id	sid	tid	token	lemma	pos
cana-2380	1	1	communications	communication	NOUN
cana-2380	1	2	on	on	ADP
cana-2380	1	3	applied	apply	VERB
cana-2380	1	4	nonlinear	nonlinear	ADJ
cana-2380	1	5	analysis	analysis	NOUN
cana-2380	1	6	issn	issn	NOUN
cana-2380	1	7	:	:	PUNCT
cana-2380	1	8	1074	1074	NUM
cana-2380	1	9	-	-	PUNCT
cana-2380	1	10	133x	133x	NUM
cana-2380	1	11	vol	vol	NOUN
cana-2380	1	12	32	32	NUM
cana-2380	1	13	no	no	NOUN
cana-2380	1	14	.	.	NOUN
cana-2380	1	15	3	3	NUM
cana-2380	1	16	(	(	PUNCT
cana-2380	1	17	2025	2025	NUM
cana-2380	1	18	)	)	PUNCT
cana-2380	1	19	661	661	NUM
cana-2380	1	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-2380	1	21	phishing	phishe	VERB
cana-2380	1	22	url	url	NOUN
cana-2380	1	23	detection	detection	NOUN
cana-2380	1	24	with	with	ADP
cana-2380	1	25	gradient	gradient	ADJ
cana-2380	1	26	boosting	boost	VERB
cana-2380	1	27	classifier	classifier	PROPN
cana-2380	1	28	dr	dr	PROPN
cana-2380	1	29	.	.	PROPN
cana-2380	1	30	narayana	narayana	PROPN
cana-2380	1	31	rao	rao	PROPN
cana-2380	1	32	appini1	appini1	PROPN
cana-2380	1	33	,	,	PUNCT
cana-2380	2	1	mr	mr	PROPN
cana-2380	2	2	.	.	PROPN
cana-2380	2	3	v.	v.	PROPN
cana-2380	2	4	bhuvana	bhuvana	PROPN
cana-2380	2	5	kumar2	kumar2	PROPN
cana-2380	2	6	,	,	PUNCT
cana-2380	2	7	mr	mr	PROPN
cana-2380	2	8	.	.	PROPN
cana-2380	2	9	n.	n.	PROPN
cana-2380	2	10	yedukondalu3	yedukondalu3	PROPN
cana-2380	3	1	1professor	1professor	NUM
cana-2380	3	2	&	&	CCONJ
cana-2380	3	3	head	head	PROPN
cana-2380	3	4	,	,	PUNCT
cana-2380	3	5	aids	aids	PROPN
cana-2380	3	6	&	&	CCONJ
cana-2380	3	7	it	it	PRON
cana-2380	3	8	,	,	PUNCT
cana-2380	3	9	nbkr	nbkr	PROPN
cana-2380	3	10	institute	institute	PROPN
cana-2380	3	11	of	of	ADP
cana-2380	3	12	science	science	NOUN
cana-2380	3	13	and	and	CCONJ
cana-2380	3	14	technology	technology	NOUN
cana-2380	3	15	,	,	PUNCT
cana-2380	3	16	india	india	PROPN
cana-2380	3	17	.	.	PUNCT
cana-2380	4	1	e	e	X
cana-2380	4	2	-	-	NOUN
cana-2380	4	3	mail	mail	NOUN
cana-2380	4	4	:	:	PUNCT
cana-2380	5	1	narayanaraoappini@gmail.com	narayanaraoappini@gmail.com	PROPN
cana-2380	5	2	2,3assistant	2,3assistant	PROPN
cana-2380	5	3	professor	professor	NOUN
cana-2380	5	4	,	,	PUNCT
cana-2380	5	5	computer	computer	NOUN
cana-2380	5	6	science	science	NOUN
cana-2380	5	7	&	&	CCONJ
cana-2380	5	8	engineering	engineering	PROPN
cana-2380	5	9	,	,	PUNCT
cana-2380	5	10	n.b.k.r	n.b.k.r	PROPN
cana-2380	5	11	institute	institute	NOUN
cana-2380	5	12	of	of	ADP
cana-2380	5	13	science	science	NOUN
cana-2380	5	14	and	and	CCONJ
cana-2380	5	15	technology	technology	NOUN
cana-2380	5	16	,	,	PUNCT
cana-2380	5	17	india	india	PROPN
cana-2380	5	18	.	.	PUNCT
cana-2380	6	1	2e	2e	NOUN
cana-2380	6	2	-	-	PUNCT
cana-2380	6	3	mail	mail	NOUN
cana-2380	6	4	:	:	PUNCT
cana-2380	6	5	vbkumar1993@gmail.com	vbkumar1993@gmail.com	PROPN
cana-2380	6	6	,	,	PUNCT
cana-2380	6	7	3e	3e	NOUN
cana-2380	6	8	-	-	NOUN
cana-2380	6	9	mail	mail	NOUN
cana-2380	6	10	:	:	PUNCT
cana-2380	6	11	sevenhills.559@gmail.com	sevenhills.559@gmail.com	X
cana-2380	6	12	article	article	NOUN
cana-2380	6	13	history	history	NOUN
cana-2380	6	14	:	:	PUNCT
cana-2380	6	15	received	receive	VERB
cana-2380	6	16	:	:	PUNCT
cana-2380	6	17	09	09	NUM
cana-2380	6	18	-	-	SYM
cana-2380	6	19	08	08	NUM
cana-2380	6	20	-	-	PUNCT
cana-2380	6	21	2024	2024	NUM
cana-2380	6	22	revised	revise	VERB
cana-2380	6	23	:	:	PUNCT
cana-2380	6	24	29	29	NUM
cana-2380	6	25	-	-	SYM
cana-2380	6	26	09	09	NUM
cana-2380	6	27	-	-	PUNCT
cana-2380	6	28	2024	2024	NUM
cana-2380	6	29	accepted	accept	VERB
cana-2380	6	30	:	:	PUNCT
cana-2380	6	31	10	10	NUM
cana-2380	6	32	-	-	SYM
cana-2380	6	33	10	10	NUM
cana-2380	6	34	-	-	PUNCT
cana-2380	6	35	2024	2024	NUM
cana-2380	6	36	abstract	abstract	NOUN
cana-2380	6	37	:	:	PUNCT
cana-2380	6	38	phishing	phishe	VERB
cana-2380	6	39	attacks	attack	NOUN
cana-2380	6	40	continue	continue	VERB
cana-2380	6	41	to	to	PART
cana-2380	6	42	pose	pose	VERB
cana-2380	6	43	a	a	DET
cana-2380	6	44	serious	serious	ADJ
cana-2380	6	45	and	and	CCONJ
cana-2380	6	46	persistent	persistent	ADJ
cana-2380	6	47	risk	risk	NOUN
cana-2380	6	48	to	to	ADP
cana-2380	6	49	internet	internet	NOUN
cana-2380	6	50	security	security	NOUN
cana-2380	6	51	,	,	PUNCT
cana-2380	6	52	jeopardizing	jeopardize	VERB
cana-2380	6	53	people	people	NOUN
cana-2380	6	54	's	's	PART
cana-2380	6	55	and	and	CCONJ
cana-2380	6	56	businesses	business	NOUN
cana-2380	6	57	'	'	PART
cana-2380	6	58	financial	financial	ADJ
cana-2380	6	59	stability	stability	NOUN
cana-2380	6	60	and	and	CCONJ
cana-2380	6	61	privacy	privacy	NOUN
cana-2380	6	62	.	.	PUNCT
cana-2380	7	1	the	the	DET
cana-2380	7	2	precise	precise	ADJ
cana-2380	7	3	and	and	CCONJ
cana-2380	7	4	timely	timely	ADJ
cana-2380	7	5	identification	identification	NOUN
cana-2380	7	6	of	of	ADP
cana-2380	7	7	these	these	DET
cana-2380	7	8	malicious	malicious	ADJ
cana-2380	7	9	websites	website	NOUN
cana-2380	7	10	remains	remain	VERB
cana-2380	7	11	a	a	DET
cana-2380	7	12	crucial	crucial	ADJ
cana-2380	7	13	challenge	challenge	NOUN
cana-2380	7	14	in	in	ADP
cana-2380	7	15	the	the	DET
cana-2380	7	16	field	field	NOUN
cana-2380	7	17	of	of	ADP
cana-2380	7	18	cyber	cyber	ADJ
cana-2380	7	19	security	security	NOUN
cana-2380	7	20	.	.	PUNCT
cana-2380	8	1	this	this	DET
cana-2380	8	2	paper	paper	NOUN
cana-2380	8	3	provides	provide	VERB
cana-2380	8	4	a	a	DET
cana-2380	8	5	new	new	ADJ
cana-2380	8	6	strategy	strategy	NOUN
cana-2380	8	7	employing	employ	VERB
cana-2380	8	8	gradient	gradient	NOUN
cana-2380	8	9	boosting	boost	VERB
cana-2380	8	10	classifiers	classifier	NOUN
cana-2380	8	11	(	(	PUNCT
cana-2380	8	12	gbcs	gbcs	NOUN
cana-2380	8	13	)	)	PUNCT
cana-2380	8	14	to	to	PART
cana-2380	8	15	overcome	overcome	VERB
cana-2380	8	16	this	this	DET
cana-2380	8	17	issue	issue	NOUN
cana-2380	8	18	.	.	PUNCT
cana-2380	9	1	phishing	phishe	VERB
cana-2380	9	2	websites	website	NOUN
cana-2380	9	3	are	be	AUX
cana-2380	9	4	purposely	purposely	ADV
cana-2380	9	5	built	build	VERB
cana-2380	9	6	to	to	PART
cana-2380	9	7	mimic	mimic	VERB
cana-2380	9	8	legitimate	legitimate	ADJ
cana-2380	9	9	sites	site	NOUN
cana-2380	9	10	to	to	PART
cana-2380	9	11	fool	fool	VERB
cana-2380	9	12	users	user	NOUN
cana-2380	9	13	into	into	ADP
cana-2380	9	14	providing	provide	VERB
cana-2380	9	15	sensitive	sensitive	ADJ
cana-2380	9	16	information	information	NOUN
cana-2380	9	17	.	.	PUNCT
cana-2380	10	1	as	as	ADP
cana-2380	10	2	a	a	DET
cana-2380	10	3	result	result	NOUN
cana-2380	10	4	,	,	PUNCT
cana-2380	10	5	many	many	ADJ
cana-2380	10	6	malicious	malicious	ADJ
cana-2380	10	7	sites	site	NOUN
cana-2380	10	8	exhibit	exhibit	VERB
cana-2380	10	9	tiny	tiny	ADJ
cana-2380	10	10	traits	trait	NOUN
cana-2380	10	11	that	that	PRON
cana-2380	10	12	identify	identify	VERB
cana-2380	10	13	them	they	PRON
cana-2380	10	14	from	from	ADP
cana-2380	10	15	real	real	ADJ
cana-2380	10	16	ones	one	NOUN
cana-2380	10	17	.	.	PUNCT
cana-2380	11	1	traditional	traditional	ADJ
cana-2380	11	2	rule	rule	NOUN
cana-2380	11	3	-	-	PUNCT
cana-2380	11	4	based	base	VERB
cana-2380	11	5	systems	system	NOUN
cana-2380	11	6	typically	typically	ADV
cana-2380	11	7	struggle	struggle	VERB
cana-2380	11	8	to	to	PART
cana-2380	11	9	adequately	adequately	ADV
cana-2380	11	10	identify	identify	VERB
cana-2380	11	11	these	these	DET
cana-2380	11	12	complex	complex	ADJ
cana-2380	11	13	variances	variance	NOUN
cana-2380	11	14	.	.	PUNCT
cana-2380	12	1	in	in	ADP
cana-2380	12	2	contrast	contrast	NOUN
cana-2380	12	3	,	,	PUNCT
cana-2380	12	4	gradient	gradient	ADJ
cana-2380	12	5	boosting	boosting	NOUN
cana-2380	12	6	provides	provide	VERB
cana-2380	12	7	an	an	DET
cana-2380	12	8	ensemble	ensemble	ADJ
cana-2380	12	9	learning	learning	NOUN
cana-2380	12	10	framework	framework	NOUN
cana-2380	12	11	that	that	PRON
cana-2380	12	12	utilises	utilise	VERB
cana-2380	12	13	the	the	DET
cana-2380	12	14	combined	combine	VERB
cana-2380	12	15	strength	strength	NOUN
cana-2380	12	16	of	of	ADP
cana-2380	12	17	weak	weak	ADJ
cana-2380	12	18	classifiers	classifier	NOUN
cana-2380	12	19	,	,	PUNCT
cana-2380	12	20	resulting	result	VERB
cana-2380	12	21	in	in	ADP
cana-2380	12	22	a	a	DET
cana-2380	12	23	robust	robust	ADJ
cana-2380	12	24	model	model	NOUN
cana-2380	12	25	capable	capable	ADJ
cana-2380	12	26	of	of	ADP
cana-2380	12	27	recognising	recognise	VERB
cana-2380	12	28	these	these	DET
cana-2380	12	29	elusive	elusive	ADJ
cana-2380	12	30	characteristics	characteristic	NOUN
cana-2380	12	31	.	.	PUNCT
cana-2380	13	1	our	our	PRON
cana-2380	13	2	experimental	experimental	ADJ
cana-2380	13	3	findings	finding	NOUN
cana-2380	13	4	show	show	VERB
cana-2380	13	5	that	that	SCONJ
cana-2380	13	6	our	our	PRON
cana-2380	13	7	suggested	suggest	VERB
cana-2380	13	8	strategy	strategy	NOUN
cana-2380	13	9	performs	perform	VERB
cana-2380	13	10	better	well	ADJ
cana-2380	13	11	than	than	ADP
cana-2380	13	12	others	other	NOUN
cana-2380	13	13	in	in	ADP
cana-2380	13	14	a	a	DET
cana-2380	13	15	number	number	NOUN
cana-2380	13	16	of	of	ADP
cana-2380	13	17	parameters	parameter	NOUN
cana-2380	13	18	,	,	PUNCT
cana-2380	13	19	including	include	VERB
cana-2380	13	20	accuracy	accuracy	NOUN
cana-2380	13	21	,	,	PUNCT
cana-2380	13	22	precision	precision	NOUN
cana-2380	13	23	,	,	PUNCT
cana-2380	13	24	recall	recall	NOUN
cana-2380	13	25	,	,	PUNCT
cana-2380	13	26	and	and	CCONJ
cana-2380	13	27	f1	f1	NOUN
cana-2380	13	28	-	-	PUNCT
cana-2380	13	29	score	score	NOUN
cana-2380	13	30	.	.	PUNCT
cana-2380	14	1	crucially	crucially	ADV
cana-2380	14	2	,	,	PUNCT
cana-2380	14	3	our	our	PRON
cana-2380	14	4	model	model	NOUN
cana-2380	14	5	demonstrates	demonstrate	VERB
cana-2380	14	6	exceptional	exceptional	ADJ
cana-2380	14	7	resistance	resistance	NOUN
cana-2380	14	8	to	to	ADP
cana-2380	14	9	aggressive	aggressive	ADJ
cana-2380	14	10	tactics	tactic	NOUN
cana-2380	14	11	that	that	PRON
cana-2380	14	12	are	be	AUX
cana-2380	14	13	frequently	frequently	ADV
cana-2380	14	14	employed	employ	VERB
cana-2380	14	15	to	to	PART
cana-2380	14	16	hide	hide	VERB
cana-2380	14	17	the	the	DET
cana-2380	14	18	actual	actual	ADJ
cana-2380	14	19	purpose	purpose	NOUN
cana-2380	14	20	of	of	ADP
cana-2380	14	21	phishing	phishe	VERB
cana-2380	14	22	websites	website	NOUN
cana-2380	14	23	.	.	PUNCT
cana-2380	15	1	this	this	DET
cana-2380	15	2	study	study	NOUN
cana-2380	15	3	represents	represent	VERB
cana-2380	15	4	a	a	DET
cana-2380	15	5	substantial	substantial	ADJ
cana-2380	15	6	step	step	NOUN
cana-2380	15	7	forward	forward	ADV
cana-2380	15	8	in	in	ADP
cana-2380	15	9	the	the	DET
cana-2380	15	10	fight	fight	NOUN
cana-2380	15	11	to	to	PART
cana-2380	15	12	improve	improve	VERB
cana-2380	15	13	internet	internet	NOUN
cana-2380	15	14	security	security	NOUN
cana-2380	15	15	and	and	CCONJ
cana-2380	15	16	shield	shield	VERB
cana-2380	15	17	consumers	consumer	NOUN
cana-2380	15	18	from	from	ADP
cana-2380	15	19	the	the	DET
cana-2380	15	20	constant	constant	ADJ
cana-2380	15	21	danger	danger	NOUN
cana-2380	15	22	of	of	ADP
cana-2380	15	23	phishing	phishe	VERB
cana-2380	15	24	scams	scam	NOUN
cana-2380	15	25	.	.	PUNCT
cana-2380	16	1	keywords	keyword	NOUN
cana-2380	16	2	:	:	PUNCT
cana-2380	16	3	phishing	phishe	VERB
cana-2380	16	4	attacks	attack	NOUN
cana-2380	16	5	;	;	PUNCT
cana-2380	16	6	machine	machine	NOUN
cana-2380	16	7	learning	learning	NOUN
cana-2380	16	8	;	;	PUNCT
cana-2380	16	9	internet	internet	NOUN
cana-2380	16	10	security	security	NOUN
cana-2380	16	11	;	;	PUNCT
cana-2380	16	12	cybersecurity	cybersecurity	NOUN
cana-2380	16	13	;	;	PUNCT
cana-2380	16	14	phishing	phishe	VERB
cana-2380	16	15	urls	url	NOUN
cana-2380	16	16	.	.	PUNCT
cana-2380	17	1	1	1	X
cana-2380	17	2	.	.	X
cana-2380	17	3	introduction	introduction	NOUN
cana-2380	17	4	phishing	phishe	VERB
cana-2380	17	5	attacks	attack	NOUN
cana-2380	17	6	are	be	AUX
cana-2380	17	7	cyber	cyber	NOUN
cana-2380	17	8	threats	threat	NOUN
cana-2380	17	9	that	that	PRON
cana-2380	17	10	attempt	attempt	VERB
cana-2380	17	11	to	to	PART
cana-2380	17	12	deceive	deceive	VERB
cana-2380	17	13	people	people	NOUN
cana-2380	17	14	into	into	ADP
cana-2380	17	15	disclosing	disclose	VERB
cana-2380	17	16	sensitive	sensitive	ADJ
cana-2380	17	17	information	information	NOUN
cana-2380	17	18	such	such	ADJ
cana-2380	17	19	as	as	ADP
cana-2380	17	20	login	login	NOUN
cana-2380	17	21	passwords	password	NOUN
cana-2380	17	22	,	,	PUNCT
cana-2380	17	23	financial	financial	ADJ
cana-2380	17	24	information	information	NOUN
cana-2380	17	25	,	,	PUNCT
cana-2380	17	26	or	or	CCONJ
cana-2380	17	27	personal	personal	ADJ
cana-2380	17	28	data	datum	NOUN
cana-2380	17	29	[	[	X
cana-2380	17	30	1	1	NUM
cana-2380	17	31	]	]	PUNCT
cana-2380	17	32	.	.	PUNCT
cana-2380	18	1	attackers	attacker	NOUN
cana-2380	18	2	frequently	frequently	ADV
cana-2380	18	3	impersonate	impersonate	VERB
cana-2380	18	4	trusted	trust	VERB
cana-2380	18	5	companies	company	NOUN
cana-2380	18	6	such	such	ADJ
cana-2380	18	7	as	as	ADP
cana-2380	18	8	banks	bank	NOUN
cana-2380	18	9	,	,	PUNCT
cana-2380	18	10	online	online	ADJ
cana-2380	18	11	retailers	retailer	NOUN
cana-2380	18	12	,	,	PUNCT
cana-2380	18	13	or	or	CCONJ
cana-2380	18	14	government	government	NOUN
cana-2380	18	15	organisations	organisation	NOUN
cana-2380	18	16	,	,	PUNCT
cana-2380	18	17	sending	send	VERB
cana-2380	18	18	emails	email	NOUN
cana-2380	18	19	or	or	CCONJ
cana-2380	18	20	messages	message	NOUN
cana-2380	18	21	including	include	VERB
cana-2380	18	22	links	link	NOUN
cana-2380	18	23	to	to	ADP
cana-2380	18	24	fraudulent	fraudulent	ADJ
cana-2380	18	25	websites	website	NOUN
cana-2380	18	26	[	[	X
cana-2380	18	27	2	2	NUM
cana-2380	18	28	]	]	PUNCT
cana-2380	18	29	.	.	PUNCT
cana-2380	19	1	when	when	SCONJ
cana-2380	19	2	victims	victim	NOUN
cana-2380	19	3	enter	enter	VERB
cana-2380	19	4	their	their	PRON
cana-2380	19	5	personal	personal	ADJ
cana-2380	19	6	information	information	NOUN
cana-2380	19	7	on	on	ADP
cana-2380	19	8	these	these	DET
cana-2380	19	9	bogus	bogus	ADJ
cana-2380	19	10	websites	website	NOUN
cana-2380	19	11	,	,	PUNCT
cana-2380	19	12	attackers	attacker	NOUN
cana-2380	19	13	might	might	AUX
cana-2380	19	14	use	use	VERB
cana-2380	19	15	it	it	PRON
cana-2380	19	16	for	for	ADP
cana-2380	19	17	nefarious	nefarious	ADJ
cana-2380	19	18	purposes	purpose	NOUN
cana-2380	19	19	like	like	ADP
cana-2380	19	20	identity	identity	NOUN
cana-2380	19	21	theft	theft	NOUN
cana-2380	19	22	or	or	CCONJ
cana-2380	19	23	unauthorised	unauthorised	ADJ
cana-2380	19	24	financial	financial	ADJ
cana-2380	19	25	transactions	transaction	NOUN
cana-2380	19	26	[	[	X
cana-2380	19	27	3	3	NUM
cana-2380	19	28	]	]	PUNCT
cana-2380	19	29	.	.	PUNCT
cana-2380	20	1	phishing	phishe	VERB
cana-2380	20	2	attacks	attack	NOUN
cana-2380	20	3	have	have	AUX
cana-2380	20	4	become	become	VERB
cana-2380	20	5	increasingly	increasingly	ADV
cana-2380	20	6	complex	complex	ADJ
cana-2380	20	7	and	and	CCONJ
cana-2380	20	8	difficult	difficult	ADJ
cana-2380	20	9	to	to	PART
cana-2380	20	10	detect	detect	VERB
cana-2380	20	11	,	,	PUNCT
cana-2380	20	12	emphasising	emphasise	VERB
cana-2380	20	13	the	the	DET
cana-2380	20	14	need	need	NOUN
cana-2380	20	15	for	for	ADP
cana-2380	20	16	enhanced	enhanced	ADJ
cana-2380	20	17	awareness	awareness	NOUN
cana-2380	20	18	and	and	CCONJ
cana-2380	20	19	safeguards	safeguard	NOUN
cana-2380	20	20	[	[	X
cana-2380	20	21	4	4	NUM
cana-2380	20	22	]	]	PUNCT
cana-2380	20	23	.	.	PUNCT
cana-2380	21	1	phishing	phishe	VERB
cana-2380	21	2	can	can	AUX
cana-2380	21	3	take	take	VERB
cana-2380	21	4	place	place	NOUN
cana-2380	21	5	via	via	ADP
cana-2380	21	6	phone	phone	NOUN
cana-2380	21	7	calls	call	NOUN
cana-2380	21	8	,	,	PUNCT
cana-2380	21	9	text	text	NOUN
cana-2380	21	10	messages	message	NOUN
cana-2380	21	11	,	,	PUNCT
cana-2380	21	12	or	or	CCONJ
cana-2380	21	13	social	social	ADJ
cana-2380	21	14	media	medium	NOUN
cana-2380	21	15	communications	communication	NOUN
cana-2380	21	16	,	,	PUNCT
cana-2380	21	17	in	in	ADP
cana-2380	21	18	addition	addition	NOUN
cana-2380	21	19	to	to	ADP
cana-2380	21	20	emails	email	NOUN
cana-2380	21	21	[	[	X
cana-2380	21	22	5	5	NUM
cana-2380	21	23	]	]	PUNCT
cana-2380	21	24	.	.	PUNCT
cana-2380	22	1	attackers	attacker	NOUN
cana-2380	22	2	may	may	AUX
cana-2380	22	3	use	use	VERB
cana-2380	22	4	hurry	hurry	NOUN
cana-2380	22	5	,	,	PUNCT
cana-2380	22	6	fear	fear	NOUN
cana-2380	22	7	,	,	PUNCT
cana-2380	22	8	or	or	CCONJ
cana-2380	22	9	emotional	emotional	ADJ
cana-2380	22	10	manipulation	manipulation	NOUN
cana-2380	22	11	to	to	PART
cana-2380	22	12	get	get	VERB
cana-2380	22	13	victims	victim	NOUN
cana-2380	22	14	to	to	PART
cana-2380	22	15	move	move	VERB
cana-2380	22	16	swiftly	swiftly	ADV
cana-2380	22	17	and	and	CCONJ
cana-2380	22	18	reveal	reveal	VERB
cana-2380	22	19	critical	critical	ADJ
cana-2380	22	20	information	information	NOUN
cana-2380	22	21	.	.	PUNCT
cana-2380	23	1	to	to	PART
cana-2380	23	2	detect	detect	VERB
cana-2380	23	3	phishing	phishe	VERB
cana-2380	23	4	,	,	PUNCT
cana-2380	23	5	people	people	NOUN
cana-2380	23	6	should	should	AUX
cana-2380	23	7	check	check	VERB
cana-2380	23	8	the	the	DET
cana-2380	23	9	origins	origin	NOUN
cana-2380	23	10	of	of	ADP
cana-2380	23	11	emails	email	NOUN
cana-2380	23	12	and	and	CCONJ
cana-2380	23	13	messages	message	NOUN
cana-2380	23	14	,	,	PUNCT
cana-2380	23	15	look	look	VERB
cana-2380	23	16	for	for	ADP
cana-2380	23	17	indications	indication	NOUN
cana-2380	23	18	such	such	ADJ
cana-2380	23	19	as	as	ADP
cana-2380	23	20	poor	poor	ADJ
cana-2380	23	21	grammar	grammar	NOUN
cana-2380	23	22	,	,	PUNCT
cana-2380	23	23	strange	strange	ADJ
cana-2380	23	24	links	link	NOUN
cana-2380	23	25	,	,	PUNCT
cana-2380	23	26	or	or	CCONJ
cana-2380	23	27	requests	request	NOUN
cana-2380	23	28	for	for	ADP
cana-2380	23	29	personal	personal	ADJ
cana-2380	23	30	information	information	NOUN
cana-2380	23	31	,	,	PUNCT
cana-2380	23	32	keep	keep	VERB
cana-2380	23	33	software	software	NOUN
cana-2380	23	34	and	and	CCONJ
cana-2380	23	35	security	security	NOUN
cana-2380	23	36	systems	system	NOUN
cana-2380	23	37	up	up	ADP
cana-2380	23	38	to	to	ADP
cana-2380	23	39	date	date	NOUN
cana-2380	23	40	,	,	PUNCT
cana-2380	23	41	and	and	CCONJ
cana-2380	23	42	use	use	VERB
cana-2380	23	43	multi	multi	ADJ
cana-2380	23	44	-	-	ADJ
cana-2380	23	45	factor	factor	NOUN
cana-2380	23	46	authentication	authentication	NOUN
cana-2380	23	47	when	when	SCONJ
cana-2380	23	48	possible	possible	ADJ
cana-2380	23	49	.	.	PUNCT
cana-2380	24	1	mailto:narayanaraoappini@gmail.com	mailto:narayanaraoappini@gmail.com	PROPN
cana-2380	24	2	mailto:vbkumar1993@gmail.com	mailto:vbkumar1993@gmail.com	NOUN
cana-2380	24	3	communications	communication	NOUN
cana-2380	24	4	on	on	ADP
cana-2380	24	5	applied	apply	VERB
cana-2380	24	6	nonlinear	nonlinear	ADJ
cana-2380	24	7	analysis	analysis	NOUN
cana-2380	24	8	issn	issn	NOUN
cana-2380	24	9	:	:	PUNCT
cana-2380	24	10	1074	1074	NUM
cana-2380	24	11	-	-	PUNCT
cana-2380	24	12	133x	133x	NUM
cana-2380	24	13	vol	vol	NOUN
cana-2380	24	14	32	32	NUM
cana-2380	24	15	no	no	NOUN
cana-2380	24	16	.	.	NOUN
cana-2380	24	17	3	3	NUM
cana-2380	24	18	(	(	PUNCT
cana-2380	24	19	2025	2025	NUM
cana-2380	24	20	)	)	PUNCT
cana-2380	24	21	662	662	NUM
cana-2380	24	22	https://internationalpubls.com	https://internationalpubls.com	X
cana-2380	24	23	organisations	organisation	NOUN
cana-2380	24	24	may	may	AUX
cana-2380	24	25	prevent	prevent	VERB
cana-2380	24	26	phishing	phishe	VERB
cana-2380	24	27	attempts	attempt	NOUN
cana-2380	24	28	by	by	ADP
cana-2380	24	29	educating	educate	VERB
cana-2380	24	30	employees	employee	NOUN
cana-2380	24	31	about	about	ADP
cana-2380	24	32	the	the	DET
cana-2380	24	33	risks	risk	NOUN
cana-2380	24	34	,	,	PUNCT
cana-2380	24	35	putting	put	VERB
cana-2380	24	36	in	in	ADP
cana-2380	24	37	place	place	NOUN
cana-2380	24	38	security	security	NOUN
cana-2380	24	39	measures	measure	NOUN
cana-2380	24	40	such	such	ADJ
cana-2380	24	41	as	as	ADP
cana-2380	24	42	firewalls	firewall	NOUN
cana-2380	24	43	and	and	CCONJ
cana-2380	24	44	anti	anti	ADJ
cana-2380	24	45	-	-	ADJ
cana-2380	24	46	virus	virus	ADJ
cana-2380	24	47	software	software	NOUN
cana-2380	24	48	,	,	PUNCT
cana-2380	24	49	and	and	CCONJ
cana-2380	24	50	routinely	routinely	ADV
cana-2380	24	51	monitoring	monitor	VERB
cana-2380	24	52	systems	system	NOUN
cana-2380	24	53	for	for	ADP
cana-2380	24	54	signs	sign	NOUN
cana-2380	24	55	of	of	ADP
cana-2380	24	56	compromise	compromise	NOUN
cana-2380	25	1	[	[	X
cana-2380	25	2	6,7	6,7	NUM
cana-2380	25	3	]	]	PUNCT
cana-2380	25	4	.	.	PUNCT
cana-2380	26	1	email	email	NOUN
cana-2380	26	2	filters	filter	NOUN
cana-2380	26	3	and	and	CCONJ
cana-2380	26	4	url	url	NOUN
cana-2380	26	5	reputation	reputation	NOUN
cana-2380	26	6	systems	system	NOUN
cana-2380	26	7	are	be	AUX
cana-2380	26	8	two	two	NUM
cana-2380	26	9	examples	example	NOUN
cana-2380	26	10	of	of	ADP
cana-2380	26	11	technical	technical	ADJ
cana-2380	26	12	solutions	solution	NOUN
cana-2380	26	13	that	that	PRON
cana-2380	26	14	can	can	AUX
cana-2380	26	15	assist	assist	VERB
cana-2380	26	16	detect	detect	NOUN
cana-2380	26	17	and	and	CCONJ
cana-2380	26	18	thwart	thwart	VERB
cana-2380	26	19	phishing	phishe	VERB
cana-2380	26	20	attempts	attempt	NOUN
cana-2380	26	21	.	.	PUNCT
cana-2380	27	1	finally	finally	ADV
cana-2380	27	2	,	,	PUNCT
cana-2380	27	3	phishing	phishe	VERB
cana-2380	27	4	assaults	assault	NOUN
cana-2380	27	5	pose	pose	VERB
cana-2380	27	6	a	a	DET
cana-2380	27	7	significant	significant	ADJ
cana-2380	27	8	hazard	hazard	NOUN
cana-2380	27	9	to	to	ADP
cana-2380	27	10	both	both	DET
cana-2380	27	11	individuals	individual	NOUN
cana-2380	27	12	and	and	CCONJ
cana-2380	27	13	organisations	organisation	NOUN
cana-2380	27	14	,	,	PUNCT
cana-2380	27	15	needing	need	VERB
cana-2380	27	16	vigilance	vigilance	NOUN
cana-2380	27	17	and	and	CCONJ
cana-2380	27	18	proactive	proactive	ADJ
cana-2380	27	19	actions	action	NOUN
cana-2380	27	20	to	to	PART
cana-2380	27	21	protect	protect	VERB
cana-2380	27	22	against	against	ADP
cana-2380	27	23	them	they	PRON
cana-2380	27	24	.	.	PUNCT
cana-2380	28	1	using	use	VERB
cana-2380	28	2	phishing	phishe	VERB
cana-2380	28	3	url	url	NOUN
cana-2380	28	4	detection	detection	NOUN
cana-2380	28	5	software	software	NOUN
cana-2380	28	6	and	and	CCONJ
cana-2380	28	7	following	follow	VERB
cana-2380	28	8	best	good	ADJ
cana-2380	28	9	practices	practice	NOUN
cana-2380	28	10	can	can	AUX
cana-2380	28	11	dramatically	dramatically	ADV
cana-2380	28	12	lower	lower	VERB
cana-2380	28	13	your	your	PRON
cana-2380	28	14	chances	chance	NOUN
cana-2380	28	15	of	of	ADP
cana-2380	28	16	falling	fall	VERB
cana-2380	28	17	victim	victim	NOUN
cana-2380	28	18	to	to	ADP
cana-2380	28	19	these	these	DET
cana-2380	28	20	assaults	assault	NOUN
cana-2380	28	21	.	.	PUNCT
cana-2380	29	1	1.1	1.1	NUM
cana-2380	29	2	motivation	motivation	NOUN
cana-2380	29	3	the	the	DET
cana-2380	29	4	reason	reason	NOUN
cana-2380	29	5	for	for	ADP
cana-2380	29	6	focusing	focus	VERB
cana-2380	29	7	on	on	ADP
cana-2380	29	8	phishing	phishe	VERB
cana-2380	29	9	url	url	NOUN
cana-2380	29	10	detection	detection	NOUN
cana-2380	29	11	stems	stem	VERB
cana-2380	29	12	from	from	ADP
cana-2380	29	13	the	the	DET
cana-2380	29	14	pressing	press	VERB
cana-2380	29	15	need	need	NOUN
cana-2380	29	16	for	for	ADP
cana-2380	29	17	improved	improved	ADJ
cana-2380	29	18	cybersecurity	cybersecurity	NOUN
cana-2380	29	19	measures	measure	NOUN
cana-2380	29	20	as	as	SCONJ
cana-2380	29	21	phishing	phishe	VERB
cana-2380	29	22	assaults	assault	NOUN
cana-2380	29	23	become	become	VERB
cana-2380	29	24	more	more	ADV
cana-2380	29	25	prevalent	prevalent	ADJ
cana-2380	29	26	and	and	CCONJ
cana-2380	29	27	sophisticated	sophisticated	ADJ
cana-2380	29	28	.	.	PUNCT
cana-2380	30	1	the	the	DET
cana-2380	30	2	expanding	expand	VERB
cana-2380	30	3	use	use	NOUN
cana-2380	30	4	of	of	ADP
cana-2380	30	5	digital	digital	ADJ
cana-2380	30	6	platforms	platform	NOUN
cana-2380	30	7	and	and	CCONJ
cana-2380	30	8	online	online	ADJ
cana-2380	30	9	interactions	interaction	NOUN
cana-2380	30	10	has	have	AUX
cana-2380	30	11	increased	increase	VERB
cana-2380	30	12	fraudsters	fraudster	NOUN
cana-2380	30	13	'	'	PART
cana-2380	30	14	attack	attack	NOUN
cana-2380	30	15	surface	surface	NOUN
cana-2380	30	16	,	,	PUNCT
cana-2380	30	17	magnifying	magnify	VERB
cana-2380	30	18	the	the	DET
cana-2380	30	19	impact	impact	NOUN
cana-2380	30	20	of	of	ADP
cana-2380	30	21	phishing	phishe	VERB
cana-2380	30	22	on	on	ADP
cana-2380	30	23	individuals	individual	NOUN
cana-2380	30	24	and	and	CCONJ
cana-2380	30	25	organisations	organisation	NOUN
cana-2380	30	26	[	[	X
cana-2380	30	27	8	8	NUM
cana-2380	30	28	]	]	PUNCT
cana-2380	30	29	.	.	PUNCT
cana-2380	31	1	understanding	understand	VERB
cana-2380	31	2	the	the	DET
cana-2380	31	3	serious	serious	ADJ
cana-2380	31	4	repercussions	repercussion	NOUN
cana-2380	31	5	of	of	ADP
cana-2380	31	6	successful	successful	ADJ
cana-2380	31	7	phishing	phishing	NOUN
cana-2380	31	8	attempts	attempt	NOUN
cana-2380	31	9	,	,	PUNCT
cana-2380	31	10	which	which	PRON
cana-2380	31	11	include	include	VERB
cana-2380	31	12	financial	financial	ADJ
cana-2380	31	13	losses	loss	NOUN
cana-2380	31	14	,	,	PUNCT
cana-2380	31	15	reputational	reputational	ADJ
cana-2380	31	16	harm	harm	NOUN
cana-2380	31	17	,	,	PUNCT
cana-2380	31	18	and	and	CCONJ
cana-2380	31	19	the	the	DET
cana-2380	31	20	compromise	compromise	NOUN
cana-2380	31	21	of	of	ADP
cana-2380	31	22	sensitive	sensitive	ADJ
cana-2380	31	23	data	datum	NOUN
cana-2380	31	24	,	,	PUNCT
cana-2380	31	25	emphasises	emphasise	VERB
cana-2380	31	26	the	the	DET
cana-2380	31	27	need	need	NOUN
cana-2380	31	28	of	of	ADP
cana-2380	31	29	creating	create	VERB
cana-2380	31	30	efficient	efficient	ADJ
cana-2380	31	31	detection	detection	NOUN
cana-2380	31	32	methods	method	NOUN
cana-2380	31	33	.	.	PUNCT
cana-2380	32	1	the	the	DET
cana-2380	32	2	flexibility	flexibility	NOUN
cana-2380	32	3	and	and	CCONJ
cana-2380	32	4	complexity	complexity	NOUN
cana-2380	32	5	of	of	ADP
cana-2380	32	6	phishing	phishe	VERB
cana-2380	32	7	strategies	strategy	NOUN
cana-2380	32	8	emphasise	emphasise	VERB
cana-2380	32	9	the	the	DET
cana-2380	32	10	limitations	limitation	NOUN
cana-2380	32	11	of	of	ADP
cana-2380	32	12	standard	standard	ADJ
cana-2380	32	13	detection	detection	NOUN
cana-2380	32	14	methods	method	NOUN
cana-2380	32	15	and	and	CCONJ
cana-2380	32	16	the	the	DET
cana-2380	32	17	need	need	NOUN
cana-2380	32	18	for	for	ADP
cana-2380	32	19	new	new	ADJ
cana-2380	32	20	alternatives	alternative	NOUN
cana-2380	32	21	.	.	PUNCT
cana-2380	33	1	machine	machine	NOUN
cana-2380	33	2	learning	learning	NOUN
cana-2380	33	3	and	and	CCONJ
cana-2380	33	4	artificial	artificial	ADJ
cana-2380	33	5	intelligence	intelligence	NOUN
cana-2380	33	6	provide	provide	VERB
cana-2380	33	7	interesting	interesting	ADJ
cana-2380	33	8	options	option	NOUN
cana-2380	33	9	for	for	ADP
cana-2380	33	10	supplementing	supplement	VERB
cana-2380	33	11	existing	exist	VERB
cana-2380	33	12	security	security	NOUN
cana-2380	33	13	measures	measure	NOUN
cana-2380	33	14	.	.	PUNCT
cana-2380	34	1	machine	machine	NOUN
cana-2380	34	2	learning	learning	NOUN
cana-2380	34	3	has	have	VERB
cana-2380	34	4	the	the	DET
cana-2380	34	5	potential	potential	NOUN
cana-2380	34	6	to	to	PART
cana-2380	34	7	greatly	greatly	ADV
cana-2380	34	8	improve	improve	VERB
