-678	9	37	smote	smote	NOUN
alkej-678	9	38	)	)	PUNCT
alkej-678	9	39	to	to	PART
alkej-678	9	40	balance	balance	VERB
alkej-678	9	41	the	the	DET
alkej-678	9	42	classes	class	NOUN
alkej-678	9	43	.	.	PUNCT
alkej-678	10	1	furthermore	furthermore	ADV
alkej-678	10	2	,	,	PUNCT
alkej-678	10	3	correlation	correlation	NOUN
alkej-678	10	4	-	-	PUNCT
alkej-678	10	5	based	base	VERB
alkej-678	10	6	feature	feature	NOUN
alkej-678	10	7	selection	selection	NOUN
alkej-678	10	8	(	(	PUNCT
alkej-678	10	9	cfs	cfs	PROPN
alkej-678	10	10	)	)	PUNCT
alkej-678	10	11	was	be	AUX
alkej-678	10	12	employed	employ	VERB
alkej-678	10	13	in	in	ADP
alkej-678	10	14	an	an	DET
alkej-678	10	15	exploratory	exploratory	ADJ
alkej-678	10	16	analysis	analysis	NOUN
alkej-678	10	17	to	to	PART
alkej-678	10	18	find	find	VERB
alkej-678	10	19	the	the	DET
alkej-678	10	20	best	good	ADJ
alkej-678	10	21	features	feature	NOUN
alkej-678	10	22	for	for	ADP
alkej-678	10	23	the	the	DET
alkej-678	10	24	2	2	NUM
alkej-678	10	25	-	-	PUNCT
alkej-678	10	26	stage	stage	NOUN
alkej-678	10	27	classification	classification	NOUN
alkej-678	10	28	system	system	NOUN
alkej-678	10	29	.	.	PUNCT
alkej-678	11	1	results	result	NOUN
alkej-678	11	2	:	:	PUNCT
alkej-678	11	3	classification	classification	NOUN
alkej-678	11	4	accuracy	accuracy	NOUN
alkej-678	11	5	of	of	ADP
alkej-678	11	6	9٤%	9٤%	NOUN
alkej-678	11	7	for	for	ADP
alkej-678	11	8	stage-1	stage-1	PROPN
alkej-678	11	9	and	and	CCONJ
alkej-678	11	10	100	100	NUM
alkej-678	11	11	%	%	NOUN
alkej-678	11	12	for	for	ADP
alkej-678	11	13	stage-2was	stage-2was	NUM
alkej-678	11	14	achieved	achieve	VERB
alkej-678	11	15	with	with	ADP
alkej-678	11	16	a	a	DET
alkej-678	11	17	naïve	naïve	ADJ
alkej-678	11	18	bayesclassifier	bayesclassifier	NOUN
alkej-678	11	19	which	which	PRON
alkej-678	11	20	outperformed	outperform	VERB
alkej-678	11	21	other	other	ADJ
alkej-678	11	22	three	three	NUM
alkej-678	11	23	methods	method	NOUN
alkej-678	11	24	.	.	PUNCT
alkej-678	12	1	in	in	ADP
alkej-678	12	2	addition	addition	NOUN
alkej-678	12	3	,	,	PUNCT
alkej-678	12	4	cfs	cfs	PROPN
alkej-678	12	5	selected	select	VERB
alkej-678	12	6	small	small	ADJ
alkej-678	12	7	subset	subset	NOUN
alkej-678	12	8	of	of	ADP
alkej-678	12	9	features	feature	NOUN
alkej-678	12	10	as	as	ADP
alkej-678	12	11	being	be	AUX
alkej-678	12	12	the	the	DET
alkej-678	12	13	best	good	ADJ
alkej-678	12	14	five	five	NUM
alkej-678	12	15	features	feature	NOUN
alkej-678	12	16	out	out	ADP
alkej-678	12	17	of	of	ADP
alkej-678	12	18	the	the	DET
alkej-678	12	19	all	all	DET
alkej-678	12	20	20	20	NUM
alkej-678	12	21	features	feature	NOUN
alkej-678	12	22	for	for	ADP
alkej-678	12	23	both	both	DET
alkej-678	12	24	stage-1	stage-1	PROPN
alkej-678	12	25	and	and	CCONJ
alkej-678	12	26	stage-2	stage-2	PROPN
alkej-678	12	27	.	.	PUNCT
alkej-678	13	1	conclusion	conclusion	NOUN
alkej-678	13	2	:	:	PUNCT
alkej-678	13	3	we	we	PRON
alkej-678	13	4	achieved	achieve	VERB
alkej-678	13	5	a	a	DET
alkej-678	13	6	high	high	ADJ
alkej-678	13	7	classification	classification	NOUN
alkej-678	13	8	accuracy	accuracy	NOUN
alkej-678	13	9	which	which	PRON
alkej-678	13	10	is	be	AUX
alkej-678	13	11	promising	promise	VERB
alkej-678	13	12	to	to	PART
alkej-678	13	13	help	help	VERB
alkej-678	13	14	improve	improve	VERB
alkej-678	13	15	the	the	DET
alkej-678	13	16	early	early	ADJ
alkej-678	13	17	diagnosis	diagnosis	NOUN
alkej-678	13	18	of	of	ADP
alkej-678	13	19	breast	breast	NOUN
alkej-678	13	20	tumor	tumor	NOUN
alkej-678	13	21	.	.	PUNCT
alkej-678	14	1	the	the	DET
alkej-678	14	2	outcome	outcome	NOUN
alkej-678	14	3	of	of	ADP
alkej-678	14	4	this	this	DET
alkej-678	14	5	study	study	NOUN
alkej-678	14	6	also	also	ADV
alkej-678	14	7	shows	show	VERB
alkej-678	14	8	the	the	DET
alkej-678	14	9	importance	importance	NOUN
alkej-678	14	10	of	of	ADP
alkej-678	14	11	ca15	ca15	PROPN
alkej-678	14	12	-	-	PUNCT
alkej-678	14	13	3protein	3protein	PROPN
alkej-678	14	14	in	in	ADP
alkej-678	14	15	saliva	saliva	NOUN
alkej-678	14	16	and	and	CCONJ
alkej-678	14	17	blood	blood	NOUN
alkej-678	14	18	as	as	ADV
alkej-678	14	19	well	well	ADV
alkej-678	14	20	as	as	ADP
alkej-678	14	21	carcinoembryonic	carcinoembryonic	ADJ
alkej-678	14	22	antigen	antigen	NOUN
alkej-678	14	23	level	level	NOUN
alkej-678	14	24	and	and	CCONJ
alkej-678	14	25	total	total	ADJ
alkej-678	14	26	protein	protein	NOUN
alkej-678	14	27	in	in	ADP
alkej-678	14	28	blood	blood	NOUN
alkej-678	14	29	,	,	PUNCT
alkej-678	14	30	and	and	CCONJ
alkej-678	14	31	estrogen	estrogen	NOUN
alkej-678	14	32	hormone	hormone	NOUN
alkej-678	14	33	level	level	NOUN
alkej-678	14	34	in	in	ADP
alkej-678	14	35	saliva	saliva	NOUN
alkej-678	14	36	,	,	PUNCT
alkej-678	14	37	for	for	ADP
alkej-678	14	38	predicting	predict	VERB
alkej-678	14	39	breast	breast	NOUN
alkej-678	14	40	tumors	tumor	NOUN
alkej-678	14	41	.	.	PUNCT
alkej-678	15	1	keywords	keyword	NOUN
alkej-678	15	2	:	:	PUNCT
alkej-678	15	3	breast	breast	NOUN
alkej-678	15	4	cancer	cancer	NOUN
alkej-678	15	5	,	,	PUNCT
alkej-678	15	6	correlation	correlation	NOUN
alkej-678	15	7	-	-	PUNCT
alkej-678	15	8	based	base	VERB
alkej-678	15	9	feature	feature	NOUN
alkej-678	15	10	selection	selection	NOUN
alkej-678	15	11	,	,	PUNCT
alkej-678	15	12	decision	decision	NOUN
alkej-678	15	13	tree	tree	NOUN
alkej-678	15	14	,	,	PUNCT
alkej-678	15	15	machine	machine	NOUN
alkej-678	15	16	learning	learning	NOUN
alkej-678	15	17	,	,	PUNCT
alkej-678	15	18	oner	oner	NOUN
alkej-678	15	19	algorithm	algorithm	NOUN
alkej-678	15	20	,	,	PUNCT
alkej-678	15	21	twostage	twostage	NOUN
alkej-678	15	22	classification	classification	NOUN
alkej-678	15	23	.	.	PUNCT
alkej-678	16	1	1	1	X
alkej-678	16	2	.	.	X
alkej-678	16	3	introduction	introduction	NOUN
alkej-678	16	4	in	in	ADP
alkej-678	16	5	iraq	iraq	PROPN
alkej-678	16	6	,	,	PUNCT
alkej-678	16	7	breast	breast	NOUN
alkej-678	16	8	cancer	cancer	NOUN
alkej-678	16	9	is	be	AUX
alkej-678	16	10	regarded	regard	VERB
alkej-678	16	11	the	the	DET
alkej-678	16	12	most	most	ADV
alkej-678	16	13	common	common	ADJ
alkej-678	16	14	type	type	NOUN
alkej-678	16	15	of	of	ADP
alkej-678	16	16	malignancy	malignancy	NOUN
alkej-678	16	17	[	[	X
alkej-678	16	18	1	1	NUM
alkej-678	16	19	]	]	PUNCT
alkej-678	16	20	,	,	PUNCT
alkej-678	16	21	[	[	X
alkej-678	16	22	2	2	NUM
alkej-678	16	23	]	]	PUNCT
alkej-678	16	24	.	.	PUNCT
alkej-678	17	1	among	among	ADP
alkej-678	17	2	all	all	DET
alkej-678	17	3	the	the	DET
alkej-678	17	4	malignant	malignant	ADJ
alkej-678	17	5	diseases	disease	NOUN
alkej-678	17	6	,	,	PUNCT
alkej-678	17	7	breast	breast	NOUN
alkej-678	17	8	cancer	cancer	NOUN
alkej-678	17	9	is	be	AUX
alkej-678	17	10	assessed	assess	VERB
alkej-678	17	11	as	as	ADP
alkej-678	17	12	one	one	NUM
alkej-678	17	13	of	of	ADP
alkej-678	17	14	the	the	DET
alkej-678	17	15	main	main	ADJ
alkej-678	17	16	causes	cause	NOUN
alkej-678	17	17	of	of	ADP
alkej-678	17	18	death	death	NOUN
alkej-678	17	19	in	in	ADP
alkej-678	17	20	postmenopausal	postmenopausal	ADJ
alkej-678	17	21	women	woman	NOUN
alkej-678	17	22	,	,	PUNCT
alkej-678	17	23	accounting	account	VERB
alkej-678	17	24	for	for	ADP
alkej-678	17	25	23	23	NUM
alkej-678	17	26	%	%	NOUN
alkej-678	17	27	of	of	ADP
alkej-678	17	28	all	all	DET
alkej-678	17	29	cancer	cancer	NOUN
alkej-678	17	30	deaths	death	NOUN
alkej-678	17	31	in	in	ADP
alkej-678	17	32	2017	2017	NUM
alkej-678	18	1	[	[	X
alkej-678	18	2	3	3	NUM
alkej-678	18	3	]	]	PUNCT
alkej-678	18	4	.	.	PUNCT
alkej-678	19	1	in	in	ADP
alkej-678	19	2	2010	2010	NUM
alkej-678	19	3	,	,	PUNCT
alkej-678	19	4	breast	breast	NOUN
alkej-678	19	5	cancer	cancer	NOUN
alkej-678	19	6	is	be	AUX
alkej-678	19	7	almost	almost	ADV
alkej-678	19	8	recognized	recognize	VERB
alkej-678	19	9	as	as	ADP
alkej-678	19	10	the	the	DET
alkej-678	19	11	deadliest	deadly	ADJ
alkej-678	19	12	cancer	cancer	NOUN
alkej-678	19	13	in	in	ADP
alkej-678	19	14	women	woman	NOUN
alkej-678	19	15	since	since	SCONJ
alkej-678	19	16	it	it	PRON
alkej-678	19	17	is	be	AUX
alkej-678	19	18	regarded	regard	VERB
alkej-678	19	19	as	as	ADP
alkej-678	19	20	number	number	NOUN
alkej-678	19	21	one	one	NUM
alkej-678	19	22	cause	cause	NOUN
alkej-678	19	23	of	of	ADP
alkej-678	19	24	cancer	cancer	NOUN
alkej-678	19	25	mortality	mortality	NOUN
alkej-678	19	26	among	among	ADP
alkej-678	19	27	women	woman	NOUN
alkej-678	19	28	[	[	X
alkej-678	19	29	4	4	NUM
alkej-678	19	30	]	]	PUNCT
alkej-678	19	31	.	.	PUNCT
alkej-678	20	1	biomarkers	biomarker	NOUN
alkej-678	20	2	have	have	VERB
alkej-678	20	3	many	many	ADJ
alkej-678	20	4	potential	potential	ADJ
alkej-678	20	5	applications	application	NOUN
alkej-678	20	6	in	in	ADP
alkej-678	20	7	oncology	oncology	NOUN
alkej-678	20	8	,	,	PUNCT
alkej-678	20	9	including	include	VERB
alkej-678	20	10	screening	screening	NOUN
alkej-678	20	11	,	,	PUNCT
alkej-678	20	12	risk	risk	NOUN
alkej-678	20	13	assessment	assessment	NOUN
alkej-678	20	14	,	,	PUNCT
alkej-678	20	15	determination	determination	NOUN
alkej-678	20	16	of	of	ADP
alkej-678	20	17	prognosis	prognosis	NOUN
alkej-678	20	18	,	,	PUNCT
alkej-678	20	19	prediction	prediction	NOUN
alkej-678	20	20	of	of	ADP
alkej-678	20	21	iyden	iyden	PROPN
alkej-678	20	22	kamil	kamil	PROPN
alkej-678	20	23	mohammed	mohammed	PROPN
alkej-678	20	24	al	al	PROPN
alkej-678	20	25	-	-	PUNCT
alkej-678	20	26	khwarizmi	khwarizmi	PROPN
alkej-678	20	27	engineering	engineering	NOUN
alkej-678	20	28	journal	journal	PROPN
alkej-678	20	29	,	,	PUNCT
alkej-678	20	30	vol	vol	NOUN
alkej-678	20	31	.	.	PROPN
alkej-678	21	1	16	16	NUM
alkej-678	21	2	,	,	PUNCT
alkej-678	21	3	no	no	INTJ
alkej-678	21	4	.	.	NOUN
alkej-678	21	5	3	3	NUM
alkej-678	21	6	,	,	PUNCT
alkej-678	21	7	p.p	p.p	PROPN
alkej-678	21	8	.	.	NOUN
alkej-678	21	9	110	110	NUM
alkej-678	21	10	(	(	PUNCT
alkej-678	21	11	2020	2020	NUM
alkej-678	21	12	)	)	PUNCT
alkej-678	21	13	2	2	NUM
alkej-678	21	14	response	response	NOUN
alkej-678	21	15	to	to	ADP
alkej-678	21	16	treatment	treatment	NOUN
alkej-678	21	17	,	,	PUNCT
alkej-678	21	18	differential	differential	ADJ
alkej-678	21	19	diagnosis	diagnosis	NOUN
alkej-678	21	20	,	,	PUNCT
alkej-678	21	21	and	and	CCONJ
alkej-678	21	22	monitoring	monitoring	NOUN
alkej-678	21	23	of	of	ADP
alkej-678	21	24	progression	progression	NOUN
alkej-678	21	25	of	of	ADP
alkej-678	21	26	disease	disease	NOUN
alkej-678	21	27	.	.	PUNCT
alkej-678	22	1	due	due	ADP
alkej-678	22	2	to	to	ADP
alkej-678	22	3	the	the	DET
alkej-678	22	4	major	major	ADJ
alkej-678	22	5	role	role	NOUN
alkej-678	22	6	that	that	PRON
alkej-678	22	7	biomarkers	biomarker	NOUN
alkej-678	22	8	may	may	AUX
alkej-678	22	9	play	play	VERB
alkej-678	22	10	at	at	ADP
alkej-678	22	11	all	all	DET
alkej-678	22	12	stages	stage	NOUN
alkej-678	22	13	of	of	ADP
alkej-678	22	14	disease	disease	NOUN
alkej-678	22	15	,	,	PUNCT
alkej-678	22	16	they	they	PRON
alkej-678	22	17	should	should	AUX
alkej-678	22	18	undergo	undergo	VERB
alkej-678	22	19	rigorous	rigorous	ADJ
alkej-678	22	20	evaluation	evaluation	NOUN
alkej-678	22	21	,	,	PUNCT
alkej-678	22	22	including	include	VERB
alkej-678	22	23	clinical	clinical	ADJ
alkej-678	22	24	validation	validation	NOUN
alkej-678	22	25	,	,	PUNCT
alkej-678	22	26	analytical	analytical	ADJ
alkej-678	22	27	validation	validation	NOUN
alkej-678	22	28	,	,	PUNCT
alkej-678	22	29	and	and	CCONJ
alkej-678	22	30	assessment	assessment	NOUN
alkej-678	22	31	of	of	ADP
alkej-678	22	32	clinical	clinical	ADJ
alkej-678	22	33	utility	utility	NOUN
alkej-678	22	34	prior	prior	ADV
alkej-678	22	35	to	to	ADP
alkej-678	22	36	incorporation	incorporation	NOUN
alkej-678	22	37	into	into	ADP
alkej-678	22	38	regular	regular	ADJ
alkej-678	22	39	clinical	clinical	ADJ
alkej-678	22	40	care	care	NOUN
alkej-678	23	1	[	[	X
alkej-678	23	2	5	5	NUM
alkej-678	23	3	]	]	PUNCT
alkej-678	23	4	.	.	PUNCT
alkej-678	24	1	a	a	DET
alkej-678	24	2	tumor	tumor	NOUN
alkej-678	24	3	biomarker	biomarker	NOUN
alkej-678	24	4	is	be	AUX
alkej-678	24	5	a	a	DET
alkej-678	24	6	molecular	molecular	ADJ
alkej-678	24	7	or	or	CCONJ
alkej-678	24	8	processbased	processbase	VERB
alkej-678	24	9	change	change	NOUN
alkej-678	24	10	that	that	PRON
alkej-678	24	11	discloses	disclose	VERB
alkej-678	24	12	the	the	DET
alkej-678	24	13	status	status	NOUN
alkej-678	24	14	of	of	ADP
alkej-678	24	15	an	an	DET
alkej-678	24	16	underlying	underlie	VERB
alkej-678	24	17	malignancy	malignancy	NOUN
alkej-678	24	18	.	.	PUNCT
alkej-678	25	1	a	a	DET
alkej-678	25	2	tumor	tumor	NOUN
alkej-678	25	3	biomarker	biomarker	NOUN
alkej-678	25	4	may	may	AUX
alkej-678	25	5	be	be	AUX
alkej-678	25	6	diagnosed	diagnose	VERB
alkej-678	25	7	and	and	CCONJ
alkej-678	25	8	assessed	assess	VERB
alkej-678	25	9	via	via	ADP
alkej-678	25	10	one	one	NUM
alkej-678	25	11	or	or	CCONJ
alkej-678	25	12	more	more	ADJ
alkej-678	25	13	biomarker	biomarker	NOUN
alkej-678	25	14	assays	assay	NOUN
alkej-678	25	15	or	or	CCONJ
alkej-678	25	16	tests	test	NOUN
alkej-678	25	17	.	.	PUNCT
alkej-678	26	1	patient	patient	ADJ
alkej-678	26	2	management	management	NOUN
alkej-678	26	3	is	be	AUX
alkej-678	26	4	progressively	progressively	ADV
alkej-678	26	5	being	be	AUX
alkej-678	26	6	derived	derive	VERB
alkej-678	26	7	by	by	ADP
alkej-678	26	8	tumor	tumor	NOUN
alkej-678	26	9	biomarker	biomarker	NOUN
alkej-678	26	10	tests	test	NOUN
alkej-678	26	11	.	.	PUNCT
alkej-678	27	1	this	this	PRON
alkej-678	27	2	can	can	AUX
alkej-678	27	3	be	be	AUX
alkej-678	27	4	done	do	VERB
alkej-678	27	5	by	by	ADP
alkej-678	27	6	recognizing	recognize	VERB
alkej-678	27	7	patients	patient	NOUN
alkej-678	27	8	who	who	PRON
alkej-678	27	9	do	do	AUX
alkej-678	27	10	not	not	PART
alkej-678	27	11	require	require	VERB
alkej-678	27	12	any	any	PRON
alkej-678	27	13	,	,	PUNCT
alkej-678	27	14	or	or	CCONJ
alkej-678	27	15	recognizing	recognize	VERB
alkej-678	27	16	other	other	ADJ
alkej-678	27	17	patients	patient	NOUN
alkej-678	27	18	whose	whose	DET
alkej-678	27	19	tumors	tumor	NOUN
alkej-678	27	20	are	be	AUX
alkej-678	27	21	so	so	ADV
alkej-678	27	22	unlikely	unlikely	ADJ
alkej-678	27	23	to	to	PART
alkej-678	27	24	respond	respond	VERB
alkej-678	27	25	to	to	ADP
alkej-678	27	26	a	a	DET
alkej-678	27	27	given	give	VERB
alkej-678	27	28	type	type	NOUN
alkej-678	27	29	of	of	ADP
alkej-678	27	30	treatment	treatment	NOUN
alkej-678	27	31	that	that	SCONJ
alkej-678	27	32	it	it	PRON
alkej-678	27	33	will	will	AUX
alkej-678	27	34	drive	drive	VERB
alkej-678	27	35	to	to	ADP
alkej-678	27	36	more	more	ADJ
alkej-678	27	37	harm	harm	NOUN
alkej-678	27	38	than	than	ADP
alkej-678	27	39	good	good	ADJ
alkej-678	27	40	.	.	PUNCT
alkej-678	28	1	thus	thus	ADV
alkej-678	28	2	,	,	PUNCT
alkej-678	28	3	patient	patient	ADJ
alkej-678	28	4	management	management	NOUN
alkej-678	28	5	should	should	AUX
alkej-678	28	6	be	be	AUX
alkej-678	28	7	guided	guide	VERB
alkej-678	28	8	by	by	ADP
alkej-678	28	9	a	a	DET
alkej-678	28	10	tumor	tumor	NOUN
alkej-678	28	11	biomarker	biomarker	NOUN
alkej-678	28	12	test	test	NOUN
alkej-678	28	13	,	,	PUNCT
alkej-678	28	14	to	to	PART
alkej-678	28	15	inspect	inspect	VERB
alkej-678	28	16	if	if	SCONJ
alkej-678	28	17	it	it	PRON
alkej-678	28	18	has	have	VERB
alkej-678	28	19	analytical	analytical	ADJ
alkej-678	28	20	validity	validity	NOUN
alkej-678	28	21	,	,	PUNCT
alkej-678	28	22	which	which	PRON
alkej-678	28	23	means	mean	VERB
alkej-678	28	24	it	it	PRON
alkej-678	28	25	is	be	AUX
alkej-678	28	26	accurate	accurate	ADJ
alkej-678	28	27	,	,	PUNCT
alkej-678	28	28	reliable	reliable	ADJ
alkej-678	28	29	and	and	CCONJ
alkej-678	28	30	reproducible	reproducible	VERB
alkej-678	28	31	[	[	X
alkej-678	28	32	6	6	NUM
alkej-678	28	33	]	]	PUNCT
alkej-678	28	34	.	.	PUNCT
alkej-678	29	1	machine	machine	NOUN
alkej-678	29	2	learning	learn	VERB
alkej-678	29	3	techniques	technique	NOUN
alkej-678	29	4	have	have	AUX
alkej-678	29	5	been	be	AUX
alkej-678	29	6	utilized	utilize	VERB
alkej-678	29	7	to	to	PART
alkej-678	29	8	classify	classify	VERB
alkej-678	29	9	cancer	cancer	NOUN
alkej-678	29	10	attributes	attribute	NOUN
alkej-678	29	11	and	and	CCONJ
alkej-678	29	12	biomarkers	biomarker	NOUN
alkej-678	29	13	aiming	aim	VERB
alkej-678	29	14	at	at	ADP
alkej-678	29	15	improving	improve	VERB
alkej-678	29	16	the	the	DET
alkej-678	29	17	diagnosis	diagnosis	NOUN
alkej-678	29	18	rate	rate	NOUN
alkej-678	29	19	.	.	PUNCT
alkej-678	30	1	for	for	ADP
alkej-678	30	2	instance	instance	NOUN
alkej-678	30	3	,	,	PUNCT
alkej-678	30	4	a	a	DET
alkej-678	30	5	classifierbased	classifierbase	VERB
alkej-678	30	6	expert	expert	NOUN
alkej-678	30	7	system	system	NOUN
alkej-678	30	8	was	be	AUX
alkej-678	30	9	proposed	propose	VERB
alkej-678	30	10	in	in	ADP
alkej-678	30	11	[	[	X
alkej-678	30	12	7	7	NUM
alkej-678	30	13	]	]	PUNCT
alkej-678	30	14	for	for	ADP
alkej-678	30	15	early	early	ADJ
alkej-678	30	16	diagnosis	diagnosis	NOUN
alkej-678	30	17	of	of	ADP
alkej-678	30	18	prostate	prostate	NOUN
alkej-678	30	19	cancer	cancer	NOUN
alkej-678	30	20	with	with	ADP
alkej-678	30	21	artificial	artificial	ADJ
alkej-678	30	22	neural	neural	ADJ
alkej-678	30	23	network	network	NOUN
alkej-678	30	24	(	(	PUNCT
alkej-678	30	25	ann	ann	PROPN
alkej-678	30	26	)	)	PUNCT
alkej-678	30	27	and	and	CCONJ
alkej-678	30	28	support	support	VERB
alkej-678	30	29	vector	vector	NOUN
alkej-678	30	30	machines	machine	NOUN
alkej-678	30	31	(	(	PUNCT
alkej-678	30	32	svm	svm	PROPN
alkej-678	30	33	)	)	PUNCT
alkej-678	30	34	.	.	PUNCT
alkej-678	31	1	thirteen	thirteen	NUM
alkej-678	31	2	attributes	attribute	NOUN
alkej-678	31	3	were	be	AUX
alkej-678	31	4	acquired	acquire	VERB
alkej-678	31	5	from	from	ADP
alkej-678	31	6	300	300	NUM
alkej-678	31	7	men	man	NOUN
alkej-678	31	8	to	to	PART
alkej-678	31	9	classify	classify	VERB
alkej-678	31	10	benign	benign	ADJ
alkej-678	31	11	and	and	CCONJ
alkej-678	31	12	malignant	malignant	ADJ
alkej-678	31	13	tumors	tumor	NOUN
alkej-678	31	14	.	.	PUNCT
alkej-678	32	1	classification	classification	NOUN
alkej-678	32	2	accuracy	accuracy	NOUN
alkej-678	32	3	of	of	ADP
alkej-678	32	4	79.3	79.3	NUM
alkej-678	32	5	%	%	NOUN
alkej-678	32	6	and	and	CCONJ
alkej-678	32	7	80.1	80.1	NUM
alkej-678	32	8	%	%	NOUN
alkej-678	32	9	was	be	AUX
alkej-678	32	10	obtained	obtain	VERB
alkej-678	32	11	with	with	ADP
alkej-678	32	12	ann	ann	PROPN
alkej-678	32	13	and	and	CCONJ
alkej-678	32	14	polynomial	polynomial	ADJ
alkej-678	32	15	svm	svm	PROPN
alkej-678	32	16	,	,	PUNCT
alkej-678	32	17	respectively	respectively	ADV
alkej-678	32	18	.	.	PUNCT
alkej-678	33	1	other	other	ADJ
alkej-678	33	2	researchers	researcher	NOUN
alkej-678	33	3	employed	employ	VERB
alkej-678	33	4	machine	machine	NOUN
alkej-678	33	5	learning	learning	NOUN
alkej-678	33	6	and	and	CCONJ
alkej-678	33	7	data	datum	NOUN
alkej-678	33	8	mining	mining	NOUN
alkej-678	33	9	techniques	technique	NOUN
alkej-678	33	10	to	to	PART
alkej-678	33	11	investigate	investigate	VERB
alkej-678	33	12	breast	breast	NOUN
alkej-678	33	13	tumors	tumor	NOUN
alkej-678	33	14	.	.	PUNCT
alkej-678	34	1	three	three	NUM
alkej-678	34	2	popular	popular	ADJ
alkej-678	34	3	machine	machine	NOUN
alkej-678	34	4	learning	learn	VERB
alkej-678	34	5	classifiers	classifier	NOUN
alkej-678	34	6	(	(	PUNCT
alkej-678	34	7	naive	naive	ADJ
alkej-678	34	8	bayes	bayes	NOUN
alkej-678	34	9	,	,	PUNCT
alkej-678	34	10	radial	radial	ADJ
alkej-678	34	11	basis	basis	NOUN
alkej-678	34	12	function	function	NOUN
alkej-678	34	13	neural	neural	ADJ
alkej-678	34	14	network	network	NOUN
alkej-678	34	15	(	(	PUNCT
alkej-678	34	16	rbfnn	rbfnn	PROPN
alkej-678	34	17	)	)	PUNCT
alkej-678	34	18	,	,	PUNCT
alkej-678	34	19	j48	j48	ADJ
alkej-678	34	20	decision	decision	NOUN
alkej-678	34	21	tree	tree	NOUN
alkej-678	34	22	)	)	PUNCT
alkej-678	34	23	were	be	AUX
alkej-678	34	24	used	use	VERB
alkej-678	34	25	[	[	X
alkej-678	34	26	8	8	NUM
alkej-678	34	27	]	]	PUNCT
alkej-678	34	28	to	to	PART
alkej-678	34	29	develop	develop	VERB
alkej-678	34	30	prediction	prediction	NOUN
alkej-678	34	31	models	model	NOUN
alkej-678	34	32	for	for	ADP
alkej-678	34	33	683	683	NUM
alkej-678	34	34	breast	breast	NOUN
alkej-678	34	35	cancer	cancer	NOUN
alkej-678	34	36	cases	case	NOUN
alkej-678	34	37	.	.	PUNCT
alkej-678	35	1	classification	classification	NOUN
alkej-678	35	2	accuracy	accuracy	NOUN
alkej-678	35	3	of	of	ADP
alkej-678	35	4	97.36	97.36	NUM
alkej-678	35	5	%	%	NOUN
alkej-678	35	6	,	,	PUNCT
alkej-678	35	7	96.77	96.77	NUM
alkej-678	35	8	and	and	CCONJ
alkej-678	35	9	93.41	93.41	NUM
alkej-678	35	10	%	%	NOUN
alkej-678	35	11	was	be	AUX
alkej-678	35	12	obtained	obtain	VERB
alkej-678	35	13	for	for	ADP
alkej-678	35	14	the	the	DET
alkej-678	35	15	naive	naive	ADJ
alkej-678	35	16	bayes	bayes	NOUN
alkej-678	35	17	,	,	PUNCT
alkej-678	35	18	rbfnn	rbfnn	NOUN
alkej-678	35	19	,	,	PUNCT
alkej-678	35	20	j48	j48	PROPN
alkej-678	35	21	classifiers	classifier	NOUN
alkej-678	35	22	,	,	PUNCT
alkej-678	35	23	respectively	respectively	ADV
alkej-678	35	24	.	.	PUNCT
alkej-678	36	1	in	in	ADP
alkej-678	36	2	another	another	DET
alkej-678	36	3	study	study	NOUN
alkej-678	36	4	,	,	PUNCT
alkej-678	36	5	behadili	behadili	NOUN
alkej-678	36	6	et	et	PROPN
alkej-678	36	7	al	al	PROPN
alkej-678	36	8	.	.	PUNCT
alkej-678	37	1	[	[	X
alkej-678	37	2	9	9	NUM
alkej-678	37	3	]	]	PUNCT
alkej-678	37	4	analyzed	analyze	VERB
alkej-678	37	5	42	42	NUM
alkej-678	37	6	attributes	attribute	NOUN
alkej-678	37	7	of	of	ADP
alkej-678	37	8	the	the	DET
alkej-678	37	9	iraqi	iraqi	ADJ
alkej-678	37	10	women	woman	NOUN
alkej-678	37	11	and	and	CCONJ
alkej-678	37	12	selected	select	VERB
alkej-678	37	13	26	26	NUM
alkej-678	37	14	attributes	attribute	NOUN
alkej-678	37	15	for	for	ADP
alkej-678	37	16	the	the	DET
alkej-678	37	17	classification	classification	NOUN
alkej-678	37	18	of	of	ADP
alkej-678	37	19	three	three	NUM
alkej-678	37	20	classes	class	NOUN
alkej-678	37	21	with	with	ADP
alkej-678	37	22	the	the	DET
alkej-678	37	23	decision	decision	NOUN
alkej-678	37	24	tree	tree	NOUN
alkej-678	37	25	j48	j48	PROPN
alkej-678	37	26	algorithm	algorithm	NOUN
alkej-678	37	27	with	with	ADP
alkej-678	37	28	98	98	NUM
alkej-678	37	29	%	%	NOUN
alkej-678	37	30	accuracy	accuracy	NOUN
alkej-678	37	31	.	.	PUNCT
alkej-678	38	1	other	other	ADJ
alkej-678	38	2	researchers	researcher	NOUN
alkej-678	38	3	tried	try	VERB
alkej-678	38	4	to	to	PART
alkej-678	38	5	reduce	reduce	VERB
alkej-678	38	6	the	the	DET
alkej-678	38	7	size	size	NOUN
alkej-678	38	8	of	of	ADP
alkej-678	38	9	the	the	DET
alkej-678	38	10	feature	feature	NOUN
alkej-678	38	11	set	set	VERB
alkej-678	38	12	to	to	PART
alkej-678	38	13	detect	detect	VERB
alkej-678	38	14	breast	breast	NOUN
alkej-678	38	15	cancer	cancer	NOUN
alkej-678	38	16	with	with	ADP
alkej-678	38	17	independent	independent	ADJ
alkej-678	38	18	component	component	NOUN
alkej-678	38	19	analysis	analysis	NOUN
alkej-678	38	20	(	(	PUNCT
alkej-678	38	21	ica	ica	PROPN
alkej-678	38	22	)	)	PUNCT
alkej-678	39	1	[	[	X
alkej-678	39	2	10	10	NUM
alkej-678	39	3	]	]	PUNCT
alkej-678	39	4	.	.	PUNCT
alkej-678	40	1	a	a	DET
alkej-678	40	2	publicly	publicly	ADV
alkej-678	40	3	available	available	ADJ
