id	sid	tid	token	lemma	pos
easat-2117	1	1	edelweiss	edelweiss	PROPN
easat-2117	1	2	applied	apply	VERB
easat-2117	1	3	science	science	NOUN
easat-2117	1	4	and	and	CCONJ
easat-2117	1	5	technology	technology	NOUN
easat-2117	1	6	issn	issn	PROPN
easat-2117	1	7	:	:	PUNCT
easat-2117	1	8	2576	2576	NUM
easat-2117	1	9	-	-	SYM
easat-2117	1	10	8484	8484	NUM
easat-2117	1	11	vol	vol	NOUN
easat-2117	1	12	.	.	PROPN
easat-2117	1	13	8	8	NUM
easat-2117	1	14	,	,	PUNCT
easat-2117	1	15	no	no	INTJ
easat-2117	1	16	.	.	NOUN
easat-2117	1	17	6	6	NUM
easat-2117	1	18	,	,	PUNCT
easat-2117	1	19	520	520	NUM
easat-2117	1	20	-	-	SYM
easat-2117	1	21	537	537	NUM
easat-2117	1	22	2024	2024	NUM
easat-2117	1	23	publisher	publisher	NOUN
easat-2117	1	24	:	:	PUNCT
easat-2117	1	25	learning	learn	VERB
easat-2117	1	26	gate	gate	NOUN
easat-2117	1	27	doi	doi	PROPN
easat-2117	1	28	:	:	PUNCT
easat-2117	1	29	10.55214/25768484.v8i6.2117	10.55214/25768484.v8i6.2117	NUM
easat-2117	1	30	©	©	ADP
easat-2117	1	31	2024	2024	NUM
easat-2117	1	32	by	by	ADP
easat-2117	1	33	the	the	DET
easat-2117	1	34	authors	author	NOUN
easat-2117	1	35	;	;	PUNCT
easat-2117	1	36	licensee	licensee	PROPN
easat-2117	1	37	learning	learning	NOUN
easat-2117	1	38	gate	gate	NOUN
easat-2117	1	39	©	©	PROPN
easat-2117	1	40	2024	2024	NUM
easat-2117	1	41	by	by	ADP
easat-2117	1	42	the	the	DET
easat-2117	1	43	author	author	NOUN
easat-2117	1	44	;	;	PUNCT
easat-2117	1	45	licensee	licensee	PROPN
easat-2117	1	46	learning	learn	VERB
easat-2117	1	47	gate	gate	NOUN
easat-2117	1	48	*	*	PUNCT
easat-2117	1	49	correspondence	correspondence	NOUN
easat-2117	1	50	:	:	PUNCT
easat-2117	1	51	lawalyb@tut.ac.za	lawalyb@tut.ac.za	ADJ
easat-2117	1	52	performance	performance	NOUN
easat-2117	1	53	of	of	ADP
easat-2117	1	54	advanced	advanced	ADJ
easat-2117	1	55	-	-	PUNCT
easat-2117	1	56	deep	deep	ADJ
easat-2117	1	57	learning	learning	NOUN
easat-2117	1	58	algorithm	algorithm	NOUN
easat-2117	1	59	for	for	ADP
easat-2117	1	60	modeling	modeling	NOUN
easat-2117	1	61	and	and	CCONJ
easat-2117	1	62	prediction	prediction	NOUN
easat-2117	1	63	of	of	ADP
easat-2117	1	64	rain	rain	NOUN
easat-2117	1	65	height	height	NOUN
easat-2117	1	66	over	over	ADP
easat-2117	1	67	some	some	DET
easat-2117	1	68	selected	select	VERB
easat-2117	1	69	locations	location	NOUN
easat-2117	1	70	in	in	ADP
easat-2117	1	71	the	the	DET
easat-2117	1	72	tropics	tropic	NOUN
easat-2117	1	73	and	and	CCONJ
easat-2117	1	74	sub	sub	ADJ
easat-2117	1	75	-	-	ADJ
easat-2117	1	76	tropics	tropics	ADJ
easat-2117	1	77	zone	zone	NOUN
easat-2117	1	78	for	for	ADP
easat-2117	1	79	radio	radio	NOUN
easat-2117	1	80	propagation	propagation	NOUN
easat-2117	1	81	applications	application	NOUN
easat-2117	1	82	yusuf	yusuf	PROPN
easat-2117	1	83	babatunde	babatunde	PROPN
easat-2117	1	84	lawal1	lawal1	PROPN
easat-2117	1	85	*	*	PROPN
easat-2117	1	86	,	,	PUNCT
easat-2117	1	87	pius	pius	PROPN
easat-2117	1	88	adewale	adewale	PROPN
easat-2117	1	89	owolawi2	owolawi2	PROPN
easat-2117	1	90	,	,	PUNCT
easat-2117	1	91	chunling	chunling	NOUN
easat-2117	1	92	tu3	tu3	VERB
easat-2117	1	93	,	,	PUNCT
easat-2117	1	94	etienne	etienne	PROPN
easat-2117	1	95	van	van	PROPN
easat-2117	1	96	wyk4	wyk4	PROPN
easat-2117	1	97	,	,	PUNCT
easat-2117	1	98	joseph	joseph	PROPN
easat-2117	1	99	sunday	sunday	PROPN
easat-2117	1	100	ojo5	ojo5	PROPN
easat-2117	1	101	1,2,3department	1,2,3department	NUM
easat-2117	1	102	of	of	ADP
easat-2117	1	103	computer	computer	NOUN
easat-2117	1	104	systems	system	NOUN
easat-2117	1	105	engineering	engineering	NOUN
easat-2117	1	106	,	,	PUNCT
easat-2117	1	107	tshwane	tshwane	NOUN
easat-2117	1	108	university	university	NOUN
easat-2117	1	109	of	of	ADP
easat-2117	1	110	technology	technology	NOUN
easat-2117	1	111	,	,	PUNCT
easat-2117	1	112	south	south	PROPN
easat-2117	1	113	africa	africa	PROPN
easat-2117	1	114	;	;	PUNCT
easat-2117	1	115	lawalyb@tut.ac.za	lawalyb@tut.ac.za	NOUN
easat-2117	1	116	(	(	PUNCT
easat-2117	1	117	y.	y.	PROPN
easat-2117	1	118	b.	b.	PROPN
easat-2117	1	119	l.	l.	PROPN
easat-2117	1	120	)	)	PUNCT
easat-2117	1	121	,	,	PUNCT
easat-2117	1	122	owolawipa@tut.ac.za	owolawipa@tut.ac.za	ADJ
easat-2117	1	123	(	(	PUNCT
easat-2117	1	124	p.	p.	NOUN
easat-2117	1	125	a.	a.	NOUN
easat-2117	1	126	o.	o.	PROPN
easat-2117	1	127	)	)	PUNCT
easat-2117	1	128	,	,	PUNCT
easat-2117	1	129	duc@tut.ac.za	duc@tut.ac.za	NOUN
easat-2117	1	130	(	(	PUNCT
easat-2117	1	131	c.	c.	PROPN
easat-2117	1	132	t.	t.	PROPN
easat-2117	1	133	)	)	PUNCT
easat-2117	2	1	4faculty	4faculty	NUM
easat-2117	2	2	of	of	ADP
easat-2117	2	3	information	information	NOUN
easat-2117	2	4	and	and	CCONJ
easat-2117	2	5	communications	communication	NOUN
easat-2117	2	6	technology	technology	NOUN
easat-2117	2	7	,	,	PUNCT
easat-2117	2	8	tshwane	tshwane	NOUN
easat-2117	2	9	university	university	NOUN
easat-2117	2	10	of	of	ADP
easat-2117	2	11	technology	technology	NOUN
easat-2117	2	12	,	,	PUNCT
easat-2117	2	13	south	south	PROPN
easat-2117	2	14	africa	africa	PROPN
easat-2117	2	15	;	;	PUNCT
easat-2117	2	16	vanwykea@tut.ac.za	vanwykea@tut.ac.za	PROPN
easat-2117	2	17	(	(	PUNCT
easat-2117	2	18	e.v	e.v	PROPN
easat-2117	2	19	.	.	PUNCT
easat-2117	2	20	w.	w.	PROPN
easat-2117	2	21	)	)	PUNCT
easat-2117	3	1	5department	5department	NUM
easat-2117	3	2	of	of	ADP
easat-2117	3	3	physics	physics	PROPN
easat-2117	3	4	,	,	PUNCT
easat-2117	3	5	federal	federal	ADJ
easat-2117	3	6	university	university	PROPN
easat-2117	3	7	of	of	ADP
easat-2117	3	8	technology	technology	NOUN
easat-2117	3	9	,	,	PUNCT
easat-2117	3	10	akure	akure	NOUN
easat-2117	3	11	,	,	PUNCT
easat-2117	3	12	nigeria	nigeria	PROPN
easat-2117	3	13	;	;	PUNCT
easat-2117	3	14	ojojs_74@futa.edu.ng	ojojs_74@futa.edu.ng	PUNCT
easat-2117	3	15	(	(	PUNCT
easat-2117	3	16	j.	j.	PROPN
easat-2117	3	17	s.	s.	PROPN
easat-2117	3	18	o.	o.	PROPN
easat-2117	3	19	)	)	PUNCT
easat-2117	3	20	abstract	abstract	NOUN
easat-2117	3	21	:	:	PUNCT
easat-2117	3	22	as	as	SCONJ
easat-2117	3	23	demand	demand	NOUN
easat-2117	3	24	for	for	ADP
easat-2117	3	25	high	high	ADJ
easat-2117	3	26	-	-	PUNCT
easat-2117	3	27	frequency	frequency	NOUN
easat-2117	3	28	broadband	broadband	NOUN
easat-2117	3	29	communication	communication	NOUN
easat-2117	3	30	services	service	NOUN
easat-2117	3	31	keeps	keep	VERB
easat-2117	3	32	rising	rise	VERB
easat-2117	3	33	,	,	PUNCT
easat-2117	3	34	rain	rain	NOUN
easat-2117	3	35	-	-	PUNCT
easat-2117	3	36	induced	induce	VERB
easat-2117	3	37	attenuation	attenuation	NOUN
easat-2117	3	38	remains	remain	VERB
easat-2117	3	39	the	the	DET
easat-2117	3	40	predominant	predominant	ADJ
easat-2117	3	41	threat	threat	NOUN
easat-2117	3	42	to	to	PART
easat-2117	3	43	radiowave	radiowave	VERB
easat-2117	3	44	propagation	propagation	NOUN
easat-2117	3	45	.	.	PUNCT
easat-2117	4	1	accurate	accurate	ADJ
