id	sid	tid	token	lemma	pos
american_scientific_journal-7218	1	1	144	144	NUM
american_scientific_journal-7218	1	2	american	american	ADJ
american_scientific_journal-7218	1	3	academic	academic	PROPN
american_scientific_journal-7218	1	4	scientific	scientific	ADJ
american_scientific_journal-7218	1	5	research	research	NOUN
american_scientific_journal-7218	1	6	journal	journal	NOUN
american_scientific_journal-7218	1	7	for	for	ADP
american_scientific_journal-7218	1	8	engineering	engineering	NOUN
american_scientific_journal-7218	1	9	,	,	PUNCT
american_scientific_journal-7218	1	10	technology	technology	NOUN
american_scientific_journal-7218	1	11	,	,	PUNCT
american_scientific_journal-7218	1	12	and	and	CCONJ
american_scientific_journal-7218	1	13	sciences	sciences	PROPN
american_scientific_journal-7218	1	14	issn	issn	PROPN
american_scientific_journal-7218	1	15	(	(	PUNCT
american_scientific_journal-7218	1	16	print	print	NOUN
american_scientific_journal-7218	1	17	)	)	PUNCT
american_scientific_journal-7218	1	18	2313	2313	NUM
american_scientific_journal-7218	1	19	-	-	SYM
american_scientific_journal-7218	1	20	4410	4410	NUM
american_scientific_journal-7218	1	21	,	,	PUNCT
american_scientific_journal-7218	1	22	issn	issn	PROPN
american_scientific_journal-7218	1	23	(	(	PUNCT
american_scientific_journal-7218	1	24	online	online	ADJ
american_scientific_journal-7218	1	25	)	)	PUNCT
american_scientific_journal-7218	1	26	2313	2313	NUM
american_scientific_journal-7218	1	27	-	-	SYM
american_scientific_journal-7218	1	28	4402	4402	NUM
american_scientific_journal-7218	1	29	http://asrjetsjournal.org/	http://asrjetsjournal.org/	NOUN
american_scientific_journal-7218	1	30	text	text	NOUN
american_scientific_journal-7218	1	31	categorization	categorization	NOUN
american_scientific_journal-7218	1	32	model	model	NOUN
american_scientific_journal-7218	1	33	based	base	VERB
american_scientific_journal-7218	1	34	on	on	ADP
american_scientific_journal-7218	1	35	linear	linear	PROPN
american_scientific_journal-7218	1	36	support	support	NOUN
american_scientific_journal-7218	1	37	vector	vector	NOUN
american_scientific_journal-7218	1	38	machine	machine	NOUN
american_scientific_journal-7218	1	39	linda	linda	PROPN
american_scientific_journal-7218	1	40	uchenna	uchenna	PROPN
american_scientific_journal-7218	1	41	oghenekaro	oghenekaro	VERB
american_scientific_journal-7218	1	42	a	a	PRON
american_scientific_journal-7218	1	43	*	*	NOUN
american_scientific_journal-7218	1	44	,	,	PUNCT
american_scientific_journal-7218	1	45	augustus	augustus	PROPN
american_scientific_journal-7218	1	46	tammy	tammy	PROPN
american_scientific_journal-7218	1	47	benson	benson	PROPN
american_scientific_journal-7218	1	48	b	b	PROPN
american_scientific_journal-7218	1	49	a	a	PROPN
american_scientific_journal-7218	1	50	,	,	PUNCT
american_scientific_journal-7218	1	51	b	b	PROPN
american_scientific_journal-7218	1	52	department	department	NOUN
american_scientific_journal-7218	1	53	of	of	ADP
american_scientific_journal-7218	1	54	computer	computer	NOUN
american_scientific_journal-7218	1	55	science	science	NOUN
american_scientific_journal-7218	1	56	,	,	PUNCT
american_scientific_journal-7218	1	57	university	university	NOUN
american_scientific_journal-7218	1	58	of	of	ADP
american_scientific_journal-7218	1	59	port	port	NOUN
american_scientific_journal-7218	1	60	harcourt	harcourt	PROPN
american_scientific_journal-7218	1	61	,	,	PUNCT
american_scientific_journal-7218	1	62	rivers	river	NOUN
american_scientific_journal-7218	1	63	state	state	NOUN
american_scientific_journal-7218	1	64	,	,	PUNCT
american_scientific_journal-7218	1	65	5323	5323	NUM
american_scientific_journal-7218	1	66	,	,	PUNCT
american_scientific_journal-7218	1	67	nigeria	nigeria	PROPN
american_scientific_journal-7218	1	68	.	.	PUNCT
american_scientific_journal-7218	2	1	a	a	DET
american_scientific_journal-7218	2	2	email	email	NOUN
american_scientific_journal-7218	2	3	:	:	PUNCT
american_scientific_journal-7218	2	4	linda.oghenekaro@uniport.edu.ng	linda.oghenekaro@uniport.edu.ng	NOUN
american_scientific_journal-7218	2	5	,	,	PUNCT
american_scientific_journal-7218	2	6	b	b	X
american_scientific_journal-7218	2	7	email	email	NOUN
american_scientific_journal-7218	2	8	:	:	PUNCT
american_scientific_journal-7218	2	9	bensonaugustus@gmail.com	bensonaugustus@gmail.com	X
american_scientific_journal-7218	2	10	abstract	abstract	ADJ
american_scientific_journal-7218	2	11	spam	spam	VERB
american_scientific_journal-7218	2	12	mails	mail	NOUN
american_scientific_journal-7218	2	13	constitute	constitute	VERB
american_scientific_journal-7218	2	14	a	a	DET
american_scientific_journal-7218	2	15	lot	lot	NOUN
american_scientific_journal-7218	2	16	of	of	ADP
american_scientific_journal-7218	2	17	nuisances	nuisance	NOUN
american_scientific_journal-7218	2	18	in	in	ADP
american_scientific_journal-7218	2	19	our	our	PRON
american_scientific_journal-7218	2	20	electronic	electronic	ADJ
american_scientific_journal-7218	2	21	mail	mail	NOUN
american_scientific_journal-7218	2	22	boxes	box	NOUN
american_scientific_journal-7218	2	23	,	,	PUNCT
american_scientific_journal-7218	2	24	as	as	SCONJ
american_scientific_journal-7218	2	25	they	they	PRON
american_scientific_journal-7218	2	26	occupy	occupy	VERB
american_scientific_journal-7218	2	27	huge	huge	ADJ
american_scientific_journal-7218	2	28	spaces	space	NOUN
american_scientific_journal-7218	2	29	which	which	PRON
american_scientific_journal-7218	2	30	could	could	AUX
american_scientific_journal-7218	2	31	rather	rather	ADV
american_scientific_journal-7218	2	32	be	be	AUX
american_scientific_journal-7218	2	33	used	use	VERB
american_scientific_journal-7218	2	34	for	for	ADP
american_scientific_journal-7218	2	35	storing	store	VERB
american_scientific_journal-7218	2	36	relevant	relevant	ADJ
american_scientific_journal-7218	2	37	data	datum	NOUN
american_scientific_journal-7218	2	38	.	.	PUNCT
american_scientific_journal-7218	3	1	they	they	PRON
american_scientific_journal-7218	3	2	also	also	ADV
american_scientific_journal-7218	3	3	slow	slow	VERB
american_scientific_journal-7218	3	4	down	down	ADP
american_scientific_journal-7218	3	5	network	network	NOUN
american_scientific_journal-7218	3	6	connection	connection	NOUN
american_scientific_journal-7218	3	7	speed	speed	NOUN
american_scientific_journal-7218	3	8	and	and	CCONJ
american_scientific_journal-7218	3	9	make	make	VERB
american_scientific_journal-7218	3	10	communication	communication	NOUN
american_scientific_journal-7218	3	11	over	over	ADP
american_scientific_journal-7218	3	12	a	a	DET
american_scientific_journal-7218	3	13	network	network	NOUN
american_scientific_journal-7218	3	14	slow	slow	ADJ
american_scientific_journal-7218	3	15	.	.	PUNCT
american_scientific_journal-7218	4	1	attackers	attacker	NOUN
american_scientific_journal-7218	4	2	have	have	AUX
american_scientific_journal-7218	4	3	often	often	ADV
american_scientific_journal-7218	4	4	employed	employ	VERB
american_scientific_journal-7218	4	5	spam	spam	NOUN
american_scientific_journal-7218	4	6	mails	mail	NOUN
american_scientific_journal-7218	4	7	as	as	ADP
american_scientific_journal-7218	4	8	a	a	DET
american_scientific_journal-7218	4	9	means	means	NOUN
american_scientific_journal-7218	4	10	of	of	ADP
american_scientific_journal-7218	4	11	sending	send	VERB
american_scientific_journal-7218	4	12	phishing	phishe	VERB
american_scientific_journal-7218	4	13	mails	mail	NOUN
american_scientific_journal-7218	4	14	to	to	ADP
american_scientific_journal-7218	4	15	their	their	PRON
american_scientific_journal-7218	4	16	targets	target	NOUN
american_scientific_journal-7218	4	17	in	in	ADP
american_scientific_journal-7218	4	18	order	order	NOUN
american_scientific_journal-7218	4	19	to	to	PART
american_scientific_journal-7218	4	20	perpetrate	perpetrate	VERB
american_scientific_journal-7218	4	21	data	datum	NOUN
american_scientific_journal-7218	4	22	breach	breach	NOUN
american_scientific_journal-7218	4	23	attacks	attack	NOUN
american_scientific_journal-7218	4	24	and	and	CCONJ
american_scientific_journal-7218	4	25	other	other	ADJ
american_scientific_journal-7218	4	26	forms	form	NOUN
american_scientific_journal-7218	4	27	of	of	ADP
american_scientific_journal-7218	4	28	cybercrimes	cybercrime	NOUN
american_scientific_journal-7218	4	29	.	.	PUNCT
american_scientific_journal-7218	5	1	researchers	researcher	NOUN
american_scientific_journal-7218	5	2	have	have	AUX
american_scientific_journal-7218	5	3	developed	develop	VERB
american_scientific_journal-7218	5	4	models	model	NOUN
american_scientific_journal-7218	5	5	using	use	VERB
american_scientific_journal-7218	5	6	machine	machine	NOUN
american_scientific_journal-7218	5	7	learning	learn	VERB
american_scientific_journal-7218	5	8	algorithms	algorithm	NOUN
american_scientific_journal-7218	5	9	and	and	CCONJ
american_scientific_journal-7218	5	10	other	other	ADJ
american_scientific_journal-7218	5	11	techniques	technique	NOUN
american_scientific_journal-7218	5	12	to	to	PART
american_scientific_journal-7218	5	13	filter	filter	VERB
american_scientific_journal-7218	5	14	spam	spam	NOUN
american_scientific_journal-7218	5	15	mails	mail	NOUN
american_scientific_journal-7218	5	16	from	from	ADP
american_scientific_journal-7218	5	17	relevant	relevant	ADJ
american_scientific_journal-7218	5	18	mails	mail	NOUN
american_scientific_journal-7218	5	19	,	,	PUNCT
american_scientific_journal-7218	5	20	however	however	ADV
american_scientific_journal-7218	5	21	,	,	PUNCT
american_scientific_journal-7218	5	22	some	some	DET
american_scientific_journal-7218	5	23	algorithms	algorithm	NOUN
american_scientific_journal-7218	5	24	and	and	CCONJ
american_scientific_journal-7218	5	25	classifiers	classifier	NOUN
american_scientific_journal-7218	5	26	are	be	AUX
american_scientific_journal-7218	5	27	weak	weak	ADJ
american_scientific_journal-7218	5	28	,	,	PUNCT
american_scientific_journal-7218	5	29	not	not	PART
american_scientific_journal-7218	5	30	robust	robust	ADJ
american_scientific_journal-7218	5	31	,	,	PUNCT
american_scientific_journal-7218	5	32	and	and	CCONJ
american_scientific_journal-7218	5	33	lack	lack	VERB
american_scientific_journal-7218	5	34	visualization	visualization	NOUN
american_scientific_journal-7218	5	35	models	model	NOUN
american_scientific_journal-7218	5	36	which	which	PRON
american_scientific_journal-7218	5	37	would	would	AUX
american_scientific_journal-7218	5	38	make	make	VERB
american_scientific_journal-7218	5	39	the	the	DET
american_scientific_journal-7218	5	40	results	result	NOUN
american_scientific_journal-7218	5	41	interpretable	interpretable	ADJ
american_scientific_journal-7218	5	42	by	by	ADP
american_scientific_journal-7218	5	43	even	even	ADV
american_scientific_journal-7218	5	44	non	non	ADJ
american_scientific_journal-7218	5	45	-	-	ADJ
american_scientific_journal-7218	5	46	tech	tech	ADJ
american_scientific_journal-7218	5	47	savvy	savvy	ADJ
american_scientific_journal-7218	5	48	people	people	NOUN
american_scientific_journal-7218	5	49	.	.	PUNCT
american_scientific_journal-7218	6	1	in	in	ADP
american_scientific_journal-7218	6	2	this	this	DET
american_scientific_journal-7218	6	3	work	work	NOUN
american_scientific_journal-7218	6	4	,	,	PUNCT
american_scientific_journal-7218	6	5	linear	linear	ADJ
american_scientific_journal-7218	6	6	support	support	NOUN
american_scientific_journal-7218	6	7	vector	vector	NOUN
american_scientific_journal-7218	6	8	machine	machine	NOUN
american_scientific_journal-7218	6	9	(	(	PUNCT
american_scientific_journal-7218	6	10	lsvm	lsvm	ADJ
american_scientific_journal-7218	6	11	)	)	PUNCT
american_scientific_journal-7218	6	12	was	be	AUX
american_scientific_journal-7218	6	13	used	use	VERB
american_scientific_journal-7218	6	14	to	to	PART
american_scientific_journal-7218	6	15	develop	develop	VERB
american_scientific_journal-7218	6	16	a	a	DET
american_scientific_journal-7218	6	17	text	text	NOUN
american_scientific_journal-7218	6	18	categorization	categorization	NOUN
american_scientific_journal-7218	6	19	model	model	NOUN
american_scientific_journal-7218	6	20	for	for	ADP
american_scientific_journal-7218	6	21	email	email	NOUN
american_scientific_journal-7218	6	22	texts	text	NOUN
american_scientific_journal-7218	6	23	based	base	VERB
american_scientific_journal-7218	6	24	on	on	ADP
american_scientific_journal-7218	6	25	two	two	NUM
american_scientific_journal-7218	6	26	categories	category	NOUN
american_scientific_journal-7218	6	27	:	:	PUNCT
american_scientific_journal-7218	6	28	ham	ham	NOUN
american_scientific_journal-7218	6	29	and	and	CCONJ
american_scientific_journal-7218	6	30	spam	spam	NOUN
american_scientific_journal-7218	6	31	.	.	PUNCT
american_scientific_journal-7218	7	1	the	the	DET
american_scientific_journal-7218	7	2	processes	process	NOUN
american_scientific_journal-7218	7	3	involved	involve	VERB
american_scientific_journal-7218	7	4	were	be	AUX
american_scientific_journal-7218	7	5	dataset	dataset	ADJ
american_scientific_journal-7218	7	6	import	import	NOUN
american_scientific_journal-7218	7	7	,	,	PUNCT
american_scientific_journal-7218	7	8	preprocessing	preprocessing	NOUN
american_scientific_journal-7218	7	9	(	(	PUNCT
american_scientific_journal-7218	7	10	removal	removal	NOUN
american_scientific_journal-7218	7	11	of	of	ADP
american_scientific_journal-7218	7	12	stop	stop	NOUN
american_scientific_journal-7218	7	13	words	word	NOUN
american_scientific_journal-7218	7	14	,	,	PUNCT
american_scientific_journal-7218	7	15	vectorization	vectorization	NOUN
american_scientific_journal-7218	7	16	)	)	PUNCT
american_scientific_journal-7218	7	17	,	,	PUNCT
american_scientific_journal-7218	7	18	feature	feature	NOUN
american_scientific_journal-7218	7	19	selection	selection	NOUN
american_scientific_journal-7218	7	20	(	(	PUNCT
american_scientific_journal-7218	7	21	weighing	weighing	NOUN
american_scientific_journal-7218	7	22	and	and	CCONJ
american_scientific_journal-7218	7	23	selection	selection	NOUN
american_scientific_journal-7218	7	24	)	)	PUNCT
american_scientific_journal-7218	7	25	,	,	PUNCT
american_scientific_journal-7218	7	26	development	development	NOUN
american_scientific_journal-7218	7	27	of	of	ADP
american_scientific_journal-7218	7	28	classification	classification	NOUN
american_scientific_journal-7218	7	29	model	model	NOUN
american_scientific_journal-7218	7	30	(	(	PUNCT
american_scientific_journal-7218	7	31	splitting	split	VERB
american_scientific_journal-7218	7	32	data	datum	NOUN
american_scientific_journal-7218	7	33	into	into	ADP
american_scientific_journal-7218	7	34	train	train	NOUN
american_scientific_journal-7218	7	35	(	(	PUNCT
american_scientific_journal-7218	7	36	80	80	NUM
american_scientific_journal-7218	7	37	%	%	NOUN
american_scientific_journal-7218	7	38	)	)	PUNCT
american_scientific_journal-7218	7	39	and	and	CCONJ
american_scientific_journal-7218	7	40	test	test	NOUN
american_scientific_journal-7218	7	41	sets	set	NOUN
american_scientific_journal-7218	7	42	(	(	PUNCT
american_scientific_journal-7218	7	43	20	20	NUM
american_scientific_journal-7218	7	44	%	%	NOUN
american_scientific_journal-7218	7	45	)	)	PUNCT
american_scientific_journal-7218	7	46	,	,	PUNCT
american_scientific_journal-7218	7	47	importing	import	VERB
american_scientific_journal-7218	7	48	classifier	classifier	NOUN
american_scientific_journal-7218	7	49	,	,	PUNCT
american_scientific_journal-7218	7	50	training	training	NOUN
american_scientific_journal-7218	7	51	classifier	classifier	NOUN
american_scientific_journal-7218	7	52	)	)	PUNCT
american_scientific_journal-7218	7	53	,	,	PUNCT
american_scientific_journal-7218	7	54	evaluation	evaluation	NOUN
american_scientific_journal-7218	7	55	of	of	ADP
american_scientific_journal-7218	7	56	model	model	NOUN
american_scientific_journal-7218	7	57	,	,	PUNCT
american_scientific_journal-7218	7	58	deployment	deployment	NOUN
american_scientific_journal-7218	7	59	of	of	ADP
american_scientific_journal-7218	7	60	model	model	NOUN
american_scientific_journal-7218	7	61	and	and	CCONJ
american_scientific_journal-7218	7	62	spam	spam	VERB
american_scientific_journal-7218	7	63	filtering	filter	VERB
american_scientific_journal-7218	7	64	application	application	NOUN
american_scientific_journal-7218	7	65	on	on	ADP
american_scientific_journal-7218	7	66	a	a	DET
american_scientific_journal-7218	7	67	server	server	NOUN
american_scientific_journal-7218	7	68	(	(	PUNCT
american_scientific_journal-7218	7	69	heroku	heroku	PROPN
american_scientific_journal-7218	7	70	)	)	PUNCT
american_scientific_journal-7218	7	71	using	use	VERB
american_scientific_journal-7218	7	72	flask	flask	NOUN
american_scientific_journal-7218	7	73	framework	framework	NOUN
american_scientific_journal-7218	7	74	.	.	PUNCT
american_scientific_journal-7218	8	1	the	the	DET
american_scientific_journal-7218	8	2	agile	agile	ADJ
american_scientific_journal-7218	8	3	methodology	methodology	NOUN
american_scientific_journal-7218	8	4	was	be	AUX
american_scientific_journal-7218	8	5	adopted	adopt	VERB
american_scientific_journal-7218	8	6	for	for	ADP
american_scientific_journal-7218	8	7	the	the	DET
american_scientific_journal-7218	8	8	system	system	NOUN
american_scientific_journal-7218	8	9	design	design	NOUN
american_scientific_journal-7218	8	10	;	;	PUNCT
american_scientific_journal-7218	8	11	the	the	DET
american_scientific_journal-7218	8	12	python	python	NOUN
american_scientific_journal-7218	8	13	programming	programming	NOUN
american_scientific_journal-7218	8	14	language	language	NOUN
american_scientific_journal-7218	8	15	was	be	AUX
american_scientific_journal-7218	8	16	implemented	implement	VERB
american_scientific_journal-7218	8	17	for	for	ADP
american_scientific_journal-7218	8	18	model	model	NOUN
american_scientific_journal-7218	8	19	development	development	NOUN
american_scientific_journal-7218	8	20	.	.	PUNCT
american_scientific_journal-7218	9	1	html	html	PROPN
american_scientific_journal-7218	9	2	and	and	CCONJ
american_scientific_journal-7218	9	3	css	css	PROPN
american_scientific_journal-7218	9	4	was	be	AUX
american_scientific_journal-7218	9	5	used	use	VERB
american_scientific_journal-7218	9	6	for	for	ADP
american_scientific_journal-7218	9	7	the	the	DET
american_scientific_journal-7218	9	8	development	development	NOUN
american_scientific_journal-7218	9	9	of	of	ADP
american_scientific_journal-7218	9	10	the	the	DET
american_scientific_journal-7218	9	11	web	web	NOUN
american_scientific_journal-7218	9	12	application	application	NOUN
american_scientific_journal-7218	9	13	.	.	PUNCT
american_scientific_journal-7218	10	1	the	the	DET
american_scientific_journal-7218	10	2	results	result	NOUN
american_scientific_journal-7218	10	3	from	from	ADP
american_scientific_journal-7218	10	4	the	the	DET
american_scientific_journal-7218	10	5	system	system	NOUN
american_scientific_journal-7218	10	6	testing	testing	NOUN
american_scientific_journal-7218	10	7	showed	show	VERB
american_scientific_journal-7218	10	8	that	that	SCONJ
american_scientific_journal-7218	10	9	the	the	DET
american_scientific_journal-7218	10	10	system	system	NOUN
american_scientific_journal-7218	10	11	had	have	VERB
american_scientific_journal-7218	10	12	an	an	DET
american_scientific_journal-7218	10	13	overall	overall	ADJ
american_scientific_journal-7218	10	14	accuracy	accuracy	NOUN
american_scientific_journal-7218	10	15	of	of	ADP
american_scientific_journal-7218	10	16	98.56	98.56	NUM
american_scientific_journal-7218	10	17	%	%	NOUN
american_scientific_journal-7218	10	18	,	,	PUNCT
american_scientific_journal-7218	10	19	recall	recall	NOUN
american_scientific_journal-7218	10	20	:	:	PUNCT
american_scientific_journal-7218	10	21	96.5	96.5	NUM
american_scientific_journal-7218	10	22	%	%	NOUN
american_scientific_journal-7218	10	23	,	,	PUNCT
american_scientific_journal-7218	10	24	f1	f1	NOUN
american_scientific_journal-7218	10	25	-	-	PUNCT
american_scientific_journal-7218	10	26	score	score	NOUN
american_scientific_journal-7218	10	27	:	:	PUNCT
american_scientific_journal-7218	10	28	97	97	NUM
american_scientific_journal-7218	10	29	%	%	NOUN
american_scientific_journal-7218	10	30	and	and	CCONJ
american_scientific_journal-7218	10	31	f	f	NOUN
american_scientific_journal-7218	10	32	-	-	PUNCT
american_scientific_journal-7218	10	33	beta	beta	ADJ
american_scientific_journal-7218	10	34	score	score	NOUN
american_scientific_journal-7218	10	35	of	of	ADP
american_scientific_journal-7218	10	36	96.23	96.23	NUM
american_scientific_journal-7218	10	37	%	%	NOUN
american_scientific_journal-7218	10	38	.	.	PUNCT
american_scientific_journal-7218	11	1	this	this	DET
american_scientific_journal-7218	11	2	study	study	NOUN
american_scientific_journal-7218	11	3	therefore	therefore	ADV
american_scientific_journal-7218	11	4	could	could	AUX
american_scientific_journal-7218	11	5	be	be	AUX
american_scientific_journal-7218	11	6	beneficial	beneficial	ADJ
american_scientific_journal-7218	11	7	to	to	ADP
american_scientific_journal-7218	11	8	e	e	NOUN
american_scientific_journal-7218	11	9	-	-	NOUN
american_scientific_journal-7218	11	10	mail	mail	NOUN
american_scientific_journal-7218	11	11	users	user	NOUN
american_scientific_journal-7218	11	12	,	,	PUNCT
american_scientific_journal-7218	11	13	to	to	ADP
american_scientific_journal-7218	11	14	data	data	NOUN
american_scientific_journal-7218	11	15	analysts	analyst	NOUN
american_scientific_journal-7218	11	16	,	,	PUNCT
american_scientific_journal-7218	11	17	and	and	CCONJ
american_scientific_journal-7218	11	18	to	to	ADP
american_scientific_journal-7218	11	19	researchers	researcher	NOUN
american_scientific_journal-7218	11	20	in	in	ADP
american_scientific_journal-7218	11	21	the	the	DET
american_scientific_journal-7218	11	22	field	field	NOUN
american_scientific_journal-7218	11	23	of	of	ADP
american_scientific_journal-7218	11	24	nlp	nlp	NOUN
american_scientific_journal-7218	11	25	.	.	PUNCT
american_scientific_journal-7218	12	1	keywords	keyword	NOUN
american_scientific_journal-7218	12	2	:	:	PUNCT
american_scientific_journal-7218	12	3	support	support	NOUN
american_scientific_journal-7218	12	4	vector	vector	NOUN
american_scientific_journal-7218	12	5	machine	machine	NOUN
american_scientific_journal-7218	12	6	;	;	PUNCT
american_scientific_journal-7218	12	7	spam	spam	NOUN
american_scientific_journal-7218	12	8	;	;	PUNCT
american_scientific_journal-7218	12	9	email	email	NOUN
american_scientific_journal-7218	12	10	;	;	PUNCT
american_scientific_journal-7218	12	11	ham	ham	PROPN
american_scientific_journal-7218	12	12	;	;	PUNCT
american_scientific_journal-7218	12	13	model	model	NOUN
american_scientific_journal-7218	12	14	;	;	PUNCT
american_scientific_journal-7218	12	15	feature	feature	NOUN
american_scientific_journal-7218	12	16	extraction	extraction	NOUN
american_scientific_journal-7218	12	17	.	.	PUNCT
american_scientific_journal-7218	13	1	1	1	X
american_scientific_journal-7218	13	2	.	.	X
american_scientific_journal-7218	13	3	introduction	introduction	NOUN
american_scientific_journal-7218	13	4	electronic	electronic	ADJ
american_scientific_journal-7218	13	5	mail	mail	NOUN
american_scientific_journal-7218	13	6	refers	refer	VERB
american_scientific_journal-7218	13	7	to	to	ADP
american_scientific_journal-7218	13	8	messages	message	NOUN
american_scientific_journal-7218	13	9	transmitted	transmit	VERB
american_scientific_journal-7218	13	10	and	and	CCONJ
american_scientific_journal-7218	13	11	received	receive	VERB
american_scientific_journal-7218	13	12	by	by	ADP
american_scientific_journal-7218	13	13	digital	digital	ADJ
american_scientific_journal-7218	13	14	computers	computer	NOUN
american_scientific_journal-7218	13	15	through	through	ADP
american_scientific_journal-7218	13	16	a	a	DET
american_scientific_journal-7218	13	17	network	network	NOUN
american_scientific_journal-7218	13	18	.	.	PUNCT
american_scientific_journal-7218	14	1	an	an	DET
american_scientific_journal-7218	14	2	e	e	NOUN
american_scientific_journal-7218	14	3	-	-	NOUN
american_scientific_journal-7218	14	4	mail	mail	NOUN
american_scientific_journal-7218	14	5	system	system	NOUN
american_scientific_journal-7218	14	6	allows	allow	VERB
american_scientific_journal-7218	14	7	computer	computer	NOUN
american_scientific_journal-7218	14	8	users	user	NOUN
american_scientific_journal-7218	14	9	on	on	ADP
american_scientific_journal-7218	14	10	a	a	DET
american_scientific_journal-7218	14	11	network	network	NOUN
american_scientific_journal-7218	14	12	to	to	PART
american_scientific_journal-7218	14	13	send	send	VERB
american_scientific_journal-7218	14	14	text	text	NOUN
american_scientific_journal-7218	14	15	,	,	PUNCT
american_scientific_journal-7218	14	16	graphics	graphic	NOUN
american_scientific_journal-7218	14	17	,	,	PUNCT
american_scientific_journal-7218	14	18	sounds	sound	VERB
american_scientific_journal-7218	14	19	,	,	PUNCT
american_scientific_journal-7218	14	20	and	and	CCONJ
american_scientific_journal-7218	14	21	animated	animate	VERB
american_scientific_journal-7218	14	22	images	image	NOUN
american_scientific_journal-7218	14	23	to	to	ADP
american_scientific_journal-7218	14	24	other	other	ADJ
american_scientific_journal-7218	14	25	users	user	NOUN
american_scientific_journal-7218	14	26	.	.	PUNCT
american_scientific_journal-7218	15	1	on	on	ADP
american_scientific_journal-7218	15	2	most	most	ADJ
american_scientific_journal-7218	15	3	networks	network	NOUN
american_scientific_journal-7218	15	4	,	,	PUNCT
american_scientific_journal-7218	15	5	data	datum	NOUN
american_scientific_journal-7218	15	6	can	can	AUX
american_scientific_journal-7218	15	7	be	be	AUX
american_scientific_journal-7218	15	8	simultaneously	simultaneously	ADV
american_scientific_journal-7218	15	9	sent	send	VERB
american_scientific_journal-7218	15	10	to	to	ADP
american_scientific_journal-7218	15	11	a	a	DET
american_scientific_journal-7218	15	12	universe	universe	NOUN
american_scientific_journal-7218	15	13	of	of	ADP
american_scientific_journal-7218	15	14	users	user	NOUN
american_scientific_journal-7218	15	15	or	or	CCONJ
american_scientific_journal-7218	15	16	to	to	ADP
american_scientific_journal-7218	15	17	a	a	DET
american_scientific_journal-7218	15	18	select	select	ADJ
american_scientific_journal-7218	15	19	group	group	NOUN
american_scientific_journal-7218	15	20	or	or	CCONJ
american_scientific_journal-7218	15	21	individual	individual	NOUN
american_scientific_journal-7218	15	22	.	.	PUNCT
american_scientific_journal-7218	16	1	network	network	NOUN
american_scientific_journal-7218	16	2	users	user	NOUN
american_scientific_journal-7218	16	3	typically	typically	ADV
american_scientific_journal-7218	16	4	have	have	VERB
american_scientific_journal-7218	16	5	an	an	DET
american_scientific_journal-7218	16	6	electronic	electronic	ADJ
american_scientific_journal-7218	16	7	mailbox	mailbox	NOUN
american_scientific_journal-7218	16	8	that	that	PRON
american_scientific_journal-7218	16	9	receives	receive	VERB
american_scientific_journal-7218	16	10	,	,	PUNCT
american_scientific_journal-7218	16	11	stores	store	NOUN
american_scientific_journal-7218	16	12	,	,	PUNCT
american_scientific_journal-7218	16	13	and	and	CCONJ
american_scientific_journal-7218	16	14	manages	manage	VERB
american_scientific_journal-7218	16	15	their	their	PRON
american_scientific_journal-7218	16	16	correspondence	correspondence	NOUN
american_scientific_journal-7218	16	17	.	.	PUNCT
american_scientific_journal-7218	17	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-7218	18	1	*	*	PUNCT
american_scientific_journal-7218	18	2	corresponding	correspond	VERB
american_scientific_journal-7218	18	3	author	author	NOUN
american_scientific_journal-7218	18	4	.	.	PUNCT
american_scientific_journal-7218	19	1	http://asrjetsjournal.org/	http://asrjetsjournal.org/	PROPN
american_scientific_journal-7218	19	2	american	american	PROPN
american_scientific_journal-7218	19	3	academic	academic	PROPN
american_scientific_journal-7218	19	4	scientific	scientific	ADJ
american_scientific_journal-7218	19	5	research	research	NOUN
american_scientific_journal-7218	19	6	journal	journal	NOUN
american_scientific_journal-7218	19	7	for	for	ADP
american_scientific_journal-7218	19	8	engineering	engineering	NOUN
american_scientific_journal-7218	19	9	,	,	PUNCT
american_scientific_journal-7218	19	10	technology	technology	NOUN
american_scientific_journal-7218	19	11	,	,	PUNCT
american_scientific_journal-7218	19	12	and	and	CCONJ
american_scientific_journal-7218	19	13	sciences	science	NOUN
american_scientific_journal-7218	19	14	(	(	PUNCT
american_scientific_journal-7218	19	15	asrjets	asrjet	NOUN
american_scientific_journal-7218	19	16	)	)	PUNCT
american_scientific_journal-7218	19	17	(	(	PUNCT
american_scientific_journal-7218	19	18	2022)volume	2022)volume	NUM
american_scientific_journal-7218	19	19	85,no	85,no	PROPN
american_scientific_journal-7218	19	20	1	1	NUM
american_scientific_journal-7218	19	21	,	,	PUNCT
american_scientific_journal-7218	19	22	pp	pp	ADV
american_scientific_journal-7218	19	23	144	144	NUM
american_scientific_journal-7218	19	24	-	-	SYM
american_scientific_journal-7218	19	25	156	156	NUM
american_scientific_journal-7218	19	26	145	145	NUM
american_scientific_journal-7218	19	27	recipients	recipient	NOUN
american_scientific_journal-7218	19	28	can	can	AUX
american_scientific_journal-7218	19	29	elect	elect	VERB
american_scientific_journal-7218	19	30	to	to	PART
american_scientific_journal-7218	19	31	view	view	VERB
american_scientific_journal-7218	19	32	,	,	PUNCT
american_scientific_journal-7218	19	33	print	print	NOUN
american_scientific_journal-7218	19	34	,	,	PUNCT
american_scientific_journal-7218	19	35	save	save	VERB
american_scientific_journal-7218	19	36	,	,	PUNCT
american_scientific_journal-7218	19	37	edit	edit	NOUN
american_scientific_journal-7218	19	38	,	,	PUNCT
american_scientific_journal-7218	19	39	answer	answer	NOUN
american_scientific_journal-7218	19	40	,	,	PUNCT
american_scientific_journal-7218	19	41	forward	forward	ADV
american_scientific_journal-7218	19	42	,	,	PUNCT
american_scientific_journal-7218	19	43	or	or	CCONJ
american_scientific_journal-7218	19	44	otherwise	otherwise	ADV
american_scientific_journal-7218	19	45	react	react	VERB
american_scientific_journal-7218	19	46	to	to	ADP
american_scientific_journal-7218	19	47	communications	communication	NOUN
american_scientific_journal-7218	19	48	.	.	PUNCT
american_scientific_journal-7218	20	1	many	many	ADJ
american_scientific_journal-7218	20	2	email	email	NOUN
american_scientific_journal-7218	20	3	systems	system	NOUN
american_scientific_journal-7218	20	4	have	have	VERB
american_scientific_journal-7218	20	5	advanced	advanced	ADJ
american_scientific_journal-7218	20	6	features	feature	NOUN
american_scientific_journal-7218	20	7	that	that	PRON
american_scientific_journal-7218	20	8	alert	alert	VERB
american_scientific_journal-7218	20	9	users	user	NOUN
american_scientific_journal-7218	20	10	to	to	ADP
american_scientific_journal-7218	20	11	incoming	incoming	ADJ
american_scientific_journal-7218	20	12	messages	message	NOUN
american_scientific_journal-7218	20	13	or	or	CCONJ
american_scientific_journal-7218	20	14	permit	permit	VERB
american_scientific_journal-7218	20	15	them	they	PRON
american_scientific_journal-7218	20	16	to	to	PART
american_scientific_journal-7218	20	17	employ	employ	VERB
american_scientific_journal-7218	20	18	special	special	ADJ
american_scientific_journal-7218	20	19	privacy	privacy	NOUN
american_scientific_journal-7218	20	20	features	feature	NOUN
american_scientific_journal-7218	20	21	.	.	PUNCT
american_scientific_journal-7218	21	1	large	large	ADJ
american_scientific_journal-7218	21	2	corporations	corporation	NOUN
american_scientific_journal-7218	21	3	and	and	CCONJ
american_scientific_journal-7218	21	4	institutions	institution	NOUN
american_scientific_journal-7218	21	5	use	use	VERB
american_scientific_journal-7218	21	6	e	e	NOUN
american_scientific_journal-7218	21	7	-	-	NOUN
american_scientific_journal-7218	21	8	mail	mail	NOUN
american_scientific_journal-7218	21	9	systems	system	NOUN
american_scientific_journal-7218	21	10	as	as	ADP
american_scientific_journal-7218	21	11	an	an	DET
american_scientific_journal-7218	21	12	important	important	ADJ
american_scientific_journal-7218	21	13	communication	communication	NOUN
american_scientific_journal-7218	21	14	link	link	NOUN
american_scientific_journal-7218	21	15	between	between	ADP
american_scientific_journal-7218	21	16	employees	employee	NOUN
american_scientific_journal-7218	21	17	and	and	CCONJ
american_scientific_journal-7218	21	18	other	other	ADJ
american_scientific_journal-7218	21	19	people	people	NOUN
american_scientific_journal-7218	21	20	allowed	allow	VERB
american_scientific_journal-7218	21	21	on	on	ADP
american_scientific_journal-7218	21	22	their	their	PRON
american_scientific_journal-7218	21	23	networks	network	NOUN
american_scientific_journal-7218	21	24	.	.	PUNCT
american_scientific_journal-7218	22	1	although	although	SCONJ
american_scientific_journal-7218	22	2	the	the	DET
american_scientific_journal-7218	22	3	email	email	NOUN
american_scientific_journal-7218	22	4	system	system	NOUN
american_scientific_journal-7218	22	5	has	have	AUX
american_scientific_journal-7218	22	6	being	be	AUX
american_scientific_journal-7218	22	7	a	a	DET
american_scientific_journal-7218	22	8	convenient	convenient	ADJ
american_scientific_journal-7218	22	9	means	mean	NOUN
american_scientific_journal-7218	22	10	of	of	ADP
american_scientific_journal-7218	22	11	communication	communication	NOUN
american_scientific_journal-7218	22	12	in	in	ADP
american_scientific_journal-7218	22	13	recent	recent	ADJ
american_scientific_journal-7218	22	14	years	year	NOUN
american_scientific_journal-7218	22	15	,	,	PUNCT
american_scientific_journal-7218	22	16	however	however	ADV
american_scientific_journal-7218	22	17	users	user	NOUN
american_scientific_journal-7218	22	18	have	have	AUX
american_scientific_journal-7218	22	19	had	have	VERB
american_scientific_journal-7218	22	20	to	to	PART
american_scientific_journal-7218	22	21	deal	deal	VERB
american_scientific_journal-7218	22	22	with	with	ADP
american_scientific_journal-7218	22	23	managing	manage	VERB
american_scientific_journal-7218	22	24	unsolicited	unsolicited	ADJ
american_scientific_journal-7218	22	25	emails	email	NOUN
american_scientific_journal-7218	22	26	,	,	PUNCT
american_scientific_journal-7218	22	27	which	which	PRON
american_scientific_journal-7218	22	28	are	be	AUX
american_scientific_journal-7218	22	29	also	also	ADV
american_scientific_journal-7218	22	30	referred	refer	VERB
american_scientific_journal-7218	22	31	to	to	ADP
american_scientific_journal-7218	22	32	as	as	ADP
american_scientific_journal-7218	22	33	junk	junk	NOUN
american_scientific_journal-7218	22	34	mails	mail	NOUN
american_scientific_journal-7218	22	35	or	or	CCONJ
american_scientific_journal-7218	22	36	spam	spam	NOUN
american_scientific_journal-7218	22	37	.	.	PUNCT
american_scientific_journal-7218	23	1	text	text	NOUN
american_scientific_journal-7218	23	2	categorization	categorization	NOUN
american_scientific_journal-7218	23	3	is	be	AUX
american_scientific_journal-7218	23	4	a	a	DET
american_scientific_journal-7218	23	5	key	key	ADJ
american_scientific_journal-7218	23	6	technique	technique	NOUN
american_scientific_journal-7218	23	7	in	in	ADP
american_scientific_journal-7218	23	8	text	text	NOUN
american_scientific_journal-7218	23	9	analysis	analysis	NOUN
american_scientific_journal-7218	23	10	for	for	ADP
american_scientific_journal-7218	23	11	handling	handle	VERB
american_scientific_journal-7218	23	12	structured	structured	ADJ
american_scientific_journal-7218	23	13	data	datum	NOUN
american_scientific_journal-7218	23	14	organization	organization	NOUN
american_scientific_journal-7218	23	15	problems	problem	NOUN
american_scientific_journal-7218	23	16	[	[	X
american_scientific_journal-7218	23	17	24	24	NUM
american_scientific_journal-7218	23	18	]	]	PUNCT
american_scientific_journal-7218	23	19	.	.	PUNCT
american_scientific_journal-7218	24	1	it	it	PRON
american_scientific_journal-7218	24	2	is	be	AUX
american_scientific_journal-7218	24	3	a	a	DET
american_scientific_journal-7218	24	4	very	very	ADV
american_scientific_journal-7218	24	5	important	important	ADJ
american_scientific_journal-7218	24	6	field	field	NOUN
american_scientific_journal-7218	24	7	in	in	ADP
american_scientific_journal-7218	24	8	natural	natural	ADJ
american_scientific_journal-7218	24	9	language	language	NOUN
american_scientific_journal-7218	24	10	processing	processing	NOUN
american_scientific_journal-7218	24	11	(	(	PUNCT
american_scientific_journal-7218	24	12	nlp	nlp	NOUN
american_scientific_journal-7218	24	13	)	)	PUNCT
american_scientific_journal-7218	24	14	[	[	X
american_scientific_journal-7218	24	15	23	23	NUM
american_scientific_journal-7218	24	16	]	]	PUNCT
american_scientific_journal-7218	24	17	.	.	PUNCT
american_scientific_journal-7218	25	1	they	they	PRON
american_scientific_journal-7218	25	2	are	be	AUX
american_scientific_journal-7218	25	3	important	important	ADJ
american_scientific_journal-7218	25	4	in	in	ADP
american_scientific_journal-7218	25	5	retrieving	retrieve	VERB
american_scientific_journal-7218	25	6	specific	specific	ADJ
american_scientific_journal-7218	25	7	information	information	NOUN
american_scientific_journal-7218	25	8	from	from	ADP
american_scientific_journal-7218	25	9	a	a	DET
american_scientific_journal-7218	25	10	document	document	NOUN
american_scientific_journal-7218	25	11	and	and	CCONJ
american_scientific_journal-7218	25	12	providing	provide	VERB
american_scientific_journal-7218	25	13	a	a	DET
american_scientific_journal-7218	25	14	guide	guide	NOUN
american_scientific_journal-7218	25	15	for	for	ADP
american_scientific_journal-7218	25	16	a	a	DET
american_scientific_journal-7218	25	17	user	user	NOUN
american_scientific_journal-7218	25	18	’s	’s	PART
american_scientific_journal-7218	25	19	search	search	NOUN
american_scientific_journal-7218	25	20	through	through	ADP
american_scientific_journal-7218	25	21	a	a	DET
american_scientific_journal-7218	25	22	large	large	ADJ
american_scientific_journal-7218	25	23	data	data	NOUN
american_scientific_journal-7218	25	24	pool	pool	NOUN
american_scientific_journal-7218	25	25	.	.	PUNCT
american_scientific_journal-7218	26	1	this	this	PRON
american_scientific_journal-7218	26	2	is	be	AUX
american_scientific_journal-7218	26	3	achieved	achieve	VERB
american_scientific_journal-7218	26	4	by	by	ADP
american_scientific_journal-7218	26	5	assigning	assign	VERB
american_scientific_journal-7218	26	6	class	class	NOUN
american_scientific_journal-7218	26	7	labels	label	NOUN
american_scientific_journal-7218	26	8	to	to	ADP
american_scientific_journal-7218	26	9	different	different	ADJ
american_scientific_journal-7218	26	10	data	datum	NOUN
american_scientific_journal-7218	26	11	in	in	ADP
american_scientific_journal-7218	26	12	a	a	DET
american_scientific_journal-7218	26	13	data	data	NOUN
american_scientific_journal-7218	26	14	pool	pool	NOUN
american_scientific_journal-7218	26	15	.	.	PUNCT
american_scientific_journal-7218	27	1	a	a	DET
american_scientific_journal-7218	27	2	major	major	ADJ
american_scientific_journal-7218	27	3	application	application	NOUN
american_scientific_journal-7218	27	4	area	area	NOUN
american_scientific_journal-7218	27	5	of	of	ADP
american_scientific_journal-7218	27	6	text	text	NOUN
american_scientific_journal-7218	27	7	categorization	categorization	NOUN
american_scientific_journal-7218	27	8	is	be	AUX
american_scientific_journal-7218	27	9	the	the	DET
american_scientific_journal-7218	27	10	filtering	filtering	NOUN
american_scientific_journal-7218	27	11	of	of	ADP
american_scientific_journal-7218	27	12	spam	spam	NOUN
american_scientific_journal-7218	27	13	email	email	NOUN
american_scientific_journal-7218	27	14	from	from	ADP
american_scientific_journal-7218	27	15	a	a	DET
american_scientific_journal-7218	27	16	large	large	ADJ
american_scientific_journal-7218	27	17	pool	pool	NOUN
american_scientific_journal-7218	27	18	of	of	ADP
american_scientific_journal-7218	27	19	mails	mail	NOUN
american_scientific_journal-7218	27	20	.	.	PUNCT
american_scientific_journal-7218	28	1	email	email	NOUN
american_scientific_journal-7218	28	2	spam	spam	NOUN
american_scientific_journal-7218	28	3	is	be	AUX
american_scientific_journal-7218	28	4	a	a	DET
american_scientific_journal-7218	28	5	serious	serious	ADJ
american_scientific_journal-7218	28	6	challenge	challenge	NOUN
american_scientific_journal-7218	28	7	all	all	ADV
american_scientific_journal-7218	28	8	over	over	ADP
american_scientific_journal-7218	28	9	the	the	DET
american_scientific_journal-7218	28	10	world	world	NOUN
american_scientific_journal-7218	28	11	.	.	PUNCT
american_scientific_journal-7218	29	1	according	accord	VERB
american_scientific_journal-7218	29	2	to	to	ADP
american_scientific_journal-7218	29	3	kaspersky	kaspersky	PROPN
american_scientific_journal-7218	29	4	laboratory	laboratory	NOUN
american_scientific_journal-7218	29	5	(	(	PUNCT
american_scientific_journal-7218	29	6	2014	2014	NUM
american_scientific_journal-7218	29	7	)	)	PUNCT
american_scientific_journal-7218	29	8	,	,	PUNCT
american_scientific_journal-7218	29	9	“	"	PUNCT
american_scientific_journal-7218	29	10	almost	almost	ADV
american_scientific_journal-7218	29	11	65.7	65.7	NUM
american_scientific_journal-7218	29	12	%	%	NOUN
