id	sid	tid	token	lemma	pos
cana-2266	1	1	communications	communication	NOUN
cana-2266	1	2	on	on	ADP
cana-2266	1	3	applied	apply	VERB
cana-2266	1	4	nonlinear	nonlinear	ADJ
cana-2266	1	5	analysis	analysis	NOUN
cana-2266	1	6	issn	issn	NOUN
cana-2266	1	7	:	:	PUNCT
cana-2266	1	8	1074	1074	NUM
cana-2266	1	9	-	-	PUNCT
cana-2266	1	10	133x	133x	NUM
cana-2266	1	11	vol	vol	NOUN
cana-2266	1	12	32	32	NUM
cana-2266	1	13	no	no	NOUN
cana-2266	1	14	.	.	PUNCT
cana-2266	2	1	2s	2s	NUM
cana-2266	2	2	(	(	PUNCT
cana-2266	2	3	2025	2025	NUM
cana-2266	2	4	)	)	PUNCT
cana-2266	3	1	202	202	NUM
cana-2266	3	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-2266	3	3	yara	yara	NOUN
cana-2266	3	4	-	-	PUNCT
cana-2266	3	5	based	base	VERB
cana-2266	3	6	emotet	emotet	NOUN
cana-2266	3	7	malware	malware	NOUN
cana-2266	3	8	scanner	scanner	NOUN
cana-2266	3	9	–	–	PUNCT
cana-2266	3	10	a	a	DET
cana-2266	3	11	factual	factual	ADJ
cana-2266	3	12	analysis	analysis	NOUN
cana-2266	3	13	dr	dr	PROPN
cana-2266	3	14	priya	priya	PROPN
cana-2266	3	15	p	p	PROPN
cana-2266	3	16	sajan1	sajan1	PROPN
cana-2266	3	17	,	,	PUNCT
cana-2266	3	18	midhun	midhun	PROPN
cana-2266	3	19	mohan	mohan	PROPN
cana-2266	3	20	m	m	PROPN
cana-2266	3	21	g2	g2	PROPN
cana-2266	3	22	,	,	PUNCT
cana-2266	3	23	binny	binny	PROPN
cana-2266	3	24	jacob	jacob	PROPN
cana-2266	3	25	kuriakose3	kuriakose3	PROPN
cana-2266	3	26	1c	1c	PROPN
cana-2266	3	27	-	-	PUNCT
cana-2266	3	28	dac	dac	NOUN
cana-2266	3	29	,	,	PUNCT
cana-2266	3	30	thiruvananthapuram	thiruvananthapuram	PROPN
cana-2266	3	31	.	.	PUNCT
cana-2266	4	1	priyasajan@cdac.in	priyasajan@cdac.in	PROPN
cana-2266	4	2	2ey	2ey	NOUN
cana-2266	4	3	,	,	PUNCT
cana-2266	4	4	thiruvananthapuram	thiruvananthapuram	PROPN
cana-2266	4	5	.	.	PUNCT
cana-2266	5	1	midhun.mohan@gds.ey.com	midhun.mohan@gds.ey.com	PROPN
cana-2266	5	2	3ey	3ey	PROPN
cana-2266	5	3	,	,	PUNCT
cana-2266	5	4	thiruvananthapuram	thiruvananthapuram	PROPN
cana-2266	5	5	.	.	PUNCT
cana-2266	6	1	binny.kuriakose@gds.ey.com	binny.kuriakose@gds.ey.com	PROPN
cana-2266	6	2	article	article	NOUN
cana-2266	6	3	history	history	NOUN
cana-2266	6	4	:	:	PUNCT
cana-2266	6	5	received	receive	VERB
cana-2266	6	6	:	:	PUNCT
cana-2266	6	7	12	12	NUM
cana-2266	6	8	-	-	SYM
cana-2266	6	9	09	09	NUM
cana-2266	6	10	-	-	PUNCT
cana-2266	6	11	2024	2024	NUM
cana-2266	6	12	revised	revise	VERB
cana-2266	6	13	:	:	PUNCT
cana-2266	6	14	15	15	NUM
cana-2266	6	15	-	-	SYM
cana-2266	6	16	10	10	NUM
cana-2266	6	17	-	-	PUNCT
cana-2266	6	18	2024	2024	NUM
cana-2266	6	19	accepted	accept	VERB
cana-2266	6	20	:	:	PUNCT
cana-2266	6	21	28	28	NUM
cana-2266	6	22	-	-	SYM
cana-2266	6	23	10	10	NUM
cana-2266	6	24	-	-	PUNCT
cana-2266	6	25	2024	2024	NUM
cana-2266	6	26	abstract	abstract	NOUN
cana-2266	6	27	:	:	PUNCT
cana-2266	6	28	malware	malware	NOUN
cana-2266	6	29	is	be	AUX
cana-2266	6	30	malicious	malicious	ADJ
cana-2266	6	31	software	software	NOUN
cana-2266	6	32	which	which	PRON
cana-2266	6	33	has	have	VERB
cana-2266	6	34	the	the	DET
cana-2266	6	35	ability	ability	NOUN
cana-2266	6	36	to	to	PART
cana-2266	6	37	compromise	compromise	VERB
cana-2266	6	38	sensitive	sensitive	ADJ
cana-2266	6	39	data	datum	NOUN
cana-2266	6	40	and	and	CCONJ
cana-2266	6	41	disrupt	disrupt	NOUN
cana-2266	6	42	systems	system	NOUN
cana-2266	6	43	.	.	PUNCT
cana-2266	7	1	at	at	ADP
cana-2266	7	2	present	present	ADJ
cana-2266	7	3	malicious	malicious	ADJ
cana-2266	7	4	software	software	NOUN
cana-2266	7	5	is	be	AUX
cana-2266	7	6	the	the	DET
cana-2266	7	7	most	most	ADV
cana-2266	7	8	efficient	efficient	ADJ
cana-2266	7	9	tool	tool	NOUN
cana-2266	7	10	used	use	VERB
cana-2266	7	11	in	in	ADP
cana-2266	7	12	compromising	compromise	VERB
cana-2266	7	13	the	the	DET
cana-2266	7	14	security	security	NOUN
cana-2266	7	15	of	of	ADP
cana-2266	7	16	computers	computer	NOUN
cana-2266	7	17	or	or	CCONJ
cana-2266	7	18	any	any	DET
cana-2266	7	19	other	other	ADJ
cana-2266	7	20	electronic	electronic	ADJ
cana-2266	7	21	devices	device	NOUN
cana-2266	7	22	connected	connect	VERB
cana-2266	7	23	to	to	ADP
cana-2266	7	24	the	the	DET
cana-2266	7	25	internet	internet	NOUN
cana-2266	7	26	.	.	PUNCT
cana-2266	8	1	this	this	PRON
cana-2266	8	2	has	have	AUX
cana-2266	8	3	become	become	VERB
cana-2266	8	4	a	a	DET
cana-2266	8	5	menace	menace	NOUN
cana-2266	8	6	owing	owe	VERB
cana-2266	8	7	to	to	ADP
cana-2266	8	8	the	the	DET
cana-2266	8	9	rapid	rapid	ADJ
cana-2266	8	10	progress	progress	NOUN
cana-2266	8	11	in	in	ADP
cana-2266	8	12	technologies	technology	NOUN
cana-2266	8	13	such	such	ADJ
cana-2266	8	14	as	as	ADP
cana-2266	8	15	encryption	encryption	NOUN
cana-2266	8	16	and	and	CCONJ
cana-2266	8	17	data	datum	NOUN
cana-2266	8	18	hiding	hiding	NOUN
cana-2266	8	19	techniques	technique	NOUN
cana-2266	8	20	.	.	PUNCT
cana-2266	9	1	a	a	DET
cana-2266	9	2	highly	highly	ADV
cana-2266	9	3	adaptable	adaptable	ADJ
cana-2266	9	4	and	and	CCONJ
cana-2266	9	5	persistent	persistent	ADJ
cana-2266	9	6	type	type	NOUN
cana-2266	9	7	of	of	ADP
cana-2266	9	8	malware	malware	NOUN
cana-2266	9	9	,	,	PUNCT
cana-2266	9	10	emotet	emotet	NOUN
cana-2266	9	11	is	be	AUX
cana-2266	9	12	well	well	ADV
cana-2266	9	13	-	-	PUNCT
cana-2266	9	14	known	know	VERB
cana-2266	9	15	for	for	ADP
cana-2266	9	16	its	its	PRON
cana-2266	9	17	capacity	capacity	NOUN
cana-2266	9	18	to	to	PART
cana-2266	9	19	propagate	propagate	VERB
cana-2266	9	20	via	via	ADP
cana-2266	9	21	phishing	phishe	VERB
cana-2266	9	22	emails	email	NOUN
cana-2266	9	23	and	and	CCONJ
cana-2266	9	24	send	send	VERB
cana-2266	9	25	out	out	ADP
cana-2266	9	26	further	further	ADJ
cana-2266	9	27	malicious	malicious	ADJ
cana-2266	9	28	payloads	payload	NOUN
cana-2266	9	29	,	,	PUNCT
cana-2266	9	30	by	by	ADP
cana-2266	9	31	impairing	impair	VERB
cana-2266	9	32	network	network	NOUN
cana-2266	9	33	and	and	CCONJ
cana-2266	9	34	data	datum	NOUN
cana-2266	9	35	security	security	NOUN
cana-2266	9	36	.	.	PUNCT
cana-2266	10	1	emotet	emotet	NOUN
cana-2266	10	2	poses	pose	VERB
cana-2266	10	3	a	a	DET
cana-2266	10	4	special	special	ADJ
cana-2266	10	5	risk	risk	NOUN
cana-2266	10	6	since	since	SCONJ
cana-2266	10	7	it	it	PRON
cana-2266	10	8	serves	serve	VERB
cana-2266	10	9	as	as	ADP
cana-2266	10	10	a	a	DET
cana-2266	10	11	gateway	gateway	NOUN
cana-2266	10	12	for	for	ADP
cana-2266	10	13	other	other	ADJ
cana-2266	10	14	viruses	virus	NOUN
cana-2266	10	15	,	,	PUNCT
cana-2266	10	16	such	such	ADJ
cana-2266	10	17	as	as	ADP
cana-2266	10	18	ransomware	ransomware	NOUN
cana-2266	10	19	and	and	CCONJ
cana-2266	10	20	data	datum	NOUN
cana-2266	10	21	thieves	thief	NOUN
cana-2266	10	22	,	,	PUNCT
cana-2266	10	23	which	which	PRON
cana-2266	10	24	can	can	AUX
cana-2266	10	25	cause	cause	VERB
cana-2266	10	26	serious	serious	ADJ
cana-2266	10	27	data	datum	NOUN
cana-2266	10	28	breaches	breach	NOUN
cana-2266	10	29	,	,	PUNCT
cana-2266	10	30	monetary	monetary	ADJ
cana-2266	10	31	losses	loss	NOUN
cana-2266	10	32	,	,	PUNCT
cana-2266	10	33	and	and	CCONJ
cana-2266	10	34	interruptions	interruption	NOUN
cana-2266	10	35	to	to	ADP
cana-2266	10	36	business	business	NOUN
cana-2266	10	37	operations	operation	NOUN
cana-2266	10	38	.	.	PUNCT
cana-2266	11	1	it	it	PRON
cana-2266	11	2	poses	pose	VERB
cana-2266	11	3	a	a	DET
cana-2266	11	4	serious	serious	ADJ
cana-2266	11	5	danger	danger	NOUN
cana-2266	11	6	to	to	ADP
cana-2266	11	7	both	both	PRON
cana-2266	11	8	individual	individual	ADJ
cana-2266	11	9	users	user	NOUN
cana-2266	11	10	and	and	CCONJ
cana-2266	11	11	big	big	ADJ
cana-2266	11	12	enterprises	enterprise	NOUN
cana-2266	11	13	due	due	ADP
cana-2266	11	14	to	to	ADP
cana-2266	11	15	its	its	PRON
cana-2266	11	16	advanced	advanced	ADJ
cana-2266	11	17	evasion	evasion	NOUN
cana-2266	11	18	techniques	technique	NOUN
cana-2266	11	19	and	and	CCONJ
cana-2266	11	20	quick	quick	ADJ
cana-2266	11	21	network	network	NOUN
cana-2266	11	22	spread	spread	NOUN
cana-2266	11	23	.	.	PUNCT
cana-2266	12	1	in	in	ADP
cana-2266	12	2	this	this	DET
cana-2266	12	3	project	project	NOUN
cana-2266	12	4	,	,	PUNCT
cana-2266	12	5	distinct	distinct	ADJ
cana-2266	12	6	file	file	NOUN
cana-2266	12	7	signatures	signature	NOUN
cana-2266	12	8	and	and	CCONJ
cana-2266	12	9	byte	byte	VERB
cana-2266	12	10	patterns	pattern	NOUN
cana-2266	12	11	that	that	PRON
cana-2266	12	12	are	be	AUX
cana-2266	12	13	distinctive	distinctive	ADJ
cana-2266	12	14	of	of	ADP
cana-2266	12	15	the	the	DET
cana-2266	12	16	malware	malware	NOUN
cana-2266	12	17	are	be	AUX
cana-2266	12	18	identified	identify	VERB
cana-2266	12	19	by	by	ADP
cana-2266	12	20	yara	yara	PROPN
cana-2266	12	21	rules	rule	NOUN
cana-2266	12	22	in	in	ADP
cana-2266	12	23	order	order	NOUN
cana-2266	12	24	to	to	PART
cana-2266	12	25	detect	detect	VERB
cana-2266	12	26	emotet	emotet	NOUN
cana-2266	12	27	.	.	PUNCT
cana-2266	13	1	these	these	DET
cana-2266	13	2	patterns	pattern	NOUN
cana-2266	13	3	include	include	VERB
cana-2266	13	4	specific	specific	ADJ
cana-2266	13	5	sequences	sequence	NOUN
cana-2266	13	6	used	use	VERB
cana-2266	13	7	in	in	ADP
cana-2266	13	8	emotet	emotet	NOUN
cana-2266	13	9	’s	’s	PART
cana-2266	13	10	payload	payload	NOUN
cana-2266	13	11	and	and	CCONJ
cana-2266	13	12	obfuscation	obfuscation	NOUN
cana-2266	13	13	techniques	technique	NOUN
cana-2266	13	14	,	,	PUNCT
cana-2266	13	15	allowing	allow	VERB
cana-2266	13	16	for	for	ADP
cana-2266	13	17	precise	precise	ADJ
cana-2266	13	18	detection	detection	NOUN
cana-2266	13	19	within	within	ADP
cana-2266	13	20	scanned	scan	VERB
cana-2266	13	21	files	file	NOUN
cana-2266	13	22	..	..	PUNCT
cana-2266	14	1	keywords	keyword	NOUN
cana-2266	14	2	:	:	PUNCT
cana-2266	14	3	emotet	emotet	NOUN
cana-2266	14	4	,	,	PUNCT
cana-2266	14	5	malware	malware	NOUN
cana-2266	14	6	detection	detection	NOUN
cana-2266	14	7	,	,	PUNCT
cana-2266	14	8	yara	yara	PROPN
cana-2266	14	9	rules	rule	NOUN
cana-2266	14	10	,	,	PUNCT
cana-2266	14	11	cyber	cyber	ADJ
cana-2266	14	12	security	security	NOUN
cana-2266	14	13	.	.	PUNCT
cana-2266	15	1	i.	i.	PROPN
cana-2266	15	2	introduction	introduction	NOUN
cana-2266	15	3	a	a	DET
cana-2266	15	4	cyber	cyber	NOUN
cana-2266	15	5	-	-	PUNCT
cana-2266	15	6	attack	attack	NOUN
cana-2266	15	7	is	be	AUX
cana-2266	15	8	an	an	DET
cana-2266	15	9	attempt	attempt	NOUN
cana-2266	15	10	by	by	ADP
cana-2266	15	11	hackers	hacker	NOUN
cana-2266	15	12	to	to	PART
cana-2266	15	13	take	take	VERB
cana-2266	15	14	advantage	advantage	NOUN
cana-2266	15	15	of	of	ADP
cana-2266	15	16	security	security	NOUN
cana-2266	15	17	holes	hole	NOUN
cana-2266	15	18	in	in	ADP
cana-2266	15	19	a	a	DET
cana-2266	15	20	computer	computer	NOUN
cana-2266	15	21	system	system	NOUN
cana-2266	15	22	,	,	PUNCT
cana-2266	15	23	network	network	NOUN
cana-2266	15	24	,	,	PUNCT
cana-2266	15	25	or	or	CCONJ
cana-2266	15	26	other	other	ADJ
cana-2266	15	27	device	device	NOUN
cana-2266	15	28	in	in	ADP
cana-2266	15	29	order	order	NOUN
cana-2266	15	30	to	to	PART
cana-2266	15	31	harm	harm	VERB
cana-2266	15	32	or	or	CCONJ
cana-2266	15	33	interfere	interfere	VERB
cana-2266	15	34	with	with	ADP
cana-2266	15	35	it	it	PRON
cana-2266	15	36	.	.	PUNCT
cana-2266	16	1	these	these	DET
cana-2266	16	2	assaults	assault	NOUN
cana-2266	16	3	can	can	AUX
cana-2266	16	4	be	be	AUX
cana-2266	16	5	conducted	conduct	VERB
cana-2266	16	6	for	for	ADP
cana-2266	16	7	a	a	DET
cana-2266	16	8	number	number	NOUN
cana-2266	16	9	of	of	ADP
cana-2266	16	10	reasons	reason	NOUN
cana-2266	16	11	,	,	PUNCT
cana-2266	16	12	including	include	VERB
cana-2266	16	13	political	political	ADJ
cana-2266	16	14	objectives	objective	NOUN
cana-2266	16	15	,	,	PUNCT
cana-2266	16	16	financial	financial	ADJ
cana-2266	16	17	gain	gain	NOUN
cana-2266	16	18	,	,	PUNCT
cana-2266	16	19	operational	operational	ADJ
cana-2266	16	20	interruption	interruption	NOUN
cana-2266	16	21	,	,	PUNCT
cana-2266	16	22	and	and	CCONJ
cana-2266	16	23	the	the	DET
cana-2266	16	24	theft	theft	NOUN
cana-2266	16	25	of	of	ADP
cana-2266	16	26	confidential	confidential	ADJ
cana-2266	16	27	data	datum	NOUN
cana-2266	16	28	.	.	PUNCT
cana-2266	17	1	malware	malware	NOUN
cana-2266	17	2	,	,	PUNCT
cana-2266	17	3	ransomware	ransomware	NOUN
cana-2266	17	4	,	,	PUNCT
cana-2266	17	5	phishing	phishing	NOUN
cana-2266	17	6	,	,	PUNCT
cana-2266	17	7	and	and	CCONJ
cana-2266	17	8	distributed	distribute	VERB
cana-2266	17	9	denial	denial	NOUN
cana-2266	17	10	-	-	PUNCT
cana-2266	17	11	of	of	ADP
cana-2266	17	12	-	-	PUNCT
cana-2266	17	13	service	service	NOUN
cana-2266	17	14	(	(	PUNCT
cana-2266	17	15	ddos	ddo	NOUN
cana-2266	17	16	)	)	PUNCT
cana-2266	17	17	attacks	attack	NOUN
cana-2266	17	18	are	be	AUX
cana-2266	17	19	examples	example	NOUN
cana-2266	17	20	of	of	ADP
cana-2266	17	21	common	common	ADJ
cana-2266	17	22	techniques	technique	NOUN
cana-2266	17	23	.	.	PUNCT
cana-2266	18	1	cyber	cyber	NOUN
cana-2266	18	2	-	-	PUNCT
cana-2266	18	3	attacks	attack	NOUN
cana-2266	18	4	can	can	AUX
cana-2266	18	5	have	have	VERB
cana-2266	18	6	serious	serious	ADJ
cana-2266	18	7	consequences	consequence	NOUN
cana-2266	18	8	,	,	PUNCT
cana-2266	18	9	ranging	range	VERB
cana-2266	18	10	from	from	ADP
cana-2266	18	11	harming	harm	VERB
cana-2266	18	12	one	one	NUM
cana-2266	18	13	’s	’s	PART
cana-2266	18	14	finances	finance	NOUN
cana-2266	18	15	and	and	CCONJ
cana-2266	18	16	reputation	reputation	NOUN
cana-2266	18	17	to	to	ADP
cana-2266	18	18	risking	risk	VERB
cana-2266	18	19	national	national	ADJ
cana-2266	18	20	security	security	NOUN
cana-2266	18	21	.	.	PUNCT
cana-2266	19	1	fig	fig	NOUN
cana-2266	19	2	.	.	PUNCT
cana-2266	20	1	1	1	NUM
cana-2266	20	2	:	:	PUNCT
cana-2266	20	3	malware	malware	NOUN
cana-2266	20	4	attack	attack	NOUN
cana-2266	20	5	stages	stage	VERB
cana-2266	20	6	communications	communication	NOUN
cana-2266	20	7	on	on	ADP
cana-2266	20	8	applied	apply	VERB
cana-2266	20	9	nonlinear	nonlinear	ADJ
cana-2266	20	10	analysis	analysis	NOUN
cana-2266	20	11	issn	issn	NOUN
cana-2266	20	12	:	:	PUNCT
cana-2266	20	13	1074	1074	NUM
cana-2266	20	14	-	-	PUNCT
cana-2266	20	15	133x	133x	NUM
cana-2266	20	16	vol	vol	NOUN
cana-2266	20	17	32	32	NUM
cana-2266	20	18	no	no	NOUN
cana-2266	20	19	.	.	PUNCT
cana-2266	21	1	2s	2s	NUM
cana-2266	21	2	(	(	PUNCT
cana-2266	21	3	2025	2025	NUM
cana-2266	21	4	)	)	PUNCT
cana-2266	21	5	203	203	NUM
cana-2266	21	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2266	21	7	a	a	DET
cana-2266	21	8	malware	malware	NOUN
cana-2266	21	9	attack	attack	NOUN
cana-2266	21	10	usually	usually	ADV
cana-2266	21	11	happens	happen	VERB
cana-2266	21	12	in	in	ADP
cana-2266	21	13	the	the	DET
cana-2266	21	14	following	follow	VERB
cana-2266	21	15	stages	stage	NOUN
cana-2266	21	16	:	:	PUNCT
cana-2266	21	17	contact	contact	NOUN
cana-2266	21	18	,	,	PUNCT
cana-2266	21	19	redirect	redirect	NOUN
cana-2266	21	20	,	,	PUNCT
cana-2266	21	21	exploit	exploit	NOUN
cana-2266	21	22	,	,	PUNCT
cana-2266	21	23	and	and	CCONJ
cana-2266	21	24	infect	infect	VERB
cana-2266	21	25	.	.	PUNCT
cana-2266	22	1	users	user	NOUN
cana-2266	22	2	may	may	AUX
cana-2266	22	3	initially	initially	ADV
cana-2266	22	4	encounter	encounter	VERB
cana-2266	22	5	a	a	DET
cana-2266	22	6	compromised	compromise	VERB
cana-2266	22	7	website	website	NOUN
cana-2266	22	8	,	,	PUNCT
cana-2266	22	9	a	a	DET
cana-2266	22	10	legitimate	legitimate	ADJ
cana-2266	22	11	website	website	NOUN
cana-2266	22	12	with	with	ADP
cana-2266	22	13	a	a	DET
cana-2266	22	14	malicious	malicious	ADJ
cana-2266	22	15	advertisement	advertisement	NOUN
cana-2266	22	16	displayed	display	VERB
cana-2266	22	17	on	on	ADP
cana-2266	22	18	it	it	PRON
cana-2266	22	19	,	,	PUNCT
cana-2266	22	20	or	or	CCONJ
cana-2266	22	21	a	a	DET
cana-2266	22	22	link	link	NOUN
cana-2266	22	23	that	that	PRON
cana-2266	22	24	has	have	AUX
cana-2266	22	25	been	be	AUX
cana-2266	22	26	spammed	spamme	VERB
cana-2266	22	27	.	.	PUNCT
cana-2266	23	1	these	these	DET
cana-2266	23	2	components	component	NOUN
cana-2266	23	3	reroute	reroute	VERB
cana-2266	23	4	the	the	DET
cana-2266	23	5	user	user	NOUN
cana-2266	23	6	to	to	ADP
cana-2266	23	7	an	an	DET
cana-2266	23	8	exploit	exploit	NOUN
cana-2266	23	9	server	server	NOUN
cana-2266	23	10	kit	kit	NOUN
cana-2266	23	11	using	use	VERB
cana-2266	23	12	a	a	DET
cana-2266	23	13	traffic	traffic	NOUN
cana-2266	23	14	direction	direction	NOUN
cana-2266	23	15	scheme	scheme	NOUN
cana-2266	23	16	.	.	PUNCT
cana-2266	24	1	following	follow	VERB
cana-2266	24	2	that	that	PRON
cana-2266	24	3	,	,	PUNCT
cana-2266	24	4	this	this	DET
cana-2266	24	5	kit	kit	NOUN
cana-2266	24	6	installs	install	VERB
cana-2266	24	7	malware	malware	NOUN
cana-2266	24	8	,	,	PUNCT
cana-2266	24	9	including	include	VERB
cana-2266	24	10	banking	banking	NOUN
cana-2266	24	11	trojans	trojan	NOUN
cana-2266	24	12	and	and	CCONJ
cana-2266	24	13	ransomware	ransomware	NOUN
cana-2266	24	14	,	,	PUNCT
cana-2266	24	15	by	by	ADP
cana-2266	24	16	taking	take	VERB
cana-2266	24	17	advantage	advantage	NOUN
cana-2266	24	18	of	of	ADP
cana-2266	24	19	system	system	NOUN
cana-2266	24	20	flaws	flaw	NOUN
cana-2266	24	21	.	.	PUNCT
cana-2266	25	1	once	once	ADV
cana-2266	25	2	installed	instal	VERB
cana-2266	25	3	,	,	PUNCT
cana-2266	25	4	this	this	DET
cana-2266	25	5	virus	virus	NOUN
cana-2266	25	6	has	have	VERB
cana-2266	25	7	the	the	DET
cana-2266	25	8	ability	ability	NOUN
cana-2266	25	9	to	to	PART
cana-2266	25	10	corrupt	corrupt	ADJ
cana-2266	25	11	files	file	NOUN
cana-2266	25	12	,	,	PUNCT
cana-2266	25	13	steal	steal	VERB
cana-2266	25	14	private	private	ADJ
cana-2266	25	15	data	datum	NOUN
cana-2266	25	16	,	,	PUNCT
cana-2266	25	17	obstruct	obstruct	VERB
cana-2266	25	18	system	system	NOUN
cana-2266	25	19	operations	operation	NOUN
cana-2266	25	20	,	,	PUNCT
cana-2266	25	21	and	and	CCONJ
cana-2266	25	22	seize	seize	VERB
cana-2266	25	23	control	control	NOUN
cana-2266	25	24	of	of	ADP
cana-2266	25	25	the	the	DET
cana-2266	25	26	compromised	compromised	ADJ
cana-2266	25	27	computer	computer	NOUN
cana-2266	25	28	.	.	PUNCT
cana-2266	26	1	these	these	DET
cana-2266	26	2	cyber	cyber	PROPN
cana-2266	26	3	threats	threat	NOUN
cana-2266	26	4	frequently	frequently	ADV
cana-2266	26	5	come	come	VERB
cana-2266	26	6	from	from	ADP
cana-2266	26	7	malware	malware	NOUN
cana-2266	26	8	downloads	download	NOUN
cana-2266	26	9	,	,	PUNCT
cana-2266	26	10	phishing	phishe	VERB
cana-2266	26	11	emails	email	NOUN
cana-2266	26	12	,	,	PUNCT
cana-2266	26	13	or	or	CCONJ
cana-2266	26	14	shoddy	shoddy	ADJ
cana-2266	26	15	software	software	NOUN
cana-2266	26	16	.	.	PUNCT
cana-2266	27	1	strong	strong	ADJ
cana-2266	27	2	cyber	cyber	ADJ
cana-2266	27	3	security	security	NOUN
cana-2266	27	4	measures	measure	NOUN
cana-2266	27	5	are	be	AUX
cana-2266	27	6	therefore	therefore	ADV
cana-2266	27	7	necessary	necessary	ADJ
cana-2266	27	8	to	to	PART
cana-2266	27	9	shield	shield	VERB
cana-2266	27	10	people	people	NOUN
cana-2266	27	11	and	and	CCONJ
cana-2266	27	12	businesses	business	NOUN
cana-2266	27	13	from	from	ADP
cana-2266	27	14	these	these	DET
cana-2266	27	15	threats	threat	NOUN
cana-2266	27	16	..	..	PUNCT
cana-2266	28	1	malware	malware	NOUN
cana-2266	28	2	attacks	attack	NOUN
cana-2266	28	3	can	can	AUX
cana-2266	28	4	happen	happen	VERB
cana-2266	28	5	via	via	ADP
cana-2266	28	6	a	a	DET
cana-2266	28	7	number	number	NOUN
cana-2266	28	8	of	of	ADP
cana-2266	28	9	different	different	ADJ
cana-2266	28	10	channels	channel	NOUN
cana-2266	28	11	,	,	PUNCT
cana-2266	28	12	including	include	VERB
cana-2266	28	13	as	as	ADP
cana-2266	28	14	email	email	NOUN
cana-2266	28	15	,	,	PUNCT
cana-2266	28	16	phishing	phishe	VERB
cana-2266	28	17	sites	site	NOUN
cana-2266	28	18	,	,	PUNCT
cana-2266	28	19	and	and	CCONJ
cana-2266	28	20	networks	network	NOUN
cana-2266	28	21	.	.	PUNCT
cana-2266	29	1	network	network	NOUN
cana-2266	29	2	-	-	PUNCT
cana-2266	29	3	based	base	VERB
cana-2266	29	4	attacks	attack	NOUN
cana-2266	29	5	,	,	PUNCT
cana-2266	29	6	which	which	PRON
cana-2266	29	7	frequently	frequently	ADV
cana-2266	29	8	target	target	VERB
cana-2266	29	9	weakly	weakly	ADJ
cana-2266	29	10	secured	secure	VERB
cana-2266	29	11	systems	system	NOUN
cana-2266	29	12	to	to	PART
cana-2266	29	13	obtain	obtain	VERB
cana-2266	29	14	widespread	widespread	ADJ
cana-2266	29	15	access	access	NOUN
cana-2266	29	16	,	,	PUNCT
cana-2266	29	17	take	take	VERB
cana-2266	29	18	use	use	NOUN
cana-2266	29	19	of	of	ADP
cana-2266	29	20	flaws	flaw	NOUN
cana-2266	29	21	in	in	ADP
cana-2266	29	22	network	network	NOUN
cana-2266	29	23	security	security	NOUN
cana-2266	29	24	to	to	PART
cana-2266	29	25	propagate	propagate	VERB
cana-2266	29	26	malware	malware	NOUN
cana-2266	29	27	among	among	ADP
cana-2266	29	28	linked	link	VERB
cana-2266	29	29	devices	device	NOUN
cana-2266	29	30	.	.	PUNCT
cana-2266	30	1	an	an	DET
cana-2266	30	2	attacker	attacker	NOUN
cana-2266	30	3	often	often	ADV
cana-2266	30	4	use	use	VERB
cana-2266	30	5	email	email	NOUN
cana-2266	30	6	to	to	PART
cana-2266	30	7	pose	pose	VERB
cana-2266	30	8	as	as	ADP
cana-2266	30	9	genuine	genuine	ADJ
cana-2266	30	10	senders	sender	NOUN
cana-2266	30	11	and	and	CCONJ
cana-2266	30	12	include	include	VERB
cana-2266	30	13	malicious	malicious	ADJ
cana-2266	30	14	attachments	attachment	NOUN
cana-2266	30	15	or	or	CCONJ
cana-2266	30	16	links	link	NOUN
cana-2266	30	17	that	that	PRON
cana-2266	30	18	when	when	SCONJ
cana-2266	30	19	accessed	access	VERB
cana-2266	30	20	,	,	PUNCT
cana-2266	30	21	might	might	AUX
cana-2266	30	22	infect	infect	VERB
cana-2266	30	23	a	a	DET
cana-2266	30	24	recipient	recipient	NOUN
cana-2266	30	25	’s	’s	PART
cana-2266	30	26	device	device	NOUN
cana-2266	30	27	with	with	ADP
cana-2266	30	28	malware	malware	NOUN
cana-2266	30	29	.	.	PUNCT
cana-2266	31	1	phishing	phishe	VERB
cana-2266	31	2	attacks	attack	NOUN
cana-2266	31	3	utilize	utilize	VERB
cana-2266	31	4	fake	fake	ADJ
cana-2266	31	5	emails	email	NOUN
cana-2266	31	6	or	or	CCONJ
cana-2266	31	7	websites	website	NOUN
cana-2266	31	8	to	to	PART
cana-2266	31	9	deceive	deceive	VERB
cana-2266	31	10	people	people	NOUN
cana-2266	31	11	into	into	ADP
cana-2266	31	12	disclosing	disclose	VERB
cana-2266	31	13	critical	critical	ADJ
cana-2266	31	14	information	information	NOUN
cana-2266	31	15	or	or	CCONJ
cana-2266	31	16	clicking	click	VERB
cana-2266	31	17	on	on	ADP
cana-2266	31	18	dangerous	dangerous	ADJ
cana-2266	31	19	links	link	NOUN
cana-2266	31	20	.	.	PUNCT
cana-2266	32	1	malware	malware	NOUN
cana-2266	32	2	may	may	AUX
cana-2266	32	3	be	be	AUX
cana-2266	32	4	automatically	automatically	ADV
cana-2266	32	5	downloaded	download	VERB
cana-2266	32	6	and	and	CCONJ
cana-2266	32	7	installed	instal	VERB
cana-2266	32	8	as	as	ADP
cana-2266	32	9	a	a	DET
cana-2266	32	10	file	file	NOUN
cana-2266	32	11	on	on	ADP
cana-2266	32	12	the	the	DET
cana-2266	32	13	user	user	NOUN
cana-2266	32	14	’s	’s	PART
cana-2266	32	15	hard	hard	ADJ
cana-2266	32	16	drive	drive	NOUN
cana-2266	32	17	or	or	CCONJ
cana-2266	32	18	as	as	ADP
cana-2266	32	19	a	a	DET
cana-2266	32	20	hidden	hidden	ADJ
cana-2266	32	21	process	process	NOUN
cana-2266	32	22	running	run	VERB
cana-2266	32	23	in	in	ADP
cana-2266	32	24	memory	memory	NOUN
cana-2266	32	25	when	when	SCONJ
cana-2266	32	26	the	the	DET
cana-2266	32	27	user	user	NOUN
cana-2266	32	28	clicks	click	VERB
cana-2266	32	29	on	on	ADP
cana-2266	32	30	these	these	DET
cana-2266	32	31	links	link	NOUN
cana-2266	32	32	,	,	PUNCT
cana-2266	32	33	giving	give	VERB
cana-2266	32	34	hackers	hacker	NOUN
cana-2266	32	35	unauthorized	unauthorized	ADJ
cana-2266	32	36	access	access	NOUN
cana-2266	32	37	to	to	ADP
cana-2266	32	38	the	the	DET
cana-2266	32	39	system	system	NOUN
cana-2266	32	40	.	.	PUNCT
cana-2266	33	1	this	this	PRON
cana-2266	33	2	may	may	AUX
cana-2266	33	3	lead	lead	VERB
cana-2266	33	4	to	to	ADP
cana-2266	33	5	corruption	corruption	NOUN