cana-2380	34	9	phishing	phishe	VERB
cana-2380	34	10	url	url	NOUN
cana-2380	34	11	detection	detection	NOUN
cana-2380	34	12	by	by	ADP
cana-2380	34	13	using	use	VERB
cana-2380	34	14	sophisticated	sophisticated	ADJ
cana-2380	34	15	algorithms	algorithm	NOUN
cana-2380	34	16	to	to	PART
cana-2380	34	17	examine	examine	VERB
cana-2380	34	18	large	large	ADJ
cana-2380	34	19	datasets	dataset	NOUN
cana-2380	34	20	,	,	PUNCT
cana-2380	34	21	spot	spot	NOUN
cana-2380	34	22	trends	trend	NOUN
cana-2380	34	23	,	,	PUNCT
cana-2380	34	24	and	and	CCONJ
cana-2380	34	25	find	find	VERB
cana-2380	34	26	minute	minute	ADJ
cana-2380	34	27	signs	sign	NOUN
cana-2380	34	28	of	of	ADP
cana-2380	34	29	criminal	criminal	ADJ
cana-2380	34	30	intent	intent	NOUN
cana-2380	34	31	.	.	PUNCT
cana-2380	35	1	proactive	proactive	ADJ
cana-2380	35	2	detection	detection	NOUN
cana-2380	35	3	techniques	technique	NOUN
cana-2380	35	4	can	can	AUX
cana-2380	35	5	interrupt	interrupt	VERB
cana-2380	35	6	phishing	phishe	VERB
cana-2380	35	7	efforts	effort	NOUN
cana-2380	35	8	early	early	ADV
cana-2380	35	9	on	on	ADV
cana-2380	35	10	,	,	PUNCT
cana-2380	35	11	reducing	reduce	VERB
cana-2380	35	12	their	their	PRON
cana-2380	35	13	impact	impact	NOUN
cana-2380	35	14	on	on	ADP
cana-2380	35	15	victims	victim	NOUN
cana-2380	35	16	.	.	PUNCT
cana-2380	36	1	the	the	DET
cana-2380	36	2	main	main	ADJ
cana-2380	36	3	objective	objective	NOUN
cana-2380	36	4	is	be	AUX
cana-2380	36	5	to	to	PART
cana-2380	36	6	strengthen	strengthen	VERB
cana-2380	36	7	the	the	DET
cana-2380	36	8	security	security	NOUN
cana-2380	36	9	posture	posture	NOUN
cana-2380	36	10	of	of	ADP
cana-2380	36	11	online	online	ADJ
cana-2380	36	12	environments	environment	NOUN
cana-2380	36	13	,	,	PUNCT
cana-2380	36	14	making	make	VERB
cana-2380	36	15	themsafer	themsafer	NOUN
cana-2380	36	16	for	for	ADP
cana-2380	36	17	all	all	DET
cana-2380	36	18	users	user	NOUN
cana-2380	36	19	globally.strengthening	globally.strengthene	VERB
cana-2380	36	20	defences	defence	NOUN
cana-2380	36	21	against	against	ADP
cana-2380	36	22	phishing	phishe	VERB
cana-2380	36	23	attempts	attempt	NOUN
cana-2380	36	24	and	and	CCONJ
cana-2380	36	25	improving	improve	VERB
cana-2380	36	26	the	the	DET
cana-2380	36	27	resilience	resilience	NOUN
cana-2380	36	28	of	of	ADP
cana-2380	36	29	digital	digital	ADJ
cana-2380	36	30	infrastructuresare	infrastructuresare	NOUN
cana-2380	36	31	consistent	consistent	ADJ
cana-2380	36	32	with	with	ADP
cana-2380	36	33	the	the	DET
cana-2380	36	34	project	project	NOUN
cana-2380	36	35	's	's	PART
cana-2380	36	36	commitment	commitment	NOUN
cana-2380	36	37	to	to	ADP
cana-2380	36	38	protecting	protect	VERB
cana-2380	36	39	sensitive	sensitive	ADJ
cana-2380	36	40	data	datum	NOUN
cana-2380	36	41	and	and	CCONJ
cana-2380	36	42	sustaining	sustain	VERB
cana-2380	36	43	trust	trust	NOUN
cana-2380	36	44	in	in	ADP
cana-2380	36	45	digital	digital	ADJ
cana-2380	36	46	interactions	interaction	NOUN
cana-2380	36	47	.	.	PUNCT
cana-2380	37	1	1.2	1.2	NUM
cana-2380	37	2	problem	problem	NOUN
cana-2380	37	3	statement	statement	NOUN
cana-2380	37	4	this	this	DET
cana-2380	37	5	study	study	NOUN
cana-2380	37	6	seeks	seek	VERB
cana-2380	37	7	to	to	PART
cana-2380	37	8	use	use	VERB
cana-2380	37	9	a	a	DET
cana-2380	37	10	gradient	gradient	ADJ
cana-2380	37	11	boosting	boost	VERB
cana-2380	37	12	classifier	classifier	NOUN
cana-2380	37	13	(	(	PUNCT
cana-2380	37	14	gbc	gbc	PROPN
cana-2380	37	15	)	)	PUNCT
cana-2380	37	16	to	to	PART
cana-2380	37	17	detect	detect	VERB
cana-2380	37	18	phishing	phishe	VERB
cana-2380	37	19	urls	url	NOUN
cana-2380	37	20	by	by	ADP
cana-2380	37	21	combining	combine	VERB
cana-2380	37	22	insights	insight	NOUN
cana-2380	37	23	from	from	ADP
cana-2380	37	24	many	many	ADJ
cana-2380	37	25	weak	weak	ADJ
cana-2380	37	26	learners	learner	NOUN
cana-2380	37	27	to	to	PART
cana-2380	37	28	uncover	uncover	VERB
cana-2380	37	29	subtle	subtle	ADJ
cana-2380	37	30	patterns	pattern	NOUN
cana-2380	37	31	in	in	ADP
cana-2380	37	32	datasets	dataset	NOUN
cana-2380	37	33	.	.	PUNCT
cana-2380	38	1	the	the	DET
cana-2380	38	2	research	research	NOUN
cana-2380	38	3	will	will	AUX
cana-2380	38	4	collect	collect	VERB
cana-2380	38	5	a	a	DET
cana-2380	38	6	broad	broad	ADJ
cana-2380	38	7	dataset	dataset	NOUN
cana-2380	38	8	of	of	ADP
cana-2380	38	9	both	both	PRON
cana-2380	38	10	phishing	phishe	VERB
cana-2380	38	11	and	and	CCONJ
cana-2380	38	12	authentic	authentic	ADJ
cana-2380	38	13	urls	url	NOUN
cana-2380	38	14	for	for	ADP
cana-2380	38	15	model	model	NOUN
cana-2380	38	16	training	training	NOUN
cana-2380	38	17	and	and	CCONJ
cana-2380	38	18	assessment	assessment	NOUN
cana-2380	38	19	.	.	PUNCT
cana-2380	39	1	using	use	VERB
cana-2380	39	2	rigorous	rigorous	ADJ
cana-2380	39	3	pre	pre	ADJ
cana-2380	39	4	-	-	ADJ
cana-2380	39	5	processing	processing	ADJ
cana-2380	39	6	and	and	CCONJ
cana-2380	39	7	feature	feature	NOUN
cana-2380	39	8	engineering	engineering	NOUN
cana-2380	39	9	,	,	PUNCT
cana-2380	39	10	information	information	NOUN
cana-2380	39	11	such	such	ADJ
cana-2380	39	12	as	as	ADP
cana-2380	39	13	domain	domain	NOUN
cana-2380	39	14	age	age	NOUN
cana-2380	39	15	,	,	PUNCT
cana-2380	39	16	url	url	NOUN
cana-2380	39	17	length	length	NOUN
cana-2380	39	18	,	,	PUNCT
cana-2380	39	19	and	and	CCONJ
cana-2380	39	20	https	https	NOUN
cana-2380	39	21	presence	presence	NOUN
cana-2380	39	22	will	will	AUX
cana-2380	39	23	be	be	AUX
cana-2380	39	24	retrieved	retrieve	VERB
cana-2380	39	25	to	to	PART
cana-2380	39	26	assist	assist	VERB
cana-2380	39	27	the	the	DET
cana-2380	39	28	classifier	classifier	NOUN
cana-2380	39	29	in	in	ADP
cana-2380	39	30	distinguishing	distinguish	VERB
cana-2380	39	31	between	between	ADP
cana-2380	39	32	dangerous	dangerous	ADJ
cana-2380	39	33	and	and	CCONJ
cana-2380	39	34	benign	benign	ADJ
cana-2380	39	35	urls	url	NOUN
cana-2380	39	36	.	.	PUNCT
cana-2380	40	1	ensemble	ensemble	ADJ
cana-2380	40	2	learning	learning	NOUN
cana-2380	40	3	using	use	VERB
cana-2380	40	4	gbc	gbc	PROPN
cana-2380	40	5	provides	provide	VERB
cana-2380	40	6	a	a	DET
cana-2380	40	7	strong	strong	ADJ
cana-2380	40	8	solution	solution	NOUN
cana-2380	40	9	for	for	ADP
cana-2380	40	10	the	the	DET
cana-2380	40	11	difficult	difficult	ADJ
cana-2380	40	12	challenge	challenge	NOUN
cana-2380	40	13	of	of	ADP
cana-2380	40	14	detecting	detect	VERB
cana-2380	40	15	phishing	phishe	VERB
cana-2380	40	16	urls	url	NOUN
cana-2380	40	17	.	.	PUNCT
cana-2380	41	1	its	its	PRON
cana-2380	41	2	iterative	iterative	NOUN
cana-2380	41	3	improvement	improvement	NOUN
cana-2380	41	4	approach	approach	NOUN
cana-2380	41	5	brings	bring	VERB
cana-2380	41	6	together	together	ADV
cana-2380	41	7	several	several	ADJ
cana-2380	41	8	views	view	NOUN
cana-2380	41	9	,	,	PUNCT
cana-2380	41	10	improving	improve	VERB
cana-2380	41	11	forecast	forecast	NOUN
cana-2380	41	12	accuracy	accuracy	NOUN
cana-2380	41	13	and	and	CCONJ
cana-2380	41	14	resistance	resistance	NOUN
cana-2380	41	15	to	to	ADP
cana-2380	41	16	complex	complex	ADJ
cana-2380	41	17	phishing	phishing	NOUN
cana-2380	41	18	attempts	attempt	NOUN
cana-2380	41	19	.	.	PUNCT
cana-2380	42	1	the	the	DET
cana-2380	42	2	classifier	classifier	NOUN
cana-2380	42	3	's	's	PART
cana-2380	42	4	performance	performance	NOUN
cana-2380	42	5	and	and	CCONJ
cana-2380	42	6	efficacy	efficacy	NOUN
cana-2380	42	7	in	in	ADP
cana-2380	42	8	minimising	minimise	VERB
cana-2380	42	9	phishing	phishe	VERB
cana-2380	42	10	attacks	attack	NOUN
cana-2380	42	11	will	will	AUX
cana-2380	42	12	be	be	AUX
cana-2380	42	13	closely	closely	ADV
cana-2380	42	14	monitored	monitor	VERB
cana-2380	42	15	through	through	ADP
cana-2380	42	16	rigorous	rigorous	ADJ
cana-2380	42	17	validation	validation	NOUN
cana-2380	42	18	and	and	CCONJ
cana-2380	42	19	assessment	assessment	NOUN
cana-2380	42	20	,	,	PUNCT
cana-2380	42	21	utilising	utilise	VERB
cana-2380	42	22	criteria	criterion	NOUN
cana-2380	42	23	like	like	ADP
cana-2380	42	24	accuracy	accuracy	NOUN
cana-2380	42	25	,	,	PUNCT
cana-2380	42	26	precision	precision	NOUN
cana-2380	42	27	,	,	PUNCT
cana-2380	42	28	recall	recall	NOUN
cana-2380	42	29	,	,	PUNCT
cana-2380	42	30	and	and	CCONJ
cana-2380	42	31	f1	f1	PROPN
cana-2380	42	32	score	score	NOUN
cana-2380	42	33	.	.	PUNCT
cana-2380	43	1	communications	communication	NOUN
cana-2380	43	2	on	on	ADP
cana-2380	43	3	applied	apply	VERB
cana-2380	43	4	nonlinear	nonlinear	ADJ
cana-2380	43	5	analysis	analysis	NOUN
cana-2380	43	6	issn	issn	NOUN
cana-2380	43	7	:	:	PUNCT
cana-2380	43	8	1074	1074	NUM
cana-2380	43	9	-	-	PUNCT
cana-2380	43	10	133x	133x	NUM
cana-2380	43	11	vol	vol	NOUN
cana-2380	43	12	32	32	NUM
cana-2380	43	13	no	no	NOUN
cana-2380	43	14	.	.	NOUN
cana-2380	43	15	3	3	NUM
cana-2380	43	16	(	(	PUNCT
cana-2380	43	17	2025	2025	NUM
cana-2380	43	18	)	)	PUNCT
cana-2380	43	19	663	663	NUM
cana-2380	43	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-2380	44	1	the	the	DET
cana-2380	44	2	project	project	NOUN
cana-2380	44	3	aims	aim	VERB
cana-2380	44	4	to	to	PART
cana-2380	44	5	strengthen	strengthen	VERB
cana-2380	44	6	cybersecurity	cybersecurity	NOUN
cana-2380	44	7	defences	defence	NOUN
cana-2380	44	8	by	by	ADP
cana-2380	44	9	creating	create	VERB
cana-2380	44	10	a	a	DET
cana-2380	44	11	sophisticated	sophisticated	ADJ
cana-2380	44	12	detection	detection	NOUN
cana-2380	44	13	system	system	NOUN
cana-2380	44	14	capable	capable	ADJ
cana-2380	44	15	of	of	ADP
cana-2380	44	16	spotting	spot	VERB
cana-2380	44	17	phishing	phishe	VERB
cana-2380	44	18	urls	url	NOUN
cana-2380	44	19	ahead	ahead	ADV
cana-2380	44	20	of	of	ADP
cana-2380	44	21	time	time	NOUN
cana-2380	44	22	,	,	PUNCT
cana-2380	44	23	enabling	enable	VERB
cana-2380	44	24	a	a	DET
cana-2380	44	25	safer	safe	ADJ
cana-2380	44	26	digital	digital	ADJ
cana-2380	44	27	environment	environment	NOUN
cana-2380	44	28	for	for	ADP
cana-2380	44	29	consumers	consumer	NOUN
cana-2380	44	30	and	and	CCONJ
cana-2380	44	31	organisations	organisation	NOUN
cana-2380	44	32	while	while	SCONJ
cana-2380	44	33	also	also	ADV
cana-2380	44	34	protecting	protect	VERB
cana-2380	44	35	sensitive	sensitive	ADJ
cana-2380	44	36	information	information	NOUN
cana-2380	44	37	.	.	PUNCT
cana-2380	45	1	1.3	1.3	NUM
cana-2380	45	2	objectives	objective	NOUN
cana-2380	45	3	•	•	ADP
cana-2380	45	4	create	create	VERB
cana-2380	45	5	and	and	CCONJ
cana-2380	45	6	apply	apply	VERB
cana-2380	45	7	machine	machine	NOUN
cana-2380	45	8	learning	learn	VERB
cana-2380	45	9	algorithms	algorithm	NOUN
cana-2380	45	10	for	for	ADP
cana-2380	45	11	effective	effective	ADJ
cana-2380	45	12	and	and	CCONJ
cana-2380	45	13	sophisticated	sophisticated	ADJ
cana-2380	45	14	phishing	phishe	VERB
cana-2380	45	15	detection	detection	NOUN
cana-2380	45	16	.	.	PUNCT
cana-2380	46	1	•	•	PUNCT
cana-2380	46	2	develop	develop	VERB
cana-2380	46	3	a	a	DET
cana-2380	46	4	system	system	NOUN
cana-2380	46	5	that	that	PRON
cana-2380	46	6	can	can	AUX
cana-2380	46	7	dynamically	dynamically	ADV
cana-2380	46	8	react	react	VERB
cana-2380	46	9	to	to	ADP
cana-2380	46	10	changing	change	VERB
cana-2380	46	11	phishing	phishe	VERB
cana-2380	46	12	strategies	strategy	NOUN
cana-2380	46	13	,	,	PUNCT
cana-2380	46	14	assuring	assure	VERB
cana-2380	46	15	continuous	continuous	ADJ
cana-2380	46	16	efficacy	efficacy	NOUN
cana-2380	46	17	.	.	PUNCT
cana-2380	47	1	•	•	NUM
cana-2380	47	2	create	create	VERB
cana-2380	47	3	solutions	solution	NOUN
cana-2380	47	4	that	that	PRON
cana-2380	47	5	integrate	integrate	VERB
cana-2380	47	6	smoothly	smoothly	ADV
cana-2380	47	7	into	into	ADP
cana-2380	47	8	current	current	ADJ
cana-2380	47	9	platforms	platform	NOUN
cana-2380	47	10	while	while	SCONJ
cana-2380	47	11	prioritising	prioritise	VERB
cana-2380	47	12	user	user	NOUN
cana-2380	47	13	experience	experience	NOUN
cana-2380	47	14	.	.	PUNCT
cana-2380	48	1	•	•	ADV
cana-2380	48	2	improve	improve	VERB
cana-2380	48	3	the	the	DET
cana-2380	48	4	gradient	gradient	NOUN
cana-2380	48	5	boosting	boost	VERB
cana-2380	48	6	classifier	classifier	NOUN
cana-2380	48	7	model	model	NOUN
cana-2380	48	8	's	's	PART
cana-2380	48	9	accuracy	accuracy	NOUN
cana-2380	48	10	and	and	CCONJ
cana-2380	48	11	efficiency	efficiency	NOUN
cana-2380	48	12	in	in	ADP
cana-2380	48	13	phishing	phishe	VERB
cana-2380	48	14	detection	detection	NOUN
cana-2380	48	15	.	.	PUNCT
cana-2380	49	1	•	•	NUM
cana-2380	49	2	create	create	VERB
cana-2380	49	3	scalable	scalable	ADJ
cana-2380	49	4	and	and	CCONJ
cana-2380	49	5	effective	effective	ADJ
cana-2380	49	6	techniques	technique	NOUN
cana-2380	49	7	for	for	ADP
cana-2380	49	8	combating	combat	VERB
cana-2380	49	9	global	global	ADJ
cana-2380	49	10	phishing	phishe	VERB
cana-2380	49	11	attacks	attack	NOUN
cana-2380	49	12	.	.	PUNCT
cana-2380	50	1	•	•	NUM
cana-2380	50	2	ensuring	ensure	VERB
cana-2380	50	3	dependability	dependability	NOUN
cana-2380	50	4	requires	require	VERB
cana-2380	50	5	validating	validate	VERB
cana-2380	50	6	the	the	DET
cana-2380	50	7	gradient	gradient	NOUN
cana-2380	50	8	boosting	boost	VERB
cana-2380	50	9	classifier	classifier	NOUN
cana-2380	50	10	model	model	NOUN
cana-2380	50	11	's	's	PART
cana-2380	50	12	performance	performance	NOUN
cana-2380	50	13	on	on	ADP
cana-2380	50	14	separate	separate	ADJ
cana-2380	50	15	datasets	dataset	NOUN
cana-2380	50	16	.	.	PUNCT
cana-2380	51	1	•	•	ADP
cana-2380	51	2	to	to	PART
cana-2380	51	3	determine	determine	VERB
cana-2380	51	4	the	the	DET
cana-2380	51	5	gradient	gradient	NOUN
cana-2380	51	6	boosting	boost	VERB
cana-2380	51	7	classifier	classifier	NOUN
cana-2380	51	8	model	model	NOUN
cana-2380	51	9	's	's	PART
cana-2380	51	10	efficacy	efficacy	NOUN
cana-2380	51	11	,	,	PUNCT
cana-2380	51	12	compare	compare	VERB
cana-2380	51	13	its	its	PRON
cana-2380	51	14	performance	performance	NOUN
cana-2380	51	15	to	to	ADP
cana-2380	51	16	that	that	PRON
cana-2380	51	17	of	of	ADP
cana-2380	51	18	existing	exist	VERB
cana-2380	51	19	approaches	approach	NOUN
cana-2380	51	20	.	.	PUNCT
cana-2380	52	1	•	•	NUM
cana-2380	52	2	create	create	VERB
cana-2380	52	3	a	a	DET
cana-2380	52	4	user	user	NOUN
cana-2380	52	5	-	-	PUNCT
cana-2380	52	6	friendly	friendly	ADJ
cana-2380	52	7	interface	interface	NOUN
cana-2380	52	8	or	or	CCONJ
cana-2380	52	9	integrate	integrate	VERB
cana-2380	52	10	with	with	ADP
cana-2380	52	11	current	current	ADJ
cana-2380	52	12	prediction	prediction	NOUN
cana-2380	52	13	algorithms	algorithm	NOUN
cana-2380	52	14	to	to	PART
cana-2380	52	15	ensure	ensure	VERB
cana-2380	52	16	smooth	smooth	ADJ
cana-2380	52	17	url	url	NOUN
cana-2380	52	18	detection	detection	NOUN
cana-2380	52	19	.	.	PUNCT
cana-2380	53	1	2	2	X
cana-2380	53	2	.	.	X
cana-2380	53	3	review	review	NOUN
cana-2380	53	4	of	of	ADP
cana-2380	53	5	literature	literature	NOUN
cana-2380	53	6	the	the	DET
cana-2380	53	7	literature	literature	NOUN
cana-2380	53	8	on	on	ADP
cana-2380	53	9	malicious	malicious	ADJ
cana-2380	53	10	url	url	NOUN
cana-2380	53	11	detection	detection	NOUN
cana-2380	53	12	has	have	AUX
cana-2380	53	13	advanced	advance	VERB
cana-2380	53	14	tremendously	tremendously	ADV
cana-2380	53	15	,	,	PUNCT
cana-2380	53	16	with	with	ADP
cana-2380	53	17	a	a	DET
cana-2380	53	18	variety	variety	NOUN
cana-2380	53	19	of	of	ADP
cana-2380	53	20	approaches	approach	NOUN
cana-2380	53	21	being	be	AUX
cana-2380	53	22	used	use	VERB
cana-2380	53	23	to	to	PART
cana-2380	53	24	improve	improve	VERB
cana-2380	53	25	detection	detection	NOUN
cana-2380	53	26	accuracy	accuracy	NOUN
cana-2380	53	27	and	and	CCONJ
cana-2380	53	28	efficiency	efficiency	NOUN
cana-2380	53	29	.	.	PUNCT
cana-2380	54	1	[	[	X
cana-2380	54	2	9	9	NUM
cana-2380	54	3	]	]	PUNCT
cana-2380	54	4	proposed	propose	VERB
cana-2380	54	5	a	a	DET
cana-2380	54	6	unique	unique	ADJ
cana-2380	54	7	technique	technique	NOUN
cana-2380	54	8	to	to	ADP
cana-2380	54	9	detecting	detect	VERB
cana-2380	54	10	phishing	phishe	VERB
cana-2380	54	11	urls	url	NOUN
cana-2380	54	12	that	that	PRON
cana-2380	54	13	relies	rely	VERB
cana-2380	54	14	on	on	ADP
cana-2380	54	15	url	url	X
cana-2380	54	16	content	content	NOUN
cana-2380	54	17	rather	rather	ADV
cana-2380	54	18	than	than	ADP
cana-2380	54	19	typical	typical	ADJ
cana-2380	54	20	string	string	NOUN
cana-2380	54	21	properties	property	NOUN
cana-2380	54	22	.	.	PUNCT
cana-2380	55	1	this	this	DET
cana-2380	55	2	technique	technique	NOUN
cana-2380	55	3	starts	start	VERB
cana-2380	55	4	with	with	ADP
cana-2380	55	5	simple	simple	ADJ
cana-2380	55	6	feature	feature	NOUN
cana-2380	55	7	screening	screening	NOUN
cana-2380	55	8	,	,	PUNCT
cana-2380	55	9	then	then	ADV
cana-2380	55	10	moves	move	VERB
cana-2380	55	11	on	on	ADP
cana-2380	55	12	to	to	ADP
cana-2380	55	13	simulated	simulate	VERB
cana-2380	55	14	environmental	environmental	ADJ
cana-2380	55	15	evaluation	evaluation	NOUN
cana-2380	55	16	to	to	PART
cana-2380	55	17	extract	extract	VERB
cana-2380	55	18	page	page	NOUN
cana-2380	55	19	content	content	NOUN
cana-2380	55	20	,	,	PUNCT
cana-2380	55	21	and	and	CCONJ
cana-2380	55	22	finally	finally	ADV
cana-2380	55	23	to	to	ADP
cana-2380	55	24	cnn	cnn	PROPN
cana-2380	55	25	identification	identification	NOUN
cana-2380	55	26	.	.	PUNCT
cana-2380	56	1	previous	previous	ADJ
cana-2380	56	2	research	research	NOUN
cana-2380	56	3	,	,	PUNCT
cana-2380	56	4	like	like	ADP
cana-2380	56	5	as	as	ADP
cana-2380	56	6	[	[	X
cana-2380	56	7	10	10	NUM
cana-2380	56	8	]	]	PUNCT
cana-2380	56	9	,	,	PUNCT
cana-2380	56	10	shown	show	VERB
cana-2380	56	11	the	the	DET
cana-2380	56	12	efficacy	efficacy	NOUN
cana-2380	56	13	of	of	ADP
cana-2380	56	14	cnns	cnn	NOUN
cana-2380	56	15	in	in	ADP
cana-2380	56	16	text	text	NOUN
cana-2380	56	17	categorization	categorization	NOUN
cana-2380	56	18	,	,	PUNCT
cana-2380	56	19	emphasising	emphasise	VERB
cana-2380	56	20	its	its	PRON
cana-2380	56	21	potential	potential	NOUN
cana-2380	56	22	in	in	ADP
cana-2380	56	23	url	url	ADJ
cana-2380	56	24	analysis	analysis	NOUN
cana-2380	56	25	.	.	PUNCT
cana-2380	57	1	the	the	DET
cana-2380	57	2	transition	transition	NOUN
cana-2380	57	3	to	to	ADP
cana-2380	57	4	deep	deep	ADJ
cana-2380	57	5	learning	learning	NOUN
cana-2380	57	6	models	model	NOUN
cana-2380	57	7	,	,	PUNCT
cana-2380	57	8	including	include	VERB
cana-2380	57	9	work	work	NOUN
cana-2380	57	10	by	by	ADP
cana-2380	57	11	[	[	X
cana-2380	57	12	11	11	NUM
cana-2380	57	13	]	]	PUNCT
cana-2380	57	14	and	and	CCONJ
cana-2380	57	15	[	[	X
cana-2380	57	16	12	12	NUM
cana-2380	57	17	]	]	PUNCT
cana-2380	57	18	,	,	PUNCT
cana-2380	57	19	established	establish	VERB
cana-2380	57	20	cnns	cnn	NOUN
cana-2380	57	21	'	'	PART
cana-2380	57	22	superiority	superiority	NOUN
cana-2380	57	23	in	in	ADP
cana-2380	57	24	capturing	capture	VERB
cana-2380	57	25	complex	complex	ADJ
cana-2380	57	26	patterns	pattern	NOUN
cana-2380	57	27	in	in	ADP
cana-2380	57	28	urls	url	NOUN
cana-2380	57	29	.	.	PUNCT
cana-2380	58	1	comparative	comparative	ADJ
cana-2380	58	2	investigations	investigation	NOUN
cana-2380	58	3	,	,	PUNCT
cana-2380	58	4	such	such	ADJ
cana-2380	58	5	as	as	ADP
cana-2380	58	6	those	those	PRON
cana-2380	58	7	conducted	conduct	VERB
cana-2380	58	8	by	by	ADP
cana-2380	58	9	[	[	PUNCT
cana-2380	58	10	13	13	NUM
cana-2380	58	11	]	]	PUNCT
cana-2380	58	12	,	,	PUNCT
cana-2380	58	13	demonstrated	demonstrate	VERB
cana-2380	58	14	that	that	SCONJ
cana-2380	58	15	cnns	cnn	NOUN
cana-2380	58	16	outperform	outperform	ADJ
cana-2380	58	17	classical	classical	ADJ
cana-2380	58	18	classifiers	classifier	NOUN
cana-2380	58	19	and	and	CCONJ
cana-2380	58	20	other	other	ADJ
cana-2380	58	21	deep	deep	ADJ
cana-2380	58	22	learning	learning	NOUN
cana-2380	58	23	architectures	architecture	NOUN
cana-2380	58	24	in	in	ADP
cana-2380	58	25	url	url	ADJ
cana-2380	58	26	classification	classification	NOUN
cana-2380	58	27	.	.	PUNCT
cana-2380	59	1	[	[	X
cana-2380	59	2	14	14	NUM
cana-2380	59	3	]	]	PUNCT
cana-2380	59	4	expands	expand	VERB
cana-2380	59	5	on	on	ADP
cana-2380	59	6	this	this	DET
cana-2380	59	7	foundation	foundation	NOUN
cana-2380	59	8	,	,	PUNCT
cana-2380	59	9	addressing	address	VERB
cana-2380	59	10	the	the	DET
cana-2380	59	11	shortcomings	shortcoming	NOUN
cana-2380	59	12	of	of	ADP
cana-2380	59	13	prior	prior	ADJ
cana-2380	59	14	approaches	approach	NOUN
cana-2380	59	15	by	by	ADP
cana-2380	59	16	using	use	VERB
cana-2380	59	17	cnns	cnn	NOUN
cana-2380	59	18	to	to	PART
cana-2380	59	19	analyse	analyse	VERB
cana-2380	59	20	web	web	NOUN
cana-2380	59	21	page	page	NOUN
cana-2380	59	22	content	content	NOUN
cana-2380	59	23	,	,	PUNCT
cana-2380	59	24	resulting	result	VERB
cana-2380	59	25	in	in	ADP
cana-2380	59	26	greater	great	ADJ
cana-2380	59	27	detection	detection	NOUN
cana-2380	59	28	accuracy	accuracy	NOUN
cana-2380	59	29	and	and	CCONJ
cana-2380	59	30	resilience	resilience	NOUN
cana-2380	59	31	against	against	ADP
cana-2380	59	32	advanced	advanced	ADJ
cana-2380	59	33	phishing	phishe	VERB
cana-2380	59	34	strategies	strategy	NOUN
cana-2380	59	35	.	.	PUNCT
cana-2380	60	1	the	the	DET
cana-2380	60	2	literature	literature	NOUN
cana-2380	60	3	on	on	ADP
cana-2380	60	4	phishing	phishe	VERB
cana-2380	60	5	url	url	NOUN
cana-2380	60	6	detection	detection	NOUN
cana-2380	60	7	includes	include	VERB
cana-2380	60	8	substantial	substantial	ADJ
cana-2380	60	9	research	research	NOUN
cana-2380	60	10	into	into	ADP
cana-2380	60	11	categorization	categorization	NOUN
cana-2380	60	12	approaches	approach	NOUN
cana-2380	60	13	to	to	PART
cana-2380	60	14	improve	improve	VERB
cana-2380	60	15	performance	performance	NOUN
cana-2380	60	16	and	and	CCONJ
cana-2380	60	17	accuracy	accuracy	NOUN
cana-2380	60	18	.	.	PUNCT
cana-2380	61	1	[	[	X
cana-2380	61	2	15	15	NUM
cana-2380	61	3	]	]	PUNCT
cana-2380	61	4	performed	perform	VERB
cana-2380	61	5	a	a	DET
cana-2380	61	6	detailed	detailed	ADJ
cana-2380	61	7	performance	performance	NOUN
cana-2380	61	8	research	research	NOUN
cana-2380	61	9	,	,	PUNCT
cana-2380	61	10	comparing	compare	VERB
cana-2380	61	11	several	several	ADJ
cana-2380	61	12	classification	classification	NOUN
cana-2380	61	13	methods	method	NOUN
cana-2380	61	14	for	for	ADP
cana-2380	61	15	identifying	identify	VERB
cana-2380	61	16	phishing	phishe	VERB
cana-2380	61	17	urls	url	NOUN
cana-2380	61	18	.	.	PUNCT
cana-2380	62	1	this	this	DET
cana-2380	62	2	study	study	NOUN
cana-2380	62	3	adds	add	VERB
cana-2380	62	4	to	to	ADP
cana-2380	62	5	earlier	early	ADJ
cana-2380	62	6	research	research	NOUN
cana-2380	62	7	by	by	ADP
cana-2380	62	8	investigating	investigate	VERB
cana-2380	62	9	the	the	DET
cana-2380	62	10	efficacy	efficacy	NOUN
cana-2380	62	11	of	of	ADP
cana-2380	62	12	machine	machine	NOUN
cana-2380	62	13	learning	learn	VERB
cana-2380	62	14	algorithms	algorithm	NOUN
cana-2380	62	15	in	in	ADP
cana-2380	62	16	detecting	detect	VERB
cana-2380	62	17	phishing	phishe	VERB
cana-2380	62	18	attacks	attack	NOUN
cana-2380	62	19	.	.	PUNCT
cana-2380	63	1	previous	previous	ADJ
cana-2380	63	2	research	research	NOUN
cana-2380	63	3	,	,	PUNCT
cana-2380	63	4	such	such	ADJ
cana-2380	63	5	as	as	ADP
cana-2380	63	6	that	that	PRON
cana-2380	63	7	of	of	ADP
cana-2380	63	8	[	[	X
cana-2380	63	9	16	16	NUM
cana-2380	63	10	]	]	PUNCT
cana-2380	63	11	,	,	PUNCT
cana-2380	63	12	has	have	AUX
cana-2380	63	13	emphasised	emphasise	VERB
cana-2380	63	14	the	the	DET
cana-2380	63	15	need	need	NOUN
cana-2380	63	16	of	of	ADP
cana-2380	63	17	using	use	VERB
cana-2380	63	18	pattern	pattern	NOUN
cana-2380	63	19	recognition	recognition	NOUN
cana-2380	63	20	skills	skill	NOUN
cana-2380	63	21	to	to	PART
cana-2380	63	22	discriminate	discriminate	VERB
cana-2380	63	23	between	between	ADP
cana-2380	63	24	phishing	phishe	VERB
cana-2380	63	25	and	and	CCONJ
cana-2380	63	26	legal	legal	ADJ
cana-2380	63	27	urls	url	NOUN
cana-2380	63	28	.	.	PUNCT
cana-2380	64	1	furthermore	furthermore	ADV
cana-2380	64	2	,	,	PUNCT
cana-2380	64	3	[	[	X
cana-2380	64	4	17	17	NUM
cana-2380	64	5	]	]	PUNCT
cana-2380	64	6	found	find	VERB
cana-2380	64	7	that	that	SCONJ
cana-2380	64	8	classification	classification	NOUN
cana-2380	64	9	algorithms	algorithm	NOUN
cana-2380	64	10	,	,	PUNCT
cana-2380	64	11	particularly	particularly	ADV
cana-2380	64	12	tree	tree	NOUN
cana-2380	64	13	-	-	PUNCT
cana-2380	64	14	based	base	VERB
cana-2380	64	15	classifiers	classifier	NOUN
cana-2380	64	16	,	,	PUNCT
cana-2380	64	17	may	may	AUX
cana-2380	64	18	achieve	achieve	VERB
cana-2380	64	19	high	high	ADJ
cana-2380	64	20	accuracy	accuracy	NOUN
cana-2380	64	21	in	in	ADP
cana-2380	64	22	detecting	detect	VERB
cana-2380	64	23	phishing	phishe	VERB
cana-2380	64	24	urls	url	NOUN
cana-2380	64	25	.	.	PUNCT
cana-2380	65	1	[	[	X
cana-2380	65	2	18	18	NUM
cana-2380	65	3	]	]	PUNCT
cana-2380	65	4	adds	add	VERB
cana-2380	65	5	communications	communication	NOUN
cana-2380	65	6	on	on	ADP
cana-2380	65	7	applied	apply	VERB
cana-2380	65	8	nonlinear	nonlinear	ADJ
cana-2380	65	9	analysis	analysis	NOUN
cana-2380	65	10	issn	issn	NOUN
cana-2380	65	11	:	:	PUNCT
cana-2380	65	12	1074	1074	NUM
cana-2380	65	13	-	-	PUNCT
cana-2380	65	14	133x	133x	NUM
cana-2380	65	15	vol	vol	NOUN
cana-2380	65	16	32	32	NUM
cana-2380	65	17	no	no	NOUN
cana-2380	65	18	.	.	NOUN
cana-2380	65	19	3	3	NUM
cana-2380	65	20	(	(	PUNCT
cana-2380	65	21	2025	2025	NUM
cana-2380	65	22	)	)	PUNCT
cana-2380	65	23	664	664	NUM
cana-2380	65	24	https://internationalpubls.com	https://internationalpubls.com	X
cana-2380	65	25	to	to	ADP
cana-2380	65	26	this	this	DET
cana-2380	65	27	corpus	corpus	NOUN
cana-2380	65	28	of	of	ADP
cana-2380	65	29	research	research	NOUN
cana-2380	65	30	by	by	ADP
cana-2380	65	31	thoroughly	thoroughly	ADV
cana-2380	65	32	comparing	compare	VERB
cana-2380	65	33	the	the	DET
cana-2380	65	34	performance	performance	NOUN
cana-2380	65	35	of	of	ADP
cana-2380	65	36	several	several	ADJ
cana-2380	65	37	classifiers	classifier	NOUN
cana-2380	65	38	.	.	PUNCT
cana-2380	66	1	using	use	VERB
cana-2380	66	2	a	a	DET
cana-2380	66	3	dataset	dataset	NOUN
cana-2380	66	4	of	of	ADP
cana-2380	66	5	4,500	4,500	NUM
cana-2380	66	6	urls	url	NOUN
cana-2380	66	7	.	.	PUNCT
cana-2380	67	1	the	the	DET
cana-2380	67	2	findings	finding	NOUN
cana-2380	67	3	provide	provide	VERB
cana-2380	67	4	light	light	NOUN
cana-2380	67	5	on	on	ADP
cana-2380	67	6	the	the	DET
cana-2380	67	7	efficacy	efficacy	NOUN
cana-2380	67	8	of	of	ADP
cana-2380	67	9	categorization	categorization	NOUN
cana-2380	67	10	approaches	approach	NOUN
cana-2380	67	11	and	and	CCONJ
cana-2380	67	12	highlight	highlight	VERB
cana-2380	67	13	the	the	DET
cana-2380	67	14	need	need	NOUN
cana-2380	67	15	of	of	ADP
cana-2380	67	16	using	use	VERB
cana-2380	67	17	machine	machine	NOUN
cana-2380	67	18	learning	learn	VERB
cana-2380	67	19	to	to	PART
cana-2380	67	20	tackle	tackle	VERB
cana-2380	67	21	phishing	phishe	VERB
cana-2380	67	22	threats	threat	NOUN
cana-2380	67	23	in	in	ADP
cana-2380	67	24	today	today	NOUN
cana-2380	67	25	's	's	PART
cana-2380	67	26	changing	change	VERB
cana-2380	67	27	cybersecurity	cybersecurity	NOUN
cana-2380	67	28	scene	scene	NOUN
cana-2380	67	29	.	.	PUNCT
cana-2380	68	1	in	in	ADP
cana-2380	68	2	the	the	DET
cana-2380	68	3	field	field	NOUN
cana-2380	68	4	of	of	ADP
cana-2380	68	5	cybersecurity	cybersecurity	NOUN
cana-2380	68	6	,	,	PUNCT
cana-2380	68	7	detecting	detect	VERB
cana-2380	68	8	phishing	phishe	VERB
cana-2380	68	9	websites	website	NOUN
cana-2380	68	10	is	be	AUX
