id	sid	tid	token	lemma	pos
american_scientific_journal-11973	1	1	404	404	NUM
american_scientific_journal-11973	1	2	american	american	ADJ
american_scientific_journal-11973	1	3	academic	academic	ADJ
american_scientific_journal-11973	1	4	scientific	scientific	ADJ
american_scientific_journal-11973	1	5	research	research	NOUN
american_scientific_journal-11973	1	6	journal	journal	NOUN
american_scientific_journal-11973	1	7	for	for	ADP
american_scientific_journal-11973	1	8	engineering	engineering	NOUN
american_scientific_journal-11973	1	9	,	,	PUNCT
american_scientific_journal-11973	1	10	technology	technology	NOUN
american_scientific_journal-11973	1	11	,	,	PUNCT
american_scientific_journal-11973	1	12	and	and	CCONJ
american_scientific_journal-11973	1	13	sciences	sciences	PROPN
american_scientific_journal-11973	1	14	issn	issn	PROPN
american_scientific_journal-11973	1	15	(	(	PUNCT
american_scientific_journal-11973	1	16	print	print	NOUN
american_scientific_journal-11973	1	17	)	)	PUNCT
american_scientific_journal-11973	1	18	2313	2313	NUM
american_scientific_journal-11973	1	19	-	-	SYM
american_scientific_journal-11973	1	20	4410	4410	NUM
american_scientific_journal-11973	1	21	,	,	PUNCT
american_scientific_journal-11973	1	22	issn	issn	PROPN
american_scientific_journal-11973	1	23	(	(	PUNCT
american_scientific_journal-11973	1	24	online	online	ADJ
american_scientific_journal-11973	1	25	)	)	PUNCT
american_scientific_journal-11973	1	26	2313	2313	NUM
american_scientific_journal-11973	1	27	-	-	SYM
american_scientific_journal-11973	1	28	4402	4402	NUM
american_scientific_journal-11973	1	29	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-11973	1	30	exoplanet	exoplanet	NOUN
american_scientific_journal-11973	1	31	detection	detection	NOUN
american_scientific_journal-11973	1	32	using	use	VERB
american_scientific_journal-11973	1	33	kepler	kepler	PROPN
american_scientific_journal-11973	1	34	mission	mission	NOUN
american_scientific_journal-11973	1	35	data	datum	NOUN
american_scientific_journal-11973	1	36	with	with	ADP
american_scientific_journal-11973	1	37	machine	machine	NOUN
american_scientific_journal-11973	1	38	learning	learn	VERB
american_scientific_journal-11973	1	39	rijul	rijul	PROPN
american_scientific_journal-11973	1	40	rajput	rajput	PROPN
american_scientific_journal-11973	1	41	*	*	PROPN
american_scientific_journal-11973	1	42	email	email	NOUN
american_scientific_journal-11973	1	43	:	:	PUNCT
american_scientific_journal-11973	1	44	rijulr2017@gmail.com	rijulr2017@gmail.com	X
american_scientific_journal-11973	1	45	abstract	abstract	ADJ
american_scientific_journal-11973	1	46	the	the	DET
american_scientific_journal-11973	1	47	search	search	NOUN
american_scientific_journal-11973	1	48	for	for	ADP
american_scientific_journal-11973	1	49	habitable	habitable	ADJ
american_scientific_journal-11973	1	50	planets	planet	NOUN
american_scientific_journal-11973	1	51	beyond	beyond	ADP
american_scientific_journal-11973	1	52	our	our	PRON
american_scientific_journal-11973	1	53	solar	solar	ADJ
american_scientific_journal-11973	1	54	system	system	NOUN
american_scientific_journal-11973	1	55	has	have	AUX
american_scientific_journal-11973	1	56	long	long	ADV
american_scientific_journal-11973	1	57	captivated	captivate	VERB
american_scientific_journal-11973	1	58	the	the	DET
american_scientific_journal-11973	1	59	scientific	scientific	ADJ
american_scientific_journal-11973	1	60	community	community	NOUN
american_scientific_journal-11973	1	61	and	and	CCONJ
american_scientific_journal-11973	1	62	remains	remain	VERB
american_scientific_journal-11973	1	63	one	one	NUM
american_scientific_journal-11973	1	64	of	of	ADP
american_scientific_journal-11973	1	65	the	the	DET
american_scientific_journal-11973	1	66	foremost	foremost	ADJ
american_scientific_journal-11973	1	67	pursuits	pursuit	NOUN
american_scientific_journal-11973	1	68	in	in	ADP
american_scientific_journal-11973	1	69	modern	modern	ADJ
american_scientific_journal-11973	1	70	astronomy	astronomy	NOUN
american_scientific_journal-11973	1	71	.	.	PUNCT
american_scientific_journal-11973	2	1	with	with	ADP
american_scientific_journal-11973	2	2	the	the	DET
american_scientific_journal-11973	2	3	advent	advent	NOUN
american_scientific_journal-11973	2	4	of	of	ADP
american_scientific_journal-11973	2	5	space	space	NOUN
american_scientific_journal-11973	2	6	-	-	PUNCT
american_scientific_journal-11973	2	7	based	base	VERB
american_scientific_journal-11973	2	8	missions	mission	NOUN
american_scientific_journal-11973	2	9	,	,	PUNCT
american_scientific_journal-11973	2	10	such	such	ADJ
american_scientific_journal-11973	2	11	as	as	ADP
american_scientific_journal-11973	2	12	nasa	nasa	PROPN
american_scientific_journal-11973	2	13	’s	’s	PART
american_scientific_journal-11973	2	14	kepler	kepler	PROPN
american_scientific_journal-11973	2	15	telescope	telescope	PROPN
american_scientific_journal-11973	2	16	,	,	PUNCT
american_scientific_journal-11973	2	17	our	our	PRON
american_scientific_journal-11973	2	18	observational	observational	ADJ
american_scientific_journal-11973	2	19	capabilities	capability	NOUN
american_scientific_journal-11973	2	20	have	have	AUX
american_scientific_journal-11973	2	21	expanded	expand	VERB
american_scientific_journal-11973	2	22	significantly	significantly	ADV
american_scientific_journal-11973	2	23	,	,	PUNCT
american_scientific_journal-11973	2	24	resulting	result	VERB
american_scientific_journal-11973	2	25	in	in	ADP
american_scientific_journal-11973	2	26	vast	vast	ADJ
american_scientific_journal-11973	2	27	volumes	volume	NOUN
american_scientific_journal-11973	2	28	of	of	ADP
american_scientific_journal-11973	2	29	high	high	ADJ
american_scientific_journal-11973	2	30	-	-	PUNCT
american_scientific_journal-11973	2	31	quality	quality	NOUN
american_scientific_journal-11973	2	32	astronomical	astronomical	ADJ
american_scientific_journal-11973	2	33	data	datum	NOUN
american_scientific_journal-11973	2	34	.	.	PUNCT
american_scientific_journal-11973	3	1	this	this	DET
american_scientific_journal-11973	3	2	data	datum	NOUN
american_scientific_journal-11973	3	3	deluge	deluge	NOUN
american_scientific_journal-11973	3	4	necessitates	necessitate	VERB
american_scientific_journal-11973	3	5	the	the	DET
american_scientific_journal-11973	3	6	development	development	NOUN
american_scientific_journal-11973	3	7	of	of	ADP
american_scientific_journal-11973	3	8	scalable	scalable	ADJ
american_scientific_journal-11973	3	9	,	,	PUNCT
american_scientific_journal-11973	3	10	automated	automate	VERB
american_scientific_journal-11973	3	11	methods	method	NOUN
american_scientific_journal-11973	3	12	to	to	PART
american_scientific_journal-11973	3	13	support	support	VERB
american_scientific_journal-11973	3	14	astronomers	astronomer	NOUN
american_scientific_journal-11973	3	15	in	in	ADP
american_scientific_journal-11973	3	16	efficiently	efficiently	ADV
american_scientific_journal-11973	3	17	analyzing	analyze	VERB
american_scientific_journal-11973	3	18	and	and	CCONJ
american_scientific_journal-11973	3	19	interpreting	interpret	VERB
american_scientific_journal-11973	3	20	these	these	DET
american_scientific_journal-11973	3	21	observations	observation	NOUN
american_scientific_journal-11973	3	22	.	.	PUNCT
american_scientific_journal-11973	4	1	in	in	ADP
american_scientific_journal-11973	4	2	recent	recent	ADJ
american_scientific_journal-11973	4	3	years	year	NOUN
american_scientific_journal-11973	4	4	,	,	PUNCT
american_scientific_journal-11973	4	5	machine	machine	NOUN
american_scientific_journal-11973	4	6	learning	learning	NOUN
american_scientific_journal-11973	4	7	has	have	AUX
american_scientific_journal-11973	4	8	emerged	emerge	VERB
american_scientific_journal-11973	4	9	as	as	ADP
american_scientific_journal-11973	4	10	a	a	DET
american_scientific_journal-11973	4	11	powerful	powerful	ADJ
american_scientific_journal-11973	4	12	paradigm	paradigm	NOUN
american_scientific_journal-11973	4	13	for	for	ADP
american_scientific_journal-11973	4	14	automating	automate	VERB
american_scientific_journal-11973	4	15	complex	complex	ADJ
american_scientific_journal-11973	4	16	,	,	PUNCT
american_scientific_journal-11973	4	17	human	human	NOUN
american_scientific_journal-11973	4	18	-	-	PUNCT
american_scientific_journal-11973	4	19	intensive	intensive	ADJ
american_scientific_journal-11973	4	20	tasks	task	NOUN
american_scientific_journal-11973	4	21	.	.	PUNCT
american_scientific_journal-11973	5	1	this	this	DET
american_scientific_journal-11973	5	2	study	study	NOUN
american_scientific_journal-11973	5	3	investigates	investigate	VERB
american_scientific_journal-11973	5	4	the	the	DET
american_scientific_journal-11973	5	5	application	application	NOUN
american_scientific_journal-11973	5	6	of	of	ADP
american_scientific_journal-11973	5	7	supervised	supervised	ADJ
american_scientific_journal-11973	5	8	machine	machine	NOUN
american_scientific_journal-11973	5	9	learning	learn	VERB
american_scientific_journal-11973	5	10	techniques	technique	NOUN
american_scientific_journal-11973	5	11	to	to	ADP
american_scientific_journal-11973	5	12	the	the	DET
american_scientific_journal-11973	5	13	detection	detection	NOUN
american_scientific_journal-11973	5	14	of	of	ADP
american_scientific_journal-11973	5	15	exoplanets	exoplanet	NOUN
american_scientific_journal-11973	5	16	using	use	VERB
american_scientific_journal-11973	5	17	data	datum	NOUN
american_scientific_journal-11973	5	18	from	from	ADP
american_scientific_journal-11973	5	19	nasa	nasa	PROPN
american_scientific_journal-11973	5	20	’s	’s	PART
american_scientific_journal-11973	5	21	kepler	kepler	PROPN
american_scientific_journal-11973	5	22	mission	mission	NOUN
american_scientific_journal-11973	5	23	.	.	PUNCT
american_scientific_journal-11973	6	1	the	the	DET
american_scientific_journal-11973	6	2	data	datum	NOUN
american_scientific_journal-11973	6	3	set	set	VERB
american_scientific_journal-11973	6	4	comprises	comprise	VERB
american_scientific_journal-11973	6	5	kepler	kepler	NOUN
american_scientific_journal-11973	6	6	objects	object	NOUN
american_scientific_journal-11973	6	7	of	of	ADP
american_scientific_journal-11973	6	8	interest	interest	NOUN
american_scientific_journal-11973	6	9	(	(	PUNCT
american_scientific_journal-11973	6	10	kois	kois	PROPN
american_scientific_journal-11973	6	11	)	)	PUNCT
american_scientific_journal-11973	6	12	,	,	PUNCT
american_scientific_journal-11973	6	13	including	include	VERB
american_scientific_journal-11973	6	14	both	both	CCONJ
american_scientific_journal-11973	6	15	physical	physical	ADJ
american_scientific_journal-11973	6	16	and	and	CCONJ
american_scientific_journal-11973	6	17	orbital	orbital	ADJ
american_scientific_journal-11973	6	18	parameters	parameter	NOUN
american_scientific_journal-11973	6	19	,	,	PUNCT
american_scientific_journal-11973	6	20	along	along	ADP
american_scientific_journal-11973	6	21	with	with	ADP
american_scientific_journal-11973	6	22	their	their	PRON
american_scientific_journal-11973	6	23	confirmed	confirm	VERB
american_scientific_journal-11973	6	24	classification	classification	NOUN
american_scientific_journal-11973	6	25	.	.	PUNCT
american_scientific_journal-11973	7	1	we	we	PRON
american_scientific_journal-11973	7	2	evaluate	evaluate	VERB
american_scientific_journal-11973	7	3	a	a	DET
american_scientific_journal-11973	7	4	range	range	NOUN
american_scientific_journal-11973	7	5	of	of	ADP
american_scientific_journal-11973	7	6	supervised	supervised	ADJ
american_scientific_journal-11973	7	7	classifiers	classifier	NOUN
american_scientific_journal-11973	7	8	,	,	PUNCT
american_scientific_journal-11973	7	9	spanning	span	VERB
american_scientific_journal-11973	7	10	probabilistic	probabilistic	ADJ
american_scientific_journal-11973	7	11	,	,	PUNCT
american_scientific_journal-11973	7	12	decision	decision	NOUN
american_scientific_journal-11973	7	13	tree	tree	NOUN
american_scientific_journal-11973	7	14	-	-	PUNCT
american_scientific_journal-11973	7	15	based	base	VERB
american_scientific_journal-11973	7	16	,	,	PUNCT
american_scientific_journal-11973	7	17	and	and	CCONJ
american_scientific_journal-11973	7	18	neural	neural	ADJ
american_scientific_journal-11973	7	19	network	network	NOUN
american_scientific_journal-11973	7	20	models	model	NOUN
american_scientific_journal-11973	7	21	.	.	PUNCT
american_scientific_journal-11973	8	1	our	our	PRON
american_scientific_journal-11973	8	2	best	well	ADV
american_scientific_journal-11973	8	3	-	-	PUNCT
american_scientific_journal-11973	8	4	performing	perform	VERB
american_scientific_journal-11973	8	5	model	model	NOUN
american_scientific_journal-11973	8	6	,	,	PUNCT
american_scientific_journal-11973	8	7	histogram	histogram	NOUN
american_scientific_journal-11973	8	8	gradient	gradient	NOUN
american_scientific_journal-11973	8	9	boosting	boosting	NOUN
american_scientific_journal-11973	8	10	,	,	PUNCT
american_scientific_journal-11973	8	11	achieves	achieve	VERB
american_scientific_journal-11973	8	12	a	a	DET
american_scientific_journal-11973	8	13	precision	precision	NOUN
american_scientific_journal-11973	8	14	of	of	ADP
american_scientific_journal-11973	8	15	94.6	94.6	NUM
american_scientific_journal-11973	8	16	%	%	NOUN
american_scientific_journal-11973	8	17	and	and	CCONJ
american_scientific_journal-11973	8	18	a	a	DET
american_scientific_journal-11973	8	19	recall	recall	NOUN
american_scientific_journal-11973	8	20	of	of	ADP
american_scientific_journal-11973	8	21	94.1	94.1	NUM
american_scientific_journal-11973	8	22	%	%	NOUN
american_scientific_journal-11973	8	23	on	on	ADP
american_scientific_journal-11973	8	24	a	a	DET
american_scientific_journal-11973	8	25	held	hold	VERB
american_scientific_journal-11973	8	26	-	-	PUNCT
american_scientific_journal-11973	8	27	out	out	ADP
american_scientific_journal-11973	8	28	test	test	NOUN
american_scientific_journal-11973	8	29	set	set	VERB
american_scientific_journal-11973	8	30	.	.	PUNCT
american_scientific_journal-11973	9	1	these	these	DET
american_scientific_journal-11973	9	2	results	result	NOUN
american_scientific_journal-11973	9	3	underscore	underscore	VERB
american_scientific_journal-11973	9	4	the	the	DET
american_scientific_journal-11973	9	5	promise	promise	NOUN
american_scientific_journal-11973	9	6	of	of	ADP
american_scientific_journal-11973	9	7	machine	machine	NOUN
american_scientific_journal-11973	9	8	learning	learn	VERB
american_scientific_journal-11973	9	9	in	in	ADP
american_scientific_journal-11973	9	10	advancing	advance	VERB
american_scientific_journal-11973	9	11	exoplanet	exoplanet	NOUN
american_scientific_journal-11973	9	12	detection	detection	NOUN
american_scientific_journal-11973	9	13	and	and	CCONJ
american_scientific_journal-11973	9	14	offer	offer	VERB
american_scientific_journal-11973	9	15	a	a	DET
american_scientific_journal-11973	9	16	pathway	pathway	NOUN
american_scientific_journal-11973	9	17	toward	toward	ADP
american_scientific_journal-11973	9	18	automating	automate	VERB
american_scientific_journal-11973	9	19	the	the	DET
american_scientific_journal-11973	9	20	discovery	discovery	NOUN
american_scientific_journal-11973	9	21	of	of	ADP
american_scientific_journal-11973	9	22	planetary	planetary	ADJ
american_scientific_journal-11973	9	23	systems	system	NOUN
american_scientific_journal-11973	9	24	beyond	beyond	ADP
american_scientific_journal-11973	9	25	our	our	PRON
american_scientific_journal-11973	9	26	own	own	ADJ
american_scientific_journal-11973	9	27	.	.	PUNCT
american_scientific_journal-11973	10	1	keywords	keyword	NOUN
american_scientific_journal-11973	10	2	:	:	PUNCT
american_scientific_journal-11973	10	3	exoplanet	exoplanet	NOUN
american_scientific_journal-11973	10	4	detection	detection	NOUN
american_scientific_journal-11973	10	5	;	;	PUNCT
american_scientific_journal-11973	10	6	supervised	supervised	ADJ
american_scientific_journal-11973	10	7	learning	learning	NOUN
american_scientific_journal-11973	10	8	;	;	PUNCT
american_scientific_journal-11973	10	9	kepler	kepler	NOUN
american_scientific_journal-11973	10	10	mission	mission	NOUN
american_scientific_journal-11973	10	11	;	;	PUNCT
american_scientific_journal-11973	10	12	machine	machine	NOUN
american_scientific_journal-11973	10	13	learning	learning	NOUN
american_scientific_journal-11973	10	14	;	;	PUNCT
american_scientific_journal-11973	10	15	astronomical	astronomical	ADJ
american_scientific_journal-11973	10	16	data	datum	NOUN
american_scientific_journal-11973	10	17	analysis	analysis	NOUN
american_scientific_journal-11973	10	18	.	.	PUNCT
american_scientific_journal-11973	11	1	1	1	X
american_scientific_journal-11973	11	2	.	.	X
american_scientific_journal-11973	11	3	introduction	introduction	NOUN
american_scientific_journal-11973	11	4	an	an	DET
american_scientific_journal-11973	11	5	exoplanet	exoplanet	NOUN
american_scientific_journal-11973	11	6	is	be	AUX
american_scientific_journal-11973	11	7	a	a	DET
american_scientific_journal-11973	11	8	planet	planet	NOUN
american_scientific_journal-11973	11	9	that	that	PRON
american_scientific_journal-11973	11	10	orbits	orbit	VERB
american_scientific_journal-11973	11	11	a	a	DET
american_scientific_journal-11973	11	12	star	star	NOUN
american_scientific_journal-11973	11	13	beyond	beyond	ADP
american_scientific_journal-11973	11	14	our	our	PRON
american_scientific_journal-11973	11	15	solar	solar	ADJ
american_scientific_journal-11973	11	16	system	system	NOUN
american_scientific_journal-11973	11	17	.	.	PUNCT
american_scientific_journal-11973	12	1	the	the	DET
american_scientific_journal-11973	12	2	discovery	discovery	NOUN
american_scientific_journal-11973	12	3	of	of	ADP
american_scientific_journal-11973	12	4	exoplanets	exoplanet	NOUN
american_scientific_journal-11973	12	5	has	have	AUX
american_scientific_journal-11973	12	6	long	long	ADV
american_scientific_journal-11973	12	7	been	be	AUX
american_scientific_journal-11973	12	8	a	a	DET
american_scientific_journal-11973	12	9	significant	significant	ADJ
american_scientific_journal-11973	12	10	focus	focus	NOUN
american_scientific_journal-11973	12	11	of	of	ADP
american_scientific_journal-11973	12	12	astronomical	astronomical	ADJ
american_scientific_journal-11973	12	13	research	research	NOUN
american_scientific_journal-11973	12	14	,	,	PUNCT
american_scientific_journal-11973	12	15	offering	offer	VERB
american_scientific_journal-11973	12	16	profound	profound	ADJ
american_scientific_journal-11973	12	17	insights	insight	NOUN
american_scientific_journal-11973	12	18	into	into	ADP
american_scientific_journal-11973	12	19	the	the	DET
american_scientific_journal-11973	12	20	diversity	diversity	NOUN
american_scientific_journal-11973	12	21	and	and	CCONJ
american_scientific_journal-11973	12	22	structure	structure	NOUN
american_scientific_journal-11973	12	23	of	of	ADP
american_scientific_journal-11973	12	24	planetary	planetary	ADJ
american_scientific_journal-11973	12	25	systems	system	NOUN
american_scientific_journal-11973	12	26	across	across	ADP
american_scientific_journal-11973	12	27	the	the	DET
american_scientific_journal-11973	12	28	universe	universe	NOUN
american_scientific_journal-11973	12	29	[	[	X
american_scientific_journal-11973	12	30	1	1	NUM
american_scientific_journal-11973	12	31	]	]	PUNCT
american_scientific_journal-11973	12	32	.	.	PUNCT
american_scientific_journal-11973	13	1	since	since	SCONJ
american_scientific_journal-11973	13	2	the	the	DET
american_scientific_journal-11973	13	3	first	first	ADJ
american_scientific_journal-11973	13	4	confirmed	confirm	VERB
american_scientific_journal-11973	13	5	detections	detection	NOUN
american_scientific_journal-11973	13	6	in	in	ADP
american_scientific_journal-11973	13	7	1992	1992	NUM
american_scientific_journal-11973	13	8	,	,	PUNCT
american_scientific_journal-11973	13	9	astronomers	astronomer	NOUN
american_scientific_journal-11973	13	10	have	have	AUX
american_scientific_journal-11973	13	11	identified	identify	VERB
american_scientific_journal-11973	13	12	approximately	approximately	ADV
american_scientific_journal-11973	13	13	5,000	5,000	NUM
american_scientific_journal-11973	13	14	exoplanets	exoplanet	NOUN
american_scientific_journal-11973	13	15	,	,	PUNCT
american_scientific_journal-11973	13	16	a	a	DET
american_scientific_journal-11973	13	17	number	number	NOUN
american_scientific_journal-11973	13	18	that	that	PRON
american_scientific_journal-11973	13	19	continues	continue	VERB
american_scientific_journal-11973	13	20	to	to	PART
american_scientific_journal-11973	13	21	grow	grow	VERB
american_scientific_journal-11973	13	22	with	with	ADP
american_scientific_journal-11973	13	23	advances	advance	NOUN
american_scientific_journal-11973	13	24	in	in	ADP
american_scientific_journal-11973	13	25	observational	observational	ADJ
american_scientific_journal-11973	13	26	technologies	technology	NOUN
american_scientific_journal-11973	13	27	and	and	CCONJ
american_scientific_journal-11973	13	28	detection	detection	NOUN
american_scientific_journal-11973	13	29	methods	method	NOUN
american_scientific_journal-11973	13	30	.	.	PUNCT
american_scientific_journal-11973	14	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-11973	14	2	received	receive	VERB
american_scientific_journal-11973	14	3	:	:	PUNCT
american_scientific_journal-11973	14	4	6/11/2025	6/11/2025	NUM
american_scientific_journal-11973	14	5	accepted	accept	VERB
american_scientific_journal-11973	14	6	:	:	PUNCT
american_scientific_journal-11973	14	7	7/22/2025	7/22/2025	NUM
american_scientific_journal-11973	14	8	published	publish	VERB
american_scientific_journal-11973	14	9	:	:	PUNCT
american_scientific_journal-11973	14	10	8/3/2025	8/3/2025	NUM
american_scientific_journal-11973	14	11	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-11973	14	12	*	*	PUNCT
american_scientific_journal-11973	14	13	corresponding	correspond	VERB
american_scientific_journal-11973	14	14	author	author	NOUN
american_scientific_journal-11973	14	15	.	.	PUNCT
american_scientific_journal-11973	15	1	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-11973	15	2	american	american	PROPN
american_scientific_journal-11973	15	3	academic	academic	PROPN
american_scientific_journal-11973	15	4	scientific	scientific	ADJ
american_scientific_journal-11973	15	5	research	research	NOUN
american_scientific_journal-11973	15	6	journal	journal	NOUN
american_scientific_journal-11973	15	7	for	for	ADP
american_scientific_journal-11973	15	8	engineering	engineering	NOUN
american_scientific_journal-11973	15	9	,	,	PUNCT
american_scientific_journal-11973	15	10	technology	technology	NOUN
american_scientific_journal-11973	15	11	,	,	PUNCT
american_scientific_journal-11973	15	12	and	and	CCONJ
american_scientific_journal-11973	15	13	sciences	science	NOUN
american_scientific_journal-11973	15	14	(	(	PUNCT
american_scientific_journal-11973	15	15	asrjets	asrjet	NOUN
american_scientific_journal-11973	15	16	)	)	PUNCT
american_scientific_journal-11973	15	17	volume	volume	NOUN
american_scientific_journal-11973	15	18	102	102	NUM
american_scientific_journal-11973	15	19	,	,	PUNCT
american_scientific_journal-11973	15	20	no	no	DET
american_scientific_journal-11973	15	21	1	1	NUM
american_scientific_journal-11973	15	22	,	,	PUNCT
american_scientific_journal-11973	15	23	pp	pp	ADV
american_scientific_journal-11973	15	24	404	404	NUM
american_scientific_journal-11973	15	25	-	-	SYM
american_scientific_journal-11973	15	26	413	413	NUM
american_scientific_journal-11973	15	27	405	405	NUM
american_scientific_journal-11973	15	28	as	as	SCONJ
american_scientific_journal-11973	15	29	detection	detection	NOUN
american_scientific_journal-11973	15	30	techniques	technique	NOUN
american_scientific_journal-11973	15	31	have	have	AUX
american_scientific_journal-11973	15	32	evolved	evolve	VERB
american_scientific_journal-11973	15	33	,	,	PUNCT
american_scientific_journal-11973	15	34	ranging	range	VERB
american_scientific_journal-11973	15	35	from	from	ADP
american_scientific_journal-11973	15	36	radial	radial	ADJ
american_scientific_journal-11973	15	37	velocity	velocity	NOUN
american_scientific_journal-11973	15	38	measurements	measurement	NOUN
american_scientific_journal-11973	15	39	to	to	PART
american_scientific_journal-11973	15	40	transit	transit	VERB
american_scientific_journal-11973	15	41	photometry	photometry	NOUN
american_scientific_journal-11973	15	42	,	,	PUNCT
american_scientific_journal-11973	15	43	our	our	PRON
american_scientific_journal-11973	15	44	ability	ability	NOUN
american_scientific_journal-11973	15	45	to	to	PART
american_scientific_journal-11973	15	46	identify	identify	VERB
american_scientific_journal-11973	15	47	and	and	CCONJ
american_scientific_journal-11973	15	48	characterize	characterize	VERB
american_scientific_journal-11973	15	49	these	these	DET
american_scientific_journal-11973	15	50	distant	distant	ADJ
american_scientific_journal-11973	15	51	worlds	world	NOUN
american_scientific_journal-11973	15	52	has	have	AUX
american_scientific_journal-11973	15	53	dramatically	dramatically	ADV
american_scientific_journal-11973	15	54	improved	improve	VERB
american_scientific_journal-11973	15	55	.	.	PUNCT
american_scientific_journal-11973	16	1	exoplanet	exoplanet	NOUN
american_scientific_journal-11973	16	2	detection	detection	NOUN
american_scientific_journal-11973	16	3	not	not	PART
american_scientific_journal-11973	16	4	only	only	ADV
american_scientific_journal-11973	16	5	deepens	deepen	VERB
american_scientific_journal-11973	16	6	our	our	PRON
american_scientific_journal-11973	16	7	understanding	understanding	NOUN
american_scientific_journal-11973	16	8	of	of	ADP
american_scientific_journal-11973	16	9	stellar	stellar	ADJ
american_scientific_journal-11973	16	10	systems	system	NOUN
american_scientific_journal-11973	16	11	but	but	CCONJ
american_scientific_journal-11973	16	12	also	also	ADV
american_scientific_journal-11973	16	13	opens	open	VERB
american_scientific_journal-11973	16	14	up	up	ADP
american_scientific_journal-11973	16	15	the	the	DET
american_scientific_journal-11973	16	16	possibility	possibility	NOUN
american_scientific_journal-11973	16	17	of	of	ADP
american_scientific_journal-11973	16	18	identifying	identify	VERB
american_scientific_journal-11973	16	19	earth	earth	NOUN
american_scientific_journal-11973	16	20	-	-	PUNCT
american_scientific_journal-11973	16	21	like	like	ADJ
american_scientific_journal-11973	16	22	planets	planet	NOUN
american_scientific_journal-11973	16	23	with	with	ADP
american_scientific_journal-11973	16	24	potentially	potentially	ADV
american_scientific_journal-11973	16	25	habitable	habitable	ADJ
american_scientific_journal-11973	16	26	conditions	condition	NOUN
american_scientific_journal-11973	16	27	.	.	PUNCT
american_scientific_journal-11973	17	1	this	this	PRON
american_scientific_journal-11973	17	2	,	,	PUNCT
american_scientific_journal-11973	17	3	in	in	ADP
american_scientific_journal-11973	17	4	turn	turn	NOUN
american_scientific_journal-11973	17	5	,	,	PUNCT
american_scientific_journal-11973	17	6	raises	raise	VERB
american_scientific_journal-11973	17	7	one	one	NUM
american_scientific_journal-11973	17	8	of	of	ADP
american_scientific_journal-11973	17	9	the	the	DET
american_scientific_journal-11973	17	10	most	most	ADV
american_scientific_journal-11973	17	11	compelling	compelling	ADJ
american_scientific_journal-11973	17	12	scientific	scientific	ADJ
american_scientific_journal-11973	17	13	questions	question	NOUN
american_scientific_journal-11973	17	14	of	of	ADP
american_scientific_journal-11973	17	15	our	our	PRON
american_scientific_journal-11973	17	16	time	time	NOUN
american_scientific_journal-11973	17	17	:	:	PUNCT
american_scientific_journal-11973	17	18	are	be	AUX
american_scientific_journal-11973	17	19	we	we	PRON
american_scientific_journal-11973	17	20	alone	alone	ADJ
american_scientific_journal-11973	17	21	in	in	ADP
american_scientific_journal-11973	17	22	the	the	DET
american_scientific_journal-11973	17	23	universe	universe	NOUN
american_scientific_journal-11973	17	24	?	?	PUNCT
american_scientific_journal-11973	18	1	figure	figure	NOUN
american_scientific_journal-11973	18	2	1	1	NUM
american_scientific_journal-11973	18	3	:	:	PUNCT
american_scientific_journal-11973	18	4	pipeline	pipeline	NOUN
american_scientific_journal-11973	18	5	of	of	ADP
american_scientific_journal-11973	18	6	our	our	PRON
american_scientific_journal-11973	18	7	approach	approach	NOUN
american_scientific_journal-11973	18	8	the	the	DET
american_scientific_journal-11973	18	9	field	field	NOUN
american_scientific_journal-11973	18	10	of	of	ADP
american_scientific_journal-11973	18	11	exoplanet	exoplanet	PROPN
american_scientific_journal-11973	18	12	discovery	discovery	PROPN
american_scientific_journal-11973	18	13	has	have	AUX
american_scientific_journal-11973	18	14	advanced	advance	VERB
american_scientific_journal-11973	18	15	significantly	significantly	ADV
american_scientific_journal-11973	18	16	over	over	ADP
american_scientific_journal-11973	18	17	the	the	DET
american_scientific_journal-11973	18	18	past	past	ADJ
american_scientific_journal-11973	18	19	few	few	ADJ
american_scientific_journal-11973	18	20	decades	decade	NOUN
american_scientific_journal-11973	18	21	.	.	PUNCT
american_scientific_journal-11973	19	1	to	to	PART
american_scientific_journal-11973	19	2	support	support	VERB
american_scientific_journal-11973	19	3	ground	ground	NOUN
american_scientific_journal-11973	19	4	-	-	PUNCT
american_scientific_journal-11973	19	5	based	base	VERB
american_scientific_journal-11973	19	6	telescopes	telescope	NOUN
american_scientific_journal-11973	19	7	and	and	CCONJ
american_scientific_journal-11973	19	8	improve	improve	VERB
american_scientific_journal-11973	19	9	detection	detection	NOUN
american_scientific_journal-11973	19	10	capabilities	capability	NOUN
american_scientific_journal-11973	19	11	,	,	PUNCT
american_scientific_journal-11973	19	12	the	the	DET
american_scientific_journal-11973	19	13	national	national	ADJ
american_scientific_journal-11973	19	14	aeronautics	aeronautics	PROPN
american_scientific_journal-11973	19	15	and	and	CCONJ
american_scientific_journal-11973	19	16	space	space	PROPN
american_scientific_journal-11973	19	17	administration	administration	PROPN
american_scientific_journal-11973	19	18	(	(	PUNCT
american_scientific_journal-11973	19	19	nasa	nasa	PROPN
american_scientific_journal-11973	19	20	)	)	PUNCT
american_scientific_journal-11973	19	21	has	have	AUX
american_scientific_journal-11973	19	22	deployed	deploy	VERB
american_scientific_journal-11973	19	23	space	space	NOUN
american_scientific_journal-11973	19	24	-	-	PUNCT
american_scientific_journal-11973	19	25	based	base	VERB
american_scientific_journal-11973	19	26	observatories	observatory	NOUN
american_scientific_journal-11973	19	27	dedicated	dedicate	VERB
american_scientific_journal-11973	19	28	to	to	ADP
american_scientific_journal-11973	19	29	this	this	DET
american_scientific_journal-11973	19	30	mission	mission	NOUN
american_scientific_journal-11973	19	31	.	.	PUNCT
american_scientific_journal-11973	20	1	one	one	NUM
american_scientific_journal-11973	20	2	of	of	ADP
american_scientific_journal-11973	20	3	the	the	DET
american_scientific_journal-11973	20	4	most	most	ADV
american_scientific_journal-11973	20	5	impactful	impactful	ADJ
american_scientific_journal-11973	20	6	missions	mission	NOUN
american_scientific_journal-11973	20	7	was	be	AUX