american_scientific_journal-7218	29	13	of	of	ADP
american_scientific_journal-7218	29	14	all	all	DET
american_scientific_journal-7218	29	15	emails	email	NOUN
american_scientific_journal-7218	29	16	were	be	AUX
american_scientific_journal-7218	29	17	considered	consider	VERB
american_scientific_journal-7218	29	18	as	as	ADP
american_scientific_journal-7218	29	19	spam	spam	NOUN
american_scientific_journal-7218	29	20	,	,	PUNCT
american_scientific_journal-7218	29	21	with	with	ADP
american_scientific_journal-7218	29	22	asia	asia	PROPN
american_scientific_journal-7218	29	23	as	as	ADP
american_scientific_journal-7218	29	24	the	the	DET
american_scientific_journal-7218	29	25	highest	high	ADJ
american_scientific_journal-7218	29	26	source	source	NOUN
american_scientific_journal-7218	29	27	of	of	ADP
american_scientific_journal-7218	29	28	spam	spam	NOUN
american_scientific_journal-7218	29	29	mail	mail	NOUN
american_scientific_journal-7218	29	30	with	with	ADP
american_scientific_journal-7218	29	31	49.1	49.1	NUM
american_scientific_journal-7218	29	32	%	%	NOUN
american_scientific_journal-7218	29	33	out	out	ADP
american_scientific_journal-7218	29	34	of	of	ADP
american_scientific_journal-7218	29	35	the	the	DET
american_scientific_journal-7218	29	36	seven	seven	NUM
american_scientific_journal-7218	29	37	regions	region	NOUN
american_scientific_journal-7218	29	38	in	in	ADP
american_scientific_journal-7218	29	39	the	the	DET
american_scientific_journal-7218	29	40	world	world	NOUN
american_scientific_journal-7218	29	41	”	"	PUNCT
american_scientific_journal-7218	29	42	.	.	PUNCT
american_scientific_journal-7218	30	1	test	test	NOUN
american_scientific_journal-7218	30	2	classifiers	classifier	NOUN
american_scientific_journal-7218	30	3	are	be	AUX
american_scientific_journal-7218	30	4	developed	develop	VERB
american_scientific_journal-7218	30	5	using	use	VERB
american_scientific_journal-7218	30	6	machine	machine	NOUN
american_scientific_journal-7218	30	7	learning	learn	VERB
american_scientific_journal-7218	30	8	algorithms	algorithm	NOUN
american_scientific_journal-7218	30	9	such	such	ADJ
american_scientific_journal-7218	30	10	as	as	ADP
american_scientific_journal-7218	30	11	linear	linear	PROPN
american_scientific_journal-7218	30	12	support	support	NOUN
american_scientific_journal-7218	30	13	vector	vector	NOUN
american_scientific_journal-7218	30	14	machines	machine	NOUN
american_scientific_journal-7218	30	15	(	(	PUNCT
american_scientific_journal-7218	30	16	svms	svms	NOUN
american_scientific_journal-7218	30	17	)	)	PUNCT
american_scientific_journal-7218	30	18	,	,	PUNCT
american_scientific_journal-7218	30	19	k	k	X
american_scientific_journal-7218	30	20	-	-	PUNCT
american_scientific_journal-7218	30	21	nns	nns	ADJ
american_scientific_journal-7218	30	22	,	,	PUNCT
american_scientific_journal-7218	30	23	recurrent	recurrent	ADJ
american_scientific_journal-7218	30	24	neural	neural	ADJ
american_scientific_journal-7218	30	25	networks	network	NOUN
american_scientific_journal-7218	30	26	(	(	PUNCT
american_scientific_journal-7218	30	27	rnns	rnns	PROPN
american_scientific_journal-7218	30	28	)	)	PUNCT
american_scientific_journal-7218	30	29	,	,	PUNCT
american_scientific_journal-7218	30	30	amongst	amongst	ADP
american_scientific_journal-7218	30	31	others	other	NOUN
american_scientific_journal-7218	30	32	.	.	PUNCT
american_scientific_journal-7218	31	1	linear	linear	ADJ
american_scientific_journal-7218	31	2	support	support	NOUN
american_scientific_journal-7218	31	3	vector	vector	NOUN
american_scientific_journal-7218	31	4	machine	machine	NOUN
american_scientific_journal-7218	31	5	(	(	PUNCT
american_scientific_journal-7218	31	6	lsvm	lsvm	ADJ
american_scientific_journal-7218	31	7	)	)	PUNCT
american_scientific_journal-7218	31	8	is	be	AUX
american_scientific_journal-7218	31	9	a	a	DET
american_scientific_journal-7218	31	10	very	very	ADV
american_scientific_journal-7218	31	11	efficient	efficient	ADJ
american_scientific_journal-7218	31	12	text	text	NOUN
american_scientific_journal-7218	31	13	classification	classification	NOUN
american_scientific_journal-7218	31	14	algorithm	algorithm	NOUN
american_scientific_journal-7218	31	15	.	.	PUNCT
american_scientific_journal-7218	32	1	it	it	PRON
american_scientific_journal-7218	32	2	is	be	AUX
american_scientific_journal-7218	32	3	a	a	DET
american_scientific_journal-7218	32	4	supervised	supervised	ADJ
american_scientific_journal-7218	32	5	learning	learn	VERB
american_scientific_journal-7218	32	6	algorithm	algorithm	NOUN
american_scientific_journal-7218	32	7	that	that	PRON
american_scientific_journal-7218	32	8	is	be	AUX
american_scientific_journal-7218	32	9	employed	employ	VERB
american_scientific_journal-7218	32	10	for	for	ADP
american_scientific_journal-7218	32	11	several	several	ADJ
american_scientific_journal-7218	32	12	classification	classification	NOUN
american_scientific_journal-7218	32	13	problems	problem	NOUN
american_scientific_journal-7218	32	14	[	[	X
american_scientific_journal-7218	32	15	23	23	NUM
american_scientific_journal-7218	32	16	]	]	PUNCT
american_scientific_journal-7218	32	17	.	.	PUNCT
american_scientific_journal-7218	33	1	apart	apart	ADV
american_scientific_journal-7218	33	2	from	from	ADP
american_scientific_journal-7218	33	3	text	text	NOUN
american_scientific_journal-7218	33	4	categorization	categorization	NOUN
american_scientific_journal-7218	33	5	,	,	PUNCT
american_scientific_journal-7218	33	6	svm	svm	PROPN
american_scientific_journal-7218	33	7	can	can	AUX
american_scientific_journal-7218	33	8	be	be	AUX
american_scientific_journal-7218	33	9	applied	apply	VERB
american_scientific_journal-7218	33	10	in	in	ADP
american_scientific_journal-7218	33	11	credit	credit	NOUN
american_scientific_journal-7218	33	12	risk	risk	NOUN
american_scientific_journal-7218	33	13	analysis	analysis	NOUN
american_scientific_journal-7218	33	14	,	,	PUNCT
american_scientific_journal-7218	33	15	medical	medical	ADJ
american_scientific_journal-7218	33	16	diagnosis	diagnosis	NOUN
american_scientific_journal-7218	33	17	and	and	CCONJ
american_scientific_journal-7218	33	18	information	information	NOUN
american_scientific_journal-7218	33	19	retrieval	retrieval	NOUN
american_scientific_journal-7218	33	20	.	.	PUNCT
american_scientific_journal-7218	34	1	svm	svm	PROPN
american_scientific_journal-7218	34	2	can	can	AUX
american_scientific_journal-7218	34	3	also	also	ADV
american_scientific_journal-7218	34	4	handle	handle	VERB
american_scientific_journal-7218	34	5	sparse	sparse	ADJ
american_scientific_journal-7218	34	6	data	datum	NOUN
american_scientific_journal-7218	34	7	while	while	SCONJ
american_scientific_journal-7218	34	8	retaining	retain	VERB
american_scientific_journal-7218	34	9	the	the	DET
american_scientific_journal-7218	34	10	same	same	ADJ
american_scientific_journal-7218	34	11	accuracy	accuracy	NOUN
american_scientific_journal-7218	34	12	level	level	NOUN
american_scientific_journal-7218	34	13	and	and	CCONJ
american_scientific_journal-7218	34	14	offer	offer	VERB
american_scientific_journal-7218	34	15	better	well	ADJ
american_scientific_journal-7218	34	16	generalization	generalization	NOUN
american_scientific_journal-7218	34	17	abilities	ability	NOUN
american_scientific_journal-7218	34	18	.	.	PUNCT
american_scientific_journal-7218	35	1	this	this	DET
american_scientific_journal-7218	35	2	algorithm	algorithm	NOUN
american_scientific_journal-7218	35	3	will	will	AUX
american_scientific_journal-7218	35	4	be	be	AUX
american_scientific_journal-7218	35	5	used	use	VERB
american_scientific_journal-7218	35	6	to	to	PART
american_scientific_journal-7218	35	7	develop	develop	VERB
american_scientific_journal-7218	35	8	our	our	PRON
american_scientific_journal-7218	35	9	proposed	propose	VERB
american_scientific_journal-7218	35	10	text	text	NOUN
american_scientific_journal-7218	35	11	categorization	categorization	NOUN
american_scientific_journal-7218	35	12	model	model	NOUN
american_scientific_journal-7218	35	13	for	for	ADP
american_scientific_journal-7218	35	14	spam	spam	NOUN
american_scientific_journal-7218	35	15	mail	mail	NOUN
american_scientific_journal-7218	35	16	classification	classification	NOUN
american_scientific_journal-7218	35	17	.	.	PUNCT
american_scientific_journal-7218	36	1	2	2	X
american_scientific_journal-7218	36	2	.	.	NUM
american_scientific_journal-7218	36	3	related	relate	VERB
american_scientific_journal-7218	36	4	works	work	NOUN
american_scientific_journal-7218	36	5	reference	reference	NOUN
american_scientific_journal-7218	36	6	[	[	X
american_scientific_journal-7218	36	7	7	7	NUM
american_scientific_journal-7218	36	8	]	]	PUNCT
american_scientific_journal-7218	36	9	carried	carry	VERB
american_scientific_journal-7218	36	10	out	out	ADP
american_scientific_journal-7218	36	11	a	a	DET
american_scientific_journal-7218	36	12	systematic	systematic	ADJ
american_scientific_journal-7218	36	13	review	review	NOUN
american_scientific_journal-7218	36	14	of	of	ADP
american_scientific_journal-7218	36	15	some	some	PRON
american_scientific_journal-7218	36	16	of	of	ADP
american_scientific_journal-7218	36	17	the	the	DET
american_scientific_journal-7218	36	18	popular	popular	ADJ
american_scientific_journal-7218	36	19	machine	machine	NOUN
american_scientific_journal-7218	36	20	learning	learning	NOUN
american_scientific_journal-7218	36	21	based	base	VERB
american_scientific_journal-7218	36	22	email	email	NOUN
american_scientific_journal-7218	36	23	spam	spam	NOUN
american_scientific_journal-7218	36	24	filtering	filtering	NOUN
american_scientific_journal-7218	36	25	approaches	approach	NOUN
american_scientific_journal-7218	36	26	.	.	PUNCT
american_scientific_journal-7218	37	1	important	important	ADJ
american_scientific_journal-7218	37	2	concepts	concept	NOUN
american_scientific_journal-7218	37	3	,	,	PUNCT
american_scientific_journal-7218	37	4	attempts	attempt	NOUN
american_scientific_journal-7218	37	5	,	,	PUNCT
american_scientific_journal-7218	37	6	efficiency	efficiency	NOUN
american_scientific_journal-7218	37	7	,	,	PUNCT
american_scientific_journal-7218	37	8	and	and	CCONJ
american_scientific_journal-7218	37	9	the	the	DET
american_scientific_journal-7218	37	10	research	research	NOUN
american_scientific_journal-7218	37	11	trend	trend	NOUN
american_scientific_journal-7218	37	12	in	in	ADP
american_scientific_journal-7218	37	13	spam	spam	NOUN
american_scientific_journal-7218	37	14	filtering	filter	VERB
american_scientific_journal-7218	37	15	were	be	AUX
american_scientific_journal-7218	37	16	covered	cover	VERB
american_scientific_journal-7218	37	17	in	in	ADP
american_scientific_journal-7218	37	18	the	the	DET
american_scientific_journal-7218	37	19	survey	survey	NOUN
american_scientific_journal-7218	37	20	.	.	PUNCT
american_scientific_journal-7218	38	1	initially	initially	ADV
american_scientific_journal-7218	38	2	,	,	PUNCT
american_scientific_journal-7218	38	3	the	the	DET
american_scientific_journal-7218	38	4	applications	application	NOUN
american_scientific_journal-7218	38	5	of	of	ADP
american_scientific_journal-7218	38	6	machine	machine	NOUN
american_scientific_journal-7218	38	7	learning	learn	VERB
american_scientific_journal-7218	38	8	techniques	technique	NOUN
american_scientific_journal-7218	38	9	to	to	ADP
american_scientific_journal-7218	38	10	the	the	DET
american_scientific_journal-7218	38	11	email	email	NOUN
american_scientific_journal-7218	38	12	spam	spam	NOUN
american_scientific_journal-7218	38	13	filtering	filtering	NOUN
american_scientific_journal-7218	38	14	process	process	NOUN
american_scientific_journal-7218	38	15	of	of	ADP
american_scientific_journal-7218	38	16	gmail	gmail	NOUN
american_scientific_journal-7218	38	17	,	,	PUNCT
american_scientific_journal-7218	38	18	yahoo	yahoo	PROPN
american_scientific_journal-7218	38	19	and	and	CCONJ
american_scientific_journal-7218	38	20	outlook	outlook	NOUN
american_scientific_journal-7218	38	21	emails	email	NOUN
american_scientific_journal-7218	38	22	spam	spam	NOUN
american_scientific_journal-7218	38	23	filters	filter	NOUN
american_scientific_journal-7218	38	24	were	be	AUX
american_scientific_journal-7218	38	25	discussed	discuss	VERB
american_scientific_journal-7218	38	26	and	and	CCONJ
american_scientific_journal-7218	38	27	then	then	ADV
american_scientific_journal-7218	38	28	general	general	ADJ
american_scientific_journal-7218	38	29	email	email	NOUN
american_scientific_journal-7218	38	30	spam	spam	NOUN
american_scientific_journal-7218	38	31	filtering	filtering	NOUN
american_scientific_journal-7218	38	32	process	process	NOUN
american_scientific_journal-7218	38	33	and	and	CCONJ
american_scientific_journal-7218	38	34	the	the	DET
american_scientific_journal-7218	38	35	various	various	ADJ
american_scientific_journal-7218	38	36	efforts	effort	NOUN
american_scientific_journal-7218	38	37	by	by	ADP
american_scientific_journal-7218	38	38	different	different	ADJ
american_scientific_journal-7218	38	39	researchers	researcher	NOUN
american_scientific_journal-7218	38	40	in	in	ADP
american_scientific_journal-7218	38	41	combating	combat	VERB
american_scientific_journal-7218	38	42	spam	spam	NOUN
american_scientific_journal-7218	38	43	through	through	ADP
american_scientific_journal-7218	38	44	the	the	DET
american_scientific_journal-7218	38	45	use	use	NOUN
american_scientific_journal-7218	38	46	machine	machine	NOUN
american_scientific_journal-7218	38	47	learning	learning	NOUN
american_scientific_journal-7218	38	48	techniques	technique	NOUN
american_scientific_journal-7218	38	49	were	be	AUX
american_scientific_journal-7218	38	50	reviewed	review	VERB
american_scientific_journal-7218	38	51	.	.	PUNCT
american_scientific_journal-7218	39	1	they	they	PRON
american_scientific_journal-7218	39	2	recommended	recommend	VERB
american_scientific_journal-7218	39	3	deep	deep	ADJ
american_scientific_journal-7218	39	4	learning	learning	NOUN
american_scientific_journal-7218	39	5	and	and	CCONJ
american_scientific_journal-7218	39	6	deep	deep	ADJ
american_scientific_journal-7218	39	7	adversarial	adversarial	ADJ
american_scientific_journal-7218	39	8	learning	learning	NOUN
american_scientific_journal-7218	39	9	as	as	ADP
american_scientific_journal-7218	39	10	the	the	DET
american_scientific_journal-7218	39	11	future	future	ADJ
american_scientific_journal-7218	39	12	techniques	technique	NOUN
american_scientific_journal-7218	39	13	that	that	PRON
american_scientific_journal-7218	39	14	can	can	AUX
american_scientific_journal-7218	39	15	effectively	effectively	ADV
american_scientific_journal-7218	39	16	handle	handle	VERB
american_scientific_journal-7218	39	17	the	the	DET
american_scientific_journal-7218	39	18	menace	menace	NOUN
american_scientific_journal-7218	39	19	of	of	ADP
american_scientific_journal-7218	39	20	spam	spam	NOUN
american_scientific_journal-7218	39	21	emails	email	NOUN
american_scientific_journal-7218	39	22	.	.	PUNCT
american_scientific_journal-7218	40	1	however	however	ADV
american_scientific_journal-7218	40	2	,	,	PUNCT
american_scientific_journal-7218	40	3	no	no	DET
american_scientific_journal-7218	40	4	spam	spam	NOUN
american_scientific_journal-7218	40	5	mail	mail	NOUN
american_scientific_journal-7218	40	6	filtering	filtering	NOUN
american_scientific_journal-7218	40	7	model	model	NOUN
american_scientific_journal-7218	40	8	was	be	AUX
american_scientific_journal-7218	40	9	developed	develop	VERB
american_scientific_journal-7218	40	10	in	in	ADP
american_scientific_journal-7218	40	11	this	this	DET
american_scientific_journal-7218	40	12	study	study	NOUN
american_scientific_journal-7218	40	13	.	.	PUNCT
american_scientific_journal-7218	41	1	reference	reference	NOUN
american_scientific_journal-7218	42	1	[	[	X
american_scientific_journal-7218	42	2	4	4	X
american_scientific_journal-7218	42	3	]	]	PUNCT
american_scientific_journal-7218	42	4	proposed	propose	VERB
american_scientific_journal-7218	42	5	an	an	DET
american_scientific_journal-7218	42	6	efficient	efficient	ADJ
american_scientific_journal-7218	42	7	email	email	NOUN
american_scientific_journal-7218	42	8	classification	classification	NOUN
american_scientific_journal-7218	42	9	approach	approach	NOUN
american_scientific_journal-7218	42	10	based	base	VERB
american_scientific_journal-7218	42	11	on	on	ADP
american_scientific_journal-7218	42	12	semantic	semantic	ADJ
american_scientific_journal-7218	42	13	methods	method	NOUN
american_scientific_journal-7218	42	14	.	.	PUNCT
american_scientific_journal-7218	43	1	they	they	PRON
american_scientific_journal-7218	43	2	employed	employ	VERB
american_scientific_journal-7218	43	3	the	the	DET
american_scientific_journal-7218	43	4	wordnet	wordnet	NOUN
american_scientific_journal-7218	43	5	ontology	ontology	NOUN
american_scientific_journal-7218	43	6	and	and	CCONJ
american_scientific_journal-7218	43	7	applied	apply	VERB
american_scientific_journal-7218	43	8	different	different	ADJ
american_scientific_journal-7218	43	9	semantic	semantic	ADJ
american_scientific_journal-7218	43	10	based	base	VERB
american_scientific_journal-7218	43	11	methods	method	NOUN
american_scientific_journal-7218	43	12	and	and	CCONJ
american_scientific_journal-7218	43	13	similarity	similarity	NOUN
american_scientific_journal-7218	43	14	measures	measure	NOUN
american_scientific_journal-7218	43	15	for	for	ADP
american_scientific_journal-7218	43	16	reducing	reduce	VERB
american_scientific_journal-7218	43	17	the	the	DET
american_scientific_journal-7218	43	18	huge	huge	ADJ
american_scientific_journal-7218	43	19	number	number	NOUN
american_scientific_journal-7218	43	20	of	of	ADP
american_scientific_journal-7218	43	21	extracted	extract	VERB
american_scientific_journal-7218	43	22	textual	textual	ADJ
american_scientific_journal-7218	43	23	features	feature	NOUN
american_scientific_journal-7218	43	24	,	,	PUNCT
american_scientific_journal-7218	43	25	and	and	CCONJ
american_scientific_journal-7218	43	26	hence	hence	ADV
american_scientific_journal-7218	43	27	the	the	DET
american_scientific_journal-7218	43	28	space	space	NOUN
american_scientific_journal-7218	43	29	and	and	CCONJ
american_scientific_journal-7218	43	30	time	time	NOUN
american_scientific_journal-7218	43	31	complexities	complexity	NOUN
american_scientific_journal-7218	43	32	were	be	AUX
american_scientific_journal-7218	43	33	reduced	reduce	VERB
american_scientific_journal-7218	43	34	.	.	PUNCT
american_scientific_journal-7218	44	1	however	however	ADV
american_scientific_journal-7218	44	2	,	,	PUNCT
american_scientific_journal-7218	44	3	to	to	PART
american_scientific_journal-7218	44	4	get	get	VERB
american_scientific_journal-7218	44	5	the	the	DET
american_scientific_journal-7218	44	6	minimal	minimal	ADJ
american_scientific_journal-7218	44	7	optimal	optimal	ADJ
american_scientific_journal-7218	44	8	features	feature	NOUN
american_scientific_journal-7218	44	9	’	'	PUNCT
american_scientific_journal-7218	44	10	set	set	NOUN
american_scientific_journal-7218	44	11	,	,	PUNCT
american_scientific_journal-7218	44	12	feature	feature	NOUN
american_scientific_journal-7218	44	13	dimensionality	dimensionality	NOUN
american_scientific_journal-7218	44	14	reduction	reduction	NOUN
american_scientific_journal-7218	44	15	has	have	AUX
american_scientific_journal-7218	44	16	been	be	AUX
american_scientific_journal-7218	44	17	integrated	integrate	VERB
american_scientific_journal-7218	44	18	using	use	VERB
american_scientific_journal-7218	44	19	feature	feature	NOUN
american_scientific_journal-7218	44	20	selection	selection	NOUN
american_scientific_journal-7218	44	21	techniques	technique	NOUN
american_scientific_journal-7218	44	22	such	such	ADJ
american_scientific_journal-7218	44	23	as	as	ADP
american_scientific_journal-7218	44	24	the	the	DET
american_scientific_journal-7218	44	25	principal	principal	ADJ
american_scientific_journal-7218	44	26	component	component	NOUN
american_scientific_journal-7218	44	27	analysis	analysis	NOUN
american_scientific_journal-7218	44	28	(	(	PUNCT
american_scientific_journal-7218	44	29	pca	pca	NOUN
american_scientific_journal-7218	44	30	)	)	PUNCT
american_scientific_journal-7218	44	31	and	and	CCONJ
american_scientific_journal-7218	44	32	the	the	DET
american_scientific_journal-7218	44	33	correlation	correlation	NOUN
american_scientific_journal-7218	44	34	feature	feature	NOUN
american_scientific_journal-7218	44	35	selection	selection	NOUN
american_scientific_journal-7218	44	36	(	(	PUNCT
american_scientific_journal-7218	44	37	cfs	cfs	PROPN
american_scientific_journal-7218	44	38	)	)	PUNCT
american_scientific_journal-7218	44	39	.	.	PUNCT
american_scientific_journal-7218	45	1	experimental	experimental	ADJ
american_scientific_journal-7218	45	2	results	result	NOUN
american_scientific_journal-7218	45	3	on	on	ADP
american_scientific_journal-7218	45	4	the	the	DET
american_scientific_journal-7218	45	5	standard	standard	ADJ
american_scientific_journal-7218	45	6	benchmark	benchmark	PROPN
american_scientific_journal-7218	45	7	enron	enron	PROPN
american_scientific_journal-7218	45	8	dataset	dataset	PROPN
american_scientific_journal-7218	45	9	showed	show	VERB
american_scientific_journal-7218	45	10	that	that	SCONJ
american_scientific_journal-7218	45	11	the	the	DET
american_scientific_journal-7218	45	12	proposed	propose	VERB
american_scientific_journal-7218	45	13	semantic	semantic	ADJ
american_scientific_journal-7218	45	14	filtering	filtering	NOUN
american_scientific_journal-7218	45	15	approach	approach	NOUN
american_scientific_journal-7218	45	16	combined	combine	VERB
american_scientific_journal-7218	45	17	with	with	ADP
american_scientific_journal-7218	45	18	the	the	DET
american_scientific_journal-7218	45	19	feature	feature	NOUN
american_scientific_journal-7218	45	20	selection	selection	NOUN
american_scientific_journal-7218	45	21	achieves	achieve	VERB
american_scientific_journal-7218	45	22	high	high	ADJ
american_scientific_journal-7218	45	23	computational	computational	ADJ
american_scientific_journal-7218	45	24	performance	performance	NOUN
american_scientific_journal-7218	45	25	at	at	ADP
american_scientific_journal-7218	45	26	high	high	ADJ
american_scientific_journal-7218	45	27	space	space	NOUN
american_scientific_journal-7218	45	28	and	and	CCONJ
american_scientific_journal-7218	45	29	time	time	NOUN
american_scientific_journal-7218	45	30	reduction	reduction	NOUN
american_scientific_journal-7218	45	31	rates	rate	NOUN
american_scientific_journal-7218	45	32	.	.	PUNCT
american_scientific_journal-7218	46	1	however	however	ADV
american_scientific_journal-7218	46	2	,	,	PUNCT
american_scientific_journal-7218	46	3	this	this	DET
american_scientific_journal-7218	46	4	model	model	NOUN
american_scientific_journal-7218	46	5	has	have	VERB
american_scientific_journal-7218	46	6	limitations	limitation	NOUN
american_scientific_journal-7218	46	7	such	such	ADJ
american_scientific_journal-7218	46	8	as	as	ADP
american_scientific_journal-7218	46	9	poor	poor	ADJ
american_scientific_journal-7218	46	10	preprocessing	preprocessing	NOUN
american_scientific_journal-7218	46	11	techniques	technique	NOUN
american_scientific_journal-7218	46	12	,	,	PUNCT
american_scientific_journal-7218	46	13	weak	weak	ADJ
american_scientific_journal-7218	46	14	classifiers	classifier	NOUN
american_scientific_journal-7218	46	15	and	and	CCONJ
american_scientific_journal-7218	46	16	lack	lack	NOUN
american_scientific_journal-7218	46	17	of	of	ADP
american_scientific_journal-7218	46	18	a	a	DET
american_scientific_journal-7218	46	19	user	user	NOUN
american_scientific_journal-7218	46	20	-	-	PUNCT
american_scientific_journal-7218	46	21	friendly	friendly	ADJ
american_scientific_journal-7218	46	22	interface	interface	NOUN
american_scientific_journal-7218	46	23	.	.	PUNCT
american_scientific_journal-7218	47	1	american	american	ADJ
american_scientific_journal-7218	47	2	academic	academic	ADJ
american_scientific_journal-7218	47	3	scientific	scientific	ADJ
american_scientific_journal-7218	47	4	research	research	NOUN
american_scientific_journal-7218	47	5	journal	journal	NOUN
american_scientific_journal-7218	47	6	for	for	ADP
american_scientific_journal-7218	47	7	engineering	engineering	NOUN
american_scientific_journal-7218	47	8	,	,	PUNCT
american_scientific_journal-7218	47	9	technology	technology	NOUN
american_scientific_journal-7218	47	10	,	,	PUNCT
american_scientific_journal-7218	47	11	and	and	CCONJ
american_scientific_journal-7218	47	12	sciences	science	NOUN
american_scientific_journal-7218	47	13	(	(	PUNCT
american_scientific_journal-7218	47	14	asrjets	asrjet	NOUN
american_scientific_journal-7218	47	15	)	)	PUNCT
american_scientific_journal-7218	47	16	(	(	PUNCT
american_scientific_journal-7218	47	17	2022)volume	2022)volume	NUM
american_scientific_journal-7218	47	18	85,no	85,no	PROPN
american_scientific_journal-7218	47	19	1	1	NUM
american_scientific_journal-7218	47	20	,	,	PUNCT
american_scientific_journal-7218	47	21	pp	pp	ADV
american_scientific_journal-7218	47	22	144	144	NUM
american_scientific_journal-7218	47	23	-	-	SYM
american_scientific_journal-7218	47	24	156	156	NUM
american_scientific_journal-7218	47	25	146	146	NUM
american_scientific_journal-7218	47	26	semantic	semantic	ADJ
american_scientific_journal-7218	47	27	implementation	implementation	NOUN
american_scientific_journal-7218	47	28	of	of	ADP
american_scientific_journal-7218	47	29	information	information	NOUN
american_scientific_journal-7218	47	30	retrieval	retrieval	NOUN
american_scientific_journal-7218	47	31	system	system	NOUN
american_scientific_journal-7218	47	32	by	by	ADP
american_scientific_journal-7218	47	33	integrating	integrate	VERB
american_scientific_journal-7218	47	34	semantic	semantic	ADJ
american_scientific_journal-7218	47	35	knowledge	knowledge	NOUN
american_scientific_journal-7218	47	36	in	in	ADP
american_scientific_journal-7218	47	37	the	the	DET
american_scientific_journal-7218	47	38	indexing	indexing	NOUN
american_scientific_journal-7218	47	39	phase	phase	NOUN
american_scientific_journal-7218	47	40	was	be	AUX
american_scientific_journal-7218	47	41	designed	design	VERB
american_scientific_journal-7218	47	42	and	and	CCONJ
american_scientific_journal-7218	47	43	applied	apply	VERB
american_scientific_journal-7218	47	44	.	.	PUNCT
american_scientific_journal-7218	48	1	reference	reference	NOUN
american_scientific_journal-7218	48	2	[	[	X
american_scientific_journal-7218	48	3	21	21	NUM
american_scientific_journal-7218	48	4	]	]	PUNCT
american_scientific_journal-7218	48	5	presented	present	VERB
american_scientific_journal-7218	48	6	an	an	DET
american_scientific_journal-7218	48	7	arabic	arabic	ADJ
american_scientific_journal-7218	48	8	search	search	NOUN
american_scientific_journal-7218	48	9	engine	engine	NOUN
american_scientific_journal-7218	48	10	based	base	VERB
american_scientific_journal-7218	48	11	on	on	ADP
american_scientific_journal-7218	48	12	different	different	ADJ
american_scientific_journal-7218	48	13	levels	level	NOUN
american_scientific_journal-7218	48	14	of	of	ADP
american_scientific_journal-7218	48	15	terminologies	terminology	NOUN
american_scientific_journal-7218	48	16	of	of	ADP
american_scientific_journal-7218	48	17	the	the	DET
american_scientific_journal-7218	48	18	language	language	NOUN
american_scientific_journal-7218	48	19	.	.	PUNCT
american_scientific_journal-7218	49	1	the	the	DET
american_scientific_journal-7218	49	2	okapi	okapi	ADJ
american_scientific_journal-7218	49	3	measure	measure	NOUN
american_scientific_journal-7218	49	4	gave	give	VERB
american_scientific_journal-7218	49	5	the	the	DET
american_scientific_journal-7218	49	6	best	good	ADJ
american_scientific_journal-7218	49	7	results	result	NOUN
american_scientific_journal-7218	49	8	for	for	ADP
american_scientific_journal-7218	49	9	a	a	DET
american_scientific_journal-7218	49	10	mixture	mixture	NOUN
american_scientific_journal-7218	49	11	rate	rate	NOUN
american_scientific_journal-7218	49	12	that	that	PRON
american_scientific_journal-7218	49	13	equated	equate	VERB
american_scientific_journal-7218	49	14	0	0	NUM
american_scientific_journal-7218	49	15	,	,	PUNCT
american_scientific_journal-7218	49	16	1	1	NUM
american_scientific_journal-7218	49	17	.	.	PUNCT
american_scientific_journal-7218	50	1	the	the	DET
american_scientific_journal-7218	50	2	introduction	introduction	NOUN
american_scientific_journal-7218	50	3	of	of	ADP
american_scientific_journal-7218	50	4	semantics	semantic	NOUN
american_scientific_journal-7218	50	5	into	into	ADP
american_scientific_journal-7218	50	6	the	the	DET
american_scientific_journal-7218	50	7	indexing	indexing	NOUN
american_scientific_journal-7218	50	8	phase	phase	NOUN
american_scientific_journal-7218	50	9	considerably	considerably	ADV
american_scientific_journal-7218	50	10	reduced	reduce	VERB
american_scientific_journal-7218	50	11	the	the	DET
american_scientific_journal-7218	50	12	search	search	NOUN
american_scientific_journal-7218	50	13	time	time	NOUN
american_scientific_journal-7218	50	14	compared	compare	VERB
american_scientific_journal-7218	50	15	to	to	ADP
american_scientific_journal-7218	50	16	the	the	DET
american_scientific_journal-7218	50	17	old	old	ADJ
american_scientific_journal-7218	50	18	method	method	NOUN
american_scientific_journal-7218	50	19	by	by	ADP
american_scientific_journal-7218	50	20	75	75	NUM
american_scientific_journal-7218	50	21	%	%	NOUN
american_scientific_journal-7218	50	22	.	.	PUNCT
american_scientific_journal-7218	51	1	however	however	ADV
american_scientific_journal-7218	51	2	,	,	PUNCT
american_scientific_journal-7218	51	3	their	their	PRON
american_scientific_journal-7218	51	4	model	model	NOUN
american_scientific_journal-7218	51	5	was	be	AUX
american_scientific_journal-7218	51	6	not	not	PART
american_scientific_journal-7218	51	7	robust	robust	ADJ
american_scientific_journal-7218	51	8	and	and	CCONJ
american_scientific_journal-7218	51	9	could	could	AUX
american_scientific_journal-7218	51	10	not	not	PART
american_scientific_journal-7218	51	11	be	be	AUX
american_scientific_journal-7218	51	12	used	use	VERB
american_scientific_journal-7218	51	13	to	to	PART
american_scientific_journal-7218	51	14	categorize	categorize	VERB
american_scientific_journal-7218	51	15	other	other	ADJ
american_scientific_journal-7218	51	16	texts	text	NOUN
american_scientific_journal-7218	51	17	such	such	ADJ
american_scientific_journal-7218	51	18	as	as	ADP
american_scientific_journal-7218	51	19	english	english	ADJ
american_scientific_journal-7218	51	20	texts	text	NOUN
american_scientific_journal-7218	51	21	.	.	PUNCT
american_scientific_journal-7218	52	1	reference	reference	NOUN
american_scientific_journal-7218	52	2	[	[	X
american_scientific_journal-7218	52	3	8	8	NUM
american_scientific_journal-7218	52	4	]	]	PUNCT
american_scientific_journal-7218	52	5	documented	document	VERB
american_scientific_journal-7218	52	6	classification	classification	NOUN
american_scientific_journal-7218	52	7	based	base	VERB
american_scientific_journal-7218	52	8	on	on	ADP
american_scientific_journal-7218	52	9	support	support	NOUN
american_scientific_journal-7218	52	10	vector	vector	NOUN
american_scientific_journal-7218	52	11	machine	machine	NOUN
american_scientific_journal-7218	52	12	using	use	VERB
american_scientific_journal-7218	52	13	a	a	DET
american_scientific_journal-7218	52	14	concept	concept	NOUN
american_scientific_journal-7218	52	15	vector	vector	NOUN
american_scientific_journal-7218	52	16	model	model	NOUN
american_scientific_journal-7218	52	17	.	.	PUNCT
american_scientific_journal-7218	53	1	the	the	DET
american_scientific_journal-7218	53	2	proposed	propose	VERB
american_scientific_journal-7218	53	3	model	model	NOUN
american_scientific_journal-7218	53	4	was	be	AUX
american_scientific_journal-7218	53	5	novel	novel	ADJ
american_scientific_journal-7218	53	6	.	.	PUNCT
american_scientific_journal-7218	54	1	the	the	DET
american_scientific_journal-7218	54	2	model	model	NOUN
american_scientific_journal-7218	54	3	was	be	AUX
american_scientific_journal-7218	54	4	for	for	ADP
american_scientific_journal-7218	54	5	categorizing	categorize	VERB
american_scientific_journal-7218	54	6	document(s	document(s	NOUN
american_scientific_journal-7218	54	7	)	)	PUNCT
american_scientific_journal-7218	54	8	based	base	VERB
american_scientific_journal-7218	54	9	on	on	ADP
american_scientific_journal-7218	54	10	support	support	NOUN
american_scientific_journal-7218	54	11	vector	vector	NOUN
american_scientific_journal-7218	54	12	machine	machine	NOUN
american_scientific_journal-7218	54	13	with	with	ADP
american_scientific_journal-7218	54	14	a	a	DET
american_scientific_journal-7218	54	15	concept	concept	NOUN
american_scientific_journal-7218	54	16	vector	vector	NOUN
american_scientific_journal-7218	54	17	model	model	NOUN
american_scientific_journal-7218	54	18	in	in	ADP
american_scientific_journal-7218	54	19	order	order	NOUN
american_scientific_journal-7218	54	20	to	to	PART
american_scientific_journal-7218	54	21	solve	solve	VERB
american_scientific_journal-7218	54	22	the	the	DET
american_scientific_journal-7218	54	23	drawbacks	drawback	NOUN
american_scientific_journal-7218	54	24	of	of	ADP
american_scientific_journal-7218	54	25	classifying	classify	VERB
american_scientific_journal-7218	54	26	document	document	NOUN
american_scientific_journal-7218	54	27	using	use	VERB
american_scientific_journal-7218	54	28	traditional	traditional	ADJ
american_scientific_journal-7218	54	29	approach	approach	NOUN
american_scientific_journal-7218	54	30	which	which	PRON
american_scientific_journal-7218	54	31	does	do	AUX
american_scientific_journal-7218	54	32	not	not	PART
american_scientific_journal-7218	54	33	take	take	VERB
american_scientific_journal-7218	54	34	into	into	ADP
american_scientific_journal-7218	54	35	account	account	NOUN
american_scientific_journal-7218	54	36	the	the	DET
american_scientific_journal-7218	54	37	semantic	semantic	ADJ
american_scientific_journal-7218	54	38	relations	relation	NOUN
american_scientific_journal-7218	54	39	among	among	ADP
american_scientific_journal-7218	54	40	the	the	DET
american_scientific_journal-7218	54	41	documents	document	NOUN
american_scientific_journal-7218	54	42	/	/	SYM
american_scientific_journal-7218	54	43	keywords	keyword	NOUN
american_scientific_journal-7218	54	44	.	.	PUNCT
american_scientific_journal-7218	55	1	the	the	DET
american_scientific_journal-7218	55	2	results	result	NOUN
american_scientific_journal-7218	55	3	showed	show	VERB
american_scientific_journal-7218	55	4	that	that	SCONJ
american_scientific_journal-7218	55	5	traditional	traditional	ADJ
american_scientific_journal-7218	55	6	term	term	NOUN
american_scientific_journal-7218	55	7	-	-	PUNCT
american_scientific_journal-7218	55	8	based	base	VERB
american_scientific_journal-7218	55	9	vector	vector	NOUN
american_scientific_journal-7218	55	10	space	space	NOUN
american_scientific_journal-7218	55	11	model	model	NOUN
american_scientific_journal-7218	55	12	yields	yield	VERB
american_scientific_journal-7218	55	13	lower	low	ADJ
american_scientific_journal-7218	55	14	accuracy	accuracy	NOUN
american_scientific_journal-7218	55	15	compared	compare	VERB
american_scientific_journal-7218	55	16	to	to	ADP
american_scientific_journal-7218	55	17	using	use	VERB
american_scientific_journal-7218	55	18	the	the	DET
american_scientific_journal-7218	55	19	concept	concept	NOUN
american_scientific_journal-7218	55	20	vector	vector	NOUN
american_scientific_journal-7218	55	21	model	model	NOUN
american_scientific_journal-7218	55	22	.	.	PUNCT
american_scientific_journal-7218	56	1	however	however	ADV
american_scientific_journal-7218	56	2	,	,	PUNCT
american_scientific_journal-7218	56	3	this	this	DET
american_scientific_journal-7218	56	4	model	model	NOUN
american_scientific_journal-7218	56	5	was	be	AUX
american_scientific_journal-7218	56	6	not	not	PART
american_scientific_journal-7218	56	7	tested	test	VERB
american_scientific_journal-7218	56	8	using	use	VERB
american_scientific_journal-7218	56	9	real	real	ADJ
american_scientific_journal-7218	56	10	world	world	NOUN
american_scientific_journal-7218	56	11	datasets	dataset	NOUN
american_scientific_journal-7218	56	12	.	.	PUNCT
american_scientific_journal-7218	57	1	reference	reference	NOUN
american_scientific_journal-7218	57	2	[	[	X
american_scientific_journal-7218	57	3	9	9	NUM
american_scientific_journal-7218	57	4	]	]	PUNCT
american_scientific_journal-7218	57	5	presented	present	VERB
american_scientific_journal-7218	57	6	an	an	DET
american_scientific_journal-7218	57	7	algorithm	algorithm	NOUN
american_scientific_journal-7218	57	8	for	for	ADP
american_scientific_journal-7218	57	9	automatically	automatically	ADV
american_scientific_journal-7218	57	10	learning	learn	VERB
american_scientific_journal-7218	57	11	a	a	DET
american_scientific_journal-7218	57	12	function	function	NOUN
american_scientific_journal-7218	57	13	from	from	ADP
american_scientific_journal-7218	57	14	related	related	ADJ
american_scientific_journal-7218	57	15	classification	classification	NOUN
american_scientific_journal-7218	57	16	problems	problem	NOUN
american_scientific_journal-7218	57	17	.	.	PUNCT
american_scientific_journal-7218	58	1	their	their	PRON
american_scientific_journal-7218	58	2	algorithm	algorithm	NOUN
american_scientific_journal-7218	58	3	’s	’s	PART
american_scientific_journal-7218	58	4	parameter	parameter	NOUN
american_scientific_journal-7218	58	5	function	function	NOUN
american_scientific_journal-7218	58	6	was	be	AUX
american_scientific_journal-7218	58	7	used	use	VERB
american_scientific_journal-7218	58	8	to	to	PART
american_scientific_journal-7218	58	9	define	define	VERB
american_scientific_journal-7218	58	10	a	a	DET
american_scientific_journal-7218	58	11	new	new	ADJ
american_scientific_journal-7218	58	12	learning	learning	NOUN
american_scientific_journal-7218	58	13	algorithm	algorithm	NOUN
american_scientific_journal-7218	58	14	for	for	ADP
american_scientific_journal-7218	58	15	text	text	NOUN
american_scientific_journal-7218	58	16	classification	classification	NOUN
american_scientific_journal-7218	58	17	,	,	PUNCT
american_scientific_journal-7218	58	18	which	which	PRON
american_scientific_journal-7218	58	19	could	could	AUX
american_scientific_journal-7218	58	20	be	be	AUX
american_scientific_journal-7218	58	21	applied	apply	VERB
american_scientific_journal-7218	58	22	to	to	ADP
american_scientific_journal-7218	58	23	novel	novel	ADJ
american_scientific_journal-7218	58	24	classification	classification	NOUN
american_scientific_journal-7218	58	25	tasks	task	NOUN
american_scientific_journal-7218	58	26	.	.	PUNCT
american_scientific_journal-7218	59	1	they	they	PRON
american_scientific_journal-7218	59	2	discovered	discover	VERB
american_scientific_journal-7218	59	3	that	that	SCONJ
american_scientific_journal-7218	59	4	their	their	PRON
american_scientific_journal-7218	59	5	learned	learn	VERB
american_scientific_journal-7218	59	6	classifier	classifier	NOUN
american_scientific_journal-7218	59	7	outperformed	outperform	VERB
american_scientific_journal-7218	59	8	existing	exist	VERB
american_scientific_journal-7218	59	9	methods	method	NOUN
american_scientific_journal-7218	59	10	on	on	ADP
american_scientific_journal-7218	59	11	a	a	DET
american_scientific_journal-7218	59	12	variety	variety	NOUN
american_scientific_journal-7218	59	13	of	of	ADP
american_scientific_journal-7218	59	14	multiclass	multiclass	ADJ
american_scientific_journal-7218	59	15	text	text	NOUN
american_scientific_journal-7218	59	16	classification	classification	NOUN
american_scientific_journal-7218	59	17	tasks	task	NOUN
american_scientific_journal-7218	59	18	.	.	PUNCT
american_scientific_journal-7218	60	1	however	however	ADV
american_scientific_journal-7218	60	2	,	,	PUNCT
american_scientific_journal-7218	60	3	they	they	PRON
american_scientific_journal-7218	60	4	could	could	AUX
american_scientific_journal-7218	60	5	not	not	PART
american_scientific_journal-7218	60	6	implement	implement	VERB
american_scientific_journal-7218	60	7	this	this	DET
american_scientific_journal-7218	60	8	algorithm	algorithm	NOUN
american_scientific_journal-7218	60	9	using	use	VERB
american_scientific_journal-7218	60	10	a	a	DET
american_scientific_journal-7218	60	11	programming	programming	NOUN
american_scientific_journal-7218	60	12	language	language	NOUN
american_scientific_journal-7218	60	13	.	.	PUNCT
american_scientific_journal-7218	61	1	reference	reference	NOUN
american_scientific_journal-7218	61	2	[	[	X
american_scientific_journal-7218	61	3	21	21	NUM
american_scientific_journal-7218	61	4	]	]	PUNCT
american_scientific_journal-7218	61	5	implemented	implement	VERB
american_scientific_journal-7218	61	6	text	text	NOUN
american_scientific_journal-7218	61	7	categorization	categorization	NOUN
american_scientific_journal-7218	61	8	and	and	CCONJ
american_scientific_journal-7218	61	9	information	information	NOUN
american_scientific_journal-7218	61	10	retrieval	retrieval	NOUN
american_scientific_journal-7218	61	11	using	use	VERB
american_scientific_journal-7218	61	12	wordnet	wordnet	NOUN
american_scientific_journal-7218	61	13	senses	sense	NOUN
american_scientific_journal-7218	61	14	.	.	PUNCT
american_scientific_journal-7218	62	1	they	they	PRON
american_scientific_journal-7218	62	2	used	use	VERB
american_scientific_journal-7218	62	3	knn	knn	PROPN