cana-2380	68	11	critical	critical	ADJ
cana-2380	68	12	,	,	PUNCT
cana-2380	68	13	and	and	CCONJ
cana-2380	68	14	[	[	X
cana-2380	68	15	19	19	NUM
cana-2380	68	16	]	]	PUNCT
cana-2380	68	17	provides	provide	VERB
cana-2380	68	18	a	a	DET
cana-2380	68	19	unique	unique	ADJ
cana-2380	68	20	technique	technique	NOUN
cana-2380	68	21	in	in	ADP
cana-2380	68	22	their	their	PRON
cana-2380	68	23	article	article	NOUN
cana-2380	68	24	,	,	PUNCT
cana-2380	68	25	"	"	PUNCT
cana-2380	68	26	a	a	DET
cana-2380	68	27	new	new	ADJ
cana-2380	68	28	method	method	NOUN
cana-2380	68	29	for	for	ADP
cana-2380	68	30	detection	detection	NOUN
cana-2380	68	31	of	of	ADP
cana-2380	68	32	phishing	phishe	VERB
cana-2380	68	33	websites	website	NOUN
cana-2380	68	34	:	:	PUNCT
cana-2380	68	35	url	url	NOUN
cana-2380	68	36	detection	detection	NOUN
cana-2380	68	37	.	.	PUNCT
cana-2380	68	38	"	"	PUNCT
cana-2380	69	1	building	build	VERB
cana-2380	69	2	on	on	ADP
cana-2380	69	3	prior	prior	ADJ
cana-2380	69	4	studies	study	NOUN
cana-2380	69	5	,	,	PUNCT
cana-2380	69	6	they	they	PRON
cana-2380	69	7	discusses	discuss	VERB
cana-2380	69	8	the	the	DET
cana-2380	69	9	necessity	necessity	NOUN
cana-2380	69	10	for	for	ADP
cana-2380	69	11	increased	increase	VERB
cana-2380	69	12	security	security	NOUN
cana-2380	69	13	measures	measure	NOUN
cana-2380	69	14	to	to	PART
cana-2380	69	15	counteract	counteract	VERB
cana-2380	69	16	emerging	emerge	VERB
cana-2380	69	17	phishing	phishe	VERB
cana-2380	69	18	strategies	strategy	NOUN
cana-2380	69	19	.	.	PUNCT
cana-2380	70	1	the	the	DET
cana-2380	70	2	study	study	NOUN
cana-2380	70	3	builds	build	VERB
cana-2380	70	4	on	on	ADP
cana-2380	70	5	previous	previous	ADJ
cana-2380	70	6	research	research	NOUN
cana-2380	70	7	,	,	PUNCT
cana-2380	70	8	such	such	ADJ
cana-2380	70	9	as	as	ADP
cana-2380	70	10	that	that	PRON
cana-2380	70	11	of	of	ADP
cana-2380	70	12	[	[	X
cana-2380	70	13	16	16	NUM
cana-2380	70	14	]	]	PUNCT
cana-2380	70	15	,	,	PUNCT
cana-2380	70	16	which	which	PRON
cana-2380	70	17	emphasises	emphasise	VERB
cana-2380	70	18	the	the	DET
cana-2380	70	19	importance	importance	NOUN
cana-2380	70	20	of	of	ADP
cana-2380	70	21	identifying	identify	VERB
cana-2380	70	22	fake	fake	ADJ
cana-2380	70	23	urls	url	NOUN
cana-2380	70	24	in	in	ADP
cana-2380	70	25	preventing	prevent	VERB
cana-2380	70	26	data	data	NOUN
cana-2380	70	27	breaches	breach	NOUN
cana-2380	70	28	and	and	CCONJ
cana-2380	70	29	identity	identity	NOUN
cana-2380	70	30	theft	theft	NOUN
cana-2380	70	31	.	.	PUNCT
cana-2380	71	1	parekh	parekh	PROPN
cana-2380	71	2	's	's	PART
cana-2380	71	3	technique	technique	NOUN
cana-2380	71	4	detects	detect	NOUN
cana-2380	71	5	phishing	phishe	VERB
cana-2380	71	6	websites	website	NOUN
cana-2380	71	7	using	use	VERB
cana-2380	71	8	the	the	DET
cana-2380	71	9	random	random	ADJ
cana-2380	71	10	forest	forest	NOUN
cana-2380	71	11	algorithm	algorithm	NOUN
cana-2380	71	12	and	and	CCONJ
cana-2380	71	13	consists	consist	VERB
cana-2380	71	14	of	of	ADP
cana-2380	71	15	three	three	NUM
cana-2380	71	16	major	major	ADJ
cana-2380	71	17	phases	phase	NOUN
cana-2380	71	18	:	:	PUNCT
cana-2380	71	19	parsing	parse	VERB
cana-2380	71	20	,	,	PUNCT
cana-2380	71	21	heuristic	heuristic	ADJ
cana-2380	71	22	data	datum	NOUN
cana-2380	71	23	classification	classification	NOUN
cana-2380	71	24	,	,	PUNCT
cana-2380	71	25	and	and	CCONJ
cana-2380	71	26	performance	performance	NOUN
cana-2380	71	27	analysis	analysis	NOUN
cana-2380	71	28	.	.	PUNCT
cana-2380	72	1	this	this	DET
cana-2380	72	2	unique	unique	ADJ
cana-2380	72	3	technique	technique	NOUN
cana-2380	72	4	represents	represent	VERB
cana-2380	72	5	a	a	DET
cana-2380	72	6	significant	significant	ADJ
cana-2380	72	7	improvement	improvement	NOUN
cana-2380	72	8	in	in	ADP
cana-2380	72	9	the	the	DET
cana-2380	72	10	industry	industry	NOUN
cana-2380	72	11	,	,	PUNCT
cana-2380	72	12	providing	provide	VERB
cana-2380	72	13	a	a	DET
cana-2380	72	14	viable	viable	ADJ
cana-2380	72	15	answer	answer	NOUN
cana-2380	72	16	to	to	ADP
cana-2380	72	17	the	the	DET
cana-2380	72	18	persistent	persistent	ADJ
cana-2380	72	19	difficulty	difficulty	NOUN
cana-2380	72	20	of	of	ADP
cana-2380	72	21	detecting	detect	VERB
cana-2380	72	22	and	and	CCONJ
cana-2380	72	23	reducing	reduce	VERB
cana-2380	72	24	phishing	phishe	VERB
cana-2380	72	25	attacks	attack	NOUN
cana-2380	72	26	in	in	ADP
cana-2380	72	27	online	online	ADJ
cana-2380	72	28	contexts	contexts	NOUN
cana-2380	72	29	.	.	PUNCT
cana-2380	73	1	[	[	X
cana-2380	73	2	20	20	NUM
cana-2380	73	3	]	]	PUNCT
cana-2380	73	4	addresses	address	VERB
cana-2380	73	5	the	the	DET
cana-2380	73	6	growing	grow	VERB
cana-2380	73	7	problem	problem	NOUN
cana-2380	73	8	of	of	ADP
cana-2380	73	9	phishing	phishe	VERB
cana-2380	73	10	attempts	attempt	NOUN
cana-2380	73	11	by	by	ADP
cana-2380	73	12	utilising	utilise	VERB
cana-2380	73	13	machine	machine	NOUN
cana-2380	73	14	learning	learning	NOUN
cana-2380	73	15	methods	method	NOUN
cana-2380	73	16	.	.	PUNCT
cana-2380	74	1	this	this	DET
cana-2380	74	2	study	study	NOUN
cana-2380	74	3	expands	expand	VERB
cana-2380	74	4	on	on	ADP
cana-2380	74	5	previous	previous	ADJ
cana-2380	74	6	studies	study	NOUN
cana-2380	74	7	,	,	PUNCT
cana-2380	74	8	including	include	VERB
cana-2380	74	9	those	those	PRON
cana-2380	74	10	by	by	ADP
cana-2380	74	11	[	[	X
cana-2380	74	12	16	16	NUM
cana-2380	74	13	]	]	PUNCT
cana-2380	74	14	and	and	CCONJ
cana-2380	74	15	[	[	X
cana-2380	74	16	17	17	NUM
cana-2380	74	17	]	]	PUNCT
cana-2380	74	18	,	,	PUNCT
cana-2380	74	19	which	which	PRON
cana-2380	74	20	emphasise	emphasise	VERB
cana-2380	74	21	the	the	DET
cana-2380	74	22	need	need	NOUN
cana-2380	74	23	of	of	ADP
cana-2380	74	24	using	use	VERB
cana-2380	74	25	sophisticated	sophisticated	ADJ
cana-2380	74	26	algorithms	algorithm	NOUN
cana-2380	74	27	to	to	PART
cana-2380	74	28	detect	detect	VERB
cana-2380	74	29	fake	fake	ADJ
cana-2380	74	30	websites	website	NOUN
cana-2380	74	31	.	.	PUNCT
cana-2380	75	1	this	this	DET
cana-2380	75	2	work	work	NOUN
cana-2380	75	3	efficiently	efficiently	ADV
cana-2380	75	4	detects	detect	VERB
cana-2380	75	5	phishing	phishe	VERB
cana-2380	75	6	websites	website	NOUN
cana-2380	75	7	by	by	ADP
cana-2380	75	8	extracting	extract	VERB
cana-2380	75	9	and	and	CCONJ
cana-2380	75	10	assessing	assess	VERB
cana-2380	75	11	numerous	numerous	ADJ
cana-2380	75	12	elements	element	NOUN
cana-2380	75	13	of	of	ADP
cana-2380	75	14	real	real	ADJ
cana-2380	75	15	and	and	CCONJ
cana-2380	75	16	phishing	phishe	VERB
cana-2380	75	17	urls	url	NOUN
cana-2380	75	18	using	use	VERB
cana-2380	75	19	cnn	cnn	PROPN
cana-2380	75	20	lstm	lstm	PROPN
cana-2380	75	21	,	,	PUNCT
cana-2380	75	22	cnn	cnn	PROPN
cana-2380	75	23	bi	bi	PROPN
cana-2380	75	24	-	-	ADJ
cana-2380	75	25	lstm	lstm	ADJ
cana-2380	75	26	,	,	PUNCT
cana-2380	75	27	logistic	logistic	ADJ
cana-2380	75	28	regression	regression	NOUN
cana-2380	75	29	,	,	PUNCT
cana-2380	75	30	and	and	CCONJ
cana-2380	75	31	xgboost	xgboost	ADV
cana-2380	75	32	algorithms	algorithm	NOUN
cana-2380	75	33	.	.	PUNCT
cana-2380	76	1	the	the	DET
cana-2380	76	2	study	study	NOUN
cana-2380	76	3	's	's	PART
cana-2380	76	4	goal	goal	NOUN
cana-2380	76	5	is	be	AUX
cana-2380	76	6	to	to	PART
cana-2380	76	7	discover	discover	VERB
cana-2380	76	8	the	the	DET
cana-2380	76	9	best	good	ADJ
cana-2380	76	10	dependable	dependable	ADJ
cana-2380	76	11	machine	machine	NOUN
cana-2380	76	12	learning	learn	VERB
cana-2380	76	13	algorithm	algorithm	NOUN
cana-2380	76	14	by	by	ADP
cana-2380	76	15	comparing	compare	VERB
cana-2380	76	16	accuracy	accuracy	NOUN
cana-2380	76	17	,	,	PUNCT
cana-2380	76	18	false	false	ADJ
cana-2380	76	19	positive	positive	ADJ
cana-2380	76	20	,	,	PUNCT
cana-2380	76	21	and	and	CCONJ
cana-2380	76	22	false	false	ADJ
cana-2380	76	23	negative	negative	ADJ
cana-2380	76	24	rates	rate	NOUN
cana-2380	76	25	.	.	PUNCT
cana-2380	77	1	their	their	PRON
cana-2380	77	2	study	study	NOUN
cana-2380	77	3	,	,	PUNCT
cana-2380	77	4	with	with	ADP
cana-2380	77	5	its	its	PRON
cana-2380	77	6	comprehensive	comprehensive	ADJ
cana-2380	77	7	methodology	methodology	NOUN
cana-2380	77	8	,	,	PUNCT
cana-2380	77	9	provides	provide	VERB
cana-2380	77	10	vital	vital	ADJ
cana-2380	77	11	insights	insight	NOUN
cana-2380	77	12	into	into	ADP
cana-2380	77	13	the	the	DET
cana-2380	77	14	creation	creation	NOUN
cana-2380	77	15	of	of	ADP
cana-2380	77	16	strong	strong	ADJ
cana-2380	77	17	phishing	phishe	VERB
cana-2380	77	18	detection	detection	NOUN
cana-2380	77	19	systems	system	NOUN
cana-2380	77	20	,	,	PUNCT
cana-2380	77	21	addressing	address	VERB
cana-2380	77	22	the	the	DET
cana-2380	77	23	crucial	crucial	ADJ
cana-2380	77	24	need	need	NOUN
cana-2380	77	25	for	for	ADP
cana-2380	77	26	proactive	proactive	ADJ
cana-2380	77	27	steps	step	NOUN
cana-2380	77	28	to	to	PART
cana-2380	77	29	protect	protect	VERB
cana-2380	77	30	against	against	ADP
cana-2380	77	31	cyberattacks	cyberattack	NOUN
cana-2380	77	32	.	.	PUNCT
cana-2380	78	1	[	[	X
cana-2380	78	2	21	21	NUM
cana-2380	78	3	]	]	AUX
cana-2380	78	4	investigates	investigate	VERB
cana-2380	78	5	the	the	DET
cana-2380	78	6	serious	serious	ADJ
cana-2380	78	7	issue	issue	NOUN
cana-2380	78	8	of	of	ADP
cana-2380	78	9	phishing	phishe	VERB
cana-2380	78	10	assaults	assault	NOUN
cana-2380	78	11	and	and	CCONJ
cana-2380	78	12	proposes	propose	VERB
cana-2380	78	13	a	a	DET
cana-2380	78	14	novel	novel	ADJ
cana-2380	78	15	solution	solution	NOUN
cana-2380	78	16	based	base	VERB
cana-2380	78	17	on	on	ADP
cana-2380	78	18	machine	machine	NOUN
cana-2380	78	19	learning	learning	NOUN
cana-2380	78	20	methods	method	NOUN
cana-2380	78	21	.	.	PUNCT
cana-2380	79	1	their	their	PRON
cana-2380	79	2	findings	finding	NOUN
cana-2380	79	3	are	be	AUX
cana-2380	79	4	consistent	consistent	ADJ
cana-2380	79	5	with	with	ADP
cana-2380	79	6	prior	prior	ADJ
cana-2380	79	7	research	research	NOUN
cana-2380	79	8	,	,	PUNCT
cana-2380	79	9	including	include	VERB
cana-2380	79	10	studies	study	NOUN
cana-2380	79	11	by	by	ADP
cana-2380	79	12	[	[	X
cana-2380	79	13	16	16	NUM
cana-2380	79	14	]	]	PUNCT
cana-2380	79	15	and	and	CCONJ
cana-2380	79	16	[	[	X
cana-2380	79	17	17	17	NUM
cana-2380	79	18	]	]	PUNCT
cana-2380	79	19	,	,	PUNCT
cana-2380	79	20	which	which	PRON
cana-2380	79	21	emphasise	emphasise	VERB
cana-2380	79	22	the	the	DET
cana-2380	79	23	need	need	NOUN
cana-2380	79	24	of	of	ADP
cana-2380	79	25	using	use	VERB
cana-2380	79	26	sophisticated	sophisticated	ADJ
cana-2380	79	27	algorithms	algorithm	NOUN
cana-2380	79	28	to	to	ADP
cana-2380	79	29	battle	battle	NOUN
cana-2380	79	30	phishing	phishe	VERB
cana-2380	79	31	attacks	attack	NOUN
cana-2380	79	32	.	.	PUNCT
cana-2380	80	1	their	their	PRON
cana-2380	80	2	method	method	NOUN
cana-2380	80	3	seeks	seek	VERB
cana-2380	80	4	to	to	PART
cana-2380	80	5	successfully	successfully	ADV
cana-2380	80	6	identify	identify	VERB
cana-2380	80	7	and	and	CCONJ
cana-2380	80	8	prevent	prevent	VERB
cana-2380	80	9	phishing	phishe	VERB
cana-2380	80	10	assaults	assault	NOUN
cana-2380	80	11	by	by	ADP
cana-2380	80	12	combining	combine	VERB
cana-2380	80	13	methods	method	NOUN
cana-2380	80	14	of	of	ADP
cana-2380	80	15	blacklisting	blacklist	VERB
cana-2380	80	16	and	and	CCONJ
cana-2380	80	17	semantic	semantic	ADJ
cana-2380	80	18	analysis	analysis	NOUN
cana-2380	80	19	.	.	PUNCT
cana-2380	81	1	the	the	DET
cana-2380	81	2	research	research	NOUN
cana-2380	81	3	entails	entail	VERB
cana-2380	81	4	creating	create	VERB
cana-2380	81	5	a	a	DET
cana-2380	81	6	database	database	NOUN
cana-2380	81	7	of	of	ADP
cana-2380	81	8	phishing	phishe	VERB
cana-2380	81	9	websites	website	NOUN
cana-2380	81	10	and	and	CCONJ
cana-2380	81	11	analysing	analyse	VERB
cana-2380	81	12	text	text	NOUN
cana-2380	81	13	,	,	PUNCT
cana-2380	81	14	links	link	NOUN
cana-2380	81	15	,	,	PUNCT
cana-2380	81	16	graphics	graphic	NOUN
cana-2380	81	17	,	,	PUNCT
cana-2380	81	18	and	and	CCONJ
cana-2380	81	19	other	other	ADJ
cana-2380	81	20	site	site	NOUN
cana-2380	81	21	data	datum	NOUN
cana-2380	81	22	for	for	ADP
cana-2380	81	23	pattern	pattern	NOUN
cana-2380	81	24	detection	detection	NOUN
cana-2380	81	25	.	.	PUNCT
cana-2380	82	1	through	through	ADP
cana-2380	82	2	extensive	extensive	ADJ
cana-2380	82	3	testing	testing	NOUN
cana-2380	82	4	and	and	CCONJ
cana-2380	82	5	comparison	comparison	NOUN
cana-2380	82	6	with	with	ADP
cana-2380	82	7	existing	exist	VERB
cana-2380	82	8	methodologies	methodology	NOUN
cana-2380	82	9	,	,	PUNCT
cana-2380	82	10	[	[	X
cana-2380	82	11	21	21	NUM
cana-2380	82	12	]	]	PUNCT
cana-2380	82	13	proves	prove	VERB
cana-2380	82	14	the	the	DET
cana-2380	82	15	usefulness	usefulness	NOUN
cana-2380	82	16	of	of	ADP
cana-2380	82	17	the	the	DET
cana-2380	82	18	suggested	suggest	VERB
cana-2380	82	19	solution	solution	NOUN
cana-2380	82	20	in	in	ADP
cana-2380	82	21	significantly	significantly	ADV
cana-2380	82	22	minimising	minimise	VERB
cana-2380	82	23	the	the	DET
cana-2380	82	24	phishing	phishing	NOUN
cana-2380	82	25	problem	problem	NOUN
cana-2380	82	26	,	,	PUNCT
cana-2380	82	27	adding	add	VERB
cana-2380	82	28	to	to	ADP
cana-2380	82	29	ongoing	ongoing	ADJ
cana-2380	82	30	efforts	effort	NOUN
cana-2380	82	31	to	to	PART
cana-2380	82	32	improve	improve	VERB
cana-2380	82	33	cyber	cyber	ADJ
cana-2380	82	34	security	security	NOUN
cana-2380	82	35	in	in	ADP
cana-2380	82	36	the	the	DET
cana-2380	82	37	digital	digital	ADJ
cana-2380	82	38	realm	realm	NOUN
cana-2380	82	39	.	.	PUNCT
cana-2380	83	1	3	3	X
cana-2380	83	2	.	.	X
cana-2380	83	3	existing	exist	VERB
cana-2380	83	4	system	system	NOUN
cana-2380	83	5	the	the	DET
cana-2380	83	6	present	present	ADJ
cana-2380	83	7	method	method	NOUN
cana-2380	83	8	for	for	ADP
cana-2380	83	9	identifying	identify	VERB
cana-2380	83	10	phishing	phishe	VERB
cana-2380	83	11	emails	email	NOUN
cana-2380	83	12	involves	involve	VERB
cana-2380	83	13	evaluating	evaluate	VERB
cana-2380	83	14	17	17	NUM
cana-2380	83	15	components	component	NOUN
cana-2380	83	16	,	,	PUNCT
cana-2380	83	17	some	some	PRON
cana-2380	83	18	of	of	ADP
cana-2380	83	19	which	which	PRON
cana-2380	83	20	are	be	AUX
cana-2380	83	21	out	out	ADP
cana-2380	83	22	of	of	ADP
cana-2380	83	23	date	date	NOUN
cana-2380	83	24	and	and	CCONJ
cana-2380	83	25	may	may	AUX
cana-2380	83	26	result	result	VERB
cana-2380	83	27	in	in	ADP
cana-2380	83	28	false	false	ADJ
cana-2380	83	29	positives	positive	NOUN
cana-2380	83	30	.	.	PUNCT
cana-2380	84	1	urls	url	NOUN
cana-2380	84	2	with	with	ADP
cana-2380	84	3	the	the	DET
cana-2380	84	4	"	"	PUNCT
cana-2380	84	5	@	@	NOUN
cana-2380	84	6	"	"	PUNCT
cana-2380	84	7	symbol	symbol	NOUN
cana-2380	84	8	,	,	PUNCT
cana-2380	84	9	for	for	ADP
cana-2380	84	10	example	example	NOUN
cana-2380	84	11	,	,	PUNCT
cana-2380	84	12	or	or	CCONJ
cana-2380	84	13	mismatches	mismatch	NOUN
cana-2380	84	14	between	between	ADP
cana-2380	84	15	anchor	anchor	NOUN
cana-2380	84	16	text	text	NOUN
cana-2380	84	17	and	and	CCONJ
cana-2380	84	18	url	url	NOUN
cana-2380	84	19	properties	property	NOUN
cana-2380	84	20	,	,	PUNCT
cana-2380	84	21	might	might	AUX
cana-2380	84	22	be	be	AUX
cana-2380	84	23	identified	identify	VERB
cana-2380	84	24	as	as	ADP
cana-2380	84	25	phishing	phishe	VERB
cana-2380	84	26	attempts	attempt	NOUN
cana-2380	84	27	,	,	PUNCT
cana-2380	84	28	despite	despite	SCONJ
cana-2380	84	29	acceptable	acceptable	ADJ
cana-2380	84	30	usage	usage	NOUN
cana-2380	84	31	such	such	ADJ
cana-2380	84	32	as	as	ADP
cana-2380	84	33	website	website	NOUN
cana-2380	84	34	registration	registration	NOUN
cana-2380	84	35	.	.	PUNCT
cana-2380	85	1	to	to	PART
cana-2380	85	2	solve	solve	VERB
cana-2380	85	3	this	this	PRON
cana-2380	85	4	,	,	PUNCT
cana-2380	85	5	a	a	DET
cana-2380	85	6	more	more	ADV
cana-2380	85	7	advanced	advanced	ADJ
cana-2380	85	8	identification	identification	NOUN
cana-2380	85	9	approach	approach	NOUN
cana-2380	85	10	is	be	AUX
cana-2380	85	11	developed	develop	VERB
cana-2380	85	12	that	that	PRON
cana-2380	85	13	uses	use	VERB
cana-2380	85	14	neural	neural	ADJ
cana-2380	85	15	networks	network	NOUN
cana-2380	85	16	,	,	PUNCT
cana-2380	85	17	mime	mime	NOUN
cana-2380	85	18	properties	property	NOUN
cana-2380	85	19	,	,	PUNCT
cana-2380	85	20	and	and	CCONJ
cana-2380	85	21	contextual	contextual	ADJ
cana-2380	85	22	analysis	analysis	NOUN
cana-2380	85	23	.	.	PUNCT
cana-2380	86	1	the	the	DET
cana-2380	86	2	approach	approach	NOUN
cana-2380	86	3	seeks	seek	VERB
cana-2380	86	4	to	to	PART
cana-2380	86	5	adapt	adapt	VERB
cana-2380	86	6	to	to	ADP
cana-2380	86	7	contemporary	contemporary	ADJ
cana-2380	86	8	phishing	phishe	VERB
cana-2380	86	9	methods	method	NOUN
cana-2380	86	10	by	by	ADP
cana-2380	86	11	taking	take	VERB
cana-2380	86	12	into	into	ADP
cana-2380	86	13	account	account	NOUN
cana-2380	86	14	six	six	NUM
cana-2380	86	15	contextual	contextual	ADJ
cana-2380	86	16	factors	factor	NOUN
cana-2380	86	17	,	,	PUNCT
cana-2380	86	18	including	include	VERB
cana-2380	86	19	the	the	DET
cana-2380	86	20	overall	overall	ADJ
cana-2380	86	21	number	number	NOUN
cana-2380	86	22	of	of	ADP
cana-2380	86	23	links	link	NOUN
cana-2380	86	24	in	in	ADP
cana-2380	86	25	an	an	DET
cana-2380	86	26	email	email	NOUN
cana-2380	86	27	.	.	PUNCT
cana-2380	87	1	however	however	ADV
cana-2380	87	2	,	,	PUNCT
cana-2380	87	3	differentiating	differentiate	VERB
cana-2380	87	4	real	real	ADJ
cana-2380	87	5	emails	email	NOUN
cana-2380	87	6	from	from	ADP
cana-2380	87	7	phishing	phishe	VERB
cana-2380	87	8	efforts	effort	NOUN
cana-2380	87	9	remains	remain	VERB
cana-2380	87	10	difficult	difficult	ADJ
cana-2380	87	11	.	.	PUNCT
cana-2380	88	1	furthermore	furthermore	ADV
cana-2380	88	2	,	,	PUNCT
cana-2380	88	3	the	the	DET
cana-2380	88	4	use	use	NOUN
cana-2380	88	5	of	of	ADP
cana-2380	88	6	javascript	javascript	NOUN
cana-2380	88	7	functions	function	NOUN
cana-2380	88	8	in	in	ADP
cana-2380	88	9	the	the	DET
cana-2380	88	10	detection	detection	NOUN
cana-2380	88	11	process	process	NOUN
cana-2380	88	12	may	may	AUX
cana-2380	88	13	offer	offer	VERB
cana-2380	88	14	extra	extra	ADJ
cana-2380	88	15	communications	communication	NOUN
cana-2380	88	16	on	on	ADP
cana-2380	88	17	applied	apply	VERB
cana-2380	88	18	nonlinear	nonlinear	ADJ
cana-2380	88	19	analysis	analysis	NOUN
cana-2380	88	20	issn	issn	NOUN
cana-2380	88	21	:	:	PUNCT
cana-2380	88	22	1074	1074	NUM
cana-2380	88	23	-	-	PUNCT
cana-2380	88	24	133x	133x	NUM
cana-2380	88	25	vol	vol	NOUN
cana-2380	88	26	32	32	NUM
cana-2380	88	27	no	no	NOUN
cana-2380	88	28	.	.	NOUN
cana-2380	88	29	3	3	NUM
cana-2380	88	30	(	(	PUNCT
cana-2380	88	31	2025	2025	NUM
cana-2380	88	32	)	)	PUNCT
cana-2380	88	33	665	665	NUM
cana-2380	88	34	https://internationalpubls.com	https://internationalpubls.com	X
cana-2380	88	35	information	information	NOUN
cana-2380	88	36	about	about	ADP
cana-2380	88	37	phishing	phishe	VERB
cana-2380	88	38	behaviour	behaviour	NOUN
cana-2380	88	39	.	.	PUNCT
cana-2380	89	1	detecting	detect	VERB
cana-2380	89	2	harmful	harmful	ADJ
cana-2380	89	3	javascript	javascript	NOUN
cana-2380	89	4	methods	method	NOUN
cana-2380	89	5	such	such	ADJ
cana-2380	89	6	as	as	ADP
cana-2380	89	7	eval	eval	NOUN
cana-2380	89	8	(	(	PUNCT
cana-2380	89	9	)	)	PUNCT
cana-2380	89	10	or	or	CCONJ
cana-2380	89	11	exec	exec	NOUN
cana-2380	89	12	(	(	PUNCT
cana-2380	89	13	)	)	PUNCT
cana-2380	89	14	is	be	AUX
cana-2380	89	15	critical	critical	ADJ
cana-2380	89	16	in	in	ADP
cana-2380	89	17	identifying	identify	VERB
cana-2380	89	18	possible	possible	ADJ
cana-2380	89	19	phishing	phishe	VERB
cana-2380	89	20	sites	site	NOUN
cana-2380	89	21	,	,	PUNCT
cana-2380	89	22	however	however	ADV
cana-2380	89	23	this	this	DET
cana-2380	89	24	method	method	NOUN
cana-2380	89	25	may	may	AUX
cana-2380	89	26	be	be	AUX
cana-2380	89	27	ineffective	ineffective	ADJ
cana-2380	89	28	if	if	SCONJ
cana-2380	89	29	the	the	DET
cana-2380	89	30	functionality	functionality	NOUN
cana-2380	89	31	of	of	ADP
cana-2380	89	32	these	these	DET
cana-2380	89	33	functions	function	NOUN
cana-2380	89	34	is	be	AUX
cana-2380	89	35	rewritten	rewrite	VERB
cana-2380	89	36	by	by	ADP
cana-2380	89	37	other	other	ADJ
cana-2380	89	38	ways	way	NOUN
cana-2380	89	39	.	.	PUNCT
cana-2380	90	1	additionally	additionally	ADV
cana-2380	90	2	,	,	PUNCT
cana-2380	90	3	because	because	SCONJ
cana-2380	90	4	there	there	PRON
cana-2380	90	5	are	be	VERB
cana-2380	90	6	less	less	ADJ
cana-2380	90	7	features	feature	NOUN
cana-2380	90	8	accessible	accessible	ADJ
cana-2380	90	9	for	for	ADP
cana-2380	90	10	website	website	NOUN
cana-2380	90	11	identification	identification	NOUN
cana-2380	90	12	than	than	SCONJ
cana-2380	90	13	there	there	PRON
cana-2380	90	14	are	be	VERB
cana-2380	90	15	for	for	ADP
cana-2380	90	16	phishing	phishe	VERB
cana-2380	90	17	emails	email	NOUN
cana-2380	90	18	,	,	PUNCT
cana-2380	90	19	identifying	identify	VERB
cana-2380	90	20	fake	fake	ADJ
cana-2380	90	21	websites	website	NOUN
cana-2380	90	22	presents	present	VERB
cana-2380	90	23	a	a	DET
cana-2380	90	24	harder	hard	ADJ
cana-2380	90	25	problem	problem	NOUN
cana-2380	90	26	.	.	PUNCT
cana-2380	91	1	this	this	DET
cana-2380	91	2	complication	complication	NOUN
cana-2380	91	3	emphasises	emphasise	VERB
cana-2380	91	4	the	the	DET
cana-2380	91	5	significance	significance	NOUN
cana-2380	91	6	of	of	ADP
cana-2380	91	7	our	our	PRON
cana-2380	91	8	work	work	NOUN
cana-2380	91	9	,	,	PUNCT
cana-2380	91	10	which	which	PRON
cana-2380	91	11	focuses	focus	VERB
cana-2380	91	12	largely	largely	ADV
cana-2380	91	13	on	on	ADP
cana-2380	91	14	improving	improve	VERB
cana-2380	91	15	accuracy	accuracy	NOUN
cana-2380	91	16	in	in	ADP
cana-2380	91	17	detecting	detect	VERB
cana-2380	91	18	phishing	phishe	VERB
cana-2380	91	19	sites	site	NOUN
cana-2380	91	20	.	.	PUNCT
cana-2380	92	1	4	4	X
cana-2380	92	2	.	.	NUM
cana-2380	92	3	proposed	propose	VERB
cana-2380	92	4	system	system	NOUN
cana-2380	92	5	this	this	DET
cana-2380	92	6	section	section	NOUN
cana-2380	92	7	presents	present	VERB
cana-2380	92	8	the	the	DET
cana-2380	92	9	suggested	suggest	VERB
cana-2380	92	10	paradigm	paradigm	NOUN
cana-2380	92	11	for	for	ADP
cana-2380	92	12	phishing	phishe	VERB
cana-2380	92	13	attack	attack	NOUN
cana-2380	92	14	detection	detection	NOUN
cana-2380	92	15	.	.	PUNCT
cana-2380	93	1	the	the	DET
cana-2380	93	2	approach	approach	NOUN
cana-2380	93	3	is	be	AUX
cana-2380	93	4	intended	intend	VERB
cana-2380	93	5	to	to	PART
cana-2380	93	6	detect	detect	VERB
cana-2380	93	7	phishing	phishe	VERB
cana-2380	93	8	attempts	attempt	NOUN
cana-2380	93	9	by	by	ADP
cana-2380	93	10	examining	examine	VERB
cana-2380	93	11	the	the	DET
cana-2380	93	12	features	feature	NOUN
cana-2380	93	13	of	of	ADP
cana-2380	93	14	phishing	phishe	VERB
cana-2380	93	15	websites	website	NOUN
cana-2380	93	16	and	and	CCONJ
cana-2380	93	17	cross	cross	ADJ
cana-2380	93	18	-	-	ADJ
cana-2380	93	19	referencing	reference	VERB
cana-2380	93	20	them	they	PRON
cana-2380	93	21	against	against	ADP
cana-2380	93	22	a	a	DET
cana-2380	93	23	blacklist	blacklist	NOUN
cana-2380	93	24	.	.	PUNCT
cana-2380	94	1	the	the	DET
cana-2380	94	2	distinguishing	distinguishing	NOUN
cana-2380	94	3	between	between	ADP
cana-2380	94	4	harmful	harmful	ADJ
cana-2380	94	5	and	and	CCONJ
cana-2380	94	6	genuine	genuine	ADJ
cana-2380	94	7	web	web	NOUN
cana-2380	94	8	pages	page	NOUN
cana-2380	94	9	under	under	ADP
cana-2380	94	10	our	our	PRON
cana-2380	94	11	proposed	propose	VERB
cana-2380	94	12	system	system	NOUN
cana-2380	94	13	relies	rely	VERB
cana-2380	94	14	heavily	heavily	ADV
cana-2380	94	15	on	on	ADP
cana-2380	94	16	certain	certain	ADJ
cana-2380	94	17	attributes	attribute	NOUN
cana-2380	94	18	.	.	PUNCT
cana-2380	95	1	these	these	DET
cana-2380	95	2	characteristics	characteristic	NOUN
cana-2380	95	3	include	include	VERB
cana-2380	95	4	urls	url	NOUN
cana-2380	95	5	,	,	PUNCT
cana-2380	95	6	domain	domain	NOUN
cana-2380	95	7	identities	identity	NOUN
cana-2380	95	8	,	,	PUNCT
cana-2380	95	9	page	page	NOUN
cana-2380	95	10	aesthetics	aesthetic	NOUN
cana-2380	95	11	and	and	CCONJ
cana-2380	95	12	content	content	NOUN
cana-2380	95	13	,	,	PUNCT
cana-2380	95	14	the	the	DET
cana-2380	95	15	look	look	NOUN
cana-2380	95	16	of	of	ADP
cana-2380	95	17	the	the	DET
cana-2380	95	18	online	online	ADJ
cana-2380	95	19	address	address	NOUN
cana-2380	95	20	bar	bar	NOUN
cana-2380	95	21	,	,	PUNCT
cana-2380	95	22	and	and	CCONJ
cana-2380	95	23	the	the	DET
cana-2380	95	24	impact	impact	NOUN
cana-2380	95	25	of	of	ADP
cana-2380	95	26	human	human	ADJ
cana-2380	95	27	behavior	behavior	NOUN
cana-2380	95	28	.	.	PUNCT
cana-2380	96	1	nonetheless	nonetheless	ADV
cana-2380	96	2	,	,	PUNCT
cana-2380	96	3	the	the	DET
cana-2380	96	4	properties	property	NOUN
cana-2380	96	5	pertaining	pertain	VERB
cana-2380	96	6	to	to	ADP
cana-2380	96	7	urls	url	NOUN
cana-2380	96	8	and	and	CCONJ
cana-2380	96	9	domain	domain	NOUN
cana-2380	96	10	names	name	NOUN
cana-2380	96	11	are	be	AUX
cana-2380	96	12	the	the	DET
cana-2380	96	13	major	major	ADJ
cana-2380	96	14	emphasis	emphasis	NOUN
cana-2380	96	15	of	of	ADP
cana-2380	96	16	this	this	DET
cana-2380	96	17	article	article	NOUN
cana-2380	96	18	.	.	PUNCT
cana-2380	97	1	we	we	PRON
cana-2380	97	2	evaluate	evaluate	VERB
cana-2380	97	3	these	these	DET
cana-2380	97	4	properties	property	NOUN
cana-2380	97	5	using	use	VERB
cana-2380	97	6	a	a	DET
cana-2380	97	7	variety	variety	NOUN
cana-2380	97	8	of	of	ADP
cana-2380	97	9	standards	standard	NOUN
cana-2380	97	10	,	,	PUNCT
cana-2380	97	11	such	such	ADJ
cana-2380	97	12	as	as	ADP
cana-2380	97	13	ip	ip	DET
cana-2380	97	14	addresses	address	NOUN
cana-2380	97	15	,	,	PUNCT
cana-2380	97	16	url	url	X
cana-2380	97	17	length	length	NOUN
cana-2380	97	18	,	,	PUNCT
cana-2380	97	19	the	the	DET
cana-2380	97	20	existence	existence	NOUN
cana-2380	97	21	of	of	ADP
cana-2380	97	22	redirect	redirect	ADJ
cana-2380	97	23	symbols	symbol	NOUN
cana-2380	97	24	"	"	PUNCT
cana-2380	97	25	//	//	NUM
cana-2380	97	26	,	,	PUNCT
cana-2380	97	27	"	"	PUNCT
cana-2380	97	28	and	and	CCONJ
cana-2380	97	29	urls	url	NOUN
cana-2380	97	30	with	with	ADP
cana-2380	97	31	"	"	PUNCT
cana-2380	97	32	mail	mail	NOUN
cana-2380	97	33	"	"	PUNCT
cana-2380	97	34	or	or	CCONJ
cana-2380	97	35	"	"	PUNCT
cana-2380	97	36	mail	mail	NOUN
cana-2380	97	37	-	-	PUNCT
cana-2380	97	38	to	to	PART
cana-2380	97	39	"	"	PUNCT
cana-2380	97	40	attributes	attribute	NOUN
cana-2380	97	41	.	.	PUNCT
cana-2380	98	1	to	to	PART
cana-2380	98	2	assess	assess	VERB
cana-2380	98	3	these	these	DET
cana-2380	98	4	characteristics	characteristic	NOUN
cana-2380	98	5	and	and	CCONJ
cana-2380	98	6	distinguish	distinguish	VERB
cana-2380	98	7	phishing	phishe	VERB
cana-2380	98	8	urls	url	NOUN
cana-2380	98	9	from	from	ADP
cana-2380	98	10	those	those	PRON
cana-2380	98	11	linked	link	VERB
cana-2380	98	12	to	to	ADP
cana-2380	98	13	potentially	potentially	ADV
cana-2380	98	14	dangerous	dangerous	ADJ
cana-2380	98	15	websites	website	NOUN
cana-2380	98	16	,	,	PUNCT
cana-2380	98	17	a	a	DET
cana-2380	98	18	broad	broad	ADJ
cana-2380	98	19	array	array	NOUN
cana-2380	98	20	of	of	ADP
cana-2380	98	21	criteria	criterion	NOUN
cana-2380	98	22	is	be	AUX
cana-2380	98	23	used	use	VERB
cana-2380	98	24	.	.	PUNCT
cana-2380	99	1	there	there	PRON
cana-2380	99	2	are	be	VERB
cana-2380	99	3	numerous	numerous	ADJ
cana-2380	99	4	crucial	crucial	ADJ
cana-2380	99	5	phases	phase	NOUN
cana-2380	99	6	in	in	ADP
cana-2380	99	7	the	the	DET