american_scientific_journal-11973	20	8	the	the	DET
american_scientific_journal-11973	20	9	launch	launch	NOUN
american_scientific_journal-11973	20	10	of	of	ADP
american_scientific_journal-11973	20	11	the	the	DET
american_scientific_journal-11973	20	12	kepler	kepler	PROPN
american_scientific_journal-11973	20	13	space	space	NOUN
american_scientific_journal-11973	20	14	telescope	telescope	NOUN
american_scientific_journal-11973	20	15	in	in	ADP
american_scientific_journal-11973	20	16	2009	2009	NUM
american_scientific_journal-11973	20	17	,	,	PUNCT
american_scientific_journal-11973	20	18	designed	design	VERB
american_scientific_journal-11973	20	19	specifically	specifically	ADV
american_scientific_journal-11973	20	20	to	to	PART
american_scientific_journal-11973	20	21	identify	identify	VERB
american_scientific_journal-11973	20	22	earth	earth	NOUN
american_scientific_journal-11973	20	23	-	-	PUNCT
american_scientific_journal-11973	20	24	like	like	ADJ
american_scientific_journal-11973	20	25	planets	planet	NOUN
american_scientific_journal-11973	20	26	in	in	ADP
american_scientific_journal-11973	20	27	distant	distant	ADJ
american_scientific_journal-11973	20	28	solar	solar	ADJ
american_scientific_journal-11973	20	29	systems	system	NOUN
american_scientific_journal-11973	20	30	.	.	PUNCT
american_scientific_journal-11973	21	1	while	while	SCONJ
american_scientific_journal-11973	21	2	traditional	traditional	ADJ
american_scientific_journal-11973	21	3	detection	detection	NOUN
american_scientific_journal-11973	21	4	methods	method	NOUN
american_scientific_journal-11973	21	5	,	,	PUNCT
american_scientific_journal-11973	21	6	such	such	ADJ
american_scientific_journal-11973	21	7	as	as	ADP
american_scientific_journal-11973	21	8	observing	observe	VERB
american_scientific_journal-11973	21	9	doppler	doppler	NOUN
american_scientific_journal-11973	21	10	shifts	shift	NOUN
american_scientific_journal-11973	21	11	due	due	ADJ
american_scientific_journal-11973	21	12	to	to	ADP
american_scientific_journal-11973	21	13	stellar	stellar	ADJ
american_scientific_journal-11973	21	14	wobble	wobble	NOUN
american_scientific_journal-11973	21	15	,	,	PUNCT
american_scientific_journal-11973	21	16	remain	remain	VERB
american_scientific_journal-11973	21	17	valuable	valuable	ADJ
american_scientific_journal-11973	21	18	,	,	PUNCT
american_scientific_journal-11973	21	19	kepler	kepler	PROPN
american_scientific_journal-11973	21	20	’s	’s	PART
american_scientific_journal-11973	21	21	primary	primary	ADJ
american_scientific_journal-11973	21	22	contribution	contribution	NOUN
american_scientific_journal-11973	21	23	lies	lie	VERB
american_scientific_journal-11973	21	24	in	in	ADP
american_scientific_journal-11973	21	25	its	its	PRON
american_scientific_journal-11973	21	26	precise	precise	ADJ
american_scientific_journal-11973	21	27	photometric	photometric	NOUN
american_scientific_journal-11973	21	28	observations	observation	NOUN
american_scientific_journal-11973	21	29	.	.	PUNCT
american_scientific_journal-11973	22	1	it	it	PRON
american_scientific_journal-11973	22	2	monitored	monitor	VERB
american_scientific_journal-11973	22	3	the	the	DET
american_scientific_journal-11973	22	4	slight	slight	ADJ
american_scientific_journal-11973	22	5	dimming	dimming	NOUN
american_scientific_journal-11973	22	6	of	of	ADP
american_scientific_journal-11973	22	7	starlight	starlight	NOUN
american_scientific_journal-11973	22	8	caused	cause	VERB
american_scientific_journal-11973	22	9	by	by	ADP
american_scientific_journal-11973	22	10	planets	planet	NOUN
american_scientific_journal-11973	22	11	transiting	transit	VERB
american_scientific_journal-11973	22	12	in	in	ADP
american_scientific_journal-11973	22	13	front	front	NOUN
american_scientific_journal-11973	22	14	of	of	ADP
american_scientific_journal-11973	22	15	their	their	PRON
american_scientific_journal-11973	22	16	host	host	NOUN
american_scientific_journal-11973	22	17	stars	star	NOUN
american_scientific_journal-11973	22	18	,	,	PUNCT
american_scientific_journal-11973	22	19	enabling	enable	VERB
american_scientific_journal-11973	22	20	the	the	DET
american_scientific_journal-11973	22	21	identification	identification	NOUN
american_scientific_journal-11973	22	22	of	of	ADP
american_scientific_journal-11973	22	23	thousands	thousand	NOUN
american_scientific_journal-11973	22	24	of	of	ADP
american_scientific_journal-11973	22	25	potential	potential	ADJ
american_scientific_journal-11973	22	26	exoplanets	exoplanet	NOUN
american_scientific_journal-11973	22	27	.	.	PUNCT
american_scientific_journal-11973	23	1	interpreting	interpret	VERB
american_scientific_journal-11973	23	2	kepler	kepler	PROPN
american_scientific_journal-11973	23	3	’s	’s	PART
american_scientific_journal-11973	23	4	data	datum	NOUN
american_scientific_journal-11973	23	5	involves	involve	VERB
american_scientific_journal-11973	23	6	careful	careful	ADJ
american_scientific_journal-11973	23	7	analysis	analysis	NOUN
american_scientific_journal-11973	23	8	of	of	ADP
american_scientific_journal-11973	23	9	stellar	stellar	ADJ
american_scientific_journal-11973	23	10	light	light	ADJ
american_scientific_journal-11973	23	11	curves	curve	NOUN
american_scientific_journal-11973	23	12	,	,	PUNCT
american_scientific_journal-11973	23	13	where	where	SCONJ
american_scientific_journal-11973	23	14	astronomers	astronomer	NOUN
american_scientific_journal-11973	23	15	must	must	AUX
american_scientific_journal-11973	23	16	distinguish	distinguish	VERB
american_scientific_journal-11973	23	17	genuine	genuine	ADJ
american_scientific_journal-11973	23	18	planetary	planetary	ADJ
american_scientific_journal-11973	23	19	transits	transit	NOUN
american_scientific_journal-11973	23	20	from	from	ADP
american_scientific_journal-11973	23	21	false	false	ADJ
american_scientific_journal-11973	23	22	positives	positive	NOUN
american_scientific_journal-11973	23	23	caused	cause	VERB
american_scientific_journal-11973	23	24	by	by	ADP
american_scientific_journal-11973	23	25	phenomena	phenomenon	NOUN
american_scientific_journal-11973	23	26	such	such	ADJ
american_scientific_journal-11973	23	27	as	as	ADP
american_scientific_journal-11973	23	28	eclipsing	eclipse	VERB
american_scientific_journal-11973	23	29	binary	binary	ADJ
american_scientific_journal-11973	23	30	stars	star	NOUN
american_scientific_journal-11973	23	31	,	,	PUNCT
american_scientific_journal-11973	23	32	instrumental	instrumental	ADJ
american_scientific_journal-11973	23	33	noise	noise	NOUN
american_scientific_journal-11973	23	34	,	,	PUNCT
american_scientific_journal-11973	23	35	or	or	CCONJ
american_scientific_journal-11973	23	36	background	background	NOUN
american_scientific_journal-11973	23	37	objects	object	NOUN
american_scientific_journal-11973	23	38	.	.	PUNCT
american_scientific_journal-11973	24	1	as	as	SCONJ
american_scientific_journal-11973	24	2	the	the	DET
american_scientific_journal-11973	24	3	volume	volume	NOUN
american_scientific_journal-11973	24	4	of	of	ADP
american_scientific_journal-11973	24	5	astronomical	astronomical	ADJ
american_scientific_journal-11973	24	6	data	datum	NOUN
american_scientific_journal-11973	24	7	continues	continue	VERB
american_scientific_journal-11973	24	8	to	to	PART
american_scientific_journal-11973	24	9	increase	increase	VERB
american_scientific_journal-11973	24	10	with	with	ADP
american_scientific_journal-11973	24	11	new	new	ADJ
american_scientific_journal-11973	24	12	missions	mission	NOUN
american_scientific_journal-11973	24	13	,	,	PUNCT
american_scientific_journal-11973	24	14	manually	manually	ADV
american_scientific_journal-11973	24	15	analyzing	analyze	VERB
american_scientific_journal-11973	24	16	every	every	DET
american_scientific_journal-11973	24	17	candidate	candidate	NOUN
american_scientific_journal-11973	24	18	becomes	become	VERB
american_scientific_journal-11973	24	19	infeasible	infeasible	ADJ
american_scientific_journal-11973	24	20	.	.	PUNCT
american_scientific_journal-11973	25	1	this	this	DET
american_scientific_journal-11973	25	2	data	datum	NOUN
american_scientific_journal-11973	25	3	deluge	deluge	NOUN
american_scientific_journal-11973	25	4	underscores	underscore	VERB
american_scientific_journal-11973	25	5	the	the	DET
american_scientific_journal-11973	25	6	growing	grow	VERB
american_scientific_journal-11973	25	7	need	need	NOUN
american_scientific_journal-11973	25	8	for	for	ADP
american_scientific_journal-11973	25	9	scalable	scalable	ADJ
american_scientific_journal-11973	25	10	,	,	PUNCT
american_scientific_journal-11973	25	11	automated	automate	VERB
american_scientific_journal-11973	25	12	techniques	technique	NOUN
american_scientific_journal-11973	25	13	.	.	PUNCT
american_scientific_journal-11973	26	1	machine	machine	NOUN
american_scientific_journal-11973	26	2	learning	learning	NOUN
american_scientific_journal-11973	26	3	(	(	PUNCT
american_scientific_journal-11973	26	4	ml	ml	NOUN
american_scientific_journal-11973	26	5	)	)	PUNCT
american_scientific_journal-11973	26	6	offers	offer	VERB
american_scientific_journal-11973	26	7	a	a	DET
american_scientific_journal-11973	26	8	compelling	compelling	ADJ
american_scientific_journal-11973	26	9	solution	solution	NOUN
american_scientific_journal-11973	26	10	by	by	ADP
american_scientific_journal-11973	26	11	automating	automate	VERB
american_scientific_journal-11973	26	12	key	key	ADJ
american_scientific_journal-11973	26	13	stages	stage	NOUN
american_scientific_journal-11973	26	14	of	of	ADP
american_scientific_journal-11973	26	15	the	the	DET
american_scientific_journal-11973	26	16	exoplanet	exoplanet	NOUN
american_scientific_journal-11973	26	17	detection	detection	NOUN
american_scientific_journal-11973	26	18	pipeline	pipeline	NOUN
american_scientific_journal-11973	26	19	.	.	PUNCT
american_scientific_journal-11973	27	1	ml	ml	PROPN
american_scientific_journal-11973	27	2	models	model	NOUN
american_scientific_journal-11973	27	3	can	can	AUX
american_scientific_journal-11973	27	4	be	be	AUX
american_scientific_journal-11973	27	5	trained	train	VERB
american_scientific_journal-11973	27	6	to	to	PART
american_scientific_journal-11973	27	7	classify	classify	VERB
american_scientific_journal-11973	27	8	candidate	candidate	NOUN
american_scientific_journal-11973	27	9	signals	signal	NOUN
american_scientific_journal-11973	27	10	based	base	VERB
american_scientific_journal-11973	27	11	on	on	ADP
american_scientific_journal-11973	27	12	transit	transit	NOUN
american_scientific_journal-11973	27	13	and	and	CCONJ
american_scientific_journal-11973	27	14	stellar	stellar	ADJ
american_scientific_journal-11973	27	15	parameters	parameter	NOUN
american_scientific_journal-11973	27	16	,	,	PUNCT
american_scientific_journal-11973	27	17	enabling	enable	VERB
american_scientific_journal-11973	27	18	astronomers	astronomer	NOUN
american_scientific_journal-11973	27	19	to	to	PART
american_scientific_journal-11973	27	20	prioritize	prioritize	VERB
american_scientific_journal-11973	27	21	the	the	DET
american_scientific_journal-11973	27	22	most	most	ADV
american_scientific_journal-11973	27	23	promising	promising	ADJ
american_scientific_journal-11973	27	24	cases	case	NOUN
american_scientific_journal-11973	27	25	for	for	ADP
american_scientific_journal-11973	27	26	further	further	ADJ
american_scientific_journal-11973	27	27	investigation	investigation	NOUN
american_scientific_journal-11973	27	28	.	.	PUNCT
american_scientific_journal-11973	28	1	in	in	ADP
american_scientific_journal-11973	28	2	this	this	DET
american_scientific_journal-11973	28	3	study	study	NOUN
american_scientific_journal-11973	28	4	,	,	PUNCT
american_scientific_journal-11973	28	5	we	we	PRON
american_scientific_journal-11973	28	6	propose	propose	VERB
american_scientific_journal-11973	28	7	a	a	DET
american_scientific_journal-11973	28	8	machine	machine	NOUN
american_scientific_journal-11973	28	9	learning	learning	NOUN
american_scientific_journal-11973	28	10	-	-	PUNCT
american_scientific_journal-11973	28	11	based	base	VERB
american_scientific_journal-11973	28	12	approach	approach	NOUN
american_scientific_journal-11973	28	13	that	that	PRON
american_scientific_journal-11973	28	14	uses	use	VERB
american_scientific_journal-11973	28	15	light	light	ADJ
american_scientific_journal-11973	28	16	curve	curve	NOUN
american_scientific_journal-11973	28	17	features	feature	NOUN
american_scientific_journal-11973	28	18	and	and	CCONJ
american_scientific_journal-11973	28	19	stellar	stellar	ADJ
american_scientific_journal-11973	28	20	characteristics	characteristic	NOUN
american_scientific_journal-11973	28	21	to	to	PART
american_scientific_journal-11973	28	22	classify	classify	VERB
american_scientific_journal-11973	28	23	kepler	kepler	NOUN
american_scientific_journal-11973	28	24	objects	object	NOUN
american_scientific_journal-11973	28	25	of	of	ADP
american_scientific_journal-11973	28	26	interest	interest	NOUN
american_scientific_journal-11973	28	27	(	(	PUNCT
american_scientific_journal-11973	28	28	kois	kois	PROPN
american_scientific_journal-11973	28	29	)	)	PUNCT
american_scientific_journal-11973	28	30	.	.	PUNCT
american_scientific_journal-11973	29	1	we	we	PRON
american_scientific_journal-11973	29	2	evaluate	evaluate	VERB
american_scientific_journal-11973	29	3	the	the	DET
american_scientific_journal-11973	29	4	performance	performance	NOUN
american_scientific_journal-11973	29	5	of	of	ADP
american_scientific_journal-11973	29	6	several	several	ADJ
american_scientific_journal-11973	29	7	supervised	supervised	ADJ
american_scientific_journal-11973	29	8	classification	classification	NOUN
american_scientific_journal-11973	29	9	models	model	NOUN
american_scientific_journal-11973	29	10	using	use	VERB
american_scientific_journal-11973	29	11	data	datum	NOUN
american_scientific_journal-11973	29	12	obtained	obtain	VERB
american_scientific_journal-11973	29	13	from	from	ADP
american_scientific_journal-11973	29	14	the	the	DET
american_scientific_journal-11973	29	15	nasa	nasa	PROPN
american_scientific_journal-11973	29	16	exoplanet	exoplanet	PROPN
american_scientific_journal-11973	29	17	archive	archive	NOUN
american_scientific_journal-11973	29	18	.	.	PUNCT
american_scientific_journal-11973	30	1	the	the	DET
american_scientific_journal-11973	30	2	remainder	remainder	NOUN
american_scientific_journal-11973	30	3	of	of	ADP
american_scientific_journal-11973	30	4	this	this	DET
american_scientific_journal-11973	30	5	paper	paper	NOUN
american_scientific_journal-11973	30	6	is	be	AUX
american_scientific_journal-11973	30	7	organized	organize	VERB
american_scientific_journal-11973	30	8	as	as	SCONJ
american_scientific_journal-11973	30	9	follows	follow	VERB
american_scientific_journal-11973	30	10	:	:	PUNCT
american_scientific_journal-11973	30	11	●	●	NUM
american_scientific_journal-11973	30	12	section	section	NOUN
american_scientific_journal-11973	30	13	ii	ii	NOUN
american_scientific_journal-11973	30	14	reviews	review	VERB
american_scientific_journal-11973	30	15	related	relate	VERB
american_scientific_journal-11973	30	16	work	work	NOUN
american_scientific_journal-11973	30	17	,	,	PUNCT
american_scientific_journal-11973	30	18	●	●	NUM
american_scientific_journal-11973	30	19	section	section	NOUN
american_scientific_journal-11973	30	20	iii	iii	NOUN
american_scientific_journal-11973	30	21	describes	describe	VERB
american_scientific_journal-11973	30	22	the	the	DET
american_scientific_journal-11973	30	23	dataset	dataset	NOUN
american_scientific_journal-11973	30	24	,	,	PUNCT
american_scientific_journal-11973	30	25	data	datum	NOUN
american_scientific_journal-11973	30	26	preparation	preparation	NOUN
american_scientific_journal-11973	30	27	,	,	PUNCT
american_scientific_journal-11973	30	28	and	and	CCONJ
american_scientific_journal-11973	30	29	the	the	DET
american_scientific_journal-11973	30	30	machine	machine	NOUN
american_scientific_journal-11973	30	31	learning	learning	NOUN
american_scientific_journal-11973	30	32	models	model	NOUN
american_scientific_journal-11973	30	33	employed	employ	VERB
american_scientific_journal-11973	30	34	.	.	PUNCT
american_scientific_journal-11973	31	1	●	●	PUNCT
american_scientific_journal-11973	31	2	section	section	NOUN
american_scientific_journal-11973	31	3	iv	iv	NOUN
american_scientific_journal-11973	31	4	presents	present	VERB
american_scientific_journal-11973	31	5	experimental	experimental	ADJ
american_scientific_journal-11973	31	6	results	result	NOUN
american_scientific_journal-11973	31	7	and	and	CCONJ
american_scientific_journal-11973	31	8	discussion	discussion	NOUN
american_scientific_journal-11973	31	9	,	,	PUNCT
american_scientific_journal-11973	31	10	●	●	NUM
american_scientific_journal-11973	31	11	section	section	NOUN
american_scientific_journal-11973	31	12	v	v	NOUN
american_scientific_journal-11973	31	13	concludes	conclude	VERB
american_scientific_journal-11973	31	14	with	with	ADP
american_scientific_journal-11973	31	15	a	a	DET
american_scientific_journal-11973	31	16	summary	summary	NOUN
american_scientific_journal-11973	31	17	of	of	ADP
american_scientific_journal-11973	31	18	findings	finding	NOUN
american_scientific_journal-11973	31	19	and	and	CCONJ
american_scientific_journal-11973	31	20	directions	direction	NOUN
american_scientific_journal-11973	31	21	for	for	ADP
american_scientific_journal-11973	31	22	future	future	ADJ
american_scientific_journal-11973	31	23	research	research	NOUN
american_scientific_journal-11973	31	24	.	.	PUNCT
american_scientific_journal-11973	32	1	american	american	ADJ
american_scientific_journal-11973	32	2	academic	academic	ADJ
american_scientific_journal-11973	32	3	scientific	scientific	ADJ
american_scientific_journal-11973	32	4	research	research	NOUN
american_scientific_journal-11973	32	5	journal	journal	NOUN
american_scientific_journal-11973	32	6	for	for	ADP
american_scientific_journal-11973	32	7	engineering	engineering	NOUN
american_scientific_journal-11973	32	8	,	,	PUNCT
american_scientific_journal-11973	32	9	technology	technology	NOUN
american_scientific_journal-11973	32	10	,	,	PUNCT
american_scientific_journal-11973	32	11	and	and	CCONJ
american_scientific_journal-11973	32	12	sciences	science	NOUN
american_scientific_journal-11973	32	13	(	(	PUNCT
american_scientific_journal-11973	32	14	asrjets	asrjet	NOUN
american_scientific_journal-11973	32	15	)	)	PUNCT
american_scientific_journal-11973	32	16	volume	volume	NOUN
american_scientific_journal-11973	32	17	102	102	NUM
american_scientific_journal-11973	32	18	,	,	PUNCT
american_scientific_journal-11973	32	19	no	no	DET
american_scientific_journal-11973	32	20	1	1	NUM
american_scientific_journal-11973	32	21	,	,	PUNCT
american_scientific_journal-11973	32	22	pp	pp	ADV
american_scientific_journal-11973	32	23	404	404	NUM
american_scientific_journal-11973	32	24	-	-	SYM
american_scientific_journal-11973	32	25	413	413	NUM
american_scientific_journal-11973	32	26	406	406	NUM
american_scientific_journal-11973	32	27	2	2	NUM
american_scientific_journal-11973	32	28	.	.	PUNCT
american_scientific_journal-11973	32	29	related	relate	VERB
american_scientific_journal-11973	32	30	works	work	NOUN
american_scientific_journal-11973	32	31	malik	malik	PROPN
american_scientific_journal-11973	32	32	and	and	CCONJ
american_scientific_journal-11973	32	33	his	his	PRON
american_scientific_journal-11973	32	34	colleagues	colleague	NOUN
american_scientific_journal-11973	33	1	[	[	X
american_scientific_journal-11973	33	2	2	2	NUM
american_scientific_journal-11973	33	3	]	]	PUNCT
american_scientific_journal-11973	33	4	applied	applied	ADJ
american_scientific_journal-11973	33	5	machine	machine	NOUN
american_scientific_journal-11973	33	6	learning	learn	VERB
american_scientific_journal-11973	33	7	techniques	technique	NOUN
american_scientific_journal-11973	33	8	for	for	ADP
american_scientific_journal-11973	33	9	exoplanet	exoplanet	NOUN
american_scientific_journal-11973	33	10	detection	detection	NOUN
american_scientific_journal-11973	33	11	,	,	PUNCT
american_scientific_journal-11973	33	12	utilizing	utilize	VERB
american_scientific_journal-11973	33	13	an	an	DET
american_scientific_journal-11973	33	14	alternative	alternative	ADJ
american_scientific_journal-11973	33	15	approach	approach	NOUN
american_scientific_journal-11973	33	16	based	base	VERB
american_scientific_journal-11973	33	17	on	on	ADP
american_scientific_journal-11973	33	18	the	the	DET
american_scientific_journal-11973	33	19	transit	transit	NOUN
american_scientific_journal-11973	33	20	method	method	NOUN
american_scientific_journal-11973	33	21	.	.	PUNCT
american_scientific_journal-11973	34	1	their	their	PRON
american_scientific_journal-11973	34	2	methodology	methodology	NOUN
american_scientific_journal-11973	34	3	involved	involve	VERB
american_scientific_journal-11973	34	4	analyzing	analyze	VERB
american_scientific_journal-11973	34	5	stellar	stellar	ADJ
american_scientific_journal-11973	34	6	light	light	ADJ
american_scientific_journal-11973	34	7	curves	curve	NOUN
american_scientific_journal-11973	34	8	using	use	VERB
american_scientific_journal-11973	34	9	time	time	NOUN
american_scientific_journal-11973	34	10	series	series	PROPN
american_scientific_journal-11973	34	11	libraries	library	NOUN
american_scientific_journal-11973	34	12	to	to	PART
american_scientific_journal-11973	34	13	extract	extract	VERB
american_scientific_journal-11973	34	14	meaningful	meaningful	ADJ
american_scientific_journal-11973	34	15	features	feature	NOUN
american_scientific_journal-11973	34	16	for	for	ADP
american_scientific_journal-11973	34	17	classification	classification	NOUN
american_scientific_journal-11973	34	18	.	.	PUNCT
american_scientific_journal-11973	35	1	the	the	DET
american_scientific_journal-11973	35	2	most	most	ADV
american_scientific_journal-11973	35	3	closely	closely	ADV
american_scientific_journal-11973	35	4	related	relate	VERB
american_scientific_journal-11973	35	5	studies	study	NOUN
american_scientific_journal-11973	35	6	to	to	ADP
american_scientific_journal-11973	35	7	our	our	PRON
american_scientific_journal-11973	35	8	work	work	NOUN
american_scientific_journal-11973	35	9	are	be	AUX
american_scientific_journal-11973	35	10	presented	present	VERB
american_scientific_journal-11973	35	11	in	in	ADP
american_scientific_journal-11973	35	12	[	[	PUNCT
american_scientific_journal-11973	35	13	3,4	3,4	NUM
american_scientific_journal-11973	35	14	]	]	PUNCT
american_scientific_journal-11973	35	15	,	,	PUNCT
american_scientific_journal-11973	35	16	where	where	SCONJ
american_scientific_journal-11973	35	17	machine	machine	NOUN
american_scientific_journal-11973	35	18	learning	learning	NOUN
american_scientific_journal-11973	35	19	models	model	NOUN
american_scientific_journal-11973	35	20	are	be	AUX
american_scientific_journal-11973	35	21	also	also	ADV
american_scientific_journal-11973	35	22	employed	employ	VERB
american_scientific_journal-11973	35	23	to	to	PART
american_scientific_journal-11973	35	24	classify	classify	VERB
american_scientific_journal-11973	35	25	exoplanets	exoplanet	NOUN
american_scientific_journal-11973	35	26	using	use	VERB
american_scientific_journal-11973	35	27	data	datum	NOUN
american_scientific_journal-11973	35	28	from	from	ADP
american_scientific_journal-11973	35	29	nasa	nasa	PROPN
american_scientific_journal-11973	35	30	’s	’s	PART
american_scientific_journal-11973	35	31	kepler	kepler	PROPN
american_scientific_journal-11973	35	32	mission	mission	NOUN
american_scientific_journal-11973	35	33	.	.	PUNCT
american_scientific_journal-11973	36	1	these	these	DET
american_scientific_journal-11973	36	2	studies	study	NOUN
american_scientific_journal-11973	36	3	explore	explore	VERB
american_scientific_journal-11973	36	4	a	a	DET
american_scientific_journal-11973	36	5	range	range	NOUN
american_scientific_journal-11973	36	6	of	of	ADP
american_scientific_journal-11973	36	7	classifiers	classifier	NOUN
american_scientific_journal-11973	36	8	and	and	CCONJ
american_scientific_journal-11973	36	9	incorporate	incorporate	VERB
american_scientific_journal-11973	36	10	domain	domain	NOUN
american_scientific_journal-11973	36	11	-	-	PUNCT
american_scientific_journal-11973	36	12	specific	specific	ADJ
american_scientific_journal-11973	36	13	insights	insight	NOUN
american_scientific_journal-11973	36	14	derived	derive	VERB
american_scientific_journal-11973	36	15	from	from	ADP
american_scientific_journal-11973	36	16	astronomer	astronomer	NOUN
american_scientific_journal-11973	36	17	analyses	analysis	NOUN
american_scientific_journal-11973	36	18	,	,	PUNCT
american_scientific_journal-11973	36	19	particularly	particularly	ADV
american_scientific_journal-11973	36	20	in	in	ADP
american_scientific_journal-11973	36	21	identifying	identify	VERB
american_scientific_journal-11973	36	22	and	and	CCONJ
american_scientific_journal-11973	36	23	filtering	filter	VERB
american_scientific_journal-11973	36	24	out	out	ADP
american_scientific_journal-11973	36	25	false	false	ADJ
american_scientific_journal-11973	36	26	positives	positive	NOUN
american_scientific_journal-11973	36	27	.	.	PUNCT
american_scientific_journal-11973	37	1	for	for	ADP
american_scientific_journal-11973	37	2	instance	instance	NOUN
american_scientific_journal-11973	37	3	,	,	PUNCT
american_scientific_journal-11973	37	4	features	feature	VERB
american_scientific_journal-11973	37	5	such	such	ADJ
american_scientific_journal-11973	37	6	as	as	ADP
american_scientific_journal-11973	37	7	koi_fpflag_co	koi_fpflag_co	PROPN
american_scientific_journal-11973	37	8	,	,	PUNCT
american_scientific_journal-11973	37	9	which	which	PRON
american_scientific_journal-11973	37	10	indicate	indicate	VERB
american_scientific_journal-11973	37	11	whether	whether	SCONJ
american_scientific_journal-11973	37	12	a	a	DET
american_scientific_journal-11973	37	13	detected	detect	VERB
american_scientific_journal-11973	37	14	signal	signal	NOUN
american_scientific_journal-11973	37	15	may	may	AUX
american_scientific_journal-11973	37	16	originate	originate	VERB
american_scientific_journal-11973	37	17	from	from	ADP
american_scientific_journal-11973	37	18	a	a	DET
american_scientific_journal-11973	37	19	nearby	nearby	ADJ
american_scientific_journal-11973	37	20	star	star	NOUN
american_scientific_journal-11973	37	21	,	,	PUNCT
american_scientific_journal-11973	37	22	are	be	AUX
american_scientific_journal-11973	37	23	used	use	VERB
american_scientific_journal-11973	37	24	in	in	ADP
american_scientific_journal-11973	37	25	their	their	PRON
american_scientific_journal-11973	37	26	models	model	NOUN
american_scientific_journal-11973	37	27	.	.	PUNCT
american_scientific_journal-11973	38	1	in	in	ADP
american_scientific_journal-11973	38	2	contrast	contrast	NOUN
american_scientific_journal-11973	38	3	,	,	PUNCT
american_scientific_journal-11973	38	4	our	our	PRON
american_scientific_journal-11973	38	5	approach	approach	NOUN
american_scientific_journal-11973	38	6	is	be	AUX
american_scientific_journal-11973	38	7	intentionally	intentionally	ADV
american_scientific_journal-11973	38	8	designed	design	VERB
american_scientific_journal-11973	38	9	to	to	PART
american_scientific_journal-11973	38	10	be	be	AUX
american_scientific_journal-11973	38	11	fully	fully	ADV
american_scientific_journal-11973	38	12	data	data	NOUN
american_scientific_journal-11973	38	13	-	-	PUNCT
american_scientific_journal-11973	38	14	driven	drive	VERB
american_scientific_journal-11973	38	15	and	and	CCONJ
american_scientific_journal-11973	38	16	independent	independent	ADJ
american_scientific_journal-11973	38	17	of	of	ADP
american_scientific_journal-11973	38	18	human	human	NOUN
american_scientific_journal-11973	38	19	-	-	PUNCT
american_scientific_journal-11973	38	20	labeled	label	VERB
american_scientific_journal-11973	38	21	diagnostic	diagnostic	ADJ
american_scientific_journal-11973	38	22	fields	field	NOUN
american_scientific_journal-11973	38	23	.	.	PUNCT
american_scientific_journal-11973	39	1	we	we	PRON
american_scientific_journal-11973	39	2	exclude	exclude	VERB
american_scientific_journal-11973	39	3	all	all	DET
american_scientific_journal-11973	39	4	such	such	ADJ
american_scientific_journal-11973	39	5	interpretive	interpretive	ADJ
american_scientific_journal-11973	39	6	columns	column	NOUN
american_scientific_journal-11973	39	7	and	and	CCONJ
american_scientific_journal-11973	39	8	rely	rely	VERB
american_scientific_journal-11973	39	9	solely	solely	ADV
american_scientific_journal-11973	39	10	on	on	ADP
american_scientific_journal-11973	39	11	physical	physical	ADJ
american_scientific_journal-11973	39	12	and	and	CCONJ
american_scientific_journal-11973	39	13	orbital	orbital	ADJ
american_scientific_journal-11973	39	14	features	feature	NOUN
american_scientific_journal-11973	39	15	,	,	PUNCT
american_scientific_journal-11973	39	16	including	include	VERB
american_scientific_journal-11973	39	17	light	light	ADJ
american_scientific_journal-11973	39	18	curve	curve	NOUN
american_scientific_journal-11973	39	19	characteristics	characteristic	NOUN
american_scientific_journal-11973	39	20	,	,	PUNCT
american_scientific_journal-11973	39	21	transit	transit	NOUN
american_scientific_journal-11973	39	22	properties	property	NOUN
american_scientific_journal-11973	39	23	,	,	PUNCT
american_scientific_journal-11973	39	24	and	and	CCONJ
american_scientific_journal-11973	39	25	stellar	stellar	ADJ
american_scientific_journal-11973	39	26	parameters	parameter	NOUN
american_scientific_journal-11973	39	27	.	.	PUNCT
american_scientific_journal-11973	40	1	this	this	DET
american_scientific_journal-11973	40	2	distinction	distinction	NOUN
american_scientific_journal-11973	40	3	allows	allow	VERB
american_scientific_journal-11973	40	4	us	we	PRON
american_scientific_journal-11973	40	5	to	to	PART
american_scientific_journal-11973	40	6	evaluate	evaluate	VERB
american_scientific_journal-11973	40	7	the	the	DET
american_scientific_journal-11973	40	8	performance	performance	NOUN
american_scientific_journal-11973	40	9	of	of	ADP
american_scientific_journal-11973	40	10	machine	machine	NOUN
american_scientific_journal-11973	40	11	learning	learning	NOUN
american_scientific_journal-11973	40	12	models	model	NOUN
american_scientific_journal-11973	40	13	when	when	SCONJ
american_scientific_journal-11973	40	14	trained	train	VERB
american_scientific_journal-11973	40	15	exclusively	exclusively	ADV
american_scientific_journal-11973	40	16	on	on	ADP
american_scientific_journal-11973	40	17	measurable	measurable	ADJ
american_scientific_journal-11973	40	18	astrophysical	astrophysical	ADJ
american_scientific_journal-11973	40	19	features	feature	NOUN
american_scientific_journal-11973	40	20	,	,	PUNCT
american_scientific_journal-11973	40	21	offering	offer	VERB
american_scientific_journal-11973	40	22	a	a	DET
american_scientific_journal-11973	40	23	more	more	ADV
american_scientific_journal-11973	40	24	generalizable	generalizable	ADJ
american_scientific_journal-11973	40	25	and	and	CCONJ
american_scientific_journal-11973	40	26	scalable	scalable	ADJ
american_scientific_journal-11973	40	27	detection	detection	NOUN
american_scientific_journal-11973	40	28	pipeline	pipeline	NOUN
american_scientific_journal-11973	40	29	.	.	PUNCT
american_scientific_journal-11973	41	1	3	3	X
american_scientific_journal-11973	41	2	.	.	X
american_scientific_journal-11973	41	3	materials	material	NOUN
