id	sid	tid	token	lemma	pos
american_scientific_journal-5736	1	1	95	95	NUM
american_scientific_journal-5736	1	2	american	american	ADJ
american_scientific_journal-5736	1	3	scientific	scientific	ADJ
american_scientific_journal-5736	1	4	research	research	NOUN
american_scientific_journal-5736	1	5	journal	journal	NOUN
american_scientific_journal-5736	1	6	for	for	ADP
american_scientific_journal-5736	1	7	engineering	engineering	NOUN
american_scientific_journal-5736	1	8	,	,	PUNCT
american_scientific_journal-5736	1	9	technology	technology	NOUN
american_scientific_journal-5736	1	10	,	,	PUNCT
american_scientific_journal-5736	1	11	and	and	CCONJ
american_scientific_journal-5736	1	12	sciences	science	NOUN
american_scientific_journal-5736	1	13	(	(	PUNCT
american_scientific_journal-5736	1	14	asrjets	asrjet	NOUN
american_scientific_journal-5736	1	15	)	)	PUNCT
american_scientific_journal-5736	1	16	issn	issn	PROPN
american_scientific_journal-5736	1	17	(	(	PUNCT
american_scientific_journal-5736	1	18	print	print	NOUN
american_scientific_journal-5736	1	19	)	)	PUNCT
american_scientific_journal-5736	1	20	2313	2313	NUM
american_scientific_journal-5736	1	21	-	-	SYM
american_scientific_journal-5736	1	22	4410	4410	NUM
american_scientific_journal-5736	1	23	,	,	PUNCT
american_scientific_journal-5736	1	24	issn	issn	PROPN
american_scientific_journal-5736	1	25	(	(	PUNCT
american_scientific_journal-5736	1	26	online	online	ADJ
american_scientific_journal-5736	1	27	)	)	PUNCT
american_scientific_journal-5736	1	28	2313	2313	NUM
american_scientific_journal-5736	1	29	-	-	SYM
american_scientific_journal-5736	1	30	4402	4402	NUM
american_scientific_journal-5736	1	31	©	©	PROPN
american_scientific_journal-5736	1	32	global	global	ADJ
american_scientific_journal-5736	1	33	society	society	NOUN
american_scientific_journal-5736	1	34	of	of	ADP
american_scientific_journal-5736	1	35	scientific	scientific	ADJ
american_scientific_journal-5736	1	36	research	research	NOUN
american_scientific_journal-5736	1	37	and	and	CCONJ
american_scientific_journal-5736	1	38	researchers	researcher	NOUN
american_scientific_journal-5736	1	39	http://asrjetsjournal.org/	http://asrjetsjournal.org/	NOUN
american_scientific_journal-5736	1	40	analysis	analysis	NOUN
american_scientific_journal-5736	1	41	and	and	CCONJ
american_scientific_journal-5736	1	42	detection	detection	NOUN
american_scientific_journal-5736	1	43	of	of	ADP
american_scientific_journal-5736	1	44	ddos	ddos	NOUN
american_scientific_journal-5736	1	45	attacks	attack	NOUN
american_scientific_journal-5736	1	46	using	use	VERB
american_scientific_journal-5736	1	47	machine	machine	NOUN
american_scientific_journal-5736	1	48	learning	learn	VERB
american_scientific_journal-5736	1	49	techniques	technique	NOUN
american_scientific_journal-5736	1	50	saman	saman	PROPN
american_scientific_journal-5736	1	51	sarraf	sarraf	PROPN
american_scientific_journal-5736	1	52	*	*	PROPN
american_scientific_journal-5736	1	53	the	the	DET
american_scientific_journal-5736	1	54	institute	institute	NOUN
american_scientific_journal-5736	1	55	of	of	ADP
american_scientific_journal-5736	1	56	electrical	electrical	ADJ
american_scientific_journal-5736	1	57	and	and	CCONJ
american_scientific_journal-5736	1	58	electronics	electronic	NOUN
american_scientific_journal-5736	1	59	engineers	engineer	NOUN
american_scientific_journal-5736	1	60	,	,	PUNCT
american_scientific_journal-5736	1	61	senior	senior	ADJ
american_scientific_journal-5736	1	62	member	member	NOUN
american_scientific_journal-5736	1	63	ieee	ieee	NOUN
american_scientific_journal-5736	1	64	email	email	NOUN
american_scientific_journal-5736	1	65	:	:	PUNCT
american_scientific_journal-5736	2	1	samansarraf@ieee.org	samansarraf@ieee.org	PROPN
american_scientific_journal-5736	2	2	abstract	abstract	ADJ
american_scientific_journal-5736	2	3	over	over	ADP
american_scientific_journal-5736	2	4	the	the	DET
american_scientific_journal-5736	2	5	past	past	ADJ
american_scientific_journal-5736	2	6	years	year	NOUN
american_scientific_journal-5736	2	7	,	,	PUNCT
american_scientific_journal-5736	2	8	distributed	distribute	VERB
american_scientific_journal-5736	2	9	denial	denial	NOUN
american_scientific_journal-5736	2	10	-	-	PUNCT
american_scientific_journal-5736	2	11	of	of	ADP
american_scientific_journal-5736	2	12	-	-	PUNCT
american_scientific_journal-5736	2	13	service	service	NOUN
american_scientific_journal-5736	2	14	(	(	PUNCT
american_scientific_journal-5736	2	15	ddos	ddo	NOUN
american_scientific_journal-5736	2	16	)	)	PUNCT
american_scientific_journal-5736	2	17	attacks	attack	NOUN
american_scientific_journal-5736	2	18	on	on	ADP
american_scientific_journal-5736	2	19	internet	internet	NOUN
american_scientific_journal-5736	2	20	services	service	NOUN
american_scientific_journal-5736	2	21	and	and	CCONJ
american_scientific_journal-5736	2	22	websites	website	NOUN
american_scientific_journal-5736	2	23	have	have	AUX
american_scientific_journal-5736	2	24	dramatically	dramatically	ADV
american_scientific_journal-5736	2	25	increased	increase	VERB
american_scientific_journal-5736	2	26	.	.	PUNCT
american_scientific_journal-5736	3	1	several	several	ADJ
american_scientific_journal-5736	3	2	research	research	NOUN
american_scientific_journal-5736	3	3	teams	team	NOUN
american_scientific_journal-5736	3	4	designed	design	VERB
american_scientific_journal-5736	3	5	defensive	defensive	ADJ
american_scientific_journal-5736	3	6	methodologies	methodology	NOUN
american_scientific_journal-5736	3	7	to	to	PART
american_scientific_journal-5736	3	8	handle	handle	VERB
american_scientific_journal-5736	3	9	the	the	DET
american_scientific_journal-5736	3	10	ddos	ddos	NOUN
american_scientific_journal-5736	3	11	attacks	attack	NOUN
american_scientific_journal-5736	3	12	.	.	PUNCT
american_scientific_journal-5736	4	1	using	use	VERB
american_scientific_journal-5736	4	2	machine	machine	NOUN
american_scientific_journal-5736	4	3	learning	learning	NOUN
american_scientific_journal-5736	4	4	-	-	PUNCT
american_scientific_journal-5736	4	5	based	base	VERB
american_scientific_journal-5736	4	6	solutions	solution	NOUN
american_scientific_journal-5736	4	7	have	have	AUX
american_scientific_journal-5736	4	8	enabled	enable	VERB
american_scientific_journal-5736	4	9	researchers	researcher	NOUN
american_scientific_journal-5736	4	10	to	to	PART
american_scientific_journal-5736	4	11	detect	detect	VERB
american_scientific_journal-5736	4	12	ddos	ddos	NOUN
american_scientific_journal-5736	4	13	attacks	attack	NOUN
american_scientific_journal-5736	4	14	with	with	ADP
american_scientific_journal-5736	4	15	complex	complex	ADJ
american_scientific_journal-5736	4	16	and	and	CCONJ
american_scientific_journal-5736	4	17	dynamic	dynamic	ADJ
american_scientific_journal-5736	4	18	patterns	pattern	NOUN
american_scientific_journal-5736	4	19	.	.	PUNCT
american_scientific_journal-5736	5	1	in	in	ADP
american_scientific_journal-5736	5	2	this	this	DET
american_scientific_journal-5736	5	3	work	work	NOUN
american_scientific_journal-5736	5	4	,	,	PUNCT
american_scientific_journal-5736	5	5	a	a	DET
american_scientific_journal-5736	5	6	subset	subset	NOUN
american_scientific_journal-5736	5	7	of	of	ADP
american_scientific_journal-5736	5	8	the	the	DET
american_scientific_journal-5736	5	9	cicids2017	cicids2017	NOUN
american_scientific_journal-5736	5	10	dataset	dataset	NOUN
american_scientific_journal-5736	5	11	,	,	PUNCT
american_scientific_journal-5736	5	12	including	include	VERB
american_scientific_journal-5736	5	13	200k	200k	NUM
american_scientific_journal-5736	5	14	samples	sample	NOUN
american_scientific_journal-5736	5	15	and	and	CCONJ
american_scientific_journal-5736	5	16	84	84	NUM
american_scientific_journal-5736	5	17	features	feature	NOUN
american_scientific_journal-5736	5	18	,	,	PUNCT
american_scientific_journal-5736	5	19	was	be	AUX
american_scientific_journal-5736	5	20	used	use	VERB
american_scientific_journal-5736	5	21	to	to	PART
american_scientific_journal-5736	5	22	analyze	analyze	VERB
american_scientific_journal-5736	5	23	the	the	DET
american_scientific_journal-5736	5	24	features	feature	NOUN
american_scientific_journal-5736	5	25	and	and	CCONJ
american_scientific_journal-5736	5	26	build	build	VERB
american_scientific_journal-5736	5	27	models	model	NOUN
american_scientific_journal-5736	5	28	.	.	PUNCT
american_scientific_journal-5736	6	1	a	a	DET
american_scientific_journal-5736	6	2	correlation	correlation	NOUN
american_scientific_journal-5736	6	3	analysis	analysis	NOUN
american_scientific_journal-5736	6	4	,	,	PUNCT
american_scientific_journal-5736	6	5	as	as	ADV
american_scientific_journal-5736	6	6	well	well	ADV
american_scientific_journal-5736	6	7	as	as	ADP
american_scientific_journal-5736	6	8	a	a	DET
american_scientific_journal-5736	6	9	tree	tree	NOUN
american_scientific_journal-5736	6	10	-	-	PUNCT
american_scientific_journal-5736	6	11	based	base	VERB
american_scientific_journal-5736	6	12	feature	feature	NOUN
american_scientific_journal-5736	6	13	importance	importance	NOUN
american_scientific_journal-5736	6	14	exploration	exploration	NOUN
american_scientific_journal-5736	6	15	,	,	PUNCT
american_scientific_journal-5736	6	16	were	be	AUX
american_scientific_journal-5736	6	17	performed	perform	VERB
american_scientific_journal-5736	6	18	in	in	ADP
american_scientific_journal-5736	6	19	the	the	DET
american_scientific_journal-5736	6	20	feature	feature	NOUN
american_scientific_journal-5736	6	21	engineering	engineering	NOUN
american_scientific_journal-5736	6	22	step	step	NOUN
american_scientific_journal-5736	6	23	.	.	PUNCT
american_scientific_journal-5736	7	1	next	next	ADJ
american_scientific_journal-5736	7	2	,	,	PUNCT
american_scientific_journal-5736	7	3	decision	decision	NOUN
american_scientific_journal-5736	7	4	tree	tree	NOUN
american_scientific_journal-5736	7	5	and	and	CCONJ
american_scientific_journal-5736	7	6	support	support	VERB
american_scientific_journal-5736	7	7	vector	vector	NOUN
american_scientific_journal-5736	7	8	machine	machine	NOUN
american_scientific_journal-5736	7	9	models	model	NOUN
american_scientific_journal-5736	7	10	were	be	AUX
american_scientific_journal-5736	7	11	trained	train	VERB
american_scientific_journal-5736	7	12	and	and	CCONJ
american_scientific_journal-5736	7	13	tested	test	VERB
american_scientific_journal-5736	7	14	to	to	PART
american_scientific_journal-5736	7	15	classify	classify	VERB
american_scientific_journal-5736	7	16	ddos	ddo	NOUN
american_scientific_journal-5736	7	17	and	and	CCONJ
american_scientific_journal-5736	7	18	benign	benign	ADJ
american_scientific_journal-5736	7	19	attacks	attack	NOUN
american_scientific_journal-5736	7	20	.	.	PUNCT
american_scientific_journal-5736	8	1	the	the	DET
american_scientific_journal-5736	8	2	results	result	NOUN
american_scientific_journal-5736	8	3	revealed	reveal	VERB
american_scientific_journal-5736	8	4	that	that	SCONJ
american_scientific_journal-5736	8	5	“	"	PUNCT
american_scientific_journal-5736	8	6	flow	flow	VERB
american_scientific_journal-5736	8	7	i	i	PROPN
american_scientific_journal-5736	8	8	d	d	PROPN
american_scientific_journal-5736	8	9	,	,	PUNCT
american_scientific_journal-5736	8	10	”	"	PUNCT
american_scientific_journal-5736	8	11	“	"	PUNCT
american_scientific_journal-5736	8	12	syn	syn	PROPN
american_scientific_journal-5736	8	13	flag	flag	NOUN
american_scientific_journal-5736	8	14	cnt	cnt	PROPN
american_scientific_journal-5736	8	15	,	,	PUNCT
american_scientific_journal-5736	8	16	”	"	PUNCT
american_scientific_journal-5736	8	17	and	and	CCONJ
american_scientific_journal-5736	8	18	“	"	PUNCT
american_scientific_journal-5736	8	19	dst	dst	PROPN
american_scientific_journal-5736	8	20	ip	ip	NOUN
american_scientific_journal-5736	8	21	”	"	PUNCT
american_scientific_journal-5736	8	22	had	have	VERB
american_scientific_journal-5736	8	23	the	the	DET
american_scientific_journal-5736	8	24	most	most	ADJ
american_scientific_journal-5736	8	25	impact	impact	NOUN
american_scientific_journal-5736	8	26	on	on	ADP
american_scientific_journal-5736	8	27	attack	attack	NOUN
american_scientific_journal-5736	8	28	detection	detection	NOUN
american_scientific_journal-5736	8	29	.	.	PUNCT
american_scientific_journal-5736	9	1	also	also	ADV
american_scientific_journal-5736	9	2	,	,	PUNCT
american_scientific_journal-5736	9	3	the	the	DET
american_scientific_journal-5736	9	4	machine	machine	NOUN
american_scientific_journal-5736	9	5	learning	learning	NOUN
american_scientific_journal-5736	9	6	models	model	NOUN
american_scientific_journal-5736	9	7	classified	classify	VERB
american_scientific_journal-5736	9	8	the	the	DET
american_scientific_journal-5736	9	9	ddos	ddos	NOUN
american_scientific_journal-5736	9	10	attacks	attack	NOUN
american_scientific_journal-5736	9	11	,	,	PUNCT
american_scientific_journal-5736	9	12	where	where	SCONJ
american_scientific_journal-5736	9	13	the	the	DET
american_scientific_journal-5736	9	14	accuracy	accuracy	NOUN
american_scientific_journal-5736	9	15	rates	rate	NOUN
american_scientific_journal-5736	9	16	of	of	ADP
american_scientific_journal-5736	9	17	close	close	ADJ
american_scientific_journal-5736	9	18	to	to	PART
american_scientific_journal-5736	9	19	100	100	NUM
american_scientific_journal-5736	9	20	%	%	NOUN
american_scientific_journal-5736	9	21	were	be	AUX
american_scientific_journal-5736	9	22	achieved	achieve	VERB
american_scientific_journal-5736	9	23	.	.	PUNCT
american_scientific_journal-5736	10	1	the	the	DET
american_scientific_journal-5736	10	2	decision	decision	NOUN
american_scientific_journal-5736	10	3	tree	tree	NOUN
american_scientific_journal-5736	10	4	models	model	NOUN
american_scientific_journal-5736	10	5	showed	show	VERB
american_scientific_journal-5736	10	6	slightly	slightly	ADV
american_scientific_journal-5736	10	7	better	well	ADJ
american_scientific_journal-5736	10	8	performance	performance	NOUN
american_scientific_journal-5736	10	9	than	than	SCONJ
american_scientific_journal-5736	10	10	linear	linear	ADJ
american_scientific_journal-5736	10	11	support	support	NOUN
american_scientific_journal-5736	10	12	vector	vector	NOUN
american_scientific_journal-5736	10	13	machines	machine	NOUN
american_scientific_journal-5736	10	14	.	.	PUNCT
american_scientific_journal-5736	11	1	the	the	DET
american_scientific_journal-5736	11	2	results	result	NOUN
american_scientific_journal-5736	11	3	in	in	ADP
american_scientific_journal-5736	11	4	this	this	DET
american_scientific_journal-5736	11	5	work	work	NOUN
american_scientific_journal-5736	11	6	highly	highly	ADV
american_scientific_journal-5736	11	7	matched	match	VERB
american_scientific_journal-5736	11	8	the	the	DET
american_scientific_journal-5736	11	9	outcome	outcome	NOUN
american_scientific_journal-5736	11	10	of	of	ADP
american_scientific_journal-5736	11	11	the	the	DET
american_scientific_journal-5736	11	12	original	original	ADJ
american_scientific_journal-5736	11	13	paper	paper	NOUN
american_scientific_journal-5736	11	14	,	,	PUNCT
american_scientific_journal-5736	11	15	which	which	PRON
american_scientific_journal-5736	11	16	was	be	AUX
american_scientific_journal-5736	11	17	to	to	PART
american_scientific_journal-5736	11	18	replicate	replicate	VERB
american_scientific_journal-5736	11	19	.	.	PUNCT
american_scientific_journal-5736	12	1	keywords	keyword	NOUN
american_scientific_journal-5736	12	2	:	:	PUNCT
american_scientific_journal-5736	12	3	attack	attack	NOUN
american_scientific_journal-5736	12	4	prediction	prediction	NOUN
american_scientific_journal-5736	12	5	;	;	PUNCT
american_scientific_journal-5736	12	6	ddos	ddo	NOUN
american_scientific_journal-5736	12	7	;	;	PUNCT
american_scientific_journal-5736	12	8	machine	machine	NOUN
american_scientific_journal-5736	12	9	learning	learning	NOUN
american_scientific_journal-5736	12	10	.	.	PUNCT
american_scientific_journal-5736	13	1	1	1	X
american_scientific_journal-5736	13	2	.	.	X
american_scientific_journal-5736	13	3	introduction	introduction	NOUN
american_scientific_journal-5736	13	4	cyber	cyber	NOUN
american_scientific_journal-5736	13	5	-	-	PUNCT
american_scientific_journal-5736	13	6	security	security	NOUN
american_scientific_journal-5736	13	7	attacks	attack	NOUN
american_scientific_journal-5736	13	8	are	be	AUX
american_scientific_journal-5736	13	9	offensive	offensive	ADJ
american_scientific_journal-5736	13	10	acts	act	NOUN
american_scientific_journal-5736	13	11	that	that	PRON
american_scientific_journal-5736	13	12	hackers	hacker	NOUN
american_scientific_journal-5736	13	13	use	use	VERB
american_scientific_journal-5736	13	14	to	to	PART
american_scientific_journal-5736	13	15	target	target	VERB
american_scientific_journal-5736	13	16	websites	website	NOUN
american_scientific_journal-5736	13	17	,	,	PUNCT
american_scientific_journal-5736	13	18	computer	computer	NOUN
american_scientific_journal-5736	13	19	networks	network	NOUN
american_scientific_journal-5736	13	20	,	,	PUNCT
american_scientific_journal-5736	13	21	and	and	CCONJ
american_scientific_journal-5736	13	22	devices	device	NOUN
american_scientific_journal-5736	13	23	.	.	PUNCT
american_scientific_journal-5736	14	1	among	among	ADP
american_scientific_journal-5736	14	2	cyber	cyber	NOUN
american_scientific_journal-5736	14	3	-	-	PUNCT
american_scientific_journal-5736	14	4	attacks	attack	NOUN
american_scientific_journal-5736	14	5	,	,	PUNCT
american_scientific_journal-5736	14	6	denial	denial	NOUN
american_scientific_journal-5736	14	7	-	-	PUNCT
american_scientific_journal-5736	14	8	of	of	ADP
american_scientific_journal-5736	14	9	-	-	PUNCT
american_scientific_journal-5736	14	10	service	service	NOUN
american_scientific_journal-5736	14	11	(	(	PUNCT
american_scientific_journal-5736	14	12	dos	do	NOUN
american_scientific_journal-5736	14	13	)	)	PUNCT
american_scientific_journal-5736	14	14	or	or	CCONJ
american_scientific_journal-5736	14	15	distributed	distribute	VERB
american_scientific_journal-5736	14	16	denial	denial	NOUN
american_scientific_journal-5736	14	17	-	-	PUNCT
american_scientific_journal-5736	14	18	of	of	ADP
american_scientific_journal-5736	14	19	-	-	PUNCT
american_scientific_journal-5736	14	20	service	service	NOUN
american_scientific_journal-5736	14	21	(	(	PUNCT
american_scientific_journal-5736	14	22	ddos	ddo	NOUN
american_scientific_journal-5736	14	23	)	)	PUNCT
american_scientific_journal-5736	14	24	attacks	attack	NOUN
american_scientific_journal-5736	14	25	refer	refer	VERB
american_scientific_journal-5736	14	26	to	to	ADP
american_scientific_journal-5736	14	27	actions	action	NOUN
american_scientific_journal-5736	14	28	that	that	PRON
american_scientific_journal-5736	14	29	attempt	attempt	VERB
american_scientific_journal-5736	14	30	to	to	PART
american_scientific_journal-5736	14	31	disrupt	disrupt	VERB
american_scientific_journal-5736	14	32	access	access	NOUN
american_scientific_journal-5736	14	33	to	to	ADP
american_scientific_journal-5736	14	34	websites	website	NOUN
american_scientific_journal-5736	14	35	or	or	CCONJ
american_scientific_journal-5736	14	36	networks	network	NOUN
american_scientific_journal-5736	14	37	[	[	X
american_scientific_journal-5736	14	38	1	1	NUM
american_scientific_journal-5736	14	39	]	]	PUNCT
american_scientific_journal-5736	14	40	.	.	PUNCT
american_scientific_journal-5736	15	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-5736	16	1	*	*	PUNCT
american_scientific_journal-5736	16	2	corresponding	correspond	VERB
american_scientific_journal-5736	16	3	author	author	NOUN
american_scientific_journal-5736	16	4	american	american	PROPN
american_scientific_journal-5736	16	5	scientific	scientific	PROPN
american_scientific_journal-5736	16	6	research	research	PROPN
american_scientific_journal-5736	16	7	journal	journal	NOUN
american_scientific_journal-5736	16	8	for	for	ADP
american_scientific_journal-5736	16	9	engineering	engineering	NOUN
american_scientific_journal-5736	16	10	,	,	PUNCT
american_scientific_journal-5736	16	11	technology	technology	NOUN
american_scientific_journal-5736	16	12	,	,	PUNCT
american_scientific_journal-5736	16	13	and	and	CCONJ
american_scientific_journal-5736	16	14	sciences	science	NOUN
american_scientific_journal-5736	16	15	(	(	PUNCT
american_scientific_journal-5736	16	16	asrjets	asrjet	NOUN
american_scientific_journal-5736	16	17	)	)	PUNCT
american_scientific_journal-5736	16	18	(	(	PUNCT
american_scientific_journal-5736	16	19	2020	2020	NUM
american_scientific_journal-5736	16	20	)	)	PUNCT
american_scientific_journal-5736	16	21	volume	volume	NOUN
american_scientific_journal-5736	16	22	66	66	NUM
american_scientific_journal-5736	16	23	,	,	PUNCT
american_scientific_journal-5736	16	24	no	no	DET
american_scientific_journal-5736	16	25	1	1	NUM
american_scientific_journal-5736	16	26	,	,	PUNCT
american_scientific_journal-5736	16	27	pp	pp	ADV
american_scientific_journal-5736	16	28	95	95	NUM
american_scientific_journal-5736	16	29	-	-	SYM
american_scientific_journal-5736	16	30	104	104	NUM
american_scientific_journal-5736	16	31	96	96	NUM
american_scientific_journal-5736	16	32	hackers	hacker	NOUN
american_scientific_journal-5736	16	33	often	often	ADV
american_scientific_journal-5736	16	34	build	build	VERB
american_scientific_journal-5736	16	35	a	a	DET
american_scientific_journal-5736	16	36	software	software	NOUN
american_scientific_journal-5736	16	37	application	application	NOUN
american_scientific_journal-5736	16	38	installed	instal	VERB
american_scientific_journal-5736	16	39	on	on	ADP
american_scientific_journal-5736	16	40	a	a	DET
american_scientific_journal-5736	16	41	computer	computer	NOUN
american_scientific_journal-5736	16	42	to	to	PART
american_scientific_journal-5736	16	43	plan	plan	VERB
american_scientific_journal-5736	16	44	ddos	ddo	NOUN
american_scientific_journal-5736	16	45	attacks	attack	NOUN
american_scientific_journal-5736	16	46	,	,	PUNCT
american_scientific_journal-5736	16	47	and	and	CCONJ
american_scientific_journal-5736	16	48	they	they	PRON
american_scientific_journal-5736	16	49	call	call	VERB
american_scientific_journal-5736	16	50	the	the	DET
american_scientific_journal-5736	16	51	computer	computer	NOUN
american_scientific_journal-5736	16	52	/	/	SYM
american_scientific_journal-5736	16	53	machine	machine	NOUN
american_scientific_journal-5736	16	54	a	a	DET
american_scientific_journal-5736	16	55	botnet	botnet	NOUN
american_scientific_journal-5736	16	56	[	[	X
american_scientific_journal-5736	16	57	2	2	NUM
american_scientific_journal-5736	16	58	]	]	PUNCT
american_scientific_journal-5736	16	59	.	.	PUNCT
american_scientific_journal-5736	17	1	the	the	DET
american_scientific_journal-5736	17	2	botnets	botnet	NOUN
american_scientific_journal-5736	17	3	controlled	control	VERB
american_scientific_journal-5736	17	4	by	by	ADP
american_scientific_journal-5736	17	5	hackers	hacker	NOUN
american_scientific_journal-5736	17	6	are	be	AUX
american_scientific_journal-5736	17	7	also	also	ADV
american_scientific_journal-5736	17	8	considered	consider	VERB
american_scientific_journal-5736	17	9	to	to	PART
american_scientific_journal-5736	17	10	be	be	AUX
american_scientific_journal-5736	17	11	malware	malware	NOUN
american_scientific_journal-5736	17	12	or	or	CCONJ
american_scientific_journal-5736	17	13	an	an	DET
american_scientific_journal-5736	17	14	infected	infected	ADJ
american_scientific_journal-5736	17	15	network	network	NOUN
american_scientific_journal-5736	17	16	(	(	PUNCT
american_scientific_journal-5736	17	17	machine	machine	NOUN
american_scientific_journal-5736	17	18	)	)	PUNCT
american_scientific_journal-5736	17	19	from	from	ADP
american_scientific_journal-5736	17	20	which	which	PRON
american_scientific_journal-5736	17	21	ddos	ddos	NOUN
american_scientific_journal-5736	17	22	attacks	attack	NOUN
american_scientific_journal-5736	17	23	are	be	AUX
american_scientific_journal-5736	17	24	launched	launch	VERB
american_scientific_journal-5736	17	25	[	[	PUNCT
american_scientific_journal-5736	17	26	3	3	NUM
american_scientific_journal-5736	17	27	]	]	PUNCT
american_scientific_journal-5736	17	28	.	.	PUNCT
american_scientific_journal-5736	18	1	a	a	DET
american_scientific_journal-5736	18	2	ddos	ddos	NOUN
american_scientific_journal-5736	18	3	attack	attack	NOUN
american_scientific_journal-5736	18	4	usually	usually	ADV
american_scientific_journal-5736	18	5	occurs	occur	VERB
american_scientific_journal-5736	18	6	in	in	ADP
american_scientific_journal-5736	18	7	three	three	NUM
american_scientific_journal-5736	18	8	steps	step	NOUN
american_scientific_journal-5736	18	9	.	.	PUNCT
american_scientific_journal-5736	19	1	first	first	ADV
american_scientific_journal-5736	19	2	,	,	PUNCT
american_scientific_journal-5736	19	3	the	the	DET
american_scientific_journal-5736	19	4	execution	execution	NOUN
american_scientific_journal-5736	19	5	message	message	NOUN
american_scientific_journal-5736	19	6	is	be	AUX
american_scientific_journal-5736	19	7	initiated	initiate	VERB
american_scientific_journal-5736	19	8	by	by	ADP
american_scientific_journal-5736	19	9	an	an	DET
american_scientific_journal-5736	19	10	attacker	attacker	NOUN
american_scientific_journal-5736	19	11	and	and	CCONJ
american_scientific_journal-5736	19	12	sent	send	VERB
american_scientific_journal-5736	19	13	to	to	ADP
american_scientific_journal-5736	19	14	the	the	DET
american_scientific_journal-5736	19	15	program	program	NOUN
american_scientific_journal-5736	19	16	controlling	control	VERB
american_scientific_journal-5736	19	17	the	the	DET
american_scientific_journal-5736	19	18	system	system	NOUN
american_scientific_journal-5736	19	19	,	,	PUNCT
american_scientific_journal-5736	19	20	referred	refer	VERB
american_scientific_journal-5736	19	21	to	to	ADP
american_scientific_journal-5736	19	22	as	as	ADP
american_scientific_journal-5736	19	23	a	a	DET
american_scientific_journal-5736	19	24	“	"	PUNCT
american_scientific_journal-5736	19	25	control	control	NOUN
american_scientific_journal-5736	19	26	master	master	NOUN
american_scientific_journal-5736	19	27	program	program	NOUN
american_scientific_journal-5736	19	28	.	.	PUNCT
american_scientific_journal-5736	19	29	”	"	PUNCT
american_scientific_journal-5736	20	1	when	when	SCONJ
american_scientific_journal-5736	20	2	the	the	DET
american_scientific_journal-5736	20	3	control	control	NOUN
american_scientific_journal-5736	20	4	master	master	NOUN
american_scientific_journal-5736	20	5	program	program	NOUN
american_scientific_journal-5736	20	6	receives	receive	VERB
american_scientific_journal-5736	20	7	the	the	DET
american_scientific_journal-5736	20	8	execution	execution	NOUN
american_scientific_journal-5736	20	9	command	command	NOUN
american_scientific_journal-5736	20	10	,	,	PUNCT
american_scientific_journal-5736	20	11	a	a	DET
american_scientific_journal-5736	20	12	new	new	ADJ
american_scientific_journal-5736	20	13	message	message	NOUN
american_scientific_journal-5736	20	14	is	be	AUX
american_scientific_journal-5736	20	15	generated	generate	VERB
american_scientific_journal-5736	20	16	and	and	CCONJ
american_scientific_journal-5736	20	17	delivered	deliver	VERB
american_scientific_journal-5736	20	18	to	to	ADP
american_scientific_journal-5736	20	19	another	another	DET
american_scientific_journal-5736	20	20	software	software	NOUN
american_scientific_journal-5736	20	21	program	program	NOUN
american_scientific_journal-5736	20	22	called	call	VERB
american_scientific_journal-5736	20	23	an	an	DET