cana-2266	33	6	of	of	ADP
cana-2266	33	7	the	the	DET
cana-2266	33	8	system	system	NOUN
cana-2266	33	9	,	,	PUNCT
cana-2266	33	10	data	data	NOUN
cana-2266	33	11	theft	theft	NOUN
cana-2266	33	12	,	,	PUNCT
cana-2266	33	13	and	and	CCONJ
cana-2266	33	14	further	far	ADV
cana-2266	33	15	spreading	spread	VERB
cana-2266	33	16	of	of	ADP
cana-2266	33	17	malware	malware	NOUN
cana-2266	33	18	to	to	ADP
cana-2266	33	19	other	other	ADJ
cana-2266	33	20	systems	system	NOUN
cana-2266	33	21	within	within	ADP
cana-2266	33	22	network	network	NOUN
cana-2266	33	23	.	.	PUNCT
cana-2266	34	1	memory	memory	NOUN
cana-2266	34	2	resident	resident	NOUN
cana-2266	34	3	malware	malware	NOUN
cana-2266	34	4	is	be	AUX
cana-2266	34	5	malicious	malicious	ADJ
cana-2266	34	6	software	software	NOUN
cana-2266	34	7	that	that	PRON
cana-2266	34	8	remains	remain	VERB
cana-2266	34	9	in	in	ADP
cana-2266	34	10	a	a	DET
cana-2266	34	11	computer	computer	NOUN
cana-2266	34	12	’s	’s	PART
cana-2266	34	13	random	random	ADJ
cana-2266	34	14	-	-	PUNCT
cana-2266	34	15	access	access	NOUN
cana-2266	34	16	memory	memory	NOUN
cana-2266	34	17	(	(	PUNCT
cana-2266	34	18	ram	ram	NOUN
cana-2266	34	19	)	)	PUNCT
cana-2266	34	20	after	after	SCONJ
cana-2266	34	21	it	it	PRON
cana-2266	34	22	has	have	AUX
cana-2266	34	23	been	be	AUX
cana-2266	34	24	initially	initially	ADV
cana-2266	34	25	run	run	VERB
cana-2266	34	26	.	.	PUNCT
cana-2266	35	1	memory	memory	NOUN
cana-2266	35	2	resident	resident	NOUN
cana-2266	35	3	malware	malware	NOUN
cana-2266	35	4	only	only	ADV
cana-2266	35	5	works	work	VERB
cana-2266	35	6	in	in	ADP
cana-2266	35	7	memory	memory	NOUN
cana-2266	35	8	,	,	PUNCT
cana-2266	35	9	making	make	VERB
cana-2266	35	10	it	it	PRON
cana-2266	35	11	more	more	ADV
cana-2266	35	12	difficult	difficult	ADJ
cana-2266	35	13	to	to	PART
cana-2266	35	14	identify	identify	VERB
cana-2266	35	15	and	and	CCONJ
cana-2266	35	16	delete	delete	ADJ
cana-2266	35	17	than	than	ADP
cana-2266	35	18	standard	standard	ADJ
cana-2266	35	19	malware	malware	NOUN
cana-2266	35	20	,	,	PUNCT
cana-2266	35	21	which	which	PRON
cana-2266	35	22	writes	write	VERB
cana-2266	35	23	itself	itself	PRON
cana-2266	35	24	to	to	ADP
cana-2266	35	25	the	the	DET
cana-2266	35	26	disk	disk	NOUN
cana-2266	35	27	and	and	CCONJ
cana-2266	35	28	endures	endure	VERB
cana-2266	35	29	reboots	reboot	NOUN
cana-2266	35	30	.	.	PUNCT
cana-2266	36	1	emotet	emotet	NOUN
cana-2266	36	2	is	be	AUX
cana-2266	36	3	such	such	DET
cana-2266	36	4	a	a	DET
cana-2266	36	5	type	type	NOUN
cana-2266	36	6	of	of	ADP
cana-2266	36	7	malware	malware	NOUN
cana-2266	36	8	that	that	PRON
cana-2266	36	9	use	use	VERB
cana-2266	36	10	memory	memory	NOUN
cana-2266	36	11	-	-	PUNCT
cana-2266	36	12	resident	resident	NOUN
cana-2266	36	13	strategies	strategy	NOUN
cana-2266	36	14	to	to	PART
cana-2266	36	15	avoid	avoid	VERB
cana-2266	36	16	detection	detection	NOUN
cana-2266	36	17	and	and	CCONJ
cana-2266	36	18	remain	remain	VERB
cana-2266	36	19	persistent	persistent	ADJ
cana-2266	36	20	.	.	PUNCT
cana-2266	37	1	emotet	emotet	NOUN
cana-2266	37	2	can	can	AUX
cana-2266	37	3	function	function	VERB
cana-2266	37	4	silently	silently	ADV
cana-2266	37	5	by	by	ADP
cana-2266	37	6	inserting	insert	VERB
cana-2266	37	7	itself	itself	PRON
cana-2266	37	8	into	into	ADP
cana-2266	37	9	the	the	DET
cana-2266	37	10	memory	memory	NOUN
cana-2266	37	11	of	of	ADP
cana-2266	37	12	valid	valid	ADJ
cana-2266	37	13	processes	process	NOUN
cana-2266	37	14	,	,	PUNCT
cana-2266	37	15	avoiding	avoid	VERB
cana-2266	37	16	conventional	conventional	ADJ
cana-2266	37	17	file	file	NOUN
cana-2266	37	18	-	-	PUNCT
cana-2266	37	19	based	base	VERB
cana-2266	37	20	detection	detection	NOUN
cana-2266	37	21	techniques	technique	NOUN
cana-2266	37	22	.	.	PUNCT
cana-2266	38	1	emotet	emotet	NOUN
cana-2266	38	2	is	be	AUX
cana-2266	38	3	extremely	extremely	ADV
cana-2266	38	4	difficult	difficult	ADJ
cana-2266	38	5	to	to	PART
cana-2266	38	6	identify	identify	VERB
cana-2266	38	7	and	and	CCONJ
cana-2266	38	8	eliminate	eliminate	VERB
cana-2266	38	9	using	use	VERB
cana-2266	38	10	traditional	traditional	ADJ
cana-2266	38	11	security	security	NOUN
cana-2266	38	12	measures	measure	NOUN
cana-2266	38	13	because	because	SCONJ
cana-2266	38	14	of	of	ADP
cana-2266	38	15	its	its	PRON
cana-2266	38	16	capacity	capacity	NOUN
cana-2266	38	17	to	to	PART
cana-2266	38	18	live	live	VERB
cana-2266	38	19	in	in	ADP
cana-2266	38	20	memory	memory	NOUN
cana-2266	38	21	and	and	CCONJ
cana-2266	38	22	dynamically	dynamically	ADV
cana-2266	38	23	load	load	VERB
cana-2266	38	24	additional	additional	ADJ
cana-2266	38	25	payloads	payload	NOUN
cana-2266	38	26	directly	directly	ADV
cana-2266	38	27	into	into	ADP
cana-2266	38	28	ram	ram	NOUN
cana-2266	38	29	.	.	PUNCT
cana-2266	39	1	it	it	PRON
cana-2266	39	2	is	be	AUX
cana-2266	39	3	difficult	difficult	ADJ
cana-2266	39	4	to	to	PART
cana-2266	39	5	identify	identify	VERB
cana-2266	39	6	memory	memory	NOUN
cana-2266	39	7	resident	resident	NOUN
cana-2266	39	8	malware	malware	NOUN
cana-2266	39	9	due	due	ADP
cana-2266	39	10	to	to	ADP
cana-2266	39	11	its	its	PRON
cana-2266	39	12	stealthy	stealthy	ADJ
cana-2266	39	13	nature	nature	NOUN
cana-2266	39	14	and	and	CCONJ
cana-2266	39	15	advanced	advanced	ADJ
cana-2266	39	16	evasion	evasion	NOUN
cana-2266	39	17	techniques	technique	NOUN
cana-2266	39	18	.	.	PUNCT
cana-2266	40	1	unlike	unlike	ADP
cana-2266	40	2	traditional	traditional	ADJ
cana-2266	40	3	malware	malware	NOUN
cana-2266	40	4	that	that	PRON
cana-2266	40	5	can	can	AUX
cana-2266	40	6	be	be	AUX
cana-2266	40	7	found	find	VERB
cana-2266	40	8	by	by	ADP
cana-2266	40	9	scanning	scan	VERB
cana-2266	40	10	files	file	NOUN
cana-2266	40	11	,	,	PUNCT
cana-2266	40	12	memory	memory	NOUN
cana-2266	40	13	resident	resident	NOUN
cana-2266	40	14	malware	malware	NOUN
cana-2266	40	15	runs	run	VERB
cana-2266	40	16	only	only	ADV
cana-2266	40	17	in	in	ADP
cana-2266	40	18	the	the	DET
cana-2266	40	19	computer	computer	NOUN
cana-2266	40	20	’s	’s	PART
cana-2266	40	21	ram	ram	NOUN
cana-2266	40	22	.	.	PUNCT
cana-2266	41	1	this	this	PRON
cana-2266	41	2	means	mean	VERB
cana-2266	41	3	it	it	PRON
cana-2266	41	4	leaves	leave	VERB
cana-2266	41	5	very	very	ADV
cana-2266	41	6	few	few	ADJ
cana-2266	41	7	traces	trace	NOUN
cana-2266	41	8	on	on	ADP
cana-2266	41	9	the	the	DET
cana-2266	41	10	hard	hard	ADJ
cana-2266	41	11	drive	drive	NOUN
cana-2266	41	12	,	,	PUNCT
cana-2266	41	13	making	make	VERB
cana-2266	41	14	it	it	PRON
cana-2266	41	15	hard	hard	ADJ
cana-2266	41	16	for	for	SCONJ
cana-2266	41	17	regular	regular	ADJ
cana-2266	41	18	antivirus	antivirus	NOUN
cana-2266	41	19	programs	program	NOUN
cana-2266	41	20	to	to	PART
cana-2266	41	21	detect	detect	VERB
cana-2266	41	22	.	.	PUNCT
cana-2266	42	1	emotet	emotet	NOUN
cana-2266	42	2	is	be	AUX
cana-2266	42	3	also	also	ADV
cana-2266	42	4	known	know	VERB
cana-2266	42	5	to	to	PART
cana-2266	42	6	be	be	AUX
cana-2266	42	7	polymorphic	polymorphic	ADJ
cana-2266	42	8	,	,	PUNCT
cana-2266	42	9	meaning	mean	VERB
cana-2266	42	10	it	it	PRON
cana-2266	42	11	can	can	AUX
cana-2266	42	12	change	change	VERB
cana-2266	42	13	its	its	PRON
cana-2266	42	14	code	code	NOUN
cana-2266	42	15	each	each	DET
cana-2266	42	16	time	time	NOUN
cana-2266	42	17	it	it	PRON
cana-2266	42	18	runs	run	VERB
cana-2266	42	19	.	.	PUNCT
cana-2266	43	1	this	this	PRON
cana-2266	43	2	is	be	AUX
cana-2266	43	3	possible	possible	ADJ
cana-2266	43	4	with	with	SCONJ
cana-2266	43	5	polymorphic	polymorphic	ADJ
cana-2266	43	6	packers	packer	NOUN
cana-2266	43	7	to	to	PART
cana-2266	43	8	create	create	VERB
cana-2266	43	9	files	file	NOUN
cana-2266	43	10	with	with	ADP
cana-2266	43	11	different	different	ADJ
cana-2266	43	12	hash	hash	NOUN
cana-2266	43	13	and	and	CCONJ
cana-2266	43	14	attributes	attribute	NOUN
cana-2266	43	15	and	and	CCONJ
cana-2266	43	16	so	so	ADV
cana-2266	43	17	many	many	ADJ
cana-2266	43	18	such	such	ADJ
cana-2266	43	19	other	other	ADJ
cana-2266	43	20	factors	factor	NOUN
cana-2266	43	21	like	like	ADP
cana-2266	43	22	encryption	encryption	NOUN
cana-2266	43	23	,	,	PUNCT
cana-2266	43	24	code	code	NOUN
cana-2266	43	25	mutation	mutation	NOUN
cana-2266	43	26	etc	etc	X
cana-2266	43	27	.	.	X
cana-2266	44	1	these	these	DET
cana-2266	44	2	challenges	challenge	NOUN
cana-2266	44	3	highlight	highlight	VERB
cana-2266	44	4	the	the	DET
cana-2266	44	5	need	need	NOUN
cana-2266	44	6	for	for	ADP
cana-2266	44	7	innovative	innovative	ADJ
cana-2266	44	8	detection	detection	NOUN
cana-2266	44	9	approaches	approach	NOUN
cana-2266	44	10	.	.	PUNCT
cana-2266	45	1	this	this	DET
cana-2266	45	2	project	project	NOUN
cana-2266	45	3	focuses	focus	VERB
cana-2266	45	4	on	on	ADP
cana-2266	45	5	leveraging	leverage	VERB
cana-2266	45	6	yara	yara	PROPN
cana-2266	45	7	rules	rule	NOUN
cana-2266	45	8	to	to	PART
cana-2266	45	9	enhance	enhance	VERB
cana-2266	45	10	detection	detection	NOUN
cana-2266	45	11	capabilities	capability	NOUN
cana-2266	45	12	for	for	ADP
cana-2266	45	13	emotet	emotet	NOUN
cana-2266	45	14	malware	malware	NOUN
cana-2266	45	15	,	,	PUNCT
cana-2266	45	16	ensuring	ensure	VERB
cana-2266	45	17	a	a	DET
cana-2266	45	18	more	more	ADV
cana-2266	45	19	effective	effective	ADJ
cana-2266	45	20	defense	defense	NOUN
cana-2266	45	21	against	against	ADP
cana-2266	45	22	these	these	DET
cana-2266	45	23	sophisticated	sophisticated	ADJ
cana-2266	45	24	threats	threat	NOUN
cana-2266	45	25	.	.	PUNCT
cana-2266	46	1	ii	ii	PROPN
cana-2266	46	2	.	.	PUNCT
cana-2266	47	1	literature	literature	PROPN
cana-2266	47	2	survey	survey	PROPN
cana-2266	47	3	a.	a.	PROPN
cana-2266	47	4	emotet	emotet	PROPN
cana-2266	47	5	malware	malware	NOUN
cana-2266	47	6	steals	steal	VERB
cana-2266	47	7	credit	credit	NOUN
cana-2266	47	8	cards	card	NOUN
cana-2266	47	9	from	from	ADP
cana-2266	47	10	google	google	PROPN
cana-2266	47	11	chrome	chrome	NOUN
cana-2266	47	12	users	user	NOUN
cana-2266	47	13	since	since	SCONJ
cana-2266	47	14	its	its	PRON
cana-2266	47	15	initial	initial	ADJ
cana-2266	47	16	release	release	NOUN
cana-2266	47	17	as	as	ADP
cana-2266	47	18	a	a	DET
cana-2266	47	19	banking	banking	NOUN
cana-2266	47	20	trojan	trojan	NOUN
cana-2266	47	21	in	in	ADP
cana-2266	47	22	2014	2014	NUM
cana-2266	47	23	,	,	PUNCT
cana-2266	47	24	the	the	DET
cana-2266	47	25	emotet	emotet	NOUN
cana-2266	47	26	botnet	botnet	NOUN
cana-2266	47	27	has	have	AUX
cana-2266	47	28	seen	see	VERB
cana-2266	47	29	an	an	DET
cana-2266	47	30	enormous	enormous	ADJ
cana-2266	47	31	recovery	recovery	NOUN
cana-2266	47	32	and	and	CCONJ
cana-2266	47	33	significant	significant	ADJ
cana-2266	47	34	evolution	evolution	NOUN
cana-2266	47	35	.	.	PUNCT
cana-2266	48	1	emotet	emotet	NOUN
cana-2266	48	2	was	be	AUX
cana-2266	48	3	originally	originally	ADV
cana-2266	48	4	a	a	DET
cana-2266	48	5	financial	financial	ADJ
cana-2266	48	6	malware	malware	NOUN
cana-2266	48	7	,	,	PUNCT
cana-2266	48	8	but	but	CCONJ
cana-2266	48	9	it	it	PRON
cana-2266	48	10	eventually	eventually	ADV
cana-2266	48	11	communications	communication	VERB
cana-2266	48	12	on	on	ADP
cana-2266	48	13	applied	apply	VERB
cana-2266	48	14	nonlinear	nonlinear	ADJ
cana-2266	48	15	analysis	analysis	NOUN
cana-2266	48	16	issn	issn	NOUN
cana-2266	48	17	:	:	PUNCT
cana-2266	48	18	1074	1074	NUM
cana-2266	48	19	-	-	PUNCT
cana-2266	48	20	133x	133x	NUM
cana-2266	48	21	vol	vol	NOUN
cana-2266	48	22	32	32	NUM
cana-2266	48	23	no	no	NOUN
cana-2266	48	24	.	.	PUNCT
cana-2266	49	1	2s	2s	NUM
cana-2266	49	2	(	(	PUNCT
cana-2266	49	3	2025	2025	NUM
cana-2266	49	4	)	)	PUNCT
cana-2266	49	5	204	204	NUM
cana-2266	49	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2266	49	7	evolved	evolve	VERB
cana-2266	49	8	into	into	ADP
cana-2266	49	9	a	a	DET
cana-2266	49	10	modular	modular	ADJ
cana-2266	49	11	botnet	botnet	NOUN
cana-2266	49	12	under	under	ADP
cana-2266	49	13	the	the	DET
cana-2266	49	14	control	control	NOUN
cana-2266	49	15	of	of	ADP
cana-2266	49	16	the	the	DET
cana-2266	49	17	ta542	ta542	PROPN
cana-2266	49	18	threat	threat	NOUN
cana-2266	49	19	organization	organization	NOUN
cana-2266	49	20	,	,	PUNCT
cana-2266	49	21	also	also	ADV
cana-2266	49	22	known	know	VERB
cana-2266	49	23	as	as	ADP
cana-2266	49	24	mummy	mummy	ADJ
cana-2266	49	25	spider	spider	NOUN
cana-2266	49	26	.	.	PUNCT
cana-2266	50	1	emotet	emotet	NOUN
cana-2266	50	2	returned	return	VERB
cana-2266	50	3	in	in	ADP
cana-2266	50	4	november	november	PROPN
cana-2266	50	5	2021	2021	NUM
cana-2266	50	6	using	use	VERB
cana-2266	50	7	trickbot	trickbot	PROPN
cana-2266	50	8	’s	’s	PART
cana-2266	50	9	infrastructure	infrastructure	NOUN
cana-2266	50	10	,	,	PUNCT
cana-2266	50	11	despite	despite	SCONJ
cana-2266	50	12	a	a	DET
cana-2266	50	13	significant	significant	ADJ
cana-2266	50	14	takedown	takedown	NOUN
cana-2266	50	15	by	by	ADP
cana-2266	50	16	international	international	ADJ
cana-2266	50	17	law	law	NOUN
cana-2266	50	18	enforcement	enforcement	NOUN
cana-2266	50	19	in	in	ADP
cana-2266	50	20	early	early	ADJ
cana-2266	50	21	2021	2021	NUM
cana-2266	50	22	that	that	PRON
cana-2266	50	23	momentarily	momentarily	ADV
cana-2266	50	24	interrupted	interrupt	VERB
cana-2266	50	25	its	its	PRON
cana-2266	50	26	operations	operation	NOUN
cana-2266	50	27	.	.	PUNCT
cana-2266	51	1	the	the	DET
cana-2266	51	2	recovery	recovery	NOUN
cana-2266	51	3	has	have	AUX
cana-2266	51	4	been	be	AUX
cana-2266	51	5	characterized	characterize	VERB
cana-2266	51	6	by	by	ADP
cana-2266	51	7	a	a	DET
cana-2266	51	8	notable	notable	ADJ
cana-2266	51	9	increase	increase	NOUN
cana-2266	51	10	in	in	ADP
cana-2266	51	11	activity	activity	NOUN
cana-2266	51	12	,	,	PUNCT
cana-2266	51	13	with	with	ADP
cana-2266	51	14	accounts	account	NOUN
cana-2266	51	15	suggesting	suggest	VERB
cana-2266	51	16	a	a	DET
cana-2266	51	17	spike	spike	NOUN
cana-2266	51	18	of	of	ADP
cana-2266	51	19	over	over	ADP
cana-2266	51	20	100	100	NUM
cana-2266	51	21	times	time	NOUN
cana-2266	51	22	since	since	SCONJ
cana-2266	51	23	late	late	ADJ
cana-2266	51	24	2021	2021	NUM
cana-2266	51	25	.	.	PUNCT
cana-2266	52	1	recent	recent	ADJ
cana-2266	52	2	events	event	NOUN
cana-2266	52	3	have	have	AUX
cana-2266	52	4	brought	bring	VERB
cana-2266	52	5	attention	attention	NOUN
cana-2266	52	6	to	to	ADP
cana-2266	52	7	emotet	emotet	NOUN
cana-2266	52	8	’s	’s	PART
cana-2266	52	9	flexibility	flexibility	NOUN
cana-2266	52	10	and	and	CCONJ
cana-2266	52	11	changing	change	VERB
cana-2266	52	12	strategies	strategy	NOUN
cana-2266	52	13	.	.	PUNCT
cana-2266	53	1	a	a	DET
cana-2266	53	2	new	new	ADJ
cana-2266	53	3	emotet	emotet	NOUN
cana-2266	53	4	module	module	NOUN
cana-2266	53	5	intended	intend	VERB
cana-2266	53	6	to	to	PART
cana-2266	53	7	steal	steal	VERB
cana-2266	53	8	credit	credit	NOUN
cana-2266	53	9	card	card	NOUN
cana-2266	53	10	information	information	NOUN
cana-2266	53	11	from	from	ADP
cana-2266	53	12	google	google	PROPN
cana-2266	53	13	chrome	chrome	PROPN
cana-2266	53	14	user	user	NOUN
cana-2266	53	15	accounts	account	NOUN
cana-2266	53	16	was	be	AUX
cana-2266	53	17	discovered	discover	VERB
cana-2266	53	18	by	by	ADP
cana-2266	53	19	proofpoint	proofpoint	NOUN
cana-2266	53	20	in	in	ADP
cana-2266	53	21	june	june	PROPN
cana-2266	53	22	2023.with	2023.with	NUM
cana-2266	53	23	particular	particular	ADJ
cana-2266	53	24	attention	attention	NOUN
cana-2266	53	25	to	to	PART
cana-2266	53	26	cardholder	cardholder	VERB
cana-2266	53	27	information	information	NOUN
cana-2266	53	28	,	,	PUNCT
cana-2266	53	29	this	this	DET
cana-2266	53	30	module	module	NOUN
cana-2266	53	31	exfiltrate	exfiltrate	VERB
cana-2266	53	32	the	the	DET
cana-2266	53	33	stolen	steal	VERB
cana-2266	53	34	data	datum	NOUN
cana-2266	53	35	to	to	ADP
cana-2266	53	36	several	several	ADJ
cana-2266	53	37	c2	c2	PROPN
cana-2266	53	38	servers	server	NOUN
cana-2266	53	39	.	.	PUNCT
cana-2266	54	1	furthermore	furthermore	ADV
cana-2266	54	2	,	,	PUNCT
cana-2266	54	3	emotet	emotet	NOUN
cana-2266	54	4	has	have	AUX
cana-2266	54	5	moved	move	VERB
cana-2266	54	6	away	away	ADV
cana-2266	54	7	from	from	ADP
cana-2266	54	8	microsoft	microsoft	PROPN
cana-2266	54	9	office	office	PROPN
cana-2266	54	10	macros	macro	NOUN
cana-2266	54	11	,	,	PUNCT
cana-2266	54	12	which	which	PRON
cana-2266	54	13	were	be	AUX
cana-2266	54	14	deactivated	deactivate	VERB
cana-2266	54	15	by	by	ADP
cana-2266	54	16	default	default	NOUN
cana-2266	54	17	beginning	begin	VERB
cana-2266	54	18	in	in	ADP
cana-2266	54	19	april	april	PROPN
cana-2266	54	20	2022	2022	NUM
cana-2266	54	21	,	,	PUNCT
cana-2266	54	22	and	and	CCONJ
cana-2266	54	23	toward	toward	ADP
cana-2266	54	24	utilizing	utilize	VERB
cana-2266	54	25	64	64	NUM
cana-2266	54	26	-	-	PUNCT
cana-2266	54	27	bit	bit	NOUN
cana-2266	54	28	modules	module	NOUN
cana-2266	54	29	and	and	CCONJ
cana-2266	54	30	windows	window	NOUN
cana-2266	54	31	shortcut	shortcut	NOUN
cana-2266	54	32	files	file	NOUN
cana-2266	54	33	(	(	PUNCT
cana-2266	54	34	.lnk	.lnk	NOUN
cana-2266	54	35	)	)	PUNCT
cana-2266	54	36	to	to	PART
cana-2266	54	37	carry	carry	VERB
cana-2266	54	38	out	out	ADP
cana-2266	54	39	powershell	powershell	NOUN
cana-2266	54	40	instructions	instruction	NOUN
cana-2266	54	41	.	.	PUNCT
cana-2266	55	1	these	these	DET
cana-2266	55	2	modifications	modification	NOUN
cana-2266	55	3	show	show	VERB
cana-2266	55	4	emotet	emotet	NOUN
cana-2266	55	5	’s	’s	PART
cana-2266	55	6	ongoing	ongoing	ADJ
cana-2266	55	7	efforts	effort	NOUN
cana-2266	55	8	to	to	PART
cana-2266	55	9	strengthen	strengthen	VERB
cana-2266	55	10	its	its	PRON
cana-2266	55	11	infection	infection	NOUN
cana-2266	55	12	vectors	vector	NOUN
cana-2266	55	13	and	and	CCONJ
cana-2266	55	14	avoid	avoid	VERB
cana-2266	55	15	detection	detection	NOUN
cana-2266	55	16	.	.	PUNCT
cana-2266	56	1	fig	fig	NOUN
cana-2266	56	2	.	.	PUNCT
cana-2266	57	1	2	2	NUM
cana-2266	57	2	:	:	PUNCT
cana-2266	57	3	proofprint	proofprint	NOUN
cana-2266	57	4	cyber	cyber	NOUN
cana-2266	57	5	security	security	NOUN
cana-2266	57	6	is	be	AUX
cana-2266	57	7	constantly	constantly	ADV
cana-2266	57	8	at	at	ADP
cana-2266	57	9	risk	risk	NOUN
cana-2266	57	10	from	from	ADP
cana-2266	57	11	the	the	DET
cana-2266	57	12	smart	smart	ADJ
cana-2266	57	13	and	and	CCONJ
cana-2266	57	14	persistent	persistent	ADJ
cana-2266	57	15	efforts	effort	NOUN
cana-2266	57	16	of	of	ADP
cana-2266	57	17	emotes	emote	NOUN
cana-2266	57	18	.	.	PUNCT
cana-2266	58	1	the	the	DET
cana-2266	58	2	botnet	botnet	NOUN
cana-2266	58	3	’s	’s	PART
cana-2266	58	4	influence	influence	NOUN
cana-2266	58	5	goes	go	VERB
cana-2266	58	6	beyond	beyond	ADP
cana-2266	58	7	the	the	DET
cana-2266	58	8	original	original	ADJ
cana-2266	58	9	infections	infection	NOUN
cana-2266	58	10	because	because	SCONJ
cana-2266	58	11	it	it	PRON
cana-2266	58	12	can	can	AUX
cana-2266	58	13	propagate	propagate	VERB
cana-2266	58	14	different	different	ADJ
cana-2266	58	15	secondary	secondary	ADJ
cana-2266	58	16	payloads	payload	NOUN
cana-2266	58	17	like	like	ADP
cana-2266	58	18	trickbot	trickbot	NOUN
cana-2266	58	19	and	and	CCONJ
cana-2266	58	20	qbot	qbot	PROPN
cana-2266	58	21	.	.	PUNCT
cana-2266	59	1	this	this	PRON
cana-2266	59	2	involves	involve	VERB
cana-2266	59	3	the	the	DET
cana-2266	59	4	introduction	introduction	NOUN
cana-2266	59	5	of	of	ADP
cana-2266	59	6	new	new	ADJ
cana-2266	59	7	malware	malware	NOUN
cana-2266	59	8	strains	strain	VERB
cana-2266	59	9	like	like	ADP
cana-2266	59	10	ryuk	ryuk	PROPN
cana-2266	59	11	and	and	CCONJ
cana-2266	59	12	conti	conti	NOUN
cana-2266	59	13	,	,	PUNCT
cana-2266	59	14	as	as	ADV
cana-2266	59	15	well	well	ADV
cana-2266	59	16	as	as	ADP
cana-2266	59	17	exploitation	exploitation	NOUN
cana-2266	59	18	tools	tool	NOUN
cana-2266	59	19	like	like	ADP
cana-2266	59	20	cobalt	cobalt	NOUN
cana-2266	59	21	strike	strike	NOUN
cana-2266	59	22	.	.	PUNCT
cana-2266	60	1	the	the	DET
cana-2266	60	2	return	return	NOUN
cana-2266	60	3	and	and	CCONJ
cana-2266	60	4	continued	continued	ADJ
cana-2266	60	5	development	development	NOUN
cana-2266	60	6	of	of	ADP
cana-2266	60	7	emotet	emotet	NOUN
cana-2266	60	8	highlight	highlight	VERB
cana-2266	60	9	the	the	DET
cana-2266	60	10	necessity	necessity	NOUN
cana-2266	60	11	of	of	ADP
cana-2266	60	12	regular	regular	ADJ
cana-2266	60	13	security	security	NOUN
cana-2266	60	14	updates	update	NOUN
cana-2266	60	15	,	,	PUNCT
cana-2266	60	16	persistent	persistent	ADJ
cana-2266	60	17	monitoring	monitoring	NOUN
cana-2266	60	18	,	,	PUNCT
cana-2266	60	19	and	and	CCONJ
cana-2266	60	20	coordinated	coordinate	VERB
cana-2266	60	21	international	international	ADJ
cana-2266	60	22	efforts	effort	NOUN
cana-2266	60	23	to	to	PART
cana-2266	60	24	mitigate	mitigate	VERB
cana-2266	60	25	its	its	PRON
cana-2266	60	26	impact	impact	NOUN
cana-2266	60	27	and	and	CCONJ
cana-2266	60	28	protect	protect	VERB
cana-2266	60	29	against	against	ADP
cana-2266	60	30	its	its	PRON
cana-2266	60	31	sophisticated	sophisticated	ADJ
cana-2266	60	32	attacks	attack	NOUN
cana-2266	60	33	.	.	PUNCT
cana-2266	61	1	b.	b.	PROPN
cana-2266	61	2	emotet	emotet	PROPN
cana-2266	61	3	malware	malware	NOUN
cana-2266	61	4	campaign	campaign	NOUN
cana-2266	61	5	impersonates	impersonate	VERB
cana-2266	61	6	the	the	DET
cana-2266	61	7	irs	irs	PROPN
cana-2266	61	8	for	for	ADP
cana-2266	61	9	2022	2022	NUM
cana-2266	61	10	tax	tax	NOUN
cana-2266	61	11	season	season	NOUN
cana-2266	61	12	.	.	PUNCT
cana-2266	62	1	the	the	DET
cana-2266	62	2	return	return	NOUN
cana-2266	62	3	of	of	ADP
cana-2266	62	4	emotet	emotet	NOUN
cana-2266	62	5	malware	malware	NOUN
cana-2266	62	6	in	in	ADP
cana-2266	62	7	the	the	DET
cana-2266	62	8	midst	midst	NOUN
cana-2266	62	9	of	of	ADP
cana-2266	62	10	the	the	DET
cana-2266	62	11	2022	2022	NUM
cana-2266	62	12	tax	tax	NOUN
cana-2266	62	13	season	season	NOUN
cana-2266	62	14	in	in	ADP
cana-2266	62	15	the	the	DET
cana-2266	62	16	united	united	PROPN
cana-2266	62	17	states	states	PROPN
cana-2266	62	18	is	be	AUX
cana-2266	62	19	a	a	DET
cana-2266	62	20	prime	prime	ADJ
cana-2266	62	21	example	example	NOUN
cana-2266	62	22	of	of	ADP
cana-2266	62	23	innovative	innovative	ADJ
cana-2266	62	24	techniques	technique	NOUN
cana-2266	62	25	used	use	VERB
cana-2266	62	26	by	by	ADP
cana-2266	62	27	hackers	hacker	NOUN
cana-2266	62	28	to	to	PART
cana-2266	62	29	take	take	VERB
cana-2266	62	30	advantage	advantage	NOUN
cana-2266	62	31	of	of	ADP
cana-2266	62	32	current	current	ADJ
cana-2266	62	33	and	and	CCONJ
cana-2266	62	34	relevant	relevant	ADJ
cana-2266	62	35	themes	theme	NOUN
cana-2266	62	36	for	for	ADP
cana-2266	62	37	phishing	phishe	VERB
cana-2266	62	38	efforts	effort	NOUN
cana-2266	62	39	.	.	PUNCT
cana-2266	63	1	originally	originally	ADV
cana-2266	63	2	infecting	infect	VERB
cana-2266	63	3	computers	computer	NOUN
cana-2266	63	4	with	with	ADP
cana-2266	63	5	infected	infected	ADJ
cana-2266	63	6	word	word	NOUN
cana-2266	63	7	or	or	CCONJ
cana-2266	63	8	excel	excel	VERB
cana-2266	63	9	documents	document	NOUN
cana-2266	63	10	through	through	ADP
cana-2266	63	11	phishing	phishe	VERB
cana-2266	63	12	emails	email	NOUN
cana-2266	63	13	,	,	PUNCT
cana-2266	63	14	emotet	emotet	NOUN
cana-2266	63	15	has	have	AUX
cana-2266	63	16	developed	develop	VERB
cana-2266	63	17	to	to	PART
cana-2266	63	18	take	take	VERB
cana-2266	63	19	advantage	advantage	NOUN
cana-2266	63	20	of	of	ADP
cana-2266	63	21	tax	tax	NOUN
cana-2266	63	22	season	season	NOUN
cana-2266	63	23	by	by	ADP
cana-2266	63	24	posing	pose	VERB
cana-2266	63	25	as	as	ADP
cana-2266	63	26	the	the	DET
cana-2266	63	27	internal	internal	ADJ
cana-2266	63	28	revenue	revenue	NOUN
cana-2266	63	29	service	service	NOUN
cana-2266	63	30	(	(	PUNCT
cana-2266	63	31	irs	irs	PROPN
cana-2266	63	32	)	)	PUNCT
cana-2266	63	33	.	.	PUNCT