easat-2117	4	2	prediction	prediction	NOUN
easat-2117	4	3	of	of	ADP
easat-2117	4	4	attenuation	attenuation	NOUN
easat-2117	4	5	requires	require	VERB
easat-2117	4	6	continuous	continuous	ADJ
easat-2117	4	7	measurement	measurement	NOUN
easat-2117	4	8	and	and	CCONJ
easat-2117	4	9	monitoring	monitoring	NOUN
easat-2117	4	10	of	of	ADP
easat-2117	4	11	rain	rain	NOUN
easat-2117	4	12	-	-	PUNCT
easat-2117	4	13	induced	induce	VERB
easat-2117	4	14	meteorological	meteorological	ADJ
easat-2117	4	15	parameters	parameter	NOUN
easat-2117	4	16	,	,	PUNCT
easat-2117	4	17	specifically	specifically	ADV
easat-2117	4	18	rain	rain	NOUN
easat-2117	4	19	rate	rate	NOUN
easat-2117	4	20	and	and	CCONJ
easat-2117	4	21	rain	rain	NOUN
easat-2117	4	22	height	height	NOUN
easat-2117	4	23	,	,	PUNCT
easat-2117	4	24	due	due	ADP
easat-2117	4	25	to	to	ADP
easat-2117	4	26	their	their	PRON
easat-2117	4	27	spatio	spatio	ADJ
easat-2117	4	28	-	-	PUNCT
easat-2117	4	29	temporal	temporal	ADJ
easat-2117	4	30	variations	variation	NOUN
easat-2117	4	31	.	.	PUNCT
easat-2117	5	1	rain	rain	NOUN
easat-2117	5	2	height	height	NOUN
easat-2117	5	3	is	be	AUX
easat-2117	5	4	an	an	DET
easat-2117	5	5	upper	upper	ADJ
easat-2117	5	6	dataset	dataset	NOUN
easat-2117	5	7	mostly	mostly	ADV
easat-2117	5	8	computed	compute	VERB
easat-2117	5	9	from	from	ADP
easat-2117	5	10	zerodegree	zerodegree	PROPN
easat-2117	5	11	isotherm	isotherm	PROPN
easat-2117	5	12	heights	height	NOUN
easat-2117	5	13	(	(	PUNCT
easat-2117	5	14	zdih	zdih	NOUN
easat-2117	5	15	)	)	PUNCT
easat-2117	5	16	measured	measure	VERB
easat-2117	5	17	by	by	ADP
easat-2117	5	18	radar	radar	NOUN
easat-2117	5	19	.	.	PUNCT
easat-2117	6	1	this	this	DET
easat-2117	6	2	research	research	NOUN
easat-2117	6	3	proposes	propose	VERB
easat-2117	6	4	a	a	DET
easat-2117	6	5	novel	novel	ADJ
easat-2117	6	6	approach	approach	NOUN
easat-2117	6	7	for	for	ADP
easat-2117	6	8	predicting	predict	VERB
easat-2117	6	9	rain	rain	NOUN
easat-2117	6	10	height	height	NOUN
easat-2117	6	11	from	from	ADP
easat-2117	6	12	earth	earth	NOUN
easat-2117	6	13	surface	surface	NOUN
easat-2117	6	14	data	datum	NOUN
easat-2117	6	15	such	such	ADJ
easat-2117	6	16	as	as	ADP
easat-2117	6	17	surface	surface	NOUN
easat-2117	6	18	temperature	temperature	NOUN
easat-2117	6	19	,	,	PUNCT
easat-2117	6	20	pressure	pressure	NOUN
easat-2117	6	21	,	,	PUNCT
easat-2117	6	22	total	total	ADJ
easat-2117	6	23	cloud	cloud	NOUN
easat-2117	6	24	cover	cover	NOUN
easat-2117	6	25	,	,	PUNCT
easat-2117	6	26	dew	dew	NOUN
easat-2117	6	27	point	point	VERB
easat-2117	6	28	temperature	temperature	NOUN
easat-2117	6	29	,	,	PUNCT
easat-2117	6	30	surface	surface	NOUN
easat-2117	6	31	solar	solar	ADJ
easat-2117	6	32	radiation	radiation	NOUN
easat-2117	6	33	,	,	PUNCT
easat-2117	6	34	water	water	NOUN
easat-2117	6	35	vapor	vapor	NOUN
easat-2117	6	36	amount	amount	NOUN
easat-2117	6	37	in	in	ADP
easat-2117	6	38	the	the	DET
easat-2117	6	39	air	air	NOUN
easat-2117	6	40	,	,	PUNCT
easat-2117	6	41	and	and	CCONJ
easat-2117	6	42	humidity	humidity	NOUN
easat-2117	6	43	.	.	PUNCT
easat-2117	7	1	this	this	DET
easat-2117	7	2	research	research	NOUN
easat-2117	7	3	investigates	investigate	VERB
easat-2117	7	4	the	the	DET
easat-2117	7	5	relationship	relationship	NOUN
easat-2117	7	6	between	between	ADP
easat-2117	7	7	meteorological	meteorological	ADJ
easat-2117	7	8	surface	surface	NOUN
easat-2117	7	9	data	datum	NOUN
easat-2117	7	10	and	and	CCONJ
easat-2117	7	11	rain	rain	NOUN
easat-2117	7	12	height	height	NOUN
easat-2117	7	13	.	.	PUNCT
easat-2117	8	1	subsequently	subsequently	ADV
easat-2117	8	2	,	,	PUNCT
easat-2117	8	3	six	six	NUM
easat-2117	8	4	machine	machine	NOUN
easat-2117	8	5	learning	learning	NOUN
easat-2117	8	6	models	model	NOUN
easat-2117	8	7	were	be	AUX
easat-2117	8	8	employed	employ	VERB
easat-2117	8	9	for	for	ADP
easat-2117	8	10	predicting	predict	VERB
easat-2117	8	11	rain	rain	NOUN
easat-2117	8	12	height	height	NOUN
easat-2117	8	13	using	use	VERB
easat-2117	8	14	the	the	DET
easat-2117	8	15	ten	ten	NUM
easat-2117	8	16	years	year	NOUN
easat-2117	8	17	surface	surface	NOUN
easat-2117	8	18	data	datum	NOUN
easat-2117	8	19	as	as	ADP
easat-2117	8	20	input	input	NOUN
easat-2117	8	21	variables	variable	NOUN
easat-2117	8	22	.	.	PUNCT
easat-2117	9	1	the	the	DET
easat-2117	9	2	models	model	NOUN
easat-2117	9	3	were	be	AUX
easat-2117	9	4	applied	apply	VERB
easat-2117	9	5	to	to	ADP
easat-2117	9	6	six	six	NUM
easat-2117	9	7	sub	sub	ADJ
easat-2117	9	8	-	-	ADJ
easat-2117	9	9	tropical	tropical	ADJ
easat-2117	9	10	(	(	PUNCT
easat-2117	9	11	polokwane	polokwane	NOUN
easat-2117	9	12	,	,	PUNCT
easat-2117	9	13	pretoria	pretoria	PROPN
easat-2117	9	14	.	.	PROPN
easat-2117	9	15	and	and	CCONJ
easat-2117	9	16	cape	cape	NOUN
easat-2117	9	17	town	town	NOUN
easat-2117	9	18	)	)	PUNCT
easat-2117	9	19	and	and	CCONJ
easat-2117	9	20	tropical	tropical	ADJ
easat-2117	9	21	(	(	PUNCT
easat-2117	9	22	sokoto	sokoto	PROPN
easat-2117	9	23	,	,	PUNCT
easat-2117	9	24	akure	akure	NOUN
easat-2117	9	25	,	,	PUNCT
easat-2117	9	26	and	and	CCONJ
easat-2117	9	27	port	port	PROPN
easat-2117	9	28	harcourt	harcourt	PROPN
easat-2117	9	29	(	(	PUNCT
easat-2117	9	30	ph	ph	NOUN
easat-2117	9	31	)	)	PUNCT
easat-2117	9	32	)	)	PUNCT
easat-2117	9	33	stations	station	NOUN
easat-2117	9	34	in	in	ADP
easat-2117	9	35	south	south	PROPN
easat-2117	9	36	africa	africa	PROPN
easat-2117	9	37	and	and	CCONJ
easat-2117	9	38	nigeria	nigeria	PROPN
easat-2117	9	39	,	,	PUNCT
easat-2117	9	40	respectively	respectively	ADV
easat-2117	9	41	.	.	PUNCT
easat-2117	10	1	analysis	analysis	NOUN
easat-2117	10	2	of	of	ADP
easat-2117	10	3	the	the	DET
easat-2117	10	4	results	result	NOUN
easat-2117	10	5	shows	show	VERB
easat-2117	10	6	that	that	SCONJ
easat-2117	10	7	the	the	DET
easat-2117	10	8	gradient	gradient	NOUN
easat-2117	10	9	boosting	boost	VERB
easat-2117	10	10	algorithm	algorithm	NOUN
easat-2117	10	11	(	(	PUNCT
easat-2117	10	12	gba	gba	NOUN
easat-2117	10	13	)	)	PUNCT
easat-2117	10	14	performed	perform	VERB
easat-2117	10	15	best	well	ADV
easat-2117	10	16	with	with	ADP
easat-2117	10	17	determination	determination	NOUN
easat-2117	10	18	coefficients	coefficient	VERB
easat-2117	10	19	greater	great	ADJ
easat-2117	10	20	than	than	ADP
easat-2117	10	21	0.80	0.80	NUM
easat-2117	10	22	and	and	CCONJ
easat-2117	10	23	rmse	rmse	ADV
easat-2117	10	24	less	less	ADJ
easat-2117	10	25	than	than	ADP
easat-2117	10	26	350	350	NUM
easat-2117	10	27	in	in	ADP
easat-2117	10	28	all	all	DET
easat-2117	10	29	three	three	NUM
easat-2117	10	30	stations	station	NOUN
easat-2117	10	31	in	in	ADP
easat-2117	10	32	south	south	PROPN
easat-2117	10	33	africa	africa	PROPN
easat-2117	10	34	.	.	PUNCT
easat-2117	11	1	however	however	ADV
easat-2117	11	2	,	,	PUNCT