american_scientific_journal-5736	20	24	“	"	PUNCT
american_scientific_journal-5736	20	25	attack	attack	NOUN
american_scientific_journal-5736	20	26	daemon	daemon	NOUN
american_scientific_journal-5736	20	27	”	"	PUNCT
american_scientific_journal-5736	20	28	;	;	PUNCT
american_scientific_journal-5736	20	29	this	this	PRON
american_scientific_journal-5736	20	30	is	be	AUX
american_scientific_journal-5736	20	31	the	the	DET
american_scientific_journal-5736	20	32	second	second	ADJ
american_scientific_journal-5736	20	33	step	step	NOUN
american_scientific_journal-5736	20	34	.	.	PUNCT
american_scientific_journal-5736	21	1	finally	finally	ADV
american_scientific_journal-5736	21	2	,	,	PUNCT
american_scientific_journal-5736	21	3	once	once	SCONJ
american_scientific_journal-5736	21	4	the	the	DET
american_scientific_journal-5736	21	5	attack	attack	NOUN
american_scientific_journal-5736	21	6	message	message	NOUN
american_scientific_journal-5736	21	7	is	be	AUX
american_scientific_journal-5736	21	8	received	receive	VERB
american_scientific_journal-5736	21	9	,	,	PUNCT
american_scientific_journal-5736	21	10	the	the	DET
american_scientific_journal-5736	21	11	daemon	daemon	NOUN
american_scientific_journal-5736	21	12	begins	begin	VERB
american_scientific_journal-5736	21	13	to	to	PART
american_scientific_journal-5736	21	14	attack	attack	VERB
american_scientific_journal-5736	21	15	the	the	DET
american_scientific_journal-5736	21	16	targeted	target	VERB
american_scientific_journal-5736	21	17	service	service	NOUN
american_scientific_journal-5736	21	18	or	or	CCONJ
american_scientific_journal-5736	21	19	network	network	NOUN
american_scientific_journal-5736	21	20	,	,	PUNCT
american_scientific_journal-5736	21	21	which	which	PRON
american_scientific_journal-5736	21	22	is	be	AUX
american_scientific_journal-5736	21	23	usually	usually	ADV
american_scientific_journal-5736	21	24	called	call	VERB
american_scientific_journal-5736	21	25	the	the	DET
american_scientific_journal-5736	21	26	“	"	PUNCT
american_scientific_journal-5736	21	27	victim	victim	NOUN
american_scientific_journal-5736	21	28	”	"	PUNCT
american_scientific_journal-5736	22	1	[	[	X
american_scientific_journal-5736	22	2	4	4	NUM
american_scientific_journal-5736	22	3	]	]	PUNCT
american_scientific_journal-5736	22	4	.	.	PUNCT
american_scientific_journal-5736	23	1	researchers	researcher	NOUN
american_scientific_journal-5736	23	2	have	have	AUX
american_scientific_journal-5736	23	3	shown	show	VERB
american_scientific_journal-5736	23	4	that	that	SCONJ
american_scientific_journal-5736	23	5	ddos	ddos	NOUN
american_scientific_journal-5736	23	6	attacks	attack	NOUN
american_scientific_journal-5736	23	7	have	have	AUX
american_scientific_journal-5736	23	8	increased	increase	VERB
american_scientific_journal-5736	23	9	over	over	ADP
american_scientific_journal-5736	23	10	the	the	DET
american_scientific_journal-5736	23	11	past	past	ADJ
american_scientific_journal-5736	23	12	years	year	NOUN
american_scientific_journal-5736	23	13	,	,	PUNCT
american_scientific_journal-5736	23	14	and	and	CCONJ
american_scientific_journal-5736	23	15	this	this	DET
american_scientific_journal-5736	23	16	type	type	NOUN
american_scientific_journal-5736	23	17	of	of	ADP
american_scientific_journal-5736	23	18	attack	attack	NOUN
american_scientific_journal-5736	23	19	will	will	AUX
american_scientific_journal-5736	23	20	potentially	potentially	ADV
american_scientific_journal-5736	23	21	become	become	VERB
american_scientific_journal-5736	23	22	a	a	DET
american_scientific_journal-5736	23	23	top	top	ADJ
american_scientific_journal-5736	23	24	security	security	NOUN
american_scientific_journal-5736	23	25	issue	issue	NOUN
american_scientific_journal-5736	23	26	and	and	CCONJ
american_scientific_journal-5736	23	27	the	the	DET
american_scientific_journal-5736	23	28	main	main	ADJ
american_scientific_journal-5736	23	29	reason	reason	NOUN
american_scientific_journal-5736	23	30	for	for	ADP
american_scientific_journal-5736	23	31	business	business	NOUN
american_scientific_journal-5736	23	32	and	and	CCONJ
american_scientific_journal-5736	23	33	website	website	NOUN
american_scientific_journal-5736	23	34	interruption	interruption	NOUN
american_scientific_journal-5736	23	35	.	.	PUNCT
american_scientific_journal-5736	24	1	also	also	ADV
american_scientific_journal-5736	24	2	,	,	PUNCT
american_scientific_journal-5736	24	3	high	high	ADJ
american_scientific_journal-5736	24	4	-	-	PUNCT
american_scientific_journal-5736	24	5	tech	tech	NOUN
american_scientific_journal-5736	24	6	governmental	governmental	ADJ
american_scientific_journal-5736	24	7	resources	resource	NOUN
american_scientific_journal-5736	24	8	in	in	ADP
american_scientific_journal-5736	24	9	various	various	ADJ
american_scientific_journal-5736	24	10	countries	country	NOUN
american_scientific_journal-5736	24	11	have	have	AUX
american_scientific_journal-5736	24	12	mentioned	mention	VERB
american_scientific_journal-5736	24	13	that	that	SCONJ
american_scientific_journal-5736	24	14	ddos	ddos	NOUN
american_scientific_journal-5736	24	15	attacks	attack	NOUN
american_scientific_journal-5736	24	16	are	be	AUX
american_scientific_journal-5736	24	17	among	among	ADP
american_scientific_journal-5736	24	18	the	the	DET
american_scientific_journal-5736	24	19	most	most	ADV
american_scientific_journal-5736	24	20	popular	popular	ADJ
american_scientific_journal-5736	24	21	methods	method	NOUN
american_scientific_journal-5736	24	22	that	that	PRON
american_scientific_journal-5736	24	23	crackers	cracker	NOUN
american_scientific_journal-5736	24	24	have	have	AUX
american_scientific_journal-5736	24	25	used	use	VERB
american_scientific_journal-5736	24	26	to	to	PART
american_scientific_journal-5736	24	27	disrupt	disrupt	VERB
american_scientific_journal-5736	24	28	official	official	ADJ
american_scientific_journal-5736	24	29	websites	website	NOUN
american_scientific_journal-5736	24	30	[	[	X
american_scientific_journal-5736	24	31	5	5	NUM
american_scientific_journal-5736	24	32	]	]	PUNCT
american_scientific_journal-5736	24	33	.	.	PUNCT
american_scientific_journal-5736	25	1	ddos	ddos	PROPN
american_scientific_journal-5736	25	2	attack	attack	NOUN
american_scientific_journal-5736	25	3	detection	detection	NOUN
american_scientific_journal-5736	25	4	has	have	AUX
american_scientific_journal-5736	25	5	been	be	AUX
american_scientific_journal-5736	25	6	of	of	ADP
american_scientific_journal-5736	25	7	interest	interest	NOUN
american_scientific_journal-5736	25	8	to	to	ADP
american_scientific_journal-5736	25	9	researchers	researcher	NOUN
american_scientific_journal-5736	25	10	over	over	ADP
american_scientific_journal-5736	25	11	time	time	NOUN
american_scientific_journal-5736	25	12	.	.	PUNCT
american_scientific_journal-5736	26	1	since	since	SCONJ
american_scientific_journal-5736	26	2	the	the	DET
american_scientific_journal-5736	26	3	number	number	NOUN
american_scientific_journal-5736	26	4	of	of	ADP
american_scientific_journal-5736	26	5	internet	internet	NOUN
american_scientific_journal-5736	26	6	of	of	ADP
american_scientific_journal-5736	26	7	things	thing	NOUN
american_scientific_journal-5736	26	8	(	(	PUNCT
american_scientific_journal-5736	26	9	iot	iot	NOUN
american_scientific_journal-5736	26	10	)	)	PUNCT
american_scientific_journal-5736	26	11	services	service	NOUN
american_scientific_journal-5736	26	12	has	have	AUX
american_scientific_journal-5736	26	13	increased	increase	VERB
american_scientific_journal-5736	26	14	,	,	PUNCT
american_scientific_journal-5736	26	15	ddos	ddo	NOUN
american_scientific_journal-5736	26	16	attacks	attack	NOUN
american_scientific_journal-5736	26	17	have	have	AUX
american_scientific_journal-5736	26	18	grown	grow	VERB
american_scientific_journal-5736	26	19	massively	massively	ADV
american_scientific_journal-5736	26	20	.	.	PUNCT
american_scientific_journal-5736	27	1	therefore	therefore	ADV
american_scientific_journal-5736	27	2	,	,	PUNCT
american_scientific_journal-5736	27	3	computer	computer	NOUN
american_scientific_journal-5736	27	4	scientists	scientist	NOUN
american_scientific_journal-5736	27	5	and	and	CCONJ
american_scientific_journal-5736	27	6	network	network	NOUN
american_scientific_journal-5736	27	7	practitioners	practitioner	NOUN
american_scientific_journal-5736	27	8	have	have	AUX
american_scientific_journal-5736	27	9	sought	seek	VERB
american_scientific_journal-5736	27	10	various	various	ADJ
american_scientific_journal-5736	27	11	approaches	approach	NOUN
american_scientific_journal-5736	27	12	to	to	PART
american_scientific_journal-5736	27	13	detect	detect	VERB
american_scientific_journal-5736	27	14	ddos	ddos	NOUN
american_scientific_journal-5736	27	15	attacks	attack	NOUN
american_scientific_journal-5736	27	16	and	and	CCONJ
american_scientific_journal-5736	27	17	attempt	attempt	VERB
american_scientific_journal-5736	27	18	to	to	PART
american_scientific_journal-5736	27	19	predict	predict	VERB
american_scientific_journal-5736	27	20	a	a	DET
american_scientific_journal-5736	27	21	given	give	VERB
american_scientific_journal-5736	27	22	attack	attack	NOUN
american_scientific_journal-5736	27	23	[	[	X
american_scientific_journal-5736	27	24	6	6	NUM
american_scientific_journal-5736	27	25	]	]	PUNCT
american_scientific_journal-5736	27	26	.	.	PUNCT
american_scientific_journal-5736	28	1	rule	rule	NOUN
american_scientific_journal-5736	28	2	-	-	PUNCT
american_scientific_journal-5736	28	3	based	base	VERB
american_scientific_journal-5736	28	4	algorithms	algorithm	NOUN
american_scientific_journal-5736	28	5	have	have	AUX
american_scientific_journal-5736	28	6	been	be	AUX
american_scientific_journal-5736	28	7	developed	develop	VERB
american_scientific_journal-5736	28	8	to	to	PART
american_scientific_journal-5736	28	9	detect	detect	VERB
american_scientific_journal-5736	28	10	such	such	ADJ
american_scientific_journal-5736	28	11	attacks	attack	NOUN
american_scientific_journal-5736	28	12	but	but	CCONJ
american_scientific_journal-5736	28	13	have	have	AUX
american_scientific_journal-5736	28	14	not	not	PART
american_scientific_journal-5736	28	15	been	be	AUX
american_scientific_journal-5736	28	16	successful	successful	ADJ
american_scientific_journal-5736	28	17	due	due	ADP
american_scientific_journal-5736	28	18	to	to	ADP
american_scientific_journal-5736	28	19	the	the	DET
american_scientific_journal-5736	28	20	complicated	complicated	ADJ
american_scientific_journal-5736	28	21	nature	nature	NOUN
american_scientific_journal-5736	28	22	of	of	ADP
american_scientific_journal-5736	28	23	ddos	ddo	NOUN
american_scientific_journal-5736	28	24	,	,	PUNCT
american_scientific_journal-5736	28	25	where	where	SCONJ
american_scientific_journal-5736	28	26	many	many	ADJ
american_scientific_journal-5736	28	27	variables	variable	NOUN
american_scientific_journal-5736	28	28	play	play	VERB
american_scientific_journal-5736	28	29	important	important	ADJ
american_scientific_journal-5736	28	30	roles	role	NOUN
american_scientific_journal-5736	28	31	[	[	X
american_scientific_journal-5736	28	32	7	7	NUM
american_scientific_journal-5736	28	33	]	]	PUNCT
american_scientific_journal-5736	28	34	.	.	PUNCT
american_scientific_journal-5736	29	1	prasad	prasad	PROPN
american_scientific_journal-5736	29	2	and	and	CCONJ
american_scientific_journal-5736	29	3	his	his	PRON
american_scientific_journal-5736	29	4	colleagues	colleague	NOUN
american_scientific_journal-5736	29	5	develop	develop	VERB
american_scientific_journal-5736	29	6	a	a	DET
american_scientific_journal-5736	29	7	machine	machine	NOUN
american_scientific_journal-5736	29	8	-	-	PUNCT
american_scientific_journal-5736	29	9	learning	learn	VERB
american_scientific_journal-5736	29	10	algorithm	algorithm	NOUN
american_scientific_journal-5736	29	11	using	use	VERB
american_scientific_journal-5736	29	12	the	the	DET
american_scientific_journal-5736	29	13	cicids2017	cicids2017	NOUN
american_scientific_journal-5736	29	14	dataset	dataset	NOUN
american_scientific_journal-5736	29	15	,	,	PUNCT
american_scientific_journal-5736	29	16	where	where	SCONJ
american_scientific_journal-5736	29	17	an	an	DET
american_scientific_journal-5736	29	18	xgboost	xgboost	ADJ
american_scientific_journal-5736	29	19	algorithm	algorithm	NOUN
american_scientific_journal-5736	29	20	was	be	AUX
american_scientific_journal-5736	29	21	trained	train	VERB
american_scientific_journal-5736	29	22	and	and	CCONJ
american_scientific_journal-5736	29	23	produced	produce	VERB
american_scientific_journal-5736	29	24	an	an	DET
american_scientific_journal-5736	29	25	accuracy	accuracy	NOUN
american_scientific_journal-5736	29	26	rate	rate	NOUN
american_scientific_journal-5736	29	27	close	close	ADJ
american_scientific_journal-5736	29	28	100	100	NUM
american_scientific_journal-5736	29	29	%	%	NOUN
american_scientific_journal-5736	29	30	.	.	PUNCT
american_scientific_journal-5736	30	1	they	they	PRON
american_scientific_journal-5736	30	2	used	use	VERB
american_scientific_journal-5736	30	3	the	the	DET
american_scientific_journal-5736	30	4	entire	entire	ADJ
american_scientific_journal-5736	30	5	dataset	dataset	NOUN
american_scientific_journal-5736	30	6	,	,	PUNCT
american_scientific_journal-5736	30	7	which	which	PRON
american_scientific_journal-5736	30	8	included	include	VERB
american_scientific_journal-5736	30	9	over	over	ADP
american_scientific_journal-5736	30	10	1.2	1.2	NUM
american_scientific_journal-5736	30	11	million	million	NUM
american_scientific_journal-5736	30	12	samples	sample	NOUN
american_scientific_journal-5736	30	13	where	where	SCONJ
american_scientific_journal-5736	30	14	a	a	DET
american_scientific_journal-5736	30	15	binary	binary	NOUN
american_scientific_journal-5736	30	16	classifier	classifier	NOUN
american_scientific_journal-5736	30	17	detected	detect	VERB
american_scientific_journal-5736	30	18	ddos	ddo	NOUN
american_scientific_journal-5736	30	19	vs.	vs.	ADP
american_scientific_journal-5736	30	20	benign	benign	ADJ
american_scientific_journal-5736	30	21	group	group	NOUN
american_scientific_journal-5736	31	1	[	[	X
american_scientific_journal-5736	31	2	8	8	NUM
american_scientific_journal-5736	31	3	]	]	SYM
american_scientific_journal-5736	31	4	.	.	PUNCT
american_scientific_journal-5736	32	1	2	2	X
american_scientific_journal-5736	32	2	.	.	X
american_scientific_journal-5736	32	3	data	datum	NOUN
american_scientific_journal-5736	32	4	and	and	CCONJ
american_scientific_journal-5736	32	5	methods	method	NOUN
american_scientific_journal-5736	32	6	the	the	DET
american_scientific_journal-5736	32	7	original	original	ADJ
american_scientific_journal-5736	32	8	balanced	balanced	ADJ
american_scientific_journal-5736	32	9	cicids2017	cicids2017	NOUN
american_scientific_journal-5736	32	10	dataset	dataset	NOUN
american_scientific_journal-5736	32	11	is	be	AUX
american_scientific_journal-5736	32	12	often	often	ADV
american_scientific_journal-5736	32	13	used	use	VERB
american_scientific_journal-5736	32	14	for	for	ADP
american_scientific_journal-5736	32	15	product	product	NOUN
american_scientific_journal-5736	32	16	-	-	PUNCT
american_scientific_journal-5736	32	17	level	level	NOUN
american_scientific_journal-5736	32	18	machine	machine	NOUN
american_scientific_journal-5736	32	19	learning	learn	VERB
american_scientific_journal-5736	32	20	development	development	NOUN
american_scientific_journal-5736	32	21	,	,	PUNCT
american_scientific_journal-5736	32	22	which	which	PRON
american_scientific_journal-5736	32	23	included	include	VERB
american_scientific_journal-5736	32	24	over	over	ADP
american_scientific_journal-5736	32	25	one	one	NUM
american_scientific_journal-5736	32	26	million	million	NUM
american_scientific_journal-5736	32	27	samples	sample	NOUN
american_scientific_journal-5736	32	28	.	.	PUNCT
american_scientific_journal-5736	33	1	in	in	ADP
american_scientific_journal-5736	33	2	this	this	DET
american_scientific_journal-5736	33	3	work	work	NOUN
american_scientific_journal-5736	33	4	,	,	PUNCT
american_scientific_journal-5736	33	5	a	a	DET
american_scientific_journal-5736	33	6	significant	significant	ADJ
american_scientific_journal-5736	33	7	fraction	fraction	NOUN
american_scientific_journal-5736	33	8	of	of	ADP
american_scientific_journal-5736	33	9	data	datum	NOUN
american_scientific_journal-5736	33	10	was	be	AUX
american_scientific_journal-5736	33	11	utilized	utilize	VERB
american_scientific_journal-5736	33	12	for	for	ADP
american_scientific_journal-5736	33	13	data	datum	NOUN
american_scientific_journal-5736	33	14	analysis	analysis	NOUN
american_scientific_journal-5736	33	15	and	and	CCONJ
american_scientific_journal-5736	33	16	machine	machine	NOUN
american_scientific_journal-5736	33	17	learning	learn	VERB
american_scientific_journal-5736	33	18	model	model	NOUN
american_scientific_journal-5736	33	19	development	development	PROPN
american_scientific_journal-5736	33	20	.	.	PUNCT
american_scientific_journal-5736	34	1	the	the	DET
american_scientific_journal-5736	34	2	samples	sample	NOUN
american_scientific_journal-5736	34	3	associated	associate	VERB
american_scientific_journal-5736	34	4	with	with	ADP
american_scientific_journal-5736	34	5	each	each	DET
american_scientific_journal-5736	34	6	class	class	NOUN
american_scientific_journal-5736	34	7	(	(	PUNCT
american_scientific_journal-5736	34	8	ddos	ddo	NOUN
american_scientific_journal-5736	34	9	vs.	vs.	ADP
american_scientific_journal-5736	34	10	benign	benign	NOUN
american_scientific_journal-5736	34	11	)	)	PUNCT
american_scientific_journal-5736	34	12	were	be	AUX
american_scientific_journal-5736	34	13	separated	separate	VERB
american_scientific_journal-5736	34	14	and	and	CCONJ
american_scientific_journal-5736	34	15	randomly	randomly	ADV
american_scientific_journal-5736	34	16	shuffled	shuffle	VERB
american_scientific_journal-5736	34	17	.	.	PUNCT
american_scientific_journal-5736	35	1	next	next	ADV
american_scientific_journal-5736	35	2	,	,	PUNCT
american_scientific_journal-5736	35	3	100k	100k	NUM
american_scientific_journal-5736	35	4	samples	sample	NOUN
american_scientific_journal-5736	35	5	per	per	ADP
american_scientific_journal-5736	35	6	class	class	NOUN
american_scientific_journal-5736	35	7	were	be	AUX
american_scientific_journal-5736	35	8	selected	select	VERB
american_scientific_journal-5736	35	9	so	so	SCONJ
american_scientific_journal-5736	35	10	that	that	SCONJ
american_scientific_journal-5736	35	11	a	a	DET
american_scientific_journal-5736	35	12	total	total	ADJ
american_scientific_journal-5736	35	13	number	number	NOUN
american_scientific_journal-5736	35	14	of	of	ADP
american_scientific_journal-5736	35	15	200k	200k	NUM
american_scientific_journal-5736	35	16	sampled	sample	VERB
american_scientific_journal-5736	35	17	formed	form	VERB
american_scientific_journal-5736	35	18	the	the	DET
american_scientific_journal-5736	35	19	new	new	ADJ
american_scientific_journal-5736	35	20	dataset	dataset	NOUN
american_scientific_journal-5736	35	21	in	in	ADP
american_scientific_journal-5736	35	22	this	this	DET
american_scientific_journal-5736	35	23	project	project	NOUN
american_scientific_journal-5736	35	24	;	;	PUNCT
american_scientific_journal-5736	35	25	all	all	DET
american_scientific_journal-5736	35	26	the	the	DET
american_scientific_journal-5736	35	27	features	feature	NOUN
american_scientific_journal-5736	35	28	from	from	ADP
american_scientific_journal-5736	35	29	the	the	DET
american_scientific_journal-5736	35	30	original	original	ADJ
american_scientific_journal-5736	35	31	dataset	dataset	NOUN
american_scientific_journal-5736	35	32	were	be	AUX
american_scientific_journal-5736	35	33	considered	consider	VERB
american_scientific_journal-5736	35	34	.	.	PUNCT
american_scientific_journal-5736	36	1	2.1	2.1	NUM
american_scientific_journal-5736	36	2	.	.	PUNCT
american_scientific_journal-5736	37	1	data	datum	NOUN
american_scientific_journal-5736	37	2	preparation	preparation	NOUN
american_scientific_journal-5736	37	3	the	the	DET
american_scientific_journal-5736	37	4	dataset	dataset	NOUN
american_scientific_journal-5736	37	5	contained	contain	VERB
american_scientific_journal-5736	37	6	both	both	CCONJ
american_scientific_journal-5736	37	7	numerical	numerical	ADJ
american_scientific_journal-5736	37	8	and	and	CCONJ
american_scientific_journal-5736	37	9	categorical	categorical	ADJ
american_scientific_journal-5736	37	10	features	feature	NOUN
american_scientific_journal-5736	37	11	where	where	SCONJ
american_scientific_journal-5736	37	12	77	77	NUM
american_scientific_journal-5736	37	13	features	feature	NOUN
american_scientific_journal-5736	37	14	were	be	AUX
american_scientific_journal-5736	37	15	categorial	categorial	ADJ
american_scientific_journal-5736	37	16	,	,	PUNCT
american_scientific_journal-5736	37	17	and	and	CCONJ
american_scientific_journal-5736	37	18	the	the	DET
american_scientific_journal-5736	37	19	remaining	remain	VERB
american_scientific_journal-5736	37	20	features	feature	NOUN
american_scientific_journal-5736	37	21	were	be	AUX
american_scientific_journal-5736	37	22	numerical	numerical	ADJ
american_scientific_journal-5736	37	23	.	.	PUNCT
american_scientific_journal-5736	38	1	the	the	DET
american_scientific_journal-5736	38	2	machine	machine	NOUN
american_scientific_journal-5736	38	3	learning	learn	VERB
american_scientific_journal-5736	38	4	algorithms	algorithm	NOUN
american_scientific_journal-5736	38	5	often	often	ADV
american_scientific_journal-5736	38	6	require	require	VERB
american_scientific_journal-5736	38	7	numerical	numerical	ADJ
american_scientific_journal-5736	38	8	data	datum	NOUN
american_scientific_journal-5736	38	9	;	;	PUNCT
american_scientific_journal-5736	38	10	therefore	therefore	ADV
american_scientific_journal-5736	38	11	,	,	PUNCT
american_scientific_journal-5736	38	12	the	the	DET
american_scientific_journal-5736	38	13	categorical	categorical	ADJ
american_scientific_journal-5736	38	14	data	datum	NOUN
american_scientific_journal-5736	38	15	must	must	AUX
american_scientific_journal-5736	38	16	be	be	AUX
american_scientific_journal-5736	38	17	converted	convert	VERB
american_scientific_journal-5736	38	18	to	to	ADP
american_scientific_journal-5736	38	19	numerical	numerical	ADJ
american_scientific_journal-5736	38	20	features	feature	NOUN
american_scientific_journal-5736	38	21	.	.	PUNCT
american_scientific_journal-5736	39	1	2.2	2.2	NUM
american_scientific_journal-5736	39	2	.	.	PUNCT
american_scientific_journal-5736	40	1	one	one	NUM
american_scientific_journal-5736	40	2	-	-	PUNCT
american_scientific_journal-5736	40	3	hot	hot	ADJ
american_scientific_journal-5736	40	4	encoding	encoding	NOUN
american_scientific_journal-5736	40	5	various	various	ADJ
american_scientific_journal-5736	40	6	approaches	approach	NOUN
american_scientific_journal-5736	40	7	have	have	AUX
american_scientific_journal-5736	40	8	been	be	AUX
american_scientific_journal-5736	40	9	developed	develop	VERB
american_scientific_journal-5736	40	10	to	to	PART
american_scientific_journal-5736	40	11	convert	convert	VERB
american_scientific_journal-5736	40	12	categorical	categorical	ADJ
american_scientific_journal-5736	40	13	data	datum	NOUN
american_scientific_journal-5736	40	14	to	to	ADP
american_scientific_journal-5736	40	15	numeric	numeric	ADJ
american_scientific_journal-5736	40	16	values	value	NOUN
american_scientific_journal-5736	40	17	.	.	PUNCT
american_scientific_journal-5736	41	1	one	one	NUM
american_scientific_journal-5736	41	2	-	-	PUNCT
american_scientific_journal-5736	41	3	hot	hot	ADJ
american_scientific_journal-5736	41	4	encoding	encoding	NOUN
american_scientific_journal-5736	41	5	having	have	VERB
american_scientific_journal-5736	41	6	different	different	ADJ
american_scientific_journal-5736	41	7	implementation	implementation	NOUN
american_scientific_journal-5736	41	8	is	be	AUX
american_scientific_journal-5736	41	9	a	a	DET
american_scientific_journal-5736	41	10	popular	popular	ADJ
american_scientific_journal-5736	41	11	method	method	NOUN
american_scientific_journal-5736	41	12	used	use	VERB
american_scientific_journal-5736	41	13	in	in	ADP
american_scientific_journal-5736	41	14	data	datum	NOUN
american_scientific_journal-5736	41	15	science	science	NOUN
american_scientific_journal-5736	41	16	projects	project	NOUN
american_scientific_journal-5736	41	17	to	to	PART
american_scientific_journal-5736	41	18	convert	convert	VERB
american_scientific_journal-5736	41	19	categorical	categorical	ADJ
american_scientific_journal-5736	41	20	data	datum	NOUN
american_scientific_journal-5736	41	21	.	.	PUNCT
american_scientific_journal-5736	42	1	in	in	ADP
american_scientific_journal-5736	42	2	this	this	DET
american_scientific_journal-5736	42	3	approach	approach	NOUN
american_scientific_journal-5736	42	4	,	,	PUNCT
american_scientific_journal-5736	42	5	the	the	DET
american_scientific_journal-5736	42	6	number	number	NOUN
american_scientific_journal-5736	42	7	of	of	ADP
american_scientific_journal-5736	42	8	unique	unique	ADJ
american_scientific_journal-5736	42	9	values	value	NOUN
american_scientific_journal-5736	42	10	is	be	AUX
american_scientific_journal-5736	42	11	counted	count	VERB
american_scientific_journal-5736	42	12	per	per	ADP
american_scientific_journal-5736	42	13	feature	feature	NOUN
american_scientific_journal-5736	42	14	,	,	PUNCT
american_scientific_journal-5736	42	15	and	and	CCONJ
american_scientific_journal-5736	42	16	then	then	ADV
american_scientific_journal-5736	42	17	,	,	PUNCT
american_scientific_journal-5736	42	18	a	a	DET
american_scientific_journal-5736	42	19	unique	unique	ADJ
american_scientific_journal-5736	42	20	index	index	NOUN
american_scientific_journal-5736	42	21	is	be	AUX
american_scientific_journal-5736	42	22	assigned	assign	VERB
american_scientific_journal-5736	42	23	to	to	ADP
american_scientific_journal-5736	42	24	each	each	DET
american_scientific_journal-5736	42	25	category	category	NOUN
american_scientific_journal-5736	42	26	.	.	PUNCT
american_scientific_journal-5736	43	1	this	this	DET
american_scientific_journal-5736	43	2	approach	approach	NOUN
american_scientific_journal-5736	43	3	,	,	PUNCT
american_scientific_journal-5736	43	4	which	which	PRON
american_scientific_journal-5736	43	5	is	be	AUX
american_scientific_journal-5736	43	6	very	very	ADV
american_scientific_journal-5736	43	7	simple	simple	ADJ
american_scientific_journal-5736	43	8	and	and	CCONJ
american_scientific_journal-5736	43	9	fast	fast	ADV
american_scientific_journal-5736	43	10	,	,	PUNCT
american_scientific_journal-5736	43	11	is	be	AUX
american_scientific_journal-5736	43	12	similar	similar	ADJ
american_scientific_journal-5736	43	13	to	to	ADP
american_scientific_journal-5736	43	14	indexing	index	VERB
american_scientific_journal-5736	43	15	keys	key	NOUN
american_scientific_journal-5736	43	16	in	in	ADP
american_scientific_journal-5736	43	17	a	a	DET
american_scientific_journal-5736	43	18	dictionary	dictionary	NOUN
american_scientific_journal-5736	43	19	.	.	PUNCT
american_scientific_journal-5736	44	1	2.3	2.3	NUM
american_scientific_journal-5736	44	2	.	.	PUNCT
american_scientific_journal-5736	44	3	timestamp	timestamp	PROPN
american_scientific_journal-5736	44	4	american	american	PROPN
american_scientific_journal-5736	44	5	scientific	scientific	ADJ
american_scientific_journal-5736	44	6	research	research	NOUN
american_scientific_journal-5736	44	7	journal	journal	NOUN