cana-2266	64	1	these	these	DET
cana-2266	64	2	bogus	bogus	ADJ
cana-2266	64	3	emails	email	NOUN
cana-2266	64	4	pose	pose	VERB
cana-2266	64	5	as	as	ADP
cana-2266	64	6	tax	tax	NOUN
cana-2266	64	7	forms	form	NOUN
cana-2266	64	8	or	or	CCONJ
cana-2266	64	9	returns	return	NOUN
cana-2266	64	10	,	,	PUNCT
cana-2266	64	11	such	such	ADJ
cana-2266	64	12	w-9	w-9	NOUN
cana-2266	64	13	forms	form	NOUN
cana-2266	64	14	,	,	PUNCT
cana-2266	64	15	and	and	CCONJ
cana-2266	64	16	persuade	persuade	VERB
cana-2266	64	17	recipients	recipient	NOUN
cana-2266	64	18	to	to	PART
cana-2266	64	19	open	open	VERB
cana-2266	64	20	the	the	DET
cana-2266	64	21	attached	attach	VERB
cana-2266	64	22	files	file	NOUN
cana-2266	64	23	by	by	ADP
cana-2266	64	24	emphasizing	emphasize	VERB
cana-2266	64	25	how	how	SCONJ
cana-2266	64	26	important	important	ADJ
cana-2266	64	27	they	they	PRON
cana-2266	64	28	are	be	AUX
cana-2266	64	29	.	.	PUNCT
cana-2266	65	1	the	the	DET
cana-2266	65	2	victim	victim	NOUN
cana-2266	65	3	’s	’s	PART
cana-2266	65	4	pc	pc	NOUN
cana-2266	65	5	downloads	download	NOUN
cana-2266	65	6	the	the	DET
cana-2266	65	7	emotet	emotet	NOUN
cana-2266	65	8	virus	virus	NOUN
cana-2266	65	9	after	after	ADP
cana-2266	65	10	opening	open	VERB
cana-2266	65	11	the	the	DET
cana-2266	65	12	associated	associated	ADJ
cana-2266	65	13	documents	document	NOUN
cana-2266	65	14	and	and	CCONJ
cana-2266	65	15	enabling	enable	VERB
cana-2266	65	16	macros	macro	NOUN
cana-2266	65	17	.	.	PUNCT
cana-2266	66	1	after	after	ADP
cana-2266	66	2	there	there	ADV
cana-2266	66	3	,	,	PUNCT
cana-2266	66	4	the	the	DET
cana-2266	66	5	malware	malware	NOUN
cana-2266	66	6	sends	send	VERB
cana-2266	66	7	more	more	ADJ
cana-2266	66	8	spam	spam	NOUN
cana-2266	66	9	emails	email	NOUN
cana-2266	66	10	,	,	PUNCT
cana-2266	66	11	collects	collect	VERB
cana-2266	66	12	email	email	NOUN
cana-2266	66	13	addresses	address	NOUN
cana-2266	66	14	for	for	ADP
cana-2266	66	15	use	use	NOUN
cana-2266	66	16	in	in	ADP
cana-2266	66	17	future	future	ADJ
cana-2266	66	18	attacks	attack	NOUN
cana-2266	66	19	,	,	PUNCT
cana-2266	66	20	and	and	CCONJ
cana-2266	66	21	has	have	VERB
cana-2266	66	22	the	the	DET
cana-2266	66	23	ability	ability	NOUN
cana-2266	66	24	to	to	PART
cana-2266	66	25	install	install	VERB
cana-2266	66	26	other	other	ADJ
cana-2266	66	27	malicious	malicious	ADJ
cana-2266	66	28	software	software	NOUN
cana-2266	66	29	,	,	PUNCT
cana-2266	66	30	including	include	VERB
cana-2266	66	31	the	the	DET
cana-2266	66	32	systembc	systembc	NOUN
cana-2266	66	33	remote	remote	ADJ
cana-2266	66	34	access	access	NOUN
cana-2266	66	35	trojan	trojan	NOUN
cana-2266	66	36	or	or	CCONJ
cana-2266	66	37	cobalt	cobalt	NOUN
cana-2266	66	38	strike	strike	NOUN
cana-2266	66	39	,	,	PUNCT
cana-2266	66	40	which	which	PRON
cana-2266	66	41	may	may	AUX
cana-2266	66	42	finally	finally	ADV
cana-2266	66	43	result	result	VERB
cana-2266	66	44	in	in	ADP
cana-2266	66	45	conti	conti	PROPN
cana-2266	66	46	ransomware	ransomware	NOUN
cana-2266	66	47	attacks	attack	NOUN
cana-2266	66	48	.	.	PUNCT
cana-2266	67	1	communications	communication	NOUN
cana-2266	67	2	on	on	ADP
cana-2266	67	3	applied	apply	VERB
cana-2266	67	4	nonlinear	nonlinear	ADJ
cana-2266	67	5	analysis	analysis	NOUN
cana-2266	67	6	issn	issn	NOUN
cana-2266	67	7	:	:	PUNCT
cana-2266	67	8	1074	1074	NUM
cana-2266	67	9	-	-	PUNCT
cana-2266	67	10	133x	133x	NUM
cana-2266	67	11	vol	vol	NOUN
cana-2266	67	12	32	32	NUM
cana-2266	67	13	no	no	NOUN
cana-2266	67	14	.	.	PUNCT
cana-2266	68	1	2s	2s	NUM
cana-2266	68	2	(	(	PUNCT
cana-2266	68	3	2025	2025	NUM
cana-2266	68	4	)	)	PUNCT
cana-2266	68	5	205	205	NUM
cana-2266	68	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2266	68	7	fig	fig	NOUN
cana-2266	68	8	.	.	PUNCT
cana-2266	69	1	3	3	NUM
cana-2266	69	2	:	:	PUNCT
cana-2266	69	3	phishing	phishe	VERB
cana-2266	69	4	email	email	NOUN
cana-2266	69	5	pretends	pretend	VERB
cana-2266	69	6	to	to	PART
cana-2266	69	7	be	be	AUX
cana-2266	69	8	from	from	ADP
cana-2266	69	9	irs	irs	PROPN
cana-2266	69	10	the	the	DET
cana-2266	69	11	exact	exact	ADJ
cana-2266	69	12	phishing	phishing	NOUN
cana-2266	69	13	tactics	tactic	NOUN
cana-2266	69	14	employed	employ	VERB
cana-2266	69	15	in	in	ADP
cana-2266	69	16	these	these	DET
cana-2266	69	17	campaigns	campaign	NOUN
cana-2266	69	18	are	be	AUX
cana-2266	69	19	highlighted	highlight	VERB
cana-2266	69	20	in	in	ADP
cana-2266	69	21	cofense	cofense	NOUN
cana-2266	69	22	’s	’s	PART
cana-2266	69	23	study	study	NOUN
cana-2266	69	24	.	.	PUNCT
cana-2266	70	1	secured	secure	VERB
cana-2266	70	2	by	by	ADP
cana-2266	70	3	password	password	NOUN
cana-2266	70	4	zip	zip	NOUN
cana-2266	70	5	files	file	NOUN
cana-2266	70	6	and	and	CCONJ
cana-2266	70	7	misleading	mislead	VERB
cana-2266	70	8	email	email	NOUN
cana-2266	70	9	subjects	subject	NOUN
cana-2266	70	10	like	like	ADP
cana-2266	70	11	“	"	PUNCT
cana-2266	70	12	irs	irs	PROPN
cana-2266	70	13	tax	tax	NOUN
cana-2266	70	14	forms	form	NOUN
cana-2266	70	15	w-9	w-9	NOUN
cana-2266	70	16	”	"	PUNCT
cana-2266	70	17	and	and	CCONJ
cana-2266	70	18	“	"	PUNCT
cana-2266	70	19	income	income	NOUN
cana-2266	70	20	tax	tax	NOUN
cana-2266	70	21	return	return	NOUN
cana-2266	70	22	2021	2021	NUM
cana-2266	70	23	”	"	PUNCT
cana-2266	70	24	are	be	AUX
cana-2266	70	25	some	some	DET
cana-2266	70	26	examples	example	NOUN
cana-2266	70	27	of	of	ADP
cana-2266	70	28	these	these	DET
cana-2266	70	29	strategies	strategy	NOUN
cana-2266	70	30	.	.	PUNCT
cana-2266	71	1	these	these	DET
cana-2266	71	2	methods	method	NOUN
cana-2266	71	3	are	be	AUX
cana-2266	71	4	designed	design	VERB
cana-2266	71	5	to	to	PART
cana-2266	71	6	circumvent	circumvent	VERB
cana-2266	71	7	security	security	NOUN
cana-2266	71	8	email	email	NOUN
cana-2266	71	9	gateways	gateway	NOUN
cana-2266	71	10	and	and	CCONJ
cana-2266	71	11	trick	trick	VERB
cana-2266	71	12	users	user	NOUN
cana-2266	71	13	into	into	ADP
cana-2266	71	14	enabling	enable	VERB
cana-2266	71	15	dangerous	dangerous	ADJ
cana-2266	71	16	macros	macro	NOUN
cana-2266	71	17	in	in	ADP
cana-2266	71	18	the	the	DET
cana-2266	71	19	attached	attach	VERB
cana-2266	71	20	excel	excel	NOUN
cana-2266	71	21	files	file	NOUN
cana-2266	71	22	.	.	PUNCT
cana-2266	72	1	the	the	DET
cana-2266	72	2	goal	goal	NOUN
cana-2266	72	3	of	of	ADP
cana-2266	72	4	these	these	DET
cana-2266	72	5	methods	method	NOUN
cana-2266	72	6	is	be	AUX
cana-2266	72	7	to	to	PART
cana-2266	72	8	circumvent	circumvent	VERB
cana-2266	72	9	security	security	NOUN
cana-2266	72	10	email	email	NOUN
cana-2266	72	11	gateways	gateway	NOUN
cana-2266	72	12	and	and	CCONJ
cana-2266	72	13	trick	trick	VERB
cana-2266	72	14	users	user	NOUN
cana-2266	72	15	into	into	ADP
cana-2266	72	16	enabling	enable	VERB
cana-2266	72	17	dangerous	dangerous	ADJ
cana-2266	72	18	macros	macro	NOUN
cana-2266	72	19	in	in	ADP
cana-2266	72	20	the	the	DET
cana-2266	72	21	attached	attach	VERB
cana-2266	72	22	excel	excel	NOUN
cana-2266	72	23	files	file	NOUN
cana-2266	72	24	.	.	PUNCT
cana-2266	72	25	.	.	PUNCT
cana-2266	73	1	while	while	SCONJ
cana-2266	73	2	some	some	DET
cana-2266	73	3	people	people	NOUN
cana-2266	73	4	may	may	AUX
cana-2266	73	5	find	find	VERB
cana-2266	73	6	it	it	PRON
cana-2266	73	7	difficult	difficult	ADJ
cana-2266	73	8	to	to	PART
cana-2266	73	9	extract	extract	VERB
cana-2266	73	10	the	the	DET
cana-2266	73	11	zip	zip	NOUN
cana-2266	73	12	files	file	NOUN
cana-2266	73	13	using	use	VERB
cana-2266	73	14	windows	window	NOUN
cana-2266	73	15	’	'	PUNCT
cana-2266	73	16	built	build	VERB
cana-2266	73	17	-	-	PUNCT
cana-2266	73	18	in	in	ADP
cana-2266	73	19	utilities	utility	NOUN
cana-2266	73	20	,	,	PUNCT
cana-2266	73	21	third	third	ADJ
cana-2266	73	22	-	-	PUNCT
cana-2266	73	23	party	party	NOUN
cana-2266	73	24	solutions	solution	NOUN
cana-2266	73	25	such	such	ADJ
cana-2266	73	26	as	as	ADP
cana-2266	73	27	7zip	7zip	PROPN
cana-2266	73	28	can	can	AUX
cana-2266	73	29	get	get	VERB
cana-2266	73	30	around	around	ADP
cana-2266	73	31	this	this	DET
cana-2266	73	32	problem	problem	NOUN
cana-2266	73	33	,	,	PUNCT
cana-2266	73	34	which	which	PRON
cana-2266	73	35	somewhat	somewhat	ADV
cana-2266	73	36	reduces	reduce	VERB
cana-2266	73	37	the	the	DET
cana-2266	73	38	campaign	campaign	NOUN
cana-2266	73	39	’s	’s	PART
cana-2266	73	40	effectiveness	effectiveness	NOUN
cana-2266	73	41	.	.	PUNCT
cana-2266	74	1	organizations	organization	NOUN
cana-2266	74	2	must	must	AUX
cana-2266	74	3	exercise	exercise	VERB
cana-2266	74	4	extreme	extreme	ADJ
cana-2266	74	5	caution	caution	NOUN
cana-2266	74	6	in	in	ADP
cana-2266	74	7	light	light	NOUN
cana-2266	74	8	of	of	ADP
cana-2266	74	9	the	the	DET
cana-2266	74	10	serious	serious	ADJ
cana-2266	74	11	consequences	consequence	NOUN
cana-2266	74	12	of	of	ADP
cana-2266	74	13	these	these	DET
cana-2266	74	14	infections	infection	NOUN
cana-2266	74	15	,	,	PUNCT
cana-2266	74	16	which	which	PRON
cana-2266	74	17	include	include	VERB
cana-2266	74	18	the	the	DET
cana-2266	74	19	potential	potential	NOUN
cana-2266	74	20	for	for	ADP
cana-2266	74	21	ransomware	ransomware	NOUN
cana-2266	74	22	attacks	attack	NOUN
cana-2266	74	23	and	and	CCONJ
cana-2266	74	24	substantial	substantial	ADJ
cana-2266	74	25	data	datum	NOUN
cana-2266	74	26	exfiltration	exfiltration	NOUN
cana-2266	74	27	.	.	PUNCT
cana-2266	75	1	it	it	PRON
cana-2266	75	2	is	be	AUX
cana-2266	75	3	important	important	ADJ
cana-2266	75	4	to	to	PART
cana-2266	75	5	keep	keep	VERB
cana-2266	75	6	in	in	ADP
cana-2266	75	7	mind	mind	NOUN
cana-2266	75	8	that	that	SCONJ
cana-2266	75	9	the	the	DET
cana-2266	75	10	irs	irs	PROPN
cana-2266	75	11	does	do	AUX
cana-2266	75	12	not	not	PART
cana-2266	75	13	send	send	VERB
cana-2266	75	14	unsolicited	unsolicited	ADJ
cana-2266	75	15	emails	email	NOUN
cana-2266	75	16	and	and	CCONJ
cana-2266	75	17	that	that	SCONJ
cana-2266	75	18	it	it	PRON
cana-2266	75	19	only	only	ADV
cana-2266	75	20	communicates	communicate	VERB
cana-2266	75	21	via	via	ADP
cana-2266	75	22	postal	postal	ADJ
cana-2266	75	23	service	service	NOUN
cana-2266	75	24	.	.	PUNCT
cana-2266	76	1	for	for	ADP
cana-2266	76	2	this	this	DET
cana-2266	76	3	reason	reason	NOUN
cana-2266	76	4	,	,	PUNCT
cana-2266	76	5	any	any	DET
cana-2266	76	6	email	email	NOUN
cana-2266	76	7	claiming	claim	VERB
cana-2266	76	8	to	to	PART
cana-2266	76	9	be	be	AUX
cana-2266	76	10	from	from	ADP
cana-2266	76	11	the	the	DET
cana-2266	76	12	irs	irs	PROPN
cana-2266	76	13	should	should	AUX
cana-2266	76	14	be	be	AUX
cana-2266	76	15	viewed	view	VERB
cana-2266	76	16	with	with	ADP
cana-2266	76	17	suspicion	suspicion	NOUN
cana-2266	76	18	and	and	CCONJ
cana-2266	76	19	immediately	immediately	ADV
cana-2266	76	20	deleted	delete	VERB
cana-2266	76	21	.	.	PUNCT
cana-2266	77	1	c.	c.	PROPN
cana-2266	77	2	trojanized	trojanize	VERB
cana-2266	77	3	tor	tor	NOUN
cana-2266	77	4	browsers	browser	NOUN
cana-2266	77	5	target	target	VERB
cana-2266	77	6	russians	russians	PROPN
cana-2266	77	7	with	with	ADP
cana-2266	77	8	cryptostealing	cryptosteale	VERB
cana-2266	77	9	malware	malware	NOUN
cana-2266	77	10	captured	capture	VERB
cana-2266	77	11	by	by	ADP
cana-2266	77	12	trojans	trojan	NOUN
cana-2266	77	13	installers	installer	NOUN
cana-2266	77	14	for	for	ADP
cana-2266	77	15	the	the	DET
cana-2266	77	16	tor	tor	NOUN
cana-2266	77	17	browser	browser	NOUN
cana-2266	77	18	have	have	AUX
cana-2266	77	19	become	become	VERB
cana-2266	77	20	a	a	DET
cana-2266	77	21	serious	serious	ADJ
cana-2266	77	22	danger	danger	NOUN
cana-2266	77	23	,	,	PUNCT
cana-2266	77	24	especially	especially	ADV
cana-2266	77	25	for	for	ADP
cana-2266	77	26	users	user	NOUN
cana-2266	77	27	in	in	ADP
cana-2266	77	28	eastern	eastern	ADJ
cana-2266	77	29	and	and	CCONJ
cana-2266	77	30	russian	russian	ADJ
cana-2266	77	31	europe	europe	PROPN
cana-2266	77	32	.	.	PUNCT
cana-2266	78	1	these	these	DET
cana-2266	78	2	malicious	malicious	ADJ
cana-2266	78	3	installers	installer	NOUN
cana-2266	78	4	insert	insert	VERB
cana-2266	78	5	malware	malware	NOUN
cana-2266	78	6	that	that	PRON
cana-2266	78	7	monopolizes	monopolize	VERB
cana-2266	78	8	crypto	crypto	NOUN
cana-2266	78	9	currency	currency	NOUN
cana-2266	78	10	transactions	transaction	NOUN
cana-2266	78	11	by	by	ADP
cana-2266	78	12	taking	take	VERB
cana-2266	78	13	advantage	advantage	NOUN
cana-2266	78	14	of	of	ADP
cana-2266	78	15	the	the	DET
cana-2266	78	16	tor	tor	NOUN
cana-2266	78	17	browser	browser	NOUN
cana-2266	78	18	’s	’s	PART
cana-2266	78	19	need	need	NOUN
cana-2266	78	20	for	for	ADP
cana-2266	78	21	privacy	privacy	NOUN
cana-2266	78	22	.	.	PUNCT
cana-2266	79	1	these	these	DET
cana-2266	79	2	installers	installer	NOUN
cana-2266	79	3	,	,	PUNCT
cana-2266	79	4	which	which	PRON
cana-2266	79	5	are	be	AUX
cana-2266	79	6	distributed	distribute	VERB
cana-2266	79	7	as	as	ADP
cana-2266	79	8	improved	improved	ADJ
cana-2266	79	9	or	or	CCONJ
cana-2266	79	10	reportedly	reportedly	ADV
cana-2266	79	11	real	real	ADJ
cana-2266	79	12	versions	version	NOUN
cana-2266	79	13	of	of	ADP
cana-2266	79	14	the	the	DET
cana-2266	79	15	official	official	ADJ
cana-2266	79	16	tor	tor	NOUN
cana-2266	79	17	browser	browser	NOUN
cana-2266	79	18	,	,	PUNCT
cana-2266	79	19	frequently	frequently	ADV
cana-2266	79	20	include	include	VERB
cana-2266	79	21	outdated	outdated	ADJ
cana-2266	79	22	browser	browser	NOUN
cana-2266	79	23	versions	version	NOUN
cana-2266	79	24	in	in	ADP
cana-2266	79	25	addition	addition	NOUN
cana-2266	79	26	to	to	ADP
cana-2266	79	27	hidden	hidden	ADJ
cana-2266	79	28	executables	executable	NOUN
cana-2266	79	29	that	that	PRON
cana-2266	79	30	install	install	VERB
cana-2266	79	31	malware	malware	NOUN
cana-2266	79	32	.	.	PUNCT
cana-2266	80	1	this	this	DET
cana-2266	80	2	malware	malware	NOUN
cana-2266	80	3	steals	steal	VERB
cana-2266	80	4	bitcoin	bitcoin	NOUN
cana-2266	80	5	transactions	transaction	NOUN
cana-2266	80	6	without	without	ADP
cana-2266	80	7	the	the	DET
cana-2266	80	8	user	user	NOUN
cana-2266	80	9	’s	’s	PART
cana-2266	80	10	knowledge	knowledge	NOUN
cana-2266	80	11	by	by	ADP
cana-2266	80	12	keeping	keep	VERB
cana-2266	80	13	an	an	DET
cana-2266	80	14	eye	eye	NOUN
cana-2266	80	15	on	on	ADP
cana-2266	80	16	the	the	DET
cana-2266	80	17	clipboard	clipboard	NOUN
cana-2266	80	18	for	for	ADP
cana-2266	80	19	addresses	address	NOUN
cana-2266	80	20	,	,	PUNCT
cana-2266	80	21	then	then	ADV
cana-2266	80	22	replacing	replace	VERB
cana-2266	80	23	them	they	PRON
cana-2266	80	24	with	with	ADP
cana-2266	80	25	ones	one	NOUN
cana-2266	80	26	under	under	ADP
cana-2266	80	27	the	the	DET
cana-2266	80	28	control	control	NOUN
cana-2266	80	29	of	of	ADP
cana-2266	80	30	the	the	DET
cana-2266	80	31	attackers	attacker	NOUN
cana-2266	80	32	.	.	PUNCT
cana-2266	81	1	fig	fig	NOUN
cana-2266	81	2	.	.	PUNCT
cana-2266	82	1	4	4	NUM
cana-2266	82	2	:	:	PUNCT
cana-2266	82	3	malicious	malicious	ADJ
cana-2266	82	4	tor	tor	NOUN
cana-2266	82	5	browser	browser	NOUN
cana-2266	82	6	language	language	NOUN
cana-2266	82	7	pack	pack	NOUN
cana-2266	82	8	the	the	DET
cana-2266	82	9	2021	2021	NUM
cana-2266	82	10	russian	russian	ADJ
cana-2266	82	11	website	website	NOUN
cana-2266	82	12	ban	ban	NOUN
cana-2266	82	13	on	on	ADP
cana-2266	82	14	the	the	DET
cana-2266	82	15	tor	tor	NOUN
cana-2266	82	16	project	project	NOUN
cana-2266	82	17	increased	increase	VERB
cana-2266	82	18	the	the	DET
cana-2266	82	19	reliance	reliance	NOUN
cana-2266	82	20	on	on	ADP
cana-2266	82	21	alternate	alternate	ADJ
cana-2266	82	22	,	,	PUNCT
cana-2266	82	23	less	less	ADV
cana-2266	82	24	secure	secure	ADJ
cana-2266	82	25	download	download	NOUN
cana-2266	82	26	sources	source	NOUN
cana-2266	82	27	,	,	PUNCT
cana-2266	82	28	which	which	PRON
cana-2266	82	29	is	be	AUX
cana-2266	82	30	why	why	SCONJ
cana-2266	82	31	russia	russia	PROPN
cana-2266	82	32	and	and	CCONJ
cana-2266	82	33	eastern	eastern	PROPN
cana-2266	82	34	europe	europe	PROPN
cana-2266	82	35	were	be	AUX
cana-2266	82	36	targeted	target	VERB
cana-2266	82	37	.	.	PUNCT
cana-2266	83	1	although	although	SCONJ
cana-2266	83	2	not	not	PART
cana-2266	83	3	a	a	DET
cana-2266	83	4	very	very	ADV
cana-2266	83	5	innovative	innovative	ADJ
cana-2266	83	6	strategy	strategy	NOUN
cana-2266	83	7	,	,	PUNCT
cana-2266	83	8	kaspersky	kaspersky	NOUN
cana-2266	83	9	’s	’s	PART
cana-2266	83	10	detection	detection	NOUN
cana-2266	83	11	of	of	ADP
cana-2266	83	12	over	over	ADP
cana-2266	83	13	16,000	16,000	NUM
cana-2266	83	14	versions	version	NOUN
cana-2266	83	15	in	in	ADP
cana-2266	83	16	52	52	NUM
cana-2266	83	17	countries	country	NOUN
cana-2266	83	18	between	between	ADP
cana-2266	83	19	august	august	PROPN
cana-2266	83	20	communications	communication	NOUN
cana-2266	83	21	on	on	ADP
cana-2266	83	22	applied	apply	VERB
cana-2266	83	23	nonlinear	nonlinear	ADJ
cana-2266	83	24	analysis	analysis	NOUN
cana-2266	83	25	issn	issn	NOUN
cana-2266	83	26	:	:	PUNCT
cana-2266	83	27	1074	1074	NUM
cana-2266	83	28	-	-	PUNCT
cana-2266	83	29	133x	133x	NUM
cana-2266	83	30	vol	vol	NOUN
cana-2266	83	31	32	32	NUM
cana-2266	83	32	no	no	NOUN
cana-2266	83	33	.	.	PUNCT
cana-2266	84	1	2s	2s	NUM
cana-2266	84	2	(	(	PUNCT
cana-2266	84	3	2025	2025	NUM
cana-2266	84	4	)	)	PUNCT
cana-2266	84	5	206	206	NUM
cana-2266	84	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2266	84	7	2022	2022	NUM
cana-2266	84	8	and	and	CCONJ
cana-2266	84	9	february	february	PROPN
cana-2266	84	10	2023	2023	NUM
cana-2266	84	11	yielded	yield	VERB
cana-2266	84	12	over	over	ADP
cana-2266	84	13	$	$	SYM
cana-2266	84	14	400,000	400,000	NUM
cana-2266	84	15	in	in	ADP
cana-2266	84	16	crypto	crypto	ADJ
cana-2266	84	17	currency	currency	NOUN
cana-2266	84	18	that	that	PRON
cana-2266	84	19	was	be	AUX
cana-2266	84	20	stolen	steal	VERB
cana-2266	84	21	.	.	PUNCT
cana-2266	85	1	in	in	ADP
cana-2266	85	2	order	order	NOUN
cana-2266	85	3	to	to	PART
cana-2266	85	4	reduce	reduce	VERB
cana-2266	85	5	these	these	DET
cana-2266	85	6	dangers	danger	NOUN
cana-2266	85	7	and	and	CCONJ
cana-2266	85	8	preserve	preserve	VERB
cana-2266	85	9	the	the	DET
cana-2266	85	10	security	security	NOUN
cana-2266	85	11	of	of	ADP
cana-2266	85	12	their	their	PRON
cana-2266	85	13	system	system	NOUN
cana-2266	85	14	,	,	PUNCT
cana-2266	85	15	users	user	NOUN
cana-2266	85	16	should	should	AUX
cana-2266	85	17	make	make	VERB
cana-2266	85	18	sure	sure	ADJ
cana-2266	85	19	they	they	PRON
cana-2266	85	20	download	download	VERB
cana-2266	85	21	software	software	NOUN
cana-2266	85	22	from	from	ADP
cana-2266	85	23	reputable	reputable	ADJ
cana-2266	85	24	sources	source	NOUN
cana-2266	85	25	and	and	CCONJ
cana-2266	85	26	run	run	VERB
cana-2266	85	27	quick	quick	ADJ
cana-2266	85	28	tests	test	NOUN
cana-2266	85	29	to	to	PART
cana-2266	85	30	look	look	VERB
cana-2266	85	31	for	for	ADP
cana-2266	85	32	clipboard	clipboard	NOUN
cana-2266	85	33	hijackers	hijacker	NOUN
cana-2266	85	34	.	.	PUNCT
cana-2266	86	1	this	this	PRON
cana-2266	86	2	will	will	AUX
cana-2266	86	3	protect	protect	VERB
cana-2266	86	4	their	their	PRON
cana-2266	86	5	crypto	crypto	NOUN
cana-2266	86	6	currency	currency	NOUN
cana-2266	86	7	transactions	transaction	NOUN
cana-2266	86	8	.	.	PUNCT
cana-2266	87	1	d.	d.	PROPN
cana-2266	87	2	android	android	PROPN
cana-2266	87	3	file	file	NOUN
cana-2266	87	4	manager	manager	NOUN
cana-2266	87	5	apps	app	NOUN
cana-2266	87	6	infect	infect	VERB
cana-2266	87	7	thousands	thousand	NOUN
cana-2266	87	8	with	with	ADP
cana-2266	87	9	sharkbot	sharkbot	PROPN
cana-2266	87	10	malware	malware	NOUN
cana-2266	87	11	a	a	DET
cana-2266	87	12	serious	serious	ADJ
cana-2266	87	13	cyber	cyber	NOUN
cana-2266	87	14	security	security	NOUN
cana-2266	87	15	threat	threat	NOUN
cana-2266	87	16	has	have	AUX
cana-2266	87	17	been	be	AUX
cana-2266	87	18	highlighted	highlight	VERB
cana-2266	87	19	by	by	ADP
cana-2266	87	20	the	the	DET
cana-2266	87	21	recent	recent	ADJ
cana-2266	87	22	discovery	discovery	NOUN
cana-2266	87	23	of	of	ADP
cana-2266	87	24	malicious	malicious	ADJ
cana-2266	87	25	android	android	ADJ
cana-2266	87	26	apps	app	NOUN
cana-2266	87	27	on	on	ADP
cana-2266	87	28	the	the	DET
cana-2266	87	29	google	google	PROPN
cana-2266	87	30	play	play	NOUN
cana-2266	87	31	store	store	NOUN
cana-2266	87	32	that	that	PRON
cana-2266	87	33	pose	pose	VERB
cana-2266	87	34	as	as	ADP
cana-2266	87	35	file	file	NOUN
cana-2266	87	36	managers	manager	NOUN
cana-2266	87	37	and	and	CCONJ
cana-2266	87	38	infect	infect	VERB
cana-2266	87	39	users	user	NOUN
cana-2266	87	40	with	with	ADP
cana-2266	87	41	the	the	DET
cana-2266	87	42	sharkbot	sharkbot	PROPN
cana-2266	87	43	banking	banking	PROPN
cana-2266	87	44	trojan	trojan	PROPN
cana-2266	87	45	.	.	PUNCT
cana-2266	88	1	according	accord	VERB
cana-2266	88	2	to	to	ADP
cana-2266	88	3	bitdefender	bitdefender	NOUN
cana-2266	88	4	,	,	PUNCT
cana-2266	88	5	apps	app	NOUN
cana-2266	88	6	such	such	ADJ
cana-2266	88	7	as	as	ADP
cana-2266	88	8	”	"	PUNCT
cana-2266	88	9	x	x	NOUN
cana-2266	88	10	-	-	ADJ
cana-2266	88	11	file	file	NOUN
cana-2266	88	12	manager	manager	NOUN
cana-2266	88	13	”	"	PUNCT
cana-2266	88	14	and	and	CCONJ
cana-2266	88	15	”	"	PUNCT
cana-2266	88	16	filevoyager	filevoyager	NOUN
cana-2266	88	17	”	"	PUNCT
cana-2266	88	18	first	first	ADV
cana-2266	88	19	seemed	seem	VERB
cana-2266	88	20	innocent	innocent	ADJ
cana-2266	88	21	,	,	PUNCT
cana-2266	88	22	evading	evade	VERB
cana-2266	88	23	google	google	PROPN
cana-2266	88	24	’s	’s	PART
cana-2266	88	25	security	security	NOUN
cana-2266	88	26	checks	check	NOUN
cana-2266	88	27	by	by	ADP
cana-2266	88	28	not	not	PART
cana-2266	88	29	installing	instal	VERB
cana-2266	88	30	the	the	DET
cana-2266	88	31	malicious	malicious	ADJ
cana-2266	88	32	payload	payload	NOUN
cana-2266	88	33	.	.	PUNCT
cana-2266	89	1	these	these	DET
cana-2266	89	2	apps	app	NOUN
cana-2266	89	3	later	later	ADV
cana-2266	89	4	downloaded	download	VERB
cana-2266	89	5	the	the	DET
cana-2266	89	6	sharkbot	sharkbot	ADJ
cana-2266	89	7	malware	malware	NOUN
cana-2266	89	8	from	from	ADP
cana-2266	89	9	remote	remote	ADJ
cana-2266	89	10	servers	server	NOUN
cana-2266	89	11	,	,	PUNCT
cana-2266	89	12	which	which	PRON
cana-2266	89	13	covers	cover	VERB
cana-2266	89	14	fake	fake	ADJ
cana-2266	89	15	login	login	NOUN
cana-2266	89	16	forms	form	NOUN
cana-2266	89	17	over	over	ADP
cana-2266	89	18	prompts	prompt	NOUN
cana-2266	89	19	from	from	ADP
cana-2266	89	20	legitimate	legitimate	ADJ
cana-2266	89	21	banking	banking	NOUN
cana-2266	89	22	apps	app	NOUN
cana-2266	89	23	to	to	PART
cana-2266	89	24	steal	steal	VERB
cana-2266	89	25	user	user	NOUN
cana-2266	89	26	credentials	credential	NOUN
cana-2266	89	27	.	.	PUNCT
cana-2266	90	1	the	the	DET
cana-2266	90	2	campaign	campaign	NOUN
cana-2266	90	3	,	,	PUNCT
cana-2266	90	4	which	which	PRON
cana-2266	90	5	targets	target	VERB
cana-2266	90	6	users	user	NOUN
cana-2266	90	7	in	in	ADP
cana-2266	90	8	the	the	DET
cana-2266	90	9	uk	uk	PROPN
cana-2266	90	10	and	and	CCONJ
cana-2266	90	11	italy	italy	PROPN
cana-2266	90	12	,	,	PUNCT
cana-2266	90	13	uses	use	VERB
cana-2266	90	14	risky	risky	ADJ
cana-2266	90	15	permissions	permission	NOUN
cana-2266	90	16	common	common	ADJ
cana-2266	90	17	to	to	PART
cana-2266	90	18	file	file	VERB
cana-2266	90	19	management	management	NOUN
cana-2266	90	20	apps	app	NOUN
cana-2266	90	21	to	to	PART
cana-2266	90	22	avoid	avoid	VERB
cana-2266	90	23	suspicion	suspicion	NOUN
cana-2266	90	24	.	.	PUNCT
cana-2266	91	1	fig	fig	NOUN
cana-2266	91	2	.	.	PUNCT
cana-2266	92	1	5	5	NUM
cana-2266	92	2	:	:	PUNCT
cana-2266	92	3	x	x	ADJ
cana-2266	92	4	-	-	ADJ
cana-2266	92	5	file	file	NOUN
cana-2266	92	6	manager	manager	NOUN
cana-2266	92	7	on	on	ADP
cana-2266	92	8	google	google	PROPN
cana-2266	92	9	play	play	NOUN
cana-2266	92	10	users	user	NOUN
cana-2266	92	11	who	who	PRON
cana-2266	92	12	previously	previously	ADV