american_scientific_journal-11973	41	4	for	for	ADP
american_scientific_journal-11973	41	5	our	our	PRON
american_scientific_journal-11973	41	6	experiment	experiment	NOUN
american_scientific_journal-11973	41	7	,	,	PUNCT
american_scientific_journal-11973	41	8	we	we	PRON
american_scientific_journal-11973	41	9	use	use	VERB
american_scientific_journal-11973	41	10	the	the	DET
american_scientific_journal-11973	41	11	pipeline	pipeline	NOUN
american_scientific_journal-11973	41	12	shown	show	VERB
american_scientific_journal-11973	41	13	in	in	ADP
american_scientific_journal-11973	41	14	figure	figure	NOUN
american_scientific_journal-11973	41	15	1	1	NUM
american_scientific_journal-11973	41	16	.	.	PUNCT
american_scientific_journal-11973	42	1	our	our	PRON
american_scientific_journal-11973	42	2	methodology	methodology	NOUN
american_scientific_journal-11973	42	3	follows	follow	VERB
american_scientific_journal-11973	42	4	a	a	DET
american_scientific_journal-11973	42	5	three	three	NUM
american_scientific_journal-11973	42	6	-	-	PUNCT
american_scientific_journal-11973	42	7	stage	stage	NOUN
american_scientific_journal-11973	42	8	pipeline	pipeline	NOUN
american_scientific_journal-11973	42	9	.	.	PUNCT
american_scientific_journal-11973	43	1	first	first	ADV
american_scientific_journal-11973	43	2	,	,	PUNCT
american_scientific_journal-11973	43	3	we	we	PRON
american_scientific_journal-11973	43	4	collect	collect	VERB
american_scientific_journal-11973	43	5	and	and	CCONJ
american_scientific_journal-11973	43	6	preprocess	preprocess	VERB
american_scientific_journal-11973	43	7	the	the	DET
american_scientific_journal-11973	43	8	data	datum	NOUN
american_scientific_journal-11973	43	9	to	to	PART
american_scientific_journal-11973	43	10	ensure	ensure	VERB
american_scientific_journal-11973	43	11	it	it	PRON
american_scientific_journal-11973	43	12	is	be	AUX
american_scientific_journal-11973	43	13	suitable	suitable	ADJ
american_scientific_journal-11973	43	14	for	for	ADP
american_scientific_journal-11973	43	15	machine	machine	NOUN
american_scientific_journal-11973	43	16	learning	learning	NOUN
american_scientific_journal-11973	43	17	applications	application	NOUN
american_scientific_journal-11973	43	18	.	.	PUNCT
american_scientific_journal-11973	44	1	in	in	ADP
american_scientific_journal-11973	44	2	the	the	DET
american_scientific_journal-11973	44	3	second	second	ADJ
american_scientific_journal-11973	44	4	stage	stage	NOUN
american_scientific_journal-11973	44	5	,	,	PUNCT
american_scientific_journal-11973	44	6	we	we	PRON
american_scientific_journal-11973	44	7	train	train	VERB
american_scientific_journal-11973	44	8	multiple	multiple	ADJ
american_scientific_journal-11973	44	9	classification	classification	NOUN
american_scientific_journal-11973	44	10	models	model	NOUN
american_scientific_journal-11973	44	11	using	use	VERB
american_scientific_journal-11973	44	12	the	the	DET
american_scientific_journal-11973	44	13	curated	curate	VERB
american_scientific_journal-11973	44	14	dataset	dataset	NOUN
american_scientific_journal-11973	44	15	.	.	PUNCT
american_scientific_journal-11973	45	1	finally	finally	ADV
american_scientific_journal-11973	45	2	,	,	PUNCT
american_scientific_journal-11973	45	3	we	we	PRON
american_scientific_journal-11973	45	4	evaluate	evaluate	VERB
american_scientific_journal-11973	45	5	the	the	DET
american_scientific_journal-11973	45	6	performance	performance	NOUN
american_scientific_journal-11973	45	7	of	of	ADP
american_scientific_journal-11973	45	8	the	the	DET
american_scientific_journal-11973	45	9	trained	train	VERB
american_scientific_journal-11973	45	10	models	model	NOUN
american_scientific_journal-11973	45	11	on	on	ADP
american_scientific_journal-11973	45	12	a	a	DET
american_scientific_journal-11973	45	13	held	hold	VERB
american_scientific_journal-11973	45	14	-	-	PUNCT
american_scientific_journal-11973	45	15	out	out	ADP
american_scientific_journal-11973	45	16	test	test	NOUN
american_scientific_journal-11973	45	17	set	set	VERB
american_scientific_journal-11973	45	18	to	to	PART
american_scientific_journal-11973	45	19	assess	assess	VERB
american_scientific_journal-11973	45	20	their	their	PRON
american_scientific_journal-11973	45	21	generalization	generalization	NOUN
american_scientific_journal-11973	45	22	capabilities	capability	NOUN
american_scientific_journal-11973	45	23	.	.	PUNCT
american_scientific_journal-11973	46	1	each	each	DET
american_scientific_journal-11973	46	2	stage	stage	NOUN
american_scientific_journal-11973	46	3	is	be	AUX
american_scientific_journal-11973	46	4	described	describe	VERB
american_scientific_journal-11973	46	5	in	in	ADP
american_scientific_journal-11973	46	6	detail	detail	NOUN
american_scientific_journal-11973	46	7	in	in	ADP
american_scientific_journal-11973	46	8	the	the	DET
american_scientific_journal-11973	46	9	following	follow	VERB
american_scientific_journal-11973	46	10	sections	section	NOUN
american_scientific_journal-11973	46	11	.	.	PUNCT
american_scientific_journal-11973	47	1	in	in	ADP
american_scientific_journal-11973	47	2	2009	2009	NUM
american_scientific_journal-11973	47	3	,	,	PUNCT
american_scientific_journal-11973	47	4	nasa	nasa	PROPN
american_scientific_journal-11973	47	5	launched	launch	VERB
american_scientific_journal-11973	47	6	the	the	DET
american_scientific_journal-11973	47	7	kepler	kepler	PROPN
american_scientific_journal-11973	47	8	space	space	NOUN
american_scientific_journal-11973	47	9	telescope	telescope	NOUN
american_scientific_journal-11973	47	10	with	with	ADP
american_scientific_journal-11973	47	11	the	the	DET
american_scientific_journal-11973	47	12	primary	primary	ADJ
american_scientific_journal-11973	47	13	objective	objective	NOUN
american_scientific_journal-11973	47	14	of	of	ADP
american_scientific_journal-11973	47	15	identifying	identify	VERB
american_scientific_journal-11973	47	16	earth	earth	NOUN
american_scientific_journal-11973	47	17	-	-	PUNCT
american_scientific_journal-11973	47	18	sized	sized	ADJ
american_scientific_journal-11973	47	19	exoplanets	exoplanet	NOUN
american_scientific_journal-11973	47	20	and	and	CCONJ
american_scientific_journal-11973	47	21	locating	locate	VERB
american_scientific_journal-11973	47	22	potentially	potentially	ADV
american_scientific_journal-11973	47	23	habitable	habitable	ADJ
american_scientific_journal-11973	47	24	environments	environment	NOUN
american_scientific_journal-11973	47	25	beyond	beyond	ADP
american_scientific_journal-11973	47	26	our	our	PRON
american_scientific_journal-11973	47	27	solar	solar	ADJ
american_scientific_journal-11973	47	28	system	system	NOUN
american_scientific_journal-11973	47	29	[	[	X
american_scientific_journal-11973	47	30	5	5	NUM
american_scientific_journal-11973	47	31	]	]	PUNCT
american_scientific_journal-11973	47	32	.	.	PUNCT
american_scientific_journal-11973	48	1	in	in	ADP
american_scientific_journal-11973	48	2	this	this	DET
american_scientific_journal-11973	48	3	study	study	NOUN
american_scientific_journal-11973	48	4	,	,	PUNCT
american_scientific_journal-11973	48	5	we	we	PRON
american_scientific_journal-11973	48	6	utilize	utilize	VERB
american_scientific_journal-11973	48	7	the	the	DET
american_scientific_journal-11973	48	8	observational	observational	ADJ
american_scientific_journal-11973	48	9	data	datum	NOUN
american_scientific_journal-11973	48	10	collected	collect	VERB
american_scientific_journal-11973	48	11	by	by	ADP
american_scientific_journal-11973	48	12	the	the	DET
american_scientific_journal-11973	48	13	kepler	kepler	PROPN
american_scientific_journal-11973	48	14	mission	mission	NOUN
american_scientific_journal-11973	48	15	to	to	PART
american_scientific_journal-11973	48	16	support	support	VERB
american_scientific_journal-11973	48	17	our	our	PRON
american_scientific_journal-11973	48	18	machine	machine	NOUN
american_scientific_journal-11973	48	19	learning	learning	NOUN
american_scientific_journal-11973	48	20	-	-	PUNCT
american_scientific_journal-11973	48	21	based	base	VERB
american_scientific_journal-11973	48	22	exoplanet	exoplanet	NOUN
american_scientific_journal-11973	48	23	detection	detection	NOUN
american_scientific_journal-11973	48	24	framework	framework	NOUN
american_scientific_journal-11973	48	25	.	.	PUNCT
american_scientific_journal-11973	49	1	we	we	PRON
american_scientific_journal-11973	49	2	retrieved	retrieve	VERB
american_scientific_journal-11973	49	3	the	the	DET
american_scientific_journal-11973	49	4	dataset	dataset	NOUN
american_scientific_journal-11973	49	5	from	from	ADP
american_scientific_journal-11973	49	6	the	the	DET
american_scientific_journal-11973	49	7	nasa	nasa	PROPN
american_scientific_journal-11973	49	8	exoplanet	exoplanet	NOUN
american_scientific_journal-11973	49	9	archive	archive	NOUN
american_scientific_journal-11973	49	10	[	[	X
american_scientific_journal-11973	49	11	6	6	NUM
american_scientific_journal-11973	49	12	]	]	PUNCT
american_scientific_journal-11973	49	13	on	on	ADP
american_scientific_journal-11973	49	14	august	august	PROPN
american_scientific_journal-11973	49	15	2	2	NUM
american_scientific_journal-11973	49	16	,	,	PUNCT
american_scientific_journal-11973	49	17	2024	2024	NUM
american_scientific_journal-11973	49	18	,	,	PUNCT
american_scientific_journal-11973	49	19	specifically	specifically	ADV
american_scientific_journal-11973	49	20	selecting	select	VERB
american_scientific_journal-11973	49	21	the	the	DET
american_scientific_journal-11973	49	22	“	"	PUNCT
american_scientific_journal-11973	49	23	koi	koi	PROPN
american_scientific_journal-11973	49	24	table	table	NOUN
american_scientific_journal-11973	49	25	(	(	PUNCT
american_scientific_journal-11973	49	26	cumulative	cumulative	ADJ
american_scientific_journal-11973	49	27	list	list	NOUN
american_scientific_journal-11973	49	28	)	)	PUNCT
american_scientific_journal-11973	49	29	”	"	PUNCT
american_scientific_journal-11973	49	30	from	from	ADP
american_scientific_journal-11973	49	31	the	the	DET
american_scientific_journal-11973	49	32	archive	archive	NOUN
american_scientific_journal-11973	49	33	’s	’s	PART
american_scientific_journal-11973	49	34	data	datum	NOUN
american_scientific_journal-11973	49	35	repository	repository	NOUN
american_scientific_journal-11973	49	36	.	.	PUNCT
american_scientific_journal-11973	50	1	this	this	DET
american_scientific_journal-11973	50	2	table	table	NOUN
american_scientific_journal-11973	50	3	contains	contain	VERB
american_scientific_journal-11973	50	4	observational	observational	ADJ
american_scientific_journal-11973	50	5	data	datum	NOUN
american_scientific_journal-11973	50	6	on	on	ADP
american_scientific_journal-11973	50	7	9,564	9,564	NUM
american_scientific_journal-11973	50	8	kepler	kepler	NOUN
american_scientific_journal-11973	50	9	objects	object	NOUN
american_scientific_journal-11973	50	10	of	of	ADP
american_scientific_journal-11973	50	11	interest	interest	NOUN
american_scientific_journal-11973	50	12	(	(	PUNCT
american_scientific_journal-11973	50	13	kois	kois	PROPN
american_scientific_journal-11973	50	14	)	)	PUNCT
american_scientific_journal-11973	50	15	,	,	PUNCT
american_scientific_journal-11973	50	16	each	each	PRON
american_scientific_journal-11973	50	17	characterized	characterize	VERB
american_scientific_journal-11973	50	18	by	by	ADP
american_scientific_journal-11973	50	19	141	141	NUM
american_scientific_journal-11973	50	20	features	feature	NOUN
american_scientific_journal-11973	50	21	.	.	PUNCT
american_scientific_journal-11973	51	1	these	these	DET
american_scientific_journal-11973	51	2	features	feature	NOUN
american_scientific_journal-11973	51	3	include	include	VERB
american_scientific_journal-11973	51	4	a	a	DET
american_scientific_journal-11973	51	5	range	range	NOUN
american_scientific_journal-11973	51	6	of	of	ADP
american_scientific_journal-11973	51	7	astrophysical	astrophysical	ADJ
american_scientific_journal-11973	51	8	,	,	PUNCT
american_scientific_journal-11973	51	9	transit	transit	NOUN
american_scientific_journal-11973	51	10	-	-	PUNCT
american_scientific_journal-11973	51	11	related	relate	VERB
american_scientific_journal-11973	51	12	,	,	PUNCT
american_scientific_journal-11973	51	13	and	and	CCONJ
american_scientific_journal-11973	51	14	stellar	stellar	ADJ
american_scientific_journal-11973	51	15	parameters	parameter	NOUN
american_scientific_journal-11973	51	16	associated	associate	VERB
american_scientific_journal-11973	51	17	with	with	ADP
american_scientific_journal-11973	51	18	potential	potential	ADJ
american_scientific_journal-11973	51	19	exoplanet	exoplanet	NOUN
american_scientific_journal-11973	51	20	candidates	candidate	NOUN
american_scientific_journal-11973	51	21	.	.	PUNCT
american_scientific_journal-11973	52	1	american	american	ADJ
american_scientific_journal-11973	52	2	academic	academic	ADJ
american_scientific_journal-11973	52	3	scientific	scientific	ADJ
american_scientific_journal-11973	52	4	research	research	NOUN
american_scientific_journal-11973	52	5	journal	journal	NOUN
american_scientific_journal-11973	52	6	for	for	ADP
american_scientific_journal-11973	52	7	engineering	engineering	NOUN
american_scientific_journal-11973	52	8	,	,	PUNCT
american_scientific_journal-11973	52	9	technology	technology	NOUN
american_scientific_journal-11973	52	10	,	,	PUNCT
american_scientific_journal-11973	52	11	and	and	CCONJ
american_scientific_journal-11973	52	12	sciences	science	NOUN
american_scientific_journal-11973	52	13	(	(	PUNCT
american_scientific_journal-11973	52	14	asrjets	asrjet	NOUN
american_scientific_journal-11973	52	15	)	)	PUNCT
american_scientific_journal-11973	52	16	volume	volume	NOUN
american_scientific_journal-11973	52	17	102	102	NUM
american_scientific_journal-11973	52	18	,	,	PUNCT
american_scientific_journal-11973	52	19	no	no	DET
american_scientific_journal-11973	52	20	1	1	NUM
american_scientific_journal-11973	52	21	,	,	PUNCT
american_scientific_journal-11973	52	22	pp	pp	ADV
american_scientific_journal-11973	52	23	404	404	NUM
american_scientific_journal-11973	52	24	-	-	SYM
american_scientific_journal-11973	52	25	413	413	NUM
american_scientific_journal-11973	52	26	407	407	NUM
american_scientific_journal-11973	52	27	table	table	NOUN
american_scientific_journal-11973	52	28	1	1	NUM
american_scientific_journal-11973	52	29	:	:	PUNCT
american_scientific_journal-11973	52	30	the	the	DET
american_scientific_journal-11973	52	31	final	final	ADJ
american_scientific_journal-11973	52	32	list	list	NOUN
american_scientific_journal-11973	52	33	of	of	ADP
american_scientific_journal-11973	52	34	columns	column	NOUN
american_scientific_journal-11973	52	35	used	use	VERB
american_scientific_journal-11973	52	36	by	by	ADP
american_scientific_journal-11973	52	37	model	model	NOUN
american_scientific_journal-11973	52	38	we	we	PRON
american_scientific_journal-11973	52	39	performed	perform	VERB
american_scientific_journal-11973	52	40	comprehensive	comprehensive	ADJ
american_scientific_journal-11973	52	41	data	datum	NOUN
american_scientific_journal-11973	52	42	cleaning	clean	VERB
american_scientific_journal-11973	52	43	and	and	CCONJ
american_scientific_journal-11973	52	44	preprocessing	preprocessing	NOUN
american_scientific_journal-11973	52	45	to	to	PART
american_scientific_journal-11973	52	46	prepare	prepare	VERB
american_scientific_journal-11973	52	47	the	the	DET
american_scientific_journal-11973	52	48	dataset	dataset	NOUN
american_scientific_journal-11973	52	49	for	for	ADP
american_scientific_journal-11973	52	50	machine	machine	NOUN
american_scientific_journal-11973	52	51	learning	learning	NOUN
american_scientific_journal-11973	52	52	.	.	PUNCT
american_scientific_journal-11973	53	1	out	out	ADP
american_scientific_journal-11973	53	2	of	of	ADP
american_scientific_journal-11973	53	3	the	the	DET
american_scientific_journal-11973	53	4	original	original	ADJ
american_scientific_journal-11973	53	5	141	141	NUM
american_scientific_journal-11973	53	6	features	feature	NOUN
american_scientific_journal-11973	53	7	,	,	PUNCT
american_scientific_journal-11973	53	8	we	we	PRON
american_scientific_journal-11973	53	9	retained	retain	VERB
american_scientific_journal-11973	53	10	only	only	ADV
american_scientific_journal-11973	53	11	those	those	PRON
american_scientific_journal-11973	53	12	related	relate	VERB
american_scientific_journal-11973	53	13	to	to	ADP
american_scientific_journal-11973	53	14	transit	transit	NOUN
american_scientific_journal-11973	53	15	properties	property	NOUN
american_scientific_journal-11973	53	16	,	,	PUNCT
american_scientific_journal-11973	53	17	threshold	threshold	NOUN
american_scientific_journal-11973	53	18	crossing	crossing	NOUN
american_scientific_journal-11973	53	19	event	event	NOUN
american_scientific_journal-11973	53	20	(	(	PUNCT
american_scientific_journal-11973	53	21	tce	tce	PROPN
american_scientific_journal-11973	53	22	)	)	PUNCT
american_scientific_journal-11973	53	23	information	information	NOUN
american_scientific_journal-11973	53	24	,	,	PUNCT
american_scientific_journal-11973	53	25	and	and	CCONJ
american_scientific_journal-11973	53	26	stellar	stellar	ADJ
american_scientific_journal-11973	53	27	parameters	parameter	NOUN
american_scientific_journal-11973	53	28	,	,	PUNCT
american_scientific_journal-11973	53	29	as	as	SCONJ
american_scientific_journal-11973	53	30	these	these	PRON
american_scientific_journal-11973	53	31	provide	provide	VERB
american_scientific_journal-11973	53	32	physically	physically	ADV
american_scientific_journal-11973	53	33	meaningful	meaningful	ADJ
american_scientific_journal-11973	53	34	characteristics	characteristic	NOUN
american_scientific_journal-11973	53	35	relevant	relevant	ADJ
american_scientific_journal-11973	53	36	to	to	ADP
american_scientific_journal-11973	53	37	exoplanet	exoplanet	PROPN
american_scientific_journal-11973	53	38	detection	detection	NOUN
american_scientific_journal-11973	53	39	.	.	PUNCT
american_scientific_journal-11973	54	1	the	the	DET
american_scientific_journal-11973	54	2	selected	select	VERB
american_scientific_journal-11973	54	3	features	feature	NOUN
american_scientific_journal-11973	54	4	are	be	AUX
american_scientific_journal-11973	54	5	listed	list	VERB
american_scientific_journal-11973	54	6	in	in	ADP
american_scientific_journal-11973	54	7	table	table	NOUN
american_scientific_journal-11973	54	8	1	1	NUM
american_scientific_journal-11973	54	9	.	.	PUNCT
american_scientific_journal-11973	55	1	columns	column	NOUN
american_scientific_journal-11973	55	2	with	with	ADP
american_scientific_journal-11973	55	3	missing	miss	VERB
american_scientific_journal-11973	55	4	values	value	NOUN
american_scientific_journal-11973	55	5	across	across	ADP
american_scientific_journal-11973	55	6	all	all	DET
american_scientific_journal-11973	55	7	rows	row	NOUN
american_scientific_journal-11973	55	8	or	or	CCONJ
american_scientific_journal-11973	55	9	containing	contain	VERB
american_scientific_journal-11973	55	10	constant	constant	ADJ
american_scientific_journal-11973	55	11	values	value	NOUN
american_scientific_journal-11973	55	12	were	be	AUX
american_scientific_journal-11973	55	13	removed	remove	VERB
american_scientific_journal-11973	55	14	.	.	PUNCT
american_scientific_journal-11973	56	1	for	for	ADP
american_scientific_journal-11973	56	2	columns	column	NOUN
american_scientific_journal-11973	56	3	with	with	ADP
american_scientific_journal-11973	56	4	partial	partial	ADJ
american_scientific_journal-11973	56	5	missing	miss	VERB
american_scientific_journal-11973	56	6	data	datum	NOUN
american_scientific_journal-11973	56	7	,	,	PUNCT
american_scientific_journal-11973	56	8	we	we	PRON
american_scientific_journal-11973	56	9	imputed	impute	VERB
american_scientific_journal-11973	56	10	missing	missing	ADJ
american_scientific_journal-11973	56	11	values	value	NOUN
american_scientific_journal-11973	56	12	with	with	ADP
american_scientific_journal-11973	56	13	zero	zero	NUM
american_scientific_journal-11973	56	14	.	.	PUNCT
american_scientific_journal-11973	57	1	no	no	DET
american_scientific_journal-11973	57	2	additional	additional	ADJ
american_scientific_journal-11973	57	3	columns	column	NOUN
american_scientific_journal-11973	57	4	contained	contain	VERB
american_scientific_journal-11973	57	5	nan	nan	PROPN
american_scientific_journal-11973	57	6	values	value	NOUN
american_scientific_journal-11973	57	7	after	after	ADP
american_scientific_journal-11973	57	8	this	this	DET
american_scientific_journal-11973	57	9	cleaning	cleaning	NOUN
american_scientific_journal-11973	57	10	process	process	NOUN
american_scientific_journal-11973	57	11	.	.	PUNCT
american_scientific_journal-11973	58	1	for	for	ADP
american_scientific_journal-11973	58	2	supervised	supervised	ADJ
american_scientific_journal-11973	58	3	learning	learning	NOUN
american_scientific_journal-11973	58	4	,	,	PUNCT
american_scientific_journal-11973	58	5	we	we	PRON
american_scientific_journal-11973	58	6	used	use	VERB
american_scientific_journal-11973	58	7	the	the	DET
american_scientific_journal-11973	58	8	koi_disposition	koi_disposition	NOUN
american_scientific_journal-11973	58	9	column	column	NOUN
american_scientific_journal-11973	58	10	as	as	ADP
american_scientific_journal-11973	58	11	the	the	DET
american_scientific_journal-11973	58	12	ground	ground	NOUN
american_scientific_journal-11973	58	13	truth	truth	NOUN
american_scientific_journal-11973	58	14	label	label	NOUN
american_scientific_journal-11973	58	15	.	.	PUNCT
american_scientific_journal-11973	59	1	this	this	DET
american_scientific_journal-11973	59	2	column	column	NOUN
american_scientific_journal-11973	59	3	includes	include	VERB
american_scientific_journal-11973	59	4	three	three	NUM
american_scientific_journal-11973	59	5	values	value	NOUN
american_scientific_journal-11973	59	6	:	:	PUNCT
american_scientific_journal-11973	59	7	confirmed	confirm	VERB
american_scientific_journal-11973	59	8	,	,	PUNCT
american_scientific_journal-11973	59	9	false	false	ADJ
american_scientific_journal-11973	59	10	positive	positive	ADJ
american_scientific_journal-11973	59	11	,	,	PUNCT
american_scientific_journal-11973	59	12	and	and	CCONJ
american_scientific_journal-11973	59	13	candidate	candidate	NOUN
american_scientific_journal-11973	59	14	.	.	PUNCT
american_scientific_journal-11973	60	1	we	we	PRON
american_scientific_journal-11973	60	2	treated	treat	VERB
american_scientific_journal-11973	60	3	confirmed	confirm	VERB
american_scientific_journal-11973	60	4	entries	entry	NOUN
american_scientific_journal-11973	60	5	as	as	ADP
american_scientific_journal-11973	60	6	positive	positive	ADJ
american_scientific_journal-11973	60	7	examples	example	NOUN
american_scientific_journal-11973	60	8	(	(	PUNCT
american_scientific_journal-11973	60	9	exoplanets	exoplanet	NOUN
american_scientific_journal-11973	60	10	)	)	PUNCT
american_scientific_journal-11973	60	11	and	and	CCONJ
american_scientific_journal-11973	60	12	false	false	ADJ
american_scientific_journal-11973	60	13	positive	positive	ADJ
american_scientific_journal-11973	60	14	entries	entry	NOUN
american_scientific_journal-11973	60	15	as	as	ADP
american_scientific_journal-11973	60	16	negative	negative	ADJ
american_scientific_journal-11973	60	17	examples	example	NOUN
american_scientific_journal-11973	60	18	.	.	PUNCT
american_scientific_journal-11973	61	1	rows	row	NOUN
american_scientific_journal-11973	61	2	labeled	label	VERB
american_scientific_journal-11973	61	3	as	as	SCONJ
american_scientific_journal-11973	61	4	candidate	candidate	NOUN
american_scientific_journal-11973	61	5	were	be	AUX
american_scientific_journal-11973	61	6	excluded	exclude	VERB
american_scientific_journal-11973	61	7	,	,	PUNCT
american_scientific_journal-11973	61	8	as	as	SCONJ
american_scientific_journal-11973	61	9	they	they	PRON
american_scientific_journal-11973	61	10	represent	represent	VERB
american_scientific_journal-11973	61	11	uncertain	uncertain	ADJ
american_scientific_journal-11973	61	12	classifications	classification	NOUN
american_scientific_journal-11973	61	13	and	and	CCONJ
american_scientific_journal-11973	61	14	could	could	AUX
american_scientific_journal-11973	61	15	introduce	introduce	VERB
american_scientific_journal-11973	61	16	noise	noise	NOUN
american_scientific_journal-11973	61	17	during	during	ADP
american_scientific_journal-11973	61	18	training	training	NOUN
american_scientific_journal-11973	61	19	.	.	PUNCT
american_scientific_journal-11973	62	1	after	after	ADP
american_scientific_journal-11973	62	2	preprocessing	preprocesse	VERB
american_scientific_journal-11973	62	3	,	,	PUNCT
american_scientific_journal-11973	62	4	the	the	DET
american_scientific_journal-11973	62	5	dataset	dataset	NOUN
american_scientific_journal-11973	62	6	was	be	AUX
american_scientific_journal-11973	62	7	reduced	reduce	VERB
american_scientific_journal-11973	62	8	from	from	ADP
american_scientific_journal-11973	62	9	9,564	9,564	NUM
american_scientific_journal-11973	62	10	to	to	ADP
american_scientific_journal-11973	62	11	7,099	7,099	NUM
american_scientific_journal-11973	62	12	rows	row	NOUN
american_scientific_journal-11973	62	13	and	and	CCONJ
american_scientific_journal-11973	62	14	from	from	ADP
american_scientific_journal-11973	62	15	141	141	NUM
american_scientific_journal-11973	62	16	to	to	PART
american_scientific_journal-11973	62	17	54	54	NUM
american_scientific_journal-11973	62	18	columns	column	NOUN
american_scientific_journal-11973	62	19	,	,	PUNCT
american_scientific_journal-11973	62	20	including	include	VERB
american_scientific_journal-11973	62	21	the	the	DET
american_scientific_journal-11973	62	22	target	target	NOUN
american_scientific_journal-11973	62	23	label	label	NOUN
american_scientific_journal-11973	62	24	.	.	PUNCT
american_scientific_journal-11973	63	1	to	to	PART
american_scientific_journal-11973	63	2	facilitate	facilitate	VERB
american_scientific_journal-11973	63	3	model	model	NOUN
american_scientific_journal-11973	63	4	training	training	NOUN
american_scientific_journal-11973	63	5	and	and	CCONJ
american_scientific_journal-11973	63	6	evaluation	evaluation	NOUN
american_scientific_journal-11973	63	7	,	,	PUNCT
american_scientific_journal-11973	63	8	we	we	PRON
american_scientific_journal-11973	63	9	randomly	randomly	ADV
american_scientific_journal-11973	63	10	partitioned	partition	VERB
american_scientific_journal-11973	63	11	the	the	DET
american_scientific_journal-11973	63	12	preprocessed	preprocesse	VERB
american_scientific_journal-11973	63	13	dataset	dataset	NOUN
american_scientific_journal-11973	63	14	of	of	ADP
american_scientific_journal-11973	63	15	7,099	7,099	NUM
american_scientific_journal-11973	63	16	rows	row	NOUN
american_scientific_journal-11973	63	17	into	into	ADP
american_scientific_journal-11973	63	18	training	training	NOUN
american_scientific_journal-11973	63	19	and	and	CCONJ
american_scientific_journal-11973	63	20	test	test	NOUN
american_scientific_journal-11973	63	21	sets	set	NOUN
american_scientific_journal-11973	63	22	.	.	PUNCT
american_scientific_journal-11973	64	1	we	we	PRON
american_scientific_journal-11973	64	2	allocated	allocate	VERB
american_scientific_journal-11973	64	3	30	30	NUM
american_scientific_journal-11973	64	4	%	%	NOUN
american_scientific_journal-11973	64	5	of	of	ADP
american_scientific_journal-11973	64	6	the	the	DET
american_scientific_journal-11973	64	7	data	datum	NOUN
american_scientific_journal-11973	64	8	for	for	ADP
american_scientific_journal-11973	64	9	testing	testing	NOUN
american_scientific_journal-11973	64	10	to	to	PART
american_scientific_journal-11973	64	11	assess	assess	VERB
american_scientific_journal-11973	64	12	the	the	DET
american_scientific_journal-11973	64	13	generalization	generalization	NOUN
american_scientific_journal-11973	64	14	performance	performance	NOUN
american_scientific_journal-11973	64	15	of	of	ADP
american_scientific_journal-11973	64	16	our	our	PRON
american_scientific_journal-11973	64	17	models	model	NOUN
american_scientific_journal-11973	64	18	.	.	PUNCT
american_scientific_journal-11973	65	1	this	this	PRON
american_scientific_journal-11973	65	2	resulted	result	VERB
american_scientific_journal-11973	65	3	in	in	ADP
american_scientific_journal-11973	65	4	4,969	4,969	NUM
american_scientific_journal-11973	65	5	samples	sample	NOUN
american_scientific_journal-11973	65	6	in	in	ADP
american_scientific_journal-11973	65	7	the	the	DET
american_scientific_journal-11973	65	8	training	training	NOUN
american_scientific_journal-11973	65	9	set	set	NOUN
american_scientific_journal-11973	65	10	and	and	CCONJ
american_scientific_journal-11973	65	11	2,130	2,130	NUM
american_scientific_journal-11973	65	12	samples	sample	NOUN
american_scientific_journal-11973	65	13	in	in	ADP
american_scientific_journal-11973	65	14	the	the	DET
american_scientific_journal-11973	65	15	test	test	NOUN
american_scientific_journal-11973	65	16	set	set	NOUN
american_scientific_journal-11973	65	17	.	.	PUNCT
american_scientific_journal-11973	66	1	the	the	DET
american_scientific_journal-11973	66	2	split	split	NOUN
american_scientific_journal-11973	66	3	was	be	AUX
american_scientific_journal-11973	66	4	performed	perform	VERB
american_scientific_journal-11973	66	5	using	use	VERB
american_scientific_journal-11973	66	6	a	a	DET
american_scientific_journal-11973	66	7	fixed	fix	VERB
american_scientific_journal-11973	66	8	random	random	ADJ
american_scientific_journal-11973	66	9	seed	seed	NOUN
american_scientific_journal-11973	66	10	to	to	PART
american_scientific_journal-11973	66	11	ensure	ensure	VERB
american_scientific_journal-11973	66	12	reproducibility	reproducibility	NOUN
american_scientific_journal-11973	66	13	.	.	PUNCT
american_scientific_journal-11973	67	1	4	4	X
american_scientific_journal-11973	67	2	.	.	X
american_scientific_journal-11973	67	3	methods	method	NOUN
american_scientific_journal-11973	67	4	we	we	PRON
american_scientific_journal-11973	67	5	evaluated	evaluate	VERB
american_scientific_journal-11973	67	6	a	a	DET
american_scientific_journal-11973	67	7	range	range	NOUN
american_scientific_journal-11973	67	8	of	of	ADP
american_scientific_journal-11973	67	9	classification	classification	NOUN
american_scientific_journal-11973	67	10	models	model	NOUN
american_scientific_journal-11973	67	11	with	with	ADP
american_scientific_journal-11973	67	12	varying	vary	VERB
american_scientific_journal-11973	67	13	levels	level	NOUN
american_scientific_journal-11973	67	14	of	of	ADP
american_scientific_journal-11973	67	15	complexity	complexity	NOUN
american_scientific_journal-11973	67	16	,	,	PUNCT
american_scientific_journal-11973	67	17	including	include	VERB
american_scientific_journal-11973	67	18	both	both	CCONJ
american_scientific_journal-11973	67	19	traditional	traditional	ADJ
american_scientific_journal-11973	67	20	machine	machine	NOUN
american_scientific_journal-11973	67	21	learning	learn	VERB
american_scientific_journal-11973	67	22	algorithms	algorithm	NOUN
american_scientific_journal-11973	67	23	and	and	CCONJ
american_scientific_journal-11973	67	24	neural	neural	ADJ
american_scientific_journal-11973	67	25	network	network	NOUN
american_scientific_journal-11973	67	26	-	-	PUNCT
american_scientific_journal-11973	67	27	based	base	VERB
american_scientific_journal-11973	67	28	approaches	approach	NOUN
american_scientific_journal-11973	67	29	.	.	PUNCT
american_scientific_journal-11973	68	1	this	this	DET
american_scientific_journal-11973	68	2	diversity	diversity	NOUN