easat-2117	11	3	all	all	DET
easat-2117	11	4	the	the	DET
easat-2117	11	5	models	model	NOUN
easat-2117	11	6	failed	fail	VERB
easat-2117	11	7	to	to	PART
easat-2117	11	8	produce	produce	VERB
easat-2117	11	9	good	good	ADJ
easat-2117	11	10	result	result	NOUN
easat-2117	11	11	for	for	ADP
easat-2117	11	12	the	the	DET
easat-2117	11	13	nigeria	nigeria	PROPN
easat-2117	11	14	stations	station	NOUN
easat-2117	11	15	.	.	PUNCT
easat-2117	12	1	the	the	DET
easat-2117	12	2	random	random	ADJ
easat-2117	12	3	forest	forest	NOUN
easat-2117	12	4	model	model	NOUN
easat-2117	12	5	has	have	VERB
easat-2117	12	6	the	the	DET
easat-2117	12	7	fairest	fair	ADJ
easat-2117	12	8	performance	performance	NOUN
easat-2117	12	9	metrics	metric	NOUN
easat-2117	12	10	with	with	ADP
easat-2117	12	11	r2	r2	NOUN
easat-2117	12	12	of	of	ADP
easat-2117	12	13	0.40	0.40	NUM
easat-2117	12	14	,	,	PUNCT
easat-2117	12	15	0.46	0.46	NUM
easat-2117	12	16	and	and	CCONJ
easat-2117	12	17	0.46	0.46	NUM
easat-2117	12	18	in	in	ADP
easat-2117	12	19	sokoto	sokoto	PROPN
easat-2117	12	20	,	,	PUNCT
easat-2117	12	21	akure	akure	NOUN
easat-2117	12	22	and	and	CCONJ
easat-2117	12	23	ph	ph	ADJ
easat-2117	12	24	.	.	PROPN
easat-2117	12	25	respectively	respectively	ADV
easat-2117	12	26	.	.	PUNCT
easat-2117	13	1	gba	gba	PROPN
easat-2117	13	2	is	be	AUX
easat-2117	13	3	recommended	recommend	VERB
easat-2117	13	4	for	for	ADP
easat-2117	13	5	predicting	predict	VERB
easat-2117	13	6	rain	rain	NOUN
easat-2117	13	7	height	height	NOUN
easat-2117	13	8	in	in	ADP
easat-2117	13	9	south	south	PROPN
easat-2117	13	10	africa	africa	PROPN
easat-2117	13	11	.	.	PUNCT
easat-2117	14	1	the	the	DET
easat-2117	14	2	research	research	NOUN
easat-2117	14	3	outcome	outcome	NOUN
easat-2117	14	4	would	would	AUX
easat-2117	14	5	assist	assist	VERB
easat-2117	14	6	radio	radio	NOUN
easat-2117	14	7	engineers	engineer	NOUN
easat-2117	14	8	in	in	ADP
easat-2117	14	9	improving	improve	VERB
easat-2117	14	10	the	the	DET
easat-2117	14	11	prediction	prediction	NOUN
easat-2117	14	12	of	of	ADP
easat-2117	14	13	raininduced	raininduce	VERB
easat-2117	14	14	attenuation	attenuation	NOUN
easat-2117	14	15	and	and	CCONJ
easat-2117	14	16	determining	determine	VERB
easat-2117	14	17	appropriate	appropriate	ADJ
easat-2117	14	18	fade	fade	NOUN
easat-2117	14	19	mitigation	mitigation	NOUN
easat-2117	14	20	techniques	technique	NOUN
easat-2117	14	21	.	.	PUNCT
easat-2117	15	1	keywords	keyword	NOUN
easat-2117	15	2	:	:	PUNCT
easat-2117	15	3	advanced	advanced	ADJ
easat-2117	15	4	deep	deep	ADJ
easat-2117	15	5	learning	learning	NOUN
easat-2117	15	6	,	,	PUNCT
easat-2117	15	7	gradient	gradient	ADJ
easat-2117	15	8	boosting	boost	VERB
easat-2117	15	9	model	model	NOUN
easat-2117	15	10	,	,	PUNCT
easat-2117	15	11	rain	rain	NOUN
easat-2117	15	12	height	height	NOUN
easat-2117	15	13	,	,	PUNCT
easat-2117	15	14	rain	rain	NOUN
easat-2117	15	15	-	-	PUNCT
easat-2117	15	16	induced	induce	VERB
easat-2117	15	17	attenuation	attenuation	NOUN
easat-2117	15	18	,	,	PUNCT
easat-2117	15	19	spatio	spatio	NOUN
easat-2117	15	20	-	-	PUNCT
easat-2117	15	21	temporal	temporal	ADJ
easat-2117	15	22	variation	variation	NOUN
easat-2117	15	23	,	,	PUNCT
easat-2117	15	24	zdih	zdih	NOUN
easat-2117	15	25	.	.	PUNCT
easat-2117	16	1	1	1	NUM
easat-2117	16	2	.	.	X
easat-2117	16	3	introduction	introduction	NOUN
easat-2117	16	4	rain	rain	NOUN
easat-2117	16	5	height	height	NOUN
easat-2117	16	6	,	,	PUNCT
easat-2117	16	7	the	the	DET
easat-2117	16	8	distance	distance	NOUN
easat-2117	16	9	from	from	ADP
easat-2117	16	10	the	the	DET
easat-2117	16	11	earth	earth	NOUN
easat-2117	16	12	’s	’s	PART
easat-2117	16	13	surface	surface	NOUN
easat-2117	16	14	up	up	ADP
easat-2117	16	15	to	to	ADP
easat-2117	16	16	the	the	DET
easat-2117	16	17	top	top	NOUN
easat-2117	16	18	of	of	ADP
easat-2117	16	19	the	the	DET
easat-2117	16	20	precipitation	precipitation	NOUN
easat-2117	16	21	column	column	NOUN
easat-2117	16	22	,	,	PUNCT
easat-2117	16	23	is	be	AUX
easat-2117	16	24	one	one	NUM
easat-2117	16	25	of	of	ADP
easat-2117	16	26	the	the	DET
easat-2117	16	27	most	most	ADV
easat-2117	16	28	important	important	ADJ
easat-2117	16	29	parameters	parameter	NOUN
easat-2117	16	30	in	in	ADP
easat-2117	16	31	meteorology	meteorology	NOUN
easat-2117	16	32	and	and	CCONJ
easat-2117	16	33	telecommunications	telecommunication	NOUN
easat-2117	16	34	.	.	PUNCT
easat-2117	17	1	it	it	PRON
easat-2117	17	2	is	be	AUX
easat-2117	17	3	thus	thus	ADV
easat-2117	17	4	necessary	necessary	ADJ
easat-2117	17	5	to	to	PART
easat-2117	17	6	know	know	VERB
easat-2117	17	7	the	the	DET
easat-2117	17	8	height	height	NOUN
easat-2117	17	9	of	of	ADP
easat-2117	17	10	the	the	DET
easat-2117	17	11	rain	rain	NOUN
easat-2117	17	12	for	for	ADP
easat-2117	17	13	predicting	predict	VERB
easat-2117	17	14	the	the	DET
easat-2117	17	15	rain	rain	NOUN
easat-2117	17	16	-	-	PUNCT
easat-2117	17	17	induced	induce	VERB
easat-2117	17	18	attenuation	attenuation	NOUN
easat-2117	17	19	on	on	ADP
easat-2117	17	20	satellite	satellite	NOUN
easat-2117	17	21	communication	communication	NOUN
easat-2117	17	22	systems	system	NOUN
easat-2117	17	23	operating	operate	VERB
easat-2117	17	24	above	above	ADP
easat-2117	17	25	10	10	NUM
easat-2117	17	26	ghz	ghz	NOUN
easat-2117	17	27	.	.	PUNCT
easat-2117	18	1	especially	especially	ADV
easat-2117	18	2	in	in	ADP
easat-2117	18	3	the	the	DET
easat-2117	18	4	tropical	tropical	ADJ
easat-2117	18	5	and	and	CCONJ
easat-2117	18	6	sub	sub	ADJ
easat-2117	18	7	-	-	ADJ
easat-2117	18	8	tropical	tropical	ADJ
easat-2117	18	9	regions	region	NOUN
easat-2117	18	10	where	where	SCONJ
easat-2117	18	11	severe	severe	ADJ
easat-2117	18	12	and	and	CCONJ
easat-2117	18	13	frequent	frequent	ADJ
easat-2117	18	14	rainfalls	rainfall	NOUN
easat-2117	18	15	happen	happen	VERB
easat-2117	18	16	.	.	PUNCT
easat-2117	19	1	rain	rain	NOUN
easat-2117	19	2	attenuation	attenuation	NOUN
easat-2117	19	3	to	to	PART
easat-2117	19	4	estimate	estimate	VERB
easat-2117	19	5	the	the	DET
easat-2117	19	6	necessary	necessary	ADJ
easat-2117	19	7	fade	fade	NOUN
easat-2117	19	8	margin	margin	NOUN
easat-2117	19	9	and	and	CCONJ
easat-2117	19	10	recommend	recommend	VERB
easat-2117	19	11	appropriate	appropriate	ADJ
easat-2117	19	12	fade	fade	NOUN
easat-2117	19	13	mitigation	mitigation	NOUN
easat-2117	19	14	techniques	technique	NOUN
easat-2117	19	15	to	to	PART
easat-2117	19	16	alleviate	alleviate	VERB
easat-2117	19	17	the	the	DET
easat-2117	19	18	rain	rain	NOUN
easat-2117	19	19	effect	effect	NOUN
easat-2117	19	20	on	on	ADP
easat-2117	19	21	communication	communication	NOUN
easat-2117	19	22	networks	network	NOUN
easat-2117	19	23	.	.	PUNCT
easat-2117	20	1	the	the	DET
easat-2117	20	2	traditional	traditional	ADJ
easat-2117	20	3	methods	method	NOUN
easat-2117	20	4	of	of	ADP
