id	sid	tid	token	lemma	pos
cana-2164	1	1	final	final	ADJ
cana-2164	1	2	year	year	NOUN
cana-2164	1	3	report	report	NOUN
cana-2164	1	4	template	template	NOUN
cana-2164	1	5	communications	communication	NOUN
cana-2164	1	6	on	on	ADP
cana-2164	1	7	applied	apply	VERB
cana-2164	1	8	nonlinear	nonlinear	ADJ
cana-2164	1	9	analysis	analysis	NOUN
cana-2164	1	10	issn	issn	NOUN
cana-2164	1	11	:	:	PUNCT
cana-2164	1	12	1074	1074	NUM
cana-2164	1	13	-	-	PUNCT
cana-2164	1	14	133x	133x	NUM
cana-2164	1	15	vol	vol	NOUN
cana-2164	1	16	32	32	NUM
cana-2164	1	17	no	no	NOUN
cana-2164	1	18	.	.	PUNCT
cana-2164	2	1	1s	1s	NUM
cana-2164	2	2	(	(	PUNCT
cana-2164	2	3	2025	2025	NUM
cana-2164	2	4	)	)	PUNCT
cana-2164	2	5	262	262	NUM
cana-2164	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2164	2	7	predicting	predict	VERB
cana-2164	2	8	disasters	disaster	NOUN
cana-2164	2	9	:	:	PUNCT
cana-2164	2	10	a	a	DET
cana-2164	2	11	machine	machine	NOUN
cana-2164	2	12	learning	learn	VERB
cana-2164	2	13	approach	approach	NOUN
cana-2164	2	14	dr.rayavarapu	dr.rayavarapu	ADP
cana-2164	2	15	veeranjaneyulu1	veeranjaneyulu1	PROPN
cana-2164	2	16	,	,	PUNCT
cana-2164	2	17	dr	dr	PROPN
cana-2164	2	18	.	.	PROPN
cana-2164	2	19	v.	v.	PROPN
cana-2164	3	1	sumathi2	sumathi2	PROPN
cana-2164	3	2	,	,	PUNCT
cana-2164	3	3	dr	dr	PROPN
cana-2164	3	4	.	.	PROPN
cana-2164	3	5	c.	c.	PROPN
cana-2164	3	6	sushama3	sushama3	PROPN
cana-2164	3	7	,	,	PUNCT
cana-2164	3	8	savanam	savanam	PROPN
cana-2164	3	9	chandra	chandra	PROPN
cana-2164	3	10	sekhar4	sekhar4	PROPN
cana-2164	3	11	,	,	PUNCT
cana-2164	3	12	p.	p.	PROPN
cana-2164	3	13	neelima5	neelima5	PROPN
cana-2164	3	14	,	,	PUNCT
cana-2164	3	15	dr	dr	PROPN
cana-2164	3	16	.	.	PROPN
cana-2164	3	17	m.	m.	PROPN
cana-2164	3	18	sunil	sunil	PROPN
cana-2164	3	19	kumar6	kumar6	PROPN
cana-2164	4	1	1associate	1associate	NUM
cana-2164	4	2	professor	professor	NOUN
cana-2164	4	3	,	,	PUNCT
cana-2164	4	4	department	department	PROPN
cana-2164	4	5	of	of	ADP
cana-2164	4	6	cse	cse	PROPN
cana-2164	4	7	,	,	PUNCT
cana-2164	4	8	pace	pace	NOUN
cana-2164	4	9	institute	institute	PROPN
cana-2164	4	10	of	of	ADP
cana-2164	4	11	technology	technology	PROPN
cana-2164	4	12	&	&	CCONJ
cana-2164	4	13	sciences	sciences	PROPN
cana-2164	4	14	,	,	PUNCT
cana-2164	4	15	ongole	ongole	NOUN
cana-2164	4	16	,	,	PUNCT
cana-2164	4	17	prakasam	prakasam	NOUN
cana-2164	4	18	,	,	PUNCT
cana-2164	4	19	ap	ap	PROPN
cana-2164	4	20	,	,	PUNCT
cana-2164	4	21	india	india	PROPN
cana-2164	4	22	.	.	PUNCT
cana-2164	5	1	veerupace@gmail.com	veerupace@gmail.com	X
cana-2164	6	1	2associate	2associate	NUM
cana-2164	6	2	professor	professor	NOUN
cana-2164	6	3	,	,	PUNCT
cana-2164	6	4	department	department	NOUN
cana-2164	6	5	of	of	ADP
cana-2164	6	6	mathematics	mathematic	NOUN
cana-2164	6	7	,	,	PUNCT
cana-2164	6	8	sri	sri	PROPN
cana-2164	6	9	sai	sai	PROPN
cana-2164	6	10	ram	ram	PROPN
cana-2164	6	11	engineering	engineering	NOUN
cana-2164	6	12	college	college	NOUN
cana-2164	6	13	,	,	PUNCT
cana-2164	6	14	chennai	chennai	PROPN
cana-2164	6	15	,	,	PUNCT
cana-2164	6	16	tn	tn	PROPN
cana-2164	6	17	,	,	PUNCT
cana-2164	6	18	india	india	PROPN
cana-2164	6	19	.	.	PUNCT
cana-2164	7	1	sumathi.math@sairam.edu.in	sumathi.math@sairam.edu.in	PROPN
cana-2164	7	2	3associate	3associate	NUM
cana-2164	7	3	professor	professor	NOUN
cana-2164	7	4	,	,	PUNCT
cana-2164	7	5	department	department	NOUN
cana-2164	7	6	of	of	ADP
cana-2164	7	7	cse	cse	PROPN
cana-2164	7	8	,	,	PUNCT
cana-2164	7	9	school	school	NOUN
cana-2164	7	10	of	of	ADP
cana-2164	7	11	computing	computing	NOUN
cana-2164	7	12	,	,	PUNCT
cana-2164	7	13	mohan	mohan	PROPN
cana-2164	7	14	babu	babu	PROPN
cana-2164	7	15	university	university	PROPN
cana-2164	7	16	,	,	PUNCT
cana-2164	7	17	(	(	PUNCT
cana-2164	7	18	erstwhile	erstwhile	VERB
cana-2164	7	19	sree	sree	PROPN
cana-2164	7	20	vidyanikethan	vidyanikethan	PROPN
cana-2164	7	21	engineering	engineering	PROPN
cana-2164	7	22	college	college	PROPN
cana-2164	7	23	)	)	PUNCT
cana-2164	7	24	,	,	PUNCT
cana-2164	7	25	tirupathi	tirupathi	PROPN
cana-2164	7	26	,	,	PUNCT
cana-2164	7	27	ap	ap	PROPN
cana-2164	7	28	,	,	PUNCT
cana-2164	7	29	india	india	PROPN
cana-2164	7	30	.	.	PUNCT
cana-2164	8	1	susyma83@gmail.com	susyma83@gmail.com	X
cana-2164	8	2	4associate	4associate	NUM
cana-2164	8	3	professor	professor	NOUN
cana-2164	8	4	,	,	PUNCT
cana-2164	8	5	department	department	NOUN
cana-2164	8	6	of	of	ADP
cana-2164	8	7	bba	bba	PROPN
cana-2164	8	8	,	,	PUNCT
cana-2164	8	9	kl	kl	PROPN
cana-2164	8	10	business	business	PROPN
cana-2164	8	11	school	school	PROPN
cana-2164	8	12	,	,	PUNCT
cana-2164	8	13	koneru	koneru	PROPN
cana-2164	8	14	lakshmaiah	lakshmaiah	PROPN
cana-2164	8	15	education	education	PROPN
cana-2164	8	16	foundation	foundation	PROPN
cana-2164	8	17	,	,	PUNCT
cana-2164	8	18	kl	kl	PROPN
cana-2164	8	19	university	university	PROPN
cana-2164	8	20	,	,	PUNCT
cana-2164	8	21	vaddeswaram	vaddeswaram	PROPN
cana-2164	8	22	,	,	PUNCT
cana-2164	8	23	guntur	guntur	PROPN
cana-2164	8	24	dt	dt	PROPN
cana-2164	8	25	.	.	PROPN
cana-2164	8	26	,	,	PUNCT
cana-2164	8	27	ap	ap	PROPN
cana-2164	8	28	,	,	PUNCT
cana-2164	8	29	india	india	PROPN
cana-2164	8	30	.	.	PUNCT
cana-2164	8	31	savanam.sekhar@gmail.com	savanam.sekhar@gmail.com	X
cana-2164	9	1	5assistant	5assistant	NUM
cana-2164	9	2	professor	professor	NOUN
cana-2164	9	3	,	,	PUNCT
cana-2164	9	4	department	department	PROPN
cana-2164	9	5	of	of	ADP
cana-2164	9	6	cse	cse	PROPN
cana-2164	9	7	,	,	PUNCT
cana-2164	9	8	school	school	NOUN
cana-2164	9	9	of	of	ADP
cana-2164	9	10	engineering	engineering	NOUN
cana-2164	9	11	and	and	CCONJ
cana-2164	9	12	technology	technology	NOUN
cana-2164	9	13	,	,	PUNCT
cana-2164	9	14	spmvv	spmvv	NOUN
cana-2164	9	15	,	,	PUNCT
cana-2164	9	16	tirupati	tirupati	PROPN
cana-2164	9	17	,	,	PUNCT
cana-2164	9	18	andhra	andhra	PROPN
cana-2164	9	19	pradesh	pradesh	PROPN
cana-2164	9	20	.	.	PUNCT
cana-2164	9	21	neelima.pannem@gmail.com	neelima.pannem@gmail.com	X
cana-2164	9	22	6professor	6professor	NUM
cana-2164	9	23	,	,	PUNCT
cana-2164	9	24	department	department	NOUN
cana-2164	9	25	of	of	ADP
cana-2164	9	26	computer	computer	NOUN
cana-2164	9	27	science	science	NOUN
cana-2164	9	28	and	and	CCONJ
cana-2164	9	29	engineering	engineering	NOUN
cana-2164	9	30	,	,	PUNCT
cana-2164	9	31	school	school	NOUN
cana-2164	9	32	of	of	ADP
cana-2164	9	33	computing	computing	NOUN
cana-2164	9	34	,	,	PUNCT
cana-2164	9	35	mohan	mohan	PROPN
cana-2164	9	36	babu	babu	PROPN
cana-2164	10	1	university(erstwhile	university(erstwhile	PROPN
cana-2164	10	2	sree	sree	PROPN
cana-2164	10	3	vidyanikethan	vidyanikethan	PROPN
cana-2164	10	4	engineering	engineering	PROPN
cana-2164	10	5	college),tirupati	college),tirupati	PROPN
cana-2164	10	6	,	,	PUNCT
cana-2164	10	7	ap	ap	PROPN
cana-2164	10	8	,	,	PUNCT
cana-2164	10	9	india	india	PROPN
cana-2164	10	10	.	.	PUNCT
cana-2164	11	1	sunilmalchi1@gmail.com	sunilmalchi1@gmail.com	X
cana-2164	11	2	article	article	NOUN
cana-2164	11	3	history	history	NOUN
cana-2164	11	4	:	:	PUNCT
cana-2164	11	5	received	receive	VERB
cana-2164	11	6	:	:	PUNCT
cana-2164	11	7	15	15	NUM
cana-2164	11	8	-	-	SYM
cana-2164	11	9	08	08	NUM
cana-2164	11	10	-	-	PUNCT
cana-2164	11	11	2024	2024	NUM
cana-2164	11	12	revised	revise	VERB
cana-2164	11	13	:	:	PUNCT
cana-2164	11	14	28	28	NUM
cana-2164	11	15	-	-	SYM
cana-2164	11	16	09	09	NUM
cana-2164	11	17	-	-	PUNCT
cana-2164	11	18	2024	2024	NUM
cana-2164	11	19	accepted	accept	VERB
cana-2164	11	20	:	:	PUNCT
cana-2164	11	21	15	15	NUM
cana-2164	11	22	-	-	SYM
cana-2164	11	23	10	10	NUM
cana-2164	11	24	-	-	PUNCT
cana-2164	11	25	2024	2024	NUM
cana-2164	11	26	abstract	abstract	NOUN
cana-2164	11	27	:	:	PUNCT
cana-2164	11	28	trends	trend	NOUN
cana-2164	11	29	in	in	ADP
cana-2164	11	30	river	river	NOUN
cana-2164	11	31	water	water	NOUN
cana-2164	11	32	levels	level	NOUN
cana-2164	11	33	that	that	PRON
cana-2164	11	34	could	could	AUX
cana-2164	11	35	cause	cause	VERB
cana-2164	11	36	floods	flood	NOUN
cana-2164	11	37	are	be	AUX
cana-2164	11	38	an	an	DET
cana-2164	11	39	intriguing	intriguing	ADJ
cana-2164	11	40	and	and	CCONJ
cana-2164	11	41	applicable	applicable	ADJ
cana-2164	11	42	subject	subject	NOUN
cana-2164	11	43	of	of	ADP
cana-2164	11	44	study	study	NOUN
cana-2164	11	45	.	.	PUNCT
cana-2164	12	1	they	they	PRON
cana-2164	12	2	set	set	VERB
cana-2164	12	3	up	up	ADP
cana-2164	12	4	shop	shop	NOUN
cana-2164	12	5	to	to	PART
cana-2164	12	6	lessen	lessen	VERB
cana-2164	12	7	the	the	DET
cana-2164	12	8	financial	financial	ADJ
cana-2164	12	9	and	and	CCONJ
cana-2164	12	10	social	social	ADJ
cana-2164	12	11	impact	impact	NOUN
cana-2164	12	12	of	of	ADP
cana-2164	12	13	floods	flood	NOUN
cana-2164	12	14	.	.	PUNCT
cana-2164	13	1	water	water	NOUN
cana-2164	13	2	level	level	NOUN
cana-2164	13	3	variations	variation	NOUN
cana-2164	13	4	can	can	AUX
cana-2164	13	5	be	be	AUX
cana-2164	13	6	predicted	predict	VERB
cana-2164	13	7	using	use	VERB
cana-2164	13	8	support	support	NOUN
cana-2164	13	9	vector	vector	NOUN
cana-2164	13	10	,	,	PUNCT
cana-2164	13	11	a	a	DET
cana-2164	13	12	class	class	NOUN
cana-2164	13	13	of	of	ADP
cana-2164	13	14	machine	machine	NOUN
cana-2164	13	15	learning	learning	NOUN
cana-2164	13	16	methods	method	NOUN
cana-2164	13	17	that	that	PRON
cana-2164	13	18	can	can	AUX
cana-2164	13	19	also	also	ADV
cana-2164	13	20	be	be	AUX
cana-2164	13	21	used	use	VERB
cana-2164	13	22	to	to	PART
cana-2164	13	23	detect	detect	VERB
cana-2164	13	24	the	the	DET
cana-2164	13	25	likelihood	likelihood	NOUN
cana-2164	13	26	of	of	ADP
cana-2164	13	27	flooding	flooding	NOUN
cana-2164	13	28	.	.	PUNCT
cana-2164	14	1	the	the	DET
cana-2164	14	2	two	two	NUM
cana-2164	14	3	algorithms	algorithm	NOUN
cana-2164	14	4	use	use	VERB
cana-2164	14	5	comparable	comparable	ADJ
cana-2164	14	6	hydrological	hydrological	ADJ
cana-2164	14	7	and	and	CCONJ
cana-2164	14	8	flood	flood	NOUN
cana-2164	14	9	resource	resource	NOUN
cana-2164	14	10	variables	variable	NOUN
cana-2164	14	11	in	in	ADP
cana-2164	14	12	the	the	DET
cana-2164	14	13	process	process	NOUN
cana-2164	14	14	of	of	ADP
cana-2164	14	15	predicting	predict	VERB
cana-2164	14	16	floods	flood	NOUN
cana-2164	14	17	,	,	PUNCT
cana-2164	14	18	such	such	ADJ
cana-2164	14	19	as	as	ADP
cana-2164	14	20	the	the	DET
cana-2164	14	21	prediction	prediction	NOUN
cana-2164	14	22	amount	amount	NOUN
cana-2164	14	23	,	,	PUNCT
cana-2164	14	24	river	river	NOUN
cana-2164	14	25	inflow	inflow	NOUN
cana-2164	14	26	,	,	PUNCT
cana-2164	14	27	seasonal	seasonal	ADJ
cana-2164	14	28	flow	flow	NOUN
cana-2164	14	29	,	,	PUNCT
cana-2164	14	30	flood	flood	NOUN
cana-2164	14	31	frequency	frequency	NOUN
cana-2164	14	32	,	,	PUNCT
cana-2164	14	33	and	and	CCONJ
cana-2164	14	34	other	other	ADJ
cana-2164	14	35	pertinent	pertinent	ADJ
cana-2164	14	36	flood	flood	NOUN
cana-2164	14	37	prediction	prediction	NOUN
cana-2164	14	38	variables	variable	NOUN
cana-2164	14	39	,	,	PUNCT
cana-2164	14	40	because	because	SCONJ
cana-2164	14	41	the	the	DET
cana-2164	14	42	water	water	NOUN
cana-2164	14	43	level	level	NOUN
cana-2164	14	44	is	be	AUX
cana-2164	14	45	the	the	DET
cana-2164	14	46	most	most	ADV
cana-2164	14	47	important	important	ADJ
cana-2164	14	48	factor	factor	NOUN
cana-2164	14	49	in	in	ADP
cana-2164	14	50	hydrological	hydrological	ADJ
cana-2164	14	51	research	research	NOUN
cana-2164	14	52	.	.	PUNCT
cana-2164	15	1	machine	machine	NOUN
cana-2164	15	2	learning	learn	VERB
cana-2164	15	3	techniques	technique	NOUN
cana-2164	15	4	are	be	AUX
cana-2164	15	5	helpful	helpful	ADJ
cana-2164	15	6	for	for	ADP
cana-2164	15	7	predicting	predict	VERB
cana-2164	15	8	floods	flood	NOUN
cana-2164	15	9	because	because	SCONJ
cana-2164	15	10	they	they	PRON
cana-2164	15	11	have	have	VERB
cana-2164	15	12	the	the	DET
cana-2164	15	13	ability	ability	NOUN
cana-2164	15	14	to	to	PART
cana-2164	15	15	classify	classify	VERB
cana-2164	15	16	and	and	CCONJ
cana-2164	15	17	regress	regress	ADJ
cana-2164	15	18	data	datum	NOUN
cana-2164	15	19	from	from	ADP
cana-2164	15	20	several	several	ADJ
cana-2164	15	21	sources	source	NOUN
cana-2164	15	22	into	into	ADP
cana-2164	15	23	groups	group	NOUN
cana-2164	15	24	of	of	ADP
cana-2164	15	25	flood	flood	NOUN
cana-2164	15	26	and	and	CCONJ
cana-2164	15	27	non	non	ADJ
cana-2164	15	28	-	-	NOUN
cana-2164	15	29	flood	flood	NOUN
cana-2164	15	30	.	.	PUNCT
cana-2164	16	1	anyone	anyone	PRON
cana-2164	16	2	may	may	AUX
cana-2164	16	3	use	use	VERB
cana-2164	16	4	the	the	DET
cana-2164	16	5	machine	machine	NOUN
cana-2164	16	6	learning	learning	NOUN
cana-2164	16	7	and	and	CCONJ
cana-2164	16	8	deep	deep	ADJ
cana-2164	16	9	learning	learning	NOUN
cana-2164	16	10	features	feature	NOUN
cana-2164	16	11	of	of	ADP
cana-2164	16	12	artificial	artificial	ADJ
cana-2164	16	13	intelligence	intelligence	NOUN
cana-2164	16	14	thanks	thank	NOUN
cana-2164	16	15	to	to	ADP
cana-2164	16	16	watson	watson	PROPN
cana-2164	16	17	studio	studio	PROPN
cana-2164	16	18	.	.	PUNCT
cana-2164	17	1	keywords	keyword	NOUN
cana-2164	17	2	:	:	PUNCT
cana-2164	17	3	forecasting	forecasting	NOUN
cana-2164	17	4	,	,	PUNCT
cana-2164	17	5	disaster	disaster	NOUN
cana-2164	17	6	management	management	NOUN
cana-2164	17	7	,	,	PUNCT
cana-2164	17	8	machine	machine	NOUN
cana-2164	17	9	learning	learning	NOUN
cana-2164	17	10	,	,	PUNCT
cana-2164	17	11	deep	deep	ADJ
cana-2164	17	12	learning	learning	NOUN
cana-2164	17	13	.	.	PUNCT
cana-2164	18	1	i.	i.	PROPN
cana-2164	18	2	introduction	introduction	PROPN
cana-2164	18	3	india	india	PROPN
cana-2164	18	4	consistently	consistently	ADV
cana-2164	18	5	ranks	rank	VERB
cana-2164	18	6	as	as	ADP
cana-2164	18	7	the	the	DET
cana-2164	18	8	most	most	ADV
cana-2164	18	9	flood	flood	NOUN
cana-2164	18	10	-	-	PUNCT
cana-2164	18	11	prone	prone	ADJ
cana-2164	18	12	country	country	NOUN
cana-2164	18	13	year	year	NOUN
cana-2164	18	14	.	.	PUNCT
cana-2164	19	1	cities	city	NOUN
cana-2164	19	2	'	'	PART
cana-2164	19	3	low	low	ADV
cana-2164	19	4	-	-	PUNCT
cana-2164	19	5	lying	lie	VERB
cana-2164	19	6	areas	area	NOUN
cana-2164	19	7	are	be	AUX
cana-2164	19	8	more	more	ADV
cana-2164	19	9	vulnerable	vulnerable	ADJ
cana-2164	19	10	to	to	ADP
cana-2164	19	11	flooding	flooding	NOUN
cana-2164	19	12	.	.	PUNCT
cana-2164	20	1	there	there	PRON
cana-2164	20	2	are	be	VERB
cana-2164	20	3	a	a	DET
cana-2164	20	4	number	number	NOUN
cana-2164	20	5	of	of	ADP
cana-2164	20	6	important	important	ADJ
cana-2164	20	7	variables	variable	NOUN
cana-2164	20	8	that	that	PRON
cana-2164	20	9	have	have	AUX
cana-2164	20	10	led	lead	VERB
cana-2164	20	11	to	to	ADP
cana-2164	20	12	the	the	DET
cana-2164	20	13	increase	increase	NOUN
cana-2164	20	14	of	of	ADP
cana-2164	20	15	water	water	NOUN
cana-2164	20	16	logging	logging	NOUN
cana-2164	20	17	,	,	PUNCT
cana-2164	20	18	including	include	VERB
cana-2164	20	19	surface	surface	NOUN
cana-2164	20	20	runoff	runoff	NOUN
cana-2164	20	21	,	,	PUNCT
cana-2164	20	22	relative	relative	ADJ
cana-2164	20	23	height	height	NOUN
cana-2164	20	24	,	,	PUNCT
cana-2164	20	25	and	and	CCONJ
cana-2164	20	26	insufficient	insufficient	ADJ
cana-2164	20	27	passage	passage	NOUN
cana-2164	20	28	of	of	ADP
cana-2164	20	29	the	the	DET
cana-2164	20	30	water	water	NOUN
cana-2164	20	31	to	to	PART
cana-2164	20	32	drainage	drainage	VERB
cana-2164	20	33	.	.	PUNCT
cana-2164	21	1	flood	flood	NOUN
cana-2164	21	2	forecasting	forecasting	NOUN
cana-2164	21	3	is	be	AUX
cana-2164	21	4	especially	especially	ADV
cana-2164	21	5	important	important	ADJ
cana-2164	21	6	there	there	ADV
cana-2164	21	7	.	.	PUNCT
cana-2164	22	1	several	several	ADJ
cana-2164	22	2	indian	indian	ADJ
cana-2164	22	3	states	state	NOUN
cana-2164	22	4	have	have	AUX
cana-2164	22	5	been	be	AUX
cana-2164	22	6	hit	hit	VERB
cana-2164	22	7	by	by	ADP
cana-2164	22	8	flooding	flood	VERB
cana-2164	22	9	in	in	ADP
cana-2164	22	10	the	the	DET
cana-2164	22	11	past	past	ADJ
cana-2164	22	12	year	year	NOUN
cana-2164	22	13	.	.	PUNCT
cana-2164	23	1	these	these	PRON
cana-2164	23	2	include	include	VERB
cana-2164	23	3	assam	assam	PROPN
cana-2164	23	4	,	,	PUNCT
cana-2164	23	5	bihar	bihar	PROPN
cana-2164	23	6	,	,	PUNCT
cana-2164	23	7	goa	goa	PROPN
cana-2164	23	8	,	,	PUNCT
cana-2164	23	9	odisha	odisha	PROPN
cana-2164	23	10	,	,	PUNCT
cana-2164	23	11	pune	pune	NOUN
cana-2164	23	12	,	,	PUNCT
cana-2164	23	13	maharashtra	maharashtra	PROPN
cana-2164	23	14	,	,	PUNCT
cana-2164	23	15	tamil	tamil	PROPN
cana-2164	23	16	nadu	nadu	PROPN
cana-2164	23	17	,	,	PUNCT
cana-2164	23	18	karnataka	karnataka	PROPN
cana-2164	23	19	,	,	PUNCT
cana-2164	23	20	kerala	kerala	PROPN
cana-2164	23	21	,	,	PUNCT
cana-2164	23	22	and	and	CCONJ
cana-2164	23	23	gujarat	gujarat	PROPN
cana-2164	23	24	.	.	PUNCT
cana-2164	24	1	chennai	chennai	PROPN
cana-2164	24	2	received	receive	VERB
cana-2164	24	3	1049	1049	NUM
cana-2164	24	4	mm	mm	NOUN
cana-2164	24	5	more	more	ADJ
cana-2164	24	6	precipitation	precipitation	NOUN
cana-2164	24	7	than	than	ADP
cana-2164	24	8	average	average	ADJ
cana-2164	24	9	during	during	ADP
cana-2164	24	10	november	november	PROPN
cana-2164	24	11	2015	2015	NUM
cana-2164	24	12	,	,	PUNCT
cana-2164	24	13	the	the	DET
cana-2164	24	14	wettest	wet	ADJ
cana-2164	24	15	month	month	NOUN
cana-2164	24	16	of	of	ADP
cana-2164	24	17	the	the	DET
cana-2164	24	18	year	year	NOUN
cana-2164	24	19	.	.	PUNCT
cana-2164	25	1	rainfall	rainfall	NOUN
cana-2164	25	2	of	of	ADP
cana-2164	25	3	1088	1088	NUM
cana-2164	25	4	millimeters	millimeter	NOUN
cana-2164	25	5	in	in	ADP
cana-2164	25	6	november	november	PROPN
cana-2164	25	7	was	be	AUX
cana-2164	25	8	the	the	DET
cana-2164	25	9	highest	high	ADJ
cana-2164	25	10	since	since	SCONJ
cana-2164	25	11	records	record	NOUN
cana-2164	25	12	began	begin	VERB
cana-2164	25	13	in	in	ADP
cana-2164	25	14	1918	1918	NUM
cana-2164	25	15	.	.	PUNCT
cana-2164	26	1	the	the	DET
cana-2164	26	2	kanchipuram	kanchipuram	PROPN
cana-2164	26	3	district	district	NOUN
cana-2164	26	4	receives	receive	VERB
cana-2164	26	5	an	an	DET
cana-2164	26	6	average	average	NOUN
cana-2164	26	7	of	of	ADP
cana-2164	26	8	64	64	NUM
cana-2164	26	9	centimeters	centimeter	NOUN
cana-2164	26	10	of	of	ADP
cana-2164	26	11	precipitation	precipitation	NOUN
cana-2164	26	12	between	between	ADP
cana-2164	26	13	october	october	PROPN
cana-2164	26	14	and	and	CCONJ
cana-2164	26	15	december	december	PROPN
cana-2164	26	16	.	.	PUNCT
cana-2164	27	1	the	the	DET
cana-2164	27	2	highest	high	ADJ
cana-2164	27	3	rainfall	rainfall	NOUN
cana-2164	27	4	total	total	NOUN
cana-2164	27	5	was	be	AUX
cana-2164	27	6	recorded	record	VERB
cana-2164	27	7	there	there	ADV
cana-2164	27	8	at	at	ADP
cana-2164	27	9	181.5	181.5	NUM
cana-2164	27	10	cm	cm	NOUN
cana-2164	27	11	,	,	PUNCT
cana-2164	27	12	which	which	PRON
cana-2164	27	13	is	be	AUX
cana-2164	27	14	183	183	NUM
cana-2164	27	15	%	%	NOUN
cana-2164	27	16	greater	great	ADJ
cana-2164	27	17	than	than	ADP
cana-2164	27	18	normal	normal	ADJ
cana-2164	27	19	rainfall	rainfall	NOUN
cana-2164	27	20	.	.	PUNCT
cana-2164	28	1	however	however	ADV
cana-2164	28	2	,	,	PUNCT
cana-2164	28	3	146	146	NUM
cana-2164	28	4	cm	cm	NOUN
cana-2164	28	5	of	of	ADP
cana-2164	28	6	rain	rain	NOUN
cana-2164	28	7	was	be	AUX
cana-2164	28	8	measured	measure	VERB
cana-2164	28	9	in	in	ADP
cana-2164	28	10	the	the	DET
cana-2164	28	11	mailto:sunilmalchi1@gmail.com	mailto:sunilmalchi1@gmail.com	PROPN
cana-2164	28	12	communications	communication	NOUN
cana-2164	28	13	on	on	ADP
cana-2164	28	14	applied	apply	VERB
cana-2164	28	15	nonlinear	nonlinear	ADJ
cana-2164	28	16	analysis	analysis	NOUN
cana-2164	28	17	issn	issn	NOUN
cana-2164	28	18	:	:	PUNCT
cana-2164	28	19	1074	1074	NUM
cana-2164	28	20	-	-	PUNCT
cana-2164	28	21	133x	133x	NUM
cana-2164	28	22	vol	vol	NOUN
cana-2164	28	23	32	32	NUM
cana-2164	28	24	no	no	NOUN
cana-2164	28	25	.	.	PUNCT
cana-2164	29	1	1s	1s	NUM
cana-2164	29	2	(	(	PUNCT
cana-2164	29	3	2025	2025	NUM
cana-2164	29	4	)	)	PUNCT
cana-2164	29	5	263	263	NUM
cana-2164	29	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2164	29	7	tiruvallur	tiruvallur	NOUN
cana-2164	29	8	district	district	NOUN
cana-2164	29	9	.	.	PUNCT
cana-2164	30	1	there	there	PRON
cana-2164	30	2	has	have	AUX
cana-2164	30	3	been	be	AUX
cana-2164	30	4	a	a	DET
cana-2164	30	5	lot	lot	NOUN
cana-2164	30	6	of	of	ADP
cana-2164	30	7	effort	effort	NOUN
cana-2164	30	8	put	put	VERB
cana-2164	30	9	into	into	ADP
cana-2164	30	10	developing	develop	VERB
cana-2164	30	11	systems	system	NOUN
cana-2164	30	12	for	for	ADP
cana-2164	30	13	foreseeing	foresee	VERB
cana-2164	30	14	floods	flood	NOUN
cana-2164	30	15	,	,	PUNCT
cana-2164	30	16	but	but	CCONJ
cana-2164	30	17	not	not	PART
cana-2164	30	18	all	all	PRON
cana-2164	30	19	of	of	ADP
cana-2164	30	20	them	they	PRON
cana-2164	30	21	provide	provide	VERB
cana-2164	30	22	particularly	particularly	ADV
cana-2164	30	23	reliable	reliable	ADJ
cana-2164	30	24	estimates	estimate	NOUN
cana-2164	30	25	.	.	PUNCT
cana-2164	31	1	machine	machine	NOUN
cana-2164	31	2	learning	learning	NOUN
cana-2164	31	3	offers	offer	VERB
cana-2164	31	4	a	a	DET
cana-2164	31	5	plethora	plethora	NOUN
cana-2164	31	6	of	of	ADP
cana-2164	31	7	solutions	solution	NOUN
cana-2164	31	8	to	to	PART
cana-2164	31	9	improve	improve	VERB
cana-2164	31	10	the	the	DET
cana-2164	31	11	accuracy	accuracy	NOUN
cana-2164	31	12	of	of	ADP
cana-2164	31	13	problem	problem	NOUN
cana-2164	31	14	predictions	prediction	NOUN
cana-2164	31	15	.	.	PUNCT
cana-2164	32	1	in	in	ADP
cana-2164	32	2	this	this	DET
cana-2164	32	3	study	study	NOUN
cana-2164	32	4	,	,	PUNCT
cana-2164	32	5	we	we	PRON
cana-2164	32	6	propose	propose	VERB
cana-2164	32	7	estimating	estimate	VERB
cana-2164	32	8	the	the	DET
cana-2164	32	9	flash	flash	NOUN
cana-2164	32	10	flood	flood	NOUN
cana-2164	32	11	as	as	ADP
cana-2164	32	12	a	a	DET
cana-2164	32	13	means	means	NOUN
cana-2164	32	14	of	of	ADP
cana-2164	32	15	protecting	protect	VERB
cana-2164	32	16	flood	flood	NOUN