american_scientific_journal-5736	44	8	for	for	ADP
american_scientific_journal-5736	44	9	engineering	engineering	NOUN
american_scientific_journal-5736	44	10	,	,	PUNCT
american_scientific_journal-5736	44	11	technology	technology	NOUN
american_scientific_journal-5736	44	12	,	,	PUNCT
american_scientific_journal-5736	44	13	and	and	CCONJ
american_scientific_journal-5736	44	14	sciences	science	NOUN
american_scientific_journal-5736	44	15	(	(	PUNCT
american_scientific_journal-5736	44	16	asrjets	asrjet	NOUN
american_scientific_journal-5736	44	17	)	)	PUNCT
american_scientific_journal-5736	44	18	(	(	PUNCT
american_scientific_journal-5736	44	19	2020	2020	NUM
american_scientific_journal-5736	44	20	)	)	PUNCT
american_scientific_journal-5736	44	21	volume	volume	NOUN
american_scientific_journal-5736	44	22	66	66	NUM
american_scientific_journal-5736	44	23	,	,	PUNCT
american_scientific_journal-5736	44	24	no	no	DET
american_scientific_journal-5736	44	25	1	1	NUM
american_scientific_journal-5736	44	26	,	,	PUNCT
american_scientific_journal-5736	44	27	pp	pp	ADV
american_scientific_journal-5736	44	28	95	95	NUM
american_scientific_journal-5736	44	29	-	-	SYM
american_scientific_journal-5736	44	30	104	104	NUM
american_scientific_journal-5736	44	31	97	97	NUM
american_scientific_journal-5736	44	32	timestamps	timestamp	NOUN
american_scientific_journal-5736	44	33	are	be	AUX
american_scientific_journal-5736	44	34	often	often	ADV
american_scientific_journal-5736	44	35	considered	consider	VERB
american_scientific_journal-5736	44	36	as	as	ADP
american_scientific_journal-5736	44	37	specific	specific	ADJ
american_scientific_journal-5736	44	38	numeric	numeric	ADJ
american_scientific_journal-5736	44	39	data	datum	NOUN
american_scientific_journal-5736	44	40	,	,	PUNCT
american_scientific_journal-5736	44	41	which	which	PRON
american_scientific_journal-5736	44	42	are	be	AUX
american_scientific_journal-5736	44	43	essential	essential	ADJ
american_scientific_journal-5736	44	44	in	in	ADP
american_scientific_journal-5736	44	45	particular	particular	ADJ
american_scientific_journal-5736	44	46	machine	machine	NOUN
american_scientific_journal-5736	44	47	learning	learn	VERB
american_scientific_journal-5736	44	48	model	model	NOUN
american_scientific_journal-5736	44	49	development	development	PROPN
american_scientific_journal-5736	44	50	.	.	PUNCT
american_scientific_journal-5736	45	1	in	in	ADP
american_scientific_journal-5736	45	2	the	the	DET
american_scientific_journal-5736	45	3	dataset	dataset	NOUN
american_scientific_journal-5736	45	4	,	,	PUNCT
american_scientific_journal-5736	45	5	after	after	ADP
american_scientific_journal-5736	45	6	dropping	drop	VERB
american_scientific_journal-5736	45	7	all	all	DET
american_scientific_journal-5736	45	8	nan	nan	PROPN
american_scientific_journal-5736	45	9	values	value	NOUN
american_scientific_journal-5736	45	10	,	,	PUNCT
american_scientific_journal-5736	45	11	the	the	DET
american_scientific_journal-5736	45	12	timestamps	timestamp	NOUN
american_scientific_journal-5736	45	13	converted	convert	VERB
american_scientific_journal-5736	45	14	to	to	ADP
american_scientific_journal-5736	45	15	absolute	absolute	ADJ
american_scientific_journal-5736	45	16	totalsecond	totalsecond	NOUN
american_scientific_journal-5736	45	17	values	value	NOUN
american_scientific_journal-5736	45	18	for	for	ADP
american_scientific_journal-5736	45	19	feature	feature	NOUN
american_scientific_journal-5736	45	20	engineering	engineering	NOUN
american_scientific_journal-5736	45	21	and	and	CCONJ
american_scientific_journal-5736	45	22	ml	ml	ADP
american_scientific_journal-5736	45	23	section	section	NOUN
american_scientific_journal-5736	45	24	.	.	PUNCT
american_scientific_journal-5736	46	1	2.4	2.4	NUM
american_scientific_journal-5736	46	2	.	.	PUNCT
american_scientific_journal-5736	47	1	data	datum	NOUN
american_scientific_journal-5736	47	2	normalization	normalization	NOUN
american_scientific_journal-5736	47	3	this	this	DET
american_scientific_journal-5736	47	4	step	step	NOUN
american_scientific_journal-5736	47	5	refers	refer	VERB
american_scientific_journal-5736	47	6	to	to	ADP
american_scientific_journal-5736	47	7	a	a	DET
american_scientific_journal-5736	47	8	process	process	NOUN
american_scientific_journal-5736	47	9	where	where	SCONJ
american_scientific_journal-5736	47	10	each	each	DET
american_scientific_journal-5736	47	11	column	column	NOUN
american_scientific_journal-5736	47	12	representing	represent	VERB
american_scientific_journal-5736	47	13	a	a	DET
american_scientific_journal-5736	47	14	given	give	VERB
american_scientific_journal-5736	47	15	feature	feature	NOUN
american_scientific_journal-5736	47	16	is	be	AUX
american_scientific_journal-5736	47	17	normalized	normalize	VERB
american_scientific_journal-5736	47	18	to	to	ADP
american_scientific_journal-5736	47	19	[	[	NOUN
american_scientific_journal-5736	47	20	-1	-1	X
american_scientific_journal-5736	47	21	,	,	PUNCT
american_scientific_journal-5736	47	22	+1	+1	PROPN
american_scientific_journal-5736	47	23	]	]	PUNCT
american_scientific_journal-5736	47	24	or	or	CCONJ
american_scientific_journal-5736	47	25	[	[	X
american_scientific_journal-5736	47	26	0	0	NUM
american_scientific_journal-5736	47	27	,	,	PUNCT
american_scientific_journal-5736	47	28	+1	+1	X
american_scientific_journal-5736	47	29	]	]	PUNCT
american_scientific_journal-5736	47	30	depending	depend	VERB
american_scientific_journal-5736	47	31	on	on	ADP
american_scientific_journal-5736	47	32	machine	machine	NOUN
american_scientific_journal-5736	47	33	learning	learning	NOUN
american_scientific_journal-5736	47	34	models	model	NOUN
american_scientific_journal-5736	47	35	that	that	PRON
american_scientific_journal-5736	47	36	are	be	AUX
american_scientific_journal-5736	47	37	used	use	VERB
american_scientific_journal-5736	47	38	.	.	PUNCT
american_scientific_journal-5736	48	1	the	the	DET
american_scientific_journal-5736	48	2	concept	concept	NOUN
american_scientific_journal-5736	48	3	of	of	ADP
american_scientific_journal-5736	48	4	data	datum	NOUN
american_scientific_journal-5736	48	5	normalization	normalization	NOUN
american_scientific_journal-5736	48	6	is	be	AUX
american_scientific_journal-5736	48	7	to	to	PART
american_scientific_journal-5736	48	8	map	map	VERB
american_scientific_journal-5736	48	9	data	datum	NOUN
american_scientific_journal-5736	48	10	into	into	ADP
american_scientific_journal-5736	48	11	an	an	DET
american_scientific_journal-5736	48	12	interval	interval	NOUN
american_scientific_journal-5736	48	13	where	where	SCONJ
american_scientific_journal-5736	48	14	cost	cost	NOUN
american_scientific_journal-5736	48	15	functions	function	NOUN
american_scientific_journal-5736	48	16	of	of	ADP
american_scientific_journal-5736	48	17	machine	machine	NOUN
american_scientific_journal-5736	48	18	learning	learning	NOUN
american_scientific_journal-5736	48	19	models	model	NOUN
american_scientific_journal-5736	48	20	work	work	VERB
american_scientific_journal-5736	48	21	.	.	PUNCT
american_scientific_journal-5736	49	1	also	also	ADV
american_scientific_journal-5736	49	2	,	,	PUNCT
american_scientific_journal-5736	49	3	the	the	DET
american_scientific_journal-5736	49	4	data	data	NOUN
american_scientific_journal-5736	49	5	normalization	normalization	NOUN
american_scientific_journal-5736	49	6	,	,	PUNCT
american_scientific_journal-5736	49	7	which	which	PRON
american_scientific_journal-5736	49	8	is	be	AUX
american_scientific_journal-5736	49	9	also	also	ADV
american_scientific_journal-5736	49	10	called	call	VERB
american_scientific_journal-5736	49	11	standardization	standardization	NOUN
american_scientific_journal-5736	49	12	,	,	PUNCT
american_scientific_journal-5736	49	13	speeds	speed	VERB
american_scientific_journal-5736	49	14	up	up	ADP
american_scientific_journal-5736	49	15	the	the	DET
american_scientific_journal-5736	49	16	training	training	NOUN
american_scientific_journal-5736	49	17	process	process	NOUN
american_scientific_journal-5736	49	18	and	and	CCONJ
american_scientific_journal-5736	49	19	allows	allow	VERB
american_scientific_journal-5736	49	20	the	the	DET
american_scientific_journal-5736	49	21	models	model	NOUN
american_scientific_journal-5736	49	22	to	to	PART
american_scientific_journal-5736	49	23	be	be	AUX
american_scientific_journal-5736	49	24	converged	converge	VERB
american_scientific_journal-5736	49	25	faster	fast	ADV
american_scientific_journal-5736	49	26	.	.	PUNCT
american_scientific_journal-5736	50	1	to	to	PART
american_scientific_journal-5736	50	2	normalize	normalize	VERB
american_scientific_journal-5736	50	3	data	datum	NOUN
american_scientific_journal-5736	50	4	,	,	PUNCT
american_scientific_journal-5736	50	5	different	different	ADJ
american_scientific_journal-5736	50	6	algorithms	algorithm	NOUN
american_scientific_journal-5736	50	7	exist	exist	VERB
american_scientific_journal-5736	50	8	,	,	PUNCT
american_scientific_journal-5736	50	9	such	such	ADJ
american_scientific_journal-5736	50	10	as	as	ADP
american_scientific_journal-5736	50	11	normalization	normalization	NOUN
american_scientific_journal-5736	50	12	using	use	VERB
american_scientific_journal-5736	50	13	minimum	minimum	NOUN
american_scientific_journal-5736	50	14	and	and	CCONJ
american_scientific_journal-5736	50	15	maximum	maximum	ADJ
american_scientific_journal-5736	50	16	(	(	PUNCT
american_scientific_journal-5736	50	17	min	min	NOUN
american_scientific_journal-5736	50	18	-	-	ADJ
american_scientific_journal-5736	50	19	max	max	NOUN
american_scientific_journal-5736	50	20	scalar	scalar	NOUN
american_scientific_journal-5736	50	21	)	)	PUNCT
american_scientific_journal-5736	50	22	of	of	ADP
american_scientific_journal-5736	50	23	data	datum	NOUN
american_scientific_journal-5736	50	24	or	or	CCONJ
american_scientific_journal-5736	50	25	standard	standard	ADJ
american_scientific_journal-5736	50	26	deviation	deviation	NOUN
american_scientific_journal-5736	50	27	and	and	CCONJ
american_scientific_journal-5736	50	28	average	average	NOUN
american_scientific_journal-5736	50	29	of	of	ADP
american_scientific_journal-5736	50	30	data	datum	NOUN
american_scientific_journal-5736	50	31	.	.	PUNCT
american_scientific_journal-5736	51	1	in	in	ADP
american_scientific_journal-5736	51	2	this	this	DET
american_scientific_journal-5736	51	3	project	project	NOUN
american_scientific_journal-5736	51	4	,	,	PUNCT
american_scientific_journal-5736	51	5	the	the	DET
american_scientific_journal-5736	51	6	min	min	PROPN
american_scientific_journal-5736	51	7	-	-	ADJ
american_scientific_journal-5736	51	8	max	max	PROPN
american_scientific_journal-5736	51	9	method	method	NOUN
american_scientific_journal-5736	51	10	(	(	PUNCT
american_scientific_journal-5736	51	11	equation	equation	NOUN
american_scientific_journal-5736	51	12	1	1	NUM
american_scientific_journal-5736	51	13	)	)	PUNCT
american_scientific_journal-5736	51	14	was	be	AUX
american_scientific_journal-5736	51	15	applied	apply	VERB
american_scientific_journal-5736	51	16	to	to	ADP
american_scientific_journal-5736	51	17	each	each	DET
american_scientific_journal-5736	51	18	feature	feature	NOUN
american_scientific_journal-5736	51	19	column	column	NOUN
american_scientific_journal-5736	51	20	,	,	PUNCT
american_scientific_journal-5736	51	21	which	which	PRON
american_scientific_journal-5736	51	22	means	mean	VERB
american_scientific_journal-5736	51	23	the	the	DET
american_scientific_journal-5736	51	24	data	datum	NOUN
american_scientific_journal-5736	51	25	were	be	AUX
american_scientific_journal-5736	51	26	standardized	standardize	VERB
american_scientific_journal-5736	51	27	for	for	ADP
american_scientific_journal-5736	51	28	each	each	DET
american_scientific_journal-5736	51	29	feature	feature	NOUN
american_scientific_journal-5736	51	30	separately	separately	ADV
american_scientific_journal-5736	51	31	.	.	PUNCT
american_scientific_journal-5736	52	1	(	(	PUNCT
american_scientific_journal-5736	52	2	1	1	X
american_scientific_journal-5736	52	3	)	)	PUNCT
american_scientific_journal-5736	52	4	2.5	2.5	NUM
american_scientific_journal-5736	52	5	.	.	PUNCT
american_scientific_journal-5736	53	1	feature	feature	NOUN
american_scientific_journal-5736	53	2	engineering	engineer	VERB
american_scientific_journal-5736	53	3	this	this	DET
american_scientific_journal-5736	53	4	step	step	NOUN
american_scientific_journal-5736	53	5	refers	refer	VERB
american_scientific_journal-5736	53	6	to	to	ADP
american_scientific_journal-5736	53	7	a	a	DET
american_scientific_journal-5736	53	8	process	process	NOUN
american_scientific_journal-5736	53	9	features	feature	VERB
american_scientific_journal-5736	53	10	in	in	ADP
american_scientific_journal-5736	53	11	a	a	DET
american_scientific_journal-5736	53	12	dataset	dataset	NOUN
american_scientific_journal-5736	53	13	that	that	PRON
american_scientific_journal-5736	53	14	were	be	AUX
american_scientific_journal-5736	53	15	analyzed	analyze	VERB
american_scientific_journal-5736	53	16	,	,	PUNCT
american_scientific_journal-5736	53	17	and	and	CCONJ
american_scientific_journal-5736	53	18	the	the	DET
american_scientific_journal-5736	53	19	importance	importance	NOUN
american_scientific_journal-5736	53	20	of	of	ADP
american_scientific_journal-5736	53	21	each	each	DET
american_scientific_journal-5736	53	22	feature	feature	NOUN
american_scientific_journal-5736	53	23	and	and	CCONJ
american_scientific_journal-5736	53	24	contribution	contribution	NOUN
american_scientific_journal-5736	53	25	to	to	PART
american_scientific_journal-5736	53	26	target	target	VERB
american_scientific_journal-5736	53	27	variables	variable	NOUN
american_scientific_journal-5736	53	28	are	be	AUX
american_scientific_journal-5736	53	29	discovered	discover	VERB
american_scientific_journal-5736	53	30	using	use	VERB
american_scientific_journal-5736	53	31	different	different	ADJ
american_scientific_journal-5736	53	32	methods	method	NOUN
american_scientific_journal-5736	53	33	.	.	PUNCT
american_scientific_journal-5736	54	1	for	for	ADP
american_scientific_journal-5736	54	2	instance	instance	NOUN
american_scientific_journal-5736	54	3	,	,	PUNCT
american_scientific_journal-5736	54	4	the	the	DET
american_scientific_journal-5736	54	5	canonical	canonical	ADJ
american_scientific_journal-5736	54	6	correlation	correlation	NOUN
american_scientific_journal-5736	54	7	scores	score	NOUN
american_scientific_journal-5736	54	8	between	between	ADP
american_scientific_journal-5736	54	9	each	each	DET
american_scientific_journal-5736	54	10	feature	feature	NOUN
american_scientific_journal-5736	54	11	and	and	CCONJ
american_scientific_journal-5736	54	12	target	target	VERB
american_scientific_journal-5736	54	13	variable	variable	NOUN
american_scientific_journal-5736	54	14	among	among	ADP
american_scientific_journal-5736	54	15	all	all	DET
american_scientific_journal-5736	54	16	samples	sample	NOUN
american_scientific_journal-5736	54	17	demonstrate	demonstrate	VERB
american_scientific_journal-5736	54	18	how	how	SCONJ
american_scientific_journal-5736	54	19	a	a	DET
american_scientific_journal-5736	54	20	given	give	VERB
american_scientific_journal-5736	54	21	feature	feature	NOUN
american_scientific_journal-5736	54	22	is	be	AUX
american_scientific_journal-5736	54	23	associated	associate	VERB
american_scientific_journal-5736	54	24	with	with	ADP
american_scientific_journal-5736	54	25	the	the	DET
american_scientific_journal-5736	54	26	output	output	NOUN
american_scientific_journal-5736	54	27	.	.	PUNCT
american_scientific_journal-5736	55	1	another	another	DET
american_scientific_journal-5736	55	2	method	method	NOUN
american_scientific_journal-5736	55	3	is	be	AUX
american_scientific_journal-5736	55	4	to	to	PART
american_scientific_journal-5736	55	5	decision	decision	VERB
american_scientific_journal-5736	55	6	tree	tree	NOUN
american_scientific_journal-5736	55	7	feature	feature	NOUN
american_scientific_journal-5736	55	8	importance	importance	NOUN
american_scientific_journal-5736	55	9	capability	capability	NOUN
american_scientific_journal-5736	55	10	.	.	PUNCT
american_scientific_journal-5736	56	1	in	in	ADP
american_scientific_journal-5736	56	2	this	this	DET
american_scientific_journal-5736	56	3	approach	approach	NOUN
american_scientific_journal-5736	56	4	,	,	PUNCT
american_scientific_journal-5736	56	5	a	a	DET
american_scientific_journal-5736	56	6	decision	decision	NOUN
american_scientific_journal-5736	56	7	tree	tree	NOUN
american_scientific_journal-5736	56	8	model	model	NOUN
american_scientific_journal-5736	56	9	is	be	AUX
american_scientific_journal-5736	56	10	trained	train	VERB
american_scientific_journal-5736	56	11	using	use	VERB
american_scientific_journal-5736	56	12	the	the	DET
american_scientific_journal-5736	56	13	data	datum	NOUN
american_scientific_journal-5736	56	14	where	where	SCONJ
american_scientific_journal-5736	56	15	the	the	DET
american_scientific_journal-5736	56	16	importance	importance	NOUN
american_scientific_journal-5736	56	17	of	of	ADP
american_scientific_journal-5736	56	18	each	each	DET
american_scientific_journal-5736	56	19	feature	feature	NOUN
american_scientific_journal-5736	56	20	is	be	AUX
american_scientific_journal-5736	56	21	evaluated	evaluate	VERB
american_scientific_journal-5736	56	22	by	by	ADP
american_scientific_journal-5736	56	23	a	a	DET
american_scientific_journal-5736	56	24	metric	metric	NOUN
american_scientific_journal-5736	56	25	referred	refer	VERB
american_scientific_journal-5736	56	26	to	to	ADP
american_scientific_journal-5736	56	27	as	as	ADP
american_scientific_journal-5736	56	28	node	node	ADJ
american_scientific_journal-5736	56	29	impurity	impurity	NOUN
american_scientific_journal-5736	56	30	.	.	PUNCT
american_scientific_journal-5736	57	1	such	such	DET
american_scientific_journal-5736	57	2	a	a	DET
american_scientific_journal-5736	57	3	metric	metric	NOUN
american_scientific_journal-5736	57	4	is	be	AUX
american_scientific_journal-5736	57	5	weighted	weight	VERB
american_scientific_journal-5736	57	6	by	by	ADP
american_scientific_journal-5736	57	7	the	the	DET
american_scientific_journal-5736	57	8	probability	probability	NOUN
american_scientific_journal-5736	57	9	of	of	ADP
american_scientific_journal-5736	57	10	a	a	DET
american_scientific_journal-5736	57	11	node	node	NOUN
american_scientific_journal-5736	57	12	in	in	ADP
american_scientific_journal-5736	57	13	the	the	DET
american_scientific_journal-5736	57	14	tree	tree	NOUN
american_scientific_journal-5736	57	15	[	[	X
american_scientific_journal-5736	57	16	9	9	NUM
american_scientific_journal-5736	57	17	]	]	SYM
american_scientific_journal-5736	57	18	.	.	PUNCT
american_scientific_journal-5736	58	1	2.6	2.6	NUM
american_scientific_journal-5736	58	2	.	.	PUNCT
american_scientific_journal-5736	58	3	machine	machine	NOUN
american_scientific_journal-5736	58	4	learning	learning	NOUN
american_scientific_journal-5736	58	5	models	model	NOUN
american_scientific_journal-5736	58	6	prasad	prasad	PROPN
american_scientific_journal-5736	58	7	and	and	CCONJ
american_scientific_journal-5736	58	8	his	his	PRON
american_scientific_journal-5736	58	9	colleagues	colleague	NOUN
american_scientific_journal-5736	58	10	employed	employ	VERB
american_scientific_journal-5736	58	11	the	the	DET
american_scientific_journal-5736	58	12	xgboost	xgboost	PROPN
american_scientific_journal-5736	58	13	model	model	NOUN
american_scientific_journal-5736	58	14	to	to	PART
american_scientific_journal-5736	58	15	predict	predict	VERB
american_scientific_journal-5736	58	16	ddos	ddo	NOUN
american_scientific_journal-5736	58	17	attacks	attack	NOUN
american_scientific_journal-5736	58	18	,	,	PUNCT
american_scientific_journal-5736	58	19	which	which	PRON
american_scientific_journal-5736	58	20	was	be	AUX
american_scientific_journal-5736	58	21	a	a	DET
american_scientific_journal-5736	58	22	binary	binary	ADJ
american_scientific_journal-5736	58	23	classification	classification	NOUN
american_scientific_journal-5736	58	24	task	task	NOUN
american_scientific_journal-5736	58	25	to	to	PART
american_scientific_journal-5736	58	26	categorize	categorize	VERB
american_scientific_journal-5736	58	27	ddos	ddo	NOUN
american_scientific_journal-5736	58	28	and	and	CCONJ
american_scientific_journal-5736	58	29	benign	benign	ADJ
american_scientific_journal-5736	58	30	samples	sample	NOUN
american_scientific_journal-5736	58	31	[	[	X
american_scientific_journal-5736	58	32	8	8	NUM
american_scientific_journal-5736	58	33	]	]	PUNCT
american_scientific_journal-5736	58	34	.	.	PUNCT
american_scientific_journal-5736	59	1	in	in	ADP
american_scientific_journal-5736	59	2	this	this	DET
american_scientific_journal-5736	59	3	work	work	NOUN
american_scientific_journal-5736	59	4	,	,	PUNCT
american_scientific_journal-5736	59	5	two	two	NUM
american_scientific_journal-5736	59	6	other	other	ADJ
american_scientific_journal-5736	59	7	machine	machine	NOUN
american_scientific_journal-5736	59	8	learning	learning	NOUN
american_scientific_journal-5736	59	9	techniques	technique	NOUN
american_scientific_journal-5736	59	10	are	be	AUX
american_scientific_journal-5736	59	11	used	use	VERB
american_scientific_journal-5736	59	12	which	which	PRON
american_scientific_journal-5736	59	13	are	be	AUX
american_scientific_journal-5736	59	14	decision	decision	NOUN
american_scientific_journal-5736	59	15	tree	tree	NOUN
american_scientific_journal-5736	59	16	and	and	CCONJ
american_scientific_journal-5736	59	17	support	support	VERB
american_scientific_journal-5736	59	18	vector	vector	NOUN
american_scientific_journal-5736	59	19	machine	machine	NOUN
american_scientific_journal-5736	59	20	with	with	ADP
american_scientific_journal-5736	59	21	a	a	DET
american_scientific_journal-5736	59	22	linear	linear	ADJ
american_scientific_journal-5736	59	23	kernel	kernel	NOUN
american_scientific_journal-5736	59	24	,	,	PUNCT
american_scientific_journal-5736	59	25	respectively	respectively	ADV
american_scientific_journal-5736	59	26	.	.	PUNCT
american_scientific_journal-5736	60	1	these	these	DET
american_scientific_journal-5736	60	2	two	two	NUM
american_scientific_journal-5736	60	3	models	model	NOUN
american_scientific_journal-5736	60	4	have	have	VERB
american_scientific_journal-5736	60	5	different	different	ADJ
american_scientific_journal-5736	60	6	behaviors	behavior	NOUN
american_scientific_journal-5736	60	7	so	so	SCONJ
american_scientific_journal-5736	60	8	that	that	SCONJ
american_scientific_journal-5736	60	9	a	a	DET
american_scientific_journal-5736	60	10	comparison	comparison	NOUN
american_scientific_journal-5736	60	11	between	between	ADP
american_scientific_journal-5736	60	12	their	their	PRON
american_scientific_journal-5736	60	13	results	result	NOUN
american_scientific_journal-5736	60	14	as	as	ADV
american_scientific_journal-5736	60	15	well	well	ADV
american_scientific_journal-5736	60	16	as	as	ADP
american_scientific_journal-5736	60	17	prasad	prasad	PROPN
american_scientific_journal-5736	60	18	’s	’s	PART
american_scientific_journal-5736	60	19	xgboost	xgboost	NOUN
american_scientific_journal-5736	60	20	allows	allow	VERB
american_scientific_journal-5736	60	21	them	they	PRON
american_scientific_journal-5736	60	22	to	to	PART
american_scientific_journal-5736	60	23	understand	understand	VERB
american_scientific_journal-5736	60	24	better	well	ADV
american_scientific_journal-5736	60	25	how	how	SCONJ
american_scientific_journal-5736	60	26	much	much	ADJ
american_scientific_journal-5736	60	27	a	a	DET
american_scientific_journal-5736	60	28	machine	machine	NOUN
american_scientific_journal-5736	60	29	learning	learning	NOUN
american_scientific_journal-5736	60	30	-	-	PUNCT
american_scientific_journal-5736	60	31	based	base	VERB
american_scientific_journal-5736	60	32	defensive	defensive	ADJ
american_scientific_journal-5736	60	33	mechanism	mechanism	NOUN
american_scientific_journal-5736	60	34	against	against	ADP
american_scientific_journal-5736	60	35	ddos	ddo	NOUN
american_scientific_journal-5736	60	36	might	might	AUX
american_scientific_journal-5736	60	37	be	be	AUX
american_scientific_journal-5736	60	38	accurate	accurate	ADJ
american_scientific_journal-5736	60	39	and	and	CCONJ
american_scientific_journal-5736	60	40	reliable	reliable	ADJ
american_scientific_journal-5736	60	41	.	.	PUNCT
american_scientific_journal-5736	61	1	2.7	2.7	NUM
american_scientific_journal-5736	61	2	.	.	PUNCT
american_scientific_journal-5736	61	3	decision	decision	NOUN
american_scientific_journal-5736	61	4	tree	tree	NOUN
american_scientific_journal-5736	61	5	one	one	NUM
american_scientific_journal-5736	61	6	of	of	ADP
american_scientific_journal-5736	61	7	the	the	DET
american_scientific_journal-5736	61	8	supervised	supervised	ADJ
american_scientific_journal-5736	61	9	machine	machine	NOUN
american_scientific_journal-5736	61	10	learning	learning	NOUN
american_scientific_journal-5736	61	11	algorithms	algorithm	NOUN
american_scientific_journal-5736	61	12	that	that	PRON
american_scientific_journal-5736	61	13	can	can	AUX
american_scientific_journal-5736	61	14	be	be	AUX
american_scientific_journal-5736	61	15	used	use	VERB
american_scientific_journal-5736	61	16	for	for	ADP
american_scientific_journal-5736	61	17	both	both	CCONJ
american_scientific_journal-5736	61	18	classification	classification	NOUN
american_scientific_journal-5736	61	19	and	and	CCONJ
american_scientific_journal-5736	61	20	regression	regression	NOUN
american_scientific_journal-5736	61	21	tasks	task	NOUN
american_scientific_journal-5736	61	22	is	be	AUX
american_scientific_journal-5736	61	23	called	call	VERB
american_scientific_journal-5736	61	24	a	a	DET
american_scientific_journal-5736	61	25	decision	decision	NOUN
american_scientific_journal-5736	61	26	tree	tree	NOUN
american_scientific_journal-5736	61	27	.	.	PUNCT
american_scientific_journal-5736	62	1	in	in	ADP
american_scientific_journal-5736	62	2	binary	binary	ADJ
american_scientific_journal-5736	62	3	classification	classification	NOUN
american_scientific_journal-5736	62	4	,	,	PUNCT
american_scientific_journal-5736	62	5	this	this	DET
american_scientific_journal-5736	62	6	algorithm	algorithm	NOUN
american_scientific_journal-5736	62	7	can	can	AUX
american_scientific_journal-5736	62	8	be	be	AUX
american_scientific_journal-5736	62	9	considered	consider	VERB
american_scientific_journal-5736	62	10	as	as	ADP
american_scientific_journal-5736	62	11	a	a	DET
american_scientific_journal-5736	62	12	binary	binary	ADJ
american_scientific_journal-5736	62	13	tree	tree	NOUN
american_scientific_journal-5736	62	14	structure	structure	NOUN
american_scientific_journal-5736	62	15	that	that	SCONJ
american_scientific_journal-5736	62	16	splitting	split	VERB
american_scientific_journal-5736	62	17	data	datum	NOUN
american_scientific_journal-5736	62	18	into	into	ADP
american_scientific_journal-5736	62	19	two	two	NUM
american_scientific_journal-5736	62	20	subsets	subset	NOUN
american_scientific_journal-5736	62	21	is	be	AUX
american_scientific_journal-5736	62	22	performed	perform	VERB
american_scientific_journal-5736	62	23	based	base	VERB
american_scientific_journal-5736	62	24	on	on	ADP
american_scientific_journal-5736	62	25	specific	specific	ADJ
american_scientific_journal-5736	62	26	criteria	criterion	NOUN
american_scientific_journal-5736	62	27	so	so	ADV
american_scientific_journal-5736	62	28	-	-	PUNCT
american_scientific_journal-5736	62	29	called	call	VERB