american_scientific_journal-11973	68	3	allowed	allow	VERB
american_scientific_journal-11973	68	4	us	we	PRON
american_scientific_journal-11973	68	5	to	to	PART
american_scientific_journal-11973	68	6	compare	compare	VERB
american_scientific_journal-11973	68	7	the	the	DET
american_scientific_journal-11973	68	8	effectiveness	effectiveness	NOUN
american_scientific_journal-11973	68	9	of	of	ADP
american_scientific_journal-11973	68	10	simple	simple	ADJ
american_scientific_journal-11973	68	11	,	,	PUNCT
american_scientific_journal-11973	68	12	interpretable	interpretable	ADJ
american_scientific_journal-11973	68	13	models	model	NOUN
american_scientific_journal-11973	68	14	against	against	ADP
american_scientific_journal-11973	68	15	more	more	ADV
american_scientific_journal-11973	68	16	sophisticated	sophisticated	ADJ
american_scientific_journal-11973	68	17	,	,	PUNCT
american_scientific_journal-11973	68	18	non	non	ADJ
american_scientific_journal-11973	68	19	-	-	ADJ
american_scientific_journal-11973	68	20	linear	linear	ADJ
american_scientific_journal-11973	68	21	methods	method	NOUN
american_scientific_journal-11973	68	22	.	.	PUNCT
american_scientific_journal-11973	69	1	the	the	DET
american_scientific_journal-11973	69	2	following	follow	VERB
american_scientific_journal-11973	69	3	sections	section	NOUN
american_scientific_journal-11973	69	4	provide	provide	VERB
american_scientific_journal-11973	69	5	a	a	DET
american_scientific_journal-11973	69	6	brief	brief	ADJ
american_scientific_journal-11973	69	7	overview	overview	NOUN
american_scientific_journal-11973	69	8	of	of	ADP
american_scientific_journal-11973	69	9	each	each	DET
american_scientific_journal-11973	69	10	model	model	NOUN
american_scientific_journal-11973	69	11	employed	employ	VERB
american_scientific_journal-11973	69	12	in	in	ADP
american_scientific_journal-11973	69	13	our	our	PRON
american_scientific_journal-11973	69	14	experiments	experiment	NOUN
american_scientific_journal-11973	69	15	.	.	PUNCT
american_scientific_journal-11973	70	1	naive	naive	ADJ
american_scientific_journal-11973	70	2	bayes	bayes	PROPN
american_scientific_journal-11973	70	3	is	be	AUX
american_scientific_journal-11973	70	4	a	a	DET
american_scientific_journal-11973	70	5	probabilistic	probabilistic	ADJ
american_scientific_journal-11973	70	6	classification	classification	NOUN
american_scientific_journal-11973	70	7	algorithm	algorithm	NOUN
american_scientific_journal-11973	70	8	based	base	VERB
american_scientific_journal-11973	70	9	on	on	ADP
american_scientific_journal-11973	70	10	bayes	bayes	PROPN
american_scientific_journal-11973	70	11	'	'	PART
american_scientific_journal-11973	70	12	theorem	theorem	PROPN
american_scientific_journal-11973	70	13	,	,	PUNCT
american_scientific_journal-11973	70	14	which	which	PRON
american_scientific_journal-11973	70	15	assumes	assume	VERB
american_scientific_journal-11973	70	16	strong	strong	ADJ
american_scientific_journal-11973	70	17	independence	independence	NOUN
american_scientific_journal-11973	70	18	between	between	ADP
american_scientific_journal-11973	70	19	input	input	NOUN
american_scientific_journal-11973	70	20	features	feature	NOUN
american_scientific_journal-11973	70	21	.	.	PUNCT
american_scientific_journal-11973	71	1	despite	despite	SCONJ
american_scientific_journal-11973	71	2	this	this	DET
american_scientific_journal-11973	71	3	simplifying	simplifying	NOUN
american_scientific_journal-11973	71	4	assumption	assumption	NOUN
american_scientific_journal-11973	71	5	,	,	PUNCT
american_scientific_journal-11973	71	6	the	the	DET
american_scientific_journal-11973	71	7	model	model	NOUN
american_scientific_journal-11973	71	8	is	be	AUX
american_scientific_journal-11973	71	9	computationally	computationally	ADV
american_scientific_journal-11973	71	10	efficient	efficient	ADJ
american_scientific_journal-11973	71	11	and	and	CCONJ
american_scientific_journal-11973	71	12	often	often	ADV
american_scientific_journal-11973	71	13	performs	perform	VERB
american_scientific_journal-11973	71	14	well	well	ADV
american_scientific_journal-11973	71	15	in	in	ADP
american_scientific_journal-11973	71	16	highdimensional	highdimensional	ADJ
american_scientific_journal-11973	71	17	feature	feature	NOUN
american_scientific_journal-11973	71	18	spaces	space	NOUN
american_scientific_journal-11973	71	19	.	.	PUNCT
american_scientific_journal-11973	72	1	its	its	PRON
american_scientific_journal-11973	72	2	simplicity	simplicity	NOUN
american_scientific_journal-11973	72	3	and	and	CCONJ
american_scientific_journal-11973	72	4	speed	speed	NOUN
american_scientific_journal-11973	72	5	make	make	VERB
american_scientific_journal-11973	72	6	it	it	PRON
american_scientific_journal-11973	72	7	a	a	DET
american_scientific_journal-11973	72	8	useful	useful	ADJ
american_scientific_journal-11973	72	9	baseline	baseline	NOUN
american_scientific_journal-11973	72	10	for	for	ADP
american_scientific_journal-11973	72	11	classification	classification	NOUN
american_scientific_journal-11973	72	12	tasks	task	NOUN
american_scientific_journal-11973	72	13	.	.	PUNCT
american_scientific_journal-11973	73	1	american	american	ADJ
american_scientific_journal-11973	73	2	academic	academic	ADJ
american_scientific_journal-11973	73	3	scientific	scientific	ADJ
american_scientific_journal-11973	73	4	research	research	NOUN
american_scientific_journal-11973	73	5	journal	journal	NOUN
american_scientific_journal-11973	73	6	for	for	ADP
american_scientific_journal-11973	73	7	engineering	engineering	NOUN
american_scientific_journal-11973	73	8	,	,	PUNCT
american_scientific_journal-11973	73	9	technology	technology	NOUN
american_scientific_journal-11973	73	10	,	,	PUNCT
american_scientific_journal-11973	73	11	and	and	CCONJ
american_scientific_journal-11973	73	12	sciences	science	NOUN
american_scientific_journal-11973	73	13	(	(	PUNCT
american_scientific_journal-11973	73	14	asrjets	asrjet	NOUN
american_scientific_journal-11973	73	15	)	)	PUNCT
american_scientific_journal-11973	73	16	volume	volume	NOUN
american_scientific_journal-11973	73	17	102	102	NUM
american_scientific_journal-11973	73	18	,	,	PUNCT
american_scientific_journal-11973	73	19	no	no	DET
american_scientific_journal-11973	73	20	1	1	NUM
american_scientific_journal-11973	73	21	,	,	PUNCT
american_scientific_journal-11973	73	22	pp	pp	ADV
american_scientific_journal-11973	73	23	404	404	NUM
american_scientific_journal-11973	73	24	-	-	SYM
american_scientific_journal-11973	73	25	413	413	NUM
american_scientific_journal-11973	73	26	408	408	NUM
american_scientific_journal-11973	73	27	predicted	predict	VERB
american_scientific_journal-11973	73	28	----------------------	----------------------	PUNCT
american_scientific_journal-11973	74	1	|	|	CCONJ
american_scientific_journal-11973	74	2	◯	◯	NOUN
american_scientific_journal-11973	74	3	positive	positive	ADJ
american_scientific_journal-11973	74	4	|	|	ADV
american_scientific_journal-11973	74	5	✖	✖	PROPN
american_scientific_journal-11973	74	6	negative	negative	ADJ
american_scientific_journal-11973	75	1	|	|	ADV
american_scientific_journal-11973	75	2	---------------------------------------	---------------------------------------	PUNCT
american_scientific_journal-11973	75	3	ground	ground	NOUN
american_scientific_journal-11973	76	1	|	|	ADV
american_scientific_journal-11973	76	2	◯	◯	NOUN
american_scientific_journal-11973	76	3	positive	positive	ADJ
american_scientific_journal-11973	76	4	|	|	NOUN
american_scientific_journal-11973	76	5	✔	✔	VERB
american_scientific_journal-11973	76	6	tp	tp	ADP
american_scientific_journal-11973	76	7	|	|	ADV
american_scientific_journal-11973	76	8	✘	✘	NUM
american_scientific_journal-11973	76	9	fn	fn	NOUN
american_scientific_journal-11973	77	1	|	|	ADV
american_scientific_journal-11973	77	2	truth	truth	NOUN
american_scientific_journal-11973	78	1	|	|	ADV
american_scientific_journal-11973	78	2	✖	✖	PROPN
american_scientific_journal-11973	78	3	negative	negative	ADJ
american_scientific_journal-11973	79	1	|	|	ADV
american_scientific_journal-11973	79	2	✘	✘	NUM
american_scientific_journal-11973	79	3	fp	fp	INTJ
american_scientific_journal-11973	79	4	|	|	ADV
american_scientific_journal-11973	79	5	✔	✔	VERB
american_scientific_journal-11973	79	6	tn	tn	NOUN
american_scientific_journal-11973	79	7	figure	figure	NOUN
american_scientific_journal-11973	79	8	2	2	NUM
american_scientific_journal-11973	79	9	:	:	PUNCT
american_scientific_journal-11973	79	10	definition	definition	NOUN
american_scientific_journal-11973	79	11	of	of	ADP
american_scientific_journal-11973	79	12	true	true	ADJ
american_scientific_journal-11973	79	13	positive	positive	ADJ
american_scientific_journal-11973	79	14	,	,	PUNCT
american_scientific_journal-11973	79	15	false	false	ADJ
american_scientific_journal-11973	79	16	positive	positive	ADJ
american_scientific_journal-11973	79	17	,	,	PUNCT
american_scientific_journal-11973	79	18	true	true	ADJ
american_scientific_journal-11973	79	19	negative	negative	ADJ
american_scientific_journal-11973	79	20	,	,	PUNCT
american_scientific_journal-11973	79	21	and	and	CCONJ
american_scientific_journal-11973	79	22	false	false	ADJ
american_scientific_journal-11973	79	23	negative	negative	ADJ
american_scientific_journal-11973	79	24	a	a	PRON
american_scientific_journal-11973	79	25	)	)	PUNCT
american_scientific_journal-11973	79	26	classification	classification	NOUN
american_scientific_journal-11973	79	27	●	●	NOUN
american_scientific_journal-11973	79	28	decision	decision	NOUN
american_scientific_journal-11973	79	29	trees	tree	NOUN
american_scientific_journal-11973	79	30	are	be	AUX
american_scientific_journal-11973	79	31	non	non	ADJ
american_scientific_journal-11973	79	32	-	-	ADJ
american_scientific_journal-11973	79	33	parametric	parametric	ADJ
american_scientific_journal-11973	79	34	models	model	NOUN
american_scientific_journal-11973	79	35	that	that	PRON
american_scientific_journal-11973	79	36	classify	classify	VERB
american_scientific_journal-11973	79	37	data	datum	NOUN
american_scientific_journal-11973	79	38	by	by	ADP
american_scientific_journal-11973	79	39	recursively	recursively	ADV
american_scientific_journal-11973	79	40	partitioning	partition	VERB
american_scientific_journal-11973	79	41	the	the	DET
american_scientific_journal-11973	79	42	feature	feature	NOUN
american_scientific_journal-11973	79	43	space	space	NOUN
american_scientific_journal-11973	79	44	based	base	VERB
american_scientific_journal-11973	79	45	on	on	ADP
american_scientific_journal-11973	79	46	thresholds	threshold	NOUN
american_scientific_journal-11973	79	47	derived	derive	VERB
american_scientific_journal-11973	79	48	from	from	ADP
american_scientific_journal-11973	79	49	input	input	NOUN
american_scientific_journal-11973	79	50	values	value	NOUN
american_scientific_journal-11973	79	51	.	.	PUNCT
american_scientific_journal-11973	80	1	one	one	NUM
american_scientific_journal-11973	80	2	of	of	ADP
american_scientific_journal-11973	80	3	their	their	PRON
american_scientific_journal-11973	80	4	key	key	ADJ
american_scientific_journal-11973	80	5	advantages	advantage	NOUN
american_scientific_journal-11973	80	6	is	be	AUX
american_scientific_journal-11973	80	7	interpretability	interpretability	NOUN
american_scientific_journal-11973	80	8	;	;	PUNCT
american_scientific_journal-11973	80	9	each	each	DET
american_scientific_journal-11973	80	10	decision	decision	NOUN
american_scientific_journal-11973	80	11	path	path	NOUN
american_scientific_journal-11973	80	12	can	can	AUX
american_scientific_journal-11973	80	13	be	be	AUX
american_scientific_journal-11973	80	14	visualized	visualize	VERB
american_scientific_journal-11973	80	15	,	,	PUNCT
american_scientific_journal-11973	80	16	making	make	VERB
american_scientific_journal-11973	80	17	the	the	DET
american_scientific_journal-11973	80	18	model	model	NOUN
american_scientific_journal-11973	80	19	's	's	PART
american_scientific_journal-11973	80	20	predictions	prediction	NOUN
american_scientific_journal-11973	80	21	transparent	transparent	ADJ
american_scientific_journal-11973	80	22	and	and	CCONJ
american_scientific_journal-11973	80	23	easy	easy	ADJ
american_scientific_journal-11973	80	24	to	to	PART
american_scientific_journal-11973	80	25	understand	understand	VERB
american_scientific_journal-11973	80	26	.	.	PUNCT
american_scientific_journal-11973	81	1	however	however	ADV
american_scientific_journal-11973	81	2	,	,	PUNCT
american_scientific_journal-11973	81	3	standalone	standalone	ADJ
american_scientific_journal-11973	81	4	decision	decision	NOUN
american_scientific_journal-11973	81	5	trees	tree	NOUN
american_scientific_journal-11973	81	6	often	often	ADV
american_scientific_journal-11973	81	7	suffer	suffer	VERB
american_scientific_journal-11973	81	8	from	from	ADP
american_scientific_journal-11973	81	9	overfitting	overfitte	VERB
american_scientific_journal-11973	81	10	and	and	CCONJ
american_scientific_journal-11973	81	11	limited	limited	ADJ
american_scientific_journal-11973	81	12	generalization	generalization	NOUN
american_scientific_journal-11973	81	13	.	.	PUNCT
american_scientific_journal-11973	82	1	to	to	PART
american_scientific_journal-11973	82	2	address	address	VERB
american_scientific_journal-11973	82	3	these	these	DET
american_scientific_journal-11973	82	4	limitations	limitation	NOUN
american_scientific_journal-11973	82	5	,	,	PUNCT
american_scientific_journal-11973	82	6	ensemble	ensemble	ADJ
american_scientific_journal-11973	82	7	methods	method	NOUN
american_scientific_journal-11973	82	8	such	such	ADJ
american_scientific_journal-11973	82	9	as	as	ADP
american_scientific_journal-11973	82	10	random	random	ADJ
american_scientific_journal-11973	82	11	forests	forest	NOUN
american_scientific_journal-11973	82	12	and	and	CCONJ
american_scientific_journal-11973	82	13	gradient	gradient	NOUN
american_scientific_journal-11973	82	14	boosting	boosting	NOUN
american_scientific_journal-11973	82	15	have	have	AUX
american_scientific_journal-11973	82	16	been	be	AUX
american_scientific_journal-11973	82	17	developed	develop	VERB
american_scientific_journal-11973	82	18	to	to	PART
american_scientific_journal-11973	82	19	enhance	enhance	VERB
american_scientific_journal-11973	82	20	predictive	predictive	ADJ
american_scientific_journal-11973	82	21	performance	performance	NOUN
american_scientific_journal-11973	82	22	and	and	CCONJ
american_scientific_journal-11973	82	23	robustness	robustness	NOUN
american_scientific_journal-11973	82	24	.	.	PUNCT
american_scientific_journal-11973	83	1	●	●	PUNCT
american_scientific_journal-11973	83	2	logistic	logistic	ADJ
american_scientific_journal-11973	83	3	regression	regression	NOUN
american_scientific_journal-11973	83	4	is	be	AUX
american_scientific_journal-11973	83	5	a	a	DET
american_scientific_journal-11973	83	6	widely	widely	ADV
american_scientific_journal-11973	83	7	used	use	VERB
american_scientific_journal-11973	83	8	linear	linear	NOUN
american_scientific_journal-11973	83	9	classification	classification	NOUN
american_scientific_journal-11973	83	10	algorithm	algorithm	NOUN
american_scientific_journal-11973	83	11	that	that	PRON
american_scientific_journal-11973	83	12	models	model	VERB
american_scientific_journal-11973	83	13	the	the	DET
american_scientific_journal-11973	83	14	probability	probability	NOUN
american_scientific_journal-11973	83	15	of	of	ADP
american_scientific_journal-11973	83	16	a	a	DET
american_scientific_journal-11973	83	17	binary	binary	ADJ
american_scientific_journal-11973	83	18	outcome	outcome	NOUN
american_scientific_journal-11973	83	19	using	use	VERB
american_scientific_journal-11973	83	20	the	the	DET
american_scientific_journal-11973	83	21	logistic	logistic	ADJ
american_scientific_journal-11973	83	22	(	(	PUNCT
american_scientific_journal-11973	83	23	sigmoid	sigmoid	NOUN
american_scientific_journal-11973	83	24	)	)	PUNCT
american_scientific_journal-11973	83	25	function	function	NOUN
american_scientific_journal-11973	83	26	.	.	PUNCT
american_scientific_journal-11973	84	1	it	it	PRON
american_scientific_journal-11973	84	2	estimates	estimate	VERB
american_scientific_journal-11973	84	3	the	the	DET
american_scientific_journal-11973	84	4	log	log	NOUN
american_scientific_journal-11973	84	5	-	-	PUNCT
american_scientific_journal-11973	84	6	odds	odd	NOUN
american_scientific_journal-11973	84	7	of	of	ADP
american_scientific_journal-11973	84	8	the	the	DET
american_scientific_journal-11973	84	9	target	target	NOUN
american_scientific_journal-11973	84	10	variable	variable	NOUN
american_scientific_journal-11973	84	11	as	as	ADP
american_scientific_journal-11973	84	12	a	a	DET
american_scientific_journal-11973	84	13	linear	linear	ADJ
american_scientific_journal-11973	84	14	combination	combination	NOUN
american_scientific_journal-11973	84	15	of	of	ADP
american_scientific_journal-11973	84	16	the	the	DET
american_scientific_journal-11973	84	17	input	input	NOUN
american_scientific_journal-11973	84	18	features	feature	NOUN
american_scientific_journal-11973	84	19	.	.	PUNCT
american_scientific_journal-11973	85	1	due	due	ADP
american_scientific_journal-11973	85	2	to	to	ADP
american_scientific_journal-11973	85	3	its	its	PRON
american_scientific_journal-11973	85	4	simplicity	simplicity	NOUN
american_scientific_journal-11973	85	5	,	,	PUNCT
american_scientific_journal-11973	85	6	interpretability	interpretability	NOUN
american_scientific_journal-11973	85	7	,	,	PUNCT
american_scientific_journal-11973	85	8	and	and	CCONJ
american_scientific_journal-11973	85	9	efficiency	efficiency	NOUN
american_scientific_journal-11973	85	10	,	,	PUNCT
american_scientific_journal-11973	85	11	logistic	logistic	ADJ
american_scientific_journal-11973	85	12	regression	regression	NOUN
american_scientific_journal-11973	85	13	is	be	AUX
american_scientific_journal-11973	85	14	commonly	commonly	ADV
american_scientific_journal-11973	85	15	applied	apply	VERB
american_scientific_journal-11973	85	16	in	in	ADP
american_scientific_journal-11973	85	17	real	real	ADJ
american_scientific_journal-11973	85	18	-	-	PUNCT
american_scientific_journal-11973	85	19	world	world	NOUN
american_scientific_journal-11973	85	20	classification	classification	NOUN
american_scientific_journal-11973	85	21	tasks	task	NOUN
american_scientific_journal-11973	85	22	,	,	PUNCT
american_scientific_journal-11973	85	23	particularly	particularly	ADV
american_scientific_journal-11973	85	24	when	when	SCONJ
american_scientific_journal-11973	85	25	the	the	DET
american_scientific_journal-11973	85	26	underlying	underlie	VERB
american_scientific_journal-11973	85	27	decision	decision	NOUN
american_scientific_journal-11973	85	28	boundary	boundary	NOUN
american_scientific_journal-11973	85	29	is	be	AUX
american_scientific_journal-11973	85	30	approximately	approximately	ADV
american_scientific_journal-11973	85	31	linear	linear	ADJ
american_scientific_journal-11973	85	32	.	.	PUNCT
american_scientific_journal-11973	86	1	●	●	PUNCT
american_scientific_journal-11973	86	2	the	the	DET
american_scientific_journal-11973	86	3	perceptron	perceptron	PROPN
american_scientific_journal-11973	86	4	is	be	AUX
american_scientific_journal-11973	86	5	one	one	NUM
american_scientific_journal-11973	86	6	of	of	ADP
american_scientific_journal-11973	86	7	the	the	DET
american_scientific_journal-11973	86	8	earliest	early	ADJ
american_scientific_journal-11973	86	9	and	and	CCONJ
american_scientific_journal-11973	86	10	simplest	simple	ADJ
american_scientific_journal-11973	86	11	neural	neural	ADJ
american_scientific_journal-11973	86	12	network	network	NOUN
american_scientific_journal-11973	86	13	-	-	PUNCT
american_scientific_journal-11973	86	14	based	base	VERB
american_scientific_journal-11973	86	15	classifiers	classifier	NOUN
american_scientific_journal-11973	86	16	,	,	PUNCT
american_scientific_journal-11973	86	17	designed	design	VERB
american_scientific_journal-11973	86	18	to	to	PART
american_scientific_journal-11973	86	19	perform	perform	VERB
american_scientific_journal-11973	86	20	binary	binary	ADJ
american_scientific_journal-11973	86	21	classification	classification	NOUN
american_scientific_journal-11973	86	22	by	by	ADP
american_scientific_journal-11973	86	23	learning	learn	VERB
american_scientific_journal-11973	86	24	a	a	DET
american_scientific_journal-11973	86	25	linear	linear	ADJ
american_scientific_journal-11973	86	26	decision	decision	NOUN
american_scientific_journal-11973	86	27	boundary	boundary	NOUN
american_scientific_journal-11973	86	28	.	.	PUNCT
american_scientific_journal-11973	87	1	it	it	PRON
american_scientific_journal-11973	87	2	updates	update	VERB
american_scientific_journal-11973	87	3	its	its	PRON
american_scientific_journal-11973	87	4	weights	weight	NOUN
american_scientific_journal-11973	87	5	iteratively	iteratively	ADV
american_scientific_journal-11973	87	6	using	use	VERB
american_scientific_journal-11973	87	7	a	a	DET
american_scientific_journal-11973	87	8	basic	basic	ADJ
american_scientific_journal-11973	87	9	learning	learning	NOUN
american_scientific_journal-11973	87	10	rule	rule	NOUN
american_scientific_journal-11973	87	11	driven	drive	VERB
american_scientific_journal-11973	87	12	by	by	ADP
american_scientific_journal-11973	87	13	prediction	prediction	NOUN
american_scientific_journal-11973	87	14	errors	error	NOUN
american_scientific_journal-11973	87	15	.	.	PUNCT
american_scientific_journal-11973	88	1	while	while	SCONJ
american_scientific_journal-11973	88	2	limited	limit	VERB
american_scientific_journal-11973	88	3	to	to	ADP
american_scientific_journal-11973	88	4	linearly	linearly	ADV
american_scientific_journal-11973	88	5	separable	separable	VERB
american_scientific_journal-11973	88	6	data	datum	NOUN
american_scientific_journal-11973	88	7	and	and	CCONJ
american_scientific_journal-11973	88	8	lacking	lack	VERB
american_scientific_journal-11973	88	9	hidden	hidden	ADJ
american_scientific_journal-11973	88	10	layers	layer	NOUN
american_scientific_journal-11973	88	11	,	,	PUNCT
american_scientific_journal-11973	88	12	the	the	DET
american_scientific_journal-11973	88	13	perceptron	perceptron	PROPN
american_scientific_journal-11973	88	14	serves	serve	VERB
american_scientific_journal-11973	88	15	as	as	ADP
american_scientific_journal-11973	88	16	a	a	DET
american_scientific_journal-11973	88	17	foundational	foundational	ADJ
american_scientific_journal-11973	88	18	model	model	NOUN
american_scientific_journal-11973	88	19	in	in	ADP
american_scientific_journal-11973	88	20	neural	neural	ADJ
american_scientific_journal-11973	88	21	network	network	NOUN
american_scientific_journal-11973	88	22	theory	theory	NOUN
american_scientific_journal-11973	88	23	and	and	CCONJ
american_scientific_journal-11973	88	24	provides	provide	VERB
american_scientific_journal-11973	88	25	a	a	DET
american_scientific_journal-11973	88	26	useful	useful	ADJ
american_scientific_journal-11973	88	27	baseline	baseline	NOUN
american_scientific_journal-11973	88	28	for	for	ADP
american_scientific_journal-11973	88	29	comparison	comparison	NOUN
american_scientific_journal-11973	88	30	in	in	ADP
american_scientific_journal-11973	88	31	classification	classification	NOUN
american_scientific_journal-11973	88	32	tasks	task	NOUN
american_scientific_journal-11973	88	33	.	.	PUNCT
american_scientific_journal-11973	89	1	●	●	PUNCT
american_scientific_journal-11973	89	2	the	the	DET
american_scientific_journal-11973	89	3	multilayer	multilayer	ADJ
american_scientific_journal-11973	89	4	perceptron	perceptron	PROPN
american_scientific_journal-11973	89	5	(	(	PUNCT
american_scientific_journal-11973	89	6	mlp	mlp	PROPN
american_scientific_journal-11973	89	7	)	)	PUNCT
american_scientific_journal-11973	89	8	is	be	AUX
american_scientific_journal-11973	89	9	a	a	DET
american_scientific_journal-11973	89	10	feedforward	feedforward	ADJ
american_scientific_journal-11973	89	11	neural	neural	ADJ
american_scientific_journal-11973	89	12	network	network	NOUN
american_scientific_journal-11973	89	13	architecture	architecture	NOUN
american_scientific_journal-11973	89	14	that	that	PRON
american_scientific_journal-11973	89	15	extends	extend	VERB
american_scientific_journal-11973	89	16	the	the	DET
american_scientific_journal-11973	89	17	basic	basic	ADJ
american_scientific_journal-11973	89	18	perceptron	perceptron	NOUN
american_scientific_journal-11973	89	19	by	by	ADP
american_scientific_journal-11973	89	20	incorporating	incorporate	VERB
american_scientific_journal-11973	89	21	one	one	NUM
american_scientific_journal-11973	89	22	or	or	CCONJ
american_scientific_journal-11973	89	23	more	more	ADV
american_scientific_journal-11973	89	24	hidden	hidden	ADJ
american_scientific_journal-11973	89	25	layers	layer	NOUN
american_scientific_journal-11973	89	26	composed	compose	VERB
american_scientific_journal-11973	89	27	of	of	ADP
american_scientific_journal-11973	89	28	non	non	ADJ
american_scientific_journal-11973	89	29	-	-	ADJ
american_scientific_journal-11973	89	30	linear	linear	ADJ
american_scientific_journal-11973	89	31	activation	activation	NOUN
american_scientific_journal-11973	89	32	functions	function	NOUN
american_scientific_journal-11973	89	33	.	.	PUNCT
american_scientific_journal-11973	90	1	this	this	DET
american_scientific_journal-11973	90	2	structure	structure	NOUN
american_scientific_journal-11973	90	3	enables	enable	VERB
american_scientific_journal-11973	90	4	the	the	DET
american_scientific_journal-11973	90	5	model	model	NOUN
american_scientific_journal-11973	90	6	to	to	PART
american_scientific_journal-11973	90	7	learn	learn	VERB
american_scientific_journal-11973	90	8	complex	complex	ADJ
american_scientific_journal-11973	90	9	,	,	PUNCT
american_scientific_journal-11973	90	10	non	non	ADJ
american_scientific_journal-11973	90	11	-	-	ADJ
american_scientific_journal-11973	90	12	linear	linear	ADJ
american_scientific_journal-11973	90	13	decision	decision	NOUN
american_scientific_journal-11973	90	14	boundaries	boundary	NOUN
american_scientific_journal-11973	90	15	.	.	PUNCT
american_scientific_journal-11973	91	1	mlps	mlp	NOUN
american_scientific_journal-11973	91	2	are	be	AUX
american_scientific_journal-11973	91	3	trained	train	VERB
american_scientific_journal-11973	91	4	using	use	VERB
american_scientific_journal-11973	91	5	the	the	DET
american_scientific_journal-11973	91	6	backpropagation	backpropagation	NOUN
american_scientific_journal-11973	91	7	algorithm	algorithm	NOUN
american_scientific_journal-11973	91	8	,	,	PUNCT
american_scientific_journal-11973	91	9	which	which	PRON
american_scientific_journal-11973	91	10	computes	compute	VERB
american_scientific_journal-11973	91	11	gradients	gradient	NOUN
american_scientific_journal-11973	91	12	for	for	ADP
american_scientific_journal-11973	91	13	all	all	DET
american_scientific_journal-11973	91	14	weights	weight	NOUN
american_scientific_journal-11973	91	15	in	in	ADP
american_scientific_journal-11973	91	16	the	the	DET
american_scientific_journal-11973	91	17	network	network	NOUN
american_scientific_journal-11973	91	18	and	and	CCONJ
american_scientific_journal-11973	91	19	updates	update	VERB
american_scientific_journal-11973	91	20	them	they	PRON
american_scientific_journal-11973	91	21	through	through	ADP
american_scientific_journal-11973	91	22	gradient	gradient	ADJ
american_scientific_journal-11973	91	23	descent	descent	NOUN
american_scientific_journal-11973	91	24	.	.	PUNCT
american_scientific_journal-11973	92	1	due	due	ADP
american_scientific_journal-11973	92	2	to	to	ADP
american_scientific_journal-11973	92	3	their	their	PRON
american_scientific_journal-11973	92	4	flexibility	flexibility	NOUN
american_scientific_journal-11973	92	5	and	and	CCONJ
american_scientific_journal-11973	92	6	expressive	expressive	ADJ
american_scientific_journal-11973	92	7	power	power	NOUN
american_scientific_journal-11973	92	8	,	,	PUNCT
american_scientific_journal-11973	92	9	mlps	mlp	NOUN
american_scientific_journal-11973	92	10	are	be	AUX
american_scientific_journal-11973	92	11	effective	effective	ADJ
american_scientific_journal-11973	92	12	for	for	ADP
american_scientific_journal-11973	92	13	a	a	DET
american_scientific_journal-11973	92	14	wide	wide	ADJ
american_scientific_journal-11973	92	15	range	range	NOUN
american_scientific_journal-11973	92	16	of	of	ADP
american_scientific_journal-11973	92	17	american	american	ADJ
american_scientific_journal-11973	92	18	academic	academic	ADJ
american_scientific_journal-11973	92	19	scientific	scientific	ADJ
american_scientific_journal-11973	92	20	research	research	NOUN
american_scientific_journal-11973	92	21	journal	journal	NOUN
american_scientific_journal-11973	92	22	for	for	ADP
american_scientific_journal-11973	92	23	engineering	engineering	NOUN
american_scientific_journal-11973	92	24	,	,	PUNCT
american_scientific_journal-11973	92	25	technology	technology	NOUN
american_scientific_journal-11973	92	26	,	,	PUNCT
american_scientific_journal-11973	92	27	and	and	CCONJ
american_scientific_journal-11973	92	28	sciences	science	NOUN
american_scientific_journal-11973	92	29	(	(	PUNCT
american_scientific_journal-11973	92	30	asrjets	asrjet	NOUN
american_scientific_journal-11973	92	31	)	)	PUNCT
american_scientific_journal-11973	92	32	volume	volume	NOUN
american_scientific_journal-11973	92	33	102	102	NUM
american_scientific_journal-11973	92	34	,	,	PUNCT
american_scientific_journal-11973	92	35	no	no	DET
american_scientific_journal-11973	92	36	1	1	NUM
american_scientific_journal-11973	92	37	,	,	PUNCT
american_scientific_journal-11973	92	38	pp	pp	ADV
american_scientific_journal-11973	92	39	404	404	NUM
american_scientific_journal-11973	92	40	-	-	SYM
american_scientific_journal-11973	92	41	413	413	NUM
american_scientific_journal-11973	92	42	409	409	NUM
american_scientific_journal-11973	92	43	classification	classification	NOUN
american_scientific_journal-11973	92	44	tasks	task	NOUN
american_scientific_journal-11973	92	45	involving	involve	VERB
american_scientific_journal-11973	92	46	intricate	intricate	ADJ
american_scientific_journal-11973	92	47	patterns	pattern	NOUN
american_scientific_journal-11973	92	48	in	in	ADP
american_scientific_journal-11973	92	49	data	datum	NOUN
american_scientific_journal-11973	92	50	.	.	PUNCT
american_scientific_journal-11973	93	1	●	●	NUM
american_scientific_journal-11973	93	2	histogram	histogram	NOUN
american_scientific_journal-11973	93	3	gradient	gradient	NOUN
american_scientific_journal-11973	93	4	boosting	boosting	NOUN
american_scientific_journal-11973	93	5	is	be	AUX
american_scientific_journal-11973	93	6	an	an	DET
american_scientific_journal-11973	93	7	advanced	advanced	ADJ
american_scientific_journal-11973	93	8	ensemble	ensemble	ADJ
american_scientific_journal-11973	93	9	learning	learning	NOUN
american_scientific_journal-11973	93	10	method	method	NOUN
american_scientific_journal-11973	93	11	that	that	PRON
american_scientific_journal-11973	93	12	constructs	construct	VERB
american_scientific_journal-11973	93	13	a	a	DET
american_scientific_journal-11973	93	14	sequence	sequence	NOUN
american_scientific_journal-11973	93	15	of	of	ADP
american_scientific_journal-11973	93	16	decision	decision	NOUN
american_scientific_journal-11973	93	17	trees	tree	NOUN
american_scientific_journal-11973	93	18	,	,	PUNCT
american_scientific_journal-11973	93	19	where	where	SCONJ