cana-2164	32	17	-	-	PUNCT
cana-2164	32	18	prone	prone	ADJ
cana-2164	32	19	areas	area	NOUN
cana-2164	32	20	.	.	PUNCT
cana-2164	33	1	the	the	DET
cana-2164	33	2	strategy	strategy	NOUN
cana-2164	33	3	is	be	AUX
cana-2164	33	4	geared	gear	VERB
cana-2164	33	5	on	on	ADP
cana-2164	33	6	developing	develop	VERB
cana-2164	33	7	a	a	DET
cana-2164	33	8	functional	functional	ADJ
cana-2164	33	9	model	model	NOUN
cana-2164	33	10	of	of	ADP
cana-2164	33	11	an	an	DET
cana-2164	33	12	ml	ml	NOUN
cana-2164	33	13	algorithm	algorithm	NOUN
cana-2164	33	14	.	.	PUNCT
cana-2164	34	1	improved	improve	VERB
cana-2164	34	2	short	short	ADJ
cana-2164	34	3	-	-	PUNCT
cana-2164	34	4	term	term	NOUN
cana-2164	34	5	forecasting	forecasting	NOUN
cana-2164	34	6	in	in	ADP
cana-2164	34	7	urban	urban	ADJ
cana-2164	34	8	areas	area	NOUN
cana-2164	34	9	is	be	AUX
cana-2164	34	10	achieved	achieve	VERB
cana-2164	34	11	by	by	ADP
cana-2164	34	12	factoring	factor	VERB
cana-2164	34	13	in	in	ADP
cana-2164	34	14	the	the	DET
cana-2164	34	15	risk	risk	NOUN
cana-2164	34	16	of	of	ADP
cana-2164	34	17	flooding[6][7][27	flooding[6][7][27	NOUN
cana-2164	34	18	]	]	PUNCT
cana-2164	34	19	.	.	PUNCT
cana-2164	35	1	gauge	gauge	ADJ
cana-2164	35	2	sensors	sensor	NOUN
cana-2164	35	3	and	and	CCONJ
cana-2164	35	4	remote	remote	ADJ
cana-2164	35	5	sensing	sense	VERB
cana-2164	35	6	devices	device	NOUN
cana-2164	35	7	are	be	AUX
cana-2164	35	8	only	only	ADV
cana-2164	35	9	two	two	NUM
cana-2164	35	10	of	of	ADP
cana-2164	35	11	the	the	DET
cana-2164	35	12	many	many	ADJ
cana-2164	35	13	tools	tool	NOUN
cana-2164	35	14	available	available	ADJ
cana-2164	35	15	for	for	ADP
cana-2164	35	16	tracking	track	VERB
cana-2164	35	17	floods	flood	NOUN
cana-2164	35	18	.	.	PUNCT
cana-2164	36	1	however	however	ADV
cana-2164	36	2	,	,	PUNCT
cana-2164	36	3	there	there	PRON
cana-2164	36	4	are	be	VERB
cana-2164	36	5	limitations	limitation	NOUN
cana-2164	36	6	to	to	PART
cana-2164	36	7	remote	remote	VERB
cana-2164	36	8	sensing	sense	VERB
cana-2164	36	9	technologies	technology	NOUN
cana-2164	36	10	,	,	PUNCT
cana-2164	36	11	such	such	ADJ
cana-2164	36	12	as	as	ADP
cana-2164	36	13	the	the	DET
cana-2164	36	14	length	length	NOUN
cana-2164	36	15	of	of	ADP
cana-2164	36	16	time	time	NOUN
cana-2164	36	17	between	between	ADP
cana-2164	36	18	satellite	satellite	NOUN
cana-2164	36	19	visits	visit	NOUN
cana-2164	36	20	,	,	PUNCT
cana-2164	36	21	and	and	CCONJ
cana-2164	36	22	the	the	DET
cana-2164	36	23	limited	limited	ADJ
cana-2164	36	24	spatial	spatial	ADJ
cana-2164	36	25	resolution	resolution	NOUN
cana-2164	36	26	of	of	ADP
cana-2164	36	27	gauge	gauge	ADJ
cana-2164	36	28	sensors	sensor	NOUN
cana-2164	36	29	.	.	PUNCT
cana-2164	37	1	recovering	recover	VERB
cana-2164	37	2	from	from	ADP
cana-2164	37	3	a	a	DET
cana-2164	37	4	data	data	NOUN
cana-2164	37	5	loss	loss	NOUN
cana-2164	37	6	might	might	AUX
cana-2164	37	7	take	take	VERB
cana-2164	37	8	anywhere	anywhere	ADV
cana-2164	37	9	from	from	ADP
cana-2164	37	10	a	a	DET
cana-2164	37	11	few	few	ADJ
cana-2164	37	12	minutes	minute	NOUN
cana-2164	37	13	to	to	ADP
cana-2164	37	14	a	a	DET
cana-2164	37	15	few	few	ADJ
cana-2164	37	16	hours	hour	NOUN
cana-2164	37	17	.	.	PUNCT
cana-2164	38	1	due	due	ADP
cana-2164	38	2	to	to	ADP
cana-2164	38	3	its	its	PRON
cana-2164	38	4	reliance	reliance	NOUN
cana-2164	38	5	on	on	ADP
cana-2164	38	6	water	water	NOUN
cana-2164	38	7	level	level	NOUN
cana-2164	38	8	sensors	sensor	NOUN
cana-2164	38	9	and	and	CCONJ
cana-2164	38	10	precipitation	precipitation	NOUN
cana-2164	38	11	forecasts	forecast	NOUN
cana-2164	38	12	,	,	PUNCT
cana-2164	38	13	existing	exist	VERB
cana-2164	38	14	flood	flood	NOUN
cana-2164	38	15	warning	warning	NOUN
cana-2164	38	16	analysis	analysis	NOUN
cana-2164	38	17	is	be	AUX
cana-2164	38	18	unable	unable	ADJ
cana-2164	38	19	to	to	PART
cana-2164	38	20	offer	offer	VERB
cana-2164	38	21	near	near	ADP
cana-2164	38	22	-	-	PUNCT
cana-2164	38	23	real	real	ADJ
cana-2164	38	24	-	-	PUNCT
cana-2164	38	25	time	time	NOUN
cana-2164	38	26	and	and	CCONJ
cana-2164	38	27	automated	automate	VERB
cana-2164	38	28	flood	flood	NOUN
cana-2164	38	29	monitoring	monitoring	NOUN
cana-2164	38	30	analysis	analysis	NOUN
cana-2164	38	31	.	.	PUNCT
cana-2164	39	1	as	as	ADP
cana-2164	39	2	a	a	DET
cana-2164	39	3	result	result	NOUN
cana-2164	39	4	,	,	PUNCT
cana-2164	39	5	visual	visual	ADJ
cana-2164	39	6	sensing	sense	VERB
cana-2164	39	7	devices	device	NOUN
cana-2164	39	8	have	have	AUX
cana-2164	39	9	been	be	AUX
cana-2164	39	10	created	create	VERB
cana-2164	39	11	,	,	PUNCT
cana-2164	39	12	capable	capable	ADJ
cana-2164	39	13	of	of	ADP
cana-2164	39	14	collecting	collect	VERB
cana-2164	39	15	vast	vast	ADJ
cana-2164	39	16	amounts	amount	NOUN
cana-2164	39	17	of	of	ADP
cana-2164	39	18	data	datum	NOUN
cana-2164	39	19	in	in	ADP
cana-2164	39	20	a	a	DET
cana-2164	39	21	targeted	target	VERB
cana-2164	39	22	area	area	NOUN
cana-2164	39	23	.	.	PUNCT
cana-2164	40	1	there	there	PRON
cana-2164	40	2	are	be	VERB
cana-2164	40	3	countless	countless	ADJ
cana-2164	40	4	applications	application	NOUN
cana-2164	40	5	that	that	PRON
cana-2164	40	6	make	make	VERB
cana-2164	40	7	substantial	substantial	ADJ
cana-2164	40	8	use	use	NOUN
cana-2164	40	9	of	of	ADP
cana-2164	40	10	the	the	DET
cana-2164	40	11	information	information	NOUN
cana-2164	40	12	included	include	VERB
cana-2164	40	13	in	in	ADP
cana-2164	40	14	both	both	PRON
cana-2164	40	15	moving	move	VERB
cana-2164	40	16	and	and	CCONJ
cana-2164	40	17	still	still	ADV
cana-2164	40	18	photographs	photograph	NOUN
cana-2164	40	19	.	.	PUNCT
cana-2164	41	1	with	with	ADP
cana-2164	41	2	the	the	DET
cana-2164	41	3	advancement	advancement	NOUN
cana-2164	41	4	of	of	ADP
cana-2164	41	5	surveillance	surveillance	NOUN
cana-2164	41	6	technology	technology	NOUN
cana-2164	41	7	,	,	PUNCT
cana-2164	41	8	more	more	ADJ
cana-2164	41	9	people	people	NOUN
cana-2164	41	10	are	be	AUX
cana-2164	41	11	considering	consider	VERB
cana-2164	41	12	installing	instal	VERB
cana-2164	41	13	visual	visual	ADJ
cana-2164	41	14	monitoring	monitoring	NOUN
cana-2164	41	15	and	and	CCONJ
cana-2164	41	16	surveillance	surveillance	NOUN
cana-2164	41	17	systems	system	NOUN
cana-2164	41	18	,	,	PUNCT
cana-2164	41	19	especially	especially	ADV
cana-2164	41	20	in	in	ADP
cana-2164	41	21	disaster	disaster	NOUN
cana-2164	41	22	-	-	PUNCT
cana-2164	41	23	stricken	stricken	VERB
cana-2164	41	24	areas.[8][25][26	areas.[8][25][26	NOUN
cana-2164	41	25	]	]	X
cana-2164	41	26	ii	ii	X
cana-2164	41	27	.	.	PUNCT
cana-2164	42	1	literature	literature	PROPN
cana-2164	42	2	survey	survey	PROPN
cana-2164	42	3	j.akshaya	j.akshaya	NOUN
cana-2164	42	4	and	and	CCONJ
cana-2164	42	5	p.l.k	p.l.k	PROPN
cana-2164	42	6	.	.	PUNCT
cana-2164	42	7	priyadarshini	priyadarshini	PROPN
cana-2164	43	1	[	[	X
cana-2164	43	2	1	1	X
cana-2164	43	3	]	]	PUNCT
cana-2164	43	4	the	the	DET
cana-2164	43	5	recent	recent	ADJ
cana-2164	43	6	flooding	flooding	NOUN
cana-2164	43	7	in	in	ADP
cana-2164	43	8	several	several	ADJ
cana-2164	43	9	parts	part	NOUN
cana-2164	43	10	of	of	ADP
cana-2164	43	11	southern	southern	ADJ
cana-2164	43	12	india	india	PROPN
cana-2164	43	13	has	have	AUX
cana-2164	43	14	caused	cause	VERB
cana-2164	43	15	significant	significant	ADJ
cana-2164	43	16	loss	loss	NOUN
cana-2164	43	17	of	of	ADP
cana-2164	43	18	life	life	NOUN
cana-2164	43	19	and	and	CCONJ
cana-2164	43	20	property	property	NOUN
cana-2164	43	21	.	.	PUNCT
cana-2164	44	1	resuming	resume	VERB
cana-2164	44	2	normal	normal	ADJ
cana-2164	44	3	life	life	NOUN
cana-2164	44	4	after	after	SCONJ
cana-2164	44	5	a	a	DET
cana-2164	44	6	devastating	devastating	ADJ
cana-2164	44	7	natural	natural	ADJ
cana-2164	44	8	disaster	disaster	NOUN
cana-2164	44	9	like	like	ADP
cana-2164	44	10	a	a	DET
cana-2164	44	11	flood	flood	NOUN
cana-2164	44	12	might	might	AUX
cana-2164	44	13	take	take	VERB
cana-2164	44	14	a	a	DET
cana-2164	44	15	long	long	ADJ
cana-2164	44	16	time	time	NOUN
cana-2164	44	17	.	.	PUNCT
cana-2164	45	1	drones	drone	NOUN
cana-2164	45	2	are	be	AUX
cana-2164	45	3	only	only	ADV
cana-2164	45	4	one	one	NUM
cana-2164	45	5	example	example	NOUN
cana-2164	45	6	of	of	ADP
cana-2164	45	7	the	the	DET
cana-2164	45	8	technology	technology	NOUN
cana-2164	45	9	used	use	VERB
cana-2164	45	10	during	during	ADP
cana-2164	45	11	disasters	disaster	NOUN
cana-2164	45	12	to	to	PART
cana-2164	45	13	speed	speed	VERB
cana-2164	45	14	up	up	ADP
cana-2164	45	15	relief	relief	NOUN
cana-2164	45	16	efforts	effort	NOUN
cana-2164	45	17	and	and	CCONJ
cana-2164	45	18	reduce	reduce	VERB
cana-2164	45	19	property	property	NOUN
cana-2164	45	20	loss	loss	NOUN
cana-2164	45	21	.	.	PUNCT
cana-2164	46	1	remote	remote	ADJ
cana-2164	46	2	sensing	sensing	NOUN
cana-2164	46	3	and	and	CCONJ
cana-2164	46	4	aerial	aerial	ADJ
cana-2164	46	5	picture	picture	NOUN
cana-2164	46	6	analysis	analysis	NOUN
cana-2164	46	7	automatically	automatically	ADV
cana-2164	46	8	need	need	VERB
cana-2164	46	9	a	a	DET
cana-2164	46	10	large	large	ADJ
cana-2164	46	11	number	number	NOUN
cana-2164	46	12	of	of	ADP
cana-2164	46	13	algorithms	algorithm	NOUN
cana-2164	46	14	.	.	PUNCT
cana-2164	47	1	drones	drone	NOUN
cana-2164	47	2	with	with	ADP
cana-2164	47	3	high	high	ADJ
cana-2164	47	4	-	-	PUNCT
cana-2164	47	5	quality	quality	NOUN
cana-2164	47	6	cameras	camera	NOUN
cana-2164	47	7	and	and	CCONJ
cana-2164	47	8	sensitive	sensitive	ADJ
cana-2164	47	9	sensors	sensor	NOUN
cana-2164	47	10	are	be	AUX
cana-2164	47	11	replacing	replace	VERB
cana-2164	47	12	traditional	traditional	ADJ
cana-2164	47	13	aerial	aerial	ADJ
cana-2164	47	14	photography	photography	NOUN
cana-2164	47	15	in	in	ADP
cana-2164	47	16	many	many	ADJ
cana-2164	47	17	applications	application	NOUN
cana-2164	47	18	.	.	PUNCT
cana-2164	48	1	this	this	DET
cana-2164	48	2	research	research	NOUN
cana-2164	48	3	suggests	suggest	VERB
cana-2164	48	4	a	a	DET
cana-2164	48	5	hybrid	hybrid	ADJ
cana-2164	48	6	method	method	NOUN
cana-2164	48	7	for	for	ADP
cana-2164	48	8	determining	determine	VERB
cana-2164	48	9	whether	whether	SCONJ
cana-2164	48	10	or	or	CCONJ
cana-2164	48	11	not	not	PART
cana-2164	48	12	an	an	DET
cana-2164	48	13	area	area	NOUN
cana-2164	48	14	in	in	ADP
cana-2164	48	15	an	an	DET
cana-2164	48	16	aerial	aerial	ADJ
cana-2164	48	17	photograph	photograph	NOUN
cana-2164	48	18	has	have	AUX
cana-2164	48	19	been	be	AUX
cana-2164	48	20	impacted	impact	VERB
cana-2164	48	21	by	by	ADP
cana-2164	48	22	flooding	flooding	NOUN
cana-2164	48	23	.	.	PUNCT
cana-2164	49	1	support	support	NOUN
cana-2164	49	2	vector	vector	NOUN
cana-2164	49	3	machine	machine	NOUN
cana-2164	49	4	(	(	PUNCT
cana-2164	49	5	svm	svm	PROPN
cana-2164	49	6	)	)	PUNCT
cana-2164	49	7	and	and	CCONJ
cana-2164	49	8	k	k	ADJ
cana-2164	49	9	-	-	PUNCT
cana-2164	49	10	means	means	NOUN
cana-2164	49	11	clustering	clustering	NOUN
cana-2164	49	12	,	,	PUNCT
cana-2164	49	13	when	when	SCONJ
cana-2164	49	14	used	use	VERB
cana-2164	49	15	together	together	ADV
cana-2164	49	16	,	,	PUNCT
cana-2164	49	17	were	be	AUX
cana-2164	49	18	able	able	ADJ
cana-2164	49	19	to	to	PART
cana-2164	49	20	properly	properly	ADV
cana-2164	49	21	categorize	categorize	VERB
cana-2164	49	22	around	around	ADP
cana-2164	49	23	92	92	NUM
cana-2164	49	24	%	%	NOUN
cana-2164	49	25	of	of	ADP
cana-2164	49	26	flooded	flooded	ADJ
cana-2164	49	27	photos	photo	NOUN
cana-2164	49	28	,	,	PUNCT
cana-2164	49	29	demonstrating	demonstrate	VERB
cana-2164	49	30	their	their	PRON
cana-2164	49	31	efficacy	efficacy	NOUN
cana-2164	49	32	in	in	ADP
cana-2164	49	33	detecting	detect	VERB
cana-2164	49	34	flooded	flood	VERB
cana-2164	49	35	areas	area	NOUN
cana-2164	49	36	.	.	PUNCT
cana-2164	50	1	altering	alter	VERB
cana-2164	50	2	the	the	DET
cana-2164	50	3	svm	svm	PROPN
cana-2164	50	4	's	's	PART
cana-2164	50	5	kernel	kernel	NOUN
cana-2164	50	6	functions	function	NOUN
cana-2164	50	7	is	be	AUX
cana-2164	50	8	how	how	SCONJ
cana-2164	50	9	performance	performance	NOUN
cana-2164	50	10	is	be	AUX
cana-2164	50	11	analyzed	analyze	VERB
cana-2164	50	12	.	.	PUNCT
cana-2164	51	1	the	the	DET
cana-2164	51	2	results	result	NOUN
cana-2164	51	3	demonstrate	demonstrate	VERB
cana-2164	51	4	that	that	SCONJ
cana-2164	51	5	using	use	VERB
cana-2164	51	6	quadratic	quadratic	ADJ
cana-2164	51	7	svm	svm	NOUN
cana-2164	51	8	cuts	cut	VERB
cana-2164	51	9	down	down	ADP
cana-2164	51	10	on	on	ADP
cana-2164	51	11	both	both	DET
cana-2164	51	12	prediction	prediction	NOUN
cana-2164	51	13	and	and	CCONJ
cana-2164	51	14	training	training	NOUN
cana-2164	51	15	times[11][12	times[11][12	PROPN
cana-2164	51	16	]	]	PUNCT
cana-2164	51	17	.	.	PUNCT
cana-2164	52	1	a.b.ranjit	a.b.ranjit	VERB
cana-2164	52	2	and	and	CCONJ
cana-2164	52	3	p.v.durga	p.v.durga	VERB
cana-2164	52	4	[	[	X
cana-2164	52	5	2	2	X
cana-2164	52	6	]	]	PUNCT
cana-2164	52	7	one	one	NUM
cana-2164	52	8	of	of	ADP
cana-2164	52	9	the	the	DET
cana-2164	52	10	most	most	ADV
cana-2164	52	11	pressing	pressing	ADJ
cana-2164	52	12	and	and	CCONJ
cana-2164	52	13	difficult	difficult	ADJ
cana-2164	52	14	issues	issue	NOUN
cana-2164	52	15	in	in	ADP
cana-2164	52	16	hydrology	hydrology	NOUN
cana-2164	52	17	is	be	AUX
cana-2164	52	18	flood	flood	NOUN
cana-2164	52	19	forecasting	forecasting	NOUN
cana-2164	52	20	(	(	PUNCT
cana-2164	52	21	ff	ff	NOUN
cana-2164	52	22	)	)	PUNCT
cana-2164	52	23	.	.	PUNCT
cana-2164	53	1	forecasting	forecasting	NOUN
cana-2164	53	2	and	and	CCONJ
cana-2164	53	3	warning	warn	VERB
cana-2164	53	4	for	for	ADP
cana-2164	53	5	flooding	flooding	NOUN
cana-2164	53	6	is	be	AUX
cana-2164	53	7	widely	widely	ADV
cana-2164	53	8	recognized	recognize	VERB
cana-2164	53	9	as	as	ADP
cana-2164	53	10	the	the	DET
cana-2164	53	11	single	single	ADJ
cana-2164	53	12	most	most	ADV
cana-2164	53	13	effective	effective	ADJ
cana-2164	53	14	non	non	ADJ
cana-2164	53	15	-	-	ADJ
cana-2164	53	16	structural	structural	ADJ
cana-2164	53	17	measure	measure	NOUN
cana-2164	53	18	for	for	ADP
cana-2164	53	19	mitigating	mitigate	VERB
cana-2164	53	20	flood	flood	NOUN
cana-2164	53	21	losses	loss	NOUN
cana-2164	53	22	.	.	PUNCT
cana-2164	54	1	a	a	DET
cana-2164	54	2	reliable	reliable	ADJ
cana-2164	54	3	flood	flood	NOUN
cana-2164	54	4	warning	warning	NOUN
cana-2164	54	5	system	system	NOUN
cana-2164	54	6	should	should	AUX
cana-2164	54	7	alert	alert	VERB
cana-2164	54	8	residents	resident	NOUN
cana-2164	54	9	with	with	ADP
cana-2164	54	10	the	the	DET
cana-2164	54	11	time	time	NOUN
cana-2164	54	12	to	to	PART
cana-2164	54	13	prepare	prepare	VERB
cana-2164	54	14	.	.	PUNCT
cana-2164	55	1	the	the	DET
cana-2164	55	2	purpose	purpose	NOUN
cana-2164	55	3	of	of	ADP
cana-2164	55	4	an	an	DET
cana-2164	55	5	accurate	accurate	ADJ
cana-2164	55	6	flood	flood	NOUN
cana-2164	55	7	forecast	forecast	NOUN
cana-2164	55	8	is	be	AUX
cana-2164	55	9	to	to	PART
cana-2164	55	10	give	give	VERB
cana-2164	55	11	authorities	authority	NOUN
cana-2164	55	12	and	and	CCONJ
cana-2164	55	13	citizens	citizen	NOUN
cana-2164	55	14	as	as	ADP
cana-2164	55	15	much	much	ADJ
cana-2164	55	16	warning	warning	NOUN
cana-2164	55	17	as	as	ADP
cana-2164	55	18	possible	possible	ADJ
cana-2164	55	19	before	before	ADP
cana-2164	55	20	a	a	DET
cana-2164	55	21	flood	flood	NOUN
cana-2164	55	22	strikes	strike	NOUN
cana-2164	55	23	.	.	PUNCT
cana-2164	56	1	the	the	DET
cana-2164	56	2	development	development	NOUN
cana-2164	56	3	of	of	ADP
cana-2164	56	4	hydrological	hydrological	ADJ
cana-2164	56	5	models	model	NOUN
cana-2164	56	6	,	,	PUNCT
cana-2164	56	7	the	the	DET
cana-2164	56	8	expansion	expansion	NOUN
cana-2164	56	9	of	of	ADP
cana-2164	56	10	analytical	analytical	ADJ
cana-2164	56	11	expertise	expertise	NOUN
cana-2164	56	12	,	,	PUNCT
cana-2164	56	13	and	and	CCONJ
cana-2164	56	14	the	the	DET
cana-2164	56	15	enhancement	enhancement	NOUN
cana-2164	56	16	of	of	ADP
cana-2164	56	17	data	datum	NOUN
cana-2164	56	18	collecting	collect	VERB
cana-2164	56	19	via	via	ADP
cana-2164	56	20	satellite	satellite	NOUN
cana-2164	56	21	observations	observation	NOUN
cana-2164	56	22	have	have	AUX
cana-2164	56	23	all	all	PRON
cana-2164	56	24	contributed	contribute	VERB
cana-2164	56	25	to	to	ADP
cana-2164	56	26	an	an	DET
cana-2164	56	27	increase	increase	NOUN
cana-2164	56	28	in	in	ADP
cana-2164	56	29	the	the	DET
cana-2164	56	30	accuracy	accuracy	NOUN
cana-2164	56	31	of	of	ADP
cana-2164	56	32	forecasts	forecast	NOUN
cana-2164	56	33	.	.	PUNCT
cana-2164	57	1	in	in	ADP
cana-2164	57	2	this	this	DET
cana-2164	57	3	work	work	NOUN
cana-2164	57	4	,	,	PUNCT
cana-2164	57	5	we	we	PRON
cana-2164	57	6	examine	examine	VERB
cana-2164	57	7	several	several	ADJ
cana-2164	57	8	facets	facet	NOUN
cana-2164	57	9	of	of	ADP
cana-2164	57	10	flood	flood	NOUN
cana-2164	57	11	forecasting	forecasting	NOUN
cana-2164	57	12	,	,	PUNCT
cana-2164	57	13	including	include	VERB
cana-2164	57	14	the	the	DET
cana-2164	57	15	models	model	NOUN
cana-2164	57	16	employed	employ	VERB
cana-2164	57	17	,	,	PUNCT
cana-2164	57	18	data	datum	NOUN
cana-2164	57	19	collection	collection	NOUN
cana-2164	57	20	methods	method	NOUN
cana-2164	57	21	,	,	PUNCT
cana-2164	57	22	visualization	visualization	NOUN
cana-2164	57	23	strategies	strategy	NOUN
cana-2164	57	24	,	,	PUNCT
cana-2164	57	25	and	and	CCONJ
cana-2164	57	26	alerts[9][28][29	alerts[9][28][29	NOUN
cana-2164	57	27	]	]	X
cana-2164	57	28	.	.	PUNCT
cana-2164	58	1	f.	f.	PROPN
cana-2164	58	2	a.	a.	PROPN
cana-2164	58	3	ruslan	ruslan	PROPN
cana-2164	58	4	,	,	PUNCT
cana-2164	58	5	k.	k.	PROPN
cana-2164	58	6	haroon	haroon	PROPN
cana-2164	58	7	,	,	PUNCT
cana-2164	58	8	a.	a.	NOUN
cana-2164	58	9	m.	m.	PROPN
cana-2164	58	10	samad	samad	PROPN
cana-2164	58	11	and	and	CCONJ
cana-2164	58	12	r.	r.	PROPN
cana-2164	58	13	adnan	adnan	PROPN
cana-2164	58	14	,	,	PUNCT
cana-2164	58	15	[	[	X
cana-2164	58	16	2017	2017	NUM
cana-2164	58	17	]	]	PUNCT
cana-2164	58	18	communications	communication	NOUN
cana-2164	58	19	on	on	ADP
cana-2164	58	20	applied	apply	VERB
cana-2164	58	21	nonlinear	nonlinear	ADJ
cana-2164	58	22	analysis	analysis	NOUN
cana-2164	58	23	issn	issn	NOUN
cana-2164	58	24	:	:	PUNCT
cana-2164	58	25	1074	1074	NUM
cana-2164	58	26	-	-	PUNCT
cana-2164	58	27	133x	133x	NUM
cana-2164	58	28	vol	vol	NOUN
cana-2164	58	29	32	32	NUM
cana-2164	58	30	no	no	NOUN
cana-2164	58	31	.	.	PUNCT
cana-2164	59	1	1s	1s	NUM
cana-2164	59	2	(	(	PUNCT
cana-2164	59	3	2025	2025	NUM
cana-2164	59	4	)	)	PUNCT
cana-2164	59	5	264	264	NUM
cana-2164	59	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2164	59	7	many	many	ADJ
cana-2164	59	8	states	state	NOUN
cana-2164	59	9	in	in	ADP
cana-2164	59	10	malaysia	malaysia	PROPN
cana-2164	59	11	,	,	PUNCT
cana-2164	59	12	especially	especially	ADV
cana-2164	59	13	those	those	PRON
cana-2164	59	14	on	on	ADP
cana-2164	59	15	the	the	DET
cana-2164	59	16	east	east	PROPN
cana-2164	59	17	coast	coast	NOUN
cana-2164	59	18	,	,	PUNCT
cana-2164	59	19	are	be	AUX
cana-2164	59	20	vulnerable	vulnerable	ADJ
cana-2164	59	21	to	to	ADP
cana-2164	59	22	devastating	devastating	ADJ
cana-2164	59	23	floods	flood	NOUN
cana-2164	59	24	at	at	ADP
cana-2164	59	25	the	the	DET
cana-2164	59	26	end	end	NOUN
cana-2164	59	27	of	of	ADP
cana-2164	59	28	the	the	DET
cana-2164	59	29	year	year	NOUN
cana-2164	59	30	because	because	SCONJ
cana-2164	59	31	of	of	ADP
cana-2164	59	32	monsoon	monsoon	NOUN
cana-2164	59	33	rain	rain	NOUN
cana-2164	59	34	.	.	PUNCT
cana-2164	60	1	numerous	numerous	ADJ
cana-2164	60	2	people	people	NOUN
cana-2164	60	3	saw	see	VERB
cana-2164	60	4	significant	significant	ADJ
cana-2164	60	5	financial	financial	ADJ
cana-2164	60	6	and	and	CCONJ
cana-2164	60	7	property	property	NOUN
cana-2164	60	8	losses	loss	NOUN
cana-2164	60	9	.	.	PUNCT
cana-2164	61	1	in	in	ADP
cana-2164	61	2	light	light	NOUN
cana-2164	61	3	of	of	ADP
cana-2164	61	4	this	this	PRON
cana-2164	61	5	,	,	PUNCT
cana-2164	61	6	an	an	DET
cana-2164	61	7	alert	alert	ADJ
cana-2164	61	8	system	system	NOUN
cana-2164	61	9	predicated	predicate	VERB
cana-2164	61	10	on	on	ADP
cana-2164	61	11	a	a	DET
cana-2164	61	12	reliable	reliable	ADJ
cana-2164	61	13	model	model	NOUN
cana-2164	61	14	for	for	ADP
cana-2164	61	15	predicting	predict	VERB
cana-2164	61	16	flood	flood	NOUN
cana-2164	61	17	water	water	NOUN
cana-2164	61	18	levels	level	NOUN
cana-2164	61	19	is	be	AUX
cana-2164	61	20	required	require	VERB
cana-2164	61	21	to	to	PART
cana-2164	61	22	give	give	VERB
cana-2164	61	23	advance	advance	NOUN
cana-2164	61	24	warning	warning	NOUN
cana-2164	61	25	to	to	ADP
cana-2164	61	26	the	the	DET
cana-2164	61	27	impacted	impact	VERB
cana-2164	61	28	area	area	NOUN
cana-2164	61	29	and	and	CCONJ
cana-2164	61	30	its	its	PRON
cana-2164	61	31	residents	resident	NOUN
cana-2164	61	32	.	.	PUNCT
cana-2164	62	1	models	model	NOUN
cana-2164	62	2	for	for	ADP
cana-2164	62	3	predicting	predict	VERB
cana-2164	62	4	floods	flood	NOUN
cana-2164	62	5	were	be	AUX
cana-2164	62	6	developed	develop	VERB
cana-2164	62	7	using	use	VERB
cana-2164	62	8	the	the	DET
cana-2164	62	9	multiple	multiple	ADJ
cana-2164	62	10	-	-	PUNCT
cana-2164	62	11	input	input	NOUN
cana-2164	62	12	,	,	PUNCT
cana-2164	62	13	single	single	ADJ
cana-2164	62	14	-	-	PUNCT
cana-2164	62	15	output	output	NOUN
cana-2164	62	16	(	(	PUNCT
cana-2164	62	17	miso	miso	NOUN
cana-2164	62	18	)	)	PUNCT
cana-2164	62	19	auto	auto	NOUN
cana-2164	62	20	regressive	regressive	ADJ
cana-2164	62	21	with	with	ADP
cana-2164	62	22	exogenous	exogenous	ADJ
cana-2164	62	23	input	input	NOUN
cana-2164	62	24	(	(	PUNCT
cana-2164	62	25	arx	arx	PROPN
cana-2164	62	26	)	)	PUNCT
cana-2164	62	27	and	and	CCONJ
cana-2164	62	28	the	the	DET
cana-2164	62	29	multiple	multiple	ADJ
cana-2164	62	30	-	-	PUNCT
cana-2164	62	31	input	input	NOUN
cana-2164	62	32	,	,	PUNCT
cana-2164	62	33	single	single	ADJ
cana-2164	62	34	-	-	PUNCT
cana-2164	62	35	output	output	NOUN
cana-2164	62	36	(	(	PUNCT
cana-2164	62	37	miso	miso	NOUN
cana-2164	62	38	)	)	PUNCT