american_scientific_journal-7218	62	4	for	for	ADP
american_scientific_journal-7218	62	5	text	text	NOUN
american_scientific_journal-7218	62	6	categorization	categorization	NOUN
american_scientific_journal-7218	62	7	.	.	PUNCT
american_scientific_journal-7218	63	1	they	they	PRON
american_scientific_journal-7218	63	2	investigated	investigate	VERB
american_scientific_journal-7218	63	3	three	three	NUM
american_scientific_journal-7218	63	4	techniques	technique	NOUN
american_scientific_journal-7218	63	5	:	:	PUNCT
american_scientific_journal-7218	63	6	the	the	DET
american_scientific_journal-7218	63	7	direct	direct	ADJ
american_scientific_journal-7218	63	8	use	use	NOUN
american_scientific_journal-7218	63	9	of	of	ADP
american_scientific_journal-7218	63	10	a	a	DET
american_scientific_journal-7218	63	11	weighted	weight	VERB
american_scientific_journal-7218	63	12	matrix	matrix	NOUN
american_scientific_journal-7218	63	13	,	,	PUNCT
american_scientific_journal-7218	63	14	the	the	DET
american_scientific_journal-7218	63	15	singular	singular	ADJ
american_scientific_journal-7218	63	16	value	value	NOUN
american_scientific_journal-7218	63	17	decomposition	decomposition	NOUN
american_scientific_journal-7218	63	18	(	(	PUNCT
american_scientific_journal-7218	63	19	svd	svd	PROPN
american_scientific_journal-7218	63	20	)	)	PUNCT
american_scientific_journal-7218	63	21	technique	technique	NOUN
american_scientific_journal-7218	63	22	in	in	ADP
american_scientific_journal-7218	63	23	the	the	DET
american_scientific_journal-7218	63	24	latent	latent	NOUN
american_scientific_journal-7218	63	25	semantic	semantic	ADJ
american_scientific_journal-7218	63	26	indexing	indexing	NOUN
american_scientific_journal-7218	63	27	(	(	PUNCT
american_scientific_journal-7218	63	28	lsi	lsi	PROPN
american_scientific_journal-7218	63	29	)	)	PUNCT
american_scientific_journal-7218	63	30	model	model	NOUN
american_scientific_journal-7218	63	31	,	,	PUNCT
american_scientific_journal-7218	63	32	and	and	CCONJ
american_scientific_journal-7218	63	33	the	the	DET
american_scientific_journal-7218	63	34	bisecting	bisecting	NOUN
american_scientific_journal-7218	63	35	spherical	spherical	ADJ
american_scientific_journal-7218	63	36	k	k	ADJ
american_scientific_journal-7218	63	37	-	-	PUNCT
american_scientific_journal-7218	63	38	means	mean	VERB
american_scientific_journal-7218	63	39	clustering	clustering	NOUN
american_scientific_journal-7218	63	40	technique	technique	NOUN
american_scientific_journal-7218	63	41	.	.	PUNCT
american_scientific_journal-7218	64	1	these	these	DET
american_scientific_journal-7218	64	2	techniques	technique	NOUN
american_scientific_journal-7218	64	3	were	be	AUX
american_scientific_journal-7218	64	4	used	use	VERB
american_scientific_journal-7218	64	5	to	to	PART
american_scientific_journal-7218	64	6	experiment	experiment	VERB
american_scientific_journal-7218	64	7	information	information	NOUN
american_scientific_journal-7218	64	8	retrieval	retrieval	NOUN
american_scientific_journal-7218	64	9	(	(	PUNCT
american_scientific_journal-7218	64	10	ir	ir	NOUN
american_scientific_journal-7218	64	11	)	)	PUNCT
american_scientific_journal-7218	64	12	.	.	PUNCT
american_scientific_journal-7218	65	1	the	the	DET
american_scientific_journal-7218	65	2	performance	performance	NOUN
american_scientific_journal-7218	65	3	analysis	analysis	NOUN
american_scientific_journal-7218	65	4	revealed	reveal	VERB
american_scientific_journal-7218	65	5	error	error	NOUN
american_scientific_journal-7218	65	6	rates	rate	NOUN
american_scientific_journal-7218	65	7	for	for	ADP
american_scientific_journal-7218	65	8	the	the	DET
american_scientific_journal-7218	65	9	techniques	technique	NOUN
american_scientific_journal-7218	65	10	to	to	PART
american_scientific_journal-7218	65	11	be	be	AUX
american_scientific_journal-7218	65	12	within	within	ADP
american_scientific_journal-7218	65	13	30	30	NUM
american_scientific_journal-7218	65	14	%	%	NOUN
american_scientific_journal-7218	65	15	to	to	PART
american_scientific_journal-7218	65	16	60	60	NUM
american_scientific_journal-7218	65	17	%	%	NOUN
american_scientific_journal-7218	65	18	.	.	PUNCT
american_scientific_journal-7218	66	1	however	however	ADV
american_scientific_journal-7218	66	2	,	,	PUNCT
american_scientific_journal-7218	66	3	they	they	PRON
american_scientific_journal-7218	66	4	did	do	AUX
american_scientific_journal-7218	66	5	not	not	PART
american_scientific_journal-7218	66	6	clearly	clearly	ADV
american_scientific_journal-7218	66	7	state	state	VERB
american_scientific_journal-7218	66	8	the	the	DET
american_scientific_journal-7218	66	9	method	method	NOUN
american_scientific_journal-7218	66	10	of	of	ADP
american_scientific_journal-7218	66	11	implementation	implementation	NOUN
american_scientific_journal-7218	66	12	used	use	VERB
american_scientific_journal-7218	66	13	to	to	PART
american_scientific_journal-7218	66	14	derive	derive	VERB
american_scientific_journal-7218	66	15	the	the	DET
american_scientific_journal-7218	66	16	results	result	NOUN
american_scientific_journal-7218	66	17	.	.	PUNCT
american_scientific_journal-7218	67	1	reference	reference	NOUN
american_scientific_journal-7218	67	2	[	[	X
american_scientific_journal-7218	67	3	14	14	NUM
american_scientific_journal-7218	67	4	]	]	PUNCT
american_scientific_journal-7218	67	5	proposed	propose	VERB
american_scientific_journal-7218	67	6	k	k	PROPN
american_scientific_journal-7218	67	7	-	-	PUNCT
american_scientific_journal-7218	67	8	nn	nn	X
american_scientific_journal-7218	67	9	model	model	NOUN
american_scientific_journal-7218	67	10	-	-	PUNCT
american_scientific_journal-7218	67	11	based	base	VERB
american_scientific_journal-7218	67	12	approach	approach	NOUN
american_scientific_journal-7218	67	13	for	for	ADP
american_scientific_journal-7218	67	14	automatic	automatic	ADJ
american_scientific_journal-7218	67	15	text	text	NOUN
american_scientific_journal-7218	67	16	categorization	categorization	NOUN
american_scientific_journal-7218	67	17	.	.	PUNCT
american_scientific_journal-7218	68	1	they	they	PRON
american_scientific_journal-7218	68	2	presented	present	VERB
american_scientific_journal-7218	68	3	a	a	DET
american_scientific_journal-7218	68	4	textbased	textbase	VERB
american_scientific_journal-7218	68	5	categorization	categorization	NOUN
american_scientific_journal-7218	68	6	system	system	NOUN
american_scientific_journal-7218	68	7	prototype	prototype	NOUN
american_scientific_journal-7218	68	8	.	.	PUNCT
american_scientific_journal-7218	69	1	the	the	DET
american_scientific_journal-7218	69	2	algorithms	algorithm	NOUN
american_scientific_journal-7218	69	3	used	use	VERB
american_scientific_journal-7218	69	4	for	for	ADP
american_scientific_journal-7218	69	5	the	the	DET
american_scientific_journal-7218	69	6	implementation	implementation	NOUN
american_scientific_journal-7218	69	7	included	include	VERB
american_scientific_journal-7218	69	8	k	k	PROPN
american_scientific_journal-7218	69	9	-	-	PUNCT
american_scientific_journal-7218	69	10	nn	nn	PROPN
american_scientific_journal-7218	69	11	model	model	NOUN
american_scientific_journal-7218	69	12	,	,	PUNCT
american_scientific_journal-7218	69	13	knn	knn	PROPN
american_scientific_journal-7218	69	14	,	,	PUNCT
american_scientific_journal-7218	69	15	rocchio	rocchio	VERB
american_scientific_journal-7218	69	16	and	and	CCONJ
american_scientific_journal-7218	69	17	support	support	VERB
american_scientific_journal-7218	69	18	vector	vector	NOUN
american_scientific_journal-7218	69	19	machine	machine	NOUN
american_scientific_journal-7218	69	20	(	(	PUNCT
american_scientific_journal-7218	69	21	svm	svm	PROPN
american_scientific_journal-7218	69	22	)	)	PUNCT
american_scientific_journal-7218	69	23	.	.	PUNCT
american_scientific_journal-7218	70	1	the	the	DET
american_scientific_journal-7218	70	2	system	system	NOUN
american_scientific_journal-7218	70	3	was	be	AUX
american_scientific_journal-7218	70	4	tested	test	VERB
american_scientific_journal-7218	70	5	using	use	VERB
american_scientific_journal-7218	70	6	the	the	DET
american_scientific_journal-7218	70	7	20	20	NUM
american_scientific_journal-7218	70	8	-	-	PUNCT
american_scientific_journal-7218	70	9	newsgroup	newsgroup	NOUN
american_scientific_journal-7218	70	10	collection	collection	NOUN
american_scientific_journal-7218	70	11	and	and	CCONJ
american_scientific_journal-7218	70	12	the	the	DET
american_scientific_journal-7218	70	13	modapte	modapte	ADJ
american_scientific_journal-7218	70	14	version	version	NOUN
american_scientific_journal-7218	70	15	of	of	ADP
american_scientific_journal-7218	70	16	the	the	DET
american_scientific_journal-7218	70	17	reuters-21578	reuters-21578	NOUN
american_scientific_journal-7218	70	18	collection	collection	NOUN
american_scientific_journal-7218	70	19	of	of	ADP
american_scientific_journal-7218	70	20	news	news	NOUN
american_scientific_journal-7218	70	21	stories	story	NOUN
american_scientific_journal-7218	70	22	in	in	ADP
american_scientific_journal-7218	70	23	order	order	NOUN
american_scientific_journal-7218	70	24	to	to	PART
american_scientific_journal-7218	70	25	evaluate	evaluate	VERB
american_scientific_journal-7218	70	26	its	its	PRON
american_scientific_journal-7218	70	27	performance	performance	NOUN
american_scientific_journal-7218	70	28	.	.	PUNCT
american_scientific_journal-7218	71	1	the	the	DET
american_scientific_journal-7218	71	2	result	result	NOUN
american_scientific_journal-7218	71	3	revealed	reveal	VERB
american_scientific_journal-7218	71	4	that	that	SCONJ
american_scientific_journal-7218	71	5	the	the	DET
american_scientific_journal-7218	71	6	knn	knn	PROPN
american_scientific_journal-7218	71	7	model	model	PROPN
american_scientific_journal-7218	71	8	outperformed	outperform	VERB
american_scientific_journal-7218	71	9	the	the	DET
american_scientific_journal-7218	71	10	other	other	ADJ
american_scientific_journal-7218	71	11	algorithms	algorithm	NOUN
american_scientific_journal-7218	71	12	(	(	PUNCT
american_scientific_journal-7218	71	13	svm	svm	NOUN
american_scientific_journal-7218	71	14	and	and	CCONJ
american_scientific_journal-7218	71	15	rocchio	rocchio	NOUN
american_scientific_journal-7218	71	16	)	)	PUNCT
american_scientific_journal-7218	71	17	which	which	PRON
american_scientific_journal-7218	71	18	was	be	AUX
american_scientific_journal-7218	71	19	used	use	VERB
american_scientific_journal-7218	71	20	for	for	ADP
american_scientific_journal-7218	71	21	the	the	DET
american_scientific_journal-7218	71	22	text	text	NOUN
american_scientific_journal-7218	71	23	categorization	categorization	NOUN
american_scientific_journal-7218	71	24	.	.	PUNCT
american_scientific_journal-7218	72	1	however	however	ADV
american_scientific_journal-7218	72	2	,	,	PUNCT
american_scientific_journal-7218	72	3	their	their	PRON
american_scientific_journal-7218	72	4	model	model	NOUN
american_scientific_journal-7218	72	5	could	could	AUX
american_scientific_journal-7218	72	6	not	not	PART
american_scientific_journal-7218	72	7	handle	handle	VERB
american_scientific_journal-7218	72	8	marginal	marginal	ADJ
american_scientific_journal-7218	72	9	data	datum	NOUN
american_scientific_journal-7218	72	10	that	that	PRON
american_scientific_journal-7218	72	11	falls	fall	VERB
american_scientific_journal-7218	72	12	outside	outside	ADP
american_scientific_journal-7218	72	13	the	the	DET
american_scientific_journal-7218	72	14	regions	region	NOUN
american_scientific_journal-7218	72	15	of	of	ADP
american_scientific_journal-7218	72	16	representations	representation	NOUN
american_scientific_journal-7218	72	17	.	.	PUNCT
american_scientific_journal-7218	73	1	american	american	ADJ
american_scientific_journal-7218	73	2	academic	academic	ADJ
american_scientific_journal-7218	73	3	scientific	scientific	ADJ
american_scientific_journal-7218	73	4	research	research	NOUN
american_scientific_journal-7218	73	5	journal	journal	NOUN
american_scientific_journal-7218	73	6	for	for	ADP
american_scientific_journal-7218	73	7	engineering	engineering	NOUN
american_scientific_journal-7218	73	8	,	,	PUNCT
american_scientific_journal-7218	73	9	technology	technology	NOUN
american_scientific_journal-7218	73	10	,	,	PUNCT
american_scientific_journal-7218	73	11	and	and	CCONJ
american_scientific_journal-7218	73	12	sciences	science	NOUN
american_scientific_journal-7218	73	13	(	(	PUNCT
american_scientific_journal-7218	73	14	asrjets	asrjet	NOUN
american_scientific_journal-7218	73	15	)	)	PUNCT
american_scientific_journal-7218	73	16	(	(	PUNCT
american_scientific_journal-7218	73	17	2022)volume	2022)volume	NUM
american_scientific_journal-7218	73	18	85,no	85,no	PROPN
american_scientific_journal-7218	73	19	1	1	NUM
american_scientific_journal-7218	73	20	,	,	PUNCT
american_scientific_journal-7218	73	21	pp	pp	ADV
american_scientific_journal-7218	73	22	144	144	NUM
american_scientific_journal-7218	73	23	-	-	SYM
american_scientific_journal-7218	73	24	156	156	NUM
american_scientific_journal-7218	73	25	147	147	NUM
american_scientific_journal-7218	73	26	figure	figure	NOUN
american_scientific_journal-7218	73	27	1	1	NUM
american_scientific_journal-7218	73	28	:	:	PUNCT
american_scientific_journal-7218	73	29	the	the	DET
american_scientific_journal-7218	73	30	proposed	propose	VERB
american_scientific_journal-7218	73	31	system	system	NOUN
american_scientific_journal-7218	73	32	architecture	architecture	NOUN
american_scientific_journal-7218	73	33	.	.	PUNCT
american_scientific_journal-7218	74	1	3	3	X
american_scientific_journal-7218	74	2	.	.	X
american_scientific_journal-7218	74	3	materials	material	NOUN
american_scientific_journal-7218	74	4	and	and	CCONJ
american_scientific_journal-7218	74	5	methods	method	NOUN
american_scientific_journal-7218	74	6	the	the	DET
american_scientific_journal-7218	74	7	proposed	propose	VERB
american_scientific_journal-7218	74	8	approach	approach	NOUN
american_scientific_journal-7218	74	9	includes	include	VERB
american_scientific_journal-7218	74	10	several	several	ADJ
american_scientific_journal-7218	74	11	components	component	NOUN
american_scientific_journal-7218	74	12	for	for	ADP
american_scientific_journal-7218	74	13	reducing	reduce	VERB
american_scientific_journal-7218	74	14	the	the	DET
american_scientific_journal-7218	74	15	feature	feature	NOUN
american_scientific_journal-7218	74	16	dimensionality	dimensionality	NOUN
american_scientific_journal-7218	74	17	to	to	PART
american_scientific_journal-7218	74	18	filter	filter	VERB
american_scientific_journal-7218	74	19	the	the	DET
american_scientific_journal-7218	74	20	e	e	NOUN
american_scientific_journal-7218	74	21	-	-	NOUN
american_scientific_journal-7218	74	22	mails	mail	NOUN
american_scientific_journal-7218	74	23	into	into	ADP
american_scientific_journal-7218	74	24	two	two	NUM
american_scientific_journal-7218	74	25	classes	class	NOUN
american_scientific_journal-7218	74	26	:	:	PUNCT
american_scientific_journal-7218	74	27	ham	ham	NOUN
american_scientific_journal-7218	74	28	and	and	CCONJ
american_scientific_journal-7218	74	29	spam	spam	NOUN
american_scientific_journal-7218	74	30	.	.	PUNCT
american_scientific_journal-7218	75	1	the	the	DET
american_scientific_journal-7218	75	2	proposed	propose	VERB
american_scientific_journal-7218	75	3	architecture	architecture	NOUN
american_scientific_journal-7218	75	4	as	as	SCONJ
american_scientific_journal-7218	75	5	seen	see	VERB
american_scientific_journal-7218	75	6	in	in	ADP
american_scientific_journal-7218	75	7	figure	figure	NOUN
american_scientific_journal-7218	75	8	1	1	NUM
american_scientific_journal-7218	75	9	has	have	VERB
american_scientific_journal-7218	75	10	two	two	NUM
american_scientific_journal-7218	75	11	phases	phase	NOUN
american_scientific_journal-7218	75	12	which	which	PRON
american_scientific_journal-7218	75	13	are	be	AUX
american_scientific_journal-7218	75	14	training	training	NOUN
american_scientific_journal-7218	75	15	and	and	CCONJ
american_scientific_journal-7218	75	16	testing	testing	NOUN
american_scientific_journal-7218	75	17	.	.	PUNCT
american_scientific_journal-7218	76	1	the	the	DET
american_scientific_journal-7218	76	2	training	training	NOUN
american_scientific_journal-7218	76	3	phase	phase	NOUN
american_scientific_journal-7218	76	4	consists	consist	VERB
american_scientific_journal-7218	76	5	of	of	ADP
american_scientific_journal-7218	76	6	four	four	NUM
american_scientific_journal-7218	76	7	main	main	ADJ
american_scientific_journal-7218	76	8	modules	module	NOUN
american_scientific_journal-7218	76	9	:	:	PUNCT
american_scientific_journal-7218	76	10	pre	pre	ADJ
american_scientific_journal-7218	76	11	-	-	ADJ
american_scientific_journal-7218	76	12	processing	processing	ADJ
american_scientific_journal-7218	76	13	;	;	PUNCT
american_scientific_journal-7218	76	14	feature	feature	NOUN
american_scientific_journal-7218	76	15	weighting	weighting	NOUN
american_scientific_journal-7218	76	16	;	;	PUNCT
american_scientific_journal-7218	76	17	feature	feature	NOUN
american_scientific_journal-7218	76	18	reduction	reduction	NOUN
american_scientific_journal-7218	76	19	and	and	CCONJ
american_scientific_journal-7218	76	20	classification	classification	NOUN
american_scientific_journal-7218	76	21	.	.	PUNCT
american_scientific_journal-7218	77	1	the	the	DET
american_scientific_journal-7218	77	2	testing	testing	NOUN
american_scientific_journal-7218	77	3	phase	phase	NOUN
american_scientific_journal-7218	77	4	consists	consist	VERB
american_scientific_journal-7218	77	5	of	of	ADP
american_scientific_journal-7218	77	6	pre	pre	ADJ
american_scientific_journal-7218	77	7	-	-	ADJ
american_scientific_journal-7218	77	8	processing	processing	ADJ
american_scientific_journal-7218	77	9	,	,	PUNCT
american_scientific_journal-7218	77	10	feature	feature	NOUN
american_scientific_journal-7218	77	11	weighting	weighting	NOUN
american_scientific_journal-7218	77	12	and	and	CCONJ
american_scientific_journal-7218	77	13	classification	classification	NOUN
american_scientific_journal-7218	77	14	.	.	PUNCT
american_scientific_journal-7218	78	1	the	the	DET
american_scientific_journal-7218	78	2	most	most	ADV
american_scientific_journal-7218	78	3	significant	significant	ADJ
american_scientific_journal-7218	78	4	part	part	NOUN
american_scientific_journal-7218	78	5	in	in	ADP
american_scientific_journal-7218	78	6	the	the	DET
american_scientific_journal-7218	78	7	architecture	architecture	NOUN
american_scientific_journal-7218	78	8	is	be	AUX
american_scientific_journal-7218	78	9	the	the	DET
american_scientific_journal-7218	78	10	reduction	reduction	NOUN
american_scientific_journal-7218	78	11	module	module	NOUN
american_scientific_journal-7218	78	12	.	.	PUNCT
american_scientific_journal-7218	79	1	3.1	3.1	NUM
american_scientific_journal-7218	79	2	dataset	dataset	VERB
american_scientific_journal-7218	79	3	the	the	DET
american_scientific_journal-7218	79	4	dataset	dataset	NOUN
american_scientific_journal-7218	79	5	was	be	AUX
american_scientific_journal-7218	79	6	gotten	get	VERB
american_scientific_journal-7218	79	7	from	from	ADP
american_scientific_journal-7218	79	8	kaggle	kaggle	ADJ
american_scientific_journal-7218	79	9	spam	spam	NOUN
american_scientific_journal-7218	79	10	mail	mail	NOUN
american_scientific_journal-7218	79	11	repository	repository	NOUN
american_scientific_journal-7218	79	12	.	.	PUNCT
american_scientific_journal-7218	80	1	5574	5574	NUM
american_scientific_journal-7218	80	2	records	record	NOUN
american_scientific_journal-7218	80	3	were	be	AUX
american_scientific_journal-7218	80	4	found	find	VERB
american_scientific_journal-7218	80	5	in	in	ADP
american_scientific_journal-7218	80	6	the	the	DET
american_scientific_journal-7218	80	7	dataset	dataset	NOUN
american_scientific_journal-7218	80	8	,	,	PUNCT
american_scientific_journal-7218	80	9	the	the	DET
american_scientific_journal-7218	80	10	dataset	dataset	NOUN
american_scientific_journal-7218	80	11	was	be	AUX
american_scientific_journal-7218	80	12	split	split	VERB
american_scientific_journal-7218	80	13	into	into	ADP
american_scientific_journal-7218	80	14	training	training	NOUN
american_scientific_journal-7218	80	15	set	set	NOUN
american_scientific_journal-7218	80	16	,	,	PUNCT
american_scientific_journal-7218	80	17	which	which	PRON
american_scientific_journal-7218	80	18	contained	contain	VERB
american_scientific_journal-7218	80	19	80	80	NUM
american_scientific_journal-7218	80	20	%	%	NOUN
american_scientific_journal-7218	80	21	of	of	ADP
american_scientific_journal-7218	80	22	the	the	DET
american_scientific_journal-7218	80	23	dataset	dataset	NOUN
american_scientific_journal-7218	80	24	(	(	PUNCT
american_scientific_journal-7218	80	25	4459	4459	NUM
american_scientific_journal-7218	80	26	records	record	NOUN
american_scientific_journal-7218	80	27	)	)	PUNCT
american_scientific_journal-7218	80	28	and	and	CCONJ
american_scientific_journal-7218	80	29	the	the	DET
american_scientific_journal-7218	80	30	test	test	NOUN
american_scientific_journal-7218	80	31	set	set	NOUN
american_scientific_journal-7218	80	32	which	which	PRON
american_scientific_journal-7218	80	33	contained	contain	VERB
american_scientific_journal-7218	80	34	20	20	NUM
american_scientific_journal-7218	80	35	%	%	NOUN
american_scientific_journal-7218	80	36	of	of	ADP
american_scientific_journal-7218	80	37	the	the	DET
american_scientific_journal-7218	80	38	data	datum	NOUN
american_scientific_journal-7218	80	39	(	(	PUNCT
american_scientific_journal-7218	80	40	1115	1115	NUM
american_scientific_journal-7218	80	41	records	record	NOUN
american_scientific_journal-7218	80	42	)	)	PUNCT
american_scientific_journal-7218	80	43	.	.	PUNCT
american_scientific_journal-7218	81	1	this	this	DET
american_scientific_journal-7218	81	2	splitting	splitting	NOUN
american_scientific_journal-7218	81	3	was	be	AUX
american_scientific_journal-7218	81	4	carried	carry	VERB
american_scientific_journal-7218	81	5	out	out	ADP
american_scientific_journal-7218	81	6	after	after	ADP
american_scientific_journal-7218	81	7	preprocessing	preprocesse	VERB
american_scientific_journal-7218	81	8	.	.	PUNCT
american_scientific_journal-7218	82	1	3.2	3.2	NUM
american_scientific_journal-7218	82	2	preprocessing	preprocessing	NOUN
american_scientific_journal-7218	82	3	in	in	ADP
american_scientific_journal-7218	82	4	this	this	DET
american_scientific_journal-7218	82	5	stage	stage	NOUN
american_scientific_journal-7218	82	6	,	,	PUNCT
american_scientific_journal-7218	82	7	empty	empty	ADJ
american_scientific_journal-7218	82	8	records	record	NOUN
american_scientific_journal-7218	82	9	were	be	AUX
american_scientific_journal-7218	82	10	searched	search	VERB
american_scientific_journal-7218	82	11	for	for	ADP
american_scientific_journal-7218	82	12	using	use	VERB
american_scientific_journal-7218	82	13	he	he	PRON
american_scientific_journal-7218	82	14	excel	excel	VERB
american_scientific_journal-7218	82	15	special	special	ADJ
american_scientific_journal-7218	82	16	function	function	NOUN
american_scientific_journal-7218	82	17	“	"	PUNCT
american_scientific_journal-7218	82	18	delete	delete	ADJ
american_scientific_journal-7218	82	19	empty	empty	ADJ
american_scientific_journal-7218	82	20	spaces	space	NOUN
american_scientific_journal-7218	82	21	”	"	PUNCT
american_scientific_journal-7218	82	22	.	.	PUNCT
american_scientific_journal-7218	83	1	redundant	redundant	ADJ
american_scientific_journal-7218	83	2	or	or	CCONJ
american_scientific_journal-7218	83	3	repeated	repeat	VERB
american_scientific_journal-7218	83	4	records	record	NOUN
american_scientific_journal-7218	83	5	were	be	AUX
american_scientific_journal-7218	83	6	also	also	ADV
american_scientific_journal-7218	83	7	removed	remove	VERB
american_scientific_journal-7218	83	8	from	from	ADP
american_scientific_journal-7218	83	9	the	the	DET
american_scientific_journal-7218	83	10	datasets	dataset	NOUN
american_scientific_journal-7218	83	11	.	.	PUNCT
american_scientific_journal-7218	84	1	this	this	PRON
american_scientific_journal-7218	84	2	guaranteed	guarantee	VERB
american_scientific_journal-7218	84	3	a	a	DET
american_scientific_journal-7218	84	4	clean	clean	ADJ
american_scientific_journal-7218	84	5	data	datum	NOUN
american_scientific_journal-7218	84	6	which	which	PRON
american_scientific_journal-7218	84	7	was	be	AUX
american_scientific_journal-7218	84	8	then	then	ADV
american_scientific_journal-7218	84	9	passed	pass	VERB
american_scientific_journal-7218	84	10	for	for	ADP
american_scientific_journal-7218	84	11	information	information	NOUN
american_scientific_journal-7218	84	12	retrieval	retrieval	NOUN
american_scientific_journal-7218	84	13	.	.	PUNCT
american_scientific_journal-7218	85	1	information	information	NOUN
american_scientific_journal-7218	85	2	retrieval	retrieval	NOUN
american_scientific_journal-7218	85	3	is	be	AUX
american_scientific_journal-7218	85	4	the	the	DET
american_scientific_journal-7218	85	5	first	first	ADJ
american_scientific_journal-7218	85	6	process	process	NOUN
american_scientific_journal-7218	85	7	under	under	ADP
american_scientific_journal-7218	85	8	which	which	PRON
american_scientific_journal-7218	85	9	was	be	AUX
american_scientific_journal-7218	85	10	the	the	DET
american_scientific_journal-7218	85	11	breaking	breaking	NOUN
american_scientific_journal-7218	85	12	of	of	ADP
american_scientific_journal-7218	85	13	the	the	DET
american_scientific_journal-7218	85	14	document	document	NOUN
american_scientific_journal-7218	85	15	into	into	ADP
american_scientific_journal-7218	85	16	discrete	discrete	ADJ
american_scientific_journal-7218	85	17	components	component	NOUN
american_scientific_journal-7218	85	18	forming	form	VERB
american_scientific_journal-7218	85	19	unit	unit	NOUN
american_scientific_journal-7218	85	20	documents	document	NOUN
american_scientific_journal-7218	85	21	,	,	PUNCT
american_scientific_journal-7218	85	22	this	this	PRON
american_scientific_journal-7218	85	23	is	be	AUX
american_scientific_journal-7218	85	24	called	call	VERB
american_scientific_journal-7218	85	25	parsing	parse	VERB
american_scientific_journal-7218	85	26	.	.	PUNCT
american_scientific_journal-7218	86	1	then	then	ADV
american_scientific_journal-7218	86	2	tokenization	tokenization	NOUN
american_scientific_journal-7218	86	3	was	be	AUX
american_scientific_journal-7218	86	4	performed	perform	VERB
american_scientific_journal-7218	86	5	by	by	ADP
american_scientific_journal-7218	86	6	breaking	break	VERB
american_scientific_journal-7218	86	7	the	the	DET
american_scientific_journal-7218	86	8	word	word	NOUN
american_scientific_journal-7218	86	9	streams	stream	VERB
american_scientific_journal-7218	86	10	into	into	ADP
american_scientific_journal-7218	86	11	phrases	phrase	NOUN
american_scientific_journal-7218	86	12	,	,	PUNCT
american_scientific_journal-7218	86	13	symbols	symbol	NOUN
american_scientific_journal-7218	86	14	and	and	CCONJ
american_scientific_journal-7218	86	15	other	other	ADJ
american_scientific_journal-7218	86	16	meaningful	meaningful	ADJ
american_scientific_journal-7218	86	17	symbols	symbol	NOUN
american_scientific_journal-7218	86	18	called	call	VERB
american_scientific_journal-7218	86	19	tokens	token	NOUN
american_scientific_journal-7218	86	20	.	.	PUNCT
american_scientific_journal-7218	87	1	stemming	stem	VERB
american_scientific_journal-7218	87	2	involve	involve	NOUN
american_scientific_journal-7218	87	3	cutting	cut	VERB
american_scientific_journal-7218	87	4	down	down	ADP
american_scientific_journal-7218	87	5	the	the	DET
american_scientific_journal-7218	87	6	affixes	affix	NOUN
american_scientific_journal-7218	87	7	in	in	ADP
american_scientific_journal-7218	87	8	order	order	NOUN
american_scientific_journal-7218	87	9	to	to	PART
american_scientific_journal-7218	87	10	discover	discover	VERB
american_scientific_journal-7218	87	11	the	the	DET
american_scientific_journal-7218	87	12	root	root	NOUN
american_scientific_journal-7218	87	13	word	word	NOUN
american_scientific_journal-7218	87	14	.	.	PUNCT
american_scientific_journal-7218	88	1	stemming	stem	VERB
american_scientific_journal-7218	88	2	was	be	AUX
american_scientific_journal-7218	88	3	carried	carry	VERB
american_scientific_journal-7218	88	4	out	out	ADP
american_scientific_journal-7218	88	5	using	use	VERB
american_scientific_journal-7218	88	6	the	the	DET
american_scientific_journal-7218	88	7	ss	ss	PROPN
american_scientific_journal-7218	88	8	stemmer	stemmer	NOUN
american_scientific_journal-7218	88	9	library	library	PROPN
american_scientific_journal-7218	88	10	in	in	ADP
american_scientific_journal-7218	88	11	python	python	PROPN
american_scientific_journal-7218	88	12	.	.	PUNCT
american_scientific_journal-7218	89	1	3.3	3.3	NUM
american_scientific_journal-7218	89	2	lemmatization	lemmatization	NOUN
american_scientific_journal-7218	89	3	american	american	ADJ
american_scientific_journal-7218	89	4	academic	academic	ADJ
american_scientific_journal-7218	89	5	scientific	scientific	ADJ
american_scientific_journal-7218	89	6	research	research	NOUN
american_scientific_journal-7218	89	7	journal	journal	NOUN
american_scientific_journal-7218	89	8	for	for	ADP
american_scientific_journal-7218	89	9	engineering	engineering	NOUN
american_scientific_journal-7218	89	10	,	,	PUNCT
american_scientific_journal-7218	89	11	technology	technology	NOUN
american_scientific_journal-7218	89	12	,	,	PUNCT
american_scientific_journal-7218	89	13	and	and	CCONJ
american_scientific_journal-7218	89	14	sciences	science	NOUN
american_scientific_journal-7218	89	15	(	(	PUNCT
american_scientific_journal-7218	89	16	asrjets	asrjet	NOUN
american_scientific_journal-7218	89	17	)	)	PUNCT
american_scientific_journal-7218	89	18	(	(	PUNCT
american_scientific_journal-7218	90	1	2022)volume	2022)volume	NUM
american_scientific_journal-7218	90	2	85,no	85,no	PROPN
american_scientific_journal-7218	90	3	1	1	NUM
american_scientific_journal-7218	90	4	,	,	PUNCT
american_scientific_journal-7218	90	5	pp	pp	ADV
american_scientific_journal-7218	90	6	144	144	NUM
american_scientific_journal-7218	90	7	-	-	SYM
american_scientific_journal-7218	90	8	156	156	NUM
american_scientific_journal-7218	90	9	148	148	NUM
american_scientific_journal-7218	90	10	lemmatization	lemmatization	NOUN
american_scientific_journal-7218	90	11	involved	involve	VERB
american_scientific_journal-7218	90	12	performing	perform	VERB
american_scientific_journal-7218	90	13	vocabulary	vocabulary	NOUN
american_scientific_journal-7218	90	14	and	and	CCONJ
american_scientific_journal-7218	90	15	morphological	morphological	ADJ
american_scientific_journal-7218	90	16	analysis	analysis	NOUN
american_scientific_journal-7218	90	17	of	of	ADP
american_scientific_journal-7218	90	18	words	word	NOUN
american_scientific_journal-7218	90	19	.	.	PUNCT
american_scientific_journal-7218	91	1	it	it	PRON
american_scientific_journal-7218	91	2	aimed	aim	VERB
american_scientific_journal-7218	91	3	to	to	PART
american_scientific_journal-7218	91	4	remove	remove	VERB
american_scientific_journal-7218	91	5	inflectional	inflectional	ADJ
american_scientific_journal-7218	91	6	endings	ending	NOUN
american_scientific_journal-7218	91	7	only	only	ADV
american_scientific_journal-7218	91	8	.	.	PUNCT
american_scientific_journal-7218	92	1	the	the	DET
american_scientific_journal-7218	92	2	proposed	propose	VERB
american_scientific_journal-7218	92	3	system	system	NOUN
american_scientific_journal-7218	92	4	architectural	architectural	ADJ
american_scientific_journal-7218	92	5	phases	phase	NOUN
american_scientific_journal-7218	92	6	and	and	CCONJ
american_scientific_journal-7218	92	7	their	their	PRON
american_scientific_journal-7218	92	8	outputs	output	NOUN
american_scientific_journal-7218	92	9	used	use	VERB
american_scientific_journal-7218	92	10	a	a	DET
american_scientific_journal-7218	92	11	sample	sample	NOUN
american_scientific_journal-7218	92	12	email	email	NOUN
american_scientific_journal-7218	92	13	text	text	NOUN
american_scientific_journal-7218	92	14	as	as	SCONJ
american_scientific_journal-7218	92	15	illustrated	illustrate	VERB
american_scientific_journal-7218	92	16	in	in	ADP
american_scientific_journal-7218	92	17	this	this	DET
american_scientific_journal-7218	92	18	section	section	NOUN
american_scientific_journal-7218	92	19	:	:	PUNCT
american_scientific_journal-7218	92	20	email	email	NOUN
american_scientific_journal-7218	92	21	text	text	NOUN
american_scientific_journal-7218	92	22	:	:	PUNCT
american_scientific_journal-7218	93	1	i	i	PRON
american_scientific_journal-7218	93	2	'm	be	AUX
american_scientific_journal-7218	93	3	gon	go	VERB
american_scientific_journal-7218	93	4	na	to	PART
american_scientific_journal-7218	93	5	be	be	AUX
american_scientific_journal-7218	93	6	home	home	ADV
american_scientific_journal-7218	93	7	soon	soon	ADV
american_scientific_journal-7218	93	8	and	and	CCONJ
american_scientific_journal-7218	93	9	i	i	PRON
american_scientific_journal-7218	93	10	do	do	AUX
american_scientific_journal-7218	93	11	n't	not	PART
american_scientific_journal-7218	93	12	want	want	VERB
american_scientific_journal-7218	93	13	to	to	PART
american_scientific_journal-7218	93	14	talk	talk	VERB
american_scientific_journal-7218	93	15	about	about	ADP
american_scientific_journal-7218	93	16	this	this	DET
american_scientific_journal-7218	93	17	stuff	stuff	NOUN
american_scientific_journal-7218	93	18	anymore	anymore	ADV
american_scientific_journal-7218	93	19	tonight	tonight	NOUN
american_scientific_journal-7218	93	20	,	,	PUNCT
american_scientific_journal-7218	93	21	k	k	PROPN
american_scientific_journal-7218	93	22	?	?	PUNCT
american_scientific_journal-7218	94	1	i	i	PRON
american_scientific_journal-7218	94	2	've	have	AUX
american_scientific_journal-7218	94	3	cried	cry	VERB
american_scientific_journal-7218	94	4	enough	enough	ADJ
american_scientific_journal-7218	94	5	today	today	NOUN
american_scientific_journal-7218	94	6	.	.	PUNCT
american_scientific_journal-7218	95	1	3.4	3.4	NUM
american_scientific_journal-7218	95	2	feature	feature	NOUN
american_scientific_journal-7218	95	3	weighing	weigh	VERB
american_scientific_journal-7218	95	4	here	here	ADV
american_scientific_journal-7218	95	5	the	the	DET
american_scientific_journal-7218	95	6	weight	weight	NOUN
american_scientific_journal-7218	95	7	of	of	ADP
american_scientific_journal-7218	95	8	the	the	DET
american_scientific_journal-7218	95	9	extracted	extract	VERB
american_scientific_journal-7218	95	10	feature	feature	NOUN
american_scientific_journal-7218	95	11	was	be	AUX
american_scientific_journal-7218	95	12	calculated	calculate	VERB
american_scientific_journal-7218	95	13	,	,	PUNCT
american_scientific_journal-7218	95	14	where	where	SCONJ
american_scientific_journal-7218	95	15	each	each	PRON
american_scientific_journal-7218	95	16	was	be	AUX
american_scientific_journal-7218	95	17	weighted	weight	VERB
american_scientific_journal-7218	95	18	by	by	ADP
american_scientific_journal-7218	95	19	a	a	DET
american_scientific_journal-7218	95	20	weight	weight	NOUN
american_scientific_journal-7218	95	21	using	use	VERB
american_scientific_journal-7218	95	22	term	term	NOUN
american_scientific_journal-7218	95	23	frequency/	frequency/	NUM
american_scientific_journal-7218	95	24	inverse	inverse	NOUN
american_scientific_journal-7218	95	25	document	document	NOUN
american_scientific_journal-7218	95	26	frequency	frequency	NOUN
american_scientific_journal-7218	95	27	method	method	NOUN
american_scientific_journal-7218	95	28	.	.	PUNCT
american_scientific_journal-7218	96	1	the	the	DET
american_scientific_journal-7218	96	2	frequency	frequency	NOUN
american_scientific_journal-7218	96	3	calculated	calculate	VERB
american_scientific_journal-7218	96	4	the	the	DET
american_scientific_journal-7218	96	5	number	number	NOUN
american_scientific_journal-7218	96	6	of	of	ADP
american_scientific_journal-7218	96	7	times	time	NOUN
american_scientific_journal-7218	96	8	the	the	DET
american_scientific_journal-7218	96	9	word	word	NOUN
american_scientific_journal-7218	96	10	appeared	appear	VERB
american_scientific_journal-7218	96	11	in	in	ADP
american_scientific_journal-7218	96	12	the	the	DET
american_scientific_journal-7218	96	13	email	email	NOUN
american_scientific_journal-7218	96	14	document	document	NOUN
american_scientific_journal-7218	96	15	.	.	PUNCT
american_scientific_journal-7218	97	1	3.5	3.5	NUM
american_scientific_journal-7218	97	2	features	feature	NOUN
american_scientific_journal-7218	97	3	reduction	reduction	NOUN
american_scientific_journal-7218	97	4	this	this	PRON
american_scientific_journal-7218	97	5	is	be	AUX
american_scientific_journal-7218	97	6	core	core	NOUN
american_scientific_journal-7218	97	7	process	process	NOUN
american_scientific_journal-7218	97	8	of	of	ADP
american_scientific_journal-7218	97	9	the	the	DET
american_scientific_journal-7218	97	10	proposed	propose	VERB
american_scientific_journal-7218	97	11	approach	approach	NOUN
american_scientific_journal-7218	97	12	.	.	PUNCT
american_scientific_journal-7218	98	1	this	this	DET
american_scientific_journal-7218	98	2	module	module	NOUN
american_scientific_journal-7218	98	3	is	be	AUX
american_scientific_journal-7218	98	4	responsible	responsible	ADJ
american_scientific_journal-7218	98	5	for	for	ADP
american_scientific_journal-7218	98	6	reducing	reduce	VERB
american_scientific_journal-7218	98	7	the	the	DET
american_scientific_journal-7218	98	8	email	email	NOUN
american_scientific_journal-7218	98	9	extracted	extract	VERB
american_scientific_journal-7218	98	10	features	feature	NOUN
american_scientific_journal-7218	98	11	in	in	ADP
american_scientific_journal-7218	98	12	the	the	DET
american_scientific_journal-7218	98	13	previous	previous	ADJ
american_scientific_journal-7218	98	14	steps	step	NOUN
american_scientific_journal-7218	98	15	by	by	ADP
american_scientific_journal-7218	98	16	undergoing	undergo	VERB
american_scientific_journal-7218	98	17	several	several	ADJ
american_scientific_journal-7218	98	18	different	different	ADJ
american_scientific_journal-7218	98	19	reduction	reduction	NOUN
american_scientific_journal-7218	98	20	techniques	technique	NOUN
american_scientific_journal-7218	98	21	.	.	PUNCT
american_scientific_journal-7218	99	1	it	it	PRON
american_scientific_journal-7218	99	2	consists	consist	VERB
american_scientific_journal-7218	99	3	of	of	ADP
american_scientific_journal-7218	99	4	three	three	NUM
american_scientific_journal-7218	99	5	processes	process	NOUN
american_scientific_journal-7218	99	6	:	:	PUNCT
american_scientific_journal-7218	99	7	semantic	semantic	ADJ
american_scientific_journal-7218	99	8	-	-	PUNCT
american_scientific_journal-7218	99	9	based	base	VERB
american_scientific_journal-7218	99	10	reduction	reduction	NOUN
american_scientific_journal-7218	99	11	,	,	PUNCT
american_scientific_journal-7218	99	12	features	feature	VERB
american_scientific_journal-7218	99	13	weights	weight	NOUN
american_scientific_journal-7218	99	14	updating	updating	NOUN
american_scientific_journal-7218	99	15	and	and	CCONJ
american_scientific_journal-7218	99	16	feature	feature	NOUN
american_scientific_journal-7218	99	17	selection	selection	NOUN
american_scientific_journal-7218	99	18	.	.	PUNCT
american_scientific_journal-7218	100	1	in	in	ADP
american_scientific_journal-7218	100	2	this	this	DET
american_scientific_journal-7218	100	3	processing	processing	NOUN
american_scientific_journal-7218	100	4	module	module	NOUN
american_scientific_journal-7218	100	5	,	,	PUNCT
american_scientific_journal-7218	100	6	the	the	DET
american_scientific_journal-7218	100	7	synonyms	synonym	NOUN
american_scientific_journal-7218	100	8	of	of	ADP
american_scientific_journal-7218	100	9	each	each	DET
american_scientific_journal-7218	100	10	feature	feature	NOUN
american_scientific_journal-7218	100	11	are	be	AUX
american_scientific_journal-7218	100	12	extracted	extract	VERB
american_scientific_journal-7218	100	13	,	,	PUNCT
american_scientific_journal-7218	100	14	and	and	CCONJ
american_scientific_journal-7218	100	15	then	then	ADV
american_scientific_journal-7218	100	16	the	the	DET
american_scientific_journal-7218	100	17	extracted	extract	VERB
american_scientific_journal-7218	100	18	features	feature	NOUN
american_scientific_journal-7218	100	19	are	be	AUX
american_scientific_journal-7218	100	20	replaced	replace	VERB
american_scientific_journal-7218	100	21	with	with	ADP
american_scientific_journal-7218	100	22	their	their	PRON
american_scientific_journal-7218	100	23	synonym	synonym	NOUN
american_scientific_journal-7218	100	24	set	set	VERB
american_scientific_journal-7218	100	25	concepts	concept	NOUN
american_scientific_journal-7218	100	26	.	.	PUNCT
american_scientific_journal-7218	101	1	besides	besides	SCONJ
american_scientific_journal-7218	101	2	extracting	extract	VERB
american_scientific_journal-7218	101	3	the	the	DET
american_scientific_journal-7218	101	4	synonyms	synonym	NOUN
american_scientific_journal-7218	101	5	of	of	ADP
american_scientific_journal-7218	101	6	each	each	DET
american_scientific_journal-7218	101	7	term	term	NOUN
american_scientific_journal-7218	101	8	,	,	PUNCT
american_scientific_journal-7218	101	9	the	the	DET
american_scientific_journal-7218	101	10	hypernym	hypernym	NOUN
american_scientific_journal-7218	101	11	/	/	SYM
american_scientific_journal-7218	101	12	hyponym	hyponym	NOUN
american_scientific_journal-7218	101	13	relations	relation	NOUN
american_scientific_journal-7218	101	14	are	be	AUX
american_scientific_journal-7218	101	15	considered	consider	VERB