alkej-678	40	4	data	datum	NOUN
alkej-678	40	5	set	set	NOUN
alkej-678	40	6	,	,	PUNCT
alkej-678	40	7	wisconsin	wisconsin	PROPN
alkej-678	40	8	diagnostic	diagnostic	PROPN
alkej-678	40	9	breast	breast	NOUN
alkej-678	40	10	cancer	cancer	NOUN
alkej-678	40	11	(	(	PUNCT
alkej-678	40	12	wdbc	wdbc	PROPN
alkej-678	40	13	)	)	PUNCT
alkej-678	40	14	dataset	dataset	NOUN
alkej-678	40	15	,	,	PUNCT
alkej-678	40	16	was	be	AUX
alkej-678	40	17	utilized	utilize	VERB
alkej-678	40	18	to	to	PART
alkej-678	40	19	test	test	VERB
alkej-678	40	20	the	the	DET
alkej-678	40	21	proposed	propose	VERB
alkej-678	40	22	algorithm	algorithm	NOUN
alkej-678	40	23	where	where	SCONJ
alkej-678	40	24	the	the	DET
alkej-678	40	25	30	30	NUM
alkej-678	40	26	attributes	attribute	NOUN
alkej-678	40	27	have	have	AUX
alkej-678	40	28	been	be	AUX
alkej-678	40	29	reduced	reduce	VERB
alkej-678	40	30	to	to	ADP
alkej-678	40	31	only	only	ADV
alkej-678	40	32	one	one	NUM
alkej-678	40	33	feature	feature	NOUN
alkej-678	40	34	(	(	PUNCT
alkej-678	40	35	ic	ic	NUM
alkej-678	40	36	)	)	PUNCT
alkej-678	40	37	.	.	PUNCT
alkej-678	41	1	then	then	ADV
alkej-678	41	2	,	,	PUNCT
alkej-678	41	3	reduced	reduce	VERB
alkej-678	41	4	feature	feature	NOUN
alkej-678	41	5	was	be	AUX
alkej-678	41	6	utilized	utilize	VERB
alkej-678	41	7	to	to	PART
alkej-678	41	8	evaluate	evaluate	VERB
alkej-678	41	9	diagnostic	diagnostic	ADJ
alkej-678	41	10	accuracy	accuracy	NOUN
alkej-678	41	11	with	with	ADP
alkej-678	41	12	multiple	multiple	ADJ
alkej-678	41	13	classifiers	classifier	NOUN
alkej-678	41	14	:	:	PUNCT
alkej-678	41	15	k	k	ADJ
alkej-678	41	16	-	-	PUNCT
alkej-678	41	17	nearest	near	ADJ
alkej-678	41	18	neighbor	neighbor	NOUN
alkej-678	41	19	(	(	PUNCT
alkej-678	41	20	k	k	NOUN
alkej-678	41	21	-	-	PUNCT
alkej-678	41	22	nn	nn	NOUN
alkej-678	41	23	)	)	PUNCT
alkej-678	41	24	,	,	PUNCT
alkej-678	41	25	ann	ann	PROPN
alkej-678	41	26	,	,	PUNCT
alkej-678	41	27	rbfnn	rbfnn	NOUN
alkej-678	41	28	,	,	PUNCT
alkej-678	41	29	and	and	CCONJ
alkej-678	41	30	svm	svm	PROPN
alkej-678	41	31	.	.	PROPN
alkej-678	42	1	in	in	ADP
alkej-678	42	2	some	some	DET
alkej-678	42	3	occasions	occasion	NOUN
alkej-678	42	4	,	,	PUNCT
alkej-678	42	5	threeclass	threeclass	VERB
alkej-678	42	6	classification	classification	NOUN
alkej-678	42	7	problems	problem	NOUN
alkej-678	42	8	have	have	AUX
alkej-678	42	9	been	be	AUX
alkej-678	42	10	tackled	tackle	VERB
alkej-678	42	11	such	such	ADJ
alkej-678	42	12	as	as	ADP
alkej-678	42	13	the	the	DET
alkej-678	42	14	work	work	NOUN
alkej-678	42	15	in[11	in[11	VERB
alkej-678	42	16	]	]	PUNCT
alkej-678	42	17	by	by	ADP
alkej-678	42	18	proposing	propose	VERB
alkej-678	42	19	two	two	NUM
alkej-678	42	20	-	-	PUNCT
alkej-678	42	21	stage	stage	NOUN
alkej-678	42	22	classification	classification	NOUN
alkej-678	42	23	where	where	SCONJ
alkej-678	42	24	computer	computer	NOUN
alkej-678	42	25	-	-	PUNCT
alkej-678	42	26	aided	aid	VERB
alkej-678	42	27	diagnosis	diagnosis	NOUN
alkej-678	42	28	(	(	PUNCT
alkej-678	42	29	cad	cad	NOUN
alkej-678	42	30	)	)	PUNCT
alkej-678	42	31	system	system	NOUN
alkej-678	42	32	have	have	AUX
alkej-678	42	33	been	be	AUX
alkej-678	42	34	proposed	propose	VERB
alkej-678	42	35	to	to	PART
alkej-678	42	36	classify	classify	VERB
alkej-678	42	37	brain	brain	NOUN
alkej-678	42	38	tumors	tumor	NOUN
alkej-678	42	39	.	.	PUNCT
alkej-678	43	1	the	the	DET
alkej-678	43	2	system	system	NOUN
alkej-678	43	3	classified	classify	VERB
alkej-678	43	4	brain	brain	NOUN
alkej-678	43	5	tumor	tumor	NOUN
alkej-678	43	6	mri	mri	NOUN
alkej-678	43	7	images	image	NOUN
alkej-678	43	8	into	into	ADP
alkej-678	43	9	normal	normal	ADJ
alkej-678	43	10	and	and	CCONJ
alkej-678	43	11	abnormal	abnormal	ADJ
alkej-678	43	12	images	image	NOUN
alkej-678	43	13	in	in	ADP
alkej-678	43	14	the	the	DET
alkej-678	43	15	first	first	ADJ
alkej-678	43	16	stage	stage	NOUN
alkej-678	43	17	and	and	CCONJ
alkej-678	43	18	if	if	SCONJ
alkej-678	43	19	the	the	DET
alkej-678	43	20	output	output	NOUN
alkej-678	43	21	was	be	AUX
alkej-678	43	22	abnormal	abnormal	ADJ
alkej-678	43	23	,	,	PUNCT
alkej-678	43	24	then	then	ADV
alkej-678	43	25	it	it	PRON
alkej-678	43	26	was	be	AUX
alkej-678	43	27	additionally	additionally	ADV
alkej-678	43	28	classified	classify	VERB
alkej-678	43	29	into	into	ADP
alkej-678	43	30	malignant	malignant	ADJ
alkej-678	43	31	or	or	CCONJ
alkej-678	43	32	benign	benign	ADJ
alkej-678	43	33	tumor	tumor	NOUN
alkej-678	43	34	.	.	PUNCT
alkej-678	44	1	in	in	ADP
alkej-678	44	2	this	this	DET
alkej-678	44	3	paper	paper	NOUN
alkej-678	44	4	,	,	PUNCT
alkej-678	44	5	we	we	PRON
alkej-678	44	6	propose	propose	VERB
alkej-678	44	7	a	a	DET
alkej-678	44	8	two	two	NUM
alkej-678	44	9	-	-	PUNCT
alkej-678	44	10	stage	stage	NOUN
alkej-678	44	11	classification	classification	NOUN
alkej-678	44	12	for	for	ADP
alkej-678	44	13	breast	breast	NOUN
alkej-678	44	14	cancer	cancer	NOUN
alkej-678	44	15	classification	classification	NOUN
alkej-678	44	16	with	with	ADP
alkej-678	44	17	four	four	NUM
alkej-678	44	18	machine	machine	NOUN
alkej-678	44	19	learning	learn	VERB
alkej-678	44	20	classifiers	classifier	NOUN
alkej-678	44	21	.	.	PUNCT
alkej-678	45	1	in	in	ADP
alkej-678	45	2	the	the	DET
alkej-678	45	3	first	first	ADJ
alkej-678	45	4	stage	stage	NOUN
alkej-678	45	5	,	,	PUNCT
alkej-678	45	6	20	20	NUM
alkej-678	45	7	breast	breast	NOUN
alkej-678	45	8	attributes	attribute	NOUN
alkej-678	45	9	are	be	AUX
alkej-678	45	10	classified	classify	VERB
alkej-678	45	11	into	into	ADP
alkej-678	45	12	normal	normal	ADJ
alkej-678	45	13	or	or	CCONJ
alkej-678	45	14	abnormal	abnormal	ADJ
alkej-678	45	15	cases	case	NOUN
alkej-678	45	16	whereas	whereas	SCONJ
alkej-678	45	17	in	in	ADP
alkej-678	45	18	the	the	DET
alkej-678	45	19	second	second	ADJ
alkej-678	45	20	stage	stage	NOUN
alkej-678	45	21	the	the	DET
alkej-678	45	22	abnormal	abnormal	ADJ
alkej-678	45	23	breast	breast	NOUN
alkej-678	45	24	cases	case	NOUN
alkej-678	45	25	are	be	AUX
alkej-678	45	26	further	far	ADV
alkej-678	45	27	classified	classify	VERB
alkej-678	45	28	into	into	ADP
alkej-678	45	29	malignant	malignant	ADJ
alkej-678	45	30	or	or	CCONJ
alkej-678	45	31	benign	benign	ADJ
alkej-678	45	32	.	.	PUNCT
alkej-678	46	1	furthermore	furthermore	ADV
alkej-678	46	2	,	,	PUNCT
alkej-678	46	3	correlation	correlation	NOUN
alkej-678	46	4	-	-	PUNCT
alkej-678	46	5	based	base	VERB
alkej-678	46	6	feature	feature	NOUN
alkej-678	46	7	selection	selection	NOUN
alkej-678	46	8	will	will	AUX
alkej-678	46	9	be	be	AUX
alkej-678	46	10	employed	employ	VERB
alkej-678	46	11	to	to	PART
alkej-678	46	12	find	find	VERB
alkej-678	46	13	the	the	DET
alkej-678	46	14	best	good	ADJ
alkej-678	46	15	attributes	attribute	NOUN
alkej-678	46	16	out	out	ADP
alkej-678	46	17	of	of	ADP
alkej-678	46	18	the	the	DET
alkej-678	46	19	20	20	NUM
alkej-678	46	20	attributes	attribute	NOUN
alkej-678	46	21	.	.	PUNCT
alkej-678	47	1	the	the	DET
alkej-678	47	2	main	main	ADJ
alkej-678	47	3	contribution	contribution	NOUN
alkej-678	47	4	of	of	ADP
alkej-678	47	5	this	this	DET
alkej-678	47	6	paper	paper	NOUN
alkej-678	47	7	is	be	AUX
alkej-678	47	8	that	that	SCONJ
alkej-678	47	9	it	it	PRON
alkej-678	47	10	presents	present	VERB
alkej-678	47	11	a	a	DET
alkej-678	47	12	two	two	NUM
alkej-678	47	13	-	-	PUNCT
alkej-678	47	14	stage	stage	NOUN
alkej-678	47	15	classification	classification	NOUN
alkej-678	47	16	system	system	NOUN
alkej-678	47	17	for	for	ADP
alkej-678	47	18	the	the	DET
alkej-678	47	19	classification	classification	NOUN
alkej-678	47	20	of	of	ADP
alkej-678	47	21	breast	breast	NOUN
alkej-678	47	22	markers	marker	NOUN
alkej-678	47	23	with	with	ADP
alkej-678	47	24	machine	machine	NOUN
alkej-678	47	25	learning	learn	VERB
alkej-678	47	26	classifiers	classifier	NOUN
alkej-678	47	27	.	.	PUNCT
alkej-678	48	1	the	the	DET
alkej-678	48	2	most	most	ADV
alkej-678	48	3	important	important	ADJ
alkej-678	48	4	attributes	attribute	NOUN
alkej-678	48	5	that	that	PRON
alkej-678	48	6	are	be	AUX
alkej-678	48	7	influential	influential	ADJ
alkej-678	48	8	in	in	ADP
alkej-678	48	9	the	the	DET
alkej-678	48	10	prediction	prediction	NOUN
alkej-678	48	11	of	of	ADP
alkej-678	48	12	breast	breast	NOUN
alkej-678	48	13	tumor	tumor	NOUN
alkej-678	48	14	will	will	AUX
alkej-678	48	15	be	be	AUX
alkej-678	48	16	investigated	investigate	VERB
alkej-678	48	17	with	with	ADP
alkej-678	48	18	correlation	correlation	NOUN
alkej-678	48	19	-	-	PUNCT
alkej-678	48	20	based	base	VERB
alkej-678	48	21	feature	feature	NOUN
alkej-678	48	22	selection	selection	NOUN
alkej-678	48	23	on	on	ADP
alkej-678	48	24	a	a	DET
alkej-678	48	25	data	datum	NOUN
alkej-678	48	26	set	set	VERB
alkej-678	48	27	of	of	ADP
alkej-678	48	28	181	181	NUM
alkej-678	48	29	samples	sample	NOUN
alkej-678	48	30	.	.	PUNCT
alkej-678	49	1	2	2	X
alkej-678	49	2	.	.	X
alkej-678	49	3	materials	material	NOUN
alkej-678	49	4	and	and	CCONJ
alkej-678	49	5	methods	method	NOUN
alkej-678	49	6	a.	a.	NOUN
alkej-678	49	7	details	detail	NOUN
alkej-678	49	8	of	of	ADP
alkej-678	49	9	breast	breast	NOUN
alkej-678	49	10	cancer	cancer	NOUN
alkej-678	49	11	data	datum	NOUN
alkej-678	49	12	collection	collection	NOUN
alkej-678	49	13	the	the	DET
alkej-678	49	14	data	datum	NOUN
alkej-678	49	15	set	set	VERB
alkej-678	49	16	utilized	utilize	VERB
alkej-678	49	17	in	in	ADP
alkej-678	49	18	this	this	DET
alkej-678	49	19	study	study	NOUN
alkej-678	49	20	was	be	AUX
alkej-678	49	21	acquired	acquire	VERB
alkej-678	49	22	from	from	ADP
alkej-678	49	23	the	the	DET
alkej-678	49	24	center	center	NOUN
alkej-678	49	25	for	for	ADP
alkej-678	49	26	early	early	ADJ
alkej-678	49	27	breast	breast	NOUN
alkej-678	49	28	cancer	cancer	NOUN
alkej-678	49	29	detection	detection	NOUN
alkej-678	49	30	and	and	CCONJ
alkej-678	49	31	elwiya	elwiya	NOUN
alkej-678	49	32	oncology	oncology	NOUN
alkej-678	49	33	teaching	teaching	NOUN
alkej-678	49	34	hospital	hospital	NOUN
alkej-678	49	35	in	in	ADP
alkej-678	49	36	2013	2013	NUM
alkej-678	49	37	and	and	CCONJ
alkej-678	49	38	2014	2014	NUM
alkej-678	49	39	.	.	PUNCT
alkej-678	50	1	ethical	ethical	ADJ
alkej-678	50	2	approval	approval	NOUN
alkej-678	50	3	to	to	PART
alkej-678	50	4	conduct	conduct	VERB
alkej-678	50	5	the	the	DET
alkej-678	50	6	data	datum	NOUN
alkej-678	50	7	collection	collection	NOUN
alkej-678	50	8	was	be	AUX
alkej-678	50	9	obtained	obtain	VERB
alkej-678	50	10	from	from	ADP
alkej-678	50	11	the	the	DET
alkej-678	50	12	ministry	ministry	PROPN
alkej-678	50	13	of	of	ADP
alkej-678	50	14	health	health	PROPN
alkej-678	50	15	.	.	PUNCT
alkej-678	51	1	in	in	ADP
alkej-678	51	2	addition	addition	NOUN
alkej-678	51	3	,	,	PUNCT
alkej-678	51	4	data	datum	NOUN
alkej-678	51	5	collection	collection	NOUN
alkej-678	51	6	was	be	AUX
alkej-678	51	7	performed	perform	VERB
alkej-678	51	8	in	in	ADP
alkej-678	51	9	accordance	accordance	NOUN
alkej-678	51	10	with	with	ADP
alkej-678	51	11	the	the	DET
alkej-678	51	12	declaration	declaration	NOUN
alkej-678	51	13	of	of	ADP
alkej-678	51	14	helsinki	helsinki	PROPN
alkej-678	51	15	1964	1964	NUM
alkej-678	51	16	,	,	PUNCT
alkej-678	51	17	and	and	CCONJ
alkej-678	51	18	its	its	PRON
alkej-678	51	19	later	later	ADJ
alkej-678	51	20	amendments	amendment	NOUN
alkej-678	51	21	.	.	PUNCT
alkej-678	52	1	the	the	DET
alkej-678	52	2	data	datum	NOUN
alkej-678	52	3	set	set	VERB
alkej-678	52	4	consisted	consist	VERB
alkej-678	52	5	of	of	ADP
alkej-678	52	6	181subjects	181subjects	PROPN
alkej-678	52	7	(	(	PUNCT
alkej-678	52	8	111	111	NUM
alkej-678	52	9	malignant	malignant	NOUN
alkej-678	52	10	,	,	PUNCT
alkej-678	52	11	50	50	NUM
alkej-678	52	12	normal	normal	ADJ
alkej-678	52	13	control	control	NOUN
alkej-678	52	14	and	and	CCONJ
alkej-678	52	15	20	20	NUM
alkej-678	52	16	benign	benign	ADJ
alkej-678	52	17	cases	case	NOUN
alkej-678	52	18	)	)	PUNCT
alkej-678	52	19	.	.	PUNCT
alkej-678	53	1	the	the	DET
alkej-678	53	2	oncologist	oncologist	ADJ
alkej-678	53	3	examined	examine	VERB
alkej-678	53	4	subjects	subject	NOUN
alkej-678	53	5	,	,	PUNCT
alkej-678	53	6	with	with	ADP
alkej-678	53	7	suspected	suspect	VERB
alkej-678	53	8	breast	breast	NOUN
alkej-678	53	9	tumor	tumor	NOUN
alkej-678	53	10	,	,	PUNCT
alkej-678	53	11	and	and	CCONJ
alkej-678	53	12	approved	approve	VERB
alkej-678	53	13	their	their	PRON
alkej-678	53	14	inclusion	inclusion	NOUN
alkej-678	53	15	in	in	ADP
alkej-678	53	16	the	the	DET
alkej-678	53	17	study	study	NOUN
alkej-678	53	18	,	,	PUNCT
alkej-678	53	19	confirmed	confirm	VERB
alkej-678	53	20	with	with	ADP
alkej-678	53	21	the	the	DET
alkej-678	53	22	following	following	NOUN
alkej-678	53	23	:	:	PUNCT
alkej-678	53	24	1	1	X
alkej-678	53	25	)	)	PUNCT
alkej-678	53	26	clinical	clinical	ADJ
alkej-678	53	27	examination	examination	NOUN
alkej-678	53	28	,	,	PUNCT
alkej-678	53	29	2	2	NUM
alkej-678	53	30	)	)	PUNCT
alkej-678	53	31	breast	breast	NOUN
alkej-678	53	32	biopsy	biopsy	NOUN
alkej-678	53	33	,	,	PUNCT
alkej-678	53	34	3	3	X
alkej-678	53	35	)	)	PUNCT
alkej-678	53	36	mammogram	mammogram	NOUN
alkej-678	53	37	and	and	CCONJ
alkej-678	53	38	4	4	NUM
alkej-678	53	39	)	)	PUNCT
alkej-678	53	40	ultrasound	ultrasound	NOUN
alkej-678	53	41	(	(	PUNCT
alkej-678	53	42	us	we	PRON
alkej-678	53	43	)	)	PUNCT
alkej-678	53	44	scan	scan	NOUN
alkej-678	53	45	.	.	PUNCT
alkej-678	54	1	before	before	ADP
alkej-678	54	2	the	the	DET
alkej-678	54	3	data	data	NOUN
alkej-678	54	4	collection	collection	NOUN
alkej-678	54	5	,	,	PUNCT
alkej-678	54	6	subjects	subject	NOUN
alkej-678	54	7	were	be	AUX
alkej-678	54	8	debriefed	debrief	VERB
alkej-678	54	9	and	and	CCONJ
alkej-678	54	10	consented	consent	VERB
alkej-678	54	11	to	to	PART
alkej-678	54	12	participate	participate	VERB
alkej-678	54	13	in	in	ADP
alkej-678	54	14	the	the	DET
alkej-678	54	15	study	study	NOUN
alkej-678	54	16	.	.	PUNCT
alkej-678	55	1	the	the	DET
alkej-678	55	2	data	datum	NOUN
alkej-678	55	3	set	set	NOUN
alkej-678	55	4	has	have	VERB
alkej-678	55	5	20	20	NUM
alkej-678	55	6	attributes	attribute	NOUN
alkej-678	55	7	which	which	PRON
alkej-678	55	8	can	can	AUX
alkej-678	55	9	be	be	AUX
alkej-678	55	10	categorized	categorize	VERB
alkej-678	55	11	in	in	ADP
alkej-678	55	12	3	3	NUM
alkej-678	55	13	main	main	ADJ
alkej-678	55	14	categories	category	NOUN
alkej-678	55	15	,	,	PUNCT
alkej-678	55	16	i	i	NOUN
alkej-678	55	17	)	)	PUNCT
alkej-678	55	18	demographic	demographic	ADJ
alkej-678	55	19	information	information	NOUN
alkej-678	55	20	(	(	PUNCT
alkej-678	55	21	9	9	NUM
alkej-678	55	22	attributes),ii	attributes),ii	ADJ
alkej-678	55	23	)	)	PUNCT
alkej-678	55	24	attributes	attribute	VERB
alkej-678	55	25	derived	derive	VERB
alkej-678	55	26	iyden	iyden	PROPN
alkej-678	55	27	kamil	kamil	PROPN
alkej-678	55	28	mohammed	mohammed	PROPN
alkej-678	55	29	al	al	PROPN
alkej-678	55	30	-	-	PUNCT
alkej-678	55	31	khwarizmi	khwarizmi	PROPN
alkej-678	55	32	engineering	engineering	NOUN
alkej-678	55	33	journal	journal	PROPN
alkej-678	55	34	,	,	PUNCT
alkej-678	55	35	vol	vol	NOUN
alkej-678	55	36	.	.	PROPN
alkej-678	56	1	16	16	NUM
alkej-678	56	2	,	,	PUNCT
alkej-678	56	3	no	no	INTJ
alkej-678	56	4	.	.	NOUN
alkej-678	56	5	3	3	NUM
alkej-678	56	6	,	,	PUNCT
alkej-678	56	7	p.p	p.p	PROPN
alkej-678	56	8	.	.	NOUN
alkej-678	56	9	110	110	NUM
alkej-678	56	10	(	(	PUNCT
alkej-678	56	11	2020	2020	NUM
alkej-678	56	12	)	)	PUNCT
alkej-678	56	13	3	3	NUM
alkej-678	56	14	from	from	ADP
alkej-678	56	15	blood	blood	NOUN
alkej-678	56	16	samples	sample	NOUN
alkej-678	56	17	(	(	PUNCT
alkej-678	56	18	5	5	NUM
alkej-678	56	19	attributes	attribute	NOUN
alkej-678	56	20	)	)	PUNCT
alkej-678	56	21	and	and	CCONJ
alkej-678	56	22	iii	iii	X
alkej-678	56	23	)	)	PUNCT
alkej-678	56	24	attributes	attribute	NOUN
alkej-678	56	25	derived	derive	VERB
alkej-678	56	26	from	from	ADP
alkej-678	56	27	saliva	saliva	NOUN
alkej-678	56	28	(	(	PUNCT
alkej-678	56	29	6	6	NUM
alkej-678	56	30	attributes	attribute	NOUN
alkej-678	56	31	)	)	PUNCT
alkej-678	56	32	.	.	PUNCT
alkej-678	57	1	the	the	DET
alkej-678	57	2	nine	nine	NUM
alkej-678	57	3	demographic	demographic	ADJ
alkej-678	57	4	attributes	attribute	NOUN
alkej-678	57	5	include	include	VERB
alkej-678	57	6	age	age	NOUN
alkej-678	57	7	,	,	PUNCT
alkej-678	57	8	body	body	NOUN
alkej-678	57	9	mass	mass	NOUN
alkej-678	57	10	index	index	NOUN
alkej-678	57	11	(	(	PUNCT
alkej-678	57	12	bmi	bmi	PROPN
alkej-678	57	13	)	)	PUNCT
alkej-678	57	14	,	,	PUNCT
alkej-678	57	15	total	total	ADJ
alkej-678	57	16	body	body	NOUN
alkej-678	57	17	fat	fat	NOUN
alkej-678	57	18	index	index	NOUN
alkej-678	57	19	(	(	PUNCT
alkej-678	57	20	tbf	tbf	NOUN
alkej-678	57	21	)	)	PUNCT
alkej-678	57	22	,	,	PUNCT
alkej-678	57	23	waist	waist	NOUN
alkej-678	57	24	hip	hip	NOUN
alkej-678	57	25	ratio	ratio	NOUN
alkej-678	57	26	(	(	PUNCT
alkej-678	57	27	whr	whr	PROPN
alkej-678	57	28	)	)	PUNCT
alkej-678	57	29	,	,	PUNCT
alkej-678	57	30	number	number	NOUN
alkej-678	57	31	of	of	ADP
alkej-678	57	32	menstruation	menstruation	NOUN
alkej-678	57	33	(	(	PUNCT
alkej-678	57	34	mens	men	NOUN
alkej-678	57	35	.	.	PUNCT
alkej-678	57	36	)	)	PUNCT
alkej-678	57	37	cycles	cycle	NOUN
alkej-678	57	38	per	per	ADP
alkej-678	57	39	year	year	NOUN
alkej-678	57	40	,	,	PUNCT
alkej-678	57	41	duration	duration	NOUN
alkej-678	57	42	of	of	ADP
alkej-678	57	43	contraceptive	contraceptive	NOUN
alkej-678	57	44	intake	intake	NOUN
alkej-678	57	45	per	per	ADP
alkej-678	57	46	year	year	NOUN
alkej-678	57	47	,	,	PUNCT
alkej-678	57	48	menstruation	menstruation	NOUN
alkej-678	57	49	(	(	PUNCT
alkej-678	57	50	mens	men	NOUN
alkej-678	57	51	.	.	PUNCT
alkej-678	57	52	)	)	PUNCT
alkej-678	57	53	cycle	cycle	NOUN
alkej-678	57	54	status	status	NOUN
alkej-678	57	55	(	(	PUNCT
alkej-678	57	56	normal	normal	ADJ
alkej-678	57	57	or	or	CCONJ
alkej-678	57	58	abnormal	abnormal	ADJ
alkej-678	57	59	)	)	PUNCT
alkej-678	57	60	,	,	PUNCT
alkej-678	57	61	type	type	NOUN
alkej-678	57	62	of	of	ADP
alkej-678	57	63	fucosyl	fucosyl	NOUN
alkej-678	57	64	transferase	transferase	NOUN
alkej-678	57	65	2	2	NUM
alkej-678	57	66	(	(	PUNCT
alkej-678	57	67	fut2	fut2	PROPN
alkej-678	57	68	)	)	PUNCT
alkej-678	57	69	gene	gene	NOUN
alkej-678	57	70	(	(	PUNCT
alkej-678	57	71	secretor	secretor	NOUN
alkej-678	57	72	or	or	CCONJ
alkej-678	57	73	non	non	ADJ
alkej-678	57	74	-	-	NOUN
alkej-678	57	75	secretor	secretor	NOUN
alkej-678	57	76	)	)	PUNCT
alkej-678	57	77	,	,	PUNCT
alkej-678	57	78	type	type	NOUN
alkej-678	57	79	of	of	ADP
alkej-678	57	80	lewis	lewis	PROPN
alkej-678	57	81	blood	blood	NOUN
alkej-678	57	82	group	group	NOUN
alkej-678	57	83	.	.	PUNCT
alkej-678	58	1	the	the	DET
alkej-678	58	2	5biomarkers	5biomarkers	PROPN
alkej-678	58	3	that	that	PRON
alkej-678	58	4	are	be	AUX
alkej-678	58	5	derived	derive	VERB
alkej-678	58	6	from	from	ADP
alkej-678	58	7	blood	blood	NOUN
alkej-678	58	8	samples	sample	NOUN
alkej-678	58	9	included	include	VERB
alkej-678	58	10	the	the	DET
alkej-678	58	11	level	level	NOUN
alkej-678	58	12	of	of	ADP
alkej-678	58	13	estrogen	estrogen	NOUN
alkej-678	58	14	hormone	hormone	NOUN
alkej-678	58	15	(	(	PUNCT
alkej-678	58	16	es	es	NOUN
alkej-678	58	17	-	-	PUNCT
alkej-678	58	18	b	b	NOUN
alkej-678	58	19	)	)	PUNCT
alkej-678	58	20	,	,	PUNCT
alkej-678	58	21	the	the	DET
alkej-678	58	22	level	level	NOUN
alkej-678	58	23	of	of	ADP
alkej-678	58	24	progesterone	progesterone	NOUN
alkej-678	58	25	hormone	hormone	NOUN
alkej-678	58	26	(	(	PUNCT
alkej-678	58	27	pgb	pgb	PROPN
alkej-678	58	28	)	)	PUNCT
alkej-678	58	29	,	,	PUNCT
alkej-678	58	30	the	the	DET
alkej-678	58	31	level	level	NOUN
alkej-678	58	32	of	of	ADP
alkej-678	58	33	ca15	ca15	PROPN
alkej-678	58	34	-	-	PUNCT
alkej-678	58	35	3	3	NUM
alkej-678	58	36	protein	protein	NOUN
alkej-678	58	37	(	(	PUNCT
alkej-678	58	38	ca15	ca15	PROPN
alkej-678	58	39	-	-	PUNCT
alkej-678	58	40	3	3	NUM
alkej-678	58	41	b	b	NOUN
alkej-678	58	42	)	)	PUNCT
alkej-678	58	43	,	,	PUNCT
alkej-678	58	44	carcinoembryonic	carcinoembryonic	ADJ
alkej-678	58	45	antigen	antigen	ADJ
alkej-678	58	46	level	level	NOUN
alkej-678	58	47	(	(	PUNCT
alkej-678	58	48	cea	cea	PROPN
alkej-678	58	49	-	-	PUNCT
alkej-678	58	50	b	b	PROPN
alkej-678	58	51	)	)	PUNCT
alkej-678	58	52	and	and	CCONJ
alkej-678	58	53	total	total	ADJ
alkej-678	58	54	protein	protein	NOUN
alkej-678	58	55	(	(	PUNCT
alkej-678	58	56	tp	tp	NOUN
alkej-678	58	57	-	-	PUNCT
alkej-678	58	58	b	b	NOUN
alkej-678	58	59	)	)	PUNCT
alkej-678	58	60	.	.	PUNCT
alkej-678	59	1	the	the	DET
alkej-678	59	2	biomarker	biomarker	NOUN
alkej-678	59	3	that	that	PRON
alkej-678	59	4	were	be	AUX
alkej-678	59	5	obtained	obtain	VERB
alkej-678	59	6	from	from	ADP
alkej-678	59	7	analyzing	analyze	VERB
alkej-678	59	8	salivary	salivary	ADJ
alkej-678	59	9	samples	sample	NOUN
alkej-678	59	10	included	include	VERB
alkej-678	59	11	the	the	DET
alkej-678	59	12	ph	ph	ADJ
alkej-678	59	13	level	level	NOUN
alkej-678	59	14	(	(	PUNCT
alkej-678	59	15	ph	ph	VERB
alkej-678	59	16	-	-	PUNCT
alkej-678	59	17	s	s	NOUN
alkej-678	59	18	)	)	PUNCT
alkej-678	59	19	,	,	PUNCT
alkej-678	59	20	salivary	salivary	VERB
alkej-678	59	21	total	total	ADJ
alkej-678	59	22	protein	protein	NOUN
alkej-678	59	23	(	(	PUNCT
alkej-678	59	24	tp	tp	NOUN
alkej-678	59	25	-	-	PUNCT
alkej-678	59	26	s	s	NOUN
alkej-678	59	27	)	)	PUNCT
alkej-678	59	28	,	,	PUNCT
alkej-678	59	29	estrogen	estrogen	NOUN
alkej-678	59	30	hormone	hormone	NOUN
alkej-678	59	31	level	level	NOUN
alkej-678	59	32	(	(	PUNCT
alkej-678	59	33	es	es	NOUN
alkej-678	59	34	-	-	PUNCT
alkej-678	59	35	s	s	NOUN
alkej-678	59	36	)	)	PUNCT
alkej-678	59	37	,	,	PUNCT
alkej-678	59	38	the	the	DET
alkej-678	59	39	level	level	NOUN
alkej-678	59	40	of	of	ADP
alkej-678	59	41	ca15	ca15	PROPN
alkej-678	59	42	-	-	PUNCT
alkej-678	59	43	3	3	NUM
alkej-678	59	44	protein	protein	NOUN
alkej-678	59	45	(	(	PUNCT
alkej-678	59	46	ca15	ca15	PROPN
alkej-678	59	47	-	-	PUNCT
alkej-678	59	48	3	3	NUM
alkej-678	59	49	s	s	NOUN
alkej-678	59	50	)	)	PUNCT
alkej-678	59	51	,	,	PUNCT
alkej-678	59	52	saliva	saliva	NOUN
alkej-678	59	53	progesterone	progesterone	NOUN
alkej-678	59	54	hormone	hormone	NOUN
alkej-678	59	55	level	level	NOUN
alkej-678	59	56	(	(	PUNCT
alkej-678	59	57	pg	pg	NOUN
alkej-678	59	58	-	-	PUNCT
alkej-678	59	59	s	s	NOUN
alkej-678	59	60	)	)	PUNCT
alkej-678	59	61	and	and	CCONJ
alkej-678	59	62	salivary	salivary	VERB
alkej-678	59	63	carcinoembryonic	carcinoembryonic	ADJ
alkej-678	59	64	antigen	antigen	NOUN
alkej-678	59	65	level	level	NOUN
alkej-678	59	66	(	(	PUNCT
alkej-678	59	67	cea	cea	PROPN
alkej-678	59	68	-	-	PUNCT
alkej-678	59	69	s	s	PROPN
alkej-678	59	70	)	)	PUNCT
alkej-678	59	71	.	.	PUNCT
alkej-678	60	1	b.	b.	PROPN
alkej-678	60	2	details	detail	NOUN
alkej-678	60	3	of	of	ADP
alkej-678	60	4	the	the	DET
alkej-678	60	5	pattern	pattern	NOUN
alkej-678	60	6	classifcation	classifcation	NOUN
alkej-678	60	7	in	in	ADP
alkej-678	60	8	this	this	DET
alkej-678	60	9	study	study	NOUN
alkej-678	60	10	,	,	PUNCT
alkej-678	60	11	a	a	DET
alkej-678	60	12	two	two	NUM
alkej-678	60	13	-	-	PUNCT
alkej-678	60	14	stage	stage	NOUN
alkej-678	60	15	classification	classification	NOUN