american_scientific_journal-11973	93	20	each	each	DET
american_scientific_journal-11973	93	21	successive	successive	ADJ
american_scientific_journal-11973	93	22	tree	tree	NOUN
american_scientific_journal-11973	93	23	is	be	AUX
american_scientific_journal-11973	93	24	trained	train	VERB
american_scientific_journal-11973	93	25	to	to	PART
american_scientific_journal-11973	93	26	correct	correct	VERB
american_scientific_journal-11973	93	27	the	the	DET
american_scientific_journal-11973	93	28	errors	error	NOUN
american_scientific_journal-11973	93	29	of	of	ADP
american_scientific_journal-11973	93	30	its	its	PRON
american_scientific_journal-11973	93	31	predecessor	predecessor	NOUN
american_scientific_journal-11973	93	32	.	.	PUNCT
american_scientific_journal-11973	94	1	to	to	PART
american_scientific_journal-11973	94	2	improve	improve	VERB
american_scientific_journal-11973	94	3	computational	computational	ADJ
american_scientific_journal-11973	94	4	efficiency	efficiency	NOUN
american_scientific_journal-11973	94	5	,	,	PUNCT
american_scientific_journal-11973	94	6	continuous	continuous	ADJ
american_scientific_journal-11973	94	7	features	feature	NOUN
american_scientific_journal-11973	94	8	are	be	AUX
american_scientific_journal-11973	94	9	discretized	discretize	VERB
american_scientific_journal-11973	94	10	into	into	ADP
american_scientific_journal-11973	94	11	histograms	histogram	NOUN
american_scientific_journal-11973	94	12	,	,	PUNCT
american_scientific_journal-11973	94	13	significantly	significantly	ADV
american_scientific_journal-11973	94	14	accelerating	accelerate	VERB
american_scientific_journal-11973	94	15	the	the	DET
american_scientific_journal-11973	94	16	training	training	NOUN
american_scientific_journal-11973	94	17	process	process	NOUN
american_scientific_journal-11973	94	18	without	without	ADP
american_scientific_journal-11973	94	19	compromising	compromise	VERB
american_scientific_journal-11973	94	20	accuracy	accuracy	NOUN
american_scientific_journal-11973	94	21	.	.	PUNCT
american_scientific_journal-11973	95	1	this	this	DET
american_scientific_journal-11973	95	2	technique	technique	NOUN
american_scientific_journal-11973	95	3	is	be	AUX
american_scientific_journal-11973	95	4	well	well	ADV
american_scientific_journal-11973	95	5	-	-	PUNCT
american_scientific_journal-11973	95	6	suited	suit	VERB
american_scientific_journal-11973	95	7	for	for	ADP
american_scientific_journal-11973	95	8	large	large	ADJ
american_scientific_journal-11973	95	9	-	-	PUNCT
american_scientific_journal-11973	95	10	scale	scale	NOUN
american_scientific_journal-11973	95	11	datasets	dataset	NOUN
american_scientific_journal-11973	95	12	and	and	CCONJ
american_scientific_journal-11973	95	13	is	be	AUX
american_scientific_journal-11973	95	14	robust	robust	ADJ
american_scientific_journal-11973	95	15	to	to	ADP
american_scientific_journal-11973	95	16	overfitting	overfitte	VERB
american_scientific_journal-11973	95	17	due	due	ADP
american_scientific_journal-11973	95	18	to	to	ADP
american_scientific_journal-11973	95	19	its	its	PRON
american_scientific_journal-11973	95	20	use	use	NOUN
american_scientific_journal-11973	95	21	of	of	ADP
american_scientific_journal-11973	95	22	regularization	regularization	NOUN
american_scientific_journal-11973	95	23	and	and	CCONJ
american_scientific_journal-11973	95	24	staged	stage	VERB
american_scientific_journal-11973	95	25	learning	learning	NOUN
american_scientific_journal-11973	95	26	.	.	PUNCT
american_scientific_journal-11973	96	1	its	its	PRON
american_scientific_journal-11973	96	2	ability	ability	NOUN
american_scientific_journal-11973	96	3	to	to	PART
american_scientific_journal-11973	96	4	model	model	VERB
american_scientific_journal-11973	96	5	complex	complex	ADJ
american_scientific_journal-11973	96	6	,	,	PUNCT
american_scientific_journal-11973	96	7	non	non	ADJ
american_scientific_journal-11973	96	8	-	-	ADJ
american_scientific_journal-11973	96	9	linear	linear	ADJ
american_scientific_journal-11973	96	10	relationships	relationship	NOUN
american_scientific_journal-11973	96	11	makes	make	VERB
american_scientific_journal-11973	96	12	it	it	PRON
american_scientific_journal-11973	96	13	one	one	NUM
american_scientific_journal-11973	96	14	of	of	ADP
american_scientific_journal-11973	96	15	the	the	DET
american_scientific_journal-11973	96	16	most	most	ADV
american_scientific_journal-11973	96	17	powerful	powerful	ADJ
american_scientific_journal-11973	96	18	algorithms	algorithm	NOUN
american_scientific_journal-11973	96	19	for	for	ADP
american_scientific_journal-11973	96	20	structured	structured	ADJ
american_scientific_journal-11973	96	21	data	data	NOUN
american_scientific_journal-11973	96	22	classification	classification	NOUN
american_scientific_journal-11973	96	23	tasks	task	NOUN
american_scientific_journal-11973	96	24	.	.	PUNCT
american_scientific_journal-11973	97	1	b	b	X
american_scientific_journal-11973	97	2	)	)	PUNCT
american_scientific_journal-11973	97	3	evaluation	evaluation	NOUN
american_scientific_journal-11973	97	4	metrics	metric	NOUN
american_scientific_journal-11973	97	5	●	●	NOUN
american_scientific_journal-11973	97	6	we	we	PRON
american_scientific_journal-11973	97	7	evaluate	evaluate	VERB
american_scientific_journal-11973	97	8	model	model	NOUN
american_scientific_journal-11973	97	9	performance	performance	NOUN
american_scientific_journal-11973	97	10	using	use	VERB
american_scientific_journal-11973	97	11	standard	standard	ADJ
american_scientific_journal-11973	97	12	classification	classification	NOUN
american_scientific_journal-11973	97	13	metrics	metric	NOUN
american_scientific_journal-11973	97	14	,	,	PUNCT
american_scientific_journal-11973	97	15	including	include	VERB
american_scientific_journal-11973	97	16	accuracy	accuracy	NOUN
american_scientific_journal-11973	97	17	,	,	PUNCT
american_scientific_journal-11973	97	18	precision	precision	NOUN
american_scientific_journal-11973	97	19	,	,	PUNCT
american_scientific_journal-11973	97	20	recall	recall	NOUN
american_scientific_journal-11973	97	21	,	,	PUNCT
american_scientific_journal-11973	97	22	f1	f1	NOUN
american_scientific_journal-11973	97	23	score	score	NOUN
american_scientific_journal-11973	97	24	,	,	PUNCT
american_scientific_journal-11973	97	25	and	and	CCONJ
american_scientific_journal-11973	97	26	the	the	DET
american_scientific_journal-11973	97	27	precision	precision	NOUN
american_scientific_journal-11973	97	28	-	-	PUNCT
american_scientific_journal-11973	97	29	recall	recall	NOUN
american_scientific_journal-11973	97	30	(	(	PUNCT
american_scientific_journal-11973	97	31	pr	pr	NOUN
american_scientific_journal-11973	97	32	)	)	PUNCT
american_scientific_journal-11973	97	33	curve	curve	NOUN
american_scientific_journal-11973	97	34	.	.	PUNCT
american_scientific_journal-11973	98	1	among	among	ADP
american_scientific_journal-11973	98	2	these	these	PRON
american_scientific_journal-11973	98	3	,	,	PUNCT
american_scientific_journal-11973	98	4	the	the	DET
american_scientific_journal-11973	98	5	f1	f1	PROPN
american_scientific_journal-11973	98	6	score	score	NOUN
american_scientific_journal-11973	98	7	,	,	PUNCT
american_scientific_journal-11973	98	8	which	which	PRON
american_scientific_journal-11973	98	9	balances	balance	VERB
american_scientific_journal-11973	98	10	precision	precision	NOUN
american_scientific_journal-11973	98	11	and	and	CCONJ
american_scientific_journal-11973	98	12	recall	recall	NOUN
american_scientific_journal-11973	98	13	,	,	PUNCT
american_scientific_journal-11973	98	14	is	be	AUX
american_scientific_journal-11973	98	15	used	use	VERB
american_scientific_journal-11973	98	16	as	as	ADP
american_scientific_journal-11973	98	17	the	the	DET
american_scientific_journal-11973	98	18	primary	primary	ADJ
american_scientific_journal-11973	98	19	criterion	criterion	NOUN
american_scientific_journal-11973	98	20	for	for	ADP
american_scientific_journal-11973	98	21	identifying	identify	VERB
american_scientific_journal-11973	98	22	the	the	DET
american_scientific_journal-11973	98	23	best	well	ADV
american_scientific_journal-11973	98	24	-	-	PUNCT
american_scientific_journal-11973	98	25	performing	perform	VERB
american_scientific_journal-11973	98	26	model	model	NOUN
american_scientific_journal-11973	98	27	.	.	PUNCT
american_scientific_journal-11973	99	1	these	these	DET
american_scientific_journal-11973	99	2	evaluation	evaluation	NOUN
american_scientific_journal-11973	99	3	metrics	metric	NOUN
american_scientific_journal-11973	99	4	are	be	AUX
american_scientific_journal-11973	99	5	computed	compute	VERB
american_scientific_journal-11973	99	6	using	use	VERB
american_scientific_journal-11973	99	7	the	the	DET
american_scientific_journal-11973	99	8	four	four	NUM
american_scientific_journal-11973	99	9	fundamental	fundamental	ADJ
american_scientific_journal-11973	99	10	components	component	NOUN
american_scientific_journal-11973	99	11	of	of	ADP
american_scientific_journal-11973	99	12	a	a	DET
american_scientific_journal-11973	99	13	confusion	confusion	NOUN
american_scientific_journal-11973	99	14	matrix	matrix	NOUN
american_scientific_journal-11973	99	15	:	:	PUNCT
american_scientific_journal-11973	99	16	true	true	ADJ
american_scientific_journal-11973	99	17	positive	positive	ADJ
american_scientific_journal-11973	99	18	(	(	PUNCT
american_scientific_journal-11973	99	19	tp	tp	NOUN
american_scientific_journal-11973	99	20	)	)	PUNCT
american_scientific_journal-11973	99	21	,	,	PUNCT
american_scientific_journal-11973	99	22	true	true	ADJ
american_scientific_journal-11973	99	23	negative	negative	ADJ
american_scientific_journal-11973	99	24	(	(	PUNCT
american_scientific_journal-11973	99	25	tn	tn	NOUN
american_scientific_journal-11973	99	26	)	)	PUNCT
american_scientific_journal-11973	99	27	,	,	PUNCT
american_scientific_journal-11973	100	1	false	false	ADJ
american_scientific_journal-11973	100	2	positive	positive	ADJ
american_scientific_journal-11973	100	3	(	(	PUNCT
american_scientific_journal-11973	100	4	fp	fp	NOUN
american_scientific_journal-11973	100	5	)	)	PUNCT
american_scientific_journal-11973	100	6	,	,	PUNCT
american_scientific_journal-11973	100	7	and	and	CCONJ
american_scientific_journal-11973	100	8	false	false	ADJ
american_scientific_journal-11973	100	9	negative	negative	ADJ
american_scientific_journal-11973	100	10	(	(	PUNCT
american_scientific_journal-11973	100	11	fn	fn	NOUN
american_scientific_journal-11973	100	12	)	)	PUNCT
american_scientific_journal-11973	100	13	,	,	PUNCT
american_scientific_journal-11973	100	14	as	as	SCONJ
american_scientific_journal-11973	100	15	illustrated	illustrate	VERB
american_scientific_journal-11973	100	16	in	in	ADP
american_scientific_journal-11973	100	17	figure	figure	NOUN
american_scientific_journal-11973	100	18	2	2	NUM
american_scientific_journal-11973	100	19	.	.	PUNCT
american_scientific_journal-11973	101	1	their	their	PRON
american_scientific_journal-11973	101	2	definitions	definition	NOUN
american_scientific_journal-11973	101	3	are	be	AUX
american_scientific_journal-11973	101	4	as	as	SCONJ
american_scientific_journal-11973	101	5	follows	follow	VERB
american_scientific_journal-11973	101	6	:	:	PUNCT
american_scientific_journal-11973	101	7	●	●	PUNCT
american_scientific_journal-11973	101	8	the	the	DET
american_scientific_journal-11973	101	9	histogram	histogram	NOUN
american_scientific_journal-11973	101	10	gradient	gradient	NOUN
american_scientific_journal-11973	101	11	boosting	boost	VERB
american_scientific_journal-11973	101	12	model	model	NOUN
american_scientific_journal-11973	101	13	emerged	emerge	VERB
american_scientific_journal-11973	101	14	as	as	ADP
american_scientific_journal-11973	101	15	the	the	DET
american_scientific_journal-11973	101	16	top	top	ADV
american_scientific_journal-11973	101	17	-	-	PUNCT
american_scientific_journal-11973	101	18	performing	perform	VERB
american_scientific_journal-11973	101	19	classifier	classifier	NOUN
american_scientific_journal-11973	101	20	,	,	PUNCT
american_scientific_journal-11973	101	21	achieving	achieve	VERB
american_scientific_journal-11973	101	22	the	the	DET
american_scientific_journal-11973	101	23	highest	high	ADJ
american_scientific_journal-11973	101	24	scores	score	NOUN
american_scientific_journal-11973	101	25	across	across	ADP
american_scientific_journal-11973	101	26	key	key	ADJ
american_scientific_journal-11973	101	27	evaluation	evaluation	NOUN
american_scientific_journal-11973	101	28	metrics	metric	NOUN
american_scientific_journal-11973	101	29	,	,	PUNCT
american_scientific_journal-11973	101	30	accuracy	accuracy	NOUN
american_scientific_journal-11973	101	31	(	(	PUNCT
american_scientific_journal-11973	101	32	95.5	95.5	NUM
american_scientific_journal-11973	101	33	%	%	NOUN
american_scientific_journal-11973	101	34	)	)	PUNCT
american_scientific_journal-11973	101	35	,	,	PUNCT
american_scientific_journal-11973	101	36	precision	precision	NOUN
american_scientific_journal-11973	101	37	(	(	PUNCT
american_scientific_journal-11973	101	38	94.6	94.6	NUM
american_scientific_journal-11973	101	39	%	%	NOUN
american_scientific_journal-11973	101	40	)	)	PUNCT
american_scientific_journal-11973	101	41	,	,	PUNCT
american_scientific_journal-11973	101	42	and	and	CCONJ
american_scientific_journal-11973	101	43	f1	f1	NOUN
american_scientific_journal-11973	101	44	score	score	NOUN
american_scientific_journal-11973	101	45	(	(	PUNCT
american_scientific_journal-11973	101	46	94.4	94.4	NUM
american_scientific_journal-11973	101	47	%	%	NOUN
american_scientific_journal-11973	101	48	)	)	PUNCT
american_scientific_journal-11973	101	49	.	.	PUNCT
american_scientific_journal-11973	102	1	its	its	PRON
american_scientific_journal-11973	102	2	strong	strong	ADJ
american_scientific_journal-11973	102	3	and	and	CCONJ
american_scientific_journal-11973	102	4	well	well	ADV
american_scientific_journal-11973	102	5	-	-	PUNCT
american_scientific_journal-11973	102	6	balanced	balance	VERB
american_scientific_journal-11973	102	7	performance	performance	NOUN
american_scientific_journal-11973	102	8	demonstrates	demonstrate	VERB
american_scientific_journal-11973	102	9	a	a	DET
american_scientific_journal-11973	102	10	high	high	ADJ
american_scientific_journal-11973	102	11	capacity	capacity	NOUN
american_scientific_journal-11973	102	12	to	to	PART
american_scientific_journal-11973	102	13	correctly	correctly	ADV
american_scientific_journal-11973	102	14	identify	identify	VERB
american_scientific_journal-11973	102	15	exoplanets	exoplanet	NOUN
american_scientific_journal-11973	102	16	while	while	SCONJ
american_scientific_journal-11973	102	17	effectively	effectively	ADV
american_scientific_journal-11973	102	18	minimizing	minimize	VERB
american_scientific_journal-11973	102	19	false	false	ADJ
american_scientific_journal-11973	102	20	positives	positive	NOUN
american_scientific_journal-11973	102	21	.	.	PUNCT
american_scientific_journal-11973	103	1	these	these	DET
american_scientific_journal-11973	103	2	results	result	NOUN
american_scientific_journal-11973	103	3	underscore	underscore	VERB
american_scientific_journal-11973	103	4	the	the	DET
american_scientific_journal-11973	103	5	model	model	NOUN
american_scientific_journal-11973	103	6	’s	’s	PART
american_scientific_journal-11973	103	7	suitability	suitability	NOUN
american_scientific_journal-11973	103	8	for	for	ADP
american_scientific_journal-11973	103	9	handling	handle	VERB
american_scientific_journal-11973	103	10	complex	complex	ADJ
american_scientific_journal-11973	103	11	,	,	PUNCT
american_scientific_journal-11973	103	12	highdimensional	highdimensional	ADJ
american_scientific_journal-11973	103	13	astronomical	astronomical	ADJ
american_scientific_journal-11973	103	14	data	datum	NOUN
american_scientific_journal-11973	103	15	reliably	reliably	ADV
american_scientific_journal-11973	103	16	and	and	CCONJ
american_scientific_journal-11973	103	17	efficiently	efficiently	ADV
american_scientific_journal-11973	103	18	.	.	PUNCT
american_scientific_journal-11973	104	1	table	table	NOUN
american_scientific_journal-11973	104	2	2	2	NUM
american_scientific_journal-11973	104	3	:	:	PUNCT
american_scientific_journal-11973	104	4	quantitative	quantitative	ADJ
american_scientific_journal-11973	104	5	performance	performance	NOUN
american_scientific_journal-11973	104	6	american	american	PROPN
american_scientific_journal-11973	104	7	academic	academic	ADJ
american_scientific_journal-11973	104	8	scientific	scientific	ADJ
american_scientific_journal-11973	104	9	research	research	NOUN
american_scientific_journal-11973	104	10	journal	journal	NOUN
american_scientific_journal-11973	104	11	for	for	ADP
american_scientific_journal-11973	104	12	engineering	engineering	NOUN
american_scientific_journal-11973	104	13	,	,	PUNCT
american_scientific_journal-11973	104	14	technology	technology	NOUN
american_scientific_journal-11973	104	15	,	,	PUNCT
american_scientific_journal-11973	104	16	and	and	CCONJ
american_scientific_journal-11973	104	17	sciences	science	NOUN
american_scientific_journal-11973	104	18	(	(	PUNCT
american_scientific_journal-11973	104	19	asrjets	asrjet	NOUN
american_scientific_journal-11973	104	20	)	)	PUNCT
american_scientific_journal-11973	104	21	volume	volume	NOUN
american_scientific_journal-11973	104	22	102	102	NUM
american_scientific_journal-11973	104	23	,	,	PUNCT
american_scientific_journal-11973	104	24	no	no	DET
american_scientific_journal-11973	104	25	1	1	NUM
american_scientific_journal-11973	104	26	,	,	PUNCT
american_scientific_journal-11973	104	27	pp	pp	ADV
american_scientific_journal-11973	104	28	404	404	NUM
american_scientific_journal-11973	104	29	-	-	SYM
american_scientific_journal-11973	104	30	413	413	NUM
american_scientific_journal-11973	104	31	410	410	NUM
american_scientific_journal-11973	104	32	●	●	NUM
american_scientific_journal-11973	104	33	the	the	DET
american_scientific_journal-11973	104	34	precision	precision	NOUN
american_scientific_journal-11973	104	35	-	-	PUNCT
american_scientific_journal-11973	104	36	recall	recall	NOUN
american_scientific_journal-11973	104	37	(	(	PUNCT
american_scientific_journal-11973	104	38	pr	pr	NOUN
american_scientific_journal-11973	104	39	)	)	PUNCT
american_scientific_journal-11973	104	40	curve	curve	NOUN
american_scientific_journal-11973	104	41	is	be	AUX
american_scientific_journal-11973	104	42	a	a	DET
american_scientific_journal-11973	104	43	graphical	graphical	ADJ
american_scientific_journal-11973	104	44	evaluation	evaluation	NOUN
american_scientific_journal-11973	104	45	tool	tool	NOUN
american_scientific_journal-11973	104	46	commonly	commonly	ADV
american_scientific_journal-11973	104	47	used	use	VERB
american_scientific_journal-11973	104	48	to	to	PART
american_scientific_journal-11973	104	49	assess	assess	VERB
american_scientific_journal-11973	104	50	the	the	DET
american_scientific_journal-11973	104	51	performance	performance	NOUN
american_scientific_journal-11973	104	52	of	of	ADP
american_scientific_journal-11973	104	53	classification	classification	NOUN
american_scientific_journal-11973	104	54	models	model	NOUN
american_scientific_journal-11973	104	55	,	,	PUNCT
american_scientific_journal-11973	104	56	particularly	particularly	ADV
american_scientific_journal-11973	104	57	in	in	ADP
american_scientific_journal-11973	104	58	scenarios	scenario	NOUN
american_scientific_journal-11973	104	59	with	with	ADP
american_scientific_journal-11973	104	60	class	class	NOUN
american_scientific_journal-11973	104	61	imbalance	imbalance	NOUN
american_scientific_journal-11973	104	62	.	.	PUNCT
american_scientific_journal-11973	105	1	it	it	PRON
american_scientific_journal-11973	105	2	plots	plot	VERB
american_scientific_journal-11973	105	3	precision	precision	NOUN
american_scientific_journal-11973	105	4	(	(	PUNCT
american_scientific_journal-11973	105	5	y	y	NOUN
american_scientific_journal-11973	105	6	-	-	PUNCT
american_scientific_journal-11973	105	7	axis	axis	NOUN
american_scientific_journal-11973	105	8	)	)	PUNCT
american_scientific_journal-11973	105	9	against	against	ADP
american_scientific_journal-11973	105	10	recall	recall	NOUN
american_scientific_journal-11973	105	11	(	(	PUNCT
american_scientific_journal-11973	105	12	x	x	NOUN
american_scientific_journal-11973	105	13	-	-	NOUN
american_scientific_journal-11973	105	14	axis	axis	NOUN
american_scientific_journal-11973	105	15	)	)	PUNCT
american_scientific_journal-11973	105	16	across	across	ADP
american_scientific_journal-11973	105	17	a	a	DET
american_scientific_journal-11973	105	18	range	range	NOUN
american_scientific_journal-11973	105	19	of	of	ADP
american_scientific_journal-11973	105	20	classification	classification	NOUN
american_scientific_journal-11973	105	21	thresholds	threshold	NOUN
american_scientific_journal-11973	105	22	,	,	PUNCT
american_scientific_journal-11973	105	23	providing	provide	VERB
american_scientific_journal-11973	105	24	a	a	DET
american_scientific_journal-11973	105	25	comprehensive	comprehensive	ADJ
american_scientific_journal-11973	105	26	view	view	NOUN
american_scientific_journal-11973	105	27	of	of	ADP
american_scientific_journal-11973	105	28	the	the	DET
american_scientific_journal-11973	105	29	trade	trade	NOUN
american_scientific_journal-11973	105	30	-	-	PUNCT
american_scientific_journal-11973	105	31	off	off	NOUN
american_scientific_journal-11973	105	32	between	between	ADP
american_scientific_journal-11973	105	33	these	these	DET
american_scientific_journal-11973	105	34	two	two	NUM
american_scientific_journal-11973	105	35	metrics	metric	NOUN
american_scientific_journal-11973	105	36	.	.	PUNCT
american_scientific_journal-11973	106	1	to	to	PART
american_scientific_journal-11973	106	2	summarize	summarize	VERB
american_scientific_journal-11973	106	3	the	the	DET
american_scientific_journal-11973	106	4	curve	curve	NOUN
american_scientific_journal-11973	106	5	into	into	ADP
american_scientific_journal-11973	106	6	a	a	DET
american_scientific_journal-11973	106	7	single	single	ADJ
american_scientific_journal-11973	106	8	quantitative	quantitative	ADJ
american_scientific_journal-11973	106	9	value	value	NOUN
american_scientific_journal-11973	106	10	,	,	PUNCT
american_scientific_journal-11973	106	11	we	we	PRON
american_scientific_journal-11973	106	12	use	use	VERB
american_scientific_journal-11973	106	13	average	average	ADJ
american_scientific_journal-11973	106	14	precision	precision	NOUN
american_scientific_journal-11973	106	15	(	(	PUNCT
american_scientific_journal-11973	106	16	ap	ap	PROPN
american_scientific_journal-11973	106	17	)	)	PUNCT
american_scientific_journal-11973	106	18	,	,	PUNCT
american_scientific_journal-11973	106	19	which	which	PRON
american_scientific_journal-11973	106	20	represents	represent	VERB
american_scientific_journal-11973	106	21	the	the	DET
american_scientific_journal-11973	106	22	weighted	weighted	ADJ
american_scientific_journal-11973	106	23	mean	mean	NOUN
american_scientific_journal-11973	106	24	of	of	ADP
american_scientific_journal-11973	106	25	precision	precision	NOUN
american_scientific_journal-11973	106	26	values	value	NOUN
american_scientific_journal-11973	106	27	at	at	ADP
american_scientific_journal-11973	106	28	different	different	ADJ
american_scientific_journal-11973	106	29	recall	recall	NOUN
american_scientific_journal-11973	106	30	levels	level	NOUN
american_scientific_journal-11973	106	31	.	.	PUNCT
american_scientific_journal-11973	107	1	the	the	DET
american_scientific_journal-11973	107	2	weights	weight	NOUN
american_scientific_journal-11973	107	3	are	be	AUX
american_scientific_journal-11973	107	4	defined	define	VERB
american_scientific_journal-11973	107	5	by	by	ADP
american_scientific_journal-11973	107	6	the	the	DET
american_scientific_journal-11973	107	7	increase	increase	NOUN
american_scientific_journal-11973	107	8	in	in	ADP
american_scientific_journal-11973	107	9	recall	recall	NOUN
american_scientific_journal-11973	107	10	from	from	ADP
american_scientific_journal-11973	107	11	the	the	DET
american_scientific_journal-11973	107	12	previous	previous	ADJ
american_scientific_journal-11973	107	13	threshold	threshold	NOUN
american_scientific_journal-11973	107	14	,	,	PUNCT
american_scientific_journal-11973	107	15	capturing	capture	VERB
american_scientific_journal-11973	107	16	the	the	DET
american_scientific_journal-11973	107	17	area	area	NOUN
american_scientific_journal-11973	107	18	under	under	ADP
american_scientific_journal-11973	107	19	the	the	DET
american_scientific_journal-11973	107	20	pr	pr	NOUN
american_scientific_journal-11973	107	21	curve	curve	NOUN
american_scientific_journal-11973	107	22	and	and	CCONJ
american_scientific_journal-11973	107	23	offering	offer	VERB
american_scientific_journal-11973	107	24	a	a	DET
american_scientific_journal-11973	107	25	robust	robust	ADJ
american_scientific_journal-11973	107	26	measure	measure	NOUN
american_scientific_journal-11973	107	27	of	of	ADP
american_scientific_journal-11973	107	28	a	a	DET
american_scientific_journal-11973	107	29	model	model	NOUN
american_scientific_journal-11973	107	30	’s	’s	PART
american_scientific_journal-11973	107	31	ability	ability	NOUN
american_scientific_journal-11973	107	32	to	to	PART
american_scientific_journal-11973	107	33	maintain	maintain	VERB
american_scientific_journal-11973	107	34	high	high	ADJ
american_scientific_journal-11973	107	35	precision	precision	NOUN
american_scientific_journal-11973	107	36	while	while	SCONJ
american_scientific_journal-11973	107	37	improving	improve	VERB
american_scientific_journal-11973	107	38	recall	recall	NOUN
american_scientific_journal-11973	107	39	.	.	PUNCT
american_scientific_journal-11973	108	1	5	5	X
american_scientific_journal-11973	108	2	.	.	X
american_scientific_journal-11973	108	3	results	result	NOUN
american_scientific_journal-11973	108	4	and	and	CCONJ
american_scientific_journal-11973	108	5	discussion	discussion	NOUN
american_scientific_journal-11973	108	6	a	a	PRON
american_scientific_journal-11973	108	7	)	)	PUNCT
american_scientific_journal-11973	108	8	experimental	experimental	ADJ
american_scientific_journal-11973	108	9	setting	set	VERB
american_scientific_journal-11973	108	10	all	all	DET
american_scientific_journal-11973	108	11	experiments	experiment	NOUN
american_scientific_journal-11973	108	12	were	be	AUX
american_scientific_journal-11973	108	13	conducted	conduct	VERB
american_scientific_journal-11973	108	14	using	use	VERB
american_scientific_journal-11973	108	15	python	python	NOUN
american_scientific_journal-11973	108	16	3.8	3.8	NUM
american_scientific_journal-11973	108	17	,	,	PUNCT
american_scientific_journal-11973	108	18	along	along	ADP
american_scientific_journal-11973	108	19	with	with	ADP
american_scientific_journal-11973	108	20	the	the	DET
american_scientific_journal-11973	108	21	numpy	numpy	NOUN
american_scientific_journal-11973	109	1	[	[	X
american_scientific_journal-11973	109	2	7	7	NUM
american_scientific_journal-11973	109	3	]	]	PUNCT
american_scientific_journal-11973	109	4	and	and	CCONJ
american_scientific_journal-11973	109	5	scikit	scikit	NOUN
american_scientific_journal-11973	109	6	-	-	PUNCT
american_scientific_journal-11973	109	7	learn	learn	VERB
american_scientific_journal-11973	109	8	[	[	X
american_scientific_journal-11973	109	9	8	8	NUM
american_scientific_journal-11973	109	10	]	]	SYM
american_scientific_journal-11973	109	11	libraries	library	NOUN
american_scientific_journal-11973	109	12	.	.	PUNCT
american_scientific_journal-11973	110	1	the	the	DET
american_scientific_journal-11973	110	2	models	model	NOUN
american_scientific_journal-11973	110	3	were	be	AUX
american_scientific_journal-11973	110	4	trained	train	VERB
american_scientific_journal-11973	110	5	and	and	CCONJ
american_scientific_journal-11973	110	6	tested	test	VERB
american_scientific_journal-11973	110	7	on	on	ADP
american_scientific_journal-11973	110	8	a	a	DET
american_scientific_journal-11973	110	9	machine	machine	NOUN
american_scientific_journal-11973	110	10	with	with	ADP
american_scientific_journal-11973	110	11	an	an	DET
american_scientific_journal-11973	110	12	intel	intel	NOUN
american_scientific_journal-11973	110	13	i7	i7	NOUN
american_scientific_journal-11973	110	14	cpu	cpu	NOUN
american_scientific_journal-11973	110	15	and	and	CCONJ
american_scientific_journal-11973	110	16	16	16	NUM
american_scientific_journal-11973	110	17	gb	gb	NOUN
american_scientific_journal-11973	110	18	ram	ram	NOUN
american_scientific_journal-11973	110	19	.	.	PUNCT
american_scientific_journal-11973	111	1	to	to	PART
american_scientific_journal-11973	111	2	ensure	ensure	VERB
american_scientific_journal-11973	111	3	convergence	convergence	NOUN
american_scientific_journal-11973	111	4	in	in	ADP
american_scientific_journal-11973	111	5	complex	complex	ADJ
american_scientific_journal-11973	111	6	,	,	PUNCT
american_scientific_journal-11973	111	7	high	high	ADJ
american_scientific_journal-11973	111	8	-	-	PUNCT
american_scientific_journal-11973	111	9	dimensional	dimensional	ADJ
american_scientific_journal-11973	111	10	feature	feature	NOUN
american_scientific_journal-11973	111	11	space	space	NOUN
american_scientific_journal-11973	111	12	,	,	PUNCT
american_scientific_journal-11973	111	13	the	the	DET
american_scientific_journal-11973	111	14	maximum	maximum	ADJ
american_scientific_journal-11973	111	15	number	number	NOUN
american_scientific_journal-11973	111	16	of	of	ADP
american_scientific_journal-11973	111	17	iterations	iteration	NOUN
american_scientific_journal-11973	111	18	for	for	ADP
american_scientific_journal-11973	111	19	logistic	logistic	ADJ
american_scientific_journal-11973	111	20	regression	regression	NOUN
american_scientific_journal-11973	111	21	,	,	PUNCT
american_scientific_journal-11973	111	22	histogram	histogram	NOUN
american_scientific_journal-11973	111	23	gradient	gradient	NOUN
american_scientific_journal-11973	111	24	boosting	boosting	NOUN
american_scientific_journal-11973	111	25	,	,	PUNCT
american_scientific_journal-11973	111	26	and	and	CCONJ
american_scientific_journal-11973	111	27	perceptron	perceptron	PROPN
american_scientific_journal-11973	111	28	was	be	AUX
american_scientific_journal-11973	111	29	set	set	VERB
american_scientific_journal-11973	111	30	to	to	ADP
american_scientific_journal-11973	111	31	50,000	50,000	NUM
american_scientific_journal-11973	111	32	.	.	PUNCT
american_scientific_journal-11973	112	1	logistic	logistic	ADJ
american_scientific_journal-11973	112	2	regression	regression	NOUN
american_scientific_journal-11973	112	3	used	use	VERB
american_scientific_journal-11973	112	4	l2	l2	NOUN
american_scientific_journal-11973	112	5	regularization	regularization	NOUN
american_scientific_journal-11973	112	6	with	with	ADP
american_scientific_journal-11973	112	7	the	the	DET
american_scientific_journal-11973	112	8	c	c	PROPN
american_scientific_journal-11973	112	9	parameter	parameter	NOUN
american_scientific_journal-11973	112	10	tuned	tune	VERB
american_scientific_journal-11973	112	11	via	via	ADP
american_scientific_journal-11973	112	12	a	a	DET
american_scientific_journal-11973	112	13	held	hold	VERB
american_scientific_journal-11973	112	14	-	-	PUNCT
american_scientific_journal-11973	112	15	out	out	ADP
american_scientific_journal-11973	112	16	validation	validation	NOUN
american_scientific_journal-11973	112	17	set	set	NOUN
american_scientific_journal-11973	112	18	.	.	PUNCT
american_scientific_journal-11973	113	1	the	the	DET