american_scientific_journal-7218	101	16	by	by	ADP
american_scientific_journal-7218	101	17	consulting	consult	VERB
american_scientific_journal-7218	101	18	the	the	DET
american_scientific_journal-7218	101	19	email	email	NOUN
american_scientific_journal-7218	101	20	datasets	dataset	NOUN
american_scientific_journal-7218	101	21	as	as	SCONJ
american_scientific_journal-7218	101	22	seen	see	VERB
american_scientific_journal-7218	101	23	in	in	ADP
american_scientific_journal-7218	101	24	table	table	NOUN
american_scientific_journal-7218	101	25	1	1	NUM
american_scientific_journal-7218	101	26	.	.	PUNCT
american_scientific_journal-7218	102	1	next	next	ADV
american_scientific_journal-7218	102	2	,	,	PUNCT
american_scientific_journal-7218	102	3	the	the	DET
american_scientific_journal-7218	102	4	similarity	similarity	NOUN
american_scientific_journal-7218	102	5	between	between	ADP
american_scientific_journal-7218	102	6	words	word	NOUN
american_scientific_journal-7218	102	7	is	be	AUX
american_scientific_journal-7218	102	8	measured	measure	VERB
american_scientific_journal-7218	102	9	using	use	VERB
american_scientific_journal-7218	102	10	different	different	ADJ
american_scientific_journal-7218	102	11	semantic	semantic	ADJ
american_scientific_journal-7218	102	12	similarity	similarity	NOUN
american_scientific_journal-7218	102	13	measures	measure	NOUN
american_scientific_journal-7218	102	14	.	.	PUNCT
american_scientific_journal-7218	103	1	the	the	DET
american_scientific_journal-7218	103	2	semantic	semantic	ADJ
american_scientific_journal-7218	103	3	similarity	similarity	NOUN
american_scientific_journal-7218	103	4	measures	measure	NOUN
american_scientific_journal-7218	103	5	are	be	AUX
american_scientific_journal-7218	103	6	calculated	calculate	VERB
american_scientific_journal-7218	103	7	based	base	VERB
american_scientific_journal-7218	103	8	on	on	ADP
american_scientific_journal-7218	103	9	email	email	NOUN
american_scientific_journal-7218	103	10	datasets	dataset	NOUN
american_scientific_journal-7218	103	11	as	as	ADV
american_scientific_journal-7218	103	12	well	well	ADV
american_scientific_journal-7218	103	13	.	.	PUNCT
american_scientific_journal-7218	104	1	it	it	PRON
american_scientific_journal-7218	104	2	begins	begin	VERB
american_scientific_journal-7218	104	3	by	by	ADP
american_scientific_journal-7218	104	4	generating	generate	VERB
american_scientific_journal-7218	104	5	a	a	DET
american_scientific_journal-7218	104	6	set	set	NOUN
american_scientific_journal-7218	104	7	of	of	ADP
american_scientific_journal-7218	104	8	reduced	reduce	VERB
american_scientific_journal-7218	104	9	weighted	weight	VERB
american_scientific_journal-7218	104	10	features	feature	NOUN
american_scientific_journal-7218	104	11	as	as	ADP
american_scientific_journal-7218	104	12	an	an	DET
american_scientific_journal-7218	104	13	input	input	NOUN
american_scientific_journal-7218	104	14	for	for	ADP
american_scientific_journal-7218	104	15	the	the	DET
american_scientific_journal-7218	104	16	next	next	ADJ
american_scientific_journal-7218	104	17	process	process	NOUN
american_scientific_journal-7218	104	18	‘	'	PUNCT
american_scientific_journal-7218	104	19	‘	'	PUNCT
american_scientific_journal-7218	104	20	feature	feature	VERB
american_scientific_journal-7218	104	21	weights	weight	NOUN
american_scientific_journal-7218	104	22	updating	update	VERB
american_scientific_journal-7218	104	23	”	"	PUNCT
american_scientific_journal-7218	104	24	.	.	PUNCT
american_scientific_journal-7218	105	1	a	a	DET
american_scientific_journal-7218	105	2	semantic	semantic	ADJ
american_scientific_journal-7218	105	3	weight	weight	NOUN
american_scientific_journal-7218	105	4	is	be	AUX
american_scientific_journal-7218	105	5	calculated	calculate	VERB
american_scientific_journal-7218	105	6	for	for	ADP
american_scientific_journal-7218	105	7	each	each	DET
american_scientific_journal-7218	105	8	term	term	NOUN
american_scientific_journal-7218	105	9	in	in	ADP
american_scientific_journal-7218	105	10	the	the	DET
american_scientific_journal-7218	105	11	reduced	reduce	VERB
american_scientific_journal-7218	105	12	feature	feature	NOUN
american_scientific_journal-7218	105	13	set	set	NOUN
american_scientific_journal-7218	105	14	,	,	PUNCT
american_scientific_journal-7218	105	15	and	and	CCONJ
american_scientific_journal-7218	105	16	the	the	DET
american_scientific_journal-7218	105	17	outputs	output	NOUN
american_scientific_journal-7218	105	18	of	of	ADP
american_scientific_journal-7218	105	19	this	this	DET
american_scientific_journal-7218	105	20	step	step	NOUN
american_scientific_journal-7218	105	21	is	be	AUX
american_scientific_journal-7218	105	22	a	a	DET
american_scientific_journal-7218	105	23	set	set	NOUN
american_scientific_journal-7218	105	24	of	of	ADP
american_scientific_journal-7218	105	25	updated	update	VERB
american_scientific_journal-7218	105	26	feature	feature	NOUN
american_scientific_journal-7218	105	27	weights	weight	NOUN
american_scientific_journal-7218	105	28	.	.	PUNCT
american_scientific_journal-7218	106	1	finally	finally	ADV
american_scientific_journal-7218	106	2	,	,	PUNCT
american_scientific_journal-7218	106	3	feature	feature	NOUN
american_scientific_journal-7218	106	4	selection	selection	NOUN
american_scientific_journal-7218	106	5	process	process	NOUN
american_scientific_journal-7218	106	6	was	be	AUX
american_scientific_journal-7218	106	7	applied	apply	VERB
american_scientific_journal-7218	106	8	on	on	ADP
american_scientific_journal-7218	106	9	the	the	DET
american_scientific_journal-7218	106	10	current	current	ADJ
american_scientific_journal-7218	106	11	feature	feature	NOUN
american_scientific_journal-7218	106	12	set	set	VERB
american_scientific_journal-7218	106	13	to	to	PART
american_scientific_journal-7218	106	14	select	select	VERB
american_scientific_journal-7218	106	15	the	the	DET
american_scientific_journal-7218	106	16	most	most	ADV
american_scientific_journal-7218	106	17	discriminating	discriminating	ADJ
american_scientific_journal-7218	106	18	and	and	CCONJ
american_scientific_journal-7218	106	19	important	important	ADJ
american_scientific_journal-7218	106	20	features	feature	NOUN
american_scientific_journal-7218	106	21	that	that	PRON
american_scientific_journal-7218	106	22	assist	assist	VERB
american_scientific_journal-7218	106	23	the	the	DET
american_scientific_journal-7218	106	24	classification	classification	NOUN
american_scientific_journal-7218	106	25	accuracy	accuracy	NOUN
american_scientific_journal-7218	106	26	.	.	PUNCT
american_scientific_journal-7218	107	1	the	the	DET
american_scientific_journal-7218	107	2	main	main	ADJ
american_scientific_journal-7218	107	3	objective	objective	NOUN
american_scientific_journal-7218	107	4	of	of	ADP
american_scientific_journal-7218	107	5	this	this	DET
american_scientific_journal-7218	107	6	process	process	NOUN
american_scientific_journal-7218	107	7	is	be	AUX
american_scientific_journal-7218	107	8	to	to	PART
american_scientific_journal-7218	107	9	reduce	reduce	VERB
american_scientific_journal-7218	107	10	the	the	DET
american_scientific_journal-7218	107	11	feature	feature	NOUN
american_scientific_journal-7218	107	12	size	size	NOUN
american_scientific_journal-7218	107	13	in	in	ADP
american_scientific_journal-7218	107	14	each	each	DET
american_scientific_journal-7218	107	15	email	email	NOUN
american_scientific_journal-7218	107	16	by	by	ADP
american_scientific_journal-7218	107	17	employing	employ	VERB
american_scientific_journal-7218	107	18	different	different	ADJ
american_scientific_journal-7218	107	19	semantic	semantic	ADJ
american_scientific_journal-7218	107	20	techniques	technique	NOUN
american_scientific_journal-7218	107	21	.	.	PUNCT
american_scientific_journal-7218	108	1	after	after	ADP
american_scientific_journal-7218	108	2	getting	get	VERB
american_scientific_journal-7218	108	3	the	the	DET
american_scientific_journal-7218	108	4	weighted	weight	VERB
american_scientific_journal-7218	108	5	features	feature	NOUN
american_scientific_journal-7218	108	6	from	from	ADP
american_scientific_journal-7218	108	7	feature	feature	NOUN
american_scientific_journal-7218	108	8	weighting	weighting	NOUN
american_scientific_journal-7218	108	9	module	module	NOUN
american_scientific_journal-7218	108	10	in	in	ADP
american_scientific_journal-7218	108	11	the	the	DET
american_scientific_journal-7218	108	12	previous	previous	ADJ
american_scientific_journal-7218	108	13	section	section	NOUN
american_scientific_journal-7218	108	14	,	,	PUNCT
american_scientific_journal-7218	108	15	email	email	NOUN
american_scientific_journal-7218	108	16	datasets	dataset	NOUN
american_scientific_journal-7218	108	17	is	be	AUX
american_scientific_journal-7218	108	18	used	use	VERB
american_scientific_journal-7218	108	19	as	as	ADP
american_scientific_journal-7218	108	20	a	a	DET
american_scientific_journal-7218	108	21	lexical	lexical	ADJ
american_scientific_journal-7218	108	22	database	database	NOUN
american_scientific_journal-7218	108	23	to	to	PART
american_scientific_journal-7218	108	24	link	link	VERB
american_scientific_journal-7218	108	25	english	english	PROPN
american_scientific_journal-7218	108	26	nouns	noun	NOUN
american_scientific_journal-7218	108	27	,	,	PUNCT
american_scientific_journal-7218	108	28	adjectives	adjective	NOUN
american_scientific_journal-7218	108	29	,	,	PUNCT
american_scientific_journal-7218	108	30	verbs	verb	NOUN
american_scientific_journal-7218	108	31	and	and	CCONJ
american_scientific_journal-7218	108	32	adverbs	adverb	NOUN
american_scientific_journal-7218	108	33	to	to	ADP
american_scientific_journal-7218	108	34	the	the	DET
american_scientific_journal-7218	108	35	sets	set	NOUN
american_scientific_journal-7218	108	36	of	of	ADP
american_scientific_journal-7218	108	37	synonyms	synonym	NOUN
american_scientific_journal-7218	108	38	.	.	PUNCT
american_scientific_journal-7218	109	1	such	such	ADJ
american_scientific_journal-7218	109	2	synonyms	synonym	NOUN
american_scientific_journal-7218	109	3	are	be	AUX
american_scientific_journal-7218	109	4	called	call	VERB
american_scientific_journal-7218	109	5	synsets	synset	NOUN
american_scientific_journal-7218	109	6	,	,	PUNCT
american_scientific_journal-7218	109	7	which	which	PRON
american_scientific_journal-7218	109	8	are	be	AUX
american_scientific_journal-7218	109	9	linked	link	VERB
american_scientific_journal-7218	109	10	together	together	ADV
american_scientific_journal-7218	109	11	through	through	ADP
american_scientific_journal-7218	109	12	semantic	semantic	ADJ
american_scientific_journal-7218	109	13	relations	relation	NOUN
american_scientific_journal-7218	109	14	that	that	PRON
american_scientific_journal-7218	109	15	determine	determine	VERB
american_scientific_journal-7218	109	16	word	word	NOUN
american_scientific_journal-7218	109	17	definitions	definition	NOUN
american_scientific_journal-7218	109	18	.	.	PUNCT
american_scientific_journal-7218	110	1	in	in	ADP
american_scientific_journal-7218	110	2	this	this	DET
american_scientific_journal-7218	110	3	process	process	NOUN
american_scientific_journal-7218	110	4	,	,	PUNCT
american_scientific_journal-7218	110	5	synonyms	synonym	NOUN
american_scientific_journal-7218	110	6	set	set	VERB
american_scientific_journal-7218	110	7	of	of	ADP
american_scientific_journal-7218	110	8	each	each	DET
american_scientific_journal-7218	110	9	term	term	NOUN
american_scientific_journal-7218	110	10	in	in	ADP
american_scientific_journal-7218	110	11	the	the	DET
american_scientific_journal-7218	110	12	email	email	NOUN
american_scientific_journal-7218	110	13	are	be	AUX
american_scientific_journal-7218	110	14	used	use	VERB
american_scientific_journal-7218	110	15	to	to	PART
american_scientific_journal-7218	110	16	group	group	VERB
american_scientific_journal-7218	110	17	the	the	DET
american_scientific_journal-7218	110	18	terms	term	NOUN
american_scientific_journal-7218	110	19	that	that	PRON
american_scientific_journal-7218	110	20	have	have	VERB
american_scientific_journal-7218	110	21	common	common	ADJ
american_scientific_journal-7218	110	22	synonyms	synonym	NOUN
american_scientific_journal-7218	110	23	.	.	PUNCT
american_scientific_journal-7218	111	1	furthermore	furthermore	ADV
american_scientific_journal-7218	111	2	,	,	PUNCT
american_scientific_journal-7218	111	3	the	the	DET
american_scientific_journal-7218	111	4	hypernym	hypernym	NOUN
american_scientific_journal-7218	111	5	/	/	SYM
american_scientific_journal-7218	111	6	hyponym	hyponym	NOUN
american_scientific_journal-7218	111	7	relationships	relationship	NOUN
american_scientific_journal-7218	111	8	among	among	ADP
american_scientific_journal-7218	111	9	the	the	DET
american_scientific_journal-7218	111	10	noun	noun	NOUN
american_scientific_journal-7218	111	11	synsets	synset	NOUN
american_scientific_journal-7218	111	12	are	be	AUX
american_scientific_journal-7218	111	13	considered	consider	VERB
american_scientific_journal-7218	111	14	.	.	PUNCT
american_scientific_journal-7218	112	1	the	the	DET
american_scientific_journal-7218	112	2	hyponymy	hyponymy	PROPN
american_scientific_journal-7218	112	3	relation	relation	NOUN
american_scientific_journal-7218	112	4	refers	refer	VERB
american_scientific_journal-7218	112	5	to	to	ADP
american_scientific_journal-7218	112	6	‘	'	PUNCT
american_scientific_journal-7218	112	7	‘	'	PUNCT
american_scientific_journal-7218	112	8	is	be	AUX
american_scientific_journal-7218	112	9	a	a	DET
american_scientific_journal-7218	112	10	kind	kind	NOUN
american_scientific_journal-7218	112	11	of	of	ADP
american_scientific_journal-7218	112	12	”	"	PUNCT
american_scientific_journal-7218	112	13	or	or	CCONJ
american_scientific_journal-7218	112	14	‘	'	PUNCT
american_scientific_journal-7218	112	15	‘	'	PUNCT
american_scientific_journal-7218	112	16	is	be	AUX
american_scientific_journal-7218	112	17	a	a	PRON
american_scientific_journal-7218	112	18	”	"	PUNCT
american_scientific_journal-7218	112	19	,	,	PUNCT
american_scientific_journal-7218	112	20	where	where	SCONJ
american_scientific_journal-7218	112	21	it	it	PRON
american_scientific_journal-7218	112	22	links	link	VERB
american_scientific_journal-7218	112	23	more	more	ADJ
american_scientific_journal-7218	112	24	general	general	ADJ
american_scientific_journal-7218	112	25	synsets	synset	NOUN
american_scientific_journal-7218	112	26	to	to	ADP
american_scientific_journal-7218	112	27	specific	specific	ADJ
american_scientific_journal-7218	112	28	ones	one	NOUN
american_scientific_journal-7218	112	29	,	,	PUNCT
american_scientific_journal-7218	112	30	while	while	SCONJ
american_scientific_journal-7218	112	31	the	the	DET
american_scientific_journal-7218	112	32	hypernym	hypernym	NOUN
american_scientific_journal-7218	112	33	relation	relation	NOUN
american_scientific_journal-7218	112	34	represents	represent	VERB
american_scientific_journal-7218	112	35	the	the	DET
american_scientific_journal-7218	112	36	inverse	inverse	NOUN
american_scientific_journal-7218	112	37	of	of	ADP
american_scientific_journal-7218	112	38	the	the	DET
american_scientific_journal-7218	112	39	hyponymy	hyponymy	PROPN
american_scientific_journal-7218	112	40	relation	relation	PROPN
american_scientific_journal-7218	112	41	.	.	PUNCT
american_scientific_journal-7218	113	1	this	this	PRON
american_scientific_journal-7218	113	2	can	can	AUX
american_scientific_journal-7218	113	3	help	help	VERB
american_scientific_journal-7218	113	4	in	in	ADP
american_scientific_journal-7218	113	5	merging	merge	VERB
american_scientific_journal-7218	113	6	the	the	DET
american_scientific_journal-7218	113	7	terms	term	NOUN
american_scientific_journal-7218	113	8	that	that	PRON
american_scientific_journal-7218	113	9	have	have	VERB
american_scientific_journal-7218	113	10	common	common	ADJ
american_scientific_journal-7218	113	11	parent	parent	NOUN
american_scientific_journal-7218	113	12	or	or	CCONJ
american_scientific_journal-7218	113	13	common	common	ADJ
american_scientific_journal-7218	113	14	children	child	NOUN
american_scientific_journal-7218	113	15	.	.	PUNCT
american_scientific_journal-7218	114	1	after	after	ADP
american_scientific_journal-7218	114	2	applying	apply	VERB
american_scientific_journal-7218	114	3	semantic	semantic	ADJ
american_scientific_journal-7218	114	4	relations	relation	NOUN
american_scientific_journal-7218	114	5	,	,	PUNCT
american_scientific_journal-7218	114	6	different	different	ADJ
american_scientific_journal-7218	114	7	semantic	semantic	ADJ
american_scientific_journal-7218	114	8	similarity	similarity	NOUN
american_scientific_journal-7218	114	9	measures	measure	NOUN
american_scientific_journal-7218	114	10	are	be	AUX
american_scientific_journal-7218	114	11	applied	apply	VERB
american_scientific_journal-7218	114	12	in	in	ADP
american_scientific_journal-7218	114	13	order	order	NOUN
american_scientific_journal-7218	114	14	to	to	PART
american_scientific_journal-7218	114	15	increase	increase	VERB
american_scientific_journal-7218	114	16	the	the	DET
american_scientific_journal-7218	114	17	reduction	reduction	NOUN
american_scientific_journal-7218	114	18	rate	rate	NOUN
american_scientific_journal-7218	114	19	for	for	ADP
american_scientific_journal-7218	114	20	the	the	DET
american_scientific_journal-7218	114	21	features	feature	NOUN
american_scientific_journal-7218	114	22	.	.	PUNCT
american_scientific_journal-7218	115	1	american	american	ADJ
american_scientific_journal-7218	115	2	academic	academic	ADJ
american_scientific_journal-7218	115	3	scientific	scientific	ADJ
american_scientific_journal-7218	115	4	research	research	NOUN
american_scientific_journal-7218	115	5	journal	journal	NOUN
american_scientific_journal-7218	115	6	for	for	ADP
american_scientific_journal-7218	115	7	engineering	engineering	NOUN
american_scientific_journal-7218	115	8	,	,	PUNCT
american_scientific_journal-7218	115	9	technology	technology	NOUN
american_scientific_journal-7218	115	10	,	,	PUNCT
american_scientific_journal-7218	115	11	and	and	CCONJ
american_scientific_journal-7218	115	12	sciences	science	NOUN
american_scientific_journal-7218	115	13	(	(	PUNCT
american_scientific_journal-7218	115	14	asrjets	asrjet	NOUN
american_scientific_journal-7218	115	15	)	)	PUNCT
american_scientific_journal-7218	115	16	(	(	PUNCT
american_scientific_journal-7218	115	17	2022)volume	2022)volume	NUM
american_scientific_journal-7218	115	18	85,no	85,no	PROPN
american_scientific_journal-7218	115	19	1	1	NUM
american_scientific_journal-7218	115	20	,	,	PUNCT
american_scientific_journal-7218	115	21	pp	pp	ADV
american_scientific_journal-7218	115	22	144	144	NUM
american_scientific_journal-7218	115	23	-	-	SYM
american_scientific_journal-7218	115	24	156	156	NUM
american_scientific_journal-7218	115	25	149	149	NUM
american_scientific_journal-7218	115	26	table	table	NOUN
american_scientific_journal-7218	115	27	1	1	NUM
american_scientific_journal-7218	115	28	:	:	PUNCT
american_scientific_journal-7218	115	29	sample	sample	NOUN
american_scientific_journal-7218	115	30	of	of	ADP
american_scientific_journal-7218	115	31	kaggle	kaggle	PROPN
american_scientific_journal-7218	115	32	spam	spam	NOUN
american_scientific_journal-7218	115	33	mail	mail	NOUN
american_scientific_journal-7218	115	34	.	.	PUNCT
american_scientific_journal-7218	116	1	ham	ham	NOUN
american_scientific_journal-7218	116	2	/	/	SYM
american_scientific_journal-7218	116	3	spam	spam	NOUN
american_scientific_journal-7218	116	4	message	message	NOUN
american_scientific_journal-7218	116	5	details	detail	NOUN
american_scientific_journal-7218	116	6	ham	ham	PROPN
american_scientific_journal-7218	117	1	nah	nah	INTJ
american_scientific_journal-7218	117	2	i	i	PRON
american_scientific_journal-7218	117	3	do	do	AUX
american_scientific_journal-7218	117	4	n't	not	PART
american_scientific_journal-7218	117	5	think	think	VERB
american_scientific_journal-7218	117	6	he	he	PRON
american_scientific_journal-7218	117	7	goes	go	VERB
american_scientific_journal-7218	117	8	to	to	ADP
american_scientific_journal-7218	117	9	us	we	PRON
american_scientific_journal-7218	118	1	f	f	NOUN
american_scientific_journal-7218	118	2	or	or	CCONJ
american_scientific_journal-7218	118	3	he	he	PRON
american_scientific_journal-7218	118	4	lives	live	VERB
american_scientific_journal-7218	118	5	around	around	ADV
american_scientific_journal-7218	118	6	here	here	ADV
american_scientific_journal-7218	118	7	though	though	SCONJ
american_scientific_journal-7218	118	8	spam	spam	VERB
american_scientific_journal-7218	118	9	free	free	ADJ
american_scientific_journal-7218	118	10	msg	msg	PROPN
american_scientific_journal-7218	119	1	hey	hey	INTJ
american_scientific_journal-7218	119	2	there	there	PRON
american_scientific_journal-7218	119	3	darling	darle	VERB
american_scientific_journal-7218	119	4	it	it	PRON
american_scientific_journal-7218	119	5	’s	’s	AUX
american_scientific_journal-7218	119	6	been	be	AUX
american_scientific_journal-7218	119	7	3	3	NUM
american_scientific_journal-7218	119	8	weeks	week	NOUN
american_scientific_journal-7218	119	9	now	now	ADV
american_scientific_journal-7218	120	1	and	and	CCONJ
american_scientific_journal-7218	120	2	no	no	DET
american_scientific_journal-7218	120	3	word	word	NOUN
american_scientific_journal-7218	120	4	back	back	ADV
american_scientific_journal-7218	120	5	!	!	PUNCT
american_scientific_journal-7218	121	1	i	i	PRON
american_scientific_journal-7218	121	2	’d	’d	NOUN
american_scientific_journal-7218	121	3	like	like	INTJ
american_scientific_journal-7218	121	4	some	some	DET
american_scientific_journal-7218	121	5	fun	fun	NOUN
american_scientific_journal-7218	121	6	you	you	PRON
american_scientific_journal-7218	121	7	up	up	ADP
american_scientific_journal-7218	121	8	for	for	ADP
american_scientific_journal-7218	121	9	it	it	PRON
american_scientific_journal-7218	121	10	still	still	ADV
american_scientific_journal-7218	121	11	?	?	PUNCT
american_scientific_journal-7218	122	1	tb	tb	ADP
american_scientific_journal-7218	122	2	ok	ok	ADJ
american_scientific_journal-7218	122	3	xxxstdchans	xxxstdchan	NOUN
american_scientific_journal-7218	122	4	to	to	PART
american_scientific_journal-7218	122	5	send	send	VERB
american_scientific_journal-7218	122	6	,	,	PUNCT
american_scientific_journal-7218	122	7	a£1.50	a£1.50	PROPN
american_scientific_journal-7218	122	8	to	to	PART
american_scientific_journal-7218	122	9	rev	rev	VERB
american_scientific_journal-7218	122	10	ham	ham	PROPN
american_scientific_journal-7218	122	11	even	even	ADV
american_scientific_journal-7218	122	12	my	my	PRON
american_scientific_journal-7218	122	13	brother	brother	NOUN
american_scientific_journal-7218	122	14	is	be	AUX
american_scientific_journal-7218	122	15	not	not	PART
american_scientific_journal-7218	122	16	like	like	ADJ
american_scientific_journal-7218	122	17	to	to	PART
american_scientific_journal-7218	122	18	speak	speak	VERB
american_scientific_journal-7218	122	19	with	with	ADP
american_scientific_journal-7218	122	20	me	i	PRON
american_scientific_journal-7218	122	21	.	.	PUNCT
american_scientific_journal-7218	123	1	they	they	PRON
american_scientific_journal-7218	123	2	treat	treat	VERB
american_scientific_journal-7218	123	3	me	i	PRON
american_scientific_journal-7218	123	4	like	like	ADP
american_scientific_journal-7218	123	5	aids	aids	PROPN
american_scientific_journal-7218	123	6	patent	patent	NOUN
american_scientific_journal-7218	123	7	.	.	PUNCT
american_scientific_journal-7218	124	1	ham	ham	NOUN
american_scientific_journal-7218	124	2	as	as	ADP
american_scientific_journal-7218	124	3	per	per	ADP
american_scientific_journal-7218	124	4	request	request	NOUN
american_scientific_journal-7218	124	5	?	?	PUNCT
american_scientific_journal-7218	125	1	mellemelle	mellemelle	NOUN
american_scientific_journal-7218	125	2	(	(	PUNCT
american_scientific_journal-7218	125	3	orumiunnnaminungintenurunguvettam	orumiunnnaminungintenurunguvettam	NOUN
american_scientific_journal-7218	125	4	)	)	PUNCT
american_scientific_journal-7218	125	5	has	have	AUX
american_scientific_journal-7218	125	6	been	be	AUX
american_scientific_journal-7218	125	7	set	set	VERB
american_scientific_journal-7218	125	8	as	as	ADP
american_scientific_journal-7218	125	9	your	your	PRON
american_scientific_journal-7218	125	10	callertune	callertune	NOUN
american_scientific_journal-7218	125	11	spam	spam	NOUN
american_scientific_journal-7218	125	12	winner	winner	NOUN
american_scientific_journal-7218	125	13	!	!	PUNCT
american_scientific_journal-7218	125	14	!	!	PUNCT
american_scientific_journal-7218	126	1	as	as	ADP
american_scientific_journal-7218	126	2	a	a	DET
american_scientific_journal-7218	126	3	valued	value	VERB
american_scientific_journal-7218	126	4	network	network	NOUN
american_scientific_journal-7218	126	5	customer	customer	NOUN
american_scientific_journal-7218	126	6	you	you	PRON
american_scientific_journal-7218	126	7	have	have	AUX
american_scientific_journal-7218	126	8	been	be	AUX
american_scientific_journal-7218	126	9	selected	select	VERB
american_scientific_journal-7218	126	10	to	to	PART
american_scientific_journal-7218	126	11	receive	receive	VERB
american_scientific_journal-7218	126	12	a	a	DET
american_scientific_journal-7218	126	13	£	£	SYM
american_scientific_journal-7218	126	14	900	900	NUM
american_scientific_journal-7218	126	15	price	price	NOUN
american_scientific_journal-7218	126	16	reward	reward	NOUN
american_scientific_journal-7218	126	17	!	!	PUNCT
american_scientific_journal-7218	127	1	to	to	PART
american_scientific_journal-7218	127	2	claim	claim	VERB
american_scientific_journal-7218	127	3	call	call	VERB
american_scientific_journal-7218	127	4	09061701461	09061701461	NUM
american_scientific_journal-7218	127	5	.	.	PUNCT
american_scientific_journal-7218	128	1	claim	claim	VERB
american_scientific_journal-7218	128	2	code	code	PROPN
american_scientific_journal-7218	128	3	kl341	kl341	PROPN
american_scientific_journal-7218	128	4	.	.	PUNCT
american_scientific_journal-7218	128	5	valid	valid	ADJ
american_scientific_journal-7218	128	6	12	12	NUM
american_scientific_journal-7218	128	7	hours	hour	NOUN
american_scientific_journal-7218	128	8	only	only	ADV
american_scientific_journal-7218	128	9	.	.	PUNCT
american_scientific_journal-7218	129	1	spam	spam	NOUN
american_scientific_journal-7218	129	2	had	have	VERB
american_scientific_journal-7218	129	3	your	your	PRON
american_scientific_journal-7218	129	4	mobile	mobile	NOUN
american_scientific_journal-7218	129	5	or	or	CCONJ
american_scientific_journal-7218	129	6	more	more	ADJ
american_scientific_journal-7218	129	7	?	?	PUNCT
american_scientific_journal-7218	130	1	u	u	PRON
american_scientific_journal-7218	130	2	r	r	NOUN
american_scientific_journal-7218	130	3	entitled	entitle	VERB
american_scientific_journal-7218	130	4	to	to	PART
american_scientific_journal-7218	130	5	update	update	VERB
american_scientific_journal-7218	130	6	to	to	ADP
american_scientific_journal-7218	130	7	the	the	DET
american_scientific_journal-7218	130	8	latest	late	ADJ
american_scientific_journal-7218	130	9	colour	colour	NOUN
american_scientific_journal-7218	130	10	mobiles	mobile	NOUN
american_scientific_journal-7218	130	11	with	with	ADP
american_scientific_journal-7218	130	12	camera	camera	NOUN
american_scientific_journal-7218	130	13	for	for	ADP
american_scientific_journal-7218	130	14	free	free	ADJ
american_scientific_journal-7218	130	15	call	call	NOUN
american_scientific_journal-7218	130	16	the	the	DET
american_scientific_journal-7218	130	17	mobile	mobile	ADJ
american_scientific_journal-7218	130	18	update	update	NOUN
american_scientific_journal-7218	130	19	co	co	NOUN
american_scientific_journal-7218	130	20	free	free	ADJ
american_scientific_journal-7218	130	21	on	on	ADP
american_scientific_journal-7218	130	22	08002986030	08002986030	NUM
american_scientific_journal-7218	130	23	ham	ham	PROPN
american_scientific_journal-7218	130	24	i	i	PRON
american_scientific_journal-7218	130	25	’m	’m	AUX
american_scientific_journal-7218	130	26	gon	go	VERB
american_scientific_journal-7218	130	27	na	to	PART
american_scientific_journal-7218	130	28	be	be	AUX
american_scientific_journal-7218	130	29	home	home	ADV
american_scientific_journal-7218	130	30	soon	soon	ADV
american_scientific_journal-7218	131	1	and	and	CCONJ
american_scientific_journal-7218	131	2	i	i	PRON
american_scientific_journal-7218	131	3	do	do	AUX
american_scientific_journal-7218	131	4	n’t	not	PART
american_scientific_journal-7218	131	5	want	want	VERB
american_scientific_journal-7218	131	6	to	to	PART
american_scientific_journal-7218	131	7	talk	talk	VERB
american_scientific_journal-7218	131	8	about	about	ADP
american_scientific_journal-7218	131	9	this	this	DET
american_scientific_journal-7218	131	10	stuff	stuff	NOUN
american_scientific_journal-7218	131	11	anymore	anymore	ADV
american_scientific_journal-7218	131	12	tonight	tonight	NOUN
american_scientific_journal-7218	131	13	,	,	PUNCT
american_scientific_journal-7218	131	14	k	k	PROPN
american_scientific_journal-7218	131	15	?	?	PUNCT
american_scientific_journal-7218	132	1	i	i	PRON
american_scientific_journal-7218	132	2	’ve	’ve	AUX
american_scientific_journal-7218	132	3	cried	cry	VERB
american_scientific_journal-7218	132	4	enough	enough	ADJ
american_scientific_journal-7218	132	5	today	today	NOUN
american_scientific_journal-7218	132	6	.	.	PUNCT
american_scientific_journal-7218	133	1	spam	spam	VERB
american_scientific_journal-7218	133	2	six	six	NUM
american_scientific_journal-7218	133	3	chances	chance	NOUN
american_scientific_journal-7218	133	4	to	to	PART
american_scientific_journal-7218	133	5	win	win	VERB
american_scientific_journal-7218	133	6	cash	cash	NOUN
american_scientific_journal-7218	133	7	!	!	PUNCT
american_scientific_journal-7218	134	1	from	from	ADP
american_scientific_journal-7218	134	2	100	100	NUM
american_scientific_journal-7218	134	3	to	to	PART
american_scientific_journal-7218	134	4	20,000	20,000	NUM
american_scientific_journal-7218	134	5	pounds	pound	NOUN
american_scientific_journal-7218	134	6	txt	txt	PROPN
american_scientific_journal-7218	134	7	>	>	X
american_scientific_journal-7218	134	8	csh11	csh11	PROPN
american_scientific_journal-7218	134	9	and	and	CCONJ
american_scientific_journal-7218	134	10	send	send	VERB
american_scientific_journal-7218	134	11	to	to	ADP
american_scientific_journal-7218	134	12	87575	87575	NUM
american_scientific_journal-7218	134	13	.	.	PUNCT
american_scientific_journal-7218	135	1	cost	cost	NOUN
american_scientific_journal-7218	135	2	150p	150p	NOUN
american_scientific_journal-7218	135	3	/	/	SYM
american_scientific_journal-7218	135	4	day	day	NOUN
american_scientific_journal-7218	135	5	,	,	PUNCT
american_scientific_journal-7218	135	6	6days	6days	NUM
american_scientific_journal-7218	135	7	,	,	PUNCT
american_scientific_journal-7218	135	8	16	16	NUM
american_scientific_journal-7218	135	9	+	+	NUM
american_scientific_journal-7218	135	10	tsanndcs	tsanndcs	PROPN
american_scientific_journal-7218	135	11	apply	apply	VERB
american_scientific_journal-7218	135	12	reply	reply	NOUN
american_scientific_journal-7218	135	13	hl	hl	NOUN
american_scientific_journal-7218	135	14	4	4	NUM
american_scientific_journal-7218	135	15	info	info	NOUN
american_scientific_journal-7218	135	16	spam	spam	NOUN
american_scientific_journal-7218	135	17	urgent	urgent	ADJ
american_scientific_journal-7218	135	18	!	!	PUNCT
american_scientific_journal-7218	136	1	you	you	PRON
american_scientific_journal-7218	136	2	have	have	AUX
american_scientific_journal-7218	136	3	won	win	VERB
american_scientific_journal-7218	136	4	a	a	DET
american_scientific_journal-7218	136	5	1	1	NUM
american_scientific_journal-7218	136	6	week	week	NOUN
american_scientific_journal-7218	136	7	free	free	ADJ
american_scientific_journal-7218	136	8	membership	membership	NOUN
american_scientific_journal-7218	136	9	in	in	ADP
american_scientific_journal-7218	136	10	our	our	PRON
american_scientific_journal-7218	136	11	a	a	DET
american_scientific_journal-7218	136	12	£	£	SYM
american_scientific_journal-7218	136	13	100,000	100,000	NUM
american_scientific_journal-7218	136	14	prize	prize	NOUN
american_scientific_journal-7218	136	15	jackpot	jackpot	NOUN
american_scientific_journal-7218	136	16	!	!	PUNCT
american_scientific_journal-7218	137	1	txt	txt	VERB
american_scientific_journal-7218	137	2	the	the	DET
american_scientific_journal-7218	137	3	word	word	NOUN
american_scientific_journal-7218	137	4	.	.	PUNCT
american_scientific_journal-7218	138	1	claim	claim	NOUN
american_scientific_journal-7218	138	2	to	to	ADP
american_scientific_journal-7218	138	3	no:8010	no:8010	PRON
american_scientific_journal-7218	138	4	t&c	t&c	NOUN
american_scientific_journal-7218	138	5	www.dbuk.net	www.dbuk.net	NOUN
american_scientific_journal-7218	138	6	lccl	lccl	ADJ
american_scientific_journal-7218	138	7	td	td	PROPN
american_scientific_journal-7218	138	8	pobox	pobox	NOUN
american_scientific_journal-7218	138	9	4403ldnw1a7rw18	4403ldnw1a7rw18	PROPN
american_scientific_journal-7218	138	10	ham	ham	PROPN
american_scientific_journal-7218	139	1	i	i	PRON
american_scientific_journal-7218	139	2	’ve	’ve	AUX
american_scientific_journal-7218	139	3	been	be	AUX
american_scientific_journal-7218	139	4	searching	search	VERB
american_scientific_journal-7218	139	5	for	for	ADP
american_scientific_journal-7218	139	6	the	the	DET
american_scientific_journal-7218	139	7	right	right	ADJ
american_scientific_journal-7218	139	8	words	word	NOUN
american_scientific_journal-7218	139	9	to	to	PART
american_scientific_journal-7218	139	10	thank	thank	VERB
american_scientific_journal-7218	139	11	you	you	PRON
american_scientific_journal-7218	139	12	for	for	ADP
american_scientific_journal-7218	139	13	this	this	DET
american_scientific_journal-7218	139	14	breather	breather	NOUN
american_scientific_journal-7218	139	15	.	.	PUNCT
american_scientific_journal-7218	140	1	i	i	PRON
american_scientific_journal-7218	140	2	promise	promise	VERB
american_scientific_journal-7218	140	3	i	i	PRON
american_scientific_journal-7218	140	4	wo	will	AUX
american_scientific_journal-7218	140	5	nt	not	PART
american_scientific_journal-7218	140	6	take	take	VERB
american_scientific_journal-7218	140	7	your	your	PRON
american_scientific_journal-7218	140	8	help	help	NOUN
american_scientific_journal-7218	140	9	for	for	SCONJ
american_scientific_journal-7218	140	10	granted	grant	VERB
american_scientific_journal-7218	140	11	and	and	CCONJ
american_scientific_journal-7218	140	12	will	will	AUX
american_scientific_journal-7218	140	13	fulfill	fulfill	VERB
american_scientific_journal-7218	140	14	my	my	PRON
american_scientific_journal-7218	140	15	promise	promise	NOUN
american_scientific_journal-7218	140	16	.	.	PUNCT
american_scientific_journal-7218	141	1	you	you	PRON
american_scientific_journal-7218	141	2	have	have	AUX
american_scientific_journal-7218	141	3	been	be	AUX
american_scientific_journal-7218	141	4	wonderful	wonderful	ADJ
american_scientific_journal-7218	141	5	and	and	CCONJ
american_scientific_journal-7218	141	6	a	a	DET
american_scientific_journal-7218	141	7	blessing	blessing	NOUN
american_scientific_journal-7218	141	8	at	at	ADP
american_scientific_journal-7218	141	9	all	all	DET
american_scientific_journal-7218	141	10	times	time	NOUN
american_scientific_journal-7218	141	11	.	.	PUNCT
american_scientific_journal-7218	142	1	figure	figure	VERB
american_scientific_journal-7218	142	2	2	2	NUM
american_scientific_journal-7218	142	3	:	:	PUNCT
american_scientific_journal-7218	142	4	information	information	NOUN
american_scientific_journal-7218	142	5	retrieval	retrieval	NOUN
american_scientific_journal-7218	142	6	phase	phase	NOUN
american_scientific_journal-7218	142	7	.	.	PUNCT
american_scientific_journal-7218	143	1	from	from	ADP
american_scientific_journal-7218	143	2	figure	figure	NOUN
american_scientific_journal-7218	143	3	2	2	NUM
american_scientific_journal-7218	143	4	,	,	PUNCT
american_scientific_journal-7218	143	5	a	a	DET
american_scientific_journal-7218	143	6	sentence	sentence	NOUN
american_scientific_journal-7218	143	7	is	be	AUX
american_scientific_journal-7218	143	8	used	use	VERB
american_scientific_journal-7218	143	9	to	to	PART
american_scientific_journal-7218	143	10	illustrate	illustrate	VERB
american_scientific_journal-7218	143	11	the	the	DET
american_scientific_journal-7218	143	12	phases	phase	NOUN
american_scientific_journal-7218	143	13	with	with	SCONJ
american_scientific_journal-7218	143	14	which	which	DET
american_scientific_journal-7218	143	15	mail	mail	NOUN
american_scientific_journal-7218	143	16	is	be	AUX
american_scientific_journal-7218	143	17	translated	translate	VERB
american_scientific_journal-7218	143	18	into	into	ADP
american_scientific_journal-7218	143	19	ham	ham	NOUN
american_scientific_journal-7218	143	20	and	and	CCONJ
american_scientific_journal-7218	143	21	spam	spam	NOUN
american_scientific_journal-7218	143	22	form	form	NOUN
american_scientific_journal-7218	143	23	.	.	PUNCT
american_scientific_journal-7218	144	1	“	"	PUNCT
american_scientific_journal-7218	144	2	i	i	PRON
american_scientific_journal-7218	144	3	’m	’m	AUX
american_scientific_journal-7218	144	4	gon	go	VERB
american_scientific_journal-7218	144	5	na	to	PART
american_scientific_journal-7218	144	6	be	be	AUX
american_scientific_journal-7218	144	7	home	home	ADV
american_scientific_journal-7218	144	8	soon	soon	ADV
american_scientific_journal-7218	144	9	and	and	CCONJ
american_scientific_journal-7218	144	10	i	i	PRON
american_scientific_journal-7218	144	11	do	do	AUX
american_scientific_journal-7218	144	12	n’t	not	PART
american_scientific_journal-7218	144	13	want	want	VERB
american_scientific_journal-7218	144	14	to	to	PART
american_scientific_journal-7218	144	15	talk	talk	VERB
american_scientific_journal-7218	144	16	.	.	PUNCT
american_scientific_journal-7218	144	17	”	"	PUNCT
american_scientific_journal-7218	145	1	parsing	parse	VERB
american_scientific_journal-7218	145	2	:	:	PUNCT
american_scientific_journal-7218	146	1	i	i	PRON
american_scientific_journal-7218	146	2	'm	be	AUX
american_scientific_journal-7218	146	3	gon	go	VERB
american_scientific_journal-7218	146	4	na	to	PART
american_scientific_journal-7218	146	5	be	be	AUX
american_scientific_journal-7218	146	6	home	home	ADV
american_scientific_journal-7218	146	7	soon	soon	ADV
american_scientific_journal-7218	146	8	and	and	CCONJ
american_scientific_journal-7218	146	9	i	i	PRON
american_scientific_journal-7218	146	10	do	do	AUX
american_scientific_journal-7218	146	11	n't	not	PART
american_scientific_journal-7218	146	12	want	want	VERB
american_scientific_journal-7218	146	13	to	to	PART
american_scientific_journal-7218	146	14	talk	talk	VERB
american_scientific_journal-7218	146	15	.	.	PUNCT
american_scientific_journal-7218	146	16	http://www.dbuk.net/	http://www.dbuk.net/	PROPN
american_scientific_journal-7218	147	1	american	american	PROPN
american_scientific_journal-7218	147	2	academic	academic	PROPN
american_scientific_journal-7218	147	3	scientific	scientific	ADJ
american_scientific_journal-7218	147	4	research	research	NOUN
american_scientific_journal-7218	147	5	journal	journal	NOUN
american_scientific_journal-7218	147	6	for	for	ADP
american_scientific_journal-7218	147	7	engineering	engineering	NOUN
american_scientific_journal-7218	147	8	,	,	PUNCT
american_scientific_journal-7218	147	9	technology	technology	NOUN
american_scientific_journal-7218	147	10	,	,	PUNCT
american_scientific_journal-7218	147	11	and	and	CCONJ
american_scientific_journal-7218	147	12	sciences	science	NOUN
american_scientific_journal-7218	147	13	(	(	PUNCT
american_scientific_journal-7218	147	14	asrjets	asrjet	NOUN
american_scientific_journal-7218	147	15	)	)	PUNCT
american_scientific_journal-7218	147	16	(	(	PUNCT
american_scientific_journal-7218	148	1	2022)volume	2022)volume	NUM
american_scientific_journal-7218	148	2	85,no	85,no	PROPN
american_scientific_journal-7218	148	3	1	1	NUM
american_scientific_journal-7218	148	4	,	,	PUNCT
american_scientific_journal-7218	148	5	pp	pp	ADV
american_scientific_journal-7218	148	6	144	144	NUM
american_scientific_journal-7218	148	7	-	-	SYM
american_scientific_journal-7218	148	8	156	156	NUM
american_scientific_journal-7218	148	9	150	150	NUM
american_scientific_journal-7218	148	10	p	p	NOUN
american_scientific_journal-7218	148	11	v	v	NOUN
american_scientific_journal-7218	148	12	n	n	INTJ
american_scientific_journal-7218	148	13	av	av	NOUN
american_scientific_journal-7218	148	14	c	c	NOUN
american_scientific_journal-7218	148	15	p	p	NOUN
american_scientific_journal-7218	148	16	v	v	X
american_scientific_journal-7218	148	17	v	v	ADP
american_scientific_journal-7218	148	18	where	where	SCONJ
american_scientific_journal-7218	148	19	p=	p=	ADJ
american_scientific_journal-7218	148	20	pronoun	pronoun	NOUN
american_scientific_journal-7218	148	21	,	,	PUNCT
american_scientific_journal-7218	148	22	v	v	NOUN
american_scientific_journal-7218	148	23	=	=	SYM
american_scientific_journal-7218	148	24	verb	verb	NOUN
american_scientific_journal-7218	148	25	,	,	PUNCT
american_scientific_journal-7218	148	26	c=	c=	VERB
american_scientific_journal-7218	148	27	conjunction	conjunction	NOUN
american_scientific_journal-7218	148	28	,	,	PUNCT
american_scientific_journal-7218	148	29	av=	av=	ADV
american_scientific_journal-7218	148	30	adverb	adverb	NOUN
american_scientific_journal-7218	148	31	,	,	PUNCT
american_scientific_journal-7218	148	32	and	and	CCONJ