cana-2380	99	8	detecting	detect	VERB
cana-2380	99	9	process	process	NOUN
cana-2380	99	10	:	:	PUNCT
cana-2380	100	1	⚫	⚫	NOUN
cana-2380	100	2	making	make	VERB
cana-2380	100	3	use	use	NOUN
cana-2380	100	4	of	of	ADP
cana-2380	100	5	a	a	DET
cana-2380	100	6	blacklist	blacklist	NOUN
cana-2380	100	7	database	database	NOUN
cana-2380	100	8	that	that	PRON
cana-2380	100	9	gathers	gather	VERB
cana-2380	100	10	urls	url	NOUN
cana-2380	100	11	linked	link	VERB
cana-2380	100	12	to	to	ADP
cana-2380	100	13	well	well	ADV
cana-2380	100	14	-	-	PUNCT
cana-2380	100	15	known	know	VERB
cana-2380	100	16	phishing	phishing	NOUN
cana-2380	100	17	websites	website	NOUN
cana-2380	100	18	⚫	⚫	NOUN
cana-2380	100	19	examining	examine	VERB
cana-2380	100	20	the	the	DET
cana-2380	100	21	ip	ip	ADJ
cana-2380	100	22	address	address	NOUN
cana-2380	100	23	:	:	PUNCT
cana-2380	100	24	if	if	SCONJ
cana-2380	100	25	an	an	DET
cana-2380	100	26	ip	ip	ADJ
cana-2380	100	27	address	address	NOUN
cana-2380	100	28	is	be	AUX
cana-2380	100	29	found	find	VERB
cana-2380	100	30	in	in	ADP
cana-2380	100	31	the	the	DET
cana-2380	100	32	url	url	NOUN
cana-2380	100	33	,	,	PUNCT
cana-2380	100	34	such	such	ADJ
cana-2380	100	35	as	as	ADP
cana-2380	100	36	"	"	PUNCT
cana-2380	100	37	http://125.98.3.123/fake.html	http://125.98.3.123/fake.html	PROPN
cana-2380	100	38	,	,	PUNCT
cana-2380	100	39	"	"	PUNCT
cana-2380	100	40	it	it	PRON
cana-2380	100	41	may	may	AUX
cana-2380	100	42	be	be	AUX
cana-2380	100	43	a	a	DET
cana-2380	100	44	sign	sign	NOUN
cana-2380	100	45	of	of	ADP
cana-2380	100	46	an	an	DET
cana-2380	100	47	attempted	attempt	VERB
cana-2380	100	48	theft	theft	NOUN
cana-2380	100	49	of	of	ADP
cana-2380	100	50	private	private	ADJ
cana-2380	100	51	information	information	NOUN
cana-2380	100	52	.	.	PUNCT
cana-2380	101	1	⚫	⚫	NOUN
cana-2380	101	2	examining	examine	VERB
cana-2380	101	3	mail	mail	NOUN
cana-2380	101	4	/	/	SYM
cana-2380	101	5	mail	mail	NOUN
cana-2380	101	6	-	-	PUNCT
cana-2380	101	7	to	to	PART
cana-2380	101	8	attributes	attribute	NOUN
cana-2380	101	9	:	:	PUNCT
cana-2380	101	10	if	if	SCONJ
cana-2380	101	11	they	they	PRON
cana-2380	101	12	are	be	AUX
cana-2380	101	13	present	present	ADJ
cana-2380	101	14	in	in	ADP
cana-2380	101	15	the	the	DET
cana-2380	101	16	url	url	NOUN
cana-2380	101	17	,	,	PUNCT
cana-2380	101	18	there	there	PRON
cana-2380	101	19	may	may	AUX
cana-2380	101	20	be	be	AUX
cana-2380	101	21	a	a	DET
cana-2380	101	22	risk	risk	NOUN
cana-2380	101	23	that	that	SCONJ
cana-2380	101	24	they	they	PRON
cana-2380	101	25	are	be	AUX
cana-2380	101	26	being	be	AUX
cana-2380	101	27	used	use	VERB
cana-2380	101	28	to	to	PART
cana-2380	101	29	get	get	VERB
cana-2380	101	30	user	user	NOUN
cana-2380	101	31	data	datum	NOUN
cana-2380	101	32	.	.	PUNCT
cana-2380	102	1	communications	communication	NOUN
cana-2380	102	2	on	on	ADP
cana-2380	102	3	applied	apply	VERB
cana-2380	102	4	nonlinear	nonlinear	ADJ
cana-2380	102	5	analysis	analysis	NOUN
cana-2380	102	6	issn	issn	NOUN
cana-2380	102	7	:	:	PUNCT
cana-2380	102	8	1074	1074	NUM
cana-2380	102	9	-	-	PUNCT
cana-2380	102	10	133x	133x	NUM
cana-2380	102	11	vol	vol	NOUN
cana-2380	102	12	32	32	NUM
cana-2380	102	13	no	no	NOUN
cana-2380	102	14	.	.	NOUN
cana-2380	102	15	3	3	NUM
cana-2380	102	16	(	(	PUNCT
cana-2380	102	17	2025	2025	NUM
cana-2380	102	18	)	)	PUNCT
cana-2380	102	19	666	666	NUM
cana-2380	102	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-2380	102	21	figure	figure	NOUN
cana-2380	102	22	1	1	NUM
cana-2380	102	23	:	:	PUNCT
cana-2380	102	24	overall	overall	ADJ
cana-2380	102	25	proposed	propose	VERB
cana-2380	102	26	architecture	architecture	NOUN
cana-2380	102	27	figure	figure	NOUN
cana-2380	102	28	2	2	NUM
cana-2380	102	29	:	:	PUNCT
cana-2380	102	30	model	model	NOUN
cana-2380	102	31	architecture	architecture	NOUN
cana-2380	102	32	5	5	NUM
cana-2380	102	33	.	.	PUNCT
cana-2380	102	34	methodology	methodology	NOUN
cana-2380	102	35	phishing	phishe	VERB
cana-2380	102	36	is	be	AUX
cana-2380	102	37	a	a	DET
cana-2380	102	38	serious	serious	ADJ
cana-2380	102	39	cybersecurity	cybersecurity	NOUN
cana-2380	102	40	threat	threat	NOUN
cana-2380	102	41	because	because	SCONJ
cana-2380	102	42	its	its	PRON
cana-2380	102	43	offenders	offender	NOUN
cana-2380	102	44	use	use	VERB
cana-2380	102	45	dishonest	dishonest	ADJ
cana-2380	102	46	internet	internet	NOUN
cana-2380	102	47	methods	method	NOUN
cana-2380	102	48	to	to	PART
cana-2380	102	49	get	get	VERB
cana-2380	102	50	private	private	ADJ
cana-2380	102	51	information	information	NOUN
cana-2380	102	52	without	without	ADP
cana-2380	102	53	authorization	authorization	NOUN
cana-2380	102	54	.	.	PUNCT
cana-2380	103	1	these	these	DET
cana-2380	103	2	attacks	attack	NOUN
cana-2380	103	3	provide	provide	VERB
cana-2380	103	4	access	access	NOUN
cana-2380	103	5	gates	gate	NOUN
cana-2380	103	6	for	for	ADP
cana-2380	103	7	more	more	ADV
cana-2380	103	8	serious	serious	ADJ
cana-2380	103	9	cyber	cyber	NOUN
cana-2380	103	10	threats	threat	NOUN
cana-2380	103	11	,	,	PUNCT
cana-2380	103	12	such	such	ADJ
cana-2380	103	13	as	as	ADP
cana-2380	103	14	identity	identity	NOUN
cana-2380	103	15	theft	theft	NOUN
cana-2380	103	16	,	,	PUNCT
cana-2380	103	17	ransomware	ransomware	NOUN
cana-2380	103	18	attacks	attack	NOUN
cana-2380	103	19	,	,	PUNCT
cana-2380	103	20	and	and	CCONJ
cana-2380	103	21	denial	denial	NOUN
cana-2380	103	22	-	-	PUNCT
cana-2380	103	23	of	of	ADP
cana-2380	103	24	-	-	PUNCT
cana-2380	103	25	service	service	NOUN
cana-2380	103	26	attacks	attack	NOUN
cana-2380	103	27	.	.	PUNCT
cana-2380	104	1	unfortunately	unfortunately	ADV
cana-2380	104	2	,	,	PUNCT
cana-2380	104	3	human	human	ADJ
cana-2380	104	4	communications	communication	NOUN
cana-2380	104	5	on	on	ADP
cana-2380	104	6	applied	apply	VERB
cana-2380	104	7	nonlinear	nonlinear	ADJ
cana-2380	104	8	analysis	analysis	NOUN
cana-2380	104	9	issn	issn	NOUN
cana-2380	104	10	:	:	PUNCT
cana-2380	104	11	1074	1074	NUM
cana-2380	104	12	-	-	PUNCT
cana-2380	104	13	133x	133x	NUM
cana-2380	104	14	vol	vol	NOUN
cana-2380	104	15	32	32	NUM
cana-2380	104	16	no	no	NOUN
cana-2380	104	17	.	.	NOUN
cana-2380	104	18	3	3	NUM
cana-2380	104	19	(	(	PUNCT
cana-2380	104	20	2025	2025	NUM
cana-2380	104	21	)	)	PUNCT
cana-2380	104	22	667	667	NUM
cana-2380	104	23	https://internationalpubls.com	https://internationalpubls.com	X
cana-2380	104	24	susceptibility	susceptibility	NOUN
cana-2380	104	25	—	—	PUNCT
cana-2380	104	26	which	which	PRON
cana-2380	104	27	is	be	AUX
cana-2380	104	28	typified	typify	VERB
cana-2380	104	29	by	by	ADP
cana-2380	104	30	bad	bad	ADJ
cana-2380	104	31	judgment	judgment	NOUN
cana-2380	104	32	,	,	PUNCT
cana-2380	104	33	ignorance	ignorance	NOUN
cana-2380	104	34	,	,	PUNCT
cana-2380	104	35	and	and	CCONJ
cana-2380	104	36	inattention	inattention	NOUN
cana-2380	104	37	to	to	PART
cana-2380	104	38	detail	detail	NOUN
cana-2380	104	39	—	—	PUNCT
cana-2380	104	40	is	be	AUX
cana-2380	104	41	the	the	DET
cana-2380	104	42	source	source	NOUN
cana-2380	104	43	of	of	ADP
cana-2380	104	44	both	both	CCONJ
cana-2380	104	45	the	the	DET
cana-2380	104	46	prevalence	prevalence	NOUN
cana-2380	104	47	and	and	CCONJ
cana-2380	104	48	effectiveness	effectiveness	NOUN
cana-2380	104	49	of	of	ADP
cana-2380	104	50	phishing	phishe	VERB
cana-2380	104	51	.	.	PUNCT
cana-2380	105	1	phishers	phisher	NOUN
cana-2380	105	2	employ	employ	VERB
cana-2380	105	3	a	a	DET
cana-2380	105	4	wide	wide	ADJ
cana-2380	105	5	range	range	NOUN
cana-2380	105	6	of	of	ADP
cana-2380	105	7	techniques	technique	NOUN
cana-2380	105	8	to	to	PART
cana-2380	105	9	trick	trick	VERB
cana-2380	105	10	their	their	PRON
cana-2380	105	11	victims	victim	NOUN
cana-2380	105	12	,	,	PUNCT
cana-2380	105	13	from	from	ADP
cana-2380	105	14	intricate	intricate	ADJ
cana-2380	105	15	social	social	ADJ
cana-2380	105	16	engineering	engineering	NOUN
cana-2380	105	17	schemes	scheme	NOUN
cana-2380	105	18	to	to	ADP
cana-2380	105	19	the	the	DET
cana-2380	105	20	deft	deft	ADJ
cana-2380	105	21	construction	construction	NOUN
cana-2380	105	22	of	of	ADP
cana-2380	105	23	false	false	ADJ
cana-2380	105	24	websites	website	NOUN
cana-2380	105	25	.	.	PUNCT
cana-2380	106	1	while	while	SCONJ
cana-2380	106	2	social	social	ADJ
cana-2380	106	3	engineering	engineering	NOUN
cana-2380	106	4	techniques	technique	NOUN
cana-2380	106	5	take	take	VERB
cana-2380	106	6	use	use	NOUN
cana-2380	106	7	of	of	ADP
cana-2380	106	8	psychological	psychological	ADJ
cana-2380	106	9	weaknesses	weakness	NOUN
cana-2380	106	10	to	to	PART
cana-2380	106	11	trick	trick	VERB
cana-2380	106	12	people	people	NOUN
cana-2380	106	13	into	into	ADP
cana-2380	106	14	disclosing	disclose	VERB
cana-2380	106	15	private	private	ADJ
cana-2380	106	16	information	information	NOUN
cana-2380	106	17	,	,	PUNCT
cana-2380	106	18	fraudulent	fraudulent	ADJ
cana-2380	106	19	websites	website	NOUN
cana-2380	106	20	stealthily	stealthily	ADV
cana-2380	106	21	impersonate	impersonate	ADJ
cana-2380	106	22	trustworthy	trustworthy	ADJ
cana-2380	106	23	ones	one	NOUN
cana-2380	106	24	to	to	PART
cana-2380	106	25	trick	trick	VERB
cana-2380	106	26	visitors	visitor	NOUN
cana-2380	106	27	into	into	ADP
cana-2380	106	28	inadvertently	inadvertently	ADV
cana-2380	106	29	disclosing	disclose	VERB
cana-2380	106	30	personal	personal	ADJ
cana-2380	106	31	information	information	NOUN
cana-2380	106	32	.	.	PUNCT
cana-2380	107	1	conventional	conventional	ADJ
cana-2380	107	2	detection	detection	NOUN
cana-2380	107	3	approaches	approach	NOUN
cana-2380	107	4	have	have	VERB
cana-2380	107	5	a	a	DET
cana-2380	107	6	significant	significant	ADJ
cana-2380	107	7	problem	problem	NOUN
cana-2380	107	8	in	in	ADP
cana-2380	107	9	effectively	effectively	ADV
cana-2380	107	10	countering	counter	VERB
cana-2380	107	11	these	these	DET
cana-2380	107	12	emerging	emerge	VERB
cana-2380	107	13	strategies	strategy	NOUN
cana-2380	107	14	.	.	PUNCT
cana-2380	108	1	machine	machine	NOUN
cana-2380	108	2	learning	learning	NOUN
cana-2380	108	3	offers	offer	VERB
cana-2380	108	4	an	an	DET
cana-2380	108	5	anticipatory	anticipatory	ADJ
cana-2380	108	6	approach	approach	NOUN
cana-2380	108	7	to	to	PART
cana-2380	108	8	counteract	counteract	VERB
cana-2380	108	9	phishing	phishe	VERB
cana-2380	108	10	by	by	ADP
cana-2380	108	11	identifying	identify	VERB
cana-2380	108	12	recurrent	recurrent	ADJ
cana-2380	108	13	patterns	pattern	NOUN
cana-2380	108	14	found	find	VERB
cana-2380	108	15	in	in	ADP
cana-2380	108	16	various	various	ADJ
cana-2380	108	17	phishing	phishe	VERB
cana-2380	108	18	efforts	effort	NOUN
cana-2380	108	19	.	.	PUNCT
cana-2380	109	1	by	by	ADP
cana-2380	109	2	examining	examine	VERB
cana-2380	109	3	distinguishable	distinguishable	ADJ
cana-2380	109	4	characteristics	characteristic	NOUN
cana-2380	109	5	and	and	CCONJ
cana-2380	109	6	actions	action	NOUN
cana-2380	109	7	characteristic	characteristic	ADJ
cana-2380	109	8	of	of	ADP
cana-2380	109	9	phishing	phishe	VERB
cana-2380	109	10	websites	website	NOUN
cana-2380	109	11	,	,	PUNCT
cana-2380	109	12	machine	machine	NOUN
cana-2380	109	13	learning	learning	NOUN
cana-2380	109	14	algorithms	algorithm	NOUN
cana-2380	109	15	are	be	AUX
cana-2380	109	16	able	able	ADJ
cana-2380	109	17	to	to	PART
cana-2380	109	18	quickly	quickly	ADV
cana-2380	109	19	identify	identify	VERB
cana-2380	109	20	and	and	CCONJ
cana-2380	109	21	stop	stop	VERB
cana-2380	109	22	these	these	DET
cana-2380	109	23	attacks	attack	NOUN
cana-2380	109	24	as	as	SCONJ
cana-2380	109	25	they	they	PRON
cana-2380	109	26	happen	happen	VERB
cana-2380	109	27	.	.	PUNCT
cana-2380	110	1	this	this	DET
cana-2380	110	2	proactive	proactive	ADJ
cana-2380	110	3	strategy	strategy	NOUN
cana-2380	110	4	ensures	ensure	VERB
cana-2380	110	5	a	a	DET
cana-2380	110	6	strong	strong	ADJ
cana-2380	110	7	defense	defense	NOUN
cana-2380	110	8	against	against	ADP
cana-2380	110	9	the	the	DET
cana-2380	110	10	constantly	constantly	ADV
cana-2380	110	11	changing	change	VERB
cana-2380	110	12	panorama	panorama	NOUN
cana-2380	110	13	of	of	ADP
cana-2380	110	14	harmful	harmful	ADJ
cana-2380	110	15	activity	activity	NOUN
cana-2380	110	16	online	online	ADV
cana-2380	110	17	and	and	CCONJ
cana-2380	110	18	allows	allow	VERB
cana-2380	110	19	for	for	ADP
cana-2380	110	20	real	real	ADJ
cana-2380	110	21	-	-	PUNCT
cana-2380	110	22	time	time	NOUN
cana-2380	110	23	detection	detection	NOUN
cana-2380	110	24	and	and	CCONJ
cana-2380	110	25	mitigation	mitigation	NOUN
cana-2380	110	26	,	,	PUNCT
cana-2380	110	27	enabling	enable	VERB
cana-2380	110	28	ongoing	ongoing	ADJ
cana-2380	110	29	adjustments	adjustment	NOUN
cana-2380	110	30	to	to	ADP
cana-2380	110	31	new	new	ADJ
cana-2380	110	32	phishing	phishe	VERB
cana-2380	110	33	strategies	strategy	NOUN
cana-2380	110	34	.	.	PUNCT
cana-2380	111	1	machine	machine	NOUN
cana-2380	111	2	learning	learn	VERB
cana-2380	111	3	algorithms	algorithm	NOUN
cana-2380	111	4	for	for	ADP
cana-2380	111	5	phishing	phishe	VERB
cana-2380	111	6	detection	detection	NOUN
cana-2380	111	7	need	need	VERB
cana-2380	111	8	the	the	DET
cana-2380	111	9	extraction	extraction	NOUN
cana-2380	111	10	of	of	ADP
cana-2380	111	11	key	key	ADJ
cana-2380	111	12	information	information	NOUN
cana-2380	111	13	from	from	ADP
cana-2380	111	14	urls	url	NOUN
cana-2380	111	15	.	.	PUNCT
cana-2380	112	1	these	these	DET
cana-2380	112	2	attributes	attribute	NOUN
cana-2380	112	3	include	include	VERB
cana-2380	112	4	the	the	DET
cana-2380	112	5	domain	domain	NOUN
cana-2380	112	6	name	name	NOUN
cana-2380	112	7	,	,	PUNCT
cana-2380	112	8	subdomain	subdomain	NOUN
cana-2380	112	9	,	,	PUNCT
cana-2380	112	10	route	route	NOUN
cana-2380	112	11	,	,	PUNCT
cana-2380	112	12	query	query	NOUN
cana-2380	112	13	parameters	parameter	NOUN
cana-2380	112	14	,	,	PUNCT
cana-2380	112	15	and	and	CCONJ
cana-2380	112	16	other	other	ADJ
cana-2380	112	17	relevant	relevant	ADJ
cana-2380	112	18	information	information	NOUN
cana-2380	112	19	.	.	PUNCT
cana-2380	113	1	machine	machine	NOUN
cana-2380	113	2	learning	learn	VERB
cana-2380	113	3	algorithms	algorithm	NOUN
cana-2380	113	4	are	be	AUX
cana-2380	113	5	able	able	ADJ
cana-2380	113	6	to	to	PART
cana-2380	113	7	identify	identify	VERB
cana-2380	113	8	patterns	pattern	NOUN
cana-2380	113	9	and	and	CCONJ
cana-2380	113	10	traits	trait	NOUN
cana-2380	113	11	typical	typical	ADJ
cana-2380	113	12	of	of	ADP
cana-2380	113	13	phishing	phishe	VERB
cana-2380	113	14	websites	website	NOUN
cana-2380	113	15	by	by	ADP
cana-2380	113	16	analyzing	analyze	VERB
cana-2380	113	17	these	these	DET
cana-2380	113	18	attributes	attribute	NOUN
cana-2380	113	19	.	.	PUNCT
cana-2380	114	1	unusual	unusual	ADJ
cana-2380	114	2	domain	domain	NOUN
cana-2380	114	3	patterns	pattern	NOUN
cana-2380	114	4	,	,	PUNCT
cana-2380	114	5	such	such	ADJ
cana-2380	114	6	as	as	ADP
cana-2380	114	7	misspellings	misspelling	NOUN
cana-2380	114	8	or	or	CCONJ
cana-2380	114	9	suspicious	suspicious	ADJ
cana-2380	114	10	top	top	ADJ
cana-2380	114	11	-	-	PUNCT
cana-2380	114	12	level	level	NOUN
cana-2380	114	13	domains	domain	NOUN
cana-2380	114	14	,	,	PUNCT
cana-2380	114	15	are	be	AUX
cana-2380	114	16	good	good	ADJ
cana-2380	114	17	indicators	indicator	NOUN
cana-2380	114	18	of	of	ADP
cana-2380	114	19	possible	possible	ADJ
cana-2380	114	20	phishing	phishe	VERB
cana-2380	114	21	sites	site	NOUN
cana-2380	114	22	.	.	PUNCT
cana-2380	115	1	similarly	similarly	ADV
cana-2380	115	2	,	,	PUNCT
cana-2380	115	3	query	query	NOUN
cana-2380	115	4	parameters	parameter	NOUN
cana-2380	115	5	that	that	PRON
cana-2380	115	6	request	request	VERB
cana-2380	115	7	sensitive	sensitive	ADJ
cana-2380	115	8	information	information	NOUN
cana-2380	115	9	such	such	ADJ
cana-2380	115	10	as	as	ADP
cana-2380	115	11	passwords	password	NOUN
cana-2380	115	12	or	or	CCONJ
cana-2380	115	13	credit	credit	NOUN
cana-2380	115	14	card	card	NOUN
cana-2380	115	15	numbers	number	NOUN
cana-2380	115	16	are	be	AUX
cana-2380	115	17	strong	strong	ADJ
cana-2380	115	18	evidence	evidence	NOUN
cana-2380	115	19	of	of	ADP
cana-2380	115	20	criminal	criminal	ADJ
cana-2380	115	21	intent	intent	NOUN
cana-2380	115	22	.	.	PUNCT
cana-2380	116	1	5.1	5.1	NUM
cana-2380	116	2	overview	overview	NOUN
cana-2380	116	3	of	of	ADP
cana-2380	116	4	methodology	methodology	NOUN
cana-2380	116	5	5.1.1	5.1.1	NUM
cana-2380	116	6	data	datum	NOUN
cana-2380	116	7	loading	loading	NOUN
cana-2380	116	8	and	and	CCONJ
cana-2380	116	9	familiarization	familiarization	PROPN
cana-2380	116	10	:	:	PUNCT
cana-2380	116	11	⚫	⚫	VERB
cana-2380	116	12	the	the	DET
cana-2380	116	13	dataset	dataset	NOUN
cana-2380	116	14	from	from	ADP
cana-2380	116	15	kaggle	kaggle	NOUN
cana-2380	116	16	is	be	AUX
cana-2380	116	17	imported	import	VERB
cana-2380	116	18	as	as	ADP
cana-2380	116	19	a	a	DET
cana-2380	116	20	csv	csv	NOUN
cana-2380	116	21	file	file	NOUN
cana-2380	116	22	.	.	PUNCT
cana-2380	117	1	⚫	⚫	VERB
cana-2380	117	2	to	to	PART
cana-2380	117	3	understand	understand	VERB
cana-2380	117	4	the	the	DET
cana-2380	117	5	dataset	dataset	NOUN
cana-2380	117	6	's	's	PART
cana-2380	117	7	composition	composition	NOUN
cana-2380	117	8	and	and	CCONJ
cana-2380	117	9	properties	property	NOUN
cana-2380	117	10	,	,	PUNCT
cana-2380	117	11	eda	eda	PROPN
cana-2380	117	12	approaches	approach	NOUN
cana-2380	117	13	are	be	AUX
cana-2380	117	14	used	use	VERB
cana-2380	117	15	.	.	PUNCT
cana-2380	118	1	⚫	⚫	NOUN
cana-2380	118	2	this	this	PRON
cana-2380	118	3	includes	include	VERB
cana-2380	118	4	analyzing	analyze	VERB
cana-2380	118	5	the	the	DET
cana-2380	118	6	dataset	dataset	NOUN
cana-2380	118	7	's	's	PART
cana-2380	118	8	size	size	NOUN
cana-2380	118	9	,	,	PUNCT
cana-2380	118	10	columnar	columnar	NOUN
cana-2380	118	11	layout	layout	NOUN
cana-2380	118	12	,	,	PUNCT
cana-2380	118	13	data	datum	NOUN
cana-2380	118	14	kinds	kind	NOUN
cana-2380	118	15	,	,	PUNCT
cana-2380	118	16	and	and	CCONJ
cana-2380	118	17	undertaking	undertake	VERB
cana-2380	118	18	descriptive	descriptive	ADJ
cana-2380	118	19	statistical	statistical	ADJ
cana-2380	118	20	analysis	analysis	NOUN
cana-2380	118	21	.	.	PUNCT
cana-2380	119	1	communications	communication	NOUN
cana-2380	119	2	on	on	ADP
cana-2380	119	3	applied	apply	VERB
cana-2380	119	4	nonlinear	nonlinear	ADJ
cana-2380	119	5	analysis	analysis	NOUN
cana-2380	119	6	issn	issn	NOUN
cana-2380	119	7	:	:	PUNCT
cana-2380	119	8	1074	1074	NUM
cana-2380	119	9	-	-	PUNCT
cana-2380	119	10	133x	133x	NUM
cana-2380	119	11	vol	vol	NOUN
cana-2380	119	12	32	32	NUM
cana-2380	119	13	no	no	NOUN
cana-2380	119	14	.	.	NOUN
cana-2380	119	15	3	3	NUM
cana-2380	119	16	(	(	PUNCT
cana-2380	119	17	2025	2025	NUM
cana-2380	119	18	)	)	PUNCT
cana-2380	119	19	668	668	NUM
cana-2380	119	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-2380	119	21	figure	figure	NOUN
cana-2380	119	22	3	3	NUM
cana-2380	119	23	:	:	PUNCT
cana-2380	119	24	description	description	NOUN
cana-2380	119	25	of	of	ADP
cana-2380	119	26	data	datum	NOUN
cana-2380	119	27	set	set	VERB
cana-2380	119	28	5.1.2	5.1.2	NUM
cana-2380	119	29	data	datum	NOUN
cana-2380	119	30	visualization	visualization	NOUN
cana-2380	119	31	⚫	⚫	NOUN
cana-2380	119	32	visual	visual	ADJ
cana-2380	119	33	representations	representation	NOUN
cana-2380	119	34	such	such	ADJ
cana-2380	119	35	as	as	ADP
cana-2380	119	36	correlation	correlation	NOUN
cana-2380	119	37	heatmaps	heatmap	NOUN
cana-2380	119	38	,	,	PUNCT
cana-2380	119	39	pair	pair	NOUN
cana-2380	119	40	plots	plot	NOUN
cana-2380	119	41	,	,	PUNCT
cana-2380	119	42	and	and	CCONJ
cana-2380	119	43	pie	pie	NOUN
cana-2380	119	44	charts	chart	NOUN
cana-2380	119	45	help	help	AUX
cana-2380	119	46	understand	understand	VERB
cana-2380	119	47	data	datum	NOUN
cana-2380	119	48	distribution	distribution	NOUN
cana-2380	119	49	and	and	CCONJ
cana-2380	119	50	feature	feature	NOUN
cana-2380	119	51	correlations	correlation	NOUN
cana-2380	119	52	.	.	PUNCT
cana-2380	120	1	⚫	⚫	NOUN
cana-2380	120	2	determining	determine	VERB
cana-2380	120	3	the	the	DET
cana-2380	120	4	importance	importance	NOUN
cana-2380	120	5	of	of	ADP
cana-2380	120	6	characteristics	characteristic	NOUN
cana-2380	120	7	and	and	CCONJ
cana-2380	120	8	their	their	PRON
cana-2380	120	9	correlations	correlation	NOUN
cana-2380	120	10	with	with	ADP
cana-2380	120	11	the	the	DET
cana-2380	120	12	target	target	NOUN
cana-2380	120	13	variable	variable	NOUN
cana-2380	120	14	are	be	AUX
cana-2380	120	15	made	make	VERB
cana-2380	120	16	easier	easy	ADJ
cana-2380	120	17	by	by	ADP
cana-2380	120	18	these	these	DET
cana-2380	120	19	representations	representation	NOUN
cana-2380	120	20	.	.	PUNCT
cana-2380	121	1	communications	communication	NOUN
cana-2380	121	2	on	on	ADP
cana-2380	121	3	applied	apply	VERB
cana-2380	121	4	nonlinear	nonlinear	ADJ
cana-2380	121	5	analysis	analysis	NOUN
cana-2380	121	6	issn	issn	NOUN
cana-2380	121	7	:	:	PUNCT
cana-2380	121	8	1074	1074	NUM
cana-2380	121	9	-	-	PUNCT
cana-2380	121	10	133x	133x	NUM
cana-2380	121	11	vol	vol	NOUN
cana-2380	121	12	32	32	NUM
cana-2380	121	13	no	no	NOUN
cana-2380	121	14	.	.	NOUN
cana-2380	121	15	3	3	NUM
cana-2380	121	16	(	(	PUNCT
cana-2380	121	17	2025	2025	NUM
cana-2380	121	18	)	)	PUNCT
cana-2380	121	19	669	669	NUM
cana-2380	121	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-2380	121	21	figure	figure	NOUN
cana-2380	121	22	4	4	NUM
cana-2380	121	23	:	:	PUNCT
cana-2380	121	24	data	datum	NOUN
cana-2380	121	25	visualization	visualization	NOUN
cana-2380	121	26	figure	figure	NOUN
cana-2380	121	27	5	5	NUM
cana-2380	121	28	:	:	PUNCT
cana-2380	121	29	features	feature	NOUN
cana-2380	121	30	of	of	ADP
cana-2380	121	31	the	the	DET
cana-2380	121	32	dataframe	dataframe	ADJ
cana-2380	121	33	communications	communication	NOUN
cana-2380	121	34	on	on	ADP
cana-2380	121	35	applied	apply	VERB
cana-2380	121	36	nonlinear	nonlinear	ADJ
cana-2380	121	37	analysis	analysis	NOUN
cana-2380	121	38	issn	issn	NOUN
cana-2380	121	39	:	:	PUNCT
cana-2380	121	40	1074	1074	NUM
cana-2380	121	41	-	-	PUNCT
cana-2380	121	42	133x	133x	NUM
cana-2380	121	43	vol	vol	NOUN
cana-2380	121	44	32	32	NUM
cana-2380	121	45	no	no	NOUN
cana-2380	121	46	.	.	NOUN
cana-2380	121	47	3	3	NUM
cana-2380	121	48	(	(	PUNCT
cana-2380	121	49	2025	2025	NUM
cana-2380	121	50	)	)	PUNCT
cana-2380	121	51	670	670	NUM
cana-2380	121	52	https://internationalpubls.com	https://internationalpubls.com	X
cana-2380	121	53	5.1.3	5.1.3	NUM
cana-2380	121	54	data	datum	NOUN
cana-2380	121	55	splitting	splitting	NOUN
cana-2380	121	56	⚫	⚫	NOUN
cana-2380	121	57	the	the	DET
cana-2380	121	58	dataset	dataset	NOUN
cana-2380	121	59	is	be	AUX
cana-2380	121	60	partitioned	partition	VERB
cana-2380	121	61	between	between	ADP
cana-2380	121	62	training	training	NOUN
cana-2380	121	63	and	and	CCONJ
cana-2380	121	64	testing	testing	NOUN
cana-2380	121	65	sets	set	NOUN
cana-2380	121	66	using	use	VERB
cana-2380	121	67	an	an	DET
cana-2380	121	68	80	80	NUM
cana-2380	121	69	-	-	SYM
cana-2380	121	70	20	20	NUM
cana-2380	121	71	split	split	ADJ
cana-2380	121	72	ratio	ratio	NOUN
cana-2380	121	73	.	.	PUNCT
cana-2380	122	1	⚫	⚫	NOUN
cana-2380	122	2	by	by	ADP
cana-2380	122	3	ensuring	ensure	VERB
cana-2380	122	4	that	that	SCONJ
cana-2380	122	5	the	the	DET
cana-2380	122	6	models	model	NOUN
cana-2380	122	7	are	be	AUX
cana-2380	122	8	trained	train	VERB
cana-2380	122	9	on	on	ADP
cana-2380	122	10	a	a	DET
cana-2380	122	11	part	part	NOUN
cana-2380	122	12	of	of	ADP
cana-2380	122	13	the	the	DET
cana-2380	122	14	data	datum	NOUN
cana-2380	122	15	and	and	CCONJ
cana-2380	122	16	then	then	ADV
cana-2380	122	17	assessed	assess	VERB
cana-2380	122	18	on	on	ADP
cana-2380	122	19	untested	untested	ADJ
cana-2380	122	20	data	datum	NOUN
cana-2380	122	21	,	,	PUNCT
cana-2380	122	22	the	the	DET
cana-2380	122	23	generalization	generalization	NOUN
cana-2380	122	24	capacity	capacity	NOUN
cana-2380	122	25	of	of	ADP
cana-2380	122	26	the	the	DET
cana-2380	122	27	models	model	NOUN
cana-2380	122	28	may	may	AUX
cana-2380	122	29	be	be	AUX
cana-2380	122	30	determined	determine	VERB
cana-2380	122	31	.	.	PUNCT
cana-2380	123	1	figure	figure	VERB
cana-2380	123	2	6	6	NUM
cana-2380	123	3	.	.	PUNCT
cana-2380	124	1	phishing	phishe	VERB
cana-2380	124	2	count	count	NOUN
cana-2380	124	3	5.1.4	5.1.4	NUM
cana-2380	124	4	model	model	NOUN
cana-2380	124	5	building	building	NOUN
cana-2380	124	6	and	and	CCONJ
cana-2380	124	7	training	train	VERB
cana-2380	124	8	five	five	NUM
cana-2380	124	9	different	different	ADJ
cana-2380	124	10	supervised	supervised	ADJ
cana-2380	124	11	machine	machine	NOUN
cana-2380	124	12	learning	learning	NOUN
cana-2380	124	13	methods	method	NOUN
cana-2380	124	14	are	be	AUX
cana-2380	124	15	used	use	VERB
cana-2380	124	16	to	to	PART
cana-2380	124	17	build	build	VERB
cana-2380	124	18	models	model	NOUN
cana-2380	124	19	:	:	PUNCT
cana-2380	124	20	support	support	NOUN
cana-2380	124	21	vector	vector	NOUN
cana-2380	124	22	classifier	classifier	NOUN
cana-2380	124	23	,	,	PUNCT
cana-2380	124	24	random	random	ADJ
cana-2380	124	25	forest	forest	NOUN
cana-2380	124	26	classifier	classifier	NOUN
cana-2380	124	27	,	,	PUNCT
cana-2380	124	28	gradient	gradient	ADJ
cana-2380	124	29	boosting	boost	VERB
cana-2380	124	30	classifier	classifier	NOUN
cana-2380	124	31	and	and	CCONJ
cana-2380	124	32	catboost	catboost	ADJ
cana-2380	124	33	classifier	classifier	NOUN
cana-2380	124	34	.	.	PUNCT
cana-2380	125	1	for	for	ADP
cana-2380	125	2	every	every	DET
cana-2380	125	3	model	model	NOUN
cana-2380	125	4	,	,	PUNCT
cana-2380	125	5	the	the	DET
cana-2380	125	6	subsequent	subsequent	ADJ
cana-2380	125	7	actions	action	NOUN
cana-2380	125	8	are	be	AUX
cana-2380	125	9	carried	carry	VERB
cana-2380	125	10	out	out	ADP
cana-2380	125	11	:	:	PUNCT
cana-2380	125	12	⚫	⚫	NOUN
cana-2380	125	13	the	the	DET
cana-2380	125	14	model	model	NOUN
cana-2380	125	15	is	be	AUX
cana-2380	125	16	initialized	initialize	VERB
cana-2380	125	17	and	and	CCONJ
cana-2380	125	18	trained	train	VERB
cana-2380	125	19	with	with	ADP
cana-2380	125	20	the	the	DET
cana-2380	125	21	training	training	NOUN
cana-2380	125	22	data	datum	NOUN
cana-2380	125	23	.	.	PUNCT
cana-2380	126	1	⚫	⚫	NOUN
cana-2380	126	2	target	target	NOUN
cana-2380	126	3	values	value	NOUN
cana-2380	126	4	are	be	AUX
cana-2380	126	5	predicted	predict	VERB
cana-2380	126	6	for	for	ADP
cana-2380	126	7	training	training	NOUN
cana-2380	126	8	and	and	CCONJ
cana-2380	126	9	testing	testing	NOUN
cana-2380	126	10	datasets	dataset	NOUN
cana-2380	126	11	.	.	PUNCT
cana-2380	127	1	evaluation	evaluation	NOUN
cana-2380	127	2	of	of	ADP
cana-2380	127	3	model	model	NOUN
cana-2380	127	4	performance	performance	NOUN
cana-2380	127	5	measures	measure	NOUN
cana-2380	127	6	on	on	ADP
cana-2380	127	7	training	training	NOUN
cana-2380	127	8	and	and	CCONJ
cana-2380	127	9	testing	testing	NOUN
cana-2380	127	10	datasets	dataset	NOUN
cana-2380	127	11	,	,	PUNCT
cana-2380	127	12	including	include	VERB
cana-2380	127	13	as	as	ADP
cana-2380	127	14	accuracy	accuracy	NOUN
cana-2380	127	15	,	,	PUNCT
cana-2380	127	16	f1	f1	NOUN
cana-2380	127	17	-	-	PUNCT
cana-2380	127	18	score	score	NOUN
cana-2380	127	19	,	,	PUNCT
cana-2380	127	20	recall	recall	NOUN
cana-2380	127	21	,	,	PUNCT
cana-2380	127	22	and	and	CCONJ
cana-2380	127	23	precision	precision	NOUN
cana-2380	127	24	.	.	PUNCT
cana-2380	128	1	⚫	⚫	VERB
cana-2380	128	2	for	for	ADP
cana-2380	128	3	certain	certain	ADJ