cana-2266	92	13	downloaded	download	VERB
cana-2266	92	14	these	these	DET
cana-2266	92	15	apps	app	NOUN
cana-2266	92	16	are	be	AUX
cana-2266	92	17	still	still	ADV
cana-2266	92	18	at	at	ADP
cana-2266	92	19	risk	risk	NOUN
cana-2266	92	20	even	even	ADV
cana-2266	92	21	if	if	SCONJ
cana-2266	92	22	they	they	PRON
cana-2266	92	23	were	be	AUX
cana-2266	92	24	removed	remove	VERB
cana-2266	92	25	from	from	ADP
cana-2266	92	26	the	the	DET
cana-2266	92	27	play	play	NOUN
cana-2266	92	28	store	store	NOUN
cana-2266	92	29	.	.	PUNCT
cana-2266	93	1	the	the	DET
cana-2266	93	2	malware	malware	NOUN
cana-2266	93	3	’s	’s	PART
cana-2266	93	4	capacity	capacity	NOUN
cana-2266	93	5	to	to	PART
cana-2266	93	6	carry	carry	VERB
cana-2266	93	7	out	out	ADP
cana-2266	93	8	anti	anti	ADJ
cana-2266	93	9	-	-	ADJ
cana-2266	93	10	emulation	emulation	ADJ
cana-2266	93	11	tests	test	NOUN
cana-2266	93	12	and	and	CCONJ
cana-2266	93	13	to	to	PART
cana-2266	93	14	only	only	ADV
cana-2266	93	15	activate	activate	VERB
cana-2266	93	16	on	on	ADP
cana-2266	93	17	particular	particular	ADJ
cana-2266	93	18	sim	sim	ADJ
cana-2266	93	19	cards	card	NOUN
cana-2266	93	20	emphasizes	emphasize	VERB
cana-2266	93	21	how	how	SCONJ
cana-2266	93	22	evasive	evasive	ADJ
cana-2266	93	23	and	and	CCONJ
cana-2266	93	24	targeted	target	VERB
cana-2266	93	25	it	it	PRON
cana-2266	93	26	is	be	AUX
cana-2266	93	27	.	.	PUNCT
cana-2266	94	1	users	user	NOUN
cana-2266	94	2	should	should	AUX
cana-2266	94	3	change	change	VERB
cana-2266	94	4	their	their	PRON
cana-2266	94	5	online	online	ADJ
cana-2266	94	6	banking	banking	NOUN
cana-2266	94	7	passwords	password	NOUN
cana-2266	94	8	and	and	CCONJ
cana-2266	94	9	remove	remove	VERB
cana-2266	94	10	any	any	DET
cana-2266	94	11	discovered	discover	VERB
cana-2266	94	12	rogue	rogue	NOUN
cana-2266	94	13	apps	app	NOUN
cana-2266	94	14	right	right	ADV
cana-2266	94	15	once	once	ADV
cana-2266	94	16	to	to	PART
cana-2266	94	17	guard	guard	VERB
cana-2266	94	18	against	against	ADP
cana-2266	94	19	such	such	ADJ
cana-2266	94	20	risks	risk	NOUN
cana-2266	94	21	.	.	PUNCT
cana-2266	95	1	furthermore	furthermore	ADV
cana-2266	95	2	,	,	PUNCT
cana-2266	95	3	by	by	ADP
cana-2266	95	4	identifying	identify	VERB
cana-2266	95	5	and	and	CCONJ
cana-2266	95	6	eliminating	eliminate	VERB
cana-2266	95	7	harmful	harmful	ADJ
cana-2266	95	8	apps	app	NOUN
cana-2266	95	9	,	,	PUNCT
cana-2266	95	10	trustworthy	trustworthy	ADJ
cana-2266	95	11	mobile	mobile	ADJ
cana-2266	95	12	security	security	NOUN
cana-2266	95	13	antivirus	antivirus	NOUN
cana-2266	95	14	programs	program	NOUN
cana-2266	95	15	like	like	ADP
cana-2266	95	16	google	google	PROPN
cana-2266	95	17	play	play	NOUN
cana-2266	95	18	protect	protect	NOUN
cana-2266	95	19	can	can	AUX
cana-2266	95	20	offer	offer	VERB
cana-2266	95	21	vital	vital	ADJ
cana-2266	95	22	protection	protection	NOUN
cana-2266	95	23	.	.	PUNCT
cana-2266	96	1	this	this	DET
cana-2266	96	2	instance	instance	NOUN
cana-2266	96	3	highlights	highlight	VERB
cana-2266	96	4	the	the	DET
cana-2266	96	5	necessity	necessity	NOUN
cana-2266	96	6	of	of	ADP
cana-2266	96	7	proactive	proactive	ADJ
cana-2266	96	8	security	security	NOUN
cana-2266	96	9	measures	measure	NOUN
cana-2266	96	10	and	and	CCONJ
cana-2266	96	11	ongoing	ongoing	ADJ
cana-2266	96	12	monitoring	monitoring	NOUN
cana-2266	96	13	in	in	ADP
cana-2266	96	14	order	order	NOUN
cana-2266	96	15	to	to	PART
cana-2266	96	16	counter	counter	VERB
cana-2266	96	17	growing	grow	VERB
cana-2266	96	18	malware	malware	NOUN
cana-2266	96	19	threats	threat	NOUN
cana-2266	96	20	such	such	ADJ
cana-2266	96	21	as	as	ADP
cana-2266	96	22	sharkbot	sharkbot	PROPN
cana-2266	96	23	.	.	PUNCT
cana-2266	97	1	e.	e.	PROPN
cana-2266	97	2	mrm	mrm	PROPN
cana-2266	97	3	-	-	PUNCT
cana-2266	97	4	dldet	dldet	PROPN
cana-2266	97	5	:	:	PUNCT
cana-2266	97	6	a	a	DET
cana-2266	97	7	memory	memory	NOUN
cana-2266	97	8	-	-	PUNCT
cana-2266	97	9	resident	resident	ADJ
cana-2266	97	10	malware	malware	NOUN
cana-2266	97	11	detection	detection	NOUN
cana-2266	97	12	framework	framework	NOUN
cana-2266	97	13	based	base	VERB
cana-2266	97	14	on	on	ADP
cana-2266	97	15	memory	memory	NOUN
cana-2266	97	16	forensics	forensic	NOUN
cana-2266	97	17	and	and	CCONJ
cana-2266	97	18	deep	deep	ADJ
cana-2266	97	19	neural	neural	ADJ
cana-2266	97	20	network	network	NOUN
cana-2266	97	21	this	this	DET
cana-2266	97	22	paper	paper	NOUN
cana-2266	97	23	addresses	address	NOUN
cana-2266	97	24	memory	memory	NOUN
cana-2266	97	25	-	-	PUNCT
cana-2266	97	26	resident	resident	ADJ
cana-2266	97	27	malware	malware	NOUN
cana-2266	97	28	detection	detection	NOUN
cana-2266	97	29	strategies	strategy	NOUN
cana-2266	97	30	,	,	PUNCT
cana-2266	97	31	emphasizing	emphasize	VERB
cana-2266	97	32	the	the	DET
cana-2266	97	33	difficulties	difficulty	NOUN
cana-2266	97	34	presented	present	VERB
cana-2266	97	35	by	by	ADP
cana-2266	97	36	these	these	DET
cana-2266	97	37	elusive	elusive	ADJ
cana-2266	97	38	threats	threat	NOUN
cana-2266	97	39	and	and	CCONJ
cana-2266	97	40	the	the	DET
cana-2266	97	41	shortcomings	shortcoming	NOUN
cana-2266	97	42	of	of	ADP
cana-2266	97	43	current	current	ADJ
cana-2266	97	44	detection	detection	NOUN
cana-2266	97	45	techniques	technique	NOUN
cana-2266	97	46	.	.	PUNCT
cana-2266	98	1	the	the	DET
cana-2266	98	2	mrmdldet	mrmdldet	NOUN
cana-2266	98	3	framework	framework	NOUN
cana-2266	98	4	is	be	AUX
cana-2266	98	5	compared	compare	VERB
cana-2266	98	6	by	by	ADP
cana-2266	98	7	the	the	DET
cana-2266	98	8	authors	author	NOUN
cana-2266	98	9	with	with	ADP
cana-2266	98	10	a	a	DET
cana-2266	98	11	number	number	NOUN
cana-2266	98	12	of	of	ADP
cana-2266	98	13	memory	memory	NOUN
cana-2266	98	14	forensics	forensic	NOUN
cana-2266	98	15	-	-	PUNCT
cana-2266	98	16	based	base	VERB
cana-2266	98	17	malware	malware	NOUN
cana-2266	98	18	detection	detection	NOUN
cana-2266	98	19	efforts	effort	NOUN
cana-2266	98	20	,	,	PUNCT
cana-2266	98	21	such	such	ADJ
cana-2266	98	22	as	as	ADP
cana-2266	98	23	bozkir	bozkir	PROPN
cana-2266	98	24	et	et	PROPN
cana-2266	98	25	al	al	PROPN
cana-2266	98	26	.	.	PROPN
cana-2266	98	27	,	,	PUNCT
cana-2266	98	28	malfind	malfind	PROPN
cana-2266	98	29	,	,	PUNCT
cana-2266	98	30	quincy	quincy	NOUN
cana-2266	98	31	,	,	PUNCT
cana-2266	98	32	and	and	CCONJ
cana-2266	98	33	sihwail	sihwail	VERB
cana-2266	98	34	et	et	PROPN
cana-2266	98	35	al	al	PROPN
cana-2266	98	36	.	.	PUNCT
cana-2266	99	1	to	to	PART
cana-2266	99	2	identify	identify	VERB
cana-2266	99	3	memoryresident	memoryresident	NOUN
cana-2266	99	4	malware	malware	NOUN
cana-2266	99	5	,	,	PUNCT
cana-2266	99	6	each	each	PRON
cana-2266	99	7	of	of	ADP
cana-2266	99	8	these	these	DET
cana-2266	99	9	techniques	technique	NOUN
cana-2266	99	10	uses	use	VERB
cana-2266	99	11	a	a	DET
cana-2266	99	12	unique	unique	ADJ
cana-2266	99	13	set	set	NOUN
cana-2266	99	14	of	of	ADP
cana-2266	99	15	techniques	technique	NOUN
cana-2266	99	16	,	,	PUNCT
cana-2266	99	17	including	include	VERB
cana-2266	99	18	feature	feature	NOUN
cana-2266	99	19	extraction	extraction	NOUN
cana-2266	99	20	,	,	PUNCT
cana-2266	99	21	classification	classification	NOUN
cana-2266	99	22	algorithms	algorithm	NOUN
cana-2266	99	23	,	,	PUNCT
cana-2266	99	24	and	and	CCONJ
cana-2266	99	25	visual	visual	ADJ
cana-2266	99	26	representation	representation	NOUN
cana-2266	99	27	of	of	ADP
cana-2266	99	28	memory	memory	NOUN
cana-2266	99	29	dumps	dump	NOUN
cana-2266	99	30	.	.	PUNCT
cana-2266	100	1	the	the	DET
cana-2266	100	2	comparison	comparison	NOUN
cana-2266	100	3	analysis	analysis	NOUN
cana-2266	100	4	shows	show	VERB
cana-2266	100	5	that	that	SCONJ
cana-2266	100	6	mrm	mrm	PROPN
cana-2266	100	7	-	-	PUNCT
cana-2266	100	8	dldet	dldet	PROPN
cana-2266	100	9	performs	perform	VERB
cana-2266	100	10	better	well	ADJ
cana-2266	100	11	than	than	ADP
cana-2266	100	12	these	these	DET
cana-2266	100	13	current	current	ADJ
cana-2266	100	14	methods	method	NOUN
cana-2266	100	15	in	in	ADP
cana-2266	100	16	terms	term	NOUN
cana-2266	100	17	of	of	ADP
cana-2266	100	18	recall	recall	NOUN
cana-2266	100	19	,	,	PUNCT
cana-2266	100	20	accuracy	accuracy	NOUN
cana-2266	100	21	,	,	PUNCT
cana-2266	100	22	precision	precision	NOUN
cana-2266	100	23	,	,	PUNCT
cana-2266	100	24	and	and	CCONJ
cana-2266	100	25	f1	f1	NOUN
cana-2266	100	26	-	-	PUNCT
cana-2266	100	27	score	score	NOUN
cana-2266	100	28	,	,	PUNCT
cana-2266	100	29	demonstrating	demonstrate	VERB
cana-2266	100	30	how	how	SCONJ
cana-2266	100	31	well	well	ADV
cana-2266	100	32	the	the	DET
cana-2266	100	33	proposed	propose	VERB
cana-2266	100	34	model	model	NOUN
cana-2266	100	35	addresses	address	VERB
cana-2266	100	36	the	the	DET
cana-2266	100	37	drawbacks	drawback	NOUN
cana-2266	100	38	of	of	ADP
cana-2266	100	39	conventional	conventional	ADJ
cana-2266	100	40	detection	detection	NOUN
cana-2266	100	41	techniques	technique	NOUN
cana-2266	100	42	.	.	PUNCT
cana-2266	101	1	communications	communication	NOUN
cana-2266	101	2	on	on	ADP
cana-2266	101	3	applied	apply	VERB
cana-2266	101	4	nonlinear	nonlinear	ADJ
cana-2266	101	5	analysis	analysis	NOUN
cana-2266	101	6	issn	issn	NOUN
cana-2266	101	7	:	:	PUNCT
cana-2266	101	8	1074	1074	NUM
cana-2266	101	9	-	-	PUNCT
cana-2266	101	10	133x	133x	NUM
cana-2266	101	11	vol	vol	NOUN
cana-2266	101	12	32	32	NUM
cana-2266	101	13	no	no	NOUN
cana-2266	101	14	.	.	PUNCT
cana-2266	102	1	2s	2s	NUM
cana-2266	102	2	(	(	PUNCT
cana-2266	102	3	2025	2025	NUM
cana-2266	102	4	)	)	PUNCT
cana-2266	102	5	207	207	NUM
cana-2266	102	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2266	102	7	the	the	DET
cana-2266	102	8	paper	paper	NOUN
cana-2266	102	9	also	also	ADV
cana-2266	102	10	evaluates	evaluate	VERB
cana-2266	102	11	the	the	DET
cana-2266	102	12	mrm	mrm	PROPN
cana-2266	102	13	-	-	PUNCT
cana-2266	102	14	dldet	dldet	NOUN
cana-2266	102	15	framework	framework	NOUN
cana-2266	102	16	against	against	ADP
cana-2266	102	17	cutting	cut	VERB
cana-2266	102	18	-	-	PUNCT
cana-2266	102	19	edge	edge	NOUN
cana-2266	102	20	vision	vision	NOUN
cana-2266	102	21	-	-	PUNCT
cana-2266	102	22	based	base	VERB
cana-2266	102	23	malware	malware	NOUN
cana-2266	102	24	detection	detection	NOUN
cana-2266	102	25	techniques	technique	NOUN
cana-2266	102	26	and	and	CCONJ
cana-2266	102	27	explores	explore	VERB
cana-2266	102	28	the	the	DET
cana-2266	102	29	applicability	applicability	NOUN
cana-2266	102	30	of	of	ADP
cana-2266	102	31	vision	vision	NOUN
cana-2266	102	32	-	-	PUNCT
cana-2266	102	33	based	base	VERB
cana-2266	102	34	approaches	approach	NOUN
cana-2266	102	35	in	in	ADP
cana-2266	102	36	malware	malware	NOUN
cana-2266	102	37	detection	detection	NOUN
cana-2266	102	38	.	.	PUNCT
cana-2266	103	1	using	use	VERB
cana-2266	103	2	visual	visual	ADJ
cana-2266	103	3	representations	representation	NOUN
cana-2266	103	4	of	of	ADP
cana-2266	103	5	memory	memory	NOUN
cana-2266	103	6	dumps	dump	NOUN
cana-2266	103	7	,	,	PUNCT
cana-2266	103	8	mrm	mrm	PROPN
cana-2266	103	9	-	-	PUNCT
cana-2266	103	10	dldet	dldet	PROPN
cana-2266	103	11	displays	display	VERB
cana-2266	103	12	higher	high	ADJ
cana-2266	103	13	performance	performance	NOUN
cana-2266	103	14	in	in	ADP
cana-2266	103	15	identifying	identify	VERB
cana-2266	103	16	memory	memory	NOUN
cana-2266	103	17	-	-	PUNCT
cana-2266	103	18	resident	resident	ADJ
cana-2266	103	19	malware	malware	NOUN
cana-2266	103	20	by	by	ADP
cana-2266	103	21	utilizing	utilize	VERB
cana-2266	103	22	deep	deep	ADJ
cana-2266	103	23	neural	neural	ADJ
cana-2266	103	24	networks	network	NOUN
cana-2266	103	25	and	and	CCONJ
cana-2266	103	26	attention	attention	NOUN
cana-2266	103	27	processes	process	NOUN
cana-2266	103	28	.	.	PUNCT
cana-2266	104	1	in	in	ADP
cana-2266	104	2	order	order	NOUN
cana-2266	104	3	to	to	PART
cana-2266	104	4	improve	improve	VERB
cana-2266	104	5	the	the	DET
cana-2266	104	6	precision	precision	NOUN
cana-2266	104	7	and	and	CCONJ
cana-2266	104	8	effectiveness	effectiveness	NOUN
cana-2266	104	9	of	of	ADP
cana-2266	104	10	detecting	detect	VERB
cana-2266	104	11	memory	memory	NOUN
cana-2266	104	12	-	-	PUNCT
cana-2266	104	13	resident	resident	ADJ
cana-2266	104	14	threats	threat	NOUN
cana-2266	104	15	that	that	PRON
cana-2266	104	16	elude	elude	VERB
cana-2266	104	17	conventional	conventional	ADJ
cana-2266	104	18	detection	detection	NOUN
cana-2266	104	19	systems	system	NOUN
cana-2266	104	20	,	,	PUNCT
cana-2266	104	21	the	the	DET
cana-2266	104	22	research	research	NOUN
cana-2266	104	23	emphasizes	emphasize	VERB
cana-2266	104	24	the	the	DET
cana-2266	104	25	importance	importance	NOUN
cana-2266	104	26	of	of	ADP
cana-2266	104	27	integrating	integrate	VERB
cana-2266	104	28	vision	vision	NOUN
cana-2266	104	29	-	-	PUNCT
cana-2266	104	30	based	base	VERB
cana-2266	104	31	techniques	technique	NOUN
cana-2266	104	32	into	into	ADP
cana-2266	104	33	malware	malware	NOUN
cana-2266	104	34	detection	detection	NOUN
cana-2266	104	35	.	.	PUNCT
cana-2266	105	1	the	the	DET
cana-2266	105	2	study	study	NOUN
cana-2266	105	3	also	also	ADV
cana-2266	105	4	explores	explore	VERB
cana-2266	105	5	the	the	DET
cana-2266	105	6	difficulties	difficulty	NOUN
cana-2266	105	7	and	and	CCONJ
cana-2266	105	8	potential	potential	ADJ
cana-2266	105	9	avenues	avenue	NOUN
cana-2266	105	10	for	for	ADP
cana-2266	105	11	memory	memory	NOUN
cana-2266	105	12	-	-	PUNCT
cana-2266	105	13	resident	resident	ADJ
cana-2266	105	14	malware	malware	NOUN
cana-2266	105	15	detection	detection	NOUN
cana-2266	105	16	,	,	PUNCT
cana-2266	105	17	highlighting	highlight	VERB
cana-2266	105	18	the	the	DET
cana-2266	105	19	danger	danger	NOUN
cana-2266	105	20	of	of	ADP
cana-2266	105	21	deep	deep	ADJ
cana-2266	105	22	learning	learning	NOUN
cana-2266	105	23	models	model	NOUN
cana-2266	105	24	over	over	ADP
cana-2266	105	25	fitting	fitting	ADJ
cana-2266	105	26	as	as	ADP
cana-2266	105	27	a	a	DET
cana-2266	105	28	result	result	NOUN
cana-2266	105	29	of	of	ADP
cana-2266	105	30	small	small	ADJ
cana-2266	105	31	dataset	dataset	NOUN
cana-2266	105	32	sizes	size	NOUN
cana-2266	105	33	.	.	PUNCT
cana-2266	106	1	the	the	DET
cana-2266	106	2	authors	author	NOUN
cana-2266	106	3	discuss	discuss	VERB
cana-2266	106	4	the	the	DET
cana-2266	106	5	runtime	runtime	NOUN
cana-2266	106	6	overhead	overhead	ADV
cana-2266	106	7	of	of	ADP
cana-2266	106	8	deep	deep	ADJ
cana-2266	106	9	learning	learning	NOUN
cana-2266	106	10	-	-	PUNCT
cana-2266	106	11	based	base	VERB
cana-2266	106	12	detection	detection	NOUN
cana-2266	106	13	methods	method	NOUN
cana-2266	106	14	and	and	CCONJ
cana-2266	106	15	memory	memory	NOUN
cana-2266	106	16	forensics	forensic	NOUN
cana-2266	106	17	,	,	PUNCT
cana-2266	106	18	emphasizing	emphasize	VERB
cana-2266	106	19	the	the	DET
cana-2266	106	20	necessity	necessity	NOUN
cana-2266	106	21	of	of	ADP
cana-2266	106	22	maximizing	maximize	VERB
cana-2266	106	23	detection	detection	NOUN
cana-2266	106	24	efficiency	efficiency	NOUN
cana-2266	106	25	in	in	ADP
cana-2266	106	26	practical	practical	ADJ
cana-2266	106	27	applications	application	NOUN
cana-2266	106	28	.	.	PUNCT
cana-2266	107	1	in	in	ADP
cana-2266	107	2	order	order	NOUN
cana-2266	107	3	to	to	PART
cana-2266	107	4	provide	provide	VERB
cana-2266	107	5	prompt	prompt	ADJ
cana-2266	107	6	and	and	CCONJ
cana-2266	107	7	effective	effective	ADJ
cana-2266	107	8	detection	detection	NOUN
cana-2266	107	9	of	of	ADP
cana-2266	107	10	memory	memory	NOUN
cana-2266	107	11	-	-	PUNCT
cana-2266	107	12	resident	resident	ADJ
cana-2266	107	13	malware	malware	NOUN
cana-2266	107	14	,	,	PUNCT
cana-2266	107	15	future	future	ADJ
cana-2266	107	16	research	research	NOUN
cana-2266	107	17	topics	topic	NOUN
cana-2266	107	18	include	include	VERB
cana-2266	107	19	using	use	VERB
cana-2266	107	20	the	the	DET
cana-2266	107	21	mrm	mrm	PROPN
cana-2266	107	22	-	-	PUNCT
cana-2266	107	23	dldet	dldet	NOUN
cana-2266	107	24	framework	framework	NOUN
cana-2266	107	25	in	in	ADP
cana-2266	107	26	production	production	NOUN
cana-2266	107	27	environments	environment	NOUN
cana-2266	107	28	,	,	PUNCT
cana-2266	107	29	keeping	keep	VERB
cana-2266	107	30	an	an	DET
cana-2266	107	31	eye	eye	NOUN
cana-2266	107	32	on	on	ADP
cana-2266	107	33	harmful	harmful	ADJ
cana-2266	107	34	sample	sample	NOUN
cana-2266	107	35	analysis	analysis	NOUN
cana-2266	107	36	reports	report	NOUN
cana-2266	107	37	for	for	ADP
cana-2266	107	38	updated	update	VERB
cana-2266	107	39	samples	sample	NOUN
cana-2266	107	40	,	,	PUNCT
cana-2266	107	41	and	and	CCONJ
cana-2266	107	42	shortening	shortening	NOUN
cana-2266	107	43	training	training	NOUN
cana-2266	107	44	and	and	CCONJ
cana-2266	107	45	testing	testing	NOUN
cana-2266	107	46	timeframes	timeframe	NOUN
cana-2266	107	47	for	for	ADP
cana-2266	107	48	periodic	periodic	ADJ
cana-2266	107	49	model	model	NOUN
cana-2266	107	50	upgrades	upgrade	NOUN
cana-2266	107	51	.	.	PUNCT
cana-2266	108	1	f.	f.	PROPN
cana-2266	108	2	evaluation	evaluation	NOUN
cana-2266	108	3	of	of	ADP
cana-2266	108	4	threat	threat	NOUN
cana-2266	108	5	information	information	NOUN
cana-2266	108	6	quality	quality	NOUN
cana-2266	108	7	provided	provide	VERB
cana-2266	108	8	by	by	ADP
cana-2266	108	9	twitter	twitter	NOUN
cana-2266	108	10	the	the	DET
cana-2266	108	11	paper	paper	NOUN
cana-2266	108	12	”	"	PUNCT
cana-2266	108	13	evaluation	evaluation	NOUN
cana-2266	108	14	of	of	ADP
cana-2266	108	15	threat	threat	NOUN
cana-2266	108	16	information	information	NOUN
cana-2266	108	17	quality	quality	NOUN
cana-2266	108	18	provided	provide	VERB
cana-2266	108	19	by	by	ADP
cana-2266	108	20	twitter	twitter	NOUN
cana-2266	108	21	”	"	PUNCT
cana-2266	108	22	examines	examine	VERB
cana-2266	108	23	the	the	DET
cana-2266	108	24	dependability	dependability	NOUN
cana-2266	108	25	,	,	PUNCT
cana-2266	108	26	detail	detail	NOUN
cana-2266	108	27	,	,	PUNCT
cana-2266	108	28	and	and	CCONJ
cana-2266	108	29	timelines	timeline	NOUN
cana-2266	108	30	of	of	ADP
cana-2266	108	31	threat	threat	NOUN
cana-2266	108	32	information	information	NOUN
cana-2266	108	33	from	from	ADP
cana-2266	108	34	twitter	twitter	NOUN
cana-2266	108	35	and	and	CCONJ
cana-2266	108	36	a	a	DET
cana-2266	108	37	cyber	cyber	NOUN
cana-2266	108	38	-	-	PUNCT
cana-2266	108	39	security	security	NOUN
cana-2266	108	40	news	news	NOUN
cana-2266	108	41	website	website	NOUN
cana-2266	108	42	.	.	PUNCT
cana-2266	109	1	the	the	DET
cana-2266	109	2	study	study	NOUN
cana-2266	109	3	highlights	highlight	VERB
cana-2266	109	4	how	how	SCONJ
cana-2266	109	5	crucial	crucial	ADJ
cana-2266	109	6	it	it	PRON
cana-2266	109	7	is	be	AUX
cana-2266	109	8	for	for	SCONJ
cana-2266	109	9	both	both	PRON
cana-2266	109	10	security	security	NOUN
cana-2266	109	11	specialists	specialist	NOUN
cana-2266	109	12	and	and	CCONJ
cana-2266	109	13	non	non	NOUN
cana-2266	109	14	-	-	NOUN
cana-2266	109	15	experts	expert	NOUN
cana-2266	109	16	to	to	PART
cana-2266	109	17	have	have	VERB
cana-2266	109	18	up	up	ADP
cana-2266	109	19	-	-	PUNCT
cana-2266	109	20	to	to	ADP
cana-2266	109	21	-	-	PUNCT
cana-2266	109	22	date	date	NOUN
cana-2266	109	23	and	and	CCONJ
cana-2266	109	24	trustworthy	trustworthy	ADJ
cana-2266	109	25	threat	threat	NOUN
cana-2266	109	26	information	information	NOUN
cana-2266	109	27	.	.	PUNCT
cana-2266	110	1	although	although	SCONJ
cana-2266	110	2	a	a	DET
cana-2266	110	3	few	few	ADJ
cana-2266	110	4	studies	study	NOUN
cana-2266	110	5	have	have	AUX
cana-2266	110	6	assessed	assess	VERB
cana-2266	110	7	the	the	DET
cana-2266	110	8	quality	quality	NOUN
cana-2266	110	9	of	of	ADP
cana-2266	110	10	threat	threat	NOUN
cana-2266	110	11	intelligence	intelligence	NOUN
cana-2266	110	12	available	available	ADJ
cana-2266	110	13	on	on	ADP
cana-2266	110	14	twitter	twitter	NOUN
cana-2266	110	15	,	,	PUNCT
cana-2266	110	16	the	the	DET
cana-2266	110	17	medium	medium	NOUN
cana-2266	110	18	is	be	AUX
cana-2266	110	19	acknowledged	acknowledge	VERB
cana-2266	110	20	as	as	ADP
cana-2266	110	21	a	a	DET
cana-2266	110	22	significant	significant	ADJ
cana-2266	110	23	source	source	NOUN
cana-2266	110	24	of	of	ADP
cana-2266	110	25	open	open	ADJ
cana-2266	110	26	source	source	NOUN
cana-2266	110	27	intelligence	intelligence	NOUN
cana-2266	110	28	(	(	PUNCT
cana-2266	110	29	osint	osint	PROPN
cana-2266	110	30	)	)	PUNCT
cana-2266	110	31	.	.	PUNCT
cana-2266	111	1	the	the	DET
cana-2266	111	2	research	research	NOUN
cana-2266	111	3	gathered	gather	VERB
cana-2266	111	4	tweets	tweet	NOUN
cana-2266	111	5	pertaining	pertain	VERB
cana-2266	111	6	to	to	ADP
cana-2266	111	7	emotet	emotet	NOUN
cana-2266	111	8	assaults	assault	NOUN
cana-2266	111	9	and	and	CCONJ
cana-2266	111	10	juxtaposed	juxtapose	VERB
cana-2266	111	11	them	they	PRON
cana-2266	111	12	with	with	ADP
cana-2266	111	13	pieces	piece	NOUN
cana-2266	111	14	from	from	ADP
cana-2266	111	15	a	a	DET
cana-2266	111	16	news	news	NOUN
cana-2266	111	17	website	website	NOUN
cana-2266	111	18	covering	cover	VERB
cana-2266	111	19	cyber	cyber	NOUN
cana-2266	111	20	security	security	NOUN
cana-2266	111	21	.	.	PUNCT
cana-2266	112	1	the	the	DET
cana-2266	112	2	findings	finding	NOUN
cana-2266	112	3	indicated	indicate	VERB
cana-2266	112	4	that	that	SCONJ
cana-2266	112	5	while	while	SCONJ
cana-2266	112	6	twitter	twitter	NOUN
cana-2266	112	7	was	be	AUX
cana-2266	112	8	not	not	PART
cana-2266	112	9	as	as	ADV
cana-2266	112	10	reliable	reliable	ADJ
cana-2266	112	11	as	as	ADP
cana-2266	112	12	the	the	DET
cana-2266	112	13	news	news	NOUN
cana-2266	112	14	website	website	NOUN
cana-2266	112	15	,	,	PUNCT
cana-2266	112	16	it	it	PRON
cana-2266	112	17	was	be	AUX
cana-2266	112	18	superior	superior	ADJ
cana-2266	112	19	in	in	ADP
cana-2266	112	20	terms	term	NOUN
cana-2266	112	21	of	of	ADP
cana-2266	112	22	timeliness	timeliness	NOUN
cana-2266	112	23	and	and	CCONJ
cana-2266	112	24	information	information	NOUN
cana-2266	112	25	.	.	PUNCT
cana-2266	113	1	the	the	DET
cana-2266	113	2	usage	usage	NOUN
cana-2266	113	3	of	of	ADP
cana-2266	113	4	chat	chat	PROPN
cana-2266	113	5	generative	generative	ADJ
cana-2266	113	6	pre	pre	ADJ
cana-2266	113	7	-	-	ADJ
cana-2266	113	8	trained	train	VERB
cana-2266	113	9	transformer	transformer	NOUN
cana-2266	113	10	(	(	PUNCT
cana-2266	113	11	chatgpt	chatgpt	NOUN
cana-2266	113	12	)	)	PUNCT
cana-2266	113	13	for	for	ADP
cana-2266	113	14	automated	automate	VERB
cana-2266	113	15	discrepancy	discrepancy	NOUN
cana-2266	113	16	detection	detection	NOUN
cana-2266	113	17	in	in	ADP
cana-2266	113	18	web	web	NOUN
cana-2266	113	19	page	page	NOUN
cana-2266	113	20	content	content	NOUN
cana-2266	113	21	was	be	AUX
cana-2266	113	22	also	also	ADV
cana-2266	113	23	introduced	introduce	VERB
cana-2266	113	24	by	by	ADP
cana-2266	113	25	the	the	DET
cana-2266	113	26	study	study	NOUN
cana-2266	113	27	.	.	PUNCT
cana-2266	114	1	in	in	ADP
cana-2266	114	2	general	general	ADJ
cana-2266	114	3	,	,	PUNCT
cana-2266	114	4	the	the	DET
cana-2266	114	5	study	study	NOUN
cana-2266	114	6	emphasizes	emphasize	VERB
cana-2266	114	7	how	how	SCONJ
cana-2266	114	8	important	important	ADJ
cana-2266	114	9	it	it	PRON
cana-2266	114	10	is	be	AUX
cana-2266	114	11	to	to	PART
cana-2266	114	12	evaluate	evaluate	VERB
cana-2266	114	13	the	the	DET
cana-2266	114	14	accuracy	accuracy	NOUN
cana-2266	114	15	of	of	ADP
cana-2266	114	16	threat	threat	NOUN
cana-2266	114	17	intelligence	intelligence	NOUN
cana-2266	114	18	on	on	ADP
cana-2266	114	19	social	social	ADJ
cana-2266	114	20	media	medium	NOUN
cana-2266	114	21	sites	site	NOUN
cana-2266	114	22	like	like	ADP
cana-2266	114	23	twitter	twitter	NOUN
cana-2266	114	24	in	in	ADP
cana-2266	114	25	order	order	NOUN
cana-2266	114	26	to	to	PART
cana-2266	114	27	implement	implement	VERB
cana-2266	114	28	efficient	efficient	ADJ
cana-2266	114	29	cyber	cyber	NOUN