cana-2164	62	39	auto	auto	NOUN
cana-2164	62	40	regressive	regressive	ADJ
cana-2164	62	41	moving	move	VERB
cana-2164	62	42	average	average	NOUN
cana-2164	62	43	with	with	ADP
cana-2164	62	44	exogenous	exogenous	ADJ
cana-2164	62	45	input	input	NOUN
cana-2164	62	46	(	(	PUNCT
cana-2164	62	47	armax	armax	NOUN
cana-2164	62	48	)	)	PUNCT
cana-2164	62	49	architectures	architecture	NOUN
cana-2164	62	50	,	,	PUNCT
cana-2164	62	51	and	and	CCONJ
cana-2164	62	52	their	their	PRON
cana-2164	62	53	predictive	predictive	ADJ
cana-2164	62	54	capacities	capacity	NOUN
cana-2164	62	55	were	be	AUX
cana-2164	62	56	evaluated	evaluate	VERB
cana-2164	62	57	.	.	PUNCT
cana-2164	63	1	the	the	DET
cana-2164	63	2	parametric	parametric	ADJ
cana-2164	63	3	models	model	NOUN
cana-2164	63	4	were	be	AUX
cana-2164	63	5	developed	develop	VERB
cana-2164	63	6	with	with	ADP
cana-2164	63	7	the	the	DET
cana-2164	63	8	help	help	NOUN
cana-2164	63	9	of	of	ADP
cana-2164	63	10	the	the	DET
cana-2164	63	11	matlab	matlab	PROPN
cana-2164	63	12	system	system	NOUN
cana-2164	63	13	identification	identification	NOUN
cana-2164	63	14	toolkit	toolkit	NOUN
cana-2164	63	15	.	.	PUNCT
cana-2164	64	1	information	information	NOUN
cana-2164	64	2	for	for	ADP
cana-2164	64	3	this	this	DET
cana-2164	64	4	case	case	NOUN
cana-2164	64	5	study	study	NOUN
cana-2164	64	6	was	be	AUX
cana-2164	64	7	gathered	gather	VERB
cana-2164	64	8	at	at	ADP
cana-2164	64	9	five	five	NUM
cana-2164	64	10	different	different	ADJ
cana-2164	64	11	locations	location	NOUN
cana-2164	64	12	along	along	ADP
cana-2164	64	13	the	the	DET
cana-2164	64	14	pahang	pahang	PROPN
cana-2164	64	15	river	river	PROPN
cana-2164	64	16	in	in	ADP
cana-2164	64	17	temerloh	temerloh	PROPN
cana-2164	64	18	,	,	PUNCT
cana-2164	64	19	pahang	pahang	PROPN
cana-2164	64	20	:	:	PUNCT
cana-2164	64	21	four	four	NUM
cana-2164	64	22	upstream	upstream	ADJ
cana-2164	64	23	sites	site	NOUN
cana-2164	64	24	and	and	CCONJ
cana-2164	64	25	one	one	NUM
cana-2164	64	26	downstream	downstream	ADJ
cana-2164	64	27	station	station	NOUN
cana-2164	64	28	.	.	PUNCT
cana-2164	65	1	the	the	DET
cana-2164	65	2	data	datum	NOUN
cana-2164	65	3	utilized	utilize	VERB
cana-2164	65	4	in	in	ADP
cana-2164	65	5	this	this	DET
cana-2164	65	6	analysis	analysis	NOUN
cana-2164	65	7	were	be	AUX
cana-2164	65	8	collected	collect	VERB
cana-2164	65	9	and	and	CCONJ
cana-2164	65	10	compiled	compile	VERB
cana-2164	65	11	by	by	ADP
cana-2164	65	12	the	the	DET
cana-2164	65	13	malaysian	malaysian	PROPN
cana-2164	65	14	ministry	ministry	PROPN
cana-2164	65	15	of	of	ADP
cana-2164	65	16	drainage	drainage	NOUN
cana-2164	65	17	and	and	CCONJ
cana-2164	65	18	irrigation	irrigation	NOUN
cana-2164	65	19	.	.	PUNCT
cana-2164	66	1	in	in	ADP
cana-2164	66	2	terms	term	NOUN
cana-2164	66	3	of	of	ADP
cana-2164	66	4	best	good	ADJ
cana-2164	66	5	fit	fit	ADJ
cana-2164	66	6	value	value	NOUN
cana-2164	66	7	and	and	CCONJ
cana-2164	66	8	rise	rise	VERB
cana-2164	66	9	values	value	NOUN
cana-2164	66	10	,	,	PUNCT
cana-2164	66	11	the	the	DET
cana-2164	66	12	simulation	simulation	NOUN
cana-2164	66	13	results	result	NOUN
cana-2164	66	14	showed	show	VERB
cana-2164	66	15	that	that	SCONJ
cana-2164	66	16	the	the	DET
cana-2164	66	17	armax	armax	NOUN
cana-2164	66	18	structure	structure	NOUN
cana-2164	66	19	-	-	PUNCT
cana-2164	66	20	designed	design	VERB
cana-2164	66	21	flood	flood	NOUN
cana-2164	66	22	prediction	prediction	NOUN
cana-2164	66	23	model	model	NOUN
cana-2164	66	24	performed	perform	VERB
cana-2164	66	25	better	well	ADV
cana-2164	66	26	than	than	ADP
cana-2164	66	27	the	the	DET
cana-2164	66	28	arx	arx	PROPN
cana-2164	66	29	structure	structure	NOUN
cana-2164	66	30	-	-	PUNCT
cana-2164	66	31	designed	design	VERB
cana-2164	66	32	model[10][19][20	model[10][19][20	NOUN
cana-2164	66	33	]	]	PUNCT
cana-2164	66	34	.	.	PUNCT
cana-2164	67	1	[	[	X
cana-2164	67	2	3]in	3]in	NUM
cana-2164	67	3	many	many	ADJ
cana-2164	67	4	parts	part	NOUN
cana-2164	67	5	of	of	ADP
cana-2164	67	6	the	the	DET
cana-2164	67	7	world	world	NOUN
cana-2164	67	8	,	,	PUNCT
cana-2164	67	9	floods	flood	NOUN
cana-2164	67	10	are	be	AUX
cana-2164	67	11	among	among	ADP
cana-2164	67	12	the	the	DET
cana-2164	67	13	most	most	ADV
cana-2164	67	14	devastating	devastating	ADJ
cana-2164	67	15	natural	natural	ADJ
cana-2164	67	16	disasters	disaster	NOUN
cana-2164	67	17	that	that	PRON
cana-2164	67	18	may	may	AUX
cana-2164	67	19	strike	strike	VERB
cana-2164	67	20	.	.	PUNCT
cana-2164	68	1	particularly	particularly	ADV
cana-2164	68	2	in	in	ADP
cana-2164	68	3	the	the	DET
cana-2164	68	4	philippines	philippine	NOUN
cana-2164	68	5	,	,	PUNCT
cana-2164	68	6	this	this	PRON
cana-2164	68	7	was	be	AUX
cana-2164	68	8	a	a	DET
cana-2164	68	9	huge	huge	ADJ
cana-2164	68	10	problem	problem	NOUN
cana-2164	68	11	because	because	SCONJ
cana-2164	68	12	of	of	ADP
cana-2164	68	13	the	the	DET
cana-2164	68	14	potential	potential	NOUN
cana-2164	68	15	for	for	ADP
cana-2164	68	16	material	material	ADJ
cana-2164	68	17	loss	loss	NOUN
cana-2164	68	18	,	,	PUNCT
cana-2164	68	19	infrastructural	infrastructural	ADJ
cana-2164	68	20	destruction	destruction	NOUN
cana-2164	68	21	,	,	PUNCT
cana-2164	68	22	and	and	CCONJ
cana-2164	68	23	even	even	ADV
cana-2164	68	24	human	human	ADJ
cana-2164	68	25	casualties	casualty	NOUN
cana-2164	68	26	.	.	PUNCT
cana-2164	69	1	current	current	ADJ
cana-2164	69	2	systems	system	NOUN
cana-2164	69	3	strictly	strictly	ADV
cana-2164	69	4	adhere	adhere	VERB
cana-2164	69	5	to	to	ADP
cana-2164	69	6	problems	problem	NOUN
cana-2164	69	7	to	to	PART
cana-2164	69	8	prevent	prevent	VERB
cana-2164	69	9	disastrous	disastrous	ADJ
cana-2164	69	10	flood	flood	NOUN
cana-2164	69	11	disasters	disaster	NOUN
cana-2164	69	12	.	.	PUNCT
cana-2164	70	1	in	in	ADP
cana-2164	70	2	this	this	DET
cana-2164	70	3	research	research	NOUN
cana-2164	70	4	,	,	PUNCT
cana-2164	70	5	we	we	PRON
cana-2164	70	6	use	use	VERB
cana-2164	70	7	real	real	ADJ
cana-2164	70	8	-	-	PUNCT
cana-2164	70	9	time	time	NOUN
cana-2164	70	10	data	datum	NOUN
cana-2164	70	11	from	from	ADP
cana-2164	70	12	monitoring	monitor	VERB
cana-2164	70	13	devices	device	NOUN
cana-2164	70	14	to	to	PART
cana-2164	70	15	create	create	VERB
cana-2164	70	16	a	a	DET
cana-2164	70	17	model	model	NOUN
cana-2164	70	18	that	that	PRON
cana-2164	70	19	can	can	AUX
cana-2164	70	20	forecast	forecast	VERB
cana-2164	70	21	when	when	SCONJ
cana-2164	70	22	and	and	CCONJ
cana-2164	70	23	where	where	SCONJ
cana-2164	70	24	floods	flood	NOUN
cana-2164	70	25	will	will	AUX
cana-2164	70	26	occur	occur	VERB
cana-2164	70	27	.	.	PUNCT
cana-2164	71	1	based	base	VERB
cana-2164	71	2	on	on	ADP
cana-2164	71	3	data	datum	NOUN
cana-2164	71	4	from	from	ADP
cana-2164	71	5	sensors	sensor	NOUN
cana-2164	71	6	in	in	ADP
cana-2164	71	7	a	a	DET
cana-2164	71	8	real	real	ADJ
cana-2164	71	9	-	-	PUNCT
cana-2164	71	10	time	time	NOUN
cana-2164	71	11	monitoring	monitoring	NOUN
cana-2164	71	12	system	system	NOUN
cana-2164	71	13	,	,	PUNCT
cana-2164	71	14	the	the	DET
cana-2164	71	15	system	system	NOUN
cana-2164	71	16	makes	make	VERB
cana-2164	71	17	accurate	accurate	ADJ
cana-2164	71	18	flood	flood	NOUN
cana-2164	71	19	level	level	NOUN
cana-2164	71	20	predictions	prediction	NOUN
cana-2164	71	21	in	in	ADP
cana-2164	71	22	advance	advance	NOUN
cana-2164	71	23	.	.	PUNCT
cana-2164	72	1	the	the	DET
cana-2164	72	2	prediction	prediction	NOUN
cana-2164	72	3	model	model	NOUN
cana-2164	72	4	was	be	AUX
cana-2164	72	5	created	create	VERB
cana-2164	72	6	using	use	VERB
cana-2164	72	7	a	a	DET
cana-2164	72	8	multi	multi	ADJ
cana-2164	72	9	-	-	ADJ
cana-2164	72	10	layered	layered	ADJ
cana-2164	72	11	artificial	artificial	ADJ
cana-2164	72	12	neural	neural	ADJ
cana-2164	72	13	network	network	NOUN
cana-2164	72	14	and	and	CCONJ
cana-2164	72	15	matlab	matlab	PROPN
cana-2164	72	16	.	.	PUNCT
cana-2164	73	1	the	the	DET
cana-2164	73	2	network	network	NOUN
cana-2164	73	3	's	's	PART
cana-2164	73	4	goodness	goodness	NOUN
cana-2164	73	5	-	-	PUNCT
cana-2164	73	6	of	of	ADP
cana-2164	73	7	-	-	PUNCT
cana-2164	73	8	fit	fit	NOUN
cana-2164	73	9	was	be	AUX
cana-2164	73	10	excellent	excellent	ADJ
cana-2164	73	11	across	across	ADP
cana-2164	73	12	all	all	DET
cana-2164	73	13	four	four	NUM
cana-2164	73	14	datasets	dataset	NOUN
cana-2164	73	15	(	(	PUNCT
cana-2164	73	16	0.99889	0.99889	NUM
cana-2164	73	17	for	for	ADP
cana-2164	73	18	the	the	DET
cana-2164	73	19	training	training	NOUN
cana-2164	73	20	set	set	NOUN
cana-2164	73	21	,	,	PUNCT
cana-2164	73	22	0.99362	0.99362	NUM
cana-2164	73	23	for	for	ADP
cana-2164	73	24	the	the	DET
cana-2164	73	25	test	test	NOUN
cana-2164	73	26	set	set	NOUN
cana-2164	73	27	,	,	PUNCT
cana-2164	73	28	0.99764	0.99764	NUM
cana-2164	73	29	for	for	ADP
cana-2164	73	30	the	the	DET
cana-2164	73	31	validation	validation	NOUN
cana-2164	73	32	set	set	NOUN
cana-2164	73	33	,	,	PUNCT
cana-2164	73	34	and	and	CCONJ
cana-2164	73	35	0.99795	0.99795	NUM
cana-2164	73	36	for	for	ADP
cana-2164	73	37	the	the	DET
cana-2164	73	38	full	full	ADJ
cana-2164	73	39	dataset)[13][14	dataset)[13][14	NOUN
cana-2164	73	40	]	]	PUNCT
cana-2164	73	41	.	.	PUNCT
cana-2164	74	1	iii	iii	X
cana-2164	74	2	.	.	PUNCT
cana-2164	75	1	existing	exist	VERB
cana-2164	75	2	model	model	NOUN
cana-2164	75	3	when	when	SCONJ
cana-2164	75	4	rivers	river	NOUN
cana-2164	75	5	,	,	PUNCT
cana-2164	75	6	creeks	creek	NOUN
cana-2164	75	7	,	,	PUNCT
cana-2164	75	8	and	and	CCONJ
cana-2164	75	9	other	other	ADJ
cana-2164	75	10	waterways	waterway	NOUN
cana-2164	75	11	transport	transport	VERB
cana-2164	75	12	an	an	DET
cana-2164	75	13	excessive	excessive	ADJ
cana-2164	75	14	amount	amount	NOUN
cana-2164	75	15	of	of	ADP
cana-2164	75	16	water	water	NOUN
cana-2164	75	17	to	to	ADP
cana-2164	75	18	a	a	DET
cana-2164	75	19	region	region	NOUN
cana-2164	75	20	that	that	PRON
cana-2164	75	21	lacks	lack	VERB
cana-2164	75	22	sufficient	sufficient	ADJ
cana-2164	75	23	drainage	drainage	NOUN
cana-2164	75	24	,	,	PUNCT
cana-2164	75	25	flooding	flooding	NOUN
cana-2164	75	26	results	result	NOUN
cana-2164	75	27	.	.	PUNCT
cana-2164	76	1	in	in	ADP
cana-2164	76	2	the	the	DET
cana-2164	76	3	last	last	ADJ
cana-2164	76	4	20	20	NUM
cana-2164	76	5	years	year	NOUN
cana-2164	76	6	,	,	PUNCT
cana-2164	76	7	floods	flood	NOUN
cana-2164	76	8	have	have	AUX
cana-2164	76	9	harmed	harm	VERB
cana-2164	76	10	over	over	ADP
cana-2164	76	11	2.3	2.3	NUM
cana-2164	76	12	billion	billion	NUM
cana-2164	76	13	people	people	NOUN
cana-2164	76	14	,	,	PUNCT
cana-2164	76	15	causing	cause	VERB
cana-2164	76	16	countless	countless	ADJ
cana-2164	76	17	deaths	death	NOUN
cana-2164	76	18	,	,	PUNCT
cana-2164	76	19	destroying	destroy	VERB
cana-2164	76	20	over	over	ADP
cana-2164	76	21	92	92	NUM
cana-2164	76	22	billion	billion	NUM
cana-2164	76	23	head	head	NOUN
cana-2164	76	24	of	of	ADP
cana-2164	76	25	cattle	cattle	NOUN
cana-2164	76	26	annually	annually	ADV
cana-2164	76	27	,	,	PUNCT
cana-2164	76	28	damaging	damage	VERB
cana-2164	76	29	seven	seven	NUM
cana-2164	76	30	million	million	NUM
cana-2164	76	31	hectares	hectare	NOUN
cana-2164	76	32	of	of	ADP
cana-2164	76	33	land	land	NOUN
cana-2164	76	34	,	,	PUNCT
cana-2164	76	35	and	and	CCONJ
cana-2164	76	36	costing	cost	VERB
cana-2164	76	37	over	over	ADP
cana-2164	76	38	$	$	SYM
cana-2164	76	39	5	5	NUM
cana-2164	76	40	trillion	trillion	NUM
cana-2164	76	41	worldwide	worldwide	ADV
cana-2164	76	42	in	in	ADP
cana-2164	76	43	just	just	ADV
cana-2164	76	44	the	the	DET
cana-2164	76	45	last	last	ADJ
cana-2164	76	46	five	five	NUM
cana-2164	76	47	years[15][16	years[15][16	PROPN
cana-2164	76	48	]	]	PUNCT
cana-2164	76	49	.	.	PUNCT
cana-2164	77	1	limited	limited	ADJ
cana-2164	77	2	data	datum	NOUN
cana-2164	77	3	availability	availability	NOUN
cana-2164	77	4	and	and	CCONJ
cana-2164	77	5	the	the	DET
cana-2164	77	6	definition	definition	NOUN
cana-2164	77	7	of	of	ADP
cana-2164	77	8	events	event	NOUN
cana-2164	77	9	can	can	AUX
cana-2164	77	10	contribute	contribute	VERB
cana-2164	77	11	to	to	ADP
cana-2164	77	12	data	data	NOUN
cana-2164	77	13	-	-	PUNCT
cana-2164	77	14	related	relate	VERB
cana-2164	77	15	difficulties	difficulty	NOUN
cana-2164	77	16	.	.	PUNCT
cana-2164	78	1	difficulties	difficulty	NOUN
cana-2164	78	2	in	in	ADP
cana-2164	78	3	drought	drought	NOUN
cana-2164	78	4	and	and	CCONJ
cana-2164	78	5	flood	flood	NOUN
cana-2164	78	6	models	model	NOUN
cana-2164	78	7	arise	arise	VERB
cana-2164	78	8	from	from	ADP
cana-2164	78	9	a	a	DET
cana-2164	78	10	lack	lack	NOUN
cana-2164	78	11	of	of	ADP
cana-2164	78	12	data	datum	NOUN
cana-2164	78	13	,	,	PUNCT
cana-2164	78	14	which	which	PRON
cana-2164	78	15	makes	make	VERB
cana-2164	78	16	it	it	PRON
cana-2164	78	17	impossible	impossible	ADJ
cana-2164	78	18	to	to	PART
cana-2164	78	19	describe	describe	VERB
cana-2164	78	20	the	the	DET
cana-2164	78	21	entire	entire	ADJ
cana-2164	78	22	diversity	diversity	NOUN
cana-2164	78	23	of	of	ADP
cana-2164	78	24	extremes	extreme	NOUN
cana-2164	78	25	.	.	PUNCT
cana-2164	79	1	when	when	SCONJ
cana-2164	79	2	doing	do	VERB
cana-2164	79	3	extreme	extreme	ADJ
cana-2164	79	4	value	value	NOUN
cana-2164	79	5	analysis	analysis	NOUN
cana-2164	79	6	,	,	PUNCT
cana-2164	79	7	the	the	DET
cana-2164	79	8	decision	decision	NOUN
cana-2164	79	9	on	on	ADP
cana-2164	79	10	which	which	PRON
cana-2164	79	11	event	event	NOUN
cana-2164	79	12	description	description	NOUN
cana-2164	79	13	to	to	PART
cana-2164	79	14	utilize	utilize	VERB
cana-2164	79	15	is	be	AUX
cana-2164	79	16	critical	critical	ADJ
cana-2164	79	17	.	.	PUNCT
cana-2164	80	1	observations	observation	NOUN
cana-2164	80	2	of	of	ADP
cana-2164	80	3	stream	stream	NOUN
cana-2164	80	4	flow	flow	NOUN
cana-2164	80	5	are	be	AUX
cana-2164	80	6	used	use	VERB
cana-2164	80	7	in	in	ADP
cana-2164	80	8	both	both	CCONJ
cana-2164	80	9	statistical	statistical	ADJ
cana-2164	80	10	and	and	CCONJ
cana-2164	80	11	hydrological	hydrological	ADJ
cana-2164	80	12	models	model	NOUN
cana-2164	80	13	for	for	ADP
cana-2164	80	14	purposes	purpose	NOUN
cana-2164	80	15	of	of	ADP
cana-2164	80	16	calibration	calibration	NOUN
cana-2164	80	17	and	and	CCONJ
cana-2164	80	18	evaluation	evaluation	NOUN
cana-2164	80	19	.	.	PUNCT
cana-2164	81	1	however	however	ADV
cana-2164	81	2	,	,	PUNCT
cana-2164	81	3	it	it	PRON
cana-2164	81	4	's	be	AUX
cana-2164	81	5	possible	possible	ADJ
cana-2164	81	6	that	that	SCONJ
cana-2164	81	7	these	these	DET
cana-2164	81	8	records	record	NOUN
cana-2164	81	9	do	do	AUX
cana-2164	81	10	n't	not	PART
cana-2164	81	11	exist	exist	VERB
cana-2164	81	12	,	,	PUNCT
cana-2164	81	13	exist	exist	VERB
cana-2164	81	14	only	only	ADV
cana-2164	81	15	temporarily	temporarily	ADV
cana-2164	81	16	,	,	PUNCT
cana-2164	81	17	or	or	CCONJ
cana-2164	81	18	have	have	VERB
cana-2164	81	19	holes	hole	NOUN
cana-2164	81	20	in	in	ADP
cana-2164	81	21	them	they	PRON
cana-2164	81	22	.	.	PUNCT
cana-2164	82	1	it	it	PRON
cana-2164	82	2	's	be	AUX
cana-2164	82	3	also	also	ADV
cana-2164	82	4	possible	possible	ADJ
cana-2164	82	5	that	that	SCONJ
cana-2164	82	6	data	datum	NOUN
cana-2164	82	7	are	be	AUX
cana-2164	82	8	n't	not	PART
cana-2164	82	9	readily	readily	ADV
cana-2164	82	10	available	available	ADJ
cana-2164	82	11	to	to	ADP
cana-2164	82	12	the	the	DET
cana-2164	82	13	public	public	NOUN
cana-2164	82	14	because	because	SCONJ
cana-2164	82	15	of	of	ADP
cana-2164	82	16	issues	issue	NOUN
cana-2164	82	17	like	like	ADP
cana-2164	82	18	measurement	measurement	NOUN
cana-2164	82	19	mistakes	mistake	NOUN
cana-2164	82	20	or	or	CCONJ
cana-2164	82	21	in	in	ADP
cana-2164	82	22	homogeneities	homogeneity	NOUN
cana-2164	82	23	.	.	PUNCT
cana-2164	83	1	it	it	PRON
cana-2164	83	2	's	be	AUX
cana-2164	83	3	also	also	ADV
cana-2164	83	4	possible	possible	ADJ
cana-2164	83	5	that	that	SCONJ
cana-2164	83	6	we	we	PRON
cana-2164	83	7	're	be	AUX
cana-2164	83	8	missing	miss	VERB
cana-2164	83	9	spatial	spatial	ADJ
cana-2164	83	10	data	datum	NOUN
cana-2164	83	11	and	and	CCONJ
cana-2164	83	12	details	detail	NOUN
cana-2164	83	13	about	about	ADP
cana-2164	83	14	the	the	DET
cana-2164	83	15	variables	variable	NOUN
cana-2164	83	16	that	that	PRON
cana-2164	83	17	affect	affect	VERB
cana-2164	83	18	stream	stream	NOUN
cana-2164	83	19	flow	flow	NOUN
cana-2164	83	20	.	.	PUNCT
cana-2164	84	1	we	we	PRON
cana-2164	84	2	explain	explain	VERB
cana-2164	84	3	these	these	DET
cana-2164	84	4	types	type	NOUN
cana-2164	84	5	and	and	CCONJ
cana-2164	84	6	how	how	SCONJ
cana-2164	84	7	they	they	PRON
cana-2164	84	8	influence	influence	VERB
cana-2164	84	9	flood	flood	NOUN
cana-2164	84	10	and	and	CCONJ
cana-2164	84	11	drought	drought	NOUN
cana-2164	84	12	prediction	prediction	NOUN
cana-2164	84	13	models	model	NOUN
cana-2164	84	14	in	in	ADP
cana-2164	84	15	the	the	DET
cana-2164	84	16	following	follow	VERB
cana-2164	84	17	paragraphs[17][18	paragraphs[17][18	PROPN
cana-2164	84	18	]	]	PUNCT
cana-2164	84	19	.	.	PUNCT
cana-2164	85	1	communications	communication	NOUN
cana-2164	85	2	on	on	ADP
cana-2164	85	3	applied	apply	VERB
cana-2164	85	4	nonlinear	nonlinear	ADJ
cana-2164	85	5	analysis	analysis	NOUN
cana-2164	85	6	issn	issn	NOUN
cana-2164	85	7	:	:	PUNCT
cana-2164	85	8	1074	1074	NUM
cana-2164	85	9	-	-	PUNCT
cana-2164	85	10	133x	133x	NUM
cana-2164	85	11	vol	vol	NOUN
cana-2164	85	12	32	32	NUM
cana-2164	85	13	no	no	NOUN
cana-2164	85	14	.	.	PUNCT
cana-2164	86	1	1s	1s	NUM
cana-2164	86	2	(	(	PUNCT
cana-2164	86	3	2025	2025	NUM
cana-2164	86	4	)	)	PUNCT
cana-2164	86	5	265	265	NUM
cana-2164	86	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2164	86	7	no	no	DET
cana-2164	86	8	stream	stream	NOUN
cana-2164	86	9	flow	flow	NOUN
cana-2164	86	10	observations	observation	NOUN
cana-2164	86	11	:	:	PUNCT
cana-2164	86	12	this	this	DET
cana-2164	86	13	difficulty	difficulty	NOUN
cana-2164	86	14	is	be	AUX
cana-2164	86	15	especially	especially	ADV
cana-2164	86	16	felt	feel	VERB
cana-2164	86	17	on	on	ADP
cana-2164	86	18	the	the	DET
cana-2164	86	19	african	african	ADJ
cana-2164	86	20	continent	continent	NOUN
cana-2164	86	21	due	due	ADP
cana-2164	86	22	to	to	ADP
cana-2164	86	23	the	the	DET
cana-2164	86	24	fact	fact	NOUN
cana-2164	86	25	that	that	SCONJ
cana-2164	86	26	observed	observe	VERB
cana-2164	86	27	stream	stream	NOUN
cana-2164	86	28	flow	flow	NOUN
cana-2164	86	29	records	record	NOUN
cana-2164	86	30	are	be	AUX
cana-2164	86	31	only	only	ADV
cana-2164	86	32	available	available	ADJ
cana-2164	86	33	at	at	ADP
cana-2164	86	34	the	the	DET
cana-2164	86	35	precise	precise	ADJ
cana-2164	86	36	areas	area	NOUN
cana-2164	86	37	along	along	ADP
cana-2164	86	38	a	a	DET
cana-2164	86	39	stream	stream	NOUN
cana-2164	86	40	where	where	SCONJ
cana-2164	86	41	a	a	DET
cana-2164	86	42	gauge	gauge	NOUN
cana-2164	86	43	has	have	AUX
cana-2164	86	44	been	be	AUX
cana-2164	86	45	installed	instal	VERB
cana-2164	86	46	and	and	CCONJ
cana-2164	86	47	station	station	NOUN
cana-2164	86	48	density	density	NOUN
cana-2164	86	49	may	may	AUX
cana-2164	86	50	be	be	AUX
cana-2164	86	51	low[21][23	low[21][23	VERB
cana-2164	86	52	]	]	PUNCT
cana-2164	86	53	.	.	PUNCT
cana-2164	87	1	data	datum	NOUN
cana-2164	87	2	access	access	NOUN
cana-2164	87	3	:	:	PUNCT
cana-2164	87	4	due	due	ADP
cana-2164	87	5	to	to	ADP
cana-2164	87	6	data	datum	NOUN
cana-2164	87	7	licensing	licensing	NOUN
cana-2164	87	8	limitations	limitation	NOUN
cana-2164	87	9	,	,	PUNCT
cana-2164	87	10	rigorous	rigorous	ADJ
cana-2164	87	11	access	access	NOUN
cana-2164	87	12	controls	control	NOUN
cana-2164	87	13	,	,	PUNCT
cana-2164	87	14	or	or	CCONJ
cana-2164	87	15	the	the	DET
cana-2164	87	16	time	time	NOUN
cana-2164	87	17	needed	need	VERB
cana-2164	87	18	to	to	PART
cana-2164	87	19	make	make	VERB
cana-2164	87	20	these	these	DET
cana-2164	87	21	datasets	dataset	NOUN
cana-2164	87	22	readily	readily	ADV
cana-2164	87	23	useable	useable	ADJ
cana-2164	87	24	at	at	ADP
cana-2164	87	25	the	the	DET
cana-2164	87	26	global	global	ADJ
cana-2164	87	27	scale	scale	NOUN
cana-2164	87	28	,	,	PUNCT
cana-2164	87	29	publicly	publicly	ADV
cana-2164	87	30	available	available	ADJ
cana-2164	87	31	stream	stream	NOUN
cana-2164	87	32	flow	flow	NOUN
cana-2164	87	33	datasets	dataset	NOUN
cana-2164	87	34	are	be	AUX
cana-2164	87	35	still	still	ADV
cana-2164	87	36	uncommon	uncommon	ADJ
cana-2164	87	37	.	.	PUNCT
cana-2164	88	1	storage	storage	NOUN
cana-2164	88	2	in	in	ADP
cana-2164	88	3	decentralized	decentralize	VERB
cana-2164	88	4	databases	database	NOUN
cana-2164	88	5	,	,	PUNCT
cana-2164	88	6	generally	generally	ADV
cana-2164	88	7	maintained	maintain	VERB
cana-2164	88	8	by	by	ADP
cana-2164	88	9	regional	regional	ADJ
cana-2164	88	10	rather	rather	ADV
cana-2164	88	11	than	than	ADP
cana-2164	88	12	national	national	ADJ
cana-2164	88	13	authorities	authority	NOUN
cana-2164	88	14	and	and	CCONJ
cana-2164	88	15	often	often	ADV
cana-2164	88	16	only	only	ADV
cana-2164	88	17	accessible	accessible	ADJ
cana-2164	88	18	in	in	ADP
cana-2164	88	19	the	the	DET
cana-2164	88	20	local	local	ADJ
cana-2164	88	21	language	language	NOUN
cana-2164	88	22	,	,	PUNCT
cana-2164	88	23	further	far	ADV
cana-2164	88	24	impedes	impede	VERB
cana-2164	88	25	data	datum	NOUN
cana-2164	88	26	access[24	access[24	PROPN
cana-2164	88	27	]	]	PUNCT
cana-2164	88	28	iv	iv	X
cana-2164	88	29	.	.	PUNCT
cana-2164	88	30	proposed	propose	VERB
cana-2164	88	31	system	system	NOUN
cana-2164	88	32	in	in	ADP
cana-2164	88	33	proposed	propose	VERB
cana-2164	88	34	system	system	NOUN
cana-2164	88	35	,	,	PUNCT
cana-2164	88	36	we	we	PRON
cana-2164	88	37	implement	implement	VERB
cana-2164	88	38	a	a	DET
cana-2164	88	39	machine	machine	NOUN
cana-2164	88	40	learning	learn	VERB
cana-2164	88	41	algorithm	algorithm	NOUN
cana-2164	88	42	for	for	ADP
cana-2164	88	43	getting	get	VERB
cana-2164	88	44	insights	insight	NOUN
cana-2164	88	45	from	from	ADP
cana-2164	88	46	the	the	DET
cana-2164	88	47	complex	complex	ADJ
cana-2164	88	48	patterns	pattern	NOUN