alkej-678	60	16	system	system	NOUN
alkej-678	60	17	is	be	AUX
alkej-678	60	18	proposed	propose	VERB
alkej-678	60	19	where	where	SCONJ
alkej-678	60	20	the	the	DET
alkej-678	60	21	breast	breast	NOUN
alkej-678	60	22	attributes	attribute	NOUN
alkej-678	60	23	are	be	AUX
alkej-678	60	24	classified	classify	VERB
alkej-678	60	25	into	into	ADP
alkej-678	60	26	either	either	CCONJ
alkej-678	60	27	normal	normal	ADJ
alkej-678	60	28	or	or	CCONJ
alkej-678	60	29	abnormal	abnormal	ADJ
alkej-678	60	30	in	in	ADP
alkej-678	60	31	the	the	DET
alkej-678	60	32	first	first	ADJ
alkej-678	60	33	stage	stage	NOUN
alkej-678	60	34	.	.	PUNCT
alkej-678	61	1	in	in	ADP
alkej-678	61	2	the	the	DET
alkej-678	61	3	second	second	ADJ
alkej-678	61	4	stage	stage	NOUN
alkej-678	61	5	of	of	ADP
alkej-678	61	6	the	the	DET
alkej-678	61	7	classification	classification	NOUN
alkej-678	61	8	,	,	PUNCT
alkej-678	61	9	the	the	DET
alkej-678	61	10	abnormal	abnormal	ADJ
alkej-678	61	11	instances	instance	NOUN
alkej-678	61	12	can	can	AUX
alkej-678	61	13	be	be	AUX
alkej-678	61	14	further	far	ADV
alkej-678	61	15	classified	classify	VERB
alkej-678	61	16	into	into	ADP
alkej-678	61	17	malignant	malignant	ADJ
alkej-678	61	18	and	and	CCONJ
alkej-678	61	19	benign	benign	ADJ
alkej-678	61	20	cases	case	NOUN
alkej-678	61	21	.	.	PUNCT
alkej-678	62	1	the	the	DET
alkej-678	62	2	general	general	ADJ
alkej-678	62	3	block	block	NOUN
alkej-678	62	4	diagram	diagram	NOUN
alkej-678	62	5	of	of	ADP
alkej-678	62	6	the	the	DET
alkej-678	62	7	twostage	twostage	NOUN
alkej-678	62	8	classification	classification	NOUN
alkej-678	62	9	system	system	NOUN
alkej-678	62	10	is	be	AUX
alkej-678	62	11	shown	show	VERB
alkej-678	62	12	in	in	ADP
alkej-678	62	13	fig	fig	NOUN
alkej-678	62	14	.	.	PUNCT
alkej-678	63	1	1	1	X
alkej-678	63	2	.	.	X
alkej-678	63	3	fig	fig	NOUN
alkej-678	63	4	.	.	PUNCT
alkej-678	64	1	1	1	X
alkej-678	64	2	.	.	X
alkej-678	64	3	block	block	NOUN
alkej-678	64	4	diagram	diagram	NOUN
alkej-678	64	5	of	of	ADP
alkej-678	64	6	the	the	DET
alkej-678	64	7	proposed	propose	VERB
alkej-678	64	8	breast	breast	NOUN
alkej-678	64	9	attribute	attribute	NOUN
alkej-678	64	10	classification	classification	NOUN
alkej-678	64	11	method	method	NOUN
alkej-678	64	12	.	.	PUNCT
alkej-678	65	1	how	how	SCONJ
alkej-678	65	2	to	to	PART
alkej-678	65	3	select	select	VERB
alkej-678	65	4	the	the	DET
alkej-678	65	5	best	good	ADJ
alkej-678	65	6	machine	machine	NOUN
alkej-678	65	7	learning	learn	VERB
alkej-678	65	8	classifier	classifier	NOUN
alkej-678	65	9	for	for	ADP
alkej-678	65	10	the	the	DET
alkej-678	65	11	breast	breast	NOUN
alkej-678	65	12	cancer	cancer	NOUN
alkej-678	65	13	detection	detection	NOUN
alkej-678	65	14	can	can	AUX
alkej-678	65	15	be	be	AUX
alkej-678	65	16	considered	consider	VERB
alkej-678	65	17	as	as	ADP
alkej-678	65	18	an	an	DET
alkej-678	65	19	open	open	ADJ
alkej-678	65	20	research	research	NOUN
alkej-678	65	21	question	question	NOUN
alkej-678	65	22	.	.	PUNCT
alkej-678	66	1	therefore	therefore	ADV
alkej-678	66	2	in	in	ADP
alkej-678	66	3	this	this	DET
alkej-678	66	4	study	study	NOUN
alkej-678	66	5	we	we	PRON
alkej-678	66	6	investigate	investigate	VERB
alkej-678	66	7	the	the	DET
alkej-678	66	8	performance	performance	NOUN
alkej-678	66	9	of	of	ADP
alkej-678	66	10	the	the	DET
alkej-678	66	11	proposed	propose	VERB
alkej-678	66	12	two	two	NUM
alkej-678	66	13	-	-	PUNCT
alkej-678	66	14	stage	stage	NOUN
alkej-678	66	15	classification	classification	NOUN
alkej-678	66	16	system	system	NOUN
alkej-678	66	17	with	with	ADP
alkej-678	66	18	four	four	NUM
alkej-678	66	19	different	different	ADJ
alkej-678	66	20	classifiers	classifier	NOUN
alkej-678	66	21	:	:	PUNCT
alkej-678	66	22	logistic	logistic	ADJ
alkej-678	66	23	regression	regression	NOUN
alkej-678	66	24	[	[	X
alkej-678	66	25	12	12	NUM
alkej-678	66	26	]	]	PUNCT
alkej-678	66	27	,	,	PUNCT
alkej-678	66	28	naïve	naïve	ADJ
alkej-678	66	29	bayes	bayes	NOUN
alkej-678	67	1	[	[	X
alkej-678	67	2	13	13	NUM
alkej-678	67	3	]	]	PUNCT
alkej-678	67	4	,	,	PUNCT
alkej-678	67	5	decision	decision	NOUN
alkej-678	67	6	tree	tree	NOUN
alkej-678	68	1	[	[	X
alkej-678	68	2	12	12	NUM
alkej-678	68	3	]	]	PUNCT
alkej-678	68	4	and	and	CCONJ
alkej-678	68	5	oner	oner	VERB
alkej-678	68	6	[	[	X
alkej-678	68	7	14	14	NUM
alkej-678	68	8	]	]	PUNCT
alkej-678	68	9	.	.	PUNCT
alkej-678	69	1	the	the	DET
alkej-678	69	2	rationale	rationale	NOUN
alkej-678	69	3	behind	behind	ADP
alkej-678	69	4	choosing	choose	VERB
alkej-678	69	5	these	these	DET
alkej-678	69	6	machine	machine	NOUN
alkej-678	69	7	learning	learn	VERB
alkej-678	69	8	classifiers	classifier	NOUN
alkej-678	69	9	to	to	PART
alkej-678	69	10	perform	perform	VERB
alkej-678	69	11	the	the	DET
alkej-678	69	12	analysis	analysis	NOUN
alkej-678	69	13	in	in	ADP
alkej-678	69	14	this	this	DET
alkej-678	69	15	study	study	NOUN
alkej-678	69	16	was	be	AUX
alkej-678	69	17	that	that	SCONJ
alkej-678	69	18	these	these	DET
alkej-678	69	19	classifiers	classifier	NOUN
alkej-678	69	20	are	be	AUX
alkej-678	69	21	relatively	relatively	ADV
alkej-678	69	22	straightforward	straightforward	ADJ
alkej-678	69	23	and	and	CCONJ
alkej-678	69	24	simple	simple	ADJ
alkej-678	69	25	to	to	PART
alkej-678	69	26	implement	implement	VERB
alkej-678	69	27	,	,	PUNCT
alkej-678	69	28	and	and	CCONJ
alkej-678	69	29	they	they	PRON
alkej-678	69	30	have	have	AUX
alkej-678	69	31	been	be	AUX
alkej-678	69	32	utilised	utilise	VERB
alkej-678	69	33	in	in	ADP
alkej-678	69	34	the	the	DET
alkej-678	69	35	previous	previous	ADJ
alkej-678	69	36	literature	literature	NOUN
alkej-678	69	37	.	.	PUNCT
alkej-678	70	1	weka	weka	PROPN
alkej-678	70	2	,	,	PUNCT
alkej-678	70	3	an	an	DET
alkej-678	70	4	open	open	ADJ
alkej-678	70	5	source	source	NOUN
alkej-678	70	6	software	software	NOUN
alkej-678	70	7	package	package	NOUN
alkej-678	70	8	[	[	X
alkej-678	70	9	12	12	NUM
alkej-678	70	10	]	]	PUNCT
alkej-678	70	11	was	be	AUX
alkej-678	70	12	used	use	VERB
alkej-678	70	13	to	to	PART
alkej-678	70	14	perform	perform	VERB
alkej-678	70	15	classification	classification	NOUN
alkej-678	70	16	with	with	ADP
alkej-678	70	17	the	the	DET
alkej-678	70	18	four	four	NUM
alkej-678	70	19	classifies	classifie	NOUN
alkej-678	70	20	in	in	ADP
alkej-678	70	21	the	the	DET
alkej-678	70	22	current	current	ADJ
alkej-678	70	23	study	study	NOUN
alkej-678	70	24	.	.	PUNCT
alkej-678	71	1	logistic	logistic	ADJ
alkej-678	71	2	regression	regression	NOUN
alkej-678	71	3	is	be	AUX
alkej-678	71	4	a	a	DET
alkej-678	71	5	traditional	traditional	ADJ
alkej-678	71	6	classification	classification	NOUN
alkej-678	71	7	method	method	NOUN
alkej-678	71	8	where	where	SCONJ
alkej-678	71	9	class	class	NOUN
alkej-678	71	10	probabilities	probability	NOUN
alkej-678	71	11	are	be	AUX
alkej-678	71	12	estimated	estimate	VERB
alkej-678	71	13	by	by	ADP
alkej-678	71	14	means	mean	NOUN
alkej-678	71	15	of	of	ADP
alkej-678	71	16	applying	apply	VERB
alkej-678	71	17	the	the	DET
alkej-678	71	18	logit	logit	NOUN
alkej-678	71	19	transformation	transformation	NOUN
alkej-678	71	20	to	to	ADP
alkej-678	71	21	a	a	DET
alkej-678	71	22	linear	linear	ADJ
alkej-678	71	23	regression	regression	NOUN
alkej-678	71	24	model	model	NOUN
alkej-678	71	25	[	[	X
alkej-678	71	26	3	3	NUM
alkej-678	71	27	]	]	PUNCT
alkej-678	71	28	.	.	PUNCT
alkej-678	72	1	it	it	PRON
alkej-678	72	2	provides	provide	VERB
alkej-678	72	3	a	a	DET
alkej-678	72	4	mechanism	mechanism	NOUN
alkej-678	72	5	for	for	ADP
alkej-678	72	6	applying	apply	VERB
alkej-678	72	7	linear	linear	NOUN
alkej-678	72	8	regression	regression	NOUN
alkej-678	72	9	for	for	ADP
alkej-678	72	10	performing	perform	VERB
alkej-678	72	11	classification	classification	NOUN
alkej-678	72	12	[	[	X
alkej-678	72	13	15	15	NUM
alkej-678	72	14	]	]	PUNCT
alkej-678	72	15	.	.	PUNCT
alkej-678	73	1	for	for	ADP
alkej-678	73	2	more	more	ADJ
alkej-678	73	3	details	detail	NOUN
alkej-678	73	4	about	about	ADP
alkej-678	73	5	the	the	DET
alkej-678	73	6	mathematical	mathematical	ADJ
alkej-678	73	7	derivation	derivation	NOUN
alkej-678	73	8	,	,	PUNCT
alkej-678	73	9	the	the	DET
alkej-678	73	10	reader	reader	NOUN
alkej-678	73	11	is	be	AUX
alkej-678	73	12	referred	refer	VERB
alkej-678	73	13	to	to	ADP
alkej-678	73	14	[	[	X
alkej-678	73	15	15	15	NUM
alkej-678	73	16	]	]	PUNCT
alkej-678	73	17	.	.	PUNCT
alkej-678	74	1	logistic	logistic	ADJ
alkej-678	74	2	function	function	NOUN
alkej-678	74	3	in	in	ADP
alkej-678	74	4	weka	weka	PROPN
alkej-678	74	5	has	have	AUX
alkej-678	74	6	been	be	AUX
alkej-678	74	7	utilised	utilise	VERB
alkej-678	74	8	for	for	ADP
alkej-678	74	9	logistic	logistic	ADJ
alkej-678	74	10	regression	regression	NOUN
alkej-678	74	11	[	[	X
alkej-678	74	12	12	12	NUM
alkej-678	74	13	]	]	PUNCT
alkej-678	74	14	.	.	PUNCT
alkej-678	75	1	naïve	naïve	ADJ
alkej-678	75	2	bayes	bayes	PROPN
alkej-678	75	3	classifiers	classifier	NOUN
alkej-678	75	4	is	be	AUX
alkej-678	75	5	a	a	DET
alkej-678	75	6	probabilistic	probabilistic	ADJ
alkej-678	75	7	classifier	classifier	NOUN
alkej-678	75	8	which	which	PRON
alkej-678	75	9	is	be	AUX
alkej-678	75	10	based	base	VERB
alkej-678	75	11	on	on	ADP
alkej-678	75	12	the	the	DET
alkej-678	75	13	bayes	bayes	PROPN
alkej-678	75	14	theorem	theorem	VERB
alkej-678	75	15	and	and	CCONJ
alkej-678	75	16	being	be	AUX
alkej-678	75	17	considered	consider	VERB
alkej-678	75	18	as	as	ADP
alkej-678	75	19	a	a	DET
alkej-678	75	20	simple	simple	ADJ
alkej-678	75	21	classifier	classifier	NOUN
alkej-678	75	22	[	[	X
alkej-678	75	23	16	16	NUM
alkej-678	75	24	]	]	PUNCT
alkej-678	75	25	.	.	PUNCT
alkej-678	76	1	in	in	ADP
alkej-678	76	2	addition	addition	NOUN
alkej-678	76	3	,	,	PUNCT
alkej-678	76	4	it	it	PRON
alkej-678	76	5	assumes	assume	VERB
alkej-678	76	6	independence	independence	NOUN
alkej-678	76	7	in	in	ADP
alkej-678	76	8	a	a	DET
alkej-678	76	9	naïve	naïve	ADJ
alkej-678	76	10	way	way	NOUN
alkej-678	77	1	[	[	X
alkej-678	77	2	12	12	NUM
alkej-678	77	3	]	]	PUNCT
alkej-678	77	4	.	.	PUNCT
alkej-678	78	1	the	the	DET
alkej-678	78	2	hypothesis	hypothesis	NOUN
alkej-678	78	3	is	be	AUX
alkej-678	78	4	that	that	SCONJ
alkej-678	78	5	the	the	DET
alkej-678	78	6	probabilities	probability	NOUN
alkej-678	78	7	of	of	ADP
alkej-678	78	8	each	each	DET
alkej-678	78	9	feature	feature	NOUN
alkej-678	78	10	multiply	multiply	ADV
alkej-678	78	11	is	be	AUX
alkej-678	78	12	only	only	ADV
alkej-678	78	13	valid	valid	ADJ
alkej-678	78	14	if	if	SCONJ
alkej-678	78	15	the	the	DET
alkej-678	78	16	events	event	NOUN
alkej-678	78	17	are	be	AUX
alkej-678	78	18	independent	independent	ADJ
alkej-678	78	19	.	.	PUNCT
alkej-678	79	1	despite	despite	SCONJ
alkej-678	79	2	the	the	DET
alkej-678	79	3	simplistic	simplistic	ADJ
alkej-678	79	4	assumption	assumption	NOUN
alkej-678	79	5	of	of	ADP
alkej-678	79	6	independent	independent	ADJ
alkej-678	79	7	attributes	attribute	NOUN
alkej-678	79	8	in	in	ADP
alkej-678	79	9	real	real	ADJ
alkej-678	79	10	life	life	NOUN
alkej-678	79	11	,	,	PUNCT
alkej-678	79	12	naïve	naïve	ADJ
alkej-678	79	13	bayes	bayes	PROPN
alkej-678	79	14	works	work	VERB
alkej-678	79	15	very	very	ADV
alkej-678	79	16	effectively	effectively	ADV
alkej-678	79	17	when	when	SCONJ
alkej-678	79	18	utilized	utilize	VERB
alkej-678	79	19	to	to	PART
alkej-678	79	20	classify	classify	VERB
alkej-678	79	21	real	real	ADJ
alkej-678	79	22	life	life	NOUN
alkej-678	79	23	datasets	dataset	NOUN
alkej-678	79	24	[	[	X
alkej-678	79	25	12	12	NUM
alkej-678	79	26	]	]	PUNCT
alkej-678	79	27	.	.	PUNCT
alkej-678	80	1	the	the	DET
alkej-678	80	2	pseudocode	pseudocode	PROPN
alkej-678	80	3	for	for	ADP
alkej-678	80	4	naïve	naïve	ADJ
alkej-678	80	5	bayes	bayes	NOUN
alkej-678	80	6	classifier	classifier	NOUN
alkej-678	81	1	[	[	X
alkej-678	81	2	17	17	NUM
alkej-678	81	3	]	]	PUNCT
alkej-678	81	4	is	be	AUX
alkej-678	81	5	displayed	display	VERB
alkej-678	81	6	in	in	ADP
alkej-678	81	7	fig.2	fig.2	PROPN
alkej-678	81	8	.	.	PUNCT
alkej-678	82	1	decisionstump	decisionstump	NOUN
alkej-678	82	2	,	,	PUNCT
alkej-678	82	3	a	a	DET
alkej-678	82	4	fast	fast	ADJ
alkej-678	82	5	decision	decision	NOUN
alkej-678	82	6	tree	tree	NOUN
alkej-678	82	7	learner	learner	NOUN
alkej-678	82	8	which	which	PRON
alkej-678	82	9	uses	use	VERB
alkej-678	82	10	reduced	reduce	VERB
alkej-678	82	11	-	-	PUNCT
alkej-678	82	12	error	error	NOUN
alkej-678	82	13	pruning	pruning	NOUN
alkej-678	82	14	,	,	PUNCT
alkej-678	82	15	was	be	AUX
alkej-678	82	16	used	use	VERB
alkej-678	82	17	.	.	PUNCT
alkej-678	83	1	it	it	PRON
alkej-678	83	2	builds	build	VERB
alkej-678	83	3	one	one	NUM
alkej-678	83	4	level	level	NOUN
alkej-678	83	5	binary	binary	ADJ
alkej-678	83	6	decision	decision	NOUN
alkej-678	83	7	tree	tree	NOUN
alkej-678	83	8	with	with	ADP
alkej-678	83	9	categorical	categorical	ADJ
alkej-678	83	10	or	or	CCONJ
alkej-678	83	11	numeric	numeric	ADJ
alkej-678	83	12	class	class	NOUN
alkej-678	83	13	to	to	PART
alkej-678	83	14	perform	perform	VERB
alkej-678	83	15	the	the	DET
alkej-678	83	16	classification	classification	NOUN
alkej-678	83	17	.	.	PUNCT
alkej-678	84	1	decisionstump	decisionstump	NOUN
alkej-678	84	2	in	in	ADP
alkej-678	84	3	weka	weka	PROPN
alkej-678	84	4	was	be	AUX
alkej-678	84	5	utilized	utilize	VERB
alkej-678	84	6	to	to	PART
alkej-678	84	7	do	do	VERB
alkej-678	84	8	decision	decision	NOUN
alkej-678	84	9	tree	tree	NOUN
alkej-678	84	10	.	.	PUNCT
alkej-678	85	1	for	for	ADP
alkej-678	85	2	more	more	ADJ
alkej-678	85	3	details	detail	NOUN
alkej-678	85	4	about	about	ADP
alkej-678	85	5	the	the	DET
alkej-678	85	6	implementation	implementation	NOUN
alkej-678	85	7	of	of	ADP
alkej-678	85	8	decision	decision	NOUN
alkej-678	85	9	stump	stump	NOUN
alkej-678	85	10	,	,	PUNCT
alkej-678	85	11	the	the	DET
alkej-678	85	12	reader	reader	NOUN
alkej-678	85	13	is	be	AUX
alkej-678	85	14	referred	refer	VERB
alkej-678	85	15	to	to	ADP
alkej-678	85	16	[	[	X
alkej-678	85	17	18	18	NUM
alkej-678	85	18	]	]	PUNCT
alkej-678	85	19	.	.	PUNCT
alkej-678	86	1	oner	oner	PROPN
alkej-678	86	2	classifier	classifier	NOUN
alkej-678	86	3	is	be	AUX
alkej-678	86	4	simple	simple	ADJ
alkej-678	86	5	but	but	CCONJ
alkej-678	86	6	accurate	accurate	ADJ
alkej-678	86	7	classifier	classifier	NOUN
alkej-678	86	8	.	.	PUNCT
alkej-678	87	1	oner	oner	PROPN
alkej-678	87	2	algorithm	algorithm	NOUN
alkej-678	87	3	generates	generate	VERB
alkej-678	87	4	one	one	NUM
alkej-678	87	5	rule	rule	NOUN
alkej-678	87	6	for	for	ADP
alkej-678	87	7	each	each	DET
alkej-678	87	8	predictor	predictor	NOUN
alkej-678	87	9	in	in	ADP
alkej-678	87	10	the	the	DET
alkej-678	87	11	data	datum	NOUN
alkej-678	87	12	by	by	ADP
alkej-678	87	13	forming	form	VERB
alkej-678	87	14	a	a	DET
alkej-678	87	15	frequency	frequency	NOUN
alkej-678	87	16	table	table	NOUN
alkej-678	87	17	for	for	ADP
alkej-678	87	18	each	each	DET
alkej-678	87	19	predictor	predictor	NOUN
alkej-678	87	20	against	against	ADP
alkej-678	87	21	the	the	DET
alkej-678	87	22	target	target	NOUN
alkej-678	87	23	[	[	X
alkej-678	87	24	19	19	NUM
alkej-678	87	25	]	]	PUNCT
alkej-678	87	26	.	.	PUNCT
alkej-678	88	1	afterwards	afterwards	ADV
alkej-678	88	2	,	,	PUNCT
alkej-678	88	3	the	the	DET
alkej-678	88	4	rule	rule	NOUN
alkej-678	88	5	with	with	ADP
alkej-678	88	6	minimal	minimal	ADJ
alkej-678	88	7	total	total	ADJ
alkej-678	88	8	error	error	NOUN
alkej-678	88	9	is	be	AUX
alkej-678	88	10	selected	select	VERB
alkej-678	88	11	.	.	PUNCT
alkej-678	89	1	fig	fig	NOUN
alkej-678	89	2	.	.	PUNCT
alkej-678	90	1	3	3	NUM
alkej-678	90	2	illustrates	illustrate	VERB
alkej-678	90	3	the	the	DET
alkej-678	90	4	pseudocode	pseudocode	NOUN
alkej-678	90	5	for	for	ADP
alkej-678	90	6	oner	oner	NOUN
alkej-678	90	7	algorithm	algorithm	NOUN
alkej-678	90	8	[	[	X
alkej-678	90	9	12	12	NUM
alkej-678	90	10	]	]	PUNCT
alkej-678	90	11	.	.	PUNCT
alkej-678	91	1	iyden	iyden	PROPN
alkej-678	91	2	kamil	kamil	PROPN
alkej-678	91	3	mohammed	mohammed	PROPN
alkej-678	91	4	al	al	PROPN
alkej-678	91	5	-	-	PUNCT
alkej-678	91	6	khwarizmi	khwarizmi	PROPN
alkej-678	91	7	engineering	engineering	NOUN
alkej-678	91	8	journal	journal	PROPN
alkej-678	91	9	,	,	PUNCT
alkej-678	91	10	vol	vol	NOUN
alkej-678	91	11	.	.	PROPN
alkej-678	91	12	16	16	NUM
alkej-678	91	13	,	,	PUNCT
alkej-678	91	14	no	no	INTJ
alkej-678	91	15	.	.	NOUN
alkej-678	91	16	3	3	NUM
alkej-678	91	17	,	,	PUNCT
alkej-678	91	18	p.p	p.p	PROPN
alkej-678	91	19	.	.	NOUN
alkej-678	91	20	110	110	NUM
alkej-678	91	21	(	(	PUNCT
alkej-678	91	22	2020	2020	NUM
alkej-678	91	23	)	)	PUNCT
alkej-678	91	24	4	4	NUM
alkej-678	91	25	fig	fig	NOUN
alkej-678	91	26	.	.	PUNCT
alkej-678	92	1	2	2	X
alkej-678	92	2	.	.	X
alkej-678	92	3	algorithm	algorithm	NOUN
alkej-678	92	4	for	for	ADP
alkej-678	92	5	naïve	naïve	ADJ
alkej-678	92	6	bayes	bayes	PROPN
alkej-678	92	7	classifier	classifier	PROPN
alkej-678	92	8	.	.	PUNCT
alkej-678	93	1	fig	fig	NOUN
alkej-678	93	2	.	.	PUNCT
alkej-678	94	1	3.the	3.the	DET
alkej-678	94	2	pseudocode	pseudocode	NOUN
alkej-678	94	3	for	for	ADP
alkej-678	94	4	oner	oner	NOUN
alkej-678	94	5	algorithm	algorithm	NOUN
alkej-678	94	6	.	.	PUNCT
alkej-678	95	1	the	the	DET
alkej-678	95	2	dataset	dataset	NOUN
alkej-678	95	3	used	use	VERB
alkej-678	95	4	in	in	ADP
alkej-678	95	5	this	this	DET
alkej-678	95	6	study	study	NOUN
alkej-678	95	7	has	have	VERB
alkej-678	95	8	an	an	DET
alkej-678	95	9	imbalanced	imbalanced	ADJ
alkej-678	95	10	number	number	NOUN
alkej-678	95	11	of	of	ADP
alkej-678	95	12	the	the	DET
alkej-678	95	13	three	three	NUM
alkej-678	95	14	classes	class	NOUN
alkej-678	95	15	.	.	PUNCT
alkej-678	96	1	class	class	NOUN
alkej-678	96	2	imbalances	imbalance	NOUN
alkej-678	96	3	may	may	AUX
alkej-678	96	4	limit	limit	VERB
alkej-678	96	5	the	the	DET
alkej-678	96	6	performance	performance	NOUN
alkej-678	96	7	of	of	ADP
alkej-678	96	8	machine	machine	NOUN
alkej-678	96	9	learning	learn	VERB
alkej-678	96	10	classifiers	classifier	NOUN
alkej-678	96	11	[	[	X
alkej-678	96	12	20	20	NUM
alkej-678	96	13	]	]	PUNCT
alkej-678	96	14	.	.	PUNCT
alkej-678	97	1	in	in	ADP
alkej-678	97	2	addition	addition	NOUN
alkej-678	97	3	,	,	PUNCT
alkej-678	97	4	different	different	ADJ
alkej-678	97	5	classification	classification	NOUN
alkej-678	97	6	techniques	technique	NOUN
alkej-678	97	7	are	be	AUX
alkej-678	97	8	sensitive	sensitive	ADJ
alkej-678	97	9	to	to	ADP
alkej-678	97	10	the	the	DET
alkej-678	97	11	imbalanced	imbalanced	ADJ
alkej-678	97	12	data	datum	NOUN
alkej-678	97	13	when	when	SCONJ
alkej-678	97	14	the	the	DET
alkej-678	97	15	samples	sample	NOUN
alkej-678	97	16	of	of	ADP
alkej-678	97	17	one	one	NUM
alkej-678	97	18	class	class	NOUN
alkej-678	97	19	in	in	ADP
alkej-678	97	20	a	a	DET
alkej-678	97	21	dataset	dataset	NOUN
alkej-678	97	22	outnumber	outnumber	NOUN
alkej-678	97	23	the	the	DET
alkej-678	97	24	samples	sample	NOUN
alkej-678	97	25	of	of	ADP
alkej-678	97	26	the	the	DET
alkej-678	97	27	other	other	ADJ
alkej-678	97	28	class	class	NOUN
alkej-678	97	29	.	.	PUNCT
alkej-678	98	1	this	this	PRON
alkej-678	98	2	may	may	AUX
alkej-678	98	3	lead	lead	VERB
alkej-678	98	4	to	to	ADP
alkej-678	98	5	biased	biased	ADJ
alkej-678	98	6	models	model	NOUN
alkej-678	98	7	due	due	ADJ
alkej-678	98	8	to	to	ADP
alkej-678	98	9	overfitting	overfitte	VERB
alkej-678	98	10	.	.	PUNCT
alkej-678	99	1	to	to	PART
alkej-678	99	2	tackle	tackle	VERB
alkej-678	99	3	the	the	DET
alkej-678	99	4	issue	issue	NOUN
alkej-678	99	5	of	of	ADP
alkej-678	99	6	class	class	NOUN
alkej-678	99	7	imbalance	imbalance	NOUN
alkej-678	99	8	,	,	PUNCT
alkej-678	99	9	we	we	PRON
alkej-678	99	10	utilized	utilize	VERB
alkej-678	99	11	synthetic	synthetic	ADJ
alkej-678	99	12	minority	minority	NOUN
alkej-678	99	13	oversampling	oversample	VERB
alkej-678	99	14	technique	technique	NOUN
alkej-678	99	15	(	(	PUNCT
alkej-678	99	16	smote	smote	NOUN
alkej-678	99	17	)	)	PUNCT
alkej-678	99	18	,	,	PUNCT
alkej-678	99	19	proposed	propose	VERB
alkej-678	99	20	by	by	ADP
alkej-678	99	21	chawla	chawla	PROPN
alkej-678	99	22	et	et	PROPN
alkej-678	99	23	al	al	PROPN
alkej-678	99	24	.	.	PUNCT
alkej-678	100	1	[	[	X
alkej-678	100	2	21	21	NUM
alkej-678	100	3	]	]	PUNCT
alkej-678	100	4	to	to	PART
alkej-678	100	5	equalize	equalize	VERB
alkej-678	100	6	the	the	DET
alkej-678	100	7	number	number	NOUN
alkej-678	100	8	of	of	ADP
alkej-678	100	9	classes	class	NOUN
alkej-678	100	10	in	in	ADP
alkej-678	100	11	both	both	DET
alkej-678	100	12	classification	classification	NOUN
alkej-678	100	13	stages	stage	NOUN
alkej-678	100	14	.	.	PUNCT
alkej-678	101	1	in	in	ADP
alkej-678	101	2	smote	smote	ADJ
alkej-678	101	3	,	,	PUNCT
alkej-678	101	4	k	k	X
alkej-678	101	5	-	-	PUNCT
alkej-678	101	6	nearest	near	ADJ
alkej-678	101	7	neighbor	neighbor	NOUN
alkej-678	101	8	(	(	PUNCT
alkej-678	101	9	knn	knn	PROPN
alkej-678	101	10	)	)	PUNCT
alkej-678	101	11	is	be	AUX
alkej-678	101	12	used	use	VERB
alkej-678	101	13	to	to	PART
alkej-678	101	14	generate	generate	VERB
alkej-678	101	15	synthetic	synthetic	ADJ
alkej-678	101	16	instances	instance	NOUN
alkej-678	101	17	to	to	PART
alkej-678	101	18	oversample	oversample	NOUN
alkej-678	101	19	the	the	DET
alkej-678	101	20	minority	minority	NOUN
alkej-678	101	21	classes	class	NOUN
alkej-678	101	22	while	while	SCONJ
alkej-678	101	23	the	the	DET
alkej-678	101	24	size	size	NOUN
alkej-678	101	25	of	of	ADP
alkej-678	101	26	the	the	DET
alkej-678	101	27	majority	majority	NOUN
alkej-678	101	28	class	class	NOUN
alkej-678	101	29	is	be	AUX
alkej-678	101	30	kept	keep	VERB
alkej-678	101	31	the	the	DET
alkej-678	101	32	same	same	ADJ
alkej-678	101	33	[	[	X
alkej-678	101	34	21	21	NUM
alkej-678	101	35	]	]	PUNCT
alkej-678	101	36	.	.	PUNCT
alkej-678	102	1	the	the	DET
alkej-678	102	2	weka	weka	PROPN
alkej-678	102	3	filter	filter	NOUN
alkej-678	102	4	‘	'	PUNCT
alkej-678	102	5	smote	smote	ADJ
alkej-678	102	6	’	'	PUNCT
alkej-678	102	7	was	be	AUX
alkej-678	102	8	used	use	VERB
alkej-678	102	9	for	for	ADP
alkej-678	102	10	both	both	DET
alkej-678	102	11	classification	classification	NOUN
alkej-678	102	12	stages	stage	NOUN
alkej-678	102	13	where	where	SCONJ
alkej-678	102	14	the	the	DET
alkej-678	102	15	number	number	NOUN
alkej-678	102	16	of	of	ADP
alkej-678	102	17	knearest	knearest	NOUN
alkej-678	102	18	neighbor	neighbor	NOUN
alkej-678	102	19	was	be	AUX
alkej-678	102	20	set	set	VERB
alkej-678	102	21	to	to	ADP
alkej-678	102	22	the	the	DET
alkej-678	102	23	default	default	NOUN
alkej-678	102	24	value	value	NOUN
alkej-678	102	25	of	of	ADP
alkej-678	102	26	5	5	NUM
alkej-678	102	27	.	.	PUNCT
alkej-678	103	1	in	in	ADP
alkej-678	103	2	stage	stage	NOUN
alkej-678	103	3	1	1	NUM
alkej-678	103	4	,	,	PUNCT
alkej-678	103	5	the	the	DET
alkej-678	103	6	total	total	ADJ
alkej-678	103	7	number	number	NOUN
alkej-678	103	8	of	of	ADP
alkej-678	103	9	instances	instance	NOUN
alkej-678	103	10	became	become	VERB
alkej-678	103	11	256	256	NUM
alkej-678	103	12	for	for	ADP
alkej-678	103	13	stage	stage	NOUN
alkej-678	103	14	1	1	NUM
alkej-678	103	15	and	and	CCONJ
alkej-678	103	16	221	221	NUM
alkej-678	103	17	for	for	ADP
alkej-678	103	18	stage	stage	NOUN