american_scientific_journal-11973	113	2	multilayer	multilayer	PROPN
american_scientific_journal-11973	113	3	perceptron	perceptron	PROPN
american_scientific_journal-11973	113	4	(	(	PUNCT
american_scientific_journal-11973	113	5	mlp	mlp	PROPN
american_scientific_journal-11973	113	6	)	)	PUNCT
american_scientific_journal-11973	113	7	model	model	NOUN
american_scientific_journal-11973	113	8	employed	employ	VERB
american_scientific_journal-11973	113	9	two	two	NUM
american_scientific_journal-11973	113	10	hidden	hidden	ADJ
american_scientific_journal-11973	113	11	layers	layer	NOUN
american_scientific_journal-11973	113	12	with	with	ADP
american_scientific_journal-11973	113	13	5	5	NUM
american_scientific_journal-11973	113	14	neurons	neuron	NOUN
american_scientific_journal-11973	113	15	each	each	PRON
american_scientific_journal-11973	113	16	,	,	PUNCT
american_scientific_journal-11973	113	17	using	use	VERB
american_scientific_journal-11973	113	18	relu	relu	NOUN
american_scientific_journal-11973	113	19	activation	activation	NOUN
american_scientific_journal-11973	113	20	.	.	PUNCT
american_scientific_journal-11973	114	1	training	training	NOUN
american_scientific_journal-11973	114	2	was	be	AUX
american_scientific_journal-11973	114	3	done	do	VERB
american_scientific_journal-11973	114	4	with	with	ADP
american_scientific_journal-11973	114	5	a	a	DET
american_scientific_journal-11973	114	6	batch	batch	NOUN
american_scientific_journal-11973	114	7	size	size	NOUN
american_scientific_journal-11973	114	8	of	of	ADP
american_scientific_journal-11973	114	9	32	32	NUM
american_scientific_journal-11973	114	10	using	use	VERB
american_scientific_journal-11973	114	11	the	the	DET
american_scientific_journal-11973	114	12	adam	adam	PROPN
american_scientific_journal-11973	114	13	optimizer	optimizer	NOUN
american_scientific_journal-11973	114	14	.	.	PUNCT
american_scientific_journal-11973	115	1	a	a	DET
american_scientific_journal-11973	115	2	maximum	maximum	NOUN
american_scientific_journal-11973	115	3	of	of	ADP
american_scientific_journal-11973	115	4	1,000,000	1,000,000	NUM
american_scientific_journal-11973	115	5	iterations	iteration	NOUN
american_scientific_journal-11973	115	6	was	be	AUX
american_scientific_journal-11973	115	7	allowed	allow	VERB
american_scientific_journal-11973	115	8	to	to	PART
american_scientific_journal-11973	115	9	accommodate	accommodate	VERB
american_scientific_journal-11973	115	10	the	the	DET
american_scientific_journal-11973	115	11	dataset	dataset	NOUN
american_scientific_journal-11973	115	12	's	's	PART
american_scientific_journal-11973	115	13	complexity	complexity	NOUN
american_scientific_journal-11973	115	14	.	.	PUNCT
american_scientific_journal-11973	116	1	early	early	ADJ
american_scientific_journal-11973	116	2	stopping	stopping	NOUN
american_scientific_journal-11973	116	3	was	be	AUX
american_scientific_journal-11973	116	4	applied	apply	VERB
american_scientific_journal-11973	116	5	based	base	VERB
american_scientific_journal-11973	116	6	on	on	ADP
american_scientific_journal-11973	116	7	validation	validation	NOUN
american_scientific_journal-11973	116	8	loss	loss	NOUN
american_scientific_journal-11973	116	9	.	.	PUNCT
american_scientific_journal-11973	117	1	hyperparameters	hyperparameter	NOUN
american_scientific_journal-11973	117	2	for	for	ADP
american_scientific_journal-11973	117	3	all	all	DET
american_scientific_journal-11973	117	4	models	model	NOUN
american_scientific_journal-11973	117	5	were	be	AUX
american_scientific_journal-11973	117	6	optimized	optimize	VERB
american_scientific_journal-11973	117	7	through	through	ADP
american_scientific_journal-11973	117	8	grid	grid	NOUN
american_scientific_journal-11973	117	9	search	search	NOUN
american_scientific_journal-11973	117	10	using	use	VERB
american_scientific_journal-11973	117	11	5	5	NUM
american_scientific_journal-11973	117	12	-	-	ADJ
american_scientific_journal-11973	117	13	fold	fold	ADJ
american_scientific_journal-11973	117	14	cross	cross	NOUN
american_scientific_journal-11973	117	15	-	-	NOUN
american_scientific_journal-11973	117	16	validation	validation	NOUN
american_scientific_journal-11973	117	17	.	.	PUNCT
american_scientific_journal-11973	118	1	a	a	DET
american_scientific_journal-11973	118	2	validation	validation	NOUN
american_scientific_journal-11973	118	3	split	split	NOUN
american_scientific_journal-11973	118	4	(	(	PUNCT
american_scientific_journal-11973	118	5	20	20	NUM
american_scientific_journal-11973	118	6	%	%	NOUN
american_scientific_journal-11973	118	7	)	)	PUNCT
american_scientific_journal-11973	118	8	from	from	ADP
american_scientific_journal-11973	118	9	the	the	DET
american_scientific_journal-11973	118	10	training	training	NOUN
american_scientific_journal-11973	118	11	set	set	NOUN
american_scientific_journal-11973	118	12	was	be	AUX
american_scientific_journal-11973	118	13	used	use	VERB
american_scientific_journal-11973	118	14	for	for	ADP
american_scientific_journal-11973	118	15	tuning	tune	VERB
american_scientific_journal-11973	118	16	to	to	PART
american_scientific_journal-11973	118	17	avoid	avoid	VERB
american_scientific_journal-11973	118	18	data	datum	NOUN
american_scientific_journal-11973	118	19	leakage	leakage	NOUN
american_scientific_journal-11973	118	20	.	.	PUNCT
american_scientific_journal-11973	119	1	to	to	PART
american_scientific_journal-11973	119	2	ensure	ensure	VERB
american_scientific_journal-11973	119	3	reproducibility	reproducibility	NOUN
american_scientific_journal-11973	119	4	,	,	PUNCT
american_scientific_journal-11973	119	5	the	the	DET
american_scientific_journal-11973	119	6	random	random	ADJ
american_scientific_journal-11973	119	7	seed	seed	NOUN
american_scientific_journal-11973	119	8	was	be	AUX
american_scientific_journal-11973	119	9	fixed	fix	VERB
american_scientific_journal-11973	119	10	at	at	ADP
american_scientific_journal-11973	119	11	42	42	NUM
american_scientific_journal-11973	119	12	for	for	ADP
american_scientific_journal-11973	119	13	all	all	DET
american_scientific_journal-11973	119	14	random	random	ADJ
american_scientific_journal-11973	119	15	processes	process	NOUN
american_scientific_journal-11973	119	16	,	,	PUNCT
american_scientific_journal-11973	119	17	including	include	VERB
american_scientific_journal-11973	119	18	data	datum	NOUN
american_scientific_journal-11973	119	19	splitting	splitting	NOUN
american_scientific_journal-11973	119	20	and	and	CCONJ
american_scientific_journal-11973	119	21	model	model	NOUN
american_scientific_journal-11973	119	22	initialization	initialization	NOUN
american_scientific_journal-11973	119	23	.	.	PUNCT
american_scientific_journal-11973	120	1	each	each	DET
american_scientific_journal-11973	120	2	model	model	NOUN
american_scientific_journal-11973	120	3	was	be	AUX
american_scientific_journal-11973	120	4	trained	train	VERB
american_scientific_journal-11973	120	5	three	three	NUM
american_scientific_journal-11973	120	6	times	time	NOUN
american_scientific_journal-11973	120	7	,	,	PUNCT
american_scientific_journal-11973	120	8	and	and	CCONJ
american_scientific_journal-11973	120	9	the	the	DET
american_scientific_journal-11973	120	10	results	result	NOUN
american_scientific_journal-11973	120	11	were	be	AUX
american_scientific_journal-11973	120	12	averaged	average	VERB
american_scientific_journal-11973	120	13	to	to	PART
american_scientific_journal-11973	120	14	account	account	VERB
american_scientific_journal-11973	120	15	for	for	ADP
american_scientific_journal-11973	120	16	variance	variance	NOUN
american_scientific_journal-11973	120	17	in	in	ADP
american_scientific_journal-11973	120	18	training	training	NOUN
american_scientific_journal-11973	120	19	.	.	PUNCT
american_scientific_journal-11973	121	1	this	this	DET
american_scientific_journal-11973	121	2	setup	setup	NOUN
american_scientific_journal-11973	121	3	ensured	ensure	VERB
american_scientific_journal-11973	121	4	consistent	consistent	ADJ
american_scientific_journal-11973	121	5	and	and	CCONJ
american_scientific_journal-11973	121	6	reliable	reliable	ADJ
american_scientific_journal-11973	121	7	comparisons	comparison	NOUN
american_scientific_journal-11973	121	8	across	across	ADP
american_scientific_journal-11973	121	9	model	model	NOUN
american_scientific_journal-11973	121	10	architectures	architecture	NOUN
american_scientific_journal-11973	121	11	.	.	PUNCT
american_scientific_journal-11973	122	1	b	b	X
american_scientific_journal-11973	122	2	)	)	PUNCT
american_scientific_journal-11973	122	3	quantitative	quantitative	ADJ
american_scientific_journal-11973	122	4	results	result	NOUN
american_scientific_journal-11973	122	5	table	table	PROPN
american_scientific_journal-11973	122	6	ii	ii	PROPN
american_scientific_journal-11973	122	7	summarizes	summarize	VERB
american_scientific_journal-11973	122	8	the	the	DET
american_scientific_journal-11973	122	9	performance	performance	NOUN
american_scientific_journal-11973	122	10	of	of	ADP
american_scientific_journal-11973	122	11	the	the	DET
american_scientific_journal-11973	122	12	machine	machine	NOUN
american_scientific_journal-11973	122	13	learning	learning	NOUN
american_scientific_journal-11973	122	14	models	model	NOUN
american_scientific_journal-11973	122	15	across	across	ADP
american_scientific_journal-11973	122	16	various	various	ADJ
american_scientific_journal-11973	122	17	evaluation	evaluation	NOUN
american_scientific_journal-11973	122	18	metrics	metric	NOUN
american_scientific_journal-11973	122	19	:	:	PUNCT
american_scientific_journal-11973	122	20	precision	precision	NOUN
american_scientific_journal-11973	122	21	,	,	PUNCT
american_scientific_journal-11973	122	22	recall	recall	NOUN
american_scientific_journal-11973	122	23	,	,	PUNCT
american_scientific_journal-11973	122	24	f1	f1	NOUN
american_scientific_journal-11973	122	25	score	score	NOUN
american_scientific_journal-11973	122	26	,	,	PUNCT
american_scientific_journal-11973	122	27	and	and	CCONJ
american_scientific_journal-11973	122	28	accuracy	accuracy	NOUN
american_scientific_journal-11973	122	29	.	.	PUNCT
american_scientific_journal-11973	123	1	among	among	ADP
american_scientific_journal-11973	123	2	all	all	DET
american_scientific_journal-11973	123	3	models	model	NOUN
american_scientific_journal-11973	123	4	tested	test	VERB
american_scientific_journal-11973	123	5	,	,	PUNCT
american_scientific_journal-11973	123	6	the	the	DET
american_scientific_journal-11973	123	7	histogram	histogram	NOUN
american_scientific_journal-11973	123	8	gradient	gradient	NOUN
american_scientific_journal-11973	123	9	boosting	boost	VERB
american_scientific_journal-11973	123	10	classifier	classifier	NOUN
american_scientific_journal-11973	123	11	stood	stand	VERB
american_scientific_journal-11973	123	12	out	out	ADP
american_scientific_journal-11973	123	13	with	with	ADP
american_scientific_journal-11973	123	14	the	the	DET
american_scientific_journal-11973	123	15	highest	high	ADJ
american_scientific_journal-11973	123	16	overall	overall	ADJ
american_scientific_journal-11973	123	17	performance	performance	NOUN
american_scientific_journal-11973	123	18	,	,	PUNCT
american_scientific_journal-11973	123	19	achieving	achieve	VERB
american_scientific_journal-11973	123	20	a	a	DET
american_scientific_journal-11973	123	21	near	near	ADV
american_scientific_journal-11973	123	22	-	-	PUNCT
american_scientific_journal-11973	123	23	optimal	optimal	ADJ
american_scientific_journal-11973	123	24	balance	balance	NOUN
american_scientific_journal-11973	123	25	between	between	ADP
american_scientific_journal-11973	123	26	precision	precision	NOUN
american_scientific_journal-11973	123	27	and	and	CCONJ
american_scientific_journal-11973	123	28	recall	recall	NOUN
american_scientific_journal-11973	123	29	,	,	PUNCT
american_scientific_journal-11973	123	30	and	and	CCONJ
american_scientific_journal-11973	123	31	leading	lead	VERB
american_scientific_journal-11973	123	32	in	in	ADP
american_scientific_journal-11973	123	33	f1	f1	ADJ
american_scientific_journal-11973	123	34	score	score	NOUN
american_scientific_journal-11973	123	35	and	and	CCONJ
american_scientific_journal-11973	123	36	accuracy	accuracy	NOUN
american_scientific_journal-11973	123	37	.	.	PUNCT
american_scientific_journal-11973	124	1	specifically	specifically	ADV
american_scientific_journal-11973	124	2	,	,	PUNCT
american_scientific_journal-11973	124	3	it	it	PRON
american_scientific_journal-11973	124	4	captured	capture	VERB
american_scientific_journal-11973	124	5	subtle	subtle	ADJ
american_scientific_journal-11973	124	6	patterns	pattern	NOUN
american_scientific_journal-11973	124	7	in	in	ADP
american_scientific_journal-11973	124	8	the	the	DET
american_scientific_journal-11973	124	9	high	high	ADV
american_scientific_journal-11973	124	10	-	-	PUNCT
american_scientific_journal-11973	124	11	dimensional	dimensional	ADJ
american_scientific_journal-11973	124	12	exoplanet	exoplanet	NOUN
american_scientific_journal-11973	124	13	dataset	dataset	NOUN
american_scientific_journal-11973	124	14	,	,	PUNCT
american_scientific_journal-11973	124	15	demonstrating	demonstrate	VERB
american_scientific_journal-11973	124	16	strong	strong	ADJ
american_scientific_journal-11973	124	17	generalization	generalization	NOUN
american_scientific_journal-11973	124	18	capabilities	capability	NOUN
american_scientific_journal-11973	124	19	across	across	ADP
american_scientific_journal-11973	124	20	both	both	PRON
american_scientific_journal-11973	124	21	majority	majority	NOUN
american_scientific_journal-11973	124	22	and	and	CCONJ
american_scientific_journal-11973	124	23	minority	minority	NOUN
american_scientific_journal-11973	124	24	classes	class	NOUN
american_scientific_journal-11973	124	25	.	.	PUNCT
american_scientific_journal-11973	125	1	the	the	DET
american_scientific_journal-11973	125	2	multilayer	multilayer	PROPN
american_scientific_journal-11973	125	3	perceptron	perceptron	PROPN
american_scientific_journal-11973	125	4	(	(	PUNCT
american_scientific_journal-11973	125	5	mlp	mlp	NOUN
american_scientific_journal-11973	125	6	)	)	PUNCT
american_scientific_journal-11973	125	7	also	also	ADV
american_scientific_journal-11973	125	8	performed	perform	VERB
american_scientific_journal-11973	125	9	competitively	competitively	ADV
american_scientific_journal-11973	125	10	,	,	PUNCT
american_scientific_journal-11973	125	11	achieving	achieve	VERB
american_scientific_journal-11973	125	12	a	a	DET
american_scientific_journal-11973	125	13	recall	recall	NOUN
american_scientific_journal-11973	125	14	of	of	ADP
american_scientific_journal-11973	125	15	95.0	95.0	NUM
american_scientific_journal-11973	125	16	%	%	NOUN
american_scientific_journal-11973	125	17	,	,	PUNCT
american_scientific_journal-11973	125	18	indicating	indicate	VERB
american_scientific_journal-11973	125	19	high	high	ADJ
american_scientific_journal-11973	125	20	sensitivity	sensitivity	NOUN
american_scientific_journal-11973	125	21	in	in	ADP
american_scientific_journal-11973	125	22	detecting	detect	VERB
american_scientific_journal-11973	125	23	true	true	ADJ
american_scientific_journal-11973	125	24	positives	positive	NOUN
american_scientific_journal-11973	125	25	.	.	PUNCT
american_scientific_journal-11973	126	1	its	its	PRON
american_scientific_journal-11973	126	2	neural	neural	ADJ
american_scientific_journal-11973	126	3	architecture	architecture	NOUN
american_scientific_journal-11973	126	4	enabled	enable	VERB
american_scientific_journal-11973	126	5	it	it	PRON
american_scientific_journal-11973	126	6	to	to	ADP
american_scientific_journal-11973	126	7	model	model	NOUN
american_scientific_journal-11973	126	8	complex	complex	PROPN
american_scientific_journal-11973	126	9	,	,	PUNCT
american_scientific_journal-11973	126	10	non	non	ADJ
american_scientific_journal-11973	126	11	-	-	ADJ
american_scientific_journal-11973	126	12	linear	linear	ADJ
american_scientific_journal-11973	126	13	relationships	relationship	NOUN
american_scientific_journal-11973	126	14	,	,	PUNCT
american_scientific_journal-11973	126	15	though	though	SCONJ
american_scientific_journal-11973	126	16	it	it	PRON
american_scientific_journal-11973	126	17	showed	show	VERB
american_scientific_journal-11973	126	18	slightly	slightly	ADV
american_scientific_journal-11973	126	19	more	more	ADJ
american_scientific_journal-11973	126	20	variability	variability	NOUN
american_scientific_journal-11973	126	21	in	in	ADP
american_scientific_journal-11973	126	22	precision	precision	NOUN
american_scientific_journal-11973	126	23	.	.	PUNCT
american_scientific_journal-11973	127	1	logistic	logistic	ADJ
american_scientific_journal-11973	127	2	regression	regression	NOUN
american_scientific_journal-11973	127	3	achieved	achieve	VERB
american_scientific_journal-11973	127	4	an	an	DET
american_scientific_journal-11973	127	5	f1	f1	ADJ
american_scientific_journal-11973	127	6	score	score	NOUN
american_scientific_journal-11973	127	7	of	of	ADP
american_scientific_journal-11973	127	8	91.2	91.2	NUM
american_scientific_journal-11973	127	9	%	%	NOUN
american_scientific_journal-11973	127	10	,	,	PUNCT
american_scientific_journal-11973	127	11	demonstrating	demonstrate	VERB
american_scientific_journal-11973	127	12	a	a	DET
american_scientific_journal-11973	127	13	reliable	reliable	ADJ
american_scientific_journal-11973	127	14	trade	trade	NOUN
american_scientific_journal-11973	127	15	-	-	PUNCT
american_scientific_journal-11973	127	16	off	off	NOUN
american_scientific_journal-11973	127	17	between	between	ADP
american_scientific_journal-11973	127	18	false	false	ADJ
american_scientific_journal-11973	127	19	positives	positive	NOUN
american_scientific_journal-11973	127	20	and	and	CCONJ
american_scientific_journal-11973	127	21	false	false	ADJ
american_scientific_journal-11973	127	22	negatives	negative	NOUN
american_scientific_journal-11973	127	23	.	.	PUNCT
american_scientific_journal-11973	128	1	while	while	SCONJ
american_scientific_journal-11973	128	2	not	not	PART
american_scientific_journal-11973	128	3	as	as	ADV
american_scientific_journal-11973	128	4	powerful	powerful	ADJ
american_scientific_journal-11973	128	5	as	as	ADP
american_scientific_journal-11973	128	6	ensemble	ensemble	ADJ
american_scientific_journal-11973	128	7	methods	method	NOUN
american_scientific_journal-11973	128	8	,	,	PUNCT
american_scientific_journal-11973	128	9	it	it	PRON
american_scientific_journal-11973	128	10	maintained	maintain	VERB
american_scientific_journal-11973	128	11	robustness	robustness	NOUN
american_scientific_journal-11973	128	12	across	across	ADP
american_scientific_journal-11973	128	13	metrics	metric	NOUN
american_scientific_journal-11973	128	14	and	and	CCONJ
american_scientific_journal-11973	128	15	served	serve	VERB
american_scientific_journal-11973	128	16	as	as	ADP
american_scientific_journal-11973	128	17	a	a	DET
american_scientific_journal-11973	128	18	strong	strong	ADJ
american_scientific_journal-11973	128	19	classical	classical	ADJ
american_scientific_journal-11973	128	20	benchmark	benchmark	NOUN
american_scientific_journal-11973	128	21	.	.	PUNCT
american_scientific_journal-11973	129	1	in	in	ADP
american_scientific_journal-11973	129	2	contrast	contrast	NOUN
american_scientific_journal-11973	129	3	,	,	PUNCT
american_scientific_journal-11973	129	4	the	the	DET
american_scientific_journal-11973	129	5	naive	naive	ADJ
american_scientific_journal-11973	129	6	bayes	bayes	NOUN
american_scientific_journal-11973	129	7	model	model	NOUN
american_scientific_journal-11973	129	8	,	,	PUNCT
american_scientific_journal-11973	129	9	despite	despite	SCONJ
american_scientific_journal-11973	129	10	its	its	PRON
american_scientific_journal-11973	129	11	simplicity	simplicity	NOUN
american_scientific_journal-11973	129	12	,	,	PUNCT
american_scientific_journal-11973	129	13	achieved	achieve	VERB
american_scientific_journal-11973	129	14	the	the	DET
american_scientific_journal-11973	129	15	highest	high	ADJ
american_scientific_journal-11973	129	16	recall	recall	NOUN
american_scientific_journal-11973	129	17	of	of	ADP
american_scientific_journal-11973	129	18	98.0	98.0	NUM
american_scientific_journal-11973	129	19	%	%	NOUN
american_scientific_journal-11973	129	20	,	,	PUNCT
american_scientific_journal-11973	129	21	but	but	CCONJ
american_scientific_journal-11973	129	22	suffered	suffer	VERB
american_scientific_journal-11973	129	23	from	from	ADP
american_scientific_journal-11973	129	24	low	low	ADJ
american_scientific_journal-11973	129	25	precision	precision	NOUN
american_scientific_journal-11973	129	26	(	(	PUNCT
american_scientific_journal-11973	129	27	68.1	68.1	NUM
american_scientific_journal-11973	129	28	%	%	NOUN
american_scientific_journal-11973	129	29	)	)	PUNCT
american_scientific_journal-11973	129	30	,	,	PUNCT
american_scientific_journal-11973	129	31	resulting	result	VERB
american_scientific_journal-11973	129	32	in	in	ADP
american_scientific_journal-11973	129	33	a	a	DET
american_scientific_journal-11973	129	34	higher	high	ADJ
american_scientific_journal-11973	129	35	number	number	NOUN
american_scientific_journal-11973	129	36	of	of	ADP
american_scientific_journal-11973	129	37	false	false	ADJ
american_scientific_journal-11973	129	38	positives	positive	NOUN
american_scientific_journal-11973	129	39	.	.	PUNCT
american_scientific_journal-11973	130	1	decision	decision	NOUN
american_scientific_journal-11973	130	2	tree	tree	NOUN
american_scientific_journal-11973	130	3	and	and	CCONJ
american_scientific_journal-11973	130	4	perceptron	perceptron	PROPN
american_scientific_journal-11973	130	5	models	model	NOUN
american_scientific_journal-11973	130	6	showed	show	VERB
american_scientific_journal-11973	130	7	moderate	moderate	ADJ
american_scientific_journal-11973	130	8	performance	performance	NOUN
american_scientific_journal-11973	130	9	,	,	PUNCT
american_scientific_journal-11973	130	10	highlighting	highlight	VERB
american_scientific_journal-11973	130	11	their	their	PRON
american_scientific_journal-11973	130	12	limitations	limitation	NOUN
american_scientific_journal-11973	130	13	in	in	ADP
american_scientific_journal-11973	130	14	capturing	capture	VERB
american_scientific_journal-11973	130	15	intricate	intricate	ADJ
american_scientific_journal-11973	130	16	feature	feature	NOUN
american_scientific_journal-11973	130	17	interactions	interaction	NOUN
american_scientific_journal-11973	130	18	.	.	PUNCT
american_scientific_journal-11973	131	1	overall	overall	ADJ
american_scientific_journal-11973	131	2	,	,	PUNCT
american_scientific_journal-11973	131	3	ensemble	ensemble	ADJ
american_scientific_journal-11973	131	4	-	-	PUNCT
american_scientific_journal-11973	131	5	based	base	VERB
american_scientific_journal-11973	131	6	and	and	CCONJ
american_scientific_journal-11973	131	7	deep	deep	ADJ
american_scientific_journal-11973	131	8	learning	learning	NOUN
american_scientific_journal-11973	131	9	approaches	approach	NOUN
american_scientific_journal-11973	131	10	proved	prove	VERB
american_scientific_journal-11973	131	11	most	most	ADV
american_scientific_journal-11973	131	12	effective	effective	ADJ
american_scientific_journal-11973	131	13	in	in	ADP
american_scientific_journal-11973	131	14	addressing	address	VERB
american_scientific_journal-11973	131	15	the	the	DET
american_scientific_journal-11973	131	16	complexity	complexity	NOUN
american_scientific_journal-11973	131	17	of	of	ADP
american_scientific_journal-11973	131	18	exoplanet	exoplanet	PROPN
american_scientific_journal-11973	131	19	american	american	PROPN
american_scientific_journal-11973	131	20	academic	academic	PROPN
american_scientific_journal-11973	131	21	scientific	scientific	ADJ
american_scientific_journal-11973	131	22	research	research	NOUN
american_scientific_journal-11973	131	23	journal	journal	NOUN
american_scientific_journal-11973	131	24	for	for	ADP
american_scientific_journal-11973	131	25	engineering	engineering	NOUN
american_scientific_journal-11973	131	26	,	,	PUNCT
american_scientific_journal-11973	131	27	technology	technology	NOUN
american_scientific_journal-11973	131	28	,	,	PUNCT
american_scientific_journal-11973	131	29	and	and	CCONJ
american_scientific_journal-11973	131	30	sciences	science	NOUN
american_scientific_journal-11973	131	31	(	(	PUNCT
american_scientific_journal-11973	131	32	asrjets	asrjet	NOUN
american_scientific_journal-11973	131	33	)	)	PUNCT
american_scientific_journal-11973	131	34	volume	volume	NOUN
american_scientific_journal-11973	131	35	102	102	NUM
american_scientific_journal-11973	131	36	,	,	PUNCT
american_scientific_journal-11973	131	37	no	no	DET
american_scientific_journal-11973	131	38	1	1	NUM
american_scientific_journal-11973	131	39	,	,	PUNCT
american_scientific_journal-11973	131	40	pp	pp	ADV
american_scientific_journal-11973	131	41	404	404	NUM
american_scientific_journal-11973	131	42	-	-	SYM
american_scientific_journal-11973	131	43	413	413	NUM
american_scientific_journal-11973	131	44	411	411	NUM
american_scientific_journal-11973	131	45	classification	classification	NOUN
american_scientific_journal-11973	131	46	.	.	PUNCT
american_scientific_journal-11973	132	1	c	c	X
american_scientific_journal-11973	132	2	)	)	PUNCT
american_scientific_journal-11973	132	3	precision	precision	NOUN
american_scientific_journal-11973	132	4	-	-	PUNCT
american_scientific_journal-11973	132	5	recall	recall	NOUN
american_scientific_journal-11973	132	6	curve	curve	NOUN
american_scientific_journal-11973	132	7	the	the	DET
american_scientific_journal-11973	132	8	precision	precision	NOUN
american_scientific_journal-11973	132	9	-	-	PUNCT
american_scientific_journal-11973	132	10	recall	recall	NOUN
american_scientific_journal-11973	132	11	(	(	PUNCT
american_scientific_journal-11973	132	12	pr	pr	NOUN
american_scientific_journal-11973	132	13	)	)	PUNCT
american_scientific_journal-11973	132	14	curve	curve	NOUN
american_scientific_journal-11973	132	15	offers	offer	VERB
american_scientific_journal-11973	132	16	a	a	DET
american_scientific_journal-11973	132	17	deeper	deep	ADJ
american_scientific_journal-11973	132	18	evaluation	evaluation	NOUN
american_scientific_journal-11973	132	19	of	of	ADP
american_scientific_journal-11973	132	20	the	the	DET
american_scientific_journal-11973	132	21	four	four	NUM
american_scientific_journal-11973	132	22	best	well	ADV
american_scientific_journal-11973	132	23	-	-	PUNCT
american_scientific_journal-11973	132	24	performing	perform	VERB
american_scientific_journal-11973	132	25	models	model	NOUN
american_scientific_journal-11973	132	26	:	:	PUNCT
american_scientific_journal-11973	132	27	logistic	logistic	ADJ
american_scientific_journal-11973	132	28	regression	regression	NOUN
american_scientific_journal-11973	132	29	,	,	PUNCT
american_scientific_journal-11973	132	30	naive	naive	ADJ
american_scientific_journal-11973	132	31	bayes	bayes	NOUN
american_scientific_journal-11973	132	32	,	,	PUNCT
american_scientific_journal-11973	132	33	multilayer	multilayer	PROPN
american_scientific_journal-11973	132	34	perceptron	perceptron	PROPN
american_scientific_journal-11973	132	35	(	(	PUNCT
american_scientific_journal-11973	132	36	mlp	mlp	PROPN
american_scientific_journal-11973	132	37	)	)	PUNCT
american_scientific_journal-11973	132	38	,	,	PUNCT
american_scientific_journal-11973	132	39	and	and	CCONJ
american_scientific_journal-11973	132	40	histogram	histogram	NOUN
american_scientific_journal-11973	132	41	gradient	gradient	NOUN
american_scientific_journal-11973	132	42	boosting	boosting	NOUN
american_scientific_journal-11973	132	43	(	(	PUNCT
american_scientific_journal-11973	132	44	hgboost	hgboost	NOUN
american_scientific_journal-11973	132	45	)	)	PUNCT
american_scientific_journal-11973	132	46	.	.	PUNCT
american_scientific_journal-11973	133	1	figure	figure	NOUN
american_scientific_journal-11973	133	2	3	3	NUM
american_scientific_journal-11973	133	3	illustrates	illustrate	VERB
american_scientific_journal-11973	133	4	the	the	DET
american_scientific_journal-11973	133	5	relationship	relationship	NOUN
american_scientific_journal-11973	133	6	between	between	ADP
american_scientific_journal-11973	133	7	precision	precision	NOUN
american_scientific_journal-11973	133	8	and	and	CCONJ
american_scientific_journal-11973	133	9	recall	recall	NOUN
american_scientific_journal-11973	133	10	across	across	ADP
american_scientific_journal-11973	133	11	varying	vary	VERB
american_scientific_journal-11973	133	12	classification	classification	NOUN
american_scientific_journal-11973	133	13	thresholds	threshold	NOUN
american_scientific_journal-11973	133	14	for	for	ADP
american_scientific_journal-11973	133	15	each	each	DET
american_scientific_journal-11973	133	16	model	model	NOUN
american_scientific_journal-11973	133	17	.	.	PUNCT
american_scientific_journal-11973	134	1	among	among	ADP
american_scientific_journal-11973	134	2	them	they	PRON
american_scientific_journal-11973	134	3	,	,	PUNCT
american_scientific_journal-11973	134	4	histogram	histogram	NOUN
american_scientific_journal-11973	134	5	gradient	gradient	NOUN
american_scientific_journal-11973	134	6	boosting	boosting	NOUN
american_scientific_journal-11973	134	7	achieved	achieve	VERB
american_scientific_journal-11973	134	8	the	the	DET
american_scientific_journal-11973	134	9	highest	high	ADJ
american_scientific_journal-11973	134	10	average	average	ADJ
american_scientific_journal-11973	134	11	precision	precision	NOUN
american_scientific_journal-11973	134	12	(	(	PUNCT
american_scientific_journal-11973	134	13	ap	ap	PROPN
american_scientific_journal-11973	134	14	)	)	PUNCT
american_scientific_journal-11973	134	15	of	of	ADP
american_scientific_journal-11973	134	16	0.98	0.98	NUM
american_scientific_journal-11973	134	17	,	,	PUNCT
american_scientific_journal-11973	134	18	maintaining	maintain	VERB
american_scientific_journal-11973	134	19	strong	strong	ADJ
american_scientific_journal-11973	134	20	precision	precision	NOUN
american_scientific_journal-11973	134	21	across	across	ADP
american_scientific_journal-11973	134	22	a	a	DET
american_scientific_journal-11973	134	23	wide	wide	ADJ
american_scientific_journal-11973	134	24	range	range	NOUN
american_scientific_journal-11973	134	25	of	of	ADP
american_scientific_journal-11973	134	26	recall	recall	NOUN
american_scientific_journal-11973	134	27	values	value	NOUN
american_scientific_journal-11973	134	28	.	.	PUNCT
american_scientific_journal-11973	135	1	logistic	logistic	ADJ
american_scientific_journal-11973	135	2	regression	regression	NOUN
american_scientific_journal-11973	135	3	was	be	AUX
american_scientific_journal-11973	135	4	closely	closely	ADV
american_scientific_journal-11973	135	5	followed	follow	VERB
american_scientific_journal-11973	135	6	with	with	ADP
american_scientific_journal-11973	135	7	an	an	DET
american_scientific_journal-11973	135	8	ap	ap	PROPN
american_scientific_journal-11973	135	9	of	of	ADP
american_scientific_journal-11973	135	10	0.97	0.97	NUM
american_scientific_journal-11973	135	11	,	,	PUNCT
american_scientific_journal-11973	135	12	demonstrating	demonstrate	VERB
american_scientific_journal-11973	135	13	robust	robust	ADJ
american_scientific_journal-11973	135	14	and	and	CCONJ
american_scientific_journal-11973	135	15	balanced	balanced	ADJ
american_scientific_journal-11973	135	16	performance	performance	NOUN
american_scientific_journal-11973	135	17	.	.	PUNCT
american_scientific_journal-11973	136	1	the	the	DET