cana-2266	114	30	security	security	NOUN
cana-2266	114	31	procedures	procedure	NOUN
cana-2266	114	32	.	.	PUNCT
cana-2266	115	1	g.	g.	PROPN
cana-2266	115	2	malware	malware	PROPN
cana-2266	115	3	reverse	reverse	PROPN
cana-2266	115	4	engineering	engineering	NOUN
cana-2266	115	5	to	to	PART
cana-2266	115	6	find	find	VERB
cana-2266	115	7	the	the	DET
cana-2266	115	8	malicious	malicious	ADJ
cana-2266	115	9	activity	activity	NOUN
cana-2266	115	10	of	of	ADP
cana-2266	115	11	emotet	emotet	NOUN
cana-2266	115	12	a	a	DET
cana-2266	115	13	methodology	methodology	NOUN
cana-2266	115	14	for	for	ADP
cana-2266	115	15	employing	employ	VERB
cana-2266	115	16	reverse	reverse	ADJ
cana-2266	115	17	engineering	engineering	NOUN
cana-2266	115	18	methods	method	NOUN
cana-2266	115	19	to	to	PART
cana-2266	115	20	examine	examine	VERB
cana-2266	115	21	emotet	emotet	NOUN
cana-2266	115	22	malware	malware	NOUN
cana-2266	115	23	is	be	AUX
cana-2266	115	24	provided	provide	VERB
cana-2266	115	25	in	in	ADP
cana-2266	115	26	the	the	DET
cana-2266	115	27	paper	paper	NOUN
cana-2266	115	28	”	"	PUNCT
cana-2266	115	29	malware	malware	NOUN
cana-2266	115	30	reverse	reverse	NOUN
cana-2266	115	31	engineering	engineering	NOUN
cana-2266	115	32	to	to	PART
cana-2266	115	33	find	find	VERB
cana-2266	115	34	the	the	DET
cana-2266	115	35	malicious	malicious	ADJ
cana-2266	115	36	activity	activity	NOUN
cana-2266	115	37	of	of	ADP
cana-2266	115	38	emotet	emotet	NOUN
cana-2266	115	39	”	"	PUNCT
cana-2266	115	40	.	.	PUNCT
cana-2266	116	1	by	by	ADP
cana-2266	116	2	quickly	quickly	ADV
cana-2266	116	3	discovering	discover	VERB
cana-2266	116	4	the	the	DET
cana-2266	116	5	payload	payload	NOUN
cana-2266	116	6	and	and	CCONJ
cana-2266	116	7	identifying	identify	VERB
cana-2266	116	8	crucial	crucial	ADJ
cana-2266	116	9	function	function	NOUN
cana-2266	116	10	calls	call	NOUN
cana-2266	116	11	that	that	PRON
cana-2266	116	12	result	result	VERB
cana-2266	116	13	in	in	ADP
cana-2266	116	14	malicious	malicious	ADJ
cana-2266	116	15	activity	activity	NOUN
cana-2266	116	16	,	,	PUNCT
cana-2266	116	17	the	the	DET
cana-2266	116	18	researchers	researcher	NOUN
cana-2266	116	19	hope	hope	VERB
cana-2266	116	20	to	to	PART
cana-2266	116	21	shorten	shorten	VERB
cana-2266	116	22	the	the	DET
cana-2266	116	23	time	time	NOUN
cana-2266	116	24	needed	need	VERB
cana-2266	116	25	to	to	PART
cana-2266	116	26	analyze	analyze	VERB
cana-2266	116	27	emotet	emotet	NOUN
cana-2266	116	28	.	.	PUNCT
cana-2266	117	1	with	with	ADP
cana-2266	117	2	the	the	DET
cana-2266	117	3	use	use	NOUN
cana-2266	117	4	of	of	ADP
cana-2266	117	5	cff	cff	NOUN
cana-2266	117	6	explorer	explorer	PROPN
cana-2266	117	7	,	,	PUNCT
cana-2266	117	8	ghidra	ghidra	PROPN
cana-2266	117	9	,	,	PUNCT
cana-2266	117	10	and	and	CCONJ
cana-2266	117	11	other	other	ADJ
cana-2266	117	12	tools	tool	NOUN
cana-2266	117	13	,	,	PUNCT
cana-2266	117	14	as	as	ADV
cana-2266	117	15	well	well	ADV
cana-2266	117	16	as	as	ADP
cana-2266	117	17	testing	test	VERB
cana-2266	117	18	on	on	ADP
cana-2266	117	19	malware	malware	NOUN
cana-2266	117	20	samples	sample	NOUN
cana-2266	117	21	,	,	PUNCT
cana-2266	117	22	the	the	DET
cana-2266	117	23	framework	framework	NOUN
cana-2266	117	24	is	be	AUX
cana-2266	117	25	able	able	ADJ
cana-2266	117	26	to	to	PART
cana-2266	117	27	detect	detect	VERB
cana-2266	117	28	emotet	emotet	NOUN
cana-2266	117	29	malware	malware	NOUN
cana-2266	117	30	with	with	ADP
cana-2266	117	31	an	an	DET
cana-2266	117	32	accuracy	accuracy	NOUN
cana-2266	117	33	of	of	ADP
cana-2266	117	34	up	up	ADP
cana-2266	117	35	to	to	ADP
cana-2266	117	36	90.9%/.	90.9%/.	NUM
cana-2266	117	37	the	the	DET
cana-2266	117	38	growth	growth	NOUN
cana-2266	117	39	of	of	ADP
cana-2266	117	40	emotet	emotet	NOUN
cana-2266	117	41	from	from	ADP
cana-2266	117	42	a	a	DET
cana-2266	117	43	banking	banking	NOUN
cana-2266	117	44	credential	credential	ADJ
cana-2266	117	45	stealer	stealer	NOUN
cana-2266	117	46	to	to	ADP
cana-2266	117	47	a	a	DET
cana-2266	117	48	sophisticated	sophisticated	ADJ
cana-2266	117	49	threat	threat	NOUN
cana-2266	117	50	employing	employ	VERB
cana-2266	117	51	a	a	DET
cana-2266	117	52	variety	variety	NOUN
cana-2266	117	53	of	of	ADP
cana-2266	117	54	payloads	payload	NOUN
cana-2266	117	55	for	for	ADP
cana-2266	117	56	malicious	malicious	ADJ
cana-2266	117	57	actions	action	NOUN
cana-2266	117	58	is	be	AUX
cana-2266	117	59	also	also	ADV
cana-2266	117	60	covered	cover	VERB
cana-2266	117	61	in	in	ADP
cana-2266	117	62	the	the	DET
cana-2266	117	63	study	study	NOUN
cana-2266	117	64	,	,	PUNCT
cana-2266	117	65	emphasizing	emphasize	VERB
cana-2266	117	66	how	how	SCONJ
cana-2266	117	67	crucial	crucial	ADJ
cana-2266	117	68	it	it	PRON
cana-2266	117	69	is	be	AUX
cana-2266	117	70	to	to	PART
cana-2266	117	71	comprehend	comprehend	VERB
cana-2266	117	72	its	its	PRON
cana-2266	117	73	behavior	behavior	NOUN
cana-2266	117	74	in	in	ADP
cana-2266	117	75	order	order	NOUN
cana-2266	117	76	to	to	PART
cana-2266	117	77	develop	develop	VERB
cana-2266	117	78	efficient	efficient	ADJ
cana-2266	117	79	detection	detection	NOUN
cana-2266	117	80	and	and	CCONJ
cana-2266	117	81	mitigation	mitigation	NOUN
cana-2266	117	82	techniques	technique	NOUN
cana-2266	117	83	.	.	PUNCT
cana-2266	118	1	the	the	DET
cana-2266	118	2	literature	literature	PROPN
cana-2266	118	3	review	review	NOUN
cana-2266	118	4	section	section	NOUN
cana-2266	118	5	of	of	ADP
cana-2266	118	6	the	the	DET
cana-2266	118	7	paper	paper	NOUN
cana-2266	118	8	examines	examine	VERB
cana-2266	118	9	previous	previous	ADJ
cana-2266	118	10	studies	study	NOUN
cana-2266	118	11	on	on	ADP
cana-2266	118	12	malware	malware	NOUN
cana-2266	118	13	analysis	analysis	NOUN
cana-2266	118	14	,	,	PUNCT
cana-2266	118	15	machine	machine	NOUN
cana-2266	118	16	learning	learning	NOUN
cana-2266	118	17	methods	method	NOUN
cana-2266	118	18	for	for	ADP
cana-2266	118	19	malware	malware	NOUN
cana-2266	118	20	detection	detection	NOUN
cana-2266	118	21	,	,	PUNCT
cana-2266	118	22	and	and	CCONJ
cana-2266	118	23	malware	malware	NOUN
cana-2266	118	24	activity	activity	NOUN
cana-2266	118	25	monitoring	monitoring	NOUN
cana-2266	118	26	tools	tool	NOUN
cana-2266	118	27	such	such	ADJ
cana-2266	118	28	as	as	ADP
cana-2266	118	29	pestudio	pestudio	NOUN
cana-2266	118	30	and	and	CCONJ
cana-2266	118	31	procmon	procmon	NOUN
cana-2266	118	32	.	.	PUNCT
cana-2266	119	1	the	the	DET
cana-2266	119	2	evaluation	evaluation	NOUN
cana-2266	119	3	highlights	highlight	NOUN
cana-2266	119	4	how	how	SCONJ
cana-2266	119	5	important	important	ADJ
cana-2266	119	6	it	it	PRON
cana-2266	119	7	is	be	AUX
cana-2266	119	8	to	to	PART
cana-2266	119	9	comprehend	comprehend	VERB
cana-2266	119	10	the	the	DET
cana-2266	119	11	control	control	NOUN
cana-2266	119	12	flow	flow	NOUN
cana-2266	119	13	graph	graph	NOUN
cana-2266	119	14	and	and	CCONJ
cana-2266	119	15	communications	communication	NOUN
cana-2266	119	16	on	on	ADP
cana-2266	119	17	applied	apply	VERB
cana-2266	119	18	nonlinear	nonlinear	ADJ
cana-2266	119	19	analysis	analysis	NOUN
cana-2266	119	20	issn	issn	NOUN
cana-2266	119	21	:	:	PUNCT
cana-2266	119	22	1074	1074	NUM
cana-2266	119	23	-	-	PUNCT
cana-2266	119	24	133x	133x	NUM
cana-2266	119	25	vol	vol	NOUN
cana-2266	119	26	32	32	NUM
cana-2266	119	27	no	no	NOUN
cana-2266	119	28	.	.	PUNCT
cana-2266	120	1	2s	2s	NUM
cana-2266	120	2	(	(	PUNCT
cana-2266	120	3	2025	2025	NUM
cana-2266	120	4	)	)	PUNCT
cana-2266	120	5	208	208	NUM
cana-2266	120	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2266	120	7	make	make	VERB
cana-2266	120	8	use	use	NOUN
cana-2266	120	9	of	of	ADP
cana-2266	120	10	tools	tool	NOUN
cana-2266	120	11	for	for	ADP
cana-2266	120	12	pe	pe	ADP
cana-2266	120	13	file	file	NOUN
cana-2266	120	14	structure	structure	NOUN
cana-2266	120	15	analysis	analysis	NOUN
cana-2266	120	16	in	in	ADP
cana-2266	120	17	order	order	NOUN
cana-2266	120	18	to	to	PART
cana-2266	120	19	spot	spot	VERB
cana-2266	120	20	anomalies	anomaly	NOUN
cana-2266	120	21	and	and	CCONJ
cana-2266	120	22	malicious	malicious	ADJ
cana-2266	120	23	activity	activity	NOUN
cana-2266	120	24	.	.	PUNCT
cana-2266	121	1	the	the	DET
cana-2266	121	2	paper	paper	NOUN
cana-2266	121	3	also	also	ADV
cana-2266	121	4	makes	make	VERB
cana-2266	121	5	recommendations	recommendation	NOUN
cana-2266	121	6	for	for	ADP
cana-2266	121	7	future	future	ADJ
cana-2266	121	8	research	research	NOUN
cana-2266	121	9	paths	path	NOUN
cana-2266	121	10	to	to	PART
cana-2266	121	11	improve	improve	VERB
cana-2266	121	12	code	code	NOUN
cana-2266	121	13	to	to	PART
cana-2266	121	14	identify	identify	VERB
cana-2266	121	15	damaged	damage	VERB
cana-2266	121	16	or	or	CCONJ
cana-2266	121	17	corrupted	corrupt	VERB
cana-2266	121	18	pe	pe	ADJ
cana-2266	121	19	files	file	NOUN
cana-2266	121	20	and	and	CCONJ
cana-2266	121	21	expand	expand	VERB
cana-2266	121	22	the	the	DET
cana-2266	121	23	framework	framework	NOUN
cana-2266	121	24	for	for	ADP
cana-2266	121	25	detecting	detect	VERB
cana-2266	121	26	other	other	ADJ
cana-2266	121	27	kinds	kind	NOUN
cana-2266	121	28	of	of	ADP
cana-2266	121	29	malware	malware	NOUN
cana-2266	121	30	.	.	PUNCT
cana-2266	122	1	overall	overall	ADV
cana-2266	122	2	,	,	PUNCT
cana-2266	122	3	the	the	DET
cana-2266	122	4	study	study	NOUN
cana-2266	122	5	emphasizes	emphasize	VERB
cana-2266	122	6	the	the	DET
cana-2266	122	7	significance	significance	NOUN
cana-2266	122	8	of	of	ADP
cana-2266	122	9	ongoing	ongoing	ADJ
cana-2266	122	10	research	research	NOUN
cana-2266	122	11	and	and	CCONJ
cana-2266	122	12	development	development	NOUN
cana-2266	122	13	in	in	ADP
cana-2266	122	14	the	the	DET
cana-2266	122	15	field	field	NOUN
cana-2266	122	16	of	of	ADP
cana-2266	122	17	malware	malware	NOUN
cana-2266	122	18	detection	detection	NOUN
cana-2266	122	19	and	and	CCONJ
cana-2266	122	20	mitigation	mitigation	NOUN
cana-2266	122	21	and	and	CCONJ
cana-2266	122	22	offers	offer	VERB
cana-2266	122	23	insightful	insightful	ADJ
cana-2266	122	24	information	information	NOUN
cana-2266	122	25	about	about	ADP
cana-2266	122	26	how	how	SCONJ
cana-2266	122	27	to	to	PART
cana-2266	122	28	resist	resist	VERB
cana-2266	122	29	emotet	emotet	NOUN
cana-2266	122	30	malware	malware	NOUN
cana-2266	122	31	through	through	ADP
cana-2266	122	32	reverse	reverse	ADJ
cana-2266	122	33	engineering	engineering	NOUN
cana-2266	122	34	analysis	analysis	NOUN
cana-2266	122	35	.	.	PUNCT
cana-2266	123	1	h.	h.	NOUN
cana-2266	123	2	emotet	emotet	NOUN
cana-2266	123	3	is	be	AUX
cana-2266	123	4	back	back	ADV
cana-2266	123	5	first	first	ADV
cana-2266	123	6	discovered	discover	VERB
cana-2266	123	7	in	in	ADP
cana-2266	123	8	2014	2014	NUM
cana-2266	123	9	as	as	ADP
cana-2266	123	10	a	a	DET
cana-2266	123	11	banking	banking	NOUN
cana-2266	123	12	trojan	trojan	NOUN
cana-2266	123	13	,	,	PUNCT
cana-2266	123	14	emotet	emotet	NOUN
cana-2266	123	15	has	have	AUX
cana-2266	123	16	since	since	SCONJ
cana-2266	123	17	matured	mature	VERB
cana-2266	123	18	into	into	ADP
cana-2266	123	19	much	much	ADV
cana-2266	123	20	more	more	ADV
cana-2266	123	21	notably	notably	ADV
cana-2266	123	22	acting	act	VERB
cana-2266	123	23	out	out	ADP
cana-2266	123	24	an	an	DET
cana-2266	123	25	instrumental	instrumental	ADJ
cana-2266	123	26	role	role	NOUN
cana-2266	123	27	of	of	ADP
cana-2266	123	28	downloading	download	VERB
cana-2266	123	29	secondary	secondary	ADJ
cana-2266	123	30	-	-	PUNCT
cana-2266	123	31	stage	stage	NOUN
cana-2266	123	32	payloads	payload	NOUN
cana-2266	123	33	such	such	ADJ
cana-2266	123	34	as	as	ADP
cana-2266	123	35	trickbot	trickbot	NOUN
cana-2266	123	36	and	and	CCONJ
cana-2266	123	37	icedid	icedid	VERB
cana-2266	123	38	from	from	ADP
cana-2266	123	39	january	january	PROPN
cana-2266	123	40	2020	2020	NUM
cana-2266	123	41	onwards	onwards	ADP
cana-2266	123	42	.	.	PUNCT
cana-2266	124	1	that	that	SCONJ
cana-2266	124	2	it	it	PRON
cana-2266	124	3	has	have	AUX
cana-2266	124	4	returned	return	VERB
cana-2266	124	5	since	since	SCONJ
cana-2266	124	6	a	a	DET
cana-2266	124	7	joint	joint	ADJ
cana-2266	124	8	interpol	interpol	NOUN
cana-2266	124	9	and	and	CCONJ
cana-2266	124	10	eurojust	eurojust	ADV
cana-2266	124	11	takedown	takedown	NOUN
cana-2266	124	12	in	in	ADP
cana-2266	124	13	january	january	PROPN
cana-2266	124	14	2021	2021	NUM
cana-2266	124	15	shows	show	VERB
cana-2266	124	16	how	how	SCONJ
cana-2266	124	17	long	long	ADV
cana-2266	124	18	-	-	PUNCT
cana-2266	124	19	lived	live	VERB
cana-2266	124	20	the	the	DET
cana-2266	124	21	threat	threat	NOUN
cana-2266	124	22	is	be	AUX
cana-2266	124	23	.	.	PUNCT
cana-2266	125	1	the	the	DET
cana-2266	125	2	modulebased	modulebased	ADJ
cana-2266	125	3	architecture	architecture	NOUN
cana-2266	125	4	of	of	ADP
cana-2266	125	5	emotet	emotet	NOUN
cana-2266	125	6	enables	enable	VERB
cana-2266	125	7	it	it	PRON
cana-2266	125	8	to	to	PART
cana-2266	125	9	lie	lie	VERB
cana-2266	125	10	dormant	dormant	ADJ
cana-2266	125	11	until	until	SCONJ
cana-2266	125	12	attackers	attacker	NOUN
cana-2266	125	13	want	want	VERB
cana-2266	125	14	to	to	PART
cana-2266	125	15	make	make	VERB
cana-2266	125	16	good	good	ADJ
cana-2266	125	17	use	use	NOUN
cana-2266	125	18	out	out	ADP
cana-2266	125	19	from	from	ADP
cana-2266	125	20	the	the	DET
cana-2266	125	21	malware	malware	NOUN
cana-2266	125	22	,	,	PUNCT
cana-2266	125	23	adding	add	VERB
cana-2266	125	24	a	a	DET
cana-2266	125	25	degree	degree	NOUN
cana-2266	125	26	of	of	ADP
cana-2266	125	27	flexibility	flexibility	NOUN
cana-2266	125	28	in	in	ADP
cana-2266	125	29	carrying	carry	VERB
cana-2266	125	30	multi	multi	ADJ
cana-2266	125	31	-	-	ADJ
cana-2266	125	32	phased	phased	ADJ
cana-2266	125	33	attacks	attack	NOUN
cana-2266	125	34	.	.	PUNCT
cana-2266	126	1	this	this	DET
cana-2266	126	2	evolution	evolution	NOUN
cana-2266	126	3	has	have	AUX
cana-2266	126	4	allowed	allow	VERB
cana-2266	126	5	emotet	emotet	NOUN
cana-2266	126	6	to	to	PART
cana-2266	126	7	drop	drop	VERB
cana-2266	126	8	other	other	ADJ
cana-2266	126	9	payloads	payload	NOUN
cana-2266	126	10	such	such	ADJ
cana-2266	126	11	as	as	ADP
cana-2266	126	12	cobaltstrike	cobaltstrike	NOUN
cana-2266	126	13	(	(	PUNCT
cana-2266	126	14	which	which	PRON
cana-2266	126	15	can	can	AUX
cana-2266	126	16	deploy	deploy	VERB
cana-2266	126	17	ransomware	ransomware	NOUN
cana-2266	126	18	like	like	ADP
cana-2266	126	19	ryuk	ryuk	PROPN
cana-2266	126	20	)	)	PUNCT
cana-2266	126	21	,	,	PUNCT
cana-2266	126	22	making	make	VERB
cana-2266	126	23	it	it	PRON
cana-2266	126	24	a	a	DET
cana-2266	126	25	multipurpose	multipurpose	ADJ
cana-2266	126	26	cybercriminal	cybercriminal	ADJ
cana-2266	126	27	tool	tool	NOUN
cana-2266	126	28	.	.	PUNCT
cana-2266	127	1	the	the	DET
cana-2266	127	2	main	main	ADJ
cana-2266	127	3	emotet	emotet	NOUN
cana-2266	127	4	infection	infection	NOUN
cana-2266	127	5	method	method	NOUN
cana-2266	127	6	is	be	AUX
cana-2266	127	7	phishing	phishe	VERB
cana-2266	127	8	emails	email	NOUN
cana-2266	127	9	with	with	ADP
cana-2266	127	10	malicious	malicious	ADJ
cana-2266	127	11	office	office	NOUN
cana-2266	127	12	document	document	NOUN
cana-2266	127	13	attachments	attachment	NOUN
cana-2266	127	14	.	.	PUNCT
cana-2266	128	1	the	the	DET
cana-2266	128	2	emotet	emotet	NOUN
cana-2266	128	3	dll	dll	NOUN
cana-2266	128	4	is	be	AUX
cana-2266	128	5	downloaded	download	VERB
cana-2266	128	6	,	,	PUNCT
cana-2266	128	7	and	and	CCONJ
cana-2266	128	8	its	its	PRON
cana-2266	128	9	execution	execution	NOUN
cana-2266	128	10	occurs	occur	VERB
cana-2266	128	11	when	when	SCONJ
cana-2266	128	12	the	the	DET
cana-2266	128	13	victim	victim	NOUN
cana-2266	128	14	enables	enable	VERB
cana-2266	128	15	macros	macro	NOUN
cana-2266	128	16	in	in	ADP
cana-2266	128	17	the	the	DET
cana-2266	128	18	document	document	NOUN
cana-2266	128	19	.	.	PUNCT
cana-2266	129	1	over	over	ADP
cana-2266	129	2	which	which	PRON
cana-2266	129	3	being	be	AUX
cana-2266	129	4	a	a	DET
cana-2266	129	5	connection	connection	NOUN
cana-2266	129	6	with	with	ADP
cana-2266	129	7	c2	c2	PROPN
cana-2266	129	8	servers	server	NOUN
cana-2266	129	9	,	,	PUNCT
cana-2266	129	10	emotet	emotet	NOUN
cana-2266	129	11	communicates	communicate	VERB
cana-2266	129	12	with	with	ADP
cana-2266	129	13	a	a	DET
cana-2266	129	14	port	port	NOUN
cana-2266	129	15	of	of	ADP
cana-2266	129	16	80	80	NUM
cana-2266	129	17	or	or	CCONJ
cana-2266	129	18	8080	8080	NUM
cana-2266	129	19	for	for	ADP
cana-2266	129	20	http	http	NOUN
cana-2266	129	21	,	,	PUNCT
cana-2266	129	22	and	and	CCONJ
cana-2266	129	23	443	443	NUM
cana-2266	129	24	for	for	ADP
cana-2266	129	25	https	https	NOUN
cana-2266	129	26	.	.	PUNCT
cana-2266	130	1	emotet	emotet	NOUN
cana-2266	130	2	is	be	AUX
cana-2266	130	3	much	much	ADV
cana-2266	130	4	easier	easy	ADJ
cana-2266	130	5	to	to	PART
cana-2266	130	6	detect	detect	VERB
cana-2266	130	7	than	than	ADP
cana-2266	130	8	before	before	ADV
cana-2266	130	9	,	,	PUNCT
cana-2266	130	10	enhanced	enhance	VERB
cana-2266	130	11	by	by	ADP
cana-2266	130	12	the	the	DET
cana-2266	130	13	global	global	ADJ
cana-2266	130	14	threat	threat	NOUN
cana-2266	130	15	alerts	alert	NOUN
cana-2266	130	16	and	and	CCONJ
cana-2266	130	17	secure	secure	ADJ
cana-2266	130	18	endpoint	endpoint	NOUN
cana-2266	130	19	’s	’s	PART
cana-2266	130	20	machine	machine	NOUN
cana-2266	130	21	learning	learning	NOUN
cana-2266	130	22	,	,	PUNCT
cana-2266	130	23	which	which	PRON
cana-2266	130	24	examines	examine	VERB
cana-2266	130	25	network	network	NOUN
cana-2266	130	26	traffic	traffic	NOUN
cana-2266	130	27	patterns	pattern	NOUN
cana-2266	130	28	,	,	PUNCT
cana-2266	130	29	identifies	identifie	NOUN
cana-2266	130	30	which	which	PRON
cana-2266	130	31	are	be	AUX
cana-2266	130	32	malicious	malicious	ADJ
cana-2266	130	33	that	that	PRON
cana-2266	130	34	make	make	VERB
cana-2266	130	35	subsequent	subsequent	ADJ
cana-2266	130	36	ips	ip	NOUN
cana-2266	130	37	and	and	CCONJ
cana-2266	130	38	domains	domain	NOUN
cana-2266	130	39	,	,	PUNCT
cana-2266	130	40	and	and	CCONJ
cana-2266	130	41	provides	provide	VERB
cana-2266	130	42	informative	informative	ADJ
cana-2266	130	43	threat	threat	NOUN
cana-2266	130	44	targets	target	NOUN
cana-2266	130	45	.	.	PUNCT
cana-2266	131	1	although	although	SCONJ
cana-2266	131	2	there	there	PRON
cana-2266	131	3	is	be	VERB
cana-2266	131	4	no	no	DET
cana-2266	131	5	solid	solid	ADJ
cana-2266	131	6	evidence	evidence	NOUN
cana-2266	131	7	of	of	ADP
cana-2266	131	8	emotet	emotet	NOUN
cana-2266	131	9	’s	’s	PART
cana-2266	131	10	use	use	NOUN
cana-2266	131	11	in	in	ADP
cana-2266	131	12	the	the	DET
cana-2266	131	13	exploit	exploit	NOUN
cana-2266	131	14	or	or	CCONJ
cana-2266	131	15	association	association	NOUN
cana-2266	131	16	with	with	ADP
cana-2266	131	17	the	the	DET
cana-2266	131	18	log4j	log4j	PROPN
cana-2266	131	19	vulnerability	vulnerability	NOUN
cana-2266	131	20	,	,	PUNCT
cana-2266	131	21	certain	certain	ADJ
cana-2266	131	22	ip	ip	DET
cana-2266	131	23	addresses	address	NOUN
cana-2266	131	24	utilized	utilize	VERB
cana-2266	131	25	by	by	ADP
cana-2266	131	26	emotet	emotet	NOUN
cana-2266	131	27	c2	c2	PROPN
cana-2266	131	28	servers	server	NOUN
cana-2266	131	29	were	be	AUX
cana-2266	131	30	involved	involve	VERB
cana-2266	131	31	in	in	ADP
cana-2266	131	32	log4j	log4j	NOUN
cana-2266	131	33	exploits	exploit	NOUN
cana-2266	131	34	.	.	PUNCT
cana-2266	132	1	depending	depend	VERB
cana-2266	132	2	on	on	ADP
cana-2266	132	3	whether	whether	SCONJ
cana-2266	132	4	this	this	PRON
cana-2266	132	5	seems	seem	VERB
cana-2266	132	6	like	like	SCONJ
cana-2266	132	7	the	the	DET
cana-2266	132	8	infrastructure	infrastructure	NOUN
cana-2266	132	9	shared	share	VERB
cana-2266	132	10	attack	attack	NOUN
cana-2266	132	11	or	or	CCONJ
cana-2266	132	12	the	the	DET
cana-2266	132	13	opportunist	opportunist	NOUN
cana-2266	132	14	exploiting	exploit	VERB
cana-2266	132	15	it	it	PRON
cana-2266	132	16	.	.	PUNCT
cana-2266	133	1	fig	fig	NOUN
cana-2266	133	2	.	.	PUNCT
cana-2266	134	1	6	6	NUM
cana-2266	134	2	:	:	PUNCT
cana-2266	134	3	emotet	emotet	NOUN
cana-2266	134	4	attack	attack	NOUN
cana-2266	134	5	flow	flow	VERB
cana-2266	134	6	the	the	DET
cana-2266	134	7	implementation	implementation	NOUN
cana-2266	134	8	of	of	ADP
cana-2266	134	9	two	two	NUM
cana-2266	134	10	-	-	PUNCT
cana-2266	134	11	factor	factor	NOUN
cana-2266	134	12	authentication	authentication	NOUN
cana-2266	134	13	,	,	PUNCT
cana-2266	134	14	isolating	isolate	VERB
cana-2266	134	15	compromised	compromised	ADJ
cana-2266	134	16	machines	machine	NOUN
cana-2266	134	17	,	,	PUNCT
cana-2266	134	18	limiting	limit	VERB
cana-2266	134	19	the	the	DET
cana-2266	134	20	use	use	NOUN
cana-2266	134	21	of	of	ADP
cana-2266	134	22	powershell	powershell	NOUN
cana-2266	134	23	,	,	PUNCT
cana-2266	134	24	and	and	CCONJ
cana-2266	134	25	rejecting	reject	VERB
cana-2266	134	26	dubious	dubious	ADJ
cana-2266	134	27	email	email	NOUN
cana-2266	134	28	attachments	attachment	NOUN
cana-2266	134	29	are	be	AUX
cana-2266	134	30	just	just	ADV
cana-2266	134	31	a	a	DET
cana-2266	134	32	few	few	ADJ
cana-2266	134	33	of	of	ADP
cana-2266	134	34	the	the	DET
cana-2266	134	35	security	security	NOUN
cana-2266	134	36	procedures	procedure	NOUN
cana-2266	134	37	that	that	PRON
cana-2266	134	38	have	have	AUX
cana-2266	134	39	been	be	AUX
cana-2266	134	40	improved	improve	VERB
cana-2266	134	41	as	as	ADP
cana-2266	134	42	a	a	DET
cana-2266	134	43	result	result	NOUN
cana-2266	134	44	of	of	ADP
cana-2266	134	45	recent	recent	ADJ
cana-2266	134	46	spikes	spike	NOUN
cana-2266	134	47	in	in	ADP
cana-2266	134	48	emotet	emotet	NOUN
cana-2266	134	49	detections	detection	NOUN
cana-2266	134	50	.	.	PUNCT
cana-2266	135	1	by	by	ADP
cana-2266	135	2	taking	take	VERB
cana-2266	135	3	these	these	DET
cana-2266	135	4	steps	step	NOUN
cana-2266	135	5	,	,	PUNCT
cana-2266	135	6	we	we	PRON
cana-2266	135	7	hope	hope	VERB
cana-2266	135	8	to	to	PART
cana-2266	135	9	lessen	lessen	VERB
cana-2266	135	10	the	the	DET
cana-2266	135	11	effects	effect	NOUN
cana-2266	135	12	of	of	ADP
cana-2266	135	13	emotet	emotet	NOUN
cana-2266	135	14	’s	’s	PART
cana-2266	135	15	comeback	comeback	NOUN
cana-2266	135	16	and	and	CCONJ
cana-2266	135	17	shield	shield	VERB
cana-2266	135	18	networks	network	NOUN
cana-2266	135	19	from	from	ADP
cana-2266	135	20	its	its	PRON
cana-2266	135	21	changing	change	VERB
cana-2266	135	22	array	array	NOUN
cana-2266	135	23	of	of	ADP
cana-2266	135	24	threats	threat	NOUN
cana-2266	135	25	.	.	PUNCT
cana-2266	136	1	i.	i.	NOUN
cana-2266	136	2	emotet	emotet	PROPN
cana-2266	136	3	growing	grow	VERB
cana-2266	136	4	slowly	slowly	ADV
cana-2266	136	5	but	but	CCONJ
cana-2266	136	6	steadily	steadily	ADV
cana-2266	136	7	since	since	SCONJ
cana-2266	136	8	november	november	PROPN
cana-2266	136	9	resurgence	resurgence	NOUN
cana-2266	136	10	earlier	early	ADV
cana-2266	136	11	this	this	DET
cana-2266	136	12	year	year	NOUN
cana-2266	136	13	,	,	PUNCT
cana-2266	136	14	europol	europol	NOUN
cana-2266	136	15	and	and	CCONJ
cana-2266	136	16	eurojust	eurojust	ADV
cana-2266	136	17	coordinated	coordinate	VERB
cana-2266	136	18	a	a	DET
cana-2266	136	19	takedown	takedown	NOUN
cana-2266	136	20	of	of	ADP
cana-2266	136	21	the	the	DET
cana-2266	136	22	emotet	emotet	NOUN
cana-2266	136	23	botnet	botnet	PROPN
cana-2266	136	24	long	long	ADV
cana-2266	136	25	hailed	hail	VERB
cana-2266	136	26	as	as	ADP
cana-2266	136	27	one	one	NUM
cana-2266	136	28	of	of	ADP
cana-2266	136	29	the	the	DET
cana-2266	136	30	world	world	NOUN
cana-2266	136	31	’s	’s	PART
cana-2266	136	32	most	most	ADV
cana-2266	136	33	dangerous	dangerous	ADJ
cana-2266	136	34	malware	malware	NOUN
cana-2266	136	35	strains	strain	VERB
cana-2266	136	36	due	due	ADP
cana-2266	136	37	to	to	ADP
cana-2266	136	38	its	its	PRON