cana-2380	128	4	models	model	NOUN
cana-2380	128	5	,	,	PUNCT
cana-2380	128	6	hyperparameter	hyperparameter	NOUN
cana-2380	128	7	tweaking	tweaking	NOUN
cana-2380	128	8	is	be	AUX
cana-2380	128	9	done	do	VERB
cana-2380	128	10	using	use	VERB
cana-2380	128	11	methods	method	NOUN
cana-2380	128	12	such	such	ADJ
cana-2380	128	13	as	as	ADP
cana-2380	128	14	gridsearchcv	gridsearchcv	NOUN
cana-2380	128	15	.	.	PUNCT
cana-2380	129	1	the	the	DET
cana-2380	129	2	model	model	NOUN
cana-2380	129	3	's	's	PART
cana-2380	129	4	performance	performance	NOUN
cana-2380	129	5	is	be	AUX
cana-2380	129	6	evaluated	evaluate	VERB
cana-2380	129	7	comprehensively	comprehensively	ADV
cana-2380	129	8	through	through	ADP
cana-2380	129	9	a	a	DET
cana-2380	129	10	classification	classification	NOUN
cana-2380	129	11	report	report	NOUN
cana-2380	129	12	.	.	PUNCT
cana-2380	130	1	5.1.5	5.1.5	NUM
cana-2380	130	2	model	model	NOUN
cana-2380	130	3	comparison	comparison	NOUN
cana-2380	130	4	⚫	⚫	PROPN
cana-2380	130	5	a	a	DET
cana-2380	130	6	comparison	comparison	NOUN
cana-2380	130	7	data	data	NOUN
cana-2380	130	8	frame	frame	NOUN
cana-2380	130	9	is	be	AUX
cana-2380	130	10	created	create	VERB
cana-2380	130	11	to	to	PART
cana-2380	130	12	assess	assess	VERB
cana-2380	130	13	each	each	DET
cana-2380	130	14	model	model	NOUN
cana-2380	130	15	's	's	PART
cana-2380	130	16	performance	performance	NOUN
cana-2380	130	17	in	in	ADP
cana-2380	130	18	terms	term	NOUN
cana-2380	130	19	of	of	ADP
cana-2380	130	20	precision	precision	NOUN
cana-2380	130	21	,	,	PUNCT
cana-2380	130	22	recall	recall	NOUN
cana-2380	130	23	,	,	PUNCT
cana-2380	130	24	accuracy	accuracy	NOUN
cana-2380	130	25	,	,	PUNCT
cana-2380	130	26	and	and	CCONJ
cana-2380	130	27	f1	f1	NOUN
cana-2380	130	28	-	-	PUNCT
cana-2380	130	29	score	score	NOUN
cana-2380	130	30	.	.	PUNCT
cana-2380	131	1	⚫	⚫	VERB
cana-2380	131	2	the	the	DET
cana-2380	131	3	data	data	NOUN
cana-2380	131	4	frame	frame	NOUN
cana-2380	131	5	is	be	AUX
cana-2380	131	6	then	then	ADV
cana-2380	131	7	arranged	arrange	VERB
cana-2380	131	8	in	in	ADP
cana-2380	131	9	order	order	NOUN
cana-2380	131	10	to	to	PART
cana-2380	131	11	identify	identify	VERB
cana-2380	131	12	the	the	DET
cana-2380	131	13	best	well	ADV
cana-2380	131	14	-	-	PUNCT
cana-2380	131	15	performing	perform	VERB
cana-2380	131	16	model	model	NOUN
cana-2380	131	17	using	use	VERB
cana-2380	131	18	these	these	DET
cana-2380	131	19	measures	measure	NOUN
cana-2380	131	20	.	.	PUNCT
cana-2380	132	1	5.1.6	5.1.6	NUM
cana-2380	132	2	storing	store	VERB
cana-2380	132	3	best	good	ADJ
cana-2380	132	4	model	model	NOUN
cana-2380	132	5	⚫	⚫	PROPN
cana-2380	132	6	re	re	ADJ
cana-2380	132	7	-	-	NOUN
cana-2380	132	8	instantiate	instantiate	ADJ
cana-2380	132	9	and	and	CCONJ
cana-2380	132	10	retraining	retraining	NOUN
cana-2380	132	11	of	of	ADP
cana-2380	132	12	the	the	DET
cana-2380	132	13	gradient	gradient	NOUN
cana-2380	132	14	boosting	boost	VERB
cana-2380	132	15	classifier	classifier	NOUN
cana-2380	132	16	,	,	PUNCT
cana-2380	132	17	which	which	PRON
cana-2380	132	18	was	be	AUX
cana-2380	132	19	found	find	VERB
cana-2380	132	20	to	to	PART
cana-2380	132	21	be	be	AUX
cana-2380	132	22	the	the	DET
cana-2380	132	23	best	well	ADV
cana-2380	132	24	-	-	PUNCT
cana-2380	132	25	performing	perform	VERB
cana-2380	132	26	model	model	NOUN
cana-2380	132	27	,	,	PUNCT
cana-2380	132	28	takes	take	VERB
cana-2380	132	29	place	place	NOUN
cana-2380	132	30	.	.	PUNCT
cana-2380	133	1	⚫	⚫	VERB
cana-2380	133	2	the	the	DET
cana-2380	133	3	model	model	NOUN
cana-2380	133	4	is	be	AUX
cana-2380	133	5	then	then	ADV
cana-2380	133	6	stored	store	VERB
cana-2380	133	7	in	in	ADP
cana-2380	133	8	an	an	DET
cana-2380	133	9	archive	archive	NOUN
cana-2380	133	10	for	for	ADP
cana-2380	133	11	further	further	ADJ
cana-2380	133	12	use	use	NOUN
cana-2380	133	13	.	.	PUNCT
cana-2380	134	1	⚫	⚫	AUX
cana-2380	134	2	combined	combine	VERB
cana-2380	134	3	,	,	PUNCT
cana-2380	134	4	the	the	DET
cana-2380	134	5	technique	technique	NOUN
cana-2380	134	6	follows	follow	VERB
cana-2380	134	7	an	an	DET
cana-2380	134	8	organized	organized	ADJ
cana-2380	134	9	sequence	sequence	NOUN
cana-2380	134	10	that	that	PRON
cana-2380	134	11	includes	include	VERB
cana-2380	134	12	data	datum	NOUN
cana-2380	134	13	loading	loading	NOUN
cana-2380	134	14	,	,	PUNCT
cana-2380	134	15	pre	pre	X
cana-2380	134	16	processing	processing	NOUN
cana-2380	134	17	,	,	PUNCT
cana-2380	134	18	model	model	NOUN
cana-2380	134	19	assessment	assessment	NOUN
cana-2380	134	20	,	,	PUNCT
cana-2380	134	21	and	and	CCONJ
cana-2380	134	22	selection	selection	NOUN
cana-2380	134	23	.	.	PUNCT
cana-2380	135	1	this	this	PRON
cana-2380	135	2	promotes	promote	VERB
cana-2380	135	3	consistency	consistency	NOUN
cana-2380	135	4	and	and	CCONJ
cana-2380	135	5	resilience	resilience	NOUN
cana-2380	135	6	across	across	ADP
cana-2380	135	7	the	the	DET
cana-2380	135	8	model	model	NOUN
cana-2380	135	9	building	building	NOUN
cana-2380	135	10	process	process	NOUN
cana-2380	135	11	.	.	PUNCT
cana-2380	136	1	communications	communication	NOUN
cana-2380	136	2	on	on	ADP
cana-2380	136	3	applied	apply	VERB
cana-2380	136	4	nonlinear	nonlinear	ADJ
cana-2380	136	5	analysis	analysis	NOUN
cana-2380	136	6	issn	issn	NOUN
cana-2380	136	7	:	:	PUNCT
cana-2380	136	8	1074	1074	NUM
cana-2380	136	9	-	-	PUNCT
cana-2380	136	10	133x	133x	NUM
cana-2380	136	11	vol	vol	NOUN
cana-2380	136	12	32	32	NUM
cana-2380	136	13	no	no	NOUN
cana-2380	136	14	.	.	NOUN
cana-2380	136	15	3	3	NUM
cana-2380	136	16	(	(	PUNCT
cana-2380	136	17	2025	2025	NUM
cana-2380	136	18	)	)	PUNCT
cana-2380	136	19	671	671	NUM
cana-2380	136	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-2380	136	21	5.2	5.2	NUM
cana-2380	136	22	parameters	parameter	NOUN
cana-2380	136	23	⚫	⚫	VERB
cana-2380	136	24	url	url	X
cana-2380	136	25	length	length	NOUN
cana-2380	136	26	:	:	PUNCT
cana-2380	136	27	indicates	indicate	VERB
cana-2380	136	28	the	the	DET
cana-2380	136	29	number	number	NOUN
cana-2380	136	30	of	of	ADP
cana-2380	136	31	characters	character	NOUN
cana-2380	136	32	in	in	ADP
cana-2380	136	33	the	the	DET
cana-2380	136	34	domain	domain	NOUN
cana-2380	136	35	name	name	NOUN
cana-2380	136	36	.	.	PUNCT
cana-2380	137	1	phishing	phishe	VERB
cana-2380	137	2	urls	url	NOUN
cana-2380	137	3	frequently	frequently	ADV
cana-2380	137	4	have	have	AUX
cana-2380	137	5	altered	alter	VERB
cana-2380	137	6	or	or	CCONJ
cana-2380	137	7	extended	extended	ADJ
cana-2380	137	8	domain	domain	NOUN
cana-2380	137	9	names	name	NOUN
cana-2380	137	10	to	to	PART
cana-2380	137	11	seem	seem	VERB
cana-2380	137	12	like	like	ADP
cana-2380	137	13	real	real	ADJ
cana-2380	137	14	ones	one	NOUN
cana-2380	137	15	.	.	PUNCT
cana-2380	138	1	secure-bankofamerica-login-verifyaccount-information.com	secure-bankofamerica-login-verifyaccount-information.com	X
cana-2380	138	2	.	.	PUNCT
cana-2380	139	1	⚫	⚫	VERB
cana-2380	139	2	special	special	ADJ
cana-2380	139	3	characters	character	NOUN
cana-2380	139	4	in	in	ADP
cana-2380	139	5	urls	url	NOUN
cana-2380	139	6	:	:	PUNCT
cana-2380	139	7	phishing	phishe	VERB
cana-2380	139	8	urls	url	NOUN
cana-2380	139	9	may	may	AUX
cana-2380	139	10	use	use	VERB
cana-2380	139	11	special	special	ADJ
cana-2380	139	12	characters	character	NOUN
cana-2380	139	13	such	such	ADJ
cana-2380	139	14	as	as	ADP
cana-2380	139	15	hyphens	hyphen	NOUN
cana-2380	139	16	or	or	CCONJ
cana-2380	139	17	underscores	underscore	VERB
cana-2380	139	18	to	to	PART
cana-2380	139	19	make	make	VERB
cana-2380	139	20	them	they	PRON
cana-2380	139	21	appear	appear	VERB
cana-2380	139	22	more	more	ADV
cana-2380	139	23	authentic	authentic	ADJ
cana-2380	139	24	.	.	PUNCT
cana-2380	140	1	payp@l.com	payp@l.com	X
cana-2380	140	2	.	.	PUNCT
cana-2380	140	3	⚫	⚫	NOUN
cana-2380	140	4	ip	ip	DET
cana-2380	140	5	address	address	NOUN
cana-2380	140	6	presence	presence	NOUN
cana-2380	140	7	:	:	PUNCT
cana-2380	140	8	phishing	phishe	VERB
cana-2380	140	9	urls	url	NOUN
cana-2380	140	10	may	may	AUX
cana-2380	140	11	use	use	VERB
cana-2380	140	12	ip	ip	DET
cana-2380	140	13	addresses	address	NOUN
cana-2380	140	14	rather	rather	ADV
cana-2380	140	15	than	than	ADP
cana-2380	140	16	conventional	conventional	ADJ
cana-2380	140	17	domain	domain	NOUN
cana-2380	140	18	names	name	NOUN
cana-2380	140	19	.	.	PUNCT
cana-2380	141	1	203.0.113.1/example.com/login	203.0.113.1/example.com/login	NUM
cana-2380	141	2	is	be	AUX
cana-2380	141	3	an	an	DET
cana-2380	141	4	example	example	NOUN
cana-2380	141	5	.	.	PUNCT
cana-2380	142	1	⚫	⚫	ADJ
cana-2380	142	2	https	https	NOUN
cana-2380	142	3	presence	presence	NOUN
cana-2380	142	4	:	:	PUNCT
cana-2380	142	5	if	if	SCONJ
cana-2380	142	6	a	a	DET
cana-2380	142	7	url	url	NOUN
cana-2380	142	8	does	do	AUX
cana-2380	142	9	not	not	PART
cana-2380	142	10	contain	contain	VERB
cana-2380	142	11	https	https	NOUN
cana-2380	142	12	,	,	PUNCT
cana-2380	142	13	especially	especially	ADV
cana-2380	142	14	on	on	ADP
cana-2380	142	15	websites	website	NOUN
cana-2380	142	16	that	that	PRON
cana-2380	142	17	are	be	AUX
cana-2380	142	18	supposed	suppose	VERB
cana-2380	142	19	to	to	PART
cana-2380	142	20	be	be	AUX
cana-2380	142	21	safe	safe	ADJ
cana-2380	142	22	,	,	PUNCT
cana-2380	142	23	this	this	PRON
cana-2380	142	24	might	might	AUX
cana-2380	142	25	be	be	AUX
cana-2380	142	26	a	a	DET
cana-2380	142	27	sign	sign	NOUN
cana-2380	142	28	of	of	ADP
cana-2380	142	29	possible	possible	ADJ
cana-2380	142	30	phishing	phishing	NOUN
cana-2380	142	31	.	.	PUNCT
cana-2380	143	1	using	use	VERB
cana-2380	143	2	https://secure-bankofamerica-login.com	https://secure-bankofamerica-login.com	PROPN
cana-2380	143	3	as	as	ADP
cana-2380	143	4	an	an	DET
cana-2380	143	5	example	example	NOUN
cana-2380	143	6	.	.	PUNCT
cana-2380	144	1	⚫	⚫	NOUN
cana-2380	144	2	url	url	NOUN
cana-2380	144	3	redirectors	redirector	NOUN
cana-2380	144	4	:	:	PUNCT
cana-2380	144	5	redirectors	redirector	NOUN
cana-2380	144	6	are	be	AUX
cana-2380	144	7	a	a	DET
cana-2380	144	8	common	common	ADJ
cana-2380	144	9	tool	tool	NOUN
cana-2380	144	10	used	use	VERB
cana-2380	144	11	by	by	ADP
cana-2380	144	12	phishing	phishe	VERB
cana-2380	144	13	urls	url	NOUN
cana-2380	144	14	to	to	PART
cana-2380	144	15	trick	trick	VERB
cana-2380	144	16	people	people	NOUN
cana-2380	144	17	.	.	PUNCT
cana-2380	145	1	using	use	VERB
cana-2380	145	2	http://short.link/redirect	http://short.link/redirect	PROPN
cana-2380	145	3	with	with	ADP
cana-2380	145	4	the	the	DET
cana-2380	145	5	url	url	NOUN
cana-2380	145	6	http://malicious-site.com	http://malicious-site.com	PROPN
cana-2380	145	7	as	as	ADP
cana-2380	145	8	an	an	DET
cana-2380	145	9	example	example	NOUN
cana-2380	145	10	.	.	PUNCT
cana-2380	146	1	⚫	⚫	NOUN
cana-2380	146	2	subdomain	subdomain	NOUN
cana-2380	146	3	count	count	NOUN
cana-2380	146	4	:	:	PUNCT
cana-2380	146	5	an	an	DET
cana-2380	146	6	excessive	excessive	ADJ
cana-2380	146	7	amount	amount	NOUN
cana-2380	146	8	of	of	ADP
cana-2380	146	9	subdomains	subdomain	NOUN
cana-2380	146	10	is	be	AUX
cana-2380	146	11	a	a	DET
cana-2380	146	12	common	common	ADJ
cana-2380	146	13	feature	feature	NOUN
cana-2380	146	14	of	of	ADP
cana-2380	146	15	phishing	phishe	VERB
cana-2380	146	16	urls	url	NOUN
cana-2380	146	17	.	.	PUNCT
cana-2380	147	1	using	use	VERB
cana-2380	147	2	sub1.sub2.example.com	sub1.sub2.example.com	PROPN
cana-2380	147	3	as	as	ADP
cana-2380	147	4	an	an	DET
cana-2380	147	5	example	example	NOUN
cana-2380	147	6	5.3	5.3	NUM
cana-2380	147	7	tools	tool	NOUN
cana-2380	147	8	and	and	CCONJ
cana-2380	147	9	technologies	technology	NOUN
cana-2380	147	10	5.3.1	5.3.1	PROPN
cana-2380	147	11	python	python	PROPN
cana-2380	147	12	python	python	NOUN
cana-2380	147	13	is	be	AUX
cana-2380	147	14	a	a	DET
cana-2380	147	15	prominent	prominent	ADJ
cana-2380	147	16	interpretive	interpretive	ADJ
cana-2380	147	17	high	high	ADJ
cana-2380	147	18	-	-	PUNCT
cana-2380	147	19	level	level	NOUN
cana-2380	147	20	programming	programming	NOUN
cana-2380	147	21	language	language	NOUN
cana-2380	147	22	that	that	PRON
cana-2380	147	23	is	be	AUX
cana-2380	147	24	widely	widely	ADV
cana-2380	147	25	used	use	VERB
cana-2380	147	26	in	in	ADP
cana-2380	147	27	a	a	DET
cana-2380	147	28	wide	wide	ADJ
cana-2380	147	29	range	range	NOUN
cana-2380	147	30	of	of	ADP
cana-2380	147	31	applications	application	NOUN
cana-2380	147	32	.	.	PUNCT
cana-2380	148	1	python	python	PROPN
cana-2380	148	2	is	be	AUX
cana-2380	148	3	well	well	ADV
cana-2380	148	4	-	-	PUNCT
cana-2380	148	5	liked	like	VERB
cana-2380	148	6	by	by	ADP
cana-2380	148	7	both	both	CCONJ
cana-2380	148	8	inexperienced	inexperienced	ADJ
cana-2380	148	9	and	and	CCONJ
cana-2380	148	10	seasoned	season	VERB
cana-2380	148	11	developers	developer	NOUN
cana-2380	148	12	because	because	SCONJ
cana-2380	148	13	to	to	ADP
cana-2380	148	14	its	its	PRON
cana-2380	148	15	simplicity	simplicity	NOUN
cana-2380	148	16	,	,	PUNCT
cana-2380	148	17	readability	readability	NOUN
cana-2380	148	18	,	,	PUNCT
cana-2380	148	19	and	and	CCONJ
cana-2380	148	20	flexibility	flexibility	NOUN
cana-2380	148	21	.	.	PUNCT
cana-2380	149	1	its	its	PRON
cana-2380	149	2	ease	ease	NOUN
cana-2380	149	3	of	of	ADP
cana-2380	149	4	usage	usage	NOUN
cana-2380	149	5	is	be	AUX
cana-2380	149	6	by	by	ADP
cana-2380	149	7	far	far	ADV
cana-2380	149	8	its	its	PRON
cana-2380	149	9	greatest	great	ADJ
cana-2380	149	10	benefit	benefit	NOUN
cana-2380	149	11	.	.	PUNCT
cana-2380	150	1	python	python	PROPN
cana-2380	150	2	has	have	VERB
cana-2380	150	3	a	a	DET
cana-2380	150	4	simple	simple	ADJ
cana-2380	150	5	,	,	PUNCT
cana-2380	150	6	user	user	NOUN
cana-2380	150	7	-	-	PUNCT
cana-2380	150	8	friendly	friendly	ADJ
cana-2380	150	9	architecture	architecture	NOUN
cana-2380	150	10	with	with	ADP
cana-2380	150	11	a	a	DET
cana-2380	150	12	syntax	syntax	NOUN
cana-2380	150	13	that	that	PRON
cana-2380	150	14	puts	put	VERB
cana-2380	150	15	emphasis	emphasis	NOUN
cana-2380	150	16	on	on	ADP
cana-2380	150	17	readability	readability	NOUN
cana-2380	150	18	and	and	CCONJ
cana-2380	150	19	simplicity	simplicity	NOUN
cana-2380	150	20	.	.	PUNCT
cana-2380	151	1	python	python	PROPN
cana-2380	151	2	's	's	PART
cana-2380	151	3	natural	natural	ADJ
cana-2380	151	4	simplicity	simplicity	NOUN
cana-2380	151	5	makes	make	VERB
cana-2380	151	6	it	it	PRON
cana-2380	151	7	the	the	DET
cana-2380	151	8	perfect	perfect	ADJ
cana-2380	151	9	language	language	NOUN
cana-2380	151	10	for	for	ADP
cana-2380	151	11	beginners	beginner	NOUN
cana-2380	151	12	learning	learn	VERB
cana-2380	151	13	programming	programming	NOUN
cana-2380	151	14	,	,	PUNCT
cana-2380	151	15	since	since	SCONJ
cana-2380	151	16	it	it	PRON
cana-2380	151	17	allows	allow	VERB
cana-2380	151	18	them	they	PRON
cana-2380	151	19	to	to	PART
cana-2380	151	20	understand	understand	VERB
cana-2380	151	21	basic	basic	ADJ
cana-2380	151	22	ideas	idea	NOUN
cana-2380	151	23	without	without	ADP
cana-2380	151	24	getting	getting	AUX
cana-2380	151	25	bogged	bogge	VERB
cana-2380	151	26	down	down	ADP
cana-2380	151	27	by	by	ADP
cana-2380	151	28	complex	complex	ADJ
cana-2380	151	29	grammar	grammar	NOUN
cana-2380	151	30	intricacies	intricacy	NOUN
cana-2380	151	31	.	.	PUNCT
cana-2380	152	1	moreover	moreover	ADV
cana-2380	152	2	,	,	PUNCT
cana-2380	152	3	python	python	PROPN
cana-2380	152	4	is	be	AUX
cana-2380	152	5	incredibly	incredibly	ADV
cana-2380	152	6	versatile	versatile	ADJ
cana-2380	152	7	.	.	PUNCT
cana-2380	153	1	python	python	PROPN
cana-2380	153	2	's	's	PART
cana-2380	153	3	versatility	versatility	NOUN
cana-2380	153	4	across	across	ADP
cana-2380	153	5	a	a	DET
cana-2380	153	6	wide	wide	ADJ
cana-2380	153	7	range	range	NOUN
cana-2380	153	8	of	of	ADP
cana-2380	153	9	fields	field	NOUN
cana-2380	153	10	,	,	PUNCT
cana-2380	153	11	including	include	VERB
cana-2380	153	12	web	web	NOUN
cana-2380	153	13	development	development	NOUN
cana-2380	153	14	,	,	PUNCT
cana-2380	153	15	scientific	scientific	ADJ
cana-2380	153	16	computing	computing	NOUN
cana-2380	153	17	,	,	PUNCT
cana-2380	153	18	data	datum	NOUN
cana-2380	153	19	analysis	analysis	NOUN
cana-2380	153	20	,	,	PUNCT
cana-2380	153	21	artificial	artificial	ADJ
cana-2380	153	22	intelligence	intelligence	NOUN
cana-2380	153	23	,	,	PUNCT
cana-2380	153	24	and	and	CCONJ
cana-2380	153	25	automation	automation	NOUN
cana-2380	153	26	,	,	PUNCT
cana-2380	153	27	confirms	confirm	VERB
cana-2380	153	28	its	its	PRON
cana-2380	153	29	reputation	reputation	NOUN
cana-2380	153	30	as	as	ADP
cana-2380	153	31	the	the	DET
cana-2380	153	32	preferred	preferred	ADJ
cana-2380	153	33	language	language	NOUN
cana-2380	153	34	for	for	ADP
cana-2380	153	35	complex	complex	ADJ
cana-2380	153	36	tasks	task	NOUN
cana-2380	153	37	.	.	PUNCT
cana-2380	154	1	with	with	ADP
cana-2380	154	2	a	a	DET
cana-2380	154	3	strong	strong	ADJ
cana-2380	154	4	developer	developer	NOUN
cana-2380	154	5	community	community	NOUN
cana-2380	154	6	,	,	PUNCT
cana-2380	154	7	python	python	PROPN
cana-2380	154	8	has	have	VERB
cana-2380	154	9	a	a	DET
cana-2380	154	10	rich	rich	ADJ
cana-2380	154	11	ecosystem	ecosystem	NOUN
cana-2380	154	12	of	of	ADP
cana-2380	154	13	libraries	library	NOUN
cana-2380	154	14	and	and	CCONJ
cana-2380	154	15	tools	tool	NOUN
cana-2380	154	16	that	that	PRON
cana-2380	154	17	further	far	ADV
cana-2380	154	18	expand	expand	VERB
cana-2380	154	19	its	its	PRON
cana-2380	154	20	capabilities	capability	NOUN
cana-2380	154	21	.	.	PUNCT
cana-2380	155	1	python	python	PROPN
cana-2380	155	2	stands	stand	VERB
cana-2380	155	3	out	out	ADP
cana-2380	155	4	as	as	ADP
cana-2380	155	5	a	a	DET
cana-2380	155	6	flexible	flexible	ADJ
cana-2380	155	7	language	language	NOUN
cana-2380	155	8	that	that	PRON
cana-2380	155	9	can	can	AUX
cana-2380	155	10	be	be	AUX
cana-2380	155	11	used	use	VERB
cana-2380	155	12	with	with	ADP
cana-2380	155	13	a	a	DET
cana-2380	155	14	variety	variety	NOUN
cana-2380	155	15	of	of	ADP
cana-2380	155	16	coding	code	VERB
cana-2380	155	17	styles	style	NOUN
cana-2380	155	18	because	because	SCONJ
cana-2380	155	19	of	of	ADP
cana-2380	155	20	its	its	PRON
cana-2380	155	21	strong	strong	ADJ
cana-2380	155	22	support	support	NOUN
cana-2380	155	23	for	for	ADP
cana-2380	155	24	functional	functional	ADJ
cana-2380	155	25	programming	programming	NOUN
cana-2380	155	26	,	,	PUNCT
cana-2380	155	27	objectoriented	objectoriented	ADJ
cana-2380	155	28	programming	programming	NOUN
cana-2380	155	29	,	,	PUNCT
cana-2380	155	30	and	and	CCONJ
cana-2380	155	31	other	other	ADJ
cana-2380	155	32	programming	programming	NOUN
cana-2380	155	33	paradigms	paradigm	NOUN
cana-2380	155	34	.	.	PUNCT
cana-2380	156	1	its	its	PRON
cana-2380	156	2	popularity	popularity	NOUN
cana-2380	156	3	is	be	AUX
cana-2380	156	4	due	due	ADJ
cana-2380	156	5	to	to	ADP
cana-2380	156	6	its	its	PRON
cana-2380	156	7	strength	strength	NOUN
cana-2380	156	8	and	and	CCONJ
cana-2380	156	9	adaptability	adaptability	NOUN
cana-2380	156	10	,	,	PUNCT
cana-2380	156	11	which	which	PRON
cana-2380	156	12	make	make	VERB
cana-2380	156	13	it	it	PRON
cana-2380	156	14	essential	essential	ADJ
cana-2380	156	15	for	for	ADP
cana-2380	156	16	a	a	DET
cana-2380	156	17	wide	wide	ADJ
cana-2380	156	18	range	range	NOUN
cana-2380	156	19	of	of	ADP
cana-2380	156	20	uses	use	NOUN
cana-2380	156	21	.	.	PUNCT
cana-2380	157	1	python	python	PROPN
cana-2380	157	2	is	be	AUX
cana-2380	157	3	a	a	DET
cana-2380	157	4	top	top	ADJ
cana-2380	157	5	option	option	NOUN
cana-2380	157	6	for	for	ADP
cana-2380	157	7	novices	novice	NOUN
cana-2380	157	8	and	and	CCONJ
cana-2380	157	9	experts	expert	NOUN
cana-2380	157	10	alike	alike	ADV
cana-2380	157	11	because	because	SCONJ
cana-2380	157	12	of	of	ADP
cana-2380	157	13	its	its	PRON
cana-2380	157	14	intuitive	intuitive	ADJ
cana-2380	157	15	interface	interface	NOUN
cana-2380	157	16	,	,	PUNCT
cana-2380	157	17	wide	wide	ADJ
cana-2380	157	18	range	range	NOUN
cana-2380	157	19	of	of	ADP
cana-2380	157	20	features	feature	NOUN
cana-2380	157	21	,	,	PUNCT
cana-2380	157	22	and	and	CCONJ
cana-2380	157	23	strong	strong	ADJ
cana-2380	157	24	community	community	NOUN
cana-2380	157	25	support	support	NOUN
cana-2380	157	26	.	.	PUNCT
cana-2380	158	1	python	python	NOUN
cana-2380	158	2	reigns	reign	NOUN
cana-2380	158	3	dominant	dominant	ADJ
cana-2380	158	4	,	,	PUNCT
cana-2380	158	5	particularly	particularly	ADV
cana-2380	158	6	in	in	ADP
cana-2380	158	7	the	the	DET
cana-2380	158	8	arena	arena	NOUN
cana-2380	158	9	of	of	ADP
cana-2380	158	10	machine	machine	NOUN
cana-2380	158	11	learning	learning	NOUN
cana-2380	158	12	,	,	PUNCT
cana-2380	158	13	providing	provide	VERB
cana-2380	158	14	a	a	DET
cana-2380	158	15	plethora	plethora	NOUN
cana-2380	158	16	of	of	ADP
cana-2380	158	17	benefits	benefit	NOUN
cana-2380	158	18	that	that	PRON
cana-2380	158	19	push	push	VERB
cana-2380	158	20	progress	progress	NOUN
cana-2380	158	21	in	in	ADP
cana-2380	158	22	this	this	DET
cana-2380	158	23	sector	sector	NOUN
cana-2380	158	24	.	.	PUNCT
cana-2380	159	1	⚫	⚫	VERB
cana-2380	159	2	a	a	DET
cana-2380	159	3	vibrant	vibrant	ADJ
cana-2380	159	4	and	and	CCONJ
cana-2380	159	5	active	active	ADJ
cana-2380	159	6	developer	developer	NOUN
cana-2380	159	7	community	community	NOUN
cana-2380	159	8	exists	exist	VERB
cana-2380	159	9	for	for	ADP
cana-2380	159	10	python	python	NOUN
cana-2380	159	11	,	,	PUNCT
cana-2380	159	12	which	which	PRON
cana-2380	159	13	is	be	AUX
cana-2380	159	14	beneficial	beneficial	ADJ
cana-2380	159	15	since	since	SCONJ
cana-2380	159	16	it	it	PRON
cana-2380	159	17	produces	produce	VERB
cana-2380	159	18	a	a	DET
cana-2380	159	19	wide	wide	ADJ
cana-2380	159	20	range	range	NOUN
cana-2380	159	21	of	of	ADP
cana-2380	159	22	tools	tool	NOUN
cana-2380	159	23	and	and	CCONJ
cana-2380	159	24	modules	module	NOUN
cana-2380	159	25	specifically	specifically	ADV
cana-2380	159	26	designed	design	VERB
cana-2380	159	27	for	for	ADP
cana-2380	159	28	machine	machine	NOUN
cana-2380	159	29	learning	learn	VERB
cana-2380	159	30	applications	application	NOUN
cana-2380	159	31	.	.	PUNCT
cana-2380	160	1	top	top	ADJ
cana-2380	160	2	python	python	NOUN
cana-2380	160	3	machine	machine	NOUN
cana-2380	160	4	learning	learning	NOUN
cana-2380	160	5	libraries	library	NOUN
cana-2380	160	6	include	include	VERB
cana-2380	160	7	scikit	scikit	NOUN
cana-2380	160	8	-	-	PUNCT
cana-2380	160	9	learn	learn	NOUN
cana-2380	160	10	,	,	PUNCT
cana-2380	160	11	pytorch	pytorch	NOUN
cana-2380	160	12	,	,	PUNCT
cana-2380	160	13	tensorflow	tensorflow	NOUN
cana-2380	160	14	,	,	PUNCT
cana-2380	160	15	keras	keras	PROPN
cana-2380	160	16	,	,	PUNCT
cana-2380	160	17	and	and	CCONJ
cana-2380	160	18	pandas	panda	NOUN
cana-2380	160	19	.	.	PUNCT
cana-2380	161	1	communications	communication	NOUN
cana-2380	161	2	on	on	ADP
cana-2380	161	3	applied	apply	VERB
cana-2380	161	4	nonlinear	nonlinear	ADJ
cana-2380	161	5	analysis	analysis	NOUN
cana-2380	161	6	issn	issn	NOUN
cana-2380	161	7	:	:	PUNCT
cana-2380	161	8	1074	1074	NUM
cana-2380	161	9	-	-	PUNCT
cana-2380	161	10	133x	133x	NUM
cana-2380	161	11	vol	vol	NOUN
cana-2380	161	12	32	32	NUM
cana-2380	161	13	no	no	NOUN
cana-2380	161	14	.	.	NOUN
cana-2380	161	15	3	3	NUM
cana-2380	161	16	(	(	PUNCT
cana-2380	161	17	2025	2025	NUM
cana-2380	161	18	)	)	PUNCT
cana-2380	161	19	672	672	NUM
cana-2380	161	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-2380	161	21	⚫	⚫	NOUN
cana-2380	161	22	python	python	NOUN
cana-2380	161	23	is	be	AUX
cana-2380	161	24	known	know	VERB
cana-2380	161	25	for	for	ADP
cana-2380	161	26	its	its	PRON
cana-2380	161	27	simple	simple	ADJ
cana-2380	161	28	,	,	PUNCT
cana-2380	161	29	easy	easy	ADJ
cana-2380	161	30	-	-	PUNCT
cana-2380	161	31	to	to	ADP
cana-2380	161	32	-	-	PUNCT
cana-2380	161	33	read	read	NOUN
cana-2380	161	34	syntax	syntax	NOUN
cana-2380	161	35	,	,	PUNCT
cana-2380	161	36	which	which	PRON
cana-2380	161	37	makes	make	VERB
cana-2380	161	38	machine	machine	NOUN
cana-2380	161	39	learning	learn	VERB
cana-2380	161	40	code	code	NOUN
cana-2380	161	41	generation	generation	NOUN
cana-2380	161	42	and	and	CCONJ
cana-2380	161	43	understanding	understanding	NOUN
cana-2380	161	44	easier	easy	ADJ
cana-2380	161	45	.	.	PUNCT
cana-2380	162	1	this	this	DET
cana-2380	162	2	feature	feature	NOUN
cana-2380	162	3	reduces	reduce	VERB
cana-2380	162	4	mistakes	mistake	NOUN
cana-2380	162	5	,	,	PUNCT
cana-2380	162	6	speeds	speed	VERB
cana-2380	162	7	up	up	ADP
cana-2380	162	8	development	development	NOUN
cana-2380	162	9	,	,	PUNCT
cana-2380	162	10	and	and	CCONJ
cana-2380	162	11	boosts	boost	VERB
cana-2380	162	12	productivity	productivity	NOUN
cana-2380	162	13	—	—	PUNCT
cana-2380	162	14	especially	especially	ADV
cana-2380	162	15	when	when	SCONJ
cana-2380	162	16	it	it	PRON
cana-2380	162	17	comes	come	VERB
cana-2380	162	18	to	to	ADP
cana-2380	162	19	complex	complex	ADJ
cana-2380	162	20	machine	machine	NOUN
cana-2380	162	21	learning	learning	NOUN
cana-2380	162	22	projects	project	NOUN
cana-2380	162	23	.	.	PUNCT
cana-2380	163	1	⚫	⚫	PROPN
cana-2380	163	2	python	python	PROPN
cana-2380	163	3	's	's	PART
cana-2380	163	4	versatility	versatility	NOUN
cana-2380	163	5	is	be	AUX
cana-2380	163	6	shown	show	VERB
cana-2380	163	7	in	in	ADP
cana-2380	163	8	its	its	PRON
cana-2380	163	9	outstanding	outstanding	ADJ
cana-2380	163	10	flexibility	flexibility	NOUN
cana-2380	163	11	across	across	ADP
cana-2380	163	12	a	a	DET
cana-2380	163	13	wide	wide	ADJ
cana-2380	163	14	range	range	NOUN
cana-2380	163	15	of	of	ADP
cana-2380	163	16	applications	application	NOUN
cana-2380	163	17	,	,	PUNCT
cana-2380	163	18	including	include	VERB
cana-2380	163	19	the	the	DET
cana-2380	163	20	ever	ever	ADV
cana-2380	163	21	-	-	PUNCT
cana-2380	163	22	evolving	evolve	VERB
cana-2380	163	23	field	field	NOUN
cana-2380	163	24	of	of	ADP
cana-2380	163	25	machine	machine	NOUN
cana-2380	163	26	learning	learning	NOUN
cana-2380	163	27	.	.	PUNCT
cana-2380	164	1	python	python	PROPN
cana-2380	164	2	is	be	AUX
cana-2380	164	3	able	able	ADJ
cana-2380	164	4	to	to	PART
cana-2380	164	5	work	work	VERB
cana-2380	164	6	with	with	ADP
cana-2380	164	7	a	a	DET
cana-2380	164	8	variety	variety	NOUN
cana-2380	164	9	of	of	ADP
cana-2380	164	10	programming	programming	NOUN
cana-2380	164	11	paradigms	paradigm	NOUN
cana-2380	164	12	,	,	PUNCT
cana-2380	164	13	including	include	VERB
cana-2380	164	14	object	object	NOUN
cana-2380	164	15	-	-	PUNCT
cana-2380	164	16	oriented	orient	VERB
cana-2380	164	17	and	and	CCONJ
cana-2380	164	18	functional	functional	ADJ
cana-2380	164	19	programming	programming	NOUN
cana-2380	164	20	.	.	PUNCT
cana-2380	165	1	it	it	PRON
cana-2380	165	2	can	can	AUX
cana-2380	165	3	handle	handle	VERB
cana-2380	165	4	both	both	CCONJ
cana-2380	165	5	organized	organized	ADJ
cana-2380	165	6	and	and	CCONJ
cana-2380	165	7	unstructured	unstructured	ADJ
cana-2380	165	8	data	datum	NOUN
cana-2380	165	9	quite	quite	ADV
cana-2380	165	10	well	well	ADV
cana-2380	165	11	.	.	PUNCT
cana-2380	166	1	⚫	⚫	NOUN
cana-2380	166	2	python	python	PROPN
cana-2380	166	3	's	's	PART
cana-2380	166	4	large	large	ADJ
cana-2380	166	5	community	community	NOUN
cana-2380	166	6	,	,	PUNCT
cana-2380	166	7	simplicity	simplicity	NOUN
cana-2380	166	8	,	,	PUNCT
cana-2380	166	9	and	and	CCONJ
cana-2380	166	10	flexibility	flexibility	NOUN
cana-2380	166	11	make	make	VERB
cana-2380	166	12	it	it	PRON
cana-2380	166	13	the	the	DET