easat-2117	20	5	measuring	measure	VERB
easat-2117	20	6	rain	rain	NOUN
easat-2117	20	7	height	height	NOUN
easat-2117	20	8	from	from	ADP
easat-2117	20	9	freezing	freeze	VERB
easat-2117	20	10	level	level	NOUN
easat-2117	20	11	heights	height	NOUN
easat-2117	20	12	are	be	AUX
easat-2117	20	13	mainly	mainly	ADV
easat-2117	20	14	through	through	ADP
easat-2117	20	15	satellite	satellite	NOUN
easat-2117	20	16	radar	radar	NOUN
easat-2117	20	17	or	or	CCONJ
easat-2117	20	18	ground	ground	NOUN
easat-2117	20	19	-	-	PUNCT
easat-2117	20	20	based	base	VERB
easat-2117	20	21	radar	radar	NOUN
easat-2117	20	22	such	such	ADJ
easat-2117	20	23	as	as	ADP
easat-2117	20	24	mrr	mrr	NOUN
easat-2117	20	25	.	.	PUNCT
easat-2117	21	1	several	several	ADJ
easat-2117	21	2	studies	study	NOUN
easat-2117	21	3	have	have	AUX
easat-2117	21	4	revealed	reveal	VERB
easat-2117	21	5	that	that	SCONJ
easat-2117	21	6	the	the	DET
easat-2117	21	7	satellite	satellite	NOUN
easat-2117	21	8	method	method	NOUN
easat-2117	21	9	is	be	AUX
easat-2117	21	10	not	not	PART
easat-2117	21	11	ideal	ideal	ADJ
easat-2117	21	12	for	for	ADP
easat-2117	21	13	521	521	NUM
easat-2117	21	14	edelweiss	edelweiss	PROPN
easat-2117	21	15	applied	apply	VERB
easat-2117	21	16	science	science	NOUN
easat-2117	21	17	and	and	CCONJ
easat-2117	21	18	technology	technology	NOUN
easat-2117	21	19	issn	issn	PROPN
easat-2117	21	20	:	:	PUNCT
easat-2117	21	21	2576	2576	NUM
easat-2117	21	22	-	-	SYM
easat-2117	21	23	8484	8484	NUM
easat-2117	21	24	vol	vol	NOUN
easat-2117	21	25	.	.	PROPN
easat-2117	21	26	8	8	NUM
easat-2117	21	27	,	,	PUNCT
easat-2117	21	28	no	no	INTJ
easat-2117	21	29	.	.	NOUN
easat-2117	22	1	6	6	NUM
easat-2117	22	2	:	:	SYM
easat-2117	22	3	520	520	NUM
easat-2117	22	4	-	-	SYM
easat-2117	22	5	537	537	NUM
easat-2117	22	6	,	,	PUNCT
easat-2117	22	7	2024	2024	NUM
easat-2117	22	8	doi	doi	NOUN
easat-2117	22	9	:	:	PUNCT
easat-2117	22	10	10.55214/25768484.v8i6.2117	10.55214/25768484.v8i6.2117	NUM
easat-2117	22	11	©	©	PROPN
easat-2117	22	12	2024	2024	NUM
easat-2117	22	13	by	by	ADP
easat-2117	22	14	the	the	DET
easat-2117	22	15	authors	author	NOUN
easat-2117	22	16	;	;	PUNCT
easat-2117	22	17	licensee	licensee	PROPN
easat-2117	22	18	learning	learning	NOUN
easat-2117	22	19	gate	gate	VERB
easat-2117	22	20	the	the	DET
easat-2117	22	21	measurement	measurement	NOUN
easat-2117	22	22	of	of	ADP
easat-2117	22	23	localized	localize	VERB
easat-2117	22	24	high	high	ADJ
easat-2117	22	25	-	-	PUNCT
easat-2117	22	26	resolution	resolution	NOUN
easat-2117	22	27	lower	low	ADJ
easat-2117	22	28	atmospheric	atmospheric	ADJ
easat-2117	22	29	data	datum	NOUN
easat-2117	22	30	due	due	ADP
easat-2117	22	31	to	to	ADP
easat-2117	22	32	the	the	DET
easat-2117	22	33	variability	variability	NOUN
easat-2117	22	34	of	of	ADP
easat-2117	22	35	atmospheric	atmospheric	ADJ
easat-2117	22	36	parameters	parameter	NOUN
easat-2117	22	37	,	,	PUNCT
easat-2117	22	38	satellite	satellite	NOUN
easat-2117	22	39	distance	distance	NOUN
easat-2117	22	40	to	to	PART
easat-2117	22	41	target	target	VERB
easat-2117	22	42	variables	variable	NOUN
easat-2117	22	43	,	,	PUNCT
easat-2117	22	44	comparatively	comparatively	ADV
easat-2117	22	45	low	low	ADJ
easat-2117	22	46	spatio	spatio	ADJ
easat-2117	22	47	-	-	PUNCT
easat-2117	22	48	temporal	temporal	ADJ
easat-2117	22	49	resolution	resolution	NOUN
easat-2117	22	50	,	,	PUNCT
easat-2117	22	51	etc	etc	X
easat-2117	23	1	[	[	X
easat-2117	23	2	1	1	NUM
easat-2117	23	3	-	-	SYM
easat-2117	23	4	3	3	NUM
easat-2117	23	5	]	]	PUNCT
easat-2117	23	6	.	.	PUNCT
easat-2117	24	1	the	the	DET
easat-2117	24	2	ground	ground	NOUN
easat-2117	24	3	-	-	PUNCT
easat-2117	24	4	based	base	VERB
easat-2117	24	5	radar	radar	NOUN
easat-2117	24	6	method	method	NOUN
easat-2117	24	7	is	be	AUX
easat-2117	24	8	popularly	popularly	ADV
easat-2117	24	9	preferred	prefer	VERB
easat-2117	24	10	because	because	SCONJ
easat-2117	24	11	for	for	ADP
easat-2117	24	12	localized	localized	ADJ
easat-2117	24	13	measurement	measurement	NOUN
easat-2117	25	1	[	[	X
easat-2117	25	2	4	4	NUM
easat-2117	25	3	]	]	PUNCT
easat-2117	25	4	.	.	PUNCT
easat-2117	26	1	however	however	ADV
easat-2117	26	2	,	,	PUNCT
easat-2117	26	3	there	there	PRON
easat-2117	26	4	are	be	VERB
easat-2117	26	5	few	few	ADJ
easat-2117	26	6	ground	ground	NOUN
easat-2117	26	7	-	-	PUNCT
easat-2117	26	8	based	base	VERB
easat-2117	26	9	radar	radar	NOUN
easat-2117	26	10	observatory	observatory	NOUN
easat-2117	26	11	stations	station	NOUN
easat-2117	26	12	across	across	ADP
easat-2117	26	13	the	the	DET
easat-2117	26	14	world	world	NOUN
easat-2117	26	15	due	due	ADP
easat-2117	26	16	to	to	ADP
easat-2117	26	17	procurement	procurement	NOUN
easat-2117	26	18	,	,	PUNCT
easat-2117	26	19	installation	installation	NOUN
easat-2117	26	20	costs	cost	NOUN
easat-2117	26	21	,	,	PUNCT
easat-2117	26	22	and	and	CCONJ
easat-2117	26	23	complex	complex	ADJ
easat-2117	26	24	maintenance	maintenance	NOUN
easat-2117	26	25	[	[	X
easat-2117	26	26	5	5	NUM
easat-2117	26	27	]	]	PUNCT
easat-2117	26	28	.	.	PUNCT
easat-2117	27	1	most	most	ADJ
easat-2117	27	2	weather	weather	NOUN
easat-2117	27	3	observatory	observatory	NOUN
easat-2117	27	4	stations	station	NOUN
easat-2117	27	5	are	be	AUX
easat-2117	27	6	equipped	equip	VERB
easat-2117	27	7	with	with	ADP
easat-2117	27	8	multiple	multiple	ADJ
easat-2117	27	9	sensors	sensor	NOUN
easat-2117	27	10	that	that	PRON
easat-2117	27	11	can	can	AUX
easat-2117	27	12	measure	measure	VERB
easat-2117	27	13	atmospheric	atmospheric	ADJ
easat-2117	27	14	variables	variable	NOUN
easat-2117	27	15	such	such	ADJ
easat-2117	27	16	as	as	ADP
easat-2117	27	17	temperature	temperature	NOUN
easat-2117	27	18	,	,	PUNCT
easat-2117	27	19	pressure	pressure	NOUN
easat-2117	27	20	,	,	PUNCT
easat-2117	27	21	humidity	humidity	NOUN
easat-2117	27	22	,	,	PUNCT
easat-2117	27	23	solar	solar	ADJ
easat-2117	27	24	radiation	radiation	NOUN
easat-2117	27	25	,	,	PUNCT
easat-2117	27	26	wind	wind	NOUN
easat-2117	27	27	speed	speed	NOUN
easat-2117	27	28	,	,	PUNCT
easat-2117	27	29	precipitation	precipitation	NOUN
easat-2117	27	30	,	,	PUNCT
easat-2117	27	31	etc	etc	X
easat-2117	27	32	at	at	ADP
easat-2117	27	33	the	the	DET
easat-2117	27	34	earth	earth	NOUN
easat-2117	27	35	surface	surface	NOUN
easat-2117	27	36	and	and	CCONJ
easat-2117	27	37	near	near	ADP
easat-2117	27	38	-	-	PUNCT
easat-2117	27	39	earth	earth	NOUN
easat-2117	27	40	surface	surface	NOUN
easat-2117	27	41	.	.	PUNCT
easat-2117	28	1	the	the	DET
easat-2117	28	2	motivation	motivation	NOUN
easat-2117	28	3	for	for	ADP
easat-2117	28	4	this	this	DET
easat-2117	28	5	study	study	NOUN
easat-2117	28	6	is	be	AUX
easat-2117	28	7	the	the	DET
easat-2117	28	8	scarcity	scarcity	NOUN
easat-2117	28	9	of	of	ADP
easat-2117	28	10	accurate	accurate	ADJ