cana-2164	88	49	in	in	ADP
cana-2164	88	50	the	the	DET
cana-2164	88	51	data	datum	NOUN
cana-2164	88	52	.	.	PUNCT
cana-2164	89	1	this	this	DET
cana-2164	89	2	technique	technique	NOUN
cana-2164	89	3	is	be	AUX
cana-2164	89	4	computationally	computationally	ADV
cana-2164	89	5	inexpensive	inexpensive	ADJ
cana-2164	89	6	because	because	SCONJ
cana-2164	89	7	of	of	ADP
cana-2164	89	8	its	its	PRON
cana-2164	89	9	simple	simple	ADJ
cana-2164	89	10	architecture	architecture	NOUN
cana-2164	89	11	.	.	PUNCT
cana-2164	90	1	and	and	CCONJ
cana-2164	90	2	here	here	ADV
cana-2164	90	3	we	we	PRON
cana-2164	90	4	are	be	AUX
cana-2164	90	5	using	use	VERB
cana-2164	90	6	xg	xg	PROPN
cana-2164	90	7	boost	boost	NOUN
cana-2164	90	8	algorithm	algorithm	NOUN
cana-2164	90	9	for	for	ADP
cana-2164	90	10	great	great	ADJ
cana-2164	90	11	data	datum	NOUN
cana-2164	90	12	access	access	NOUN
cana-2164	90	13	and	and	CCONJ
cana-2164	90	14	accuracy	accuracy	NOUN
cana-2164	90	15	.	.	PUNCT
cana-2164	91	1	in	in	ADP
cana-2164	91	2	order	order	NOUN
cana-2164	91	3	to	to	PART
cana-2164	91	4	manage	manage	VERB
cana-2164	91	5	environmental	environmental	ADJ
cana-2164	91	6	and	and	CCONJ
cana-2164	91	7	water	water	NOUN
cana-2164	91	8	resource	resource	NOUN
cana-2164	91	9	systems	system	NOUN
cana-2164	91	10	,	,	PUNCT
cana-2164	91	11	as	as	ADV
cana-2164	91	12	well	well	ADV
cana-2164	91	13	as	as	ADP
cana-2164	91	14	to	to	PART
cana-2164	91	15	set	set	VERB
cana-2164	91	16	insurance	insurance	NOUN
cana-2164	91	17	rates	rate	NOUN
cana-2164	91	18	and	and	CCONJ
cana-2164	91	19	evacuate	evacuate	VERB
cana-2164	91	20	individuals	individual	NOUN
cana-2164	91	21	from	from	ADP
cana-2164	91	22	flood	flood	NOUN
cana-2164	91	23	-	-	PUNCT
cana-2164	91	24	prone	prone	ADJ
cana-2164	91	25	areas	area	NOUN
cana-2164	91	26	,	,	PUNCT
cana-2164	91	27	accurate	accurate	ADJ
cana-2164	91	28	flood	flood	NOUN
cana-2164	91	29	forecasts	forecast	NOUN
cana-2164	91	30	are	be	AUX
cana-2164	91	31	essential	essential	ADJ
cana-2164	91	32	.	.	PUNCT
cana-2164	92	1	floods	flood	NOUN
cana-2164	92	2	and	and	CCONJ
cana-2164	92	3	droughts	drought	NOUN
cana-2164	92	4	are	be	AUX
cana-2164	92	5	two	two	NUM
cana-2164	92	6	of	of	ADP
cana-2164	92	7	the	the	DET
cana-2164	92	8	most	most	ADV
cana-2164	92	9	common	common	ADJ
cana-2164	92	10	natural	natural	ADJ
cana-2164	92	11	calamities	calamity	NOUN
cana-2164	92	12	in	in	ADP
cana-2164	92	13	india	india	PROPN
cana-2164	92	14	,	,	PUNCT
cana-2164	92	15	both	both	PRON
cana-2164	92	16	of	of	ADP
cana-2164	92	17	which	which	PRON
cana-2164	92	18	may	may	AUX
cana-2164	92	19	be	be	AUX
cana-2164	92	20	traced	trace	VERB
cana-2164	92	21	back	back	ADV
cana-2164	92	22	to	to	ADP
cana-2164	92	23	the	the	DET
cana-2164	92	24	unpredictable	unpredictable	ADJ
cana-2164	92	25	nature	nature	NOUN
cana-2164	92	26	of	of	ADP
cana-2164	92	27	the	the	DET
cana-2164	92	28	monsoon	monsoon	NOUN
cana-2164	92	29	.	.	PUNCT
cana-2164	93	1	highest	high	ADJ
cana-2164	93	2	death	death	NOUN
cana-2164	93	3	reported	report	VERB
cana-2164	93	4	due	due	ADJ
cana-2164	93	5	to	to	ADP
cana-2164	93	6	flood	flood	PROPN
cana-2164	93	7	&	&	CCONJ
cana-2164	93	8	drought	drought	PROPN
cana-2164	93	9	.	.	PUNCT
cana-2164	94	1	need	need	VERB
cana-2164	94	2	some	some	DET
cana-2164	94	3	solution	solution	NOUN
cana-2164	94	4	to	to	PART
cana-2164	94	5	give	give	VERB
cana-2164	94	6	prior	prior	ADJ
cana-2164	94	7	indication	indication	NOUN
cana-2164	94	8	of	of	ADP
cana-2164	94	9	flood	flood	NOUN
cana-2164	94	10	&	&	CCONJ
cana-2164	94	11	drought	drought	PROPN
cana-2164	94	12	.	.	PUNCT
cana-2164	95	1	data	datum	NOUN
cana-2164	95	2	set	set	VERB
cana-2164	95	3	the	the	DET
cana-2164	95	4	data	datum	NOUN
cana-2164	95	5	set	set	VERB
cana-2164	95	6	consists	consist	VERB
cana-2164	95	7	of	of	ADP
cana-2164	95	8	630	630	NUM
cana-2164	95	9	records	record	NOUN
cana-2164	95	10	and	and	CCONJ
cana-2164	95	11	features	feature	NOUN
cana-2164	95	12	are	be	AUX
cana-2164	95	13	date	date	NOUN
cana-2164	95	14	district	district	NOUN
cana-2164	95	15	,	,	PUNCT
cana-2164	95	16	state	state	PROPN
cana-2164	95	17	mar	mar	PROPN
cana-2164	95	18	-	-	PUNCT
cana-2164	95	19	may	may	PROPN
cana-2164	95	20	,	,	PUNCT
cana-2164	95	21	jun	jun	PROPN
cana-2164	95	22	-	-	PUNCT
cana-2164	95	23	sep	sep	PROPN
cana-2164	95	24	,	,	PUNCT
cana-2164	95	25	octdec	octdec	PROPN
cana-2164	95	26	,	,	PUNCT
cana-2164	95	27	of	of	ADP
cana-2164	95	28	type	type	NOUN
cana-2164	95	29	string	string	NOUN
cana-2164	95	30	and	and	CCONJ
cana-2164	95	31	numeric	numeric	ADP
cana-2164	95	32	the	the	DET
cana-2164	95	33	dataset	dataset	NOUN
cana-2164	95	34	is	be	AUX
cana-2164	95	35	derived	derive	VERB
cana-2164	95	36	from	from	ADP
cana-2164	95	37	the	the	DET
cana-2164	95	38	kaggle.com	kaggle.com	X
cana-2164	95	39	and	and	CCONJ
cana-2164	95	40	google	google	PROPN
cana-2164	95	41	websites	website	NOUN
cana-2164	95	42	.	.	PUNCT
cana-2164	96	1	by	by	ADP
cana-2164	96	2	using	use	VERB
cana-2164	96	3	these	these	DET
cana-2164	96	4	dataset	dataset	NOUN
cana-2164	96	5	we	we	PRON
cana-2164	96	6	can	can	AUX
cana-2164	96	7	predict	predict	VERB
cana-2164	96	8	the	the	DET
cana-2164	96	9	floods	flood	NOUN
cana-2164	96	10	these	these	DET
cana-2164	96	11	dataset	dataset	NOUN
cana-2164	96	12	will	will	AUX
cana-2164	96	13	be	be	AUX
cana-2164	96	14	in	in	ADP
cana-2164	96	15	the	the	DET
cana-2164	96	16	csv	csv	NOUN
cana-2164	96	17	format	format	NOUN
cana-2164	96	18	.	.	PUNCT
cana-2164	97	1	by	by	ADP
cana-2164	97	2	using	use	VERB
cana-2164	97	3	dataset	dataset	NOUN
cana-2164	97	4	we	we	PRON
cana-2164	97	5	can	can	AUX
cana-2164	97	6	predict	predict	VERB
cana-2164	97	7	the	the	DET
cana-2164	97	8	future	future	ADJ
cana-2164	97	9	floods	flood	NOUN
cana-2164	97	10	.	.	PUNCT
cana-2164	98	1	data	datum	NOUN
cana-2164	98	2	training	train	VERB
cana-2164	98	3	our	our	PRON
cana-2164	98	4	model	model	NOUN
cana-2164	98	5	is	be	AUX
cana-2164	98	6	trained	train	VERB
cana-2164	98	7	with	with	ADP
cana-2164	98	8	xg	xg	NOUN
cana-2164	98	9	boost	boost	NOUN
cana-2164	98	10	and	and	CCONJ
cana-2164	98	11	other	other	ADJ
cana-2164	98	12	machine	machine	NOUN
cana-2164	98	13	learning	learn	VERB
cana-2164	98	14	techniques	technique	NOUN
cana-2164	98	15	using	use	VERB
cana-2164	98	16	a	a	DET
cana-2164	98	17	pre	pre	ADJ
cana-2164	98	18	-	-	ADJ
cana-2164	98	19	processed	processed	ADJ
cana-2164	98	20	training	training	NOUN
cana-2164	98	21	dataset	dataset	NOUN
cana-2164	98	22	.	.	PUNCT
cana-2164	99	1	the	the	DET
cana-2164	99	2	viewer	viewer	NOUN
cana-2164	99	3	then	then	ADV
cana-2164	99	4	views	view	VERB
cana-2164	99	5	the	the	DET
cana-2164	99	6	categorized	categorize	VERB
cana-2164	99	7	results	result	NOUN
cana-2164	99	8	.	.	PUNCT
cana-2164	100	1	measures	measure	NOUN
cana-2164	100	2	to	to	PART
cana-2164	100	3	compute	compute	VERB
cana-2164	100	4	the	the	DET
cana-2164	100	5	dataset	dataset	NOUN
cana-2164	100	6	is	be	AUX
cana-2164	100	7	trained	train	VERB
cana-2164	100	8	using	use	VERB
cana-2164	100	9	a	a	DET
cana-2164	100	10	variety	variety	NOUN
cana-2164	100	11	of	of	ADP
cana-2164	100	12	different	different	ADJ
cana-2164	100	13	algorithms	algorithm	NOUN
cana-2164	100	14	,	,	PUNCT
cana-2164	100	15	including	include	VERB
cana-2164	100	16	svm	svm	PROPN
cana-2164	100	17	,	,	PUNCT
cana-2164	100	18	lr	lr	PROPN
cana-2164	100	19	,	,	PUNCT
cana-2164	100	20	knn	knn	PROPN
cana-2164	100	21	,	,	PUNCT
cana-2164	100	22	and	and	CCONJ
cana-2164	100	23	mlp	mlp	NOUN
cana-2164	100	24	.	.	PUNCT
cana-2164	101	1	the	the	DET
cana-2164	101	2	calculating	calculate	VERB
cana-2164	101	3	variable	variable	NOUN
cana-2164	101	4	.	.	PUNCT
cana-2164	102	1	1	1	NUM
cana-2164	102	2	)	)	PUNCT
cana-2164	102	3	precision	precision	NOUN
cana-2164	102	4	:	:	PUNCT
cana-2164	102	5	precision	precision	NOUN
cana-2164	102	6	refers	refer	VERB
cana-2164	102	7	to	to	ADP
cana-2164	102	8	the	the	DET
cana-2164	102	9	rate	rate	NOUN
cana-2164	102	10	at	at	ADP
cana-2164	102	11	which	which	PRON
cana-2164	102	12	a	a	DET
cana-2164	102	13	positive	positive	ADJ
cana-2164	102	14	prediction	prediction	NOUN
cana-2164	102	15	is	be	AUX
cana-2164	102	16	corroborated	corroborate	VERB
cana-2164	102	17	by	by	ADP
cana-2164	102	18	data	datum	NOUN
cana-2164	102	19	.	.	PUNCT
cana-2164	103	1	true	true	ADJ
cana-2164	103	2	positive	positive	ADJ
cana-2164	103	3	(	(	PUNCT
cana-2164	103	4	tp	tp	NOUN
cana-2164	103	5	)	)	PUNCT
cana-2164	103	6	and	and	CCONJ
cana-2164	103	7	false	false	ADJ
cana-2164	103	8	positive	positive	ADJ
cana-2164	103	9	(	(	PUNCT
cana-2164	103	10	fp	fp	X
cana-2164	103	11	)	)	PUNCT
cana-2164	103	12	both	both	PRON
cana-2164	103	13	stand	stand	VERB
cana-2164	103	14	for	for	ADP
cana-2164	103	15	the	the	DET
cana-2164	103	16	same	same	ADJ
cana-2164	103	17	thing	thing	NOUN
cana-2164	103	18	.	.	PUNCT
cana-2164	104	1	2	2	X
cana-2164	104	2	)	)	PUNCT
cana-2164	104	3	recall	recall	NOUN
cana-2164	104	4	:	:	PUNCT
cana-2164	104	5	are	be	AUX
cana-2164	104	6	call	call	VERB
cana-2164	104	7	is	be	AUX
cana-2164	104	8	the	the	DET
cana-2164	104	9	ratio	ratio	NOUN
cana-2164	104	10	of	of	ADP
cana-2164	104	11	observed	observed	ADJ
cana-2164	104	12	positive	positive	ADJ
cana-2164	104	13	values	value	NOUN
cana-2164	104	14	that	that	PRON
cana-2164	104	15	is	be	AUX
cana-2164	104	16	correctly	correctly	ADV
cana-2164	104	17	predicted	predict	VERB
cana-2164	104	18	.	.	PUNCT
cana-2164	105	1	formula	formula	NOUN
cana-2164	105	2	:	:	PUNCT
cana-2164	105	3	tp/(tp+fn	tp/(tp+fn	NOUN
cana-2164	105	4	)	)	PUNCT
cana-2164	105	5	3	3	NUM
cana-2164	105	6	)	)	PUNCT
cana-2164	105	7	f1score	f1score	NOUN
cana-2164	105	8	:	:	PUNCT
cana-2164	105	9	f1score	f1score	NOUN
cana-2164	105	10	takes	take	VERB
cana-2164	105	11	the	the	DET
cana-2164	105	12	(	(	PUNCT
cana-2164	105	13	1	1	NUM
cana-2164	105	14	)	)	PUNCT
cana-2164	105	15	and	and	CCONJ
cana-2164	105	16	(	(	PUNCT
cana-2164	105	17	2)for	2)for	ADP
cana-2164	105	18	the	the	DET
cana-2164	105	19	calculation	calculation	NOUN
cana-2164	105	20	.	.	PUNCT
cana-2164	106	1	it	it	PRON
cana-2164	106	2	gives	give	VERB
cana-2164	106	3	the	the	DET
cana-2164	106	4	average	average	ADJ
cana-2164	106	5	weight	weight	NOUN
cana-2164	106	6	.	.	PUNCT
cana-2164	107	1	formula	formula	NOUN
cana-2164	107	2	:	:	PUNCT
cana-2164	107	3	f1score=2(precision*recall)(recall+precision	f1score=2(precision*recall)(recall+precision	NOUN
cana-2164	107	4	)	)	PUNCT
cana-2164	107	5	communications	communication	NOUN
cana-2164	107	6	on	on	ADP
cana-2164	107	7	applied	apply	VERB
cana-2164	107	8	nonlinear	nonlinear	ADJ
cana-2164	107	9	analysis	analysis	NOUN
cana-2164	107	10	issn	issn	NOUN
cana-2164	107	11	:	:	PUNCT
cana-2164	107	12	1074	1074	NUM
cana-2164	107	13	-	-	PUNCT
cana-2164	107	14	133x	133x	NUM
cana-2164	107	15	vol	vol	NOUN
cana-2164	107	16	32	32	NUM
cana-2164	108	1	no	no	NOUN
cana-2164	108	2	.	.	PUNCT
cana-2164	109	1	1s	1s	NUM
cana-2164	109	2	(	(	PUNCT
cana-2164	109	3	2025	2025	NUM
cana-2164	109	4	)	)	PUNCT
cana-2164	109	5	266	266	NUM
cana-2164	109	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2164	109	7	4	4	NUM
cana-2164	109	8	)	)	PUNCT
cana-2164	109	9	sensitivity	sensitivity	NOUN
cana-2164	109	10	:	:	PUNCT
cana-2164	109	11	sensitivity	sensitivity	NOUN
cana-2164	109	12	is	be	AUX
cana-2164	109	13	also	also	ADV
cana-2164	109	14	called	call	VERB
cana-2164	109	15	a	a	DET
cana-2164	109	16	recall	recall	NOUN
cana-2164	109	17	.	.	PUNCT
cana-2164	110	1	tp	tp	NOUN
cana-2164	110	2	becomes	become	VERB
cana-2164	110	3	higher	high	ADJ
cana-2164	110	4	when	when	SCONJ
cana-2164	110	5	the	the	DET
cana-2164	110	6	sensitivity	sensitivity	NOUN
cana-2164	110	7	value	value	NOUN
cana-2164	110	8	is	be	AUX
cana-2164	110	9	higher	high	ADJ
cana-2164	110	10	.	.	PUNCT
cana-2164	111	1	prediction	prediction	NOUN
cana-2164	111	2	results	result	NOUN
cana-2164	111	3	:	:	PUNCT
cana-2164	111	4	class	class	NOUN
cana-2164	111	5	1	1	NUM
cana-2164	111	6	:	:	PUNCT
cana-2164	111	7	floods	flood	NOUN
cana-2164	111	8	found	find	VERB
cana-2164	111	9	class	class	NOUN
cana-2164	111	10	2	2	NUM
cana-2164	111	11	:	:	PUNCT
cana-2164	111	12	floods	flood	NOUN
cana-2164	111	13	not	not	PART
cana-2164	111	14	found	find	VERB
cana-2164	111	15	if	if	SCONJ
cana-2164	111	16	the	the	DET
cana-2164	111	17	given	give	VERB
cana-2164	111	18	water	water	NOUN
cana-2164	111	19	millimeter	millimeter	NOUN
cana-2164	111	20	is	be	AUX
cana-2164	111	21	higher	high	ADJ
cana-2164	111	22	than	than	ADP
cana-2164	111	23	2400	2400	NUM
cana-2164	111	24	it	it	PRON
cana-2164	111	25	will	will	AUX
cana-2164	111	26	be	be	AUX
cana-2164	111	27	1	1	NUM
cana-2164	111	28	or	or	CCONJ
cana-2164	111	29	if	if	SCONJ
cana-2164	111	30	it	it	PRON
cana-2164	111	31	is	be	AUX
cana-2164	111	32	lesser	less	ADJ
cana-2164	111	33	than	than	ADP
cana-2164	111	34	2400	2400	NUM
cana-2164	111	35	then	then	ADV
cana-2164	111	36	it	it	PRON
cana-2164	111	37	is	be	AUX
cana-2164	111	38	2	2	NUM
cana-2164	111	39	.	.	PUNCT
cana-2164	111	40	figure	figure	NOUN
cana-2164	111	41	1	1	NUM
cana-2164	111	42	:	:	PUNCT
cana-2164	111	43	prediction	prediction	NOUN
cana-2164	111	44	result	result	VERB
cana-2164	111	45	the	the	DET
cana-2164	111	46	figure	figure	NOUN
cana-2164	111	47	shows	show	VERB
cana-2164	111	48	the	the	DET
cana-2164	111	49	steps	step	NOUN
cana-2164	111	50	taken	take	VERB
cana-2164	111	51	before	before	ADP
cana-2164	111	52	separating	separate	VERB
cana-2164	111	53	a	a	DET
cana-2164	111	54	huge	huge	ADJ
cana-2164	111	55	data	datum	NOUN
cana-2164	111	56	set	set	VERB
cana-2164	111	57	into	into	ADP
cana-2164	111	58	two	two	NUM
cana-2164	111	59	distinct	distinct	ADJ
cana-2164	111	60	groups	group	NOUN
cana-2164	111	61	.	.	PUNCT
cana-2164	112	1	both	both	PRON
cana-2164	112	2	a	a	DET
cana-2164	112	3	training	training	NOUN
cana-2164	112	4	and	and	CCONJ
cana-2164	112	5	a	a	DET
cana-2164	112	6	test	test	NOUN
cana-2164	112	7	dataset	dataset	NOUN
cana-2164	112	8	.	.	PUNCT
cana-2164	113	1	we	we	PRON
cana-2164	113	2	use	use	VERB
cana-2164	113	3	the	the	DET
cana-2164	113	4	logistic	logistic	ADJ
cana-2164	113	5	regression	regression	NOUN
cana-2164	113	6	,	,	PUNCT
cana-2164	113	7	support	support	NOUN
cana-2164	113	8	vector	vector	NOUN
cana-2164	113	9	machine	machine	NOUN
cana-2164	113	10	,	,	PUNCT
cana-2164	113	11	k	k	NOUN
cana-2164	113	12	-	-	PUNCT
cana-2164	113	13	nearest	near	ADJ
cana-2164	113	14	,	,	PUNCT
cana-2164	113	15	and	and	CCONJ
cana-2164	113	16	xg	xg	NOUN
cana-2164	113	17	boost	boost	VERB
cana-2164	113	18	classification	classification	NOUN
cana-2164	113	19	algorithms	algorithm	NOUN
cana-2164	113	20	in	in	ADP
cana-2164	113	21	the	the	DET
cana-2164	113	22	training	training	NOUN
cana-2164	113	23	data	datum	NOUN
cana-2164	113	24	set	set	VERB
cana-2164	113	25	,	,	PUNCT
cana-2164	113	26	and	and	CCONJ
cana-2164	113	27	the	the	DET
cana-2164	113	28	multilayer	multilayer	ADJ
cana-2164	113	29	perceptron	perceptron	PROPN
cana-2164	113	30	(	(	PUNCT
cana-2164	113	31	mlp	mlp	PROPN
cana-2164	113	32	)	)	PUNCT
cana-2164	113	33	model	model	NOUN
cana-2164	113	34	in	in	ADP
cana-2164	113	35	the	the	DET
cana-2164	113	36	testing	testing	NOUN
cana-2164	113	37	data	datum	NOUN
cana-2164	113	38	set	set	VERB
cana-2164	113	39	.	.	PUNCT
cana-2164	114	1	then	then	ADV
cana-2164	114	2	results	result	NOUN
cana-2164	114	3	will	will	AUX
cana-2164	114	4	get	get	VERB
cana-2164	114	5	with	with	ADP
cana-2164	114	6	higher	high	ADJ
cana-2164	114	7	accuracy	accuracy	NOUN
cana-2164	114	8	in	in	ADP
cana-2164	114	9	binary	binary	ADJ
cana-2164	114	10	values	value	NOUN
cana-2164	114	11	either	either	CCONJ
cana-2164	114	12	flood	flood	NOUN
cana-2164	114	13	may	may	AUX
cana-2164	114	14	happen	happen	VERB
cana-2164	114	15	or	or	CCONJ
cana-2164	114	16	floods	flood	NOUN
cana-2164	114	17	may	may	AUX
cana-2164	114	18	not	not	PART
cana-2164	114	19	happen	happen	VERB
cana-2164	114	20	.	.	PUNCT
cana-2164	115	1	this	this	PRON
cana-2164	115	2	is	be	AUX
cana-2164	115	3	the	the	DET
cana-2164	115	4	way	way	NOUN
cana-2164	115	5	we	we	PRON
cana-2164	115	6	will	will	AUX
cana-2164	115	7	predict	predict	VERB
cana-2164	115	8	the	the	DET
cana-2164	115	9	results	result	NOUN
cana-2164	115	10	.	.	PUNCT
cana-2164	116	1	user	user	NOUN
cana-2164	116	2	register	register	VERB
cana-2164	116	3	the	the	DET
cana-2164	116	4	user	user	NOUN
cana-2164	116	5	needs	need	VERB
cana-2164	116	6	to	to	PART
cana-2164	116	7	register	register	VERB
cana-2164	116	8	.	.	PUNCT
cana-2164	117	1	about	about	ADP
cana-2164	117	2	-	-	PUNCT
cana-2164	117	3	project	project	NOUN
cana-2164	117	4	in	in	ADP
cana-2164	117	5	this	this	DET
cana-2164	117	6	application	application	NOUN
cana-2164	117	7	,	,	PUNCT
cana-2164	117	8	we	we	PRON
cana-2164	117	9	have	have	AUX
cana-2164	117	10	successfully	successfully	ADV
cana-2164	117	11	created	create	VERB
cana-2164	117	12	an	an	DET
cana-2164	117	13	application	application	NOUN
cana-2164	117	14	which	which	PRON
cana-2164	117	15	takes	take	VERB
cana-2164	117	16	in	in	ADP
cana-2164	117	17	and	and	CCONJ
cana-2164	117	18	at	at	ADP
cana-2164	117	19	a	a	DET
cana-2164	117	20	set	set	NOUN
cana-2164	117	21	and	and	CCONJ
cana-2164	117	22	predicts	predict	VERB
cana-2164	117	23	the	the	DET
cana-2164	117	24	floods	flood	NOUN
cana-2164	117	25	happen	happen	VERB
cana-2164	117	26	or	or	CCONJ
cana-2164	117	27	floods	flood	NOUN
cana-2164	117	28	not	not	PART
cana-2164	117	29	happen	happen	VERB
cana-2164	117	30	in	in	ADP
cana-2164	117	31	the	the	DET
cana-2164	117	32	particular	particular	ADJ
cana-2164	117	33	areas	area	NOUN
cana-2164	117	34	.	.	PUNCT
cana-2164	118	1	login	login	VERB
cana-2164	118	2	a	a	DET
cana-2164	118	3	registered	register	VERB
cana-2164	118	4	user	user	NOUN
cana-2164	118	5	can	can	AUX
cana-2164	118	6	login	login	VERB
cana-2164	118	7	using	use	VERB
cana-2164	118	8	the	the	DET
cana-2164	118	9	valid	valid	ADJ
cana-2164	118	10	credentials	credential	NOUN
cana-2164	118	11	to	to	ADP
cana-2164	118	12	the	the	DET
cana-2164	118	13	website	website	NOUN
cana-2164	118	14	to	to	PART
cana-2164	118	15	use	use	VERB
cana-2164	118	16	a	a	DET
cana-2164	118	17	application	application	NOUN
cana-2164	118	18	.	.	PUNCT
cana-2164	119	1	upload	upload	PROPN
cana-2164	119	2	dataset	dataset	VERB
cana-2164	119	3	the	the	DET
cana-2164	119	4	user	user	NOUN
cana-2164	119	5	has	have	VERB
cana-2164	119	6	to	to	PART
cana-2164	119	7	upload	upload	VERB
cana-2164	119	8	an	an	DET
cana-2164	119	9	dataset	dataset	ADJ
cana-2164	119	10	inform	inform	NOUN
cana-2164	119	11	at	at	ADP
cana-2164	119	12	of	of	ADP
cana-2164	119	13	csv	csv	NOUN
cana-2164	119	14	files	file	NOUN
cana-2164	119	15	which	which	PRON
cana-2164	119	16	needs	need	VERB
cana-2164	119	17	to	to	PART
cana-2164	119	18	be	be	AUX
cana-2164	119	19	tested	test	VERB
cana-2164	119	20	.	.	PUNCT
cana-2164	120	1	prediction	prediction	VERB
cana-2164	120	2	the	the	DET
cana-2164	120	3	results	result	NOUN
cana-2164	120	4	of	of	ADP
cana-2164	120	5	our	our	PRON
cana-2164	120	6	model	model	NOUN
cana-2164	120	7	are	be	AUX
cana-2164	120	8	displayed	display	VERB
cana-2164	120	9	as	as	SCONJ
cana-2164	120	10	either	either	DET
cana-2164	120	11	floods	flood	NOUN
cana-2164	120	12	happen	happen	VERB
cana-2164	120	13	or	or	CCONJ
cana-2164	120	14	not	not	PART
cana-2164	120	15	.	.	PUNCT
cana-2164	121	1	communications	communication	NOUN
cana-2164	121	2	on	on	ADP
cana-2164	121	3	applied	apply	VERB
cana-2164	121	4	nonlinear	nonlinear	ADJ
cana-2164	121	5	analysis	analysis	NOUN
cana-2164	121	6	issn	issn	NOUN
cana-2164	121	7	:	:	PUNCT
cana-2164	121	8	1074	1074	NUM
cana-2164	121	9	-	-	PUNCT
cana-2164	121	10	133x	133x	NUM
cana-2164	121	11	vol	vol	NOUN
cana-2164	121	12	32	32	NUM
cana-2164	121	13	no	no	NOUN
cana-2164	121	14	.	.	PUNCT
cana-2164	122	1	1s	1s	NUM
cana-2164	122	2	(	(	PUNCT
cana-2164	122	3	2025	2025	NUM
cana-2164	122	4	)	)	PUNCT
cana-2164	122	5	267	267	NUM
cana-2164	122	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2164	122	7	view	view	NOUN
cana-2164	122	8	results	result	NOUN
cana-2164	122	9	view	view	VERB
cana-2164	122	10	the	the	DET
cana-2164	122	11	results	result	NOUN
cana-2164	122	12	that	that	PRON
cana-2164	122	13	floods	flood	NOUN
cana-2164	122	14	happen	happen	VERB
cana-2164	122	15	or	or	CCONJ
cana-2164	122	16	not	not	PART
cana-2164	122	17	.	.	PUNCT
cana-2164	123	1	logout	logout	VERB
cana-2164	123	2	once	once	SCONJ
cana-2164	123	3	the	the	DET
cana-2164	123	4	prediction	prediction	NOUN
cana-2164	123	5	is	be	AUX
cana-2164	123	6	over	over	ADV
cana-2164	123	7	,	,	PUNCT
cana-2164	123	8	the	the	DET
cana-2164	123	9	user	user	NOUN
cana-2164	123	10	can	can	AUX
cana-2164	123	11	logout	logout	VERB
cana-2164	123	12	of	of	ADP
cana-2164	123	13	the	the	DET
cana-2164	123	14	application	application	NOUN
cana-2164	123	15	figure	figure	NOUN
cana-2164	123	16	2	2	NUM
cana-2164	123	17	-architecture	-architecture	NOUN
cana-2164	123	18	in	in	ADP
cana-2164	123	19	this	this	DET
cana-2164	123	20	architecture	architecture	NOUN
cana-2164	123	21	first	first	ADV
cana-2164	123	22	we	we	PRON
cana-2164	123	23	are	be	AUX
cana-2164	123	24	uploading	upload	VERB
cana-2164	123	25	dataset	dataset	VERB
cana-2164	123	26	after	after	ADP
cana-2164	123	27	uploading	upload	VERB
cana-2164	123	28	raw	raw	ADJ
cana-2164	123	29	data	datum	NOUN
cana-2164	123	30	we	we	PRON
cana-2164	123	31	have	have	VERB
cana-2164	123	32	to	to	PART
cana-2164	123	33	preprocess	preprocess	VERB
cana-2164	123	34	it	it	PRON
cana-2164	123	35	in	in	ADP
cana-2164	123	36	2ratios	2ratios	NUM
cana-2164	123	37	80:20	80:20	NUM
cana-2164	123	38	.	.	PUNCT
cana-2164	124	1	80	80	NUM
cana-2164	124	2	percent	percent	NOUN
cana-2164	124	3	is	be	AUX
cana-2164	124	4	training	train	VERB
cana-2164	124	5	dataset	dataset	NOUN
cana-2164	124	6	and	and	CCONJ
cana-2164	124	7	20	20	NUM
cana-2164	124	8	percent	percent	NOUN
cana-2164	124	9	is	be	AUX
cana-2164	124	10	testing	test	VERB