cana-2380	166	14	perfect	perfect	ADJ
cana-2380	166	15	tool	tool	NOUN
cana-2380	166	16	for	for	ADP
cana-2380	166	17	machine	machine	NOUN
cana-2380	166	18	learning	learn	VERB
cana-2380	166	19	quick	quick	ADJ
cana-2380	166	20	prototyping	prototyping	NOUN
cana-2380	166	21	.	.	PUNCT
cana-2380	167	1	developers	developer	NOUN
cana-2380	167	2	can	can	AUX
cana-2380	167	3	quickly	quickly	ADV
cana-2380	167	4	experiment	experiment	VERB
cana-2380	167	5	with	with	ADP
cana-2380	167	6	different	different	ADJ
cana-2380	167	7	methods	method	NOUN
cana-2380	167	8	and	and	CCONJ
cana-2380	167	9	approaches	approach	NOUN
cana-2380	167	10	because	because	SCONJ
cana-2380	167	11	to	to	ADP
cana-2380	167	12	its	its	PRON
cana-2380	167	13	intuitive	intuitive	ADJ
cana-2380	167	14	interface	interface	NOUN
cana-2380	167	15	,	,	PUNCT
cana-2380	167	16	which	which	PRON
cana-2380	167	17	allows	allow	VERB
cana-2380	167	18	them	they	PRON
cana-2380	167	19	to	to	PART
cana-2380	167	20	repeatedly	repeatedly	ADV
cana-2380	167	21	refine	refine	VERB
cana-2380	167	22	their	their	PRON
cana-2380	167	23	models	model	NOUN
cana-2380	167	24	until	until	SCONJ
cana-2380	167	25	they	they	PRON
cana-2380	167	26	provide	provide	VERB
cana-2380	167	27	the	the	DET
cana-2380	167	28	best	good	ADJ
cana-2380	167	29	results	result	NOUN
cana-2380	167	30	.	.	PUNCT
cana-2380	168	1	5.3.2	5.3.2	NUM
cana-2380	168	2	libraries	library	NOUN
cana-2380	168	3	⚫	⚫	NOUN
cana-2380	168	4	numpy	numpy	NOUN
cana-2380	168	5	:	:	PUNCT
cana-2380	168	6	facilitates	facilitate	VERB
cana-2380	168	7	numerical	numerical	ADJ
cana-2380	168	8	computations	computation	NOUN
cana-2380	168	9	within	within	ADP
cana-2380	168	10	the	the	DET
cana-2380	168	11	python	python	PROPN
cana-2380	168	12	environment	environment	NOUN
cana-2380	168	13	.	.	PUNCT
cana-2380	169	1	⚫	⚫	NOUN
cana-2380	169	2	pandas	panda	NOUN
cana-2380	169	3	:	:	PUNCT
cana-2380	169	4	enables	enable	VERB
cana-2380	169	5	manipulation	manipulation	NOUN
cana-2380	169	6	and	and	CCONJ
cana-2380	169	7	analysis	analysis	NOUN
cana-2380	169	8	of	of	ADP
cana-2380	169	9	data	datum	NOUN
cana-2380	169	10	structures	structure	NOUN
cana-2380	169	11	.	.	PUNCT
cana-2380	170	1	⚫	⚫	VERB
cana-2380	170	2	matplotlib	matplotlib	PROPN
cana-2380	170	3	:	:	PUNCT
cana-2380	170	4	a	a	DET
cana-2380	170	5	versatile	versatile	ADJ
cana-2380	170	6	plotting	plot	VERB
cana-2380	170	7	library	library	NOUN
cana-2380	170	8	supporting	support	VERB
cana-2380	170	9	static	static	NOUN
cana-2380	170	10	,	,	PUNCT
cana-2380	170	11	interactive	interactive	ADJ
cana-2380	170	12	,	,	PUNCT
cana-2380	170	13	and	and	CCONJ
cana-2380	170	14	animated	animated	ADJ
cana-2380	170	15	visualizations	visualization	NOUN
cana-2380	170	16	.	.	PUNCT
cana-2380	171	1	⚫	⚫	NOUN
cana-2380	171	2	seaborn	seaborn	NOUN
cana-2380	171	3	:	:	PUNCT
cana-2380	171	4	enhances	enhance	VERB
cana-2380	171	5	matplotlib	matplotlib	PROPN
cana-2380	171	6	's	's	PART
cana-2380	171	7	capabilities	capability	NOUN
cana-2380	171	8	by	by	ADP
cana-2380	171	9	creating	create	VERB
cana-2380	171	10	visually	visually	ADV
cana-2380	171	11	appealing	appealing	ADJ
cana-2380	171	12	and	and	CCONJ
cana-2380	171	13	informative	informative	ADJ
cana-2380	171	14	statistical	statistical	ADJ
cana-2380	171	15	graphics	graphic	NOUN
cana-2380	171	16	.	.	PUNCT
cana-2380	172	1	⚫	⚫	VERB
cana-2380	172	2	scikit	scikit	NOUN
cana-2380	172	3	-	-	PUNCT
cana-2380	172	4	learn	learn	VERB
cana-2380	172	5	(	(	PUNCT
cana-2380	172	6	sklearn	sklearn	ADJ
cana-2380	172	7	):	):	PUNCT
cana-2380	172	8	offers	offer	VERB
cana-2380	172	9	efficient	efficient	ADJ
cana-2380	172	10	tools	tool	NOUN
cana-2380	172	11	for	for	ADP
cana-2380	172	12	data	datum	NOUN
cana-2380	172	13	mining	mining	NOUN
cana-2380	172	14	and	and	CCONJ
cana-2380	172	15	analysis	analysis	NOUN
cana-2380	172	16	within	within	ADP
cana-2380	172	17	the	the	DET
cana-2380	172	18	python	python	NOUN
cana-2380	172	19	machine	machine	NOUN
cana-2380	172	20	learning	learn	VERB
cana-2380	172	21	ecosystem	ecosystem	NOUN
cana-2380	172	22	.	.	PUNCT
cana-2380	173	1	⚫	⚫	NOUN
cana-2380	173	2	catboost	catboost	NOUN
cana-2380	173	3	:	:	PUNCT
cana-2380	173	4	developed	develop	VERB
cana-2380	173	5	by	by	ADP
cana-2380	173	6	yandex	yandex	NOUN
cana-2380	173	7	,	,	PUNCT
cana-2380	173	8	excels	excel	VERB
cana-2380	173	9	in	in	ADP
cana-2380	173	10	handling	handle	VERB
cana-2380	173	11	categorical	categorical	ADJ
cana-2380	173	12	features	feature	NOUN
cana-2380	173	13	within	within	ADP
cana-2380	173	14	datasets	dataset	NOUN
cana-2380	173	15	.	.	PUNCT
cana-2380	174	1	⚫	⚫	VERB
cana-2380	174	2	xgboost	xgboost	X
cana-2380	174	3	:	:	PUNCT
cana-2380	174	4	a	a	DET
cana-2380	174	5	renowned	renowned	ADJ
cana-2380	174	6	gradient	gradient	NOUN
cana-2380	174	7	boosting	boost	VERB
cana-2380	174	8	library	library	NOUN
cana-2380	174	9	known	know	VERB
cana-2380	174	10	for	for	ADP
cana-2380	174	11	its	its	PRON
cana-2380	174	12	efficiency	efficiency	NOUN
cana-2380	174	13	and	and	CCONJ
cana-2380	174	14	scalability	scalability	NOUN
cana-2380	174	15	.	.	PUNCT
cana-2380	175	1	⚫	⚫	VERB
cana-2380	175	2	warnings	warning	NOUN
cana-2380	175	3	:	:	PUNCT
cana-2380	175	4	used	use	VERB
cana-2380	175	5	to	to	PART
cana-2380	175	6	manage	manage	VERB
cana-2380	175	7	warning	warn	VERB
cana-2380	175	8	messages	message	NOUN
cana-2380	175	9	effectively	effectively	ADV
cana-2380	175	10	.	.	PUNCT
cana-2380	176	1	5.3.3	5.3.3	NUM
cana-2380	176	2	flask	flask	NOUN
cana-2380	176	3	flask	flask	NOUN
cana-2380	176	4	is	be	AUX
cana-2380	176	5	a	a	DET
cana-2380	176	6	lightweight	lightweight	ADJ
cana-2380	176	7	and	and	CCONJ
cana-2380	176	8	versatile	versatile	ADJ
cana-2380	176	9	web	web	NOUN
cana-2380	176	10	framework	framework	NOUN
cana-2380	176	11	crafted	craft	VERB
cana-2380	176	12	for	for	ADP
cana-2380	176	13	python	python	NOUN
cana-2380	176	14	.	.	PUNCT
cana-2380	177	1	its	its	PRON
cana-2380	177	2	primary	primary	ADJ
cana-2380	177	3	aim	aim	NOUN
cana-2380	177	4	is	be	AUX
cana-2380	177	5	to	to	PART
cana-2380	177	6	facilitate	facilitate	VERB
cana-2380	177	7	rapid	rapid	ADJ
cana-2380	177	8	web	web	NOUN
cana-2380	177	9	application	application	NOUN
cana-2380	177	10	development	development	NOUN
cana-2380	177	11	with	with	ADP
cana-2380	177	12	minimal	minimal	ADJ
cana-2380	177	13	coding	code	VERB
cana-2380	177	14	efforts	effort	NOUN
cana-2380	177	15	.	.	PUNCT
cana-2380	178	1	offering	offer	VERB
cana-2380	178	2	a	a	DET
cana-2380	178	3	suite	suite	NOUN
cana-2380	178	4	of	of	ADP
cana-2380	178	5	tools	tool	NOUN
cana-2380	178	6	and	and	CCONJ
cana-2380	178	7	libraries	library	NOUN
cana-2380	178	8	including	include	VERB
cana-2380	178	9	url	url	NOUN
cana-2380	178	10	routing	routing	NOUN
cana-2380	178	11	,	,	PUNCT
cana-2380	178	12	templates	template	NOUN
cana-2380	178	13	,	,	PUNCT
cana-2380	178	14	and	and	CCONJ
cana-2380	178	15	request	request	NOUN
cana-2380	178	16	/	/	SYM
cana-2380	178	17	response	response	NOUN
cana-2380	178	18	management	management	NOUN
cana-2380	178	19	,	,	PUNCT
cana-2380	178	20	flask	flask	NOUN
cana-2380	178	21	empowers	empower	VERB
cana-2380	178	22	developers	developer	NOUN
cana-2380	178	23	to	to	PART
cana-2380	178	24	build	build	VERB
cana-2380	178	25	applications	application	NOUN
cana-2380	178	26	swiftly	swiftly	ADV
cana-2380	178	27	and	and	CCONJ
cana-2380	178	28	efficiently	efficiently	ADV
cana-2380	178	29	.	.	PUNCT
cana-2380	179	1	its	its	PRON
cana-2380	179	2	simplicity	simplicity	NOUN
cana-2380	179	3	makes	make	VERB
cana-2380	179	4	it	it	PRON
cana-2380	179	5	easy	easy	ADJ
cana-2380	179	6	to	to	PART
cana-2380	179	7	grasp	grasp	VERB
cana-2380	179	8	and	and	CCONJ
cana-2380	179	9	a	a	DET
cana-2380	179	10	popular	popular	ADJ
cana-2380	179	11	choice	choice	NOUN
cana-2380	179	12	for	for	ADP
cana-2380	179	13	small	small	ADJ
cana-2380	179	14	to	to	PART
cana-2380	179	15	medium	medium	ADJ
cana-2380	179	16	-	-	PUNCT
cana-2380	179	17	sized	sized	ADJ
cana-2380	179	18	projects	project	NOUN
cana-2380	179	19	.	.	PUNCT
cana-2380	180	1	moreover	moreover	ADV
cana-2380	180	2	,	,	PUNCT
cana-2380	180	3	flask	flask	NOUN
cana-2380	180	4	offers	offer	VERB
cana-2380	180	5	developers	developer	NOUN
cana-2380	180	6	the	the	DET
cana-2380	180	7	flexibility	flexibility	NOUN
cana-2380	180	8	to	to	ADP
cana-2380	180	9	cherry	cherry	NOUN
cana-2380	180	10	-	-	PUNCT
cana-2380	180	11	pick	pick	NOUN
cana-2380	180	12	components	component	NOUN
cana-2380	180	13	and	and	CCONJ
cana-2380	180	14	structure	structure	VERB
cana-2380	180	15	their	their	PRON
cana-2380	180	16	applications	application	NOUN
cana-2380	180	17	as	as	SCONJ
cana-2380	180	18	they	they	PRON
cana-2380	180	19	see	see	VERB
cana-2380	180	20	fit	fit	ADJ
cana-2380	180	21	.	.	PUNCT
cana-2380	181	1	with	with	ADP
cana-2380	181	2	a	a	DET
cana-2380	181	3	vibrant	vibrant	ADJ
cana-2380	181	4	developer	developer	NOUN
cana-2380	181	5	community	community	NOUN
cana-2380	181	6	,	,	PUNCT
cana-2380	181	7	flask	flask	NOUN
cana-2380	181	8	boasts	boast	VERB
cana-2380	181	9	a	a	DET
cana-2380	181	10	wide	wide	ADJ
cana-2380	181	11	array	array	NOUN
cana-2380	181	12	of	of	ADP
cana-2380	181	13	extensions	extension	NOUN
cana-2380	181	14	and	and	CCONJ
cana-2380	181	15	plugins	plugin	NOUN
cana-2380	181	16	,	,	PUNCT
cana-2380	181	17	enhancing	enhance	VERB
cana-2380	181	18	its	its	PRON
cana-2380	181	19	functionality	functionality	NOUN
cana-2380	181	20	with	with	ADP
cana-2380	181	21	features	feature	NOUN
cana-2380	181	22	like	like	ADP
cana-2380	181	23	database	database	NOUN
cana-2380	181	24	integration	integration	NOUN
cana-2380	181	25	,	,	PUNCT
cana-2380	181	26	authentication	authentication	NOUN
cana-2380	181	27	,	,	PUNCT
cana-2380	181	28	and	and	CCONJ
cana-2380	181	29	form	form	NOUN
cana-2380	181	30	handling	handling	NOUN
cana-2380	181	31	.	.	PUNCT
cana-2380	182	1	its	its	PRON
cana-2380	182	2	lightweight	lightweight	ADJ
cana-2380	182	3	design	design	NOUN
cana-2380	182	4	further	far	ADV
cana-2380	182	5	boosts	boost	VERB
cana-2380	182	6	its	its	PRON
cana-2380	182	7	appeal	appeal	NOUN
cana-2380	182	8	,	,	PUNCT
cana-2380	182	9	ensuring	ensure	VERB
cana-2380	182	10	efficient	efficient	ADJ
cana-2380	182	11	performance	performance	NOUN
cana-2380	182	12	for	for	ADP
cana-2380	182	13	web	web	NOUN
cana-2380	182	14	applications	application	NOUN
cana-2380	182	15	of	of	ADP
cana-2380	182	16	varying	vary	VERB
cana-2380	182	17	scales	scale	NOUN
cana-2380	182	18	.	.	PUNCT
cana-2380	183	1	flask	flask	PROPN
cana-2380	183	2	boasts	boast	VERB
cana-2380	183	3	a	a	DET
cana-2380	183	4	concise	concise	ADJ
cana-2380	183	5	codebase	codebase	ADJ
cana-2380	183	6	and	and	CCONJ
cana-2380	183	7	few	few	ADJ
cana-2380	183	8	dependencies	dependency	NOUN
cana-2380	183	9	,	,	PUNCT
cana-2380	183	10	simplifying	simplify	VERB
cana-2380	183	11	deployment	deployment	NOUN
cana-2380	183	12	and	and	CCONJ
cana-2380	183	13	scalability	scalability	NOUN
cana-2380	183	14	.	.	PUNCT
cana-2380	184	1	this	this	DET
cana-2380	184	2	feature	feature	NOUN
cana-2380	184	3	has	have	AUX
cana-2380	184	4	earned	earn	VERB
cana-2380	184	5	it	it	PRON
cana-2380	184	6	popularity	popularity	NOUN
cana-2380	184	7	among	among	ADP
cana-2380	184	8	developers	developer	NOUN
cana-2380	184	9	aiming	aim	VERB
cana-2380	184	10	to	to	PART
cana-2380	184	11	craft	craft	VERB
cana-2380	184	12	efficient	efficient	ADJ
cana-2380	184	13	,	,	PUNCT
cana-2380	184	14	uncomplicated	uncomplicated	ADJ
cana-2380	184	15	web	web	NOUN
cana-2380	184	16	applications	application	NOUN
cana-2380	184	17	.	.	PUNCT
cana-2380	185	1	with	with	ADP
cana-2380	185	2	its	its	PRON
cana-2380	185	3	focus	focus	NOUN
cana-2380	185	4	on	on	ADP
cana-2380	185	5	simplicity	simplicity	NOUN
cana-2380	185	6	,	,	PUNCT
cana-2380	185	7	flask	flask	NOUN
cana-2380	185	8	stands	stand	VERB
cana-2380	185	9	as	as	ADP
cana-2380	185	10	a	a	DET
cana-2380	185	11	powerful	powerful	ADJ
cana-2380	185	12	and	and	CCONJ
cana-2380	185	13	adaptable	adaptable	ADJ
cana-2380	185	14	framework	framework	NOUN
cana-2380	185	15	suited	suit	VERB
cana-2380	185	16	for	for	ADP
cana-2380	185	17	small	small	ADJ
cana-2380	185	18	to	to	PART
cana-2380	185	19	medium	medium	ADJ
cana-2380	185	20	-	-	PUNCT
cana-2380	185	21	sized	sized	ADJ
cana-2380	185	22	web	web	NOUN
cana-2380	185	23	projects	project	NOUN
cana-2380	185	24	.	.	PUNCT
cana-2380	186	1	its	its	PRON
cana-2380	186	2	inherent	inherent	ADJ
cana-2380	186	3	flexibility	flexibility	NOUN
cana-2380	186	4	and	and	CCONJ
cana-2380	186	5	extensibility	extensibility	NOUN
cana-2380	186	6	add	add	VERB
cana-2380	186	7	to	to	ADP
cana-2380	186	8	its	its	PRON
cana-2380	186	9	allure	allure	NOUN
cana-2380	186	10	,	,	PUNCT
cana-2380	186	11	allowing	allow	VERB
cana-2380	186	12	communications	communication	NOUN
cana-2380	186	13	on	on	ADP
cana-2380	186	14	applied	apply	VERB
cana-2380	186	15	nonlinear	nonlinear	ADJ
cana-2380	186	16	analysis	analysis	NOUN
cana-2380	186	17	issn	issn	NOUN
cana-2380	186	18	:	:	PUNCT
cana-2380	186	19	1074	1074	NUM
cana-2380	186	20	-	-	PUNCT
cana-2380	186	21	133x	133x	NUM
cana-2380	186	22	vol	vol	NOUN
cana-2380	186	23	32	32	NUM
cana-2380	186	24	no	no	NOUN
cana-2380	186	25	.	.	NOUN
cana-2380	186	26	3	3	NUM
cana-2380	186	27	(	(	PUNCT
cana-2380	186	28	2025	2025	NUM
cana-2380	186	29	)	)	PUNCT
cana-2380	186	30	673	673	NUM
cana-2380	186	31	https://internationalpubls.com	https://internationalpubls.com	X
cana-2380	186	32	developers	developer	NOUN
cana-2380	186	33	to	to	PART
cana-2380	186	34	rapidly	rapidly	ADV
cana-2380	186	35	create	create	VERB
cana-2380	186	36	web	web	NOUN
cana-2380	186	37	applications	application	NOUN
cana-2380	186	38	with	with	ADP
cana-2380	186	39	minimal	minimal	ADJ
cana-2380	186	40	code	code	NOUN
cana-2380	186	41	,	,	PUNCT
cana-2380	186	42	while	while	SCONJ
cana-2380	186	43	retaining	retain	VERB
cana-2380	186	44	the	the	DET
cana-2380	186	45	freedom	freedom	NOUN
cana-2380	186	46	to	to	PART
cana-2380	186	47	scale	scale	VERB
cana-2380	186	48	as	as	ADP
cana-2380	186	49	required	require	VERB
cana-2380	186	50	.	.	PUNCT
cana-2380	187	1	5.3.4	5.3.4	X
cana-2380	187	2	jupyter	jupyter	ADJ
cana-2380	187	3	notebook	notebook	NOUN
cana-2380	187	4	jupyter	jupyter	ADJ
cana-2380	187	5	notebook	notebook	NOUN
cana-2380	187	6	is	be	AUX
cana-2380	187	7	an	an	DET
cana-2380	187	8	open	open	ADJ
cana-2380	187	9	-	-	PUNCT
cana-2380	187	10	source	source	NOUN
cana-2380	187	11	web	web	NOUN
cana-2380	187	12	application	application	NOUN
cana-2380	187	13	that	that	PRON
cana-2380	187	14	enables	enable	VERB
cana-2380	187	15	users	user	NOUN
cana-2380	187	16	to	to	PART
cana-2380	187	17	create	create	VERB
cana-2380	187	18	and	and	CCONJ
cana-2380	187	19	share	share	VERB
cana-2380	187	20	documents	document	NOUN
cana-2380	187	21	integrating	integrate	VERB
cana-2380	187	22	live	live	ADJ
cana-2380	187	23	code	code	NOUN
cana-2380	187	24	,	,	PUNCT
cana-2380	187	25	equations	equation	NOUN
cana-2380	187	26	,	,	PUNCT
cana-2380	187	27	visualizations	visualization	NOUN
cana-2380	187	28	,	,	PUNCT
cana-2380	187	29	and	and	CCONJ
cana-2380	187	30	narrative	narrative	NOUN
cana-2380	187	31	text	text	NOUN
cana-2380	187	32	.	.	PUNCT
cana-2380	188	1	it	it	PRON
cana-2380	188	2	is	be	AUX
cana-2380	188	3	based	base	VERB
cana-2380	188	4	on	on	ADP
cana-2380	188	5	the	the	DET
cana-2380	188	6	python	python	NOUN
cana-2380	188	7	interactive	interactive	ADJ
cana-2380	188	8	shell	shell	NOUN
cana-2380	188	9	and	and	CCONJ
cana-2380	188	10	offers	offer	VERB
cana-2380	188	11	a	a	DET
cana-2380	188	12	robust	robust	ADJ
cana-2380	188	13	toolkit	toolkit	NOUN
cana-2380	188	14	for	for	ADP
cana-2380	188	15	data	datum	NOUN
cana-2380	188	16	analysis	analysis	NOUN
cana-2380	188	17	and	and	CCONJ
cana-2380	188	18	visualization	visualization	NOUN
cana-2380	188	19	.	.	PUNCT
cana-2380	189	1	the	the	DET
cana-2380	189	2	notebook	notebook	NOUN
cana-2380	189	3	structure	structure	NOUN
cana-2380	189	4	is	be	AUX
cana-2380	189	5	organized	organize	VERB
cana-2380	189	6	into	into	ADP
cana-2380	189	7	cells	cell	NOUN
cana-2380	189	8	,	,	PUNCT
cana-2380	189	9	accommodating	accommodate	VERB
cana-2380	189	10	code	code	NOUN
cana-2380	189	11	,	,	PUNCT
cana-2380	189	12	text	text	NOUN
cana-2380	189	13	,	,	PUNCT
cana-2380	189	14	or	or	CCONJ
cana-2380	189	15	multimedia	multimedia	NOUN
cana-2380	189	16	content	content	NOUN
cana-2380	189	17	,	,	PUNCT
cana-2380	189	18	and	and	CCONJ
cana-2380	189	19	supports	support	VERB
cana-2380	189	20	various	various	ADJ
cana-2380	189	21	programming	programming	NOUN
cana-2380	189	22	languages	language	NOUN
cana-2380	189	23	like	like	ADP
cana-2380	189	24	python	python	NOUN
cana-2380	189	25	,	,	PUNCT
cana-2380	189	26	r	r	NOUN
cana-2380	189	27	,	,	PUNCT
cana-2380	189	28	and	and	CCONJ
cana-2380	189	29	julia	julia	PROPN
cana-2380	189	30	.	.	PUNCT
cana-2380	190	1	users	user	NOUN
cana-2380	190	2	can	can	AUX
cana-2380	190	3	execute	execute	VERB
cana-2380	190	4	code	code	NOUN
cana-2380	190	5	cells	cell	NOUN
cana-2380	190	6	interactively	interactively	ADV
cana-2380	190	7	and	and	CCONJ
cana-2380	190	8	view	view	VERB
cana-2380	190	9	results	result	VERB
cana-2380	190	10	directly	directly	ADV
cana-2380	190	11	within	within	ADP
cana-2380	190	12	the	the	DET
cana-2380	190	13	notebook	notebook	NOUN
cana-2380	190	14	.	.	PUNCT
cana-2380	191	1	widely	widely	ADV
cana-2380	191	2	adopted	adopt	VERB
cana-2380	191	3	by	by	ADP
cana-2380	191	4	data	datum	NOUN
cana-2380	191	5	scientists	scientist	NOUN
cana-2380	191	6	,	,	PUNCT
cana-2380	191	7	researchers	researcher	NOUN
cana-2380	191	8	,	,	PUNCT
cana-2380	191	9	and	and	CCONJ
cana-2380	191	10	educators	educator	NOUN
cana-2380	191	11	,	,	PUNCT
cana-2380	191	12	jupyter	jupyter	ADJ
cana-2380	191	13	notebook	notebook	NOUN
cana-2380	191	14	provides	provide	VERB
cana-2380	191	15	a	a	DET
cana-2380	191	16	flexible	flexible	ADJ
cana-2380	191	17	environment	environment	NOUN
cana-2380	191	18	for	for	ADP
cana-2380	191	19	data	datum	NOUN
cana-2380	191	20	analysis	analysis	NOUN
cana-2380	191	21	and	and	CCONJ
cana-2380	191	22	experimentation	experimentation	NOUN
cana-2380	191	23	.	.	PUNCT
cana-2380	192	1	noteworthy	noteworthy	ADJ
cana-2380	192	2	features	feature	NOUN
cana-2380	192	3	include	include	VERB
cana-2380	192	4	support	support	NOUN
cana-2380	192	5	for	for	ADP
cana-2380	192	6	data	data	NOUN
cana-2380	192	7	visualization	visualization	NOUN
cana-2380	192	8	libraries	library	NOUN
cana-2380	192	9	such	such	ADJ
cana-2380	192	10	as	as	ADP
cana-2380	192	11	matplotlib	matplotlib	PROPN
cana-2380	192	12	,	,	PUNCT
cana-2380	192	13	seaborn	seaborn	PROPN
cana-2380	192	14	,	,	PUNCT
cana-2380	192	15	and	and	CCONJ
cana-2380	192	16	bokeh	bokeh	PROPN
cana-2380	192	17	,	,	PUNCT
cana-2380	192	18	simplifying	simplify	VERB
cana-2380	192	19	the	the	DET
cana-2380	192	20	creation	creation	NOUN
cana-2380	192	21	of	of	ADP
cana-2380	192	22	interactive	interactive	ADJ
cana-2380	192	23	plots	plot	NOUN
cana-2380	192	24	and	and	CCONJ
cana-2380	192	25	charts	chart	NOUN
cana-2380	192	26	.	.	PUNCT
cana-2380	193	1	collaboration	collaboration	NOUN
cana-2380	193	2	features	feature	NOUN
cana-2380	193	3	facilitate	facilitate	VERB
cana-2380	193	4	real	real	ADJ
cana-2380	193	5	-	-	PUNCT
cana-2380	193	6	time	time	NOUN
cana-2380	193	7	sharing	sharing	NOUN
cana-2380	193	8	and	and	CCONJ
cana-2380	193	9	project	project	NOUN
cana-2380	193	10	collaboration	collaboration	NOUN
cana-2380	193	11	,	,	PUNCT
cana-2380	193	12	particularly	particularly	ADV
cana-2380	193	13	beneficial	beneficial	ADJ
cana-2380	193	14	for	for	ADP
cana-2380	193	15	remote	remote	ADJ
cana-2380	193	16	teams	team	NOUN
cana-2380	193	17	.	.	PUNCT
cana-2380	194	1	additionally	additionally	ADV
cana-2380	194	2	,	,	PUNCT
cana-2380	194	3	jupyter	jupyter	ADJ
cana-2380	194	4	notebook	notebook	NOUN
cana-2380	194	5	aids	aids	PROPN
cana-2380	194	6	reproducibility	reproducibility	NOUN
cana-2380	194	7	by	by	ADP
cana-2380	194	8	allowing	allow	VERB
cana-2380	194	9	documentation	documentation	NOUN
cana-2380	194	10	of	of	ADP
cana-2380	194	11	analysis	analysis	NOUN
cana-2380	194	12	and	and	CCONJ
cana-2380	194	13	code	code	NOUN
cana-2380	194	14	,	,	PUNCT
cana-2380	194	15	simplifying	simplify	VERB
cana-2380	194	16	the	the	DET
cana-2380	194	17	verification	verification	NOUN
cana-2380	194	18	process	process	NOUN
cana-2380	194	19	.	.	PUNCT
cana-2380	195	1	its	its	PRON
cana-2380	195	2	versatility	versatility	NOUN
cana-2380	195	3	,	,	PUNCT
cana-2380	195	4	interactivity	interactivity	NOUN
cana-2380	195	5	,	,	PUNCT
cana-2380	195	6	data	datum	NOUN
cana-2380	195	7	visualization	visualization	NOUN
cana-2380	195	8	capabilities	capability	NOUN
cana-2380	195	9	,	,	PUNCT
cana-2380	195	10	collaborative	collaborative	ADJ
cana-2380	195	11	functionalities	functionality	NOUN
cana-2380	195	12	,	,	PUNCT
cana-2380	195	13	and	and	CCONJ
cana-2380	195	14	support	support	NOUN
cana-2380	195	15	for	for	ADP
cana-2380	195	16	reproducibility	reproducibility	NOUN
cana-2380	195	17	make	make	VERB
cana-2380	195	18	it	it	PRON
cana-2380	195	19	a	a	DET
cana-2380	195	20	favored	favor	VERB
cana-2380	195	21	tool	tool	NOUN
cana-2380	195	22	among	among	ADP
cana-2380	195	23	data	datum	NOUN
cana-2380	195	24	professionals	professional	NOUN
cana-2380	195	25	and	and	CCONJ
cana-2380	195	26	educators	educator	NOUN
cana-2380	195	27	.	.	PUNCT
cana-2380	196	1	6	6	X
cana-2380	196	2	.	.	X
cana-2380	196	3	result	result	NOUN
cana-2380	196	4	and	and	CCONJ
cana-2380	196	5	discussion	discussion	NOUN
cana-2380	196	6	gradient	gradient	NOUN
cana-2380	196	7	boosting	boost	VERB
cana-2380	196	8	classifiers	classifier	NOUN
cana-2380	196	9	(	(	PUNCT
cana-2380	196	10	gbc	gbc	PROPN
cana-2380	196	11	)	)	PUNCT
cana-2380	196	12	are	be	AUX
cana-2380	196	13	a	a	DET
cana-2380	196	14	set	set	NOUN
cana-2380	196	15	of	of	ADP
cana-2380	196	16	machine	machine	NOUN
cana-2380	196	17	learning	learn	VERB
cana-2380	196	18	algorithms	algorithm	NOUN
cana-2380	196	19	that	that	PRON
cana-2380	196	20	combine	combine	VERB
cana-2380	196	21	multiple	multiple	ADJ
cana-2380	196	22	weak	weak	ADJ
cana-2380	196	23	learning	learning	NOUN
cana-2380	196	24	models	model	NOUN
cana-2380	196	25	to	to	PART
cana-2380	196	26	form	form	VERB
cana-2380	196	27	a	a	DET
cana-2380	196	28	powerful	powerful	ADJ
cana-2380	196	29	predictive	predictive	ADJ
cana-2380	196	30	model	model	NOUN
cana-2380	196	31	.	.	PUNCT
cana-2380	197	1	typically	typically	ADV
cana-2380	197	2	,	,	PUNCT
cana-2380	197	3	decision	decision	NOUN
cana-2380	197	4	trees	tree	NOUN
cana-2380	197	5	are	be	AUX
cana-2380	197	6	employed	employ	VERB
cana-2380	197	7	in	in	ADP
cana-2380	197	8	gradient	gradient	ADJ
cana-2380	197	9	boosting	boosting	NOUN
cana-2380	197	10	.	.	PUNCT
cana-2380	198	1	boosting	boost	VERB
cana-2380	198	2	algorithms	algorithm	NOUN
cana-2380	198	3	are	be	AUX
cana-2380	198	4	essential	essential	ADJ
cana-2380	198	5	for	for	ADP
cana-2380	198	6	managing	manage	VERB
cana-2380	198	7	the	the	DET
cana-2380	198	8	bias	bias	NOUN
cana-2380	198	9	-	-	PUNCT
cana-2380	198	10	variance	variance	NOUN
cana-2380	198	11	trade	trade	NOUN
cana-2380	198	12	-	-	PUNCT
cana-2380	198	13	off	off	NOUN
cana-2380	198	14	.	.	PUNCT
cana-2380	199	1	unlike	unlike	ADP
cana-2380	199	2	bagging	bag	VERB
cana-2380	199	3	algorithms	algorithm	NOUN
cana-2380	199	4	,	,	PUNCT
cana-2380	199	5	which	which	PRON
cana-2380	199	6	focus	focus	VERB
cana-2380	199	7	solely	solely	ADV
cana-2380	199	8	on	on	ADP
cana-2380	199	9	reducing	reduce	VERB
cana-2380	199	10	variance	variance	NOUN
cana-2380	199	11	,	,	PUNCT
cana-2380	199	12	boosting	boost	VERB
cana-2380	199	13	algorithms	algorithm	NOUN
cana-2380	199	14	handle	handle	VERB
cana-2380	199	15	both	both	DET
cana-2380	199	16	bias	bias	NOUN
cana-2380	199	17	and	and	CCONJ
cana-2380	199	18	variance	variance	NOUN
cana-2380	199	19	,	,	PUNCT
cana-2380	199	20	making	make	VERB
cana-2380	199	21	them	they	PRON
cana-2380	199	22	more	more	ADV
cana-2380	199	23	effective	effective	ADJ
cana-2380	199	24	in	in	ADP
cana-2380	199	25	model	model	NOUN
cana-2380	199	26	optimization	optimization	NOUN
cana-2380	199	27	.	.	PUNCT
cana-2380	200	1	figure	figure	VERB
cana-2380	200	2	7	7	NUM
cana-2380	200	3	.	.	PUNCT
cana-2380	201	1	learning	learn	VERB
cana-2380	201	2	rate	rate	NOUN
cana-2380	201	3	and	and	CCONJ
cana-2380	201	4	accuracy	accuracy	NOUN
cana-2380	201	5	in	in	ADP
cana-2380	201	6	gradient	gradient	NOUN
cana-2380	201	7	boosting	boost	VERB
cana-2380	201	8	classifier	classifier	NOUN
cana-2380	201	9	figure	figure	NOUN
cana-2380	201	10	8	8	NUM
cana-2380	201	11	.	.	PUNCT
cana-2380	202	1	max	max	NOUN
cana-2380	202	2	depth	depth	NOUN
cana-2380	202	3	and	and	CCONJ
cana-2380	202	4	accuracy	accuracy	NOUN
cana-2380	202	5	communications	communication	NOUN
cana-2380	202	6	on	on	ADP
cana-2380	202	7	applied	apply	VERB
cana-2380	202	8	nonlinear	nonlinear	ADJ
cana-2380	202	9	analysis	analysis	NOUN
cana-2380	202	10	issn	issn	NOUN
cana-2380	202	11	:	:	PUNCT
cana-2380	202	12	1074	1074	NUM
cana-2380	202	13	-	-	PUNCT
cana-2380	202	14	133x	133x	NUM
cana-2380	202	15	vol	vol	NOUN
cana-2380	202	16	32	32	NUM
cana-2380	202	17	no	no	NOUN
cana-2380	202	18	.	.	NOUN
cana-2380	202	19	3	3	NUM
cana-2380	202	20	(	(	PUNCT
cana-2380	202	21	2025	2025	NUM
cana-2380	202	22	)	)	PUNCT
cana-2380	202	23	674	674	NUM
cana-2380	202	24	https://internationalpubls.com	https://internationalpubls.com	X
cana-2380	202	25	figure	figure	NOUN
cana-2380	202	26	9	9	NUM
cana-2380	202	27	.	.	PUNCT
cana-2380	203	1	features	feature	VERB
cana-2380	203	2	importance	importance	NOUN
cana-2380	203	3	’s	’	VERB
cana-2380	203	4	using	use	VERB
cana-2380	203	5	permutation	permutation	NOUN
cana-2380	203	6	on	on	ADP
cana-2380	203	7	full	full	ADJ
cana-2380	203	8	model	model	NOUN
cana-2380	203	9	6.1	6.1	NUM
cana-2380	203	10	analysis	analysis	NOUN
cana-2380	203	11	⚫	⚫	NOUN
cana-2380	203	12	accuracy	accuracy	NOUN
cana-2380	203	13	:	:	PUNCT
cana-2380	203	14	the	the	DET
cana-2380	203	15	gradient	gradient	NOUN
cana-2380	203	16	boosting	boost	VERB
cana-2380	203	17	classifier	classifier	NOUN
cana-2380	203	18	showed	show	VERB
cana-2380	203	19	the	the	DET
cana-2380	203	20	best	good	ADJ
cana-2380	203	21	performance	performance	NOUN
cana-2380	203	22	on	on	ADP
cana-2380	203	23	both	both	CCONJ
cana-2380	203	24	the	the	DET
cana-2380	203	25	training	training	NOUN
cana-2380	203	26	and	and	CCONJ
cana-2380	203	27	test	test	NOUN
cana-2380	203	28	sets	set	NOUN
cana-2380	203	29	,	,	PUNCT
cana-2380	203	30	achieving	achieve	VERB
cana-2380	203	31	an	an	DET
cana-2380	203	32	accuracy	accuracy	NOUN
cana-2380	203	33	of	of	ADP
cana-2380	203	34	98.9	98.9	NUM
cana-2380	203	35	%	%	NOUN
cana-2380	203	36	on	on	ADP
cana-2380	203	37	the	the	DET
cana-2380	203	38	training	training	NOUN
cana-2380	203	39	data	datum	NOUN
cana-2380	203	40	and	and	CCONJ
cana-2380	203	41	97	97	NUM
cana-2380	203	42	%	%	NOUN
cana-2380	203	43	on	on	ADP
cana-2380	203	44	the	the	DET
cana-2380	203	45	test	test	NOUN
cana-2380	203	46	data	datum	NOUN
cana-2380	203	47	.	.	PUNCT
cana-2380	204	1	⚫	⚫	NOUN
cana-2380	204	2	f1	f1	NOUN
cana-2380	204	3	score	score	NOUN
cana-2380	204	4	:	:	PUNCT
cana-2380	204	5	the	the	DET
cana-2380	204	6	gradient	gradient	NOUN
cana-2380	204	7	boosting	boost	VERB
cana-2380	204	8	classifier	classifier	NOUN