easat-2117	28	11	localized	localized	ADJ
easat-2117	28	12	real	real	ADJ
easat-2117	28	13	-	-	PUNCT
easat-2117	28	14	time	time	NOUN
easat-2117	28	15	rain	rain	NOUN
easat-2117	28	16	height	height	NOUN
easat-2117	28	17	data	datum	NOUN
easat-2117	28	18	for	for	ADP
easat-2117	28	19	estimation	estimation	NOUN
easat-2117	28	20	of	of	ADP
easat-2117	28	21	rain	rain	NOUN
easat-2117	28	22	-	-	PUNCT
easat-2117	28	23	induced	induce	VERB
easat-2117	28	24	attenuation	attenuation	NOUN
easat-2117	28	25	and	and	CCONJ
easat-2117	28	26	fade	fade	NOUN
easat-2117	28	27	margin	margin	NOUN
easat-2117	28	28	especially	especially	ADV
easat-2117	28	29	in	in	ADP
easat-2117	28	30	the	the	DET
easat-2117	28	31	subtropical	subtropical	ADJ
easat-2117	28	32	region	region	NOUN
easat-2117	28	33	.	.	PUNCT
easat-2117	29	1	the	the	DET
easat-2117	29	2	research	research	NOUN
easat-2117	29	3	seek	seek	VERB
easat-2117	29	4	to	to	PART
easat-2117	29	5	investigate	investigate	VERB
easat-2117	29	6	whether	whether	SCONJ
easat-2117	29	7	it	it	PRON
easat-2117	29	8	is	be	AUX
easat-2117	29	9	possible	possible	ADJ
easat-2117	29	10	to	to	PART
easat-2117	29	11	process	process	VERB
easat-2117	29	12	lower	low	ADJ
easat-2117	29	13	atmospheric	atmospheric	ADJ
easat-2117	29	14	data	datum	NOUN
easat-2117	29	15	with	with	ADP
easat-2117	29	16	the	the	DET
easat-2117	29	17	help	help	NOUN
easat-2117	29	18	of	of	ADP
easat-2117	29	19	machine	machine	NOUN
easat-2117	29	20	learning	learn	VERB
easat-2117	29	21	algorithms	algorithm	NOUN
easat-2117	29	22	to	to	PART
easat-2117	29	23	estimate	estimate	VERB
easat-2117	29	24	the	the	DET
easat-2117	29	25	rain	rain	NOUN
easat-2117	29	26	height	height	VERB
easat-2117	29	27	more	more	ADV
easat-2117	29	28	accurately	accurately	ADV
easat-2117	29	29	.	.	PUNCT
easat-2117	30	1	these	these	DET
easat-2117	30	2	models	model	NOUN
easat-2117	30	3	will	will	AUX
easat-2117	30	4	deploy	deploy	VERB
easat-2117	30	5	input	input	NOUN
easat-2117	30	6	parameters	parameter	NOUN
easat-2117	30	7	such	such	ADJ
easat-2117	30	8	as	as	ADP
easat-2117	30	9	surface	surface	NOUN
easat-2117	30	10	temperature	temperature	NOUN
easat-2117	30	11	,	,	PUNCT
easat-2117	30	12	surface	surface	NOUN
easat-2117	30	13	pressure	pressure	NOUN
easat-2117	30	14	,	,	PUNCT
easat-2117	30	15	total	total	ADJ
easat-2117	30	16	cloud	cloud	NOUN
easat-2117	30	17	cover	cover	NOUN
easat-2117	30	18	,	,	PUNCT
easat-2117	30	19	dew	dew	NOUN
easat-2117	30	20	point	point	VERB
easat-2117	30	21	temperature	temperature	NOUN
easat-2117	30	22	,	,	PUNCT
easat-2117	30	23	surface	surface	NOUN
easat-2117	30	24	solar	solar	ADJ
easat-2117	30	25	radiation	radiation	NOUN
easat-2117	30	26	,	,	PUNCT
easat-2117	30	27	the	the	DET
easat-2117	30	28	amount	amount	NOUN
easat-2117	30	29	of	of	ADP
easat-2117	30	30	water	water	NOUN
easat-2117	30	31	vapor	vapor	NOUN
easat-2117	30	32	in	in	ADP
easat-2117	30	33	the	the	DET
easat-2117	30	34	air	air	NOUN
easat-2117	30	35	,	,	PUNCT
easat-2117	30	36	and	and	CCONJ
easat-2117	30	37	humidity	humidity	NOUN
easat-2117	30	38	to	to	PART
easat-2117	30	39	enhance	enhance	VERB
easat-2117	30	40	the	the	DET
easat-2117	30	41	estimation	estimation	NOUN
easat-2117	30	42	.	.	PUNCT
easat-2117	31	1	the	the	DET
easat-2117	31	2	aim	aim	NOUN
easat-2117	31	3	of	of	ADP
easat-2117	31	4	the	the	DET
easat-2117	31	5	research	research	NOUN
easat-2117	31	6	is	be	AUX
easat-2117	31	7	to	to	PART
easat-2117	31	8	apply	apply	VERB
easat-2117	31	9	machine	machine	NOUN
easat-2117	31	10	learn	learn	NOUN
easat-2117	31	11	models	model	NOUN
easat-2117	31	12	to	to	PART
easat-2117	31	13	predict	predict	VERB
easat-2117	31	14	rain	rain	NOUN
easat-2117	31	15	heights	height	NOUN
easat-2117	31	16	from	from	ADP
easat-2117	31	17	the	the	DET
easat-2117	31	18	earth	earth	NOUN
easat-2117	31	19	surface	surface	NOUN
easat-2117	31	20	atmospheric	atmospheric	ADJ
easat-2117	31	21	variables	variable	NOUN
easat-2117	31	22	for	for	ADP
easat-2117	31	23	tropical	tropical	ADJ
easat-2117	31	24	and	and	CCONJ
easat-2117	31	25	sub	sub	ADJ
easat-2117	31	26	-	-	ADJ
easat-2117	31	27	tropical	tropical	ADJ
easat-2117	31	28	regions	region	NOUN
easat-2117	31	29	.	.	PUNCT
easat-2117	32	1	variables	variable	NOUN
easat-2117	32	2	of	of	ADP
easat-2117	32	3	interest	interest	NOUN
easat-2117	32	4	that	that	PRON
easat-2117	32	5	influence	influence	VERB
easat-2117	32	6	zdih	zdih	NOUN
easat-2117	32	7	and	and	CCONJ
easat-2117	32	8	rain	rain	NOUN
easat-2117	32	9	height	height	NOUN
easat-2117	32	10	shall	shall	AUX
easat-2117	32	11	be	be	AUX
easat-2117	32	12	identified	identify	VERB
easat-2117	32	13	while	while	SCONJ
easat-2117	32	14	ml	ml	NOUN
easat-2117	32	15	models	model	NOUN
easat-2117	32	16	such	such	ADJ
easat-2117	32	17	as	as	ADP
easat-2117	32	18	surface	surface	NOUN
easat-2117	32	19	vector	vector	NOUN
easat-2117	32	20	regressor	regressor	NOUN
easat-2117	32	21	,	,	PUNCT
easat-2117	32	22	random	random	ADJ
easat-2117	32	23	forest	forest	NOUN
easat-2117	32	24	,	,	PUNCT
easat-2117	32	25	gradient	gradient	NOUN
easat-2117	32	26	boosting	boosting	NOUN
easat-2117	32	27	,	,	PUNCT
easat-2117	32	28	xgboost	xgboost	ADV
easat-2117	32	29	,	,	PUNCT
easat-2117	32	30	and	and	CCONJ
easat-2117	32	31	neural	neural	ADJ
easat-2117	32	32	network	network	NOUN
easat-2117	32	33	shall	shall	AUX
easat-2117	32	34	be	be	AUX
easat-2117	32	35	deployed	deploy	VERB
easat-2117	32	36	to	to	PART
easat-2117	32	37	predict	predict	VERB
easat-2117	32	38	rain	rain	NOUN
easat-2117	32	39	heights	height	NOUN
easat-2117	32	40	numerous	numerous	ADJ
easat-2117	32	41	researches	research	NOUN
easat-2117	32	42	have	have	AUX
easat-2117	32	43	been	be	AUX
easat-2117	32	44	conducted	conduct	VERB
easat-2117	32	45	to	to	PART
easat-2117	32	46	provide	provide	VERB
easat-2117	32	47	various	various	ADJ
easat-2117	32	48	methods	method	NOUN
easat-2117	32	49	of	of	ADP
easat-2117	32	50	rain	rain	NOUN
easat-2117	32	51	height	height	NOUN
easat-2117	32	52	estimation	estimation	NOUN
easat-2117	32	53	since	since	SCONJ
easat-2117	32	54	it	it	PRON
easat-2117	32	55	can	can	AUX
easat-2117	32	56	not	not	PART
easat-2117	32	57	be	be	AUX
easat-2117	32	58	measured	measure	VERB
easat-2117	32	59	directly	directly	ADV
easat-2117	32	60	.	.	PUNCT
easat-2117	33	1	conventional	conventional	ADJ
easat-2117	33	2	techniques	technique	NOUN
easat-2117	33	3	involve	involve	VERB
easat-2117	33	4	the	the	DET
easat-2117	33	5	use	use	NOUN
easat-2117	33	6	of	of	ADP
easat-2117	33	7	precipitation	precipitation	NOUN
easat-2117	33	8	data	datum	NOUN
easat-2117	33	9	obtained	obtain	VERB
easat-2117	33	10	from	from	ADP
easat-2117	33	11	radar	radar	NOUN
easat-2117	33	12	measurements	measurement	NOUN
easat-2117	33	13	for	for	ADP
easat-2117	33	14	direct	direct	ADJ
easat-2117	33	15	estimates	estimate	NOUN