american_scientific_journal-7218	148	33	n=	n=	ADJ
american_scientific_journal-7218	148	34	noun	noun	NOUN
american_scientific_journal-7218	148	35	lexical	lexical	ADJ
american_scientific_journal-7218	148	36	analysis	analysis	NOUN
american_scientific_journal-7218	148	37	i	i	PRON
american_scientific_journal-7218	148	38	'm	be	AUX
american_scientific_journal-7218	148	39	gon	go	VERB
american_scientific_journal-7218	148	40	na	to	PART
american_scientific_journal-7218	148	41	be	be	AUX
american_scientific_journal-7218	148	42	home	home	ADV
american_scientific_journal-7218	148	43	soon	soon	ADV
american_scientific_journal-7218	149	1	and	and	CCONJ
american_scientific_journal-7218	149	2	i	i	PRON
american_scientific_journal-7218	149	3	do	do	AUX
american_scientific_journal-7218	149	4	n't	not	PART
american_scientific_journal-7218	149	5	want	want	VERB
american_scientific_journal-7218	149	6	to	to	PART
american_scientific_journal-7218	149	7	talk	talk	VERB
american_scientific_journal-7218	149	8	.	.	PUNCT
american_scientific_journal-7218	150	1	=	=	PUNCT
american_scientific_journal-7218	151	1	“	"	PUNCT
american_scientific_journal-7218	151	2	i	i	PRON
american_scientific_journal-7218	151	3	’m	’m	AUX
american_scientific_journal-7218	151	4	”	"	PUNCT
american_scientific_journal-7218	151	5	“	"	PUNCT
american_scientific_journal-7218	151	6	gon	go	VERB
american_scientific_journal-7218	151	7	na	to	PART
american_scientific_journal-7218	151	8	”	"	PUNCT
american_scientific_journal-7218	151	9	“	"	PUNCT
american_scientific_journal-7218	151	10	be	be	AUX
american_scientific_journal-7218	151	11	”	"	PUNCT
american_scientific_journal-7218	151	12	“	"	PUNCT
american_scientific_journal-7218	151	13	home	home	NOUN
american_scientific_journal-7218	151	14	”	"	PUNCT
american_scientific_journal-7218	151	15	“	"	PUNCT
american_scientific_journal-7218	151	16	soon	soon	ADV
american_scientific_journal-7218	151	17	”	"	PUNCT
american_scientific_journal-7218	151	18	“	"	PUNCT
american_scientific_journal-7218	151	19	and	and	CCONJ
american_scientific_journal-7218	151	20	”	"	PUNCT
american_scientific_journal-7218	151	21	“	"	PUNCT
american_scientific_journal-7218	151	22	i	i	PRON
american_scientific_journal-7218	151	23	”	"	PUNCT
american_scientific_journal-7218	151	24	“	"	PUNCT
american_scientific_journal-7218	151	25	do	do	AUX
american_scientific_journal-7218	151	26	nt	not	PART
american_scientific_journal-7218	151	27	”	"	PUNCT
american_scientific_journal-7218	151	28	“	"	PUNCT
american_scientific_journal-7218	151	29	want	want	VERB
american_scientific_journal-7218	151	30	”	"	PUNCT
american_scientific_journal-7218	151	31	“	"	PUNCT
american_scientific_journal-7218	151	32	to	to	PART
american_scientific_journal-7218	151	33	”	"	PUNCT
american_scientific_journal-7218	151	34	“	"	PUNCT
american_scientific_journal-7218	151	35	talk	talk	NOUN
american_scientific_journal-7218	151	36	”	"	PUNCT
american_scientific_journal-7218	151	37	removal	removal	NOUN
american_scientific_journal-7218	151	38	of	of	ADP
american_scientific_journal-7218	151	39	stop	stop	NOUN
american_scientific_journal-7218	151	40	word	word	NOUN
american_scientific_journal-7218	151	41	gon	go	VERB
american_scientific_journal-7218	151	42	na	to	PART
american_scientific_journal-7218	151	43	,	,	PUNCT
american_scientific_journal-7218	151	44	home	home	NOUN
american_scientific_journal-7218	151	45	,	,	PUNCT
american_scientific_journal-7218	151	46	soon	soon	ADV
american_scientific_journal-7218	151	47	,	,	PUNCT
american_scientific_journal-7218	151	48	do	do	AUX
american_scientific_journal-7218	151	49	n’t	not	PART
american_scientific_journal-7218	151	50	,	,	PUNCT
american_scientific_journal-7218	151	51	want	want	VERB
american_scientific_journal-7218	151	52	,	,	PUNCT
american_scientific_journal-7218	151	53	talk	talk	NOUN
american_scientific_journal-7218	151	54	.	.	PUNCT
american_scientific_journal-7218	152	1	stemming	stemming	NOUN
american_scientific_journal-7218	152	2	&	&	CCONJ
american_scientific_journal-7218	152	3	lemmatization	lemmatization	PROPN
american_scientific_journal-7218	152	4	want=	want=	PROPN
american_scientific_journal-7218	152	5	wanting	want	VERB
american_scientific_journal-7218	152	6	,	,	PUNCT
american_scientific_journal-7218	152	7	wants	wants	AUX
american_scientific_journal-7218	152	8	,	,	PUNCT
american_scientific_journal-7218	152	9	wanted	want	VERB
american_scientific_journal-7218	152	10	.	.	PUNCT
american_scientific_journal-7218	153	1	talk=	talk=	NUM
american_scientific_journal-7218	153	2	talking	talk	VERB
american_scientific_journal-7218	153	3	,	,	PUNCT
american_scientific_journal-7218	153	4	talked	talk	VERB
american_scientific_journal-7218	153	5	,	,	PUNCT
american_scientific_journal-7218	153	6	talks	talk	NOUN
american_scientific_journal-7218	153	7	feature	feature	NOUN
american_scientific_journal-7218	153	8	selection	selection	NOUN
american_scientific_journal-7218	153	9	=	=	NOUN
american_scientific_journal-7218	153	10	hamwords	hamword	NOUN
american_scientific_journal-7218	153	11	:	:	PUNCT
american_scientific_journal-7218	153	12	'	'	PUNCT
american_scientific_journal-7218	153	13	go	go	VERB
american_scientific_journal-7218	153	14	'	'	PUNCT
american_scientific_journal-7218	153	15	,	,	PUNCT
american_scientific_journal-7218	153	16	'	'	PUNCT
american_scientific_journal-7218	153	17	jurong	jurong	PROPN
american_scientific_journal-7218	153	18	'	'	PUNCT
american_scientific_journal-7218	153	19	,	,	PUNCT
american_scientific_journal-7218	153	20	'	'	PUNCT
american_scientific_journal-7218	153	21	point	point	NOUN
american_scientific_journal-7218	153	22	'	'	PUNCT
american_scientific_journal-7218	153	23	,	,	PUNCT
american_scientific_journal-7218	153	24	'	'	PUNCT
american_scientific_journal-7218	153	25	crazi	crazi	NOUN
american_scientific_journal-7218	153	26	'	'	PUNCT
american_scientific_journal-7218	153	27	,	,	PUNCT
american_scientific_journal-7218	153	28	'	'	PUNCT
american_scientific_journal-7218	153	29	avail	avail	VERB
american_scientific_journal-7218	153	30	'	'	PUNCT
american_scientific_journal-7218	153	31	,	,	PUNCT
american_scientific_journal-7218	153	32	'	'	PUNCT
american_scientific_journal-7218	153	33	bugi	bugi	NOUN
american_scientific_journal-7218	153	34	'	'	PUNCT
american_scientific_journal-7218	153	35	,	,	PUNCT
american_scientific_journal-7218	153	36	'	'	PUNCT
american_scientific_journal-7218	153	37	n	n	CCONJ
american_scientific_journal-7218	153	38	'	'	NUM
american_scientific_journal-7218	153	39	,	,	PUNCT
american_scientific_journal-7218	153	40	'	'	PUNCT
american_scientific_journal-7218	153	41	great	great	ADJ
american_scientific_journal-7218	153	42	'	'	PUNCT
american_scientific_journal-7218	153	43	,	,	PUNCT
american_scientific_journal-7218	153	44	'	'	PUNCT
american_scientific_journal-7218	153	45	world	world	NOUN
american_scientific_journal-7218	153	46	'	'	PUNCT
american_scientific_journal-7218	153	47	,	,	PUNCT
american_scientific_journal-7218	153	48	'	'	PUNCT
american_scientific_journal-7218	153	49	la	la	ADJ
american_scientific_journal-7218	153	50	'	'	PUNCT
american_scientific_journal-7218	153	51	,	,	PUNCT
american_scientific_journal-7218	153	52	'	'	PUNCT
american_scientific_journal-7218	153	53	e	e	NOUN
american_scientific_journal-7218	153	54	'	'	PUNCT
american_scientific_journal-7218	153	55	,	,	PUNCT
american_scientific_journal-7218	153	56	=	=	PRON
american_scientific_journal-7218	153	57	spam	spam	NOUN
american_scientific_journal-7218	153	58	words	word	NOUN
american_scientific_journal-7218	153	59	:	:	PUNCT
american_scientific_journal-7218	153	60	[	[	X
american_scientific_journal-7218	153	61	'	'	PUNCT
american_scientific_journal-7218	153	62	free	free	ADJ
american_scientific_journal-7218	153	63	'	'	PUNCT
american_scientific_journal-7218	153	64	,	,	PUNCT
american_scientific_journal-7218	153	65	'	'	PUNCT
american_scientific_journal-7218	153	66	entri	entri	ADJ
american_scientific_journal-7218	153	67	'	'	PROPN
american_scientific_journal-7218	153	68	,	,	PUNCT
american_scientific_journal-7218	153	69	'	'	PUNCT
american_scientific_journal-7218	153	70	wkli	wkli	ADJ
american_scientific_journal-7218	153	71	'	'	PUNCT
american_scientific_journal-7218	153	72	,	,	PUNCT
american_scientific_journal-7218	153	73	'	'	PUNCT
american_scientific_journal-7218	153	74	comp	comp	NOUN
american_scientific_journal-7218	153	75	'	'	PUNCT
american_scientific_journal-7218	153	76	,	,	PUNCT
american_scientific_journal-7218	153	77	'	'	PUNCT
american_scientific_journal-7218	153	78	win	win	VERB
american_scientific_journal-7218	153	79	'	'	PUNCT
american_scientific_journal-7218	153	80	,	,	PUNCT
american_scientific_journal-7218	153	81	'	'	PUNCT
american_scientific_journal-7218	153	82	fa	fa	X
american_scientific_journal-7218	153	83	'	'	PUNCT
american_scientific_journal-7218	153	84	,	,	PUNCT
american_scientific_journal-7218	153	85	'	'	PUNCT
american_scientific_journal-7218	153	86	cup	cup	NOUN
american_scientific_journal-7218	153	87	'	'	PUNCT
american_scientific_journal-7218	153	88	,	,	PUNCT
american_scientific_journal-7218	153	89	'	'	PUNCT
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american_scientific_journal-7218	153	91	'	'	PUNCT
american_scientific_journal-7218	153	92	,	,	PUNCT
american_scientific_journal-7218	153	93	lsvm	lsvm	ADJ
american_scientific_journal-7218	153	94	algorithm	algorithm	NOUN
american_scientific_journal-7218	153	95	=	=	PUNCT
american_scientific_journal-7218	153	96	from	from	ADP
american_scientific_journal-7218	153	97	sklearn.model_selection	sklearn.model_selection	NOUN
american_scientific_journal-7218	153	98	import	import	NOUN
american_scientific_journal-7218	153	99	train_test_split	train_test_split	X
american_scientific_journal-7218	153	100	x_train	x_train	PROPN
american_scientific_journal-7218	153	101	,	,	PUNCT
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american_scientific_journal-7218	153	103	,	,	PUNCT
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american_scientific_journal-7218	153	105	,	,	PUNCT
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american_scientific_journal-7218	153	107	=	=	SYM
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american_scientific_journal-7218	153	109	,	,	PUNCT
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american_scientific_journal-7218	153	111	,	,	PUNCT
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american_scientific_journal-7218	153	113	)	)	PUNCT
american_scientific_journal-7218	153	114	#	#	NOUN
american_scientific_journal-7218	153	115	80	80	NUM
american_scientific_journal-7218	153	116	%	%	NOUN
american_scientific_journal-7218	153	117	training	training	NOUN
american_scientific_journal-7218	153	118	and	and	CCONJ
american_scientific_journal-7218	153	119	20	20	NUM
american_scientific_journal-7218	153	120	%	%	NOUN
american_scientific_journal-7218	153	121	test	test	NOUN
american_scientific_journal-7218	153	122	#	#	NOUN
american_scientific_journal-7218	153	123	import	import	NOUN
american_scientific_journal-7218	153	124	svm	svm	ADJ
american_scientific_journal-7218	153	125	model	model	NOUN
american_scientific_journal-7218	153	126	from	from	ADP
american_scientific_journal-7218	153	127	sklearn	sklearn	ADJ
american_scientific_journal-7218	153	128	import	import	NOUN
american_scientific_journal-7218	153	129	svm	svm	NOUN
american_scientific_journal-7218	153	130	spam_detect_model	spam_detect_model	X
american_scientific_journal-7218	153	131	=	=	SYM
american_scientific_journal-7218	153	132	svm.svc(kernel='linear	svm.svc(kernel='linear	NOUN
american_scientific_journal-7218	153	133	'	'	PUNCT
american_scientific_journal-7218	153	134	)	)	PUNCT
american_scientific_journal-7218	153	135	#	#	NOUN
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american_scientific_journal-7218	153	137	kernel	kernel	PROPN
american_scientific_journal-7218	153	138	spam_detect_model.fit(x_train	spam_detect_model.fit(x_train	PROPN
american_scientific_journal-7218	153	139	,	,	PUNCT
american_scientific_journal-7218	153	140	y_train	y_train	X
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american_scientific_journal-7218	153	142	y_pred	y_pre	VERB
american_scientific_journal-7218	153	143	=	=	PUNCT
american_scientific_journal-7218	153	144	spam_detect_model.predict(x_test	spam_detect_model.predict(x_t	ADJ
american_scientific_journal-7218	153	145	)	)	PUNCT
american_scientific_journal-7218	154	1	4	4	NUM
american_scientific_journal-7218	154	2	.	.	PUNCT
american_scientific_journal-7218	154	3	analysis	analysis	NOUN
american_scientific_journal-7218	154	4	of	of	ADP
american_scientific_journal-7218	154	5	the	the	DET
american_scientific_journal-7218	154	6	proposed	propose	VERB
american_scientific_journal-7218	154	7	system	system	NOUN
american_scientific_journal-7218	154	8	the	the	DET
american_scientific_journal-7218	154	9	proposed	propose	VERB
american_scientific_journal-7218	154	10	system	system	NOUN
american_scientific_journal-7218	154	11	is	be	AUX
american_scientific_journal-7218	154	12	an	an	DET
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american_scientific_journal-7218	154	14	of	of	ADP
american_scientific_journal-7218	154	15	the	the	DET
american_scientific_journal-7218	154	16	existing	exist	VERB
american_scientific_journal-7218	154	17	system	system	NOUN
american_scientific_journal-7218	154	18	developed	develop	VERB
american_scientific_journal-7218	154	19	by	by	ADP
american_scientific_journal-7218	154	20	[	[	X
american_scientific_journal-7218	154	21	4	4	NUM
american_scientific_journal-7218	154	22	]	]	PUNCT
american_scientific_journal-7218	154	23	.	.	PUNCT
american_scientific_journal-7218	155	1	the	the	DET
american_scientific_journal-7218	155	2	major	major	ADJ
american_scientific_journal-7218	155	3	enhancement	enhancement	NOUN
american_scientific_journal-7218	155	4	in	in	ADP
american_scientific_journal-7218	155	5	this	this	DET
american_scientific_journal-7218	155	6	work	work	NOUN
american_scientific_journal-7218	155	7	is	be	AUX
american_scientific_journal-7218	155	8	the	the	DET
american_scientific_journal-7218	155	9	adoption	adoption	NOUN
american_scientific_journal-7218	155	10	of	of	ADP
american_scientific_journal-7218	155	11	an	an	DET
american_scientific_journal-7218	155	12	improved	improved	ADJ
american_scientific_journal-7218	155	13	text	text	NOUN
american_scientific_journal-7218	155	14	classification	classification	NOUN
american_scientific_journal-7218	155	15	algorithm	algorithm	NOUN
american_scientific_journal-7218	155	16	called	call	VERB
american_scientific_journal-7218	155	17	linear	linear	PROPN
american_scientific_journal-7218	155	18	support	support	NOUN
american_scientific_journal-7218	155	19	vector	vector	NOUN
american_scientific_journal-7218	155	20	machine	machine	NOUN
american_scientific_journal-7218	155	21	(	(	PUNCT
american_scientific_journal-7218	155	22	lsvm	lsvm	ADJ
american_scientific_journal-7218	155	23	)	)	PUNCT
american_scientific_journal-7218	155	24	.	.	PUNCT
american_scientific_journal-7218	156	1	another	another	DET
american_scientific_journal-7218	156	2	enhancement	enhancement	NOUN
american_scientific_journal-7218	156	3	is	be	AUX
american_scientific_journal-7218	156	4	the	the	DET
american_scientific_journal-7218	156	5	integration	integration	NOUN
american_scientific_journal-7218	156	6	of	of	ADP
american_scientific_journal-7218	156	7	information	information	NOUN
american_scientific_journal-7218	156	8	retrieval	retrieval	NOUN
american_scientific_journal-7218	156	9	(	(	PUNCT
american_scientific_journal-7218	156	10	ir	ir	NOUN
american_scientific_journal-7218	156	11	)	)	PUNCT
american_scientific_journal-7218	156	12	processes	process	NOUN
american_scientific_journal-7218	156	13	after	after	ADP
american_scientific_journal-7218	156	14	the	the	DET
american_scientific_journal-7218	156	15	preprocessing	preprocessing	NOUN
american_scientific_journal-7218	156	16	stage	stage	NOUN
american_scientific_journal-7218	156	17	to	to	PART
american_scientific_journal-7218	156	18	normalize	normalize	VERB
american_scientific_journal-7218	156	19	the	the	DET
american_scientific_journal-7218	156	20	data	datum	NOUN
american_scientific_journal-7218	156	21	in	in	ADP
american_scientific_journal-7218	156	22	the	the	DET
american_scientific_journal-7218	156	23	dataset	dataset	NOUN
american_scientific_journal-7218	156	24	before	before	SCONJ
american_scientific_journal-7218	156	25	feature	feature	NOUN
american_scientific_journal-7218	156	26	selection	selection	NOUN
american_scientific_journal-7218	156	27	is	be	AUX
american_scientific_journal-7218	156	28	carried	carry	VERB
american_scientific_journal-7218	156	29	out	out	ADP
american_scientific_journal-7218	156	30	.	.	PUNCT
american_scientific_journal-7218	157	1	the	the	DET
american_scientific_journal-7218	157	2	dataset	dataset	NOUN
american_scientific_journal-7218	157	3	was	be	AUX
american_scientific_journal-7218	157	4	gotten	get	VERB
american_scientific_journal-7218	157	5	from	from	ADP
american_scientific_journal-7218	157	6	kaggle	kaggle	ADJ
american_scientific_journal-7218	157	7	spam	spam	NOUN
american_scientific_journal-7218	157	8	email	email	NOUN
american_scientific_journal-7218	157	9	repository	repository	NOUN
american_scientific_journal-7218	157	10	.	.	PUNCT
american_scientific_journal-7218	158	1	the	the	DET
american_scientific_journal-7218	158	2	dataset	dataset	NOUN
american_scientific_journal-7218	158	3	consists	consist	VERB
american_scientific_journal-7218	158	4	of	of	ADP
american_scientific_journal-7218	158	5	5574	5574	NUM
american_scientific_journal-7218	158	6	email	email	NOUN
american_scientific_journal-7218	158	7	records	record	NOUN
american_scientific_journal-7218	158	8	classified	classify	VERB
american_scientific_journal-7218	158	9	as	as	ADP
american_scientific_journal-7218	158	10	ham	ham	NOUN
american_scientific_journal-7218	158	11	and	and	CCONJ
american_scientific_journal-7218	158	12	spam	spam	NOUN
american_scientific_journal-7218	158	13	.	.	PUNCT
american_scientific_journal-7218	159	1	table1	table1	PROPN
american_scientific_journal-7218	159	2	.	.	PUNCT
american_scientific_journal-7218	160	1	american	american	ADJ
american_scientific_journal-7218	160	2	academic	academic	ADJ
american_scientific_journal-7218	160	3	scientific	scientific	ADJ
american_scientific_journal-7218	160	4	research	research	NOUN
american_scientific_journal-7218	160	5	journal	journal	NOUN
american_scientific_journal-7218	160	6	for	for	ADP
american_scientific_journal-7218	160	7	engineering	engineering	NOUN
american_scientific_journal-7218	160	8	,	,	PUNCT
american_scientific_journal-7218	160	9	technology	technology	NOUN
american_scientific_journal-7218	160	10	,	,	PUNCT
american_scientific_journal-7218	160	11	and	and	CCONJ
american_scientific_journal-7218	160	12	sciences	science	NOUN
american_scientific_journal-7218	160	13	(	(	PUNCT
american_scientific_journal-7218	160	14	asrjets	asrjet	NOUN
american_scientific_journal-7218	160	15	)	)	PUNCT
american_scientific_journal-7218	160	16	(	(	PUNCT
american_scientific_journal-7218	160	17	2022)volume	2022)volume	NUM
american_scientific_journal-7218	160	18	85,no	85,no	PROPN
american_scientific_journal-7218	160	19	1	1	NUM
american_scientific_journal-7218	160	20	,	,	PUNCT
american_scientific_journal-7218	160	21	pp	pp	ADV
american_scientific_journal-7218	160	22	144	144	NUM
american_scientific_journal-7218	160	23	-	-	SYM
american_scientific_journal-7218	160	24	156	156	NUM
american_scientific_journal-7218	160	25	151	151	NUM
american_scientific_journal-7218	160	26	shows	show	VERB
american_scientific_journal-7218	160	27	a	a	DET
american_scientific_journal-7218	160	28	sample	sample	NOUN
american_scientific_journal-7218	160	29	of	of	ADP
american_scientific_journal-7218	160	30	the	the	DET
american_scientific_journal-7218	160	31	dataset	dataset	NOUN
american_scientific_journal-7218	160	32	containing	contain	VERB
american_scientific_journal-7218	160	33	10	10	NUM
american_scientific_journal-7218	160	34	rows	row	NOUN
american_scientific_journal-7218	160	35	.	.	PUNCT
american_scientific_journal-7218	161	1	the	the	DET
american_scientific_journal-7218	161	2	ir	ir	PROPN
american_scientific_journal-7218	161	3	processes	process	NOUN
american_scientific_journal-7218	161	4	are	be	AUX
american_scientific_journal-7218	161	5	made	make	VERB
american_scientific_journal-7218	161	6	of	of	ADP
american_scientific_journal-7218	161	7	modules	module	NOUN
american_scientific_journal-7218	161	8	such	such	ADJ
american_scientific_journal-7218	161	9	as	as	ADP
american_scientific_journal-7218	161	10	dataset	dataset	ADJ
american_scientific_journal-7218	161	11	parsing	parsing	NOUN
american_scientific_journal-7218	161	12	,	,	PUNCT
american_scientific_journal-7218	161	13	lexical	lexical	ADJ
american_scientific_journal-7218	161	14	analysis	analysis	NOUN
american_scientific_journal-7218	161	15	,	,	PUNCT
american_scientific_journal-7218	161	16	removal	removal	NOUN
american_scientific_journal-7218	161	17	of	of	ADP
american_scientific_journal-7218	161	18	stop	stop	NOUN
american_scientific_journal-7218	161	19	words	word	NOUN
american_scientific_journal-7218	161	20	,	,	PUNCT
american_scientific_journal-7218	161	21	stemming	stemming	NOUN
american_scientific_journal-7218	161	22	,	,	PUNCT
american_scientific_journal-7218	161	23	and	and	CCONJ
american_scientific_journal-7218	161	24	lemmatization	lemmatization	NOUN
american_scientific_journal-7218	161	25	.	.	PUNCT
american_scientific_journal-7218	162	1	these	these	DET
american_scientific_journal-7218	162	2	steps	step	NOUN
american_scientific_journal-7218	162	3	are	be	AUX
american_scientific_journal-7218	162	4	necessary	necessary	ADJ
american_scientific_journal-7218	162	5	to	to	PART
american_scientific_journal-7218	162	6	retrieve	retrieve	VERB
american_scientific_journal-7218	162	7	the	the	DET
american_scientific_journal-7218	162	8	necessary	necessary	ADJ
american_scientific_journal-7218	162	9	information	information	NOUN
american_scientific_journal-7218	162	10	from	from	ADP
american_scientific_journal-7218	162	11	the	the	DET
american_scientific_journal-7218	162	12	dataset	dataset	NOUN
american_scientific_journal-7218	162	13	that	that	PRON
american_scientific_journal-7218	162	14	will	will	AUX
american_scientific_journal-7218	162	15	be	be	AUX
american_scientific_journal-7218	162	16	fed	feed	VERB
american_scientific_journal-7218	162	17	to	to	ADP
american_scientific_journal-7218	162	18	the	the	DET
american_scientific_journal-7218	162	19	classifier	classifier	NOUN
american_scientific_journal-7218	162	20	in	in	ADP
american_scientific_journal-7218	162	21	order	order	NOUN
american_scientific_journal-7218	162	22	to	to	PART
american_scientific_journal-7218	162	23	train	train	VERB
american_scientific_journal-7218	162	24	it	it	PRON
american_scientific_journal-7218	162	25	for	for	ADP
american_scientific_journal-7218	162	26	spam	spam	NOUN
american_scientific_journal-7218	162	27	classification	classification	NOUN
american_scientific_journal-7218	162	28	and	and	CCONJ
american_scientific_journal-7218	162	29	identification	identification	NOUN
american_scientific_journal-7218	162	30	.	.	PUNCT
american_scientific_journal-7218	163	1	5	5	X
american_scientific_journal-7218	163	2	.	.	X
american_scientific_journal-7218	163	3	implementation	implementation	NOUN
american_scientific_journal-7218	163	4	for	for	ADP
american_scientific_journal-7218	163	5	the	the	DET
american_scientific_journal-7218	163	6	effective	effective	ADJ
american_scientific_journal-7218	163	7	implementation	implementation	NOUN
american_scientific_journal-7218	163	8	and	and	CCONJ
american_scientific_journal-7218	163	9	performance	performance	NOUN
american_scientific_journal-7218	163	10	of	of	ADP
american_scientific_journal-7218	163	11	the	the	DET
american_scientific_journal-7218	163	12	proposed	propose	VERB
american_scientific_journal-7218	163	13	system	system	NOUN
american_scientific_journal-7218	163	14	,	,	PUNCT
american_scientific_journal-7218	163	15	the	the	DET
american_scientific_journal-7218	163	16	following	follow	VERB
american_scientific_journal-7218	163	17	system	system	NOUN
american_scientific_journal-7218	163	18	configuration	configuration	NOUN
american_scientific_journal-7218	163	19	in	in	ADP
american_scientific_journal-7218	163	20	terms	term	NOUN
american_scientific_journal-7218	163	21	of	of	ADP
american_scientific_journal-7218	163	22	hardware	hardware	NOUN
american_scientific_journal-7218	163	23	and	and	CCONJ
american_scientific_journal-7218	163	24	software	software	NOUN
american_scientific_journal-7218	163	25	are	be	AUX
american_scientific_journal-7218	163	26	required	require	VERB
american_scientific_journal-7218	163	27	;	;	PUNCT
american_scientific_journal-7218	163	28	a	a	DET
american_scientific_journal-7218	163	29	software	software	NOUN
american_scientific_journal-7218	163	30	requirements	requirement	VERB
american_scientific_journal-7218	163	31	anaconda	anaconda	PROPN
american_scientific_journal-7218	163	32	ide	ide	NOUN
american_scientific_journal-7218	163	33	,	,	PUNCT
american_scientific_journal-7218	163	34	pycharm	pycharm	NOUN
american_scientific_journal-7218	163	35	,	,	PUNCT
american_scientific_journal-7218	163	36	notepad++	notepad++	ADJ
american_scientific_journal-7218	163	37	,	,	PUNCT
american_scientific_journal-7218	163	38	jupyter	jupyter	ADJ
american_scientific_journal-7218	163	39	notebook	notebook	NOUN
american_scientific_journal-7218	163	40	,	,	PUNCT
american_scientific_journal-7218	163	41	python	python	PROPN
american_scientific_journal-7218	163	42	libraries	library	NOUN
american_scientific_journal-7218	163	43	,	,	PUNCT
american_scientific_journal-7218	163	44	python	python	NOUN
american_scientific_journal-7218	163	45	programming	programming	NOUN
american_scientific_journal-7218	163	46	language	language	NOUN
american_scientific_journal-7218	163	47	,	,	PUNCT
american_scientific_journal-7218	163	48	operating	operating	NOUN
american_scientific_journal-7218	163	49	system	system	NOUN
american_scientific_journal-7218	163	50	:	:	PUNCT
american_scientific_journal-7218	163	51	windows	window	NOUN
american_scientific_journal-7218	163	52	7	7	NUM
american_scientific_journal-7218	163	53	,	,	PUNCT
american_scientific_journal-7218	163	54	8	8	NUM
american_scientific_journal-7218	163	55	and	and	CCONJ
american_scientific_journal-7218	163	56	10	10	NUM
american_scientific_journal-7218	163	57	.	.	X
american_scientific_journal-7218	164	1	b	b	NOUN
american_scientific_journal-7218	164	2	hardware	hardware	NOUN
american_scientific_journal-7218	164	3	requirements	requirement	NOUN
american_scientific_journal-7218	164	4	ram	ram	NOUN
american_scientific_journal-7218	164	5	:	:	PUNCT
american_scientific_journal-7218	164	6	at	at	ADV
american_scientific_journal-7218	164	7	least	least	ADJ
american_scientific_journal-7218	164	8	2	2	NUM
american_scientific_journal-7218	164	9	gb	gb	NOUN
american_scientific_journal-7218	164	10	for	for	ADP
american_scientific_journal-7218	164	11	best	good	ADJ
american_scientific_journal-7218	164	12	performance	performance	NOUN
american_scientific_journal-7218	164	13	,	,	PUNCT
american_scientific_journal-7218	164	14	hard	hard	ADJ
american_scientific_journal-7218	164	15	disk	disk	NOUN
american_scientific_journal-7218	164	16	:	:	PUNCT
american_scientific_journal-7218	164	17	at	at	ADV
american_scientific_journal-7218	164	18	least	least	ADJ
american_scientific_journal-7218	164	19	1	1	NUM
american_scientific_journal-7218	164	20	gb	gb	NOUN
american_scientific_journal-7218	164	21	,	,	PUNCT
american_scientific_journal-7218	164	22	processor	processor	NOUN
american_scientific_journal-7218	164	23	:	:	PUNCT
american_scientific_journal-7218	164	24	450	450	NUM
american_scientific_journal-7218	164	25	-	-	PUNCT
american_scientific_journal-7218	164	26	mhz	mhz	NOUN
american_scientific_journal-7218	164	27	core(i3	core(i3	NOUN
american_scientific_journal-7218	164	28	)	)	PUNCT
american_scientific_journal-7218	164	29	and	and	CCONJ
american_scientific_journal-7218	164	30	above	above	ADV
american_scientific_journal-7218	164	31	is	be	AUX
american_scientific_journal-7218	164	32	recommended	recommend	VERB
american_scientific_journal-7218	164	33	,	,	PUNCT
american_scientific_journal-7218	164	34	battery	battery	NOUN
american_scientific_journal-7218	164	35	life	life	NOUN
american_scientific_journal-7218	164	36	of	of	ADP
american_scientific_journal-7218	164	37	2	2	NUM
american_scientific_journal-7218	164	38	hours	hour	NOUN
american_scientific_journal-7218	164	39	and	and	CCONJ
american_scientific_journal-7218	164	40	above	above	ADV
american_scientific_journal-7218	164	41	is	be	AUX
american_scientific_journal-7218	164	42	highly	highly	ADV
american_scientific_journal-7218	164	43	recommended	recommend	VERB
american_scientific_journal-7218	164	44	.	.	PUNCT
american_scientific_journal-7218	165	1	5.1	5.1	NUM
american_scientific_journal-7218	165	2	choice	choice	NOUN
american_scientific_journal-7218	165	3	of	of	ADP
american_scientific_journal-7218	165	4	programming	programming	NOUN
american_scientific_journal-7218	165	5	language	language	NOUN
american_scientific_journal-7218	165	6	used	use	VERB
american_scientific_journal-7218	165	7	python	python	NOUN
american_scientific_journal-7218	165	8	is	be	AUX
american_scientific_journal-7218	165	9	an	an	DET
american_scientific_journal-7218	165	10	interpreted	interpret	VERB
american_scientific_journal-7218	165	11	,	,	PUNCT
american_scientific_journal-7218	165	12	object	object	NOUN
american_scientific_journal-7218	165	13	-	-	PUNCT
american_scientific_journal-7218	165	14	oriented	orient	VERB
american_scientific_journal-7218	165	15	,	,	PUNCT
american_scientific_journal-7218	165	16	high	high	ADJ
american_scientific_journal-7218	165	17	-	-	PUNCT
american_scientific_journal-7218	165	18	level	level	NOUN
american_scientific_journal-7218	165	19	programming	programming	NOUN
american_scientific_journal-7218	165	20	language	language	NOUN
american_scientific_journal-7218	165	21	with	with	ADP
american_scientific_journal-7218	165	22	dynamic	dynamic	ADJ
american_scientific_journal-7218	165	23	semantics	semantic	NOUN
american_scientific_journal-7218	165	24	.	.	PUNCT
american_scientific_journal-7218	166	1	its	its	PRON
american_scientific_journal-7218	166	2	highlevel	highlevel	ADJ
american_scientific_journal-7218	166	3	built	build	VERB
american_scientific_journal-7218	166	4	-	-	PUNCT
american_scientific_journal-7218	166	5	in	in	ADP
american_scientific_journal-7218	166	6	data	datum	NOUN
american_scientific_journal-7218	166	7	structures	structure	NOUN
american_scientific_journal-7218	166	8	,	,	PUNCT
american_scientific_journal-7218	166	9	combined	combine	VERB
american_scientific_journal-7218	166	10	with	with	ADP
american_scientific_journal-7218	166	11	dynamic	dynamic	ADJ
american_scientific_journal-7218	166	12	typing	typing	NOUN
american_scientific_journal-7218	166	13	and	and	CCONJ
american_scientific_journal-7218	166	14	dynamic	dynamic	ADJ
american_scientific_journal-7218	166	15	binding	binding	NOUN
american_scientific_journal-7218	166	16	,	,	PUNCT
american_scientific_journal-7218	166	17	make	make	VERB
american_scientific_journal-7218	166	18	it	it	PRON
american_scientific_journal-7218	166	19	very	very	ADV
american_scientific_journal-7218	166	20	attractive	attractive	ADJ
american_scientific_journal-7218	166	21	for	for	ADP
american_scientific_journal-7218	166	22	rapid	rapid	ADJ
american_scientific_journal-7218	166	23	application	application	NOUN
american_scientific_journal-7218	166	24	development	development	NOUN
american_scientific_journal-7218	166	25	,	,	PUNCT
american_scientific_journal-7218	166	26	as	as	ADV
american_scientific_journal-7218	166	27	well	well	ADV
american_scientific_journal-7218	166	28	as	as	ADP
american_scientific_journal-7218	166	29	for	for	ADP
american_scientific_journal-7218	166	30	use	use	NOUN
american_scientific_journal-7218	166	31	as	as	ADP
american_scientific_journal-7218	166	32	a	a	DET
american_scientific_journal-7218	166	33	scripting	scripting	NOUN
american_scientific_journal-7218	166	34	or	or	CCONJ
american_scientific_journal-7218	166	35	glue	glue	NOUN
american_scientific_journal-7218	166	36	language	language	NOUN
american_scientific_journal-7218	166	37	to	to	PART
american_scientific_journal-7218	166	38	connect	connect	VERB
american_scientific_journal-7218	166	39	existing	exist	VERB
american_scientific_journal-7218	166	40	components	component	NOUN
american_scientific_journal-7218	166	41	together	together	ADV
american_scientific_journal-7218	166	42	.	.	PUNCT
american_scientific_journal-7218	167	1	python	python	PROPN
american_scientific_journal-7218	167	2	's	's	PART
american_scientific_journal-7218	167	3	simple	simple	ADJ
american_scientific_journal-7218	167	4	,	,	PUNCT
american_scientific_journal-7218	167	5	easy	easy	ADJ
american_scientific_journal-7218	167	6	to	to	PART
american_scientific_journal-7218	167	7	learn	learn	VERB
american_scientific_journal-7218	167	8	syntax	syntax	NOUN
american_scientific_journal-7218	167	9	emphasizes	emphasize	VERB
american_scientific_journal-7218	167	10	readability	readability	NOUN
american_scientific_journal-7218	167	11	and	and	CCONJ
american_scientific_journal-7218	167	12	therefore	therefore	ADV
american_scientific_journal-7218	167	13	reduces	reduce	VERB
american_scientific_journal-7218	167	14	the	the	DET
american_scientific_journal-7218	167	15	cost	cost	NOUN
american_scientific_journal-7218	167	16	of	of	ADP
american_scientific_journal-7218	167	17	program	program	NOUN
american_scientific_journal-7218	167	18	maintenance	maintenance	NOUN
american_scientific_journal-7218	167	19	.	.	PUNCT
american_scientific_journal-7218	168	1	python	python	NOUN
american_scientific_journal-7218	168	2	supports	support	VERB
american_scientific_journal-7218	168	3	modules	module	NOUN
american_scientific_journal-7218	168	4	and	and	CCONJ
american_scientific_journal-7218	168	5	packages	package	NOUN
american_scientific_journal-7218	168	6	,	,	PUNCT
american_scientific_journal-7218	168	7	which	which	PRON
american_scientific_journal-7218	168	8	encourages	encourage	VERB
american_scientific_journal-7218	168	9	program	program	NOUN
american_scientific_journal-7218	168	10	modularity	modularity	NOUN
american_scientific_journal-7218	168	11	and	and	CCONJ
american_scientific_journal-7218	168	12	code	code	NOUN
american_scientific_journal-7218	168	13	reuse	reuse	NOUN
american_scientific_journal-7218	168	14	.	.	PUNCT
american_scientific_journal-7218	169	1	the	the	DET
american_scientific_journal-7218	169	2	python	python	PROPN
american_scientific_journal-7218	169	3	interpreter	interpreter	NOUN
american_scientific_journal-7218	169	4	and	and	CCONJ
american_scientific_journal-7218	169	5	the	the	DET
american_scientific_journal-7218	169	6	extensive	extensive	ADJ
american_scientific_journal-7218	169	7	standard	standard	ADJ
american_scientific_journal-7218	169	8	library	library	NOUN
american_scientific_journal-7218	169	9	are	be	AUX
american_scientific_journal-7218	169	10	available	available	ADJ
american_scientific_journal-7218	169	11	in	in	ADP
american_scientific_journal-7218	169	12	source	source	NOUN
american_scientific_journal-7218	169	13	or	or	CCONJ
american_scientific_journal-7218	169	14	binary	binary	ADJ
american_scientific_journal-7218	169	15	form	form	NOUN
american_scientific_journal-7218	169	16	without	without	ADP
american_scientific_journal-7218	169	17	charge	charge	NOUN
american_scientific_journal-7218	169	18	for	for	ADP
american_scientific_journal-7218	169	19	all	all	DET
american_scientific_journal-7218	169	20	major	major	ADJ
american_scientific_journal-7218	169	21	platforms	platform	NOUN
american_scientific_journal-7218	169	22	,	,	PUNCT
american_scientific_journal-7218	169	23	and	and	CCONJ
american_scientific_journal-7218	169	24	can	can	AUX
american_scientific_journal-7218	169	25	be	be	AUX
american_scientific_journal-7218	169	26	freely	freely	ADV
american_scientific_journal-7218	169	27	distributed	distribute	VERB
american_scientific_journal-7218	169	28	.	.	PUNCT
american_scientific_journal-7218	170	1	the	the	DET
american_scientific_journal-7218	170	2	model	model	NOUN
american_scientific_journal-7218	170	3	was	be	AUX
american_scientific_journal-7218	170	4	implemented	implement	VERB
american_scientific_journal-7218	170	5	in	in	ADP
american_scientific_journal-7218	170	6	python	python	NOUN
american_scientific_journal-7218	170	7	as	as	SCONJ
american_scientific_journal-7218	170	8	stated	state	VERB
american_scientific_journal-7218	170	9	in	in	ADP
american_scientific_journal-7218	170	10	the	the	DET
american_scientific_journal-7218	170	11	section	section	NOUN
american_scientific_journal-7218	170	12	above	above	ADV
american_scientific_journal-7218	170	13	.	.	PUNCT
american_scientific_journal-7218	171	1	the	the	DET
american_scientific_journal-7218	171	2	anaconda	anaconda	PROPN
american_scientific_journal-7218	171	3	platform	platform	NOUN
american_scientific_journal-7218	171	4	was	be	AUX
american_scientific_journal-7218	171	5	used	use	VERB
american_scientific_journal-7218	171	6	to	to	PART
american_scientific_journal-7218	171	7	develop	develop	VERB
american_scientific_journal-7218	171	8	the	the	DET
american_scientific_journal-7218	171	9	model	model	NOUN
american_scientific_journal-7218	171	10	.	.	PUNCT
american_scientific_journal-7218	172	1	first	first	ADV
american_scientific_journal-7218	172	2	of	of	ADP
american_scientific_journal-7218	172	3	all	all	PRON
american_scientific_journal-7218	172	4	,	,	PUNCT
american_scientific_journal-7218	172	5	the	the	DET
american_scientific_journal-7218	172	6	anaconda	anaconda	NOUN
american_scientific_journal-7218	172	7	prompt	prompt	NOUN
american_scientific_journal-7218	172	8	is	be	AUX
american_scientific_journal-7218	172	9	used	use	VERB
american_scientific_journal-7218	172	10	to	to	PART
american_scientific_journal-7218	172	11	launch	launch	VERB
american_scientific_journal-7218	172	12	the	the	DET
american_scientific_journal-7218	172	13	ide	ide	NOUN
american_scientific_journal-7218	172	14	called	call	VERB
american_scientific_journal-7218	172	15	jupyter	jupyter	ADJ
american_scientific_journal-7218	172	16	notebook	notebook	NOUN
american_scientific_journal-7218	172	17	where	where	SCONJ
american_scientific_journal-7218	172	18	the	the	DET
american_scientific_journal-7218	172	19	codes	code	NOUN
american_scientific_journal-7218	172	20	will	will	AUX
american_scientific_journal-7218	172	21	be	be	AUX
american_scientific_journal-7218	172	22	written	write	VERB
american_scientific_journal-7218	172	23	.	.	PUNCT
american_scientific_journal-7218	173	1	on	on	ADP
american_scientific_journal-7218	173	2	the	the	DET
american_scientific_journal-7218	173	3	ide	ide	NOUN
american_scientific_journal-7218	173	4	,	,	PUNCT
american_scientific_journal-7218	173	5	we	we	PRON
american_scientific_journal-7218	173	6	imported	import	VERB
american_scientific_journal-7218	173	7	the	the	DET
american_scientific_journal-7218	173	8	libraries	library	NOUN
american_scientific_journal-7218	173	9	which	which	PRON
american_scientific_journal-7218	173	10	will	will	AUX
american_scientific_journal-7218	173	11	enable	enable	VERB
american_scientific_journal-7218	173	12	us	we	PRON
american_scientific_journal-7218	173	13	to	to	PART
american_scientific_journal-7218	173	14	perform	perform	VERB
american_scientific_journal-7218	173	15	our	our	PRON
american_scientific_journal-7218	173	16	task	task	NOUN
american_scientific_journal-7218	173	17	.	.	PUNCT
american_scientific_journal-7218	174	1	the	the	DET
american_scientific_journal-7218	174	2	libraries	library	NOUN
american_scientific_journal-7218	174	3	include	include	VERB
american_scientific_journal-7218	174	4	pandas	panda	NOUN
american_scientific_journal-7218	174	5	(	(	PUNCT
american_scientific_journal-7218	174	6	this	this	PRON
american_scientific_journal-7218	174	7	will	will	AUX
american_scientific_journal-7218	174	8	be	be	AUX
american_scientific_journal-7218	174	9	used	use	VERB
american_scientific_journal-7218	174	10	to	to	PART
american_scientific_journal-7218	174	11	import	import	VERB
american_scientific_journal-7218	174	12	the.csv	the.csv	NUM
american_scientific_journal-7218	174	13	file	file	NOUN
american_scientific_journal-7218	174	14	where	where	SCONJ
american_scientific_journal-7218	174	15	our	our	PRON
american_scientific_journal-7218	174	16	dataset	dataset	NOUN
american_scientific_journal-7218	174	17	is	be	AUX
american_scientific_journal-7218	174	18	stored	store	VERB
american_scientific_journal-7218	174	19	)	)	PUNCT
american_scientific_journal-7218	174	20	,	,	PUNCT
american_scientific_journal-7218	174	21	numpy	numpy	NOUN
american_scientific_journal-7218	174	22	,	,	PUNCT
american_scientific_journal-7218	174	23	nltk	nltk	NOUN
american_scientific_journal-7218	174	24	,	,	PUNCT
american_scientific_journal-7218	174	25	sklearn	sklearn	PROPN
american_scientific_journal-7218	174	26	,	,	PUNCT
american_scientific_journal-7218	174	27	matplotlib	matplotlib	PROPN
american_scientific_journal-7218	174	28	etc	etc	X
american_scientific_journal-7218	174	29	.	.	X
american_scientific_journal-7218	174	30	if	if	SCONJ
american_scientific_journal-7218	174	31	these	these	DET
american_scientific_journal-7218	174	32	libraries	library	NOUN
american_scientific_journal-7218	174	33	are	be	AUX