cana-2266	136	39	far	far	ADV
cana-2266	136	40	-	-	PUNCT
cana-2266	136	41	reaching	reach	VERB
cana-2266	136	42	influence	influence	NOUN
cana-2266	136	43	and	and	CCONJ
cana-2266	136	44	communications	communication	NOUN
cana-2266	136	45	on	on	ADP
cana-2266	136	46	applied	apply	VERB
cana-2266	136	47	nonlinear	nonlinear	ADJ
cana-2266	136	48	analysis	analysis	NOUN
cana-2266	136	49	issn	issn	NOUN
cana-2266	136	50	:	:	PUNCT
cana-2266	136	51	1074	1074	NUM
cana-2266	136	52	-	-	PUNCT
cana-2266	136	53	133x	133x	NUM
cana-2266	136	54	vol	vol	NOUN
cana-2266	136	55	32	32	NUM
cana-2266	136	56	no	no	NOUN
cana-2266	136	57	.	.	PUNCT
cana-2266	137	1	2s	2s	NUM
cana-2266	137	2	(	(	PUNCT
cana-2266	137	3	2025	2025	NUM
cana-2266	137	4	)	)	PUNCT
cana-2266	137	5	209	209	NUM
cana-2266	137	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2266	137	7	sophisticated	sophisticated	ADJ
cana-2266	137	8	infection	infection	NOUN
cana-2266	137	9	methods	method	NOUN
cana-2266	137	10	.	.	PUNCT
cana-2266	138	1	emotet	emotet	NOUN
cana-2266	138	2	now	now	ADV
cana-2266	138	3	infects	infect	VERB
cana-2266	138	4	130,000	130,000	NUM
cana-2266	138	5	systems	system	NOUN
cana-2266	138	6	across	across	ADP
cana-2266	138	7	179	179	NUM
cana-2266	138	8	countries	country	NOUN
cana-2266	138	9	despite	despite	SCONJ
cana-2266	138	10	a	a	DET
cana-2266	138	11	dramatic	dramatic	ADJ
cana-2266	138	12	decrease	decrease	NOUN
cana-2266	138	13	from	from	ADP
cana-2266	138	14	the	the	DET
cana-2266	138	15	height	height	NOUN
cana-2266	138	16	of	of	ADP
cana-2266	138	17	its	its	PRON
cana-2266	138	18	in	in	ADP
cana-2266	138	19	containing	contain	VERB
cana-2266	138	20	control	control	NOUN
cana-2266	138	21	over1.6	over1.6	NUM
cana-2266	138	22	million	million	NUM
cana-2266	138	23	devices	device	NOUN
cana-2266	138	24	.	.	PUNCT
cana-2266	139	1	the	the	DET
cana-2266	139	2	resurfacing	resurfacing	NOUN
cana-2266	139	3	of	of	ADP
cana-2266	139	4	this	this	DET
cana-2266	139	5	strain	strain	NOUN
cana-2266	139	6	in	in	ADP
cana-2266	139	7	november	november	PROPN
cana-2266	139	8	2021	2021	NUM
cana-2266	139	9	,	,	PUNCT
cana-2266	139	10	with	with	ADP
cana-2266	139	11	the	the	DET
cana-2266	139	12	help	help	NOUN
cana-2266	139	13	of	of	ADP
cana-2266	139	14	trickbot	trickbot	ADJ
cana-2266	139	15	malware	malware	NOUN
cana-2266	139	16	and	and	CCONJ
cana-2266	139	17	carried	carry	VERB
cana-2266	139	18	out	out	ADP
cana-2266	139	19	by	by	ADP
cana-2266	139	20	conti	conti	PROPN
cana-2266	139	21	ransomware	ransomware	NOUN
cana-2266	139	22	gang	gang	NOUN
cana-2266	139	23	demonstrates	demonstrate	VERB
cana-2266	139	24	its	its	PRON
cana-2266	139	25	continuous	continuous	ADJ
cana-2266	139	26	evolution	evolution	NOUN
cana-2266	139	27	and	and	CCONJ
cana-2266	139	28	difficult	difficult	ADJ
cana-2266	139	29	to	to	PART
cana-2266	139	30	deal	deal	VERB
cana-2266	139	31	structure	structure	NOUN
cana-2266	139	32	.	.	PUNCT
cana-2266	140	1	emotet	emotet	NOUN
cana-2266	140	2	specifically	specifically	ADV
cana-2266	140	3	has	have	AUX
cana-2266	140	4	changed	change	VERB
cana-2266	140	5	its	its	PRON
cana-2266	140	6	payload	payload	NOUN
cana-2266	140	7	strategy	strategy	NOUN
cana-2266	140	8	to	to	PART
cana-2266	140	9	now	now	ADV
cana-2266	140	10	bypass	bypass	VERB
cana-2266	140	11	trickbot	trickbot	NOUN
cana-2266	140	12	and	and	CCONJ
cana-2266	140	13	instead	instead	ADV
cana-2266	140	14	load	load	VERB
cana-2266	140	15	the	the	DET
cana-2266	140	16	cobalt	cobalt	NOUN
cana-2266	140	17	strike	strike	NOUN
cana-2266	140	18	pentesting	pentesting	NOUN
cana-2266	140	19	tool	tool	NOUN
cana-2266	140	20	,	,	PUNCT
cana-2266	140	21	which	which	PRON
cana-2266	140	22	opens	open	VERB
cana-2266	140	23	up	up	ADP
cana-2266	140	24	remote	remote	ADJ
cana-2266	140	25	access	access	NOUN
cana-2266	140	26	of	of	ADP
cana-2266	140	27	compromised	compromise	VERB
cana-2266	140	28	networks	network	NOUN
cana-2266	140	29	at	at	ADP
cana-2266	140	30	rapid	rapid	ADJ
cana-2266	140	31	pace	pace	NOUN
cana-2266	140	32	making	make	VERB
cana-2266	140	33	it	it	PRON
cana-2266	140	34	a	a	DET
cana-2266	140	35	more	more	ADV
cana-2266	140	36	efficient	efficient	ADJ
cana-2266	140	37	adversary	adversary	NOUN
cana-2266	140	38	for	for	ADP
cana-2266	140	39	other	other	ADJ
cana-2266	140	40	cybercriminal	cybercriminal	ADJ
cana-2266	140	41	campaigns	campaign	NOUN
cana-2266	140	42	.	.	PUNCT
cana-2266	141	1	fig	fig	NOUN
cana-2266	141	2	.	.	PUNCT
cana-2266	142	1	7	7	NUM
cana-2266	142	2	:	:	PUNCT
cana-2266	142	3	emotet	emotet	NOUN
cana-2266	142	4	bot	bot	NOUN
cana-2266	142	5	distribution	distribution	NOUN
cana-2266	142	6	shifting	shift	VERB
cana-2266	142	7	up	up	ADP
cana-2266	142	8	a	a	DET
cana-2266	142	9	gear	gear	NOUN
cana-2266	142	10	the	the	DET
cana-2266	142	11	botnet	botnet	NOUN
cana-2266	142	12	’s	’s	PART
cana-2266	142	13	”	"	PUNCT
cana-2266	142	14	epoch	epoch	NOUN
cana-2266	142	15	3	3	NUM
cana-2266	142	16	”	"	PUNCT
cana-2266	142	17	versions	version	NOUN
cana-2266	142	18	have	have	AUX
cana-2266	142	19	seen	see	VERB
cana-2266	142	20	critical	critical	ADJ
cana-2266	142	21	evolution	evolution	NOUN
cana-2266	142	22	of	of	ADP
cana-2266	142	23	its	its	PRON
cana-2266	142	24	encryption	encryption	NOUN
cana-2266	142	25	mechanisms	mechanism	NOUN
cana-2266	142	26	and	and	CCONJ
cana-2266	142	27	information	information	NOUN
cana-2266	142	28	gathering	gather	VERB
cana-2266	142	29	capabilities	capability	NOUN
cana-2266	142	30	,	,	PUNCT
cana-2266	142	31	which	which	PRON
cana-2266	142	32	threat	threat	NOUN
cana-2266	142	33	analysts	analyst	NOUN
cana-2266	142	34	such	such	ADJ
cana-2266	142	35	as	as	ADP
cana-2266	142	36	those	those	PRON
cana-2266	142	37	at	at	ADP
cana-2266	142	38	black	black	ADJ
cana-2266	142	39	lotus	lotus	PROPN
cana-2266	142	40	labs	labs	PROPN
cana-2266	142	41	diligently	diligently	ADV
cana-2266	142	42	monitor	monitor	VERB
cana-2266	142	43	.	.	PUNCT
cana-2266	143	1	support	support	NOUN
cana-2266	143	2	for	for	ADP
cana-2266	143	3	protecting	protect	VERB
cana-2266	143	4	network	network	NOUN
cana-2266	143	5	traffic	traffic	NOUN
cana-2266	143	6	using	use	VERB
cana-2266	143	7	elliptic	elliptic	ADJ
cana-2266	143	8	curve	curve	NOUN
cana-2266	143	9	cryptography	cryptography	NOUN
cana-2266	143	10	(	(	PUNCT
cana-2266	143	11	ecc	ecc	PROPN
cana-2266	143	12	)	)	PUNCT
cana-2266	143	13	more	more	ADV
cana-2266	143	14	efficiently	efficiently	ADV
cana-2266	143	15	than	than	ADP
cana-2266	143	16	the	the	DET
cana-2266	143	17	older	old	ADJ
cana-2266	143	18	rsa	rsa	NOUN
cana-2266	143	19	encryption	encryption	NOUN
cana-2266	143	20	.	.	PUNCT
cana-2266	144	1	and	and	CCONJ
cana-2266	144	2	the	the	DET
cana-2266	144	3	use	use	NOUN
cana-2266	144	4	of	of	ADP
cana-2266	144	5	a	a	DET
cana-2266	144	6	process	process	NOUN
cana-2266	144	7	list	list	NOUN
cana-2266	144	8	module	module	NOUN
cana-2266	144	9	after	after	ADP
cana-2266	144	10	connecting	connect	VERB
cana-2266	144	11	to	to	ADP
cana-2266	144	12	command	command	NOUN
cana-2266	144	13	and	and	CCONJ
cana-2266	144	14	control	control	NOUN
cana-2266	144	15	(	(	PUNCT
cana-2266	144	16	c2	c2	PROPN
cana-2266	144	17	)	)	PUNCT
cana-2266	144	18	servers	server	NOUN
cana-2266	144	19	implies	imply	VERB
cana-2266	144	20	better	well	ADJ
cana-2266	144	21	system	system	NOUN
cana-2266	144	22	profiling	profiling	NOUN
cana-2266	144	23	techniques	technique	NOUN
cana-2266	144	24	.	.	PUNCT
cana-2266	145	1	emotet	emotet	NOUN
cana-2266	145	2	benefits	benefit	NOUN
cana-2266	145	3	from	from	ADP
cana-2266	145	4	its	its	PRON
cana-2266	145	5	continually	continually	ADV
cana-2266	145	6	updated	update	VERB
cana-2266	145	7	infrastructure	infrastructure	NOUN
cana-2266	145	8	,	,	PUNCT
cana-2266	145	9	featuring	feature	VERB
cana-2266	145	10	200	200	NUM
cana-2266	145	11	distinct	distinct	ADJ
cana-2266	145	12	c2	c2	PROPN
cana-2266	145	13	servers	server	NOUN
cana-2266	145	14	mostly	mostly	ADV
cana-2266	145	15	hosted	host	VERB
cana-2266	145	16	in	in	ADP
cana-2266	145	17	the	the	DET
cana-2266	145	18	united	united	PROPN
cana-2266	145	19	states	states	PROPN
cana-2266	145	20	and	and	CCONJ
cana-2266	145	21	germany	germany	PROPN
cana-2266	145	22	.	.	PUNCT
cana-2266	146	1	the	the	DET
cana-2266	146	2	spike	spike	NOUN
cana-2266	146	3	in	in	ADP
cana-2266	146	4	engagement	engagement	NOUN
cana-2266	146	5	is	be	AUX
cana-2266	146	6	particularly	particularly	ADV
cana-2266	146	7	evident	evident	ADJ
cana-2266	146	8	among	among	ADP
cana-2266	146	9	those	those	PRON
cana-2266	146	10	with	with	ADP
cana-2266	146	11	many	many	ADJ
cana-2266	146	12	ageing	age	VERB
cana-2266	146	13	windows	window	NOUN
cana-2266	146	14	systems	system	NOUN
cana-2266	146	15	,	,	PUNCT
cana-2266	146	16	including	include	VERB
cana-2266	146	17	japan	japan	PROPN
cana-2266	146	18	,	,	PUNCT
cana-2266	146	19	india	india	PROPN
cana-2266	146	20	and	and	CCONJ
cana-2266	146	21	indonesia	indonesia	PROPN
cana-2266	146	22	(	(	PUNCT
cana-2266	146	23	where	where	SCONJ
cana-2266	146	24	vulnerabilities	vulnerability	NOUN
cana-2266	146	25	like	like	ADP
cana-2266	146	26	exploit	exploit	VERB
cana-2266	146	27	cve-2021	cve-2021	NOUN
cana-2266	146	28	-	-	PUNCT
cana-2266	146	29	43890	43890	NUM
cana-2266	146	30	the	the	DET
cana-2266	146	31	appx	appx	ADJ
cana-2266	146	32	installer	installer	NOUN
cana-2266	146	33	spoofing	spoofing	NOUN
cana-2266	146	34	bug	bug	NOUN
cana-2266	146	35	are	be	AUX
cana-2266	146	36	being	be	AUX
cana-2266	146	37	used	use	VERB
cana-2266	146	38	)	)	PUNCT
cana-2266	146	39	.	.	PUNCT
cana-2266	147	1	although	although	SCONJ
cana-2266	147	2	mircosoft	mircosoft	PROPN
cana-2266	147	3	is	be	AUX
cana-2266	147	4	trying	try	VERB
cana-2266	147	5	to	to	PART
cana-2266	147	6	fight	fight	VERB
cana-2266	147	7	this	this	DET
cana-2266	147	8	loop	loop	NOUN
cana-2266	147	9	hole	hole	NOUN
cana-2266	147	10	by	by	ADP
cana-2266	147	11	freezing	freeze	VERB
cana-2266	147	12	oem	oem	PROPN
cana-2266	147	13	updates	update	NOUN
cana-2266	147	14	for	for	ADP
cana-2266	147	15	machines	machine	NOUN
cana-2266	147	16	with	with	ADP
cana-2266	147	17	pirated	pirate	VERB
cana-2266	147	18	windowsthe	windowsthe	DET
cana-2266	147	19	most	most	ADV
cana-2266	147	20	likely	likely	ADJ
cana-2266	147	21	software	software	NOUN
cana-2266	147	22	used	use	VERB
cana-2266	147	23	in	in	ADP
cana-2266	147	24	caribbean	caribbean	ADJ
cana-2266	147	25	offices	office	NOUN
cana-2266	147	26	based	base	VERB
cana-2266	147	27	on	on	ADP
cana-2266	147	28	sustainability	sustainability	NOUN
cana-2266	147	29	projections	projection	NOUN
cana-2266	147	30	-the	-the	DET
cana-2266	147	31	persistence	persistence	NOUN
cana-2266	147	32	of	of	ADP
cana-2266	147	33	systems	system	NOUN
cana-2266	147	34	using	use	VERB
cana-2266	147	35	pirated	pirate	VERB
cana-2266	147	36	versions	version	NOUN
cana-2266	147	37	(	(	PUNCT
cana-2266	147	38	i.e.	i.e.	X
cana-2266	147	39	,	,	PUNCT
cana-2266	147	40	no	no	DET
cana-2266	147	41	automatic	automatic	ADJ
cana-2266	147	42	update	update	NOUN
cana-2266	147	43	patching	patching	NOUN
cana-2266	147	44	)	)	PUNCT
cana-2266	147	45	preventing	prevent	VERB
cana-2266	147	46	virtual	virtual	ADJ
cana-2266	147	47	blackguards	blackguard	NOUN
cana-2266	147	48	like	like	ADP
cana-2266	147	49	emotet	emotet	NOUN
cana-2266	147	50	from	from	ADP
cana-2266	147	51	spreading	spread	VERB
cana-2266	147	52	,	,	PUNCT
cana-2266	147	53	underscores	underscore	VERB
cana-2266	147	54	crypto	crypto	ADJ
cana-2266	147	55	-	-	PUNCT
cana-2266	147	56	massacre	massacre	NOUN
cana-2266	147	57	’s	’s	PART
cana-2266	147	58	continuing	continue	VERB
cana-2266	147	59	saga	saga	NOUN
cana-2266	147	60	within	within	ADP
cana-2266	147	61	global	global	ADJ
cana-2266	147	62	cyber	cyber	NOUN
cana-2266	147	63	security	security	NOUN
cana-2266	147	64	.	.	PUNCT
cana-2266	148	1	j.	j.	PROPN
cana-2266	148	2	trojan	trojan	PROPN
cana-2266	148	3	sources	source	NOUN
cana-2266	148	4	:	:	PUNCT
cana-2266	148	5	invisible	invisible	ADJ
cana-2266	148	6	vulnerabilities	vulnerability	NOUN
cana-2266	148	7	the	the	DET
cana-2266	148	8	concept	concept	NOUN
cana-2266	148	9	of	of	ADP
cana-2266	148	10	trojan	trojan	NOUN
cana-2266	148	11	source	source	NOUN
cana-2266	148	12	attacks	attack	NOUN
cana-2266	148	13	—	—	PUNCT
cana-2266	148	14	where	where	SCONJ
cana-2266	148	15	source	source	NOUN
cana-2266	148	16	code	code	NOUN
cana-2266	148	17	is	be	AUX
cana-2266	148	18	maliciously	maliciously	ADV
cana-2266	148	19	encoded	encode	VERB
cana-2266	148	20	to	to	PART
cana-2266	148	21	appear	appear	VERB
cana-2266	148	22	different	different	ADJ
cana-2266	148	23	to	to	ADP
cana-2266	148	24	compilers	compiler	NOUN
cana-2266	148	25	and	and	CCONJ
cana-2266	148	26	human	human	ADJ
cana-2266	148	27	reviewers	reviewer	NOUN
cana-2266	148	28	—	—	PUNCT
cana-2266	148	29	is	be	AUX
cana-2266	148	30	introduced	introduce	VERB
cana-2266	148	31	by	by	ADP
cana-2266	148	32	boucher	boucher	PROPN
cana-2266	148	33	and	and	CCONJ
cana-2266	148	34	anderson	anderson	PROPN
cana-2266	148	35	in	in	ADP
cana-2266	148	36	their	their	PRON
cana-2266	148	37	paper	paper	NOUN
cana-2266	148	38	”	"	PUNCT
cana-2266	148	39	trojan	trojan	NOUN
cana-2266	148	40	source	source	NOUN
cana-2266	148	41	:	:	PUNCT
cana-2266	148	42	invisible	invisible	ADJ
cana-2266	148	43	vulnerabilities	vulnerability	NOUN
cana-2266	148	44	”	"	PUNCT
cana-2266	148	45	.	.	PUNCT
cana-2266	149	1	they	they	PRON
cana-2266	149	2	show	show	VERB
cana-2266	149	3	how	how	SCONJ
cana-2266	149	4	nuanced	nuanced	ADJ
cana-2266	149	5	text	text	NOUN
cana-2266	149	6	encoding	encoding	NOUN
cana-2266	149	7	methods	method	NOUN
cana-2266	149	8	,	,	PUNCT
cana-2266	149	9	like	like	ADP
cana-2266	149	10	unicode	unicode	NOUN
cana-2266	149	11	,	,	PUNCT
cana-2266	149	12	can	can	AUX
cana-2266	149	13	be	be	AUX
cana-2266	149	14	used	use	VERB
cana-2266	149	15	to	to	PART
cana-2266	149	16	introduce	introduce	VERB
cana-2266	149	17	vulnerabilities	vulnerability	NOUN
cana-2266	149	18	that	that	PRON
cana-2266	149	19	are	be	AUX
cana-2266	149	20	difficult	difficult	ADJ
cana-2266	149	21	for	for	SCONJ
cana-2266	149	22	conventional	conventional	ADJ
cana-2266	149	23	code	code	NOUN
cana-2266	149	24	review	review	NOUN
cana-2266	149	25	procedures	procedure	NOUN
cana-2266	149	26	to	to	PART
cana-2266	149	27	find	find	VERB
cana-2266	149	28	.	.	PUNCT
cana-2266	150	1	in	in	ADP
cana-2266	150	2	order	order	NOUN
cana-2266	150	3	to	to	PART
cana-2266	150	4	address	address	VERB
cana-2266	150	5	this	this	DET
cana-2266	150	6	new	new	ADJ
cana-2266	150	7	class	class	NOUN
cana-2266	150	8	of	of	ADP
cana-2266	150	9	vulnerabilities	vulnerability	NOUN
cana-2266	150	10	,	,	PUNCT
cana-2266	150	11	the	the	DET
cana-2266	150	12	authors	author	NOUN
cana-2266	150	13	emphasize	emphasize	VERB
cana-2266	150	14	the	the	DET
cana-2266	150	15	necessity	necessity	NOUN
cana-2266	150	16	of	of	ADP
cana-2266	150	17	coordinated	coordinate	VERB
cana-2266	150	18	disclosure	disclosure	NOUN
cana-2266	150	19	and	and	CCONJ
cana-2266	150	20	compiler	compiler	NOUN
cana-2266	150	21	-	-	PUNCT
cana-2266	150	22	level	level	NOUN
cana-2266	150	23	safeguards	safeguard	NOUN
cana-2266	150	24	.	.	PUNCT
cana-2266	151	1	a	a	DET
cana-2266	151	2	wide	wide	ADJ
cana-2266	151	3	range	range	NOUN
cana-2266	151	4	of	of	ADP
cana-2266	151	5	programming	programming	NOUN
cana-2266	151	6	languages	language	NOUN
cana-2266	151	7	,	,	PUNCT
cana-2266	151	8	including	include	VERB
cana-2266	151	9	c	c	NOUN
cana-2266	151	10	,	,	PUNCT
cana-2266	151	11	c++	c++	NOUN
cana-2266	151	12	,	,	PUNCT
cana-2266	151	13	c	c	NOUN
cana-2266	151	14	,	,	PUNCT
cana-2266	151	15	javascript	javascript	NOUN
cana-2266	151	16	,	,	PUNCT
cana-2266	151	17	java	java	PROPN
cana-2266	151	18	,	,	PUNCT
cana-2266	151	19	rust	rust	NOUN
cana-2266	151	20	,	,	PUNCT
cana-2266	151	21	go	go	VERB
cana-2266	151	22	,	,	PUNCT
cana-2266	151	23	python	python	NOUN
cana-2266	151	24	,	,	PUNCT
cana-2266	151	25	sql	sql	NOUN
cana-2266	151	26	,	,	PUNCT
cana-2266	151	27	bash	bash	NOUN
cana-2266	151	28	,	,	PUNCT
cana-2266	151	29	assembly	assembly	NOUN
cana-2266	151	30	,	,	PUNCT
cana-2266	151	31	and	and	CCONJ
cana-2266	151	32	solidity	solidity	NOUN
cana-2266	151	33	are	be	AUX
cana-2266	151	34	also	also	ADV
cana-2266	151	35	covered	cover	VERB
cana-2266	151	36	in	in	ADP
cana-2266	151	37	their	their	PRON
cana-2266	151	38	discussion	discussion	NOUN
cana-2266	151	39	of	of	ADP
cana-2266	151	40	the	the	DET
cana-2266	151	41	ramifications	ramification	NOUN
cana-2266	151	42	of	of	ADP
cana-2266	151	43	these	these	DET
cana-2266	151	44	assaults	assault	NOUN
cana-2266	151	45	.	.	PUNCT
cana-2266	152	1	the	the	DET
cana-2266	152	2	authors	author	NOUN
cana-2266	152	3	also	also	ADV
cana-2266	152	4	stress	stress	VERB
cana-2266	152	5	the	the	DET
cana-2266	152	6	need	need	NOUN
cana-2266	152	7	of	of	ADP
cana-2266	152	8	the	the	DET
cana-2266	152	9	coordinated	coordinated	ADJ
cana-2266	152	10	industrywide	industrywide	ADJ
cana-2266	152	11	disclosure	disclosure	NOUN
cana-2266	152	12	process	process	NOUN
cana-2266	152	13	for	for	ADP
cana-2266	152	14	these	these	DET
cana-2266	152	15	vulnerabilities	vulnerability	NOUN
cana-2266	152	16	because	because	SCONJ
cana-2266	152	17	they	they	PRON
cana-2266	152	18	impact	impact	VERB
cana-2266	152	19	a	a	DET
cana-2266	152	20	variety	variety	NOUN
cana-2266	152	21	of	of	ADP
cana-2266	152	22	editors	editor	NOUN
cana-2266	152	23	,	,	PUNCT
cana-2266	152	24	compilers	compiler	NOUN
cana-2266	152	25	,	,	PUNCT
cana-2266	152	26	and	and	CCONJ
cana-2266	152	27	repositories	repository	NOUN
cana-2266	152	28	.	.	PUNCT
cana-2266	153	1	this	this	DET
cana-2266	153	2	coordinated	coordinate	VERB
cana-2266	153	3	disclosure	disclosure	NOUN
cana-2266	153	4	effort	effort	NOUN
cana-2266	153	5	highlights	highlight	VERB
cana-2266	153	6	the	the	DET
cana-2266	153	7	value	value	NOUN
cana-2266	153	8	of	of	ADP
cana-2266	153	9	cooperation	cooperation	NOUN
cana-2266	153	10	in	in	ADP
cana-2266	153	11	tackling	tackle	VERB
cana-2266	153	12	security	security	NOUN
cana-2266	153	13	risks	risk	NOUN
cana-2266	153	14	that	that	PRON
cana-2266	153	15	cut	cut	VERB
cana-2266	153	16	across	across	ADP
cana-2266	153	17	numerous	numerous	ADJ
cana-2266	153	18	platforms	platform	NOUN
cana-2266	153	19	and	and	CCONJ
cana-2266	153	20	languages	language	NOUN
cana-2266	153	21	and	and	CCONJ
cana-2266	153	22	offers	offer	VERB
cana-2266	153	23	insights	insight	NOUN
cana-2266	153	24	into	into	ADP
cana-2266	153	25	how	how	SCONJ
cana-2266	153	26	various	various	ADJ
cana-2266	153	27	stakeholders	stakeholder	NOUN
cana-2266	153	28	react	react	VERB
cana-2266	153	29	to	to	ADP
cana-2266	153	30	communications	communication	NOUN
cana-2266	153	31	on	on	ADP
cana-2266	153	32	applied	apply	VERB
cana-2266	153	33	nonlinear	nonlinear	ADJ
cana-2266	153	34	analysis	analysis	NOUN
cana-2266	153	35	issn	issn	NOUN
cana-2266	153	36	:	:	PUNCT
cana-2266	153	37	1074	1074	NUM
cana-2266	153	38	-	-	PUNCT
cana-2266	153	39	133x	133x	NUM
cana-2266	153	40	vol	vol	NOUN
cana-2266	153	41	32	32	NUM
cana-2266	153	42	no	no	NOUN
cana-2266	153	43	.	.	PUNCT
cana-2266	154	1	2s	2s	NUM
cana-2266	154	2	(	(	PUNCT
cana-2266	154	3	2025	2025	NUM
cana-2266	154	4	)	)	PUNCT
cana-2266	154	5	210	210	NUM
cana-2266	154	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2266	154	7	vulnerability	vulnerability	NOUN
cana-2266	154	8	releases	release	NOUN
cana-2266	154	9	.	.	PUNCT
cana-2266	155	1	overall	overall	ADJ
cana-2266	155	2	,	,	PUNCT
cana-2266	155	3	by	by	ADP
cana-2266	155	4	highlighting	highlight	VERB
cana-2266	155	5	the	the	DET
cana-2266	155	6	need	need	NOUN
cana-2266	155	7	of	of	ADP
cana-2266	155	8	both	both	CCONJ
cana-2266	155	9	safe	safe	ADJ
cana-2266	155	10	usability	usability	NOUN
cana-2266	155	11	and	and	CCONJ
cana-2266	155	12	compiler	compiler	NOUN
cana-2266	155	13	verification	verification	NOUN
cana-2266	155	14	,	,	PUNCT
cana-2266	155	15	the	the	DET
cana-2266	155	16	study	study	NOUN
cana-2266	155	17	advances	advance	VERB
cana-2266	155	18	the	the	DET
cana-2266	155	19	topic	topic	NOUN
cana-2266	155	20	of	of	ADP
cana-2266	155	21	security	security	NOUN
cana-2266	155	22	usability	usability	NOUN
cana-2266	155	23	from	from	ADP
cana-2266	155	24	the	the	DET
cana-2266	155	25	developer	developer	NOUN
cana-2266	155	26	’s	’s	PART
cana-2266	155	27	point	point	NOUN
cana-2266	155	28	of	of	ADP
cana-2266	155	29	view	view	NOUN
cana-2266	155	30	.	.	PUNCT
cana-2266	156	1	the	the	DET
cana-2266	156	2	authors	author	NOUN
cana-2266	156	3	push	push	VERB
cana-2266	156	4	for	for	ADP
cana-2266	156	5	strong	strong	ADJ
cana-2266	156	6	safeguards	safeguard	NOUN
cana-2266	156	7	against	against	ADP
cana-2266	156	8	trojan	trojan	NOUN
cana-2266	156	9	source	source	NOUN
cana-2266	156	10	assaults	assault	NOUN
cana-2266	156	11	and	and	CCONJ
cana-2266	156	12	pose	pose	VERB
cana-2266	156	13	significant	significant	ADJ
cana-2266	156	14	doubts	doubt	NOUN
cana-2266	156	15	regarding	regard	VERB
cana-2266	156	16	the	the	DET
cana-2266	156	17	reliability	reliability	NOUN
cana-2266	156	18	of	of	ADP
cana-2266	156	19	compilers	compiler	NOUN
cana-2266	156	20	.	.	PUNCT
cana-2266	157	1	the	the	DET
cana-2266	157	2	report	report	NOUN
cana-2266	157	3	also	also	ADV
cana-2266	157	4	lists	list	VERB
cana-2266	157	5	the	the	DET
cana-2266	157	6	major	major	ADJ
cana-2266	157	7	contributions	contribution	NOUN
cana-2266	157	8	,	,	PUNCT
cana-2266	157	9	which	which	PRON
cana-2266	157	10	include	include	VERB
cana-2266	157	11	defining	define	VERB
cana-2266	157	12	trojan	trojan	NOUN
cana-2266	157	13	source	source	NOUN
cana-2266	157	14	assaults	assault	NOUN
cana-2266	157	15	,	,	PUNCT
cana-2266	157	16	offering	offer	VERB
cana-2266	157	17	instances	instance	NOUN
cana-2266	157	18	in	in	ADP
cana-2266	157	19	different	different	ADJ
cana-2266	157	20	programming	programming	NOUN
cana-2266	157	21	languages	language	NOUN
cana-2266	157	22	,	,	PUNCT
cana-2266	157	23	suggesting	suggest	VERB
cana-2266	157	24	compiler	compiler	NOUN
cana-2266	157	25	-	-	PUNCT
cana-2266	157	26	level	level	NOUN
cana-2266	157	27	protections	protection	NOUN
cana-2266	157	28	,	,	PUNCT
cana-2266	157	29	recording	record	VERB
cana-2266	157	30	the	the	DET
cana-2266	157	31	coordinated	coordinated	ADJ
cana-2266	157	32	disclosure	disclosure	NOUN
cana-2266	157	33	procedure	procedure	NOUN
cana-2266	157	34	,	,	PUNCT
cana-2266	157	35	and	and	CCONJ
cana-2266	157	36	raising	raise	VERB
cana-2266	157	37	doubt	doubt	NOUN
cana-2266	157	38	on	on	ADP
cana-2266	157	39	compiler	compiler	NOUN
cana-2266	157	40	reliability	reliability	NOUN
cana-2266	157	41	.	.	PUNCT
cana-2266	158	1	iii	iii	X
cana-2266	158	2	.	.	PROPN
cana-2266	158	3	proposed	propose	VERB
cana-2266	158	4	system	system	NOUN
cana-2266	158	5	the	the	DET
cana-2266	158	6	project	project	NOUN
cana-2266	158	7	is	be	AUX
cana-2266	158	8	a	a	DET
cana-2266	158	9	web	web	NOUN
cana-2266	158	10	application	application	NOUN
cana-2266	158	11	built	build	VERB
cana-2266	158	12	using	use	VERB
cana-2266	158	13	flask	flask	NOUN
cana-2266	158	14	that	that	PRON
cana-2266	158	15	lets	let	VERB
cana-2266	158	16	users	user	NOUN
cana-2266	158	17	upload	upload	VERB
cana-2266	158	18	files	file	NOUN
cana-2266	158	19	to	to	PART
cana-2266	158	20	be	be	AUX
cana-2266	158	21	scanned	scan	VERB
cana-2266	158	22	for	for	ADP
cana-2266	158	23	malware	malware	NOUN
cana-2266	158	24	using	use	VERB
cana-2266	158	25	yara	yara	PROPN
cana-2266	158	26	rules	rule	NOUN
cana-2266	158	27	.	.	PUNCT
cana-2266	159	1	the	the	DET
cana-2266	159	2	program	program	NOUN
cana-2266	159	3	configures	configure	VERB
cana-2266	159	4	an	an	DET
cana-2266	159	5	upload	upload	NOUN
cana-2266	159	6	folder	folder	NOUN