cana-2164	124	11	.	.	PUNCT
cana-2164	125	1	and	and	CCONJ
cana-2164	125	2	classification	classification	NOUN
cana-2164	125	3	we	we	PRON
cana-2164	125	4	are	be	AUX
cana-2164	125	5	using	use	VERB
cana-2164	125	6	is	be	AUX
cana-2164	125	7	xgboost	xgboost	X
cana-2164	125	8	algorithm	algorithm	NOUN
cana-2164	125	9	.	.	PUNCT
cana-2164	126	1	and	and	CCONJ
cana-2164	126	2	we	we	PRON
cana-2164	126	3	are	be	AUX
cana-2164	126	4	getting	get	VERB
cana-2164	126	5	the	the	DET
cana-2164	126	6	results	result	NOUN
cana-2164	126	7	floods	flood	NOUN
cana-2164	126	8	happen	happen	VERB
cana-2164	126	9	or	or	CCONJ
cana-2164	126	10	floods	flood	NOUN
cana-2164	126	11	not	not	PART
cana-2164	126	12	happen	happen	VERB
cana-2164	126	13	.	.	PUNCT
cana-2164	127	1	v.	v.	ADP
cana-2164	127	2	implementation	implementation	NOUN
cana-2164	127	3	methods	method	NOUN
cana-2164	127	4	logistic	logistic	ADJ
cana-2164	127	5	regression	regression	NOUN
cana-2164	127	6	:	:	PUNCT
cana-2164	127	7	logistic	logistic	ADJ
cana-2164	127	8	regression	regression	NOUN
cana-2164	127	9	is	be	AUX
cana-2164	127	10	a	a	DET
cana-2164	127	11	statistical	statistical	ADJ
cana-2164	127	12	model	model	NOUN
cana-2164	127	13	.	.	PUNCT
cana-2164	128	1	here	here	ADV
cana-2164	128	2	we	we	PRON
cana-2164	128	3	use	use	VERB
cana-2164	128	4	probability	probability	NOUN
cana-2164	128	5	technique	technique	NOUN
cana-2164	128	6	of	of	ADP
cana-2164	128	7	1	1	NUM
cana-2164	128	8	event	event	NOUN
cana-2164	128	9	out	out	ADP
cana-2164	128	10	of	of	ADP
cana-2164	128	11	2	2	NUM
cana-2164	128	12	alternatives	alternative	NOUN
cana-2164	128	13	.	.	PUNCT
cana-2164	129	1	here	here	ADV
cana-2164	129	2	in	in	ADP
cana-2164	129	3	logistic	logistic	ADJ
cana-2164	129	4	regression	regression	NOUN
cana-2164	129	5	here	here	ADV
cana-2164	129	6	we	we	PRON
cana-2164	129	7	use	use	VERB
cana-2164	129	8	only	only	ADV
cana-2164	129	9	binary	binary	ADJ
cana-2164	129	10	values	value	NOUN
cana-2164	129	11	either	either	CCONJ
cana-2164	129	12	0	0	NUM
cana-2164	129	13	or	or	CCONJ
cana-2164	129	14	1	1	NUM
cana-2164	129	15	to	to	PART
cana-2164	129	16	model	model	VERB
cana-2164	129	17	the	the	DET
cana-2164	129	18	probability	probability	NOUN
cana-2164	129	19	of	of	ADP
cana-2164	129	20	certain	certain	ADJ
cana-2164	129	21	class	class	NOUN
cana-2164	129	22	or	or	CCONJ
cana-2164	129	23	event	event	NOUN
cana-2164	129	24	taking	take	VERB
cana-2164	129	25	place	place	NOUN
cana-2164	129	26	.	.	PUNCT
cana-2164	130	1	in	in	ADP
cana-2164	130	2	our	our	PRON
cana-2164	130	3	prediction	prediction	NOUN
cana-2164	130	4	we	we	PRON
cana-2164	130	5	use	use	VERB
cana-2164	130	6	logistic	logistic	ADJ
cana-2164	130	7	regression	regression	NOUN
cana-2164	130	8	it	it	PRON
cana-2164	130	9	’s	’	VERB
cana-2164	130	10	prediction	prediction	NOUN
cana-2164	130	11	tie	tie	NOUN
cana-2164	130	12	is0.9288	is0.9288	NOUN
cana-2164	130	13	.	.	PUNCT
cana-2164	131	1	it	it	PRON
cana-2164	131	2	will	will	AUX
cana-2164	131	3	tell	tell	VERB
cana-2164	131	4	only	only	ADV
cana-2164	131	5	either	either	CCONJ
cana-2164	131	6	floods	flood	NOUN
cana-2164	131	7	may	may	AUX
cana-2164	131	8	happen	happen	VERB
cana-2164	131	9	or	or	CCONJ
cana-2164	131	10	floods	flood	NOUN
cana-2164	131	11	may	may	AUX
cana-2164	131	12	not	not	PART
cana-2164	131	13	happen	happen	VERB
cana-2164	131	14	.	.	PUNCT
cana-2164	132	1	in	in	ADP
cana-2164	132	2	threshold	threshold	NOUN
cana-2164	132	3	it	it	PRON
cana-2164	132	4	will	will	AUX
cana-2164	132	5	show	show	VERB
cana-2164	132	6	as	as	ADP
cana-2164	132	7	s	s	NOUN
cana-2164	132	8	curve	curve	NOUN
cana-2164	132	9	.	.	PUNCT
cana-2164	133	1	the	the	DET
cana-2164	133	2	categorical	categorical	ADJ
cana-2164	133	3	responses	response	NOUN
cana-2164	133	4	are	be	AUX
cana-2164	133	5	only	only	ADV
cana-2164	133	6	two	two	NUM
cana-2164	133	7	outcomes	outcome	NOUN
cana-2164	133	8	.	.	PUNCT
cana-2164	134	1	knn	knn	PROPN
cana-2164	134	2	algorithm	algorithm	PROPN
cana-2164	134	3	:	:	PUNCT
cana-2164	134	4	knn	knn	PROPN
cana-2164	134	5	algorithm	algorithm	PROPN
cana-2164	134	6	is	be	AUX
cana-2164	134	7	an	an	DET
cana-2164	134	8	supervised	supervised	ADJ
cana-2164	134	9	learning	learning	NOUN
cana-2164	134	10	algorithm	algorithm	NOUN
cana-2164	134	11	.	.	PUNCT
cana-2164	135	1	here	here	ADV
cana-2164	135	2	it	it	PRON
cana-2164	135	3	can	can	AUX
cana-2164	135	4	use	use	VERB
cana-2164	135	5	for	for	ADP
cana-2164	135	6	both	both	CCONJ
cana-2164	135	7	classification	classification	NOUN
cana-2164	135	8	and	and	CCONJ
cana-2164	135	9	regression	regression	NOUN
cana-2164	135	10	technique	technique	NOUN
cana-2164	135	11	to	to	PART
cana-2164	135	12	assign	assign	VERB
cana-2164	135	13	weights	weight	NOUN
cana-2164	135	14	.	.	PUNCT
cana-2164	136	1	it	it	PRON
cana-2164	136	2	takes	take	VERB
cana-2164	136	3	the	the	DET
cana-2164	136	4	nearest	near	ADJ
cana-2164	136	5	values	value	NOUN
cana-2164	136	6	if	if	SCONJ
cana-2164	136	7	k=3	k=3	X
cana-2164	136	8	if	if	SCONJ
cana-2164	136	9	distance	distance	NOUN
cana-2164	136	10	is	be	AUX
cana-2164	136	11	close	close	ADJ
cana-2164	136	12	to	to	ADP
cana-2164	136	13	one	one	NUM
cana-2164	136	14	classifier	classifier	NOUN
cana-2164	136	15	then	then	ADV
cana-2164	136	16	it	it	PRON
cana-2164	136	17	will	will	AUX
cana-2164	136	18	move	move	VERB
cana-2164	136	19	to	to	ADP
cana-2164	136	20	1	1	NUM
cana-2164	136	21	classifier	classifier	NOUN
cana-2164	136	22	.	.	PUNCT
cana-2164	137	1	here	here	ADV
cana-2164	137	2	it	it	PRON
cana-2164	137	3	calculates	calculate	VERB
cana-2164	137	4	distance	distance	NOUN
cana-2164	137	5	and	and	CCONJ
cana-2164	137	6	weights	weight	NOUN
cana-2164	137	7	.	.	PUNCT
cana-2164	138	1	communications	communication	NOUN
cana-2164	138	2	on	on	ADP
cana-2164	138	3	applied	apply	VERB
cana-2164	138	4	nonlinear	nonlinear	ADJ
cana-2164	138	5	analysis	analysis	NOUN
cana-2164	138	6	issn	issn	NOUN
cana-2164	138	7	:	:	PUNCT
cana-2164	138	8	1074	1074	NUM
cana-2164	138	9	-	-	PUNCT
cana-2164	138	10	133x	133x	NUM
cana-2164	138	11	vol	vol	NOUN
cana-2164	138	12	32	32	NUM
cana-2164	138	13	no	no	NOUN
cana-2164	138	14	.	.	PUNCT
cana-2164	139	1	1s	1s	NUM
cana-2164	139	2	(	(	PUNCT
cana-2164	139	3	2025	2025	NUM
cana-2164	139	4	)	)	PUNCT
cana-2164	139	5	268	268	NUM
cana-2164	139	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2164	139	7	figure	figure	NOUN
cana-2164	139	8	3.-knnalgorithm	3.-knnalgorithm	NUM
cana-2164	139	9	here	here	ADV
cana-2164	139	10	we	we	PRON
cana-2164	139	11	can	can	AUX
cana-2164	139	12	see	see	VERB
cana-2164	139	13	that	that	SCONJ
cana-2164	139	14	in	in	ADP
cana-2164	139	15	this	this	DET
cana-2164	139	16	fig	fig	NOUN
cana-2164	139	17	the	the	DET
cana-2164	139	18	blue	blue	ADJ
cana-2164	139	19	point	point	NOUN
cana-2164	139	20	is	be	AUX
cana-2164	139	21	a	a	DET
cana-2164	139	22	new	new	ADJ
cana-2164	139	23	data	data	NOUN
cana-2164	139	24	point	point	NOUN
cana-2164	139	25	.	.	PUNCT
cana-2164	140	1	category	category	NOUN
cana-2164	140	2	a	a	PRON
cana-2164	140	3	and	and	CCONJ
cana-2164	140	4	category	category	NOUN
cana-2164	140	5	b	b	NOUN
cana-2164	140	6	are	be	AUX
cana-2164	140	7	neighbors	neighbor	NOUN
cana-2164	140	8	.	.	PUNCT
cana-2164	141	1	this	this	DET
cana-2164	141	2	algorithm	algorithm	NOUN
cana-2164	141	3	calculating	calculate	VERB
cana-2164	141	4	nearest	nearest	ADP
cana-2164	141	5	distance	distance	NOUN
cana-2164	141	6	new	new	ADJ
cana-2164	141	7	data	data	NOUN
cana-2164	141	8	point	point	NOUN
cana-2164	141	9	is	be	AUX
cana-2164	141	10	assigned	assign	VERB
cana-2164	141	11	to	to	ADP
cana-2164	141	12	category	category	NOUN
cana-2164	141	13	because	because	SCONJ
cana-2164	141	14	the	the	DET
cana-2164	141	15	distance	distance	NOUN
cana-2164	141	16	is	be	AUX
cana-2164	141	17	very	very	ADV
cana-2164	141	18	less	less	ADV
cana-2164	141	19	comparing	comparing	ADJ
cana-2164	141	20	to	to	ADP
cana-2164	141	21	category	category	PROPN
cana-2164	141	22	b.	b.	PROPN
cana-2164	141	23	support	support	PROPN
cana-2164	141	24	vector	vector	NOUN
cana-2164	141	25	machine	machine	NOUN
cana-2164	141	26	:	:	PUNCT
cana-2164	141	27	in	in	ADP
cana-2164	141	28	support	support	NOUN
cana-2164	141	29	vector	vector	NOUN
cana-2164	141	30	machine	machine	NOUN
cana-2164	141	31	we	we	PRON
cana-2164	141	32	can	can	AUX
cana-2164	141	33	analyze	analyze	VERB
cana-2164	141	34	the	the	DET
cana-2164	141	35	data	datum	NOUN
cana-2164	141	36	by	by	ADP
cana-2164	141	37	using	use	VERB
cana-2164	141	38	either	either	CCONJ
cana-2164	141	39	classification	classification	NOUN
cana-2164	141	40	technique	technique	NOUN
cana-2164	141	41	or	or	CCONJ
cana-2164	141	42	regression	regression	NOUN
cana-2164	141	43	model	model	NOUN
cana-2164	141	44	here	here	ADV
cana-2164	141	45	we	we	PRON
cana-2164	141	46	have	have	VERB
cana-2164	141	47	2	2	NUM
cana-2164	141	48	categories	category	NOUN
cana-2164	141	49	to	to	PART
cana-2164	141	50	train	train	VERB
cana-2164	141	51	the	the	DET
cana-2164	141	52	data	datum	NOUN
cana-2164	141	53	set	set	VERB
cana-2164	141	54	if	if	SCONJ
cana-2164	141	55	new	new	ADJ
cana-2164	141	56	data	datum	NOUN
cana-2164	141	57	comes	come	VERB
cana-2164	141	58	it	it	PRON
cana-2164	141	59	can	can	AUX
cana-2164	141	60	easily	easily	ADV
cana-2164	141	61	categorize	categorize	VERB
cana-2164	141	62	under	under	ADP
cana-2164	141	63	a	a	DET
cana-2164	141	64	particular	particular	ADJ
cana-2164	141	65	group	group	NOUN
cana-2164	141	66	.	.	PUNCT
cana-2164	142	1	it	it	PRON
cana-2164	142	2	is	be	AUX
cana-2164	142	3	called	call	VERB
cana-2164	142	4	as	as	ADP
cana-2164	142	5	non	non	ADJ
cana-2164	142	6	-	-	ADJ
cana-2164	142	7	binary	binary	ADJ
cana-2164	142	8	linear	linear	PROPN
cana-2164	142	9	classifier	classifier	NOUN
cana-2164	142	10	.	.	PUNCT
cana-2164	143	1	in	in	ADP
cana-2164	143	2	support	support	NOUN
cana-2164	143	3	vector	vector	NOUN
cana-2164	143	4	machine	machine	NOUN
cana-2164	143	5	we	we	PRON
cana-2164	143	6	train	train	VERB
cana-2164	143	7	a	a	DET
cana-2164	143	8	large	large	ADJ
cana-2164	143	9	data	datum	NOUN
cana-2164	143	10	with	with	ADP
cana-2164	143	11	all	all	DET
cana-2164	143	12	the	the	DET
cana-2164	143	13	features	feature	NOUN
cana-2164	143	14	.	.	PUNCT
cana-2164	144	1	and	and	CCONJ
cana-2164	144	2	then	then	ADV
cana-2164	144	3	we	we	PRON
cana-2164	144	4	will	will	AUX
cana-2164	144	5	give	give	VERB
cana-2164	144	6	them	they	PRON
cana-2164	144	7	to	to	ADP
cana-2164	144	8	one	one	NUM
cana-2164	144	9	strange	strange	ADJ
cana-2164	144	10	data	datum	NOUN
cana-2164	144	11	by	by	ADP
cana-2164	144	12	using	use	VERB
cana-2164	144	13	hyper	hyper	ADJ
cana-2164	144	14	planes	plane	NOUN
cana-2164	144	15	support	support	NOUN
cana-2164	144	16	vector	vector	NOUN
cana-2164	144	17	machine	machine	NOUN
cana-2164	144	18	will	will	AUX
cana-2164	144	19	find	find	VERB
cana-2164	144	20	the	the	DET
cana-2164	144	21	best	good	ADJ
cana-2164	144	22	route	route	NOUN
cana-2164	144	23	or	or	CCONJ
cana-2164	144	24	best	good	ADJ
cana-2164	144	25	boundary	boundary	ADJ
cana-2164	144	26	decision	decision	NOUN
cana-2164	144	27	.	.	PUNCT
cana-2164	145	1	in	in	ADP
cana-2164	145	2	support	support	NOUN
cana-2164	145	3	vector	vector	NOUN
cana-2164	145	4	machine	machine	NOUN
cana-2164	145	5	we	we	PRON
cana-2164	145	6	use	use	VERB
cana-2164	145	7	ml	ml	PART
cana-2164	145	8	classifier	classifier	VERB
cana-2164	145	9	to	to	PART
cana-2164	145	10	predict	predict	VERB
cana-2164	145	11	the	the	DET
cana-2164	145	12	floods	flood	NOUN
cana-2164	145	13	but	but	CCONJ
cana-2164	145	14	its	its	PRON
cana-2164	145	15	accuracy	accuracy	NOUN
cana-2164	145	16	is	be	AUX
cana-2164	145	17	0.9666	0.9666	NUM
cana-2164	145	18	.	.	PUNCT
cana-2164	146	1	so	so	ADV
cana-2164	146	2	with	with	ADP
cana-2164	146	3	is	be	AUX
cana-2164	146	4	algorithm	algorithm	NOUN
cana-2164	146	5	our	our	PRON
cana-2164	146	6	measures	measure	NOUN
cana-2164	146	7	are	be	AUX
cana-2164	146	8	not	not	PART
cana-2164	146	9	giving	give	VERB
cana-2164	146	10	best	good	ADJ
cana-2164	146	11	accuracy	accuracy	NOUN
cana-2164	146	12	.	.	PUNCT
cana-2164	147	1	figure	figure	NOUN
cana-2164	147	2	4	4	NUM
cana-2164	147	3	:	:	PUNCT
cana-2164	147	4	support	support	NOUN
cana-2164	147	5	vector	vector	NOUN
cana-2164	147	6	system	system	NOUN
cana-2164	147	7	in	in	ADP
cana-2164	147	8	this	this	DET
cana-2164	147	9	figure	figure	NOUN
cana-2164	147	10	we	we	PRON
cana-2164	147	11	can	can	AUX
cana-2164	147	12	see	see	VERB
cana-2164	147	13	the	the	DET
cana-2164	147	14	best	good	ADJ
cana-2164	147	15	hyper	hyper	ADJ
cana-2164	147	16	plane	plane	NOUN
cana-2164	147	17	boundary	boundary	NOUN
cana-2164	147	18	and	and	CCONJ
cana-2164	147	19	x1	x1	NUM
cana-2164	147	20	and	and	CCONJ
cana-2164	147	21	x2	x2	PROPN
cana-2164	147	22	are	be	AUX
cana-2164	147	23	two	two	NUM
cana-2164	147	24	independent	independent	ADJ
cana-2164	147	25	variables	variable	NOUN
cana-2164	147	26	.	.	PUNCT
cana-2164	148	1	by	by	ADP
cana-2164	148	2	using	use	VERB
cana-2164	148	3	knn	knn	PROPN
cana-2164	148	4	classifier	classifier	NOUN
cana-2164	148	5	and	and	CCONJ
cana-2164	148	6	by	by	ADP
cana-2164	148	7	using	use	VERB
cana-2164	148	8	previous	previous	ADJ
cana-2164	148	9	data	datum	NOUN
cana-2164	148	10	we	we	PRON
cana-2164	148	11	can	can	AUX
cana-2164	148	12	find	find	VERB
cana-2164	148	13	the	the	DET
cana-2164	148	14	best	good	ADJ
cana-2164	148	15	margin	margin	NOUN
cana-2164	148	16	.	.	PUNCT
cana-2164	149	1	this	this	DET
cana-2164	149	2	hyper	hyper	ADJ
cana-2164	149	3	plane	plane	NOUN
cana-2164	149	4	margin	margin	NOUN
cana-2164	149	5	is	be	AUX
cana-2164	149	6	soft	soft	ADJ
cana-2164	149	7	margin	margin	NOUN
cana-2164	149	8	.	.	PUNCT
cana-2164	150	1	xg	xg	PROPN
cana-2164	150	2	boost	boost	PROPN
cana-2164	150	3	algorithm	algorithm	NOUN
cana-2164	150	4	:	:	PUNCT
cana-2164	150	5	in	in	ADP
cana-2164	150	6	our	our	PRON
cana-2164	150	7	prediction	prediction	NOUN
cana-2164	150	8	modeling	modeling	NOUN
cana-2164	150	9	we	we	PRON
cana-2164	150	10	are	be	AUX
cana-2164	150	11	using	use	VERB
cana-2164	150	12	xg	xg	PROPN
cana-2164	150	13	boost	boost	NOUN
cana-2164	150	14	algorithm	algorithm	NOUN
cana-2164	150	15	.	.	PUNCT
cana-2164	151	1	because	because	SCONJ
cana-2164	151	2	it	it	PRON
cana-2164	151	3	’s	’s	AUX
cana-2164	151	4	regularized	regularize	VERB
cana-2164	151	5	boosting	boost	VERB
cana-2164	151	6	and	and	CCONJ
cana-2164	151	7	prevents	prevent	VERB
cana-2164	151	8	over	over	ADP
cana-2164	151	9	fitting	fitting	ADJ
cana-2164	151	10	.	.	PUNCT
cana-2164	152	1	it	it	PRON
cana-2164	152	2	can	can	AUX
cana-2164	152	3	handle	handle	VERB
cana-2164	152	4	missing	miss	VERB
cana-2164	152	5	values	value	NOUN
cana-2164	152	6	automatically	automatically	ADV
cana-2164	152	7	.	.	PUNCT
cana-2164	153	1	this	this	PRON
cana-2164	153	2	is	be	AUX
cana-2164	153	3	a	a	DET
cana-2164	153	4	parallel	parallel	ADJ
cana-2164	153	5	processing	processing	NOUN
cana-2164	153	6	method	method	NOUN
cana-2164	153	7	with	with	ADP
cana-2164	153	8	the	the	DET
cana-2164	153	9	added	add	VERB
cana-2164	153	10	benefit	benefit	NOUN
cana-2164	153	11	of	of	ADP
cana-2164	153	12	iterative	iterative	NOUN
cana-2164	153	13	cross	cross	NOUN
cana-2164	153	14	-	-	NOUN
cana-2164	153	15	verification	verification	NOUN
cana-2164	153	16	.	.	PUNCT
cana-2164	154	1	it	it	PRON
cana-2164	154	2	lets	let	VERB
cana-2164	154	3	you	you	PRON
cana-2164	154	4	set	set	VERB
cana-2164	154	5	your	your	PRON
cana-2164	154	6	own	own	ADJ
cana-2164	154	7	optimization	optimization	NOUN
cana-2164	154	8	goals	goal	NOUN
cana-2164	154	9	and	and	CCONJ
cana-2164	154	10	do	do	VERB
cana-2164	154	11	tree	tree	NOUN
cana-2164	154	12	pruning	pruning	NOUN
cana-2164	154	13	,	,	PUNCT
cana-2164	154	14	as	as	ADV
cana-2164	154	15	well	well	ADV
cana-2164	154	16	as	as	ADP
cana-2164	154	17	identify	identify	VERB
cana-2164	154	18	the	the	DET
cana-2164	154	19	ideal	ideal	ADJ
cana-2164	154	20	number	number	NOUN
cana-2164	154	21	of	of	ADP
cana-2164	154	22	iterations	iteration	NOUN
cana-2164	154	23	.	.	PUNCT
cana-2164	155	1	causes	cause	VERB
cana-2164	155	2	trees	tree	NOUN
cana-2164	155	3	to	to	PART
cana-2164	155	4	grow	grow	VERB
cana-2164	155	5	deeper	deep	ADJ
cana-2164	155	6	but	but	CCONJ
cana-2164	155	7	more	more	ADV
cana-2164	155	8	optimally	optimally	ADV
cana-2164	155	9	communications	communication	NOUN
cana-2164	155	10	on	on	ADP
cana-2164	155	11	applied	apply	VERB
cana-2164	155	12	nonlinear	nonlinear	ADJ
cana-2164	155	13	analysis	analysis	NOUN
cana-2164	155	14	issn	issn	NOUN
cana-2164	155	15	:	:	PUNCT
cana-2164	155	16	1074	1074	NUM
cana-2164	155	17	-	-	PUNCT
cana-2164	155	18	133x	133x	NUM
cana-2164	155	19	vol	vol	NOUN
cana-2164	155	20	32	32	NUM
cana-2164	156	1	no	no	NOUN
cana-2164	156	2	.	.	PUNCT
cana-2164	157	1	1s	1s	NUM
cana-2164	157	2	(	(	PUNCT
cana-2164	157	3	2025	2025	NUM
cana-2164	157	4	)	)	PUNCT
cana-2164	157	5	269	269	NUM
cana-2164	157	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2164	157	7	framework	framework	NOUN
cana-2164	157	8	:	:	PUNCT
cana-2164	157	9	here	here	ADV
cana-2164	157	10	we	we	PRON
cana-2164	157	11	use	use	VERB
cana-2164	157	12	the	the	DET
cana-2164	157	13	frame	frame	NOUN
cana-2164	157	14	work	work	NOUN
cana-2164	157	15	called	call	VERB
cana-2164	157	16	pycharm	pycharm	NOUN
cana-2164	157	17	by	by	ADP
cana-2164	157	18	using	use	VERB
cana-2164	157	19	prediction	prediction	NOUN
cana-2164	157	20	modeling	modeling	NOUN
cana-2164	157	21	techniques	technique	NOUN
cana-2164	157	22	we	we	PRON
cana-2164	157	23	install	install	VERB
cana-2164	157	24	the	the	DET
cana-2164	157	25	package	package	NOUN
cana-2164	157	26	called	call	VERB
cana-2164	157	27	xg	xg	PROPN
cana-2164	157	28	boost	boost	NOUN
cana-2164	157	29	and	and	CCONJ
cana-2164	157	30	also	also	ADV
cana-2164	157	31	interfaces	interface	VERB
cana-2164	157	32	numpy	numpy	ADJ
cana-2164	157	33	files	file	NOUN
cana-2164	157	34	sickit_learn	sickit_learn	VERB
cana-2164	157	35	.	.	PUNCT
cana-2164	158	1	the	the	DET
cana-2164	158	2	reason	reason	NOUN
cana-2164	158	3	it	it	PRON
cana-2164	158	4	does	do	AUX
cana-2164	158	5	n't	not	PART
cana-2164	158	6	share	share	VERB
cana-2164	158	7	scikit_learn	scikit_learn	PROPN
cana-2164	158	8	's	's	PART
cana-2164	158	9	apis	apis	NOUN
cana-2164	158	10	is	be	AUX
cana-2164	158	11	that	that	SCONJ
cana-2164	158	12	it	it	PRON
cana-2164	158	13	was	be	AUX
cana-2164	158	14	built	build	VERB
cana-2164	158	15	independently	independently	ADV
cana-2164	158	16	.	.	PUNCT
cana-2164	159	1	features	feature	NOUN
cana-2164	159	2	and	and	CCONJ
cana-2164	159	3	labels	label	NOUN
cana-2164	159	4	are	be	AUX
cana-2164	159	5	stored	store	VERB
cana-2164	159	6	in	in	ADP
cana-2164	159	7	a	a	DET
cana-2164	159	8	d	d	NOUN
cana-2164	159	9	matrix	matrix	NOUN
cana-2164	159	10	structure	structure	NOUN
cana-2164	159	11	.	.	PUNCT
cana-2164	160	1	using	use	VERB
cana-2164	160	2	&	&	CCONJ
cana-2164	160	3	all	all	DET
cana-2164	160	4	parameters	parameter	NOUN
cana-2164	160	5	supplied	supply	VERB
cana-2164	160	6	via	via	ADP
cana-2164	160	7	a	a	DET
cana-2164	160	8	dictionary	dictionary	NOUN
cana-2164	160	9	,	,	PUNCT
cana-2164	160	10	we	we	PRON
cana-2164	160	11	can	can	AUX
cana-2164	160	12	quickly	quickly	ADV
cana-2164	160	13	and	and	CCONJ
cana-2164	160	14	easily	easily	ADV
cana-2164	160	15	generate	generate	VERB
cana-2164	160	16	it	it	PRON
cana-2164	160	17	from	from	ADP
cana-2164	160	18	a	a	DET
cana-2164	160	19	numpy	numpy	NOUN
cana-2164	160	20	array	array	NOUN
cana-2164	160	21	.	.	PUNCT
cana-2164	161	1	then	then	ADV
cana-2164	161	2	we	we	PRON
cana-2164	161	3	'll	will	AUX
cana-2164	161	4	refer	refer	VERB
cana-2164	161	5	to	to	ADP
cana-2164	161	6	the	the	DET
cana-2164	161	7	data	datum	NOUN
cana-2164	161	8	as	as	ADP
cana-2164	161	9	"	"	PUNCT
cana-2164	161	10	trained	train	VERB
cana-2164	161	11	"	"	PUNCT
cana-2164	161	12	in	in	ADP
cana-2164	161	13	order	order	NOUN
cana-2164	161	14	to	to	PART
cana-2164	161	15	make	make	VERB
cana-2164	161	16	accurate	accurate	ADJ
cana-2164	161	17	predictions	prediction	NOUN
cana-2164	161	18	.	.	PUNCT
cana-2164	162	1	xg	xg	PROPN
cana-2164	162	2	boost	boost	VERB
cana-2164	162	3	hyper	hyper	ADJ
cana-2164	162	4	parameters	parameter	NOUN
cana-2164	162	5	:	:	PUNCT
cana-2164	162	6	here	here	ADV
cana-2164	162	7	we	we	PRON
cana-2164	162	8	use	use	VERB
cana-2164	162	9	booster	booster	NOUN
cana-2164	162	10	technique	technique	NOUN
cana-2164	162	11	gbtree	gbtree	NOUN
cana-2164	162	12	orgb	orgb	ADJ
cana-2164	162	13	linear	linear	PROPN
cana-2164	162	14	objectives	objective	NOUN
cana-2164	162	15	of	of	ADP
cana-2164	162	16	hyper	hyper	ADJ
cana-2164	162	17	parameters	parameter	NOUN
cana-2164	162	18	is	be	AUX
cana-2164	162	19	multi	multi	ADJ
cana-2164	162	20	:	:	PUNCT
cana-2164	162	21	softmax	softmax	ADJ
cana-2164	162	22	,	,	PUNCT
cana-2164	162	23	and	and	CCONJ
cana-2164	162	24	multi	multi	ADJ
cana-2164	162	25	:	:	PUNCT
cana-2164	162	26	softprob	softprob	PROPN
cana-2164	162	27	and	and	CCONJ
cana-2164	162	28	the	the	DET
cana-2164	162	29	learning	learning	NOUN
cana-2164	162	30	rate	rate	NOUN
cana-2164	162	31	is	be	AUX
cana-2164	162	32	adjusting	adjust	VERB
cana-2164	162	33	weights	weight	NOUN
cana-2164	162	34	and	and	CCONJ
cana-2164	162	35	also	also	ADV
cana-2164	162	36	here	here	ADV
cana-2164	162	37	we	we	PRON
cana-2164	162	38	are	be	AUX
cana-2164	162	39	calculating	calculate	VERB
cana-2164	162	40	max	max	NOUN
cana-2164	162	41	depth	depth	NOUN
cana-2164	162	42	of	of	ADP
cana-2164	162	43	the	the	DET
cana-2164	162	44	trees	tree	NOUN
cana-2164	162	45	and	and	CCONJ
cana-2164	162	46	minimum	minimum	ADJ
cana-2164	162	47	child	child	NOUN
cana-2164	162	48	weights	weight	NOUN
cana-2164	162	49	of	of	ADP
cana-2164	162	50	the	the	DET
cana-2164	162	51	trees	tree	NOUN
cana-2164	162	52	.	.	PUNCT
cana-2164	163	1	and	and	CCONJ
cana-2164	163	2	the	the	DET
cana-2164	163	3	data	datum	NOUN