american_scientific_journal-7218	174	34	not	not	PART
american_scientific_journal-7218	174	35	already	already	ADV
american_scientific_journal-7218	174	36	installed	instal	VERB
american_scientific_journal-7218	174	37	on	on	ADP
american_scientific_journal-7218	174	38	the	the	DET
american_scientific_journal-7218	174	39	ide	ide	NOUN
american_scientific_journal-7218	174	40	,	,	PUNCT
american_scientific_journal-7218	174	41	they	they	PRON
american_scientific_journal-7218	174	42	will	will	AUX
american_scientific_journal-7218	174	43	need	need	VERB
american_scientific_journal-7218	174	44	to	to	PART
american_scientific_journal-7218	174	45	be	be	AUX
american_scientific_journal-7218	174	46	preinstalled	preinstalle	VERB
american_scientific_journal-7218	174	47	so	so	SCONJ
american_scientific_journal-7218	174	48	that	that	SCONJ
american_scientific_journal-7218	174	49	they	they	PRON
american_scientific_journal-7218	174	50	can	can	AUX
american_scientific_journal-7218	174	51	be	be	AUX
american_scientific_journal-7218	174	52	invoked	invoke	VERB
american_scientific_journal-7218	174	53	.	.	PUNCT
american_scientific_journal-7218	175	1	after	after	ADP
american_scientific_journal-7218	175	2	importing	import	VERB
american_scientific_journal-7218	175	3	the	the	DET
american_scientific_journal-7218	175	4	libraries	library	NOUN
american_scientific_journal-7218	175	5	,	,	PUNCT
american_scientific_journal-7218	175	6	we	we	PRON
american_scientific_journal-7218	175	7	imported	import	VERB
american_scientific_journal-7218	175	8	our	our	PRON
american_scientific_journal-7218	175	9	dataset	dataset	NOUN
american_scientific_journal-7218	175	10	stored	store	VERB
american_scientific_journal-7218	175	11	in	in	ADP
american_scientific_journal-7218	175	12	a	a	DET
american_scientific_journal-7218	175	13	.csv	.csv	ADJ
american_scientific_journal-7218	175	14	format	format	NOUN
american_scientific_journal-7218	175	15	which	which	PRON
american_scientific_journal-7218	175	16	is	be	AUX
american_scientific_journal-7218	175	17	made	make	VERB
american_scientific_journal-7218	175	18	up	up	ADP
american_scientific_journal-7218	175	19	of	of	ADP
american_scientific_journal-7218	175	20	2	2	NUM
american_scientific_journal-7218	175	21	columns	column	NOUN
american_scientific_journal-7218	175	22	and	and	CCONJ
american_scientific_journal-7218	175	23	5574	5574	NUM
american_scientific_journal-7218	175	24	rows	row	NOUN
american_scientific_journal-7218	175	25	.	.	PUNCT
american_scientific_journal-7218	176	1	the	the	DET
american_scientific_journal-7218	176	2	columns	column	NOUN
american_scientific_journal-7218	176	3	are	be	AUX
american_scientific_journal-7218	176	4	“	"	PUNCT
american_scientific_journal-7218	176	5	labels	label	NOUN
american_scientific_journal-7218	176	6	”	"	PUNCT
american_scientific_journal-7218	176	7	and	and	CCONJ
american_scientific_journal-7218	176	8	“	"	PUNCT
american_scientific_journal-7218	176	9	messages	message	NOUN
american_scientific_journal-7218	176	10	”	"	PUNCT
american_scientific_journal-7218	176	11	,	,	PUNCT
american_scientific_journal-7218	176	12	the	the	DET
american_scientific_journal-7218	176	13	labels	label	NOUN
american_scientific_journal-7218	176	14	include	include	VERB
american_scientific_journal-7218	176	15	the	the	DET
american_scientific_journal-7218	176	16	classification	classification	NOUN
american_scientific_journal-7218	176	17	of	of	ADP
american_scientific_journal-7218	176	18	messages	message	NOUN
american_scientific_journal-7218	176	19	as	as	ADP
american_scientific_journal-7218	176	20	either	either	CCONJ
american_scientific_journal-7218	176	21	ham	ham	NOUN
american_scientific_journal-7218	176	22	or	or	CCONJ
american_scientific_journal-7218	176	23	spam	spam	NOUN
american_scientific_journal-7218	176	24	,	,	PUNCT
american_scientific_journal-7218	176	25	while	while	SCONJ
american_scientific_journal-7218	176	26	the	the	DET
american_scientific_journal-7218	176	27	messages	message	NOUN
american_scientific_journal-7218	176	28	are	be	AUX
american_scientific_journal-7218	176	29	email	email	NOUN
american_scientific_journal-7218	176	30	messages	message	NOUN
american_scientific_journal-7218	176	31	that	that	PRON
american_scientific_journal-7218	176	32	correspond	correspond	VERB
american_scientific_journal-7218	176	33	to	to	ADP
american_scientific_journal-7218	176	34	the	the	DET
american_scientific_journal-7218	176	35	labels	label	NOUN
american_scientific_journal-7218	176	36	.	.	PUNCT
american_scientific_journal-7218	177	1	from	from	ADP
american_scientific_journal-7218	177	2	the	the	DET
american_scientific_journal-7218	177	3	wordcloud	wordcloud	PROPN
american_scientific_journal-7218	177	4	library	library	NOUN
american_scientific_journal-7218	177	5	,	,	PUNCT
american_scientific_journal-7218	177	6	we	we	PRON
american_scientific_journal-7218	177	7	downloaded	download	VERB
american_scientific_journal-7218	177	8	a	a	DET
american_scientific_journal-7218	177	9	stop	stop	NOUN
american_scientific_journal-7218	177	10	word	word	NOUN
american_scientific_journal-7218	177	11	corpus	corpus	NOUN
american_scientific_journal-7218	177	12	which	which	PRON
american_scientific_journal-7218	177	13	will	will	AUX
american_scientific_journal-7218	177	14	be	be	AUX
american_scientific_journal-7218	177	15	used	use	VERB
american_scientific_journal-7218	177	16	to	to	PART
american_scientific_journal-7218	177	17	set	set	VERB
american_scientific_journal-7218	177	18	criteria	criterion	NOUN
american_scientific_journal-7218	177	19	for	for	ADP
american_scientific_journal-7218	177	20	the	the	DET
american_scientific_journal-7218	177	21	data	data	NOUN
american_scientific_journal-7218	177	22	cleaning	cleaning	NOUN
american_scientific_journal-7218	177	23	phase	phase	NOUN
american_scientific_journal-7218	177	24	.	.	PUNCT
american_scientific_journal-7218	178	1	the	the	DET
american_scientific_journal-7218	178	2	corpus	corpus	NOUN
american_scientific_journal-7218	178	3	was	be	AUX
american_scientific_journal-7218	178	4	made	make	VERB
american_scientific_journal-7218	178	5	up	up	ADP
american_scientific_journal-7218	178	6	of	of	ADP
american_scientific_journal-7218	178	7	about	about	ADV
american_scientific_journal-7218	178	8	300	300	NUM
american_scientific_journal-7218	178	9	stop	stop	NOUN
american_scientific_journal-7218	178	10	words	word	NOUN
american_scientific_journal-7218	178	11	.	.	PUNCT
american_scientific_journal-7218	179	1	the	the	DET
american_scientific_journal-7218	179	2	dataset	dataset	NOUN
american_scientific_journal-7218	179	3	was	be	AUX
american_scientific_journal-7218	179	4	saved	save	VERB
american_scientific_journal-7218	179	5	in	in	ADP
american_scientific_journal-7218	179	6	a	a	DET
american_scientific_journal-7218	179	7	message	message	NOUN
american_scientific_journal-7218	179	8	data	data	NOUN
american_scientific_journal-7218	179	9	frame	frame	NOUN
american_scientific_journal-7218	179	10	(	(	PUNCT
american_scientific_journal-7218	179	11	msg_df	msg_df	X
american_scientific_journal-7218	179	12	)	)	PUNCT
american_scientific_journal-7218	179	13	which	which	PRON
american_scientific_journal-7218	179	14	was	be	AUX
american_scientific_journal-7218	179	15	used	use	VERB
american_scientific_journal-7218	179	16	to	to	PART
american_scientific_journal-7218	179	17	refer	refer	VERB
american_scientific_journal-7218	179	18	to	to	ADP
american_scientific_journal-7218	179	19	the	the	DET
american_scientific_journal-7218	179	20	data	datum	NOUN
american_scientific_journal-7218	179	21	from	from	ADP
american_scientific_journal-7218	179	22	then	then	ADV
american_scientific_journal-7218	179	23	.	.	PUNCT
american_scientific_journal-7218	180	1	using	use	VERB
american_scientific_journal-7218	180	2	the	the	DET
american_scientific_journal-7218	180	3	“	"	PUNCT
american_scientific_journal-7218	180	4	value_count	value_count	NOUN
american_scientific_journal-7218	180	5	”	"	PUNCT
american_scientific_journal-7218	180	6	function	function	NOUN
american_scientific_journal-7218	180	7	,	,	PUNCT
american_scientific_journal-7218	180	8	we	we	PRON
american_scientific_journal-7218	180	9	printed	print	VERB
american_scientific_journal-7218	180	10	the	the	DET
american_scientific_journal-7218	180	11	number	number	NOUN
american_scientific_journal-7218	180	12	of	of	ADP
american_scientific_journal-7218	180	13	the	the	DET
american_scientific_journal-7218	180	14	two	two	NUM
american_scientific_journal-7218	180	15	unique	unique	ADJ
american_scientific_journal-7218	180	16	labels	label	NOUN
american_scientific_journal-7218	180	17	in	in	ADP
american_scientific_journal-7218	180	18	the	the	DET
american_scientific_journal-7218	180	19	dataset	dataset	NOUN
american_scientific_journal-7218	180	20	(	(	PUNCT
american_scientific_journal-7218	180	21	ham=4825	ham=4825	PROPN
american_scientific_journal-7218	180	22	,	,	PUNCT
american_scientific_journal-7218	180	23	spam=747	spam=747	PROPN
american_scientific_journal-7218	180	24	)	)	PUNCT
american_scientific_journal-7218	180	25	.	.	PUNCT
american_scientific_journal-7218	181	1	american	american	ADJ
american_scientific_journal-7218	181	2	academic	academic	ADJ
american_scientific_journal-7218	181	3	scientific	scientific	ADJ
american_scientific_journal-7218	181	4	research	research	NOUN
american_scientific_journal-7218	181	5	journal	journal	NOUN
american_scientific_journal-7218	181	6	for	for	ADP
american_scientific_journal-7218	181	7	engineering	engineering	NOUN
american_scientific_journal-7218	181	8	,	,	PUNCT
american_scientific_journal-7218	181	9	technology	technology	NOUN
american_scientific_journal-7218	181	10	,	,	PUNCT
american_scientific_journal-7218	181	11	and	and	CCONJ
american_scientific_journal-7218	181	12	sciences	science	NOUN
american_scientific_journal-7218	181	13	(	(	PUNCT
american_scientific_journal-7218	181	14	asrjets	asrjet	NOUN
american_scientific_journal-7218	181	15	)	)	PUNCT
american_scientific_journal-7218	181	16	(	(	PUNCT
american_scientific_journal-7218	181	17	2022)volume	2022)volume	NUM
american_scientific_journal-7218	181	18	85,no	85,no	PROPN
american_scientific_journal-7218	181	19	1	1	NUM
american_scientific_journal-7218	181	20	,	,	PUNCT
american_scientific_journal-7218	181	21	pp	pp	ADV
american_scientific_journal-7218	181	22	144	144	NUM
american_scientific_journal-7218	181	23	-	-	SYM
american_scientific_journal-7218	181	24	156	156	NUM
american_scientific_journal-7218	181	25	152	152	NUM
american_scientific_journal-7218	181	26	additional	additional	ADJ
american_scientific_journal-7218	181	27	variable	variable	NOUN
american_scientific_journal-7218	181	28	called	call	VERB
american_scientific_journal-7218	181	29	“	"	PUNCT
american_scientific_journal-7218	181	30	length	length	NOUN
american_scientific_journal-7218	181	31	”	"	PUNCT
american_scientific_journal-7218	181	32	was	be	AUX
american_scientific_journal-7218	181	33	created	create	VERB
american_scientific_journal-7218	181	34	in	in	ADP
american_scientific_journal-7218	181	35	the	the	DET
american_scientific_journal-7218	181	36	data	data	NOUN
american_scientific_journal-7218	181	37	frame	frame	NOUN
american_scientific_journal-7218	181	38	which	which	PRON
american_scientific_journal-7218	181	39	return	return	VERB
american_scientific_journal-7218	181	40	the	the	DET
american_scientific_journal-7218	181	41	number	number	NOUN
american_scientific_journal-7218	181	42	of	of	ADP
american_scientific_journal-7218	181	43	characters	character	NOUN
american_scientific_journal-7218	181	44	in	in	ADP
american_scientific_journal-7218	181	45	a	a	DET
american_scientific_journal-7218	181	46	message	message	NOUN
american_scientific_journal-7218	181	47	.	.	PUNCT
american_scientific_journal-7218	182	1	using	use	VERB
american_scientific_journal-7218	182	2	a	a	DET
american_scientific_journal-7218	182	3	histogram	histogram	NOUN
american_scientific_journal-7218	182	4	,	,	PUNCT
american_scientific_journal-7218	182	5	we	we	PRON
american_scientific_journal-7218	182	6	demonstrated	demonstrate	VERB
american_scientific_journal-7218	182	7	the	the	DET
american_scientific_journal-7218	182	8	relationship	relationship	NOUN
american_scientific_journal-7218	182	9	between	between	ADP
american_scientific_journal-7218	182	10	the	the	DET
american_scientific_journal-7218	182	11	length	length	NOUN
american_scientific_journal-7218	182	12	of	of	ADP
american_scientific_journal-7218	182	13	a	a	DET
american_scientific_journal-7218	182	14	message	message	NOUN
american_scientific_journal-7218	182	15	and	and	CCONJ
american_scientific_journal-7218	182	16	its	its	PRON
american_scientific_journal-7218	182	17	label	label	NOUN
american_scientific_journal-7218	182	18	(	(	PUNCT
american_scientific_journal-7218	182	19	that	that	PRON
american_scientific_journal-7218	182	20	is	be	AUX
american_scientific_journal-7218	182	21	.	.	PUNCT
american_scientific_journal-7218	183	1	ham	ham	NOUN
american_scientific_journal-7218	183	2	or	or	CCONJ
american_scientific_journal-7218	183	3	spam	spam	NOUN
american_scientific_journal-7218	183	4	)	)	PUNCT
american_scientific_journal-7218	183	5	,	,	PUNCT
american_scientific_journal-7218	183	6	the	the	DET
american_scientific_journal-7218	183	7	results	result	NOUN
american_scientific_journal-7218	183	8	demonstrated	demonstrate	VERB
american_scientific_journal-7218	183	9	that	that	SCONJ
american_scientific_journal-7218	183	10	the	the	PRON
american_scientific_journal-7218	183	11	longer	long	ADJ
american_scientific_journal-7218	183	12	the	the	DET
american_scientific_journal-7218	183	13	message	message	NOUN
american_scientific_journal-7218	183	14	,	,	PUNCT
american_scientific_journal-7218	183	15	the	the	PRON
american_scientific_journal-7218	183	16	greater	great	ADJ
american_scientific_journal-7218	183	17	the	the	DET
american_scientific_journal-7218	183	18	chances	chance	NOUN
american_scientific_journal-7218	183	19	of	of	ADP
american_scientific_journal-7218	183	20	it	it	PRON
american_scientific_journal-7218	183	21	being	be	AUX
american_scientific_journal-7218	183	22	a	a	DET
american_scientific_journal-7218	183	23	spam	spam	NOUN
american_scientific_journal-7218	183	24	.	.	PUNCT
american_scientific_journal-7218	184	1	the	the	DET
american_scientific_journal-7218	184	2	next	next	ADJ
american_scientific_journal-7218	184	3	phase	phase	NOUN
american_scientific_journal-7218	184	4	was	be	AUX
american_scientific_journal-7218	184	5	stemming	stem	VERB
american_scientific_journal-7218	184	6	.	.	PUNCT
american_scientific_journal-7218	185	1	all	all	DET
american_scientific_journal-7218	185	2	the	the	DET
american_scientific_journal-7218	185	3	messages	message	NOUN
american_scientific_journal-7218	185	4	were	be	AUX
american_scientific_journal-7218	185	5	converted	convert	VERB
american_scientific_journal-7218	185	6	to	to	ADP
american_scientific_journal-7218	185	7	lower	low	ADJ
american_scientific_journal-7218	185	8	case	case	NOUN
american_scientific_journal-7218	185	9	,	,	PUNCT
american_scientific_journal-7218	185	10	and	and	CCONJ
american_scientific_journal-7218	185	11	then	then	ADV
american_scientific_journal-7218	185	12	the	the	DET
american_scientific_journal-7218	185	13	words	word	NOUN
american_scientific_journal-7218	185	14	were	be	AUX
american_scientific_journal-7218	185	15	broken	break	VERB
american_scientific_journal-7218	185	16	down	down	ADP
american_scientific_journal-7218	185	17	using	use	VERB
american_scientific_journal-7218	185	18	the	the	DET
american_scientific_journal-7218	185	19	“	"	PUNCT
american_scientific_journal-7218	185	20	message	message	NOUN
american_scientific_journal-7218	185	21	.	.	PUNCT
american_scientific_journal-7218	186	1	split	split	PROPN
american_scientific_journal-7218	186	2	(	(	PUNCT
american_scientific_journal-7218	186	3	)	)	PUNCT
american_scientific_journal-7218	186	4	”	"	PUNCT
american_scientific_journal-7218	186	5	function	function	NOUN
american_scientific_journal-7218	186	6	.	.	PUNCT
american_scientific_journal-7218	187	1	using	use	VERB
american_scientific_journal-7218	187	2	the	the	DET
american_scientific_journal-7218	187	3	snowball	snowball	ADJ
american_scientific_journal-7218	187	4	stemmer	stemmer	NOUN
american_scientific_journal-7218	187	5	(	(	PUNCT
american_scientific_journal-7218	187	6	ss	ss	PROPN
american_scientific_journal-7218	187	7	)	)	PUNCT
american_scientific_journal-7218	187	8	the	the	DET
american_scientific_journal-7218	187	9	words	word	NOUN
american_scientific_journal-7218	187	10	were	be	AUX
american_scientific_journal-7218	187	11	broken	break	VERB
american_scientific_journal-7218	187	12	down	down	ADP
american_scientific_journal-7218	187	13	to	to	PART
american_scientific_journal-7218	187	14	discover	discover	VERB
american_scientific_journal-7218	187	15	the	the	DET
american_scientific_journal-7218	187	16	root	root	NOUN
american_scientific_journal-7218	187	17	word	word	NOUN
american_scientific_journal-7218	187	18	and	and	CCONJ
american_scientific_journal-7218	187	19	searched	search	VERB
american_scientific_journal-7218	187	20	the	the	DET
american_scientific_journal-7218	187	21	stop	stop	NOUN
american_scientific_journal-7218	187	22	word	word	NOUN
american_scientific_journal-7218	187	23	corpus	corpus	NOUN
american_scientific_journal-7218	187	24	for	for	ADP
american_scientific_journal-7218	187	25	the	the	DET
american_scientific_journal-7218	187	26	word	word	NOUN
american_scientific_journal-7218	187	27	,	,	PUNCT
american_scientific_journal-7218	187	28	if	if	SCONJ
american_scientific_journal-7218	187	29	the	the	DET
american_scientific_journal-7218	187	30	word	word	NOUN
american_scientific_journal-7218	187	31	was	be	AUX
american_scientific_journal-7218	187	32	found	find	VERB
american_scientific_journal-7218	187	33	in	in	ADP
american_scientific_journal-7218	187	34	the	the	DET
american_scientific_journal-7218	187	35	corpus	corpus	NOUN
american_scientific_journal-7218	187	36	,	,	PUNCT
american_scientific_journal-7218	187	37	it	it	PRON
american_scientific_journal-7218	187	38	was	be	AUX
american_scientific_journal-7218	187	39	deleted	delete	VERB
american_scientific_journal-7218	187	40	from	from	ADP
american_scientific_journal-7218	187	41	the	the	DET
american_scientific_journal-7218	187	42	message	message	NOUN
american_scientific_journal-7218	187	43	and	and	CCONJ
american_scientific_journal-7218	187	44	if	if	SCONJ
american_scientific_journal-7218	187	45	not	not	PART
american_scientific_journal-7218	187	46	the	the	DET
american_scientific_journal-7218	187	47	messages	message	NOUN
american_scientific_journal-7218	187	48	were	be	AUX
american_scientific_journal-7218	187	49	joined	join	VERB
american_scientific_journal-7218	187	50	together	together	ADV
american_scientific_journal-7218	187	51	using	use	VERB
american_scientific_journal-7218	187	52	the	the	DET
american_scientific_journal-7218	187	53	“	"	PUNCT
american_scientific_journal-7218	187	54	return	return	NOUN
american_scientific_journal-7218	187	55	"	"	PUNCT
american_scientific_journal-7218	187	56	"	"	PUNCT
american_scientific_journal-7218	187	57	.join(words	.join(word	NOUN
american_scientific_journal-7218	187	58	)	)	PUNCT
american_scientific_journal-7218	187	59	”	"	PUNCT
american_scientific_journal-7218	187	60	keyword	keyword	NOUN
american_scientific_journal-7218	187	61	.	.	PUNCT
american_scientific_journal-7218	188	1	6	6	X
american_scientific_journal-7218	188	2	.	.	X
american_scientific_journal-7218	188	3	result	result	NOUN
american_scientific_journal-7218	188	4	feature	feature	NOUN
american_scientific_journal-7218	188	5	weighing	weighing	NOUN
american_scientific_journal-7218	188	6	was	be	AUX
american_scientific_journal-7218	188	7	performed	perform	VERB
american_scientific_journal-7218	188	8	by	by	ADP
american_scientific_journal-7218	188	9	extracting	extract	VERB
american_scientific_journal-7218	188	10	all	all	DET
american_scientific_journal-7218	188	11	the	the	DET
american_scientific_journal-7218	188	12	words	word	NOUN
american_scientific_journal-7218	188	13	that	that	PRON
american_scientific_journal-7218	188	14	form	form	VERB
american_scientific_journal-7218	188	15	the	the	DET
american_scientific_journal-7218	188	16	spam	spam	NOUN
american_scientific_journal-7218	188	17	words	word	NOUN
american_scientific_journal-7218	188	18	and	and	CCONJ
american_scientific_journal-7218	188	19	assigning	assign	VERB
american_scientific_journal-7218	188	20	them	they	PRON
american_scientific_journal-7218	188	21	to	to	ADP
american_scientific_journal-7218	188	22	a	a	DET
american_scientific_journal-7218	188	23	spam	spam	NOUN
american_scientific_journal-7218	188	24	data	data	NOUN
american_scientific_journal-7218	188	25	frame	frame	NOUN
american_scientific_journal-7218	188	26	,	,	PUNCT
american_scientific_journal-7218	188	27	the	the	DET
american_scientific_journal-7218	188	28	same	same	ADJ
american_scientific_journal-7218	188	29	was	be	AUX
american_scientific_journal-7218	188	30	also	also	ADV
american_scientific_journal-7218	188	31	done	do	VERB
american_scientific_journal-7218	188	32	for	for	ADP
american_scientific_journal-7218	188	33	the	the	DET
american_scientific_journal-7218	188	34	ham	ham	NOUN
american_scientific_journal-7218	188	35	words	word	NOUN
american_scientific_journal-7218	188	36	.	.	PUNCT
american_scientific_journal-7218	189	1	using	use	VERB
american_scientific_journal-7218	189	2	the	the	DET
american_scientific_journal-7218	189	3	tokenization	tokenization	NOUN
american_scientific_journal-7218	189	4	technique	technique	NOUN
american_scientific_journal-7218	189	5	,	,	PUNCT
american_scientific_journal-7218	189	6	the	the	DET
american_scientific_journal-7218	189	7	sentences	sentence	NOUN
american_scientific_journal-7218	189	8	were	be	AUX
american_scientific_journal-7218	189	9	broken	break	VERB
american_scientific_journal-7218	189	10	into	into	ADP
american_scientific_journal-7218	189	11	phrase	phrase	NOUN
american_scientific_journal-7218	189	12	and	and	CCONJ
american_scientific_journal-7218	189	13	then	then	ADV
american_scientific_journal-7218	189	14	into	into	ADP
american_scientific_journal-7218	189	15	words	word	NOUN
american_scientific_journal-7218	189	16	.	.	PUNCT
american_scientific_journal-7218	190	1	all	all	DET
american_scientific_journal-7218	190	2	the	the	DET
american_scientific_journal-7218	190	3	words	word	NOUN
american_scientific_journal-7218	190	4	found	find	VERB
american_scientific_journal-7218	190	5	in	in	ADP
american_scientific_journal-7218	190	6	the	the	DET
american_scientific_journal-7218	190	7	spam	spam	NOUN
american_scientific_journal-7218	190	8	data	datum	NOUN
american_scientific_journal-7218	190	9	frame	frame	NOUN
american_scientific_journal-7218	190	10	represented	represent	VERB
american_scientific_journal-7218	190	11	the	the	DET
american_scientific_journal-7218	190	12	features	feature	NOUN
american_scientific_journal-7218	190	13	of	of	ADP
american_scientific_journal-7218	190	14	spam	spam	NOUN
american_scientific_journal-7218	190	15	mail	mail	NOUN
american_scientific_journal-7218	190	16	.	.	PUNCT
american_scientific_journal-7218	191	1	they	they	PRON
american_scientific_journal-7218	191	2	were	be	AUX
american_scientific_journal-7218	191	3	arranged	arrange	VERB
american_scientific_journal-7218	191	4	in	in	ADP
american_scientific_journal-7218	191	5	order	order	NOUN
american_scientific_journal-7218	191	6	of	of	ADP
american_scientific_journal-7218	191	7	their	their	PRON
american_scientific_journal-7218	191	8	frequency	frequency	NOUN
american_scientific_journal-7218	191	9	of	of	ADP
american_scientific_journal-7218	191	10	occurrence	occurrence	NOUN
american_scientific_journal-7218	191	11	in	in	ADP
american_scientific_journal-7218	191	12	the	the	DET
american_scientific_journal-7218	191	13	spam	spam	NOUN
american_scientific_journal-7218	191	14	messages	message	NOUN
american_scientific_journal-7218	191	15	.	.	PUNCT
american_scientific_journal-7218	192	1	the	the	DET
american_scientific_journal-7218	192	2	nltk	nltk	PROPN
american_scientific_journal-7218	192	3	library	library	PROPN
american_scientific_journal-7218	192	4	was	be	AUX
american_scientific_journal-7218	192	5	used	use	VERB
american_scientific_journal-7218	192	6	for	for	ADP
american_scientific_journal-7218	192	7	this	this	DET
american_scientific_journal-7218	192	8	feature	feature	NOUN
american_scientific_journal-7218	192	9	extraction	extraction	NOUN
american_scientific_journal-7218	192	10	and	and	CCONJ
american_scientific_journal-7218	192	11	weighing	weighing	NOUN
american_scientific_journal-7218	192	12	task	task	NOUN
american_scientific_journal-7218	192	13	.	.	PUNCT
american_scientific_journal-7218	193	1	from	from	ADP
american_scientific_journal-7218	193	2	the	the	DET
american_scientific_journal-7218	193	3	extracted	extract	VERB
american_scientific_journal-7218	193	4	features	feature	VERB
american_scientific_journal-7218	193	5	a	a	DET
american_scientific_journal-7218	193	6	word	word	NOUN
american_scientific_journal-7218	193	7	cloud	cloud	NOUN
american_scientific_journal-7218	193	8	was	be	AUX
american_scientific_journal-7218	193	9	formedas	formeda	NOUN
american_scientific_journal-7218	193	10	shown	show	VERB
american_scientific_journal-7218	193	11	in	in	ADP
american_scientific_journal-7218	193	12	figure	figure	NOUN
american_scientific_journal-7218	193	13	3	3	NUM
american_scientific_journal-7218	193	14	,	,	PUNCT
american_scientific_journal-7218	193	15	with	with	ADP
american_scientific_journal-7218	193	16	the	the	DET
american_scientific_journal-7218	193	17	highest	high	ADJ
american_scientific_journal-7218	193	18	occurring	occurring	NOUN
american_scientific_journal-7218	193	19	words	word	NOUN
american_scientific_journal-7218	193	20	in	in	ADP
american_scientific_journal-7218	193	21	large	large	ADJ
american_scientific_journal-7218	193	22	letters	letter	NOUN
american_scientific_journal-7218	193	23	and	and	CCONJ
american_scientific_journal-7218	193	24	the	the	DET
american_scientific_journal-7218	193	25	least	least	ADJ
american_scientific_journal-7218	193	26	occurring	occur	VERB
american_scientific_journal-7218	193	27	words	word	NOUN
american_scientific_journal-7218	193	28	in	in	ADP
american_scientific_journal-7218	193	29	smaller	small	ADJ
american_scientific_journal-7218	193	30	letters	letter	NOUN
american_scientific_journal-7218	193	31	.	.	PUNCT
american_scientific_journal-7218	194	1	the	the	DET
american_scientific_journal-7218	194	2	two	two	NUM
american_scientific_journal-7218	194	3	categories	category	NOUN
american_scientific_journal-7218	194	4	in	in	ADP
american_scientific_journal-7218	194	5	our	our	PRON
american_scientific_journal-7218	194	6	dataset	dataset	NOUN
american_scientific_journal-7218	194	7	were	be	AUX
american_scientific_journal-7218	194	8	encoded	encode	VERB
american_scientific_journal-7218	194	9	into	into	ADP
american_scientific_journal-7218	194	10	numbers	number	NOUN
american_scientific_journal-7218	194	11	(	(	PUNCT
american_scientific_journal-7218	194	12	ham=0	ham=0	NOUN
american_scientific_journal-7218	194	13	,	,	PUNCT
american_scientific_journal-7218	194	14	spam=1	spam=1	PROPN
american_scientific_journal-7218	194	15	)	)	PUNCT
american_scientific_journal-7218	194	16	for	for	ADP
american_scientific_journal-7218	194	17	proper	proper	ADJ
american_scientific_journal-7218	194	18	representation	representation	NOUN
american_scientific_journal-7218	194	19	in	in	ADP
american_scientific_journal-7218	194	20	machine	machine	NOUN
american_scientific_journal-7218	194	21	learning	learning	NOUN
american_scientific_journal-7218	194	22	.	.	PUNCT
american_scientific_journal-7218	195	1	figure	figure	VERB
american_scientific_journal-7218	195	2	3	3	NUM
american_scientific_journal-7218	195	3	:	:	PUNCT
american_scientific_journal-7218	195	4	spam	spam	VERB
american_scientific_journal-7218	195	5	email	email	NOUN
american_scientific_journal-7218	195	6	dataset	dataset	NOUN
american_scientific_journal-7218	195	7	.	.	PUNCT
american_scientific_journal-7218	196	1	figure	figure	VERB
american_scientific_journal-7218	196	2	4	4	NUM
american_scientific_journal-7218	196	3	:	:	PUNCT
american_scientific_journal-7218	196	4	relationship	relationship	NOUN
american_scientific_journal-7218	196	5	chart	chart	NOUN
american_scientific_journal-7218	196	6	of	of	ADP
american_scientific_journal-7218	196	7	length	length	NOUN
american_scientific_journal-7218	196	8	of	of	ADP
american_scientific_journal-7218	196	9	messages	message	NOUN
american_scientific_journal-7218	196	10	and	and	CCONJ
american_scientific_journal-7218	196	11	labels	label	NOUN
american_scientific_journal-7218	196	12	.	.	PUNCT
american_scientific_journal-7218	197	1	vectorization	vectorization	NOUN
american_scientific_journal-7218	197	2	is	be	AUX
american_scientific_journal-7218	197	3	a	a	DET
american_scientific_journal-7218	197	4	method	method	NOUN
american_scientific_journal-7218	197	5	of	of	ADP
american_scientific_journal-7218	197	6	converting	convert	VERB
american_scientific_journal-7218	197	7	categories	category	NOUN
american_scientific_journal-7218	197	8	into	into	ADP
american_scientific_journal-7218	197	9	numerical	numerical	ADJ
american_scientific_journal-7218	197	10	data	datum	NOUN
american_scientific_journal-7218	197	11	which	which	PRON
american_scientific_journal-7218	197	12	can	can	AUX
american_scientific_journal-7218	197	13	be	be	AUX
american_scientific_journal-7218	197	14	understood	understand	VERB
american_scientific_journal-7218	197	15	by	by	ADP
american_scientific_journal-7218	197	16	a	a	DET
american_scientific_journal-7218	197	17	classifier	classifier	NOUN
american_scientific_journal-7218	197	18	.	.	PUNCT
american_scientific_journal-7218	198	1	two	two	NUM
american_scientific_journal-7218	198	2	vectorization	vectorization	NOUN
american_scientific_journal-7218	198	3	methods	method	NOUN
american_scientific_journal-7218	198	4	were	be	AUX
american_scientific_journal-7218	198	5	used	use	VERB
american_scientific_journal-7218	198	6	to	to	PART
american_scientific_journal-7218	198	7	achieve	achieve	VERB
american_scientific_journal-7218	198	8	this	this	PRON
american_scientific_journal-7218	198	9	:	:	PUNCT
american_scientific_journal-7218	198	10	count_vectorizer	count_vectorizer	NOUN
american_scientific_journal-7218	198	11	and	and	CCONJ
american_scientific_journal-7218	198	12	tfidf_vectorizer	tfidf_vectorizer	PROPN
american_scientific_journal-7218	198	13	.	.	PUNCT
american_scientific_journal-7218	199	1	using	use	VERB
american_scientific_journal-7218	199	2	the	the	DET
american_scientific_journal-7218	199	3	fit_transform	fit_transform	NOUN
american_scientific_journal-7218	199	4	function	function	NOUN
american_scientific_journal-7218	199	5	,	,	PUNCT
american_scientific_journal-7218	199	6	the	the	DET
american_scientific_journal-7218	199	7	features	feature	NOUN
american_scientific_journal-7218	199	8	were	be	AUX
american_scientific_journal-7218	199	9	converted	convert	VERB
american_scientific_journal-7218	199	10	into	into	ADP
american_scientific_journal-7218	199	11	arrays	array	NOUN
american_scientific_journal-7218	199	12	of	of	ADP
american_scientific_journal-7218	199	13	numbers	number	NOUN
american_scientific_journal-7218	199	14	which	which	PRON
american_scientific_journal-7218	199	15	represent	represent	VERB
american_scientific_journal-7218	199	16	the	the	DET
american_scientific_journal-7218	199	17	finally	finally	ADV
american_scientific_journal-7218	199	18	under	under	ADP
american_scientific_journal-7218	199	19	vectorization	vectorization	NOUN
american_scientific_journal-7218	199	20	,	,	PUNCT
american_scientific_journal-7218	199	21	the	the	DET
american_scientific_journal-7218	199	22	extracted	extract	VERB
american_scientific_journal-7218	199	23	feature	feature	NOUN
american_scientific_journal-7218	199	24	were	be	AUX
american_scientific_journal-7218	199	25	also	also	ADV
american_scientific_journal-7218	199	26	vectorized	vectorize	VERB
american_scientific_journal-7218	199	27	.	.	PUNCT
american_scientific_journal-7218	200	1	classifier	classifier	NOUN
american_scientific_journal-7218	200	2	training	training	NOUN
american_scientific_journal-7218	200	3	carried	carry	VERB
american_scientific_journal-7218	200	4	out	out	ADP
american_scientific_journal-7218	200	5	by	by	ADP
american_scientific_journal-7218	200	6	importing	import	VERB
american_scientific_journal-7218	200	7	train_test_split	train_test_split	NUM
american_scientific_journal-7218	200	8	from	from	ADP
american_scientific_journal-7218	200	9	sklearn	sklearn	ADJ
american_scientific_journal-7218	200	10	library	library	NOUN
american_scientific_journal-7218	200	11	.	.	PUNCT
american_scientific_journal-7218	201	1	svm	svm	PROPN
american_scientific_journal-7218	201	2	was	be	AUX
american_scientific_journal-7218	201	3	also	also	ADV
american_scientific_journal-7218	201	4	imported	import	VERB
american_scientific_journal-7218	201	5	form	form	NOUN
american_scientific_journal-7218	201	6	sklearn	sklearn	ADJ
american_scientific_journal-7218	201	7	and	and	CCONJ
american_scientific_journal-7218	201	8	the	the	DET
american_scientific_journal-7218	201	9	data	datum	NOUN
american_scientific_journal-7218	201	10	was	be	AUX
american_scientific_journal-7218	201	11	split	split	VERB
american_scientific_journal-7218	201	12	into	into	ADP
american_scientific_journal-7218	201	13	80	80	NUM
american_scientific_journal-7218	201	14	%	%	NOUN
american_scientific_journal-7218	201	15	for	for	ADP
american_scientific_journal-7218	201	16	training	training	NOUN
american_scientific_journal-7218	201	17	and	and	CCONJ
american_scientific_journal-7218	201	18	20	20	NUM
american_scientific_journal-7218	201	19	%	%	NOUN
american_scientific_journal-7218	201	20	for	for	ADP
american_scientific_journal-7218	201	21	testing	testing	NOUN
american_scientific_journal-7218	201	22	.	.	PUNCT
american_scientific_journal-7218	202	1	the	the	DET
american_scientific_journal-7218	202	2	values	value	NOUN
american_scientific_journal-7218	202	3	used	use	VERB
american_scientific_journal-7218	202	4	for	for	ADP
american_scientific_journal-7218	202	5	the	the	DET
american_scientific_journal-7218	202	6	training	training	NOUN
american_scientific_journal-7218	202	7	were	be	AUX
american_scientific_journal-7218	202	8	in	in	ADP
american_scientific_journal-7218	202	9	american	american	ADJ
american_scientific_journal-7218	202	10	academic	academic	ADJ
american_scientific_journal-7218	202	11	scientific	scientific	ADJ
american_scientific_journal-7218	202	12	research	research	NOUN
american_scientific_journal-7218	202	13	journal	journal	NOUN
american_scientific_journal-7218	202	14	for	for	ADP
american_scientific_journal-7218	202	15	engineering	engineering	NOUN
american_scientific_journal-7218	202	16	,	,	PUNCT
american_scientific_journal-7218	202	17	technology	technology	NOUN
american_scientific_journal-7218	202	18	,	,	PUNCT
american_scientific_journal-7218	202	19	and	and	CCONJ
american_scientific_journal-7218	202	20	sciences	science	NOUN
american_scientific_journal-7218	202	21	(	(	PUNCT
american_scientific_journal-7218	202	22	asrjets	asrjet	NOUN
american_scientific_journal-7218	202	23	)	)	PUNCT
american_scientific_journal-7218	202	24	(	(	PUNCT
american_scientific_journal-7218	202	25	2022)volume	2022)volume	NUM
american_scientific_journal-7218	202	26	85,no	85,no	PROPN
american_scientific_journal-7218	202	27	1	1	NUM
american_scientific_journal-7218	202	28	,	,	PUNCT
american_scientific_journal-7218	202	29	pp	pp	ADV
american_scientific_journal-7218	202	30	144	144	NUM
american_scientific_journal-7218	202	31	-	-	SYM
american_scientific_journal-7218	202	32	156	156	NUM
american_scientific_journal-7218	202	33	153	153	NUM
american_scientific_journal-7218	202	34	numeric	numeric	ADJ
american_scientific_journal-7218	202	35	forms	form	NOUN
american_scientific_journal-7218	202	36	and	and	CCONJ
american_scientific_journal-7218	202	37	represented	represent	VERB
american_scientific_journal-7218	202	38	as	as	ADP
american_scientific_journal-7218	202	39	an	an	DET
american_scientific_journal-7218	202	40	array	array	NOUN
american_scientific_journal-7218	202	41	hence	hence	ADV
american_scientific_journal-7218	202	42	using	use	VERB
american_scientific_journal-7218	202	43	the	the	DET
american_scientific_journal-7218	202	44	train	train	NOUN
american_scientific_journal-7218	202	45	set	set	NOUN
american_scientific_journal-7218	202	46	from	from	ADP
american_scientific_journal-7218	202	47	the	the	DET
american_scientific_journal-7218	202	48	x	x	NOUN
american_scientific_journal-7218	202	49	-	-	NOUN
american_scientific_journal-7218	202	50	axis	axis	NOUN
american_scientific_journal-7218	202	51	and	and	CCONJ
american_scientific_journal-7218	202	52	the	the	DET
american_scientific_journal-7218	202	53	y	y	NOUN
american_scientific_journal-7218	202	54	-	-	PUNCT
american_scientific_journal-7218	202	55	axis	axis	NOUN
american_scientific_journal-7218	202	56	,	,	PUNCT
american_scientific_journal-7218	202	57	the	the	DET
american_scientific_journal-7218	202	58	data	datum	NOUN
american_scientific_journal-7218	202	59	was	be	AUX
american_scientific_journal-7218	202	60	trained	train	VERB
american_scientific_journal-7218	202	61	.	.	PUNCT
american_scientific_journal-7218	203	1	the	the	DET
american_scientific_journal-7218	203	2	classification	classification	NOUN
american_scientific_journal-7218	203	3	accuracy	accuracy	NOUN
american_scientific_journal-7218	203	4	was	be	AUX
american_scientific_journal-7218	203	5	generated	generate	VERB
american_scientific_journal-7218	203	6	to	to	PART
american_scientific_journal-7218	203	7	be	be	AUX
american_scientific_journal-7218	203	8	98.564	98.564	NUM
american_scientific_journal-7218	203	9	%	%	NOUN
american_scientific_journal-7218	203	10	.	.	PUNCT
american_scientific_journal-7218	204	1	the	the	DET
american_scientific_journal-7218	204	2	classification	classification	NOUN
american_scientific_journal-7218	204	3	was	be	AUX
american_scientific_journal-7218	204	4	successfully	successfully	ADV
american_scientific_journal-7218	204	5	carried	carry	VERB
american_scientific_journal-7218	204	6	out	out	ADP
american_scientific_journal-7218	204	7	based	base	VERB
american_scientific_journal-7218	204	8	on	on	ADP
american_scientific_journal-7218	204	9	ham	ham	NOUN
american_scientific_journal-7218	204	10	and	and	CCONJ
american_scientific_journal-7218	204	11	spam	spam	VERB
american_scientific_journal-7218	204	12	messages	message	NOUN
american_scientific_journal-7218	204	13	in	in	ADP
american_scientific_journal-7218	204	14	the	the	DET
american_scientific_journal-7218	204	15	train	train	NOUN
american_scientific_journal-7218	204	16	set	set	NOUN
american_scientific_journal-7218	204	17	.	.	PUNCT
american_scientific_journal-7218	205	1	in	in	ADP
american_scientific_journal-7218	205	2	order	order	NOUN
american_scientific_journal-7218	205	3	to	to	PART
american_scientific_journal-7218	205	4	create	create	VERB
american_scientific_journal-7218	205	5	an	an	DET
american_scientific_journal-7218	205	6	application	application	NOUN
american_scientific_journal-7218	205	7	which	which	PRON
american_scientific_journal-7218	205	8	can	can	AUX
american_scientific_journal-7218	205	9	be	be	AUX
american_scientific_journal-7218	205	10	used	use	VERB
american_scientific_journal-7218	205	11	to	to	PART
american_scientific_journal-7218	205	12	test	test	VERB
american_scientific_journal-7218	205	13	the	the	DET
american_scientific_journal-7218	205	14	model	model	NOUN
american_scientific_journal-7218	205	15	,	,	PUNCT
american_scientific_journal-7218	205	16	we	we	PRON
american_scientific_journal-7218	205	17	developed	develop	VERB
american_scientific_journal-7218	205	18	a	a	DET
american_scientific_journal-7218	205	19	web	web	NOUN
american_scientific_journal-7218	205	20	application	application	NOUN
american_scientific_journal-7218	205	21	running	run	VERB
american_scientific_journal-7218	205	22	on	on	ADP
american_scientific_journal-7218	205	23	a	a	DET
american_scientific_journal-7218	205	24	local	local	ADJ
american_scientific_journal-7218	205	25	cloud	cloud	NOUN
american_scientific_journal-7218	205	26	server	server	NOUN
american_scientific_journal-7218	205	27	called	call	VERB
american_scientific_journal-7218	205	28	heroku	heroku	PROPN
american_scientific_journal-7218	205	29	.	.	PUNCT
american_scientific_journal-7218	206	1	a	a	DET
american_scientific_journal-7218	206	2	pickle	pickle	NOUN
american_scientific_journal-7218	206	3	file	file	NOUN
american_scientific_journal-7218	206	4	was	be	AUX
american_scientific_journal-7218	206	5	created	create	VERB
american_scientific_journal-7218	206	6	which	which	PRON
american_scientific_journal-7218	206	7	and	and	CCONJ
american_scientific_journal-7218	206	8	dumped	dump	VERB
american_scientific_journal-7218	206	9	a	a	DET
american_scientific_journal-7218	206	10	compressed	compressed	ADJ
american_scientific_journal-7218	206	11	version	version	NOUN
american_scientific_journal-7218	206	12	of	of	ADP
american_scientific_journal-7218	206	13	the	the	DET
american_scientific_journal-7218	206	14	classification	classification	NOUN
american_scientific_journal-7218	206	15	model	model	NOUN
american_scientific_journal-7218	206	16	in	in	ADP
american_scientific_journal-7218	206	17	it	it	PRON
american_scientific_journal-7218	206	18	using	use	VERB
american_scientific_journal-7218	206	19	the	the	DET
american_scientific_journal-7218	206	20	joblib.dump	joblib.dump	NOUN