alkej-678	103	19	2	2	NUM
alkej-678	103	20	,	,	PUNCT
alkej-678	103	21	after	after	ADP
alkej-678	103	22	applying	apply	VERB
alkej-678	103	23	smote	smote	ADJ
alkej-678	103	24	.	.	PUNCT
alkej-678	104	1	to	to	PART
alkej-678	104	2	evaluate	evaluate	VERB
alkej-678	104	3	the	the	DET
alkej-678	104	4	performance	performance	NOUN
alkej-678	104	5	of	of	ADP
alkej-678	104	6	the	the	DET
alkej-678	104	7	breast	breast	NOUN
alkej-678	104	8	classification	classification	NOUN
alkej-678	104	9	,	,	PUNCT
alkej-678	104	10	the	the	DET
alkej-678	104	11	exhaustive	exhaustive	ADJ
alkej-678	104	12	leave	leave	VERB
alkej-678	104	13	-	-	PUNCT
alkej-678	104	14	one	one	NUM
alkej-678	104	15	-	-	PUNCT
alkej-678	104	16	out	out	NOUN
alkej-678	104	17	(	(	PUNCT
alkej-678	104	18	loo	loo	NOUN
alkej-678	104	19	)	)	PUNCT
alkej-678	104	20	cross	cross	NOUN
alkej-678	104	21	-	-	NOUN
alkej-678	104	22	validation	validation	ADJ
alkej-678	104	23	(	(	PUNCT
alkej-678	104	24	cv	cv	NOUN
alkej-678	104	25	)	)	PUNCT
alkej-678	104	26	was	be	AUX
alkej-678	104	27	utilised	utilise	VERB
alkej-678	104	28	in	in	ADP
alkej-678	104	29	each	each	DET
alkej-678	104	30	stage	stage	NOUN
alkej-678	104	31	of	of	ADP
alkej-678	104	32	the	the	DET
alkej-678	104	33	classification	classification	NOUN
alkej-678	104	34	.	.	PUNCT
alkej-678	105	1	loo	loo	PROPN
alkej-678	105	2	cv	cv	PROPN
alkej-678	105	3	will	will	AUX
alkej-678	105	4	prevent	prevent	VERB
alkej-678	105	5	overfitting	overfitting	NOUN
alkej-678	105	6	and	and	CCONJ
alkej-678	105	7	bias	bias	NOUN
alkej-678	105	8	in	in	ADP
alkej-678	105	9	the	the	DET
alkej-678	105	10	evaluation	evaluation	NOUN
alkej-678	105	11	of	of	ADP
alkej-678	105	12	classification	classification	NOUN
alkej-678	105	13	performance	performance	NOUN
alkej-678	105	14	despite	despite	SCONJ
alkej-678	105	15	that	that	PRON
alkej-678	105	16	it	it	PRON
alkej-678	105	17	requires	require	VERB
alkej-678	105	18	lot	lot	NOUN
alkej-678	105	19	of	of	ADP
alkej-678	105	20	computations	computation	NOUN
alkej-678	105	21	compared	compare	VERB
alkej-678	105	22	to	to	ADP
alkej-678	105	23	the	the	DET
alkej-678	105	24	10	10	NUM
alkej-678	105	25	-	-	ADJ
alkej-678	105	26	fold	fold	ADJ
alkej-678	105	27	cv	cv	NOUN
alkej-678	105	28	since	since	SCONJ
alkej-678	105	29	it	it	PRON
alkej-678	105	30	requires	require	VERB
alkej-678	105	31	to	to	PART
alkej-678	105	32	go	go	VERB
alkej-678	105	33	through	through	ADP
alkej-678	105	34	all	all	DET
alkej-678	105	35	dataset	dataset	VERB
alkej-678	105	36	.	.	PUNCT
alkej-678	106	1	classification	classification	NOUN
alkej-678	106	2	accuracy	accuracy	NOUN
alkej-678	106	3	,	,	PUNCT
alkej-678	106	4	precision	precision	NOUN
alkej-678	106	5	,	,	PUNCT
alkej-678	106	6	recall	recall	VERB
alkej-678	106	7	and	and	CCONJ
alkej-678	106	8	were	be	AUX
alkej-678	106	9	calculated	calculate	VERB
alkej-678	106	10	given	give	VERB
alkej-678	106	11	true	true	ADJ
alkej-678	106	12	positive	positive	ADJ
alkej-678	106	13	(	(	PUNCT
alkej-678	106	14	tp	tp	NOUN
alkej-678	106	15	)	)	PUNCT
alkej-678	106	16	,	,	PUNCT
alkej-678	106	17	true	true	ADJ
alkej-678	106	18	negative	negative	ADJ
alkej-678	106	19	(	(	PUNCT
alkej-678	106	20	tn	tn	NOUN
alkej-678	106	21	)	)	PUNCT
alkej-678	106	22	,	,	PUNCT
alkej-678	107	1	false	false	ADJ
alkej-678	107	2	positive	positive	ADJ
alkej-678	107	3	(	(	PUNCT
alkej-678	107	4	fp	fp	NOUN
alkej-678	107	5	)	)	PUNCT
alkej-678	107	6	,	,	PUNCT
alkej-678	107	7	and	and	CCONJ
alkej-678	107	8	false	false	ADJ
alkej-678	107	9	negative	negative	ADJ
alkej-678	107	10	(	(	PUNCT
alkej-678	107	11	fn	fn	NOUN
alkej-678	107	12	)	)	PUNCT
alkej-678	107	13	,	,	PUNCT
alkej-678	107	14	as	as	SCONJ
alkej-678	107	15	follows	follow	VERB
alkej-678	107	16	…	…	PUNCT
alkej-678	107	17	(	(	PUNCT
alkej-678	107	18	1	1	NUM
alkej-678	107	19	)	)	PUNCT
alkej-678	107	20	…	…	PUNCT
alkej-678	107	21	(	(	PUNCT
alkej-678	107	22	2	2	NUM
alkej-678	107	23	)	)	PUNCT
alkej-678	107	24	…	…	PUNCT
alkej-678	107	25	(	(	PUNCT
alkej-678	107	26	3	3	X
alkej-678	107	27	)	)	PUNCT
alkej-678	107	28	furthermore	furthermore	ADV
alkej-678	107	29	,	,	PUNCT
alkej-678	107	30	we	we	PRON
alkej-678	107	31	calculated	calculate	VERB
alkej-678	107	32	matthews	matthews	NOUN
alkej-678	107	33	correlation	correlation	NOUN
alkej-678	107	34	coefficient	coefficient	NOUN
alkej-678	107	35	(	(	PUNCT
alkej-678	107	36	mcc	mcc	NOUN
alkej-678	107	37	)	)	PUNCT
alkej-678	108	1	[	[	X
alkej-678	108	2	22	22	NUM
alkej-678	108	3	]	]	PUNCT
alkej-678	108	4	,	,	PUNCT
alkej-678	108	5	given	give	VERB
alkej-678	108	6	in	in	ADP
alkej-678	108	7	eq	eq	ADP
alkej-678	108	8	.	.	PROPN
alkej-678	108	9	4	4	NUM
alkej-678	108	10	,	,	PUNCT
alkej-678	108	11	which	which	PRON
alkej-678	108	12	is	be	AUX
alkej-678	108	13	an	an	DET
alkej-678	108	14	indicator	indicator	NOUN
alkej-678	108	15	used	use	VERB
alkej-678	108	16	to	to	PART
alkej-678	108	17	evaluate	evaluate	VERB
alkej-678	108	18	the	the	DET
alkej-678	108	19	performance	performance	NOUN
alkej-678	108	20	of	of	ADP
alkej-678	108	21	classification	classification	NOUN
alkej-678	108	22	quality	quality	NOUN
alkej-678	108	23	where	where	SCONJ
alkej-678	108	24	the	the	DET
alkej-678	108	25	output	output	NOUN
alkej-678	108	26	value	value	NOUN
alkej-678	108	27	is	be	AUX
alkej-678	108	28	between	between	ADP
alkej-678	108	29	the	the	DET
alkej-678	108	30	range	range	NOUN
alkej-678	108	31	-1	-1	ADP
alkej-678	108	32	to	to	ADP
alkej-678	108	33	1	1	NUM
alkej-678	108	34	;	;	PUNCT
alkej-678	108	35	high	high	ADJ
alkej-678	108	36	value	value	NOUN
alkej-678	108	37	of	of	ADP
alkej-678	108	38	mcc	mcc	NOUN
alkej-678	108	39	of	of	ADP
alkej-678	108	40	1	1	NUM
alkej-678	108	41	indicates	indicate	VERB
alkej-678	108	42	an	an	DET
alkej-678	108	43	excellent	excellent	ADJ
alkej-678	108	44	classification	classification	NOUN
alkej-678	108	45	.	.	PUNCT
alkej-678	109	1	…	…	PUNCT
alkej-678	109	2	(	(	PUNCT
alkej-678	109	3	4	4	NUM
alkej-678	109	4	)	)	PUNCT
alkej-678	109	5	where	where	SCONJ
alkej-678	109	6	the	the	DET
alkej-678	109	7	values	value	NOUN
alkej-678	109	8	of	of	ADP
alkej-678	109	9	p	p	NOUN
alkej-678	109	10	and	and	CCONJ
alkej-678	109	11	s	s	NOUN
alkej-678	109	12	are	be	AUX
alkej-678	109	13	given	give	VERB
alkej-678	109	14	below	below	ADP
alkej-678	109	15	p	p	PROPN
alkej-678	109	16	=	=	PUNCT
alkej-678	109	17	(	(	PUNCT
alkej-678	109	18	tp	tp	ADP
alkej-678	109	19	+	+	CCONJ
alkej-678	109	20	fp)/	fp)/	PROPN
alkej-678	109	21	(	(	PUNCT
alkej-678	109	22	tp	tp	ADP
alkej-678	109	23	+	+	CCONJ
alkej-678	109	24	fp	fp	PROPN
alkej-678	109	25	+	+	NUM
alkej-678	109	26	tn	tn	PROPN
alkej-678	109	27	+	+	CCONJ
alkej-678	109	28	fn	fn	NOUN
alkej-678	109	29	)	)	PUNCT
alkej-678	109	30	…	…	PUNCT
alkej-678	109	31	(	(	PUNCT
alkej-678	109	32	5	5	NUM
alkej-678	109	33	)	)	PUNCT
alkej-678	109	34	iyden	iyden	PROPN
alkej-678	109	35	kamil	kamil	PROPN
alkej-678	109	36	mohammed	mohammed	PROPN
alkej-678	109	37	al	al	PROPN
alkej-678	109	38	-	-	PUNCT
alkej-678	109	39	khwarizmi	khwarizmi	PROPN
alkej-678	109	40	engineering	engineering	NOUN
alkej-678	109	41	journal	journal	PROPN
alkej-678	109	42	,	,	PUNCT
alkej-678	109	43	vol	vol	NOUN
alkej-678	109	44	.	.	PROPN
alkej-678	110	1	16	16	NUM
alkej-678	110	2	,	,	PUNCT
alkej-678	110	3	no	no	INTJ
alkej-678	110	4	.	.	NOUN
alkej-678	110	5	3	3	NUM
alkej-678	110	6	,	,	PUNCT
alkej-678	110	7	p.p	p.p	PROPN
alkej-678	110	8	.	.	NOUN
alkej-678	110	9	110	110	NUM
alkej-678	110	10	(	(	PUNCT
alkej-678	110	11	2020	2020	NUM
alkej-678	110	12	)	)	PUNCT
alkej-678	110	13	5	5	NUM
alkej-678	110	14	s	s	NOUN
alkej-678	110	15	=	=	PUNCT
alkej-678	110	16	(	(	PUNCT
alkej-678	110	17	tp	tp	NOUN
alkej-678	110	18	+	+	CCONJ
alkej-678	110	19	fn)/	fn)/	PROPN
alkej-678	110	20	(	(	PUNCT
alkej-678	110	21	tp	tp	X
alkej-678	110	22	+	+	CCONJ
alkej-678	110	23	fp	fp	PROPN
alkej-678	110	24	+	+	NUM
alkej-678	110	25	tn	tn	PROPN
alkej-678	110	26	+	+	CCONJ
alkej-678	110	27	fn	fn	NOUN
alkej-678	110	28	)	)	PUNCT
alkej-678	110	29	…	…	PUNCT
alkej-678	110	30	(	(	PUNCT
alkej-678	110	31	6	6	NUM
alkej-678	110	32	)	)	PUNCT
alkej-678	110	33	c.	c.	NOUN
alkej-678	110	34	selecting	select	VERB
alkej-678	110	35	the	the	DET
alkej-678	110	36	best	good	ADJ
alkej-678	110	37	attributes	attribute	NOUN
alkej-678	110	38	for	for	ADP
alkej-678	110	39	breast	breast	NOUN
alkej-678	110	40	cancer	cancer	NOUN
alkej-678	110	41	classification	classification	NOUN
alkej-678	110	42	in	in	ADP
alkej-678	110	43	this	this	DET
alkej-678	110	44	study	study	NOUN
alkej-678	110	45	,	,	PUNCT
alkej-678	110	46	correlation	correlation	NOUN
alkej-678	110	47	-	-	PUNCT
alkej-678	110	48	based	base	VERB
alkej-678	110	49	feature	feature	NOUN
alkej-678	110	50	subset	subset	NOUN
alkej-678	110	51	selection	selection	NOUN
alkej-678	110	52	(	(	PUNCT
alkej-678	110	53	cfs	cfs	PROPN
alkej-678	110	54	)	)	PUNCT
alkej-678	111	1	[	[	X
alkej-678	111	2	23	23	NUM
alkej-678	111	3	]	]	PUNCT
alkej-678	111	4	was	be	AUX
alkej-678	111	5	utilised	utilise	VERB
alkej-678	111	6	,	,	PUNCT
alkej-678	111	7	for	for	ADP
alkej-678	111	8	exploratory	exploratory	ADJ
alkej-678	111	9	and	and	CCONJ
alkej-678	111	10	interpretability	interpretability	NOUN
alkej-678	111	11	purposes	purpose	NOUN
alkej-678	111	12	,	,	PUNCT
alkej-678	111	13	to	to	PART
alkej-678	111	14	select	select	VERB
alkej-678	111	15	the	the	DET
alkej-678	111	16	best	good	ADJ
alkej-678	111	17	attributes	attribute	NOUN
alkej-678	111	18	for	for	ADP
alkej-678	111	19	each	each	DET
alkej-678	111	20	stage	stage	NOUN
alkej-678	111	21	of	of	ADP
alkej-678	111	22	the	the	DET
alkej-678	111	23	breast	breast	NOUN
alkej-678	111	24	cancer	cancer	NOUN
alkej-678	111	25	classification	classification	NOUN
alkej-678	111	26	.	.	PUNCT
alkej-678	112	1	the	the	DET
alkej-678	112	2	main	main	ADJ
alkej-678	112	3	theory	theory	NOUN
alkej-678	112	4	is	be	AUX
alkej-678	112	5	that	that	SCONJ
alkej-678	112	6	features	feature	NOUN
alkej-678	112	7	which	which	PRON
alkej-678	112	8	have	have	VERB
alkej-678	112	9	high	high	ADJ
alkej-678	112	10	correlation	correlation	NOUN
alkej-678	112	11	with	with	ADP
alkej-678	112	12	the	the	DET
alkej-678	112	13	class	class	NOUN
alkej-678	112	14	label	label	NOUN
alkej-678	112	15	but	but	CCONJ
alkej-678	112	16	are	be	AUX
alkej-678	112	17	uncorrelated	uncorrelate	VERB
alkej-678	112	18	with	with	ADP
alkej-678	112	19	each	each	DET
alkej-678	112	20	other	other	ADJ
alkej-678	112	21	may	may	AUX
alkej-678	112	22	represent	represent	VERB
alkej-678	112	23	the	the	DET
alkej-678	112	24	base	base	NOUN
alkej-678	112	25	for	for	ADP
alkej-678	112	26	a	a	DET
alkej-678	112	27	good	good	ADJ
alkej-678	112	28	feature	feature	NOUN
alkej-678	112	29	set	set	VERB
alkej-678	112	30	.	.	PUNCT
alkej-678	113	1	a	a	DET
alkej-678	113	2	feature	feature	NOUN
alkej-678	113	3	evaluation	evaluation	NOUN
alkej-678	113	4	formula	formula	NOUN
alkej-678	113	5	is	be	AUX
alkej-678	113	6	developed	develop	VERB
alkej-678	113	7	from	from	ADP
alkej-678	113	8	the	the	DET
alkej-678	113	9	aforementioned	aforementioned	ADJ
alkej-678	113	10	theory	theory	NOUN
alkej-678	113	11	.	.	PUNCT
alkej-678	114	1	cfs	cfs	PROPN
alkej-678	114	2	then	then	ADV
alkej-678	114	3	combines	combine	VERB
alkej-678	114	4	the	the	DET
alkej-678	114	5	developed	develop	VERB
alkej-678	114	6	evaluation	evaluation	NOUN
alkej-678	114	7	formula	formula	NOUN
alkej-678	114	8	with	with	ADP
alkej-678	114	9	a	a	DET
alkej-678	114	10	heuristic	heuristic	ADJ
alkej-678	114	11	search	search	NOUN
alkej-678	114	12	strategy	strategy	NOUN
alkej-678	114	13	and	and	CCONJ
alkej-678	114	14	suitable	suitable	ADJ
alkej-678	114	15	correlation	correlation	NOUN
alkej-678	114	16	measure	measure	NOUN
alkej-678	114	17	.	.	PUNCT
alkej-678	115	1	the	the	DET
alkej-678	115	2	best	good	ADJ
alkej-678	115	3	classifier	classifier	NOUN
alkej-678	115	4	from	from	ADP
alkej-678	115	5	the	the	DET
alkej-678	115	6	previous	previous	ADJ
alkej-678	115	7	analysis	analysis	NOUN
alkej-678	115	8	(	(	PUNCT
alkej-678	115	9	section	section	NOUN
alkej-678	115	10	ii.b	ii.b	NOUN
alkej-678	115	11	)	)	PUNCT
alkej-678	115	12	will	will	AUX
alkej-678	115	13	be	be	AUX
alkej-678	115	14	utilised	utilise	VERB
alkej-678	115	15	alongside	alongside	ADP
alkej-678	115	16	weka	weka	PROPN
alkej-678	115	17	function	function	PROPN
alkej-678	115	18	attributeselectedclassifier	attributeselectedclassifier	PROPN
alkej-678	115	19	,	,	PUNCT
alkej-678	115	20	cfs	cfs	PROPN
alkej-678	115	21	(	(	PUNCT
alkej-678	115	22	weka	weka	PROPN
alkej-678	115	23	evaluator	evaluator	NOUN
alkej-678	115	24	‘	'	PUNCT
alkej-678	115	25	cfssubseteval	cfssubseteval	NOUN
alkej-678	115	26	’	'	PUNCT
alkej-678	115	27	)	)	PUNCT
alkej-678	115	28	with	with	ADP
alkej-678	115	29	the	the	DET
alkej-678	115	30	search	search	NOUN
alkej-678	115	31	method	method	NOUN
alkej-678	115	32	selected	select	VERB
alkej-678	115	33	to	to	PART
alkej-678	115	34	be	be	AUX
alkej-678	115	35	‘	'	PUNCT
alkej-678	115	36	best	good	ADJ
alkej-678	115	37	first	first	ADJ
alkej-678	115	38	’	'	PUNCT
alkej-678	115	39	.	.	PUNCT
alkej-678	116	1	it	it	PRON
alkej-678	116	2	should	should	AUX
alkej-678	116	3	be	be	AUX
alkej-678	116	4	noted	note	VERB
alkej-678	116	5	that	that	SCONJ
alkej-678	116	6	‘	'	PUNCT
alkej-678	116	7	smote	smote	ADJ
alkej-678	116	8	’	'	PUNCT
alkej-678	116	9	filter	filter	NOUN
alkej-678	116	10	in	in	ADP
alkej-678	116	11	weka	weka	PROPN
alkej-678	116	12	was	be	AUX
alkej-678	116	13	utilised	utilise	VERB
alkej-678	116	14	in	in	ADP
alkej-678	116	15	this	this	DET
alkej-678	116	16	part	part	NOUN
alkej-678	116	17	of	of	ADP
alkej-678	116	18	the	the	DET
alkej-678	116	19	analysis	analysis	NOUN
alkej-678	116	20	to	to	ADP
alkej-678	116	21	oversample	oversample	NOUN
alkej-678	116	22	the	the	DET
alkej-678	116	23	minority	minority	NOUN
alkej-678	116	24	class	class	NOUN
alkej-678	116	25	for	for	ADP
alkej-678	116	26	both	both	DET
alkej-678	116	27	stage-1	stage-1	PROPN
alkej-678	116	28	and	and	CCONJ
alkej-678	116	29	stage-2	stage-2	PROPN
alkej-678	116	30	.	.	PUNCT
alkej-678	117	1	3	3	X
alkej-678	117	2	.	.	NOUN
alkej-678	117	3	results	result	NOUN
alkej-678	117	4	and	and	CCONJ
alkej-678	117	5	discussion	discussion	VERB
alkej-678	117	6	the	the	DET
alkej-678	117	7	minimum	minimum	NOUN
alkej-678	117	8	(	(	PUNCT
alkej-678	117	9	min	min	NOUN
alkej-678	117	10	)	)	PUNCT
alkej-678	117	11	,	,	PUNCT
alkej-678	117	12	maximum	maximum	X
alkej-678	117	13	(	(	PUNCT
alkej-678	117	14	max	max	PROPN
alkej-678	117	15	)	)	PUNCT
alkej-678	117	16	,	,	PUNCT
alkej-678	117	17	mean	mean	VERB
alkej-678	117	18	and	and	CCONJ
alkej-678	117	19	standard	standard	ADJ
alkej-678	117	20	deviation	deviation	NOUN
alkej-678	117	21	(	(	PUNCT
alkej-678	117	22	std	std	NOUN
alkej-678	117	23	)	)	PUNCT
alkej-678	117	24	for	for	ADP
alkej-678	117	25	the	the	DET
alkej-678	117	26	20	20	NUM
alkej-678	117	27	attributes	attribute	NOUN
alkej-678	117	28	in	in	ADP
alkej-678	117	29	this	this	DET
alkej-678	117	30	study	study	NOUN
alkej-678	117	31	are	be	AUX
alkej-678	117	32	shown	show	VERB
alkej-678	117	33	table	table	NOUN
alkej-678	117	34	1	1	NUM
alkej-678	117	35	for	for	ADP
alkej-678	117	36	the	the	DET
alkej-678	117	37	normal	normal	ADJ
alkej-678	117	38	subjects	subject	NOUN
alkej-678	117	39	,	,	PUNCT
alkej-678	117	40	table	table	NOUN
alkej-678	117	41	2	2	NUM
alkej-678	117	42	for	for	ADP
alkej-678	117	43	the	the	DET
alkej-678	117	44	malignant	malignant	ADJ
alkej-678	117	45	patients	patient	NOUN
alkej-678	117	46	and	and	CCONJ
alkej-678	117	47	table	table	NOUN
alkej-678	117	48	3	3	NUM
alkej-678	117	49	for	for	ADP
alkej-678	117	50	the	the	DET
alkej-678	117	51	benign	benign	ADJ
alkej-678	117	52	patients	patient	NOUN
alkej-678	117	53	,	,	PUNCT
alkej-678	117	54	respectively	respectively	ADV
alkej-678	117	55	.	.	PUNCT
alkej-678	118	1	there	there	PRON
alkej-678	118	2	are	be	VERB
alkej-678	118	3	large	large	ADJ
alkej-678	118	4	differences	difference	NOUN
alkej-678	118	5	between	between	ADP
alkej-678	118	6	some	some	DET
alkej-678	118	7	attributes	attribute	NOUN
alkej-678	118	8	for	for	ADP
alkej-678	118	9	the	the	DET
alkej-678	118	10	three	three	NUM
alkej-678	118	11	groups	group	NOUN
alkej-678	118	12	(	(	PUNCT
alkej-678	118	13	such	such	ADJ
alkej-678	118	14	as	as	ADP
alkej-678	118	15	ca15	ca15	PROPN
alkej-678	118	16	-	-	PUNCT
alkej-678	118	17	3	3	NUM
alkej-678	118	18	b	b	PROPN
alkej-678	118	19	,	,	PUNCT
alkej-678	118	20	cea	cea	PROPN
alkej-678	118	21	-	-	PUNCT
alkej-678	118	22	b	b	PROPN
alkej-678	118	23	and	and	CCONJ
alkej-678	118	24	ca15	ca15	PROPN
alkej-678	118	25	-	-	PUNCT
alkej-678	118	26	3	3	NUM
alkej-678	118	27	s	s	NOUN
alkej-678	118	28	)	)	PUNCT
alkej-678	118	29	while	while	SCONJ
alkej-678	118	30	other	other	ADJ
alkej-678	118	31	attributes	attribute	NOUN
alkej-678	118	32	have	have	VERB
alkej-678	118	33	smaller	small	ADJ
alkej-678	118	34	differences	difference	NOUN
alkej-678	118	35	(	(	PUNCT
alkej-678	118	36	such	such	ADJ
alkej-678	118	37	as	as	ADP
alkej-678	118	38	tbf	tbf	NOUN
alkej-678	118	39	and	and	CCONJ
alkej-678	118	40	phs	phs	NOUN
alkej-678	118	41	)	)	PUNCT
alkej-678	118	42	.	.	PUNCT
alkej-678	119	1	table	table	NOUN
alkej-678	119	2	1	1	NUM
alkej-678	119	3	,	,	PUNCT
alkej-678	119	4	the	the	DET
alkej-678	119	5	min	min	PROPN
alkej-678	119	6	,	,	PUNCT
alkej-678	119	7	max	max	PROPN
alkej-678	119	8	.	.	PROPN
alkej-678	120	1	mean	mean	VERB
alkej-678	120	2	and	and	CCONJ
alkej-678	120	3	std	std	VERB
alkej-678	120	4	values	value	NOUN
alkej-678	120	5	of	of	ADP
alkej-678	120	6	the	the	DET
alkej-678	120	7	20	20	NUM
alkej-678	120	8	attributes	attribute	NOUN
alkej-678	120	9	for	for	ADP
alkej-678	120	10	normal	normal	ADJ
alkej-678	120	11	subjects	subject	NOUN
alkej-678	120	12	(	(	PUNCT
alkej-678	120	13	n=50	n=50	ADJ
alkej-678	120	14	)	)	PUNCT
alkej-678	120	15	.	.	PUNCT
alkej-678	121	1	attribute	attribute	PROPN
alkej-678	121	2	min	min	PROPN
alkej-678	121	3	max	max	PROPN
alkej-678	121	4	mean	mean	VERB
alkej-678	121	5	std	std	NOUN
alkej-678	121	6	age	age	NOUN
alkej-678	121	7	25	25	NUM
alkej-678	121	8	67	67	NUM
alkej-678	121	9	44.26	44.26	NUM
alkej-678	121	10	11.44	11.44	NUM
alkej-678	121	11	bmi	bmi	NOUN
alkej-678	121	12	21.2	21.2	NUM
alkej-678	121	13	26.4	26.4	NUM
alkej-678	121	14	23.70	23.70	NUM
alkej-678	121	15	1.35	1.35	NUM
alkej-678	121	16	tbf	tbf	NOUN
alkej-678	121	17	25.91	25.91	NUM
alkej-678	121	18	46.9	46.9	NUM
alkej-678	121	19	33.67	33.67	NUM
alkej-678	121	20	4.48	4.48	NUM
alkej-678	121	21	whr	whr	NOUN
alkej-678	121	22	0.63	0.63	NUM
alkej-678	121	23	0.95	0.95	NUM
alkej-678	121	24	0.78	0.78	NUM
alkej-678	121	25	0.08	0.08	NUM
alkej-678	121	26	mens	men	NOUN
alkej-678	121	27	.	.	PUNCT
alkej-678	122	1	cycles	cycles	PROPN
alkej-678	122	2	/	/	SYM
alkej-678	122	3	year	year	NOUN
alkej-678	122	4	10	10	NUM
alkej-678	122	5	14	14	NUM
alkej-678	122	6	12.52	12.52	NUM
alkej-678	122	7	0.74	0.74	NUM
alkej-678	122	8	dur	dur	NOUN
alkej-678	122	9	.	.	PROPN
alkej-678	123	1	of	of	ADP
alkej-678	123	2	contracept./year	contracept./year	ADP
alkej-678	123	3	0	0	NUM
alkej-678	123	4	9	9	NUM
alkej-678	123	5	0.50	0.50	NUM
alkej-678	123	6	1.66	1.66	NUM
alkej-678	123	7	mens	men	NOUN
alkej-678	123	8	.	.	PUNCT
alkej-678	123	9	cycle	cycle	NOUN
alkej-678	123	10	status	status	NOUN
alkej-678	123	11	0	0	NUM
alkej-678	123	12	1	1	NUM
alkej-678	123	13	0.06	0.06	NUM
alkej-678	123	14	0.24	0.24	NUM
alkej-678	123	15	fut2	fut2	NOUN
alkej-678	123	16	gene	gene	NOUN
alkej-678	123	17	type	type	NOUN
alkej-678	123	18	0	0	NUM
alkej-678	123	19	1	1	NUM
alkej-678	123	20	0.72	0.72	NUM
alkej-678	123	21	0.45	0.45	NUM
alkej-678	123	22	lewis	lewis	PROPN
alkej-678	123	23	blood	blood	NOUN
alkej-678	123	24	type	type	NOUN
alkej-678	123	25	0	0	NUM
alkej-678	123	26	2	2	NUM
alkej-678	123	27	1.24	1.24	NUM
alkej-678	123	28	0.52	0.52	NUM
alkej-678	123	29	es	es	NOUN
alkej-678	123	30	-	-	PUNCT
alkej-678	123	31	b	b	NOUN
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alkej-678	123	34	50.48	50.48	NUM
alkej-678	123	35	25.70	25.70	NUM
alkej-678	123	36	pg	pg	PROPN
alkej-678	123	37	-	-	PUNCT
alkej-678	123	38	b	b	NOUN
alkej-678	123	39	0.73	0.73	NUM
alkej-678	123	40	4	4	NUM
alkej-678	123	41	1.81	1.81	NUM
alkej-678	123	42	0.99	0.99	NUM
alkej-678	123	43	ca15	ca15	PROPN
alkej-678	123	44	-	-	PUNCT
alkej-678	123	45	3	3	NUM
alkej-678	123	46	b	b	PROPN
alkej-678	123	47	3.11	3.11	NUM
alkej-678	123	48	15.3	15.3	NUM
alkej-678	123	49	6.61	6.61	NUM
alkej-678	123	50	2.74	2.74	NUM
alkej-678	123	51	cea	cea	PROPN
alkej-678	123	52	-	-	PUNCT
alkej-678	123	53	b	b	PROPN
alkej-678	123	54	0.59	0.59	NUM
alkej-678	123	55	2.94	2.94	NUM
alkej-678	123	56	1.78	1.78	NUM
alkej-678	123	57	0.57	0.57	NUM
alkej-678	123	58	tp	tp	NOUN
alkej-678	123	59	-	-	PUNCT
alkej-678	123	60	b	b	PROPN
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alkej-678	123	62	7.3	7.3	NUM
alkej-678	123	63	6.47	6.47	NUM
alkej-678	123	64	0.35	0.35	NUM
alkej-678	123	65	es	es	NOUN
alkej-678	123	66	-	-	PUNCT
alkej-678	123	67	s	s	NOUN
alkej-678	123	68	3.18	3.18	NUM
alkej-678	123	69	28.1	28.1	NUM
alkej-678	123	70	14.62	14.62	NUM
alkej-678	123	71	7.43	7.43	NUM
alkej-678	123	72	pg	pg	NOUN
alkej-678	123	73	-	-	PUNCT
alkej-678	123	74	s	s	PART
alkej-678	123	75	0.24	0.24	NUM
alkej-678	123	76	1.8	1.8	NUM
alkej-678	123	77	0.68	0.68	NUM
alkej-678	123	78	0.41	0.41	NUM
alkej-678	123	79	ca15	ca15	PROPN
alkej-678	123	80	-	-	PUNCT
alkej-678	123	81	3	3	NUM
alkej-678	123	82	s	s	NOUN
alkej-678	123	83	0.5	0.5	NUM
alkej-678	123	84	2.68	2.68	NUM
alkej-678	123	85	0.79	0.79	NUM
alkej-678	123	86	0.41	0.41	NUM
alkej-678	123	87	cea	cea	PROPN
alkej-678	123	88	-	-	PUNCT
alkej-678	123	89	s	s	PART
alkej-678	123	90	0.5	0.5	NUM
alkej-678	123	91	0.5	0.5	NUM
alkej-678	123	92	0.50	0.50	NUM
alkej-678	123	93	0.00	0.00	NUM
alkej-678	123	94	tp	tp	NOUN
alkej-678	123	95	-	-	PUNCT
alkej-678	123	96	s	s	PART
alkej-678	123	97	0.05	0.05	NUM
alkej-678	123	98	0.28	0.28	NUM
alkej-678	123	99	0.14	0.14	NUM
alkej-678	123	100	0.04	0.04	NUM
alkej-678	123	101	ph	ph	NOUN
alkej-678	123	102	-	-	PUNCT
alkej-678	123	103	s	s	NOUN
alkej-678	123	104	6.9	6.9	NUM
alkej-678	123	105	7.4	7.4	NUM
alkej-678	123	106	7.23	7.23	NUM
alkej-678	123	107	0.12	0.12	NUM
alkej-678	123	108	iyden	iyden	PROPN
alkej-678	123	109	kamil	kamil	PROPN
alkej-678	123	110	mohammed	mohammed	PROPN
alkej-678	123	111	al	al	PROPN
alkej-678	123	112	-	-	PUNCT
alkej-678	123	113	khwarizmi	khwarizmi	PROPN
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alkej-678	123	115	journal	journal	PROPN
alkej-678	123	116	,	,	PUNCT
alkej-678	123	117	vol	vol	NOUN
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alkej-678	123	120	,	,	PUNCT
alkej-678	123	121	no	no	INTJ
alkej-678	123	122	.	.	NOUN
alkej-678	123	123	3	3	NUM
alkej-678	123	124	,	,	PUNCT
alkej-678	123	125	p.p	p.p	PROPN
alkej-678	123	126	.	.	NOUN
alkej-678	123	127	110	110	NUM
alkej-678	123	128	(	(	PUNCT
alkej-678	123	129	2020	2020	NUM
alkej-678	123	130	)	)	PUNCT
alkej-678	123	131	6	6	NUM
alkej-678	123	132	table	table	NOUN
alkej-678	123	133	2	2	NUM