cana-2380	204	9	also	also	ADV
cana-2380	204	10	attained	attain	VERB
cana-2380	204	11	the	the	DET
cana-2380	204	12	highest	high	ADJ
cana-2380	204	13	f1	f1	ADJ
cana-2380	204	14	score	score	NOUN
cana-2380	204	15	on	on	ADP
cana-2380	204	16	both	both	CCONJ
cana-2380	204	17	the	the	DET
cana-2380	204	18	training	training	NOUN
cana-2380	204	19	and	and	CCONJ
cana-2380	204	20	test	test	NOUN
cana-2380	204	21	sets	set	NOUN
cana-2380	204	22	,	,	PUNCT
cana-2380	204	23	scoring	score	VERB
cana-2380	204	24	99	99	NUM
cana-2380	204	25	%	%	NOUN
cana-2380	204	26	on	on	ADP
cana-2380	204	27	the	the	DET
cana-2380	204	28	training	training	NOUN
cana-2380	204	29	data	datum	NOUN
cana-2380	204	30	and	and	CCONJ
cana-2380	204	31	97	97	NUM
cana-2380	204	32	%	%	NOUN
cana-2380	204	33	on	on	ADP
cana-2380	204	34	the	the	DET
cana-2380	204	35	test	test	NOUN
cana-2380	204	36	data	datum	NOUN
cana-2380	204	37	.	.	PUNCT
cana-2380	205	1	⚫	⚫	NOUN
cana-2380	205	2	recall	recall	NOUN
cana-2380	205	3	:	:	PUNCT
cana-2380	205	4	furthermore	furthermore	ADV
cana-2380	205	5	,	,	PUNCT
cana-2380	205	6	the	the	DET
cana-2380	205	7	gradient	gradient	NOUN
cana-2380	205	8	boosting	boost	VERB
cana-2380	205	9	classifier	classifier	NOUN
cana-2380	205	10	achieved	achieve	VERB
cana-2380	205	11	the	the	DET
cana-2380	205	12	highest	high	ADJ
cana-2380	205	13	recall	recall	NOUN
cana-2380	205	14	on	on	ADP
cana-2380	205	15	both	both	CCONJ
cana-2380	205	16	the	the	DET
cana-2380	205	17	training	training	NOUN
cana-2380	205	18	and	and	CCONJ
cana-2380	205	19	test	test	NOUN
cana-2380	205	20	sets	set	NOUN
cana-2380	205	21	,	,	PUNCT
cana-2380	205	22	with	with	ADP
cana-2380	205	23	rates	rate	NOUN
cana-2380	205	24	of	of	ADP
cana-2380	205	25	99.4	99.4	NUM
cana-2380	205	26	%	%	NOUN
cana-2380	205	27	on	on	ADP
cana-2380	205	28	the	the	DET
cana-2380	205	29	training	training	NOUN
cana-2380	205	30	data	datum	NOUN
cana-2380	205	31	and	and	CCONJ
cana-2380	205	32	98	98	NUM
cana-2380	205	33	%	%	NOUN
cana-2380	205	34	on	on	ADP
cana-2380	205	35	the	the	DET
cana-2380	205	36	test	test	NOUN
cana-2380	205	37	data	datum	NOUN
cana-2380	205	38	.	.	PUNCT
cana-2380	206	1	⚫	⚫	NOUN
cana-2380	206	2	precision	precision	NOUN
cana-2380	206	3	:	:	PUNCT
cana-2380	206	4	moreover	moreover	ADV
cana-2380	206	5	,	,	PUNCT
cana-2380	206	6	the	the	DET
cana-2380	206	7	gradient	gradient	NOUN
cana-2380	206	8	boosting	boost	VERB
cana-2380	206	9	classifier	classifier	NOUN
cana-2380	206	10	demonstrated	demonstrate	VERB
cana-2380	206	11	the	the	DET
cana-2380	206	12	highest	high	ADJ
cana-2380	206	13	precision	precision	NOUN
cana-2380	206	14	on	on	ADP
cana-2380	206	15	both	both	CCONJ
cana-2380	206	16	the	the	DET
cana-2380	206	17	training	training	NOUN
cana-2380	206	18	and	and	CCONJ
cana-2380	206	19	test	test	NOUN
cana-2380	206	20	sets	set	NOUN
cana-2380	206	21	,	,	PUNCT
cana-2380	206	22	with	with	ADP
cana-2380	206	23	precision	precision	NOUN
cana-2380	206	24	rates	rate	NOUN
cana-2380	206	25	of	of	ADP
cana-2380	206	26	98.9	98.9	NUM
cana-2380	206	27	%	%	NOUN
cana-2380	206	28	on	on	ADP
cana-2380	206	29	the	the	DET
cana-2380	206	30	training	training	NOUN
cana-2380	206	31	data	datum	NOUN
cana-2380	206	32	and	and	CCONJ
cana-2380	206	33	96	96	NUM
cana-2380	206	34	%	%	NOUN
cana-2380	206	35	on	on	ADP
cana-2380	206	36	the	the	DET
cana-2380	206	37	test	test	NOUN
cana-2380	206	38	data	datum	NOUN
cana-2380	206	39	.	.	PUNCT
cana-2380	207	1	6.2	6.2	NUM
cana-2380	207	2	performance	performance	NOUN
cana-2380	207	3	metrics	metric	NOUN
cana-2380	207	4	table	table	NOUN
cana-2380	207	5	1	1	NUM
cana-2380	207	6	:	:	PUNCT
cana-2380	207	7	performance	performance	NOUN
cana-2380	207	8	metrics	metric	NOUN
cana-2380	207	9	on	on	ADP
cana-2380	207	10	training	train	VERB
cana-2380	207	11	data	data	NOUN
cana-2380	207	12	metrics	metric	NOUN
cana-2380	207	13	methods	method	NOUN
cana-2380	207	14	precision	precision	NOUN
cana-2380	207	15	recall	recall	VERB
cana-2380	207	16	f	f	NOUN
cana-2380	207	17	-	-	PUNCT
cana-2380	207	18	measure	measure	NOUN
cana-2380	207	19	accuracy	accuracy	NOUN
cana-2380	207	20	svm	svm	PROPN
cana-2380	207	21	93.18182	93.18182	NOUN
cana-2380	207	22	89.1304	89.1304	NUM
cana-2380	207	23	91.11111	91.11111	NUM
cana-2380	207	24	89.61039	89.61039	NUM
cana-2380	207	25	random	random	ADJ
cana-2380	207	26	forest	forest	NOUN
cana-2380	207	27	96.22642	96.22642	NUM
cana-2380	207	28	94.4444	94.4444	NUM
cana-2380	207	29	95.3271	95.3271	NUM
cana-2380	207	30	93.50649	93.50649	NUM
cana-2380	207	31	catboost	catboost	NOUN
cana-2380	207	32	classifier	classifier	NOUN
cana-2380	207	33	97.95918	97.95918	NUM
cana-2380	207	34	94.1176	94.1176	NUM
cana-2380	207	35	96.0000	96.0000	NUM
cana-2380	207	36	94.80519	94.80519	NUM
cana-2380	207	37	gbc	gbc	PROPN
cana-2380	207	38	98.9000	98.9000	NUM
cana-2380	207	39	99.4010	99.4010	NUM
cana-2380	207	40	99.1410	99.1410	NUM
cana-2380	207	41	98.9123	98.9123	NUM
cana-2380	207	42	communications	communication	NOUN
cana-2380	207	43	on	on	ADP
cana-2380	207	44	applied	apply	VERB
cana-2380	207	45	nonlinear	nonlinear	ADJ
cana-2380	207	46	analysis	analysis	NOUN
cana-2380	207	47	issn	issn	NOUN
cana-2380	207	48	:	:	PUNCT
cana-2380	207	49	1074	1074	NUM
cana-2380	207	50	-	-	PUNCT
cana-2380	207	51	133x	133x	NUM
cana-2380	207	52	vol	vol	NOUN
cana-2380	207	53	32	32	NUM
cana-2380	207	54	no	no	NOUN
cana-2380	207	55	.	.	NOUN
cana-2380	207	56	3	3	NUM
cana-2380	207	57	(	(	PUNCT
cana-2380	207	58	2025	2025	NUM
cana-2380	207	59	)	)	PUNCT
cana-2380	207	60	675	675	NUM
cana-2380	207	61	https://internationalpubls.com	https://internationalpubls.com	X
cana-2380	207	62	table	table	NOUN
cana-2380	207	63	2	2	NUM
cana-2380	207	64	:	:	PUNCT
cana-2380	207	65	performance	performance	NOUN
cana-2380	207	66	metrics	metric	NOUN
cana-2380	207	67	on	on	ADP
cana-2380	207	68	testing	test	VERB
cana-2380	207	69	data	datum	NOUN
cana-2380	207	70	metrics	metric	NOUN
cana-2380	207	71	methods	method	NOUN
cana-2380	207	72	precision	precision	NOUN
cana-2380	207	73	recall	recall	VERB
cana-2380	207	74	f	f	NOUN
cana-2380	207	75	-	-	PUNCT
cana-2380	207	76	measure	measure	NOUN
cana-2380	207	77	accuracy	accuracy	NOUN
cana-2380	207	78	svm	svm	PROPN
cana-2380	207	79	90.2510	90.2510	NUM
cana-2380	207	80	87.4584	87.4584	NUM
cana-2380	207	81	92.5484	92.5484	NUM
cana-2380	207	82	86.6454	86.6454	NUM
cana-2380	207	83	random	random	ADJ
cana-2380	207	84	forest	forest	NOUN
cana-2380	207	85	92.1450	92.1450	NUM
cana-2380	207	86	92.4425	92.4425	NUM
cana-2380	207	87	96.3158	96.3158	NUM
cana-2380	207	88	91.5478	91.5478	NUM
cana-2380	207	89	catboost	catboost	PROPN
cana-2380	207	90	classifier	classifier	NOUN
cana-2380	207	91	95.4745	95.4745	NUM
cana-2380	207	92	92.5546	92.5546	NUM
cana-2380	207	93	94.0080	94.0080	NUM
cana-2380	207	94	92.7954	92.7954	NUM
cana-2380	207	95	gbc	gbc	PROPN
cana-2380	207	96	96.5498	96.5498	NUM
cana-2380	207	97	98.5423	98.5423	NUM
cana-2380	207	98	97.2345	97.2345	NUM
cana-2380	207	99	97.1584	97.1584	NUM
cana-2380	207	100	7	7	NUM
cana-2380	207	101	.	.	PUNCT
cana-2380	208	1	conclusion	conclusion	NOUN
cana-2380	208	2	phishing	phishe	VERB
cana-2380	208	3	attacks	attack	NOUN
cana-2380	208	4	have	have	AUX
cana-2380	208	5	surged	surge	VERB
cana-2380	208	6	in	in	ADP
cana-2380	208	7	recent	recent	ADJ
cana-2380	208	8	years	year	NOUN
cana-2380	208	9	,	,	PUNCT
cana-2380	208	10	posing	pose	VERB
cana-2380	208	11	grave	grave	ADJ
cana-2380	208	12	risks	risk	NOUN
cana-2380	208	13	to	to	ADP
cana-2380	208	14	individuals	individual	NOUN
cana-2380	208	15	and	and	CCONJ
cana-2380	208	16	organizations	organization	NOUN
cana-2380	208	17	alike	alike	ADV
cana-2380	208	18	.	.	PUNCT
cana-2380	209	1	these	these	DET
cana-2380	209	2	schemes	scheme	NOUN
cana-2380	209	3	often	often	ADV
cana-2380	209	4	involve	involve	VERB
cana-2380	209	5	fraudulent	fraudulent	ADJ
cana-2380	209	6	emails	email	NOUN
cana-2380	209	7	,	,	PUNCT
cana-2380	209	8	texts	text	NOUN
cana-2380	209	9	,	,	PUNCT
cana-2380	209	10	or	or	CCONJ
cana-2380	209	11	websites	website	NOUN
cana-2380	209	12	designed	design	VERB
cana-2380	209	13	to	to	PART
cana-2380	209	14	coax	coax	VERB
cana-2380	209	15	users	user	NOUN
cana-2380	209	16	into	into	ADP
cana-2380	209	17	revealing	reveal	VERB
cana-2380	209	18	sensitive	sensitive	ADJ
cana-2380	209	19	information	information	NOUN
cana-2380	209	20	like	like	ADP
cana-2380	209	21	passwords	password	NOUN
cana-2380	209	22	or	or	CCONJ
cana-2380	209	23	credit	credit	NOUN
cana-2380	209	24	card	card	NOUN
cana-2380	209	25	numbers	number	NOUN
cana-2380	209	26	.	.	PUNCT
cana-2380	210	1	an	an	DET
cana-2380	210	2	effective	effective	ADJ
cana-2380	210	3	countermeasure	countermeasure	NOUN
cana-2380	210	4	against	against	ADP
cana-2380	210	5	such	such	ADJ
cana-2380	210	6	threats	threat	NOUN
cana-2380	210	7	is	be	AUX
cana-2380	210	8	the	the	DET
cana-2380	210	9	use	use	NOUN
cana-2380	210	10	of	of	ADP
cana-2380	210	11	phishing	phishe	VERB
cana-2380	210	12	url	url	NOUN
cana-2380	210	13	detection	detection	NOUN
cana-2380	210	14	tools	tool	NOUN
cana-2380	210	15	.	.	PUNCT
cana-2380	211	1	these	these	DET
cana-2380	211	2	tools	tool	NOUN
cana-2380	211	3	employ	employ	VERB
cana-2380	211	4	advanced	advanced	ADJ
cana-2380	211	5	algorithms	algorithm	NOUN
cana-2380	211	6	and	and	CCONJ
cana-2380	211	7	machine	machine	NOUN
cana-2380	211	8	learning	learn	VERB
cana-2380	211	9	to	to	PART
cana-2380	211	10	scrutinize	scrutinize	VERB
cana-2380	211	11	website	website	NOUN
cana-2380	211	12	content	content	NOUN
cana-2380	211	13	and	and	CCONJ
cana-2380	211	14	behavior	behavior	NOUN
cana-2380	211	15	,	,	PUNCT
cana-2380	211	16	identifying	identify	VERB
cana-2380	211	17	suspicious	suspicious	ADJ
cana-2380	211	18	patterns	pattern	NOUN
cana-2380	211	19	indicative	indicative	ADJ
cana-2380	211	20	of	of	ADP
cana-2380	211	21	fraudulent	fraudulent	ADJ
cana-2380	211	22	activity	activity	NOUN
cana-2380	211	23	.	.	PUNCT
cana-2380	212	1	however	however	ADV
cana-2380	212	2	,	,	PUNCT
cana-2380	212	3	while	while	SCONJ
cana-2380	212	4	these	these	DET
cana-2380	212	5	tools	tool	NOUN
cana-2380	212	6	can	can	AUX
cana-2380	212	7	be	be	AUX
cana-2380	212	8	effective	effective	ADJ
cana-2380	212	9	,	,	PUNCT
cana-2380	212	10	they	they	PRON
cana-2380	212	11	are	be	AUX
cana-2380	212	12	not	not	PART
cana-2380	212	13	foolproof	foolproof	ADJ
cana-2380	212	14	,	,	PUNCT
cana-2380	212	15	as	as	SCONJ
cana-2380	212	16	phishing	phishe	VERB
cana-2380	212	17	tactics	tactic	NOUN
cana-2380	212	18	continuously	continuously	ADV
cana-2380	212	19	evolve	evolve	VERB
cana-2380	212	20	.	.	PUNCT
cana-2380	213	1	attackers	attacker	NOUN
cana-2380	213	2	constantly	constantly	ADV
cana-2380	213	3	devise	devise	VERB
cana-2380	213	4	new	new	ADJ
cana-2380	213	5	methods	method	NOUN
cana-2380	213	6	to	to	PART
cana-2380	213	7	deceive	deceive	VERB
cana-2380	213	8	users	user	NOUN
cana-2380	213	9	,	,	PUNCT
cana-2380	213	10	underscoring	underscore	VERB
cana-2380	213	11	the	the	DET
cana-2380	213	12	importance	importance	NOUN
cana-2380	213	13	of	of	ADP
cana-2380	213	14	vigilance	vigilance	NOUN
cana-2380	213	15	and	and	CCONJ
cana-2380	213	16	additional	additional	ADJ
cana-2380	213	17	protective	protective	ADJ
cana-2380	213	18	measures	measure	NOUN
cana-2380	213	19	.	.	PUNCT
cana-2380	214	1	remaining	remain	VERB
cana-2380	214	2	cautious	cautious	ADJ
cana-2380	214	3	,	,	PUNCT
cana-2380	214	4	avoiding	avoid	VERB
cana-2380	214	5	suspicious	suspicious	ADJ
cana-2380	214	6	links	link	NOUN
cana-2380	214	7	and	and	CCONJ
cana-2380	214	8	emails	email	NOUN
cana-2380	214	9	,	,	PUNCT
cana-2380	214	10	and	and	CCONJ
cana-2380	214	11	implementing	implement	VERB
cana-2380	214	12	two	two	NUM
cana-2380	214	13	-	-	PUNCT
cana-2380	214	14	factor	factor	NOUN
cana-2380	214	15	authentication	authentication	NOUN
cana-2380	214	16	are	be	AUX
cana-2380	214	17	essential	essential	ADJ
cana-2380	214	18	steps	step	NOUN
cana-2380	214	19	in	in	ADP
cana-2380	214	20	safeguarding	safeguard	VERB
cana-2380	214	21	against	against	ADP
cana-2380	214	22	phishing	phishe	VERB
cana-2380	214	23	attacks	attack	NOUN
cana-2380	214	24	.	.	PUNCT
cana-2380	215	1	in	in	ADP
cana-2380	215	2	conclusion	conclusion	NOUN
cana-2380	215	3	,	,	PUNCT
cana-2380	215	4	while	while	SCONJ
cana-2380	215	5	phishing	phishe	VERB
cana-2380	215	6	url	url	NOUN
cana-2380	215	7	detection	detection	NOUN
cana-2380	215	8	tools	tool	NOUN
cana-2380	215	9	serve	serve	VERB
cana-2380	215	10	as	as	ADP
cana-2380	215	11	valuable	valuable	ADJ
cana-2380	215	12	assets	asset	NOUN
cana-2380	215	13	in	in	ADP
cana-2380	215	14	identifying	identify	VERB
cana-2380	215	15	potentially	potentially	ADV
cana-2380	215	16	harmful	harmful	ADJ
cana-2380	215	17	websites	website	NOUN
cana-2380	215	18	,	,	PUNCT
cana-2380	215	19	maintaining	maintain	VERB
cana-2380	215	20	awareness	awareness	NOUN
cana-2380	215	21	and	and	CCONJ
cana-2380	215	22	adopting	adopt	VERB
cana-2380	215	23	comprehensive	comprehensive	ADJ
cana-2380	215	24	protective	protective	ADJ
cana-2380	215	25	strategies	strategy	NOUN
cana-2380	215	26	are	be	AUX
cana-2380	215	27	imperative	imperative	ADJ
cana-2380	215	28	in	in	ADP
cana-2380	215	29	combating	combat	VERB
cana-2380	215	30	phishing	phishe	VERB
cana-2380	215	31	threats	threat	NOUN
cana-2380	215	32	.	.	PUNCT
cana-2380	216	1	8	8	X
cana-2380	216	2	.	.	PUNCT
cana-2380	217	1	future	future	ADJ
cana-2380	217	2	directions	direction	NOUN
cana-2380	217	3	continual	continual	ADJ
cana-2380	217	4	advancement	advancement	NOUN
cana-2380	217	5	in	in	ADP
cana-2380	217	6	detection	detection	NOUN
cana-2380	217	7	algorithms	algorithm	NOUN
cana-2380	217	8	is	be	AUX
cana-2380	217	9	imperative	imperative	ADJ
cana-2380	217	10	due	due	ADP
cana-2380	217	11	to	to	ADP
cana-2380	217	12	the	the	DET
cana-2380	217	13	evolving	evolve	VERB
cana-2380	217	14	nature	nature	NOUN
cana-2380	217	15	of	of	ADP
cana-2380	217	16	phishing	phishe	VERB
cana-2380	217	17	attacks	attack	NOUN
cana-2380	217	18	.	.	PUNCT
cana-2380	218	1	this	this	PRON
cana-2380	218	2	involves	involve	VERB
cana-2380	218	3	delving	delve	VERB
cana-2380	218	4	into	into	ADP
cana-2380	218	5	sophisticated	sophisticated	ADJ
cana-2380	218	6	machine	machine	NOUN
cana-2380	218	7	learning	learning	NOUN
cana-2380	218	8	methods	method	NOUN
cana-2380	218	9	like	like	ADP
cana-2380	218	10	deep	deep	ADJ
cana-2380	218	11	learning	learning	NOUN
cana-2380	218	12	to	to	PART
cana-2380	218	13	refine	refine	VERB
cana-2380	218	14	detection	detection	NOUN
cana-2380	218	15	accuracy	accuracy	NOUN
cana-2380	218	16	.	.	PUNCT
cana-2380	219	1	integrating	integrate	VERB
cana-2380	219	2	various	various	ADJ
cana-2380	219	3	detection	detection	NOUN
cana-2380	219	4	techniques	technique	NOUN
cana-2380	219	5	,	,	PUNCT
cana-2380	219	6	such	such	ADJ
cana-2380	219	7	as	as	ADP
cana-2380	219	8	analyzing	analyze	VERB
cana-2380	219	9	website	website	NOUN
cana-2380	219	10	content	content	NOUN
cana-2380	219	11	,	,	PUNCT
cana-2380	219	12	behavior	behavior	NOUN
cana-2380	219	13	,	,	PUNCT
cana-2380	219	14	and	and	CCONJ
cana-2380	219	15	user	user	NOUN
cana-2380	219	16	interactions	interaction	NOUN
cana-2380	219	17	,	,	PUNCT
cana-2380	219	18	expands	expand	VERB
cana-2380	219	19	the	the	DET
cana-2380	219	20	scope	scope	NOUN
cana-2380	219	21	of	of	ADP
cana-2380	219	22	phishing	phishe	VERB
cana-2380	219	23	url	url	NOUN
cana-2380	219	24	detection	detection	NOUN
cana-2380	219	25	tools	tool	NOUN
cana-2380	219	26	,	,	PUNCT
cana-2380	219	27	enhancing	enhance	VERB
cana-2380	219	28	their	their	PRON
cana-2380	219	29	efficacy	efficacy	NOUN
cana-2380	219	30	.	.	PUNCT
cana-2380	220	1	concurrently	concurrently	ADV
cana-2380	220	2	,	,	PUNCT
cana-2380	220	3	investing	invest	VERB
cana-2380	220	4	in	in	ADP
cana-2380	220	5	user	user	NOUN
cana-2380	220	6	education	education	NOUN
cana-2380	220	7	and	and	CCONJ
cana-2380	220	8	awareness	awareness	NOUN
cana-2380	220	9	programs	program	NOUN
cana-2380	220	10	is	be	AUX
cana-2380	220	11	vital	vital	ADJ
cana-2380	220	12	to	to	PART
cana-2380	220	13	empower	empower	VERB
cana-2380	220	14	individuals	individual	NOUN
cana-2380	220	15	in	in	ADP
cana-2380	220	16	recognizing	recognize	VERB
cana-2380	220	17	and	and	CCONJ
cana-2380	220	18	thwarting	thwart	VERB
cana-2380	220	19	phishing	phishe	VERB
cana-2380	220	20	attempts	attempt	NOUN
cana-2380	220	21	.	.	PUNCT
cana-2380	221	1	this	this	PRON
cana-2380	221	2	includes	include	VERB
cana-2380	221	3	developing	develop	VERB
cana-2380	221	4	educational	educational	ADJ
cana-2380	221	5	resources	resource	NOUN
cana-2380	221	6	,	,	PUNCT
cana-2380	221	7	disseminating	disseminate	VERB
cana-2380	221	8	informative	informative	ADJ
cana-2380	221	9	content	content	NOUN
cana-2380	221	10	,	,	PUNCT
cana-2380	221	11	and	and	CCONJ
cana-2380	221	12	fostering	foster	VERB
cana-2380	221	13	partnerships	partnership	NOUN
cana-2380	221	14	with	with	ADP
cana-2380	221	15	organizations	organization	NOUN
cana-2380	221	16	to	to	PART
cana-2380	221	17	promote	promote	VERB
cana-2380	221	18	cybersecurity	cybersecurity	NOUN
cana-2380	221	19	best	good	ADJ
cana-2380	221	20	practices	practice	NOUN
cana-2380	221	21	.	.	PUNCT
cana-2380	222	1	moreover	moreover	ADV
cana-2380	222	2	,	,	PUNCT
cana-2380	222	3	maintaining	maintain	VERB
cana-2380	222	4	vigilant	vigilant	ADJ
cana-2380	222	5	monitoring	monitoring	NOUN
cana-2380	222	6	of	of	ADP
cana-2380	222	7	phishing	phishe	VERB
cana-2380	222	8	trends	trend	NOUN
cana-2380	222	9	and	and	CCONJ
cana-2380	222	10	updates	update	NOUN
cana-2380	222	11	ensures	ensure	VERB
cana-2380	222	12	that	that	SCONJ
cana-2380	222	13	detection	detection	NOUN
cana-2380	222	14	tools	tool	NOUN
cana-2380	222	15	remain	remain	VERB
cana-2380	222	16	responsive	responsive	ADJ
cana-2380	222	17	to	to	ADP
cana-2380	222	18	emerging	emerge	VERB
cana-2380	222	19	threats	threat	NOUN
cana-2380	222	20	.	.	PUNCT
cana-2380	223	1	collaboration	collaboration	NOUN
cana-2380	223	2	with	with	ADP
cana-2380	223	3	industry	industry	NOUN
cana-2380	223	4	partners	partner	NOUN
cana-2380	223	5	,	,	PUNCT
cana-2380	223	6	including	include	VERB
cana-2380	223	7	cybersecurity	cybersecurity	NOUN
cana-2380	223	8	firms	firm	NOUN
cana-2380	223	9	and	and	CCONJ
cana-2380	223	10	organizations	organization	NOUN
cana-2380	223	11	,	,	PUNCT
cana-2380	223	12	facilitates	facilitate	VERB
cana-2380	223	13	knowledge	knowledge	NOUN
cana-2380	223	14	exchange	exchange	NOUN
cana-2380	223	15	and	and	CCONJ
cana-2380	223	16	resource	resource	NOUN
cana-2380	223	17	sharing	sharing	NOUN
cana-2380	223	18	to	to	PART
cana-2380	223	19	strengthen	strengthen	VERB
cana-2380	223	20	phishing	phishe	VERB
cana-2380	223	21	detection	detection	NOUN
cana-2380	223	22	capabilities	capability	NOUN
cana-2380	223	23	collectively	collectively	ADV
cana-2380	223	24	.	.	PUNCT
cana-2380	224	1	additionally	additionally	ADV
cana-2380	224	2	,	,	PUNCT
cana-2380	224	3	improving	improve	VERB
cana-2380	224	4	the	the	DET
cana-2380	224	5	user	user	NOUN
cana-2380	224	6	interface	interface	NOUN
cana-2380	224	7	and	and	CCONJ
cana-2380	224	8	experience	experience	NOUN
cana-2380	224	9	of	of	ADP
cana-2380	224	10	detection	detection	NOUN
cana-2380	224	11	tools	tool	NOUN
cana-2380	224	12	enhances	enhance	VERB
cana-2380	224	13	accessibility	accessibility	NOUN
cana-2380	224	14	and	and	CCONJ
cana-2380	224	15	usability	usability	NOUN
cana-2380	224	16	,	,	PUNCT
cana-2380	224	17	contributing	contribute	VERB
cana-2380	224	18	to	to	ADP
cana-2380	224	19	overall	overall	ADJ
cana-2380	224	20	effectiveness	effectiveness	NOUN
cana-2380	224	21	.	.	PUNCT
cana-2380	225	1	finally	finally	ADV
cana-2380	225	2	,	,	PUNCT
cana-2380	225	3	ongoing	ongoing	ADJ
cana-2380	225	4	evaluation	evaluation	NOUN
cana-2380	225	5	and	and	CCONJ
cana-2380	225	6	validation	validation	NOUN
cana-2380	225	7	of	of	ADP
cana-2380	225	8	detection	detection	NOUN
cana-2380	225	9	tools	tool	NOUN
cana-2380	225	10	through	through	ADP
cana-2380	225	11	rigorous	rigorous	ADJ
cana-2380	225	12	testing	testing	NOUN
cana-2380	225	13	and	and	CCONJ
cana-2380	225	14	real	real	ADJ
cana-2380	225	15	-	-	PUNCT
cana-2380	225	16	world	world	NOUN
cana-2380	225	17	deployment	deployment	NOUN
cana-2380	225	18	scenarios	scenario	NOUN
cana-2380	225	19	uphold	uphold	VERB
cana-2380	225	20	their	their	PRON
cana-2380	225	21	reliability	reliability	NOUN
cana-2380	225	22	in	in	ADP
cana-2380	225	23	defending	defend	VERB
cana-2380	225	24	against	against	ADP
cana-2380	225	25	phishing	phishe	VERB
cana-2380	225	26	attacks	attack	NOUN
cana-2380	225	27	.	.	PUNCT
cana-2380	226	1	references	reference	NOUN
cana-2380	226	2	communications	communication	NOUN
cana-2380	226	3	on	on	ADP
cana-2380	226	4	applied	apply	VERB
cana-2380	226	5	nonlinear	nonlinear	ADJ
cana-2380	226	6	analysis	analysis	NOUN
cana-2380	226	7	issn	issn	NOUN
cana-2380	226	8	:	:	PUNCT
cana-2380	226	9	1074	1074	NUM
cana-2380	226	10	-	-	PUNCT
cana-2380	226	11	133x	133x	NUM
cana-2380	226	12	vol	vol	NOUN
cana-2380	226	13	32	32	NUM
cana-2380	226	14	no	no	NOUN
cana-2380	226	15	.	.	NOUN
cana-2380	226	16	3	3	NUM
cana-2380	226	17	(	(	PUNCT
cana-2380	226	18	2025	2025	NUM
cana-2380	226	19	)	)	PUNCT
cana-2380	227	1	676	676	NUM
cana-2380	227	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-2380	227	3	[	[	X
cana-2380	227	4	1	1	NUM
cana-2380	227	5	]	]	PUNCT
cana-2380	227	6	jain	jain	NOUN
cana-2380	227	7	,	,	PUNCT
cana-2380	227	8	a.	a.	PROPN
cana-2380	227	9	k.	k.	PROPN
cana-2380	227	10	,	,	PUNCT
cana-2380	227	11	&	&	CCONJ
cana-2380	227	12	gupta	gupta	PROPN
cana-2380	227	13	,	,	PUNCT
cana-2380	227	14	b.	b.	PROPN
cana-2380	227	15	b.	b.	PROPN
cana-2380	227	16	(	(	PUNCT
cana-2380	227	17	2022	2022	NUM
cana-2380	227	18	)	)	PUNCT
cana-2380	227	19	.	.	PUNCT
cana-2380	228	1	a	a	DET
cana-2380	228	2	survey	survey	NOUN
cana-2380	228	3	of	of	ADP
cana-2380	228	4	phishing	phishe	VERB
cana-2380	228	5	attack	attack	NOUN
cana-2380	228	6	techniques	technique	NOUN
cana-2380	228	7	,	,	PUNCT
cana-2380	228	8	defence	defence	NOUN
cana-2380	228	9	mechanisms	mechanism	NOUN
cana-2380	228	10	and	and	CCONJ
cana-2380	228	11	open	open	ADJ
cana-2380	228	12	research	research	NOUN
cana-2380	228	13	challenges	challenge	NOUN
cana-2380	228	14	.	.	PUNCT
cana-2380	229	1	enterprise	enterprise	NOUN
cana-2380	229	2	information	information	NOUN
cana-2380	229	3	systems	system	NOUN
cana-2380	229	4	,	,	PUNCT
cana-2380	229	5	16(4	16(4	NUM
cana-2380	229	6	)	)	PUNCT
cana-2380	229	7	,	,	PUNCT
cana-2380	229	8	527	527	NUM
cana-2380	229	9	-	-	SYM
cana-2380	229	10	565	565	NUM
cana-2380	229	11	.	.	PUNCT
cana-2380	230	1	[	[	X
cana-2380	230	2	2	2	NUM
cana-2380	230	3	]	]	SYM
cana-2380	230	4	ali	ali	PROPN
cana-2380	230	5	,	,	PUNCT
cana-2380	230	6	m.	m.	NOUN
cana-2380	230	7	m.	m.	NOUN
cana-2380	230	8	,	,	PUNCT
cana-2380	230	9	&	&	CCONJ
cana-2380	230	10	mohd	mohd	PROPN
cana-2380	230	11	zaharon	zaharon	PROPN
cana-2380	230	12	,	,	PUNCT
cana-2380	230	13	n.	n.	PROPN
cana-2380	230	14	f.	f.	PROPN
cana-2380	230	15	(	(	PUNCT
cana-2380	230	16	2024	2024	NUM
cana-2380	230	17	)	)	PUNCT
cana-2380	230	18	.	.	PUNCT
cana-2380	231	1	phishing	phishe	VERB
cana-2380	231	2	—	—	PUNCT
cana-2380	231	3	a	a	DET
cana-2380	231	4	cyber	cyber	NOUN
cana-2380	231	5	fraud	fraud	NOUN
cana-2380	231	6	:	:	PUNCT
cana-2380	231	7	the	the	DET
cana-2380	231	8	types	type	NOUN
cana-2380	231	9	,	,	PUNCT
cana-2380	231	10	implications	implication	NOUN
cana-2380	231	11	and	and	CCONJ
cana-2380	231	12	governance	governance	NOUN
cana-2380	231	13	.	.	PUNCT
cana-2380	232	1	international	international	ADJ
cana-2380	232	2	journal	journal	NOUN
cana-2380	232	3	of	of	ADP
cana-2380	232	4	educational	educational	ADJ
cana-2380	232	5	reform	reform	NOUN
cana-2380	232	6	,	,	PUNCT
cana-2380	232	7	33(1	33(1	NUM
cana-2380	232	8	)	)	PUNCT
cana-2380	232	9	,	,	PUNCT
cana-2380	232	10	101	101	NUM
cana-2380	232	11	-	-	SYM
cana-2380	232	12	121	121	NUM
cana-2380	232	13	.	.	PUNCT
cana-2380	233	1	[	[	X
cana-2380	233	2	3	3	X
cana-2380	233	3	]	]	X
cana-2380	233	4	schmitt	schmitt	NOUN
cana-2380	233	5	,	,	PUNCT
cana-2380	233	6	m.	m.	NOUN
cana-2380	233	7	,	,	PUNCT
cana-2380	233	8	&	&	CCONJ
cana-2380	233	9	flechais	flechais	PROPN
cana-2380	233	10	,	,	PUNCT
cana-2380	233	11	i.	i.	PROPN
cana-2380	233	12	(	(	PUNCT
cana-2380	233	13	2024	2024	NUM
cana-2380	233	14	)	)	PUNCT
cana-2380	233	15	.	.	PUNCT
cana-2380	234	1	digital	digital	ADJ
cana-2380	234	2	deception	deception	NOUN
cana-2380	234	3	:	:	PUNCT
cana-2380	234	4	generative	generative	ADJ
cana-2380	234	5	artificial	artificial	ADJ
cana-2380	234	6	intelligence	intelligence	NOUN
cana-2380	234	7	in	in	ADP
cana-2380	234	8	social	social	ADJ
cana-2380	234	9	engineering	engineering	NOUN
cana-2380	234	10	and	and	CCONJ
cana-2380	234	11	phishing	phishing	NOUN
cana-2380	234	12	.	.	PUNCT
cana-2380	235	1	artificial	artificial	ADJ
cana-2380	235	2	intelligence	intelligence	NOUN
cana-2380	235	3	review	review	NOUN
cana-2380	235	4	,	,	PUNCT
cana-2380	235	5	57(12	57(12	NUM
cana-2380	235	6	)	)	PUNCT
cana-2380	235	7	,	,	PUNCT
cana-2380	235	8	1	1	NUM
cana-2380	235	9	-	-	SYM
cana-2380	235	10	23	23	NUM
cana-2380	235	11	.	.	PUNCT
cana-2380	236	1	[	[	X
cana-2380	236	2	4	4	NUM
cana-2380	236	3	]	]	X
cana-2380	236	4	tamal	tamal	NOUN
cana-2380	236	5	,	,	PUNCT
cana-2380	236	6	m.	m.	NOUN
cana-2380	236	7	a.	a.	PROPN
cana-2380	236	8	,	,	PUNCT
cana-2380	236	9	islam	islam	PROPN
cana-2380	236	10	,	,	PUNCT
cana-2380	236	11	m.	m.	PROPN
cana-2380	236	12	k.	k.	PROPN
cana-2380	236	13	,	,	PUNCT
cana-2380	236	14	bhuiyan	bhuiyan	PROPN
cana-2380	236	15	,	,	PUNCT
cana-2380	236	16	t.	t.	PROPN
cana-2380	236	17	,	,	PUNCT
cana-2380	236	18	sattar	sattar	PROPN
cana-2380	236	19	,	,	PUNCT
cana-2380	236	20	a.	a.	PROPN
cana-2380	236	21	,	,	PUNCT
cana-2380	236	22	&	&	CCONJ
cana-2380	236	23	prince	prince	PROPN
cana-2380	236	24	,	,	PUNCT
cana-2380	236	25	n.	n.	PROPN
cana-2380	236	26	u.	u.	PROPN
cana-2380	236	27	(	(	PUNCT
cana-2380	236	28	2024	2024	NUM
cana-2380	236	29	)	)	PUNCT
cana-2380	236	30	.	.	PUNCT
cana-2380	237	1	unveiling	unveil	VERB
cana-2380	237	2	suspicious	suspicious	ADJ
cana-2380	237	3	phishing	phishe	VERB
cana-2380	237	4	attacks	attack	NOUN
cana-2380	237	5	:	:	PUNCT
cana-2380	237	6	enhancing	enhance	VERB
cana-2380	237	7	detection	detection	NOUN
cana-2380	237	8	with	with	ADP
cana-2380	237	9	an	an	DET
cana-2380	237	10	optimal	optimal	ADJ
cana-2380	237	11	feature	feature	NOUN
cana-2380	237	12	vectorization	vectorization	NOUN
cana-2380	237	13	algorithm	algorithm	NOUN
cana-2380	237	14	and	and	CCONJ
cana-2380	237	15	supervised	supervise	VERB
cana-2380	237	16	machine	machine	NOUN
cana-2380	237	17	learning	learning	NOUN
cana-2380	237	18	.	.	PUNCT
cana-2380	238	1	frontiers	frontier	NOUN
cana-2380	238	2	in	in	ADP
cana-2380	238	3	computer	computer	NOUN
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cana-2380	238	6	6	6	NUM
cana-2380	238	7	,	,	PUNCT
cana-2380	238	8	1428013	1428013	NUM
cana-2380	238	9	.	.	PUNCT
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cana-2380	239	3	]	]	X
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cana-2380	239	5	,	,	PUNCT
cana-2380	239	6	u.	u.	PROPN
cana-2380	239	7	a.	a.	PROPN
cana-2380	239	8	,	,	PUNCT
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cana-2380	239	10	,	,	PUNCT
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cana-2380	239	16	,	,	PUNCT