cana-2266	159	7	,	,	PUNCT
cana-2266	159	8	loads	load	VERB
cana-2266	159	9	yara	yara	PROPN
cana-2266	159	10	rules	rule	NOUN
cana-2266	159	11	from	from	ADP
cana-2266	159	12	a	a	DET
cana-2266	159	13	directory	directory	NOUN
cana-2266	159	14	,	,	PUNCT
cana-2266	159	15	and	and	CCONJ
cana-2266	159	16	establishes	establish	VERB
cana-2266	159	17	the	the	DET
cana-2266	159	18	web	web	NOUN
cana-2266	159	19	interface	interface	NOUN
cana-2266	159	20	’s	’s	PART
cana-2266	159	21	routes	route	NOUN
cana-2266	159	22	.	.	PUNCT
cana-2266	160	1	fig	fig	NOUN
cana-2266	160	2	.	.	PUNCT
cana-2266	161	1	8	8	NUM
cana-2266	161	2	:	:	PUNCT
cana-2266	161	3	system	system	NOUN
cana-2266	161	4	architecture	architecture	NOUN
cana-2266	161	5	fig	fig	NOUN
cana-2266	161	6	.	.	PUNCT
cana-2266	162	1	9	9	NUM
cana-2266	162	2	:	:	PUNCT
cana-2266	162	3	file	file	VERB
cana-2266	162	4	uploading	uploading	NOUN
cana-2266	162	5	fig	fig	NOUN
cana-2266	162	6	.	.	PUNCT
cana-2266	163	1	10	10	NUM
cana-2266	163	2	:	:	PUNCT
cana-2266	163	3	yara	yara	PROPN
cana-2266	163	4	scan	scan	AUX
cana-2266	163	5	result	result	VERB
cana-2266	163	6	a	a	DET
cana-2266	163	7	file	file	NOUN
cana-2266	163	8	upload	upload	NOUN
cana-2266	163	9	form	form	NOUN
cana-2266	163	10	can	can	AUX
cana-2266	163	11	be	be	AUX
cana-2266	163	12	found	find	VERB
cana-2266	163	13	via	via	ADP
cana-2266	163	14	the	the	DET
cana-2266	163	15	main	main	ADJ
cana-2266	163	16	route	route	NOUN
cana-2266	163	17	(	(	PUNCT
cana-2266	163	18	/	/	SYM
cana-2266	163	19	)	)	PUNCT
cana-2266	163	20	,	,	PUNCT
cana-2266	163	21	and	and	CCONJ
cana-2266	163	22	the	the	DET
cana-2266	163	23	file	file	NOUN
cana-2266	163	24	upload	upload	NOUN
cana-2266	163	25	procedure	procedure	NOUN
cana-2266	163	26	is	be	AUX
cana-2266	163	27	handled	handle	VERB
cana-2266	163	28	via	via	ADP
cana-2266	163	29	the	the	DET
cana-2266	163	30	/upload	/upload	NOUN
cana-2266	163	31	route	route	NOUN
cana-2266	163	32	.	.	PUNCT
cana-2266	164	1	the	the	DET
cana-2266	164	2	application	application	NOUN
cana-2266	164	3	uses	use	VERB
cana-2266	164	4	the	the	DET
cana-2266	164	5	loaded	loaded	ADJ
cana-2266	164	6	yara	yara	PROPN
cana-2266	164	7	rules	rule	NOUN
cana-2266	164	8	to	to	PART
cana-2266	164	9	scan	scan	VERB
cana-2266	164	10	a	a	DET
cana-2266	164	11	file	file	NOUN
cana-2266	164	12	after	after	SCONJ
cana-2266	164	13	it	it	PRON
cana-2266	164	14	is	be	AUX
cana-2266	164	15	uploaded	upload	VERB
cana-2266	164	16	,	,	PUNCT
cana-2266	164	17	saving	save	VERB
cana-2266	164	18	it	it	PRON
cana-2266	164	19	to	to	ADP
cana-2266	164	20	the	the	DET
cana-2266	164	21	chosen	choose	VERB
cana-2266	164	22	folder	folder	NOUN
cana-2266	164	23	.	.	PUNCT
cana-2266	165	1	the	the	DET
cana-2266	165	2	user	user	NOUN
cana-2266	165	3	sees	see	VERB
cana-2266	165	4	an	an	DET
cana-2266	165	5	error	error	NOUN
cana-2266	165	6	message	message	NOUN
cana-2266	165	7	if	if	SCONJ
cana-2266	165	8	no	no	DET
cana-2266	165	9	file	file	NOUN
cana-2266	165	10	is	be	AUX
cana-2266	165	11	selected	select	VERB
cana-2266	165	12	.	.	PUNCT
cana-2266	166	1	a	a	DET
cana-2266	166	2	results	result	NOUN
cana-2266	166	3	page	page	NOUN
cana-2266	166	4	is	be	AUX
cana-2266	166	5	then	then	ADV
cana-2266	166	6	presented	present	VERB
cana-2266	166	7	with	with	ADP
cana-2266	166	8	the	the	DET
cana-2266	166	9	scan	scan	PROPN
cana-2266	166	10	’s	’s	PART
cana-2266	166	11	findings	finding	NOUN
cana-2266	166	12	,	,	PUNCT
cana-2266	166	13	including	include	VERB
cana-2266	166	14	any	any	DET
cana-2266	166	15	matches	match	NOUN
cana-2266	166	16	discovered	discover	VERB
cana-2266	166	17	by	by	ADP
cana-2266	166	18	the	the	DET
cana-2266	166	19	yara	yara	PROPN
cana-2266	166	20	guidelines	guideline	NOUN
cana-2266	166	21	.	.	PUNCT
cana-2266	167	1	the	the	DET
cana-2266	167	2	user	user	NOUN
cana-2266	167	3	interface	interface	NOUN
cana-2266	167	4	,	,	PUNCT
cana-2266	167	5	which	which	PRON
cana-2266	167	6	was	be	AUX
cana-2266	167	7	created	create	VERB
cana-2266	167	8	using	use	VERB
cana-2266	167	9	bootstrap	bootstrap	NOUN
cana-2266	167	10	,	,	PUNCT
cana-2266	167	11	intends	intend	VERB
cana-2266	167	12	to	to	PART
cana-2266	167	13	offer	offer	VERB
cana-2266	167	14	a	a	DET
cana-2266	167	15	visually	visually	ADV
cana-2266	167	16	appealing	appealing	ADJ
cana-2266	167	17	and	and	CCONJ
cana-2266	167	18	intuitive	intuitive	ADJ
cana-2266	167	19	experience	experience	NOUN
cana-2266	167	20	.	.	PUNCT
cana-2266	168	1	detailed	detailed	ADJ
cana-2266	168	2	error	error	NOUN
cana-2266	168	3	messages	message	NOUN
cana-2266	168	4	will	will	AUX
cana-2266	168	5	be	be	AUX
cana-2266	168	6	incorporated	incorporate	VERB
cana-2266	168	7	for	for	ADP
cana-2266	168	8	improved	improved	ADJ
cana-2266	168	9	usability	usability	NOUN
cana-2266	168	10	.	.	PUNCT
cana-2266	169	1	in	in	ADP
cana-2266	169	2	order	order	NOUN
cana-2266	169	3	to	to	PART
cana-2266	169	4	identify	identify	VERB
cana-2266	169	5	emotet	emotet	NOUN
cana-2266	169	6	malware	malware	NOUN
cana-2266	169	7	,	,	PUNCT
cana-2266	169	8	this	this	DET
cana-2266	169	9	project	project	NOUN
cana-2266	169	10	focuses	focus	VERB
cana-2266	169	11	on	on	ADP
cana-2266	169	12	identifying	identify	VERB
cana-2266	169	13	a	a	DET
cana-2266	169	14	variety	variety	NOUN
cana-2266	169	15	of	of	ADP
cana-2266	169	16	file	file	NOUN
cana-2266	169	17	types	type	NOUN
cana-2266	169	18	,	,	PUNCT
cana-2266	169	19	including	include	VERB
cana-2266	169	20	elf	elf	PRON
cana-2266	169	21	,	,	PUNCT
cana-2266	169	22	pe	pe	INTJ
cana-2266	169	23	,	,	PUNCT
cana-2266	169	24	pdf	pdf	NOUN
cana-2266	169	25	,	,	PUNCT
cana-2266	169	26	gif	gif	NOUN
cana-2266	169	27	,	,	PUNCT
cana-2266	169	28	rar	rar	NOUN
cana-2266	169	29	,	,	PUNCT
cana-2266	169	30	png	png	PROPN
cana-2266	169	31	,	,	PUNCT
cana-2266	169	32	mp3	mp3	NOUN
cana-2266	169	33	,	,	PUNCT
cana-2266	169	34	and	and	CCONJ
cana-2266	169	35	iso	iso	NOUN
cana-2266	169	36	files	file	NOUN
cana-2266	169	37	.	.	PUNCT
cana-2266	170	1	upon	upon	SCONJ
cana-2266	170	2	initializing	initialize	VERB
cana-2266	170	3	a	a	DET
cana-2266	170	4	dictionary	dictionary	NOUN
cana-2266	170	5	to	to	PART
cana-2266	170	6	store	store	VERB
cana-2266	170	7	the	the	DET
cana-2266	170	8	rule	rule	NOUN
cana-2266	170	9	files	file	NOUN
cana-2266	170	10	,	,	PUNCT
cana-2266	170	11	the	the	DET
cana-2266	170	12	‘	'	PUNCT
cana-2266	170	13	load	load	NOUN
cana-2266	170	14	yara	yara	PROPN
cana-2266	170	15	rules	rule	NOUN
cana-2266	170	16	from	from	ADP
cana-2266	170	17	directory(directory	directory(directory	PROPN
cana-2266	170	18	communications	communication	NOUN
cana-2266	170	19	on	on	ADP
cana-2266	170	20	applied	apply	VERB
cana-2266	170	21	nonlinear	nonlinear	ADJ
cana-2266	170	22	analysis	analysis	NOUN
cana-2266	170	23	issn	issn	NOUN
cana-2266	170	24	:	:	PUNCT
cana-2266	170	25	1074	1074	NUM
cana-2266	170	26	-	-	PUNCT
cana-2266	170	27	133x	133x	NUM
cana-2266	170	28	vol	vol	NOUN
cana-2266	170	29	32	32	NUM
cana-2266	170	30	no	no	NOUN
cana-2266	170	31	.	.	PUNCT
cana-2266	171	1	2s	2s	NUM
cana-2266	171	2	(	(	PUNCT
cana-2266	171	3	2025	2025	NUM
cana-2266	171	4	)	)	PUNCT
cana-2266	171	5	211	211	NUM
cana-2266	171	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2266	171	7	path	path	NOUN
cana-2266	171	8	)	)	PUNCT
cana-2266	171	9	‘	'	PUNCT
cana-2266	171	10	method	method	NOUN
cana-2266	171	11	iterates	iterate	VERB
cana-2266	171	12	over	over	ADP
cana-2266	171	13	the	the	DET
cana-2266	171	14	files	file	NOUN
cana-2266	171	15	in	in	ADP
cana-2266	171	16	the	the	DET
cana-2266	171	17	specified	specified	ADJ
cana-2266	171	18	directory	directory	NOUN
cana-2266	171	19	to	to	PART
cana-2266	171	20	gather	gather	VERB
cana-2266	171	21	those	those	PRON
cana-2266	171	22	that	that	PRON
cana-2266	171	23	have	have	VERB
cana-2266	171	24	‘	'	PUNCT
cana-2266	171	25	.yar	.yar	NOUN
cana-2266	171	26	‘	'	PUNCT
cana-2266	171	27	or	or	CCONJ
cana-2266	171	28	‘	'	PUNCT
cana-2266	171	29	.yara	.yara	NUM
cana-2266	171	30	‘	'	PUNCT
cana-2266	171	31	extensions	extension	NOUN
cana-2266	171	32	,	,	PUNCT
cana-2266	171	33	builds	build	VERB
cana-2266	171	34	their	their	PRON
cana-2266	171	35	entire	entire	ADJ
cana-2266	171	36	file	file	NOUN
cana-2266	171	37	paths	path	NOUN
cana-2266	171	38	,	,	PUNCT
cana-2266	171	39	and	and	CCONJ
cana-2266	171	40	employs	employ	VERB
cana-2266	171	41	‘	'	PUNCT
cana-2266	171	42	yara.compile	yara.compile	NOUN
cana-2266	171	43	‘	'	PUNCT
cana-2266	171	44	to	to	PART
cana-2266	171	45	compile	compile	VERB
cana-2266	171	46	these	these	DET
cana-2266	171	47	yara	yara	PROPN
cana-2266	171	48	regulations	regulation	NOUN
cana-2266	171	49	.	.	PUNCT
cana-2266	172	1	if	if	SCONJ
cana-2266	172	2	the	the	DET
cana-2266	172	3	compilation	compilation	NOUN
cana-2266	172	4	is	be	AUX
cana-2266	172	5	successful	successful	ADJ
cana-2266	172	6	,	,	PUNCT
cana-2266	172	7	the	the	DET
cana-2266	172	8	method	method	NOUN
cana-2266	172	9	returns	return	VERB
cana-2266	172	10	the	the	DET
cana-2266	172	11	compiled	compile	VERB
cana-2266	172	12	rules	rule	NOUN
cana-2266	172	13	;	;	PUNCT
cana-2266	172	14	if	if	SCONJ
cana-2266	172	15	not	not	PART
cana-2266	172	16	,	,	PUNCT
cana-2266	172	17	it	it	PRON
cana-2266	172	18	finds	find	VERB
cana-2266	172	19	any	any	DET
cana-2266	172	20	problems	problem	NOUN
cana-2266	172	21	throughout	throughout	ADP
cana-2266	172	22	the	the	DET
cana-2266	172	23	compilation	compilation	NOUN
cana-2266	172	24	process	process	NOUN
cana-2266	172	25	,	,	PUNCT
cana-2266	172	26	emits	emit	VERB
cana-2266	172	27	an	an	DET
cana-2266	172	28	error	error	NOUN
cana-2266	172	29	message	message	NOUN
cana-2266	172	30	,	,	PUNCT
cana-2266	172	31	and	and	CCONJ
cana-2266	172	32	returns	return	NOUN
cana-2266	172	33	‘	'	PUNCT
cana-2266	172	34	none	none	NOUN
cana-2266	172	35	‘	'	PUNCT
cana-2266	172	36	.	.	PUNCT
cana-2266	173	1	fig	fig	NOUN
cana-2266	173	2	.	.	PUNCT
cana-2266	174	1	11	11	NUM
cana-2266	174	2	:	:	PUNCT
cana-2266	174	3	source	source	NOUN
cana-2266	174	4	code	code	NOUN
cana-2266	174	5	snapshot	snapshot	NOUN
cana-2266	174	6	the	the	DET
cana-2266	174	7	second	second	ADJ
cana-2266	174	8	function	function	NOUN
cana-2266	174	9	,	,	PUNCT
cana-2266	174	10	‘	'	PUNCT
cana-2266	174	11	scan	scan	ADJ
cana-2266	174	12	file(file	file(file	PROPN
cana-2266	174	13	path	path	NOUN
cana-2266	174	14	,	,	PUNCT
cana-2266	174	15	rules	rule	NOUN
cana-2266	174	16	)	)	PUNCT
cana-2266	174	17	‘	'	PUNCT
cana-2266	174	18	,	,	PUNCT
cana-2266	174	19	looks	look	VERB
cana-2266	174	20	for	for	ADP
cana-2266	174	21	matches	match	NOUN
cana-2266	174	22	between	between	ADP
cana-2266	174	23	the	the	DET
cana-2266	174	24	file	file	NOUN
cana-2266	174	25	and	and	CCONJ
cana-2266	174	26	the	the	DET
cana-2266	174	27	rules	rule	NOUN
cana-2266	174	28	using	use	VERB
cana-2266	174	29	a	a	DET
cana-2266	174	30	file	file	NOUN
cana-2266	174	31	path	path	NOUN
cana-2266	174	32	and	and	CCONJ
cana-2266	174	33	the	the	DET
cana-2266	174	34	pre	pre	ADJ
cana-2266	174	35	-	-	ADJ
cana-2266	174	36	installed	installed	ADJ
cana-2266	174	37	yara	yara	PROPN
cana-2266	174	38	rules	rule	NOUN
cana-2266	174	39	as	as	ADP
cana-2266	174	40	parameters	parameter	NOUN
cana-2266	174	41	.	.	PUNCT
cana-2266	175	1	it	it	PRON
cana-2266	175	2	detects	detect	VERB
cana-2266	175	3	problems	problem	NOUN
cana-2266	175	4	during	during	ADP
cana-2266	175	5	the	the	DET
cana-2266	175	6	matching	matching	NOUN
cana-2266	175	7	process	process	NOUN
cana-2266	175	8	,	,	PUNCT
cana-2266	175	9	produces	produce	VERB
cana-2266	175	10	an	an	DET
cana-2266	175	11	error	error	NOUN
cana-2266	175	12	notice	notice	NOUN
cana-2266	175	13	,	,	PUNCT
cana-2266	175	14	and	and	CCONJ
cana-2266	175	15	replaces	replace	VERB
cana-2266	175	16	the	the	DET
cana-2266	175	17	found	find	VERB
cana-2266	175	18	matches	match	NOUN
cana-2266	175	19	with	with	ADP
cana-2266	175	20	an	an	DET
cana-2266	175	21	empty	empty	ADJ
cana-2266	175	22	list	list	NOUN
cana-2266	175	23	.	.	PUNCT
cana-2266	176	1	the	the	DET
cana-2266	176	2	general	general	ADJ
cana-2266	176	3	process	process	NOUN
cana-2266	176	4	entails	entail	VERB
cana-2266	176	5	defining	define	VERB
cana-2266	176	6	the	the	DET
cana-2266	176	7	path	path	NOUN
cana-2266	176	8	to	to	ADP
cana-2266	176	9	the	the	DET
cana-2266	176	10	directory	directory	NOUN
cana-2266	176	11	containing	contain	VERB
cana-2266	176	12	the	the	DET
cana-2266	176	13	yara	yara	PROPN
cana-2266	176	14	rule	rule	NOUN
cana-2266	176	15	files	file	NOUN
cana-2266	176	16	,	,	PUNCT
cana-2266	176	17	loading	loading	NOUN
cana-2266	176	18	and	and	CCONJ
cana-2266	176	19	assembling	assemble	VERB
cana-2266	176	20	the	the	DET
cana-2266	176	21	yara	yara	PROPN
cana-2266	176	22	rules	rule	NOUN
cana-2266	176	23	from	from	ADP
cana-2266	176	24	this	this	DET
cana-2266	176	25	directory	directory	NOUN
cana-2266	176	26	,	,	PUNCT
cana-2266	176	27	and	and	CCONJ
cana-2266	176	28	then	then	ADV
cana-2266	176	29	employing	employ	VERB
cana-2266	176	30	the	the	DET
cana-2266	176	31	rules	rule	NOUN
cana-2266	176	32	to	to	PART
cana-2266	176	33	perform	perform	VERB
cana-2266	176	34	file	file	NOUN
cana-2266	176	35	scanning	scanning	NOUN
cana-2266	176	36	.	.	PUNCT
cana-2266	177	1	both	both	DET
cana-2266	177	2	functions	function	NOUN
cana-2266	177	3	include	include	VERB
cana-2266	177	4	error	error	NOUN
cana-2266	177	5	handling	handling	NOUN
cana-2266	177	6	to	to	PART
cana-2266	177	7	guarantee	guarantee	VERB
cana-2266	177	8	that	that	SCONJ
cana-2266	177	9	the	the	DET
cana-2266	177	10	application	application	NOUN
cana-2266	177	11	can	can	AUX
cana-2266	177	12	manage	manage	VERB
cana-2266	177	13	problems	problem	NOUN
cana-2266	177	14	during	during	ADP
cana-2266	177	15	rule	rule	NOUN
cana-2266	177	16	compilation	compilation	NOUN
cana-2266	177	17	and	and	CCONJ
cana-2266	177	18	file	file	NOUN
cana-2266	177	19	scanning	scanning	NOUN
cana-2266	177	20	without	without	ADP
cana-2266	177	21	crashing	crash	VERB
cana-2266	177	22	.	.	PUNCT
cana-2266	178	1	flask	flask	NOUN
cana-2266	178	2	is	be	AUX
cana-2266	178	3	a	a	DET
cana-2266	178	4	simple	simple	ADJ
cana-2266	178	5	and	and	CCONJ
cana-2266	178	6	adaptable	adaptable	ADJ
cana-2266	178	7	web	web	NOUN
cana-2266	178	8	framework	framework	NOUN
cana-2266	178	9	for	for	ADP
cana-2266	178	10	python	python	NOUN
cana-2266	178	11	,	,	PUNCT
cana-2266	178	12	it	it	PRON
cana-2266	178	13	is	be	AUX
cana-2266	178	14	perfect	perfect	ADJ
cana-2266	178	15	for	for	ADP
cana-2266	178	16	creating	create	VERB
cana-2266	178	17	web	web	NOUN
cana-2266	178	18	apps	app	NOUN
cana-2266	178	19	that	that	PRON
cana-2266	178	20	require	require	VERB
cana-2266	178	21	little	little	ADJ
cana-2266	178	22	setup	setup	NOUN
cana-2266	178	23	.	.	PUNCT
cana-2266	179	1	it	it	PRON
cana-2266	179	2	offers	offer	VERB
cana-2266	179	3	necessary	necessary	ADJ
cana-2266	179	4	tools	tool	NOUN
cana-2266	179	5	for	for	ADP
cana-2266	179	6	processing	process	VERB
cana-2266	179	7	http	http	NOUN
cana-2266	179	8	requests	request	NOUN
cana-2266	179	9	,	,	PUNCT
cana-2266	179	10	routing	routing	NOUN
cana-2266	179	11	,	,	PUNCT
cana-2266	179	12	and	and	CCONJ
cana-2266	179	13	templating	templating	NOUN
cana-2266	179	14	.	.	PUNCT
cana-2266	180	1	flask	flask	NOUN
cana-2266	180	2	is	be	AUX
cana-2266	180	3	used	use	VERB
cana-2266	180	4	in	in	ADP
cana-2266	180	5	this	this	DET
cana-2266	180	6	project	project	NOUN
cana-2266	180	7	to	to	PART
cana-2266	180	8	construct	construct	VERB
cana-2266	180	9	a	a	DET
cana-2266	180	10	web	web	NOUN
cana-2266	180	11	interface	interface	NOUN
cana-2266	180	12	that	that	PRON
cana-2266	180	13	allows	allow	VERB
cana-2266	180	14	users	user	NOUN
cana-2266	180	15	to	to	PART
cana-2266	180	16	upload	upload	VERB
cana-2266	180	17	files	file	NOUN
cana-2266	180	18	for	for	ADP
cana-2266	180	19	malware	malware	NOUN
cana-2266	180	20	detection	detection	NOUN
cana-2266	180	21	.	.	PUNCT
cana-2266	181	1	the	the	DET
cana-2266	181	2	upload	upload	NOUN
cana-2266	181	3	form	form	NOUN
cana-2266	181	4	is	be	AUX
cana-2266	181	5	displayed	display	VERB
cana-2266	181	6	by	by	ADP
cana-2266	181	7	the	the	DET
cana-2266	181	8	main	main	ADJ
cana-2266	181	9	route	route	NOUN
cana-2266	181	10	(	(	PUNCT
cana-2266	181	11	/	/	SYM
cana-2266	181	12	)	)	PUNCT
cana-2266	181	13	,	,	PUNCT
cana-2266	181	14	and	and	CCONJ
cana-2266	181	15	the	the	DET
cana-2266	181	16	uploaded	uploaded	ADJ
cana-2266	181	17	files	file	NOUN
cana-2266	181	18	are	be	AUX
cana-2266	181	19	processed	process	VERB
cana-2266	181	20	,	,	PUNCT
cana-2266	181	21	scanned	scan	VERB
cana-2266	181	22	using	use	VERB
cana-2266	181	23	yara	yara	PROPN
cana-2266	181	24	rules	rule	NOUN
cana-2266	181	25	,	,	PUNCT
cana-2266	181	26	and	and	CCONJ
cana-2266	181	27	the	the	DET
cana-2266	181	28	results	result	NOUN
cana-2266	181	29	are	be	AUX
cana-2266	181	30	displayed	display	VERB
cana-2266	181	31	on	on	ADP
cana-2266	181	32	a	a	DET
cana-2266	181	33	separate	separate	ADJ
cana-2266	181	34	page	page	NOUN
cana-2266	181	35	by	by	ADP
cana-2266	181	36	the	the	DET
cana-2266	181	37	‘	'	PUNCT
cana-2266	181	38	/upload	/upload	NOUN
cana-2266	181	39	route	route	NOUN
cana-2266	181	40	.	.	PUNCT
cana-2266	182	1	the	the	PRON
cana-2266	182	2	backend	backend	NOUN
cana-2266	182	3	operations	operation	NOUN
cana-2266	182	4	and	and	CCONJ
cana-2266	182	5	user	user	NOUN
cana-2266	182	6	interface	interface	NOUN
cana-2266	182	7	of	of	ADP
cana-2266	182	8	the	the	DET
cana-2266	182	9	application	application	NOUN
cana-2266	182	10	may	may	AUX
cana-2266	182	11	be	be	AUX
cana-2266	182	12	easily	easily	ADV
cana-2266	182	13	developed	develop	VERB
cana-2266	182	14	and	and	CCONJ
cana-2266	182	15	managed	manage	VERB
cana-2266	182	16	because	because	SCONJ
cana-2266	182	17	to	to	PART
cana-2266	182	18	flask	flask	VERB
cana-2266	182	19	’s	’s	PART
cana-2266	182	20	ease	ease	NOUN
cana-2266	182	21	of	of	ADP
cana-2266	182	22	use	use	NOUN
cana-2266	182	23	and	and	CCONJ
cana-2266	182	24	capabilities	capability	NOUN
cana-2266	182	25	.	.	PUNCT
cana-2266	183	1	a.	a.	NOUN
cana-2266	183	2	yara	yara	PROPN
cana-2266	183	3	rules	rule	VERB
cana-2266	183	4	yara	yara	PROPN
cana-2266	183	5	is	be	AUX
cana-2266	183	6	a	a	DET
cana-2266	183	7	useful	useful	ADJ
cana-2266	183	8	tool	tool	NOUN
cana-2266	183	9	for	for	ADP
cana-2266	183	10	identifying	identify	VERB
cana-2266	183	11	and	and	CCONJ
cana-2266	183	12	classifying	classify	VERB
cana-2266	183	13	malware	malware	NOUN
cana-2266	183	14	samples	sample	NOUN
cana-2266	183	15	;	;	PUNCT
cana-2266	183	16	malware	malware	NOUN
cana-2266	183	17	researchers	researcher	NOUN
cana-2266	183	18	often	often	ADV
cana-2266	183	19	refer	refer	VERB
cana-2266	183	20	to	to	ADP
cana-2266	183	21	it	it	PRON
cana-2266	183	22	as	as	ADP
cana-2266	183	23	the	the	DET
cana-2266	183	24	”	"	PUNCT
cana-2266	183	25	pattern	pattern	NOUN
cana-2266	183	26	matching	match	VERB
cana-2266	183	27	swiss	swiss	ADJ
cana-2266	183	28	knife	knife	NOUN
cana-2266	183	29	.	.	PUNCT
cana-2266	183	30	”	"	PUNCT
cana-2266	184	1	using	use	VERB
cana-2266	184	2	textual	textual	ADJ
cana-2266	184	3	or	or	CCONJ
cana-2266	184	4	binary	binary	ADJ
cana-2266	184	5	patterns	pattern	NOUN
cana-2266	184	6	,	,	PUNCT
cana-2266	184	7	users	user	NOUN
cana-2266	184	8	can	can	AUX
cana-2266	184	9	describe	describe	VERB
cana-2266	184	10	malware	malware	NOUN
cana-2266	184	11	families	family	NOUN
cana-2266	184	12	that	that	PRON
cana-2266	184	13	can	can	AUX
cana-2266	184	14	subsequently	subsequently	ADV
cana-2266	184	15	be	be	AUX
cana-2266	184	16	used	use	VERB
cana-2266	184	17	to	to	PART
cana-2266	184	18	search	search	VERB
cana-2266	184	19	files	file	NOUN
cana-2266	184	20	or	or	CCONJ
cana-2266	184	21	processes	process	NOUN
cana-2266	184	22	for	for	ADP
cana-2266	184	23	these	these	DET
cana-2266	184	24	patterns	pattern	NOUN
cana-2266	184	25	.	.	PUNCT
cana-2266	185	1	a	a	DET
cana-2266	185	2	boolean	boolean	ADJ
cana-2266	185	3	expression	expression	NOUN
cana-2266	185	4	that	that	PRON
cana-2266	185	5	specifies	specify	VERB
cana-2266	185	6	the	the	DET
cana-2266	185	7	circumstances	circumstance	NOUN
cana-2266	185	8	in	in	ADP
cana-2266	185	9	which	which	PRON
cana-2266	185	10	a	a	DET
cana-2266	185	11	file	file	NOUN
cana-2266	185	12	or	or	CCONJ
cana-2266	185	13	process	process	NOUN
cana-2266	185	14	will	will	AUX
cana-2266	185	15	be	be	AUX
cana-2266	185	16	matched	match	VERB
cana-2266	185	17	by	by	ADP
cana-2266	185	18	a	a	DET
cana-2266	185	19	yara	yara	NOUN
cana-2266	185	20	rule	rule	NOUN
cana-2266	185	21	is	be	AUX
cana-2266	185	22	combined	combine	VERB
cana-2266	185	23	with	with	ADP
cana-2266	185	24	a	a	DET
cana-2266	185	25	series	series	NOUN
cana-2266	185	26	of	of	ADP
cana-2266	185	27	strings	string	NOUN
cana-2266	185	28	to	to	PART
cana-2266	185	29	produce	produce	VERB
cana-2266	185	30	a	a	DET
cana-2266	185	31	rule	rule	NOUN
cana-2266	185	32	.	.	PUNCT
cana-2266	186	1	these	these	DET
cana-2266	186	2	criteria	criterion	NOUN
cana-2266	186	3	are	be	AUX
cana-2266	186	4	useful	useful	ADJ
cana-2266	186	5	for	for	ADP
cana-2266	186	6	identifying	identify	VERB
cana-2266	186	7	and	and	CCONJ
cana-2266	186	8	categorizing	categorize	VERB
cana-2266	186	9	malware	malware	NOUN
cana-2266	186	10	since	since	SCONJ
cana-2266	186	11	they	they	PRON
cana-2266	186	12	are	be	AUX
cana-2266	186	13	flexible	flexible	ADJ
cana-2266	186	14	and	and	CCONJ
cana-2266	186	15	clear	clear	ADJ
cana-2266	186	16	,	,	PUNCT
cana-2266	186	17	enabling	enable	VERB
cana-2266	186	18	security	security	NOUN
cana-2266	186	19	professionals	professional	NOUN
cana-2266	186	20	to	to	PART
cana-2266	186	21	assess	assess	VERB
cana-2266	186	22	threats	threat	NOUN
cana-2266	186	23	by	by	ADP
cana-2266	186	24	examining	examine	VERB
cana-2266	186	25	the	the	DET
cana-2266	186	26	unique	unique	ADJ
cana-2266	186	27	characteristics	characteristic	NOUN
cana-2266	186	28	of	of	ADP
cana-2266	186	29	malware	malware	NOUN
cana-2266	186	30	that	that	PRON
cana-2266	186	31	has	have	AUX
cana-2266	186	32	been	be	AUX
cana-2266	186	33	identified	identify	VERB
cana-2266	186	34	.	.	PUNCT
cana-2266	187	1	to	to	PART
cana-2266	187	2	increase	increase	VERB
cana-2266	187	3	detection	detection	NOUN
cana-2266	187	4	capabilities	capability	NOUN
cana-2266	187	5	and	and	CCONJ
cana-2266	187	6	strengthen	strengthen	VERB
cana-2266	187	7	cyber	cyber	ADJ
cana-2266	187	8	security	security	NOUN
cana-2266	187	9	defenses	defense	NOUN
cana-2266	187	10	overall	overall	ADV
cana-2266	187	11	,	,	PUNCT
cana-2266	187	12	threat	threat	NOUN
cana-2266	187	13	intelligence	intelligence	NOUN
cana-2266	187	14	,	,	PUNCT
cana-2266	187	15	incident	incident	NOUN
cana-2266	187	16	response	response	NOUN
cana-2266	187	17	,	,	PUNCT
cana-2266	187	18	and	and	CCONJ
cana-2266	187	19	research	research	NOUN
cana-2266	187	20	all	all	PRON
cana-2266	187	21	heavily	heavily	ADV
cana-2266	187	22	rely	rely	VERB
cana-2266	187	23	on	on	ADP
cana-2266	187	24	yara	yara	NOUN
cana-2266	187	25	.	.	PUNCT
cana-2266	188	1	yara	yara	PROPN
cana-2266	188	2	rules	rule	NOUN
cana-2266	188	3	are	be	AUX
cana-2266	188	4	highly	highly	ADV
cana-2266	188	5	adaptive	adaptive	ADJ
cana-2266	188	6	to	to	ADP
cana-2266	188	7	different	different	ADJ
cana-2266	188	8	kinds	kind	NOUN
cana-2266	188	9	of	of	ADP
cana-2266	188	10	malware	malware	NOUN
cana-2266	188	11	because	because	SCONJ
cana-2266	188	12	they	they	PRON
cana-2266	188	13	support	support	VERB
cana-2266	188	14	intricate	intricate	ADJ
cana-2266	188	15	logic	logic	NOUN
cana-2266	188	16	and	and	CCONJ
cana-2266	188	17	conditions	condition	NOUN
cana-2266	188	18	.	.	PUNCT
cana-2266	189	1	additionally	additionally	ADV
cana-2266	189	2	,	,	PUNCT
cana-2266	189	3	yara	yara	PROPN
cana-2266	189	4	communications	communication	NOUN