alkej-678	123	134	,	,	PUNCT
alkej-678	123	135	the	the	DET
alkej-678	123	136	min	min	PROPN
alkej-678	123	137	,	,	PUNCT
alkej-678	123	138	max	max	PROPN
alkej-678	123	139	.	.	PROPN
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alkej-678	123	141	and	and	CCONJ
alkej-678	123	142	std	std	VERB
alkej-678	123	143	values	value	NOUN
alkej-678	123	144	of	of	ADP
alkej-678	123	145	malignant	malignant	ADJ
alkej-678	123	146	patients	patient	NOUN
alkej-678	123	147	(	(	PUNCT
alkej-678	123	148	n=111	n=111	PROPN
alkej-678	123	149	)	)	PUNCT
alkej-678	123	150	.	.	PUNCT
alkej-678	124	1	attributes	attribute	VERB
alkej-678	124	2	min	min	PROPN
alkej-678	124	3	max	max	PROPN
alkej-678	124	4	mean	mean	VERB
alkej-678	124	5	std	std	NOUN
alkej-678	124	6	age	age	NOUN
alkej-678	124	7	26	26	NUM
alkej-678	124	8	73	73	NUM
alkej-678	124	9	54.21	54.21	NUM
alkej-678	124	10	8.14	8.14	NUM
alkej-678	124	11	bmi	bmi	NOUN
alkej-678	124	12	21.4	21.4	NUM
alkej-678	124	13	34.4	34.4	NUM
alkej-678	124	14	26.90	26.90	NUM
alkej-678	124	15	2.86	2.86	NUM
alkej-678	124	16	tbf	tbf	PROPN
alkej-678	124	17	27.34	27.34	NUM
alkej-678	124	18	53.5	53.5	NUM
alkej-678	124	19	39.53	39.53	NUM
alkej-678	124	20	4.16	4.16	NUM
alkej-678	124	21	whr	whr	NOUN
alkej-678	124	22	0.67	0.67	NUM
alkej-678	124	23	1.1	1.1	NUM
alkej-678	124	24	0.88	0.88	NUM
alkej-678	124	25	0.11	0.11	NUM
alkej-678	124	26	mens	men	NOUN
alkej-678	124	27	.	.	PUNCT
alkej-678	125	1	cycles	cycles	PROPN
alkej-678	125	2	/	/	SYM
alkej-678	125	3	year	year	NOUN
alkej-678	125	4	10	10	NUM
alkej-678	125	5	15	15	NUM
alkej-678	125	6	12.66	12.66	NUM
alkej-678	125	7	0.79	0.79	NUM
alkej-678	125	8	dur	dur	PROPN
alkej-678	125	9	.	.	PROPN
alkej-678	125	10	of	of	ADP
alkej-678	125	11	contracept	contracept	NOUN
alkej-678	125	12	.	.	PUNCT
alkej-678	126	1	/year	/year	NOUN
alkej-678	126	2	0	0	NUM
alkej-678	126	3	18	18	NUM
alkej-678	126	4	3.52	3.52	NUM
alkej-678	126	5	5.08	5.08	NUM
alkej-678	126	6	mens	men	NOUN
alkej-678	126	7	.	.	PUNCT
alkej-678	126	8	cycle	cycle	NOUN
alkej-678	126	9	status	status	NOUN
alkej-678	126	10	0	0	NUM
alkej-678	126	11	1	1	NUM
alkej-678	126	12	0.31	0.31	NUM
alkej-678	126	13	0.46	0.46	NUM
alkej-678	126	14	fut2	fut2	PROPN
alkej-678	126	15	gene	gene	NOUN
alkej-678	126	16	type	type	NOUN
alkej-678	126	17	0	0	NUM
alkej-678	126	18	1	1	NUM
alkej-678	126	19	0.39	0.39	NUM
alkej-678	126	20	0.49	0.49	NUM
alkej-678	126	21	lewis	lewis	PROPN
alkej-678	126	22	blood	blood	NOUN
alkej-678	126	23	type	type	NOUN
alkej-678	126	24	0	0	NUM
alkej-678	126	25	2	2	NUM
alkej-678	126	26	1.30	1.30	NUM
alkej-678	126	27	0.75	0.75	NUM
alkej-678	126	28	es	es	PROPN
alkej-678	126	29	-	-	PUNCT
alkej-678	126	30	b	b	NOUN
alkej-678	126	31	182	182	NUM
alkej-678	126	32	384	384	NUM
alkej-678	126	33	270.86	270.86	NUM
alkej-678	126	34	50.27	50.27	NUM
alkej-678	126	35	pg	pg	NOUN
alkej-678	126	36	-	-	PUNCT
alkej-678	126	37	b	b	NOUN
alkej-678	126	38	0.62	0.62	NUM
alkej-678	126	39	4.9	4.9	NUM
alkej-678	126	40	1.42	1.42	NUM
alkej-678	126	41	1.16	1.16	NUM
alkej-678	126	42	ca15	ca15	PROPN
alkej-678	126	43	-	-	PUNCT
alkej-678	126	44	3	3	NUM
alkej-678	126	45	b	b	PROPN
alkej-678	126	46	18	18	NUM
alkej-678	126	47	79	79	NUM
alkej-678	126	48	52.44	52.44	NUM
alkej-678	126	49	18.79	18.79	NUM
alkej-678	126	50	cea	cea	PROPN
alkej-678	126	51	-	-	PUNCT
alkej-678	126	52	b	b	PROPN
alkej-678	126	53	2.7	2.7	NUM
alkej-678	126	54	14.3	14.3	NUM
alkej-678	126	55	8.71	8.71	NUM
alkej-678	126	56	2.82	2.82	NUM
alkej-678	126	57	tp	tp	NOUN
alkej-678	126	58	-	-	PUNCT
alkej-678	126	59	b	b	PROPN
alkej-678	126	60	7	7	NUM
alkej-678	126	61	10.8	10.8	NUM
alkej-678	126	62	8.76	8.76	NUM
alkej-678	126	63	1.22	1.22	NUM
alkej-678	126	64	es	es	NOUN
alkej-678	126	65	-	-	PUNCT
alkej-678	126	66	s	s	NOUN
alkej-678	126	67	52	52	NUM
alkej-678	126	68	111.2	111.2	NUM
alkej-678	126	69	77.68	77.68	NUM
alkej-678	126	70	14.78	14.78	NUM
alkej-678	126	71	pg	pg	PROPN
alkej-678	126	72	-	-	PUNCT
alkej-678	126	73	s	s	PART
alkej-678	126	74	0.2	0.2	NUM
alkej-678	126	75	1.8	1.8	NUM
alkej-678	126	76	0.54	0.54	NUM
alkej-678	126	77	0.46	0.46	NUM
alkej-678	126	78	ca15	ca15	PROPN
alkej-678	126	79	-	-	PUNCT
alkej-678	126	80	3	3	NUM
alkej-678	126	81	s	s	NOUN
alkej-678	126	82	2.57	2.57	NUM
alkej-678	126	83	13.57	13.57	NUM
alkej-678	126	84	8.98	8.98	NUM
alkej-678	126	85	3.27	3.27	NUM
alkej-678	126	86	cea	cea	PROPN
alkej-678	126	87	-	-	PUNCT
alkej-678	126	88	s	s	PART
alkej-678	126	89	0.5	0.5	NUM
alkej-678	126	90	2.7	2.7	NUM
alkej-678	126	91	1.21	1.21	NUM
alkej-678	126	92	0.56	0.56	NUM
alkej-678	126	93	tp	tp	NOUN
alkej-678	126	94	-	-	PUNCT
alkej-678	126	95	s	s	PART
alkej-678	126	96	0.61	0.61	NUM
alkej-678	126	97	1.52	1.52	NUM
alkej-678	126	98	0.91	0.91	NUM
alkej-678	126	99	0.27	0.27	NUM
alkej-678	126	100	ph	ph	VERB
alkej-678	126	101	-	-	PUNCT
alkej-678	126	102	s	s	NOUN
alkej-678	126	103	5.4	5.4	NUM
alkej-678	126	104	7.2	7.2	NUM
alkej-678	126	105	6.06	6.06	NUM
alkej-678	126	106	0.58	0.58	NUM
alkej-678	126	107	table	table	NOUN
alkej-678	126	108	3	3	NUM
alkej-678	126	109	,	,	PUNCT
alkej-678	126	110	the	the	DET
alkej-678	126	111	min	min	PROPN
alkej-678	126	112	,	,	PUNCT
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alkej-678	126	114	.	.	PROPN
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alkej-678	127	3	std	std	VERB
alkej-678	127	4	values	value	NOUN
alkej-678	127	5	of	of	ADP
alkej-678	127	6	the	the	DET
alkej-678	127	7	20	20	NUM
alkej-678	127	8	attributes	attribute	NOUN
alkej-678	127	9	for	for	ADP
alkej-678	127	10	benign	benign	ADJ
alkej-678	127	11	patients	patient	NOUN
alkej-678	127	12	(	(	PUNCT
alkej-678	127	13	n=20	n=20	PROPN
alkej-678	127	14	)	)	PUNCT
alkej-678	127	15	.	.	PUNCT
alkej-678	128	1	attributes	attribute	VERB
alkej-678	128	2	min	min	PROPN
alkej-678	128	3	max	max	PROPN
alkej-678	128	4	mean	mean	VERB
alkej-678	128	5	std	std	NOUN
alkej-678	128	6	age	age	NOUN
alkej-678	128	7	28	28	NUM
alkej-678	128	8	58	58	NUM
alkej-678	128	9	45.15	45.15	NUM
alkej-678	128	10	7.86	7.86	NUM
alkej-678	128	11	bmi	bmi	NOUN
alkej-678	128	12	21.1	21.1	NUM
alkej-678	128	13	32	32	NUM
alkej-678	128	14	25.63	25.63	NUM
alkej-678	128	15	3.18	3.18	NUM
alkej-678	128	16	tbf	tbf	NOUN
alkej-678	128	17	26.36	26.36	NUM
alkej-678	128	18	44.91	44.91	NUM
alkej-678	128	19	35.17	35.17	NUM
alkej-678	128	20	5.01	5.01	NUM
alkej-678	128	21	whr	whr	NOUN
alkej-678	128	22	0.69	0.69	NUM
alkej-678	128	23	0.92	0.92	NUM
alkej-678	128	24	0.81	0.81	NUM
alkej-678	128	25	0.07	0.07	NUM
alkej-678	128	26	mens	men	NOUN
alkej-678	128	27	.	.	PUNCT
alkej-678	129	1	cycles	cycles	PROPN
alkej-678	129	2	/	/	SYM
alkej-678	129	3	year	year	NOUN
alkej-678	129	4	11	11	NUM
alkej-678	129	5	13	13	NUM
alkej-678	129	6	12.10	12.10	NUM
alkej-678	129	7	0.45	0.45	NUM
alkej-678	129	8	dur	dur	X
alkej-678	129	9	.	.	PROPN
alkej-678	129	10	of	of	ADP
alkej-678	129	11	contracept	contracept	NOUN
alkej-678	129	12	.	.	PUNCT
alkej-678	130	1	/year	/year	NOUN
alkej-678	130	2	0	0	NUM
alkej-678	131	1	5	5	NUM
alkej-678	131	2	0.55	0.55	NUM
alkej-678	131	3	1.39	1.39	NUM
alkej-678	131	4	mens	men	NOUN
alkej-678	131	5	.	.	PUNCT
alkej-678	131	6	cycle	cycle	NOUN
alkej-678	131	7	status	status	NOUN
alkej-678	131	8	0	0	NUM
alkej-678	131	9	1	1	NUM
alkej-678	131	10	0.20	0.20	NUM
alkej-678	131	11	0.41	0.41	NUM
alkej-678	131	12	fut2	fut2	NOUN
alkej-678	131	13	gene	gene	NOUN
alkej-678	131	14	type	type	NOUN
alkej-678	131	15	0	0	NUM
alkej-678	131	16	1	1	NUM
alkej-678	131	17	0.60	0.60	NUM
alkej-678	131	18	0.50	0.50	NUM
alkej-678	131	19	lewis	lewis	PROPN
alkej-678	131	20	blood	blood	NOUN
alkej-678	131	21	type	type	NOUN
alkej-678	131	22	0	0	NUM
alkej-678	131	23	2	2	NUM
alkej-678	131	24	1.25	1.25	NUM
alkej-678	131	25	0.55	0.55	NUM
alkej-678	131	26	es	es	NOUN
alkej-678	131	27	-	-	PUNCT
alkej-678	131	28	b	b	NOUN
alkej-678	131	29	18	18	NUM
alkej-678	131	30	96	96	NUM
alkej-678	131	31	59.75	59.75	NUM
alkej-678	131	32	30.89	30.89	NUM
alkej-678	131	33	pg	pg	PROPN
alkej-678	131	34	-	-	PUNCT
alkej-678	131	35	b	b	NOUN
alkej-678	131	36	0.65	0.65	NUM
alkej-678	131	37	4.2	4.2	NUM
alkej-678	131	38	2.29	2.29	NUM
alkej-678	131	39	1.32	1.32	NUM
alkej-678	131	40	ca15	ca15	PROPN
alkej-678	131	41	-	-	PUNCT
alkej-678	131	42	3	3	NUM
alkej-678	131	43	b	b	PROPN
alkej-678	131	44	6.59	6.59	NUM
alkej-678	131	45	13.6	13.6	NUM
alkej-678	131	46	10.49	10.49	NUM
alkej-678	131	47	1.80	1.80	NUM
alkej-678	131	48	cea	cea	PROPN
alkej-678	131	49	-	-	PUNCT
alkej-678	131	50	b	b	PROPN
alkej-678	131	51	1.02	1.02	NUM
alkej-678	131	52	5.71	5.71	NUM
alkej-678	131	53	2.46	2.46	NUM
alkej-678	131	54	1.15	1.15	NUM
alkej-678	131	55	tp	tp	NOUN
alkej-678	131	56	-	-	PUNCT
alkej-678	131	57	b	b	PROPN
alkej-678	131	58	6.1	6.1	NUM
alkej-678	131	59	7.6	7.6	NUM
alkej-678	131	60	6.78	6.78	NUM
alkej-678	131	61	0.55	0.55	NUM
alkej-678	131	62	es	es	ADP
alkej-678	131	63	-	-	PUNCT
alkej-678	131	64	s	s	NOUN
alkej-678	131	65	5.3	5.3	NUM
alkej-678	131	66	27.8	27.8	NUM
alkej-678	131	67	17.24	17.24	NUM
alkej-678	131	68	8.93	8.93	NUM
alkej-678	131	69	pg	pg	NOUN
alkej-678	131	70	-	-	PUNCT
alkej-678	131	71	s	s	PART
alkej-678	131	72	0.2	0.2	NUM
alkej-678	131	73	1.6	1.6	NUM
alkej-678	131	74	0.84	0.84	NUM
alkej-678	131	75	0.54	0.54	NUM
alkej-678	131	76	ca15	ca15	PROPN
alkej-678	131	77	-	-	PUNCT
alkej-678	131	78	3	3	NUM
alkej-678	131	79	s	s	NOUN
alkej-678	131	80	0.69	0.69	NUM
alkej-678	131	81	2.35	2.35	NUM
alkej-678	131	82	1.51	1.51	NUM
alkej-678	131	83	0.47	0.47	NUM
alkej-678	131	84	cea	cea	PROPN
alkej-678	131	85	-	-	PUNCT
alkej-678	131	86	s	s	PROPN
alkej-678	131	87	0.5	0.5	NUM
alkej-678	131	88	0.68	0.68	NUM
alkej-678	131	89	0.51	0.51	NUM
alkej-678	131	90	0.04	0.04	NUM
alkej-678	131	91	tp	tp	ADP
alkej-678	131	92	-	-	PUNCT
alkej-678	131	93	s	s	PART
alkej-678	131	94	0.12	0.12	NUM
alkej-678	131	95	0.28	0.28	NUM
alkej-678	131	96	0.17	0.17	NUM
alkej-678	131	97	0.04	0.04	NUM
alkej-678	131	98	ph	ph	NOUN
alkej-678	131	99	-	-	PUNCT
alkej-678	131	100	s	s	NOUN
alkej-678	131	101	6.4	6.4	NUM
alkej-678	131	102	7.3	7.3	NUM
alkej-678	131	103	7.00	7.00	NUM
alkej-678	131	104	0.27	0.27	NUM
alkej-678	131	105	in	in	ADP
alkej-678	131	106	order	order	NOUN
alkej-678	131	107	to	to	PART
alkej-678	131	108	investigate	investigate	VERB
alkej-678	131	109	the	the	DET
alkej-678	131	110	performance	performance	NOUN
alkej-678	131	111	of	of	ADP
alkej-678	131	112	the	the	DET
alkej-678	131	113	four	four	NUM
alkej-678	131	114	machine	machine	NOUN
alkej-678	131	115	learning	learn	VERB
alkej-678	131	116	classifiers	classifier	NOUN
alkej-678	131	117	,	,	PUNCT
alkej-678	131	118	table	table	NOUN
alkej-678	131	119	4	4	NUM
alkej-678	131	120	and	and	CCONJ
alkej-678	131	121	5	5	NUM
alkej-678	131	122	shows	show	VERB
alkej-678	131	123	the	the	DET
alkej-678	131	124	results	result	NOUN
alkej-678	131	125	of	of	ADP
alkej-678	131	126	the	the	DET
alkej-678	131	127	classification	classification	NOUN
alkej-678	131	128	of	of	ADP
alkej-678	131	129	stage-1	stage-1	PROPN
alkej-678	131	130	and	and	CCONJ
alkej-678	131	131	stage-2	stage-2	PROPN
alkej-678	131	132	in	in	ADP
alkej-678	131	133	terms	term	NOUN
alkej-678	131	134	of	of	ADP
alkej-678	131	135	precision	precision	NOUN
alkej-678	131	136	,	,	PUNCT
alkej-678	131	137	recall	recall	NOUN
alkej-678	131	138	,	,	PUNCT
alkej-678	131	139	accuracy	accuracy	NOUN
alkej-678	131	140	and	and	CCONJ
alkej-678	131	141	mcc	mcc	NOUN
alkej-678	131	142	for	for	ADP
alkej-678	131	143	logistic	logistic	ADJ
alkej-678	131	144	regression	regression	NOUN
alkej-678	131	145	,	,	PUNCT
alkej-678	131	146	naïve	naïve	ADJ
alkej-678	131	147	bayes	bayes	NOUN
alkej-678	131	148	,	,	PUNCT
alkej-678	131	149	decision	decision	NOUN
alkej-678	131	150	tree	tree	NOUN
alkej-678	131	151	and	and	CCONJ
alkej-678	131	152	oner	oner	NOUN
alkej-678	131	153	classifiers	classifier	NOUN
alkej-678	131	154	.	.	PUNCT
alkej-678	132	1	naïve	naïve	ADJ
alkej-678	132	2	bayes	bayes	PROPN
alkej-678	132	3	classifier	classifier	NOUN
alkej-678	132	4	is	be	AUX
alkej-678	132	5	outperforming	outperform	VERB
alkej-678	132	6	other	other	ADJ
alkej-678	132	7	classifiers	classifier	NOUN
alkej-678	132	8	for	for	ADP
alkej-678	132	9	stage-1	stage-1	PROPN
alkej-678	132	10	when	when	SCONJ
alkej-678	132	11	we	we	PRON
alkej-678	132	12	are	be	AUX
alkej-678	132	13	classifying	classify	VERB
alkej-678	132	14	normal	normal	ADJ
alkej-678	132	15	versus	versus	ADP
alkej-678	132	16	abnormal	abnormal	ADJ
alkej-678	132	17	who	who	PRON
alkej-678	132	18	had	have	VERB
alkej-678	132	19	tumors	tumor	NOUN
alkej-678	132	20	as	as	ADV
alkej-678	132	21	well	well	ADV
alkej-678	132	22	as	as	ADP
alkej-678	132	23	achieving	achieve	VERB
alkej-678	132	24	similar	similar	ADJ
alkej-678	132	25	performance	performance	NOUN
alkej-678	132	26	for	for	ADP
alkej-678	132	27	stage	stage	NOUN
alkej-678	132	28	2	2	NUM
alkej-678	132	29	for	for	ADP
alkej-678	132	30	the	the	DET
alkej-678	132	31	case	case	NOUN
alkej-678	132	32	of	of	ADP
alkej-678	132	33	classifying	classify	VERB
alkej-678	132	34	malignant	malignant	ADJ
alkej-678	132	35	and	and	CCONJ
alkej-678	132	36	benign	benign	ADJ
alkej-678	132	37	patients	patient	NOUN
alkej-678	132	38	.	.	PUNCT
alkej-678	133	1	iyden	iyden	PROPN
alkej-678	133	2	kamil	kamil	PROPN
alkej-678	133	3	mohammed	mohammed	PROPN
alkej-678	133	4	al	al	PROPN
alkej-678	133	5	-	-	PUNCT
alkej-678	133	6	khwarizmi	khwarizmi	PROPN
alkej-678	133	7	engineering	engineering	NOUN
alkej-678	133	8	journal	journal	PROPN
alkej-678	133	9	,	,	PUNCT
alkej-678	133	10	vol	vol	NOUN
alkej-678	133	11	.	.	PROPN
alkej-678	133	12	16	16	NUM
alkej-678	133	13	,	,	PUNCT
alkej-678	133	14	no	no	INTJ
alkej-678	133	15	.	.	NOUN
alkej-678	133	16	3	3	NUM
alkej-678	133	17	,	,	PUNCT
alkej-678	133	18	p.p	p.p	PROPN
alkej-678	133	19	.	.	NOUN
alkej-678	133	20	110	110	NUM
alkej-678	133	21	(	(	PUNCT
alkej-678	133	22	2020	2020	NUM
alkej-678	133	23	)	)	PUNCT
alkej-678	133	24	7	7	NUM
alkej-678	133	25	table	table	NOUN
alkej-678	133	26	4	4	NUM
alkej-678	133	27	,	,	PUNCT
alkej-678	133	28	the	the	DET
alkej-678	133	29	results	result	NOUN
alkej-678	133	30	of	of	ADP
alkej-678	133	31	stage-1	stage-1	NOUN
alkej-678	133	32	classification	classification	NOUN
alkej-678	133	33	using	use	VERB
alkej-678	133	34	different	different	ADJ
alkej-678	133	35	classifiers	classifier	NOUN
alkej-678	133	36	with	with	ADP
alkej-678	133	37	loo	loo	PROPN
alkej-678	133	38	cross	cross	PROPN
alkej-678	133	39	validation	validation	NOUN
alkej-678	133	40	.	.	PUNCT
alkej-678	134	1	the	the	DET
alkej-678	134	2	best	good	ADJ
alkej-678	134	3	performer	performer	NOUN
alkej-678	134	4	is	be	AUX
alkej-678	134	5	shown	show	VERB
alkej-678	134	6	in	in	ADP
alkej-678	134	7	bold	bold	ADJ
alkej-678	134	8	table	table	NOUN
alkej-678	134	9	5	5	NUM
alkej-678	134	10	,	,	PUNCT
alkej-678	134	11	the	the	DET
alkej-678	134	12	results	result	NOUN
alkej-678	134	13	of	of	ADP
alkej-678	134	14	stage-2	stage-2	NUM
alkej-678	134	15	classification	classification	NOUN
alkej-678	134	16	using	use	VERB
alkej-678	134	17	different	different	ADJ
alkej-678	134	18	classifiers	classifier	NOUN
alkej-678	134	19	with	with	ADP
alkej-678	134	20	loo	loo	PROPN
alkej-678	134	21	cross	cross	PROPN
alkej-678	134	22	validation	validation	NOUN
alkej-678	134	23	.	.	PUNCT
alkej-678	135	1	classifier	classifier	PROPN
alkej-678	135	2	precision	precision	PROPN
alkej-678	135	3	recall	recall	PROPN
alkej-678	135	4	ac	ac	PROPN
alkej-678	135	5	mcc	mcc	PROPN
alkej-678	135	6	oner	oner	PROPN
alkej-678	135	7	1	1	NUM
alkej-678	135	8	1	1	NUM
alkej-678	135	9	100	100	NUM
alkej-678	135	10	1	1	NUM
alkej-678	135	11	logistic	logistic	NOUN
alkej-678	135	12	0.996	0.996	NUM
alkej-678	135	13	0.995	0.995	NUM
alkej-678	135	14	99.5	99.5	NUM
alkej-678	135	15	0.991	0.991	NUM
alkej-678	135	16	naïve	naïve	ADJ
alkej-678	135	17	bayes	bayes	NOUN
alkej-678	135	18	1	1	NUM
alkej-678	135	19	1	1	NUM
alkej-678	135	20	100	100	NUM
alkej-678	135	21	1	1	NUM
alkej-678	135	22	decision	decision	NOUN
alkej-678	135	23	tree	tree	NOUN
alkej-678	135	24	1	1	NUM
alkej-678	135	25	1	1	NUM
alkej-678	135	26	100	100	NUM
alkej-678	135	27	1	1	NUM
alkej-678	135	28	the	the	DET
alkej-678	135	29	confusion	confusion	NOUN
alkej-678	135	30	matrix	matrix	NOUN
alkej-678	135	31	(	(	PUNCT
alkej-678	135	32	cm	cm	NOUN
alkej-678	135	33	)	)	PUNCT
alkej-678	135	34	for	for	ADP
alkej-678	135	35	the	the	DET
alkej-678	135	36	classification	classification	NOUN
alkej-678	135	37	of	of	ADP
alkej-678	135	38	breast	breast	NOUN
alkej-678	135	39	cancer	cancer	NOUN
alkej-678	135	40	attributes	attribute	NOUN
alkej-678	135	41	is	be	AUX
alkej-678	135	42	plotted	plot	VERB
alkej-678	135	43	with	with	ADP
alkej-678	135	44	naïve	naïve	ADJ
alkej-678	135	45	bayes	bayes	NOUN
alkej-678	135	46	(	(	PUNCT
alkej-678	135	47	best	good	ADJ
alkej-678	135	48	performer	performer	NOUN
alkej-678	135	49	)	)	PUNCT
alkej-678	135	50	classifier	classifier	NOUN
alkej-678	135	51	in	in	ADP
alkej-678	135	52	table	table	NOUN
alkej-678	135	53	6	6	NUM
alkej-678	135	54	and	and	CCONJ
alkej-678	135	55	7	7	NUM
alkej-678	135	56	.	.	PUNCT
alkej-678	136	1	the	the	DET
alkej-678	136	2	results	result	NOUN
alkej-678	136	3	in	in	ADP
alkej-678	136	4	the	the	DET
alkej-678	136	5	diagonal	diagonal	NOUN
alkej-678	136	6	of	of	ADP
alkej-678	136	7	cm	cm	PROPN
alkej-678	136	8	show	show	VERB
alkej-678	136	9	the	the	DET
alkej-678	136	10	correct	correct	ADJ
alkej-678	136	11	classification	classification	NOUN
alkej-678	136	12	rates	rate	NOUN
alkej-678	136	13	while	while	SCONJ
alkej-678	136	14	the	the	DET
alkej-678	136	15	misclassifications	misclassification	NOUN
alkej-678	136	16	are	be	AUX
alkej-678	136	17	shown	show	VERB
alkej-678	136	18	off	off	ADP
alkej-678	136	19	-	-	PUNCT
alkej-678	136	20	diagonal	diagonal	ADJ
alkej-678	136	21	.	.	PUNCT
alkej-678	137	1	there	there	PRON
alkej-678	137	2	were	be	VERB
alkej-678	137	3	only	only	ADV
alkej-678	137	4	15	15	NUM
alkej-678	137	5	cases	case	NOUN
alkej-678	137	6	(	(	PUNCT
alkej-678	137	7	table	table	NOUN
alkej-678	137	8	6	6	NUM
alkej-678	137	9	)	)	PUNCT
alkej-678	137	10	out	out	ADP
alkej-678	137	11	of	of	ADP
alkej-678	137	12	the	the	DET
alkej-678	137	13	256	256	NUM
alkej-678	137	14	(	(	PUNCT
alkej-678	137	15	with	with	ADP
alkej-678	137	16	smote	smote	ADJ
alkej-678	137	17	)	)	PUNCT
alkej-678	137	18	cases	case	NOUN
alkej-678	137	19	that	that	PRON
alkej-678	137	20	were	be	AUX
alkej-678	137	21	misclassified	misclassifie	VERB
alkej-678	137	22	for	for	ADP
alkej-678	137	23	stage	stage	NOUN
alkej-678	137	24	1	1	NUM
alkej-678	137	25	while	while	SCONJ
alkej-678	137	26	all	all	DET
alkej-678	137	27	the	the	DET
alkej-678	137	28	221	221	NUM
alkej-678	137	29	(	(	PUNCT
alkej-678	137	30	with	with	ADP
alkej-678	137	31	smote	smote	ADJ
alkej-678	137	32	)	)	PUNCT
alkej-678	137	33	malignant	malignant	ADJ
alkej-678	137	34	and	and	CCONJ
alkej-678	137	35	benign	benign	ADJ
alkej-678	137	36	cases	case	NOUN
alkej-678	137	37	were	be	AUX
alkej-678	137	38	classified	classify	VERB
alkej-678	137	39	correctly	correctly	ADV
alkej-678	137	40	in	in	ADP
alkej-678	137	41	stage	stage	NOUN
alkej-678	137	42	2	2	NUM
alkej-678	137	43	as	as	SCONJ
alkej-678	137	44	shown	show	VERB
alkej-678	137	45	in	in	ADP
alkej-678	137	46	table	table	NOUN
alkej-678	137	47	7	7	NUM
alkej-678	137	48	.	.	PUNCT
alkej-678	137	49	table	table	NOUN
alkej-678	137	50	6	6	NUM
alkej-678	137	51	,	,	PUNCT
alkej-678	137	52	confusion	confusion	NOUN
alkej-678	137	53	matrix	matrix	NOUN
alkej-678	137	54	of	of	ADP
alkej-678	137	55	the	the	DET
alkej-678	137	56	naïve	naïve	ADJ
alkej-678	137	57	bayes	bayes	NOUN
alkej-678	137	58	classifier	classifier	NOUN
alkej-678	137	59	for	for	ADP
alkej-678	137	60	stage	stage	NOUN
alkej-678	137	61	1	1	NUM
alkej-678	137	62	after	after	ADP
alkej-678	137	63	using	use	VERB
alkej-678	137	64	smote	smote	ADJ
alkej-678	137	65	predicted	predict	VERB
alkej-678	137	66	class	class	NOUN
alkej-678	137	67	actual	actual	ADJ
alkej-678	137	68	group	group	NOUN
alkej-678	137	69	abnormal	abnormal	ADJ
alkej-678	137	70	normal	normal	ADJ
alkej-678	137	71	abnormal	abnormal	ADJ
alkej-678	137	72	116	116	NUM
alkej-678	137	73	15	15	NUM
alkej-678	137	74	normal	normal	ADJ
alkej-678	137	75	0	0	NUM
alkej-678	137	76	125	125	NUM
alkej-678	137	77	overall	overall	ADJ
alkej-678	137	78	accuracy=	accuracy=	NUM
alkej-678	137	79	94.1	94.1	NUM
alkej-678	137	80	%	%	NOUN
alkej-678	137	81	table	table	NOUN
alkej-678	137	82	7	7	NUM
alkej-678	137	83	,	,	PUNCT
alkej-678	137	84	confusion	confusion	NOUN
alkej-678	137	85	matrix	matrix	NOUN
alkej-678	137	86	of	of	ADP
alkej-678	137	87	the	the	DET
alkej-678	137	88	naïve	naïve	ADJ
alkej-678	137	89	bayes	bayes	NOUN
alkej-678	137	90	classifier	classifier	NOUN
alkej-678	137	91	for	for	ADP
alkej-678	137	92	stage	stage	NOUN
alkej-678	137	93	2	2	NUM
alkej-678	137	94	of	of	ADP
alkej-678	137	95	the	the	DET
alkej-678	137	96	classification	classification	NOUN
alkej-678	137	97	after	after	ADP
alkej-678	137	98	using	use	VERB
alkej-678	137	99	smote	smote	ADJ
alkej-678	137	100	predicted	predict	VERB
alkej-678	137	101	class	class	NOUN
alkej-678	137	102	actual	actual	ADJ
alkej-678	137	103	group	group	NOUN
alkej-678	137	104	malignant	malignant	ADJ
alkej-678	137	105	benign	benign	ADJ
alkej-678	137	106	malignant	malignant	NOUN
alkej-678	137	107	111	111	NUM
alkej-678	137	108	0	0	NUM
alkej-678	137	109	benign	benign	ADJ
alkej-678	137	110	0	0	NUM
alkej-678	137	111	110	110	NUM
alkej-678	137	112	overall	overall	ADJ
alkej-678	137	113	accuracy=	accuracy=	NUM
alkej-678	137	114	100	100	NUM
alkej-678	137	115	%	%	NOUN
alkej-678	137	116	when	when	SCONJ
alkej-678	137	117	comparing	compare	VERB
alkej-678	137	118	the	the	DET
alkej-678	137	119	results	result	NOUN
alkej-678	137	120	obtained	obtain	VERB
alkej-678	137	121	in	in	ADP
alkej-678	137	122	this	this	DET
alkej-678	137	123	study	study	NOUN
alkej-678	137	124	with	with	ADP
alkej-678	137	125	that	that	PRON
alkej-678	137	126	in	in	ADP
alkej-678	137	127	[	[	X
alkej-678	137	128	9	9	NUM
alkej-678	137	129	]	]	PUNCT
alkej-678	137	130	who	who	PRON
alkej-678	137	131	investigated	investigate	VERB
alkej-678	137	132	42	42	NUM
alkej-678	137	133	attributes	attribute	NOUN
alkej-678	137	134	and	and	CCONJ
alkej-678	137	135	selected	select	VERB
alkej-678	137	136	26	26	NUM
alkej-678	137	137	attributes	attribute	NOUN
alkej-678	137	138	for	for	ADP
alkej-678	137	139	the	the	DET
alkej-678	137	140	classification	classification	NOUN
alkej-678	137	141	of	of	ADP
alkej-678	137	142	three	three	NUM
alkej-678	137	143	classes	class	NOUN
alkej-678	137	144	of	of	ADP
alkej-678	137	145	breast	breast	NOUN
alkej-678	137	146	tumors	tumor	NOUN
alkej-678	137	147	,	,	PUNCT
alkej-678	137	148	we	we	PRON
alkej-678	137	149	utilized	utilize	VERB
alkej-678	137	150	smote	smote	VERB
alkej-678	137	151	to	to	PART
alkej-678	137	152	balance	balance	VERB
alkej-678	137	153	the	the	DET
alkej-678	137	154	classes	class	NOUN
alkej-678	137	155	unlike	unlike	ADP
alkej-678	137	156	[	[	X
alkej-678	137	157	9	9	NUM