american_scientific_journal-5736	62	30	decision	decision	NOUN
american_scientific_journal-5736	62	31	rules	rule	NOUN
american_scientific_journal-5736	62	32	.	.	PUNCT
american_scientific_journal-5736	63	1	the	the	DET
american_scientific_journal-5736	63	2	tree	tree	NOUN
american_scientific_journal-5736	63	3	is	be	AUX
american_scientific_journal-5736	63	4	growing	grow	VERB
american_scientific_journal-5736	63	5	top	top	ADJ
american_scientific_journal-5736	63	6	-	-	PUNCT
american_scientific_journal-5736	63	7	down	down	NOUN
american_scientific_journal-5736	63	8	,	,	PUNCT
american_scientific_journal-5736	63	9	and	and	CCONJ
american_scientific_journal-5736	63	10	each	each	PRON
american_scientific_journal-5736	63	11	node	node	VERB
american_scientific_journal-5736	63	12	an	an	DET
american_scientific_journal-5736	63	13	attribute	attribute	NOUN
american_scientific_journal-5736	63	14	which	which	PRON
american_scientific_journal-5736	63	15	is	be	AUX
american_scientific_journal-5736	63	16	classifying	classify	VERB
american_scientific_journal-5736	63	17	training	training	NOUN
american_scientific_journal-5736	63	18	local	local	ADJ
american_scientific_journal-5736	63	19	samples	sample	NOUN
american_scientific_journal-5736	63	20	are	be	AUX
american_scientific_journal-5736	63	21	selected	select	VERB
american_scientific_journal-5736	63	22	.	.	PUNCT
american_scientific_journal-5736	64	1	the	the	DET
american_scientific_journal-5736	64	2	process	process	NOUN
american_scientific_journal-5736	64	3	of	of	ADP
american_scientific_journal-5736	64	4	splitting	splitting	NOUN
american_scientific_journal-5736	64	5	continues	continue	VERB
american_scientific_journal-5736	64	6	until	until	SCONJ
american_scientific_journal-5736	64	7	the	the	DET
american_scientific_journal-5736	64	8	best	good	ADJ
american_scientific_journal-5736	64	9	classification	classification	NOUN
american_scientific_journal-5736	64	10	occurs	occur	VERB
american_scientific_journal-5736	64	11	or	or	CCONJ
american_scientific_journal-5736	64	12	all	all	DET
american_scientific_journal-5736	64	13	attributes	attribute	NOUN
american_scientific_journal-5736	64	14	are	be	AUX
american_scientific_journal-5736	64	15	employed	employ	VERB
american_scientific_journal-5736	64	16	.	.	PUNCT
american_scientific_journal-5736	65	1	selecting	select	VERB
american_scientific_journal-5736	65	2	attributes	attribute	NOUN
american_scientific_journal-5736	65	3	is	be	AUX
american_scientific_journal-5736	65	4	the	the	DET
american_scientific_journal-5736	65	5	most	most	ADV
american_scientific_journal-5736	65	6	challenging	challenging	ADJ
american_scientific_journal-5736	65	7	part	part	NOUN
american_scientific_journal-5736	65	8	of	of	ADP
american_scientific_journal-5736	65	9	training	train	VERB
american_scientific_journal-5736	65	10	a	a	DET
american_scientific_journal-5736	65	11	decision	decision	NOUN
american_scientific_journal-5736	65	12	tree	tree	NOUN
american_scientific_journal-5736	65	13	algorithm	algorithm	NOUN
american_scientific_journal-5736	65	14	.	.	PUNCT
american_scientific_journal-5736	66	1	various	various	ADJ
american_scientific_journal-5736	66	2	methods	method	NOUN
american_scientific_journal-5736	66	3	exist	exist	VERB
american_scientific_journal-5736	66	4	to	to	PART
american_scientific_journal-5736	66	5	select	select	VERB
american_scientific_journal-5736	66	6	the	the	DET
american_scientific_journal-5736	66	7	american	american	ADJ
american_scientific_journal-5736	66	8	scientific	scientific	ADJ
american_scientific_journal-5736	66	9	research	research	PROPN
american_scientific_journal-5736	66	10	journal	journal	NOUN
american_scientific_journal-5736	66	11	for	for	ADP
american_scientific_journal-5736	66	12	engineering	engineering	NOUN
american_scientific_journal-5736	66	13	,	,	PUNCT
american_scientific_journal-5736	66	14	technology	technology	NOUN
american_scientific_journal-5736	66	15	,	,	PUNCT
american_scientific_journal-5736	66	16	and	and	CCONJ
american_scientific_journal-5736	66	17	sciences	science	NOUN
american_scientific_journal-5736	66	18	(	(	PUNCT
american_scientific_journal-5736	66	19	asrjets	asrjet	NOUN
american_scientific_journal-5736	66	20	)	)	PUNCT
american_scientific_journal-5736	66	21	(	(	PUNCT
american_scientific_journal-5736	66	22	2020	2020	NUM
american_scientific_journal-5736	66	23	)	)	PUNCT
american_scientific_journal-5736	66	24	volume	volume	NOUN
american_scientific_journal-5736	66	25	66	66	NUM
american_scientific_journal-5736	66	26	,	,	PUNCT
american_scientific_journal-5736	66	27	no	no	DET
american_scientific_journal-5736	66	28	1	1	NUM
american_scientific_journal-5736	66	29	,	,	PUNCT
american_scientific_journal-5736	66	30	pp	pp	ADV
american_scientific_journal-5736	66	31	95	95	NUM
american_scientific_journal-5736	66	32	-	-	SYM
american_scientific_journal-5736	66	33	104	104	NUM
american_scientific_journal-5736	66	34	98	98	NUM
american_scientific_journal-5736	66	35	best	good	ADJ
american_scientific_journal-5736	66	36	attribute	attribute	NOUN
american_scientific_journal-5736	66	37	when	when	SCONJ
american_scientific_journal-5736	66	38	splitting	split	VERB
american_scientific_journal-5736	66	39	data	datum	NOUN
american_scientific_journal-5736	66	40	into	into	ADP
american_scientific_journal-5736	66	41	smaller	small	ADJ
american_scientific_journal-5736	66	42	subset	subset	NOUN
american_scientific_journal-5736	66	43	which	which	PRON
american_scientific_journal-5736	66	44	are	be	AUX
american_scientific_journal-5736	66	45	1	1	NUM
american_scientific_journal-5736	66	46	)	)	PUNCT
american_scientific_journal-5736	66	47	information	information	NOUN
american_scientific_journal-5736	66	48	gain	gain	NOUN
american_scientific_journal-5736	66	49	and	and	CCONJ
american_scientific_journal-5736	66	50	2	2	NUM
american_scientific_journal-5736	66	51	)	)	PUNCT
american_scientific_journal-5736	66	52	gini	gini	NOUN
american_scientific_journal-5736	66	53	index	index	NOUN
american_scientific_journal-5736	66	54	.	.	PUNCT
american_scientific_journal-5736	67	1	the	the	DET
american_scientific_journal-5736	67	2	entropy	entropy	NOUN
american_scientific_journal-5736	67	3	changes	change	VERB
american_scientific_journal-5736	67	4	when	when	SCONJ
american_scientific_journal-5736	67	5	a	a	DET
american_scientific_journal-5736	67	6	new	new	ADJ
american_scientific_journal-5736	67	7	splitting	splitting	NOUN
american_scientific_journal-5736	67	8	occurs	occur	VERB
american_scientific_journal-5736	67	9	.	.	PUNCT
american_scientific_journal-5736	68	1	information	information	NOUN
american_scientific_journal-5736	68	2	gain	gain	NOUN
american_scientific_journal-5736	68	3	is	be	AUX
american_scientific_journal-5736	68	4	a	a	DET
american_scientific_journal-5736	68	5	measure	measure	NOUN
american_scientific_journal-5736	68	6	which	which	PRON
american_scientific_journal-5736	68	7	is	be	AUX
american_scientific_journal-5736	68	8	affected	affect	VERB
american_scientific_journal-5736	68	9	by	by	ADP
american_scientific_journal-5736	68	10	changes	change	NOUN
american_scientific_journal-5736	68	11	in	in	ADP
american_scientific_journal-5736	68	12	entropy	entropy	NOUN
american_scientific_journal-5736	68	13	.	.	PUNCT
american_scientific_journal-5736	69	1	on	on	ADP
american_scientific_journal-5736	69	2	the	the	DET
american_scientific_journal-5736	69	3	other	other	ADJ
american_scientific_journal-5736	69	4	hand	hand	NOUN
american_scientific_journal-5736	69	5	,	,	PUNCT
american_scientific_journal-5736	69	6	the	the	DET
american_scientific_journal-5736	69	7	gini	gini	PROPN
american_scientific_journal-5736	69	8	metric	metric	NOUN
american_scientific_journal-5736	69	9	is	be	AUX
american_scientific_journal-5736	69	10	measuring	measure	VERB
american_scientific_journal-5736	69	11	how	how	SCONJ
american_scientific_journal-5736	69	12	many	many	ADJ
american_scientific_journal-5736	69	13	times	time	NOUN
american_scientific_journal-5736	69	14	an	an	DET
american_scientific_journal-5736	69	15	attribute	attribute	NOUN
american_scientific_journal-5736	69	16	is	be	AUX
american_scientific_journal-5736	69	17	incorrectly	incorrectly	ADV
american_scientific_journal-5736	69	18	selected	select	VERB
american_scientific_journal-5736	69	19	so	so	ADV
american_scientific_journal-5736	69	20	a	a	DET
american_scientific_journal-5736	69	21	lower	low	ADJ
american_scientific_journal-5736	69	22	gini	gini	NOUN
american_scientific_journal-5736	69	23	score	score	NOUN
american_scientific_journal-5736	69	24	offers	offer	VERB
american_scientific_journal-5736	69	25	better	well	ADJ
american_scientific_journal-5736	69	26	performance	performance	NOUN
american_scientific_journal-5736	70	1	[	[	X
american_scientific_journal-5736	70	2	10	10	NUM
american_scientific_journal-5736	70	3	]	]	PUNCT
american_scientific_journal-5736	70	4	.	.	PUNCT
american_scientific_journal-5736	71	1	2.8	2.8	NUM
american_scientific_journal-5736	71	2	.	.	PUNCT
american_scientific_journal-5736	72	1	support	support	NOUN
american_scientific_journal-5736	72	2	vector	vector	NOUN
american_scientific_journal-5736	72	3	machine	machine	NOUN
american_scientific_journal-5736	72	4	–	–	PUNCT
american_scientific_journal-5736	72	5	linear	linear	ADJ
american_scientific_journal-5736	72	6	kernel	kernel	NOUN
american_scientific_journal-5736	72	7	the	the	DET
american_scientific_journal-5736	72	8	essential	essential	ADJ
american_scientific_journal-5736	72	9	idea	idea	NOUN
american_scientific_journal-5736	72	10	behind	behind	ADP
american_scientific_journal-5736	72	11	the	the	DET
american_scientific_journal-5736	72	12	support	support	NOUN
american_scientific_journal-5736	72	13	vector	vector	NOUN
american_scientific_journal-5736	72	14	machine	machine	NOUN
american_scientific_journal-5736	72	15	is	be	AUX
american_scientific_journal-5736	72	16	to	to	PART
american_scientific_journal-5736	72	17	map	map	VERB
american_scientific_journal-5736	72	18	data	datum	NOUN
american_scientific_journal-5736	72	19	from	from	ADP
american_scientific_journal-5736	72	20	data	datum	NOUN
american_scientific_journal-5736	72	21	space	space	NOUN
american_scientific_journal-5736	72	22	to	to	ADP
american_scientific_journal-5736	72	23	another	another	DET
american_scientific_journal-5736	72	24	space	space	NOUN
american_scientific_journal-5736	72	25	using	use	VERB
american_scientific_journal-5736	72	26	a	a	DET
american_scientific_journal-5736	72	27	function	function	NOUN
american_scientific_journal-5736	72	28	so	so	ADV
american_scientific_journal-5736	72	29	-	-	PUNCT
american_scientific_journal-5736	72	30	called	call	VERB
american_scientific_journal-5736	72	31	kernel	kernel	PROPN
american_scientific_journal-5736	72	32	or	or	CCONJ
american_scientific_journal-5736	72	33	kernel	kernel	PROPN
american_scientific_journal-5736	72	34	function	function	NOUN
american_scientific_journal-5736	72	35	.	.	PUNCT
american_scientific_journal-5736	73	1	separating	separate	VERB
american_scientific_journal-5736	73	2	data	datum	NOUN
american_scientific_journal-5736	73	3	using	use	VERB
american_scientific_journal-5736	73	4	any	any	DET
american_scientific_journal-5736	73	5	liner	liner	NOUN
american_scientific_journal-5736	73	6	classifier	classifier	NOUN
american_scientific_journal-5736	73	7	is	be	AUX
american_scientific_journal-5736	73	8	almost	almost	ADV
american_scientific_journal-5736	73	9	impossible	impossible	ADJ
american_scientific_journal-5736	73	10	in	in	ADP
american_scientific_journal-5736	73	11	this	this	DET
american_scientific_journal-5736	73	12	scenario	scenario	NOUN
american_scientific_journal-5736	73	13	so	so	SCONJ
american_scientific_journal-5736	73	14	that	that	SCONJ
american_scientific_journal-5736	73	15	a	a	DET
american_scientific_journal-5736	73	16	given	give	VERB
american_scientific_journal-5736	73	17	kernel	kernel	NOUN
american_scientific_journal-5736	73	18	maps	map	VERB
american_scientific_journal-5736	73	19	the	the	DET
american_scientific_journal-5736	73	20	data	datum	NOUN
american_scientific_journal-5736	73	21	into	into	ADP
american_scientific_journal-5736	73	22	another	another	DET
american_scientific_journal-5736	73	23	space	space	NOUN
american_scientific_journal-5736	73	24	where	where	SCONJ
american_scientific_journal-5736	73	25	a	a	DET
american_scientific_journal-5736	73	26	massive	massive	ADJ
american_scientific_journal-5736	73	27	number	number	NOUN
american_scientific_journal-5736	73	28	of	of	ADP
american_scientific_journal-5736	73	29	hyperplanes	hyperplane	NOUN
american_scientific_journal-5736	73	30	is	be	AUX
american_scientific_journal-5736	73	31	created	create	VERB
american_scientific_journal-5736	73	32	.	.	PUNCT
american_scientific_journal-5736	74	1	the	the	DET
american_scientific_journal-5736	74	2	hyperplanes	hyperplane	NOUN
american_scientific_journal-5736	74	3	are	be	AUX
american_scientific_journal-5736	74	4	linearly	linearly	ADV
american_scientific_journal-5736	74	5	separable	separable	ADJ
american_scientific_journal-5736	74	6	,	,	PUNCT
american_scientific_journal-5736	74	7	but	but	CCONJ
american_scientific_journal-5736	74	8	many	many	ADJ
american_scientific_journal-5736	74	9	classifiers	classifier	NOUN
american_scientific_journal-5736	74	10	can	can	AUX
american_scientific_journal-5736	74	11	separate	separate	VERB
american_scientific_journal-5736	74	12	data	datum	NOUN
american_scientific_journal-5736	74	13	.	.	PUNCT
american_scientific_journal-5736	75	1	the	the	DET
american_scientific_journal-5736	75	2	optimization	optimization	NOUN
american_scientific_journal-5736	75	3	method	method	NOUN
american_scientific_journal-5736	75	4	in	in	ADP
american_scientific_journal-5736	75	5	svm	svm	PROPN
american_scientific_journal-5736	75	6	is	be	AUX
american_scientific_journal-5736	75	7	to	to	PART
american_scientific_journal-5736	75	8	find	find	VERB
american_scientific_journal-5736	75	9	a	a	DET
american_scientific_journal-5736	75	10	hyperplane	hyperplane	NOUN
american_scientific_journal-5736	75	11	having	have	VERB
american_scientific_journal-5736	75	12	the	the	DET
american_scientific_journal-5736	75	13	maximum	maximum	ADJ
american_scientific_journal-5736	75	14	distance	distance	NOUN
american_scientific_journal-5736	75	15	from	from	ADP
american_scientific_journal-5736	75	16	support	support	NOUN
american_scientific_journal-5736	75	17	vectors	vector	NOUN
american_scientific_journal-5736	75	18	(	(	PUNCT
american_scientific_journal-5736	75	19	classifiers	classifier	NOUN
american_scientific_journal-5736	75	20	)	)	PUNCT
american_scientific_journal-5736	75	21	.	.	PUNCT
american_scientific_journal-5736	76	1	svm	svm	PROPN
american_scientific_journal-5736	76	2	is	be	AUX
american_scientific_journal-5736	76	3	a	a	DET
american_scientific_journal-5736	76	4	sophisticated	sophisticated	ADJ
american_scientific_journal-5736	76	5	algorithm	algorithm	NOUN
american_scientific_journal-5736	76	6	that	that	PRON
american_scientific_journal-5736	76	7	became	become	VERB
american_scientific_journal-5736	76	8	popular	popular	ADJ
american_scientific_journal-5736	76	9	because	because	SCONJ
american_scientific_journal-5736	76	10	of	of	ADP
american_scientific_journal-5736	76	11	producing	produce	VERB
american_scientific_journal-5736	76	12	high	high	ADJ
american_scientific_journal-5736	76	13	-	-	PUNCT
american_scientific_journal-5736	76	14	quality	quality	NOUN
american_scientific_journal-5736	76	15	results	result	NOUN
american_scientific_journal-5736	76	16	to	to	PART
american_scientific_journal-5736	76	17	recognize	recognize	VERB
american_scientific_journal-5736	76	18	handwriting	handwriting	NOUN
american_scientific_journal-5736	76	19	.	.	PUNCT
american_scientific_journal-5736	77	1	several	several	ADJ
american_scientific_journal-5736	77	2	kernels	kernel	NOUN
american_scientific_journal-5736	77	3	exist	exist	VERB
american_scientific_journal-5736	77	4	in	in	ADP
american_scientific_journal-5736	77	5	the	the	DET
american_scientific_journal-5736	77	6	svm	svm	ADJ
american_scientific_journal-5736	77	7	algorithm	algorithm	NOUN
american_scientific_journal-5736	77	8	,	,	PUNCT
american_scientific_journal-5736	77	9	including	include	VERB
american_scientific_journal-5736	77	10	linear	linear	ADJ
american_scientific_journal-5736	77	11	,	,	PUNCT
american_scientific_journal-5736	77	12	polynomial	polynomial	ADJ
american_scientific_journal-5736	77	13	,	,	PUNCT
american_scientific_journal-5736	77	14	and	and	CCONJ
american_scientific_journal-5736	77	15	radial	radial	ADJ
american_scientific_journal-5736	77	16	basis	basis	NOUN
american_scientific_journal-5736	77	17	function	function	NOUN
american_scientific_journal-5736	77	18	(	(	PUNCT
american_scientific_journal-5736	77	19	rbf	rbf	PROPN
american_scientific_journal-5736	77	20	)	)	PUNCT
american_scientific_journal-5736	77	21	.	.	PUNCT
american_scientific_journal-5736	78	1	svm	svm	PROPN
american_scientific_journal-5736	78	2	linear	linear	PROPN
american_scientific_journal-5736	78	3	is	be	AUX
american_scientific_journal-5736	78	4	one	one	NUM
american_scientific_journal-5736	78	5	of	of	ADP
american_scientific_journal-5736	78	6	the	the	DET
american_scientific_journal-5736	78	7	base	base	NOUN
american_scientific_journal-5736	78	8	models	model	NOUN
american_scientific_journal-5736	78	9	often	often	ADV
american_scientific_journal-5736	78	10	used	use	VERB
american_scientific_journal-5736	78	11	in	in	ADP
american_scientific_journal-5736	78	12	a	a	DET
american_scientific_journal-5736	78	13	binary	binary	ADJ
american_scientific_journal-5736	78	14	classification	classification	NOUN
american_scientific_journal-5736	78	15	task	task	NOUN
american_scientific_journal-5736	78	16	to	to	PART
american_scientific_journal-5736	78	17	demonstrate	demonstrate	VERB
american_scientific_journal-5736	78	18	the	the	DET
american_scientific_journal-5736	78	19	quality	quality	NOUN
american_scientific_journal-5736	78	20	of	of	ADP
american_scientific_journal-5736	78	21	classification	classification	NOUN
american_scientific_journal-5736	78	22	[	[	X
american_scientific_journal-5736	78	23	11	11	NUM
american_scientific_journal-5736	78	24	]	]	PUNCT
american_scientific_journal-5736	78	25	.	.	PUNCT
american_scientific_journal-5736	79	1	3	3	X
american_scientific_journal-5736	79	2	.	.	NOUN
american_scientific_journal-5736	79	3	results	result	NOUN
american_scientific_journal-5736	79	4	and	and	CCONJ
american_scientific_journal-5736	79	5	discussions	discussion	NOUN
american_scientific_journal-5736	79	6	the	the	DET
american_scientific_journal-5736	79	7	data	datum	NOUN
american_scientific_journal-5736	79	8	processing	processing	NOUN
american_scientific_journal-5736	79	9	steps	step	NOUN
american_scientific_journal-5736	79	10	were	be	AUX
american_scientific_journal-5736	79	11	completed	complete	VERB
american_scientific_journal-5736	79	12	,	,	PUNCT
american_scientific_journal-5736	79	13	including	include	VERB
american_scientific_journal-5736	79	14	data	data	NOUN
american_scientific_journal-5736	79	15	preparation	preparation	NOUN
american_scientific_journal-5736	79	16	/	/	SYM
american_scientific_journal-5736	79	17	cleaning	cleaning	NOUN
american_scientific_journal-5736	79	18	,	,	PUNCT
american_scientific_journal-5736	79	19	one	one	NUM
american_scientific_journal-5736	79	20	-	-	PUNCT
american_scientific_journal-5736	79	21	hot	hot	ADJ
american_scientific_journal-5736	79	22	encoding	encoding	NOUN
american_scientific_journal-5736	79	23	,	,	PUNCT
american_scientific_journal-5736	79	24	and	and	CCONJ
american_scientific_journal-5736	79	25	normalization	normalization	NOUN
american_scientific_journal-5736	79	26	,	,	PUNCT
american_scientific_journal-5736	79	27	as	as	SCONJ
american_scientific_journal-5736	79	28	mentioned	mention	VERB
american_scientific_journal-5736	79	29	in	in	ADP
american_scientific_journal-5736	79	30	the	the	DET
american_scientific_journal-5736	79	31	previous	previous	ADJ
american_scientific_journal-5736	79	32	section	section	NOUN
american_scientific_journal-5736	79	33	.	.	PUNCT
american_scientific_journal-5736	80	1	it	it	PRON
american_scientific_journal-5736	80	2	is	be	AUX
american_scientific_journal-5736	80	3	worth	worth	ADJ
american_scientific_journal-5736	80	4	mentioning	mention	VERB
american_scientific_journal-5736	80	5	that	that	SCONJ
american_scientific_journal-5736	80	6	tree	tree	NOUN
american_scientific_journal-5736	80	7	-	-	PUNCT
american_scientific_journal-5736	80	8	based	base	VERB
american_scientific_journal-5736	80	9	algorithms	algorithm	NOUN
american_scientific_journal-5736	80	10	such	such	ADJ
american_scientific_journal-5736	80	11	as	as	ADP
american_scientific_journal-5736	80	12	decision	decision	NOUN
american_scientific_journal-5736	80	13	tree	tree	NOUN
american_scientific_journal-5736	80	14	work	work	NOUN
american_scientific_journal-5736	80	15	with	with	ADP
american_scientific_journal-5736	80	16	non	non	ADJ
american_scientific_journal-5736	80	17	-	-	ADJ
american_scientific_journal-5736	80	18	normalized	normalized	ADJ
american_scientific_journal-5736	80	19	data	datum	NOUN
american_scientific_journal-5736	80	20	as	as	ADP
american_scientific_journal-5736	80	21	decision	decision	NOUN
american_scientific_journal-5736	80	22	rules	rule	NOUN
american_scientific_journal-5736	80	23	are	be	AUX
american_scientific_journal-5736	80	24	not	not	PART
american_scientific_journal-5736	80	25	sensitive	sensitive	ADJ
american_scientific_journal-5736	80	26	to	to	ADP
american_scientific_journal-5736	80	27	the	the	DET
american_scientific_journal-5736	80	28	data	datum	NOUN
american_scientific_journal-5736	80	29	range	range	NOUN
american_scientific_journal-5736	80	30	.	.	PUNCT
american_scientific_journal-5736	81	1	however	however	ADV
american_scientific_journal-5736	81	2	,	,	PUNCT
american_scientific_journal-5736	81	3	the	the	DET
american_scientific_journal-5736	81	4	normalization	normalization	NOUN
american_scientific_journal-5736	81	5	was	be	AUX
american_scientific_journal-5736	81	6	required	require	VERB
american_scientific_journal-5736	81	7	for	for	ADP
american_scientific_journal-5736	81	8	svm	svm	PROPN
american_scientific_journal-5736	81	9	lin	lin	PROPN
american_scientific_journal-5736	81	10	model	model	PROPN
american_scientific_journal-5736	81	11	development	development	PROPN
american_scientific_journal-5736	81	12	.	.	PUNCT
american_scientific_journal-5736	82	1	the	the	DET
american_scientific_journal-5736	82	2	results	result	NOUN
american_scientific_journal-5736	82	3	of	of	ADP
american_scientific_journal-5736	82	4	data	datum	NOUN
american_scientific_journal-5736	82	5	processing	processing	NOUN
american_scientific_journal-5736	82	6	steps	step	NOUN
american_scientific_journal-5736	82	7	are	be	AUX
american_scientific_journal-5736	82	8	stored	store	VERB
american_scientific_journal-5736	82	9	in	in	ADP
american_scientific_journal-5736	82	10	a	a	DET
american_scientific_journal-5736	82	11	data	data	NOUN
american_scientific_journal-5736	82	12	-	-	PUNCT
american_scientific_journal-5736	82	13	frame	frame	NOUN
american_scientific_journal-5736	82	14	shown	show	VERB
american_scientific_journal-5736	82	15	in	in	ADP
american_scientific_journal-5736	82	16	figure	figure	NOUN
american_scientific_journal-5736	82	17	1	1	NUM
american_scientific_journal-5736	82	18	.	.	PUNCT
american_scientific_journal-5736	83	1	figure	figure	NOUN
american_scientific_journal-5736	83	2	1	1	NUM
american_scientific_journal-5736	83	3	:	:	PUNCT
american_scientific_journal-5736	83	4	sample	sample	NOUN
american_scientific_journal-5736	83	5	of	of	ADP
american_scientific_journal-5736	83	6	preprocessed	preprocesse	VERB
american_scientific_journal-5736	83	7	data	datum	NOUN
american_scientific_journal-5736	83	8	.	.	PUNCT
american_scientific_journal-5736	84	1	the	the	DET
american_scientific_journal-5736	84	2	entire	entire	ADJ
american_scientific_journal-5736	84	3	data	data	NOUN
american_scientific_journal-5736	84	4	-	-	PUNCT
american_scientific_journal-5736	84	5	frame	frame	NOUN
american_scientific_journal-5736	84	6	contains	contain	VERB
american_scientific_journal-5736	84	7	200k	200k	NUM
american_scientific_journal-5736	84	8	rows	row	NOUN
american_scientific_journal-5736	84	9	and	and	CCONJ
american_scientific_journal-5736	84	10	84	84	NUM
american_scientific_journal-5736	84	11	features	feature	NOUN
american_scientific_journal-5736	84	12	3.1	3.1	NUM
american_scientific_journal-5736	84	13	.	.	PUNCT
american_scientific_journal-5736	85	1	feature	feature	NOUN
american_scientific_journal-5736	85	2	engineering	engineering	NOUN
american_scientific_journal-5736	85	3	calculating	calculate	VERB
american_scientific_journal-5736	85	4	the	the	DET
american_scientific_journal-5736	85	5	correlation	correlation	NOUN
american_scientific_journal-5736	85	6	matrix	matrix	NOUN
american_scientific_journal-5736	85	7	across	across	ADP
american_scientific_journal-5736	85	8	features	feature	NOUN
american_scientific_journal-5736	85	9	defines	define	VERB
american_scientific_journal-5736	85	10	the	the	DET
american_scientific_journal-5736	85	11	relationship	relationship	NOUN
american_scientific_journal-5736	85	12	between	between	ADP
american_scientific_journal-5736	85	13	elements	element	NOUN
american_scientific_journal-5736	85	14	as	as	ADV
american_scientific_journal-5736	85	15	well	well	ADV
american_scientific_journal-5736	85	16	as	as	ADP
american_scientific_journal-5736	85	17	their	their	PRON
american_scientific_journal-5736	85	18	contribution	contribution	NOUN
american_scientific_journal-5736	85	19	to	to	PART
american_scientific_journal-5736	85	20	target	target	VERB
american_scientific_journal-5736	85	21	variables	variable	NOUN
american_scientific_journal-5736	85	22	.	.	PUNCT
american_scientific_journal-5736	86	1	in	in	ADP
american_scientific_journal-5736	86	2	simple	simple	ADJ
american_scientific_journal-5736	86	3	words	word	NOUN
american_scientific_journal-5736	86	4	,	,	PUNCT
american_scientific_journal-5736	86	5	a	a	DET
american_scientific_journal-5736	86	6	higher	high	ADJ
american_scientific_journal-5736	86	7	correlation	correlation	NOUN
american_scientific_journal-5736	86	8	score	score	NOUN
american_scientific_journal-5736	86	9	between	between	ADP
american_scientific_journal-5736	86	10	a	a	DET
american_scientific_journal-5736	86	11	given	give	VERB
american_scientific_journal-5736	86	12	feature	feature	NOUN
american_scientific_journal-5736	86	13	and	and	CCONJ
american_scientific_journal-5736	86	14	target	target	NOUN
american_scientific_journal-5736	86	15	variables	variable	NOUN
american_scientific_journal-5736	86	16	suggest	suggest	VERB
american_scientific_journal-5736	86	17	that	that	SCONJ
american_scientific_journal-5736	86	18	the	the	DET
american_scientific_journal-5736	86	19	feature	feature	NOUN
american_scientific_journal-5736	86	20	contributes	contribute	VERB
american_scientific_journal-5736	86	21	more	more	ADJ
american_scientific_journal-5736	86	22	in	in	ADP
american_scientific_journal-5736	86	23	the	the	DET
american_scientific_journal-5736	86	24	output	output	NOUN
american_scientific_journal-5736	86	25	so	so	SCONJ
american_scientific_journal-5736	86	26	that	that	SCONJ
american_scientific_journal-5736	86	27	it	it	PRON
american_scientific_journal-5736	86	28	plays	play	VERB
american_scientific_journal-5736	86	29	a	a	DET
american_scientific_journal-5736	86	30	more	more	ADV
american_scientific_journal-5736	86	31	prominent	prominent	ADJ