american_scientific_journal-11973	136	2	mlp	mlp	PROPN
american_scientific_journal-11973	136	3	model	model	NOUN
american_scientific_journal-11973	136	4	also	also	ADV
american_scientific_journal-11973	136	5	performed	perform	VERB
american_scientific_journal-11973	136	6	well	well	ADV
american_scientific_journal-11973	136	7	,	,	PUNCT
american_scientific_journal-11973	136	8	achieving	achieve	VERB
american_scientific_journal-11973	136	9	an	an	DET
american_scientific_journal-11973	136	10	ap	ap	NOUN
american_scientific_journal-11973	136	11	of	of	ADP
american_scientific_journal-11973	136	12	0.96	0.96	NUM
american_scientific_journal-11973	136	13	,	,	PUNCT
american_scientific_journal-11973	136	14	though	though	SCONJ
american_scientific_journal-11973	136	15	it	it	PRON
american_scientific_journal-11973	136	16	exhibited	exhibit	VERB
american_scientific_journal-11973	136	17	slightly	slightly	ADV
american_scientific_journal-11973	136	18	greater	great	ADJ
american_scientific_journal-11973	136	19	variability	variability	NOUN
american_scientific_journal-11973	136	20	in	in	ADP
american_scientific_journal-11973	136	21	precision	precision	NOUN
american_scientific_journal-11973	136	22	at	at	ADP
american_scientific_journal-11973	136	23	lower	low	ADJ
american_scientific_journal-11973	136	24	recall	recall	NOUN
american_scientific_journal-11973	136	25	levels	level	NOUN
american_scientific_journal-11973	136	26	.	.	PUNCT
american_scientific_journal-11973	137	1	in	in	ADP
american_scientific_journal-11973	137	2	contrast	contrast	NOUN
american_scientific_journal-11973	137	3	,	,	PUNCT
american_scientific_journal-11973	137	4	naive	naive	ADJ
american_scientific_journal-11973	137	5	bayes	bayes	NOUN
american_scientific_journal-11973	137	6	,	,	PUNCT
american_scientific_journal-11973	137	7	despite	despite	SCONJ
american_scientific_journal-11973	137	8	its	its	PRON
american_scientific_journal-11973	137	9	high	high	ADJ
american_scientific_journal-11973	137	10	recall	recall	NOUN
american_scientific_journal-11973	137	11	,	,	PUNCT
american_scientific_journal-11973	137	12	lagged	lag	VERB
american_scientific_journal-11973	137	13	with	with	ADP
american_scientific_journal-11973	137	14	a	a	DET
american_scientific_journal-11973	137	15	significantly	significantly	ADV
american_scientific_journal-11973	137	16	lower	low	ADJ
american_scientific_journal-11973	137	17	ap	ap	PROPN
american_scientific_journal-11973	137	18	of	of	ADP
american_scientific_journal-11973	137	19	0.70	0.70	NUM
american_scientific_journal-11973	137	20	,	,	PUNCT
american_scientific_journal-11973	137	21	indicating	indicate	VERB
american_scientific_journal-11973	137	22	its	its	PRON
american_scientific_journal-11973	137	23	limited	limited	ADJ
american_scientific_journal-11973	137	24	ability	ability	NOUN
american_scientific_journal-11973	137	25	to	to	PART
american_scientific_journal-11973	137	26	maintain	maintain	VERB
american_scientific_journal-11973	137	27	precision	precision	NOUN
american_scientific_journal-11973	137	28	as	as	ADP
american_scientific_journal-11973	137	29	recall	recall	NOUN
american_scientific_journal-11973	137	30	increases	increase	NOUN
american_scientific_journal-11973	137	31	.	.	PUNCT
american_scientific_journal-11973	138	1	this	this	DET
american_scientific_journal-11973	138	2	visualization	visualization	NOUN
american_scientific_journal-11973	138	3	underscores	underscore	VERB
american_scientific_journal-11973	138	4	the	the	DET
american_scientific_journal-11973	138	5	superior	superior	ADJ
american_scientific_journal-11973	138	6	performance	performance	NOUN
american_scientific_journal-11973	138	7	of	of	ADP
american_scientific_journal-11973	138	8	ensemble	ensemble	ADJ
american_scientific_journal-11973	138	9	and	and	CCONJ
american_scientific_journal-11973	138	10	deep	deep	ADJ
american_scientific_journal-11973	138	11	learning	learning	NOUN
american_scientific_journal-11973	138	12	models	model	NOUN
american_scientific_journal-11973	138	13	in	in	ADP
american_scientific_journal-11973	138	14	achieving	achieve	VERB
american_scientific_journal-11973	138	15	a	a	DET
american_scientific_journal-11973	138	16	favorable	favorable	ADJ
american_scientific_journal-11973	138	17	precision	precision	NOUN
american_scientific_journal-11973	138	18	-	-	PUNCT
american_scientific_journal-11973	138	19	recall	recall	NOUN
american_scientific_journal-11973	138	20	trade	trade	NOUN
american_scientific_journal-11973	138	21	-	-	PUNCT
american_scientific_journal-11973	138	22	off	off	NOUN
american_scientific_journal-11973	138	23	,	,	PUNCT
american_scientific_journal-11973	138	24	particularly	particularly	ADV
american_scientific_journal-11973	138	25	in	in	ADP
american_scientific_journal-11973	138	26	the	the	DET
american_scientific_journal-11973	138	27	context	context	NOUN
american_scientific_journal-11973	138	28	of	of	ADP
american_scientific_journal-11973	138	29	imbalanced	imbalanced	ADJ
american_scientific_journal-11973	138	30	datasets	dataset	NOUN
american_scientific_journal-11973	138	31	such	such	ADJ
american_scientific_journal-11973	138	32	as	as	ADP
american_scientific_journal-11973	138	33	exoplanet	exoplanet	NOUN
american_scientific_journal-11973	138	34	detection	detection	NOUN
american_scientific_journal-11973	138	35	.	.	PUNCT
american_scientific_journal-11973	139	1	figure	figure	VERB
american_scientific_journal-11973	139	2	3	3	NUM
american_scientific_journal-11973	139	3	:	:	PUNCT
american_scientific_journal-11973	139	4	precision	precision	NOUN
american_scientific_journal-11973	139	5	-	-	PUNCT
american_scientific_journal-11973	139	6	recall	recall	NOUN
american_scientific_journal-11973	139	7	curve(hgboost	curve(hgboost	NOUN
american_scientific_journal-11973	139	8	=	=	SYM
american_scientific_journal-11973	139	9	histogram	histogram	NOUN
american_scientific_journal-11973	139	10	gradient	gradient	NOUN
american_scientific_journal-11973	139	11	boosting	boosting	NOUN
american_scientific_journal-11973	139	12	,	,	PUNCT
american_scientific_journal-11973	139	13	mlp	mlp	PROPN
american_scientific_journal-11973	139	14	=	=	NOUN
american_scientific_journal-11973	139	15	multi	multi	ADJ
american_scientific_journal-11973	139	16	-	-	ADJ
american_scientific_journal-11973	139	17	layer	layer	ADJ
american_scientific_journal-11973	139	18	perceptron	perceptron	PROPN
american_scientific_journal-11973	139	19	,	,	PUNCT
american_scientific_journal-11973	139	20	ap	ap	PROPN
american_scientific_journal-11973	140	1	=	=	NOUN
american_scientific_journal-11973	140	2	average	average	ADJ
american_scientific_journal-11973	140	3	precision	precision	NOUN
american_scientific_journal-11973	140	4	the	the	DET
american_scientific_journal-11973	140	5	histogram	histogram	NOUN
american_scientific_journal-11973	140	6	gradient	gradient	NOUN
american_scientific_journal-11973	140	7	boosting	boost	VERB
american_scientific_journal-11973	140	8	model	model	NOUN
american_scientific_journal-11973	140	9	achieved	achieve	VERB
american_scientific_journal-11973	140	10	the	the	DET
american_scientific_journal-11973	140	11	highest	high	ADJ
american_scientific_journal-11973	140	12	average	average	ADJ
american_scientific_journal-11973	140	13	precision	precision	NOUN
american_scientific_journal-11973	140	14	(	(	PUNCT
american_scientific_journal-11973	140	15	ap	ap	PROPN
american_scientific_journal-11973	140	16	)	)	PUNCT
american_scientific_journal-11973	140	17	of	of	ADP
american_scientific_journal-11973	140	18	0.98	0.98	NUM
american_scientific_journal-11973	140	19	,	,	PUNCT
american_scientific_journal-11973	140	20	maintaining	maintain	VERB
american_scientific_journal-11973	140	21	consistently	consistently	ADV
american_scientific_journal-11973	140	22	high	high	ADJ
american_scientific_journal-11973	140	23	precision	precision	NOUN
american_scientific_journal-11973	140	24	across	across	ADP
american_scientific_journal-11973	140	25	a	a	DET
american_scientific_journal-11973	140	26	broad	broad	ADJ
american_scientific_journal-11973	140	27	spectrum	spectrum	NOUN
american_scientific_journal-11973	140	28	of	of	ADP
american_scientific_journal-11973	140	29	recall	recall	NOUN
american_scientific_journal-11973	140	30	values	value	NOUN
american_scientific_journal-11973	140	31	.	.	PUNCT
american_scientific_journal-11973	141	1	logistic	logistic	ADJ
american_scientific_journal-11973	141	2	regression	regression	NOUN
american_scientific_journal-11973	141	3	followed	follow	VERB
american_scientific_journal-11973	141	4	closely	closely	ADV
american_scientific_journal-11973	141	5	with	with	ADP
american_scientific_journal-11973	141	6	an	an	DET
american_scientific_journal-11973	141	7	ap	ap	PROPN
american_scientific_journal-11973	141	8	of	of	ADP
american_scientific_journal-11973	141	9	0.97	0.97	NUM
american_scientific_journal-11973	141	10	,	,	PUNCT
american_scientific_journal-11973	141	11	reflecting	reflect	VERB
american_scientific_journal-11973	141	12	similarly	similarly	ADV
american_scientific_journal-11973	141	13	robust	robust	ADJ
american_scientific_journal-11973	141	14	performance	performance	NOUN
american_scientific_journal-11973	141	15	.	.	PUNCT
american_scientific_journal-11973	142	1	the	the	DET
american_scientific_journal-11973	142	2	multilayer	multilayer	PROPN
american_scientific_journal-11973	142	3	perceptron	perceptron	PROPN
american_scientific_journal-11973	142	4	(	(	PUNCT
american_scientific_journal-11973	142	5	mlp	mlp	PROPN
american_scientific_journal-11973	142	6	)	)	PUNCT
american_scientific_journal-11973	142	7	attained	attain	VERB
american_scientific_journal-11973	142	8	an	an	DET
american_scientific_journal-11973	142	9	ap	ap	PROPN
american_scientific_journal-11973	142	10	of	of	ADP
american_scientific_journal-11973	142	11	0.96	0.96	NUM
american_scientific_journal-11973	142	12	,	,	PUNCT
american_scientific_journal-11973	142	13	although	although	SCONJ
american_scientific_journal-11973	142	14	it	it	PRON
american_scientific_journal-11973	142	15	showed	show	VERB
american_scientific_journal-11973	142	16	greater	great	ADJ
american_scientific_journal-11973	142	17	variability	variability	NOUN
american_scientific_journal-11973	142	18	in	in	ADP
american_scientific_journal-11973	142	19	precision	precision	NOUN
american_scientific_journal-11973	142	20	,	,	PUNCT
american_scientific_journal-11973	142	21	particularly	particularly	ADV
american_scientific_journal-11973	142	22	at	at	ADP
american_scientific_journal-11973	142	23	lower	low	ADJ
american_scientific_journal-11973	142	24	recall	recall	NOUN
american_scientific_journal-11973	142	25	thresholds	threshold	NOUN
american_scientific_journal-11973	142	26	,	,	PUNCT
american_scientific_journal-11973	142	27	compared	compare	VERB
american_scientific_journal-11973	142	28	to	to	ADP
american_scientific_journal-11973	142	29	hgboost	hgboost	NOUN
american_scientific_journal-11973	142	30	and	and	CCONJ
american_scientific_journal-11973	142	31	logistic	logistic	ADJ
american_scientific_journal-11973	142	32	regression	regression	NOUN
american_scientific_journal-11973	142	33	.	.	PUNCT
american_scientific_journal-11973	143	1	in	in	ADP
american_scientific_journal-11973	143	2	contrast	contrast	NOUN
american_scientific_journal-11973	143	3	,	,	PUNCT
american_scientific_journal-11973	143	4	the	the	DET
american_scientific_journal-11973	143	5	naive	naive	ADJ
american_scientific_journal-11973	143	6	bayes	bayes	NOUN
american_scientific_journal-11973	143	7	model	model	NOUN
american_scientific_journal-11973	143	8	significantly	significantly	ADV
american_scientific_journal-11973	143	9	underperformed	underperform	VERB
american_scientific_journal-11973	143	10	in	in	ADP
american_scientific_journal-11973	143	11	this	this	DET
american_scientific_journal-11973	143	12	metric	metric	NOUN
american_scientific_journal-11973	143	13	,	,	PUNCT
american_scientific_journal-11973	143	14	with	with	ADP
american_scientific_journal-11973	143	15	an	an	DET
american_scientific_journal-11973	143	16	ap	ap	NOUN
american_scientific_journal-11973	143	17	of	of	ADP
american_scientific_journal-11973	143	18	0.70	0.70	NUM
american_scientific_journal-11973	143	19	.	.	PUNCT
american_scientific_journal-11973	144	1	its	its	PRON
american_scientific_journal-11973	144	2	precision	precision	NOUN
american_scientific_journal-11973	144	3	remained	remain	VERB
american_scientific_journal-11973	144	4	relatively	relatively	ADV
american_scientific_journal-11973	144	5	constant	constant	ADJ
american_scientific_journal-11973	144	6	regardless	regardless	ADV
american_scientific_journal-11973	144	7	of	of	ADP
american_scientific_journal-11973	144	8	the	the	DET
american_scientific_journal-11973	144	9	recall	recall	NOUN
american_scientific_journal-11973	144	10	level	level	NOUN
american_scientific_journal-11973	144	11	,	,	PUNCT
american_scientific_journal-11973	144	12	underscoring	underscore	VERB
american_scientific_journal-11973	144	13	its	its	PRON
american_scientific_journal-11973	144	14	limitations	limitation	NOUN
american_scientific_journal-11973	144	15	in	in	ADP
american_scientific_journal-11973	144	16	managing	manage	VERB
american_scientific_journal-11973	144	17	the	the	DET
american_scientific_journal-11973	144	18	trade	trade	NOUN
american_scientific_journal-11973	144	19	-	-	PUNCT
american_scientific_journal-11973	144	20	off	off	NOUN
american_scientific_journal-11973	144	21	between	between	ADP
american_scientific_journal-11973	144	22	precision	precision	NOUN
american_scientific_journal-11973	144	23	and	and	CCONJ
american_scientific_journal-11973	144	24	recall	recall	NOUN
american_scientific_journal-11973	144	25	effectively	effectively	ADV
american_scientific_journal-11973	144	26	.	.	PUNCT
american_scientific_journal-11973	145	1	this	this	DET
american_scientific_journal-11973	145	2	analysis	analysis	NOUN
american_scientific_journal-11973	145	3	highlights	highlight	VERB
american_scientific_journal-11973	145	4	the	the	DET
american_scientific_journal-11973	145	5	clear	clear	ADJ
american_scientific_journal-11973	145	6	advantage	advantage	NOUN
american_scientific_journal-11973	145	7	of	of	ADP
american_scientific_journal-11973	145	8	ensemble	ensemble	NOUN
american_scientific_journal-11973	145	9	-	-	PUNCT
american_scientific_journal-11973	145	10	based	base	VERB
american_scientific_journal-11973	145	11	and	and	CCONJ
american_scientific_journal-11973	145	12	neural	neural	ADJ
american_scientific_journal-11973	145	13	network	network	NOUN
american_scientific_journal-11973	145	14	models	model	NOUN
american_scientific_journal-11973	145	15	,	,	PUNCT
american_scientific_journal-11973	145	16	particularly	particularly	ADV
american_scientific_journal-11973	145	17	histogram	histogram	NOUN
american_scientific_journal-11973	145	18	gradient	gradient	ADJ
american_scientific_journal-11973	145	19	boosting	boosting	NOUN
american_scientific_journal-11973	145	20	,	,	PUNCT
american_scientific_journal-11973	145	21	logistic	logistic	ADJ
american_scientific_journal-11973	145	22	regression	regression	NOUN
american_scientific_journal-11973	145	23	,	,	PUNCT
american_scientific_journal-11973	145	24	and	and	CCONJ
american_scientific_journal-11973	145	25	mlp	mlp	NOUN
american_scientific_journal-11973	145	26	,	,	PUNCT
american_scientific_journal-11973	145	27	over	over	ADP
american_scientific_journal-11973	145	28	simpler	simple	ADJ
american_scientific_journal-11973	145	29	approaches	approach	NOUN
american_scientific_journal-11973	145	30	like	like	ADP
american_scientific_journal-11973	145	31	naive	naive	ADJ
american_scientific_journal-11973	145	32	bayes	baye	NOUN
american_scientific_journal-11973	145	33	.	.	PUNCT
american_scientific_journal-11973	146	1	it	it	PRON
american_scientific_journal-11973	146	2	underscores	underscore	VERB
american_scientific_journal-11973	146	3	the	the	DET
american_scientific_journal-11973	146	4	importance	importance	NOUN
american_scientific_journal-11973	146	5	of	of	ADP
american_scientific_journal-11973	146	6	model	model	NOUN
american_scientific_journal-11973	146	7	selection	selection	NOUN
american_scientific_journal-11973	146	8	in	in	ADP
american_scientific_journal-11973	146	9	optimizing	optimize	VERB
american_scientific_journal-11973	146	10	american	american	ADJ
american_scientific_journal-11973	146	11	academic	academic	ADJ
american_scientific_journal-11973	146	12	scientific	scientific	ADJ
american_scientific_journal-11973	146	13	research	research	NOUN
american_scientific_journal-11973	146	14	journal	journal	NOUN
american_scientific_journal-11973	146	15	for	for	ADP
american_scientific_journal-11973	146	16	engineering	engineering	NOUN
american_scientific_journal-11973	146	17	,	,	PUNCT
american_scientific_journal-11973	146	18	technology	technology	NOUN
american_scientific_journal-11973	146	19	,	,	PUNCT
american_scientific_journal-11973	146	20	and	and	CCONJ
american_scientific_journal-11973	146	21	sciences	science	NOUN
american_scientific_journal-11973	146	22	(	(	PUNCT
american_scientific_journal-11973	146	23	asrjets	asrjet	NOUN
american_scientific_journal-11973	146	24	)	)	PUNCT
american_scientific_journal-11973	146	25	volume	volume	NOUN
american_scientific_journal-11973	146	26	102	102	NUM
american_scientific_journal-11973	146	27	,	,	PUNCT
american_scientific_journal-11973	146	28	no	no	DET
american_scientific_journal-11973	146	29	1	1	NUM
american_scientific_journal-11973	146	30	,	,	PUNCT
american_scientific_journal-11973	146	31	pp	pp	ADV
american_scientific_journal-11973	146	32	404	404	NUM
american_scientific_journal-11973	146	33	-	-	SYM
american_scientific_journal-11973	146	34	413	413	NUM
american_scientific_journal-11973	146	35	412	412	NUM
american_scientific_journal-11973	146	36	performance	performance	NOUN
american_scientific_journal-11973	146	37	for	for	ADP
american_scientific_journal-11973	146	38	imbalanced	imbalanced	ADJ
american_scientific_journal-11973	146	39	classification	classification	NOUN
american_scientific_journal-11973	146	40	tasks	task	NOUN
american_scientific_journal-11973	146	41	such	such	ADJ
american_scientific_journal-11973	146	42	as	as	ADP
american_scientific_journal-11973	146	43	exoplanet	exoplanet	NOUN
american_scientific_journal-11973	146	44	detection	detection	NOUN
american_scientific_journal-11973	146	45	.	.	PUNCT
american_scientific_journal-11973	147	1	6	6	X
american_scientific_journal-11973	147	2	.	.	X
american_scientific_journal-11973	147	3	constraints	constraint	NOUN
american_scientific_journal-11973	147	4	and	and	CCONJ
american_scientific_journal-11973	147	5	limitations	limitation	NOUN
american_scientific_journal-11973	147	6	despite	despite	SCONJ
american_scientific_journal-11973	147	7	the	the	DET
american_scientific_journal-11973	147	8	promising	promising	ADJ
american_scientific_journal-11973	147	9	results	result	NOUN
american_scientific_journal-11973	147	10	,	,	PUNCT
american_scientific_journal-11973	147	11	this	this	DET
american_scientific_journal-11973	147	12	study	study	NOUN
american_scientific_journal-11973	147	13	has	have	VERB
american_scientific_journal-11973	147	14	several	several	ADJ
american_scientific_journal-11973	147	15	limitations	limitation	NOUN
american_scientific_journal-11973	147	16	that	that	PRON
american_scientific_journal-11973	147	17	must	must	AUX
american_scientific_journal-11973	147	18	be	be	AUX
american_scientific_journal-11973	147	19	acknowledged	acknowledge	VERB
american_scientific_journal-11973	147	20	.	.	PUNCT
american_scientific_journal-11973	148	1	first	first	ADV
american_scientific_journal-11973	148	2	,	,	PUNCT
american_scientific_journal-11973	148	3	the	the	DET
american_scientific_journal-11973	148	4	models	model	NOUN
american_scientific_journal-11973	148	5	were	be	AUX
american_scientific_journal-11973	148	6	trained	train	VERB
american_scientific_journal-11973	148	7	and	and	CCONJ
american_scientific_journal-11973	148	8	evaluated	evaluate	VERB
american_scientific_journal-11973	148	9	on	on	ADP
american_scientific_journal-11973	148	10	a	a	DET
american_scientific_journal-11973	148	11	relatively	relatively	ADV
american_scientific_journal-11973	148	12	small	small	ADJ
american_scientific_journal-11973	148	13	and	and	CCONJ
american_scientific_journal-11973	148	14	imbalanced	imbalanced	ADJ
american_scientific_journal-11973	148	15	dataset	dataset	NOUN
american_scientific_journal-11973	148	16	,	,	PUNCT
american_scientific_journal-11973	148	17	which	which	PRON
american_scientific_journal-11973	148	18	may	may	AUX
american_scientific_journal-11973	148	19	not	not	PART
american_scientific_journal-11973	148	20	fully	fully	ADV
american_scientific_journal-11973	148	21	represent	represent	VERB
american_scientific_journal-11973	148	22	the	the	DET
american_scientific_journal-11973	148	23	diversity	diversity	NOUN
american_scientific_journal-11973	148	24	of	of	ADP
american_scientific_journal-11973	148	25	exoplanetary	exoplanetary	NOUN
american_scientific_journal-11973	148	26	signals	signal	NOUN
american_scientific_journal-11973	148	27	in	in	ADP
american_scientific_journal-11973	148	28	real	real	ADJ
american_scientific_journal-11973	148	29	-	-	PUNCT
american_scientific_journal-11973	148	30	world	world	NOUN
american_scientific_journal-11973	148	31	observations	observation	NOUN
american_scientific_journal-11973	148	32	.	.	PUNCT
american_scientific_journal-11973	149	1	while	while	SCONJ
american_scientific_journal-11973	149	2	techniques	technique	NOUN
american_scientific_journal-11973	149	3	like	like	ADP
american_scientific_journal-11973	149	4	random	random	ADJ
american_scientific_journal-11973	149	5	seeding	seeding	NOUN
american_scientific_journal-11973	149	6	and	and	CCONJ
american_scientific_journal-11973	149	7	held	hold	VERB
american_scientific_journal-11973	149	8	-	-	PUNCT
american_scientific_journal-11973	149	9	out	out	ADP
american_scientific_journal-11973	149	10	validation	validation	NOUN
american_scientific_journal-11973	149	11	were	be	AUX
american_scientific_journal-11973	149	12	used	use	VERB
american_scientific_journal-11973	149	13	to	to	PART
american_scientific_journal-11973	149	14	promote	promote	VERB
american_scientific_journal-11973	149	15	consistency	consistency	NOUN
american_scientific_journal-11973	149	16	and	and	CCONJ
american_scientific_journal-11973	149	17	generalizability	generalizability	NOUN
american_scientific_journal-11973	149	18	,	,	PUNCT
american_scientific_journal-11973	149	19	performance	performance	NOUN
american_scientific_journal-11973	149	20	metrics	metric	NOUN
american_scientific_journal-11973	149	21	may	may	AUX
american_scientific_journal-11973	149	22	still	still	ADV
american_scientific_journal-11973	149	23	be	be	AUX
american_scientific_journal-11973	149	24	sensitive	sensitive	ADJ
american_scientific_journal-11973	149	25	to	to	ADP
american_scientific_journal-11973	149	26	dataset	dataset	ADJ
american_scientific_journal-11973	149	27	shifts	shift	NOUN
american_scientific_journal-11973	149	28	.	.	PUNCT
american_scientific_journal-11973	150	1	the	the	DET
american_scientific_journal-11973	150	2	multilayer	multilayer	PROPN
american_scientific_journal-11973	150	3	perceptron	perceptron	PROPN
american_scientific_journal-11973	150	4	(	(	PUNCT
american_scientific_journal-11973	150	5	mlp	mlp	PROPN
american_scientific_journal-11973	150	6	)	)	PUNCT
american_scientific_journal-11973	150	7	was	be	AUX
american_scientific_journal-11973	150	8	limited	limit	VERB
american_scientific_journal-11973	150	9	to	to	ADP
american_scientific_journal-11973	150	10	a	a	DET
american_scientific_journal-11973	150	11	shallow	shallow	ADJ
american_scientific_journal-11973	150	12	architecture	architecture	NOUN
american_scientific_journal-11973	150	13	with	with	ADP
american_scientific_journal-11973	150	14	only	only	ADV
american_scientific_journal-11973	150	15	two	two	NUM
american_scientific_journal-11973	150	16	hidden	hidden	ADJ
american_scientific_journal-11973	150	17	layers	layer	NOUN
american_scientific_journal-11973	150	18	and	and	CCONJ
american_scientific_journal-11973	150	19	five	five	NUM
american_scientific_journal-11973	150	20	neurons	neuron	NOUN
american_scientific_journal-11973	150	21	each	each	PRON
american_scientific_journal-11973	150	22	.	.	PUNCT
american_scientific_journal-11973	151	1	more	more	ADJ
american_scientific_journal-11973	151	2	complex	complex	ADJ
american_scientific_journal-11973	151	3	architectures	architecture	NOUN
american_scientific_journal-11973	151	4	might	might	AUX
american_scientific_journal-11973	151	5	have	have	AUX
american_scientific_journal-11973	151	6	captured	capture	VERB
american_scientific_journal-11973	151	7	deeper	deep	ADJ
american_scientific_journal-11973	151	8	relationships	relationship	NOUN
american_scientific_journal-11973	151	9	in	in	ADP
american_scientific_journal-11973	151	10	the	the	DET
american_scientific_journal-11973	151	11	data	datum	NOUN
american_scientific_journal-11973	151	12	,	,	PUNCT
american_scientific_journal-11973	151	13	but	but	CCONJ
american_scientific_journal-11973	151	14	were	be	AUX
american_scientific_journal-11973	151	15	constrained	constrain	VERB
american_scientific_journal-11973	151	16	by	by	ADP
american_scientific_journal-11973	151	17	computational	computational	ADJ
american_scientific_journal-11973	151	18	resources	resource	NOUN
american_scientific_journal-11973	151	19	and	and	CCONJ
american_scientific_journal-11973	151	20	the	the	DET
american_scientific_journal-11973	151	21	risk	risk	NOUN
american_scientific_journal-11973	151	22	of	of	ADP
american_scientific_journal-11973	151	23	overfitting	overfitte	VERB
american_scientific_journal-11973	151	24	due	due	ADP
american_scientific_journal-11973	151	25	to	to	ADP
american_scientific_journal-11973	151	26	the	the	DET
american_scientific_journal-11973	151	27	limited	limited	ADJ
american_scientific_journal-11973	151	28	dataset	dataset	NOUN
american_scientific_journal-11973	151	29	size	size	NOUN
american_scientific_journal-11973	151	30	.	.	PUNCT
american_scientific_journal-11973	152	1	all	all	DET
american_scientific_journal-11973	152	2	models	model	NOUN
american_scientific_journal-11973	152	3	were	be	AUX
american_scientific_journal-11973	152	4	implemented	implement	VERB
american_scientific_journal-11973	152	5	using	use	VERB
american_scientific_journal-11973	152	6	scikit	scikit	NOUN
american_scientific_journal-11973	152	7	-	-	PUNCT
american_scientific_journal-11973	152	8	learn	learn	NOUN
american_scientific_journal-11973	152	9	,	,	PUNCT
american_scientific_journal-11973	152	10	which	which	PRON
american_scientific_journal-11973	152	11	,	,	PUNCT
american_scientific_journal-11973	152	12	while	while	SCONJ
american_scientific_journal-11973	152	13	excellent	excellent	ADJ
american_scientific_journal-11973	152	14	for	for	ADP
american_scientific_journal-11973	152	15	rapid	rapid	ADJ
american_scientific_journal-11973	152	16	prototyping	prototyping	NOUN
american_scientific_journal-11973	152	17	,	,	PUNCT
american_scientific_journal-11973	152	18	restricts	restrict	VERB
american_scientific_journal-11973	152	19	customization	customization	NOUN
american_scientific_journal-11973	152	20	of	of	ADP
american_scientific_journal-11973	152	21	certain	certain	ADJ
american_scientific_journal-11973	152	22	model	model	NOUN
american_scientific_journal-11973	152	23	internals	internal	NOUN
american_scientific_journal-11973	152	24	—	—	PUNCT
american_scientific_journal-11973	152	25	particularly	particularly	ADV
american_scientific_journal-11973	152	26	for	for	ADP
american_scientific_journal-11973	152	27	neural	neural	ADJ
american_scientific_journal-11973	152	28	networks	network	NOUN
american_scientific_journal-11973	152	29	and	and	CCONJ
american_scientific_journal-11973	152	30	boosting	boost	VERB
american_scientific_journal-11973	152	31	algorithms	algorithm	NOUN
american_scientific_journal-11973	152	32	.	.	PUNCT
american_scientific_journal-11973	153	1	furthermore	furthermore	ADV
american_scientific_journal-11973	153	2	,	,	PUNCT
american_scientific_journal-11973	153	3	hyperparameter	hyperparameter	NOUN
american_scientific_journal-11973	153	4	tuning	tuning	NOUN
american_scientific_journal-11973	153	5	was	be	AUX
american_scientific_journal-11973	153	6	performed	perform	VERB
american_scientific_journal-11973	153	7	using	use	VERB
american_scientific_journal-11973	153	8	only	only	ADV
american_scientific_journal-11973	153	9	a	a	DET
american_scientific_journal-11973	153	10	basic	basic	ADJ
american_scientific_journal-11973	153	11	validation	validation	NOUN
american_scientific_journal-11973	153	12	set	set	VERB
american_scientific_journal-11973	153	13	without	without	ADP
american_scientific_journal-11973	153	14	an	an	DET
american_scientific_journal-11973	153	15	extensive	extensive	ADJ
american_scientific_journal-11973	153	16	grid	grid	NOUN
american_scientific_journal-11973	153	17	or	or	CCONJ
american_scientific_journal-11973	153	18	randomized	randomized	ADJ
american_scientific_journal-11973	153	19	search	search	NOUN
american_scientific_journal-11973	153	20	,	,	PUNCT
american_scientific_journal-11973	153	21	potentially	potentially	ADV
american_scientific_journal-11973	153	22	leaving	leave	VERB
american_scientific_journal-11973	153	23	performance	performance	NOUN
american_scientific_journal-11973	153	24	gains	gain	NOUN
american_scientific_journal-11973	153	25	unexplored	unexplored	ADJ
american_scientific_journal-11973	153	26	.	.	PUNCT
american_scientific_journal-11973	154	1	lastly	lastly	ADV
american_scientific_journal-11973	154	2	,	,	PUNCT
american_scientific_journal-11973	154	3	this	this	DET
american_scientific_journal-11973	154	4	study	study	NOUN
american_scientific_journal-11973	154	5	focused	focus	VERB
american_scientific_journal-11973	154	6	solely	solely	ADV
american_scientific_journal-11973	154	7	on	on	ADP
american_scientific_journal-11973	154	8	classical	classical	ADJ
american_scientific_journal-11973	154	9	evaluation	evaluation	NOUN
american_scientific_journal-11973	154	10	metrics	metric	NOUN
american_scientific_journal-11973	154	11	.	.	PUNCT
american_scientific_journal-11973	155	1	incorporating	incorporate	VERB
american_scientific_journal-11973	155	2	domain	domain	NOUN
american_scientific_journal-11973	155	3	-	-	PUNCT
american_scientific_journal-11973	155	4	specific	specific	ADJ
american_scientific_journal-11973	155	5	constraints	constraint	NOUN
american_scientific_journal-11973	155	6	,	,	PUNCT
american_scientific_journal-11973	155	7	such	such	ADJ
american_scientific_journal-11973	155	8	as	as	ADP
american_scientific_journal-11973	155	9	astrophysical	astrophysical	ADJ
american_scientific_journal-11973	155	10	false	false	ADJ
american_scientific_journal-11973	155	11	positive	positive	ADJ
american_scientific_journal-11973	155	12	costs	cost	NOUN
american_scientific_journal-11973	155	13	or	or	CCONJ
american_scientific_journal-11973	155	14	planetary	planetary	ADJ
american_scientific_journal-11973	155	15	classification	classification	NOUN
american_scientific_journal-11973	155	16	thresholds	threshold	NOUN
american_scientific_journal-11973	155	17	,	,	PUNCT
american_scientific_journal-11973	155	18	could	could	AUX
american_scientific_journal-11973	155	19	offer	offer	VERB
american_scientific_journal-11973	155	20	a	a	DET
american_scientific_journal-11973	155	21	more	more	ADV
american_scientific_journal-11973	155	22	realistic	realistic	ADJ