alkej-678	137	158	]	]	PUNCT
alkej-678	137	159	who	who	PRON
alkej-678	137	160	used	use	VERB
alkej-678	137	161	imbalanced	imbalanced	ADJ
alkej-678	137	162	classes	class	NOUN
alkej-678	137	163	,	,	PUNCT
alkej-678	137	164	which	which	PRON
alkej-678	137	165	may	may	AUX
alkej-678	137	166	cause	cause	VERB
alkej-678	137	167	overfitting	overfitte	VERB
alkej-678	137	168	,	,	PUNCT
alkej-678	137	169	despite	despite	SCONJ
alkej-678	137	170	the	the	DET
alkej-678	137	171	high	high	ADJ
alkej-678	137	172	accuracy	accuracy	NOUN
alkej-678	137	173	obtained	obtain	VERB
alkej-678	137	174	on	on	ADP
alkej-678	137	175	their	their	PRON
alkej-678	137	176	work	work	NOUN
alkej-678	137	177	98	98	NUM
alkej-678	137	178	%	%	NOUN
alkej-678	137	179	.	.	PUNCT
alkej-678	138	1	to	to	PART
alkej-678	138	2	find	find	VERB
alkej-678	138	3	the	the	DET
alkej-678	138	4	best	good	ADJ
alkej-678	138	5	breast	breast	NOUN
alkej-678	138	6	attributes	attribute	NOUN
alkej-678	138	7	that	that	PRON
alkej-678	138	8	have	have	VERB
alkej-678	138	9	the	the	DET
alkej-678	138	10	most	most	ADJ
alkej-678	138	11	influence	influence	NOUN
alkej-678	138	12	for	for	ADP
alkej-678	138	13	the	the	DET
alkej-678	138	14	classification	classification	NOUN
alkej-678	138	15	of	of	ADP
alkej-678	138	16	breast	breast	NOUN
alkej-678	138	17	cancer	cancer	NOUN
alkej-678	138	18	in	in	ADP
alkej-678	138	19	the	the	DET
alkej-678	138	20	stage	stage	NOUN
alkej-678	138	21	1	1	NUM
alkej-678	138	22	and	and	CCONJ
alkej-678	138	23	2	2	NUM
alkej-678	138	24	,	,	PUNCT
alkej-678	138	25	we	we	PRON
alkej-678	138	26	utilizedcfs	utilizedcfs	VERB
alkej-678	139	1	[	[	X
alkej-678	139	2	23	23	NUM
alkej-678	139	3	]	]	PUNCT
alkej-678	139	4	.	.	PUNCT
alkej-678	140	1	table	table	NOUN
alkej-678	140	2	8	8	NUM
alkej-678	140	3	shows	show	VERB
alkej-678	140	4	the	the	DET
alkej-678	140	5	best	well	ADV
alkej-678	140	6	ranked	rank	VERB
alkej-678	140	7	selected	select	VERB
alkej-678	140	8	attributes	attribute	NOUN
alkej-678	140	9	for	for	ADP
alkej-678	140	10	stage-1	stage-1	PROPN
alkej-678	140	11	where	where	SCONJ
alkej-678	140	12	the	the	DET
alkej-678	140	13	cfs	cfs	NOUN
alkej-678	140	14	selected	select	VERB
alkej-678	140	15	10	10	NUM
alkej-678	140	16	attributes	attribute	NOUN
alkej-678	140	17	while	while	SCONJ
alkej-678	140	18	for	for	ADP
alkej-678	140	19	stage-2	stage-2	PROPN
alkej-678	140	20	,	,	PUNCT
alkej-678	140	21	the	the	DET
alkej-678	140	22	best	well	ADV
alkej-678	140	23	selected	select	VERB
alkej-678	140	24	attributes	attribute	NOUN
alkej-678	140	25	were	be	AUX
alkej-678	140	26	equal	equal	ADJ
alkej-678	140	27	to	to	ADP
alkej-678	140	28	11	11	NUM
alkej-678	140	29	.	.	PUNCT
alkej-678	141	1	it	it	PRON
alkej-678	141	2	is	be	AUX
alkej-678	141	3	worth	worth	ADJ
alkej-678	141	4	noting	note	VERB
alkej-678	141	5	that	that	SCONJ
alkej-678	141	6	the	the	DET
alkej-678	141	7	classification	classification	NOUN
alkej-678	141	8	accuracy	accuracy	NOUN
alkej-678	141	9	with	with	ADP
alkej-678	141	10	the	the	DET
alkej-678	141	11	best	well	ADV
alkej-678	141	12	selected	select	VERB
alkej-678	141	13	attributes	attribute	NOUN
alkej-678	141	14	with	with	ADP
alkej-678	141	15	loo	loo	NOUN
alkej-678	141	16	was	be	AUX
alkej-678	141	17	equal	equal	ADJ
alkej-678	141	18	to	to	ADP
alkej-678	141	19	94.9	94.9	NUM
alkej-678	141	20	%	%	NOUN
alkej-678	141	21	,	,	PUNCT
alkej-678	141	22	slightly	slightly	ADV
alkej-678	141	23	higher	high	ADJ
alkej-678	141	24	than	than	ADP
alkej-678	141	25	that	that	PRON
alkej-678	141	26	of	of	ADP
alkej-678	141	27	the	the	DET
alkej-678	141	28	full	full	ADJ
alkej-678	141	29	set	set	NOUN
alkej-678	141	30	of	of	ADP
alkej-678	141	31	attributes	attribute	NOUN
alkej-678	141	32	(	(	PUNCT
alkej-678	141	33	94.1	94.1	NUM
alkej-678	141	34	%	%	NOUN
alkej-678	141	35	)	)	PUNCT
alkej-678	141	36	.	.	PUNCT
alkej-678	142	1	in	in	ADP
alkej-678	142	2	stage-1	stage-1	PROPN
alkej-678	142	3	for	for	ADP
alkej-678	142	4	the	the	DET
alkej-678	142	5	classification	classification	NOUN
alkej-678	142	6	of	of	ADP
alkej-678	142	7	normal	normal	ADJ
alkej-678	142	8	or	or	CCONJ
alkej-678	142	9	abnormal	abnormal	ADJ
alkej-678	142	10	cases	case	NOUN
alkej-678	142	11	,	,	PUNCT
alkej-678	142	12	bmi	bmi	NOUN
alkej-678	142	13	,	,	PUNCT
alkej-678	142	14	menstrual	menstrual	ADJ
alkej-678	142	15	cycle	cycle	NOUN
alkej-678	142	16	status	status	NOUN
alkej-678	142	17	,	,	PUNCT
alkej-678	142	18	and	and	CCONJ
alkej-678	142	19	fut2	fut2	PROPN
alkej-678	142	20	gene	gene	NOUN
alkej-678	142	21	type	type	NOUN
alkej-678	142	22	were	be	AUX
alkej-678	142	23	the	the	DET
alkej-678	142	24	3	3	NUM
alkej-678	142	25	most	most	ADV
alkej-678	142	26	important	important	ADJ
alkej-678	142	27	ranked	rank	VERB
alkej-678	142	28	attributes	attribute	NOUN
alkej-678	142	29	,	,	PUNCT
alkej-678	142	30	selected	select	VERB
alkej-678	142	31	by	by	ADP
alkej-678	142	32	the	the	DET
alkej-678	142	33	cfs	cfs	PROPN
alkej-678	142	34	.	.	PUNCT
alkej-678	143	1	as	as	ADP
alkej-678	143	2	for	for	ADP
alkej-678	143	3	stage-2	stage-2	NUM
alkej-678	143	4	for	for	ADP
alkej-678	143	5	the	the	DET
alkej-678	143	6	classification	classification	NOUN
alkej-678	143	7	of	of	ADP
alkej-678	143	8	benign	benign	ADJ
alkej-678	143	9	and	and	CCONJ
alkej-678	143	10	malignant	malignant	ADJ
alkej-678	143	11	cases	case	NOUN
alkej-678	143	12	,	,	PUNCT
alkej-678	143	13	the	the	DET
alkej-678	143	14	selected	select	VERB
alkej-678	143	15	features	feature	NOUN
alkej-678	143	16	were	be	AUX
alkej-678	143	17	age	age	NOUN
alkej-678	143	18	,	,	PUNCT
alkej-678	143	19	whr	whr	PROPN
alkej-678	143	20	and	and	CCONJ
alkej-678	143	21	number	number	NOUN
alkej-678	143	22	of	of	ADP
alkej-678	143	23	menstrual	menstrual	ADJ
alkej-678	143	24	cycles	cycle	NOUN
alkej-678	143	25	per	per	ADP
alkej-678	143	26	year	year	NOUN
alkej-678	143	27	.	.	PUNCT
alkej-678	144	1	it	it	PRON
alkej-678	144	2	can	can	AUX
alkej-678	144	3	be	be	AUX
alkej-678	144	4	noted	note	VERB
alkej-678	144	5	also	also	ADV
alkej-678	144	6	that	that	SCONJ
alkej-678	144	7	the	the	DET
alkej-678	144	8	common	common	ADJ
alkej-678	144	9	five	five	NUM
alkej-678	144	10	attributes	attribute	NOUN
alkej-678	144	11	that	that	PRON
alkej-678	144	12	are	be	AUX
alkej-678	144	13	shared	share	VERB
alkej-678	144	14	between	between	ADP
alkej-678	144	15	stage-1	stage-1	PROPN
alkej-678	144	16	and	and	CCONJ
alkej-678	144	17	stage-2	stage-2	NUM
alkej-678	144	18	are	be	AUX
alkej-678	144	19	cea	cea	PROPN
alkej-678	144	20	-	-	PUNCT
alkej-678	144	21	b	b	PROPN
alkej-678	144	22	,	,	PUNCT
alkej-678	144	23	ca15	ca15	PROPN
alkej-678	144	24	-	-	PUNCT
alkej-678	144	25	3	3	NUM
alkej-678	144	26	b	b	NOUN
alkej-678	144	27	,	,	PUNCT
alkej-678	144	28	ca15	ca15	PROPN
alkej-678	144	29	-	-	PUNCT
alkej-678	144	30	3	3	NUM
alkej-678	144	31	s	s	NOUN
alkej-678	144	32	,	,	PUNCT
alkej-678	144	33	tp	tp	NOUN
alkej-678	144	34	-	-	PUNCT
alkej-678	144	35	b	b	NOUN
alkej-678	144	36	and	and	CCONJ
alkej-678	144	37	es	es	PROPN
alkej-678	144	38	-	-	PUNCT
alkej-678	144	39	s.	s.	PROPN
alkej-678	144	40	cea	cea	PROPN
alkej-678	144	41	-	-	PUNCT
alkej-678	144	42	b	b	PROPN
alkej-678	144	43	is	be	AUX
alkej-678	144	44	tumor	tumor	NOUN
alkej-678	144	45	biomarker	biomarker	NOUN
alkej-678	144	46	that	that	PRON
alkej-678	144	47	is	be	AUX
alkej-678	144	48	derived	derive	VERB
alkej-678	144	49	from	from	ADP
alkej-678	144	50	blood	blood	NOUN
alkej-678	144	51	;	;	PUNCT
alkej-678	144	52	it	it	PRON
alkej-678	144	53	is	be	AUX
alkej-678	144	54	not	not	PART
alkej-678	144	55	specific	specific	ADJ
alkej-678	144	56	for	for	ADP
alkej-678	144	57	breast	breast	NOUN
alkej-678	144	58	tumor	tumor	NOUN
alkej-678	144	59	.	.	PUNCT
alkej-678	145	1	however	however	ADV
alkej-678	145	2	,	,	PUNCT
alkej-678	145	3	ca15	ca15	PROPN
alkej-678	145	4	-	-	PUNCT
alkej-678	145	5	3	3	NUM
alkej-678	145	6	b	b	NOUN
alkej-678	145	7	is	be	AUX
alkej-678	145	8	regarded	regard	VERB
alkej-678	145	9	as	as	ADP
alkej-678	145	10	tumor	tumor	NOUN
alkej-678	145	11	biomarker	biomarker	NOUN
alkej-678	145	12	and	and	CCONJ
alkej-678	145	13	it	it	PRON
alkej-678	145	14	is	be	AUX
alkej-678	145	15	specific	specific	ADJ
alkej-678	145	16	protein	protein	NOUN
alkej-678	145	17	biomarker	biomarker	NOUN
alkej-678	145	18	for	for	ADP
alkej-678	145	19	breast	breast	NOUN
alkej-678	145	20	cancer	cancer	NOUN
alkej-678	145	21	.	.	PUNCT
alkej-678	146	1	moreover	moreover	ADV
alkej-678	146	2	,	,	PUNCT
alkej-678	146	3	ca15	ca15	PROPN
alkej-678	146	4	-	-	PUNCT
alkej-678	146	5	3	3	NUM
alkej-678	146	6	s	s	NOUN
alkej-678	146	7	and	and	CCONJ
alkej-678	146	8	es	es	NOUN
alkej-678	146	9	-	-	PUNCT
alkej-678	146	10	s	s	NOUN
alkej-678	146	11	are	be	AUX
alkej-678	146	12	classifier	classifier	NOUN
alkej-678	146	13	precision	precision	NOUN
alkej-678	146	14	recall	recall	PROPN
alkej-678	146	15	ac	ac	PROPN
alkej-678	146	16	mcc	mcc	PROPN
alkej-678	146	17	oner	oner	VERB
alkej-678	146	18	0.914	0.914	NUM
alkej-678	146	19	0.914	0.914	NUM
alkej-678	146	20	91.4	91.4	NUM
alkej-678	146	21	0.828	0.828	NUM
alkej-678	146	22	logistic	logistic	ADJ
alkej-678	146	23	0.934	0.934	NUM
alkej-678	146	24	0.934	0.934	NUM
alkej-678	146	25	93.4	93.4	NUM
alkej-678	146	26	0.867	0.867	NUM
alkej-678	146	27	naïve	naïve	ADJ
alkej-678	146	28	bayes	baye	NOUN
alkej-678	146	29	0.948	0.948	NUM
alkej-678	146	30	0.941	0.941	NUM
alkej-678	146	31	94.1	94.1	NUM
alkej-678	146	32	0.889	0.889	NUM
alkej-678	146	33	decision	decision	NOUN
alkej-678	146	34	tree	tree	NOUN
alkej-678	146	35	0.930	0.930	NUM
alkej-678	146	36	0.930	0.930	NUM
alkej-678	146	37	93	93	NUM
alkej-678	146	38	0.860	0.860	NUM
alkej-678	146	39	iyden	iyden	PROPN
alkej-678	146	40	kamil	kamil	PROPN
alkej-678	146	41	mohammed	mohammed	PROPN
alkej-678	146	42	al	al	PROPN
alkej-678	146	43	-	-	PUNCT
alkej-678	146	44	khwarizmi	khwarizmi	PROPN
alkej-678	146	45	engineering	engineering	NOUN
alkej-678	146	46	journal	journal	PROPN
alkej-678	146	47	,	,	PUNCT
alkej-678	146	48	vol	vol	NOUN
alkej-678	146	49	.	.	PROPN
alkej-678	146	50	16	16	NUM
alkej-678	146	51	,	,	PUNCT
alkej-678	146	52	no	no	INTJ
alkej-678	146	53	.	.	NOUN
alkej-678	146	54	3	3	NUM
alkej-678	146	55	,	,	PUNCT
alkej-678	146	56	p.p	p.p	PROPN
alkej-678	146	57	.	.	NOUN
alkej-678	146	58	110	110	NUM
alkej-678	146	59	(	(	PUNCT
alkej-678	146	60	2020	2020	NUM
alkej-678	146	61	)	)	PUNCT
alkej-678	146	62	8	8	NUM
alkej-678	146	63	newly	newly	ADV
alkej-678	146	64	derived	derive	VERB
alkej-678	146	65	breast	breast	NOUN
alkej-678	146	66	tumor	tumor	NOUN
alkej-678	146	67	biomarker	biomarker	NOUN
alkej-678	146	68	that	that	PRON
alkej-678	146	69	is	be	AUX
alkej-678	146	70	derived	derive	VERB
alkej-678	146	71	from	from	ADP
alkej-678	146	72	saliva	saliva	NOUN
alkej-678	146	73	.	.	PUNCT
alkej-678	147	1	it	it	PRON
alkej-678	147	2	is	be	AUX
alkej-678	147	3	highly	highly	ADV
alkej-678	147	4	promising	promising	ADJ
alkej-678	147	5	since	since	SCONJ
alkej-678	147	6	it	it	PRON
alkej-678	147	7	is	be	AUX
alkej-678	147	8	non	non	ADJ
alkej-678	147	9	-	-	ADJ
alkej-678	147	10	invasive	invasive	ADJ
alkej-678	147	11	based	base	VERB
alkej-678	147	12	on	on	ADP
alkej-678	147	13	easy	easy	ADJ
alkej-678	147	14	to	to	PART
alkej-678	147	15	acquire	acquire	VERB
alkej-678	147	16	salivary	salivary	ADJ
alkej-678	147	17	sample	sample	NOUN
alkej-678	147	18	.	.	PUNCT
alkej-678	148	1	table	table	NOUN
alkej-678	148	2	6	6	NUM
alkej-678	148	3	,	,	PUNCT
alkej-678	148	4	the	the	DET
alkej-678	148	5	results	result	NOUN
alkej-678	148	6	of	of	ADP
alkej-678	148	7	the	the	DET
alkej-678	148	8	best	well	ADV
alkej-678	148	9	ranked	rank	VERB
alkej-678	148	10	selected	select	VERB
alkej-678	148	11	attributed	attribute	VERB
alkej-678	148	12	with	with	ADP
alkej-678	148	13	cfs	cfs	PROPN
alkej-678	148	14	with	with	ADP
alkej-678	148	15	naïve	naïve	ADJ
alkej-678	148	16	bayes	bayes	PROPN
alkej-678	148	17	classifier	classifier	NOUN
alkej-678	148	18	.	.	PUNCT
alkej-678	149	1	the	the	DET
alkej-678	149	2	attributes	attribute	NOUN
alkej-678	149	3	that	that	PRON
alkej-678	149	4	are	be	AUX
alkej-678	149	5	common	common	ADJ
alkej-678	149	6	the	the	DET
alkej-678	149	7	two	two	NUM
alkej-678	149	8	classification	classification	NOUN
alkej-678	149	9	stages	stage	NOUN
alkej-678	149	10	are	be	AUX
alkej-678	149	11	shown	show	VERB
alkej-678	149	12	in	in	ADP
alkej-678	149	13	bold	bold	ADJ
alkej-678	149	14	.	.	PUNCT
alkej-678	150	1	stage-1	stage-1	PROPN
alkej-678	150	2	stage-2	stage-2	NUM
alkej-678	150	3	1	1	NUM
alkej-678	150	4	bmi	bmi	NOUN
alkej-678	150	5	age	age	NOUN
alkej-678	150	6	2	2	NUM
alkej-678	150	7	mens	men	NOUN
alkej-678	150	8	.	.	PROPN
alkej-678	150	9	cycle	cycle	NOUN
alkej-678	150	10	status	status	NOUN
alkej-678	150	11	whr	whr	PROPN
alkej-678	150	12	3	3	NUM
alkej-678	150	13	fut2	fut2	PROPN
alkej-678	150	14	gene	gene	NOUN
alkej-678	150	15	type	type	NOUN
alkej-678	150	16	mens	men	NOUN
alkej-678	150	17	.	.	PUNCT
alkej-678	151	1	cycles	cycles	PROPN
alkej-678	151	2	/	/	SYM
alkej-678	151	3	year	year	NOUN
alkej-678	151	4	4	4	NUM
alkej-678	151	5	ca15	ca15	PROPN
alkej-678	151	6	-	-	PUNCT
alkej-678	151	7	3	3	NUM
alkej-678	151	8	b	b	PROPN
alkej-678	151	9	lewis	lewis	PROPN
alkej-678	151	10	blood	blood	NOUN
alkej-678	151	11	type	type	NOUN
alkej-678	151	12	5	5	NUM
alkej-678	151	13	cea	cea	PROPN
alkej-678	151	14	-	-	PUNCT
alkej-678	151	15	b	b	NOUN
alkej-678	151	16	es	es	NOUN
alkej-678	151	17	-	-	PUNCT
alkej-678	151	18	b	b	NOUN
alkej-678	151	19	6	6	NUM
alkej-678	151	20	tp	tp	NOUN
alkej-678	151	21	-	-	PUNCT
alkej-678	151	22	b	b	NOUN
alkej-678	151	23	ca15	ca15	PROPN
alkej-678	151	24	-	-	PUNCT
alkej-678	151	25	3	3	NUM
alkej-678	151	26	b	b	PROPN
alkej-678	151	27	7	7	NUM
alkej-678	151	28	es	es	NUM
alkej-678	151	29	-	-	PUNCT
alkej-678	151	30	s	s	NOUN
alkej-678	151	31	cea	cea	PROPN
alkej-678	151	32	-	-	PUNCT
alkej-678	151	33	b	b	PROPN
alkej-678	151	34	8	8	NUM
alkej-678	151	35	pg	pg	PROPN
alkej-678	151	36	-	-	PUNCT
alkej-678	151	37	s	s	NOUN
alkej-678	151	38	tp	tp	NOUN
alkej-678	151	39	-	-	PUNCT
alkej-678	151	40	b	b	NOUN
alkej-678	151	41	9	9	NUM
alkej-678	151	42	ca15	ca15	PROPN
alkej-678	151	43	-	-	PUNCT
alkej-678	151	44	3	3	NUM
alkej-678	151	45	s	s	NOUN
alkej-678	151	46	es	es	NOUN
alkej-678	151	47	-	-	PUNCT
alkej-678	151	48	s	s	NOUN
alkej-678	151	49	10	10	NUM
alkej-678	151	50	ph	ph	VERB
alkej-678	151	51	-	-	PUNCT
alkej-678	151	52	s	s	NOUN
alkej-678	151	53	ca15	ca15	PROPN
alkej-678	151	54	-	-	PUNCT
alkej-678	151	55	3	3	NUM
alkej-678	151	56	s	s	NOUN
alkej-678	151	57	11	11	NUM
alkej-678	151	58	tp	tp	NOUN
alkej-678	151	59	-	-	PUNCT
alkej-678	151	60	s	s	PART
alkej-678	151	61	4	4	NUM
alkej-678	151	62	.	.	PUNCT
alkej-678	151	63	conclusion	conclusion	NOUN
alkej-678	151	64	in	in	ADP
alkej-678	151	65	this	this	DET
alkej-678	151	66	paper	paper	NOUN
alkej-678	151	67	,	,	PUNCT
alkej-678	151	68	20	20	NUM
alkej-678	151	69	breast	breast	NOUN
alkej-678	151	70	cancer	cancer	NOUN
alkej-678	151	71	attributes	attribute	NOUN
alkej-678	151	72	have	have	AUX
alkej-678	151	73	been	be	AUX
alkej-678	151	74	collected	collect	VERB
alkej-678	151	75	for	for	ADP
alkej-678	151	76	the	the	DET
alkej-678	151	77	iraqi	iraqi	ADJ
alkej-678	151	78	women	woman	NOUN
alkej-678	151	79	and	and	CCONJ
alkej-678	151	80	utilized	utilize	VERB
alkej-678	151	81	to	to	PART
alkej-678	151	82	test	test	VERB
alkej-678	151	83	the	the	DET
alkej-678	151	84	performance	performance	NOUN
alkej-678	151	85	of	of	ADP
alkej-678	151	86	two	two	NUM
alkej-678	151	87	-	-	PUNCT
alkej-678	151	88	stage	stage	NOUN
alkej-678	151	89	classification	classification	NOUN
alkej-678	151	90	withfourclassifiers	withfourclassifier	NOUN
alkej-678	151	91	where	where	SCONJ
alkej-678	151	92	the	the	DET
alkej-678	151	93	attributes	attribute	NOUN
alkej-678	151	94	are	be	AUX
alkej-678	151	95	classified	classify	VERB
alkej-678	151	96	into	into	ADP
alkej-678	151	97	normal	normal	ADJ
alkej-678	151	98	and	and	CCONJ
alkej-678	151	99	abnormal	abnormal	ADJ
alkej-678	151	100	cases	case	NOUN
alkej-678	151	101	in	in	ADP
alkej-678	151	102	the	the	DET
alkej-678	151	103	first	first	ADJ
alkej-678	151	104	stage	stage	NOUN
alkej-678	151	105	.	.	PUNCT
alkej-678	152	1	if	if	SCONJ
alkej-678	152	2	the	the	DET
alkej-678	152	3	case	case	NOUN
alkej-678	152	4	was	be	AUX
alkej-678	152	5	abnormal	abnormal	ADJ
alkej-678	152	6	,	,	PUNCT
alkej-678	152	7	then	then	ADV
alkej-678	152	8	the	the	DET
alkej-678	152	9	second	second	ADJ
alkej-678	152	10	stage	stage	NOUN
alkej-678	152	11	of	of	ADP
alkej-678	152	12	the	the	DET
alkej-678	152	13	classification	classification	NOUN
alkej-678	152	14	is	be	AUX
alkej-678	152	15	performed	perform	VERB
alkej-678	152	16	to	to	PART
alkej-678	152	17	predict	predict	VERB
alkej-678	152	18	either	either	CCONJ
alkej-678	152	19	the	the	DET
alkej-678	152	20	patient	patient	NOUN
alkej-678	152	21	has	have	VERB
alkej-678	152	22	a	a	DET
alkej-678	152	23	malignant	malignant	ADJ
alkej-678	152	24	or	or	CCONJ
alkej-678	152	25	benign	benign	ADJ
alkej-678	152	26	tumor	tumor	NOUN
alkej-678	152	27	.	.	PUNCT
alkej-678	153	1	synthetic	synthetic	ADJ
alkej-678	153	2	minority	minority	NOUN
alkej-678	153	3	over	over	ADP
alkej-678	153	4	-	-	PUNCT
alkej-678	153	5	sampling	sample	VERB
alkej-678	153	6	technique	technique	NOUN
alkej-678	153	7	(	(	PUNCT
alkej-678	153	8	smote	smote	NOUN
alkej-678	153	9	)	)	PUNCT
alkej-678	153	10	was	be	AUX
alkej-678	153	11	utilized	utilize	VERB
alkej-678	153	12	to	to	PART
alkej-678	153	13	deal	deal	VERB
alkej-678	153	14	with	with	ADP
alkej-678	153	15	the	the	DET
alkej-678	153	16	problem	problem	NOUN
alkej-678	153	17	of	of	ADP
alkej-678	153	18	class	class	NOUN
alkej-678	153	19	imbalance	imbalance	NOUN
alkej-678	153	20	.	.	PUNCT
alkej-678	154	1	classification	classification	NOUN
alkej-678	154	2	accuracy	accuracy	NOUN
alkej-678	154	3	of	of	ADP
alkej-678	154	4	94	94	NUM
alkej-678	154	5	%	%	NOUN
alkej-678	154	6	for	for	ADP
alkej-678	154	7	stage-1	stage-1	PROPN
alkej-678	154	8	and	and	CCONJ
alkej-678	154	9	100	100	NUM
alkej-678	154	10	%	%	NOUN
alkej-678	154	11	was	be	AUX
alkej-678	154	12	achieved	achieve	VERB
alkej-678	154	13	with	with	ADP
alkej-678	154	14	naïve	naïve	ADJ
alkej-678	154	15	bayes	bayes	NOUN
alkej-678	154	16	classifier	classifier	NOUN
alkej-678	154	17	and	and	CCONJ
alkej-678	154	18	loo	loo	VERB
alkej-678	154	19	cross	cross	NOUN
alkej-678	154	20	-	-	NOUN
alkej-678	154	21	validation	validation	NOUN
alkej-678	154	22	.	.	PUNCT
alkej-678	155	1	the	the	DET
alkej-678	155	2	level	level	NOUN
alkej-678	155	3	of	of	ADP
alkej-678	155	4	ca15	ca15	PROPN
alkej-678	155	5	-	-	PUNCT
alkej-678	155	6	3	3	NUM
alkej-678	155	7	protein	protein	NOUN
alkej-678	155	8	in	in	ADP
alkej-678	155	9	blood	blood	NOUN
alkej-678	155	10	(	(	PUNCT
alkej-678	155	11	ca15	ca15	PROPN
alkej-678	155	12	-	-	PUNCT
alkej-678	155	13	3	3	NUM
alkej-678	155	14	b	b	NOUN
alkej-678	155	15	)	)	PUNCT
alkej-678	155	16	and	and	CCONJ
alkej-678	155	17	saliva	saliva	NOUN
alkej-678	155	18	(	(	PUNCT
alkej-678	155	19	ca15	ca15	PROPN
alkej-678	155	20	-	-	PUNCT
alkej-678	155	21	3	3	NUM
alkej-678	155	22	s	s	NOUN
alkej-678	155	23	)	)	PUNCT
alkej-678	155	24	,	,	PUNCT
alkej-678	155	25	and	and	CCONJ
alkej-678	155	26	carcinoembryonic	carcinoembryonic	ADJ
alkej-678	155	27	antigen	antigen	ADJ
alkej-678	155	28	level	level	NOUN
alkej-678	155	29	(	(	PUNCT
alkej-678	155	30	cea	cea	PROPN
alkej-678	155	31	-	-	PUNCT
alkej-678	155	32	b	b	PROPN
alkej-678	155	33	)	)	PUNCT
alkej-678	155	34	and	and	CCONJ
alkej-678	155	35	total	total	ADJ
alkej-678	155	36	protein	protein	NOUN
alkej-678	155	37	(	(	PUNCT
alkej-678	155	38	tp	tp	NOUN
alkej-678	155	39	-	-	PUNCT
alkej-678	155	40	b	b	NOUN
alkej-678	155	41	)	)	PUNCT
alkej-678	155	42	in	in	ADP
alkej-678	155	43	blood	blood	NOUN
alkej-678	155	44	and	and	CCONJ
alkej-678	155	45	also	also	ADV
alkej-678	155	46	estrogen	estrogen	NOUN
alkej-678	155	47	level	level	NOUN
alkej-678	155	48	(	(	PUNCT
alkej-678	155	49	es	es	NOUN
alkej-678	155	50	-	-	PUNCT
alkej-678	155	51	s	s	NOUN
alkej-678	155	52	)	)	PUNCT
alkej-678	155	53	in	in	ADP
alkej-678	155	54	saliva	saliva	NOUN
alkej-678	155	55	,	,	PUNCT
alkej-678	155	56	were	be	AUX
alkej-678	155	57	the	the	DET
alkej-678	155	58	best	well	ADV
alkej-678	155	59	selected	select	VERB
alkej-678	155	60	features	feature	NOUN
alkej-678	155	61	with	with	ADP
alkej-678	155	62	cfs	cfs	PROPN
alkej-678	155	63	for	for	ADP
alkej-678	155	64	both	both	DET
alkej-678	155	65	classification	classification	NOUN
alkej-678	155	66	stages	stage	NOUN
alkej-678	155	67	which	which	PRON
alkej-678	155	68	show	show	VERB
alkej-678	155	69	the	the	DET
alkej-678	155	70	importance	importance	NOUN
alkej-678	155	71	of	of	ADP
alkej-678	155	72	those	those	DET
alkej-678	155	73	parameters	parameter	NOUN
alkej-678	155	74	in	in	ADP
alkej-678	155	75	predicting	predict	VERB
alkej-678	155	76	malignant	malignant	ADJ
alkej-678	155	77	breast	breast	NOUN
alkej-678	155	78	tumors	tumor	NOUN
alkej-678	155	79	.	.	PUNCT
alkej-678	156	1	acknowledgments	acknowledgment	NOUN
alkej-678	156	2	the	the	DET
alkej-678	156	3	first	first	ADJ
alkej-678	156	4	author	author	NOUN
alkej-678	156	5	would	would	AUX
alkej-678	156	6	like	like	VERB
alkej-678	156	7	to	to	PART
alkej-678	156	8	thank	thank	VERB
alkej-678	156	9	the	the	DET
alkej-678	156	10	contribution	contribution	NOUN
alkej-678	156	11	of	of	ADP
alkej-678	156	12	dr	dr	PROPN
alkej-678	156	13	khalid	khalid	PROPN
alkej-678	156	14	mahdi	mahdi	PROPN
alkej-678	156	15	salah	salah	PROPN
alkej-678	156	16	,	,	PUNCT
alkej-678	156	17	university	university	NOUN
alkej-678	156	18	of	of	ADP
alkej-678	156	19	mustansiriyah	mustansiriyah	NOUN
alkej-678	156	20	for	for	ADP
alkej-678	156	21	his	his	PRON
alkej-678	156	22	comments	comment	NOUN
alkej-678	156	23	on	on	ADP
alkej-678	156	24	the	the	DET
alkej-678	156	25	data	datum	NOUN
alkej-678	156	26	collection	collection	NOUN
alkej-678	156	27	.	.	PUNCT
alkej-678	157	1	the	the	DET
alkej-678	157	2	authors	author	NOUN
alkej-678	157	3	are	be	AUX
alkej-678	157	4	grateful	grateful	ADJ
alkej-678	157	5	for	for	ADP
alkej-678	157	6	the	the	DET
alkej-678	157	7	reviewers	reviewer	NOUN
alkej-678	157	8	for	for	ADP
alkej-678	157	9	their	their	PRON
alkej-678	157	10	insightful	insightful	ADJ
alkej-678	157	11	comments	comment	NOUN
alkej-678	157	12	.	.	PUNCT
alkej-678	158	1	conflicts	conflict	NOUN
alkej-678	158	2	of	of	ADP
alkej-678	158	3	interest	interest	NOUN
alkej-678	158	4	disclosure	disclosure	NOUN
alkej-678	158	5	authors	author	NOUN
alkej-678	158	6	declare	declare	VERB
alkej-678	158	7	that	that	SCONJ
alkej-678	158	8	there	there	PRON
alkej-678	158	9	are	be	VERB
alkej-678	158	10	no	no	DET
alkej-678	158	11	conflicts	conflict	NOUN
alkej-678	158	12	of	of	ADP
alkej-678	158	13	interest	interest	NOUN
alkej-678	158	14	.	.	PUNCT
alkej-678	159	1	5	5	X
alkej-678	159	2	.	.	NUM
alkej-678	159	3	references	reference	NOUN
alkej-678	159	4	[	[	X
alkej-678	159	5	1	1	NUM
alkej-678	159	6	]	]	X
alkej-678	159	7	n.	n.	PROPN
alkej-678	159	8	a.	a.	PROPN
alkej-678	159	9	s.	s.	PROPN