cana-2164	163	4	set	set	NOUN
cana-2164	163	5	splits	split	VERB
cana-2164	163	6	into	into	ADP
cana-2164	163	7	2	2	NUM
cana-2164	163	8	phases	phase	NOUN
cana-2164	163	9	training	train	VERB
cana-2164	163	10	set	set	VERB
cana-2164	163	11	and	and	CCONJ
cana-2164	163	12	testing	testing	NOUN
cana-2164	163	13	sets	set	NOUN
cana-2164	163	14	80	80	NUM
cana-2164	163	15	%	%	NOUN
cana-2164	163	16	using	use	VERB
cana-2164	163	17	dataset	dataset	NOUN
cana-2164	163	18	as	as	ADP
cana-2164	163	19	training	training	NOUN
cana-2164	163	20	set	set	VERB
cana-2164	163	21	and	and	CCONJ
cana-2164	163	22	20	20	NUM
cana-2164	163	23	%	%	NOUN
cana-2164	163	24	as	as	ADP
cana-2164	163	25	testing	test	VERB
cana-2164	163	26	dataset	dataset	NOUN
cana-2164	163	27	parameters	parameter	NOUN
cana-2164	163	28	are	be	AUX
cana-2164	163	29	class	class	NOUN
cana-2164	163	30	_	_	PROPN
cana-2164	163	31	weight	weight	NOUN
cana-2164	163	32	,	,	PUNCT
cana-2164	163	33	max_depth	max_depth	NOUN
cana-2164	163	34	,	,	PUNCT
cana-2164	163	35	min_depth	min_depth	NOUN
cana-2164	163	36	.	.	PUNCT
cana-2164	164	1	we	we	PRON
cana-2164	164	2	are	be	AUX
cana-2164	164	3	measuring	measure	VERB
cana-2164	164	4	the	the	DET
cana-2164	164	5	power	power	NOUN
cana-2164	164	6	of	of	ADP
cana-2164	164	7	prediction	prediction	NOUN
cana-2164	164	8	in	in	ADP
cana-2164	164	9	various	various	ADJ
cana-2164	164	10	algorithm	algorithm	NOUN
cana-2164	164	11	here	here	ADV
cana-2164	164	12	comparing	compare	VERB
cana-2164	164	13	to	to	ADP
cana-2164	164	14	all	all	DET
cana-2164	164	15	algorithms	algorithms	NOUN
cana-2164	164	16	xg	xg	NOUN
cana-2164	164	17	boost	boost	NOUN
cana-2164	164	18	giving	give	VERB
cana-2164	164	19	the	the	DET
cana-2164	164	20	highest	high	ADJ
cana-2164	164	21	accuracy	accuracy	NOUN
cana-2164	164	22	because	because	SCONJ
cana-2164	164	23	it	it	PRON
cana-2164	164	24	has	have	VERB
cana-2164	164	25	over	over	ADP
cana-2164	164	26	fitting	fitting	ADJ
cana-2164	164	27	feature	feature	NOUN
cana-2164	164	28	and	and	CCONJ
cana-2164	164	29	boosting	boost	VERB
cana-2164	164	30	,	,	PUNCT
cana-2164	164	31	bagging	bag	VERB
cana-2164	164	32	techniques	technique	NOUN
cana-2164	164	33	there	there	PRON
cana-2164	164	34	is	be	VERB
cana-2164	164	35	an	an	DET
cana-2164	164	36	optimization	optimization	NOUN
cana-2164	164	37	and	and	CCONJ
cana-2164	164	38	improvement	improvement	NOUN
cana-2164	164	39	in	in	ADP
cana-2164	164	40	this	this	DET
cana-2164	164	41	picture	picture	NOUN
cana-2164	164	42	when	when	SCONJ
cana-2164	164	43	we	we	PRON
cana-2164	164	44	compare	compare	VERB
cana-2164	164	45	to	to	ADP
cana-2164	164	46	logistic	logistic	ADJ
cana-2164	164	47	regression	regression	NOUN
cana-2164	164	48	and	and	CCONJ
cana-2164	164	49	xg	xg	NOUN
cana-2164	164	50	boost	boost	VERB
cana-2164	164	51	0.9662	0.9662	NUM
cana-2164	164	52	is	be	AUX
cana-2164	164	53	the	the	DET
cana-2164	164	54	xgboost	xgboost	ADJ
cana-2164	164	55	accuracy	accuracy	NOUN
cana-2164	164	56	.	.	PUNCT
cana-2164	165	1	and	and	CCONJ
cana-2164	165	2	the	the	DET
cana-2164	165	3	training	training	NOUN
cana-2164	165	4	time	time	NOUN
cana-2164	165	5	in	in	ADP
cana-2164	165	6	seconds	second	NOUN
cana-2164	165	7	is	be	AUX
cana-2164	165	8	24	24	NUM
cana-2164	165	9	seconds	second	NOUN
cana-2164	165	10	.	.	PUNCT
cana-2164	166	1	this	this	PRON
cana-2164	166	2	is	be	AUX
cana-2164	166	3	the	the	DET
cana-2164	166	4	prediction	prediction	NOUN
cana-2164	166	5	power	power	NOUN
cana-2164	166	6	of	of	ADP
cana-2164	166	7	xgboost	xgboost	PROPN
cana-2164	166	8	algorithm	algorithm	PROPN
cana-2164	166	9	.	.	PUNCT
cana-2164	167	1	because	because	SCONJ
cana-2164	167	2	of	of	ADP
cana-2164	167	3	this	this	PRON
cana-2164	167	4	it	it	PRON
cana-2164	167	5	provides	provide	VERB
cana-2164	167	6	cache	cache	NOUN
cana-2164	167	7	awareness	awareness	NOUN
cana-2164	167	8	.	.	PUNCT
cana-2164	168	1	in	in	ADP
cana-2164	168	2	the	the	DET
cana-2164	168	3	figure	figure	NOUN
cana-2164	168	4	we	we	PRON
cana-2164	168	5	are	be	AUX
cana-2164	168	6	measuring	measure	VERB
cana-2164	168	7	the	the	DET
cana-2164	168	8	power	power	NOUN
cana-2164	168	9	of	of	ADP
cana-2164	168	10	prediction	prediction	NOUN
cana-2164	168	11	in	in	ADP
cana-2164	168	12	various	various	ADJ
cana-2164	168	13	algorithm	algorithm	NOUN
cana-2164	168	14	here	here	ADV
cana-2164	168	15	comparing	compare	VERB
cana-2164	168	16	to	to	ADP
cana-2164	168	17	all	all	DET
cana-2164	168	18	algorithms	algorithm	NOUN
cana-2164	168	19	xgboost	xgboost	X
cana-2164	168	20	giving	give	VERB
cana-2164	168	21	the	the	DET
cana-2164	168	22	highest	high	ADJ
cana-2164	168	23	accuracy	accuracy	NOUN
cana-2164	168	24	because	because	SCONJ
cana-2164	168	25	it	it	PRON
cana-2164	168	26	has	have	VERB
cana-2164	168	27	over	over	ADP
cana-2164	168	28	fitting	fitting	ADJ
cana-2164	168	29	feature	feature	NOUN
cana-2164	168	30	and	and	CCONJ
cana-2164	168	31	boosting	boost	VERB
cana-2164	168	32	,	,	PUNCT
cana-2164	168	33	bagging	bag	VERB
cana-2164	168	34	techniques	technique	NOUN
cana-2164	168	35	there	there	PRON
cana-2164	168	36	is	be	VERB
cana-2164	168	37	an	an	DET
cana-2164	168	38	optimization	optimization	NOUN
cana-2164	168	39	and	and	CCONJ
cana-2164	168	40	improvement	improvement	NOUN
cana-2164	168	41	in	in	ADP
cana-2164	168	42	this	this	DET
cana-2164	168	43	picture	picture	NOUN
cana-2164	168	44	when	when	SCONJ
cana-2164	168	45	we	we	PRON
cana-2164	168	46	compare	compare	VERB
cana-2164	168	47	to	to	ADP
cana-2164	168	48	logistic	logistic	ADJ
cana-2164	168	49	regression	regression	NOUN
cana-2164	168	50	and	and	CCONJ
cana-2164	168	51	xg	xg	PROPN
cana-2164	168	52	boost0.9662	boost0.9662	PROPN
cana-2164	168	53	is	be	AUX
cana-2164	168	54	the	the	DET
cana-2164	168	55	xgboost	xgboost	ADJ
cana-2164	168	56	accuracy	accuracy	NOUN
cana-2164	168	57	.	.	PUNCT
cana-2164	169	1	and	and	CCONJ
cana-2164	169	2	the	the	DET
cana-2164	169	3	training	training	NOUN
cana-2164	169	4	time	time	NOUN
cana-2164	169	5	in	in	ADP
cana-2164	169	6	seconds	second	NOUN
cana-2164	169	7	is	be	AUX
cana-2164	169	8	24	24	NUM
cana-2164	169	9	seconds	second	NOUN
cana-2164	169	10	.	.	PUNCT
cana-2164	170	1	this	this	PRON
cana-2164	170	2	is	be	AUX
cana-2164	170	3	the	the	DET
cana-2164	170	4	prediction	prediction	NOUN
cana-2164	170	5	power	power	NOUN
cana-2164	170	6	of	of	ADP
cana-2164	170	7	xgboost	xgboost	PROPN
cana-2164	170	8	algorithm	algorithm	PROPN
cana-2164	170	9	.	.	PUNCT
cana-2164	171	1	because	because	SCONJ
cana-2164	171	2	of	of	ADP
cana-2164	171	3	this	this	PRON
cana-2164	171	4	it	it	PRON
cana-2164	171	5	providing	provide	VERB
cana-2164	171	6	cache	cache	NOUN
cana-2164	171	7	awareness	awareness	NOUN
cana-2164	171	8	.	.	PUNCT
cana-2164	172	1	figure	figure	VERB
cana-2164	172	2	5	5	NUM
cana-2164	172	3	:	:	PUNCT
cana-2164	172	4	xg	xg	NOUN
cana-2164	172	5	-	-	PUNCT
cana-2164	172	6	boost	boost	NOUN
cana-2164	172	7	algorithm	algorithm	PROPN
cana-2164	172	8	vi	vi	PROPN
cana-2164	172	9	.	.	PROPN
cana-2164	172	10	experiment	experiment	NOUN
cana-2164	172	11	result	result	VERB
cana-2164	172	12	analysis	analysis	NOUN
cana-2164	172	13	of	of	ADP
cana-2164	172	14	various	various	ADJ
cana-2164	172	15	classification	classification	NOUN
cana-2164	172	16	algorithms	algorithm	NOUN
cana-2164	172	17	to	to	PART
cana-2164	172	18	predict	predict	VERB
cana-2164	172	19	the	the	DET
cana-2164	172	20	floods	flood	NOUN
cana-2164	172	21	:	:	PUNCT
cana-2164	172	22	table	table	NOUN
cana-2164	172	23	1experimental	1experimental	ADJ
cana-2164	172	24	result	result	NOUN
cana-2164	172	25	parameter	parameter	NOUN
cana-2164	172	26	logistic	logistic	ADJ
cana-2164	172	27	regression	regression	NOUN
cana-2164	172	28	support	support	NOUN
cana-2164	172	29	vector	vector	NOUN
cana-2164	172	30	machine	machine	NOUN
cana-2164	173	1	k	k	X
cana-2164	173	2	-	-	PUNCT
cana-2164	173	3	nearest	near	ADJ
cana-2164	173	4	algorithm	algorithm	NOUN
cana-2164	173	5	xgboostalgorithm	xgboostalgorithm	PROPN
cana-2164	173	6	precision	precision	NOUN
cana-2164	173	7	0.66	0.66	NUM
cana-2164	173	8	0.87	0.87	NUM
cana-2164	173	9	0.86	0.86	NUM
cana-2164	173	10	0.988	0.988	NUM
cana-2164	173	11	recall	recall	NOUN
cana-2164	173	12	0.87	0.87	NUM
cana-2164	173	13	0.89	0.89	NUM
cana-2164	173	14	0.88	0.88	NUM
cana-2164	173	15	1	1	NUM
cana-2164	173	16	f1	f1	NOUN
cana-2164	173	17	-	-	PUNCT
cana-2164	173	18	score	score	NOUN
cana-2164	173	19	0.82	0.82	NUM
cana-2164	173	20	0.90	0.90	NUM
cana-2164	173	21	0.89	0.89	NUM
cana-2164	173	22	0.98	0.98	NUM
cana-2164	173	23	sensitivity	sensitivity	NOUN
cana-2164	173	24	0.87	0.87	NUM
cana-2164	173	25	0	0	NUM
cana-2164	173	26	0.87	0.87	NUM
cana-2164	173	27	0.99	0.99	NUM
cana-2164	173	28	accuracy	accuracy	NOUN
cana-2164	173	29	90.3	90.3	NUM
cana-2164	173	30	93.2	93.2	NUM
cana-2164	173	31	95.85	95.85	NUM
cana-2164	173	32	97.4	97.4	NUM
cana-2164	173	33	communications	communication	NOUN
cana-2164	173	34	on	on	ADP
cana-2164	173	35	applied	apply	VERB
cana-2164	173	36	nonlinear	nonlinear	ADJ
cana-2164	173	37	analysis	analysis	NOUN
cana-2164	173	38	issn	issn	NOUN
cana-2164	173	39	:	:	PUNCT
cana-2164	173	40	1074	1074	NUM
cana-2164	173	41	-	-	PUNCT
cana-2164	173	42	133x	133x	NUM
cana-2164	173	43	vol	vol	NOUN
cana-2164	173	44	32	32	NUM
cana-2164	174	1	no	no	NOUN
cana-2164	174	2	.	.	PUNCT
cana-2164	175	1	1s	1s	NUM
cana-2164	175	2	(	(	PUNCT
cana-2164	175	3	2025	2025	NUM
cana-2164	175	4	)	)	PUNCT
cana-2164	175	5	270	270	NUM
cana-2164	175	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2164	175	7	in	in	ADP
cana-2164	175	8	the	the	DET
cana-2164	175	9	above	above	ADJ
cana-2164	175	10	table	table	NOUN
cana-2164	175	11	we	we	PRON
cana-2164	175	12	can	can	AUX
cana-2164	175	13	see	see	VERB
cana-2164	175	14	that	that	SCONJ
cana-2164	175	15	various	various	ADJ
cana-2164	175	16	analysis	analysis	NOUN
cana-2164	175	17	of	of	ADP
cana-2164	175	18	classification	classification	NOUN
cana-2164	175	19	algorithms	algorithm	NOUN
cana-2164	175	20	for	for	ADP
cana-2164	175	21	flood	flood	NOUN
cana-2164	175	22	prediction	prediction	NOUN
cana-2164	175	23	here	here	ADV
cana-2164	175	24	we	we	PRON
cana-2164	175	25	are	be	AUX
cana-2164	175	26	using	use	VERB
cana-2164	175	27	parameters	parameter	NOUN
cana-2164	175	28	to	to	PART
cana-2164	175	29	calculate	calculate	VERB
cana-2164	175	30	the	the	DET
cana-2164	175	31	accuracy	accuracy	NOUN
cana-2164	175	32	to	to	PART
cana-2164	175	33	predict	predict	VERB
cana-2164	175	34	the	the	DET
cana-2164	175	35	floods	flood	NOUN
cana-2164	175	36	.	.	PUNCT
cana-2164	176	1	in	in	ADP
cana-2164	176	2	logistic	logistic	ADJ
cana-2164	176	3	regression	regression	NOUN
cana-2164	176	4	0.66	0.66	NUM
cana-2164	176	5	is	be	AUX
cana-2164	176	6	the	the	DET
cana-2164	176	7	precision	precision	NOUN
cana-2164	176	8	in	in	ADP
cana-2164	176	9	svm	svm	PROPN
cana-2164	176	10	0.87	0.87	NUM
cana-2164	176	11	,	,	PUNCT
cana-2164	176	12	and	and	CCONJ
cana-2164	176	13	k	k	X
cana-2164	176	14	-	-	PUNCT
cana-2164	176	15	n	n	PRON
cana-2164	176	16	0.86	0.86	NUM
cana-2164	176	17	,	,	PUNCT
cana-2164	176	18	but	but	CCONJ
cana-2164	176	19	in	in	ADP
cana-2164	176	20	xg	xg	PROPN
cana-2164	176	21	boost	boost	NOUN
cana-2164	176	22	algorithm	algorithm	NOUN
cana-2164	176	23	has	have	VERB
cana-2164	176	24	highest	high	ADJ
cana-2164	176	25	precision	precision	NOUN
cana-2164	176	26	0.988	0.988	NUM
cana-2164	176	27	compare	compare	NOUN
cana-2164	176	28	to	to	ADP
cana-2164	176	29	all	all	DET
cana-2164	176	30	the	the	DET
cana-2164	176	31	algorithms	algorithm	NOUN
cana-2164	176	32	xgboost	xgboost	X
cana-2164	176	33	giving	give	VERB
cana-2164	176	34	better	well	ADJ
cana-2164	176	35	accuracy	accuracy	NOUN
cana-2164	176	36	to	to	PART
cana-2164	176	37	predict	predict	VERB
cana-2164	176	38	the	the	DET
cana-2164	176	39	floods	flood	NOUN
cana-2164	176	40	.	.	PUNCT
cana-2164	177	1	recall	recall	PROPN
cana-2164	177	2	is	be	AUX
cana-2164	177	3	a	a	DET
cana-2164	177	4	parameter	parameter	NOUN
cana-2164	177	5	to	to	PART
cana-2164	177	6	find	find	VERB
cana-2164	177	7	the	the	DET
cana-2164	177	8	ratio	ratio	NOUN
cana-2164	177	9	values	value	NOUN
cana-2164	177	10	compare	compare	VERB
cana-2164	177	11	to	to	ADP
cana-2164	177	12	the	the	DET
cana-2164	177	13	other	other	ADJ
cana-2164	177	14	entire	entire	ADJ
cana-2164	177	15	algorithms	algorithm	NOUN
cana-2164	177	16	xg	xg	NOUN
cana-2164	177	17	boost	boost	NOUN
cana-2164	177	18	giving	give	VERB
cana-2164	177	19	more	more	ADJ
cana-2164	177	20	accuracy	accuracy	NOUN
cana-2164	177	21	.	.	PUNCT
cana-2164	178	1	the	the	DET
cana-2164	178	2	accuracy	accuracy	NOUN
cana-2164	178	3	is	be	AUX
cana-2164	178	4	1	1	NUM
cana-2164	178	5	.	.	PUNCT
cana-2164	179	1	f1	f1	NOUN
cana-2164	179	2	score	score	NOUN
cana-2164	179	3	is	be	AUX
cana-2164	179	4	used	use	VERB
cana-2164	179	5	to	to	PART
cana-2164	179	6	calculate	calculate	VERB
cana-2164	179	7	average	average	ADJ
cana-2164	179	8	weight	weight	NOUN
cana-2164	179	9	of	of	ADP
cana-2164	179	10	recall	recall	NOUN
cana-2164	179	11	and	and	CCONJ
cana-2164	179	12	precision	precision	NOUN
cana-2164	179	13	after	after	SCONJ
cana-2164	179	14	averaging	average	VERB
cana-2164	179	15	accuracy	accuracy	NOUN
cana-2164	179	16	is	be	AUX
cana-2164	179	17	0.98	0.98	NUM
cana-2164	179	18	.	.	PUNCT
cana-2164	180	1	so	so	ADV
cana-2164	180	2	as	as	ADP
cana-2164	180	3	per	per	ADP
cana-2164	180	4	analysis	analysis	NOUN
cana-2164	180	5	we	we	PRON
cana-2164	180	6	can	can	AUX
cana-2164	180	7	see	see	VERB
cana-2164	180	8	the	the	DET
cana-2164	180	9	measures	measure	NOUN
cana-2164	180	10	xg	xg	NOUN
cana-2164	180	11	boost	boost	AUX
cana-2164	180	12	giving	give	VERB
cana-2164	180	13	better	well	ADJ
cana-2164	180	14	accuracy	accuracy	NOUN
cana-2164	180	15	within	within	ADP
cana-2164	180	16	30sec	30sec	NOUN
cana-2164	180	17	we	we	PRON
cana-2164	180	18	can	can	AUX
cana-2164	180	19	find	find	VERB
cana-2164	180	20	the	the	DET
cana-2164	180	21	values	value	NOUN
cana-2164	180	22	for	for	ADP
cana-2164	180	23	the	the	DET
cana-2164	180	24	data	datum	NOUN
cana-2164	180	25	.	.	PUNCT
cana-2164	181	1	table	table	NOUN
cana-2164	181	2	2	2	NUM
cana-2164	181	3	:	:	PUNCT
cana-2164	181	4	input	input	NOUN
cana-2164	181	5	parameters	parameter	NOUN
cana-2164	181	6	s.no	s.no	VERB
cana-2164	181	7	mar	mar	PROPN
cana-2164	181	8	-	-	PUNCT
cana-2164	181	9	may	may	PROPN
cana-2164	181	10	jun	jun	PROPN
cana-2164	181	11	-	-	PUNCT
cana-2164	181	12	sep	sep	PROPN
cana-2164	181	13	10days_june	10days_june	PROPN
cana-2164	181	14	rainfall	rainfall	PROPN
cana-2164	181	15	happen(0	happen(0	PROPN
cana-2164	181	16	)	)	PUNCT
cana-2164	181	17	1	1	NUM
cana-2164	181	18	386.2	386.2	NUM
cana-2164	181	19	2122.8	2122.8	NUM
cana-2164	181	20	274.8666667	274.8666667	NUM
cana-2164	181	21	649.9	649.9	NUM
cana-2164	181	22	0	0	NUM
cana-2164	181	23	2	2	NUM
cana-2164	181	24	275.7	275.7	NUM
cana-2164	181	25	2403.4	2403.4	NUM
cana-2164	181	26	130.3	130.3	NUM
cana-2164	181	27	256.4	256.4	NUM
cana-2164	181	28	1	1	NUM
cana-2164	181	29	3	3	NUM
cana-2164	181	30	336.3	336.3	NUM
cana-2164	181	31	2343	2343	NUM
cana-2164	181	32	186.2	186.2	NUM
cana-2164	181	33	308.9	308.9	NUM
cana-2164	181	34	0	0	NUM
cana-2164	181	35	4	4	NUM
cana-2164	181	36	339.4	339.4	NUM
cana-2164	181	37	2398.2	2398.2	NUM
cana-2164	181	38	366.0666667	366.0666667	NUM
cana-2164	181	39	862.5	862.5	NUM
cana-2164	181	40	0	0	NUM
cana-2164	181	41	5	5	NUM
cana-2164	181	42	378.5	378.5	NUM
cana-2164	181	43	1881.5	1881.5	NUM
cana-2164	181	44	283.4	283.4	NUM
cana-2164	181	45	586.9	586.9	NUM
cana-2164	181	46	0	0	NUM
cana-2164	181	47	6	6	NUM
cana-2164	181	48	230	230	NUM
cana-2164	181	49	1943.1	1943.1	NUM
cana-2164	181	50	138.3	138.3	NUM
cana-2164	182	1	254.1	254.1	NUM
cana-2164	182	2	0	0	NUM
cana-2164	182	3	7	7	NUM
cana-2164	182	4	328	328	NUM
cana-2164	182	5	2737.8	2737.8	NUM
cana-2164	182	6	256.9666667	256.9666667	NUM
cana-2164	182	7	669.5	669.5	NUM
cana-2164	182	8	1	1	NUM
cana-2164	182	9	8	8	NUM
cana-2164	182	10	283.7	283.7	NUM
cana-2164	182	11	2023.6	2023.6	NUM
cana-2164	182	12	197.5333333	197.5333333	NUM
cana-2164	182	13	450	450	NUM
cana-2164	182	14	0	0	NUM
cana-2164	182	15	9	9	NUM
cana-2164	182	16	628.3	628.3	NUM
cana-2164	182	17	1940.4	1940.4	NUM
cana-2164	182	18	234.9	234.9	NUM
cana-2164	182	19	231.5	231.5	NUM
cana-2164	182	20	0	0	NUM
cana-2164	182	21	10	10	NUM
cana-2164	182	22	296.7	296.7	NUM
cana-2164	182	23	1886.5	1886.5	NUM
cana-2164	182	24	226.6666667	226.6666667	NUM
cana-2164	182	25	531.2	531.2	NUM
cana-2164	182	26	0	0	NUM
cana-2164	182	27	11	11	NUM
cana-2164	182	28	303.1	303.1	NUM
cana-2164	182	29	2167	2167	NUM
cana-2164	182	30	232.0333333	232.0333333	NUM
cana-2164	182	31	541.6	541.6	NUM
cana-2164	182	32	0	0	NUM
cana-2164	182	33	12	12	NUM
cana-2164	182	34	240.4	240.4	NUM
cana-2164	182	35	1851.7	1851.7	NUM
cana-2164	182	36	234.5666667	234.5666667	NUM
cana-2164	182	37	580.8	580.8	NUM
cana-2164	182	38	0	0	NUM
cana-2164	182	39	13	13	NUM
cana-2164	182	40	767	767	NUM
cana-2164	182	41	1104.3	1104.3	NUM
cana-2164	182	42	154.7666667	154.7666667	NUM
cana-2164	182	43	218.7	218.7	NUM
cana-2164	182	44	0	0	NUM
cana-2164	182	45	14	14	NUM
cana-2164	182	46	346.8	346.8	NUM
cana-2164	182	47	2025	2025	NUM
cana-2164	182	48	212.2666667	212.2666667	NUM
cana-2164	182	49	389.8	389.8	NUM
cana-2164	182	50	0	0	NUM
cana-2164	182	51	15	15	NUM
cana-2164	182	52	283.7	283.7	NUM
cana-2164	182	53	2318.2	2318.2	NUM
cana-2164	182	54	321.4333333	321.4333333	NUM
cana-2164	182	55	876.6	876.6	NUM
cana-2164	182	56	0	0	NUM
cana-2164	183	1	16	16	NUM
cana-2164	183	2	202.3	202.3	NUM
cana-2164	183	3	2928.4	2928.4	NUM
cana-2164	183	4	240.8333333	240.8333333	NUM
cana-2164	183	5	642.5	642.5	NUM
cana-2164	183	6	0	0	NUM
cana-2164	183	7	floods	flood	NOUN
cana-2164	183	8	happen	happen	VERB
cana-2164	183	9	(	(	PUNCT
cana-2164	183	10	1	1	X
cana-2164	183	11	)	)	PUNCT
cana-2164	183	12	floods	flood	NOUN
cana-2164	183	13	not	not	PART
cana-2164	183	14	10	10	NUM
cana-2164	183	15	reports	report	NOUN
cana-2164	183	16	s.no	s.no	VERB
cana-2164	183	17	user	user	NOUN
cana-2164	183	18	name	name	NOUN
cana-2164	183	19	algorith	algorith	PROPN
cana-2164	183	20	used	use	VERB
cana-2164	183	21	percentage	percentage	NOUN
cana-2164	183	22	floods	flood	NOUN
cana-2164	183	23	happen	happen	VERB
cana-2164	183	24	floods	flood	NOUN
cana-2164	183	25	not	not	PART
cana-2164	183	26	happen	happen	VERB
cana-2164	184	1	1	1	NUM
cana-2164	184	2	vineeta	vineeta	NOUN
cana-2164	184	3	xgboost	xgboost	NOUN
cana-2164	184	4	algorithm	algorithm	NOUN
cana-2164	184	5	0.9999	0.9999	NUM
cana-2164	184	6	no	no	INTJ
cana-2164	184	7	yes	yes	INTJ
cana-2164	184	8	2	2	NUM
cana-2164	184	9	vineela	vineela	NOUN
cana-2164	184	10	logistic	logistic	ADJ
cana-2164	184	11	regression	regression	NOUN
cana-2164	184	12	0.8787	0.8787	NUM
cana-2164	185	1	no	no	INTJ
cana-2164	185	2	yes	yes	INTJ
cana-2164	185	3	3	3	NUM
cana-2164	185	4	shabana	shabana	PROPN
cana-2164	185	5	decision	decision	NOUN
cana-2164	185	6	classifier	classifier	NOUN
cana-2164	185	7	0.88686	0.88686	NUM
cana-2164	185	8	yes	yes	INTJ
cana-2164	186	1	no	no	DET
cana-2164	186	2	4	4	NUM
cana-2164	186	3	deepthi	deepthi	PROPN
cana-2164	186	4	knn	knn	PROPN
cana-2164	186	5	algorithm	algorithm	PROPN
cana-2164	186	6	0.87898	0.87898	NUM
cana-2164	187	1	yes	yes	INTJ
cana-2164	187	2	no	no	DET
cana-2164	187	3	5	5	NUM
cana-2164	187	4	vinay	vinay	PROPN
cana-2164	187	5	xgboost	xgboost	PROPN
cana-2164	188	1	algorithm	algorithm	PROPN
cana-2164	188	2	0.9898	0.9898	NUM
cana-2164	189	1	yes	yes	INTJ
cana-2164	190	1	no	no	DET
cana-2164	190	2	6	6	NUM
cana-2164	190	3	akshaya	akshaya	PROPN
cana-2164	190	4	xgboost	xgboost	ADV
cana-2164	190	5	algorithm	algorithm	PROPN
cana-2164	190	6	0.9898	0.9898	NUM
cana-2164	191	1	yes	yes	INTJ
cana-2164	191	2	no	no	DET
cana-2164	191	3	7	7	NUM
cana-2164	191	4	ahalya	ahalya	ADJ
cana-2164	191	5	xgboost	xgboost	ADP
cana-2164	191	6	algorithm	algorithm	PROPN
cana-2164	191	7	0.989899	0.989899	NUM
cana-2164	192	1	no	no	INTJ
cana-2164	192	2	yes	yes	INTJ
cana-2164	192	3	communications	communication	NOUN
cana-2164	192	4	on	on	ADP
cana-2164	192	5	applied	apply	VERB
cana-2164	192	6	nonlinear	nonlinear	ADJ
cana-2164	192	7	analysis	analysis	NOUN
cana-2164	192	8	issn	issn	NOUN
cana-2164	192	9	:	:	PUNCT
cana-2164	192	10	1074	1074	NUM
cana-2164	192	11	-	-	PUNCT
cana-2164	192	12	133x	133x	NUM
cana-2164	192	13	vol	vol	NOUN
cana-2164	192	14	32	32	NUM
cana-2164	192	15	no	no	NOUN
cana-2164	192	16	.	.	PUNCT
cana-2164	193	1	1s	1s	NUM
cana-2164	193	2	(	(	PUNCT
cana-2164	193	3	2025	2025	NUM
cana-2164	193	4	)	)	PUNCT
cana-2164	193	5	271	271	NUM
cana-2164	193	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2164	193	7	8	8	NUM
cana-2164	193	8	amulya	amulya	NOUN
cana-2164	193	9	xgboost	xgboost	NOUN
cana-2164	194	1	algorithm	algorithm	NOUN
cana-2164	194	2	0.99999	0.99999	NUM
cana-2164	195	1	no	no	INTJ
cana-2164	195	2	yes	yes	INTJ
cana-2164	195	3	9	9	NUM
cana-2164	195	4	lucky	lucky	ADJ
cana-2164	195	5	xgboost	xgboost	X
cana-2164	195	6	algorithm	algorithm	PROPN
cana-2164	195	7	0.9898	0.9898	NUM
cana-2164	196	1	yes	yes	INTJ
cana-2164	196	2	no	no	DET
cana-2164	196	3	10	10	NUM
cana-2164	196	4	vandana	vandana	PROPN
cana-2164	196	5	xgboost	xgboost	ADV
cana-2164	197	1	algorithm	algorithm	PROPN
cana-2164	197	2	0.9898	0.9898	NUM
cana-2164	198	1	yes	yes	INTJ
cana-2164	198	2	no	no	DET
cana-2164	198	3	11	11	NUM
cana-2164	198	4	gourav	gourav	NOUN
cana-2164	198	5	decision	decision	NOUN
cana-2164	198	6	classifier	classifier	NOUN
cana-2164	198	7	0.88686	0.88686	NUM
cana-2164	199	1	yes	yes	INTJ
cana-2164	199	2	no	no	DET
cana-2164	199	3	12	12	NUM
cana-2164	199	4	sahithi	sahithi	NOUN
cana-2164	199	5	decision	decision	NOUN
cana-2164	199	6	classifier	classifier	NOUN
cana-2164	199	7	0.88686	0.88686	NUM
cana-2164	199	8	yes	yes	INTJ
cana-2164	200	1	no	no	DET