american_scientific_journal-5736	86	32	role	role	NOUN
american_scientific_journal-5736	86	33	in	in	ADP
american_scientific_journal-5736	86	34	model	model	NOUN
american_scientific_journal-5736	86	35	development	development	NOUN
american_scientific_journal-5736	86	36	.	.	PUNCT
american_scientific_journal-5736	87	1	during	during	ADP
american_scientific_journal-5736	87	2	correlation	correlation	NOUN
american_scientific_journal-5736	87	3	analysis	analysis	NOUN
american_scientific_journal-5736	87	4	,	,	PUNCT
american_scientific_journal-5736	87	5	nan	nan	PROPN
american_scientific_journal-5736	87	6	scores	score	NOUN
american_scientific_journal-5736	87	7	were	be	AUX
american_scientific_journal-5736	87	8	produced	produce	VERB
american_scientific_journal-5736	87	9	for	for	ADP
american_scientific_journal-5736	87	10	nine	nine	NUM
american_scientific_journal-5736	87	11	features	feature	NOUN
american_scientific_journal-5736	87	12	that	that	PRON
american_scientific_journal-5736	87	13	were	be	AUX
american_scientific_journal-5736	87	14	removed	remove	VERB
american_scientific_journal-5736	87	15	from	from	ADP
american_scientific_journal-5736	87	16	the	the	DET
american_scientific_journal-5736	87	17	study	study	NOUN
american_scientific_journal-5736	87	18	.	.	PUNCT
american_scientific_journal-5736	88	1	figure	figure	NOUN
american_scientific_journal-5736	88	2	2	2	NUM
american_scientific_journal-5736	88	3	illustrates	illustrate	VERB
american_scientific_journal-5736	88	4	the	the	DET
american_scientific_journal-5736	88	5	correlation	correlation	NOUN
american_scientific_journal-5736	88	6	scores	score	NOUN
american_scientific_journal-5736	88	7	of	of	ADP
american_scientific_journal-5736	88	8	74	74	NUM
american_scientific_journal-5736	88	9	features	feature	NOUN
american_scientific_journal-5736	88	10	and	and	CCONJ
american_scientific_journal-5736	88	11	the	the	DET
american_scientific_journal-5736	88	12	target	target	NOUN
american_scientific_journal-5736	88	13	variable	variable	NOUN
american_scientific_journal-5736	88	14	.	.	PUNCT
american_scientific_journal-5736	89	1	as	as	SCONJ
american_scientific_journal-5736	89	2	seen	see	VERB
american_scientific_journal-5736	89	3	,	,	PUNCT
american_scientific_journal-5736	89	4	the	the	DET
american_scientific_journal-5736	89	5	scores	score	NOUN
american_scientific_journal-5736	89	6	american	american	PROPN
american_scientific_journal-5736	89	7	scientific	scientific	ADJ
american_scientific_journal-5736	89	8	research	research	PROPN
american_scientific_journal-5736	89	9	journal	journal	NOUN
american_scientific_journal-5736	89	10	for	for	ADP
american_scientific_journal-5736	89	11	engineering	engineering	NOUN
american_scientific_journal-5736	89	12	,	,	PUNCT
american_scientific_journal-5736	89	13	technology	technology	NOUN
american_scientific_journal-5736	89	14	,	,	PUNCT
american_scientific_journal-5736	89	15	and	and	CCONJ
american_scientific_journal-5736	89	16	sciences	science	NOUN
american_scientific_journal-5736	89	17	(	(	PUNCT
american_scientific_journal-5736	89	18	asrjets	asrjet	NOUN
american_scientific_journal-5736	89	19	)	)	PUNCT
american_scientific_journal-5736	89	20	(	(	PUNCT
american_scientific_journal-5736	89	21	2020	2020	NUM
american_scientific_journal-5736	89	22	)	)	PUNCT
american_scientific_journal-5736	89	23	volume	volume	NOUN
american_scientific_journal-5736	89	24	66	66	NUM
american_scientific_journal-5736	89	25	,	,	PUNCT
american_scientific_journal-5736	89	26	no	no	DET
american_scientific_journal-5736	89	27	1	1	NUM
american_scientific_journal-5736	89	28	,	,	PUNCT
american_scientific_journal-5736	89	29	pp	pp	ADV
american_scientific_journal-5736	89	30	95	95	NUM
american_scientific_journal-5736	89	31	-	-	SYM
american_scientific_journal-5736	89	32	104	104	NUM
american_scientific_journal-5736	89	33	99	99	NUM
american_scientific_journal-5736	89	34	with	with	ADP
american_scientific_journal-5736	89	35	lighter	light	ADJ
american_scientific_journal-5736	89	36	colors	color	NOUN
american_scientific_journal-5736	89	37	offer	offer	VERB
american_scientific_journal-5736	89	38	higher	high	ADJ
american_scientific_journal-5736	89	39	scores	score	NOUN
american_scientific_journal-5736	89	40	,	,	PUNCT
american_scientific_journal-5736	89	41	whereas	whereas	SCONJ
american_scientific_journal-5736	89	42	darker	dark	ADJ
american_scientific_journal-5736	89	43	areas	area	NOUN
american_scientific_journal-5736	89	44	indicate	indicate	VERB
american_scientific_journal-5736	89	45	lower	low	ADJ
american_scientific_journal-5736	89	46	correlation	correlation	NOUN
american_scientific_journal-5736	89	47	scores	score	NOUN
american_scientific_journal-5736	89	48	.	.	PUNCT
american_scientific_journal-5736	90	1	the	the	DET
american_scientific_journal-5736	90	2	list	list	NOUN
american_scientific_journal-5736	90	3	of	of	ADP
american_scientific_journal-5736	90	4	features	feature	NOUN
american_scientific_journal-5736	90	5	is	be	AUX
american_scientific_journal-5736	90	6	found	find	VERB
american_scientific_journal-5736	90	7	in	in	ADP
american_scientific_journal-5736	90	8	table	table	NOUN
american_scientific_journal-5736	90	9	1	1	NUM
american_scientific_journal-5736	90	10	of	of	ADP
american_scientific_journal-5736	90	11	the	the	DET
american_scientific_journal-5736	90	12	appendix	appendix	NOUN
american_scientific_journal-5736	90	13	.	.	PUNCT
american_scientific_journal-5736	91	1	figure	figure	NOUN
american_scientific_journal-5736	91	2	1	1	NUM
american_scientific_journal-5736	91	3	:	:	PUNCT
american_scientific_journal-5736	91	4	correlation	correlation	NOUN
american_scientific_journal-5736	91	5	matrix	matrix	NOUN
american_scientific_journal-5736	91	6	of	of	ADP
american_scientific_journal-5736	91	7	features	feature	NOUN
american_scientific_journal-5736	91	8	against	against	ADP
american_scientific_journal-5736	91	9	each	each	DET
american_scientific_journal-5736	91	10	other	other	ADJ
american_scientific_journal-5736	91	11	and	and	CCONJ
american_scientific_journal-5736	91	12	target	target	VERB
american_scientific_journal-5736	91	13	variable	variable	NOUN
american_scientific_journal-5736	91	14	in	in	ADP
american_scientific_journal-5736	91	15	the	the	DET
american_scientific_journal-5736	91	16	next	next	ADJ
american_scientific_journal-5736	91	17	step	step	NOUN
american_scientific_journal-5736	91	18	,	,	PUNCT
american_scientific_journal-5736	91	19	the	the	DET
american_scientific_journal-5736	91	20	correlation	correlation	NOUN
american_scientific_journal-5736	91	21	scores	score	NOUN
american_scientific_journal-5736	91	22	of	of	ADP
american_scientific_journal-5736	91	23	the	the	DET
american_scientific_journal-5736	91	24	target	target	NOUN
american_scientific_journal-5736	91	25	variable	variable	NOUN
american_scientific_journal-5736	91	26	(	(	PUNCT
american_scientific_journal-5736	91	27	ddos	ddos	NOUN
american_scientific_journal-5736	91	28	/	/	SYM
american_scientific_journal-5736	91	29	benign	benign	NOUN
american_scientific_journal-5736	91	30	)	)	PUNCT
american_scientific_journal-5736	91	31	vs.	vs.	ADP
american_scientific_journal-5736	91	32	all	all	DET
american_scientific_journal-5736	91	33	features	feature	NOUN
american_scientific_journal-5736	91	34	,	,	PUNCT
american_scientific_journal-5736	91	35	which	which	PRON
american_scientific_journal-5736	91	36	are	be	AUX
american_scientific_journal-5736	91	37	the	the	DET
american_scientific_journal-5736	91	38	last	last	ADJ
american_scientific_journal-5736	91	39	column	column	NOUN
american_scientific_journal-5736	91	40	in	in	ADP
american_scientific_journal-5736	91	41	the	the	DET
american_scientific_journal-5736	91	42	above	above	ADJ
american_scientific_journal-5736	91	43	figure	figure	NOUN
american_scientific_journal-5736	91	44	,	,	PUNCT
american_scientific_journal-5736	91	45	were	be	AUX
american_scientific_journal-5736	91	46	extracted	extract	VERB
american_scientific_journal-5736	91	47	.	.	PUNCT
american_scientific_journal-5736	92	1	then	then	ADV
american_scientific_journal-5736	92	2	,	,	PUNCT
american_scientific_journal-5736	92	3	the	the	DET
american_scientific_journal-5736	92	4	correlation	correlation	NOUN
american_scientific_journal-5736	92	5	scores	score	NOUN
american_scientific_journal-5736	92	6	of	of	ADP
american_scientific_journal-5736	92	7	the	the	DET
american_scientific_journal-5736	92	8	target	target	NOUN
american_scientific_journal-5736	92	9	variable	variable	NOUN
american_scientific_journal-5736	92	10	were	be	AUX
american_scientific_journal-5736	92	11	sorted	sort	VERB
american_scientific_journal-5736	92	12	in	in	ADP
american_scientific_journal-5736	92	13	the	the	DET
american_scientific_journal-5736	92	14	descending	descend	VERB
american_scientific_journal-5736	92	15	order	order	NOUN
american_scientific_journal-5736	92	16	,	,	PUNCT
american_scientific_journal-5736	92	17	and	and	CCONJ
american_scientific_journal-5736	92	18	the	the	DET
american_scientific_journal-5736	92	19	first	first	ADJ
american_scientific_journal-5736	92	20	ten	ten	NUM
american_scientific_journal-5736	92	21	features	feature	NOUN
american_scientific_journal-5736	92	22	having	have	VERB
american_scientific_journal-5736	92	23	higher	high	ADJ
american_scientific_journal-5736	92	24	correlation	correlation	NOUN
american_scientific_journal-5736	92	25	scores	score	NOUN
american_scientific_journal-5736	92	26	were	be	AUX
american_scientific_journal-5736	92	27	selected	select	VERB
american_scientific_journal-5736	92	28	.	.	PUNCT
american_scientific_journal-5736	93	1	the	the	DET
american_scientific_journal-5736	93	2	results	result	NOUN
american_scientific_journal-5736	93	3	which	which	PRON
american_scientific_journal-5736	93	4	are	be	AUX
american_scientific_journal-5736	93	5	shown	show	VERB
american_scientific_journal-5736	93	6	in	in	ADP
american_scientific_journal-5736	93	7	figure	figure	NOUN
american_scientific_journal-5736	93	8	3	3	NUM
american_scientific_journal-5736	93	9	demonstrate	demonstrate	VERB
american_scientific_journal-5736	93	10	that	that	SCONJ
american_scientific_journal-5736	93	11	“	"	PUNCT
american_scientific_journal-5736	93	12	flow	flow	VERB
american_scientific_journal-5736	93	13	i	i	PROPN
american_scientific_journal-5736	93	14	d	d	PROPN
american_scientific_journal-5736	93	15	,	,	PUNCT
american_scientific_journal-5736	93	16	”	"	PUNCT
american_scientific_journal-5736	93	17	“	"	PUNCT
american_scientific_journal-5736	93	18	syn	syn	PROPN
american_scientific_journal-5736	93	19	flag	flag	NOUN
american_scientific_journal-5736	93	20	cnt	cnt	PROPN
american_scientific_journal-5736	93	21	,	,	PUNCT
american_scientific_journal-5736	93	22	”	"	PUNCT
american_scientific_journal-5736	93	23	and	and	CCONJ
american_scientific_journal-5736	93	24	“	"	PUNCT
american_scientific_journal-5736	93	25	dst	dst	PROPN
american_scientific_journal-5736	93	26	ip	ip	NOUN
american_scientific_journal-5736	93	27	”	"	PUNCT
american_scientific_journal-5736	93	28	are	be	AUX
american_scientific_journal-5736	93	29	highly	highly	ADV
american_scientific_journal-5736	93	30	correlated	correlate	VERB
american_scientific_journal-5736	93	31	with	with	ADP
american_scientific_journal-5736	93	32	the	the	DET
american_scientific_journal-5736	93	33	target	target	NOUN
american_scientific_journal-5736	93	34	variable	variable	NOUN
american_scientific_journal-5736	93	35	.	.	PUNCT
american_scientific_journal-5736	94	1	the	the	DET
american_scientific_journal-5736	94	2	results	result	NOUN
american_scientific_journal-5736	94	3	from	from	ADP
american_scientific_journal-5736	94	4	correction	correction	NOUN
american_scientific_journal-5736	94	5	analysis	analysis	NOUN
american_scientific_journal-5736	94	6	revealed	reveal	VERB
american_scientific_journal-5736	94	7	that	that	SCONJ
american_scientific_journal-5736	94	8	flow	flow	NOUN
american_scientific_journal-5736	94	9	i	i	PROPN
american_scientific_journal-5736	94	10	d	d	PROPN
american_scientific_journal-5736	94	11	is	be	AUX
american_scientific_journal-5736	94	12	the	the	DET
american_scientific_journal-5736	94	13	top	top	ADJ
american_scientific_journal-5736	94	14	feature	feature	NOUN
american_scientific_journal-5736	94	15	.	.	PUNCT
american_scientific_journal-5736	95	1	prasad	prasad	PROPN
american_scientific_journal-5736	95	2	and	and	CCONJ
american_scientific_journal-5736	95	3	his	his	PRON
american_scientific_journal-5736	95	4	colleagues	colleague	NOUN
american_scientific_journal-5736	95	5	also	also	ADV
american_scientific_journal-5736	95	6	mentioned	mention	VERB
american_scientific_journal-5736	95	7	that	that	SCONJ
american_scientific_journal-5736	95	8	flow	flow	NOUN
american_scientific_journal-5736	95	9	i	i	PROPN
american_scientific_journal-5736	95	10	d	d	PROPN
american_scientific_journal-5736	95	11	is	be	AUX
american_scientific_journal-5736	95	12	the	the	DET
american_scientific_journal-5736	95	13	prime	prime	ADJ
american_scientific_journal-5736	95	14	feature	feature	NOUN
american_scientific_journal-5736	95	15	in	in	ADP
american_scientific_journal-5736	95	16	their	their	PRON
american_scientific_journal-5736	95	17	investigation	investigation	NOUN
american_scientific_journal-5736	95	18	.	.	PUNCT
american_scientific_journal-5736	96	1	flow	flow	NOUN
american_scientific_journal-5736	96	2	i	i	PRON
american_scientific_journal-5736	96	3	d	d	PROPN
american_scientific_journal-5736	96	4	is	be	AUX
american_scientific_journal-5736	96	5	number	number	NOUN
american_scientific_journal-5736	96	6	derived	derive	VERB
american_scientific_journal-5736	96	7	from	from	ADP
american_scientific_journal-5736	96	8	source	source	NOUN
american_scientific_journal-5736	96	9	and	and	CCONJ
american_scientific_journal-5736	96	10	destination	destination	NOUN
american_scientific_journal-5736	96	11	ip	ip	NOUN
american_scientific_journal-5736	96	12	according	accord	VERB
american_scientific_journal-5736	96	13	to	to	ADP
american_scientific_journal-5736	96	14	the	the	DET
american_scientific_journal-5736	96	15	dataset	dataset	NOUN
american_scientific_journal-5736	96	16	description	description	NOUN
american_scientific_journal-5736	96	17	.	.	PUNCT
american_scientific_journal-5736	97	1	the	the	DET
american_scientific_journal-5736	97	2	high	high	ADJ
american_scientific_journal-5736	97	3	correlation	correlation	NOUN
american_scientific_journal-5736	97	4	score	score	NOUN
american_scientific_journal-5736	97	5	between	between	ADP
american_scientific_journal-5736	97	6	flow	flow	NOUN
american_scientific_journal-5736	97	7	i	i	PROPN
american_scientific_journal-5736	97	8	d	d	PROPN
american_scientific_journal-5736	97	9	and	and	CCONJ
american_scientific_journal-5736	97	10	the	the	DET
american_scientific_journal-5736	97	11	target	target	NOUN
american_scientific_journal-5736	97	12	value	value	NOUN
american_scientific_journal-5736	97	13	suggests	suggest	VERB
american_scientific_journal-5736	97	14	that	that	SCONJ
american_scientific_journal-5736	97	15	an	an	DET
american_scientific_journal-5736	97	16	attack	attack	NOUN
american_scientific_journal-5736	97	17	detection	detection	NOUN
american_scientific_journal-5736	97	18	system	system	NOUN
american_scientific_journal-5736	97	19	can	can	AUX
american_scientific_journal-5736	97	20	be	be	AUX
american_scientific_journal-5736	97	21	designed	design	VERB
american_scientific_journal-5736	97	22	using	use	VERB
american_scientific_journal-5736	97	23	only	only	ADV
american_scientific_journal-5736	97	24	flow	flow	NOUN
american_scientific_journal-5736	98	1	i	i	PRON
american_scientific_journal-5736	98	2	d	d	PROPN
american_scientific_journal-5736	98	3	as	as	ADP
american_scientific_journal-5736	98	4	the	the	DET
american_scientific_journal-5736	98	5	main	main	ADJ
american_scientific_journal-5736	98	6	feature	feature	NOUN
american_scientific_journal-5736	98	7	.	.	PUNCT
american_scientific_journal-5736	99	1	american	american	ADJ
american_scientific_journal-5736	99	2	scientific	scientific	ADJ
american_scientific_journal-5736	99	3	research	research	PROPN
american_scientific_journal-5736	99	4	journal	journal	NOUN
american_scientific_journal-5736	99	5	for	for	ADP
american_scientific_journal-5736	99	6	engineering	engineering	NOUN
american_scientific_journal-5736	99	7	,	,	PUNCT
american_scientific_journal-5736	99	8	technology	technology	NOUN
american_scientific_journal-5736	99	9	,	,	PUNCT
american_scientific_journal-5736	99	10	and	and	CCONJ
american_scientific_journal-5736	99	11	sciences	science	NOUN
american_scientific_journal-5736	99	12	(	(	PUNCT
american_scientific_journal-5736	99	13	asrjets	asrjet	NOUN
american_scientific_journal-5736	99	14	)	)	PUNCT
american_scientific_journal-5736	99	15	(	(	PUNCT
american_scientific_journal-5736	99	16	2020	2020	NUM
american_scientific_journal-5736	99	17	)	)	PUNCT
american_scientific_journal-5736	99	18	volume	volume	NOUN
american_scientific_journal-5736	99	19	66	66	NUM
american_scientific_journal-5736	99	20	,	,	PUNCT
american_scientific_journal-5736	99	21	no	no	DET
american_scientific_journal-5736	99	22	1	1	NUM
american_scientific_journal-5736	99	23	,	,	PUNCT
american_scientific_journal-5736	99	24	pp	pp	ADV
american_scientific_journal-5736	99	25	95	95	NUM
american_scientific_journal-5736	99	26	-	-	SYM
american_scientific_journal-5736	99	27	104	104	NUM
american_scientific_journal-5736	99	28	100	100	NUM
american_scientific_journal-5736	99	29	figure	figure	NOUN
american_scientific_journal-5736	99	30	2	2	NUM
american_scientific_journal-5736	99	31	:	:	PUNCT
american_scientific_journal-5736	99	32	the	the	DET
american_scientific_journal-5736	99	33	correlation	correlation	NOUN
american_scientific_journal-5736	99	34	scores	score	NOUN
american_scientific_journal-5736	99	35	of	of	ADP
american_scientific_journal-5736	99	36	the	the	DET
american_scientific_journal-5736	99	37	top	top	ADJ
american_scientific_journal-5736	99	38	10	10	NUM
american_scientific_journal-5736	99	39	features	feature	NOUN
american_scientific_journal-5736	99	40	where	where	SCONJ
american_scientific_journal-5736	99	41	flow	flow	NOUN
american_scientific_journal-5736	99	42	i	i	PROPN
american_scientific_journal-5736	99	43	d	d	PROPN
american_scientific_journal-5736	99	44	has	have	VERB
american_scientific_journal-5736	99	45	a	a	DET
american_scientific_journal-5736	99	46	score	score	NOUN
american_scientific_journal-5736	99	47	of	of	ADP
american_scientific_journal-5736	99	48	77.45	77.45	NUM
american_scientific_journal-5736	99	49	%	%	NOUN
american_scientific_journal-5736	99	50	,	,	PUNCT
american_scientific_journal-5736	99	51	which	which	PRON
american_scientific_journal-5736	99	52	shows	show	VERB
american_scientific_journal-5736	99	53	this	this	DET
american_scientific_journal-5736	99	54	feature	feature	NOUN
american_scientific_journal-5736	99	55	has	have	VERB
american_scientific_journal-5736	99	56	the	the	DET
american_scientific_journal-5736	99	57	highest	high	ADJ
american_scientific_journal-5736	99	58	impact	impact	NOUN
american_scientific_journal-5736	99	59	on	on	ADP
american_scientific_journal-5736	99	60	the	the	DET
american_scientific_journal-5736	99	61	output	output	NOUN
american_scientific_journal-5736	99	62	.	.	PUNCT
american_scientific_journal-5736	100	1	discovering	discover	VERB
american_scientific_journal-5736	100	2	feature	feature	NOUN
american_scientific_journal-5736	100	3	importance	importance	NOUN
american_scientific_journal-5736	100	4	through	through	ADP
american_scientific_journal-5736	100	5	a	a	DET
american_scientific_journal-5736	100	6	decision	decision	NOUN
american_scientific_journal-5736	100	7	tree	tree	NOUN
american_scientific_journal-5736	100	8	model	model	NOUN
american_scientific_journal-5736	100	9	was	be	AUX
american_scientific_journal-5736	100	10	another	another	DET
american_scientific_journal-5736	100	11	method	method	NOUN
american_scientific_journal-5736	100	12	in	in	ADP
american_scientific_journal-5736	100	13	feature	feature	NOUN
american_scientific_journal-5736	100	14	engineering	engineering	NOUN
american_scientific_journal-5736	100	15	that	that	PRON
american_scientific_journal-5736	100	16	was	be	AUX
american_scientific_journal-5736	100	17	performed	perform	VERB
american_scientific_journal-5736	100	18	.	.	PUNCT
american_scientific_journal-5736	101	1	as	as	SCONJ
american_scientific_journal-5736	101	2	described	describe	VERB
american_scientific_journal-5736	101	3	briefly	briefly	ADV
american_scientific_journal-5736	101	4	above	above	ADV
american_scientific_journal-5736	101	5	,	,	PUNCT
american_scientific_journal-5736	101	6	the	the	DET
american_scientific_journal-5736	101	7	contribution	contribution	NOUN
american_scientific_journal-5736	101	8	of	of	ADP
american_scientific_journal-5736	101	9	features	feature	NOUN
american_scientific_journal-5736	101	10	to	to	ADP
american_scientific_journal-5736	101	11	training	train	VERB
american_scientific_journal-5736	101	12	a	a	DET
american_scientific_journal-5736	101	13	decision	decision	NOUN
american_scientific_journal-5736	101	14	tree	tree	NOUN
american_scientific_journal-5736	101	15	model	model	NOUN
american_scientific_journal-5736	101	16	can	can	AUX
american_scientific_journal-5736	101	17	be	be	AUX
american_scientific_journal-5736	101	18	extracted	extract	VERB
american_scientific_journal-5736	101	19	using	use	VERB
american_scientific_journal-5736	101	20	a	a	DET
american_scientific_journal-5736	101	21	bottom	bottom	ADJ
american_scientific_journal-5736	101	22	-	-	PUNCT
american_scientific_journal-5736	101	23	up	up	ADP
american_scientific_journal-5736	101	24	approach	approach	NOUN
american_scientific_journal-5736	101	25	from	from	ADP
american_scientific_journal-5736	101	26	the	the	DET
american_scientific_journal-5736	101	27	deepest	deep	ADJ
american_scientific_journal-5736	101	28	layer	layer	NOUN
american_scientific_journal-5736	101	29	to	to	ADP
american_scientific_journal-5736	101	30	the	the	DET
american_scientific_journal-5736	101	31	top	top	ADJ
american_scientific_journal-5736	101	32	layer	layer	NOUN
american_scientific_journal-5736	101	33	.	.	PUNCT
american_scientific_journal-5736	102	1	through	through	ADP
american_scientific_journal-5736	102	2	this	this	DET
american_scientific_journal-5736	102	3	journey	journey	NOUN
american_scientific_journal-5736	102	4	,	,	PUNCT
american_scientific_journal-5736	102	5	the	the	DET
american_scientific_journal-5736	102	6	values	value	NOUN
american_scientific_journal-5736	102	7	of	of	ADP
american_scientific_journal-5736	102	8	each	each	DET
american_scientific_journal-5736	102	9	decision	decision	NOUN
american_scientific_journal-5736	102	10	rule	rule	NOUN
american_scientific_journal-5736	102	11	(	(	PUNCT
american_scientific_journal-5736	102	12	i.e.	i.e.	X
american_scientific_journal-5736	102	13	,	,	PUNCT
american_scientific_journal-5736	102	14	gini	gini	PROPN
american_scientific_journal-5736	102	15	index	index	PROPN
american_scientific_journal-5736	102	16	)	)	PUNCT
american_scientific_journal-5736	102	17	are	be	AUX
american_scientific_journal-5736	102	18	extracted	extract	VERB
american_scientific_journal-5736	102	19	,	,	PUNCT
american_scientific_journal-5736	102	20	and	and	CCONJ
american_scientific_journal-5736	102	21	their	their	PRON
american_scientific_journal-5736	102	22	probability	probability	NOUN
american_scientific_journal-5736	102	23	against	against	ADP
american_scientific_journal-5736	102	24	the	the	DET
american_scientific_journal-5736	102	25	final	final	ADJ
american_scientific_journal-5736	102	26	class	class	NOUN
american_scientific_journal-5736	102	27	probability	probability	NOUN
american_scientific_journal-5736	102	28	is	be	AUX
american_scientific_journal-5736	102	29	calculated	calculate	VERB
american_scientific_journal-5736	102	30	,	,	PUNCT
american_scientific_journal-5736	102	31	demonstrating	demonstrate	VERB
american_scientific_journal-5736	102	32	how	how	SCONJ
american_scientific_journal-5736	102	33	much	much	ADJ
american_scientific_journal-5736	102	34	a	a	DET
american_scientific_journal-5736	102	35	given	give	VERB
american_scientific_journal-5736	102	36	feature	feature	NOUN
american_scientific_journal-5736	102	37	had	have	VERB
american_scientific_journal-5736	102	38	an	an	DET
american_scientific_journal-5736	102	39	impact	impact	NOUN
american_scientific_journal-5736	102	40	on	on	ADP
american_scientific_journal-5736	102	41	the	the	DET
american_scientific_journal-5736	102	42	final	final	ADJ
american_scientific_journal-5736	102	43	results	result	NOUN
american_scientific_journal-5736	102	44	.	.	PUNCT
american_scientific_journal-5736	103	1	the	the	DET
american_scientific_journal-5736	103	2	features	feature	NOUN
american_scientific_journal-5736	103	3	shown	show	VERB
american_scientific_journal-5736	103	4	in	in	ADP
american_scientific_journal-5736	103	5	figure	figure	NOUN
american_scientific_journal-5736	103	6	4	4	NUM
american_scientific_journal-5736	103	7	are	be	AUX
american_scientific_journal-5736	103	8	in	in	ADP
american_scientific_journal-5736	103	9	ascending	ascend	VERB
american_scientific_journal-5736	103	10	order	order	NOUN
american_scientific_journal-5736	103	11	where	where	SCONJ
american_scientific_journal-5736	103	12	“	"	PUNCT
american_scientific_journal-5736	103	13	fwd	fwd	PROPN
american_scientific_journal-5736	103	14	seg	seg	PROPN
american_scientific_journal-5736	103	15	size	size	NOUN
american_scientific_journal-5736	103	16	min	min	PROPN
american_scientific_journal-5736	103	17	,	,	PUNCT
american_scientific_journal-5736	103	18	”	"	PUNCT
american_scientific_journal-5736	103	19	“	"	PUNCT
american_scientific_journal-5736	103	20	flow	flow	NOUN
american_scientific_journal-5736	103	21	byte	byte	NOUN
american_scientific_journal-5736	103	22	/	/	SYM
american_scientific_journal-5736	103	23	s	s	PROPN
american_scientific_journal-5736	103	24	,	,	PUNCT
american_scientific_journal-5736	103	25	”	"	PUNCT
american_scientific_journal-5736	103	26	and	and	CCONJ
american_scientific_journal-5736	103	27	“	"	PUNCT
american_scientific_journal-5736	103	28	flow	flow	VERB
american_scientific_journal-5736	103	29	pkt	pkt	ADV
american_scientific_journal-5736	103	30	/	/	SYM
american_scientific_journal-5736	103	31	s	s	X
american_scientific_journal-5736	103	32	”	"	PUNCT
american_scientific_journal-5736	103	33	are	be	AUX
american_scientific_journal-5736	103	34	the	the	DET
american_scientific_journal-5736	103	35	top	top	ADJ
american_scientific_journal-5736	103	36	3	3	NUM
american_scientific_journal-5736	103	37	features	feature	NOUN
american_scientific_journal-5736	103	38	.	.	PUNCT
american_scientific_journal-5736	104	1	the	the	DET
american_scientific_journal-5736	104	2	results	result	NOUN
american_scientific_journal-5736	104	3	also	also	ADV
american_scientific_journal-5736	104	4	revealed	reveal	VERB
american_scientific_journal-5736	104	5	that	that	SCONJ
american_scientific_journal-5736	104	6	“	"	PUNCT
american_scientific_journal-5736	104	7	flow	flow	VERB
american_scientific_journal-5736	104	8	i	i	PROPN
american_scientific_journal-5736	104	9	d	d	NOUN
american_scientific_journal-5736	104	10	”	"	PUNCT
american_scientific_journal-5736	104	11	is	be	AUX
american_scientific_journal-5736	104	12	also	also	ADV
american_scientific_journal-5736	104	13	in	in	ADP
american_scientific_journal-5736	104	14	the	the	DET
american_scientific_journal-5736	104	15	top	top	ADJ
american_scientific_journal-5736	104	16	10	10	NUM