american_scientific_journal-7218	206	21	function	function	NOUN
american_scientific_journal-7218	206	22	.	.	PUNCT
american_scientific_journal-7218	207	1	we	we	PRON
american_scientific_journal-7218	207	2	also	also	ADV
american_scientific_journal-7218	207	3	created	create	VERB
american_scientific_journal-7218	207	4	transform	transform	NOUN
american_scientific_journal-7218	207	5	pickle	pickle	NOUN
american_scientific_journal-7218	207	6	file	file	NOUN
american_scientific_journal-7218	207	7	which	which	PRON
american_scientific_journal-7218	207	8	will	will	AUX
american_scientific_journal-7218	207	9	convert	convert	VERB
american_scientific_journal-7218	207	10	the	the	DET
american_scientific_journal-7218	207	11	user	user	NOUN
american_scientific_journal-7218	207	12	’s	’s	PART
american_scientific_journal-7218	207	13	input	input	NOUN
american_scientific_journal-7218	207	14	into	into	ADP
american_scientific_journal-7218	207	15	numeric	numeric	ADJ
american_scientific_journal-7218	207	16	form	form	NOUN
american_scientific_journal-7218	207	17	for	for	ADP
american_scientific_journal-7218	207	18	classification	classification	NOUN
american_scientific_journal-7218	207	19	.	.	PUNCT
american_scientific_journal-7218	208	1	this	this	DET
american_scientific_journal-7218	208	2	pickle	pickle	NOUN
american_scientific_journal-7218	208	3	file	file	NOUN
american_scientific_journal-7218	208	4	serves	serve	VERB
american_scientific_journal-7218	208	5	as	as	ADP
american_scientific_journal-7218	208	6	a	a	DET
american_scientific_journal-7218	208	7	script	script	NOUN
american_scientific_journal-7218	208	8	that	that	PRON
american_scientific_journal-7218	208	9	will	will	AUX
american_scientific_journal-7218	208	10	run	run	VERB
american_scientific_journal-7218	208	11	the	the	DET
american_scientific_journal-7218	208	12	user	user	NOUN
american_scientific_journal-7218	208	13	interface	interface	NOUN
american_scientific_journal-7218	208	14	.	.	PUNCT
american_scientific_journal-7218	209	1	the	the	DET
american_scientific_journal-7218	209	2	file	file	NOUN
american_scientific_journal-7218	209	3	has	have	VERB
american_scientific_journal-7218	209	4	a	a	DET
american_scientific_journal-7218	209	5	.pkl	.pkl	ADJ
american_scientific_journal-7218	209	6	file	file	NOUN
american_scientific_journal-7218	209	7	extension	extension	NOUN
american_scientific_journal-7218	209	8	.	.	PUNCT
american_scientific_journal-7218	210	1	the	the	DET
american_scientific_journal-7218	210	2	pickle	pickle	NOUN
american_scientific_journal-7218	210	3	file	file	NOUN
american_scientific_journal-7218	210	4	takes	take	VERB
american_scientific_journal-7218	210	5	the	the	DET
american_scientific_journal-7218	210	6	input	input	NOUN
american_scientific_journal-7218	210	7	of	of	ADP
american_scientific_journal-7218	210	8	the	the	DET
american_scientific_journal-7218	210	9	user	user	NOUN
american_scientific_journal-7218	210	10	and	and	CCONJ
american_scientific_journal-7218	210	11	classifies	classify	VERB
american_scientific_journal-7218	210	12	it	it	PRON
american_scientific_journal-7218	210	13	as	as	ADP
american_scientific_journal-7218	210	14	either	either	CCONJ
american_scientific_journal-7218	210	15	ham	ham	NOUN
american_scientific_journal-7218	210	16	or	or	CCONJ
american_scientific_journal-7218	210	17	spam	spam	NOUN
american_scientific_journal-7218	210	18	based	base	VERB
american_scientific_journal-7218	210	19	on	on	ADP
american_scientific_journal-7218	210	20	previous	previous	ADJ
american_scientific_journal-7218	210	21	training	training	NOUN
american_scientific_journal-7218	210	22	stored	store	VERB
american_scientific_journal-7218	210	23	in	in	ADP
american_scientific_journal-7218	210	24	it	it	PRON
american_scientific_journal-7218	210	25	.	.	PUNCT
american_scientific_journal-7218	211	1	also	also	ADV
american_scientific_journal-7218	211	2	,	,	PUNCT
american_scientific_journal-7218	211	3	a	a	DET
american_scientific_journal-7218	211	4	“	"	PUNCT
american_scientific_journal-7218	211	5	procfile	procfile	NOUN
american_scientific_journal-7218	211	6	”	"	PUNCT
american_scientific_journal-7218	211	7	was	be	AUX
american_scientific_journal-7218	211	8	created	create	VERB
american_scientific_journal-7218	211	9	to	to	PART
american_scientific_journal-7218	211	10	specify	specify	VERB
american_scientific_journal-7218	211	11	that	that	SCONJ
american_scientific_journal-7218	211	12	the	the	DET
american_scientific_journal-7218	211	13	application	application	NOUN
american_scientific_journal-7218	211	14	is	be	AUX
american_scientific_journal-7218	211	15	web	web	NOUN
american_scientific_journal-7218	211	16	based	base	VERB
american_scientific_journal-7218	211	17	,	,	PUNCT
american_scientific_journal-7218	211	18	also	also	ADV
american_scientific_journal-7218	211	19	name	name	NOUN
american_scientific_journal-7218	211	20	of	of	ADP
american_scientific_journal-7218	211	21	application	application	NOUN
american_scientific_journal-7218	211	22	and	and	CCONJ
american_scientific_journal-7218	211	23	command	command	NOUN
american_scientific_journal-7218	211	24	that	that	SCONJ
american_scientific_journal-7218	211	25	it	it	PRON
american_scientific_journal-7218	211	26	executes	execute	VERB
american_scientific_journal-7218	211	27	are	be	AUX
american_scientific_journal-7218	211	28	defined	define	VERB
american_scientific_journal-7218	211	29	in	in	ADP
american_scientific_journal-7218	211	30	the	the	DET
american_scientific_journal-7218	211	31	procfile	procfile	NOUN
american_scientific_journal-7218	211	32	.	.	PUNCT
american_scientific_journal-7218	212	1	the	the	DET
american_scientific_journal-7218	212	2	procfile	procfile	NOUN
american_scientific_journal-7218	212	3	is	be	AUX
american_scientific_journal-7218	212	4	the	the	DET
american_scientific_journal-7218	212	5	brain	brain	NOUN
american_scientific_journal-7218	212	6	of	of	ADP
american_scientific_journal-7218	212	7	the	the	DET
american_scientific_journal-7218	212	8	application	application	NOUN
american_scientific_journal-7218	212	9	and	and	CCONJ
american_scientific_journal-7218	212	10	is	be	AUX
american_scientific_journal-7218	212	11	stored	store	VERB
american_scientific_journal-7218	212	12	without	without	ADP
american_scientific_journal-7218	212	13	a	a	DET
american_scientific_journal-7218	212	14	file	file	NOUN
american_scientific_journal-7218	212	15	extension	extension	NOUN
american_scientific_journal-7218	212	16	.	.	PUNCT
american_scientific_journal-7218	213	1	a	a	DET
american_scientific_journal-7218	213	2	requirements.txt	requirements.txt	ADJ
american_scientific_journal-7218	213	3	file	file	NOUN
american_scientific_journal-7218	213	4	was	be	AUX
american_scientific_journal-7218	213	5	created	create	VERB
american_scientific_journal-7218	213	6	containing	contain	VERB
american_scientific_journal-7218	213	7	all	all	DET
american_scientific_journal-7218	213	8	the	the	DET
american_scientific_journal-7218	213	9	libraries	library	NOUN
american_scientific_journal-7218	213	10	that	that	PRON
american_scientific_journal-7218	213	11	are	be	AUX
american_scientific_journal-7218	213	12	required	require	VERB
american_scientific_journal-7218	213	13	for	for	SCONJ
american_scientific_journal-7218	213	14	the	the	DET
american_scientific_journal-7218	213	15	application	application	NOUN
american_scientific_journal-7218	213	16	to	to	PART
american_scientific_journal-7218	213	17	run	run	VERB
american_scientific_journal-7218	213	18	on	on	ADP
american_scientific_journal-7218	213	19	any	any	DET
american_scientific_journal-7218	213	20	system	system	NOUN
american_scientific_journal-7218	213	21	.	.	PUNCT
american_scientific_journal-7218	214	1	an	an	DET
american_scientific_journal-7218	214	2	html	html	NOUN
american_scientific_journal-7218	214	3	file	file	NOUN
american_scientific_journal-7218	214	4	was	be	AUX
american_scientific_journal-7218	214	5	created	create	VERB
american_scientific_journal-7218	214	6	as	as	SCONJ
american_scientific_journal-7218	214	7	a	a	DET
american_scientific_journal-7218	214	8	user	user	NOUN
american_scientific_journal-7218	214	9	interface	interface	NOUN
american_scientific_journal-7218	214	10	shown	show	VERB
american_scientific_journal-7218	214	11	in	in	ADP
american_scientific_journal-7218	214	12	figure	figure	NOUN
american_scientific_journal-7218	214	13	4	4	NUM
american_scientific_journal-7218	214	14	and	and	CCONJ
american_scientific_journal-7218	214	15	css	css	PROPN
american_scientific_journal-7218	214	16	was	be	AUX
american_scientific_journal-7218	214	17	used	use	VERB
american_scientific_journal-7218	214	18	to	to	PART
american_scientific_journal-7218	214	19	style	style	VERB
american_scientific_journal-7218	214	20	it	it	PRON
american_scientific_journal-7218	214	21	.	.	PUNCT
american_scientific_journal-7218	215	1	figure	figure	VERB
american_scientific_journal-7218	215	2	5	5	NUM
american_scientific_journal-7218	215	3	:	:	PUNCT
american_scientific_journal-7218	215	4	user	user	NOUN
american_scientific_journal-7218	215	5	interface	interface	NOUN
american_scientific_journal-7218	215	6	of	of	ADP
american_scientific_journal-7218	215	7	spam	spam	NOUN
american_scientific_journal-7218	215	8	detection	detection	NOUN
american_scientific_journal-7218	215	9	application	application	NOUN
american_scientific_journal-7218	215	10	.	.	PUNCT
american_scientific_journal-7218	216	1	finally	finally	ADV
american_scientific_journal-7218	216	2	,	,	PUNCT
american_scientific_journal-7218	216	3	an	an	DET
american_scientific_journal-7218	216	4	app.py	app.py	PROPN
american_scientific_journal-7218	216	5	file	file	NOUN
american_scientific_journal-7218	216	6	was	be	AUX
american_scientific_journal-7218	216	7	created	create	VERB
american_scientific_journal-7218	216	8	to	to	PART
american_scientific_journal-7218	216	9	invoke	invoke	VERB
american_scientific_journal-7218	216	10	the	the	DET
american_scientific_journal-7218	216	11	pickle	pickle	NOUN
american_scientific_journal-7218	216	12	file	file	NOUN
american_scientific_journal-7218	216	13	and	and	CCONJ
american_scientific_journal-7218	216	14	define	define	VERB
american_scientific_journal-7218	216	15	relationships	relationship	NOUN
american_scientific_journal-7218	216	16	between	between	ADP
american_scientific_journal-7218	216	17	the	the	DET
american_scientific_journal-7218	216	18	various	various	ADJ
american_scientific_journal-7218	216	19	files	file	NOUN
american_scientific_journal-7218	216	20	in	in	ADP
american_scientific_journal-7218	216	21	the	the	DET
american_scientific_journal-7218	216	22	project	project	NOUN
american_scientific_journal-7218	216	23	folder	folder	NOUN
american_scientific_journal-7218	216	24	and	and	CCONJ
american_scientific_journal-7218	216	25	the	the	DET
american_scientific_journal-7218	216	26	command	command	NOUN
american_scientific_journal-7218	216	27	flow	flow	NOUN
american_scientific_journal-7218	216	28	from	from	ADP
american_scientific_journal-7218	216	29	input	input	NOUN
american_scientific_journal-7218	216	30	to	to	ADP
american_scientific_journal-7218	216	31	classification	classification	NOUN
american_scientific_journal-7218	216	32	result	result	NOUN
american_scientific_journal-7218	216	33	.	.	PUNCT
american_scientific_journal-7218	217	1	flask	flask	PROPN
american_scientific_journal-7218	217	2	was	be	AUX
american_scientific_journal-7218	217	3	used	use	VERB
american_scientific_journal-7218	217	4	to	to	PART
american_scientific_journal-7218	217	5	deploy	deploy	VERB
american_scientific_journal-7218	217	6	this	this	DET
american_scientific_journal-7218	217	7	app	app	NOUN
american_scientific_journal-7218	217	8	to	to	ADP
american_scientific_journal-7218	217	9	the	the	DET
american_scientific_journal-7218	217	10	web	web	NOUN
american_scientific_journal-7218	217	11	framework	framework	NOUN
american_scientific_journal-7218	217	12	.	.	PUNCT
american_scientific_journal-7218	218	1	the	the	DET
american_scientific_journal-7218	218	2	route	route	NOUN
american_scientific_journal-7218	218	3	of	of	ADP
american_scientific_journal-7218	218	4	the	the	DET
american_scientific_journal-7218	218	5	interacting	interact	VERB
american_scientific_journal-7218	218	6	files	file	NOUN
american_scientific_journal-7218	218	7	in	in	ADP
american_scientific_journal-7218	218	8	the	the	DET
american_scientific_journal-7218	218	9	project	project	NOUN
american_scientific_journal-7218	218	10	from	from	ADP
american_scientific_journal-7218	218	11	index	index	NOUN
american_scientific_journal-7218	218	12	page	page	NOUN
american_scientific_journal-7218	218	13	to	to	ADP
american_scientific_journal-7218	218	14	the	the	DET
american_scientific_journal-7218	218	15	result	result	NOUN
american_scientific_journal-7218	218	16	page	page	NOUN
american_scientific_journal-7218	218	17	is	be	AUX
american_scientific_journal-7218	218	18	also	also	ADV
american_scientific_journal-7218	218	19	defined	define	VERB
american_scientific_journal-7218	218	20	in	in	ADP
american_scientific_journal-7218	218	21	the	the	DET
american_scientific_journal-7218	218	22	route	route	NOUN
american_scientific_journal-7218	218	23	.	.	PUNCT
american_scientific_journal-7218	219	1	then	then	ADV
american_scientific_journal-7218	219	2	the	the	DET
american_scientific_journal-7218	219	3	requirements.txt	requirements.txt	ADJ
american_scientific_journal-7218	219	4	file	file	NOUN
american_scientific_journal-7218	219	5	was	be	AUX
american_scientific_journal-7218	219	6	frozen	freeze	VERB
american_scientific_journal-7218	219	7	so	so	SCONJ
american_scientific_journal-7218	219	8	that	that	SCONJ
american_scientific_journal-7218	219	9	it	it	PRON
american_scientific_journal-7218	219	10	can	can	AUX
american_scientific_journal-7218	219	11	be	be	AUX
american_scientific_journal-7218	219	12	run	run	VERB
american_scientific_journal-7218	219	13	on	on	ADP
american_scientific_journal-7218	219	14	the	the	DET
american_scientific_journal-7218	219	15	anaconda	anaconda	NOUN
american_scientific_journal-7218	219	16	terminal	terminal	NOUN
american_scientific_journal-7218	219	17	or	or	CCONJ
american_scientific_journal-7218	219	18	prompt	prompt	NOUN
american_scientific_journal-7218	219	19	.	.	PUNCT
american_scientific_journal-7218	220	1	an	an	DET
american_scientific_journal-7218	220	2	account	account	NOUN
american_scientific_journal-7218	220	3	was	be	AUX
american_scientific_journal-7218	220	4	opened	open	VERB
american_scientific_journal-7218	220	5	on	on	ADP
american_scientific_journal-7218	220	6	herokusite	herokusite	NOUN
american_scientific_journal-7218	220	7	and	and	CCONJ
american_scientific_journal-7218	220	8	signed	sign	VERB
american_scientific_journal-7218	220	9	up	up	ADP
american_scientific_journal-7218	220	10	for	for	ADP
american_scientific_journal-7218	220	11	free	free	ADJ
american_scientific_journal-7218	220	12	.	.	PUNCT
american_scientific_journal-7218	221	1	their	their	PRON
american_scientific_journal-7218	221	2	after	after	ADV
american_scientific_journal-7218	221	3	clicked	click	VERB
american_scientific_journal-7218	221	4	on	on	ADP
american_scientific_journal-7218	221	5	the	the	DET
american_scientific_journal-7218	221	6	deploy	deploy	NOUN
american_scientific_journal-7218	221	7	button	button	NOUN
american_scientific_journal-7218	221	8	and	and	CCONJ
american_scientific_journal-7218	221	9	entered	enter	VERB
american_scientific_journal-7218	221	10	application	application	NOUN
american_scientific_journal-7218	221	11	name	name	NOUN
american_scientific_journal-7218	221	12	and	and	CCONJ
american_scientific_journal-7218	221	13	deployed	deploy	VERB
american_scientific_journal-7218	221	14	the	the	DET
american_scientific_journal-7218	221	15	files	file	NOUN
american_scientific_journal-7218	221	16	.	.	PUNCT
american_scientific_journal-7218	222	1	the	the	DET
american_scientific_journal-7218	222	2	app	app	NOUN
american_scientific_journal-7218	222	3	runs	run	VERB
american_scientific_journal-7218	222	4	on	on	ADP
american_scientific_journal-7218	222	5	the	the	DET
american_scientific_journal-7218	222	6	host	host	NOUN
american_scientific_journal-7218	222	7	address	address	NOUN
american_scientific_journal-7218	222	8	http://127.0.0.1:5000	http://127.0.0.1:5000	NOUN
american_scientific_journal-7218	222	9	.	.	PUNCT
american_scientific_journal-7218	223	1	it	it	PRON
american_scientific_journal-7218	223	2	is	be	AUX
american_scientific_journal-7218	223	3	started	start	VERB
american_scientific_journal-7218	223	4	by	by	ADP
american_scientific_journal-7218	223	5	creating	create	VERB
american_scientific_journal-7218	223	6	a	a	DET
american_scientific_journal-7218	223	7	new	new	ADJ
american_scientific_journal-7218	223	8	environment	environment	NOUN
american_scientific_journal-7218	223	9	on	on	ADP
american_scientific_journal-7218	223	10	anaconda	anaconda	PROPN
american_scientific_journal-7218	223	11	prompt	prompt	NOUN
american_scientific_journal-7218	223	12	,	,	PUNCT
american_scientific_journal-7218	223	13	navigating	navigate	VERB
american_scientific_journal-7218	223	14	to	to	ADP
american_scientific_journal-7218	223	15	the	the	DET
american_scientific_journal-7218	223	16	application	application	NOUN
american_scientific_journal-7218	223	17	directory	directory	NOUN
american_scientific_journal-7218	223	18	and	and	CCONJ
american_scientific_journal-7218	223	19	running	run	VERB
american_scientific_journal-7218	223	20	the	the	DET
american_scientific_journal-7218	223	21	app.py	app.py	PROPN
american_scientific_journal-7218	223	22	file	file	NOUN
american_scientific_journal-7218	223	23	.	.	PUNCT
american_scientific_journal-7218	224	1	the	the	DET
american_scientific_journal-7218	224	2	results	result	NOUN
american_scientific_journal-7218	224	3	from	from	ADP
american_scientific_journal-7218	224	4	the	the	DET
american_scientific_journal-7218	224	5	spam	spam	NOUN
american_scientific_journal-7218	224	6	filtering	filtering	NOUN
american_scientific_journal-7218	224	7	or	or	CCONJ
american_scientific_journal-7218	224	8	categorization	categorization	NOUN
american_scientific_journal-7218	224	9	are	be	AUX
american_scientific_journal-7218	224	10	shown	show	VERB
american_scientific_journal-7218	224	11	in	in	ADP
american_scientific_journal-7218	224	12	figure	figure	NOUN
american_scientific_journal-7218	224	13	5	5	NUM
american_scientific_journal-7218	224	14	,	,	PUNCT
american_scientific_journal-7218	224	15	6	6	NUM
american_scientific_journal-7218	224	16	and	and	CCONJ
american_scientific_journal-7218	224	17	7	7	NUM
american_scientific_journal-7218	224	18	.	.	NUM
american_scientific_journal-7218	224	19	http://127.0.0.1:5000/	http://127.0.0.1:5000/	PROPN
american_scientific_journal-7218	225	1	american	american	ADJ
american_scientific_journal-7218	225	2	academic	academic	ADJ
american_scientific_journal-7218	225	3	scientific	scientific	ADJ
american_scientific_journal-7218	225	4	research	research	NOUN
american_scientific_journal-7218	225	5	journal	journal	NOUN
american_scientific_journal-7218	225	6	for	for	ADP
american_scientific_journal-7218	225	7	engineering	engineering	NOUN
american_scientific_journal-7218	225	8	,	,	PUNCT
american_scientific_journal-7218	225	9	technology	technology	NOUN
american_scientific_journal-7218	225	10	,	,	PUNCT
american_scientific_journal-7218	225	11	and	and	CCONJ
american_scientific_journal-7218	225	12	sciences	science	NOUN
american_scientific_journal-7218	225	13	(	(	PUNCT
american_scientific_journal-7218	225	14	asrjets	asrjet	NOUN
american_scientific_journal-7218	225	15	)	)	PUNCT
american_scientific_journal-7218	225	16	(	(	PUNCT
american_scientific_journal-7218	225	17	2022)volume	2022)volume	NUM
american_scientific_journal-7218	225	18	85,no	85,no	PROPN
american_scientific_journal-7218	225	19	1	1	NUM
american_scientific_journal-7218	225	20	,	,	PUNCT
american_scientific_journal-7218	225	21	pp	pp	ADV
american_scientific_journal-7218	225	22	144	144	NUM
american_scientific_journal-7218	225	23	-	-	SYM
american_scientific_journal-7218	225	24	156	156	NUM
american_scientific_journal-7218	225	25	154	154	NUM
american_scientific_journal-7218	225	26	figure	figure	NOUN
american_scientific_journal-7218	225	27	6	6	NUM
american_scientific_journal-7218	225	28	:	:	PUNCT
american_scientific_journal-7218	225	29	first	first	ADJ
american_scientific_journal-7218	225	30	classification	classification	NOUN
american_scientific_journal-7218	225	31	result	result	NOUN
american_scientific_journal-7218	225	32	:	:	PUNCT
american_scientific_journal-7218	225	33	ham	ham	PROPN
american_scientific_journal-7218	225	34	.	.	PUNCT
american_scientific_journal-7218	226	1	figure	figure	NOUN
american_scientific_journal-7218	226	2	7	7	NUM
american_scientific_journal-7218	226	3	:	:	PUNCT
american_scientific_journal-7218	226	4	spam	spam	NOUN
american_scientific_journal-7218	226	5	detection	detection	NOUN
american_scientific_journal-7218	226	6	result	result	VERB
american_scientific_journal-7218	226	7	2	2	NUM
american_scientific_journal-7218	226	8	:	:	PUNCT
american_scientific_journal-7218	226	9	spam	spam	NOUN
american_scientific_journal-7218	226	10	!	!	PUNCT
american_scientific_journal-7218	226	11	!	!	PUNCT
american_scientific_journal-7218	227	1	6.1	6.1	NUM
american_scientific_journal-7218	227	2	performance	performance	NOUN
american_scientific_journal-7218	227	3	evaluation	evaluation	NOUN
american_scientific_journal-7218	227	4	certain	certain	ADJ
american_scientific_journal-7218	227	5	parameters	parameter	NOUN
american_scientific_journal-7218	227	6	were	be	AUX
american_scientific_journal-7218	227	7	used	use	VERB
american_scientific_journal-7218	227	8	to	to	PART
american_scientific_journal-7218	227	9	evaluate	evaluate	VERB
american_scientific_journal-7218	227	10	the	the	DET
american_scientific_journal-7218	227	11	efficiency	efficiency	NOUN
american_scientific_journal-7218	227	12	of	of	ADP
american_scientific_journal-7218	227	13	the	the	DET
american_scientific_journal-7218	227	14	model	model	NOUN
american_scientific_journal-7218	227	15	.	.	PUNCT
american_scientific_journal-7218	228	1	some	some	PRON
american_scientific_journal-7218	228	2	of	of	ADP
american_scientific_journal-7218	228	3	them	they	PRON
american_scientific_journal-7218	228	4	include	include	VERB
american_scientific_journal-7218	228	5	:	:	PUNCT
american_scientific_journal-7218	228	6	precision	precision	NOUN
american_scientific_journal-7218	228	7	,	,	PUNCT
american_scientific_journal-7218	228	8	recall	recall	INTJ
american_scientific_journal-7218	228	9	(	(	PUNCT
american_scientific_journal-7218	228	10	true	true	ADJ
american_scientific_journal-7218	228	11	positives	positive	NOUN
american_scientific_journal-7218	228	12	,	,	PUNCT
american_scientific_journal-7218	228	13	true	true	ADJ
american_scientific_journal-7218	228	14	negatives	negative	NOUN
american_scientific_journal-7218	228	15	,	,	PUNCT
american_scientific_journal-7218	228	16	false	false	ADJ
american_scientific_journal-7218	228	17	positive	positive	ADJ
american_scientific_journal-7218	228	18	and	and	CCONJ
american_scientific_journal-7218	228	19	false	false	ADJ
american_scientific_journal-7218	228	20	negative	negative	ADJ
american_scientific_journal-7218	228	21	)	)	PUNCT
american_scientific_journal-7218	228	22	,	,	PUNCT
american_scientific_journal-7218	228	23	f1	f1	NOUN
american_scientific_journal-7218	228	24	-	-	PUNCT
american_scientific_journal-7218	228	25	score	score	NOUN
american_scientific_journal-7218	228	26	and	and	CCONJ
american_scientific_journal-7218	228	27	support	support	NOUN
american_scientific_journal-7218	228	28	.	.	PUNCT
american_scientific_journal-7218	229	1	the	the	DET
american_scientific_journal-7218	229	2	overall	overall	ADJ
american_scientific_journal-7218	229	3	accuracy	accuracy	NOUN
american_scientific_journal-7218	229	4	was	be	AUX
american_scientific_journal-7218	229	5	calculated	calculate	VERB
american_scientific_journal-7218	229	6	using	use	VERB
american_scientific_journal-7218	229	7	the	the	DET
american_scientific_journal-7218	229	8	sklearn.metrics	sklearn.metric	NOUN
american_scientific_journal-7218	229	9	function	function	NOUN
american_scientific_journal-7218	229	10	.	.	PUNCT
american_scientific_journal-7218	230	1	the	the	DET
american_scientific_journal-7218	230	2	other	other	ADJ
american_scientific_journal-7218	230	3	parameters	parameter	NOUN
american_scientific_journal-7218	230	4	were	be	AUX
american_scientific_journal-7218	230	5	derived	derive	VERB
american_scientific_journal-7218	230	6	in	in	ADP
american_scientific_journal-7218	230	7	this	this	DET
american_scientific_journal-7218	230	8	way	way	NOUN
american_scientific_journal-7218	230	9	also	also	ADV
american_scientific_journal-7218	230	10	.	.	PUNCT
american_scientific_journal-7218	231	1	from	from	ADP
american_scientific_journal-7218	231	2	the	the	DET
american_scientific_journal-7218	231	3	recall	recall	NOUN
american_scientific_journal-7218	231	4	,	,	PUNCT
american_scientific_journal-7218	231	5	the	the	DET
american_scientific_journal-7218	231	6	confusion	confusion	NOUN
american_scientific_journal-7218	231	7	matrix	matrix	NOUN
american_scientific_journal-7218	231	8	for	for	ADP
american_scientific_journal-7218	231	9	the	the	DET
american_scientific_journal-7218	231	10	model	model	NOUN
american_scientific_journal-7218	231	11	was	be	AUX
american_scientific_journal-7218	231	12	derived	derive	VERB
american_scientific_journal-7218	231	13	.	.	PUNCT
american_scientific_journal-7218	232	1	true	true	ADJ
american_scientific_journal-7218	232	2	positives	positive	NOUN
american_scientific_journal-7218	232	3	(	(	PUNCT
american_scientific_journal-7218	232	4	tp	tp	NOUN
american_scientific_journal-7218	232	5	)	)	PUNCT
american_scientific_journal-7218	232	6	is	be	AUX
american_scientific_journal-7218	232	7	the	the	DET
american_scientific_journal-7218	232	8	number	number	NOUN
american_scientific_journal-7218	232	9	of	of	ADP
american_scientific_journal-7218	232	10	times	time	NOUN
american_scientific_journal-7218	232	11	the	the	DET
american_scientific_journal-7218	232	12	model	model	NOUN
american_scientific_journal-7218	232	13	accurately	accurately	ADV
american_scientific_journal-7218	232	14	classified	classify	VERB
american_scientific_journal-7218	232	15	a	a	DET
american_scientific_journal-7218	232	16	true	true	ADJ
american_scientific_journal-7218	232	17	class	class	NOUN
american_scientific_journal-7218	232	18	as	as	ADP
american_scientific_journal-7218	232	19	positive	positive	ADJ
american_scientific_journal-7218	232	20	.	.	PUNCT
american_scientific_journal-7218	233	1	true	true	ADJ
american_scientific_journal-7218	233	2	negative	negative	ADJ
american_scientific_journal-7218	233	3	(	(	PUNCT
american_scientific_journal-7218	233	4	tn	tn	NOUN
american_scientific_journal-7218	233	5	)	)	PUNCT
american_scientific_journal-7218	233	6	is	be	AUX
american_scientific_journal-7218	233	7	the	the	DET
american_scientific_journal-7218	233	8	number	number	NOUN
american_scientific_journal-7218	233	9	of	of	ADP
american_scientific_journal-7218	233	10	times	time	NOUN
american_scientific_journal-7218	233	11	the	the	DET
american_scientific_journal-7218	233	12	model	model	NOUN
american_scientific_journal-7218	233	13	classfied	classfie	VERB
american_scientific_journal-7218	233	14	a	a	DET
american_scientific_journal-7218	233	15	negative	negative	ADJ
american_scientific_journal-7218	233	16	class	class	NOUN
american_scientific_journal-7218	233	17	as	as	ADP
american_scientific_journal-7218	233	18	negative	negative	ADJ
american_scientific_journal-7218	233	19	.	.	PUNCT
american_scientific_journal-7218	234	1	false	false	ADJ
american_scientific_journal-7218	234	2	positive	positive	ADJ
american_scientific_journal-7218	234	3	(	(	PUNCT
american_scientific_journal-7218	234	4	fp	fp	X
american_scientific_journal-7218	234	5	)	)	PUNCT
american_scientific_journal-7218	234	6	is	be	AUX
american_scientific_journal-7218	234	7	a	a	DET
american_scientific_journal-7218	234	8	number	number	NOUN
american_scientific_journal-7218	234	9	of	of	ADP
american_scientific_journal-7218	234	10	times	time	NOUN
american_scientific_journal-7218	234	11	the	the	DET
american_scientific_journal-7218	234	12	model	model	NOUN
american_scientific_journal-7218	234	13	classified	classify	VERB
american_scientific_journal-7218	234	14	a	a	DET
american_scientific_journal-7218	234	15	negative	negative	ADJ
american_scientific_journal-7218	234	16	class	class	NOUN
american_scientific_journal-7218	234	17	as	as	ADP
american_scientific_journal-7218	234	18	positive	positive	ADJ
american_scientific_journal-7218	234	19	.	.	PUNCT
american_scientific_journal-7218	235	1	false	false	ADJ
american_scientific_journal-7218	235	2	negative	negative	ADJ
american_scientific_journal-7218	235	3	(	(	PUNCT
american_scientific_journal-7218	235	4	fn	fn	NOUN
american_scientific_journal-7218	235	5	)	)	PUNCT
american_scientific_journal-7218	235	6	is	be	AUX
american_scientific_journal-7218	235	7	the	the	DET
american_scientific_journal-7218	235	8	number	number	NOUN
american_scientific_journal-7218	235	9	of	of	ADP
american_scientific_journal-7218	235	10	times	time	NOUN
american_scientific_journal-7218	235	11	a	a	DET
american_scientific_journal-7218	235	12	positive	positive	ADJ
american_scientific_journal-7218	235	13	class	class	NOUN
american_scientific_journal-7218	235	14	was	be	AUX
american_scientific_journal-7218	235	15	calculated	calculate	VERB
american_scientific_journal-7218	235	16	as	as	ADP
american_scientific_journal-7218	235	17	negative	negative	ADJ
american_scientific_journal-7218	235	18	.	.	PUNCT
american_scientific_journal-7218	236	1	the	the	DET
american_scientific_journal-7218	236	2	confusion	confusion	NOUN
american_scientific_journal-7218	236	3	matrix	matrix	NOUN
american_scientific_journal-7218	236	4	generated	generate	VERB
american_scientific_journal-7218	236	5	is	be	AUX
american_scientific_journal-7218	236	6	shown	show	VERB
american_scientific_journal-7218	236	7	in	in	ADP
american_scientific_journal-7218	236	8	table	table	NOUN
american_scientific_journal-7218	236	9	2	2	NUM
american_scientific_journal-7218	236	10	shows	show	VERB
american_scientific_journal-7218	236	11	the	the	DET
american_scientific_journal-7218	236	12	comparision	comparision	NOUN
american_scientific_journal-7218	236	13	between	between	ADP
american_scientific_journal-7218	236	14	the	the	DET
american_scientific_journal-7218	236	15	evaluation	evaluation	NOUN
american_scientific_journal-7218	236	16	parameters	parameter	NOUN
american_scientific_journal-7218	236	17	of	of	ADP
american_scientific_journal-7218	236	18	the	the	DET
american_scientific_journal-7218	236	19	proposed	propose	VERB
american_scientific_journal-7218	236	20	model	model	NOUN
american_scientific_journal-7218	236	21	to	to	ADP
american_scientific_journal-7218	236	22	the	the	DET
american_scientific_journal-7218	236	23	existing	exist	VERB
american_scientific_journal-7218	236	24	[	[	PUNCT
american_scientific_journal-7218	236	25	4	4	NUM
american_scientific_journal-7218	236	26	]	]	PUNCT
american_scientific_journal-7218	236	27	model	model	NOUN
american_scientific_journal-7218	236	28	.	.	PUNCT
american_scientific_journal-7218	237	1	the	the	DET
american_scientific_journal-7218	237	2	proposed	propose	VERB
american_scientific_journal-7218	237	3	model	model	NOUN
american_scientific_journal-7218	237	4	recorded	record	VERB
american_scientific_journal-7218	237	5	a	a	DET
american_scientific_journal-7218	237	6	higher	high	ADJ
american_scientific_journal-7218	237	7	percentage	percentage	NOUN
american_scientific_journal-7218	237	8	across	across	ADP
american_scientific_journal-7218	237	9	all	all	DET
american_scientific_journal-7218	237	10	parameters	parameter	NOUN
american_scientific_journal-7218	237	11	,	,	PUNCT
american_scientific_journal-7218	237	12	irrespective	irrespective	ADV
american_scientific_journal-7218	237	13	of	of	ADP
american_scientific_journal-7218	237	14	its	its	PRON
american_scientific_journal-7218	237	15	short	short	ADJ
american_scientific_journal-7218	237	16	execution	execution	NOUN
american_scientific_journal-7218	237	17	time	time	NOUN
american_scientific_journal-7218	237	18	.	.	PUNCT
american_scientific_journal-7218	238	1	table	table	NOUN
american_scientific_journal-7218	238	2	2	2	NUM
american_scientific_journal-7218	238	3	:	:	PUNCT
american_scientific_journal-7218	238	4	performance	performance	NOUN
american_scientific_journal-7218	238	5	evaluation	evaluation	NOUN
american_scientific_journal-7218	238	6	.	.	PUNCT
american_scientific_journal-7218	239	1	parameters	parameter	NOUN
american_scientific_journal-7218	239	2	existing	exist	VERB
american_scientific_journal-7218	239	3	system	system	NOUN
american_scientific_journal-7218	239	4	(	(	PUNCT
american_scientific_journal-7218	239	5	%	%	INTJ
american_scientific_journal-7218	239	6	)	)	PUNCT
american_scientific_journal-7218	239	7	proposed	propose	VERB
american_scientific_journal-7218	239	8	system	system	NOUN
american_scientific_journal-7218	239	9	(	(	PUNCT
american_scientific_journal-7218	239	10	%	%	INTJ
american_scientific_journal-7218	239	11	)	)	PUNCT
american_scientific_journal-7218	239	12	parameters	parameter	NOUN
american_scientific_journal-7218	239	13	average	average	ADJ
american_scientific_journal-7218	239	14	precision	precision	NOUN
american_scientific_journal-7218	239	15	91	91	NUM
american_scientific_journal-7218	239	16	96.7	96.7	NUM
american_scientific_journal-7218	239	17	average	average	ADJ
american_scientific_journal-7218	239	18	precision	precision	NOUN
american_scientific_journal-7218	239	19	average	average	ADJ
american_scientific_journal-7218	239	20	support	support	NOUN
american_scientific_journal-7218	239	21	83	83	NUM
american_scientific_journal-7218	239	22	83.6	83.6	NUM
american_scientific_journal-7218	239	23	average	average	ADJ
american_scientific_journal-7218	239	24	support	support	NOUN
american_scientific_journal-7218	239	25	average	average	ADJ
american_scientific_journal-7218	239	26	f1	f1	NOUN
american_scientific_journal-7218	239	27	-	-	PUNCT
american_scientific_journal-7218	239	28	score	score	NOUN
american_scientific_journal-7218	239	29	91	91	NUM
american_scientific_journal-7218	239	30	97	97	NUM
american_scientific_journal-7218	239	31	average	average	ADJ
american_scientific_journal-7218	239	32	f1	f1	NOUN
american_scientific_journal-7218	239	33	-	-	PUNCT
american_scientific_journal-7218	239	34	score	score	NOUN
american_scientific_journal-7218	239	35	average	average	ADJ
american_scientific_journal-7218	239	36	recall	recall	NOUN
american_scientific_journal-7218	239	37	90	90	NUM
american_scientific_journal-7218	239	38	96	96	NUM
american_scientific_journal-7218	239	39	average	average	ADJ
american_scientific_journal-7218	239	40	recall	recall	NOUN
american_scientific_journal-7218	239	41	overall	overall	ADJ
american_scientific_journal-7218	239	42	accuracy	accuracy	NOUN
american_scientific_journal-7218	239	43	94	94	NUM
american_scientific_journal-7218	239	44	98.56	98.56	NUM
american_scientific_journal-7218	239	45	overall	overall	ADJ
american_scientific_journal-7218	239	46	accuracy	accuracy	NOUN
american_scientific_journal-7218	239	47	f	f	NOUN
american_scientific_journal-7218	239	48	-	-	PUNCT
american_scientific_journal-7218	239	49	beta	beta	ADJ
american_scientific_journal-7218	239	50	89	89	NUM
american_scientific_journal-7218	239	51	96.23	96.23	NUM
american_scientific_journal-7218	239	52	f	f	X
american_scientific_journal-7218	239	53	-	-	PUNCT
american_scientific_journal-7218	239	54	beta	beta	ADJ
american_scientific_journal-7218	239	55	execution	execution	NOUN
american_scientific_journal-7218	239	56	time	time	NOUN
american_scientific_journal-7218	239	57	10	10	NUM
american_scientific_journal-7218	239	58	sec	sec	PROPN
american_scientific_journal-7218	239	59	4	4	NUM
american_scientific_journal-7218	239	60	sec	sec	PROPN
american_scientific_journal-7218	239	61	execution	execution	NOUN
american_scientific_journal-7218	239	62	time	time	NOUN
american_scientific_journal-7218	239	63	7	7	NUM
american_scientific_journal-7218	239	64	.	.	PUNCT
american_scientific_journal-7218	239	65	conclusion	conclusion	NOUN
american_scientific_journal-7218	239	66	the	the	DET
american_scientific_journal-7218	239	67	existing	exist	VERB
american_scientific_journal-7218	239	68	email	email	NOUN
american_scientific_journal-7218	239	69	filtering	filtering	NOUN
american_scientific_journal-7218	239	70	or	or	CCONJ
american_scientific_journal-7218	239	71	classification	classification	NOUN
american_scientific_journal-7218	239	72	systems	system	NOUN
american_scientific_journal-7218	239	73	were	be	AUX
american_scientific_journal-7218	239	74	limited	limit	VERB
american_scientific_journal-7218	239	75	by	by	ADP
american_scientific_journal-7218	239	76	weak	weak	ADJ
american_scientific_journal-7218	239	77	model	model	NOUN
american_scientific_journal-7218	239	78	applications	application	NOUN
american_scientific_journal-7218	239	79	,	,	PUNCT
american_scientific_journal-7218	239	80	lack	lack	NOUN
american_scientific_journal-7218	239	81	of	of	ADP
american_scientific_journal-7218	239	82	user	user	NOUN
american_scientific_journal-7218	239	83	interface	interface	NOUN
american_scientific_journal-7218	239	84	and	and	CCONJ
american_scientific_journal-7218	239	85	visualization	visualization	NOUN
american_scientific_journal-7218	239	86	model	model	NOUN
american_scientific_journal-7218	239	87	for	for	ADP
american_scientific_journal-7218	239	88	spam	spam	NOUN
american_scientific_journal-7218	239	89	classification	classification	NOUN
american_scientific_journal-7218	239	90	results	result	NOUN
american_scientific_journal-7218	239	91	.	.	PUNCT
american_scientific_journal-7218	240	1	in	in	ADP
american_scientific_journal-7218	240	2	this	this	DET
american_scientific_journal-7218	240	3	work	work	NOUN
american_scientific_journal-7218	240	4	,	,	PUNCT
american_scientific_journal-7218	240	5	these	these	DET
american_scientific_journal-7218	240	6	limitations	limitation	NOUN
american_scientific_journal-7218	240	7	were	be	AUX
american_scientific_journal-7218	240	8	addressed	address	VERB
american_scientific_journal-7218	240	9	by	by	ADP
american_scientific_journal-7218	240	10	developing	develop	VERB
american_scientific_journal-7218	240	11	enhanced	enhanced	ADJ
american_scientific_journal-7218	240	12	model	model	NOUN
american_scientific_journal-7218	240	13	using	use	VERB
american_scientific_journal-7218	240	14	lsvm	lsvm	ADJ
american_scientific_journal-7218	240	15	classification	classification	NOUN
american_scientific_journal-7218	240	16	algorithm	algorithm	NOUN
american_scientific_journal-7218	240	17	to	to	PART
american_scientific_journal-7218	240	18	develop	develop	VERB
american_scientific_journal-7218	240	19	a	a	DET
american_scientific_journal-7218	240	20	classification	classification	NOUN
american_scientific_journal-7218	240	21	model	model	NOUN
american_scientific_journal-7218	240	22	for	for	ADP
american_scientific_journal-7218	240	23	email	email	NOUN
american_scientific_journal-7218	240	24	texts	text	NOUN
american_scientific_journal-7218	240	25	.	.	PUNCT
american_scientific_journal-7218	241	1	python	python	PROPN
american_scientific_journal-7218	241	2	was	be	AUX
american_scientific_journal-7218	241	3	used	use	VERB
american_scientific_journal-7218	241	4	to	to	PART
american_scientific_journal-7218	241	5	implement	implement	VERB
american_scientific_journal-7218	241	6	the	the	DET
american_scientific_journal-7218	241	7	model	model	NOUN
american_scientific_journal-7218	241	8	and	and	CCONJ
american_scientific_journal-7218	241	9	flask	flask	NOUN
american_scientific_journal-7218	241	10	was	be	AUX
american_scientific_journal-7218	241	11	used	use	VERB
american_scientific_journal-7218	241	12	to	to	PART
american_scientific_journal-7218	241	13	deploy	deploy	VERB
american_scientific_journal-7218	241	14	the	the	DET
american_scientific_journal-7218	241	15	application	application	NOUN
american_scientific_journal-7218	241	16	on	on	ADP
american_scientific_journal-7218	241	17	a	a	DET
american_scientific_journal-7218	241	18	cloud	cloud	ADJ
american_scientific_journal-7218	241	19	server	server	NOUN
american_scientific_journal-7218	241	20	called	call	VERB
american_scientific_journal-7218	241	21	heroku	heroku	PROPN
american_scientific_journal-7218	241	22	.	.	PUNCT
american_scientific_journal-7218	242	1	email	email	NOUN
american_scientific_journal-7218	242	2	datasets	dataset	NOUN
american_scientific_journal-7218	242	3	containing	contain	VERB
american_scientific_journal-7218	242	4	over	over	ADP
american_scientific_journal-7218	242	5	5,000	5,000	NUM
american_scientific_journal-7218	242	6	email	email	NOUN
american_scientific_journal-7218	242	7	messages	message	NOUN
american_scientific_journal-7218	242	8	and	and	CCONJ
american_scientific_journal-7218	242	9	labels	label	NOUN
american_scientific_journal-7218	242	10	were	be	AUX
american_scientific_journal-7218	242	11	used	use	VERB
american_scientific_journal-7218	242	12	to	to	PART
american_scientific_journal-7218	242	13	train	train	VERB
american_scientific_journal-7218	242	14	and	and	CCONJ
american_scientific_journal-7218	242	15	test	test	VERB
american_scientific_journal-7218	242	16	the	the	DET
american_scientific_journal-7218	242	17	american	american	ADJ
american_scientific_journal-7218	242	18	academic	academic	ADJ
american_scientific_journal-7218	242	19	scientific	scientific	ADJ