easat-2117	33	16	of	of	ADP
easat-2117	33	17	rain	rain	NOUN
easat-2117	33	18	profiles	profile	NOUN
easat-2117	33	19	.	.	PUNCT
easat-2117	34	1	the	the	DET
easat-2117	34	2	two	two	NUM
easat-2117	34	3	common	common	ADJ
easat-2117	34	4	types	type	NOUN
easat-2117	34	5	of	of	ADP
easat-2117	34	6	radar	radar	NOUN
easat-2117	34	7	observation	observation	NOUN
easat-2117	34	8	are	be	AUX
easat-2117	34	9	satellite	satellite	NOUN
easat-2117	34	10	-	-	PUNCT
easat-2117	34	11	borne	bear	VERB
easat-2117	34	12	and	and	CCONJ
easat-2117	34	13	ground	ground	NOUN
easat-2117	34	14	-	-	PUNCT
easat-2117	34	15	based	base	VERB
easat-2117	34	16	radars	radar	NOUN
easat-2117	34	17	.	.	PUNCT
easat-2117	35	1	for	for	ADP
easat-2117	35	2	instance	instance	NOUN
easat-2117	35	3	,	,	PUNCT
easat-2117	35	4	the	the	DET
easat-2117	35	5	satellite	satellite	NOUN
easat-2117	35	6	-	-	PUNCT
easat-2117	35	7	borne	bear	VERB
easat-2117	35	8	tropical	tropical	ADJ
easat-2117	35	9	rainfall	rainfall	NOUN
easat-2117	35	10	measuring	measure	VERB
easat-2117	35	11	mission	mission	NOUN
easat-2117	35	12	(	(	PUNCT
easat-2117	35	13	trmm	trmm	NOUN
easat-2117	35	14	)	)	PUNCT
easat-2117	35	15	precipitation	precipitation	NOUN
easat-2117	35	16	radar	radar	NOUN
easat-2117	35	17	,	,	PUNCT
easat-2117	35	18	which	which	PRON
easat-2117	35	19	provides	provide	VERB
easat-2117	35	20	freezing	freezing	ADJ
easat-2117	35	21	level	level	NOUN
easat-2117	35	22	height	height	NOUN
easat-2117	35	23	useful	useful	ADJ
easat-2117	35	24	in	in	ADP
easat-2117	35	25	international	international	ADJ
easat-2117	35	26	rainfall	rainfall	NOUN
easat-2117	35	27	height	height	NOUN
easat-2117	35	28	imagery	imagery	NOUN
easat-2117	35	29	[	[	X
easat-2117	35	30	6	6	NUM
easat-2117	35	31	-	-	SYM
easat-2117	35	32	7	7	NUM
easat-2117	35	33	]	]	PUNCT
easat-2117	35	34	.	.	PUNCT
easat-2117	36	1	the	the	DET
easat-2117	36	2	dual	dual	ADJ
easat-2117	36	3	precipitation	precipitation	NOUN
easat-2117	36	4	radar	radar	NOUN
easat-2117	36	5	(	(	PUNCT
easat-2117	36	6	dpr	dpr	PROPN
easat-2117	36	7	)	)	PUNCT
easat-2117	36	8	of	of	ADP
easat-2117	36	9	the	the	DET
easat-2117	36	10	global	global	ADJ
easat-2117	36	11	precipitation	precipitation	NOUN
easat-2117	36	12	measurement	measurement	NOUN
easat-2117	36	13	(	(	PUNCT
easat-2117	36	14	gpm	gpm	NOUN
easat-2117	36	15	)	)	PUNCT
easat-2117	36	16	mission	mission	NOUN
easat-2117	36	17	,	,	PUNCT
easat-2117	36	18	which	which	PRON
easat-2117	36	19	is	be	AUX
easat-2117	36	20	the	the	DET
easat-2117	36	21	successor	successor	NOUN
easat-2117	36	22	of	of	ADP
easat-2117	36	23	the	the	DET
easat-2117	36	24	trmm	trmm	NOUN
easat-2117	36	25	,	,	PUNCT
easat-2117	36	26	is	be	AUX
easat-2117	36	27	capable	capable	ADJ
easat-2117	36	28	of	of	ADP
easat-2117	36	29	providing	provide	VERB
easat-2117	36	30	detailed	detailed	ADJ
easat-2117	36	31	vertical	vertical	ADJ
easat-2117	36	32	profiles	profile	NOUN
easat-2117	36	33	of	of	ADP
easat-2117	36	34	precipitation	precipitation	NOUN
easat-2117	36	35	,	,	PUNCT
easat-2117	36	36	which	which	PRON
easat-2117	36	37	aid	aid	NOUN
easat-2117	36	38	in	in	ADP
easat-2117	36	39	the	the	DET
easat-2117	36	40	measurement	measurement	NOUN
easat-2117	36	41	of	of	ADP
easat-2117	36	42	the	the	DET
easat-2117	36	43	bright	bright	ADJ
easat-2117	36	44	band	band	NOUN
easat-2117	36	45	,	,	PUNCT
easat-2117	36	46	the	the	DET
easat-2117	36	47	zero	zero	NUM
easat-2117	36	48	-	-	PUNCT
easat-2117	36	49	degree	degree	NOUN
easat-2117	36	50	isotherm	isotherm	NOUN
easat-2117	36	51	height	height	NOUN
easat-2117	36	52	,	,	PUNCT
easat-2117	36	53	and	and	CCONJ
easat-2117	36	54	the	the	DET
easat-2117	36	55	rain	rain	NOUN
easat-2117	36	56	height	height	NOUN
easat-2117	37	1	[	[	X
easat-2117	37	2	8	8	NUM
easat-2117	37	3	]	]	PUNCT
easat-2117	37	4	.	.	PUNCT
easat-2117	38	1	the	the	DET
easat-2117	38	2	ground	ground	NOUN
easat-2117	38	3	-	-	PUNCT
easat-2117	38	4	based	base	VERB
easat-2117	38	5	radar	radar	NOUN
easat-2117	38	6	uses	use	VERB
easat-2117	38	7	doppler	doppler	NOUN
easat-2117	38	8	radar	radar	NOUN
easat-2117	38	9	to	to	PART
easat-2117	38	10	remotely	remotely	ADV
easat-2117	38	11	measure	measure	VERB
easat-2117	38	12	the	the	DET
easat-2117	38	13	vertical	vertical	ADJ
easat-2117	38	14	profile	profile	NOUN
easat-2117	38	15	of	of	ADP
easat-2117	38	16	the	the	DET
easat-2117	38	17	troposphere	troposphere	NOUN
easat-2117	38	18	up	up	ADP
easat-2117	38	19	to	to	ADP
easat-2117	38	20	about	about	ADV
easat-2117	38	21	10	10	NUM
easat-2117	38	22	km	km	NOUN
easat-2117	38	23	above	above	ADP
easat-2117	38	24	ground	ground	NOUN
easat-2117	38	25	level	level	NOUN
easat-2117	38	26	.	.	PUNCT
easat-2117	39	1	these	these	DET
easat-2117	39	2	radars	radar	NOUN
easat-2117	39	3	detect	detect	VERB
easat-2117	39	4	the	the	DET
easat-2117	39	5	speed	speed	NOUN
easat-2117	39	6	and	and	CCONJ
easat-2117	39	7	intensity	intensity	NOUN
easat-2117	39	8	of	of	ADP
easat-2117	39	9	the	the	DET
easat-2117	39	10	precipitation	precipitation	NOUN
easat-2117	39	11	particles	particle	NOUN
easat-2117	39	12	needed	need	VERB
easat-2117	39	13	to	to	PART
easat-2117	39	14	estimate	estimate	VERB
easat-2117	39	15	the	the	DET
easat-2117	39	16	position	position	NOUN
easat-2117	39	17	of	of	ADP
easat-2117	39	18	the	the	DET
easat-2117	39	19	melting	melting	NOUN
easat-2117	39	20	layer	layer	NOUN
easat-2117	39	21	,	,	PUNCT
easat-2117	39	22	which	which	PRON
easat-2117	39	23	is	be	AUX
easat-2117	39	24	often	often	ADV
easat-2117	39	25	referred	refer	VERB
easat-2117	39	26	to	to	ADP
easat-2117	39	27	as	as	ADP
easat-2117	39	28	the	the	DET
easat-2117	39	29	bright	bright	ADJ
easat-2117	39	30	band	band	NOUN
easat-2117	39	31	,	,	PUNCT
easat-2117	39	32	and	and	CCONJ
easat-2117	39	33	freezing	freeze	VERB
easat-2117	39	34	level	level	NOUN
easat-2117	39	35	heights	height	NOUN
easat-2117	39	36	from	from	ADP
easat-2117	39	37	radar	radar	NOUN
easat-2117	39	38	reflection	reflection	NOUN
easat-2117	39	39	.	.	PUNCT
easat-2117	40	1	the	the	DET
easat-2117	40	2	bright	bright	ADJ
easat-2117	40	3	band	band	NOUN
easat-2117	40	4	is	be	AUX
easat-2117	40	5	a	a	DET
easat-2117	40	6	region	region	NOUN
easat-2117	40	7	with	with	ADP
easat-2117	40	8	increased	increase	VERB
easat-2117	40	9	radar	radar	NOUN
easat-2117	40	10	reflectivity	reflectivity	NOUN
easat-2117	40	11	as	as	ADP
easat-2117	40	12	a	a	DET
easat-2117	40	13	result	result	NOUN
easat-2117	40	14	of	of	ADP
easat-2117	40	15	melting	melt	VERB
easat-2117	40	16	snowfall	snowfall	NOUN
easat-2117	40	17	,	,	PUNCT
easat-2117	40	18	and	and	CCONJ
easat-2117	40	19	it	it	PRON
easat-2117	40	20	is	be	AUX
easat-2117	40	21	normally	normally	ADV
easat-2117	40	22	situated	situate	VERB
easat-2117	40	23	close	close	ADV
easat-2117	40	24	to	to	ADP
easat-2117	40	25	the	the	DET