american_scientific_journal-5736	104	17	features	feature	NOUN
american_scientific_journal-5736	104	18	,	,	PUNCT
american_scientific_journal-5736	104	19	which	which	PRON
american_scientific_journal-5736	104	20	agreed	agree	VERB
american_scientific_journal-5736	104	21	with	with	ADP
american_scientific_journal-5736	104	22	the	the	DET
american_scientific_journal-5736	104	23	finding	finding	NOUN
american_scientific_journal-5736	104	24	using	use	VERB
american_scientific_journal-5736	104	25	the	the	DET
american_scientific_journal-5736	104	26	correlation	correlation	NOUN
american_scientific_journal-5736	104	27	method	method	NOUN
american_scientific_journal-5736	104	28	.	.	PUNCT
american_scientific_journal-5736	105	1	a	a	DET
american_scientific_journal-5736	105	2	dimensionality	dimensionality	NOUN
american_scientific_journal-5736	105	3	reduction	reduction	NOUN
american_scientific_journal-5736	105	4	is	be	AUX
american_scientific_journal-5736	105	5	sought	seek	VERB
american_scientific_journal-5736	105	6	through	through	ADP
american_scientific_journal-5736	105	7	feature	feature	NOUN
american_scientific_journal-5736	105	8	engineering	engineering	NOUN
american_scientific_journal-5736	105	9	in	in	ADP
american_scientific_journal-5736	105	10	a	a	DET
american_scientific_journal-5736	105	11	complex	complex	ADJ
american_scientific_journal-5736	105	12	problem	problem	NOUN
american_scientific_journal-5736	105	13	where	where	SCONJ
american_scientific_journal-5736	105	14	many	many	ADJ
american_scientific_journal-5736	105	15	features	feature	NOUN
american_scientific_journal-5736	105	16	are	be	AUX
american_scientific_journal-5736	105	17	provided	provide	VERB
american_scientific_journal-5736	105	18	.	.	PUNCT
american_scientific_journal-5736	106	1	in	in	ADP
american_scientific_journal-5736	106	2	such	such	DET
american_scientific_journal-5736	106	3	a	a	DET
american_scientific_journal-5736	106	4	situation	situation	NOUN
american_scientific_journal-5736	106	5	,	,	PUNCT
american_scientific_journal-5736	106	6	the	the	DET
american_scientific_journal-5736	106	7	intersection	intersection	NOUN
american_scientific_journal-5736	106	8	of	of	ADP
american_scientific_journal-5736	106	9	results	result	NOUN
american_scientific_journal-5736	106	10	for	for	ADP
american_scientific_journal-5736	106	11	the	the	DET
american_scientific_journal-5736	106	12	feature	feature	NOUN
american_scientific_journal-5736	106	13	engineering	engineering	NOUN
american_scientific_journal-5736	106	14	methods	method	NOUN
american_scientific_journal-5736	106	15	used	use	VERB
american_scientific_journal-5736	106	16	is	be	AUX
american_scientific_journal-5736	106	17	extracted	extract	VERB
american_scientific_journal-5736	106	18	,	,	PUNCT
american_scientific_journal-5736	106	19	and	and	CCONJ
american_scientific_journal-5736	106	20	the	the	DET
american_scientific_journal-5736	106	21	set	set	NOUN
american_scientific_journal-5736	106	22	of	of	ADP
american_scientific_journal-5736	106	23	features	feature	NOUN
american_scientific_journal-5736	106	24	is	be	AUX
american_scientific_journal-5736	106	25	introduced	introduce	VERB
american_scientific_journal-5736	106	26	as	as	ADP
american_scientific_journal-5736	106	27	the	the	DET
american_scientific_journal-5736	106	28	essential	essential	ADJ
american_scientific_journal-5736	106	29	features	feature	NOUN
american_scientific_journal-5736	106	30	having	have	VERB
american_scientific_journal-5736	106	31	a	a	DET
american_scientific_journal-5736	106	32	high	high	ADJ
american_scientific_journal-5736	106	33	impact	impact	NOUN
american_scientific_journal-5736	106	34	on	on	ADP
american_scientific_journal-5736	106	35	a	a	DET
american_scientific_journal-5736	106	36	classification	classification	NOUN
american_scientific_journal-5736	106	37	task	task	NOUN
american_scientific_journal-5736	106	38	.	.	PUNCT
american_scientific_journal-5736	107	1	using	use	VERB
american_scientific_journal-5736	107	2	the	the	DET
american_scientific_journal-5736	107	3	same	same	ADJ
american_scientific_journal-5736	107	4	concept	concept	NOUN
american_scientific_journal-5736	107	5	,	,	PUNCT
american_scientific_journal-5736	107	6	discovering	discover	VERB
american_scientific_journal-5736	107	7	the	the	DET
american_scientific_journal-5736	107	8	intersection	intersection	NOUN
american_scientific_journal-5736	107	9	of	of	ADP
american_scientific_journal-5736	107	10	correlation	correlation	NOUN
american_scientific_journal-5736	107	11	and	and	CCONJ
american_scientific_journal-5736	107	12	feature	feature	NOUN
american_scientific_journal-5736	107	13	importance	importance	NOUN
american_scientific_journal-5736	107	14	methods	method	NOUN
american_scientific_journal-5736	107	15	showed	show	VERB
american_scientific_journal-5736	107	16	that	that	SCONJ
american_scientific_journal-5736	107	17	“	"	PUNCT
american_scientific_journal-5736	107	18	flow	flow	VERB
american_scientific_journal-5736	107	19	i	i	PROPN
american_scientific_journal-5736	107	20	d	d	PROPN
american_scientific_journal-5736	107	21	,	,	PUNCT
american_scientific_journal-5736	107	22	”	"	PUNCT
american_scientific_journal-5736	107	23	“	"	PUNCT
american_scientific_journal-5736	107	24	syn	syn	PROPN
american_scientific_journal-5736	107	25	flag	flag	NOUN
american_scientific_journal-5736	107	26	cnt	cnt	PROPN
american_scientific_journal-5736	107	27	,	,	PUNCT
american_scientific_journal-5736	107	28	”	"	PUNCT
american_scientific_journal-5736	107	29	and	and	CCONJ
american_scientific_journal-5736	107	30	“	"	PUNCT
american_scientific_journal-5736	107	31	dst	dst	PROPN
american_scientific_journal-5736	107	32	ip	ip	NOUN
american_scientific_journal-5736	107	33	”	"	PUNCT
american_scientific_journal-5736	107	34	are	be	AUX
american_scientific_journal-5736	107	35	the	the	DET
american_scientific_journal-5736	107	36	most	most	ADV
american_scientific_journal-5736	107	37	practical	practical	ADJ
american_scientific_journal-5736	107	38	features	feature	NOUN
american_scientific_journal-5736	107	39	to	to	PART
american_scientific_journal-5736	107	40	classify	classify	VERB
american_scientific_journal-5736	107	41	ddos	ddo	NOUN
american_scientific_journal-5736	107	42	and	and	CCONJ
american_scientific_journal-5736	107	43	benign	benign	ADJ
american_scientific_journal-5736	107	44	attack	attack	NOUN
american_scientific_journal-5736	107	45	in	in	ADP
american_scientific_journal-5736	107	46	the	the	DET
american_scientific_journal-5736	107	47	dataset	dataset	NOUN
american_scientific_journal-5736	107	48	.	.	PUNCT
american_scientific_journal-5736	108	1	figure	figure	VERB
american_scientific_journal-5736	108	2	3	3	NUM
american_scientific_journal-5736	108	3	:	:	PUNCT
american_scientific_journal-5736	108	4	feature	feature	VERB
american_scientific_journal-5736	108	5	importance	importance	NOUN
american_scientific_journal-5736	108	6	analysis	analysis	NOUN
american_scientific_journal-5736	108	7	using	use	VERB
american_scientific_journal-5736	108	8	a	a	DET
american_scientific_journal-5736	108	9	decision	decision	NOUN
american_scientific_journal-5736	108	10	tree	tree	NOUN
american_scientific_journal-5736	108	11	trained	train	VERB
american_scientific_journal-5736	108	12	model	model	NOUN
american_scientific_journal-5736	108	13	3.2	3.2	NUM
american_scientific_journal-5736	108	14	.	.	PUNCT
american_scientific_journal-5736	109	1	machine	machine	NOUN
american_scientific_journal-5736	109	2	learning	learn	VERB
american_scientific_journal-5736	109	3	to	to	PART
american_scientific_journal-5736	109	4	demonstrate	demonstrate	VERB
american_scientific_journal-5736	109	5	the	the	DET
american_scientific_journal-5736	109	6	robustness	robustness	NOUN
american_scientific_journal-5736	109	7	and	and	CCONJ
american_scientific_journal-5736	109	8	reproducibility	reproducibility	NOUN
american_scientific_journal-5736	109	9	of	of	ADP
american_scientific_journal-5736	109	10	the	the	DET
american_scientific_journal-5736	109	11	machine	machine	NOUN
american_scientific_journal-5736	109	12	learning	learn	VERB
american_scientific_journal-5736	109	13	model	model	NOUN
american_scientific_journal-5736	109	14	development	development	NOUN
american_scientific_journal-5736	109	15	using	use	VERB
american_scientific_journal-5736	109	16	all	all	DET
american_scientific_journal-5736	109	17	the	the	DET
american_scientific_journal-5736	109	18	features	feature	NOUN
american_scientific_journal-5736	109	19	,	,	PUNCT
american_scientific_journal-5736	109	20	randomly	randomly	ADV
american_scientific_journal-5736	109	21	five	five	NUM
american_scientific_journal-5736	109	22	training	training	NOUN
american_scientific_journal-5736	109	23	and	and	CCONJ
american_scientific_journal-5736	109	24	testing	testing	NOUN
american_scientific_journal-5736	109	25	datasets	dataset	NOUN
american_scientific_journal-5736	109	26	(	(	PUNCT
american_scientific_journal-5736	109	27	75	75	NUM
american_scientific_journal-5736	109	28	%	%	NOUN
american_scientific_journal-5736	109	29	vs.	vs.	ADP
american_scientific_journal-5736	109	30	25	25	NUM
american_scientific_journal-5736	109	31	%	%	NOUN
american_scientific_journal-5736	109	32	)	)	PUNCT
american_scientific_journal-5736	109	33	were	be	AUX
american_scientific_journal-5736	109	34	generated	generate	VERB
american_scientific_journal-5736	109	35	and	and	CCONJ
american_scientific_journal-5736	109	36	decision	decision	NOUN
american_scientific_journal-5736	109	37	tree	tree	NOUN
american_scientific_journal-5736	109	38	,	,	PUNCT
american_scientific_journal-5736	109	39	and	and	CCONJ
american_scientific_journal-5736	109	40	svm	svm	ADJ
american_scientific_journal-5736	109	41	linear	linear	NOUN
american_scientific_journal-5736	109	42	models	model	NOUN
american_scientific_journal-5736	109	43	were	be	AUX
american_scientific_journal-5736	109	44	trained	train	VERB
american_scientific_journal-5736	109	45	using	use	VERB
american_scientific_journal-5736	109	46	identical	identical	ADJ
american_scientific_journal-5736	109	47	datasets	dataset	NOUN
american_scientific_journal-5736	109	48	in	in	ADP
american_scientific_journal-5736	109	49	each	each	DET
american_scientific_journal-5736	109	50	run	run	NOUN
american_scientific_journal-5736	109	51	.	.	PUNCT
american_scientific_journal-5736	110	1	the	the	DET
american_scientific_journal-5736	110	2	results	result	NOUN
american_scientific_journal-5736	110	3	showed	show	VERB
american_scientific_journal-5736	110	4	that	that	SCONJ
american_scientific_journal-5736	110	5	the	the	DET
american_scientific_journal-5736	110	6	decision	decision	NOUN
american_scientific_journal-5736	110	7	tree	tree	NOUN
american_scientific_journal-5736	110	8	models	model	NOUN
american_scientific_journal-5736	110	9	were	be	AUX
american_scientific_journal-5736	110	10	the	the	DET
american_scientific_journal-5736	110	11	best	good	ADJ
american_scientific_journal-5736	110	12	model	model	NOUN
american_scientific_journal-5736	110	13	as	as	SCONJ
american_scientific_journal-5736	110	14	they	they	PRON
american_scientific_journal-5736	110	15	performed	perform	VERB
american_scientific_journal-5736	110	16	slightly	slightly	ADV
american_scientific_journal-5736	110	17	better	well	ADJ
american_scientific_journal-5736	110	18	than	than	ADP
american_scientific_journal-5736	110	19	svm	svm	PROPN
american_scientific_journal-5736	110	20	lin	lin	PROPN
american_scientific_journal-5736	110	21	.	.	PUNCT
american_scientific_journal-5736	111	1	the	the	DET
american_scientific_journal-5736	111	2	results	result	NOUN
american_scientific_journal-5736	111	3	of	of	ADP
american_scientific_journal-5736	111	4	testing	test	VERB
american_scientific_journal-5736	111	5	datasets	dataset	NOUN
american_scientific_journal-5736	111	6	shown	show	VERB
american_scientific_journal-5736	111	7	in	in	ADP
american_scientific_journal-5736	111	8	figure	figure	NOUN
american_scientific_journal-5736	111	9	5	5	NUM
american_scientific_journal-5736	111	10	revealed	reveal	VERB
american_scientific_journal-5736	111	11	that	that	SCONJ
american_scientific_journal-5736	111	12	prasad	prasad	PROPN
american_scientific_journal-5736	111	13	’s	’s	PART
american_scientific_journal-5736	111	14	approach	approach	NOUN
american_scientific_journal-5736	111	15	and	and	CCONJ
american_scientific_journal-5736	111	16	its	its	PRON
american_scientific_journal-5736	111	17	findings	finding	NOUN
american_scientific_journal-5736	111	18	were	be	AUX
american_scientific_journal-5736	111	19	replicated	replicate	VERB
american_scientific_journal-5736	111	20	in	in	ADP
american_scientific_journal-5736	111	21	this	this	DET
american_scientific_journal-5736	111	22	experiment	experiment	NOUN
american_scientific_journal-5736	111	23	.	.	PUNCT
american_scientific_journal-5736	112	1	figure	figure	NOUN
american_scientific_journal-5736	112	2	7	7	NUM
american_scientific_journal-5736	112	3	illustrates	illustrate	VERB
american_scientific_journal-5736	112	4	american	american	ADJ
american_scientific_journal-5736	112	5	scientific	scientific	ADJ
american_scientific_journal-5736	112	6	research	research	NOUN
american_scientific_journal-5736	112	7	journal	journal	NOUN
american_scientific_journal-5736	112	8	for	for	ADP
american_scientific_journal-5736	112	9	engineering	engineering	NOUN
american_scientific_journal-5736	112	10	,	,	PUNCT
american_scientific_journal-5736	112	11	technology	technology	NOUN
american_scientific_journal-5736	112	12	,	,	PUNCT
american_scientific_journal-5736	112	13	and	and	CCONJ
american_scientific_journal-5736	112	14	sciences	science	NOUN
american_scientific_journal-5736	112	15	(	(	PUNCT
american_scientific_journal-5736	112	16	asrjets	asrjet	NOUN
american_scientific_journal-5736	112	17	)	)	PUNCT
american_scientific_journal-5736	112	18	(	(	PUNCT
american_scientific_journal-5736	112	19	2020	2020	NUM
american_scientific_journal-5736	112	20	)	)	PUNCT
american_scientific_journal-5736	112	21	volume	volume	NOUN
american_scientific_journal-5736	112	22	66	66	NUM
american_scientific_journal-5736	112	23	,	,	PUNCT
american_scientific_journal-5736	112	24	no	no	DET
american_scientific_journal-5736	112	25	1	1	NUM
american_scientific_journal-5736	112	26	,	,	PUNCT
american_scientific_journal-5736	112	27	pp	pp	ADV
american_scientific_journal-5736	112	28	95	95	NUM
american_scientific_journal-5736	112	29	-	-	SYM
american_scientific_journal-5736	112	30	104	104	NUM
american_scientific_journal-5736	112	31	101	101	NUM
american_scientific_journal-5736	112	32	the	the	DET
american_scientific_journal-5736	112	33	end	end	NOUN
american_scientific_journal-5736	112	34	-	-	PUNCT
american_scientific_journal-5736	112	35	to	to	ADP
american_scientific_journal-5736	112	36	-	-	PUNCT
american_scientific_journal-5736	112	37	end	end	NOUN
american_scientific_journal-5736	112	38	machine	machine	NOUN
american_scientific_journal-5736	112	39	learning	learn	VERB
american_scientific_journal-5736	112	40	pipeline	pipeline	NOUN
american_scientific_journal-5736	112	41	(	(	PUNCT
american_scientific_journal-5736	112	42	inspired	inspire	VERB
american_scientific_journal-5736	112	43	by	by	ADP
american_scientific_journal-5736	112	44	[	[	X
american_scientific_journal-5736	112	45	12	12	NUM
american_scientific_journal-5736	112	46	]	]	PUNCT
american_scientific_journal-5736	112	47	)	)	PUNCT
american_scientific_journal-5736	112	48	to	to	PART
american_scientific_journal-5736	112	49	predict	predict	VERB
american_scientific_journal-5736	112	50	ddos	ddo	NOUN
american_scientific_journal-5736	112	51	attacks	attack	NOUN
american_scientific_journal-5736	112	52	.	.	PUNCT
american_scientific_journal-5736	113	1	figure	figure	VERB
american_scientific_journal-5736	113	2	4	4	NUM
american_scientific_journal-5736	113	3	:	:	PUNCT
american_scientific_journal-5736	113	4	training	training	NOUN
american_scientific_journal-5736	113	5	and	and	CCONJ
american_scientific_journal-5736	113	6	testing	testing	NOUN
american_scientific_journal-5736	113	7	datasets	dataset	NOUN
american_scientific_journal-5736	113	8	were	be	AUX
american_scientific_journal-5736	113	9	randomly	randomly	ADV
american_scientific_journal-5736	113	10	generated	generate	VERB
american_scientific_journal-5736	113	11	five	five	NUM
american_scientific_journal-5736	113	12	times	time	NOUN
american_scientific_journal-5736	113	13	to	to	PART
american_scientific_journal-5736	113	14	train	train	VERB
american_scientific_journal-5736	113	15	decision	decision	NOUN
american_scientific_journal-5736	113	16	tree	tree	NOUN
american_scientific_journal-5736	113	17	and	and	CCONJ
american_scientific_journal-5736	113	18	svm	svm	VERB
american_scientific_journal-5736	113	19	lin	lin	PROPN
american_scientific_journal-5736	113	20	models	model	NOUN
american_scientific_journal-5736	113	21	.	.	PUNCT
american_scientific_journal-5736	114	1	the	the	DET
american_scientific_journal-5736	114	2	results	result	NOUN
american_scientific_journal-5736	114	3	on	on	ADP
american_scientific_journal-5736	114	4	testing	test	VERB
american_scientific_journal-5736	114	5	datasets	dataset	NOUN
american_scientific_journal-5736	114	6	show	show	VERB
american_scientific_journal-5736	114	7	ds	ds	ADJ
american_scientific_journal-5736	114	8	performs	perform	NOUN
american_scientific_journal-5736	114	9	slightly	slightly	ADV
american_scientific_journal-5736	114	10	better	well	ADJ
american_scientific_journal-5736	114	11	.	.	PUNCT
american_scientific_journal-5736	115	1	a	a	DET
american_scientific_journal-5736	115	2	classification	classification	NOUN
american_scientific_journal-5736	115	3	report	report	NOUN
american_scientific_journal-5736	115	4	was	be	AUX
american_scientific_journal-5736	115	5	generated	generate	VERB
american_scientific_journal-5736	115	6	based	base	VERB
american_scientific_journal-5736	115	7	on	on	ADP
american_scientific_journal-5736	115	8	the	the	DET
american_scientific_journal-5736	115	9	results	result	NOUN
american_scientific_journal-5736	115	10	from	from	ADP
american_scientific_journal-5736	115	11	one	one	NUM
american_scientific_journal-5736	115	12	of	of	ADP
american_scientific_journal-5736	115	13	the	the	DET
american_scientific_journal-5736	115	14	above	above	ADJ
american_scientific_journal-5736	115	15	experiments	experiment	NOUN
american_scientific_journal-5736	115	16	to	to	PART
american_scientific_journal-5736	115	17	explore	explore	VERB
american_scientific_journal-5736	115	18	other	other	ADJ
american_scientific_journal-5736	115	19	evaluation	evaluation	NOUN
american_scientific_journal-5736	115	20	metrics	metric	NOUN
american_scientific_journal-5736	115	21	in	in	ADP
american_scientific_journal-5736	115	22	this	this	DET
american_scientific_journal-5736	115	23	binary	binary	ADJ
american_scientific_journal-5736	115	24	classification	classification	NOUN
american_scientific_journal-5736	115	25	.	.	PUNCT
american_scientific_journal-5736	116	1	the	the	DET
american_scientific_journal-5736	116	2	outcome	outcome	NOUN
american_scientific_journal-5736	116	3	of	of	ADP
american_scientific_journal-5736	116	4	the	the	DET
american_scientific_journal-5736	116	5	analysis	analysis	NOUN
american_scientific_journal-5736	116	6	showed	show	VERB
american_scientific_journal-5736	116	7	that	that	SCONJ
american_scientific_journal-5736	116	8	the	the	DET
american_scientific_journal-5736	116	9	model	model	NOUN
american_scientific_journal-5736	116	10	performance	performance	NOUN
american_scientific_journal-5736	116	11	of	of	ADP
american_scientific_journal-5736	116	12	different	different	ADJ
american_scientific_journal-5736	116	13	parameters	parameter	NOUN
american_scientific_journal-5736	116	14	was	be	AUX
american_scientific_journal-5736	116	15	very	very	ADV
american_scientific_journal-5736	116	16	high	high	ADJ
american_scientific_journal-5736	116	17	similar	similar	ADJ
american_scientific_journal-5736	116	18	to	to	ADP
american_scientific_journal-5736	116	19	accuracy	accuracy	NOUN
american_scientific_journal-5736	116	20	rates	rate	NOUN
american_scientific_journal-5736	116	21	.	.	PUNCT
american_scientific_journal-5736	117	1	precision	precision	NOUN
american_scientific_journal-5736	117	2	,	,	PUNCT
american_scientific_journal-5736	117	3	recall	recall	NOUN
american_scientific_journal-5736	117	4	,	,	PUNCT
american_scientific_journal-5736	117	5	and	and	CCONJ
american_scientific_journal-5736	117	6	f1	f1	NOUN
american_scientific_journal-5736	117	7	-	-	PUNCT
american_scientific_journal-5736	117	8	score	score	NOUN
american_scientific_journal-5736	117	9	were	be	AUX
american_scientific_journal-5736	117	10	calculated	calculate	VERB
american_scientific_journal-5736	117	11	,	,	PUNCT
american_scientific_journal-5736	117	12	and	and	CCONJ
american_scientific_journal-5736	117	13	macro	macro	ADJ
american_scientific_journal-5736	117	14	and	and	CCONJ
american_scientific_journal-5736	117	15	micro	micro	ADJ
american_scientific_journal-5736	117	16	average	average	NOUN
american_scientific_journal-5736	117	17	were	be	AUX
american_scientific_journal-5736	117	18	measured	measure	VERB
american_scientific_journal-5736	117	19	for	for	ADP
american_scientific_journal-5736	117	20	each	each	DET
american_scientific_journal-5736	117	21	metric	metric	NOUN
american_scientific_journal-5736	117	22	.	.	PUNCT
american_scientific_journal-5736	118	1	the	the	DET
american_scientific_journal-5736	118	2	samples	sample	NOUN
american_scientific_journal-5736	118	3	of	of	ADP
american_scientific_journal-5736	118	4	each	each	DET
american_scientific_journal-5736	118	5	class	class	NOUN
american_scientific_journal-5736	118	6	for	for	ADP
american_scientific_journal-5736	118	7	testing	test	VERB
american_scientific_journal-5736	118	8	the	the	DET
american_scientific_journal-5736	118	9	model	model	NOUN
american_scientific_journal-5736	118	10	is	be	AUX
american_scientific_journal-5736	118	11	shown	show	VERB
american_scientific_journal-5736	118	12	in	in	ADP
american_scientific_journal-5736	118	13	support	support	NOUN
american_scientific_journal-5736	118	14	column	column	NOUN
american_scientific_journal-5736	118	15	figure	figure	NOUN
american_scientific_journal-5736	118	16	6	6	NUM
american_scientific_journal-5736	118	17	.	.	PUNCT
american_scientific_journal-5736	118	18	precision	precision	NOUN
american_scientific_journal-5736	118	19	refers	refer	VERB
american_scientific_journal-5736	118	20	to	to	ADP
american_scientific_journal-5736	118	21	positive	positive	ADJ
american_scientific_journal-5736	118	22	predict	predict	NOUN
american_scientific_journal-5736	118	23	value	value	NOUN
american_scientific_journal-5736	118	24	;	;	PUNCT
american_scientific_journal-5736	118	25	recall	recall	NOUN
american_scientific_journal-5736	118	26	represents	represent	VERB
american_scientific_journal-5736	118	27	the	the	DET
american_scientific_journal-5736	118	28	sensitivity	sensitivity	NOUN
american_scientific_journal-5736	118	29	of	of	ADP
american_scientific_journal-5736	118	30	the	the	DET
american_scientific_journal-5736	118	31	model	model	NOUN
american_scientific_journal-5736	118	32	,	,	PUNCT
american_scientific_journal-5736	118	33	and	and	CCONJ
american_scientific_journal-5736	118	34	the	the	DET
american_scientific_journal-5736	118	35	f1	f1	PROPN
american_scientific_journal-5736	118	36	score	score	NOUN
american_scientific_journal-5736	118	37	is	be	AUX
american_scientific_journal-5736	118	38	a	a	DET
american_scientific_journal-5736	118	39	similar	similar	ADJ
american_scientific_journal-5736	118	40	metric	metric	NOUN
american_scientific_journal-5736	118	41	to	to	PART
american_scientific_journal-5736	118	42	accuracy	accuracy	NOUN
american_scientific_journal-5736	118	43	while	while	SCONJ
american_scientific_journal-5736	118	44	considering	consider	VERB
american_scientific_journal-5736	118	45	both	both	CCONJ
american_scientific_journal-5736	118	46	precision	precision	NOUN
american_scientific_journal-5736	118	47	and	and	CCONJ
american_scientific_journal-5736	118	48	recall	recall	NOUN
american_scientific_journal-5736	118	49	.	.	PUNCT
american_scientific_journal-5736	119	1	in	in	ADP
american_scientific_journal-5736	119	2	the	the	DET
american_scientific_journal-5736	119	3	case	case	NOUN
american_scientific_journal-5736	119	4	of	of	ADP
american_scientific_journal-5736	119	5	data	datum	NOUN
american_scientific_journal-5736	119	6	imbalanced	imbalance	VERB
american_scientific_journal-5736	119	7	,	,	PUNCT
american_scientific_journal-5736	119	8	f1	f1	NOUN
american_scientific_journal-5736	119	9	scores	score	NOUN
american_scientific_journal-5736	119	10	are	be	AUX
american_scientific_journal-5736	119	11	more	more	ADV
american_scientific_journal-5736	119	12	accurate	accurate	ADJ
american_scientific_journal-5736	119	13	,	,	PUNCT
american_scientific_journal-5736	119	14	but	but	CCONJ
american_scientific_journal-5736	119	15	in	in	ADP
american_scientific_journal-5736	119	16	data	datum	NOUN
american_scientific_journal-5736	119	17	balanced	balance	VERB
american_scientific_journal-5736	119	18	,	,	PUNCT
american_scientific_journal-5736	119	19	both	both	DET
american_scientific_journal-5736	119	20	accuracy	accuracy	NOUN
american_scientific_journal-5736	119	21	rate	rate	NOUN
american_scientific_journal-5736	119	22	and	and	CCONJ
american_scientific_journal-5736	119	23	f1	f1	NOUN
american_scientific_journal-5736	119	24	scores	score	NOUN
american_scientific_journal-5736	119	25	are	be	AUX
american_scientific_journal-5736	119	26	similar	similar	ADJ
american_scientific_journal-5736	119	27	.	.	PUNCT
american_scientific_journal-5736	120	1	figure	figure	VERB
american_scientific_journal-5736	120	2	5	5	NUM
american_scientific_journal-5736	120	3	:	:	PUNCT
american_scientific_journal-5736	120	4	classification	classification	NOUN
american_scientific_journal-5736	120	5	report	report	NOUN
american_scientific_journal-5736	120	6	for	for	ADP
american_scientific_journal-5736	120	7	one	one	NUM
american_scientific_journal-5736	120	8	of	of	ADP
american_scientific_journal-5736	120	9	the	the	DET
american_scientific_journal-5736	120	10	experiments	experiment	NOUN
american_scientific_journal-5736	120	11	show	show	VERB
american_scientific_journal-5736	120	12	the	the	DET
american_scientific_journal-5736	120	13	models	model	NOUN
american_scientific_journal-5736	120	14	performed	perform	VERB
american_scientific_journal-5736	120	15	well	well	ADV
american_scientific_journal-5736	120	16	4	4	NUM
american_scientific_journal-5736	120	17	.	.	PUNCT
american_scientific_journal-5736	120	18	conclusion	conclusion	NOUN
american_scientific_journal-5736	120	19	ddos	ddo	NOUN
american_scientific_journal-5736	120	20	attacks	attack	VERB
american_scientific_journal-5736	120	21	analysis	analysis	NOUN
american_scientific_journal-5736	120	22	and	and	CCONJ
american_scientific_journal-5736	120	23	detection	detection	NOUN
american_scientific_journal-5736	120	24	were	be	AUX
american_scientific_journal-5736	120	25	performed	perform	VERB
american_scientific_journal-5736	120	26	using	use	VERB
american_scientific_journal-5736	120	27	machine	machine	NOUN
american_scientific_journal-5736	120	28	learning	learning	NOUN
american_scientific_journal-5736	120	29	methods	method	NOUN
american_scientific_journal-5736	120	30	.	.	PUNCT
american_scientific_journal-5736	121	1	in	in	ADP
american_scientific_journal-5736	121	2	this	this	DET
american_scientific_journal-5736	121	3	work	work	NOUN
american_scientific_journal-5736	121	4	,	,	PUNCT