alkej-678	159	10	alwan	alwan	PROPN
alkej-678	159	11	,	,	PUNCT
alkej-678	159	12	“	"	PUNCT
alkej-678	159	13	breast	breast	NOUN
alkej-678	159	14	cancer	cancer	NOUN
alkej-678	159	15	:	:	PUNCT
alkej-678	159	16	demographic	demographic	ADJ
alkej-678	159	17	characteristics	characteristic	NOUN
alkej-678	159	18	and	and	CCONJ
alkej-678	159	19	clinico	clinico	NOUN
alkej-678	159	20	-	-	PUNCT
alkej-678	159	21	pathological	pathological	ADJ
alkej-678	159	22	presentation	presentation	NOUN
alkej-678	159	23	of	of	ADP
alkej-678	159	24	patients	patient	NOUN
alkej-678	159	25	in	in	ADP
alkej-678	159	26	iraq	iraq	PROPN
alkej-678	159	27	,	,	PUNCT
alkej-678	159	28	”	"	PUNCT
alkej-678	159	29	2010	2010	NUM
alkej-678	159	30	.	.	PUNCT
alkej-678	160	1	[	[	X
alkej-678	160	2	2	2	NUM
alkej-678	160	3	]	]	PUNCT
alkej-678	160	4	m.	m.	NOUN
alkej-678	160	5	s.	s.	PROPN
alkej-678	160	6	dawood	dawood	PROPN
alkej-678	160	7	and	and	CCONJ
alkej-678	160	8	a.	a.	NOUN
alkej-678	160	9	a.	a.	PROPN
alkej-678	160	10	mohammed	mohammed	PROPN
alkej-678	160	11	,	,	PUNCT
alkej-678	160	12	“	"	PUNCT
alkej-678	160	13	breast	breast	NOUN
alkej-678	160	14	tumor	tumor	NOUN
alkej-678	160	15	diagnosis	diagnosis	NOUN
alkej-678	160	16	using	use	VERB
alkej-678	160	17	diode	diode	NOUN
alkej-678	160	18	laser	laser	NOUN
alkej-678	160	19	in	in	ADP
alkej-678	160	20	nearinfrared	nearinfrared	ADJ
alkej-678	160	21	region	region	NOUN
alkej-678	160	22	,	,	PUNCT
alkej-678	160	23	”	"	PUNCT
alkej-678	160	24	al	al	PROPN
alkej-678	160	25	-	-	PUNCT
alkej-678	160	26	khwarizmi	khwarizmi	PROPN
alkej-678	160	27	eng	eng	PROPN
alkej-678	160	28	.	.	PUNCT
alkej-678	161	1	j.	j.	PROPN
alkej-678	161	2	,	,	PUNCT
alkej-678	161	3	vol	vol	NOUN
alkej-678	161	4	.	.	PROPN
alkej-678	161	5	5	5	NUM
alkej-678	161	6	,	,	PUNCT
alkej-678	161	7	no	no	INTJ
alkej-678	161	8	.	.	NOUN
alkej-678	161	9	2	2	NUM
alkej-678	161	10	,	,	PUNCT
alkej-678	161	11	pp	pp	ADJ
alkej-678	161	12	.	.	PUNCT
alkej-678	162	1	20–31	20–31	NUM
alkej-678	162	2	,	,	PUNCT
alkej-678	162	3	2009	2009	NUM
alkej-678	162	4	.	.	PUNCT
alkej-678	163	1	[	[	X
alkej-678	163	2	3	3	NUM
alkej-678	163	3	]	]	X
alkej-678	163	4	m.	m.	NOUN
alkej-678	163	5	akram	akram	PROPN
alkej-678	163	6	,	,	PUNCT
alkej-678	163	7	m.	m.	NOUN
alkej-678	163	8	iqbal	iqbal	PROPN
alkej-678	163	9	,	,	PUNCT
alkej-678	163	10	m.	m.	NOUN
alkej-678	163	11	daniyal	daniyal	PROPN
alkej-678	163	12	,	,	PUNCT
alkej-678	163	13	and	and	CCONJ
alkej-678	163	14	a.	a.	PROPN
alkej-678	163	15	u.	u.	PROPN
alkej-678	163	16	khan	khan	PROPN
alkej-678	163	17	,	,	PUNCT
alkej-678	163	18	“	"	PUNCT
alkej-678	163	19	awareness	awareness	NOUN
alkej-678	163	20	and	and	CCONJ
alkej-678	163	21	current	current	ADJ
alkej-678	163	22	knowledge	knowledge	NOUN
alkej-678	163	23	of	of	ADP
alkej-678	163	24	breast	breast	NOUN
alkej-678	163	25	cancer	cancer	NOUN
alkej-678	163	26	,	,	PUNCT
alkej-678	163	27	”	"	PUNCT
alkej-678	163	28	biol	biol	NOUN
alkej-678	163	29	.	.	PUNCT
alkej-678	164	1	res	re	NOUN
alkej-678	164	2	.	.	PROPN
alkej-678	164	3	,	,	PUNCT
alkej-678	164	4	vol	vol	NOUN
alkej-678	164	5	.	.	PROPN
alkej-678	165	1	50	50	NUM
alkej-678	165	2	,	,	PUNCT
alkej-678	165	3	no	no	INTJ
alkej-678	165	4	.	.	NOUN
alkej-678	165	5	1	1	NUM
alkej-678	165	6	,	,	PUNCT
alkej-678	165	7	p.	p.	NOUN
alkej-678	165	8	33	33	NUM
alkej-678	165	9	,	,	PUNCT
alkej-678	165	10	2017	2017	NUM
alkej-678	165	11	.	.	PUNCT
alkej-678	166	1	[	[	X
alkej-678	166	2	4	4	X
alkej-678	166	3	]	]	X
alkej-678	166	4	g.	g.	PROPN
alkej-678	166	5	n.	n.	PROPN
alkej-678	166	6	sharma	sharma	PROPN
alkej-678	166	7	,	,	PUNCT
alkej-678	166	8	r.	r.	PROPN
alkej-678	166	9	dave	dave	PROPN
alkej-678	166	10	,	,	PUNCT
alkej-678	166	11	j.	j.	PROPN
alkej-678	166	12	sanadya	sanadya	PROPN
alkej-678	166	13	,	,	PUNCT
alkej-678	166	14	p.	p.	PROPN
alkej-678	166	15	sharma	sharma	PROPN
alkej-678	166	16	,	,	PUNCT
alkej-678	166	17	and	and	CCONJ
alkej-678	166	18	k.	k.	PROPN
alkej-678	166	19	k.	k.	PROPN
alkej-678	166	20	sharma	sharma	PROPN
alkej-678	166	21	,	,	PUNCT
alkej-678	166	22	“	"	PUNCT
alkej-678	166	23	various	various	ADJ
alkej-678	166	24	types	type	NOUN
alkej-678	166	25	and	and	CCONJ
alkej-678	166	26	management	management	NOUN
alkej-678	166	27	of	of	ADP
alkej-678	166	28	breast	breast	NOUN
alkej-678	166	29	cancer	cancer	NOUN
alkej-678	166	30	:	:	PUNCT
alkej-678	166	31	an	an	DET
alkej-678	166	32	overview	overview	NOUN
alkej-678	166	33	,	,	PUNCT
alkej-678	166	34	”	"	PUNCT
alkej-678	166	35	j.	j.	PROPN
alkej-678	166	36	adv	adv	PROPN
alkej-678	166	37	.	.	PUNCT
alkej-678	166	38	pharm	pharm	PROPN
alkej-678	166	39	.	.	PUNCT
alkej-678	167	1	technol	technol	PROPN
alkej-678	167	2	.	.	PUNCT
alkej-678	168	1	res	res	PROPN
alkej-678	168	2	.	.	PROPN
alkej-678	168	3	,	,	PUNCT
alkej-678	168	4	vol	vol	NOUN
alkej-678	168	5	.	.	PROPN
alkej-678	168	6	1	1	NUM
alkej-678	168	7	,	,	PUNCT
alkej-678	168	8	no	no	INTJ
alkej-678	168	9	.	.	NOUN
alkej-678	168	10	2	2	NUM
alkej-678	168	11	,	,	PUNCT
alkej-678	168	12	p.	p.	NOUN
alkej-678	168	13	109	109	NUM
alkej-678	168	14	,	,	PUNCT
alkej-678	168	15	2010	2010	NUM
alkej-678	168	16	.	.	PUNCT
alkej-678	169	1	[	[	X
alkej-678	169	2	5]n	5]n	NUM
alkej-678	169	3	.	.	PUNCT
alkej-678	170	1	l.	l.	PROPN
alkej-678	170	2	henry	henry	PROPN
alkej-678	170	3	and	and	CCONJ
alkej-678	170	4	d.	d.	PROPN
alkej-678	170	5	f.	f.	PROPN
alkej-678	170	6	hayes	hayes	PROPN
alkej-678	170	7	,	,	PUNCT
alkej-678	170	8	“	"	PUNCT
alkej-678	170	9	cancer	cancer	NOUN
alkej-678	170	10	biomarkers	biomarker	NOUN
alkej-678	170	11	,	,	PUNCT
alkej-678	170	12	”	"	PUNCT
alkej-678	170	13	mol	mol	NOUN
alkej-678	170	14	.	.	PROPN
alkej-678	170	15	oncol	oncol	PROPN
alkej-678	170	16	.	.	PUNCT
alkej-678	170	17	,	,	PUNCT
alkej-678	170	18	vol	vol	NOUN
alkej-678	170	19	.	.	PROPN
alkej-678	170	20	6	6	NUM
alkej-678	170	21	,	,	PUNCT
alkej-678	170	22	no	no	INTJ
alkej-678	170	23	.	.	NOUN
alkej-678	170	24	2	2	NUM
alkej-678	170	25	,	,	PUNCT
alkej-678	170	26	pp	pp	ADJ
alkej-678	170	27	.	.	PUNCT
alkej-678	171	1	140–146	140–146	NUM
alkej-678	171	2	,	,	PUNCT
alkej-678	171	3	2012	2012	NUM
alkej-678	171	4	.	.	PUNCT
alkej-678	172	1	[	[	X
alkej-678	172	2	6	6	NUM
alkej-678	172	3	]	]	PUNCT
alkej-678	172	4	d.	d.	PROPN
alkej-678	172	5	f.	f.	PROPN
alkej-678	172	6	hayes	hayes	PROPN
alkej-678	172	7	,	,	PUNCT
alkej-678	172	8	“	"	PUNCT
alkej-678	172	9	biomarker	biomarker	NOUN
alkej-678	172	10	validation	validation	NOUN
alkej-678	172	11	and	and	CCONJ
alkej-678	172	12	testing	testing	NOUN
alkej-678	172	13	,	,	PUNCT
alkej-678	172	14	”	"	PUNCT
alkej-678	172	15	mol	mol	PROPN
alkej-678	172	16	.	.	PROPN
alkej-678	172	17	oncol	oncol	PROPN
alkej-678	172	18	.	.	PUNCT
alkej-678	172	19	,	,	PUNCT
alkej-678	172	20	vol	vol	NOUN
alkej-678	172	21	.	.	PROPN
alkej-678	173	1	9	9	NUM
alkej-678	173	2	,	,	PUNCT
alkej-678	173	3	no	no	INTJ
alkej-678	173	4	.	.	NOUN
alkej-678	173	5	5	5	NUM
alkej-678	173	6	,	,	PUNCT
alkej-678	173	7	pp	pp	ADJ
alkej-678	173	8	.	.	PUNCT
alkej-678	174	1	960	960	NUM
alkej-678	174	2	–	–	PUNCT
alkej-678	174	3	966	966	NUM
alkej-678	174	4	,	,	PUNCT
alkej-678	174	5	2015	2015	NUM
alkej-678	174	6	.	.	PUNCT
alkej-678	175	1	[	[	X
alkej-678	175	2	7	7	X
alkej-678	175	3	]	]	PUNCT
alkej-678	175	4	m.	m.	NOUN
alkej-678	175	5	çınar	çınar	PROPN
alkej-678	175	6	,	,	PUNCT
alkej-678	175	7	m.	m.	NOUN
alkej-678	175	8	engin	engin	PROPN
alkej-678	175	9	,	,	PUNCT
alkej-678	175	10	e.	e.	PROPN
alkej-678	175	11	z.	z.	PROPN
alkej-678	175	12	engin	engin	PROPN
alkej-678	175	13	,	,	PUNCT
alkej-678	175	14	and	and	CCONJ
alkej-678	175	15	y.	y.	PROPN
alkej-678	175	16	ziya	ziya	PROPN
alkej-678	175	17	ateşçi	ateşçi	PROPN
alkej-678	175	18	,	,	PUNCT
alkej-678	175	19	“	"	PUNCT
alkej-678	175	20	early	early	ADJ
alkej-678	175	21	prostate	prostate	NOUN
alkej-678	175	22	cancer	cancer	NOUN
alkej-678	175	23	diagnosis	diagnosis	NOUN
alkej-678	175	24	by	by	ADP
alkej-678	175	25	using	use	VERB
alkej-678	175	26	artificial	artificial	ADJ
alkej-678	175	27	neural	neural	ADJ
alkej-678	175	28	networks	network	NOUN
alkej-678	175	29	and	and	CCONJ
alkej-678	175	30	support	support	VERB
alkej-678	175	31	vector	vector	NOUN
alkej-678	175	32	machines	machine	NOUN
alkej-678	175	33	,	,	PUNCT
alkej-678	175	34	”	"	PUNCT
alkej-678	175	35	expert	expert	NOUN
alkej-678	175	36	syst	syst	NOUN
alkej-678	175	37	.	.	PUNCT
alkej-678	176	1	appl	appl	PROPN
alkej-678	176	2	.	.	PROPN
alkej-678	176	3	,	,	PUNCT
alkej-678	176	4	vol	vol	NOUN
alkej-678	176	5	.	.	PROPN
alkej-678	177	1	36	36	NUM
alkej-678	177	2	,	,	PUNCT
alkej-678	177	3	no	no	INTJ
alkej-678	177	4	.	.	NOUN
alkej-678	177	5	3	3	NUM
alkej-678	177	6	,	,	PUNCT
alkej-678	177	7	part	part	NOUN
alkej-678	177	8	2	2	NUM
alkej-678	177	9	,	,	PUNCT
alkej-678	177	10	pp	pp	ADJ
alkej-678	177	11	.	.	PUNCT
alkej-678	178	1	6357–6361	6357–6361	NOUN
alkej-678	178	2	,	,	PUNCT
alkej-678	178	3	2009	2009	NUM
alkej-678	178	4	.	.	PUNCT
alkej-678	179	1	[	[	X
alkej-678	179	2	8	8	NUM
alkej-678	179	3	]	]	X
alkej-678	179	4	v.	v.	CCONJ
alkej-678	179	5	chaurasia	chaurasia	PROPN
alkej-678	179	6	,	,	PUNCT
alkej-678	179	7	s.	s.	PROPN
alkej-678	179	8	pal	pal	PROPN
alkej-678	179	9	,	,	PUNCT
alkej-678	179	10	and	and	CCONJ
alkej-678	179	11	b.	b.	PROPN
alkej-678	179	12	b.	b.	PROPN
alkej-678	179	13	tiwari	tiwari	PROPN
alkej-678	179	14	,	,	PUNCT
alkej-678	179	15	“	"	PUNCT
alkej-678	179	16	prediction	prediction	NOUN
alkej-678	179	17	of	of	ADP
alkej-678	179	18	benign	benign	ADJ
alkej-678	179	19	and	and	CCONJ
alkej-678	179	20	malignant	malignant	ADJ
alkej-678	179	21	breast	breast	NOUN
alkej-678	179	22	cancer	cancer	NOUN
alkej-678	179	23	using	use	VERB
alkej-678	179	24	data	datum	NOUN
alkej-678	179	25	mining	mining	NOUN
alkej-678	179	26	techniques	technique	NOUN
alkej-678	179	27	,	,	PUNCT
alkej-678	179	28	”	"	PUNCT
alkej-678	179	29	j.	j.	PROPN
alkej-678	179	30	algorithm	algorithm	PROPN
alkej-678	179	31	.	.	PUNCT
alkej-678	180	1	comput	comput	NOUN
alkej-678	180	2	.	.	PUNCT
alkej-678	181	1	technol	technol	PROPN
alkej-678	181	2	.	.	PROPN
alkej-678	181	3	,	,	PUNCT
alkej-678	181	4	vol	vol	NOUN
alkej-678	181	5	.	.	PROPN
alkej-678	181	6	12	12	NUM
alkej-678	181	7	,	,	PUNCT
alkej-678	181	8	no	no	INTJ
alkej-678	181	9	.	.	NOUN
alkej-678	181	10	2	2	NUM
alkej-678	181	11	,	,	PUNCT
alkej-678	181	12	iyden	iyden	PROPN
alkej-678	181	13	kamil	kamil	PROPN
alkej-678	181	14	mohammed	mohammed	PROPN
alkej-678	181	15	al	al	PROPN
alkej-678	181	16	-	-	PUNCT
alkej-678	181	17	khwarizmi	khwarizmi	PROPN
alkej-678	181	18	engineering	engineering	NOUN
alkej-678	181	19	journal	journal	PROPN
alkej-678	181	20	,	,	PUNCT
alkej-678	181	21	vol	vol	NOUN
alkej-678	181	22	.	.	PROPN
alkej-678	182	1	16	16	NUM
alkej-678	182	2	,	,	PUNCT
alkej-678	182	3	no	no	INTJ
alkej-678	182	4	.	.	NOUN
alkej-678	182	5	3	3	NUM
alkej-678	182	6	,	,	PUNCT
alkej-678	182	7	p.p	p.p	PROPN
alkej-678	182	8	.	.	NOUN
alkej-678	182	9	110	110	NUM
alkej-678	182	10	(	(	PUNCT
alkej-678	182	11	2020	2020	NUM
alkej-678	182	12	)	)	PUNCT
alkej-678	182	13	9	9	NUM
alkej-678	182	14	pp	pp	NOUN
alkej-678	182	15	.	.	PUNCT
alkej-678	183	1	119–126	119–126	NUM
alkej-678	183	2	,	,	PUNCT
alkej-678	183	3	2018	2018	NUM
alkej-678	183	4	.	.	PUNCT
alkej-678	184	1	[	[	X
alkej-678	184	2	9	9	NUM
alkej-678	184	3	]	]	PUNCT
alkej-678	184	4	s.	s.	PROPN
alkej-678	184	5	f.	f.	PROPN
alkej-678	184	6	behadili	behadili	PROPN
alkej-678	184	7	,	,	PUNCT
alkej-678	184	8	m.	m.	NOUN
alkej-678	184	9	s.	s.	PROPN
alkej-678	184	10	abd	abd	PROPN
alkej-678	184	11	,	,	PUNCT
alkej-678	184	12	i.	i.	PROPN
alkej-678	184	13	k.	k.	PROPN
alkej-678	184	14	mohammed	mohammed	PROPN
alkej-678	184	15	,	,	PUNCT
alkej-678	184	16	and	and	CCONJ
alkej-678	184	17	m.	m.	NOUN
alkej-678	184	18	m.	m.	PROPN
alkej-678	184	19	al	al	PROPN
alkej-678	184	20	-	-	PUNCT
alkej-678	184	21	sayyid	sayyid	NOUN
alkej-678	184	22	,	,	PUNCT
alkej-678	184	23	“	"	PUNCT
alkej-678	184	24	analyzing	analyze	VERB
alkej-678	184	25	breast	breast	NOUN
alkej-678	184	26	cancer	cancer	NOUN
alkej-678	184	27	data	datum	NOUN
alkej-678	184	28	for	for	ADP
alkej-678	184	29	iraqi	iraqi	ADJ
alkej-678	184	30	women	woman	NOUN
alkej-678	184	31	using	use	VERB
alkej-678	184	32	data	datum	NOUN
alkej-678	184	33	mining	mining	NOUN
alkej-678	184	34	techniques	technique	NOUN
alkej-678	184	35	,	,	PUNCT
alkej-678	184	36	”	"	PUNCT
alkej-678	184	37	in	in	ADP
alkej-678	184	38	3rd	3rd	ADJ
alkej-678	184	39	international	international	ADJ
alkej-678	184	40	medical	medical	ADJ
alkej-678	184	41	education	education	PROPN
alkej-678	184	42	congress	congress	PROPN
alkej-678	184	43	,	,	PUNCT
alkej-678	184	44	2018	2018	NUM
alkej-678	184	45	.	.	PUNCT
alkej-678	185	1	[	[	X
alkej-678	185	2	10	10	NUM
alkej-678	185	3	]	]	X
alkej-678	185	4	a.	a.	NOUN
alkej-678	185	5	mert	mert	PROPN
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alkej-678	185	7	n.	n.	PROPN
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alkej-678	185	9	,	,	PUNCT
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alkej-678	185	12	,	,	PUNCT
alkej-678	185	13	and	and	CCONJ
alkej-678	185	14	a.	a.	NOUN
alkej-678	185	15	akan	akan	PROPN
alkej-678	185	16	,	,	PUNCT
alkej-678	185	17	“	"	PUNCT
alkej-678	185	18	breast	breast	NOUN
alkej-678	185	19	cancer	cancer	NOUN
alkej-678	185	20	detection	detection	NOUN
alkej-678	185	21	with	with	ADP
alkej-678	185	22	reduced	reduce	VERB
alkej-678	185	23	feature	feature	NOUN
alkej-678	185	24	set	set	NOUN
alkej-678	185	25	,	,	PUNCT
alkej-678	185	26	”	"	PUNCT
alkej-678	185	27	comput	comput	NOUN
alkej-678	185	28	.	.	PUNCT
alkej-678	185	29	math	math	NOUN
alkej-678	185	30	.	.	PUNCT
alkej-678	186	1	methods	method	NOUN
alkej-678	186	2	med	me	VERB
alkej-678	186	3	.	.	PROPN
alkej-678	186	4	,	,	PUNCT
alkej-678	186	5	vol	vol	NOUN
alkej-678	186	6	.	.	NOUN
alkej-678	186	7	2015	2015	NUM
alkej-678	186	8	,	,	PUNCT
alkej-678	186	9	2015	2015	NUM
alkej-678	186	10	.	.	PUNCT
alkej-678	187	1	[	[	X
alkej-678	187	2	11	11	NUM
alkej-678	187	3	]	]	PUNCT
alkej-678	187	4	m.	m.	NOUN
alkej-678	187	5	k.	k.	PROPN
alkej-678	187	6	abd	abd	PROPN
alkej-678	187	7	-	-	PUNCT
alkej-678	187	8	ellah	ellah	PROPN
alkej-678	187	9	,	,	PUNCT
alkej-678	187	10	a.	a.	PROPN
alkej-678	187	11	i.	i.	PROPN
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alkej-678	187	13	,	,	PUNCT
alkej-678	187	14	a.	a.	NOUN
alkej-678	187	15	a.	a.	PROPN
alkej-678	187	16	m.	m.	PROPN
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alkej-678	187	18	,	,	PUNCT
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alkej-678	187	20	h.	h.	PROPN
alkej-678	187	21	f.	f.	PROPN
alkej-678	187	22	a.	a.	PROPN
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alkej-678	187	24	,	,	PUNCT
alkej-678	187	25	“	"	PUNCT
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alkej-678	187	30	a	a	DET
alkej-678	187	31	computer	computer	NOUN
alkej-678	187	32	-	-	PUNCT
alkej-678	187	33	aided	aid	VERB
alkej-678	187	34	diagnosis	diagnosis	NOUN
alkej-678	187	35	system	system	NOUN
alkej-678	187	36	for	for	ADP
alkej-678	187	37	brain	brain	NOUN
alkej-678	187	38	tumor	tumor	NOUN
alkej-678	187	39	classification	classification	NOUN
alkej-678	187	40	,	,	PUNCT
alkej-678	187	41	”	"	PUNCT
alkej-678	187	42	in	in	ADP
alkej-678	187	43	2016	2016	NUM
alkej-678	187	44	28th	28th	ADJ
alkej-678	187	45	international	international	ADJ
alkej-678	187	46	conference	conference	NOUN
alkej-678	187	47	on	on	ADP
alkej-678	187	48	microelectronics	microelectronic	NOUN
alkej-678	187	49	(	(	PUNCT
alkej-678	187	50	icm	icm	NOUN
alkej-678	187	51	)	)	PUNCT
alkej-678	187	52	,	,	PUNCT
alkej-678	187	53	2016	2016	NUM
alkej-678	187	54	,	,	PUNCT
alkej-678	187	55	pp	pp	ADJ
alkej-678	187	56	.	.	PUNCT
alkej-678	188	1	73–76	73–76	X
alkej-678	188	2	.	.	PUNCT
alkej-678	189	1	[	[	X
alkej-678	189	2	12	12	NUM
alkej-678	189	3	]	]	X
alkej-678	189	4	i.	i.	PROPN
alkej-678	189	5	h.	h.	PROPN
alkej-678	189	6	witten	witten	PROPN
alkej-678	189	7	and	and	CCONJ
alkej-678	189	8	e.	e.	PROPN
alkej-678	189	9	frank	frank	PROPN
alkej-678	189	10	,	,	PUNCT
alkej-678	189	11	data	datum	NOUN
alkej-678	189	12	mining	mining	NOUN
alkej-678	189	13	:	:	PUNCT
alkej-678	189	14	practical	practical	ADJ
alkej-678	189	15	machine	machine	NOUN
alkej-678	189	16	learning	learning	NOUN
alkej-678	189	17	tools	tool	NOUN
alkej-678	189	18	and	and	CCONJ
alkej-678	189	19	techniques	technique	NOUN
alkej-678	189	20	,	,	PUNCT
alkej-678	189	21	2nd	2nd	ADJ
alkej-678	189	22	ed	ed	NOUN
alkej-678	189	23	.	.	PUNCT
alkej-678	190	1	san	san	PROPN
alkej-678	190	2	francisco	francisco	PROPN
alkej-678	190	3	:	:	PUNCT
alkej-678	190	4	morgan	morgan	PROPN
alkej-678	190	5	kaufmann	kaufmann	PROPN
alkej-678	190	6	,	,	PUNCT
alkej-678	190	7	2005	2005	NUM
alkej-678	190	8	.	.	PUNCT
alkej-678	191	1	[	[	X
alkej-678	191	2	13	13	NUM
alkej-678	191	3	]	]	X
alkej-678	191	4	g.	g.	PROPN
alkej-678	191	5	h.	h.	PROPN
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alkej-678	191	7	and	and	CCONJ
alkej-678	191	8	p.	p.	PROPN
alkej-678	191	9	langley	langley	PROPN
alkej-678	191	10	,	,	PUNCT
alkej-678	191	11	“	"	PUNCT
alkej-678	191	12	estimating	estimate	VERB
alkej-678	191	13	continuous	continuous	ADJ
alkej-678	191	14	distributions	distribution	NOUN
alkej-678	191	15	in	in	ADP
alkej-678	191	16	bayesian	bayesian	NOUN
alkej-678	191	17	classifiers	classifier	NOUN
alkej-678	191	18	,	,	PUNCT
alkej-678	191	19	”	"	PUNCT
alkej-678	191	20	in	in	ADP
alkej-678	191	21	eleventh	eleventh	ADJ
alkej-678	191	22	conference	conference	NOUN
alkej-678	191	23	on	on	ADP
alkej-678	191	24	uncertainty	uncertainty	NOUN
alkej-678	191	25	in	in	ADP
alkej-678	191	26	artificial	artificial	ADJ
alkej-678	191	27	intelligence	intelligence	NOUN
alkej-678	191	28	,	,	PUNCT
alkej-678	191	29	1995	1995	NUM
alkej-678	191	30	,	,	PUNCT
alkej-678	191	31	pp	pp	ADJ
alkej-678	191	32	.	.	PUNCT
alkej-678	192	1	338–345	338–345	NUM
alkej-678	192	2	.	.	PUNCT
alkej-678	193	1	[	[	X
alkej-678	193	2	14	14	NUM
alkej-678	193	3	]	]	X
alkej-678	193	4	r.	r.	PROPN
alkej-678	193	5	c.	c.	PROPN
alkej-678	193	6	holte	holte	PROPN
alkej-678	193	7	,	,	PUNCT
alkej-678	193	8	“	"	PUNCT
alkej-678	193	9	very	very	ADV
alkej-678	193	10	simple	simple	ADJ
alkej-678	193	11	classification	classification	NOUN
alkej-678	193	12	rules	rule	NOUN
alkej-678	193	13	perform	perform	VERB
alkej-678	193	14	well	well	ADV
alkej-678	193	15	on	on	ADP
alkej-678	193	16	most	most	ADV
alkej-678	193	17	commonly	commonly	ADV
alkej-678	193	18	used	use	VERB
alkej-678	193	19	datasets	dataset	NOUN
alkej-678	193	20	,	,	PUNCT
alkej-678	193	21	”	"	PUNCT
alkej-678	193	22	mach	mach	NOUN
alkej-678	193	23	.	.	PUNCT
alkej-678	194	1	learn	learn	VERB
alkej-678	194	2	.	.	PUNCT
alkej-678	194	3	,	,	PUNCT
alkej-678	194	4	vol	vol	NOUN
alkej-678	194	5	.	.	PROPN
alkej-678	194	6	11	11	NUM
alkej-678	194	7	,	,	PUNCT
alkej-678	194	8	pp	pp	ADJ
alkej-678	194	9	.	.	PUNCT
alkej-678	195	1	63–91	63–91	NUM
alkej-678	195	2	,	,	PUNCT
alkej-678	195	3	1993	1993	NUM
alkej-678	195	4	.	.	PUNCT
alkej-678	196	1	[	[	X
alkej-678	196	2	15	15	NUM
alkej-678	196	3	]	]	X
alkej-678	196	4	c.	c.	NOUN
alkej-678	196	5	sammut	sammut	NOUN
alkej-678	196	6	and	and	CCONJ
alkej-678	196	7	g.	g.	PROPN
alkej-678	196	8	i.	i.	PROPN
alkej-678	196	9	webb	webb	PROPN
alkej-678	196	10	,	,	PUNCT
alkej-678	196	11	eds	eds	PROPN
alkej-678	196	12	.	.	PROPN
alkej-678	196	13	,	,	PUNCT
alkej-678	196	14	“	"	PUNCT
alkej-678	196	15	logistic	logistic	ADJ
alkej-678	196	16	regression	regression	NOUN
alkej-678	196	17	bt	bt	NOUN
alkej-678	196	18	encyclopedia	encyclopedia	NOUN
alkej-678	196	19	of	of	ADP
alkej-678	196	20	machine	machine	NOUN
alkej-678	196	21	learning	learning	NOUN
alkej-678	196	22	,	,	PUNCT
alkej-678	196	23	”	"	PUNCT
alkej-678	196	24	boston	boston	PROPN
alkej-678	196	25	,	,	PUNCT
alkej-678	196	26	ma	ma	PROPN
alkej-678	196	27	:	:	PUNCT
alkej-678	196	28	springer	springer	NOUN
alkej-678	196	29	us	we	PRON
alkej-678	196	30	,	,	PUNCT
alkej-678	196	31	2010	2010	NUM
alkej-678	196	32	,	,	PUNCT
alkej-678	196	33	p.	p.	NOUN
alkej-678	196	34	631	631	NUM
alkej-678	196	35	.	.	PUNCT
alkej-678	197	1	[	[	X
alkej-678	197	2	16	16	NUM
alkej-678	197	3	]	]	X
alkej-678	197	4	m.	m.	NOUN
alkej-678	197	5	karabatak	karabatak	PROPN
alkej-678	197	6	,	,	PUNCT
alkej-678	197	7	“	"	PUNCT
alkej-678	197	8	a	a	DET
alkej-678	197	9	new	new	ADJ
alkej-678	197	10	classifier	classifier	NOUN
alkej-678	197	11	for	for	ADP
alkej-678	197	12	breast	breast	NOUN
alkej-678	197	13	cancer	cancer	NOUN
alkej-678	197	14	detection	detection	NOUN
alkej-678	197	15	based	base	VERB
alkej-678	197	16	on	on	ADP
alkej-678	197	17	naïve	naïve	ADJ
alkej-678	197	18	bayesian	bayesian	NOUN
alkej-678	197	19	,	,	PUNCT
alkej-678	197	20	”	"	PUNCT
alkej-678	197	21	measurement	measurement	NOUN
alkej-678	197	22	,	,	PUNCT
alkej-678	197	23	vol	vol	NOUN
alkej-678	197	24	.	.	PROPN
alkej-678	197	25	72	72	NUM
alkej-678	197	26	,	,	PUNCT
alkej-678	197	27	pp	pp	ADJ
alkej-678	197	28	.	.	PUNCT
alkej-678	198	1	32–36	32–36	NUM
alkej-678	198	2	,	,	PUNCT
alkej-678	198	3	2015	2015	NUM
alkej-678	198	4	.	.	PUNCT
alkej-678	199	1	[	[	X
alkej-678	199	2	17	17	NUM
alkej-678	199	3	]	]	PUNCT
alkej-678	199	4	m.	m.	PROPN
alkej-678	199	5	f.	f.	PROPN
alkej-678	199	6	a.	a.	PROPN
alkej-678	199	7	saputra	saputra	PROPN
alkej-678	199	8	,	,	PUNCT
alkej-678	199	9	t.	t.	NOUN
alkej-678	199	10	widiyaningtyas	widiyaningtyas	NOUN
alkej-678	199	11	,	,	PUNCT
alkej-678	199	12	and	and	CCONJ
alkej-678	199	13	a.	a.	PROPN
alkej-678	199	14	p.	p.	NOUN
alkej-678	199	15	wibawa	wibawa	PROPN
alkej-678	199	16	,	,	PUNCT
alkej-678	199	17	“	"	PUNCT
alkej-678	199	18	illiteracy	illiteracy	NOUN
alkej-678	199	19	classification	classification	NOUN
alkej-678	199	20	using	use	VERB
alkej-678	199	21	k	k	PROPN
alkej-678	199	22	means	means	PROPN
alkej-678	199	23	-	-	PUNCT
alkej-678	199	24	naïve	naïve	ADJ
alkej-678	199	25	bayes	bayes	NOUN
alkej-678	199	26	algorithm	algorithm	NOUN
alkej-678	199	27	,	,	PUNCT
alkej-678	199	28	”	"	PUNCT
alkej-678	199	29	joiv	joiv	PROPN
alkej-678	199	30	int	int	PROPN
alkej-678	199	31	.	.	PUNCT
alkej-678	200	1	j.	j.	PROPN
alkej-678	200	2	informatics	informatics	PROPN
alkej-678	200	3	vis	vis	X
alkej-678	200	4	.	.	PROPN
alkej-678	200	5	,	,	PUNCT
alkej-678	200	6	vol	vol	NOUN
alkej-678	200	7	.	.	PROPN
alkej-678	200	8	2	2	NUM
alkej-678	200	9	,	,	PUNCT
alkej-678	200	10	no	no	INTJ
alkej-678	200	11	.	.	NOUN
alkej-678	200	12	3	3	NUM
alkej-678	200	13	,	,	PUNCT
alkej-678	200	14	pp	pp	ADJ
alkej-678	200	15	.	.	PUNCT
alkej-678	201	1	153–158	153–158	NUM
alkej-678	201	2	,	,	PUNCT
alkej-678	201	3	2018	2018	NUM
alkej-678	201	4	.	.	PUNCT
alkej-678	202	1	[	[	X
alkej-678	202	2	18	18	NUM
alkej-678	202	3	]	]	X
alkej-678	202	4	c.	c.	NOUN
alkej-678	202	5	sammut	sammut	NOUN
alkej-678	202	6	and	and	CCONJ
alkej-678	202	7	g.	g.	PROPN
alkej-678	202	8	i.	i.	PROPN
alkej-678	202	9	webb	webb	PROPN
alkej-678	202	10	,	,	PUNCT
alkej-678	202	11	eds	eds	PROPN
alkej-678	202	12	.	.	PROPN
alkej-678	202	13	,	,	PUNCT
alkej-678	202	14	“	"	PUNCT