cana-2164	200	2	13	13	NUM
cana-2164	200	3	harika	harika	NOUN
cana-2164	200	4	logisticmregression	logisticmregression	NOUN
cana-2164	200	5	0.8787	0.8787	NUM
cana-2164	201	1	no	no	PRON
cana-2164	201	2	yes	yes	INTJ
cana-2164	201	3	conclusion	conclusion	NOUN
cana-2164	201	4	floods	flood	NOUN
cana-2164	201	5	are	be	AUX
cana-2164	201	6	natural	natural	ADJ
cana-2164	201	7	disasters	disaster	NOUN
cana-2164	201	8	we	we	PRON
cana-2164	201	9	can	can	AUX
cana-2164	201	10	not	not	PART
cana-2164	201	11	predict	predict	VERB
cana-2164	201	12	.	.	PUNCT
cana-2164	202	1	it	it	PRON
cana-2164	202	2	is	be	AUX
cana-2164	202	3	impossible	impossible	ADJ
cana-2164	202	4	to	to	PART
cana-2164	202	5	prevent	prevent	VERB
cana-2164	202	6	the	the	DET
cana-2164	202	7	floods	flood	NOUN
cana-2164	202	8	with100	with100	NOUN
cana-2164	202	9	%	%	NOUN
cana-2164	202	10	accuracy	accuracy	NOUN
cana-2164	203	1	but	but	CCONJ
cana-2164	203	2	the	the	DET
cana-2164	203	3	fact	fact	NOUN
cana-2164	203	4	is	be	AUX
cana-2164	203	5	we	we	PRON
cana-2164	203	6	can	can	AUX
cana-2164	203	7	prevent	prevent	VERB
cana-2164	203	8	it	it	PRON
cana-2164	203	9	0988	0988	NUM
cana-2164	203	10	%	%	NOUN
cana-2164	203	11	using	use	VERB
cana-2164	203	12	xg	xg	PROPN
cana-2164	203	13	boost	boost	PROPN
cana-2164	203	14	prevention	prevention	NOUN
cana-2164	203	15	model	model	NOUN
cana-2164	203	16	.	.	PUNCT
cana-2164	204	1	by	by	ADP
cana-2164	204	2	using	use	VERB
cana-2164	204	3	this	this	PRON
cana-2164	204	4	we	we	PRON
cana-2164	204	5	can	can	AUX
cana-2164	204	6	prevent	prevent	VERB
cana-2164	204	7	some	some	PRON
cana-2164	204	8	of	of	ADP
cana-2164	204	9	economical	economical	ADJ
cana-2164	204	10	losses	loss	NOUN
cana-2164	204	11	before	before	ADP
cana-2164	204	12	floods	flood	NOUN
cana-2164	204	13	occurrence	occurrence	NOUN
cana-2164	204	14	.	.	PUNCT
cana-2164	205	1	every	every	DET
cana-2164	205	2	year	year	NOUN
cana-2164	205	3	more	more	ADJ
cana-2164	205	4	than	than	ADP
cana-2164	205	5	200000	200000	NUM
cana-2164	205	6	people	people	NOUN
cana-2164	205	7	are	be	AUX
cana-2164	205	8	losing	lose	VERB
cana-2164	205	9	their	their	PRON
cana-2164	205	10	lives	life	NOUN
cana-2164	205	11	because	because	SCONJ
cana-2164	205	12	of	of	ADP
cana-2164	205	13	floods	flood	NOUN
cana-2164	205	14	we	we	PRON
cana-2164	205	15	can	can	AUX
cana-2164	205	16	prevent	prevent	VERB
cana-2164	205	17	it	it	PRON
cana-2164	205	18	by	by	ADP
cana-2164	205	19	alarming	alarming	ADJ
cana-2164	205	20	method	method	NOUN
cana-2164	205	21	of	of	ADP
cana-2164	205	22	flood	flood	NOUN
cana-2164	205	23	prediction	prediction	NOUN
cana-2164	205	24	.	.	PUNCT
cana-2164	206	1	here	here	ADV
cana-2164	206	2	we	we	PRON
cana-2164	206	3	used	use	VERB
cana-2164	206	4	many	many	ADJ
cana-2164	206	5	algorithms	algorithm	NOUN
cana-2164	206	6	like	like	ADP
cana-2164	206	7	logical	logical	ADJ
cana-2164	206	8	regression	regression	NOUN
cana-2164	206	9	,	,	PUNCT
cana-2164	206	10	k	k	X
cana-2164	206	11	-	-	PUNCT
cana-2164	206	12	nearest	near	ADJ
cana-2164	206	13	algorithm	algorithm	NOUN
cana-2164	206	14	,	,	PUNCT
cana-2164	206	15	support	support	NOUN
cana-2164	206	16	vector	vector	NOUN
cana-2164	206	17	machine	machine	NOUN
cana-2164	206	18	,	,	PUNCT
cana-2164	206	19	xgboost	xgboost	X
cana-2164	206	20	algorithm	algorithm	PROPN
cana-2164	206	21	.	.	PUNCT
cana-2164	207	1	in	in	ADP
cana-2164	207	2	this	this	DET
cana-2164	207	3	k	k	NOUN
cana-2164	207	4	-	-	PUNCT
cana-2164	207	5	nearest	near	ADJ
cana-2164	207	6	algorithm	algorithm	NOUN
cana-2164	207	7	accuracy	accuracy	NOUN
cana-2164	207	8	limitations	limitation	NOUN
cana-2164	207	9	to	to	PART
cana-2164	207	10	function	function	VERB
cana-2164	207	11	as	as	ADP
cana-2164	207	12	intended	intend	VERB
cana-2164	207	13	,	,	PUNCT
cana-2164	207	14	every	every	DET
cana-2164	207	15	system	system	NOUN
cana-2164	207	16	must	must	AUX
cana-2164	207	17	be	be	AUX
cana-2164	207	18	constrained	constrain	VERB
cana-2164	207	19	in	in	ADP
cana-2164	207	20	some	some	DET
cana-2164	207	21	way	way	NOUN
cana-2164	207	22	.	.	PUNCT
cana-2164	208	1	while	while	SCONJ
cana-2164	208	2	developing	develop	VERB
cana-2164	208	3	this	this	DET
cana-2164	208	4	project	project	NOUN
cana-2164	208	5	,	,	PUNCT
cana-2164	208	6	we	we	PRON
cana-2164	208	7	ran	run	VERB
cana-2164	208	8	into	into	ADP
cana-2164	208	9	a	a	DET
cana-2164	208	10	few	few	ADJ
cana-2164	208	11	issues	issue	NOUN
cana-2164	208	12	and	and	CCONJ
cana-2164	208	13	constraints	constraint	NOUN
cana-2164	208	14	,	,	PUNCT
cana-2164	208	15	such	such	ADJ
cana-2164	208	16	as	as	ADP
cana-2164	208	17	the	the	DET
cana-2164	208	18	following	following	NOUN
cana-2164	208	19	:	:	PUNCT
cana-2164	208	20	this	this	DET
cana-2164	208	21	project	project	NOUN
cana-2164	208	22	requires	require	VERB
cana-2164	208	23	constant	constant	ADJ
cana-2164	208	24	access	access	NOUN
cana-2164	208	25	to	to	ADP
cana-2164	208	26	the	the	DET
cana-2164	208	27	internet	internet	NOUN
cana-2164	208	28	;	;	PUNCT
cana-2164	208	29	without	without	ADP
cana-2164	208	30	it	it	PRON
cana-2164	208	31	,	,	PUNCT
cana-2164	208	32	we	we	PRON
cana-2164	208	33	ca	can	AUX
cana-2164	208	34	n't	not	PART
cana-2164	208	35	do	do	VERB
cana-2164	208	36	anything	anything	PRON
cana-2164	208	37	.	.	PUNCT
cana-2164	209	1	futurework	futurework	NOUN
cana-2164	209	2	this	this	PRON
cana-2164	209	3	can	can	AUX
cana-2164	209	4	be	be	AUX
cana-2164	209	5	utilized	utilize	VERB
cana-2164	209	6	in	in	ADP
cana-2164	209	7	future	future	NOUN
cana-2164	209	8	to	to	PART
cana-2164	209	9	classify	classify	VERB
cana-2164	209	10	the	the	DET
cana-2164	209	11	types	type	NOUN
cana-2164	209	12	of	of	ADP
cana-2164	209	13	different	different	ADJ
cana-2164	209	14	algorithm	algorithm	NOUN
cana-2164	209	15	and	and	CCONJ
cana-2164	209	16	we	we	PRON
cana-2164	209	17	are	be	AUX
cana-2164	209	18	planning	plan	VERB
cana-2164	209	19	to	to	PART
cana-2164	209	20	invent	invent	VERB
cana-2164	209	21	mobile	mobile	ADJ
cana-2164	209	22	application	application	NOUN
cana-2164	209	23	alarming	alarming	ADJ
cana-2164	209	24	system	system	NOUN
cana-2164	209	25	so	so	SCONJ
cana-2164	209	26	that	that	SCONJ
cana-2164	209	27	rural	rural	ADJ
cana-2164	209	28	areas	area	NOUN
cana-2164	209	29	can	can	AUX
cana-2164	209	30	also	also	ADV
cana-2164	209	31	access	access	VERB
cana-2164	209	32	this	this	DET
cana-2164	209	33	prediction	prediction	NOUN
cana-2164	209	34	technique	technique	NOUN
cana-2164	209	35	before	before	ADP
cana-2164	209	36	the	the	DET
cana-2164	209	37	flood	flood	NOUN
cana-2164	209	38	occurrence	occurrence	NOUN
cana-2164	209	39	.	.	PUNCT
cana-2164	210	1	references	reference	NOUN
cana-2164	210	2	[	[	X
cana-2164	210	3	1	1	NUM
cana-2164	210	4	]	]	X
cana-2164	210	5	j.akashiandp.priya,"aniotwithmachinelearningbasedfloodpredictionsystem,"2017internationalconferenceon	j.akashiandp.priya,"aniotwithmachinelearningbasedfloodpredictionsystem,"2017internationalconferenceon	PROPN
cana-2164	210	6	icindata	icindata	PROPN
cana-2164	210	7	science	science	PROPN
cana-2164	210	8	,	,	PUNCT
cana-2164	210	9	[	[	X
cana-2164	210	10	2	2	NUM
cana-2164	210	11	]	]	PUNCT
cana-2164	210	12	a.	a.	NOUN
cana-2164	210	13	rani	rani	PROPN
cana-2164	210	14	and	and	CCONJ
cana-2164	210	15	pv	pv	INTJ
cana-2164	210	16	.	.	PUNCT
cana-2164	211	1	durga	durga	PROPN
cana-2164	211	2	,	,	PUNCT
cana-2164	211	3	techniques	technique	NOUN
cana-2164	211	4	of	of	ADP
cana-2164	211	5	flood	flood	NOUN
cana-2164	211	6	forecasting	forecasting	NOUN
cana-2164	211	7	and	and	CCONJ
cana-2164	211	8	their	their	PRON
cana-2164	211	9	applications	application	NOUN
cana-2164	211	10	,	,	PUNCT
cana-2164	211	11	"	"	PUNCT
cana-2164	211	12	2018	2018	NUM
cana-2164	211	13	international	international	ADJ
cana-2164	211	14	conference	conference	NOUN
cana-2164	211	15	on	on	ADP
cana-2164	211	16	mother	mother	NOUN
cana-2164	211	17	teresacollege	teresacollege	PROPN
cana-2164	211	18	of	of	ADP
cana-2164	211	19	engineering,2018	engineering,2018	NOUN
cana-2164	211	20	,	,	PUNCT
cana-2164	211	21	[	[	X
cana-2164	211	22	3	3	NUM
cana-2164	211	23	]	]	X
cana-2164	211	24	cruzan	cruzan	PROPN
cana-2164	211	25	,	,	PUNCT
cana-2164	211	26	m	m	NOUN
cana-2164	211	27	binloa	binloa	NOUN
cana-2164	211	28	"	"	PUNCT
cana-2164	211	29	predicting	predict	VERB
cana-2164	211	30	the	the	DET
cana-2164	211	31	floods	flood	NOUN
cana-2164	211	32	by	by	ADP
cana-2164	211	33	suing	sue	VERB
cana-2164	211	34	artificial	artificial	ADJ
cana-2164	211	35	neural	neural	ADJ
cana-2164	211	36	networks	network	NOUN
cana-2164	211	37	by	by	ADP
cana-2164	211	38	using	use	VERB
cana-2164	211	39	water	water	NOUN
cana-2164	211	40	level	level	NOUN
cana-2164	211	41	moisture	moisture	NOUN
cana-2164	211	42	sensors	sensor	NOUN
cana-2164	211	43	tencon	tencon	NOUN
cana-2164	211	44	2018	2018	NUM
cana-2164	211	45	-	-	SYM
cana-2164	211	46	2018	2018	NUM
cana-2164	211	47	ieee	ieee	NOUN
cana-2164	211	48	region	region	NOUN
cana-2164	211	49	10	10	NUM
cana-2164	211	50	conference,2018	conference,2018	NOUN
cana-2164	211	51	[	[	X
cana-2164	211	52	4	4	NUM
cana-2164	211	53	]	]	X
cana-2164	211	54	g.	g.	PROPN
cana-2164	211	55	kaveri	kaveri	PROPN
cana-2164	211	56	and	and	CCONJ
cana-2164	211	57	a.	a.	NOUN
cana-2164	211	58	balakrishna	balakrishna	NOUN
cana-2164	211	59	,	,	PUNCT
cana-2164	211	60	"	"	PUNCT
cana-2164	211	61	predicting	predict	VERB
cana-2164	211	62	the	the	DET
cana-2164	211	63	floods	flood	NOUN
cana-2164	211	64	by	by	ADP
cana-2164	211	65	using	use	VERB
cana-2164	211	66	cloud	cloud	NOUN
cana-2164	211	67	environment	environment	NOUN
cana-2164	211	68	,	,	PUNCT
cana-2164	211	69	"	"	PUNCT
cana-2164	211	70	2019	2019	NUM
cana-2164	211	71	ieee	ieee	NOUN
cana-2164	211	72	canadian	canadian	ADJ
cana-2164	211	73	conference	conference	NOUN
cana-2164	211	74	of	of	ADP
cana-2164	211	75	electrical	electrical	ADJ
cana-2164	211	76	and	and	CCONJ
cana-2164	211	77	computer	computer	NOUN
cana-2164	211	78	engineering(ccece	engineering(ccece	PROPN
cana-2164	211	79	)	)	PUNCT
cana-2164	211	80	,	,	PUNCT
cana-2164	212	1	[	[	X
cana-2164	212	2	5	5	X
cana-2164	212	3	]	]	X
cana-2164	212	4	j.a	j.a	PROPN
cana-2164	212	5	.	.	PROPN
cana-2164	212	6	ozella	ozella	PROPN
cana-2164	212	7	and	and	CCONJ
cana-2164	212	8	a.	a.	NOUN
cana-2164	212	9	a.	a.	PROPN
cana-2164	212	10	hern	hern	PROPN
cana-2164	212	11	,	,	PUNCT
cana-2164	212	12	predicting	predict	VERB
cana-2164	212	13	floods	flood	NOUN
cana-2164	212	14	using	use	VERB
cana-2164	212	15	neural	neural	ADJ
cana-2164	212	16	networks	network	NOUN
cana-2164	212	17	and	and	CCONJ
cana-2164	212	18	support	support	VERB
cana-2164	212	19	vector	vector	NOUN
cana-2164	212	20	machine	machine	NOUN
cana-2164	212	21	:	:	PUNCT
cana-2164	212	22	a	a	DET
cana-2164	212	23	conceptual	conceptual	ADJ
cana-2164	212	24	framework,"2019	framework,"2019	ADJ
cana-2164	212	25	ieee15thinternationalcolloquiumonsignalprocessing	ieee15thinternationalcolloquiumonsignalprocesse	VERB
cana-2164	212	26	&	&	CCONJ
cana-2164	212	27	its	its	PRON
cana-2164	212	28	applications	application	NOUN
cana-2164	212	29	(	(	PUNCT
cana-2164	212	30	cspa	cspa	NOUN
cana-2164	212	31	)	)	PUNCT
cana-2164	212	32	.	.	PUNCT
cana-2164	213	1	[	[	X
cana-2164	213	2	6	6	NUM
cana-2164	213	3	]	]	PUNCT
cana-2164	213	4	quay	quay	NOUN
cana-2164	213	5	zhang	zhang	PROPN
cana-2164	213	6	.	.	PROPN
cana-2164	213	7	,	,	PUNCT
cana-2164	213	8	nthabi	nthabi	PROPN
cana-2164	213	9	nidetch	nidetch	PROPN
cana-2164	213	10	.	.	PROPN
cana-2164	213	11	,	,	PUNCT
cana-2164	213	12	rakia	rakia	PROPN
cana-2164	213	13	,	,	PUNCT
cana-2164	213	14	"	"	PUNCT
cana-2164	213	15	predicting	predict	VERB
cana-2164	213	16	the	the	DET
cana-2164	213	17	floods	flood	NOUN
cana-2164	213	18	by	by	ADP
cana-2164	213	19	using	use	VERB
cana-2164	213	20	image	image	NOUN
cana-2164	213	21	processing	processing	NOUN
cana-2164	213	22	as	as	ADP
cana-2164	213	23	a	a	DET
cana-2164	213	24	real	real	ADJ
cana-2164	213	25	time	time	NOUN
cana-2164	213	26	basis	basis	NOUN
cana-2164	213	27	.	.	PUNCT
cana-2164	214	1	2018	2018	NUM
cana-2164	214	2	ieee	ieee	NOUN
cana-2164	214	3	5th	5th	ADJ
cana-2164	214	4	international	international	ADJ
cana-2164	214	5	conference	conference	NOUN
cana-2164	214	6	on	on	ADP
cana-2164	214	7	smart	smart	ADJ
cana-2164	214	8	instrumentation	instrumentation	NOUN
cana-2164	214	9	,	,	PUNCT
cana-2164	214	10	measurement	measurement	NOUN
cana-2164	214	11	and	and	CCONJ
cana-2164	214	12	applications	application	NOUN
cana-2164	214	13	icsima2018	icsima2018	NOUN
cana-2164	214	14	.	.	PUNCT
cana-2164	215	1	[	[	X
cana-2164	215	2	7	7	NUM
cana-2164	215	3	]	]	X
cana-2164	215	4	rio	rio	NOUN
cana-2164	215	5	netsuke	netsuke	PROPN
cana-2164	215	6	and	and	CCONJ
cana-2164	215	7	hirose	hirose	NOUN
cana-2164	215	8	,	,	PUNCT
cana-2164	215	9	"	"	PUNCT
cana-2164	215	10	flood	flood	NOUN
cana-2164	215	11	detection	detection	NOUN
cana-2164	215	12	in	in	ADP
cana-2164	215	13	urban	urban	ADJ
cana-2164	215	14	areas	area	NOUN
cana-2164	215	15	area	area	NOUN
cana-2164	215	16	–	–	PUNCT
cana-2164	215	17	a	a	DET
cana-2164	215	18	case	case	NOUN
cana-2164	215	19	study	study	NOUN
cana-2164	215	20	in2015	in2015	PROPN
cana-2164	215	21	jose	jose	PROPN
cana-2164	215	22	flood	flood	PROPN
cana-2164	215	23	,	,	PUNCT
cana-2164	215	24	indonesia	indonesia	PROPN
cana-2164	215	25	,	,	PUNCT
cana-2164	215	26	"	"	PUNCT
cana-2164	215	27	2018	2018	NUM
cana-2164	215	28	.	.	PUNCT
cana-2164	216	1	[	[	X
cana-2164	216	2	8	8	NUM
cana-2164	216	3	]	]	PUNCT
cana-2164	216	4	.shijinli	.shijinli	ADJ
cana-2164	216	5	.	.	PUNCT
cana-2164	217	1	kaiakoma	kaiakoma	PROPN
cana-2164	217	2	.	.	PUNCT
cana-2164	218	1	,	,	PUNCT
cana-2164	218	2	zhoujin	zhoujin	PROPN
cana-2164	218	3	.	.	PUNCT
cana-2164	218	4	,andyulingzh	,andyulingzh	PUNCT
cana-2164	218	5	u,"anewmet	u,"anewmet	PROPN
cana-2164	218	6	hod	hod	PROPN
cana-2164	218	7	flood	flood	NOUN
cana-2164	218	8	prediction	prediction	NOUN
cana-2164	218	9	using	use	VERB
cana-2164	218	10	boosting	boost	VERB
cana-2164	218	11	and	and	CCONJ
cana-2164	218	12	svm	svm	ADJ
cana-2164	218	13	algorithms	algorithm	NOUN
cana-2164	218	14	.	.	PUNCT
cana-2164	219	1	[	[	X
cana-2164	219	2	9	9	NUM
cana-2164	219	3	]	]	SYM
cana-2164	219	4	ananthanatarajan	ananthanatarajan	ADJ
cana-2164	219	5	,	,	PUNCT
cana-2164	219	6	v.	v.	ADV
cana-2164	219	7	,	,	PUNCT
cana-2164	219	8	m.	m.	NOUN
cana-2164	219	9	sunil	sunil	PROPN
cana-2164	219	10	kumar	kumar	PROPN
cana-2164	219	11	,	,	PUNCT
cana-2164	219	12	and	and	CCONJ
cana-2164	219	13	v.	v.	ADP
cana-2164	219	14	tamizhazhagan	tamizhazhagan	NOUN
cana-2164	219	15	.	.	PUNCT
cana-2164	220	1	"	"	PUNCT
cana-2164	220	2	forecasting	forecasting	NOUN
cana-2164	220	3	of	of	ADP
cana-2164	220	4	wind	wind	NOUN
cana-2164	220	5	power	power	NOUN
cana-2164	220	6	using	use	VERB
cana-2164	220	7	lstm	lstm	ADJ
cana-2164	220	8	recurrent	recurrent	ADJ
cana-2164	220	9	neural	neural	ADJ
cana-2164	220	10	network	network	NOUN
cana-2164	220	11	.	.	PUNCT
cana-2164	220	12	"	"	PUNCT
cana-2164	220	13	journal	journal	NOUN
cana-2164	220	14	of	of	ADP
cana-2164	220	15	green	green	ADJ
cana-2164	220	16	engineering	engineering	NOUN
cana-2164	220	17	10	10	NUM
cana-2164	220	18	(	(	PUNCT
cana-2164	220	19	2020	2020	NUM
cana-2164	220	20	)	)	PUNCT
cana-2164	220	21	.	.	PUNCT
cana-2164	221	1	[	[	X
cana-2164	221	2	10	10	NUM
cana-2164	221	3	]	]	X
cana-2164	221	4	natarajan	natarajan	PROPN
cana-2164	221	5	,	,	PUNCT
cana-2164	221	6	v.	v.	PROPN
cana-2164	221	7	anantha	anantha	PROPN
cana-2164	221	8	,	,	PUNCT
cana-2164	221	9	et	et	PROPN
cana-2164	221	10	al	al	PROPN
cana-2164	221	11	.	.	PUNCT
cana-2164	222	1	"	"	PUNCT
cana-2164	222	2	segmentation	segmentation	NOUN
cana-2164	222	3	of	of	ADP
cana-2164	222	4	nuclei	nucleus	NOUN
cana-2164	222	5	in	in	ADP
cana-2164	222	6	histopathology	histopathology	NOUN
cana-2164	222	7	images	image	NOUN
cana-2164	222	8	using	use	VERB
cana-2164	222	9	fully	fully	ADV
cana-2164	222	10	convolutional	convolutional	ADJ
cana-2164	222	11	deep	deep	ADJ
cana-2164	222	12	neural	neural	ADJ
cana-2164	222	13	architecture	architecture	NOUN
cana-2164	222	14	.	.	PUNCT
cana-2164	222	15	"	"	PUNCT
cana-2164	223	1	2020	2020	NUM
cana-2164	223	2	international	international	ADJ
cana-2164	223	3	conference	conference	NOUN
cana-2164	223	4	on	on	ADP
cana-2164	223	5	computing	computing	NOUN
cana-2164	223	6	and	and	CCONJ
cana-2164	223	7	information	information	NOUN
cana-2164	223	8	technology	technology	NOUN
cana-2164	223	9	(	(	PUNCT
cana-2164	223	10	iccit-1441	iccit-1441	NOUN
cana-2164	223	11	)	)	PUNCT
cana-2164	223	12	.	.	PUNCT
cana-2164	224	1	ieee	ieee	PROPN
cana-2164	224	2	,	,	PUNCT
cana-2164	224	3	2020	2020	NUM
cana-2164	224	4	.	.	PUNCT
cana-2164	225	1	[	[	X
cana-2164	225	2	11	11	NUM
cana-2164	225	3	]	]	X
cana-2164	225	4	natarajan	natarajan	PROPN
cana-2164	225	5	,	,	PUNCT
cana-2164	225	6	v.	v.	PROPN
cana-2164	225	7	anantha	anantha	PROPN
cana-2164	225	8	,	,	PUNCT
cana-2164	225	9	and	and	CCONJ
cana-2164	225	10	poojitha	poojitha	PROPN
cana-2164	225	11	karatampati	karatampati	PROPN
cana-2164	225	12	.	.	PUNCT
cana-2164	226	1	"	"	PUNCT
cana-2164	226	2	survey	survey	NOUN
cana-2164	226	3	on	on	ADP
cana-2164	226	4	renewable	renewable	ADJ
cana-2164	226	5	energy	energy	NOUN
cana-2164	226	6	forecasting	forecasting	NOUN
cana-2164	226	7	using	use	VERB
cana-2164	226	8	different	different	ADJ
cana-2164	226	9	techniques	technique	NOUN
cana-2164	226	10	.	.	PUNCT
cana-2164	226	11	"	"	PUNCT
cana-2164	227	1	2019	2019	NUM
cana-2164	227	2	2nd	2nd	ADJ
cana-2164	227	3	international	international	ADJ
cana-2164	227	4	conference	conference	NOUN
cana-2164	227	5	on	on	ADP
cana-2164	227	6	power	power	NOUN
cana-2164	227	7	and	and	CCONJ
cana-2164	227	8	embedded	embed	VERB
cana-2164	227	9	drive	drive	NOUN
cana-2164	227	10	control	control	NOUN
cana-2164	227	11	(	(	PUNCT
cana-2164	227	12	icpedc	icpedc	PROPN
cana-2164	227	13	)	)	PUNCT
cana-2164	227	14	.	.	PUNCT
cana-2164	228	1	ieee	ieee	PROPN
cana-2164	228	2	,	,	PUNCT
cana-2164	228	3	2019	2019	NUM
cana-2164	228	4	.	.	PUNCT
cana-2164	229	1	communications	communication	NOUN
cana-2164	229	2	on	on	ADP
cana-2164	229	3	applied	apply	VERB
cana-2164	229	4	nonlinear	nonlinear	ADJ
cana-2164	229	5	analysis	analysis	NOUN
cana-2164	229	6	issn	issn	NOUN
cana-2164	229	7	:	:	PUNCT
cana-2164	229	8	1074	1074	NUM
cana-2164	229	9	-	-	PUNCT
cana-2164	229	10	133x	133x	NUM
cana-2164	229	11	vol	vol	NOUN
cana-2164	229	12	32	32	NUM
cana-2164	229	13	no	no	NOUN
cana-2164	229	14	.	.	PUNCT
cana-2164	230	1	1s	1s	NUM
cana-2164	230	2	(	(	PUNCT
cana-2164	230	3	2025	2025	NUM
cana-2164	230	4	)	)	PUNCT
cana-2164	230	5	272	272	NUM
cana-2164	230	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2164	231	1	[	[	X
cana-2164	231	2	12	12	NUM
cana-2164	231	3	]	]	X
cana-2164	231	4	natarajan	natarajan	PROPN
cana-2164	231	5	,	,	PUNCT
cana-2164	231	6	v.	v.	PROPN
cana-2164	231	7	anantha	anantha	PROPN
cana-2164	231	8	,	,	PUNCT
cana-2164	231	9	and	and	CCONJ
cana-2164	231	10	n.	n.	PROPN
cana-2164	231	11	sandhya	sandhya	PROPN
cana-2164	231	12	kumari	kumari	PROPN
cana-2164	231	13	.	.	PUNCT
cana-2164	232	1	"	"	PUNCT
cana-2164	232	2	wind	wind	NOUN
cana-2164	232	3	power	power	NOUN
cana-2164	232	4	forecasting	forecasting	NOUN
cana-2164	232	5	using	use	VERB
cana-2164	232	6	parallel	parallel	ADJ
cana-2164	232	7	random	random	ADJ
cana-2164	232	8	forest	forest	NOUN
cana-2164	232	9	algorithm	algorithm	NOUN
cana-2164	232	10	.	.	PUNCT
cana-2164	232	11	"	"	PUNCT
cana-2164	232	12	soft	soft	ADJ
cana-2164	232	13	computing	computing	NOUN
cana-2164	232	14	for	for	ADP
cana-2164	232	15	problem	problem	NOUN
cana-2164	232	16	solving	solve	VERB
cana-2164	232	17	:	:	PUNCT
cana-2164	232	18	socpros	socpro	NOUN
cana-2164	232	19	2018	2018	NUM
cana-2164	232	20	,	,	PUNCT
cana-2164	232	21	volume	volume	NOUN
cana-2164	232	22	1	1	NUM
cana-2164	232	23	.	.	PUNCT
cana-2164	232	24	springer	springer	PROPN
cana-2164	232	25	singapore	singapore	PROPN
cana-2164	232	26	,	,	PUNCT
cana-2164	232	27	2020	2020	NUM
cana-2164	232	28	.	.	PUNCT
cana-2164	233	1	[	[	X
cana-2164	233	2	13	13	NUM
cana-2164	233	3	]	]	SYM
cana-2164	233	4	natarajan	natarajan	PROPN
cana-2164	233	5	,	,	PUNCT
cana-2164	233	6	v.	v.	PROPN
cana-2164	233	7	anantha	anantha	PROPN
cana-2164	233	8	,	,	PUNCT
cana-2164	233	9	k.	k.	PROPN
cana-2164	233	10	saiharsha	saiharsha	PROPN
cana-2164	233	11	,	,	PUNCT
cana-2164	233	12	and	and	CCONJ
cana-2164	233	13	m.	m.	PROPN
cana-2164	233	14	santhosh	santhosh	PROPN
cana-2164	233	15	kumar	kumar	PROPN
cana-2164	233	16	.	.	PUNCT
cana-2164	234	1	"	"	PUNCT
cana-2164	234	2	box	box	NOUN
cana-2164	234	3	-	-	PUNCT
cana-2164	234	4	office	office	NOUN
cana-2164	234	5	revenue	revenue	NOUN
cana-2164	234	6	estimation	estimation	NOUN
cana-2164	234	7	for	for	ADP
cana-2164	234	8	telugu	telugu	NOUN
cana-2164	234	9	movie	movie	NOUN
cana-2164	234	10	industry	industry	NOUN
cana-2164	234	11	using	use	VERB
cana-2164	234	12	predictive	predictive	ADJ
cana-2164	234	13	analytic	analytic	ADJ
cana-2164	234	14	techniques	technique	NOUN
cana-2164	234	15	.	.	PUNCT
cana-2164	234	16	"	"	PUNCT
cana-2164	235	1	international	international	ADJ
cana-2164	235	2	journal	journal	NOUN
cana-2164	235	3	of	of	ADP
cana-2164	235	4	recent	recent	ADJ
cana-2164	235	5	technology	technology	NOUN
cana-2164	235	6	and	and	CCONJ
cana-2164	235	7	engineering	engineering	NOUN
cana-2164	235	8	(	(	PUNCT
cana-2164	235	9	2019	2019	NUM
cana-2164	235	10	):	):	PUNCT
cana-2164	235	11	2277	2277	NUM
cana-2164	235	12	-	-	SYM
cana-2164	235	13	3878	3878	NUM
cana-2164	235	14	.	.	PUNCT
cana-2164	236	1	[	[	X
cana-2164	236	2	14	14	NUM
cana-2164	236	3	]	]	X
cana-2164	236	4	sreedhar	sreedhar	PROPN
cana-2164	236	5	,	,	PUNCT
cana-2164	236	6	b.	b.	PROPN
cana-2164	236	7	,	,	PUNCT
cana-2164	236	8	be	be	AUX
cana-2164	236	9	,	,	PUNCT
cana-2164	236	10	m.	m.	NOUN
cana-2164	236	11	s.	s.	PROPN
cana-2164	236	12	,	,	PUNCT