american_scientific_journal-11973	155	23	picture	picture	NOUN
american_scientific_journal-11973	155	24	of	of	ADP
american_scientific_journal-11973	155	25	model	model	NOUN
american_scientific_journal-11973	155	26	utility	utility	NOUN
american_scientific_journal-11973	155	27	for	for	ADP
american_scientific_journal-11973	155	28	exoplanet	exoplanet	NOUN
american_scientific_journal-11973	155	29	detection	detection	NOUN
american_scientific_journal-11973	155	30	in	in	ADP
american_scientific_journal-11973	155	31	practice	practice	NOUN
american_scientific_journal-11973	155	32	.	.	PUNCT
american_scientific_journal-11973	156	1	7	7	X
american_scientific_journal-11973	156	2	.	.	X
american_scientific_journal-11973	156	3	conclusion	conclusion	NOUN
american_scientific_journal-11973	156	4	in	in	ADP
american_scientific_journal-11973	156	5	this	this	DET
american_scientific_journal-11973	156	6	study	study	NOUN
american_scientific_journal-11973	156	7	,	,	PUNCT
american_scientific_journal-11973	156	8	we	we	PRON
american_scientific_journal-11973	156	9	present	present	VERB
american_scientific_journal-11973	156	10	a	a	DET
american_scientific_journal-11973	156	11	machine	machine	NOUN
american_scientific_journal-11973	156	12	learning	learning	NOUN
american_scientific_journal-11973	156	13	-	-	PUNCT
american_scientific_journal-11973	156	14	based	base	VERB
american_scientific_journal-11973	156	15	framework	framework	NOUN
american_scientific_journal-11973	156	16	for	for	ADP
american_scientific_journal-11973	156	17	classifying	classify	VERB
american_scientific_journal-11973	156	18	exoplanets	exoplanet	NOUN
american_scientific_journal-11973	156	19	using	use	VERB
american_scientific_journal-11973	156	20	cumulative	cumulative	ADJ
american_scientific_journal-11973	156	21	kepler	kepler	NOUN
american_scientific_journal-11973	156	22	objects	object	NOUN
american_scientific_journal-11973	156	23	of	of	ADP
american_scientific_journal-11973	156	24	interest	interest	NOUN
american_scientific_journal-11973	156	25	(	(	PUNCT
american_scientific_journal-11973	156	26	koi	koi	PROPN
american_scientific_journal-11973	156	27	)	)	PUNCT
american_scientific_journal-11973	156	28	data	datum	NOUN
american_scientific_journal-11973	156	29	obtained	obtain	VERB
american_scientific_journal-11973	156	30	from	from	ADP
american_scientific_journal-11973	156	31	nasa	nasa	PROPN
american_scientific_journal-11973	156	32	.	.	PUNCT
american_scientific_journal-11973	157	1	our	our	PRON
american_scientific_journal-11973	157	2	approach	approach	NOUN
american_scientific_journal-11973	157	3	involved	involve	VERB
american_scientific_journal-11973	157	4	comprehensive	comprehensive	ADJ
american_scientific_journal-11973	157	5	data	datum	NOUN
american_scientific_journal-11973	157	6	preprocessing	preprocessing	NOUN
american_scientific_journal-11973	157	7	and	and	CCONJ
american_scientific_journal-11973	157	8	feature	feature	NOUN
american_scientific_journal-11973	157	9	selection	selection	NOUN
american_scientific_journal-11973	157	10	,	,	PUNCT
american_scientific_journal-11973	157	11	followed	follow	VERB
american_scientific_journal-11973	157	12	by	by	ADP
american_scientific_journal-11973	157	13	systematic	systematic	ADJ
american_scientific_journal-11973	157	14	experimentation	experimentation	NOUN
american_scientific_journal-11973	157	15	with	with	ADP
american_scientific_journal-11973	157	16	a	a	DET
american_scientific_journal-11973	157	17	range	range	NOUN
american_scientific_journal-11973	157	18	of	of	ADP
american_scientific_journal-11973	157	19	state	state	NOUN
american_scientific_journal-11973	157	20	-	-	PUNCT
american_scientific_journal-11973	157	21	of	of	ADP
american_scientific_journal-11973	157	22	-	-	PUNCT
american_scientific_journal-11973	157	23	the	the	DET
american_scientific_journal-11973	157	24	-	-	PUNCT
american_scientific_journal-11973	157	25	art	art	NOUN
american_scientific_journal-11973	157	26	classification	classification	NOUN
american_scientific_journal-11973	157	27	models	model	NOUN
american_scientific_journal-11973	157	28	.	.	PUNCT
american_scientific_journal-11973	158	1	the	the	DET
american_scientific_journal-11973	158	2	best	well	ADV
american_scientific_journal-11973	158	3	-	-	PUNCT
american_scientific_journal-11973	158	4	performing	perform	VERB
american_scientific_journal-11973	158	5	model	model	NOUN
american_scientific_journal-11973	158	6	,	,	PUNCT
american_scientific_journal-11973	158	7	histogram	histogram	NOUN
american_scientific_journal-11973	158	8	gradient	gradient	NOUN
american_scientific_journal-11973	158	9	boosting	boosting	NOUN
american_scientific_journal-11973	158	10	,	,	PUNCT
american_scientific_journal-11973	158	11	achieved	achieve	VERB
american_scientific_journal-11973	158	12	a	a	DET
american_scientific_journal-11973	158	13	precision	precision	NOUN
american_scientific_journal-11973	158	14	of	of	ADP
american_scientific_journal-11973	158	15	94.6	94.6	NUM
american_scientific_journal-11973	158	16	%	%	NOUN
american_scientific_journal-11973	158	17	and	and	CCONJ
american_scientific_journal-11973	158	18	a	a	DET
american_scientific_journal-11973	158	19	recall	recall	NOUN
american_scientific_journal-11973	158	20	of	of	ADP
american_scientific_journal-11973	158	21	94.1	94.1	NUM
american_scientific_journal-11973	158	22	%	%	NOUN
american_scientific_journal-11973	158	23	,	,	PUNCT
american_scientific_journal-11973	158	24	demonstrating	demonstrate	VERB
american_scientific_journal-11973	158	25	the	the	DET
american_scientific_journal-11973	158	26	strong	strong	ADJ
american_scientific_journal-11973	158	27	potential	potential	NOUN
american_scientific_journal-11973	158	28	of	of	ADP
american_scientific_journal-11973	158	29	machine	machine	NOUN
american_scientific_journal-11973	158	30	learning	learn	VERB
american_scientific_journal-11973	158	31	to	to	PART
american_scientific_journal-11973	158	32	automate	automate	VERB
american_scientific_journal-11973	158	33	the	the	DET
american_scientific_journal-11973	158	34	exoplanet	exoplanet	NOUN
american_scientific_journal-11973	158	35	detection	detection	NOUN
american_scientific_journal-11973	158	36	process	process	NOUN
american_scientific_journal-11973	158	37	with	with	ADP
american_scientific_journal-11973	158	38	high	high	ADJ
american_scientific_journal-11973	158	39	accuracy	accuracy	NOUN
american_scientific_journal-11973	158	40	.	.	PUNCT
american_scientific_journal-11973	159	1	despite	despite	SCONJ
american_scientific_journal-11973	159	2	these	these	DET
american_scientific_journal-11973	159	3	promising	promising	ADJ
american_scientific_journal-11973	159	4	results	result	NOUN
american_scientific_journal-11973	159	5	,	,	PUNCT
american_scientific_journal-11973	159	6	our	our	PRON
american_scientific_journal-11973	159	7	analysis	analysis	NOUN
american_scientific_journal-11973	159	8	is	be	AUX
american_scientific_journal-11973	159	9	limited	limit	VERB
american_scientific_journal-11973	159	10	to	to	ADP
american_scientific_journal-11973	159	11	data	datum	NOUN
american_scientific_journal-11973	159	12	from	from	ADP
american_scientific_journal-11973	159	13	the	the	DET
american_scientific_journal-11973	159	14	kepler	kepler	NOUN
american_scientific_journal-11973	159	15	mission	mission	NOUN
american_scientific_journal-11973	159	16	,	,	PUNCT
american_scientific_journal-11973	159	17	which	which	PRON
american_scientific_journal-11973	159	18	focuses	focus	VERB
american_scientific_journal-11973	159	19	on	on	ADP
american_scientific_journal-11973	159	20	a	a	DET
american_scientific_journal-11973	159	21	specific	specific	ADJ
american_scientific_journal-11973	159	22	region	region	NOUN
american_scientific_journal-11973	159	23	of	of	ADP
american_scientific_journal-11973	159	24	the	the	DET
american_scientific_journal-11973	159	25	sky	sky	NOUN
american_scientific_journal-11973	159	26	.	.	PUNCT
american_scientific_journal-11973	160	1	as	as	ADP
american_scientific_journal-11973	160	2	such	such	ADJ
american_scientific_journal-11973	160	3	,	,	PUNCT
american_scientific_journal-11973	160	4	it	it	PRON
american_scientific_journal-11973	160	5	may	may	AUX
american_scientific_journal-11973	160	6	not	not	PART
american_scientific_journal-11973	160	7	fully	fully	ADV
american_scientific_journal-11973	160	8	capture	capture	VERB
american_scientific_journal-11973	160	9	the	the	DET
american_scientific_journal-11973	160	10	diversity	diversity	NOUN
american_scientific_journal-11973	160	11	of	of	ADP
american_scientific_journal-11973	160	12	planetary	planetary	ADJ
american_scientific_journal-11973	160	13	systems	system	NOUN
american_scientific_journal-11973	160	14	across	across	ADP
american_scientific_journal-11973	160	15	the	the	DET
american_scientific_journal-11973	160	16	broader	broad	ADJ
american_scientific_journal-11973	160	17	universe	universe	NOUN
american_scientific_journal-11973	160	18	.	.	PUNCT
american_scientific_journal-11973	161	1	future	future	ADJ
american_scientific_journal-11973	161	2	research	research	NOUN
american_scientific_journal-11973	161	3	could	could	AUX
american_scientific_journal-11973	161	4	expand	expand	VERB
american_scientific_journal-11973	161	5	upon	upon	SCONJ
american_scientific_journal-11973	161	6	this	this	DET
american_scientific_journal-11973	161	7	work	work	NOUN
american_scientific_journal-11973	161	8	by	by	ADP
american_scientific_journal-11973	161	9	integrating	integrate	VERB
american_scientific_journal-11973	161	10	data	datum	NOUN
american_scientific_journal-11973	161	11	from	from	ADP
american_scientific_journal-11973	161	12	other	other	ADJ
american_scientific_journal-11973	161	13	space	space	NOUN
american_scientific_journal-11973	161	14	missions	mission	NOUN
american_scientific_journal-11973	161	15	(	(	PUNCT
american_scientific_journal-11973	161	16	e.g.	e.g.	ADV
american_scientific_journal-11973	161	17	,	,	PUNCT
american_scientific_journal-11973	161	18	tess	tess	NOUN
american_scientific_journal-11973	161	19	,	,	PUNCT
american_scientific_journal-11973	161	20	gaia	gaia	PROPN
american_scientific_journal-11973	161	21	)	)	PUNCT
american_scientific_journal-11973	161	22	and	and	CCONJ
american_scientific_journal-11973	161	23	ground	ground	NOUN
american_scientific_journal-11973	161	24	-	-	PUNCT
american_scientific_journal-11973	161	25	based	base	VERB
american_scientific_journal-11973	161	26	observatories	observatory	NOUN
american_scientific_journal-11973	161	27	to	to	PART
american_scientific_journal-11973	161	28	enhance	enhance	VERB
american_scientific_journal-11973	161	29	coverage	coverage	NOUN
american_scientific_journal-11973	161	30	and	and	CCONJ
american_scientific_journal-11973	161	31	generalizability	generalizability	NOUN
american_scientific_journal-11973	161	32	.	.	PUNCT
american_scientific_journal-11973	162	1	additionally	additionally	ADV
american_scientific_journal-11973	162	2	,	,	PUNCT
american_scientific_journal-11973	162	3	larger	large	ADJ
american_scientific_journal-11973	162	4	and	and	CCONJ
american_scientific_journal-11973	162	5	more	more	ADV
american_scientific_journal-11973	162	6	diverse	diverse	ADJ
american_scientific_journal-11973	162	7	datasets	dataset	NOUN
american_scientific_journal-11973	162	8	would	would	AUX
american_scientific_journal-11973	162	9	allow	allow	VERB
american_scientific_journal-11973	162	10	for	for	ADP
american_scientific_journal-11973	162	11	the	the	DET
american_scientific_journal-11973	162	12	exploration	exploration	NOUN
american_scientific_journal-11973	162	13	of	of	ADP
american_scientific_journal-11973	162	14	advanced	advanced	ADJ
american_scientific_journal-11973	162	15	machine	machine	NOUN
american_scientific_journal-11973	162	16	learning	learning	NOUN
american_scientific_journal-11973	162	17	architectures	architecture	NOUN
american_scientific_journal-11973	162	18	,	,	PUNCT
american_scientific_journal-11973	162	19	such	such	ADJ
american_scientific_journal-11973	162	20	as	as	ADP
american_scientific_journal-11973	162	21	transformer	transformer	NOUN
american_scientific_journal-11973	162	22	models	model	NOUN
american_scientific_journal-11973	162	23	[	[	X
american_scientific_journal-11973	162	24	9	9	NUM
american_scientific_journal-11973	162	25	]	]	PUNCT
american_scientific_journal-11973	162	26	,	,	PUNCT
american_scientific_journal-11973	162	27	which	which	PRON
american_scientific_journal-11973	162	28	leverage	leverage	VERB
american_scientific_journal-11973	162	29	self	self	NOUN
american_scientific_journal-11973	162	30	-	-	PUNCT
american_scientific_journal-11973	162	31	attention	attention	NOUN
american_scientific_journal-11973	162	32	mechanisms	mechanism	NOUN
american_scientific_journal-11973	162	33	to	to	PART
american_scientific_journal-11973	162	34	uncover	uncover	VERB
american_scientific_journal-11973	162	35	complex	complex	ADJ
american_scientific_journal-11973	162	36	feature	feature	NOUN
american_scientific_journal-11973	162	37	interactions	interaction	NOUN
american_scientific_journal-11973	162	38	.	.	PUNCT
american_scientific_journal-11973	163	1	in	in	ADP
american_scientific_journal-11973	163	2	summary	summary	NOUN
american_scientific_journal-11973	163	3	,	,	PUNCT
american_scientific_journal-11973	163	4	this	this	DET
american_scientific_journal-11973	163	5	work	work	NOUN
american_scientific_journal-11973	163	6	illustrates	illustrate	VERB
american_scientific_journal-11973	163	7	the	the	DET
american_scientific_journal-11973	163	8	transformative	transformative	ADJ
american_scientific_journal-11973	163	9	potential	potential	NOUN
american_scientific_journal-11973	163	10	of	of	ADP
american_scientific_journal-11973	163	11	machine	machine	NOUN
american_scientific_journal-11973	163	12	learning	learning	NOUN
american_scientific_journal-11973	163	13	in	in	ADP
american_scientific_journal-11973	163	14	modern	modern	ADJ
american_scientific_journal-11973	163	15	astronomy	astronomy	NOUN
american_scientific_journal-11973	163	16	.	.	PUNCT
american_scientific_journal-11973	164	1	by	by	ADP
american_scientific_journal-11973	164	2	automating	automate	VERB
american_scientific_journal-11973	164	3	critical	critical	ADJ
american_scientific_journal-11973	164	4	aspects	aspect	NOUN
american_scientific_journal-11973	164	5	of	of	ADP
american_scientific_journal-11973	164	6	exoplanet	exoplanet	NOUN
american_scientific_journal-11973	164	7	detection	detection	NOUN
american_scientific_journal-11973	164	8	,	,	PUNCT
american_scientific_journal-11973	164	9	ml	ml	ADP
american_scientific_journal-11973	164	10	techniques	technique	NOUN
american_scientific_journal-11973	164	11	can	can	AUX
american_scientific_journal-11973	164	12	significantly	significantly	ADV
american_scientific_journal-11973	164	13	accelerate	accelerate	VERB
american_scientific_journal-11973	164	14	scientific	scientific	ADJ
american_scientific_journal-11973	164	15	discovery	discovery	NOUN
american_scientific_journal-11973	164	16	and	and	CCONJ
american_scientific_journal-11973	164	17	contribute	contribute	VERB
american_scientific_journal-11973	164	18	to	to	ADP
american_scientific_journal-11973	164	19	answering	answer	VERB
american_scientific_journal-11973	164	20	one	one	NUM
american_scientific_journal-11973	164	21	of	of	ADP
american_scientific_journal-11973	164	22	humanity	humanity	NOUN
american_scientific_journal-11973	164	23	’s	’s	PART
american_scientific_journal-11973	164	24	most	most	ADV
american_scientific_journal-11973	164	25	profound	profound	ADJ
american_scientific_journal-11973	164	26	questions	question	NOUN
american_scientific_journal-11973	164	27	:	:	PUNCT
american_scientific_journal-11973	164	28	are	be	AUX
american_scientific_journal-11973	164	29	we	we	PRON
american_scientific_journal-11973	164	30	alone	alone	ADJ
american_scientific_journal-11973	164	31	in	in	ADP
american_scientific_journal-11973	164	32	the	the	DET
american_scientific_journal-11973	164	33	universe	universe	NOUN
american_scientific_journal-11973	164	34	?	?	PUNCT
american_scientific_journal-11973	165	1	american	american	ADJ
american_scientific_journal-11973	165	2	academic	academic	ADJ
american_scientific_journal-11973	165	3	scientific	scientific	ADJ
american_scientific_journal-11973	165	4	research	research	NOUN
american_scientific_journal-11973	165	5	journal	journal	NOUN
american_scientific_journal-11973	165	6	for	for	ADP
american_scientific_journal-11973	165	7	engineering	engineering	NOUN
american_scientific_journal-11973	165	8	,	,	PUNCT
american_scientific_journal-11973	165	9	technology	technology	NOUN
american_scientific_journal-11973	165	10	,	,	PUNCT
american_scientific_journal-11973	165	11	and	and	CCONJ
american_scientific_journal-11973	165	12	sciences	science	NOUN
american_scientific_journal-11973	165	13	(	(	PUNCT
american_scientific_journal-11973	165	14	asrjets	asrjet	NOUN
american_scientific_journal-11973	165	15	)	)	PUNCT
american_scientific_journal-11973	165	16	volume	volume	NOUN
american_scientific_journal-11973	165	17	102	102	NUM
american_scientific_journal-11973	165	18	,	,	PUNCT
american_scientific_journal-11973	165	19	no	no	DET
american_scientific_journal-11973	165	20	1	1	NUM
american_scientific_journal-11973	165	21	,	,	PUNCT
american_scientific_journal-11973	165	22	pp	pp	ADV
american_scientific_journal-11973	165	23	404	404	NUM
american_scientific_journal-11973	165	24	-	-	SYM
american_scientific_journal-11973	165	25	413	413	NUM
american_scientific_journal-11973	165	26	413	413	NUM
american_scientific_journal-11973	165	27	references	reference	NOUN
american_scientific_journal-11973	165	28	[	[	X
american_scientific_journal-11973	165	29	1	1	NUM
american_scientific_journal-11973	165	30	]	]	PUNCT
american_scientific_journal-11973	165	31	p.	p.	PROPN
american_scientific_journal-11973	165	32	brennan	brennan	PROPN
american_scientific_journal-11973	165	33	,	,	PUNCT
american_scientific_journal-11973	165	34	“	"	PUNCT
american_scientific_journal-11973	165	35	why	why	SCONJ
american_scientific_journal-11973	165	36	do	do	AUX
american_scientific_journal-11973	165	37	scientists	scientist	NOUN
american_scientific_journal-11973	165	38	search	search	VERB
american_scientific_journal-11973	165	39	for	for	ADP
american_scientific_journal-11973	165	40	exoplanets	exoplanet	NOUN
american_scientific_journal-11973	165	41	?	?	PUNCT
american_scientific_journal-11973	166	1	here	here	ADV
american_scientific_journal-11973	166	2	are	be	AUX
american_scientific_journal-11973	166	3	7	7	NUM
american_scientific_journal-11973	166	4	reasons	reason	NOUN
american_scientific_journal-11973	166	5	,	,	PUNCT
american_scientific_journal-11973	166	6	”	"	PUNCT
american_scientific_journal-11973	166	7	nasa	nasa	PROPN
american_scientific_journal-11973	166	8	exoplanet	exoplanet	PROPN
american_scientific_journal-11973	166	9	exploration	exploration	NOUN
american_scientific_journal-11973	166	10	program	program	NOUN
american_scientific_journal-11973	166	11	,	,	PUNCT
american_scientific_journal-11973	166	12	2019	2019	NUM
american_scientific_journal-11973	166	13	.	.	PUNCT
american_scientific_journal-11973	167	1	[	[	X
american_scientific_journal-11973	167	2	online	online	X
american_scientific_journal-11973	167	3	]	]	X
american_scientific_journal-11973	167	4	.	.	PUNCT
american_scientific_journal-11973	168	1	available	available	ADJ
american_scientific_journal-11973	168	2	:	:	PUNCT
american_scientific_journal-11973	169	1	https://exoplanets.nasa.gov/news/1610/why-do-scientistssearch-forexoplanets-here-are-7-reasons/	https://exoplanets.nasa.gov/news/1610/why-do-scientistssearch-forexoplanets-here-are-7-reasons/	PROPN
american_scientific_journal-11973	169	2	[	[	X
american_scientific_journal-11973	169	3	2	2	NUM
american_scientific_journal-11973	169	4	]	]	PUNCT
american_scientific_journal-11973	169	5	a.	a.	NOUN
american_scientific_journal-11973	169	6	malik	malik	PROPN
american_scientific_journal-11973	169	7	,	,	PUNCT
american_scientific_journal-11973	169	8	b.	b.	PROPN
american_scientific_journal-11973	169	9	p.	p.	PROPN
american_scientific_journal-11973	169	10	moster	moster	PROPN
american_scientific_journal-11973	169	11	,	,	PUNCT
american_scientific_journal-11973	169	12	and	and	CCONJ
american_scientific_journal-11973	169	13	c.	c.	PROPN
american_scientific_journal-11973	169	14	obermeier	obermeier	PROPN
american_scientific_journal-11973	169	15	,	,	PUNCT
american_scientific_journal-11973	169	16	“	"	PUNCT
american_scientific_journal-11973	169	17	exoplanet	exoplanet	NOUN
american_scientific_journal-11973	169	18	detection	detection	NOUN
american_scientific_journal-11973	169	19	using	use	VERB
american_scientific_journal-11973	169	20	machine	machine	NOUN
american_scientific_journal-11973	169	21	learning	learning	NOUN
american_scientific_journal-11973	169	22	,	,	PUNCT
american_scientific_journal-11973	169	23	”	"	PUNCT
american_scientific_journal-11973	169	24	mon	mon	NOUN
american_scientific_journal-11973	169	25	.	.	PUNCT
american_scientific_journal-11973	170	1	not	not	PART
american_scientific_journal-11973	170	2	.	.	PUNCT
american_scientific_journal-11973	171	1	r.	r.	PROPN
american_scientific_journal-11973	171	2	astron	astron	PROPN
american_scientific_journal-11973	171	3	.	.	PUNCT
american_scientific_journal-11973	172	1	soc	soc	PROPN
american_scientific_journal-11973	172	2	.	.	PUNCT
american_scientific_journal-11973	173	1	,	,	PUNCT
american_scientific_journal-11973	173	2	vol	vol	NOUN
american_scientific_journal-11973	173	3	.	.	PROPN
american_scientific_journal-11973	174	1	513	513	NUM
american_scientific_journal-11973	174	2	,	,	PUNCT
american_scientific_journal-11973	174	3	no	no	INTJ
american_scientific_journal-11973	174	4	.	.	NOUN
american_scientific_journal-11973	174	5	4	4	NUM
american_scientific_journal-11973	174	6	,	,	PUNCT
american_scientific_journal-11973	174	7	pp	pp	ADJ
american_scientific_journal-11973	174	8	.	.	PUNCT
american_scientific_journal-11973	175	1	5505–5516	5505–5516	NUM
american_scientific_journal-11973	175	2	,	,	PUNCT
american_scientific_journal-11973	175	3	jul	jul	PROPN
american_scientific_journal-11973	175	4	.	.	PROPN
american_scientific_journal-11973	175	5	2022	2022	NUM
american_scientific_journal-11973	175	6	,	,	PUNCT
american_scientific_journal-11973	175	7	doi	doi	NOUN
american_scientific_journal-11973	175	8	:	:	PUNCT
american_scientific_journal-11973	175	9	10.1093	10.1093	NUM
american_scientific_journal-11973	175	10	/	/	SYM
american_scientific_journal-11973	175	11	mnras	mnras	PROPN
american_scientific_journal-11973	175	12	/	/	SYM
american_scientific_journal-11973	175	13	stab3692	stab3692	PROPN
american_scientific_journal-11973	175	14	.	.	PUNCT
american_scientific_journal-11973	176	1	[	[	X
american_scientific_journal-11973	176	2	3	3	X
american_scientific_journal-11973	176	3	]	]	X
american_scientific_journal-11973	176	4	g.	g.	PROPN
american_scientific_journal-11973	176	5	c.	c.	PROPN
american_scientific_journal-11973	176	6	sturrock	sturrock	PROPN
american_scientific_journal-11973	176	7	,	,	PUNCT
american_scientific_journal-11973	176	8	b.	b.	PROPN
american_scientific_journal-11973	176	9	manry	manry	NOUN
american_scientific_journal-11973	176	10	,	,	PUNCT
american_scientific_journal-11973	176	11	and	and	CCONJ
american_scientific_journal-11973	176	12	s.	s.	PROPN
american_scientific_journal-11973	176	13	rafiqi	rafiqi	PROPN
american_scientific_journal-11973	176	14	,	,	PUNCT
american_scientific_journal-11973	176	15	“	"	PUNCT
american_scientific_journal-11973	176	16	machine	machine	NOUN
american_scientific_journal-11973	176	17	learning	learn	VERB
american_scientific_journal-11973	176	18	pipeline	pipeline	NOUN
american_scientific_journal-11973	176	19	for	for	ADP
american_scientific_journal-11973	176	20	exoplanet	exoplanet	PROPN
american_scientific_journal-11973	176	21	classification	classification	NOUN
american_scientific_journal-11973	176	22	,	,	PUNCT
american_scientific_journal-11973	176	23	”	"	PUNCT
american_scientific_journal-11973	176	24	smu	smu	PROPN
american_scientific_journal-11973	176	25	data	data	PROPN
american_scientific_journal-11973	176	26	sci	sci	PROPN
american_scientific_journal-11973	176	27	.	.	PROPN
american_scientific_journal-11973	176	28	rev	rev	PROPN
american_scientific_journal-11973	176	29	.	.	PROPN
american_scientific_journal-11973	176	30	,	,	PUNCT
american_scientific_journal-11973	176	31	vol	vol	NOUN
american_scientific_journal-11973	176	32	.	.	PROPN
american_scientific_journal-11973	176	33	2	2	NUM
american_scientific_journal-11973	176	34	,	,	PUNCT
american_scientific_journal-11973	176	35	no	no	INTJ
american_scientific_journal-11973	176	36	.	.	NOUN
american_scientific_journal-11973	176	37	1	1	NUM
american_scientific_journal-11973	176	38	,	,	PUNCT
american_scientific_journal-11973	176	39	art	art	NOUN
american_scientific_journal-11973	176	40	.	.	PUNCT
american_scientific_journal-11973	177	1	no	no	INTJ
american_scientific_journal-11973	177	2	.	.	NOUN
american_scientific_journal-11973	177	3	9	9	NUM
american_scientific_journal-11973	177	4	,	,	PUNCT
american_scientific_journal-11973	177	5	2019	2019	NUM
american_scientific_journal-11973	177	6	.	.	PUNCT
american_scientific_journal-11973	178	1	[	[	X
american_scientific_journal-11973	178	2	online	online	X
american_scientific_journal-11973	178	3	]	]	X
american_scientific_journal-11973	178	4	.	.	PUNCT
american_scientific_journal-11973	179	1	available	available	ADJ
american_scientific_journal-11973	179	2	:	:	PUNCT
american_scientific_journal-11973	179	3	https://scholar.smu.edu/datasciencereview/vol2/iss1/9	https://scholar.smu.edu/datasciencereview/vol2/iss1/9	X
american_scientific_journal-11973	179	4	[	[	X
american_scientific_journal-11973	179	5	4	4	NUM
american_scientific_journal-11973	179	6	]	]	X
american_scientific_journal-11973	179	7	y.	y.	PROPN
american_scientific_journal-11973	179	8	jin	jin	PROPN
american_scientific_journal-11973	179	9	,	,	PUNCT
american_scientific_journal-11973	179	10	l.	l.	PROPN
american_scientific_journal-11973	179	11	yang	yang	PROPN
american_scientific_journal-11973	179	12	,	,	PUNCT
american_scientific_journal-11973	179	13	and	and	CCONJ
american_scientific_journal-11973	179	14	c.-e	c.-e	PROPN
american_scientific_journal-11973	179	15	.	.	PUNCT
american_scientific_journal-11973	180	1	chiang	chiang	PROPN
american_scientific_journal-11973	180	2	,	,	PUNCT
american_scientific_journal-11973	180	3	“	"	PUNCT
american_scientific_journal-11973	180	4	identifying	identify	VERB
american_scientific_journal-11973	180	5	exoplanets	exoplanet	NOUN
american_scientific_journal-11973	180	6	with	with	ADP
american_scientific_journal-11973	180	7	machine	machine	NOUN
american_scientific_journal-11973	180	8	learning	learning	NOUN
american_scientific_journal-11973	180	9	methods	method	NOUN
american_scientific_journal-11973	180	10	:	:	PUNCT
american_scientific_journal-11973	180	11	a	a	DET
american_scientific_journal-11973	180	12	preliminary	preliminary	ADJ
american_scientific_journal-11973	180	13	study	study	NOUN
american_scientific_journal-11973	180	14	,	,	PUNCT
american_scientific_journal-11973	180	15	”	"	PUNCT
american_scientific_journal-11973	180	16	arxiv	arxiv	PROPN
american_scientific_journal-11973	180	17	preprint	preprint	NOUN
american_scientific_journal-11973	180	18	arxiv:2204.00721	arxiv:2204.00721	PROPN
american_scientific_journal-11973	180	19	,	,	PUNCT
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american_scientific_journal-11973	180	21	.	.	PUNCT
american_scientific_journal-11973	181	1	[	[	X
american_scientific_journal-11973	181	2	5	5	NUM
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american_scientific_journal-11973	181	4	“	"	PUNCT
american_scientific_journal-11973	181	5	kepler	kepler	PROPN
american_scientific_journal-11973	181	6	/	/	SYM
american_scientific_journal-11973	181	7	k2	k2	PROPN
american_scientific_journal-11973	181	8	mission	mission	NOUN
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american_scientific_journal-11973	181	10	,	,	PUNCT
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american_scientific_journal-11973	182	4	.	.	PUNCT
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american_scientific_journal-11973	183	2	:	:	PUNCT
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american_scientific_journal-11973	185	9	,	,	PUNCT
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american_scientific_journal-11973	186	4	.	.	PUNCT
american_scientific_journal-11973	187	1	available	available	ADJ
american_scientific_journal-11973	187	2	:	:	PUNCT
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american_scientific_journal-11973	188	1	[	[	X
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american_scientific_journal-11973	188	39	,	,	PUNCT
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american_scientific_journal-11973	188	73	-	-	PUNCT
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american_scientific_journal-11973	188	101	,	,	PUNCT
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american_scientific_journal-11973	188	104	,	,	PUNCT
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american_scientific_journal-11973	188	112	,	,	PUNCT
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american_scientific_journal-11973	189	2	,	,	PUNCT
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american_scientific_journal-11973	189	4	.	.	PUNCT
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american_scientific_journal-11973	190	2	.	.	PUNCT
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american_scientific_journal-11973	191	6	,	,	PUNCT
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american_scientific_journal-11973	191	9	,	,	PUNCT
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american_scientific_journal-11973	191	15	,	,	PUNCT
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american_scientific_journal-11973	191	18	,	,	PUNCT
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american_scientific_journal-11973	191	21	,	,	PUNCT
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american_scientific_journal-11973	191	24	,	,	PUNCT
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american_scientific_journal-11973	191	27	,	,	PUNCT
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american_scientific_journal-11973	191	30	,	,	PUNCT
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american_scientific_journal-11973	191	36	,	,	PUNCT
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american_scientific_journal-11973	191	45	,	,	PUNCT
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american_scientific_journal-11973	191	57	:	:	PUNCT
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american_scientific_journal-11973	192	2	.	.	PUNCT
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american_scientific_journal-11973	193	2	.	.	PROPN
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american_scientific_journal-11973	193	7	,	,	PUNCT
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american_scientific_journal-11973	193	9	.	.	PUNCT
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american_scientific_journal-11973	194	2	,	,	PUNCT
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american_scientific_journal-11973	195	9	,	,	PUNCT
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american_scientific_journal-11973	195	18	,	,	PUNCT
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