american_scientific_journal-5736	121	5	a	a	DET
american_scientific_journal-5736	121	6	subset	subset	NOUN
american_scientific_journal-5736	121	7	of	of	ADP
american_scientific_journal-5736	121	8	the	the	DET
american_scientific_journal-5736	121	9	cicids2017	cicids2017	PROPN
american_scientific_journal-5736	121	10	dataset	dataset	NOUN
american_scientific_journal-5736	121	11	was	be	AUX
american_scientific_journal-5736	121	12	utilized	utilize	VERB
american_scientific_journal-5736	121	13	,	,	PUNCT
american_scientific_journal-5736	121	14	which	which	PRON
american_scientific_journal-5736	121	15	included	include	VERB
american_scientific_journal-5736	121	16	200k	200k	NUM
american_scientific_journal-5736	121	17	samples	sample	NOUN
american_scientific_journal-5736	121	18	of	of	ADP
american_scientific_journal-5736	121	19	ddos	ddo	NOUN
american_scientific_journal-5736	121	20	and	and	CCONJ
american_scientific_journal-5736	121	21	benign	benign	ADJ
american_scientific_journal-5736	121	22	classes	class	NOUN
american_scientific_journal-5736	121	23	.	.	PUNCT
american_scientific_journal-5736	122	1	the	the	DET
american_scientific_journal-5736	122	2	data	datum	NOUN
american_scientific_journal-5736	122	3	contained	contain	VERB
american_scientific_journal-5736	122	4	84	84	NUM
american_scientific_journal-5736	122	5	categorical	categorical	ADJ
american_scientific_journal-5736	122	6	and	and	CCONJ
american_scientific_journal-5736	122	7	numerical	numerical	ADJ
american_scientific_journal-5736	122	8	features	feature	NOUN
american_scientific_journal-5736	122	9	in	in	ADP
american_scientific_journal-5736	122	10	total	total	NOUN
american_scientific_journal-5736	122	11	,	,	PUNCT
american_scientific_journal-5736	122	12	where	where	SCONJ
american_scientific_journal-5736	122	13	one	one	NUM
american_scientific_journal-5736	122	14	feature	feature	NOUN
american_scientific_journal-5736	122	15	was	be	AUX
american_scientific_journal-5736	122	16	dropped	drop	VERB
american_scientific_journal-5736	122	17	,	,	PUNCT
american_scientific_journal-5736	122	18	so	so	SCONJ
american_scientific_journal-5736	122	19	that	that	SCONJ
american_scientific_journal-5736	122	20	feature	feature	NOUN
american_scientific_journal-5736	122	21	engineering	engineering	NOUN
american_scientific_journal-5736	122	22	and	and	CCONJ
american_scientific_journal-5736	122	23	machine	machine	NOUN
american_scientific_journal-5736	122	24	learning	learning	NOUN
american_scientific_journal-5736	122	25	model	model	NOUN
american_scientific_journal-5736	122	26	development	development	NOUN
american_scientific_journal-5736	122	27	were	be	AUX
american_scientific_journal-5736	122	28	completed	complete	VERB
american_scientific_journal-5736	122	29	with	with	ADP
american_scientific_journal-5736	122	30	83	83	NUM
american_scientific_journal-5736	122	31	features	feature	NOUN
american_scientific_journal-5736	122	32	.	.	PUNCT
american_scientific_journal-5736	123	1	a	a	DET
american_scientific_journal-5736	123	2	correlation	correlation	NOUN
american_scientific_journal-5736	123	3	analysis	analysis	NOUN
american_scientific_journal-5736	123	4	and	and	CCONJ
american_scientific_journal-5736	123	5	feature	feature	NOUN
american_scientific_journal-5736	123	6	importance	importance	NOUN
american_scientific_journal-5736	123	7	exploration	exploration	NOUN
american_scientific_journal-5736	123	8	using	use	VERB
american_scientific_journal-5736	123	9	a	a	DET
american_scientific_journal-5736	123	10	decision	decision	NOUN
american_scientific_journal-5736	123	11	tree	tree	NOUN
american_scientific_journal-5736	123	12	were	be	AUX
american_scientific_journal-5736	123	13	employed	employ	VERB
american_scientific_journal-5736	123	14	in	in	ADP
american_scientific_journal-5736	123	15	feature	feature	NOUN
american_scientific_journal-5736	123	16	engineering	engineering	NOUN
american_scientific_journal-5736	123	17	.	.	PUNCT
american_scientific_journal-5736	124	1	the	the	DET
american_scientific_journal-5736	124	2	results	result	NOUN
american_scientific_journal-5736	124	3	showed	show	VERB
american_scientific_journal-5736	124	4	that	that	SCONJ
american_scientific_journal-5736	124	5	“	"	PUNCT
american_scientific_journal-5736	124	6	flow	flow	VERB
american_scientific_journal-5736	124	7	i	i	PROPN
american_scientific_journal-5736	124	8	d	d	PROPN
american_scientific_journal-5736	124	9	,	,	PUNCT
american_scientific_journal-5736	124	10	”	"	PUNCT
american_scientific_journal-5736	124	11	“	"	PUNCT
american_scientific_journal-5736	124	12	syn	syn	PROPN
american_scientific_journal-5736	124	13	flag	flag	NOUN
american_scientific_journal-5736	124	14	cnt	cnt	PROPN
american_scientific_journal-5736	124	15	,	,	PUNCT
american_scientific_journal-5736	124	16	”	"	PUNCT
american_scientific_journal-5736	124	17	and	and	CCONJ
american_scientific_journal-5736	124	18	“	"	PUNCT
american_scientific_journal-5736	124	19	dst	dst	PROPN
american_scientific_journal-5736	124	20	ip	ip	PROPN
american_scientific_journal-5736	124	21	”	"	PUNCT
american_scientific_journal-5736	124	22	were	be	AUX
american_scientific_journal-5736	124	23	the	the	DET
american_scientific_journal-5736	124	24	most	most	ADV
american_scientific_journal-5736	124	25	practical	practical	ADJ
american_scientific_journal-5736	124	26	features	feature	NOUN
american_scientific_journal-5736	124	27	.	.	PUNCT
american_scientific_journal-5736	125	1	also	also	ADV
american_scientific_journal-5736	125	2	,	,	PUNCT
american_scientific_journal-5736	125	3	the	the	DET
american_scientific_journal-5736	125	4	results	result	NOUN
american_scientific_journal-5736	125	5	of	of	ADP
american_scientific_journal-5736	125	6	american	american	ADJ
american_scientific_journal-5736	125	7	scientific	scientific	ADJ
american_scientific_journal-5736	125	8	research	research	NOUN
american_scientific_journal-5736	125	9	journal	journal	NOUN
american_scientific_journal-5736	125	10	for	for	ADP
american_scientific_journal-5736	125	11	engineering	engineering	NOUN
american_scientific_journal-5736	125	12	,	,	PUNCT
american_scientific_journal-5736	125	13	technology	technology	NOUN
american_scientific_journal-5736	125	14	,	,	PUNCT
american_scientific_journal-5736	125	15	and	and	CCONJ
american_scientific_journal-5736	125	16	sciences	science	NOUN
american_scientific_journal-5736	125	17	(	(	PUNCT
american_scientific_journal-5736	125	18	asrjets	asrjet	NOUN
american_scientific_journal-5736	125	19	)	)	PUNCT
american_scientific_journal-5736	125	20	(	(	PUNCT
american_scientific_journal-5736	125	21	2020	2020	NUM
american_scientific_journal-5736	125	22	)	)	PUNCT
american_scientific_journal-5736	125	23	volume	volume	NOUN
american_scientific_journal-5736	125	24	66	66	NUM
american_scientific_journal-5736	125	25	,	,	PUNCT
american_scientific_journal-5736	125	26	no	no	DET
american_scientific_journal-5736	125	27	1	1	NUM
american_scientific_journal-5736	125	28	,	,	PUNCT
american_scientific_journal-5736	125	29	pp	pp	ADV
american_scientific_journal-5736	125	30	95	95	NUM
american_scientific_journal-5736	125	31	-	-	SYM
american_scientific_journal-5736	125	32	104	104	NUM
american_scientific_journal-5736	125	33	102	102	NUM
american_scientific_journal-5736	125	34	machine	machine	NOUN
american_scientific_journal-5736	125	35	learning	learning	NOUN
american_scientific_journal-5736	125	36	models	model	NOUN
american_scientific_journal-5736	125	37	,	,	PUNCT
american_scientific_journal-5736	125	38	which	which	PRON
american_scientific_journal-5736	125	39	included	include	VERB
american_scientific_journal-5736	125	40	decision	decision	NOUN
american_scientific_journal-5736	125	41	tree	tree	NOUN
american_scientific_journal-5736	125	42	and	and	CCONJ
american_scientific_journal-5736	125	43	linear	linear	ADJ
american_scientific_journal-5736	125	44	support	support	NOUN
american_scientific_journal-5736	125	45	vector	vector	NOUN
american_scientific_journal-5736	125	46	machine	machine	NOUN
american_scientific_journal-5736	125	47	models	model	NOUN
american_scientific_journal-5736	125	48	,	,	PUNCT
american_scientific_journal-5736	125	49	demonstrated	demonstrate	VERB
american_scientific_journal-5736	125	50	that	that	SCONJ
american_scientific_journal-5736	125	51	ddos	ddo	NOUN
american_scientific_journal-5736	125	52	and	and	CCONJ
american_scientific_journal-5736	125	53	benign	benign	ADJ
american_scientific_journal-5736	125	54	attacks	attack	NOUN
american_scientific_journal-5736	125	55	were	be	AUX
american_scientific_journal-5736	125	56	classified	classify	VERB
american_scientific_journal-5736	125	57	where	where	SCONJ
american_scientific_journal-5736	125	58	the	the	DET
american_scientific_journal-5736	125	59	accuracy	accuracy	NOUN
american_scientific_journal-5736	125	60	rates	rate	NOUN
american_scientific_journal-5736	125	61	of	of	ADP
american_scientific_journal-5736	125	62	around	around	ADV
american_scientific_journal-5736	125	63	100	100	NUM
american_scientific_journal-5736	125	64	%	%	NOUN
american_scientific_journal-5736	125	65	were	be	AUX
american_scientific_journal-5736	125	66	achieved	achieve	VERB
american_scientific_journal-5736	125	67	.	.	PUNCT
american_scientific_journal-5736	126	1	the	the	DET
american_scientific_journal-5736	126	2	replication	replication	NOUN
american_scientific_journal-5736	126	3	of	of	ADP
american_scientific_journal-5736	126	4	the	the	DET
american_scientific_journal-5736	126	5	original	original	ADJ
american_scientific_journal-5736	126	6	paper	paper	NOUN
american_scientific_journal-5736	126	7	was	be	AUX
american_scientific_journal-5736	126	8	completed	complete	VERB
american_scientific_journal-5736	126	9	,	,	PUNCT
american_scientific_journal-5736	126	10	and	and	CCONJ
american_scientific_journal-5736	126	11	other	other	ADJ
american_scientific_journal-5736	126	12	machine	machine	NOUN
american_scientific_journal-5736	126	13	learning	learning	NOUN
american_scientific_journal-5736	126	14	models	model	NOUN
american_scientific_journal-5736	126	15	can	can	AUX
american_scientific_journal-5736	126	16	be	be	AUX
american_scientific_journal-5736	126	17	considered	consider	VERB
american_scientific_journal-5736	126	18	for	for	ADP
american_scientific_journal-5736	126	19	future	future	ADJ
american_scientific_journal-5736	126	20	work	work	NOUN
american_scientific_journal-5736	126	21	.	.	PUNCT
american_scientific_journal-5736	127	1	references	reference	NOUN
american_scientific_journal-5736	127	2	[	[	X
american_scientific_journal-5736	127	3	1	1	NUM
american_scientific_journal-5736	127	4	]	]	PUNCT
american_scientific_journal-5736	127	5	komar	komar	PROPN
american_scientific_journal-5736	127	6	,	,	PUNCT
american_scientific_journal-5736	127	7	m.	m.	NOUN
american_scientific_journal-5736	127	8	,	,	PUNCT
american_scientific_journal-5736	127	9	et	et	PROPN
american_scientific_journal-5736	127	10	al	al	PROPN
american_scientific_journal-5736	127	11	.	.	PUNCT
american_scientific_journal-5736	128	1	deep	deep	ADJ
american_scientific_journal-5736	128	2	neural	neural	ADJ
american_scientific_journal-5736	128	3	network	network	NOUN
american_scientific_journal-5736	128	4	for	for	ADP
american_scientific_journal-5736	128	5	detection	detection	NOUN
american_scientific_journal-5736	128	6	of	of	ADP
american_scientific_journal-5736	128	7	cyber	cyber	ADJ
american_scientific_journal-5736	128	8	attacks	attack	NOUN
american_scientific_journal-5736	128	9	.	.	PUNCT
american_scientific_journal-5736	129	1	in	in	ADP
american_scientific_journal-5736	129	2	2018	2018	NUM
american_scientific_journal-5736	129	3	ieee	ieee	NOUN
american_scientific_journal-5736	129	4	first	first	ADJ
american_scientific_journal-5736	129	5	international	international	ADJ
american_scientific_journal-5736	129	6	conference	conference	NOUN
american_scientific_journal-5736	129	7	on	on	ADP
american_scientific_journal-5736	129	8	system	system	NOUN
american_scientific_journal-5736	129	9	analysis	analysis	NOUN
american_scientific_journal-5736	129	10	&	&	CCONJ
american_scientific_journal-5736	129	11	intelligent	intelligent	ADJ
american_scientific_journal-5736	129	12	computing	computing	NOUN
american_scientific_journal-5736	129	13	(	(	PUNCT
american_scientific_journal-5736	129	14	saic	saic	PROPN
american_scientific_journal-5736	129	15	)	)	PUNCT
american_scientific_journal-5736	129	16	.	.	PUNCT
american_scientific_journal-5736	129	17	2018	2018	NUM
american_scientific_journal-5736	129	18	.	.	PUNCT
american_scientific_journal-5736	130	1	ieee	ieee	NOUN
american_scientific_journal-5736	130	2	.	.	PUNCT
american_scientific_journal-5736	131	1	[	[	X
american_scientific_journal-5736	131	2	2	2	NUM
american_scientific_journal-5736	131	3	]	]	PUNCT
american_scientific_journal-5736	131	4	sarraf	sarraf	NOUN
american_scientific_journal-5736	131	5	,	,	PUNCT
american_scientific_journal-5736	131	6	s.	s.	PROPN
american_scientific_journal-5736	131	7	,	,	PUNCT
american_scientific_journal-5736	131	8	5	5	NUM
american_scientific_journal-5736	131	9	g	g	NOUN
american_scientific_journal-5736	131	10	emerging	emerge	VERB
american_scientific_journal-5736	131	11	technology	technology	NOUN
american_scientific_journal-5736	131	12	and	and	CCONJ
american_scientific_journal-5736	131	13	affected	affected	ADJ
american_scientific_journal-5736	131	14	industries	industry	NOUN
american_scientific_journal-5736	131	15	:	:	PUNCT
american_scientific_journal-5736	131	16	quick	quick	ADJ
american_scientific_journal-5736	131	17	survey	survey	NOUN
american_scientific_journal-5736	131	18	.	.	PUNCT
american_scientific_journal-5736	132	1	american	american	ADJ
american_scientific_journal-5736	132	2	scientific	scientific	ADJ
american_scientific_journal-5736	132	3	research	research	PROPN
american_scientific_journal-5736	132	4	journal	journal	NOUN
american_scientific_journal-5736	132	5	for	for	ADP
american_scientific_journal-5736	132	6	engineering	engineering	NOUN
american_scientific_journal-5736	132	7	,	,	PUNCT
american_scientific_journal-5736	132	8	technology	technology	NOUN
american_scientific_journal-5736	132	9	,	,	PUNCT
american_scientific_journal-5736	132	10	and	and	CCONJ
american_scientific_journal-5736	132	11	sciences	science	NOUN
american_scientific_journal-5736	132	12	(	(	PUNCT
american_scientific_journal-5736	132	13	asrjets	asrjet	NOUN
american_scientific_journal-5736	132	14	)	)	PUNCT
american_scientific_journal-5736	132	15	,	,	PUNCT
american_scientific_journal-5736	132	16	2019	2019	NUM
american_scientific_journal-5736	132	17	.	.	PUNCT
american_scientific_journal-5736	133	1	55(1	55(1	NUM
american_scientific_journal-5736	133	2	):	):	PUNCT
american_scientific_journal-5736	133	3	p.	p.	NOUN
american_scientific_journal-5736	133	4	75	75	NUM
american_scientific_journal-5736	133	5	-	-	SYM
american_scientific_journal-5736	133	6	82	82	NUM
american_scientific_journal-5736	133	7	.	.	PUNCT
american_scientific_journal-5736	134	1	[	[	X
american_scientific_journal-5736	134	2	3	3	NUM
american_scientific_journal-5736	134	3	]	]	X
american_scientific_journal-5736	134	4	stone	stone	NOUN
american_scientific_journal-5736	134	5	-	-	PUNCT
american_scientific_journal-5736	134	6	gross	gross	NOUN
american_scientific_journal-5736	134	7	,	,	PUNCT
american_scientific_journal-5736	134	8	b.	b.	PROPN
american_scientific_journal-5736	134	9	,	,	PUNCT
american_scientific_journal-5736	134	10	et	et	PROPN
american_scientific_journal-5736	134	11	al	al	PROPN
american_scientific_journal-5736	134	12	.	.	PUNCT
american_scientific_journal-5736	135	1	your	your	PRON
american_scientific_journal-5736	135	2	botnet	botnet	NOUN
american_scientific_journal-5736	135	3	is	be	AUX
american_scientific_journal-5736	135	4	my	my	PRON
american_scientific_journal-5736	135	5	botnet	botnet	NOUN
american_scientific_journal-5736	135	6	:	:	PUNCT
american_scientific_journal-5736	135	7	analysis	analysis	NOUN
american_scientific_journal-5736	135	8	of	of	ADP
american_scientific_journal-5736	135	9	a	a	DET
american_scientific_journal-5736	135	10	botnet	botnet	NOUN
american_scientific_journal-5736	135	11	takeover	takeover	NOUN
american_scientific_journal-5736	135	12	.	.	PUNCT
american_scientific_journal-5736	136	1	in	in	ADP
american_scientific_journal-5736	136	2	proceedings	proceeding	NOUN
american_scientific_journal-5736	136	3	of	of	ADP
american_scientific_journal-5736	136	4	the	the	DET
american_scientific_journal-5736	136	5	16th	16th	ADJ
american_scientific_journal-5736	136	6	acm	acm	NOUN
american_scientific_journal-5736	136	7	conference	conference	NOUN
american_scientific_journal-5736	136	8	on	on	ADP
american_scientific_journal-5736	136	9	computer	computer	NOUN
american_scientific_journal-5736	136	10	and	and	CCONJ
american_scientific_journal-5736	136	11	communications	communication	NOUN
american_scientific_journal-5736	136	12	security	security	NOUN
american_scientific_journal-5736	136	13	.	.	PUNCT
american_scientific_journal-5736	136	14	2009	2009	NUM
american_scientific_journal-5736	136	15	.	.	PUNCT
american_scientific_journal-5736	136	16	acm	acm	PROPN
american_scientific_journal-5736	136	17	.	.	PUNCT
american_scientific_journal-5736	137	1	[	[	X
american_scientific_journal-5736	137	2	4	4	NUM
american_scientific_journal-5736	137	3	]	]	X
american_scientific_journal-5736	137	4	lau	lau	PROPN
american_scientific_journal-5736	137	5	,	,	PUNCT
american_scientific_journal-5736	137	6	f.	f.	PROPN
american_scientific_journal-5736	137	7	,	,	PUNCT
american_scientific_journal-5736	137	8	et	et	PROPN
american_scientific_journal-5736	137	9	al	al	PROPN
american_scientific_journal-5736	137	10	.	.	PUNCT
american_scientific_journal-5736	138	1	distributed	distribute	VERB
american_scientific_journal-5736	138	2	denial	denial	NOUN
american_scientific_journal-5736	138	3	of	of	ADP
american_scientific_journal-5736	138	4	service	service	NOUN
american_scientific_journal-5736	138	5	attacks	attack	NOUN
american_scientific_journal-5736	138	6	.	.	PUNCT
american_scientific_journal-5736	139	1	in	in	ADP
american_scientific_journal-5736	139	2	smc	smc	PROPN
american_scientific_journal-5736	139	3	2000	2000	NUM
american_scientific_journal-5736	139	4	conference	conference	NOUN
american_scientific_journal-5736	139	5	proceedings	proceeding	NOUN
american_scientific_journal-5736	139	6	.	.	PUNCT
american_scientific_journal-5736	140	1	2000	2000	NUM
american_scientific_journal-5736	140	2	ieee	ieee	PROPN
american_scientific_journal-5736	140	3	international	international	ADJ
american_scientific_journal-5736	140	4	conference	conference	NOUN
american_scientific_journal-5736	140	5	on	on	ADP
american_scientific_journal-5736	140	6	systems	system	NOUN
american_scientific_journal-5736	140	7	,	,	PUNCT
american_scientific_journal-5736	140	8	man	man	NOUN
american_scientific_journal-5736	140	9	and	and	CCONJ
american_scientific_journal-5736	140	10	cybernetics	cybernetic	NOUN
american_scientific_journal-5736	140	11	.	.	PUNCT
american_scientific_journal-5736	140	12	'cybernetics	'cybernetics	AUX
american_scientific_journal-5736	140	13	evolving	evolve	VERB
american_scientific_journal-5736	140	14	to	to	ADP
american_scientific_journal-5736	140	15	systems	system	NOUN
american_scientific_journal-5736	140	16	,	,	PUNCT
american_scientific_journal-5736	140	17	humans	human	NOUN
american_scientific_journal-5736	140	18	,	,	PUNCT
american_scientific_journal-5736	140	19	organizations	organization	NOUN
american_scientific_journal-5736	140	20	,	,	PUNCT
american_scientific_journal-5736	140	21	and	and	CCONJ
american_scientific_journal-5736	140	22	their	their	PRON
american_scientific_journal-5736	140	23	complex	complex	ADJ
american_scientific_journal-5736	140	24	interactions'(cat	interactions'(cat	NOUN
american_scientific_journal-5736	140	25	.	.	PUNCT
american_scientific_journal-5736	141	1	no	no	INTJ
american_scientific_journal-5736	141	2	.	.	NOUN
american_scientific_journal-5736	141	3	0	0	NUM
american_scientific_journal-5736	141	4	.	.	NUM
american_scientific_journal-5736	141	5	2000	2000	NUM
american_scientific_journal-5736	141	6	.	.	PUNCT
american_scientific_journal-5736	142	1	ieee	ieee	NOUN
american_scientific_journal-5736	142	2	.	.	PUNCT
american_scientific_journal-5736	143	1	[	[	X
american_scientific_journal-5736	143	2	5	5	NUM
american_scientific_journal-5736	143	3	]	]	SYM
american_scientific_journal-5736	143	4	nazario	nazario	NOUN
american_scientific_journal-5736	143	5	,	,	PUNCT
american_scientific_journal-5736	143	6	j.	j.	PROPN
american_scientific_journal-5736	143	7	,	,	PUNCT
american_scientific_journal-5736	143	8	politically	politically	ADV
american_scientific_journal-5736	143	9	motivated	motivated	ADJ
american_scientific_journal-5736	143	10	denial	denial	NOUN
american_scientific_journal-5736	143	11	of	of	ADP
american_scientific_journal-5736	143	12	service	service	NOUN
american_scientific_journal-5736	143	13	attacks	attack	NOUN
american_scientific_journal-5736	143	14	.	.	PUNCT
american_scientific_journal-5736	144	1	the	the	DET
american_scientific_journal-5736	144	2	virtual	virtual	ADJ
american_scientific_journal-5736	144	3	battlefield	battlefield	NOUN
american_scientific_journal-5736	144	4	:	:	PUNCT
american_scientific_journal-5736	144	5	perspectives	perspective	NOUN
american_scientific_journal-5736	144	6	on	on	ADP
american_scientific_journal-5736	144	7	cyber	cyber	ADJ
american_scientific_journal-5736	144	8	warfare	warfare	NOUN
american_scientific_journal-5736	144	9	,	,	PUNCT
american_scientific_journal-5736	144	10	2009(s	2009(s	NOUN
american_scientific_journal-5736	144	11	165	165	NUM
american_scientific_journal-5736	144	12	)	)	PUNCT
american_scientific_journal-5736	144	13	.	.	PUNCT
american_scientific_journal-5736	145	1	[	[	X
american_scientific_journal-5736	145	2	6	6	NUM
american_scientific_journal-5736	145	3	]	]	SYM
american_scientific_journal-5736	145	4	weiss	weiss	PROPN
american_scientific_journal-5736	145	5	,	,	PUNCT
american_scientific_journal-5736	145	6	j.	j.	PROPN
american_scientific_journal-5736	145	7	,	,	PUNCT
american_scientific_journal-5736	145	8	ddos	ddo	NOUN
american_scientific_journal-5736	145	9	detection	detection	NOUN
american_scientific_journal-5736	145	10	using	use	VERB
american_scientific_journal-5736	145	11	deep	deep	ADJ
american_scientific_journal-5736	145	12	neural	neural	ADJ
american_scientific_journal-5736	145	13	networks	network	NOUN
american_scientific_journal-5736	145	14	on	on	ADP
american_scientific_journal-5736	145	15	packet	packet	NOUN
american_scientific_journal-5736	145	16	flows	flow	NOUN
american_scientific_journal-5736	145	17	.	.	PUNCT
american_scientific_journal-5736	146	1	2019	2019	NUM
american_scientific_journal-5736	146	2	.	.	PUNCT
american_scientific_journal-5736	147	1	[	[	X
american_scientific_journal-5736	147	2	7	7	NUM
american_scientific_journal-5736	147	3	]	]	X
american_scientific_journal-5736	147	4	holl	holl	PROPN
american_scientific_journal-5736	147	5	,	,	PUNCT
american_scientific_journal-5736	147	6	p.	p.	NOUN
american_scientific_journal-5736	147	7	,	,	PUNCT
american_scientific_journal-5736	147	8	exploring	explore	VERB
american_scientific_journal-5736	147	9	ddos	ddos	NOUN
american_scientific_journal-5736	147	10	defense	defense	NOUN
american_scientific_journal-5736	147	11	mechanisms	mechanism	NOUN
american_scientific_journal-5736	147	12	.	.	PUNCT
american_scientific_journal-5736	148	1	network	network	NOUN
american_scientific_journal-5736	148	2	,	,	PUNCT
american_scientific_journal-5736	148	3	2015	2015	NUM
american_scientific_journal-5736	148	4	.	.	PUNCT
american_scientific_journal-5736	149	1	25	25	NUM
american_scientific_journal-5736	149	2	.	.	PUNCT
american_scientific_journal-5736	150	1	[	[	X
american_scientific_journal-5736	150	2	8	8	NUM
american_scientific_journal-5736	150	3	]	]	X
american_scientific_journal-5736	150	4	m	m	PROPN
american_scientific_journal-5736	150	5	devendra	devendra	PROPN
american_scientific_journal-5736	150	6	prasad	prasad	PROPN
american_scientific_journal-5736	150	7	,	,	PUNCT
american_scientific_journal-5736	150	8	p.b.v	p.b.v	PROPN
american_scientific_journal-5736	150	9	.	.	PROPN
american_scientific_journal-5736	150	10	,	,	PUNCT
american_scientific_journal-5736	150	11	c	c	PROPN
american_scientific_journal-5736	150	12	amarnath	amarnath	PROPN
american_scientific_journal-5736	150	13	,	,	PUNCT
american_scientific_journal-5736	150	14	machine	machine	NOUN
american_scientific_journal-5736	150	15	learning	learn	VERB
american_scientific_journal-5736	150	16	ddos	ddos	NOUN
american_scientific_journal-5736	150	17	detection	detection	NOUN
american_scientific_journal-5736	150	18	using	use	VERB
american_scientific_journal-5736	150	19	stochastic	stochastic	ADJ
american_scientific_journal-5736	150	20	gradient	gradient	ADJ
american_scientific_journal-5736	150	21	boosting	boosting	NOUN
american_scientific_journal-5736	150	22	.	.	PUNCT
american_scientific_journal-5736	151	1	international	international	ADJ
american_scientific_journal-5736	151	2	journal	journal	NOUN
american_scientific_journal-5736	151	3	of	of	ADP
american_scientific_journal-5736	151	4	computer	computer	NOUN
american_scientific_journal-5736	151	5	sciences	science	NOUN
american_scientific_journal-5736	151	6	and	and	CCONJ
american_scientific_journal-5736	151	7	engineering	engineering	NOUN
american_scientific_journal-5736	151	8	,	,	PUNCT
american_scientific_journal-5736	151	9	2019	2019	NUM
american_scientific_journal-5736	151	10	.	.	PUNCT
american_scientific_journal-5736	152	1	7(4	7(4	NUM
american_scientific_journal-5736	152	2	):	):	PUNCT
american_scientific_journal-5736	153	1	p.	p.	NOUN
american_scientific_journal-5736	153	2	157	157	NUM
american_scientific_journal-5736	153	3	-	-	SYM
american_scientific_journal-5736	153	4	16	16	NUM
american_scientific_journal-5736	153	5	.	.	PUNCT
american_scientific_journal-5736	154	1	[	[	X
american_scientific_journal-5736	154	2	9	9	NUM
american_scientific_journal-5736	154	3	]	]	X
american_scientific_journal-5736	154	4	sugumaran	sugumaran	NOUN
american_scientific_journal-5736	154	5	,	,	PUNCT
american_scientific_journal-5736	154	6	v.	v.	ADV
american_scientific_journal-5736	154	7	,	,	PUNCT
american_scientific_journal-5736	154	8	v.	v.	ADP
american_scientific_journal-5736	154	9	muralidharan	muralidharan	NOUN
american_scientific_journal-5736	154	10	,	,	PUNCT
american_scientific_journal-5736	154	11	and	and	CCONJ
american_scientific_journal-5736	154	12	k.	k.	PROPN
american_scientific_journal-5736	154	13	ramachandran	ramachandran	PROPN
american_scientific_journal-5736	154	14	,	,	PUNCT
american_scientific_journal-5736	154	15	feature	feature	NOUN
american_scientific_journal-5736	154	16	selection	selection	NOUN
american_scientific_journal-5736	154	17	using	use	VERB
american_scientific_journal-5736	154	18	decision	decision	NOUN
american_scientific_journal-5736	154	19	tree	tree	NOUN
american_scientific_journal-5736	154	20	and	and	CCONJ
american_scientific_journal-5736	154	21	classification	classification	NOUN
american_scientific_journal-5736	154	22	through	through	ADP
american_scientific_journal-5736	154	23	proximal	proximal	ADJ
american_scientific_journal-5736	154	24	support	support	NOUN
american_scientific_journal-5736	154	25	vector	vector	NOUN
american_scientific_journal-5736	154	26	machine	machine	NOUN
american_scientific_journal-5736	154	27	for	for	ADP
american_scientific_journal-5736	154	28	fault	fault	NOUN
american_scientific_journal-5736	154	29	diagnostics	diagnostic	NOUN