cana-2164	236	13	&	&	CCONJ
cana-2164	236	14	kumar	kumar	PROPN
cana-2164	236	15	,	,	PUNCT
cana-2164	236	16	m.	m.	NOUN
cana-2164	236	17	s.	s.	PROPN
cana-2164	236	18	(	(	PUNCT
cana-2164	236	19	2020	2020	NUM
cana-2164	236	20	,	,	PUNCT
cana-2164	236	21	october	october	PROPN
cana-2164	236	22	)	)	PUNCT
cana-2164	236	23	.	.	PUNCT
cana-2164	237	1	a	a	DET
cana-2164	237	2	comparative	comparative	ADJ
cana-2164	237	3	study	study	NOUN
cana-2164	237	4	of	of	ADP
cana-2164	237	5	melanoma	melanoma	NOUN
cana-2164	237	6	skin	skin	NOUN
cana-2164	237	7	cancer	cancer	NOUN
cana-2164	237	8	detection	detection	NOUN
cana-2164	237	9	in	in	ADP
cana-2164	237	10	traditional	traditional	ADJ
cana-2164	237	11	and	and	CCONJ
cana-2164	237	12	current	current	ADJ
cana-2164	237	13	image	image	NOUN
cana-2164	237	14	processing	processing	NOUN
cana-2164	237	15	techniques	technique	NOUN
cana-2164	237	16	.	.	PUNCT
cana-2164	238	1	in	in	ADP
cana-2164	238	2	2020	2020	NUM
cana-2164	238	3	fourth	fourth	ADJ
cana-2164	238	4	international	international	ADJ
cana-2164	238	5	conference	conference	NOUN
cana-2164	238	6	on	on	ADP
cana-2164	238	7	i	i	PROPN
cana-2164	238	8	-	-	PUNCT
cana-2164	238	9	smac	smac	PROPN
cana-2164	238	10	(	(	PUNCT
cana-2164	238	11	iot	iot	PROPN
cana-2164	238	12	in	in	ADP
cana-2164	238	13	social	social	ADJ
cana-2164	238	14	,	,	PUNCT
cana-2164	238	15	mobile	mobile	ADJ
cana-2164	238	16	,	,	PUNCT
cana-2164	238	17	analytics	analytic	NOUN
cana-2164	238	18	and	and	CCONJ
cana-2164	238	19	cloud)(i	cloud)(i	PROPN
cana-2164	238	20	-	-	PUNCT
cana-2164	238	21	smac	smac	PROPN
cana-2164	238	22	)	)	PUNCT
cana-2164	238	23	(	(	PUNCT
cana-2164	238	24	pp	pp	X
cana-2164	238	25	.	.	PUNCT
cana-2164	239	1	654	654	NUM
cana-2164	239	2	-	-	SYM
cana-2164	239	3	658	658	NUM
cana-2164	239	4	)	)	PUNCT
cana-2164	239	5	.	.	PUNCT
cana-2164	240	1	ieee	ieee	NOUN
cana-2164	240	2	.	.	PUNCT
cana-2164	241	1	[	[	X
cana-2164	241	2	15	15	NUM
cana-2164	241	3	]	]	X
cana-2164	241	4	ganesh	ganesh	NOUN
cana-2164	241	5	,	,	PUNCT
cana-2164	241	6	d.	d.	PROPN
cana-2164	241	7	,	,	PUNCT
cana-2164	241	8	kumar	kumar	PROPN
cana-2164	241	9	,	,	PUNCT
cana-2164	241	10	t.	t.	PROPN
cana-2164	241	11	p.	p.	PROPN
cana-2164	241	12	,	,	PUNCT
cana-2164	241	13	&	&	CCONJ
cana-2164	241	14	kumar	kumar	PROPN
cana-2164	241	15	,	,	PUNCT
cana-2164	241	16	m.	m.	NOUN
cana-2164	241	17	s.	s.	PROPN
cana-2164	241	18	(	(	PUNCT
cana-2164	241	19	2021	2021	NUM
cana-2164	241	20	)	)	PUNCT
cana-2164	241	21	.	.	PUNCT
cana-2164	242	1	optimised	optimise	VERB
cana-2164	242	2	levenshtein	levenshtein	PROPN
cana-2164	242	3	centroid	centroid	PROPN
cana-2164	242	4	cross‐layer	cross‐layer	PROPN
cana-2164	242	5	defence	defence	PROPN
cana-2164	242	6	for	for	ADP
cana-2164	242	7	multi‐hop	multi‐hop	PROPN
cana-2164	242	8	cognitive	cognitive	ADJ
cana-2164	242	9	radio	radio	NOUN
cana-2164	242	10	networks	network	NOUN
cana-2164	242	11	.	.	PUNCT
cana-2164	243	1	iet	iet	PROPN
cana-2164	243	2	communications	communication	NOUN
cana-2164	243	3	,	,	PUNCT
cana-2164	243	4	15(2	15(2	NUM
cana-2164	243	5	)	)	PUNCT
cana-2164	243	6	,	,	PUNCT
cana-2164	243	7	245	245	NUM
cana-2164	243	8	-	-	SYM
cana-2164	243	9	256	256	NUM
cana-2164	243	10	.	.	PUNCT
cana-2164	244	1	[	[	X
cana-2164	244	2	16	16	NUM
cana-2164	244	3	]	]	X
cana-2164	244	4	balaji	balaji	PROPN
cana-2164	244	5	,	,	PUNCT
cana-2164	244	6	k.	k.	PROPN
cana-2164	244	7	,	,	PUNCT
cana-2164	244	8	p.	p.	PROPN
cana-2164	244	9	sai	sai	PROPN
cana-2164	244	10	kiran	kiran	PROPN
cana-2164	244	11	,	,	PUNCT
cana-2164	244	12	and	and	CCONJ
cana-2164	244	13	m.	m.	PROPN
cana-2164	244	14	sunil	sunil	PROPN
cana-2164	244	15	kumar	kumar	PROPN
cana-2164	244	16	.	.	PUNCT
cana-2164	245	1	"	"	PUNCT
cana-2164	245	2	resource	resource	NOUN
cana-2164	245	3	aware	aware	ADJ
cana-2164	245	4	virtual	virtual	ADJ
cana-2164	245	5	machine	machine	NOUN
cana-2164	245	6	placement	placement	NOUN
cana-2164	245	7	in	in	ADP
cana-2164	245	8	iaas	iaas	PROPN
cana-2164	245	9	cloud	cloud	NOUN
cana-2164	245	10	using	use	VERB
cana-2164	245	11	bioinspired	bioinspire	VERB
cana-2164	245	12	firefly	firefly	NOUN
cana-2164	245	13	algorithm	algorithm	NOUN
cana-2164	245	14	.	.	PUNCT
cana-2164	245	15	"	"	PUNCT
cana-2164	246	1	journal	journal	NOUN
cana-2164	246	2	of	of	ADP
cana-2164	246	3	green	green	ADJ
cana-2164	246	4	engineering	engineering	NOUN
cana-2164	246	5	10	10	NUM
cana-2164	246	6	(	(	PUNCT
cana-2164	246	7	2020	2020	NUM
cana-2164	246	8	):	):	PUNCT
cana-2164	246	9	9315	9315	NUM
cana-2164	246	10	-	-	SYM
cana-2164	246	11	9327	9327	NUM
cana-2164	246	12	.	.	PUNCT
cana-2164	247	1	[	[	X
cana-2164	247	2	17	17	NUM
cana-2164	247	3	]	]	X
cana-2164	247	4	kumar	kumar	PROPN
cana-2164	247	5	,	,	PUNCT
cana-2164	247	6	m.	m.	NOUN
cana-2164	247	7	sunil	sunil	PROPN
cana-2164	247	8	,	,	PUNCT
cana-2164	247	9	and	and	CCONJ
cana-2164	247	10	k.	k.	PROPN
cana-2164	247	11	jyothi	jyothi	PROPN
cana-2164	247	12	prakash	prakash	PROPN
cana-2164	247	13	.	.	PUNCT
cana-2164	248	1	"	"	PUNCT
cana-2164	248	2	internet	internet	NOUN
cana-2164	248	3	of	of	ADP
cana-2164	248	4	things	thing	NOUN
cana-2164	248	5	:	:	PUNCT
cana-2164	248	6	ietf	ietf	ADJ
cana-2164	248	7	protocols	protocol	NOUN
cana-2164	248	8	,	,	PUNCT
cana-2164	248	9	algorithms	algorithm	NOUN
cana-2164	248	10	and	and	CCONJ
cana-2164	248	11	applications	application	NOUN
cana-2164	248	12	.	.	PUNCT
cana-2164	248	13	"	"	PUNCT
cana-2164	249	1	int	int	NOUN
cana-2164	249	2	.	.	PUNCT
cana-2164	250	1	j.	j.	PROPN
cana-2164	250	2	innov	innov	PROPN
cana-2164	250	3	.	.	PUNCT
cana-2164	251	1	technol	technol	PROPN
cana-2164	251	2	.	.	PUNCT
cana-2164	251	3	explor	explor	PROPN
cana-2164	251	4	.	.	PUNCT
cana-2164	252	1	eng	eng	PROPN
cana-2164	252	2	8.11	8.11	NUM
cana-2164	252	3	(	(	PUNCT
cana-2164	252	4	2019	2019	NUM
cana-2164	252	5	):	):	PUNCT
cana-2164	252	6	2853	2853	NUM
cana-2164	252	7	-	-	SYM
cana-2164	252	8	2857	2857	NUM
cana-2164	252	9	.	.	PUNCT
cana-2164	253	1	[	[	X
cana-2164	253	2	18	18	NUM
cana-2164	253	3	]	]	PUNCT
cana-2164	253	4	ananthanatarajan	ananthanatarajan	PROPN
cana-2164	253	5	,	,	PUNCT
cana-2164	253	6	v.	v.	PROPN
cana-2164	253	7	,	,	PUNCT
cana-2164	253	8	kumar	kumar	PROPN
cana-2164	253	9	,	,	PUNCT
cana-2164	253	10	m.	m.	NOUN
cana-2164	253	11	s.	s.	PROPN
cana-2164	253	12	,	,	PUNCT
cana-2164	253	13	&	&	CCONJ
cana-2164	253	14	tamizhazhagan	tamizhazhagan	VERB
cana-2164	253	15	,	,	PUNCT
cana-2164	253	16	v.	v.	CCONJ
cana-2164	253	17	(	(	PUNCT
cana-2164	253	18	2020	2020	NUM
cana-2164	253	19	)	)	PUNCT
cana-2164	253	20	.	.	PUNCT
cana-2164	254	1	forecasting	forecasting	NOUN
cana-2164	254	2	of	of	ADP
cana-2164	254	3	wind	wind	NOUN
cana-2164	254	4	power	power	NOUN
cana-2164	254	5	using	use	VERB
cana-2164	254	6	lstm	lstm	ADJ
cana-2164	254	7	recurrent	recurrent	ADJ
cana-2164	254	8	neural	neural	ADJ
cana-2164	254	9	network	network	NOUN
cana-2164	254	10	.	.	PUNCT
cana-2164	255	1	journal	journal	PROPN
cana-2164	255	2	of	of	ADP
cana-2164	255	3	green	green	ADJ
cana-2164	255	4	engineering	engineering	NOUN
cana-2164	255	5	,	,	PUNCT
cana-2164	255	6	10	10	NUM
cana-2164	255	7	.	.	PUNCT
cana-2164	256	1	[	[	X
cana-2164	256	2	19	19	NUM
cana-2164	256	3	]	]	X
cana-2164	256	4	sangamithra	sangamithra	PROPN
cana-2164	256	5	,	,	PUNCT
cana-2164	256	6	b.	b.	PROPN
cana-2164	256	7	,	,	PUNCT
cana-2164	256	8	neelima	neelima	PROPN
cana-2164	256	9	,	,	PUNCT
cana-2164	256	10	p.	p.	NOUN
cana-2164	256	11	,	,	PUNCT
cana-2164	256	12	&	&	CCONJ
cana-2164	256	13	kumar	kumar	PROPN
cana-2164	256	14	,	,	PUNCT
cana-2164	256	15	m.	m.	NOUN
cana-2164	256	16	s.	s.	PROPN
cana-2164	256	17	(	(	PUNCT
cana-2164	256	18	2017	2017	NUM
cana-2164	256	19	,	,	PUNCT
cana-2164	256	20	april	april	PROPN
cana-2164	256	21	)	)	PUNCT
cana-2164	256	22	.	.	PUNCT
cana-2164	257	1	a	a	DET
cana-2164	257	2	memetic	memetic	ADJ
cana-2164	257	3	algorithm	algorithm	NOUN
cana-2164	257	4	for	for	ADP
cana-2164	257	5	multi	multi	ADJ
cana-2164	257	6	objective	objective	ADJ
cana-2164	257	7	vehicle	vehicle	NOUN
cana-2164	257	8	routing	routing	NOUN
cana-2164	257	9	problem	problem	NOUN
cana-2164	257	10	with	with	ADP
cana-2164	257	11	time	time	NOUN
cana-2164	257	12	windows	window	NOUN
cana-2164	257	13	.	.	PUNCT
cana-2164	258	1	in	in	ADP
cana-2164	258	2	2017	2017	NUM
cana-2164	258	3	ieee	ieee	NOUN
cana-2164	258	4	international	international	ADJ
cana-2164	258	5	conference	conference	NOUN
cana-2164	258	6	on	on	ADP
cana-2164	258	7	electrical	electrical	ADJ
cana-2164	258	8	,	,	PUNCT
cana-2164	258	9	instrumentation	instrumentation	NOUN
cana-2164	258	10	and	and	CCONJ
cana-2164	258	11	communication	communication	NOUN
cana-2164	258	12	engineering	engineering	NOUN
cana-2164	258	13	(	(	PUNCT
cana-2164	258	14	iceice	iceice	NOUN
cana-2164	258	15	)	)	PUNCT
cana-2164	258	16	(	(	PUNCT
cana-2164	258	17	pp	pp	X
cana-2164	258	18	.	.	PUNCT
cana-2164	259	1	1	1	NUM
cana-2164	259	2	-	-	SYM
cana-2164	259	3	8)	8)	NUM
cana-2164	259	4	.	.	PUNCT
cana-2164	259	5	ieee	ieee	NOUN
cana-2164	259	6	.	.	PUNCT
cana-2164	260	1	[	[	X
cana-2164	260	2	20	20	NUM
cana-2164	260	3	]	]	X
cana-2164	260	4	balaji	balaji	PROPN
cana-2164	260	5	,	,	PUNCT
cana-2164	260	6	k.	k.	PROPN
cana-2164	260	7	,	,	PUNCT
cana-2164	260	8	p.	p.	PROPN
cana-2164	260	9	sai	sai	PROPN
cana-2164	260	10	kiran	kiran	PROPN
cana-2164	260	11	,	,	PUNCT
cana-2164	260	12	and	and	CCONJ
cana-2164	260	13	m.	m.	PROPN
cana-2164	260	14	sunil	sunil	PROPN
cana-2164	260	15	kumar	kumar	PROPN
cana-2164	260	16	.	.	PUNCT
cana-2164	261	1	"	"	PUNCT
cana-2164	261	2	resource	resource	NOUN
cana-2164	261	3	aware	aware	ADJ
cana-2164	261	4	virtual	virtual	ADJ
cana-2164	261	5	machine	machine	NOUN
cana-2164	261	6	placement	placement	NOUN
cana-2164	261	7	in	in	ADP
cana-2164	261	8	iaas	iaas	PROPN
cana-2164	261	9	cloud	cloud	NOUN
cana-2164	261	10	using	use	VERB
cana-2164	261	11	bioinspired	bioinspire	VERB
cana-2164	261	12	firefly	firefly	NOUN
cana-2164	261	13	algorithm	algorithm	NOUN
cana-2164	261	14	.	.	PUNCT
cana-2164	261	15	"	"	PUNCT
cana-2164	262	1	journal	journal	NOUN
cana-2164	262	2	of	of	ADP
cana-2164	262	3	green	green	ADJ
cana-2164	262	4	engineering	engineering	NOUN
cana-2164	262	5	10	10	NUM
cana-2164	262	6	(	(	PUNCT
cana-2164	262	7	2020	2020	NUM
cana-2164	262	8	):	):	PUNCT
cana-2164	262	9	9315	9315	NUM
cana-2164	262	10	-	-	SYM
cana-2164	262	11	9327	9327	NUM
cana-2164	262	12	.	.	PUNCT
cana-2164	263	1	[	[	X
cana-2164	263	2	21	21	NUM
cana-2164	263	3	]	]	X
cana-2164	263	4	ganesh	ganesh	NOUN
cana-2164	263	5	,	,	PUNCT
cana-2164	263	6	davanam	davanam	PROPN
cana-2164	263	7	,	,	PUNCT
cana-2164	263	8	thummala	thummala	PROPN
cana-2164	263	9	pavan	pavan	PROPN
cana-2164	263	10	kumar	kumar	PROPN
cana-2164	263	11	,	,	PUNCT
cana-2164	263	12	and	and	CCONJ
cana-2164	263	13	malchi	malchi	PROPN
cana-2164	263	14	sunil	sunil	PROPN
cana-2164	263	15	kumar	kumar	PROPN
cana-2164	263	16	.	.	PUNCT
cana-2164	264	1	"	"	PUNCT
cana-2164	264	2	optimised	optimise	VERB
cana-2164	264	3	levenshtein	levenshtein	PROPN
cana-2164	264	4	centroid	centroid	PROPN
cana-2164	264	5	cross‐layer	cross‐layer	PROPN
cana-2164	264	6	defence	defence	PROPN
cana-2164	264	7	for	for	ADP
cana-2164	264	8	multi‐hop	multi‐hop	PROPN
cana-2164	264	9	cognitive	cognitive	ADJ
cana-2164	264	10	radio	radio	NOUN
cana-2164	264	11	networks	network	NOUN
cana-2164	264	12	.	.	PUNCT
cana-2164	264	13	"	"	PUNCT
cana-2164	265	1	iet	iet	PROPN
cana-2164	265	2	communications	communication	NOUN
cana-2164	265	3	15.2	15.2	NUM
cana-2164	265	4	(	(	PUNCT
cana-2164	265	5	2021	2021	NUM
cana-2164	265	6	):	):	PUNCT
cana-2164	265	7	245	245	NUM
cana-2164	265	8	-	-	SYM
cana-2164	265	9	256	256	NUM
cana-2164	265	10	.	.	PUNCT
cana-2164	266	1	[	[	X
cana-2164	266	2	22	22	NUM
cana-2164	266	3	]	]	X
cana-2164	266	4	kumar	kumar	PROPN
cana-2164	266	5	,	,	PUNCT
cana-2164	266	6	m.	m.	NOUN
cana-2164	266	7	s.	s.	PROPN
cana-2164	266	8	,	,	PUNCT
cana-2164	266	9	&	&	CCONJ
cana-2164	266	10	harshitha	harshitha	PROPN
cana-2164	266	11	,	,	PUNCT
cana-2164	266	12	d.	d.	PROPN
cana-2164	266	13	(	(	PUNCT
cana-2164	266	14	2019	2019	NUM
cana-2164	266	15	)	)	PUNCT
cana-2164	266	16	.	.	PUNCT
cana-2164	267	1	process	process	NOUN
cana-2164	267	2	innovation	innovation	NOUN
cana-2164	267	3	methods	method	NOUN
cana-2164	267	4	on	on	ADP
cana-2164	267	5	business	business	NOUN
cana-2164	267	6	process	process	NOUN
cana-2164	267	7	reengineering	reengineering	NOUN
cana-2164	267	8	.	.	PUNCT
cana-2164	268	1	int	int	NOUN
cana-2164	268	2	.	.	PUNCT
cana-2164	269	1	j.	j.	PROPN
cana-2164	269	2	innov	innov	PROPN
cana-2164	269	3	.	.	PUNCT
cana-2164	270	1	technol	technol	PROPN
cana-2164	270	2	.	.	PUNCT
cana-2164	270	3	explor	explor	PROPN
cana-2164	270	4	.	.	PUNCT
cana-2164	271	1	eng	eng	PROPN
cana-2164	271	2	.	.	PUNCT
cana-2164	272	1	[	[	X
cana-2164	272	2	23	23	NUM
cana-2164	272	3	]	]	X
cana-2164	272	4	sreedhar	sreedhar	PROPN
cana-2164	272	5	,	,	PUNCT
cana-2164	272	6	b.	b.	PROPN
cana-2164	272	7	,	,	PUNCT
cana-2164	272	8	be	be	AUX
cana-2164	272	9	,	,	PUNCT
cana-2164	272	10	m.	m.	NOUN
cana-2164	272	11	s.	s.	PROPN
cana-2164	272	12	,	,	PUNCT
cana-2164	272	13	&	&	CCONJ
cana-2164	272	14	kumar	kumar	PROPN
cana-2164	272	15	,	,	PUNCT
cana-2164	272	16	m.	m.	NOUN
cana-2164	272	17	s.	s.	PROPN
cana-2164	272	18	(	(	PUNCT
cana-2164	272	19	2020	2020	NUM
cana-2164	272	20	,	,	PUNCT
cana-2164	272	21	october	october	PROPN
cana-2164	272	22	)	)	PUNCT
cana-2164	272	23	.	.	PUNCT
cana-2164	273	1	a	a	DET
cana-2164	273	2	comparative	comparative	ADJ
cana-2164	273	3	study	study	NOUN
cana-2164	273	4	of	of	ADP
cana-2164	273	5	melanoma	melanoma	NOUN
cana-2164	273	6	skin	skin	NOUN
cana-2164	273	7	cancer	cancer	NOUN
cana-2164	273	8	detection	detection	NOUN
cana-2164	273	9	in	in	ADP
cana-2164	273	10	traditional	traditional	ADJ
cana-2164	273	11	and	and	CCONJ
cana-2164	273	12	current	current	ADJ
cana-2164	273	13	image	image	NOUN
cana-2164	273	14	processing	processing	NOUN
cana-2164	273	15	techniques	technique	NOUN
cana-2164	273	16	.	.	PUNCT
cana-2164	274	1	in	in	ADP
cana-2164	274	2	2020	2020	NUM
cana-2164	274	3	fourth	fourth	ADJ
cana-2164	274	4	international	international	ADJ
cana-2164	274	5	conference	conference	NOUN
cana-2164	274	6	on	on	ADP
cana-2164	274	7	i	i	PROPN
cana-2164	274	8	-	-	PUNCT
cana-2164	274	9	smac	smac	PROPN
cana-2164	274	10	(	(	PUNCT
cana-2164	274	11	iot	iot	PROPN
cana-2164	274	12	in	in	ADP
cana-2164	274	13	social	social	ADJ
cana-2164	274	14	,	,	PUNCT
cana-2164	274	15	mobile	mobile	ADJ
cana-2164	274	16	,	,	PUNCT
cana-2164	274	17	analytics	analytic	NOUN
cana-2164	274	18	and	and	CCONJ
cana-2164	274	19	cloud)(i	cloud)(i	PROPN
cana-2164	274	20	-	-	PUNCT
cana-2164	274	21	smac	smac	PROPN
cana-2164	274	22	)	)	PUNCT
cana-2164	274	23	(	(	PUNCT
cana-2164	274	24	pp	pp	X
cana-2164	274	25	.	.	PUNCT
cana-2164	275	1	654	654	NUM
cana-2164	275	2	-	-	SYM
cana-2164	275	3	658	658	NUM
cana-2164	275	4	)	)	PUNCT
cana-2164	275	5	.	.	PUNCT
cana-2164	276	1	ieee	ieee	PROPN
cana-2164	276	2	.	.	PUNCT
cana-2164	277	1	[	[	X
cana-2164	277	2	24	24	NUM
cana-2164	277	3	]	]	PUNCT
cana-2164	277	4	r.leelavathy	r.leelavathy	ADJ
cana-2164	277	5	,	,	PUNCT
cana-2164	277	6	m.	m.	PROPN
cana-2164	277	7	sowmya	sowmya	PROPN
cana-2164	277	8	vani	vani	PROPN
cana-2164	277	9	,	,	PUNCT
cana-2164	277	10	m.	m.	NOUN
cana-2164	277	11	lavanya	lavanya	NOUN
cana-2164	277	12	.	.	PUNCT
cana-2164	278	1	(	(	PUNCT
cana-2164	278	2	2022	2022	NUM
cana-2164	278	3	)	)	PUNCT
cana-2164	278	4	.	.	PUNCT
cana-2164	279	1	effectiveness	effectiveness	NOUN
cana-2164	279	2	of	of	ADP
cana-2164	279	3	weight	weight	NOUN
cana-2164	279	4	bearing	bear	VERB
cana-2164	279	5	exercise	exercise	NOUN
cana-2164	279	6	on	on	ADP
cana-2164	279	7	menopausal	menopausal	ADJ
cana-2164	279	8	problems	problem	NOUN
cana-2164	279	9	among	among	ADP
cana-2164	279	10	menopausal	menopausal	ADJ
cana-2164	279	11	women	woman	NOUN
cana-2164	279	12	.	.	PUNCT
cana-2164	280	1	journal	journal	PROPN
cana-2164	280	2	of	of	ADP
cana-2164	280	3	pharmaceutical	pharmaceutical	ADJ
cana-2164	280	4	negative	negative	ADJ
cana-2164	280	5	results	result	NOUN
cana-2164	280	6	,	,	PUNCT
cana-2164	280	7	3301–3314	3301–3314	NUM
cana-2164	280	8	.	.	PUNCT
cana-2164	281	1	[	[	X
cana-2164	281	2	25	25	NUM
cana-2164	281	3	]	]	PUNCT
cana-2164	281	4	m.	m.	NOUN
cana-2164	281	5	lavanya	lavanya	NOUN
cana-2164	281	6	,	,	PUNCT
cana-2164	281	7	m.	m.	NOUN
cana-2164	281	8	kalpana	kalpana	PROPN
cana-2164	281	9	devi	devi	PROPN
cana-2164	281	10	,	,	PUNCT
cana-2164	281	11	m.	m.	PROPN
cana-2164	281	12	sowmya	sowmya	PROPN
cana-2164	281	13	vani	vani	PROPN
cana-2164	281	14	.	.	PUNCT
cana-2164	282	1	(	(	PUNCT
cana-2164	282	2	2022	2022	NUM
cana-2164	282	3	)	)	PUNCT
cana-2164	282	4	.	.	PUNCT
cana-2164	283	1	deep	deep	ADJ
cana-2164	283	2	learning	learning	NOUN
cana-2164	283	3	for	for	ADP
cana-2164	283	4	identification	identification	NOUN
cana-2164	283	5	of	of	ADP
cana-2164	283	6	plantnutrient	plantnutrient	ADJ
cana-2164	283	7	deficiencies	deficiency	NOUN
cana-2164	283	8	.	.	PUNCT
cana-2164	284	1	journal	journal	NOUN
cana-2164	284	2	of	of	ADP
cana-2164	284	3	pharmaceutical	pharmaceutical	ADJ
cana-2164	284	4	negative	negative	ADJ
cana-2164	284	5	results	result	NOUN
cana-2164	284	6	,	,	PUNCT
cana-2164	284	7	3284–3291	3284–3291	NUM
cana-2164	284	8	.	.	PUNCT
cana-2164	285	1	[	[	X
cana-2164	285	2	26	26	NUM
cana-2164	285	3	]	]	X
cana-2164	285	4	a.jyothi	a.jyothi	PROPN
cana-2164	285	5	babu"self	babu"self	PRON
cana-2164	285	6	secured	secure	VERB
cana-2164	285	7	model	model	NOUN
cana-2164	285	8	for	for	ADP
cana-2164	285	9	cloud	cloud	NOUN
cana-2164	285	10	based	base	VERB
cana-2164	285	11	iot	iot	PROPN
cana-2164	285	12	systems	systems	PROPN
cana-2164	285	13	"	"	PUNCT
cana-2164	285	14	,	,	PUNCT
cana-2164	285	15	measurement	measurement	NOUN
cana-2164	285	16	:	:	PUNCT
cana-2164	285	17	sensors	sensor	NOUN
cana-2164	285	18	,	,	PUNCT
cana-2164	285	19	volume	volume	NOUN
cana-2164	285	20	24	24	NUM
cana-2164	285	21	,	,	PUNCT
cana-2164	285	22	december	december	PROPN
cana-2164	285	23	2022,https://doi.org/10.1016	2022,https://doi.org/10.1016	NUM
cana-2164	285	24	/	/	SYM
cana-2164	285	25	j.measen.2022.100490	j.measen.2022.100490	NOUN
cana-2164	285	26	[	[	X
cana-2164	285	27	27	27	NUM
cana-2164	285	28	]	]	PUNCT
cana-2164	285	29	sushama	sushama	NOUN
cana-2164	285	30	et.al	et.al	PROPN
cana-2164	285	31	"	"	PUNCT
cana-2164	285	32	global	global	ADJ
cana-2164	285	33	identification	identification	NOUN
cana-2164	285	34	passport	passport	NOUN
cana-2164	285	35	:	:	PUNCT
cana-2164	285	36	a	a	DET
cana-2164	285	37	unique	unique	ADJ
cana-2164	285	38	cloud	cloud	NOUN
cana-2164	285	39	based	base	VERB
cana-2164	285	40	passport	passport	NOUN
cana-2164	285	41	model	model	NOUN
cana-2164	285	42	,	,	PUNCT
cana-2164	285	43	proceedings	proceeding	NOUN
cana-2164	285	44	5th	5th	VERB
cana-2164	285	45	international	international	ADJ
cana-2164	285	46	conference	conference	NOUN
cana-2164	285	47	on	on	ADP
cana-2164	285	48	smart	smart	ADJ
cana-2164	285	49	systems	system	NOUN
cana-2164	285	50	and	and	CCONJ
cana-2164	285	51	inventive	inventive	ADJ
cana-2164	285	52	technology	technology	NOUN
cana-2164	285	53	,	,	PUNCT
cana-2164	285	54	icssit	icssit	ADJ
cana-2164	285	55	2023	2023	NUM
cana-2164	285	56	,	,	PUNCT
cana-2164	285	57	2023	2023	NUM
cana-2164	285	58	,	,	PUNCT
cana-2164	285	59	pp	pp	ADJ
cana-2164	285	60	.	.	PUNCT
cana-2164	286	1	801–805	801–805	NUM
cana-2164	286	2	[	[	X
cana-2164	286	3	28	28	NUM
cana-2164	286	4	]	]	PUNCT
cana-2164	286	5	sushama	sushama	NOUN
cana-2164	286	6	et.al	et.al	PROPN
cana-2164	286	7	,	,	PUNCT
cana-2164	286	8	"	"	PUNCT
cana-2164	286	9	impact	impact	NOUN
cana-2164	286	10	of	of	ADP
cana-2164	286	11	covid-19	covid-19	PROPN
cana-2164	286	12	pandemic	pandemic	ADJ
cana-2164	286	13	and	and	CCONJ
cana-2164	286	14	the	the	DET
cana-2164	286	15	diagnosis	diagnosis	NOUN
cana-2164	286	16	of	of	ADP
cana-2164	286	17	the	the	DET
cana-2164	286	18	virus	virus	NOUN
cana-2164	286	19	in	in	ADP
cana-2164	286	20	the	the	DET
cana-2164	286	21	human	human	PROPN
cana-2164	286	22	body",world	body",world	PROPN
cana-2164	286	23	journal	journal	NOUN
cana-2164	286	24	of	of	ADP
cana-2164	286	25	engineeringthis	engineeringthis	PROPN
cana-2164	286	26	link	link	NOUN
cana-2164	286	27	is	be	AUX
cana-2164	286	28	disabled	disabled	ADJ
cana-2164	286	29	,	,	PUNCT
cana-2164	286	30	2022	2022	NUM
cana-2164	286	31	,	,	PUNCT
cana-2164	286	32	19(5	19(5	NUM
cana-2164	286	33	)	)	PUNCT
cana-2164	286	34	,	,	PUNCT
cana-2164	286	35	pp	pp	ADP
cana-2164	286	36	.	.	PUNCT
cana-2164	287	1	652–657	652–657	NUM
cana-2164	288	1	[	[	X
cana-2164	288	2	29	29	NUM
cana-2164	288	3	]	]	PUNCT
cana-2164	288	4	sushama	sushama	NOUN
cana-2164	288	5	et.al	et.al	PROPN
cana-2164	288	6	,	,	PUNCT
cana-2164	288	7	automated	automate	VERB
cana-2164	288	8	extraction	extraction	NOUN
cana-2164	288	9	of	of	ADP
cana-2164	288	10	non	non	ADJ
cana-2164	288	11	-	-	ADJ
cana-2164	288	12	functional	functional	ADJ
cana-2164	288	13	requirements	requirement	NOUN
cana-2164	288	14	from	from	ADP
cana-2164	288	15	text	text	NOUN
cana-2164	288	16	files	file	NOUN
cana-2164	288	17	:	:	PUNCT
cana-2164	288	18	a	a	DET
cana-2164	288	19	supervised	supervised	ADJ
cana-2164	288	20	learning	learning	NOUN
cana-2164	288	21	approach	approach	NOUN
cana-2164	288	22	"	"	PUNCT
cana-2164	288	23	,	,	PUNCT
cana-2164	288	24	handbook	handbook	NOUN
cana-2164	288	25	of	of	ADP
cana-2164	288	26	intelligent	intelligent	ADJ
cana-2164	288	27	computing	computing	NOUN
cana-2164	288	28	and	and	CCONJ
cana-2164	288	29	optimization	optimization	NOUN
cana-2164	288	30	for	for	ADP
cana-2164	288	31	sustainable	sustainable	ADJ
cana-2164	288	32	development	development	NOUN
cana-2164	288	33	,	,	PUNCT
cana-2164	288	34	2022	2022	NUM
cana-2164	288	35	,	,	PUNCT
cana-2164	288	36	pp	pp	ADJ
cana-2164	288	37	.	.	PUNCT
cana-2164	289	1	149–170	149–170	NUM