easat-2117	40	26	zero	zero	NUM
easat-2117	40	27	isotherm	isotherm	NOUN
easat-2117	40	28	height	height	NOUN
easat-2117	40	29	.	.	PUNCT
easat-2117	41	1	rain	rain	NOUN
easat-2117	41	2	height	height	NOUN
easat-2117	41	3	estimation	estimation	NOUN
easat-2117	41	4	could	could	AUX
easat-2117	41	5	be	be	AUX
easat-2117	41	6	enhanced	enhance	VERB
easat-2117	41	7	using	use	VERB
easat-2117	41	8	considerable	considerable	ADJ
easat-2117	41	9	information	information	NOUN
easat-2117	41	10	such	such	ADJ
easat-2117	41	11	as	as	ADP
easat-2117	41	12	zero	zero	NUM
easat-2117	41	13	isotherm	isotherm	NOUN
easat-2117	41	14	height	height	NOUN
easat-2117	41	15	,	,	PUNCT
easat-2117	41	16	bright	bright	ADJ
easat-2117	41	17	band	band	NOUN
easat-2117	41	18	,	,	PUNCT
easat-2117	41	19	shape	shape	NOUN
easat-2117	41	20	,	,	PUNCT
easat-2117	41	21	and	and	CCONJ
easat-2117	41	22	orientation	orientation	NOUN
easat-2117	41	23	of	of	ADP
easat-2117	41	24	hydrometeors	hydrometeor	NOUN
easat-2117	41	25	from	from	ADP
easat-2117	41	26	dual	dual	ADJ
easat-2117	41	27	-	-	PUNCT
easat-2117	41	28	polarisation	polarisation	NOUN
easat-2117	41	29	radars	radar	NOUN
easat-2117	41	30	[	[	X
easat-2117	41	31	9	9	NUM
easat-2117	41	32	]	]	PUNCT
easat-2117	41	33	.	.	PUNCT
easat-2117	42	1	however	however	ADV
easat-2117	42	2	,	,	PUNCT
easat-2117	42	3	these	these	DET
easat-2117	42	4	techniques	technique	NOUN
easat-2117	42	5	are	be	AUX
easat-2117	42	6	based	base	VERB
easat-2117	42	7	on	on	ADP
easat-2117	42	8	remote	remote	ADJ
easat-2117	42	9	sensing	sensing	NOUN
easat-2117	42	10	of	of	ADP
easat-2117	42	11	upper	upper	ADJ
easat-2117	42	12	-	-	PUNCT
easat-2117	42	13	air	air	NOUN
easat-2117	42	14	atmospheric	atmospheric	ADJ
easat-2117	42	15	variables	variable	NOUN
easat-2117	42	16	through	through	ADP
easat-2117	42	17	radar	radar	NOUN
easat-2117	42	18	echo	echo	VERB
easat-2117	42	19	.	.	PUNCT
easat-2117	43	1	the	the	DET
easat-2117	43	2	radiosonde	radiosonde	NOUN
easat-2117	43	3	method	method	NOUN
easat-2117	43	4	provides	provide	VERB
easat-2117	43	5	a	a	DET
easat-2117	43	6	more	more	ADV
easat-2117	43	7	accurate	accurate	ADJ
easat-2117	43	8	approach	approach	NOUN
easat-2117	43	9	for	for	ADP
easat-2117	43	10	measuring	measure	VERB
easat-2117	43	11	upper	upper	ADJ
easat-2117	43	12	data	datum	NOUN
easat-2117	43	13	due	due	ADP
easat-2117	43	14	to	to	ADP
easat-2117	43	15	its	its	PRON
easat-2117	43	16	in	in	ADP
easat-2117	43	17	situ	situ	ADJ
easat-2117	43	18	nature	nature	NOUN
easat-2117	43	19	.	.	PUNCT
easat-2117	44	1	although	although	SCONJ
easat-2117	44	2	this	this	DET
easat-2117	44	3	method	method	NOUN
easat-2117	44	4	provides	provide	VERB
easat-2117	44	5	localised	localised	ADJ
easat-2117	44	6	data	datum	NOUN
easat-2117	44	7	,	,	PUNCT
easat-2117	44	8	which	which	PRON
easat-2117	44	9	is	be	AUX
easat-2117	44	10	preferred	prefer	VERB
easat-2117	44	11	to	to	ADP
easat-2117	44	12	satellite	satellite	NOUN
easat-2117	44	13	-	-	PUNCT
easat-2117	44	14	borne	borne	NOUN
easat-2117	44	15	radar	radar	NOUN
easat-2117	44	16	,	,	PUNCT
easat-2117	44	17	there	there	PRON
easat-2117	44	18	is	be	VERB
easat-2117	44	19	insufficient	insufficient	ADJ
easat-2117	44	20	global	global	ADJ
easat-2117	44	21	data	datum	NOUN
easat-2117	44	22	due	due	ADP
easat-2117	44	23	to	to	ADP
easat-2117	44	24	the	the	DET
easat-2117	44	25	limited	limited	ADJ
easat-2117	44	26	number	number	NOUN
easat-2117	44	27	of	of	ADP
easat-2117	44	28	radio	radio	NOUN
easat-2117	44	29	-	-	PUNCT
easat-2117	44	30	sounding	sound	VERB
easat-2117	44	31	stations	station	NOUN
easat-2117	44	32	across	across	ADP
easat-2117	44	33	the	the	DET
easat-2117	44	34	world	world	NOUN
easat-2117	44	35	.	.	PUNCT
easat-2117	45	1	algorithms	algorithm	NOUN
easat-2117	45	2	and	and	CCONJ
easat-2117	45	3	models	model	NOUN
easat-2117	45	4	,	,	PUNCT
easat-2117	45	5	such	such	ADJ
easat-2117	45	6	as	as	ADP
easat-2117	45	7	artificial	artificial	ADJ
easat-2117	45	8	neural	neural	ADJ
easat-2117	45	9	networks	network	NOUN
easat-2117	45	10	and	and	CCONJ
easat-2117	45	11	regression	regression	NOUN
easat-2117	45	12	trees	tree	NOUN
easat-2117	45	13	,	,	PUNCT
easat-2117	45	14	have	have	AUX
easat-2117	45	15	also	also	ADV
easat-2117	45	16	been	be	AUX
easat-2117	45	17	developed	develop	VERB
easat-2117	45	18	to	to	PART
easat-2117	45	19	estimate	estimate	VERB
easat-2117	45	20	rain	rain	NOUN
easat-2117	45	21	height	height	NOUN
easat-2117	45	22	from	from	ADP
easat-2117	45	23	radar	radar	NOUN
easat-2117	45	24	data	datum	NOUN
easat-2117	45	25	.	.	PUNCT
easat-2117	46	1	for	for	ADP
easat-2117	46	2	instance	instance	NOUN
easat-2117	46	3	,	,	PUNCT
easat-2117	46	4	meneghini	meneghini	PROPN
easat-2117	46	5	et	et	PROPN
easat-2117	46	6	al	al	PROPN
easat-2117	46	7	applied	apply	VERB
easat-2117	46	8	the	the	DET
easat-2117	46	9	surface	surface	NOUN
easat-2117	46	10	reference	reference	NOUN
easat-2117	46	11	technique	technique	NOUN
easat-2117	46	12	(	(	PUNCT
easat-2117	46	13	srt	srt	NOUN
easat-2117	46	14	)	)	PUNCT
easat-2117	46	15	to	to	ADP
easat-2117	46	16	the	the	DET
easat-2117	46	17	radar	radar	NOUN
easat-2117	46	18	signal	signal	NOUN
easat-2117	46	19	's	's	PART
easat-2117	46	20	interaction	interaction	NOUN
easat-2117	46	21	with	with	ADP
easat-2117	46	22	the	the	DET
easat-2117	46	23	earth	earth	NOUN
easat-2117	46	24	's	's	PART
easat-2117	46	25	surface	surface	NOUN
easat-2117	46	26	to	to	PART
easat-2117	46	27	calibrate	calibrate	VERB
easat-2117	46	28	the	the	DET
easat-2117	46	29	radar	radar	NOUN
easat-2117	46	30	and	and	CCONJ
easat-2117	46	31	improve	improve	VERB
easat-2117	46	32	rain	rain	NOUN
easat-2117	46	33	height	height	NOUN
easat-2117	46	34	estimates	estimate	NOUN
easat-2117	46	35	in	in	ADP
easat-2117	46	36	[	[	X
easat-2117	46	37	10	10	NUM
easat-2117	46	38	]	]	PUNCT
easat-2117	46	39	.	.	PUNCT
easat-2117	47	1	upper	upper	ADJ
easat-2117	47	2	air	air	NOUN
easat-2117	47	3	atmospheric	atmospheric	ADJ
easat-2117	47	4	parameters	parameter	NOUN
easat-2117	47	5	and	and	CCONJ
easat-2117	47	6	0	0	NUM
easat-2117	47	7	°	°	PROPN
easat-2117	47	8	c	c	NOUN
easat-2117	47	9	isotherm	isotherm	NOUN
easat-2117	47	10	levels	level	NOUN
easat-2117	47	11	were	be	AUX
easat-2117	47	12	integrated	integrate	VERB
easat-2117	47	13	into	into	ADP
easat-2117	47	14	a	a	DET
easat-2117	47	15	single	single	ADJ
easat-2117	47	16	unique	unique	ADJ
easat-2117	47	17	model	model	NOUN
easat-2117	47	18	through	through	ADP
easat-2117	47	19	the	the	DET
easat-2117	47	20	use	use	NOUN
easat-2117	47	21	of	of	ADP
easat-2117	47	22	machine	machine	NOUN
easat-2117	47	23	learning	learning	NOUN
easat-2117	47	24	by	by	ADP
easat-2117	47	25	mandeep	mandeep	PROPN
easat-2117	47	26	(	(	PUNCT
easat-2117	47	27	2008	2008	NUM
easat-2117	47	28	)	)	PUNCT
easat-2117	48	1	[	[	X