american_scientific_journal-7218	242	20	research	research	NOUN
american_scientific_journal-7218	242	21	journal	journal	NOUN
american_scientific_journal-7218	242	22	for	for	ADP
american_scientific_journal-7218	242	23	engineering	engineering	NOUN
american_scientific_journal-7218	242	24	,	,	PUNCT
american_scientific_journal-7218	242	25	technology	technology	NOUN
american_scientific_journal-7218	242	26	,	,	PUNCT
american_scientific_journal-7218	242	27	and	and	CCONJ
american_scientific_journal-7218	242	28	sciences	science	NOUN
american_scientific_journal-7218	242	29	(	(	PUNCT
american_scientific_journal-7218	242	30	asrjets	asrjet	NOUN
american_scientific_journal-7218	242	31	)	)	PUNCT
american_scientific_journal-7218	243	1	(	(	PUNCT
american_scientific_journal-7218	243	2	2022)volume	2022)volume	NUM
american_scientific_journal-7218	243	3	85,no	85,no	PROPN
american_scientific_journal-7218	243	4	1	1	NUM
american_scientific_journal-7218	243	5	,	,	PUNCT
american_scientific_journal-7218	243	6	pp	pp	ADV
american_scientific_journal-7218	243	7	144	144	NUM
american_scientific_journal-7218	243	8	-	-	SYM
american_scientific_journal-7218	243	9	156	156	NUM
american_scientific_journal-7218	243	10	155	155	NUM
american_scientific_journal-7218	243	11	classifier	classifier	NOUN
american_scientific_journal-7218	243	12	and	and	CCONJ
american_scientific_journal-7218	243	13	the	the	DET
american_scientific_journal-7218	243	14	classification	classification	NOUN
american_scientific_journal-7218	243	15	model	model	NOUN
american_scientific_journal-7218	243	16	.	.	PUNCT
american_scientific_journal-7218	244	1	the	the	DET
american_scientific_journal-7218	244	2	model	model	NOUN
american_scientific_journal-7218	244	3	was	be	AUX
american_scientific_journal-7218	244	4	then	then	ADV
american_scientific_journal-7218	244	5	pickled	pickle	VERB
american_scientific_journal-7218	244	6	and	and	CCONJ
american_scientific_journal-7218	244	7	used	use	VERB
american_scientific_journal-7218	244	8	as	as	ADP
american_scientific_journal-7218	244	9	a	a	DET
american_scientific_journal-7218	244	10	script	script	NOUN
american_scientific_journal-7218	244	11	to	to	ADP
american_scientific_journal-7218	244	12	power	power	NOUN
american_scientific_journal-7218	244	13	a	a	DET
american_scientific_journal-7218	244	14	web	web	NOUN
american_scientific_journal-7218	244	15	application	application	NOUN
american_scientific_journal-7218	244	16	for	for	ADP
american_scientific_journal-7218	244	17	handling	handle	VERB
american_scientific_journal-7218	244	18	spam	spam	NOUN
american_scientific_journal-7218	244	19	classification	classification	NOUN
american_scientific_journal-7218	244	20	.	.	PUNCT
american_scientific_journal-7218	245	1	the	the	DET
american_scientific_journal-7218	245	2	classification	classification	NOUN
american_scientific_journal-7218	245	3	accuracy	accuracy	NOUN
american_scientific_journal-7218	245	4	was	be	AUX
american_scientific_journal-7218	245	5	gotten	get	VERB
american_scientific_journal-7218	245	6	to	to	PART
american_scientific_journal-7218	245	7	be	be	AUX
american_scientific_journal-7218	245	8	98.56	98.56	NUM
american_scientific_journal-7218	245	9	%	%	NOUN
american_scientific_journal-7218	245	10	,	,	PUNCT
american_scientific_journal-7218	245	11	with	with	ADP
american_scientific_journal-7218	245	12	1424	1424	NUM
american_scientific_journal-7218	245	13	correct	correct	ADJ
american_scientific_journal-7218	245	14	predictions	prediction	NOUN
american_scientific_journal-7218	245	15	and	and	CCONJ
american_scientific_journal-7218	245	16	10	10	NUM
american_scientific_journal-7218	245	17	wrong	wrong	ADJ
american_scientific_journal-7218	245	18	classifications	classification	NOUN
american_scientific_journal-7218	245	19	.	.	PUNCT
american_scientific_journal-7218	246	1	the	the	DET
american_scientific_journal-7218	246	2	model	model	NOUN
american_scientific_journal-7218	246	3	was	be	AUX
american_scientific_journal-7218	246	4	executed	execute	VERB
american_scientific_journal-7218	246	5	in	in	ADP
american_scientific_journal-7218	246	6	4	4	NUM
american_scientific_journal-7218	246	7	seconds	second	NOUN
american_scientific_journal-7218	246	8	which	which	PRON
american_scientific_journal-7218	246	9	demonstrates	demonstrate	VERB
american_scientific_journal-7218	246	10	no	no	DET
american_scientific_journal-7218	246	11	time	time	NOUN
american_scientific_journal-7218	246	12	complexity	complexity	NOUN
american_scientific_journal-7218	246	13	issues	issue	NOUN
american_scientific_journal-7218	246	14	.	.	PUNCT
american_scientific_journal-7218	247	1	references	reference	NOUN
american_scientific_journal-7218	247	2	[	[	X
american_scientific_journal-7218	247	3	1	1	NUM
american_scientific_journal-7218	247	4	]	]	PUNCT
american_scientific_journal-7218	247	5	.	.	PUNCT
american_scientific_journal-7218	248	1	abebaw	abebaw	PROPN
american_scientific_journal-7218	248	2	,	,	PUNCT
american_scientific_journal-7218	248	3	t.	t.	NOUN
american_scientific_journal-7218	248	4	“	"	PUNCT
american_scientific_journal-7218	248	5	applying	apply	VERB
american_scientific_journal-7218	248	6	thesaurus	thesaurus	NOUN
american_scientific_journal-7218	248	7	based	base	VERB
american_scientific_journal-7218	248	8	semantic	semantic	ADJ
american_scientific_journal-7218	248	9	compression	compression	NOUN
american_scientific_journal-7218	248	10	for	for	ADP
american_scientific_journal-7218	248	11	improving	improve	VERB
american_scientific_journal-7218	248	12	the	the	DET
american_scientific_journal-7218	248	13	performance	performance	NOUN
american_scientific_journal-7218	248	14	of	of	ADP
american_scientific_journal-7218	248	15	amharic	amharic	ADJ
american_scientific_journal-7218	248	16	text	text	NOUN
american_scientific_journal-7218	248	17	retrieval	retrieval	NOUN
american_scientific_journal-7218	248	18	”	"	PUNCT
american_scientific_journal-7218	248	19	.	.	PUNCT
american_scientific_journal-7218	249	1	m.sc	m.sc	NOUN
american_scientific_journal-7218	249	2	thesis	thesis	NOUN
american_scientific_journal-7218	249	3	,	,	PUNCT
american_scientific_journal-7218	249	4	university	university	NOUN
american_scientific_journal-7218	249	5	of	of	ADP
american_scientific_journal-7218	249	6	gondar	gondar	NOUN
american_scientific_journal-7218	249	7	.	.	PUNCT
american_scientific_journal-7218	250	1	pp	pp	ADJ
american_scientific_journal-7218	250	2	.	.	PUNCT
american_scientific_journal-7218	251	1	1	1	NUM
american_scientific_journal-7218	251	2	-	-	SYM
american_scientific_journal-7218	251	3	80	80	NUM
american_scientific_journal-7218	251	4	,	,	PUNCT
american_scientific_journal-7218	251	5	2014	2014	NUM
american_scientific_journal-7218	251	6	.	.	PUNCT
american_scientific_journal-7218	252	1	[	[	X
american_scientific_journal-7218	252	2	2	2	NUM
american_scientific_journal-7218	252	3	]	]	PUNCT
american_scientific_journal-7218	252	4	.	.	PUNCT
american_scientific_journal-7218	253	1	aseervatham	aseervatham	PROPN
american_scientific_journal-7218	253	2	,	,	PUNCT
american_scientific_journal-7218	253	3	s.	s.	PROPN
american_scientific_journal-7218	253	4	,	,	PUNCT
american_scientific_journal-7218	253	5	antoniadis	antoniadis	PROPN
american_scientific_journal-7218	253	6	,	,	PUNCT
american_scientific_journal-7218	253	7	a.	a.	NOUN
american_scientific_journal-7218	253	8	,	,	PUNCT
american_scientific_journal-7218	253	9	gaussier	gaussier	NOUN
american_scientific_journal-7218	253	10	,	,	PUNCT
american_scientific_journal-7218	253	11	e.	e.	PROPN
american_scientific_journal-7218	253	12	,	,	PUNCT
american_scientific_journal-7218	253	13	burlet	burlet	NOUN
american_scientific_journal-7218	253	14	,	,	PUNCT
american_scientific_journal-7218	253	15	m.	m.	NOUN
american_scientific_journal-7218	253	16	&	&	CCONJ
american_scientific_journal-7218	253	17	denneulin	denneulin	PROPN
american_scientific_journal-7218	253	18	,	,	PUNCT
american_scientific_journal-7218	253	19	yves	yve	NOUN
american_scientific_journal-7218	253	20	.	.	PUNCT
american_scientific_journal-7218	254	1	“	"	PUNCT
american_scientific_journal-7218	254	2	a	a	DET
american_scientific_journal-7218	254	3	sparse	sparse	ADJ
american_scientific_journal-7218	254	4	version	version	NOUN
american_scientific_journal-7218	254	5	of	of	ADP
american_scientific_journal-7218	254	6	the	the	DET
american_scientific_journal-7218	254	7	ridge	ridge	NOUN
american_scientific_journal-7218	254	8	logistic	logistic	ADJ
american_scientific_journal-7218	254	9	regression	regression	NOUN
american_scientific_journal-7218	254	10	for	for	ADP
american_scientific_journal-7218	254	11	large	large	ADJ
american_scientific_journal-7218	254	12	-	-	PUNCT
american_scientific_journal-7218	254	13	scale	scale	NOUN
american_scientific_journal-7218	254	14	text	text	NOUN
american_scientific_journal-7218	254	15	categorization	categorization	NOUN
american_scientific_journal-7218	254	16	”	"	PUNCT
american_scientific_journal-7218	254	17	.	.	PUNCT
american_scientific_journal-7218	255	1	pattern	pattern	NOUN
american_scientific_journal-7218	255	2	recognition	recognition	NOUN
american_scientific_journal-7218	255	3	letters	letter	NOUN
american_scientific_journal-7218	255	4	.	.	PUNCT
american_scientific_journal-7218	256	1	32	32	NUM
american_scientific_journal-7218	256	2	.	.	X
american_scientific_journal-7218	257	1	101	101	NUM
american_scientific_journal-7218	257	2	-	-	SYM
american_scientific_journal-7218	257	3	106	106	NUM
american_scientific_journal-7218	257	4	.	.	PUNCT
american_scientific_journal-7218	258	1	10.1016	10.1016	NUM
american_scientific_journal-7218	258	2	/	/	SYM
american_scientific_journal-7218	258	3	j.patrec.2010.09.023	j.patrec.2010.09.023	PROPN
american_scientific_journal-7218	258	4	,	,	PUNCT
american_scientific_journal-7218	258	5	2011	2011	NUM
american_scientific_journal-7218	258	6	.	.	PUNCT
american_scientific_journal-7218	259	1	[	[	X
american_scientific_journal-7218	259	2	3	3	NUM
american_scientific_journal-7218	259	3	]	]	PUNCT
american_scientific_journal-7218	259	4	.	.	PUNCT
american_scientific_journal-7218	260	1	aski	aski	PROPN
american_scientific_journal-7218	260	2	,	,	PUNCT
american_scientific_journal-7218	260	3	a.	a.	PROPN
american_scientific_journal-7218	260	4	s.	s.	PROPN
american_scientific_journal-7218	260	5	&	&	CCONJ
american_scientific_journal-7218	260	6	sourati	sourati	PROPN
american_scientific_journal-7218	260	7	,	,	PUNCT
american_scientific_journal-7218	260	8	n.	n.	PROPN
american_scientific_journal-7218	260	9	k.	k.	PROPN
american_scientific_journal-7218	261	1	“	"	PUNCT
american_scientific_journal-7218	261	2	proposed	propose	VERB
american_scientific_journal-7218	261	3	efficient	efficient	ADJ
american_scientific_journal-7218	261	4	algorithm	algorithm	NOUN
american_scientific_journal-7218	261	5	to	to	PART
american_scientific_journal-7218	261	6	filter	filter	NOUN
american_scientific_journal-7218	261	7	spam	spam	NOUN
american_scientific_journal-7218	261	8	using	use	VERB
american_scientific_journal-7218	261	9	machine	machine	NOUN
american_scientific_journal-7218	261	10	learning	learn	VERB
american_scientific_journal-7218	261	11	techniques	technique	NOUN
american_scientific_journal-7218	261	12	.	.	PUNCT
american_scientific_journal-7218	261	13	”	"	PUNCT
american_scientific_journal-7218	262	1	pacific	pacific	PROPN
american_scientific_journal-7218	262	2	science	science	PROPN
american_scientific_journal-7218	262	3	review	review	VERB
american_scientific_journal-7218	262	4	a	a	DET
american_scientific_journal-7218	262	5	:	:	PUNCT
american_scientific_journal-7218	262	6	natural	natural	ADJ
american_scientific_journal-7218	262	7	science	science	NOUN
american_scientific_journal-7218	262	8	and	and	CCONJ
american_scientific_journal-7218	262	9	engineering	engineering	NOUN
american_scientific_journal-7218	262	10	,	,	PUNCT
american_scientific_journal-7218	262	11	18(2	18(2	NUM
american_scientific_journal-7218	262	12	)	)	PUNCT
american_scientific_journal-7218	262	13	,	,	PUNCT
american_scientific_journal-7218	262	14	145	145	NUM
american_scientific_journal-7218	262	15	-	-	SYM
american_scientific_journal-7218	262	16	149	149	NUM
american_scientific_journal-7218	262	17	,	,	PUNCT
american_scientific_journal-7218	262	18	2016	2016	NUM
american_scientific_journal-7218	262	19	.	.	PUNCT
american_scientific_journal-7218	263	1	[	[	X
american_scientific_journal-7218	263	2	4	4	NUM
american_scientific_journal-7218	263	3	]	]	PUNCT
american_scientific_journal-7218	263	4	.	.	PUNCT
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american_scientific_journal-7218	264	2	,	,	PUNCT
american_scientific_journal-7218	264	3	e.	e.	PROPN
american_scientific_journal-7218	264	4	m.	m.	PROPN
american_scientific_journal-7218	264	5	,	,	PUNCT
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american_scientific_journal-7218	264	7	,	,	PUNCT
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american_scientific_journal-7218	264	9	,	,	PUNCT
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american_scientific_journal-7218	264	11	,	,	PUNCT
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american_scientific_journal-7218	264	13	&	&	CCONJ
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american_scientific_journal-7218	264	15	,	,	PUNCT
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american_scientific_journal-7218	265	1	“	"	PUNCT
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american_scientific_journal-7218	265	4	classification	classification	NOUN
american_scientific_journal-7218	265	5	approach	approach	NOUN
american_scientific_journal-7218	265	6	based	base	VERB
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american_scientific_journal-7218	265	8	semantic	semantic	ADJ
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american_scientific_journal-7218	265	10	.	.	PUNCT
american_scientific_journal-7218	265	11	”	"	PUNCT
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american_scientific_journal-7218	266	3	engineering	engineering	PROPN
american_scientific_journal-7218	266	4	journal.9	journal.9	PROPN
american_scientific_journal-7218	266	5	,	,	PUNCT
american_scientific_journal-7218	266	6	3259	3259	NUM
american_scientific_journal-7218	266	7	-	-	SYM
american_scientific_journal-7218	266	8	3269	3269	NUM
american_scientific_journal-7218	266	9	,	,	PUNCT
american_scientific_journal-7218	266	10	2018	2018	NUM
american_scientific_journal-7218	266	11	.	.	PUNCT
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american_scientific_journal-7218	267	2	5	5	NUM
american_scientific_journal-7218	267	3	]	]	PUNCT
american_scientific_journal-7218	267	4	.	.	PUNCT
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american_scientific_journal-7218	267	6	,	,	PUNCT
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american_scientific_journal-7218	267	8	,	,	PUNCT
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american_scientific_journal-7218	267	10	,	,	PUNCT
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american_scientific_journal-7218	267	12	&	&	CCONJ
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american_scientific_journal-7218	267	14	,	,	PUNCT
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american_scientific_journal-7218	267	16	“	"	PUNCT
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american_scientific_journal-7218	267	18	to	to	PART
american_scientific_journal-7218	267	19	match	match	VERB
american_scientific_journal-7218	267	20	using	use	VERB
american_scientific_journal-7218	267	21	local	local	ADJ
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american_scientific_journal-7218	267	23	distributed	distributed	ADJ
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american_scientific_journal-7218	267	25	of	of	ADP
american_scientific_journal-7218	267	26	text	text	NOUN
american_scientific_journal-7218	267	27	for	for	ADP
american_scientific_journal-7218	267	28	web	web	NOUN
american_scientific_journal-7218	267	29	search	search	NOUN
american_scientific_journal-7218	267	30	.	.	PUNCT
american_scientific_journal-7218	268	1	”	"	PUNCT
american_scientific_journal-7218	269	1	international	international	ADJ
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american_scientific_journal-7218	269	3	wide	wide	ADJ
american_scientific_journal-7218	269	4	web	web	NOUN
american_scientific_journal-7218	269	5	conference	conference	NOUN
american_scientific_journal-7218	269	6	,	,	PUNCT
american_scientific_journal-7218	269	7	committee	committee	NOUN
american_scientific_journal-7218	269	8	.	.	PUNCT
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american_scientific_journal-7218	270	2	:	:	PUNCT
american_scientific_journal-7218	270	3	acm	acm	PROPN
american_scientific_journal-7218	270	4	,	,	PUNCT
american_scientific_journal-7218	270	5	2017	2017	NUM
american_scientific_journal-7218	270	6	.	.	PUNCT
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american_scientific_journal-7218	271	2	6	6	NUM
american_scientific_journal-7218	271	3	]	]	PUNCT
american_scientific_journal-7218	271	4	.	.	PUNCT
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american_scientific_journal-7218	272	2	,	,	PUNCT
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american_scientific_journal-7218	272	4	,	,	PUNCT
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american_scientific_journal-7218	272	6	,	,	PUNCT
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american_scientific_journal-7218	272	8	,	,	PUNCT
american_scientific_journal-7218	272	9	&	&	CCONJ
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american_scientific_journal-7218	272	11	,	,	PUNCT
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american_scientific_journal-7218	272	13	“	"	PUNCT
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american_scientific_journal-7218	272	15	spam	spam	NOUN
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american_scientific_journal-7218	272	17	using	use	VERB
american_scientific_journal-7218	272	18	supervised	supervised	ADJ
american_scientific_journal-7218	272	19	machine	machine	NOUN
american_scientific_journal-7218	272	20	learning	learn	VERB
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american_scientific_journal-7218	272	22	.	.	PUNCT
american_scientific_journal-7218	272	23	”	"	PUNCT
american_scientific_journal-7218	273	1	international	international	ADJ
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american_scientific_journal-7218	273	3	of	of	ADP
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american_scientific_journal-7218	273	5	.	.	PUNCT
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american_scientific_journal-7218	274	2	and	and	CCONJ
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american_scientific_journal-7218	274	4	)	)	PUNCT
american_scientific_journal-7218	274	5	,	,	PUNCT
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american_scientific_journal-7218	274	7	,	,	PUNCT
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american_scientific_journal-7218	274	9	.	.	PUNCT
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american_scientific_journal-7218	275	3	]	]	PUNCT
american_scientific_journal-7218	275	4	.	.	PUNCT
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american_scientific_journal-7218	276	2	,	,	PUNCT
american_scientific_journal-7218	276	3	e.	e.	PROPN
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american_scientific_journal-7218	276	5	,	,	PUNCT
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american_scientific_journal-7218	276	7	,	,	PUNCT
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american_scientific_journal-7218	276	10	,	,	PUNCT
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american_scientific_journal-7218	276	14	,	,	PUNCT
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american_scientific_journal-7218	276	16	,	,	PUNCT
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american_scientific_journal-7218	276	19	,	,	PUNCT
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american_scientific_journal-7218	276	21	,	,	PUNCT
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american_scientific_journal-7218	276	24	&	&	CCONJ
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american_scientific_journal-7218	276	26	,	,	PUNCT
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american_scientific_journal-7218	276	29	“	"	PUNCT
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american_scientific_journal-7218	276	34	-	-	NOUN
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american_scientific_journal-7218	276	38	:	:	PUNCT
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american_scientific_journal-7218	276	46	.	.	PUNCT
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american_scientific_journal-7218	277	2	,	,	PUNCT
american_scientific_journal-7218	277	3	5(1	5(1	NUM
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american_scientific_journal-7218	277	5	,	,	PUNCT
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american_scientific_journal-7218	277	7	,	,	PUNCT
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american_scientific_journal-7218	277	9	.	.	PUNCT
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american_scientific_journal-7218	278	4	.	.	PUNCT
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american_scientific_journal-7218	279	2	,	,	PUNCT
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american_scientific_journal-7218	279	4	&	&	CCONJ
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american_scientific_journal-7218	279	6	,	,	PUNCT
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american_scientific_journal-7218	279	8	“	"	PUNCT
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american_scientific_journal-7218	279	22	:	:	PUNCT
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american_scientific_journal-7218	279	29	/	/	SYM
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american_scientific_journal-7218	279	31	/	/	SYM
american_scientific_journal-7218	279	32	acm	acm	PROPN
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american_scientific_journal-7218	279	35	on	on	ADP
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american_scientific_journal-7218	279	40	.	.	PUNCT
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american_scientific_journal-7218	281	2	,	,	PUNCT
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american_scientific_journal-7218	282	4	.	.	PUNCT
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american_scientific_journal-7218	283	2	-	-	SYM
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american_scientific_journal-7218	283	4	,	,	PUNCT
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american_scientific_journal-7218	284	12	&	&	CCONJ
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american_scientific_journal-7218	284	27	.	.	PUNCT
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american_scientific_journal-7218	284	30	,	,	PUNCT
american_scientific_journal-7218	284	31	1	1	NUM
american_scientific_journal-7218	284	32	-	-	SYM
american_scientific_journal-7218	284	33	10	10	NUM
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american_scientific_journal-7218	286	36	,	,	PUNCT
american_scientific_journal-7218	286	37	and	and	CCONJ
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american_scientific_journal-7218	286	40	traffic	traffic	NOUN
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american_scientific_journal-7218	286	42	.	.	PUNCT
american_scientific_journal-7218	286	43	”	"	PUNCT
american_scientific_journal-7218	286	44	ieee	ieee	PROPN
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american_scientific_journal-7218	286	46	.	.	PUNCT
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american_scientific_journal-7218	287	2	.	.	PUNCT
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american_scientific_journal-7218	288	2	-	-	SYM
american_scientific_journal-7218	288	3	112	112	NUM
american_scientific_journal-7218	288	4	,	,	PUNCT
american_scientific_journal-7218	288	5	2016	2016	NUM
american_scientific_journal-7218	288	6	.	.	PUNCT
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american_scientific_journal-7218	289	2	12	12	NUM
american_scientific_journal-7218	289	3	]	]	PUNCT
american_scientific_journal-7218	289	4	.	.	PUNCT
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american_scientific_journal-7218	290	2	,	,	PUNCT
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american_scientific_journal-7218	290	5	,	,	PUNCT
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american_scientific_journal-7218	290	11	,	,	PUNCT
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american_scientific_journal-7218	290	13	,	,	PUNCT
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american_scientific_journal-7218	290	15	&	&	CCONJ
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american_scientific_journal-7218	290	19	“	"	PUNCT
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american_scientific_journal-7218	290	22	-	-	PUNCT
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american_scientific_journal-7218	290	25	for	for	ADP
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american_scientific_journal-7218	290	32	.	.	PUNCT
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american_scientific_journal-7218	291	3	,	,	PUNCT
american_scientific_journal-7218	291	4	24(13	24(13	NUM
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american_scientific_journal-7218	292	1	96259638	96259638	NUM
american_scientific_journal-7218	292	2	,	,	PUNCT
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american_scientific_journal-7218	292	4	.	.	PUNCT
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american_scientific_journal-7218	293	3	]	]	PUNCT
american_scientific_journal-7218	293	4	.	.	PUNCT
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american_scientific_journal-7218	293	6	,	,	PUNCT
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american_scientific_journal-7218	293	8	,	,	PUNCT
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american_scientific_journal-7218	293	10	,	,	PUNCT
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american_scientific_journal-7218	293	12	,	,	PUNCT
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american_scientific_journal-7218	293	14	,	,	PUNCT
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american_scientific_journal-7218	293	16	&	&	CCONJ
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american_scientific_journal-7218	293	18	,	,	PUNCT
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american_scientific_journal-7218	293	20	“	"	PUNCT
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american_scientific_journal-7218	293	32	.	.	PUNCT
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american_scientific_journal-7218	294	3	of	of	ADP
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american_scientific_journal-7218	294	6	computing	computing	NOUN
american_scientific_journal-7218	294	7	,	,	PUNCT
american_scientific_journal-7218	294	8	15	15	NUM
american_scientific_journal-7218	294	9	,	,	PUNCT
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american_scientific_journal-7218	294	11	-	-	SYM
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american_scientific_journal-7218	294	13	.	.	PUNCT
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american_scientific_journal-7218	295	2	/	/	SYM
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american_scientific_journal-7218	295	4	-	-	PUNCT
american_scientific_journal-7218	295	5	015	015	NUM
american_scientific_journal-7218	295	6	-	-	PUNCT
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american_scientific_journal-7218	295	8	-	-	PUNCT
american_scientific_journal-7218	295	9	z.	z.	PROPN
american_scientific_journal-7218	295	10	,	,	PUNCT
american_scientific_journal-7218	295	11	2016	2016	NUM
american_scientific_journal-7218	295	12	.	.	PUNCT
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american_scientific_journal-7218	296	4	.	.	PUNCT
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american_scientific_journal-7218	297	2	,	,	PUNCT
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american_scientific_journal-7218	297	4	,	,	PUNCT
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american_scientific_journal-7218	297	6	,	,	PUNCT
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american_scientific_journal-7218	297	8	,	,	PUNCT
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american_scientific_journal-7218	297	14	,	,	PUNCT
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american_scientific_journal-7218	297	16	&	&	CCONJ
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american_scientific_journal-7218	297	24	-	-	PUNCT
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american_scientific_journal-7218	297	31	.	.	PUNCT
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american_scientific_journal-7218	298	2	-	-	SYM
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american_scientific_journal-7218	298	4	,	,	PUNCT
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american_scientific_journal-7218	299	6	,	,	PUNCT
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american_scientific_journal-7218	299	8	“	"	PUNCT
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american_scientific_journal-7218	299	13	vector	vector	NOUN
american_scientific_journal-7218	299	14	machines	machine	NOUN
american_scientific_journal-7218	299	15	:	:	PUNCT
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american_scientific_journal-7218	299	21	”	"	PUNCT
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american_scientific_journal-7218	300	1	1	1	NUM
american_scientific_journal-7218	300	2	-	-	SYM
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american_scientific_journal-7218	300	4	,	,	PUNCT
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american_scientific_journal-7218	300	6	.	.	PUNCT
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american_scientific_journal-7218	301	4	.	.	PUNCT
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american_scientific_journal-7218	302	2	,	,	PUNCT
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american_scientific_journal-7218	302	4	,	,	PUNCT
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american_scientific_journal-7218	302	6	-	-	PUNCT
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american_scientific_journal-7218	302	22	“	"	PUNCT
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american_scientific_journal-7218	302	26	academic	academic	ADJ
american_scientific_journal-7218	302	27	scientific	scientific	ADJ
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american_scientific_journal-7218	302	29	journal	journal	NOUN
american_scientific_journal-7218	302	30	for	for	ADP
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american_scientific_journal-7218	302	32	,	,	PUNCT
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american_scientific_journal-7218	302	34	,	,	PUNCT
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american_scientific_journal-7218	303	2	-	-	PUNCT
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american_scientific_journal-7218	303	5	,	,	PUNCT
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american_scientific_journal-7218	303	7	,	,	PUNCT
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american_scientific_journal-7218	303	9	-	-	SYM
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american_scientific_journal-7218	304	2	/	/	SYM
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american_scientific_journal-7218	304	6	.	.	PUNCT
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american_scientific_journal-7218	305	4	.	.	PUNCT
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american_scientific_journal-7218	306	28	.	.	PUNCT
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american_scientific_journal-7218	307	4	/	/	SYM
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american_scientific_journal-7218	307	6	,	,	PUNCT
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american_scientific_journal-7218	309	4	&	&	CCONJ
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american_scientific_journal-7218	309	6	,	,	PUNCT
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american_scientific_journal-7218	309	8	“	"	PUNCT
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american_scientific_journal-7218	310	2	,	,	PUNCT
american_scientific_journal-7218	310	3	2	2	NUM
american_scientific_journal-7218	310	4	,	,	PUNCT
american_scientific_journal-7218	310	5	1	1	NUM
american_scientific_journal-7218	310	6	-	-	SYM
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american_scientific_journal-7218	312	8	&	&	CCONJ
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american_scientific_journal-7218	312	10	,	,	PUNCT
american_scientific_journal-7218	312	11	s.	s.	PROPN
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american_scientific_journal-7218	312	13	“	"	PUNCT
american_scientific_journal-7218	312	14	text	text	NOUN
american_scientific_journal-7218	312	15	classification	classification	NOUN
american_scientific_journal-7218	312	16	using	use	VERB
american_scientific_journal-7218	312	17	machine	machine	NOUN
american_scientific_journal-7218	312	18	learning	learning	NOUN
american_scientific_journal-7218	312	19	and	and	CCONJ
american_scientific_journal-7218	312	20	deep	deep	ADJ
american_scientific_journal-7218	312	21	learning	learning	NOUN
american_scientific_journal-7218	312	22	models	model	NOUN
american_scientific_journal-7218	312	23	.	.	PUNCT
american_scientific_journal-7218	312	24	”	"	PUNCT
american_scientific_journal-7218	313	1	international	international	ADJ
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american_scientific_journal-7218	313	3	on	on	ADP
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american_scientific_journal-7218	313	5	intelligence	intelligence	NOUN
american_scientific_journal-7218	313	6	in	in	ADP
american_scientific_journal-7218	313	7	manufacturing	manufacturing	NOUN
american_scientific_journal-7218	313	8	&	&	CCONJ
american_scientific_journal-7218	313	9	renewable	renewable	ADJ
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american_scientific_journal-7218	313	11	,	,	PUNCT
american_scientific_journal-7218	313	12	17	17	NUM
american_scientific_journal-7218	313	13	,	,	PUNCT
american_scientific_journal-7218	313	14	2019	2019	NUM
american_scientific_journal-7218	313	15	.	.	PUNCT
american_scientific_journal-7218	314	1	[	[	X
american_scientific_journal-7218	314	2	20	20	NUM
american_scientific_journal-7218	314	3	]	]	PUNCT
american_scientific_journal-7218	314	4	.	.	PUNCT
american_scientific_journal-7218	315	1	korde	korde	PROPN
american_scientific_journal-7218	315	2	,	,	PUNCT
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american_scientific_journal-7218	315	4	“	"	PUNCT
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american_scientific_journal-7218	315	6	classification	classification	NOUN
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american_scientific_journal-7218	315	9	:	:	PUNCT
american_scientific_journal-7218	315	10	a	a	DET
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american_scientific_journal-7218	315	12	.	.	PUNCT
american_scientific_journal-7218	315	13	”	"	PUNCT
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american_scientific_journal-7218	316	3	of	of	ADP
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american_scientific_journal-7218	316	6	of	of	ADP
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american_scientific_journal-7218	316	8	2016	2016	NUM
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american_scientific_journal-7218	316	10	conference	conference	NOUN
american_scientific_journal-7218	316	11	on	on	ADP
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american_scientific_journal-7218	316	13	science	science	NOUN
american_scientific_journal-7218	316	14	and	and	CCONJ
american_scientific_journal-7218	316	15	information	information	NOUN
american_scientific_journal-7218	316	16	2016	2016	NUM
american_scientific_journal-7218	316	17	.	.	PUNCT
american_scientific_journal-7218	317	1	[	[	X
american_scientific_journal-7218	317	2	21	21	NUM
american_scientific_journal-7218	317	3	]	]	PUNCT
american_scientific_journal-7218	317	4	.	.	PUNCT
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american_scientific_journal-7218	317	6	,	,	PUNCT
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american_scientific_journal-7218	317	8	,	,	PUNCT
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american_scientific_journal-7218	317	10	,	,	PUNCT
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american_scientific_journal-7218	317	12	,	,	PUNCT
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american_scientific_journal-7218	317	14	,	,	PUNCT
american_scientific_journal-7218	317	15	d.	d.	PROPN
american_scientific_journal-7218	317	16	&	&	CCONJ
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american_scientific_journal-7218	317	18	,	,	PUNCT
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american_scientific_journal-7218	317	20	(	(	PUNCT
american_scientific_journal-7218	317	21	2003	2003	NUM
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american_scientific_journal-7218	317	23	.	.	PUNCT
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american_scientific_journal-7218	318	4	information	information	NOUN
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american_scientific_journal-7218	318	6	using	use	VERB
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american_scientific_journal-7218	318	9	.	.	PUNCT
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american_scientific_journal-7218	319	2	from	from	ADP
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american_scientific_journal-7218	319	5	,	,	PUNCT
american_scientific_journal-7218	319	6	299	299	NUM
american_scientific_journal-7218	319	7	-	-	SYM
american_scientific_journal-7218	319	8	304	304	NUM
american_scientific_journal-7218	319	9	.	.	PUNCT
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american_scientific_journal-7218	320	2	22	22	NUM
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american_scientific_journal-7218	320	4	.	.	PUNCT
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american_scientific_journal-7218	321	2	,	,	PUNCT
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american_scientific_journal-7218	321	4	,	,	PUNCT
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american_scientific_journal-7218	321	6	,	,	PUNCT
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american_scientific_journal-7218	321	8	,	,	PUNCT
american_scientific_journal-7218	321	9	&	&	CCONJ
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american_scientific_journal-7218	321	11	,	,	PUNCT
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american_scientific_journal-7218	321	13	“	"	PUNCT
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american_scientific_journal-7218	322	2	-	-	PUNCT
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american_scientific_journal-7218	322	5	,	,	PUNCT
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american_scientific_journal-7218	322	8	,	,	PUNCT
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american_scientific_journal-7218	322	10	-	-	SYM
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american_scientific_journal-7218	323	4	.	.	PUNCT
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american_scientific_journal-7218	324	2	,	,	PUNCT
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american_scientific_journal-7218	324	4	,	,	PUNCT
american_scientific_journal-7218	324	5	&	&	CCONJ
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american_scientific_journal-7218	324	7	,	,	PUNCT
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american_scientific_journal-7218	324	13	:	:	PUNCT
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american_scientific_journal-7218	325	3	of	of	ADP
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american_scientific_journal-7218	325	5	,	,	PUNCT
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american_scientific_journal-7218	325	7	,	,	PUNCT
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american_scientific_journal-7218	325	10	,	,	PUNCT
american_scientific_journal-7218	325	11	13	13	NUM
american_scientific_journal-7218	325	12	,	,	PUNCT
american_scientific_journal-7218	325	13	117	117	NUM
american_scientific_journal-7218	325	14	-	-	SYM
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american_scientific_journal-7218	326	4	.	.	PUNCT
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american_scientific_journal-7218	327	2	,	,	PUNCT
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american_scientific_journal-7218	327	10	:	:	PUNCT
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american_scientific_journal-7218	327	13	:	:	PUNCT
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american_scientific_journal-7218	327	17	.	.	PUNCT
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american_scientific_journal-7218	329	2	,	,	PUNCT
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american_scientific_journal-7218	329	4	.	.	PUNCT
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