alkej-678	202	15	decision	decision	NOUN
alkej-678	202	16	stump	stump	NOUN
alkej-678	202	17	bt	bt	NOUN
alkej-678	202	18	encyclopedia	encyclopedia	NOUN
alkej-678	202	19	of	of	ADP
alkej-678	202	20	machine	machine	NOUN
alkej-678	202	21	learning	learning	NOUN
alkej-678	202	22	,	,	PUNCT
alkej-678	202	23	”	"	PUNCT
alkej-678	202	24	boston	boston	PROPN
alkej-678	202	25	,	,	PUNCT
alkej-678	202	26	ma	ma	PROPN
alkej-678	202	27	:	:	PUNCT
alkej-678	202	28	springer	springer	NOUN
alkej-678	202	29	us	we	PRON
alkej-678	202	30	,	,	PUNCT
alkej-678	202	31	2010	2010	NUM
alkej-678	202	32	,	,	PUNCT
alkej-678	202	33	pp	pp	ADJ
alkej-678	202	34	.	.	PUNCT
alkej-678	203	1	262–263	262–263	NUM
alkej-678	203	2	.	.	PUNCT
alkej-678	204	1	[	[	X
alkej-678	204	2	19	19	NUM
alkej-678	204	3	]	]	X
alkej-678	204	4	s.	s.	PROPN
alkej-678	204	5	sayad	sayad	PROPN
alkej-678	204	6	,	,	PUNCT
alkej-678	204	7	“	"	PUNCT
alkej-678	204	8	tutorial	tutorial	NOUN
alkej-678	204	9	on	on	ADP
alkej-678	204	10	oner	oner	NOUN
alkej-678	204	11	classifier	classifier	NOUN
alkej-678	204	12	.	.	PUNCT
alkej-678	204	13	”	"	PUNCT
alkej-678	205	1	[	[	X
alkej-678	205	2	online	online	X
alkej-678	205	3	]	]	X
alkej-678	205	4	.	.	PUNCT
alkej-678	206	1	available	available	ADJ
alkej-678	206	2	:	:	PUNCT
alkej-678	207	1	http://www.saedsayad.com/oner.htm	http://www.saedsayad.com/oner.htm	PROPN
alkej-678	207	2	.	.	PUNCT
alkej-678	208	1	[	[	X
alkej-678	208	2	accessed	access	VERB
alkej-678	208	3	:	:	PUNCT
alkej-678	208	4	28	28	NUM
alkej-678	208	5	-	-	PUNCT
alkej-678	208	6	jan-2019	jan-2019	NOUN
alkej-678	208	7	]	]	PUNCT
alkej-678	208	8	.	.	PUNCT
alkej-678	209	1	[	[	X
alkej-678	209	2	20	20	NUM
alkej-678	209	3	]	]	X
alkej-678	209	4	n.	n.	NOUN
alkej-678	209	5	japkowicz	japkowicz	PROPN
alkej-678	209	6	and	and	CCONJ
alkej-678	209	7	s.	s.	PROPN
alkej-678	209	8	stephen	stephen	PROPN
alkej-678	209	9	,	,	PUNCT
alkej-678	209	10	“	"	PUNCT
alkej-678	209	11	the	the	DET
alkej-678	209	12	class	class	NOUN
alkej-678	209	13	imbalance	imbalance	NOUN
alkej-678	209	14	problem	problem	NOUN
alkej-678	209	15	:	:	PUNCT
alkej-678	209	16	a	a	DET
alkej-678	209	17	systematic	systematic	ADJ
alkej-678	209	18	study	study	NOUN
alkej-678	209	19	,	,	PUNCT
alkej-678	209	20	”	"	PUNCT
alkej-678	209	21	intell	intell	NOUN
alkej-678	209	22	.	.	PUNCT
alkej-678	210	1	data	data	PROPN
alkej-678	210	2	anal	anal	PROPN
alkej-678	210	3	.	.	PUNCT
alkej-678	210	4	,	,	PUNCT
alkej-678	210	5	vol	vol	NOUN
alkej-678	210	6	.	.	PROPN
alkej-678	211	1	6	6	NUM
alkej-678	211	2	,	,	PUNCT
alkej-678	211	3	no	no	INTJ
alkej-678	211	4	.	.	NOUN
alkej-678	211	5	5	5	NUM
alkej-678	211	6	,	,	PUNCT
alkej-678	211	7	pp	pp	ADJ
alkej-678	211	8	.	.	PUNCT
alkej-678	212	1	429–449	429–449	NUM
alkej-678	212	2	,	,	PUNCT
alkej-678	212	3	2002	2002	NUM
alkej-678	212	4	.	.	PUNCT
alkej-678	213	1	[	[	X
alkej-678	213	2	21	21	NUM
alkej-678	213	3	]	]	X
alkej-678	213	4	n.	n.	PROPN
alkej-678	213	5	v	v	PROPN
alkej-678	213	6	chawla	chawla	PROPN
alkej-678	213	7	,	,	PUNCT
alkej-678	213	8	k.	k.	PROPN
alkej-678	213	9	w.	w.	PROPN
alkej-678	213	10	bowyer	bowyer	PROPN
alkej-678	213	11	,	,	PUNCT
alkej-678	213	12	l.	l.	PROPN
alkej-678	213	13	o.	o.	PROPN
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alkej-678	213	17	w.	w.	PROPN
alkej-678	213	18	p.	p.	PROPN
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alkej-678	213	20	,	,	PUNCT
alkej-678	213	21	“	"	PUNCT
alkej-678	213	22	smote	smote	VERB
alkej-678	213	23	:	:	PUNCT
alkej-678	213	24	synthetic	synthetic	ADJ
alkej-678	213	25	minority	minority	NOUN
alkej-678	213	26	over	over	ADP
alkej-678	213	27	-	-	PUNCT
alkej-678	213	28	sampling	sample	VERB
alkej-678	213	29	technique	technique	NOUN
alkej-678	213	30	,	,	PUNCT
alkej-678	213	31	”	"	PUNCT
alkej-678	213	32	j.	j.	PROPN
alkej-678	213	33	artif	artif	PROPN
alkej-678	213	34	.	.	PUNCT
alkej-678	214	1	intell	intell	PROPN
alkej-678	214	2	.	.	PUNCT
alkej-678	215	1	res	re	NOUN
alkej-678	215	2	.	.	PROPN
alkej-678	215	3	,	,	PUNCT
alkej-678	215	4	vol	vol	NOUN
alkej-678	215	5	.	.	PROPN
alkej-678	215	6	16	16	NUM
alkej-678	215	7	,	,	PUNCT
alkej-678	215	8	pp	pp	ADJ
alkej-678	215	9	.	.	PUNCT
alkej-678	216	1	321–357	321–357	NUM
alkej-678	216	2	,	,	PUNCT
alkej-678	216	3	2002	2002	NUM
alkej-678	216	4	.	.	PUNCT
alkej-678	217	1	[	[	X
alkej-678	217	2	22	22	NUM
alkej-678	217	3	]	]	PUNCT
alkej-678	217	4	p.	p.	PROPN
alkej-678	217	5	baldi	baldi	PROPN
alkej-678	217	6	,	,	PUNCT
alkej-678	217	7	s.	s.	PROPN
alkej-678	217	8	brunak	brunak	PROPN
alkej-678	217	9	,	,	PUNCT
alkej-678	217	10	y.	y.	PROPN
alkej-678	217	11	chauvin	chauvin	PROPN
alkej-678	217	12	,	,	PUNCT
alkej-678	217	13	c.	c.	PROPN
alkej-678	217	14	a.	a.	PROPN
alkej-678	217	15	f.	f.	PROPN
alkej-678	217	16	andersen	andersen	PROPN
alkej-678	217	17	,	,	PUNCT
alkej-678	217	18	and	and	CCONJ
alkej-678	217	19	h.	h.	PROPN
alkej-678	217	20	nielsen	nielsen	PROPN
alkej-678	217	21	,	,	PUNCT
alkej-678	217	22	“	"	PUNCT
alkej-678	217	23	assessing	assess	VERB
alkej-678	217	24	the	the	DET
alkej-678	217	25	accuracy	accuracy	NOUN
alkej-678	217	26	of	of	ADP
alkej-678	217	27	prediction	prediction	NOUN
alkej-678	217	28	algorithms	algorithm	NOUN
alkej-678	217	29	for	for	ADP
alkej-678	217	30	classification	classification	NOUN
alkej-678	217	31	:	:	PUNCT
alkej-678	217	32	an	an	DET
alkej-678	217	33	overview	overview	NOUN
alkej-678	217	34	,	,	PUNCT
alkej-678	217	35	”	"	PUNCT
alkej-678	217	36	bioinformatics	bioinformatics	NOUN
alkej-678	217	37	,	,	PUNCT
alkej-678	217	38	vol	vol	NOUN
alkej-678	217	39	.	.	PROPN
alkej-678	217	40	16	16	NUM
alkej-678	217	41	,	,	PUNCT
alkej-678	217	42	no	no	INTJ
alkej-678	217	43	.	.	NOUN
alkej-678	217	44	5	5	NUM
alkej-678	217	45	,	,	PUNCT
alkej-678	217	46	pp	pp	ADJ
alkej-678	217	47	.	.	PUNCT
alkej-678	218	1	412–424	412–424	NUM
alkej-678	218	2	,	,	PUNCT
alkej-678	218	3	2000	2000	NUM
alkej-678	218	4	.	.	PUNCT
alkej-678	219	1	[	[	X
alkej-678	219	2	23	23	NUM
alkej-678	219	3	]	]	PUNCT
alkej-678	219	4	m.	m.	NOUN
alkej-678	219	5	a.	a.	PROPN
alkej-678	219	6	hall	hall	PROPN
alkej-678	219	7	,	,	PUNCT
alkej-678	219	8	“	"	PUNCT
alkej-678	219	9	correlation	correlation	NOUN
alkej-678	219	10	-	-	PUNCT
alkej-678	219	11	based	base	VERB
alkej-678	219	12	feature	feature	NOUN
alkej-678	219	13	selection	selection	NOUN
alkej-678	219	14	for	for	ADP
alkej-678	219	15	machine	machine	NOUN
alkej-678	219	16	learning	learning	NOUN
alkej-678	219	17	,	,	PUNCT
alkej-678	219	18	”	"	PUNCT
alkej-678	219	19	1999	1999	NUM
alkej-678	219	20	.	.	PUNCT
alkej-678	220	1	�	�	PROPN
alkej-678	220	2	�	�	PROPN
alkej-678	220	3	�	�	PROPN
alkej-678	220	4	3ا	3ا	NUM
alkej-678	220	5	�	�	PROPN
alkej-678	220	6	�	�	PROPN
alkej-678	220	7	�	�	PROPN
alkej-678	220	8	د	د	PROPN
alkej-678	220	9	،	،	PROPN
alkej-678	220	10	�	�	PROPN
alkej-678	220	11	16	16	NUM
alkej-678	220	12	�	�	PROPN
alkej-678	220	13	�	�	PROPN
alkej-678	220	14	ا	ا	SYM
alkej-678	220	15	�	�	PROPN
alkej-678	220	16	�	�	PROPN
alkej-678	220	17	�	�	PROPN
alkej-678	220	18	ارز	ارز	PROPN
alkej-678	220	19	�	�	PROPN
alkej-678	220	20	�	�	PROPN
alkej-678	220	21	ا	ا	SYM
alkej-678	220	22	�	�	PROPN
alkej-678	220	23	�	�	PROPN
alkej-678	220	24	�	�	PROPN
alkej-678	220	25	�	�	PROPN
alkej-678	220	26	�	�	PROPN
alkej-678	220	27	�	�	PROPN
alkej-678	220	28	�	�	PROPN
alkej-678	220	29	ا	ا	SYM
alkej-678	220	30	�	�	PROPN
alkej-678	220	31	�	�	PROPN
alkej-678	220	32	�	�	PROPN
alkej-678	220	33	�	�	PROPN
alkej-678	220	34	ا	ا	PROPN
alkej-678	220	35	�	�	PROPN
alkej-678	220	36	ن	ن	PROPN
alkej-678	220	37	�	�	PROPN
alkej-678	220	38	�	�	PROPN
alkej-678	220	39	�	�	PROPN
alkej-678	220	40	�	�	PROPN
alkej-678	220	41	�	�	PROPN
alkej-678	220	42	�	�	PROPN
alkej-678	220	43	�	�	PROPN
alkej-678	220	44	�	�	PROPN
alkej-678	220	45	�	�	PROPN
alkej-678	220	46	،	،	X
alkej-678	220	47	10	10	NUM
alkej-678	220	48	-1	-1	NUM
alkej-678	220	49	)	)	PUNCT
alkej-678	220	50	2020	2020	NUM
alkej-678	220	51	(	(	PUNCT
alkej-678	220	52	10	10	NUM
alkej-678	220	53	�	�	PROPN
alkej-678	220	54	�	�	PROPN
alkej-678	220	55	تا	تا	PROPN
alkej-678	220	56	�	�	PROPN
alkej-678	220	57	�	�	PROPN
alkej-678	220	58	!ا	!ا	PROPN
alkej-678	220	59	�	�	PROPN
alkej-678	220	60	1	1	NUM
alkej-678	220	61	�	�	PROPN
alkej-678	220	62	�	�	PROPN
alkej-678	220	63	�	�	PROPN
alkej-678	220	64	�	�	PROPN
alkej-678	220	65	0ء	0ء	NOUN
alkej-678	220	66	�	�	PROPN
alkej-678	220	67	�	�	PROPN
alkej-678	220	68	.-!ات	.-!ات	PROPN
alkej-678	220	69	ا	ا	PROPN
alkej-678	220	70	�	�	PROPN
alkej-678	220	71	�	�	PROPN
alkej-678	220	72	�	�	PROPN
alkej-678	220	73	�	�	PROPN
alkej-678	220	74	�	�	PROPN
alkej-678	221	1	+	+	PROPN
alkej-678	221	2	ورام	ورام	PROPN
alkej-678	221	3	ا	ا	SYM
alkej-678	221	4	�	�	PROPN
alkej-678	221	5	)	)	PUNCT
alkej-678	221	6	�	�	PROPN
alkej-678	221	7	ي	ي	NUM
alkej-678	221	8	�	�	PROPN
alkej-678	221	9	&	&	CCONJ
alkej-678	221	10	%	%	PROPN
alkej-678	221	11	�	�	PROPN
alkej-678	221	12	�	�	PROPN
alkej-678	221	13	$	$	SYM
alkej-678	221	14	#	#	SYM
alkej-678	221	15	�	�	NOUN
alkej-678	221	16	"	"	PUNCT
alkej-678	221	17	�	�	PROPN
alkej-678	221	18	!	!	PUNCT
alkej-678	221	19	�	�	PROPN
alkej-678	221	20	�	�	PROPN
alkej-678	221	21	�	�	PROPN
alkej-678	221	22	*	*	PUNCT
alkej-678	221	23	*	*	PUNCT
alkej-678	221	24	*	*	NOUN
alkej-678	221	25	�	�	PROPN
alkej-678	221	26	3	3	NUM
alkej-678	221	27	�	�	PROPN
alkej-678	221	28	4	4	NUM
alkej-678	221	29	!	!	PUNCT
alkej-678	221	30	ا	ا	PROPN
alkej-678	221	31	�	�	PROPN
alkej-678	221	32	�	�	NOUN
alkej-678	221	33	2د	2د	PROPN
alkej-678	221	34	!	!	PUNCT
alkej-678	222	1	وا	وا	INTJ
alkej-678	223	1	*	*	PUNCT
alkej-678	223	2	*	*	PUNCT
alkej-678	223	3	#	#	SYM
alkej-678	223	4	�	�	PROPN
alkej-678	223	5	�	�	PROPN
alkej-678	223	6	�	�	PROPN
alkej-678	223	7	0	0	NUM
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alkej-678	223	17	ا	ا	X
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alkej-678	223	48	ا	ا	SYM
alkej-678	223	49	�	�	PROPN
alkej-678	223	50	%$ارز	%$ارز	PROPN
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alkej-678	223	52	�	�	PROPN
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alkej-678	223	54	�	�	PROPN
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alkej-678	223	61	ا	ا	SYM
alkej-678	223	62	�	�	PROPN
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alkej-678	224	6	�	�	PROPN
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alkej-678	224	8	/)	/)	SYM
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alkej-678	224	45	�	�	PROPN
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alkej-678	224	100	0'?8	0'?8	PROPN
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alkej-678	225	44	�	�	PROPN
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alkej-678	225	48	�	�	PROPN
alkej-678	225	49	�	�	PROPN
alkej-678	225	50	�	�	PROPN
alkej-678	225	51	و/'	و/'	PROPN
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alkej-678	229	6	7lره	7lره	NUM
alkej-678	229	7	!	!	PUNCT
alkej-678	229	8	^	^	PUNCT
alkej-678	230	1	أر,-	أر,-	VERB
alkej-678	230	2	�	�	PROPN
alkej-678	230	3	!	!	PUNCT
alkej-678	230	4	3	3	NUM
alkej-678	230	5	�	�	PROPN
alkej-678	230	6	\	\	NOUN
alkej-678	230	7	�	�	PROPN
alkej-678	230	8	ت	ت	PROPN
alkej-678	230	9	�	�	PROPN
alkej-678	230	10	)	)	PUNCT
alkej-678	230	11	7-	7-	NUM
alkej-678	230	12	)	)	PUNCT
alkej-678	230	13	�	�	PROPN
alkej-678	230	14	'	'	PART
alkej-678	230	15	b0اc$/;ا	b0اc$/;ا	NOUN
alkej-678	230	16	�	�	PROPN
alkej-678	230	17	�	�	PROPN
alkej-678	230	18	fd	fd	PROPN
alkej-678	230	19	�	�	PROPN
alkej-678	230	20	3%ا	3%ا	NUM
alkej-678	230	21	�	�	PROPN
alkej-678	230	22	(ا	(ا	PROPN
alkej-678	230	23	�	�	PROPN
alkej-678	230	24	fd	fd	PROPN
alkej-678	230	25	�	�	PROPN
alkej-678	230	26	3%ت	3%ت	PROPN
alkej-678	230	27	ا	ا	SYM
alkej-678	230	28	�	�	PROPN
alkej-678	230	29	�	�	PROPN
alkej-678	230	30	!$ا	!$ا	PROPN
alkej-678	230	31	�	�	PROPN
alkej-678	230	32	�	�	PROPN
alkej-678	230	33	�	�	PROPN
alkej-678	230	34	't	't	PART
alkej-678	230	35	j	j	PROPN
alkej-678	230	36	!	!	PUNCT
alkej-678	230	37	�	�	PROPN
alkej-678	230	38	3(%7	3(%7	NUM
alkej-678	230	39	�	�	PROPN
alkej-678	230	40	//	//	SYM
alkej-678	230	41	�	�	PROPN
alkej-678	230	42	ت	ت	PROPN
alkej-678	230	43	ا	ا	PROPN
alkej-678	230	44	�	�	PROPN
alkej-678	230	45	�	�	PROPN
alkej-678	230	46	ت	ت	PROPN
alkej-678	230	47	وا	وا	PROPN
alkej-678	230	48	�	�	PROPN
alkej-678	230	49	�	�	PROPN
alkej-678	230	50	�	�	PROPN
alkej-678	230	51	't	't	PART
alkej-678	230	52	j	j	PROPN
alkej-678	230	53	!	!	PUNCT
alkej-678	230	54	�	�	PROPN
alkej-678	230	55	3(%7	3(%7	NUM
alkej-678	230	56	�	�	PROPN
alkej-678	230	57	/	/	SYM
alkej-678	230	58	(	(	PUNCT
alkej-678	230	59	2ت	2ت	NOUN
alkej-678	230	60	ط	ط	PROPN
alkej-678	230	61	�	�	PROPN
alkej-678	230	62	'-	'-	PROPN
alkej-678	230	63	'	'	PUNCT
alkej-678	230	64	�	�	PROPN
alkej-678	230	65	�	�	PROPN
alkej-678	230	66	ا	ا	VERB
alkej-678	230	67	�	�	PROPN
alkej-678	230	68	)-	)-	SYM
alkej-678	230	69	�	�	PROPN
alkej-678	230	70	ب	ب	SYM
alkej-678	230	71	�	�	PROPN
alkej-678	230	72	�	�	PROPN
alkej-678	230	73	�	�	PROPN
alkej-678	230	74	'h0	'h0	PROPN
alkej-678	230	75	/	/	SYM
alkej-678	230	76	i0lوا	i0lوا	PROPN
alkej-678	230	77	�	�	PROPN
alkej-678	230	78	7	7	NUM
alkej-678	230	79	;	;	PUNCT
alkej-678	230	80	j'r	j'r	PROPN
alkej-678	230	81	�	�	PROPN
alkej-678	230	82	b	b	PROPN
alkej-678	230	83	،	،	NOUN
alkej-678	230	84	8	8	NUM
alkej-678	230	85	g	g	NOUN
alkej-678	230	86	,	,	PUNCT
alkej-678	230	87	�	�	PROPN
alkej-678	230	88	!	!	PUNCT
alkej-678	230	89	ا	ا	PROPN
alkej-678	230	90	�	�	PROPN
alkej-678	230	91	?	?	SYM
alkej-678	230	92	�	�	PROPN
alkej-678	230	93	5	5	NUM
alkej-678	230	94	'	'	PRON
alkej-678	230	95	�	�	PROPN
alkej-678	230	96	إ	إ	ADP
alkej-678	230	97	�	�	PROPN
alkej-678	230	98	(	(	PUNCT
alkej-678	230	99	r0	r0	NOUN
alkej-678	230	100	/	/	SYM
alkej-678	230	101	ا	ا	PROPN
alkej-678	230	102	�	�	PROPN
alkej-678	230	103	�	�	PROPN
alkej-678	230	104	b	b	PROPN
alkej-678	230	105	�	�	PROPN
alkej-678	230	106	'	'	PUNCT
alkej-678	230	107	-'0	-'0	PUNCT
alkej-678	230	108	ا	ا	X
alkej-678	230	109	�	�	PROPN
alkej-678	230	110	�	�	PROPN
alkej-678	230	111	�	�	PROPN
alkej-678	230	112	'c	'c	PART
alkej-678	230	113	2ت	2ت	PROPN
alkej-678	230	114	ا	ا	SYM
alkej-678	230	115	�	�	PROPN
alkej-678	230	116	?	?	SYM
alkej-678	230	117	�	�	PROPN
alkej-678	230	118	ي	ي	NUM
alkej-678	230	119	�	�	NOUN
alkej-678	230	120	r	r	NOUN
alkej-678	230	121	u'	u'	NOUN
alkej-678	230	122	�	�	PROPN
alkej-678	230	123	7	7	NUM
alkej-678	230	124	�	�	PROPN
alkej-678	230	125	ا	ا	SYM
alkej-678	230	126	�	�	PROPN
alkej-678	230	127	7%	7%	VERB
alkej-678	230	128	�	�	PROPN
alkej-678	230	129	ام	ام	PROPN
alkej-678	230	130	n	n	PROPN
alkej-678	230	131	ورم	ورم	NOUN
alkej-678	230	132	�	�	PROPN
alkej-678	230	133	3	3	NUM
alkej-678	230	134	;	;	PUNCT
alkej-678	230	135	.	.	PUNCT
alkej-678	231	1	�	�	PROPN
alkej-678	231	2	'/r	'/r	PART
alkej-678	231	3	أو	أو	ADP
alkej-678	231	4	j'	j'	PROPN
alkej-678	231	5	�	�	PROPN
alkej-678	231	6	l	l	PROPN
alkej-678	231	7	�	�	PROPN
alkej-678	231	8	0ونg-/	0ونg-/	PROPN
alkej-678	231	9	�	�	PROPN
alkej-678	231	10	ت	ت	PROPN
alkej-678	231	11	ا	ا	PROPN
alkej-678	231	12	�	�	PROPN
alkej-678	231	13	�	�	PROPN
alkej-678	231	14	�	�	PROPN
alkej-678	231	15	�	�	PROPN
alkej-678	231	16	7ر	7ر	NUM
alkej-678	231	17	ا	ا	SYM
alkej-678	231	18	�	�	PROPN
alkej-678	231	19	l2	l2	PROPN
alkej-678	231	20	�	�	PROPN
alkej-678	231	21	&	&	CCONJ
alkej-678	231	22	-/.	-/.	PROPN
alkej-678	231	23	�	�	PROPN
alkej-678	231	24	�	�	PROPN
alkej-678	231	25	0ط	0ط	PROPN
alkej-678	231	26	�	�	PROPN
alkej-678	231	27	ن	ن	X
alkej-678	231	28	ا	ا	PROPN
alkej-678	231	29	�	�	PROPN
alkej-678	231	30	?	?	SYM
alkej-678	231	31	�	�	PROPN
alkej-678	231	32	ي	ي	NUM
alkej-678	231	33	ا	ا	NOUN
alkej-678	231	34	�	�	NOUN
alkej-678	231	35	�	�	PROPN
alkej-678	231	36	7	7	NUM
alkej-678	231	37	�	�	PROPN
alkej-678	231	38	�	�	PROPN
alkej-678	231	39	ا	ا	SYM
alkej-678	231	40	�	�	PROPN
alkej-678	231	41	7%	7%	NUM
alkej-678	231	42	�	�	PROPN
alkej-678	231	43	ام	ام	PROPN
alkej-678	231	44	�	�	PROPN
alkej-678	231	45	،	،	PROPN
alkej-678	231	46	kذ	kذ	PROPN
alkej-678	231	47	�	�	PROPN
alkej-678	231	48	s(t	s(t	PROPN
alkej-678	231	49	وةdt	وةdt	ADV
alkej-678	231	50	.	.	PUNCT
alkej-678	232	1	07حo	07حo	ADJ
alkej-678	232	2	/	/	SYM
alkej-678	232	3	ا	ا	ADJ
alkej-678	232	4	�	�	PROPN
alkej-678	232	5	u'	u'	NUM
alkej-678	232	6	�	�	PROPN
alkej-678	232	7	n	n	CCONJ
alkej-678	232	8	'	'	CCONJ
alkej-678	232	9	(	(	PUNCT
alkej-678	232	10	�	�	PROPN
alkej-678	232	11	�	�	PROPN
alkej-678	232	12	�	�	PROPN
alkej-678	232	13	b	b	PROPN
alkej-678	232	14	ا	ا	SYM
alkej-678	232	15	�	�	PROPN
alkej-678	232	16	�	�	PROPN
alkej-678	232	17	b	b	NOUN
alkej-678	232	18	�	�	PROPN
alkej-678	232	19	g87	g87	PROPN
alkej-678	232	20	�	�	PROPN
alkej-678	232	21	)	)	PUNCT
alkej-678	232	22	-?$ر	-?$ر	PROPN
alkej-678	232	23	s(t	s(t	PROPN
alkej-678	232	24	أnnb	أnnb	VERB
alkej-678	232	25	ا	ا	PRON
alkej-678	232	26	�	�	PROPN
alkej-678	232	27	/'mات	/'mات	SYM
alkej-678	232	28	(	(	PUNCT
alkej-678	232	29	cfs	cfs	PROPN
alkej-678	232	30	)	)	PUNCT
alkej-678	232	31	ا7l'	ا7l'	NOUN
alkej-678	232	32	�	�	NOUN
alkej-678	232	33	ر	ر	NOUN
alkej-678	232	34	ا	ا	PRON
alkej-678	232	35	�	�	NOUN
alkej-678	232	36	/'mات	/'mات	ADJ
alkej-678	232	37	ا	ا	SYM
alkej-678	232	38	�	�	PROPN
alkej-678	232	39	/	/	SYM
alkej-678	232	40	�	�	PROPN
alkej-678	232	41	7	7	NUM
alkej-678	232	42	�	�	PROPN
alkej-678	232	43	�	�	PROPN
alkej-678	232	44	ة	ة	NOUN
alkej-678	232	45	إ	إ	PRON
alkej-678	232	46	�	�	PROPN
alkej-678	232	47	s	s	PART
alkej-678	232	48	ا2ر	ا2ر	PROPN
alkej-678	232	49	�	�	PROPN
alkej-678	232	50	�	�	PROPN
alkej-678	232	51	�	�	PROPN
alkej-678	232	52	ط	ط	PART
alkej-678	232	53	أداء	أداء	NOUN
alkej-678	232	54	5_	5_	NUM
alkej-678	232	55	�	�	PROPN
alkej-678	232	56	م	م	X
alkej-678	232	57	ا	ا	SYM
alkej-678	232	58	�	�	PROPN
alkej-678	232	59	37	37	NUM
alkej-678	232	60	j'7(r0	j'7(r0	NOUN
alkej-678	232	61	!	!	PUNCT
alkej-678	233	1	s(t	s(t	PROPN
alkej-678	233	2	u'	u'	NUM
alkej-678	233	3	�	�	PROPN
alkej-678	233	4	�	�	PROPN
alkej-678	233	5	_	_	NOUN
alkej-678	233	6	�	�	PROPN
alkej-678	233	7	م	م	X
alkej-678	233	8	ا	ا	SYM
alkej-678	233	9	�	�	PROPN
alkej-678	233	10	37	37	NUM
alkej-678	233	11	�	�	PROPN
alkej-678	233	12	.	.	PUNCT
alkej-678	233	13	�	�	PROPN
alkej-678	233	14	�	�	PROPN
alkej-678	233	15	�	�	PROPN
alkej-678	233	16	�	�	PROPN
alkej-678	233	17	,	,	PUNCT
alkej-678	233	18	u	u	NOUN
alkej-678	233	19	'	'	NOUN
alkej-678	233	20	�	�	PROPN
alkej-678	233	21	�	�	PROPN
alkej-678	233	22	�	�	PROPN
alkej-678	233	23	�	�	PROPN
alkej-678	233	24	o'o	o'o	VERB
alkej-678	233	25	د	د	PRON
alkej-678	233	26	�	�	PROPN
alkej-678	233	27	ا	ا	SYM
alkej-678	233	28	�	�	PROPN
alkej-678	233	29	37	37	NUM
alkej-678	233	30	�	�	NOUN
alkej-678	233	31	:	:	PUNCT
alkej-678	233	32	pd	pd	PROPN
alkej-678	233	33	�	�	PROPN
alkej-678	233	34	7	7	NUM
alkej-678	233	35	�	�	PROPN
alkej-678	233	36	3	3	NUM
alkej-678	233	37	�	�	NOUN
alkej-678	233	38	u!^	u!^	NOUN
alkej-678	233	39	٢	٢	PROPN
alkej-678	233	40	٪	٪	NOUN
alkej-678	233	41	�	�	NOUN
alkej-678	233	42	)	)	PUNCT
alkej-678	233	43	/r0	/r0	SYM
alkej-678	233	44	)	)	PUNCT
alkej-678	233	45	�	�	PROPN
alkej-678	233	46	١٠٠	١٠٠	NUM
alkej-678	233	47	٪	٪	NOUN
alkej-678	233	48	�	�	NOUN
alkej-678	233	49	)	)	PUNCT
alkej-678	233	50	/r0	/r0	SYM
alkej-678	233	51	)	)	PUNCT
alkej-678	233	52	�	�	PROPN
alkej-678	233	53	اvو	اvو	PROPN
alkej-678	233	54	�	�	PROPN
alkej-678	233	55	s	s	PART
alkej-678	233	56	و	و	PROPN
alkej-678	233	57	٩٤ا	٩٤ا	NOUN
alkej-678	233	58	�	�	PROPN
alkej-678	233	59	!naïve	!naïve	PROPN
alkej-678	233	60	bayes	bayes	PROPN
alkej-678	233	61	.0ىlvا	.0ىlvا	PUNCT
alkej-678	234	1	�	�	PROPN
alkej-678	234	2	wd?ا	wd?ا	NOUN
alkej-678	234	3	�	�	PROPN
alkej-678	234	4	�	�	NOUN
alkej-678	234	5	0ق	0ق	NOUN
alkej-678	234	6	ا	ا	PRON
alkej-678	234	7	�	�	PROPN
alkej-678	234	8	s(t	s(t	PROPN
alkej-678	234	9	ا	ا	SYM
alkej-678	234	10	�	�	PROPN
alkej-678	234	11	`ي	`ي	PUNCT
alkej-678	234	12	�	�	PROPN
alkej-678	234	13	\$ق	\$ق	SYM
alkej-678	234	14	kذ	kذ	PROPN
alkej-678	234	15	�	�	PROPN
alkej-678	234	16	sإ	sإ	PROPN
alkej-678	234	17	�	�	PROPN
alkej-678	234	18	�	�	PROPN
alkej-678	234	19	b	b	PROPN
alkej-678	234	20	�	�	PROPN
alkej-678	234	21	hx	hx	PROPN
alkej-678	234	22	�	�	PROPN
alkej-678	234	23	,	,	PUNCT
alkej-678	234	24	دت	دت	NOUN
alkej-678	234	25	�	�	NOUN
alkej-678	234	26	r	r	NOUN
alkej-678	234	27	،	،	NOUN
alkej-678	234	28	cfs	cfs	PROPN
alkej-678	234	29	j	j	PROPN
alkej-678	234	30	!	!	PROPN
alkej-678	234	31	0ة'+y	0ة'+y	PROPN
alkej-678	235	1	�	�	PROPN
alkej-678	235	2	'	'	PART
alkej-678	235	3	t0b	t0b	NOUN
alkej-678	235	4	�	�	PROPN
alkej-678	235	5	t$/z!/	t$/z!/	NOUN
alkej-678	235	6	�	�	PROPN
alkej-678	235	7	ت	ت	PROPN
alkej-678	235	8	�	�	PROPN
alkej-678	235	9	ا	ا	ADJ
alkej-678	235	10	�	�	PROPN
alkej-678	235	11	nnb	nnb	PROPN
alkej-678	235	12	�	�	PROPN
alkej-678	235	13	�	�	PROPN
alkej-678	235	14	7رھ	7رھ	ADJ
alkej-678	235	15	�	�	PROPN
alkej-678	235	16	أt	أt	PROPN
alkej-678	235	17	�	�	PROPN
alkej-678	235	18	,	,	PUNCT
alkej-678	235	19	�	�	PROPN
alkej-678	235	20	/lت	/lت	PROPN
alkej-678	235	21	�	�	PROPN
alkej-678	235	22	/	/	SYM
alkej-678	235	23	�	�	PROPN
alkej-678	235	24	n	n	CCONJ
alkej-678	235	25	)	)	PUNCT
alkej-678	235	26	j	j	NOUN
alkej-678	235	27	'	'	PROPN
alkej-678	235	28	,	,	PUNCT
alkej-678	235	29	j!٢٠	j!٢٠	PROPN
alkej-678	235	30	�	�	PROPN
alkej-678	235	31	/	/	SYM
alkej-678	235	32	�	�	PROPN
alkej-678	235	33	sو	sو	NOUN
alkej-678	235	34	�	�	PROPN
alkej-678	235	35	vا	vا	NUM
alkej-678	235	36	j'7(r0	j'7(r0	NOUN
alkej-678	235	37	/	/	SYM
alkej-678	235	38	ا	ا	PROPN
alkej-678	235	39	�	�	PROPN
alkej-678	235	40	j	j	PROPN
alkej-678	235	41	!	!	PUNCT
alkej-678	235	42	n8	n8	PROPN
alkej-678	235	43	�	�	PROPN
alkej-678	235	44	.وا	.وا	SYM
alkej-678	235	45	�	�	PROPN
alkej-678	235	46	?	?	SYM
alkej-678	235	47	�	�	PROPN
alkej-678	235	48	5	5	NUM
alkej-678	235	49	'	'	NUM
alkej-678	235	50	�	�	PROPN
alkej-678	235	51	�	�	PROPN
alkej-678	235	52	o	o	NOUN
alkej-678	235	53	�	�	PROPN
alkej-678	235	54	:	:	PUNCT
alkej-678	235	55	�	�	PROPN
alkej-678	235	56	yd%ا	yd%ا	PROPN
alkej-678	235	57	�	�	PROPN
alkej-678	235	58	o'o	o'o	ADJ
alkej-678	235	59	�	�	PROPN
alkej-678	235	60	�	�	PROPN
alkej-678	235	61	�	�	PROPN
alkej-678	235	62	�	�	PROPN
alkej-678	235	63	j'أھ/	j'أھ/	NOUN
alkej-678	235	64	'	'	PART
alkej-678	235	65	�	�	PROPN
alkej-678	235	66	ا	ا	SYM
alkej-678	235	67	�	�	PROPN
alkej-678	235	68	�	�	PROPN
alkej-678	235	69	0و	0و	PROPN
alkej-678	235	70	�	�	PROPN
alkej-678	235	71	�	�	PROPN
alkej-678	235	72	nً;ھ`ه	nً;ھ`ه	NOUN
alkej-678	235	73	ا	ا	SYM
alkej-678	235	74	�	�	PROPN
alkej-678	235	75	�	�	PROPN
alkej-678	235	76	را	را	PROPN
alkej-678	235	77	�	�	PROPN
alkej-678	235	78	�	�	PROPN
alkej-678	235	79	أ	أ	PROPN
alkej-678	235	80	pd	pd	PROPN
alkej-678	235	81	�	�	PROPN
alkej-678	235	82	75	75	NUM
alkej-678	235	83	0	0	NUM
alkej-678	235	84	&	&	CCONJ
alkej-678	235	85	_	_	PROPN
alkej-678	235	86	�	�	PROPN
alkej-678	235	87	.ا	.ا	PROPN
alkej-678	235	88	�	�	PROPN
alkej-678	235	89	/	/	SYM
alkej-678	235	90	�	�	PROPN
alkej-678	235	91	08	08	NUM
alkej-678	235	92	�	�	PROPN
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