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cana-2380	239	20	,	,	PUNCT
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cana-2380	239	22	,	,	PUNCT
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cana-2380	239	25	&	&	CCONJ
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cana-2380	239	28	a.	a.	NOUN
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cana-2380	239	31	)	)	PUNCT
cana-2380	239	32	.	.	PUNCT
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cana-2380	240	2	-	-	PUNCT
cana-2380	240	3	based	base	VERB
cana-2380	240	4	email	email	NOUN
cana-2380	240	5	phishing	phishe	VERB
cana-2380	240	6	attack	attack	NOUN
cana-2380	240	7	using	use	VERB
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cana-2380	240	9	and	and	CCONJ
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cana-2380	240	12	algorithm	algorithm	NOUN
cana-2380	240	13	.	.	PUNCT
cana-2380	241	1	complex	complex	ADJ
cana-2380	241	2	&	&	CCONJ
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cana-2380	241	7	)	)	PUNCT
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cana-2380	241	10	-	-	SYM
cana-2380	241	11	3070	3070	NUM
cana-2380	241	12	.	.	PUNCT
cana-2380	242	1	[	[	X
cana-2380	242	2	6	6	NUM
cana-2380	242	3	]	]	PUNCT
cana-2380	242	4	alauthman	alauthman	NOUN
cana-2380	242	5	,	,	PUNCT
cana-2380	242	6	m.	m.	NOUN
cana-2380	242	7	,	,	PUNCT
cana-2380	242	8	almomani	almomani	PROPN
cana-2380	242	9	,	,	PUNCT
cana-2380	242	10	a.	a.	NOUN
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cana-2380	242	12	alweshah	alweshah	PROPN
cana-2380	242	13	,	,	PUNCT
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cana-2380	242	15	,	,	PUNCT
cana-2380	242	16	omoush	omoush	AUX
cana-2380	242	17	,	,	PUNCT
cana-2380	242	18	w.	w.	PROPN
cana-2380	242	19	,	,	PUNCT
cana-2380	242	20	&	&	CCONJ
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cana-2380	242	22	,	,	PUNCT
cana-2380	242	23	k.	k.	PROPN
cana-2380	242	24	(	(	PUNCT
cana-2380	242	25	2019	2019	NUM
cana-2380	242	26	)	)	PUNCT
cana-2380	242	27	.	.	PUNCT
cana-2380	243	1	machine	machine	NOUN
cana-2380	243	2	learning	learn	VERB
cana-2380	243	3	for	for	ADP
cana-2380	243	4	phishing	phishe	VERB
cana-2380	243	5	detection	detection	NOUN
cana-2380	243	6	and	and	CCONJ
cana-2380	243	7	mitigation	mitigation	NOUN
cana-2380	243	8	.	.	PUNCT
cana-2380	244	1	in	in	ADP
cana-2380	244	2	machine	machine	NOUN
cana-2380	244	3	learning	learn	VERB
cana-2380	244	4	for	for	ADP
cana-2380	244	5	computer	computer	NOUN
cana-2380	244	6	and	and	CCONJ
cana-2380	244	7	cyber	cyber	NOUN
cana-2380	244	8	security	security	NOUN
cana-2380	244	9	(	(	PUNCT
cana-2380	244	10	pp	pp	ADJ
cana-2380	244	11	.	.	PUNCT
cana-2380	245	1	48	48	NUM
cana-2380	245	2	-	-	SYM
cana-2380	245	3	74	74	NUM
cana-2380	245	4	)	)	PUNCT
cana-2380	245	5	.	.	PUNCT
cana-2380	246	1	crc	crc	PROPN
cana-2380	246	2	press	press	PROPN
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cana-2380	247	1	[	[	X
cana-2380	247	2	7	7	NUM
cana-2380	247	3	]	]	PUNCT
cana-2380	247	4	apandi	apandi	NOUN
cana-2380	247	5	,	,	PUNCT
cana-2380	247	6	s.	s.	PROPN
cana-2380	247	7	h.	h.	PROPN
cana-2380	247	8	,	,	PUNCT
cana-2380	247	9	sallim	sallim	PROPN
cana-2380	247	10	,	,	PUNCT
cana-2380	247	11	j.	j.	PROPN
cana-2380	247	12	,	,	PUNCT
cana-2380	247	13	&	&	CCONJ
cana-2380	247	14	sidek	sidek	PROPN
cana-2380	247	15	,	,	PUNCT
cana-2380	247	16	r.	r.	PROPN
cana-2380	247	17	m.	m.	PROPN
cana-2380	247	18	(	(	PUNCT
cana-2380	247	19	2020	2020	NUM
cana-2380	247	20	,	,	PUNCT
cana-2380	247	21	february	february	PROPN
cana-2380	247	22	)	)	PUNCT
cana-2380	247	23	.	.	PUNCT
cana-2380	248	1	types	type	NOUN
cana-2380	248	2	of	of	ADP
cana-2380	248	3	anti	anti	ADJ
cana-2380	248	4	-	-	ADJ
cana-2380	248	5	phishing	phishing	ADJ
cana-2380	248	6	solutions	solution	NOUN
cana-2380	248	7	for	for	ADP
cana-2380	248	8	phishing	phishe	VERB
cana-2380	248	9	attack	attack	NOUN
cana-2380	248	10	.	.	PUNCT
cana-2380	249	1	in	in	ADP
cana-2380	249	2	iop	iop	PROPN
cana-2380	249	3	conference	conference	NOUN
cana-2380	249	4	series	series	NOUN
cana-2380	249	5	:	:	PUNCT
cana-2380	249	6	materials	material	NOUN
cana-2380	249	7	science	science	NOUN
cana-2380	249	8	and	and	CCONJ
cana-2380	249	9	engineering	engineering	NOUN
cana-2380	249	10	(	(	PUNCT
cana-2380	249	11	vol	vol	NOUN
cana-2380	249	12	.	.	PUNCT
cana-2380	249	13	769	769	NUM
cana-2380	249	14	,	,	PUNCT
cana-2380	249	15	no	no	INTJ
cana-2380	249	16	.	.	NOUN
cana-2380	249	17	1	1	NUM
cana-2380	249	18	,	,	PUNCT
cana-2380	249	19	p.	p.	NOUN
cana-2380	249	20	012072	012072	NUM
cana-2380	249	21	)	)	PUNCT
cana-2380	249	22	.	.	PUNCT
cana-2380	250	1	iop	iop	NOUN
cana-2380	250	2	publishing	publishing	NOUN
cana-2380	250	3	.	.	PUNCT
cana-2380	251	1	[	[	X
cana-2380	251	2	8	8	NUM
cana-2380	251	3	]	]	SYM
cana-2380	251	4	dodiya	dodiya	PROPN
cana-2380	251	5	,	,	PUNCT
cana-2380	251	6	k.	k.	PROPN
cana-2380	251	7	r.	r.	PROPN
cana-2380	251	8	,	,	PUNCT
cana-2380	251	9	varayogula	varayogula	PROPN
cana-2380	251	10	,	,	PUNCT
cana-2380	251	11	s.	s.	PROPN
cana-2380	251	12	n.	n.	PROPN
cana-2380	251	13	,	,	PUNCT
cana-2380	251	14	&	&	CCONJ
cana-2380	251	15	gohil	gohil	PROPN
cana-2380	251	16	,	,	PUNCT
cana-2380	251	17	b.	b.	PROPN
cana-2380	251	18	v.	v.	PROPN
cana-2380	251	19	(	(	PUNCT
cana-2380	251	20	2024	2024	NUM
cana-2380	251	21	)	)	PUNCT
cana-2380	251	22	.	.	PUNCT
cana-2380	252	1	rising	rise	VERB
cana-2380	252	2	threats	threat	NOUN
cana-2380	252	3	,	,	PUNCT
cana-2380	252	4	silent	silent	ADJ
cana-2380	252	5	battles	battle	NOUN
cana-2380	252	6	:	:	PUNCT
cana-2380	252	7	a	a	DET
cana-2380	252	8	deep	deep	ADJ
cana-2380	252	9	dive	dive	NOUN
cana-2380	252	10	into	into	ADP
cana-2380	252	11	cybercrime	cybercrime	NOUN
cana-2380	252	12	,	,	PUNCT
cana-2380	252	13	terrorism	terrorism	NOUN
cana-2380	252	14	,	,	PUNCT
cana-2380	252	15	and	and	CCONJ
cana-2380	252	16	resilient	resilient	ADJ
cana-2380	252	17	defenses	defense	NOUN
cana-2380	252	18	.	.	PUNCT
cana-2380	253	1	in	in	ADP
cana-2380	253	2	cases	case	NOUN
cana-2380	253	3	on	on	ADP
cana-2380	253	4	forensic	forensic	ADJ
cana-2380	253	5	and	and	CCONJ
cana-2380	253	6	criminological	criminological	ADJ
cana-2380	253	7	science	science	NOUN
cana-2380	253	8	for	for	ADP
cana-2380	253	9	criminal	criminal	ADJ
cana-2380	253	10	detection	detection	NOUN
cana-2380	253	11	and	and	CCONJ
cana-2380	253	12	avoidance	avoidance	NOUN
cana-2380	253	13	(	(	PUNCT
cana-2380	253	14	pp	pp	ADJ
cana-2380	253	15	.	.	PUNCT
cana-2380	254	1	123	123	NUM
cana-2380	254	2	-	-	SYM
cana-2380	254	3	150	150	NUM
cana-2380	254	4	)	)	PUNCT
cana-2380	254	5	.	.	PUNCT
cana-2380	255	1	igi	igi	PROPN
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cana-2380	255	3	.	.	PUNCT
cana-2380	256	1	[	[	X
cana-2380	256	2	9	9	NUM
cana-2380	256	3	]	]	SYM
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cana-2380	256	5	,	,	PUNCT
cana-2380	256	6	y.	y.	PROPN
cana-2380	256	7	c.	c.	PROPN
cana-2380	256	8	,	,	PUNCT
cana-2380	256	9	ma	ma	PROPN
cana-2380	256	10	,	,	PUNCT
cana-2380	256	11	y.	y.	PROPN
cana-2380	256	12	w.	w.	PROPN
cana-2380	256	13	,	,	PUNCT
cana-2380	256	14	&	&	CCONJ
cana-2380	256	15	chen	chen	PROPN
cana-2380	256	16	,	,	PUNCT
cana-2380	256	17	j.	j.	PROPN
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cana-2380	256	21	,	,	PUNCT
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cana-2380	256	24	.	.	PUNCT
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cana-2380	257	2	malicious	malicious	ADJ
cana-2380	257	3	url	url	NOUN
cana-2380	257	4	detection	detection	NOUN
cana-2380	257	5	with	with	ADP
cana-2380	257	6	feature	feature	NOUN
cana-2380	257	7	analysis	analysis	NOUN
cana-2380	257	8	.	.	PUNCT
cana-2380	258	1	in	in	ADP
cana-2380	258	2	2020	2020	NUM
cana-2380	258	3	ieee	ieee	NOUN
cana-2380	258	4	symposium	symposium	NOUN
cana-2380	258	5	on	on	ADP
cana-2380	258	6	computers	computer	NOUN
cana-2380	258	7	and	and	CCONJ
cana-2380	258	8	communications	communication	NOUN
cana-2380	258	9	(	(	PUNCT
cana-2380	258	10	iscc	iscc	PROPN
cana-2380	258	11	)	)	PUNCT
cana-2380	258	12	(	(	PUNCT
cana-2380	258	13	pp	pp	X
cana-2380	258	14	.	.	PUNCT
cana-2380	259	1	1	1	NUM
cana-2380	259	2	-	-	SYM
cana-2380	259	3	5	5	NUM
cana-2380	259	4	)	)	PUNCT
cana-2380	259	5	.	.	PUNCT
cana-2380	260	1	ieee	ieee	NOUN
cana-2380	260	2	.	.	PUNCT
cana-2380	261	1	[	[	X
cana-2380	261	2	10	10	NUM
cana-2380	261	3	]	]	X
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cana-2380	261	5	,	,	PUNCT
cana-2380	261	6	y.	y.	PROPN
cana-2380	261	7	,	,	PUNCT
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cana-2380	261	9	,	,	PUNCT
cana-2380	261	10	i.	i.	PROPN
cana-2380	261	11	,	,	PUNCT
cana-2380	261	12	&	&	CCONJ
cana-2380	261	13	wallace	wallace	PROPN
cana-2380	261	14	,	,	PUNCT
cana-2380	261	15	b.	b.	PROPN
cana-2380	261	16	c.	c.	PROPN
cana-2380	261	17	(	(	PUNCT
cana-2380	261	18	2016	2016	NUM
cana-2380	261	19	,	,	PUNCT
cana-2380	261	20	november	november	PROPN
cana-2380	261	21	)	)	PUNCT
cana-2380	261	22	.	.	PUNCT
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cana-2380	261	24	-	-	PUNCT
cana-2380	261	25	augmented	augment	VERB
cana-2380	261	26	convolutional	convolutional	ADJ
cana-2380	261	27	neural	neural	ADJ
cana-2380	261	28	networks	network	NOUN
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cana-2380	262	8	methods	method	NOUN
cana-2380	262	9	in	in	ADP
cana-2380	262	10	natural	natural	ADJ
cana-2380	262	11	language	language	NOUN
cana-2380	262	12	processing	processing	NOUN
cana-2380	262	13	.	.	PUNCT
cana-2380	263	1	conference	conference	NOUN
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cana-2380	263	5	in	in	ADP
cana-2380	263	6	natural	natural	ADJ
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cana-2380	263	8	processing	processing	NOUN
cana-2380	263	9	(	(	PUNCT
cana-2380	263	10	vol	vol	NOUN
cana-2380	263	11	.	.	NOUN
cana-2380	263	12	2016	2016	NUM
cana-2380	263	13	,	,	PUNCT
cana-2380	263	14	p.	p.	NOUN
cana-2380	263	15	795	795	NUM
cana-2380	263	16	)	)	PUNCT
cana-2380	263	17	.	.	PUNCT
cana-2380	264	1	nih	nih	PROPN
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cana-2380	264	4	.	.	PUNCT
cana-2380	265	1	[	[	X
cana-2380	265	2	11	11	NUM
cana-2380	265	3	]	]	PUNCT
cana-2380	265	4	saxe	saxe	NOUN
cana-2380	265	5	,	,	PUNCT
cana-2380	265	6	j.	j.	PROPN
cana-2380	265	7	,	,	PUNCT
cana-2380	265	8	&	&	CCONJ
cana-2380	265	9	berlin	berlin	PROPN
cana-2380	265	10	,	,	PUNCT
cana-2380	265	11	k.	k.	PROPN
cana-2380	265	12	(	(	PUNCT
cana-2380	265	13	2017	2017	NUM
cana-2380	265	14	)	)	PUNCT
cana-2380	265	15	.	.	PUNCT
cana-2380	266	1	expose	expose	VERB
cana-2380	266	2	:	:	PUNCT
cana-2380	266	3	a	a	DET
cana-2380	266	4	character	character	NOUN
cana-2380	266	5	-	-	PUNCT
cana-2380	266	6	level	level	NOUN
cana-2380	266	7	convolutional	convolutional	ADJ
cana-2380	266	8	neural	neural	ADJ
cana-2380	266	9	network	network	NOUN
cana-2380	266	10	with	with	ADP
cana-2380	266	11	embeddings	embedding	NOUN
cana-2380	266	12	for	for	ADP
cana-2380	266	13	detecting	detect	VERB
cana-2380	266	14	malicious	malicious	ADJ
cana-2380	266	15	urls	url	NOUN
cana-2380	266	16	,	,	PUNCT
cana-2380	266	17	file	file	NOUN
cana-2380	266	18	paths	path	NOUN
cana-2380	266	19	and	and	CCONJ
cana-2380	266	20	registry	registry	NOUN
cana-2380	266	21	keys	key	NOUN
cana-2380	266	22	.	.	PUNCT
cana-2380	267	1	arxiv	arxiv	PROPN
cana-2380	267	2	preprint	preprint	NOUN
cana-2380	267	3	arxiv:1702.08568	arxiv:1702.08568	NOUN
cana-2380	267	4	.	.	PUNCT
cana-2380	268	1	[	[	X
cana-2380	268	2	12	12	NUM
cana-2380	268	3	]	]	X
cana-2380	268	4	vinayakumar	vinayakumar	PROPN
cana-2380	268	5	,	,	PUNCT
cana-2380	268	6	r.	r.	PROPN
cana-2380	268	7	,	,	PUNCT
cana-2380	268	8	soman	soman	NOUN
cana-2380	268	9	,	,	PUNCT
cana-2380	268	10	k.	k.	PROPN
cana-2380	268	11	p.	p.	PROPN
cana-2380	268	12	,	,	PUNCT
cana-2380	268	13	&	&	CCONJ
cana-2380	268	14	poornachandran	poornachandran	ADJ
cana-2380	268	15	,	,	PUNCT
cana-2380	268	16	p.	p.	NOUN
cana-2380	268	17	(	(	PUNCT
cana-2380	268	18	2018	2018	NUM
cana-2380	268	19	)	)	PUNCT
cana-2380	268	20	.	.	PUNCT
cana-2380	269	1	evaluating	evaluate	VERB
cana-2380	269	2	deep	deep	ADJ
cana-2380	269	3	learning	learning	NOUN
cana-2380	269	4	approaches	approach	NOUN
cana-2380	269	5	to	to	PART
cana-2380	269	6	characterize	characterize	VERB
cana-2380	269	7	and	and	CCONJ
cana-2380	269	8	classify	classify	VERB
cana-2380	269	9	malicious	malicious	ADJ
cana-2380	269	10	url	url	NOUN
cana-2380	269	11	’s	’s	PART
cana-2380	269	12	.	.	PUNCT
cana-2380	270	1	journal	journal	PROPN
cana-2380	270	2	of	of	ADP
cana-2380	270	3	intelligent	intelligent	ADJ
cana-2380	270	4	&	&	CCONJ
cana-2380	270	5	fuzzy	fuzzy	ADJ
cana-2380	270	6	systems	system	NOUN
cana-2380	270	7	,	,	PUNCT
cana-2380	270	8	34(3	34(3	NUM
cana-2380	270	9	)	)	PUNCT
cana-2380	270	10	,	,	PUNCT
cana-2380	270	11	1333	1333	NUM
cana-2380	270	12	-	-	SYM
cana-2380	270	13	1343	1343	NUM
cana-2380	270	14	.	.	PUNCT
cana-2380	271	1	[	[	X
cana-2380	271	2	13	13	NUM
cana-2380	271	3	]	]	PUNCT
cana-2380	271	4	he	he	PRON
cana-2380	271	5	,	,	PUNCT
cana-2380	271	6	c.	c.	PROPN
cana-2380	271	7	,	,	PUNCT
cana-2380	271	8	kang	kang	PROPN
cana-2380	271	9	,	,	PUNCT
cana-2380	271	10	h.	h.	PROPN
cana-2380	271	11	,	,	PUNCT
cana-2380	271	12	yao	yao	PROPN
cana-2380	271	13	,	,	PUNCT
cana-2380	271	14	t.	t.	PROPN
cana-2380	271	15	,	,	PUNCT
cana-2380	271	16	&	&	CCONJ
cana-2380	271	17	li	li	PROPN
cana-2380	271	18	,	,	PUNCT
cana-2380	271	19	x.	x.	NOUN
cana-2380	271	20	(	(	PUNCT
cana-2380	271	21	2019	2019	NUM
cana-2380	271	22	)	)	PUNCT
cana-2380	271	23	.	.	PUNCT
cana-2380	272	1	an	an	DET
cana-2380	272	2	effective	effective	ADJ
cana-2380	272	3	classifier	classifier	NOUN
cana-2380	272	4	based	base	VERB
cana-2380	272	5	on	on	ADP
cana-2380	272	6	convolutional	convolutional	ADJ
cana-2380	272	7	neural	neural	ADJ
cana-2380	272	8	network	network	NOUN
cana-2380	272	9	and	and	CCONJ
cana-2380	272	10	regularized	regularize	VERB
cana-2380	272	11	extreme	extreme	ADJ
cana-2380	272	12	learning	learning	NOUN
cana-2380	272	13	machine	machine	NOUN
cana-2380	272	14	.	.	PUNCT
cana-2380	273	1	mathematical	mathematical	ADJ
cana-2380	273	2	biosciences	bioscience	NOUN
cana-2380	273	3	and	and	CCONJ
cana-2380	273	4	engineering	engineering	NOUN
cana-2380	273	5	,	,	PUNCT
cana-2380	273	6	16(6	16(6	NUM
cana-2380	273	7	)	)	PUNCT
cana-2380	273	8	,	,	PUNCT
cana-2380	273	9	8309	8309	NUM
cana-2380	273	10	-	-	SYM
cana-2380	273	11	8321	8321	NUM
cana-2380	273	12	.	.	PUNCT
cana-2380	274	1	[	[	X
cana-2380	274	2	14	14	NUM
cana-2380	274	3	]	]	X
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cana-2380	274	5	,	,	PUNCT
cana-2380	274	6	j.	j.	PROPN
cana-2380	274	7	,	,	PUNCT
cana-2380	274	8	vineethkumar	vineethkumar	PROPN
cana-2380	274	9	,	,	PUNCT
cana-2380	274	10	s.	s.	PROPN
cana-2380	274	11	,	,	PUNCT
cana-2380	274	12	vigneshwaran	vigneshwaran	PROPN
cana-2380	274	13	,	,	PUNCT
cana-2380	274	14	r.	r.	PROPN
cana-2380	274	15	,	,	PUNCT
cana-2380	274	16	&	&	CCONJ
cana-2380	274	17	ramprasath	ramprasath	PROPN
cana-2380	274	18	,	,	PUNCT
cana-2380	274	19	a.	a.	NOUN
cana-2380	274	20	(	(	PUNCT
cana-2380	274	21	2024	2024	NUM
cana-2380	274	22	)	)	PUNCT
cana-2380	274	23	.	.	PUNCT
cana-2380	274	24	intrusion	intrusion	NOUN
cana-2380	274	25	detection	detection	NOUN
cana-2380	274	26	system	system	NOUN
cana-2380	274	27	for	for	ADP
cana-2380	274	28	phising	phise	VERB
cana-2380	274	29	detection	detection	NOUN
cana-2380	274	30	using	use	VERB
cana-2380	274	31	convolution	convolution	NOUN
cana-2380	274	32	neural	neural	ADJ
cana-2380	274	33	network	network	NOUN
cana-2380	274	34	.	.	PUNCT
cana-2380	275	1	educational	educational	ADJ
cana-2380	275	2	administration	administration	NOUN
cana-2380	275	3	:	:	PUNCT
cana-2380	275	4	theory	theory	NOUN
cana-2380	275	5	and	and	CCONJ
cana-2380	275	6	practice	practice	NOUN
cana-2380	275	7	,	,	PUNCT
cana-2380	275	8	30(5	30(5	NUM
cana-2380	275	9	)	)	PUNCT
cana-2380	275	10	,	,	PUNCT
cana-2380	275	11	5565	5565	NUM
cana-2380	275	12	-	-	SYM
cana-2380	275	13	5575	5575	NUM
cana-2380	275	14	.	.	PUNCT
cana-2380	276	1	[	[	X
cana-2380	276	2	15	15	NUM
cana-2380	276	3	]	]	X
cana-2380	276	4	abad	abad	PROPN
cana-2380	276	5	,	,	PUNCT
cana-2380	276	6	s.	s.	PROPN
cana-2380	276	7	,	,	PUNCT
cana-2380	276	8	gholamy	gholamy	NOUN
cana-2380	276	9	,	,	PUNCT
cana-2380	276	10	h.	h.	PROPN
cana-2380	276	11	,	,	PUNCT
cana-2380	276	12	&	&	CCONJ
cana-2380	276	13	aslani	aslani	NOUN
cana-2380	276	14	,	,	PUNCT
cana-2380	276	15	m.	m.	NOUN
cana-2380	276	16	(	(	PUNCT
cana-2380	276	17	2023	2023	NUM
cana-2380	276	18	)	)	PUNCT
cana-2380	276	19	.	.	PUNCT
cana-2380	277	1	classification	classification	NOUN
cana-2380	277	2	of	of	ADP
cana-2380	277	3	malicious	malicious	ADJ
cana-2380	277	4	urls	url	NOUN
cana-2380	277	5	using	use	VERB
cana-2380	277	6	machine	machine	NOUN
cana-2380	277	7	learning	learning	NOUN
cana-2380	277	8	.	.	PUNCT
cana-2380	278	1	sensors	sensor	NOUN
cana-2380	278	2	,	,	PUNCT
cana-2380	278	3	23(18	23(18	PROPN
cana-2380	278	4	)	)	PUNCT
cana-2380	278	5	,	,	PUNCT
cana-2380	278	6	7760	7760	NUM
cana-2380	278	7	.	.	PUNCT
cana-2380	279	1	[	[	X
cana-2380	279	2	16	16	NUM
cana-2380	279	3	]	]	X
cana-2380	279	4	ma	ma	PROPN
cana-2380	279	5	,	,	PUNCT
cana-2380	279	6	j.	j.	PROPN
cana-2380	279	7	,	,	PUNCT
cana-2380	279	8	saul	saul	PROPN
cana-2380	279	9	,	,	PUNCT
cana-2380	279	10	l.	l.	PROPN
cana-2380	279	11	k.	k.	PROPN
cana-2380	279	12	,	,	PUNCT
cana-2380	279	13	savage	savage	NOUN
cana-2380	279	14	,	,	PUNCT
cana-2380	279	15	s.	s.	PROPN
cana-2380	279	16	,	,	PUNCT
cana-2380	279	17	&	&	CCONJ
cana-2380	279	18	voelker	voelker	PROPN
cana-2380	279	19	,	,	PUNCT
cana-2380	279	20	g.	g.	PROPN
cana-2380	279	21	m.	m.	PROPN
cana-2380	279	22	(	(	PUNCT
cana-2380	279	23	2009	2009	NUM
cana-2380	279	24	,	,	PUNCT
cana-2380	279	25	june	june	PROPN
cana-2380	279	26	)	)	PUNCT
cana-2380	279	27	.	.	PUNCT
cana-2380	280	1	identifying	identify	VERB
cana-2380	280	2	suspicious	suspicious	ADJ
cana-2380	280	3	urls	url	NOUN
cana-2380	280	4	:	:	PUNCT
cana-2380	280	5	an	an	DET
cana-2380	280	6	application	application	NOUN
cana-2380	280	7	of	of	ADP
cana-2380	280	8	largescale	largescale	NOUN
cana-2380	280	9	online	online	ADJ
cana-2380	280	10	learning	learning	NOUN
cana-2380	280	11	.	.	PUNCT
cana-2380	281	1	in	in	ADP
cana-2380	281	2	proceedings	proceeding	NOUN
cana-2380	281	3	of	of	ADP
cana-2380	281	4	the	the	DET
cana-2380	281	5	26th	26th	ADJ
cana-2380	281	6	annual	annual	ADJ
cana-2380	281	7	international	international	ADJ
cana-2380	281	8	conference	conference	NOUN
cana-2380	281	9	on	on	ADP
cana-2380	281	10	machine	machine	NOUN
cana-2380	281	11	learning	learning	NOUN
cana-2380	281	12	(	(	PUNCT
cana-2380	281	13	pp	pp	ADJ
cana-2380	281	14	.	.	PUNCT
cana-2380	282	1	681	681	NUM
cana-2380	282	2	-	-	SYM
cana-2380	282	3	688	688	NUM
cana-2380	282	4	)	)	PUNCT
cana-2380	282	5	.	.	PUNCT
cana-2380	283	1	[	[	X
cana-2380	283	2	17	17	NUM
cana-2380	283	3	]	]	X
cana-2380	283	4	vinayakumar	vinayakumar	PROPN
cana-2380	283	5	,	,	PUNCT
cana-2380	283	6	r.	r.	PROPN
cana-2380	283	7	,	,	PUNCT
cana-2380	283	8	soman	soman	NOUN
cana-2380	283	9	,	,	PUNCT
cana-2380	283	10	k.	k.	PROPN
cana-2380	283	11	p.	p.	PROPN
cana-2380	283	12	,	,	PUNCT
cana-2380	283	13	&	&	CCONJ
cana-2380	283	14	poornachandran	poornachandran	ADJ
cana-2380	283	15	,	,	PUNCT
cana-2380	283	16	p.	p.	NOUN
cana-2380	283	17	(	(	PUNCT
cana-2380	283	18	2018	2018	NUM
cana-2380	283	19	)	)	PUNCT
cana-2380	283	20	.	.	PUNCT
cana-2380	284	1	evaluating	evaluate	VERB
cana-2380	284	2	deep	deep	ADJ
cana-2380	284	3	learning	learning	NOUN
cana-2380	284	4	approaches	approach	NOUN
cana-2380	284	5	to	to	PART
cana-2380	284	6	characterize	characterize	VERB
cana-2380	284	7	and	and	CCONJ
cana-2380	284	8	classify	classify	VERB
cana-2380	284	9	malicious	malicious	ADJ
cana-2380	284	10	url	url	NOUN
cana-2380	284	11	’s	’s	PART
cana-2380	284	12	.	.	PUNCT
cana-2380	285	1	journal	journal	PROPN
cana-2380	285	2	of	of	ADP
cana-2380	285	3	intelligent	intelligent	ADJ
cana-2380	285	4	&	&	CCONJ
cana-2380	285	5	fuzzy	fuzzy	ADJ
cana-2380	285	6	systems	system	NOUN
cana-2380	285	7	,	,	PUNCT
cana-2380	285	8	34(3	34(3	NUM
cana-2380	285	9	)	)	PUNCT
cana-2380	285	10	,	,	PUNCT
cana-2380	285	11	1333	1333	NUM
cana-2380	285	12	-	-	SYM
cana-2380	285	13	1343	1343	NUM
cana-2380	285	14	.	.	PUNCT
cana-2380	286	1	[	[	X
cana-2380	286	2	18	18	NUM
cana-2380	286	3	]	]	X
cana-2380	286	4	pradeepthi	pradeepthi	NOUN
cana-2380	286	5	,	,	PUNCT
cana-2380	286	6	c.	c.	PROPN
cana-2380	286	7	,	,	PUNCT
cana-2380	286	8	&	&	CCONJ
cana-2380	286	9	maheswari	maheswari	PROPN
cana-2380	286	10	,	,	PUNCT
cana-2380	286	11	b.	b.	PROPN
cana-2380	286	12	u.	u.	PROPN
cana-2380	286	13	(	(	PUNCT
cana-2380	286	14	2024	2024	NUM
cana-2380	286	15	)	)	PUNCT
cana-2380	286	16	.	.	PUNCT
cana-2380	287	1	network	network	NOUN
cana-2380	287	2	intrusion	intrusion	PROPN
cana-2380	287	3	detection	detection	PROPN
cana-2380	287	4	and	and	CCONJ
cana-2380	287	5	prevention	prevention	NOUN
cana-2380	287	6	strategy	strategy	NOUN
cana-2380	287	7	with	with	ADP
cana-2380	287	8	data	datum	NOUN
cana-2380	287	9	encryption	encryption	NOUN
cana-2380	287	10	using	use	VERB
cana-2380	287	11	hybrid	hybrid	ADJ
cana-2380	287	12	detection	detection	NOUN
cana-2380	287	13	classifier	classifier	NOUN
cana-2380	287	14	.	.	PUNCT
cana-2380	288	1	multimedia	multimedia	NOUN
cana-2380	288	2	tools	tool	NOUN
cana-2380	288	3	and	and	CCONJ
cana-2380	288	4	applications	application	NOUN
cana-2380	288	5	,	,	PUNCT
cana-2380	288	6	83(13	83(13	NUM
cana-2380	288	7	)	)	PUNCT
cana-2380	288	8	,	,	PUNCT
cana-2380	288	9	40147	40147	NUM
cana-2380	288	10	-	-	SYM
cana-2380	288	11	40178	40178	NUM
cana-2380	288	12	.	.	PUNCT
cana-2380	289	1	[	[	X
cana-2380	289	2	19	19	NUM
cana-2380	289	3	]	]	X
cana-2380	289	4	parekh	parekh	PROPN
cana-2380	289	5	,	,	PUNCT
cana-2380	289	6	s.	s.	PROPN
cana-2380	289	7	,	,	PUNCT
cana-2380	289	8	parikh	parikh	PROPN
cana-2380	289	9	,	,	PUNCT
cana-2380	289	10	d.	d.	PROPN
cana-2380	289	11	,	,	PUNCT
cana-2380	289	12	kotak	kotak	PROPN
cana-2380	289	13	,	,	PUNCT
cana-2380	289	14	s.	s.	PROPN
cana-2380	289	15	,	,	PUNCT
cana-2380	289	16	&	&	CCONJ
cana-2380	289	17	sankhe	sankhe	ADJ
cana-2380	289	18	,	,	PUNCT
cana-2380	289	19	s.	s.	PROPN
cana-2380	289	20	(	(	PUNCT
cana-2380	289	21	2018	2018	NUM
cana-2380	289	22	,	,	PUNCT
cana-2380	289	23	april	april	PROPN
cana-2380	289	24	)	)	PUNCT
cana-2380	289	25	.	.	PUNCT
cana-2380	290	1	a	a	DET
cana-2380	290	2	new	new	ADJ
cana-2380	290	3	method	method	NOUN
cana-2380	290	4	for	for	ADP
cana-2380	290	5	detection	detection	NOUN
cana-2380	290	6	of	of	ADP
cana-2380	290	7	phishing	phishe	VERB
cana-2380	290	8	websites	website	NOUN
cana-2380	290	9	:	:	PUNCT
cana-2380	290	10	url	url	NOUN
cana-2380	290	11	detection	detection	NOUN
cana-2380	290	12	.	.	PUNCT
cana-2380	291	1	in	in	ADP
cana-2380	291	2	2018	2018	NUM
cana-2380	291	3	second	second	ADJ
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cana-2380	291	5	conference	conference	NOUN
cana-2380	291	6	on	on	ADP
cana-2380	291	7	inventive	inventive	ADJ
cana-2380	291	8	communication	communication	NOUN
cana-2380	291	9	and	and	CCONJ
cana-2380	291	10	computational	computational	ADJ
cana-2380	291	11	technologies	technology	NOUN
cana-2380	291	12	(	(	PUNCT
cana-2380	291	13	icicct	icicct	ADJ
cana-2380	291	14	)	)	PUNCT
cana-2380	291	15	(	(	PUNCT
cana-2380	291	16	pp	pp	ADJ
cana-2380	291	17	.	.	PUNCT
cana-2380	292	1	949	949	NUM
cana-2380	292	2	-	-	SYM
cana-2380	292	3	952	952	NUM
cana-2380	292	4	)	)	PUNCT
cana-2380	292	5	.	.	PUNCT
cana-2380	293	1	ieee	ieee	NOUN
cana-2380	293	2	.	.	PUNCT
cana-2380	294	1	[	[	X
cana-2380	294	2	20	20	NUM
cana-2380	294	3	]	]	PUNCT
cana-2380	294	4	bhavani	bhavani	PROPN
cana-2380	294	5	,	,	PUNCT
cana-2380	294	6	p.	p.	NOUN
cana-2380	294	7	a.	a.	NOUN
cana-2380	294	8	,	,	PUNCT
cana-2380	294	9	chalamala	chalamala	NOUN
cana-2380	294	10	,	,	PUNCT
cana-2380	294	11	m.	m.	NOUN
cana-2380	294	12	,	,	PUNCT
cana-2380	294	13	likhitha	likhitha	PROPN
cana-2380	294	14	,	,	PUNCT
cana-2380	294	15	p.	p.	PROPN
cana-2380	294	16	s.	s.	PROPN
cana-2380	294	17	,	,	PUNCT
cana-2380	294	18	&	&	CCONJ
cana-2380	294	19	sai	sai	PROPN
cana-2380	294	20	,	,	PUNCT
cana-2380	294	21	c.	c.	PROPN
cana-2380	294	22	p.	p.	PROPN
cana-2380	294	23	s.	s.	PROPN
cana-2380	294	24	(	(	PUNCT
cana-2380	294	25	2022	2022	NUM
cana-2380	294	26	)	)	PUNCT
cana-2380	294	27	.	.	PUNCT
cana-2380	295	1	phishing	phishe	VERB
cana-2380	295	2	websites	website	NOUN
cana-2380	295	3	detection	detection	NOUN
cana-2380	295	4	using	use	VERB
cana-2380	295	5	machine	machine	NOUN
cana-2380	295	6	learning	learning	NOUN
cana-2380	295	7	.	.	PUNCT
cana-2380	296	1	madhumitha	madhumitha	NOUN
cana-2380	296	2	and	and	CCONJ
cana-2380	296	3	likhitha	likhitha	PROPN
cana-2380	296	4	,	,	PUNCT
cana-2380	296	5	pinnam	pinnam	PROPN
cana-2380	296	6	sree	sree	PROPN
cana-2380	296	7	and	and	CCONJ
cana-2380	296	8	sai	sai	PROPN
cana-2380	296	9	,	,	PUNCT
cana-2380	296	10	chanda	chanda	PROPN
cana-2380	296	11	pranav	pranav	PROPN
cana-2380	296	12	sai	sai	PROPN
cana-2380	296	13	,	,	PUNCT
cana-2380	296	14	phishing	phishe	VERB
cana-2380	296	15	websites	website	NOUN
cana-2380	296	16	detection	detection	NOUN
cana-2380	296	17	using	use	VERB
cana-2380	296	18	machine	machine	NOUN
cana-2380	296	19	learning	learning	NOUN
cana-2380	296	20	(	(	PUNCT
cana-2380	296	21	september	september	PROPN
cana-2380	296	22	2	2	NUM
cana-2380	296	23	,	,	PUNCT
cana-2380	296	24	2022	2022	NUM
cana-2380	296	25	)	)	PUNCT
cana-2380	296	26	.	.	PUNCT
cana-2380	297	1	[	[	X
cana-2380	297	2	21	21	NUM
cana-2380	297	3	]	]	X
cana-2380	297	4	razaque	razaque	NOUN
cana-2380	297	5	,	,	PUNCT
cana-2380	297	6	a.	a.	NOUN
cana-2380	297	7	,	,	PUNCT
cana-2380	297	8	frej	frej	PROPN
cana-2380	297	9	,	,	PUNCT
cana-2380	297	10	m.	m.	PROPN
cana-2380	297	11	b.	b.	PROPN
cana-2380	297	12	h.	h.	PROPN
cana-2380	297	13	,	,	PUNCT
cana-2380	297	14	sabyrov	sabyrov	PROPN
cana-2380	297	15	,	,	PUNCT
cana-2380	297	16	d.	d.	PROPN
cana-2380	297	17	,	,	PUNCT
cana-2380	297	18	shaikhyn	shaikhyn	PROPN
cana-2380	297	19	,	,	PUNCT
cana-2380	297	20	a.	a.	NOUN
cana-2380	297	21	,	,	PUNCT
cana-2380	297	22	amsaad	amsaad	PROPN
cana-2380	297	23	,	,	PUNCT
cana-2380	297	24	f.	f.	PROPN
cana-2380	297	25	,	,	PUNCT
cana-2380	297	26	&	&	CCONJ
cana-2380	297	27	oun	oun	PROPN
cana-2380	297	28	,	,	PUNCT
cana-2380	297	29	a.	a.	NOUN
cana-2380	297	30	(	(	PUNCT
cana-2380	297	31	2020	2020	NUM
cana-2380	297	32	,	,	PUNCT
cana-2380	297	33	october	october	PROPN
cana-2380	297	34	)	)	PUNCT
cana-2380	297	35	.	.	PUNCT
cana-2380	298	1	detection	detection	NOUN
cana-2380	298	2	of	of	ADP
cana-2380	298	3	phishing	phishe	VERB
cana-2380	298	4	websites	website	NOUN
cana-2380	298	5	using	use	VERB
cana-2380	298	6	machine	machine	NOUN
cana-2380	298	7	learning	learning	NOUN
cana-2380	298	8	.	.	PUNCT
cana-2380	299	1	in	in	ADP
cana-2380	299	2	2020	2020	NUM
cana-2380	299	3	ieee	ieee	NOUN
cana-2380	299	4	cloud	cloud	NOUN
cana-2380	299	5	summit	summit	NOUN
cana-2380	299	6	(	(	PUNCT
cana-2380	299	7	pp	pp	ADJ
cana-2380	299	8	.	.	PUNCT
cana-2380	300	1	103	103	NUM
cana-2380	300	2	-	-	SYM
cana-2380	300	3	107	107	NUM
cana-2380	300	4	)	)	PUNCT
cana-2380	300	5	.	.	PUNCT
cana-2380	301	1	ieee	ieee	PROPN
cana-2380	301	2	.	.	PUNCT