cana-2266	189	5	on	on	ADP
cana-2266	189	6	applied	apply	VERB
cana-2266	189	7	nonlinear	nonlinear	ADJ
cana-2266	189	8	analysis	analysis	NOUN
cana-2266	189	9	issn	issn	NOUN
cana-2266	189	10	:	:	PUNCT
cana-2266	189	11	1074	1074	NUM
cana-2266	189	12	-	-	PUNCT
cana-2266	189	13	133x	133x	NUM
cana-2266	189	14	vol	vol	NOUN
cana-2266	189	15	32	32	NUM
cana-2266	189	16	no	no	NOUN
cana-2266	189	17	.	.	PUNCT
cana-2266	190	1	2s	2s	NUM
cana-2266	190	2	(	(	PUNCT
cana-2266	190	3	2025	2025	NUM
cana-2266	190	4	)	)	PUNCT
cana-2266	190	5	212	212	NUM
cana-2266	190	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2266	190	7	is	be	AUX
cana-2266	190	8	open	open	ADJ
cana-2266	190	9	-	-	PUNCT
cana-2266	190	10	source	source	NOUN
cana-2266	190	11	,	,	PUNCT
cana-2266	190	12	which	which	PRON
cana-2266	190	13	makes	make	VERB
cana-2266	190	14	it	it	PRON
cana-2266	190	15	available	available	ADJ
cana-2266	190	16	to	to	ADP
cana-2266	190	17	a	a	DET
cana-2266	190	18	broad	broad	ADJ
cana-2266	190	19	spectrum	spectrum	NOUN
cana-2266	190	20	of	of	ADP
cana-2266	190	21	security	security	NOUN
cana-2266	190	22	experts	expert	NOUN
cana-2266	190	23	and	and	CCONJ
cana-2266	190	24	organizations	organization	NOUN
cana-2266	190	25	.	.	PUNCT
cana-2266	191	1	yara	yara	PROPN
cana-2266	191	2	rules	rule	NOUN
cana-2266	191	3	are	be	AUX
cana-2266	191	4	utilized	utilize	VERB
cana-2266	191	5	in	in	ADP
cana-2266	191	6	this	this	DET
cana-2266	191	7	project	project	NOUN
cana-2266	191	8	to	to	PART
cana-2266	191	9	check	check	VERB
cana-2266	191	10	uploaded	uploaded	ADJ
cana-2266	191	11	files	file	NOUN
cana-2266	191	12	for	for	ADP
cana-2266	191	13	malware	malware	NOUN
cana-2266	191	14	signatures	signature	NOUN
cana-2266	191	15	.	.	PUNCT
cana-2266	192	1	fig	fig	NOUN
cana-2266	192	2	.	.	PUNCT
cana-2266	193	1	12	12	NUM
cana-2266	193	2	:	:	PUNCT
cana-2266	193	3	yara	yara	X
cana-2266	193	4	rules	rule	VERB
cana-2266	193	5	a	a	DET
cana-2266	193	6	file	file	NOUN
cana-2266	193	7	is	be	AUX
cana-2266	193	8	saved	save	VERB
cana-2266	193	9	in	in	ADP
cana-2266	193	10	a	a	DET
cana-2266	193	11	specific	specific	ADJ
cana-2266	193	12	upload	upload	NOUN
cana-2266	193	13	folder	folder	NOUN
cana-2266	193	14	when	when	SCONJ
cana-2266	193	15	it	it	PRON
cana-2266	193	16	is	be	AUX
cana-2266	193	17	uploaded	upload	VERB
cana-2266	193	18	using	use	VERB
cana-2266	193	19	the	the	DET
cana-2266	193	20	flask	flask	NOUN
cana-2266	193	21	web	web	NOUN
cana-2266	193	22	application	application	NOUN
cana-2266	193	23	.	.	PUNCT
cana-2266	194	1	after	after	ADP
cana-2266	194	2	that	that	PRON
cana-2266	194	3	,	,	PUNCT
cana-2266	194	4	the	the	DET
cana-2266	194	5	program	program	NOUN
cana-2266	194	6	loads	load	VERB
cana-2266	194	7	the	the	DET
cana-2266	194	8	yara	yara	PROPN
cana-2266	194	9	rules	rule	NOUN
cana-2266	194	10	from	from	ADP
cana-2266	194	11	a	a	DET
cana-2266	194	12	designated	designate	VERB
cana-2266	194	13	directory	directory	NOUN
cana-2266	194	14	and	and	CCONJ
cana-2266	194	15	applies	apply	VERB
cana-2266	194	16	them	they	PRON
cana-2266	194	17	to	to	ADP
cana-2266	194	18	the	the	DET
cana-2266	194	19	file	file	NOUN
cana-2266	194	20	that	that	PRON
cana-2266	194	21	was	be	AUX
cana-2266	194	22	uploaded	upload	VERB
cana-2266	194	23	.	.	PUNCT
cana-2266	195	1	these	these	DET
cana-2266	195	2	criteria	criterion	NOUN
cana-2266	195	3	look	look	VERB
cana-2266	195	4	for	for	ADP
cana-2266	195	5	particular	particular	ADJ
cana-2266	195	6	patterns	pattern	NOUN
cana-2266	195	7	and	and	CCONJ
cana-2266	195	8	traits	trait	NOUN
cana-2266	195	9	linked	link	VERB
cana-2266	195	10	to	to	ADP
cana-2266	195	11	several	several	ADJ
cana-2266	195	12	kinds	kind	NOUN
cana-2266	195	13	of	of	ADP
cana-2266	195	14	malware	malware	NOUN
cana-2266	195	15	,	,	PUNCT
cana-2266	195	16	including	include	VERB
cana-2266	195	17	emotet	emotet	NOUN
cana-2266	195	18	.	.	PUNCT
cana-2266	196	1	informing	inform	VERB
cana-2266	196	2	the	the	DET
cana-2266	196	3	user	user	NOUN
cana-2266	196	4	about	about	ADP
cana-2266	196	5	potential	potential	ADJ
cana-2266	196	6	risks	risk	NOUN
cana-2266	196	7	in	in	ADP
cana-2266	196	8	the	the	DET
cana-2266	196	9	uploaded	uploaded	ADJ
cana-2266	196	10	material	material	NOUN
cana-2266	196	11	,	,	PUNCT
cana-2266	196	12	the	the	DET
cana-2266	196	13	results	result	NOUN
cana-2266	196	14	of	of	ADP
cana-2266	196	15	any	any	DET
cana-2266	196	16	matches	match	NOUN
cana-2266	196	17	are	be	AUX
cana-2266	196	18	shown	show	VERB
cana-2266	196	19	on	on	ADP
cana-2266	196	20	a	a	DET
cana-2266	196	21	separate	separate	ADJ
cana-2266	196	22	results	result	NOUN
cana-2266	196	23	page	page	NOUN
cana-2266	196	24	.	.	PUNCT
cana-2266	197	1	through	through	ADP
cana-2266	197	2	this	this	DET
cana-2266	197	3	integration	integration	NOUN
cana-2266	197	4	,	,	PUNCT
cana-2266	197	5	the	the	DET
cana-2266	197	6	project	project	NOUN
cana-2266	197	7	can	can	AUX
cana-2266	197	8	better	well	ADV
cana-2266	197	9	identify	identify	VERB
cana-2266	197	10	and	and	CCONJ
cana-2266	197	11	guard	guard	VERB
cana-2266	197	12	against	against	ADP
cana-2266	197	13	malware	malware	NOUN
cana-2266	197	14	by	by	ADP
cana-2266	197	15	utilizing	utilize	VERB
cana-2266	197	16	yara	yara	PROPN
cana-2266	197	17	’s	’s	PART
cana-2266	197	18	robust	robust	ADJ
cana-2266	197	19	detection	detection	NOUN
cana-2266	197	20	capabilities	capability	NOUN
cana-2266	197	21	.	.	PUNCT
cana-2266	198	1	iv	iv	X
cana-2266	198	2	.	.	PUNCT
cana-2266	198	3	conclusion	conclusion	NOUN
cana-2266	198	4	and	and	CCONJ
cana-2266	198	5	future	future	ADJ
cana-2266	198	6	scope	scope	NOUN
cana-2266	198	7	the	the	DET
cana-2266	198	8	research	research	NOUN
cana-2266	198	9	paper	paper	NOUN
cana-2266	198	10	developed	develop	VERB
cana-2266	198	11	a	a	DET
cana-2266	198	12	reliable	reliable	ADJ
cana-2266	198	13	method	method	NOUN
cana-2266	198	14	using	use	VERB
cana-2266	198	15	yara	yara	PROPN
cana-2266	198	16	rules	rule	NOUN
cana-2266	198	17	in	in	ADP
cana-2266	198	18	a	a	DET
cana-2266	198	19	easy	easy	ADJ
cana-2266	198	20	to	to	PART
cana-2266	198	21	use	use	VERB
cana-2266	198	22	flask	flask	NOUN
cana-2266	198	23	web	web	NOUN
cana-2266	198	24	application	application	NOUN
cana-2266	198	25	to	to	PART
cana-2266	198	26	identify	identify	VERB
cana-2266	198	27	emotet	emotet	NOUN
cana-2266	198	28	malware	malware	NOUN
cana-2266	198	29	.	.	PUNCT
cana-2266	199	1	the	the	DET
cana-2266	199	2	project	project	NOUN
cana-2266	199	3	’s	’s	PART
cana-2266	199	4	primary	primary	ADJ
cana-2266	199	5	results	result	NOUN
cana-2266	199	6	include	include	VERB
cana-2266	199	7	using	use	VERB
cana-2266	199	8	a	a	DET
cana-2266	199	9	large	large	ADJ
cana-2266	199	10	number	number	NOUN
cana-2266	199	11	of	of	ADP
cana-2266	199	12	yara	yara	PROPN
cana-2266	199	13	rules	rule	NOUN
cana-2266	199	14	to	to	PART
cana-2266	199	15	identify	identify	VERB
cana-2266	199	16	various	various	ADJ
cana-2266	199	17	emotet	emotet	NOUN
cana-2266	199	18	related	relate	VERB
cana-2266	199	19	file	file	NOUN
cana-2266	199	20	formats	format	NOUN
cana-2266	199	21	,	,	PUNCT
cana-2266	199	22	creating	create	VERB
cana-2266	199	23	a	a	DET
cana-2266	199	24	responsive	responsive	ADJ
cana-2266	199	25	web	web	NOUN
cana-2266	199	26	interface	interface	NOUN
cana-2266	199	27	using	use	VERB
cana-2266	199	28	bootstrap	bootstrap	NOUN
cana-2266	199	29	,	,	PUNCT
cana-2266	199	30	and	and	CCONJ
cana-2266	199	31	enhancing	enhance	VERB
cana-2266	199	32	user	user	NOUN
cana-2266	199	33	experience	experience	NOUN
cana-2266	199	34	by	by	ADP
cana-2266	199	35	using	use	VERB
cana-2266	199	36	error	error	NOUN
cana-2266	199	37	management	management	NOUN
cana-2266	199	38	and	and	CCONJ
cana-2266	199	39	user	user	NOUN
cana-2266	199	40	-	-	PUNCT
cana-2266	199	41	friendly	friendly	ADJ
cana-2266	199	42	design	design	NOUN
cana-2266	199	43	.	.	PUNCT
cana-2266	200	1	while	while	SCONJ
cana-2266	200	2	virus	virus	NOUN
cana-2266	200	3	total	total	NOUN
cana-2266	200	4	facilitates	facilitate	VERB
cana-2266	200	5	file	file	NOUN
cana-2266	200	6	scanning	scanning	NOUN
cana-2266	200	7	using	use	VERB
cana-2266	200	8	yara	yara	PROPN
cana-2266	200	9	rules	rule	NOUN
cana-2266	200	10	,	,	PUNCT
cana-2266	200	11	its	its	PRON
cana-2266	200	12	adoption	adoption	NOUN
cana-2266	200	13	by	by	ADP
cana-2266	200	14	organizations	organization	NOUN
cana-2266	200	15	is	be	AUX
cana-2266	200	16	limited	limit	VERB
cana-2266	200	17	due	due	ADP
cana-2266	200	18	to	to	ADP
cana-2266	200	19	the	the	DET
cana-2266	200	20	risk	risk	NOUN
cana-2266	200	21	of	of	ADP
cana-2266	200	22	data	datum	NOUN
cana-2266	200	23	breaches	breach	NOUN
cana-2266	200	24	associated	associate	VERB
cana-2266	200	25	with	with	ADP
cana-2266	200	26	publicly	publicly	ADV
cana-2266	200	27	visible	visible	ADJ
cana-2266	200	28	file	file	NOUN
cana-2266	200	29	uploads	upload	NOUN
cana-2266	200	30	.	.	PUNCT
cana-2266	201	1	implementing	implement	VERB
cana-2266	201	2	a	a	DET
cana-2266	201	3	web	web	NOUN
cana-2266	201	4	application	application	NOUN
cana-2266	201	5	within	within	ADP
cana-2266	201	6	an	an	DET
cana-2266	201	7	access	access	NOUN
cana-2266	201	8	-	-	PUNCT
cana-2266	201	9	controlled	control	VERB
cana-2266	201	10	environment	environment	NOUN
cana-2266	201	11	mitigates	mitigate	VERB
cana-2266	201	12	this	this	DET
cana-2266	201	13	risk	risk	NOUN
cana-2266	201	14	by	by	ADP
cana-2266	201	15	obviating	obviate	VERB
cana-2266	201	16	the	the	DET
cana-2266	201	17	need	need	NOUN
cana-2266	201	18	to	to	PART
cana-2266	201	19	upload	upload	VERB
cana-2266	201	20	suspicious	suspicious	ADJ
cana-2266	201	21	files	file	NOUN
cana-2266	201	22	to	to	ADP
cana-2266	201	23	a	a	DET
cana-2266	201	24	publicly	publicly	ADV
cana-2266	201	25	accessible	accessible	ADJ
cana-2266	201	26	platform	platform	NOUN
cana-2266	201	27	,	,	PUNCT
cana-2266	201	28	thereby	thereby	ADV
cana-2266	201	29	providing	provide	VERB
cana-2266	201	30	a	a	DET
cana-2266	201	31	more	more	ADV
cana-2266	201	32	secure	secure	ADJ
cana-2266	201	33	solution	solution	NOUN
cana-2266	201	34	for	for	ADP
cana-2266	201	35	organizations	organization	NOUN
cana-2266	201	36	.	.	PUNCT
cana-2266	202	1	the	the	DET
cana-2266	202	2	project	project	NOUN
cana-2266	202	3	’s	’s	PART
cana-2266	202	4	goals	goal	NOUN
cana-2266	202	5	of	of	ADP
cana-2266	202	6	user	user	NOUN
cana-2266	202	7	accessibility	accessibility	NOUN
cana-2266	202	8	and	and	CCONJ
cana-2266	202	9	efficient	efficient	ADJ
cana-2266	202	10	virus	virus	NOUN
cana-2266	202	11	detection	detection	NOUN
cana-2266	202	12	were	be	AUX
cana-2266	202	13	both	both	PRON
cana-2266	202	14	met	meet	VERB
cana-2266	202	15	.	.	PUNCT
cana-2266	203	1	additional	additional	ADJ
cana-2266	203	2	malware	malware	NOUN
cana-2266	203	3	varieties	variety	NOUN
cana-2266	203	4	could	could	AUX
cana-2266	203	5	be	be	AUX
cana-2266	203	6	covered	cover	VERB
cana-2266	203	7	by	by	ADP
cana-2266	203	8	the	the	DET
cana-2266	203	9	detection	detection	NOUN
cana-2266	203	10	capabilities	capability	NOUN
cana-2266	203	11	in	in	ADP
cana-2266	203	12	future	future	NOUN
cana-2266	203	13	,	,	PUNCT
cana-2266	203	14	and	and	CCONJ
cana-2266	203	15	machine	machine	NOUN
cana-2266	203	16	learning	learning	NOUN
cana-2266	203	17	could	could	AUX
cana-2266	203	18	be	be	AUX
cana-2266	203	19	included	include	VERB
cana-2266	203	20	for	for	ADP
cana-2266	203	21	adaptive	adaptive	ADJ
cana-2266	203	22	threat	threat	NOUN
cana-2266	203	23	detection	detection	NOUN
cana-2266	203	24	.	.	PUNCT
cana-2266	204	1	this	this	DET
cana-2266	204	2	research	research	NOUN
cana-2266	204	3	paper	paper	NOUN
cana-2266	204	4	seems	seem	VERB
cana-2266	204	5	to	to	PART
cana-2266	204	6	establishes	establish	VERB
cana-2266	204	7	a	a	DET
cana-2266	204	8	framework	framework	NOUN
cana-2266	204	9	for	for	ADP
cana-2266	204	10	efficient	efficient	ADJ
cana-2266	204	11	malware	malware	NOUN
cana-2266	204	12	analysis	analysis	NOUN
cana-2266	204	13	and	and	CCONJ
cana-2266	204	14	user	user	NOUN
cana-2266	204	15	-	-	PUNCT
cana-2266	204	16	centered	center	VERB
cana-2266	204	17	design	design	NOUN
cana-2266	204	18	in	in	ADP
cana-2266	204	19	cyber	cyber	ADJ
cana-2266	204	20	security	security	NOUN
cana-2266	204	21	software	software	NOUN
cana-2266	204	22	.	.	PUNCT
cana-2266	205	1	references	reference	NOUN
cana-2266	205	2	[	[	X
cana-2266	205	3	1	1	NUM
cana-2266	205	4	]	]	PUNCT
cana-2266	205	5	emotet	emotet	NOUN
cana-2266	205	6	malware	malware	NOUN
cana-2266	205	7	now	now	ADV
cana-2266	205	8	steals	steal	VERB
cana-2266	205	9	credit	credit	NOUN
cana-2266	205	10	cards	card	NOUN
cana-2266	205	11	from	from	ADP
cana-2266	205	12	google	google	PROPN
cana-2266	205	13	chrome	chrome	NOUN
cana-2266	205	14	users	user	NOUN
cana-2266	205	15	,	,	PUNCT
cana-2266	205	16	bleeping	bleep	VERB
cana-2266	205	17	computer	computer	NOUN
cana-2266	205	18	.	.	PUNCT
cana-2266	206	1	[	[	X
cana-2266	206	2	online	online	X
cana-2266	206	3	]	]	X
cana-2266	206	4	.	.	PUNCT
cana-2266	207	1	available	available	ADJ
cana-2266	207	2	:	:	PUNCT
cana-2266	207	3	https://www.bleepingcomputer.com/news/security/emotet-malware-now-steals-credit-cards-from-google-chromeusers/.	https://www.bleepingcomputer.com/news/security/emotet-malware-now-steals-credit-cards-from-google-chromeusers/.	X
cana-2266	208	1	[	[	X
cana-2266	208	2	accessed	access	VERB
cana-2266	208	3	:	:	PUNCT
cana-2266	208	4	17	17	NUM
cana-2266	208	5	-	-	PUNCT
cana-2266	208	6	jul-2024	jul-2024	NOUN
cana-2266	208	7	]	]	X
cana-2266	208	8	.	.	PUNCT
cana-2266	209	1	[	[	X
cana-2266	209	2	2	2	NUM
cana-2266	209	3	]	]	PUNCT
cana-2266	209	4	emotet	emotet	NOUN
cana-2266	209	5	malware	malware	NOUN
cana-2266	209	6	campaign	campaign	NOUN
cana-2266	209	7	impersonates	impersonate	VERB
cana-2266	209	8	the	the	DET
cana-2266	209	9	irs	irs	PROPN
cana-2266	209	10	for	for	ADP
cana-2266	209	11	2022	2022	NUM
cana-2266	209	12	tax	tax	NOUN
cana-2266	209	13	season	season	NOUN
cana-2266	209	14	,	,	PUNCT
cana-2266	209	15	bleeping	bleep	VERB
cana-2266	209	16	computer	computer	NOUN
cana-2266	209	17	.	.	PUNCT
cana-2266	210	1	[	[	X
cana-2266	210	2	online	online	X
cana-2266	210	3	]	]	X
cana-2266	210	4	.	.	PUNCT
cana-2266	211	1	available	available	ADJ
cana-2266	211	2	:	:	PUNCT
cana-2266	211	3	https://www.bleepingcomputer.com/news/security/emotet-malware-campaign-impersonates-the-irs-for-2022-taxseason/amp/.	https://www.bleepingcomputer.com/news/security/emotet-malware-campaign-impersonates-the-irs-for-2022-taxseason/amp/.	PROPN
cana-2266	212	1	[	[	X
cana-2266	212	2	accessed	access	VERB
cana-2266	212	3	:	:	PUNCT
cana-2266	212	4	17	17	NUM
cana-2266	212	5	-	-	PUNCT
cana-2266	212	6	jul-2024	jul-2024	NOUN
cana-2266	212	7	]	]	X
cana-2266	212	8	.	.	PUNCT
cana-2266	213	1	[	[	X
cana-2266	213	2	3	3	NUM
cana-2266	213	3	]	]	X
cana-2266	213	4	trojanized	trojanize	VERB
cana-2266	213	5	tor	tor	NOUN
cana-2266	213	6	browsers	browser	NOUN
cana-2266	213	7	target	target	VERB
cana-2266	213	8	russians	russians	PROPN
cana-2266	213	9	with	with	ADP
cana-2266	213	10	crypto	crypto	NOUN
cana-2266	213	11	-	-	PUNCT
cana-2266	213	12	stealing	steal	VERB
cana-2266	213	13	malware	malware	NOUN
cana-2266	213	14	,	,	PUNCT
cana-2266	213	15	bleeping	bleep	VERB
cana-2266	213	16	computer	computer	NOUN
cana-2266	213	17	.	.	PUNCT
cana-2266	214	1	[	[	X
cana-2266	214	2	online	online	X
cana-2266	214	3	]	]	X
cana-2266	214	4	.	.	PUNCT
cana-2266	215	1	available	available	ADJ
cana-2266	215	2	:	:	PUNCT
cana-2266	215	3	https://www.bleepingcomputer.com/news/security/trojanized-torbrowsers-target-russians-with-crypto-stealingmalware/	https://www.bleepingcomputer.com/news/security/trojanized-torbrowsers-target-russians-with-crypto-stealingmalware/	NOUN
cana-2266	215	4	http://www.bleepingcomputer.com/news/security/emotet-malware-nowhttp://www.bleepingcomputer.com/news/security/trojanized-torcommunications	http://www.bleepingcomputer.com/news/security/emotet-malware-nowhttp://www.bleepingcomputer.com/news/security/trojanized-torcommunication	NOUN
cana-2266	215	5	on	on	ADP
cana-2266	215	6	applied	apply	VERB
cana-2266	215	7	nonlinear	nonlinear	ADJ
cana-2266	215	8	analysis	analysis	NOUN
cana-2266	215	9	issn	issn	NOUN
cana-2266	215	10	:	:	PUNCT
cana-2266	215	11	1074	1074	NUM
cana-2266	215	12	-	-	PUNCT
cana-2266	215	13	133x	133x	NUM
cana-2266	215	14	vol	vol	NOUN
cana-2266	215	15	32	32	NUM
cana-2266	215	16	no	no	NOUN
cana-2266	215	17	.	.	PUNCT
cana-2266	216	1	2s	2s	NUM
cana-2266	216	2	(	(	PUNCT
cana-2266	216	3	2025	2025	NUM
cana-2266	216	4	)	)	PUNCT
cana-2266	216	5	213	213	NUM
cana-2266	216	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2266	217	1	[	[	X
cana-2266	217	2	4	4	X
cana-2266	217	3	]	]	PUNCT
cana-2266	217	4	android	android	NOUN
cana-2266	217	5	file	file	NOUN
cana-2266	217	6	manager	manager	NOUN
cana-2266	217	7	apps	app	NOUN
cana-2266	217	8	infect	infect	VERB
cana-2266	217	9	thousands	thousand	NOUN
cana-2266	217	10	with	with	ADP
cana-2266	217	11	sharkbot	sharkbot	PROPN
cana-2266	217	12	malware	malware	NOUN
cana-2266	217	13	,	,	PUNCT
cana-2266	217	14	bleeping	bleep	VERB
cana-2266	217	15	computer	computer	NOUN
cana-2266	217	16	.	.	PUNCT
cana-2266	218	1	[	[	X
cana-2266	218	2	online	online	X
cana-2266	218	3	]	]	X
cana-2266	218	4	.	.	PUNCT
cana-2266	219	1	available	available	ADJ
cana-2266	219	2	:	:	PUNCT
cana-2266	219	3	https://www.bleepingcomputer.com/news/security/android-file-managerapps-infect-thousands-with-sharkbotmalware/.	https://www.bleepingcomputer.com/news/security/android-file-managerapps-infect-thousands-with-sharkbotmalware/.	PROPN
cana-2266	219	4	[	[	X
cana-2266	219	5	5	5	X
cana-2266	219	6	]	]	PUNCT
cana-2266	219	7	j.	j.	PROPN
cana-2266	219	8	liu	liu	PROPN
cana-2266	219	9	,	,	PUNCT
cana-2266	219	10	y.	y.	PROPN
cana-2266	219	11	feng	feng	PROPN
cana-2266	219	12	,	,	PUNCT
cana-2266	219	13	and	and	CCONJ
cana-2266	219	14	x.	x.	NOUN
cana-2266	219	15	liu	liu	PROPN
cana-2266	219	16	,	,	PUNCT
cana-2266	219	17	”	"	PUNCT
cana-2266	219	18	mrm	mrm	PROPN
cana-2266	219	19	-	-	PUNCT
cana-2266	219	20	dldet	dldet	PROPN
cana-2266	219	21	:	:	PUNCT
cana-2266	219	22	a	a	DET
cana-2266	219	23	memory	memory	NOUN
cana-2266	219	24	-	-	PUNCT
cana-2266	219	25	resident	resident	ADJ
cana-2266	219	26	malware	malware	NOUN
cana-2266	219	27	detection	detection	NOUN
cana-2266	219	28	framework	framework	NOUN
cana-2266	219	29	based	base	VERB
cana-2266	219	30	on	on	ADP
cana-2266	219	31	memory	memory	NOUN
cana-2266	219	32	forensics	forensic	NOUN
cana-2266	219	33	and	and	CCONJ
cana-2266	219	34	deep	deep	ADJ
cana-2266	219	35	neural	neural	ADJ
cana-2266	219	36	network	network	NOUN
cana-2266	219	37	,	,	PUNCT
cana-2266	219	38	”	"	PUNCT
cana-2266	219	39	cybersecurity	cybersecurity	NOUN
cana-2266	219	40	,	,	PUNCT
cana-2266	219	41	vol	vol	NOUN
cana-2266	219	42	.	.	PROPN
cana-2266	219	43	6	6	NUM
cana-2266	219	44	,	,	PUNCT
cana-2266	219	45	p.	p.	NOUN
cana-2266	219	46	21	21	NUM
cana-2266	219	47	,	,	PUNCT
cana-2266	219	48	2023	2023	NUM
cana-2266	219	49	.	.	PUNCT
cana-2266	220	1	available	available	ADJ
cana-2266	220	2	:	:	PUNCT
cana-2266	220	3	https://doi.org/10.1186/s42400023-00157-w	https://doi.org/10.1186/s42400023-00157-w	NUM
cana-2266	220	4	.	.	PUNCT
cana-2266	221	1	[	[	X
cana-2266	221	2	6	6	NUM
cana-2266	221	3	]	]	X
cana-2266	221	4	g.	g.	PROPN
cana-2266	221	5	manohar	manohar	PROPN
cana-2266	221	6	,	,	PUNCT
cana-2266	221	7	s.	s.	PROPN
cana-2266	221	8	chandran	chandran	PROPN
cana-2266	221	9	,	,	PUNCT
cana-2266	221	10	and	and	CCONJ
cana-2266	221	11	a.	a.	NOUN
cana-2266	221	12	u	u	PROPN
cana-2266	221	13	,	,	PUNCT
cana-2266	221	14	”	"	PUNCT
cana-2266	221	15	malware	malware	NOUN
cana-2266	221	16	reverse	reverse	NOUN
cana-2266	221	17	engineering	engineering	NOUN
cana-2266	221	18	to	to	PART
cana-2266	221	19	find	find	VERB
cana-2266	221	20	the	the	DET
cana-2266	221	21	malicious	malicious	ADJ
cana-2266	221	22	activity	activity	NOUN
cana-2266	221	23	of	of	ADP
cana-2266	221	24	emotet	emotet	NOUN
cana-2266	221	25	,	,	PUNCT
cana-2266	221	26	”	"	PUNCT
cana-2266	221	27	in	in	ADP
cana-2266	221	28	atde	atde	NOUN
cana-2266	221	29	,	,	PUNCT
cana-2266	221	30	2023	2023	NUM
cana-2266	221	31	,	,	PUNCT
cana-2266	221	32	doi	doi	NOUN
cana-2266	221	33	:	:	PUNCT
cana-2266	221	34	10.3233	10.3233	NUM
cana-2266	221	35	/	/	SYM
cana-2266	221	36	atde221253	atde221253	PROPN
cana-2266	221	37	.	.	PUNCT
cana-2266	222	1	[	[	X
cana-2266	222	2	7	7	X
cana-2266	222	3	]	]	PUNCT
cana-2266	222	4	p.	p.	NOUN
cana-2266	222	5	boucher	boucher	PROPN
cana-2266	222	6	,	,	PUNCT
cana-2266	222	7	”	"	PUNCT
cana-2266	222	8	learning	learn	VERB
cana-2266	222	9	and	and	CCONJ
cana-2266	222	10	detecting	detect	VERB
cana-2266	222	11	malware	malware	NOUN
cana-2266	222	12	with	with	ADP
cana-2266	222	13	neural	neural	ADJ
cana-2266	222	14	networks	network	NOUN
cana-2266	222	15	,	,	PUNCT
cana-2266	222	16	”	"	PUNCT
cana-2266	222	17	presented	present	VERB
cana-2266	222	18	at	at	ADP
cana-2266	222	19	the	the	DET
cana-2266	222	20	2023	2023	NUM
cana-2266	222	21	usenix	usenix	NOUN
cana-2266	222	22	security	security	NOUN
cana-2266	222	23	symposium	symposium	NOUN
cana-2266	222	24	.	.	PUNCT
cana-2266	223	1	available	available	ADJ
cana-2266	223	2	:	:	PUNCT
cana-2266	224	1	https://www.usenix.org/system/files/sec23fall-prepub-151-boucher.pdf	https://www.usenix.org/system/files/sec23fall-prepub-151-boucher.pdf	NOUN
cana-2266	224	2	.	.	PUNCT
cana-2266	225	1	[	[	X
cana-2266	225	2	8	8	NUM
cana-2266	225	3	]	]	PUNCT
cana-2266	225	4	emotet	emotet	NOUN
cana-2266	225	5	is	be	AUX
cana-2266	225	6	back	back	ADV
cana-2266	225	7	,	,	PUNCT
cana-2266	225	8	cisco	cisco	PROPN
cana-2266	225	9	blogs	blog	NOUN
cana-2266	225	10	.	.	PUNCT
cana-2266	226	1	[	[	X
cana-2266	226	2	online	online	X
cana-2266	226	3	]	]	X
cana-2266	226	4	.	.	PUNCT
cana-2266	227	1	available	available	ADJ
cana-2266	227	2	:	:	PUNCT
cana-2266	227	3	https://blogs.cisco.com/security/emotet-is-back	https://blogs.cisco.com/security/emotet-is-back	NOUN
cana-2266	227	4	.	.	PUNCT
cana-2266	228	1	[	[	X
cana-2266	228	2	9	9	NUM
cana-2266	228	3	]	]	SYM
cana-2266	228	4	emotet	emotet	NOUN
cana-2266	228	5	growing	grow	VERB
cana-2266	228	6	slowly	slowly	ADV
cana-2266	228	7	but	but	CCONJ
cana-2266	228	8	steadily	steadily	ADV
cana-2266	228	9	since	since	SCONJ
cana-2266	228	10	november	november	PROPN
cana-2266	228	11	resurgence	resurgence	NOUN
cana-2266	228	12	,	,	PUNCT
cana-2266	228	13	bleeping	bleep	VERB
cana-2266	228	14	computer	computer	NOUN
cana-2266	228	15	.	.	PUNCT
cana-2266	229	1	[	[	X
cana-2266	229	2	online	online	X
cana-2266	229	3	]	]	X
cana-2266	229	4	.	.	PUNCT
cana-2266	230	1	available	available	ADJ
cana-2266	230	2	:	:	PUNCT
cana-2266	231	1	https://www.bleepingcomputer.com/news/security/emotet-growingslowly-but-steadily-since-novemberresurgence/.	https://www.bleepingcomputer.com/news/security/emotet-growingslowly-but-steadily-since-novemberresurgence/.	PROPN
cana-2266	231	2	[	[	X
cana-2266	231	3	10	10	NUM
cana-2266	231	4	]	]	X
cana-2266	231	5	https://personales.upv.es/thinkmind/dl/journals/sec	https://personales.upv.es/thinkmind/dl/journals/sec	PROPN
cana-2266	231	6	/secv16n342023	/secv16n342023	SYM
cana-2266	231	7	/	/	SYM
cana-2266	231	8	secv16n3420231.pdf	secv16n3420231.pdf	PROPN
cana-2266	231	9	http://www.bleepingcomputer.com/news/security/android-file-managerhttp://www.usenix.org/system/files/sec23fall-prepub-151-boucher.pdf	http://www.bleepingcomputer.com/news/security/android-file-managerhttp://www.usenix.org/system/files/sec23fall-prepub-151-boucher.pdf	PROPN
cana-2266	231	10	http://www.bleepingcomputer.com/news/security/emotet-growing	http://www.bleepingcomputer.com/news/security/emotet-growe	VERB