american_scientific_journal-5736	154	30	of	of	ADP
american_scientific_journal-5736	154	31	roller	roller	NOUN
american_scientific_journal-5736	154	32	bearing	bearing	NOUN
american_scientific_journal-5736	154	33	.	.	PUNCT
american_scientific_journal-5736	155	1	mechanical	mechanical	ADJ
american_scientific_journal-5736	155	2	systems	system	NOUN
american_scientific_journal-5736	155	3	and	and	CCONJ
american_scientific_journal-5736	155	4	signal	signal	NOUN
american_scientific_journal-5736	155	5	processing	processing	NOUN
american_scientific_journal-5736	155	6	,	,	PUNCT
american_scientific_journal-5736	155	7	2007	2007	NUM
american_scientific_journal-5736	155	8	.	.	PUNCT
american_scientific_journal-5736	156	1	21(2	21(2	NUM
american_scientific_journal-5736	156	2	):	):	PUNCT
american_scientific_journal-5736	156	3	p.	p.	NOUN
american_scientific_journal-5736	156	4	930	930	NUM
american_scientific_journal-5736	156	5	-	-	SYM
american_scientific_journal-5736	156	6	942	942	NUM
american_scientific_journal-5736	156	7	.	.	PUNCT
american_scientific_journal-5736	157	1	[	[	X
american_scientific_journal-5736	157	2	10	10	NUM
american_scientific_journal-5736	157	3	]	]	X
american_scientific_journal-5736	157	4	rokach	rokach	NOUN
american_scientific_journal-5736	157	5	,	,	PUNCT
american_scientific_journal-5736	157	6	l.	l.	PROPN
american_scientific_journal-5736	157	7	and	and	CCONJ
american_scientific_journal-5736	157	8	o.z	o.z	PROPN
american_scientific_journal-5736	157	9	.	.	PROPN
american_scientific_journal-5736	157	10	maimon	maimon	PROPN
american_scientific_journal-5736	157	11	,	,	PUNCT
american_scientific_journal-5736	157	12	data	datum	NOUN
american_scientific_journal-5736	157	13	mining	mining	NOUN
american_scientific_journal-5736	157	14	with	with	ADP
american_scientific_journal-5736	157	15	decision	decision	NOUN
american_scientific_journal-5736	157	16	trees	tree	NOUN
american_scientific_journal-5736	157	17	:	:	PUNCT
american_scientific_journal-5736	157	18	theory	theory	NOUN
american_scientific_journal-5736	157	19	and	and	CCONJ
american_scientific_journal-5736	157	20	applications	application	NOUN
american_scientific_journal-5736	157	21	.	.	PUNCT
american_scientific_journal-5736	158	1	vol	vol	NOUN
american_scientific_journal-5736	158	2	.	.	PUNCT
american_scientific_journal-5736	159	1	69	69	NUM
american_scientific_journal-5736	159	2	.	.	PUNCT
american_scientific_journal-5736	160	1	2008	2008	NUM
american_scientific_journal-5736	160	2	:	:	PUNCT
american_scientific_journal-5736	160	3	world	world	NOUN
american_scientific_journal-5736	160	4	scientific	scientific	ADJ
american_scientific_journal-5736	160	5	.	.	PUNCT
american_scientific_journal-5736	161	1	[	[	X
american_scientific_journal-5736	161	2	11	11	NUM
american_scientific_journal-5736	161	3	]	]	PUNCT
american_scientific_journal-5736	161	4	suykens	suyken	NOUN
american_scientific_journal-5736	161	5	,	,	PUNCT
american_scientific_journal-5736	161	6	j.a	j.a	PROPN
american_scientific_journal-5736	161	7	.	.	PROPN
american_scientific_journal-5736	161	8	and	and	CCONJ
american_scientific_journal-5736	161	9	j.	j.	PROPN
american_scientific_journal-5736	161	10	vandewalle	vandewalle	PROPN
american_scientific_journal-5736	161	11	,	,	PUNCT
american_scientific_journal-5736	161	12	least	least	ADJ
american_scientific_journal-5736	161	13	squares	square	NOUN
american_scientific_journal-5736	161	14	support	support	VERB
american_scientific_journal-5736	161	15	vector	vector	NOUN
american_scientific_journal-5736	161	16	machine	machine	NOUN
american_scientific_journal-5736	161	17	classifiers	classifier	NOUN
american_scientific_journal-5736	161	18	.	.	PUNCT
american_scientific_journal-5736	162	1	neural	neural	ADJ
american_scientific_journal-5736	162	2	processing	processing	NOUN
american_scientific_journal-5736	162	3	letters	letter	NOUN
american_scientific_journal-5736	162	4	,	,	PUNCT
american_scientific_journal-5736	162	5	1999	1999	NUM
american_scientific_journal-5736	162	6	.	.	PUNCT
american_scientific_journal-5736	163	1	9(3	9(3	NUM
american_scientific_journal-5736	163	2	):	):	PUNCT
american_scientific_journal-5736	164	1	p.	p.	NOUN
american_scientific_journal-5736	164	2	293	293	NUM
american_scientific_journal-5736	164	3	-	-	SYM
american_scientific_journal-5736	164	4	300	300	NUM
american_scientific_journal-5736	164	5	.	.	PUNCT
american_scientific_journal-5736	165	1	[	[	X
american_scientific_journal-5736	165	2	12	12	NUM
american_scientific_journal-5736	165	3	]	]	PUNCT
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american_scientific_journal-5736	165	5	,	,	PUNCT
american_scientific_journal-5736	165	6	s.	s.	PROPN
american_scientific_journal-5736	165	7	,	,	PUNCT
american_scientific_journal-5736	165	8	et	et	PROPN
american_scientific_journal-5736	165	9	al	al	PROPN
american_scientific_journal-5736	165	10	.	.	PROPN
american_scientific_journal-5736	165	11	,	,	PUNCT
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american_scientific_journal-5736	165	13	:	:	PUNCT
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american_scientific_journal-5736	165	15	stages	stage	NOUN
american_scientific_journal-5736	165	16	of	of	ADP
american_scientific_journal-5736	165	17	cognitive	cognitive	ADJ
american_scientific_journal-5736	165	18	impairment	impairment	NOUN
american_scientific_journal-5736	165	19	through	through	ADP
american_scientific_journal-5736	165	20	efficient	efficient	ADJ
american_scientific_journal-5736	165	21	convolutional	convolutional	ADJ
american_scientific_journal-5736	165	22	fmri	fmri	NOUN
american_scientific_journal-5736	165	23	and	and	CCONJ
american_scientific_journal-5736	165	24	mri	mri	NOUN
american_scientific_journal-5736	165	25	neural	neural	ADJ
american_scientific_journal-5736	165	26	network	network	NOUN
american_scientific_journal-5736	165	27	topology	topology	NOUN
american_scientific_journal-5736	165	28	models	model	NOUN
american_scientific_journal-5736	165	29	.	.	PUNCT
american_scientific_journal-5736	166	1	ieee	ieee	NOUN
american_scientific_journal-5736	166	2	access	access	NOUN
american_scientific_journal-5736	166	3	,	,	PUNCT
american_scientific_journal-5736	166	4	2019	2019	NUM
american_scientific_journal-5736	166	5	.	.	PUNCT
american_scientific_journal-5736	167	1	7	7	NUM
american_scientific_journal-5736	167	2	:	:	PUNCT
american_scientific_journal-5736	167	3	p.	p.	NOUN
american_scientific_journal-5736	167	4	155584155600	155584155600	NUM
american_scientific_journal-5736	167	5	.	.	PUNCT
american_scientific_journal-5736	168	1	american	american	ADJ
american_scientific_journal-5736	168	2	scientific	scientific	ADJ
american_scientific_journal-5736	168	3	research	research	PROPN
american_scientific_journal-5736	168	4	journal	journal	NOUN
american_scientific_journal-5736	168	5	for	for	ADP
american_scientific_journal-5736	168	6	engineering	engineering	NOUN
american_scientific_journal-5736	168	7	,	,	PUNCT
american_scientific_journal-5736	168	8	technology	technology	NOUN
american_scientific_journal-5736	168	9	,	,	PUNCT
american_scientific_journal-5736	168	10	and	and	CCONJ
american_scientific_journal-5736	168	11	sciences	science	NOUN
american_scientific_journal-5736	168	12	(	(	PUNCT
american_scientific_journal-5736	168	13	asrjets	asrjet	NOUN
american_scientific_journal-5736	168	14	)	)	PUNCT
american_scientific_journal-5736	168	15	(	(	PUNCT
american_scientific_journal-5736	168	16	2020	2020	NUM
american_scientific_journal-5736	168	17	)	)	PUNCT
american_scientific_journal-5736	168	18	volume	volume	NOUN
american_scientific_journal-5736	168	19	66	66	NUM
american_scientific_journal-5736	168	20	,	,	PUNCT
american_scientific_journal-5736	168	21	no	no	DET
american_scientific_journal-5736	168	22	1	1	NUM
american_scientific_journal-5736	168	23	,	,	PUNCT
american_scientific_journal-5736	168	24	pp	pp	ADV
american_scientific_journal-5736	168	25	95	95	NUM
american_scientific_journal-5736	168	26	-	-	SYM
american_scientific_journal-5736	168	27	104	104	NUM
american_scientific_journal-5736	168	28	103	103	NUM
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american_scientific_journal-5736	168	31	1	1	NUM
american_scientific_journal-5736	168	32	:	:	PUNCT
american_scientific_journal-5736	168	33	correlation	correlation	NOUN
american_scientific_journal-5736	168	34	scores	score	NOUN
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american_scientific_journal-5736	168	36	nan	nan	PROPN
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american_scientific_journal-5736	168	40	,	,	PUNCT
american_scientific_journal-5736	168	41	and	and	CCONJ
american_scientific_journal-5736	168	42	75	75	NUM
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american_scientific_journal-5736	168	47	index	index	NOUN
american_scientific_journal-5736	168	48	features	feature	VERB
american_scientific_journal-5736	168	49	index	index	NOUN
american_scientific_journal-5736	168	50	features	feature	VERB
american_scientific_journal-5736	168	51	1	1	NUM
american_scientific_journal-5736	168	52	src	src	NOUN
american_scientific_journal-5736	168	53	port	port	NOUN
american_scientific_journal-5736	168	54	26	26	NUM
american_scientific_journal-5736	168	55	bwd	bwd	PROPN
american_scientific_journal-5736	168	56	iat	iat	PROPN
american_scientific_journal-5736	168	57	tot	tot	PROPN
american_scientific_journal-5736	169	1	51	51	NUM
american_scientific_journal-5736	169	2	fwd	fwd	PROPN
american_scientific_journal-5736	169	3	seg	seg	PROPN
american_scientific_journal-5736	169	4	size	size	NOUN
american_scientific_journal-5736	169	5	avg	avg	PROPN
american_scientific_journal-5736	169	6	2	2	NUM
american_scientific_journal-5736	169	7	dst	dst	NOUN
american_scientific_journal-5736	169	8	port	port	NOUN
american_scientific_journal-5736	169	9	27	27	NUM
american_scientific_journal-5736	169	10	bwd	bwd	PROPN
american_scientific_journal-5736	169	11	iat	iat	PROPN
american_scientific_journal-5736	169	12	mean	mean	VERB
american_scientific_journal-5736	169	13	52	52	NUM
american_scientific_journal-5736	169	14	bwd	bwd	PROPN
american_scientific_journal-5736	169	15	seg	seg	PROPN
american_scientific_journal-5736	169	16	size	size	PROPN
american_scientific_journal-5736	169	17	avg	avg	PROPN
american_scientific_journal-5736	169	18	3	3	NUM
american_scientific_journal-5736	169	19	protocol	protocol	NOUN
american_scientific_journal-5736	169	20	28	28	NUM
american_scientific_journal-5736	169	21	bwd	bwd	PROPN
american_scientific_journal-5736	169	22	iat	iat	PROPN
american_scientific_journal-5736	169	23	std	std	PROPN
american_scientific_journal-5736	169	24	53	53	NUM
american_scientific_journal-5736	169	25	subflow	subflow	NOUN
american_scientific_journal-5736	169	26	fwd	fwd	NOUN
american_scientific_journal-5736	169	27	pkts	pkts	VERB
american_scientific_journal-5736	169	28	4	4	NUM
american_scientific_journal-5736	169	29	flow	flow	NOUN
american_scientific_journal-5736	169	30	duration	duration	NOUN
american_scientific_journal-5736	169	31	29	29	NUM
american_scientific_journal-5736	169	32	bwd	bwd	PROPN
american_scientific_journal-5736	169	33	iat	iat	PROPN
american_scientific_journal-5736	169	34	max	max	PROPN
american_scientific_journal-5736	169	35	54	54	NUM
american_scientific_journal-5736	169	36	subflow	subflow	PROPN
american_scientific_journal-5736	169	37	fwd	fwd	PROPN
american_scientific_journal-5736	169	38	byts	byts	PROPN
american_scientific_journal-5736	169	39	5	5	NUM
american_scientific_journal-5736	169	40	tot	tot	NOUN
american_scientific_journal-5736	169	41	fwd	fwd	NOUN
american_scientific_journal-5736	169	42	pkts	pkts	NOUN
american_scientific_journal-5736	169	43	30	30	NUM
american_scientific_journal-5736	169	44	bwd	bwd	PROPN
american_scientific_journal-5736	169	45	iat	iat	PROPN
american_scientific_journal-5736	169	46	min	min	PROPN
american_scientific_journal-5736	169	47	55	55	NUM
american_scientific_journal-5736	169	48	subflow	subflow	NOUN
american_scientific_journal-5736	169	49	bwd	bwd	PROPN
american_scientific_journal-5736	169	50	pkts	pkts	NOUN
american_scientific_journal-5736	169	51	6	6	NUM
american_scientific_journal-5736	169	52	tot	tot	NOUN
american_scientific_journal-5736	169	53	bwd	bwd	NOUN
american_scientific_journal-5736	169	54	pkts	pkts	NOUN
american_scientific_journal-5736	169	55	31	31	NUM
american_scientific_journal-5736	169	56	fwd	fwd	ADJ
american_scientific_journal-5736	169	57	psh	psh	NOUN
american_scientific_journal-5736	169	58	flags	flag	NOUN
american_scientific_journal-5736	169	59	56	56	NUM
american_scientific_journal-5736	169	60	subflow	subflow	PROPN
american_scientific_journal-5736	169	61	bwd	bwd	PROPN
american_scientific_journal-5736	169	62	byts	byts	PROPN
american_scientific_journal-5736	169	63	7	7	NUM
american_scientific_journal-5736	169	64	totlen	totlen	PROPN
american_scientific_journal-5736	169	65	fwd	fwd	NOUN
american_scientific_journal-5736	169	66	pkts	pkts	NOUN
american_scientific_journal-5736	169	67	32	32	NUM
american_scientific_journal-5736	169	68	bwd	bwd	NOUN
american_scientific_journal-5736	169	69	psh	psh	PROPN
american_scientific_journal-5736	169	70	flags	flag	NOUN
american_scientific_journal-5736	169	71	57	57	NUM
american_scientific_journal-5736	169	72	init	init	ADJ
american_scientific_journal-5736	169	73	fwd	fwd	PROPN
american_scientific_journal-5736	169	74	win	win	PROPN
american_scientific_journal-5736	169	75	byts	byts	PROPN
american_scientific_journal-5736	169	76	8	8	NUM
american_scientific_journal-5736	169	77	totlen	totlen	PROPN
american_scientific_journal-5736	169	78	bwd	bwd	NOUN
american_scientific_journal-5736	169	79	pkts	pkts	NOUN
american_scientific_journal-5736	169	80	33	33	NUM
american_scientific_journal-5736	169	81	fwd	fwd	NOUN
american_scientific_journal-5736	169	82	header	header	NOUN
american_scientific_journal-5736	169	83	len	len	NOUN
american_scientific_journal-5736	169	84	58	58	NUM
american_scientific_journal-5736	169	85	init	init	PROPN
american_scientific_journal-5736	169	86	bwd	bwd	PROPN
american_scientific_journal-5736	169	87	win	win	PROPN
american_scientific_journal-5736	169	88	byts	byts	PROPN
american_scientific_journal-5736	169	89	9	9	NUM
american_scientific_journal-5736	169	90	fwd	fwd	NOUN
american_scientific_journal-5736	169	91	pkt	pkt	ADJ
american_scientific_journal-5736	169	92	len	len	ADJ
american_scientific_journal-5736	169	93	max	max	PROPN
american_scientific_journal-5736	169	94	34	34	NUM
american_scientific_journal-5736	169	95	bwd	bwd	NOUN
american_scientific_journal-5736	169	96	header	header	NOUN
american_scientific_journal-5736	169	97	len	len	VERB
american_scientific_journal-5736	169	98	59	59	NUM
american_scientific_journal-5736	169	99	fwd	fwd	PROPN
american_scientific_journal-5736	169	100	act	act	PROPN
american_scientific_journal-5736	169	101	data	datum	NOUN
american_scientific_journal-5736	169	102	pkts	pkts	VERB
american_scientific_journal-5736	169	103	10	10	NUM
american_scientific_journal-5736	169	104	fwd	fwd	ADJ
american_scientific_journal-5736	169	105	pkt	pkt	ADJ
american_scientific_journal-5736	169	106	len	len	ADJ
american_scientific_journal-5736	169	107	min	min	PROPN
american_scientific_journal-5736	169	108	35	35	NUM
american_scientific_journal-5736	169	109	fwd	fwd	ADJ
american_scientific_journal-5736	169	110	pkts	pkts	NOUN
american_scientific_journal-5736	169	111	/	/	SYM
american_scientific_journal-5736	169	112	s	s	PART
american_scientific_journal-5736	169	113	60	60	NUM
american_scientific_journal-5736	169	114	fwd	fwd	PROPN
american_scientific_journal-5736	169	115	seg	seg	PROPN
american_scientific_journal-5736	169	116	size	size	NOUN
american_scientific_journal-5736	169	117	min	min	PROPN
american_scientific_journal-5736	169	118	11	11	NUM
american_scientific_journal-5736	169	119	fwd	fwd	NOUN
american_scientific_journal-5736	169	120	pkt	pkt	ADJ
american_scientific_journal-5736	169	121	len	len	ADJ
american_scientific_journal-5736	169	122	mean	mean	NOUN
american_scientific_journal-5736	169	123	36	36	NUM
american_scientific_journal-5736	169	124	bwd	bwd	NOUN
american_scientific_journal-5736	169	125	pkts	pkts	NOUN
american_scientific_journal-5736	169	126	/	/	SYM
american_scientific_journal-5736	169	127	s	s	PART
american_scientific_journal-5736	169	128	61	61	NUM
american_scientific_journal-5736	169	129	active	active	ADJ
american_scientific_journal-5736	169	130	mean	mean	NOUN
american_scientific_journal-5736	169	131	12	12	NUM
american_scientific_journal-5736	169	132	fwd	fwd	ADJ
american_scientific_journal-5736	169	133	pkt	pkt	ADJ
american_scientific_journal-5736	169	134	len	len	ADJ
american_scientific_journal-5736	169	135	std	std	NOUN
american_scientific_journal-5736	169	136	37	37	NUM
american_scientific_journal-5736	169	137	pkt	pkt	ADJ
american_scientific_journal-5736	169	138	len	len	ADJ
american_scientific_journal-5736	169	139	min	min	NOUN
american_scientific_journal-5736	169	140	62	62	NUM
american_scientific_journal-5736	169	141	active	active	ADJ
american_scientific_journal-5736	169	142	std	std	NOUN
american_scientific_journal-5736	169	143	13	13	NUM
american_scientific_journal-5736	169	144	bwd	bwd	NOUN
american_scientific_journal-5736	169	145	pkt	pkt	ADJ
american_scientific_journal-5736	169	146	len	len	PROPN
american_scientific_journal-5736	169	147	max	max	PROPN
american_scientific_journal-5736	169	148	38	38	NUM
american_scientific_journal-5736	169	149	pkt	pkt	ADJ
american_scientific_journal-5736	169	150	len	len	ADJ
american_scientific_journal-5736	169	151	max	max	PROPN
american_scientific_journal-5736	169	152	63	63	NUM
american_scientific_journal-5736	169	153	active	active	ADJ
american_scientific_journal-5736	169	154	max	max	PROPN
american_scientific_journal-5736	169	155	14	14	NUM
american_scientific_journal-5736	169	156	bwd	bwd	NOUN
american_scientific_journal-5736	169	157	pkt	pkt	ADJ
american_scientific_journal-5736	169	158	len	len	PROPN
american_scientific_journal-5736	169	159	min	min	PROPN
american_scientific_journal-5736	169	160	39	39	NUM
american_scientific_journal-5736	169	161	pkt	pkt	ADJ
american_scientific_journal-5736	169	162	len	len	NOUN
american_scientific_journal-5736	169	163	mean	mean	NOUN
american_scientific_journal-5736	169	164	64	64	NUM
american_scientific_journal-5736	169	165	active	active	ADJ
american_scientific_journal-5736	169	166	min	min	NOUN
american_scientific_journal-5736	169	167	15	15	NUM
american_scientific_journal-5736	169	168	bwd	bwd	NOUN
american_scientific_journal-5736	169	169	pkt	pkt	ADJ
american_scientific_journal-5736	169	170	len	len	NOUN
american_scientific_journal-5736	169	171	mean	mean	NOUN
american_scientific_journal-5736	169	172	40	40	NUM
american_scientific_journal-5736	169	173	pkt	pkt	ADJ
american_scientific_journal-5736	169	174	len	len	ADJ
american_scientific_journal-5736	169	175	std	std	NOUN
american_scientific_journal-5736	169	176	65	65	NUM
american_scientific_journal-5736	169	177	idle	idle	ADJ
american_scientific_journal-5736	169	178	mean	mean	NOUN
american_scientific_journal-5736	169	179	16	16	NUM
american_scientific_journal-5736	169	180	bwd	bwd	NOUN
american_scientific_journal-5736	169	181	pkt	pkt	ADJ
american_scientific_journal-5736	169	182	len	len	ADJ
american_scientific_journal-5736	169	183	std	std	NOUN
american_scientific_journal-5736	169	184	41	41	NUM
american_scientific_journal-5736	169	185	pkt	pkt	ADJ
american_scientific_journal-5736	169	186	len	len	ADJ
american_scientific_journal-5736	169	187	var	var	NOUN
american_scientific_journal-5736	169	188	66	66	NUM
american_scientific_journal-5736	169	189	idle	idle	ADJ
american_scientific_journal-5736	169	190	std	std	NOUN
american_scientific_journal-5736	169	191	17	17	NUM
american_scientific_journal-5736	169	192	flow	flow	NOUN
american_scientific_journal-5736	169	193	iat	iat	NOUN
american_scientific_journal-5736	169	194	mean	mean	VERB
american_scientific_journal-5736	170	1	42	42	NUM
american_scientific_journal-5736	170	2	fin	fin	NOUN
american_scientific_journal-5736	170	3	flag	flag	NOUN
american_scientific_journal-5736	170	4	cnt	cnt	PROPN
american_scientific_journal-5736	170	5	67	67	NUM
american_scientific_journal-5736	170	6	idle	idle	ADJ
american_scientific_journal-5736	170	7	max	max	PROPN
american_scientific_journal-5736	170	8	18	18	NUM
american_scientific_journal-5736	170	9	flow	flow	NOUN
american_scientific_journal-5736	170	10	iat	iat	NOUN
american_scientific_journal-5736	170	11	std	std	VERB
american_scientific_journal-5736	170	12	43	43	NUM
american_scientific_journal-5736	170	13	syn	syn	NOUN
american_scientific_journal-5736	170	14	flag	flag	NOUN
american_scientific_journal-5736	170	15	cnt	cnt	PROPN
american_scientific_journal-5736	170	16	68	68	NUM
american_scientific_journal-5736	170	17	idle	idle	ADJ
american_scientific_journal-5736	170	18	min	min	NOUN
american_scientific_journal-5736	170	19	19	19	NUM
american_scientific_journal-5736	170	20	flow	flow	NOUN
american_scientific_journal-5736	170	21	iat	iat	PROPN
american_scientific_journal-5736	170	22	max	max	PROPN
american_scientific_journal-5736	170	23	44	44	NUM
american_scientific_journal-5736	170	24	rst	rst	PROPN
american_scientific_journal-5736	170	25	flag	flag	NOUN
american_scientific_journal-5736	170	26	cnt	cnt	PROPN
american_scientific_journal-5736	170	27	69	69	NUM
american_scientific_journal-5736	170	28	flow	flow	NOUN
american_scientific_journal-5736	170	29	i	i	NOUN
american_scientific_journal-5736	170	30	d	d	PROPN
american_scientific_journal-5736	170	31	20	20	NUM
american_scientific_journal-5736	170	32	flow	flow	NOUN
american_scientific_journal-5736	170	33	iat	iat	PROPN
american_scientific_journal-5736	170	34	min	min	PROPN
american_scientific_journal-5736	170	35	45	45	NUM
american_scientific_journal-5736	170	36	psh	psh	PROPN
american_scientific_journal-5736	170	37	flag	flag	NOUN
american_scientific_journal-5736	170	38	cnt	cnt	PROPN
american_scientific_journal-5736	170	39	70	70	NUM
american_scientific_journal-5736	170	40	src	src	NOUN
american_scientific_journal-5736	170	41	ip	ip	NOUN
american_scientific_journal-5736	170	42	21	21	NUM
american_scientific_journal-5736	170	43	fwd	fwd	PROPN
american_scientific_journal-5736	170	44	iat	iat	PROPN
american_scientific_journal-5736	170	45	tot	tot	PROPN
american_scientific_journal-5736	170	46	46	46	NUM
american_scientific_journal-5736	170	47	ack	ack	NOUN
american_scientific_journal-5736	170	48	flag	flag	NOUN
american_scientific_journal-5736	170	49	cnt	cnt	PROPN
american_scientific_journal-5736	170	50	71	71	NUM
american_scientific_journal-5736	170	51	dst	dst	NOUN
american_scientific_journal-5736	170	52	ip	ip	NOUN
american_scientific_journal-5736	170	53	22	22	NUM
american_scientific_journal-5736	170	54	fwd	fwd	PROPN
american_scientific_journal-5736	170	55	iat	iat	NOUN
american_scientific_journal-5736	170	56	mean	mean	PROPN
american_scientific_journal-5736	170	57	47	47	NUM
american_scientific_journal-5736	170	58	urg	urg	PROPN
american_scientific_journal-5736	170	59	flag	flag	NOUN
american_scientific_journal-5736	170	60	cnt	cnt	PROPN
american_scientific_journal-5736	170	61	72	72	NUM
american_scientific_journal-5736	170	62	flow	flow	NOUN
american_scientific_journal-5736	170	63	byts	byts	NOUN
american_scientific_journal-5736	170	64	/	/	SYM
american_scientific_journal-5736	170	65	s	s	PART
american_scientific_journal-5736	170	66	23	23	NUM
american_scientific_journal-5736	170	67	fwd	fwd	PROPN
american_scientific_journal-5736	170	68	iat	iat	NOUN
american_scientific_journal-5736	170	69	std	std	NOUN
american_scientific_journal-5736	171	1	48	48	NUM
american_scientific_journal-5736	171	2	ece	ece	PROPN
american_scientific_journal-5736	171	3	flag	flag	NOUN
american_scientific_journal-5736	171	4	cnt	cnt	PROPN
american_scientific_journal-5736	171	5	73	73	NUM
american_scientific_journal-5736	171	6	flow	flow	NOUN
american_scientific_journal-5736	171	7	pkts	pkts	NOUN
american_scientific_journal-5736	171	8	/	/	SYM
american_scientific_journal-5736	171	9	s	s	PART
american_scientific_journal-5736	171	10	24	24	NUM
american_scientific_journal-5736	171	11	fwd	fwd	PROPN
american_scientific_journal-5736	171	12	iat	iat	PROPN
american_scientific_journal-5736	171	13	max	max	PROPN
american_scientific_journal-5736	171	14	49	49	NUM
american_scientific_journal-5736	171	15	down	down	ADP
american_scientific_journal-5736	171	16	/	/	SYM
american_scientific_journal-5736	171	17	up	up	ADP
american_scientific_journal-5736	171	18	ratio	ratio	NOUN
american_scientific_journal-5736	171	19	74	74	NUM
american_scientific_journal-5736	171	20	timestamp	timestamp	NOUN
american_scientific_journal-5736	171	21	25	25	NUM
american_scientific_journal-5736	171	22	fwd	fwd	PROPN
american_scientific_journal-5736	171	23	iat	iat	PROPN
american_scientific_journal-5736	171	24	min	min	PROPN
american_scientific_journal-5736	171	25	50	50	NUM
american_scientific_journal-5736	171	26	pkt	pkt	ADJ
american_scientific_journal-5736	171	27	size	size	NOUN
american_scientific_journal-5736	171	28	avg	avg	PROPN
american_scientific_journal-5736	171	29	75	75	NUM
american_scientific_journal-5736	171	30	label	label	NOUN
american_scientific_journal-5736	171	31	american	american	ADJ
american_scientific_journal-5736	171	32	scientific	scientific	ADJ
american_scientific_journal-5736	171	33	research	research	NOUN
american_scientific_journal-5736	171	34	journal	journal	NOUN
american_scientific_journal-5736	171	35	for	for	ADP
american_scientific_journal-5736	171	36	engineering	engineering	NOUN
american_scientific_journal-5736	171	37	,	,	PUNCT
american_scientific_journal-5736	171	38	technology	technology	NOUN
american_scientific_journal-5736	171	39	,	,	PUNCT
american_scientific_journal-5736	171	40	and	and	CCONJ
american_scientific_journal-5736	171	41	sciences	science	NOUN
american_scientific_journal-5736	171	42	(	(	PUNCT
american_scientific_journal-5736	171	43	asrjets	asrjet	NOUN
american_scientific_journal-5736	171	44	)	)	PUNCT
american_scientific_journal-5736	171	45	(	(	PUNCT
american_scientific_journal-5736	171	46	2020	2020	NUM
american_scientific_journal-5736	171	47	)	)	PUNCT
american_scientific_journal-5736	171	48	volume	volume	NOUN
american_scientific_journal-5736	171	49	66	66	NUM
american_scientific_journal-5736	171	50	,	,	PUNCT
american_scientific_journal-5736	171	51	no	no	DET
american_scientific_journal-5736	171	52	1	1	NUM
american_scientific_journal-5736	171	53	,	,	PUNCT
american_scientific_journal-5736	171	54	pp	pp	ADV
american_scientific_journal-5736	171	55	95	95	NUM
american_scientific_journal-5736	171	56	-	-	SYM
american_scientific_journal-5736	171	57	104	104	NUM
american_scientific_journal-5736	171	58	104	104	NUM
american_scientific_journal-5736	171	59	figure	figure	NOUN
american_scientific_journal-5736	171	60	7	7	NUM
american_scientific_journal-5736	171	61	:	:	PUNCT
american_scientific_journal-5736	171	62	machine	machine	NOUN
american_scientific_journal-5736	171	63	learning	learning	NOUN
american_scientific_journal-5736	171	64	model	model	PROPN
american_scientific_journal-5736	171	65	development	development	PROPN
american_scientific_journal-5736	171	66	end	end	PROPN
american_scientific_journal-5736	171	67	-	-	PUNCT
american_scientific_journal-5736	171	68	to	to	ADP
american_scientific_journal-5736	171	69	-	-	PUNCT
american_scientific_journal-5736	171	70	end	end	NOUN
american_scientific_journal-5736	171	71	pipeline	pipeline	NOUN