easat-2117	48	2	11	11	NUM
easat-2117	48	3	]	]	PUNCT
easat-2117	48	4	to	to	PART
easat-2117	48	5	enhance	enhance	VERB
easat-2117	48	6	rain	rain	NOUN
easat-2117	48	7	height	height	NOUN
easat-2117	48	8	estimation	estimation	NOUN
easat-2117	48	9	in	in	ADP
easat-2117	48	10	malaysia	malaysia	PROPN
easat-2117	48	11	.	.	PUNCT
easat-2117	49	1	lawal	lawal	PROPN
easat-2117	49	2	et	et	PROPN
easat-2117	49	3	al	al	PROPN
easat-2117	49	4	recommended	recommend	VERB
easat-2117	49	5	a	a	DET
easat-2117	49	6	latitude	latitude	NOUN
easat-2117	49	7	-	-	PUNCT
easat-2117	49	8	dependent	dependent	ADJ
easat-2117	49	9	equation	equation	NOUN
easat-2117	49	10	for	for	ADP
easat-2117	49	11	the	the	DET
easat-2117	49	12	computation	computation	NOUN
easat-2117	49	13	of	of	ADP
easat-2117	49	14	rain	rain	NOUN
easat-2117	49	15	heights	height	NOUN
easat-2117	49	16	in	in	ADP
easat-2117	49	17	nigeria	nigeria	PROPN
easat-2117	49	18	in	in	ADP
easat-2117	49	19	[	[	X
easat-2117	49	20	12	12	NUM
easat-2117	49	21	]	]	PUNCT
easat-2117	49	22	.	.	PUNCT
easat-2117	50	1	the	the	DET
easat-2117	50	2	equation	equation	NOUN
easat-2117	50	3	has	have	VERB
easat-2117	50	4	a	a	DET
easat-2117	50	5	determination	determination	NOUN
easat-2117	50	6	coefficient	coefficient	NOUN
easat-2117	50	7	of	of	ADP
easat-2117	50	8	0.8	0.8	NUM
easat-2117	50	9	,	,	PUNCT
easat-2117	50	10	which	which	PRON
easat-2117	50	11	implies	imply	VERB
easat-2117	50	12	that	that	SCONJ
easat-2117	50	13	more	more	ADJ
easat-2117	50	14	research	research	NOUN
easat-2117	50	15	could	could	AUX
easat-2117	50	16	be	be	AUX
easat-2117	50	17	carried	carry	VERB
easat-2117	50	18	out	out	ADP
easat-2117	50	19	to	to	PART
easat-2117	50	20	improve	improve	VERB
easat-2117	50	21	the	the	DET
easat-2117	50	22	estimation	estimation	NOUN
easat-2117	50	23	accuracy	accuracy	NOUN
easat-2117	50	24	.	.	PUNCT
easat-2117	51	1	nalinggam	nalinggam	ADV
easat-2117	51	2	et	et	PROPN
easat-2117	51	3	al	al	PROPN
easat-2117	51	4	created	create	VERB
easat-2117	51	5	rain	rain	NOUN
easat-2117	51	6	attenuation	attenuation	NOUN
easat-2117	51	7	models	model	NOUN
easat-2117	51	8	in	in	ADP
easat-2117	51	9	[	[	X
easat-2117	51	10	13	13	NUM
easat-2117	51	11	]	]	PUNCT
easat-2117	51	12	for	for	ADP
easat-2117	51	13	southeast	southeast	PROPN
easat-2117	51	14	asia	asia	PROPN
easat-2117	51	15	and	and	CCONJ
easat-2117	51	16	stressed	stress	VERB
easat-2117	51	17	how	how	SCONJ
easat-2117	51	18	machine	machine	NOUN
easat-2117	51	19	learning	learning	NOUN
easat-2117	51	20	could	could	AUX
easat-2117	51	21	be	be	AUX
easat-2117	51	22	useful	useful	ADJ
easat-2117	51	23	in	in	ADP
easat-2117	51	24	studying	study	VERB
easat-2117	51	25	rain	rain	NOUN
easat-2117	51	26	in	in	ADP
easat-2117	51	27	tropical	tropical	ADJ
easat-2117	51	28	regions	region	NOUN
easat-2117	51	29	.	.	PUNCT
easat-2117	52	1	522	522	NUM
easat-2117	52	2	edelweiss	edelweiss	PROPN
easat-2117	52	3	applied	apply	VERB
easat-2117	52	4	science	science	NOUN
easat-2117	52	5	and	and	CCONJ
easat-2117	52	6	technology	technology	NOUN
easat-2117	52	7	issn	issn	PROPN
easat-2117	52	8	:	:	PUNCT
easat-2117	52	9	2576	2576	NUM
easat-2117	52	10	-	-	SYM
easat-2117	52	11	8484	8484	NUM
easat-2117	52	12	vol	vol	NOUN
easat-2117	52	13	.	.	PROPN
easat-2117	53	1	8	8	NUM
easat-2117	53	2	,	,	PUNCT
easat-2117	53	3	no	no	INTJ
easat-2117	53	4	.	.	NOUN
easat-2117	54	1	6	6	NUM
easat-2117	54	2	:	:	SYM
easat-2117	54	3	520	520	NUM
easat-2117	54	4	-	-	SYM
easat-2117	54	5	537	537	NUM
easat-2117	54	6	,	,	PUNCT
easat-2117	54	7	2024	2024	NUM
easat-2117	54	8	doi	doi	NOUN
easat-2117	54	9	:	:	PUNCT
easat-2117	54	10	10.55214/25768484.v8i6.2117	10.55214/25768484.v8i6.2117	NUM
easat-2117	54	11	©	©	PROPN
easat-2117	54	12	2024	2024	NUM
easat-2117	54	13	by	by	ADP
easat-2117	54	14	the	the	DET
easat-2117	54	15	authors	author	NOUN
easat-2117	54	16	;	;	PUNCT
easat-2117	54	17	licensee	licensee	PROPN
easat-2117	54	18	learning	learning	NOUN
easat-2117	54	19	gate	gate	NOUN
easat-2117	54	20	however	however	ADV
easat-2117	54	21	,	,	PUNCT
easat-2117	54	22	none	none	NOUN
easat-2117	54	23	of	of	ADP
easat-2117	54	24	these	these	DET
easat-2117	54	25	investigations	investigation	NOUN
easat-2117	54	26	utilized	utilize	VERB
easat-2117	54	27	machine	machine	NOUN
easat-2117	54	28	learning	learn	VERB
easat-2117	54	29	to	to	PART
easat-2117	54	30	estimate	estimate	VERB
easat-2117	54	31	rain	rain	NOUN
easat-2117	54	32	heights	height	NOUN
easat-2117	54	33	from	from	ADP
easat-2117	54	34	the	the	DET
easat-2117	54	35	earth	earth	NOUN
easat-2117	54	36	's	's	PART
easat-2117	54	37	surface	surface	NOUN
easat-2117	54	38	or	or	CCONJ
easat-2117	54	39	near	near	ADJ
easat-2117	54	40	-	-	PUNCT
easat-2117	54	41	surface	surface	NOUN
easat-2117	54	42	atmospheric	atmospheric	ADJ
easat-2117	54	43	data	datum	NOUN
easat-2117	54	44	at	at	ADP
easat-2117	54	45	the	the	DET
easat-2117	54	46	regional	regional	ADJ
easat-2117	54	47	level	level	NOUN
easat-2117	54	48	,	,	PUNCT
easat-2117	54	49	particularly	particularly	ADV
easat-2117	54	50	in	in	ADP
easat-2117	54	51	the	the	DET
easat-2117	54	52	areas	area	NOUN
easat-2117	54	53	where	where	SCONJ
easat-2117	54	54	climate	climate	NOUN
easat-2117	54	55	change	change	NOUN
easat-2117	54	56	is	be	AUX
easat-2117	54	57	evident	evident	ADJ
easat-2117	54	58	.	.	PUNCT
easat-2117	55	1	akure	akure	NOUN
easat-2117	55	2	is	be	AUX
easat-2117	55	3	one	one	NUM
easat-2117	55	4	of	of	ADP
easat-2117	55	5	the	the	DET
easat-2117	55	6	study	study	NOUN
easat-2117	55	7	stations	station	NOUN
easat-2117	55	8	located	locate	VERB
easat-2117	55	9	in	in	ADP
easat-2117	55	10	nigeria	nigeria	PROPN
easat-2117	55	11	,	,	PUNCT
easat-2117	55	12	and	and	CCONJ
easat-2117	55	13	it	it	PRON
easat-2117	55	14	experiences	experience	VERB
easat-2117	55	15	a	a	DET
easat-2117	55	16	tropical	tropical	ADJ
easat-2117	55	17	climate	climate	NOUN
easat-2117	55	18	.	.	PUNCT
easat-2117	56	1	similarly	similarly	ADV
easat-2117	56	2	,	,	PUNCT
easat-2117	56	3	pretoria	pretoria	PROPN
easat-2117	56	4	is	be	AUX
easat-2117	56	5	located	locate	VERB
easat-2117	56	6	in	in	ADP
easat-2117	56	7	south	south	PROPN
easat-2117	56	8	africa	africa	PROPN
easat-2117	56	9	,	,	PUNCT
easat-2117	56	10	a	a	DET
easat-2117	56	11	subtropical	subtropical	ADJ
easat-2117	56	12	region	region	NOUN
easat-2117	56	13	where	where	SCONJ
easat-2117	56	14	rainfall	rainfall	NOUN
easat-2117	56	15	also	also	ADV
easat-2117	56	16	has	have	VERB
easat-2117	56	17	devastating	devastating	ADJ
easat-2117	56	18	effects	effect	NOUN
easat-2117	56	19	on	on	ADP
easat-2117	56	20	radio	radio	NOUN
easat-2117	56	21	signals	signal	NOUN
easat-2117	56	22	operating	operate	VERB
easat-2117	56	23	above	above	ADP
easat-2117	56	24	10	10	NUM
easat-2117	56	25	ghz	ghz	NOUN
easat-2117	56	26	.	.	PUNCT
easat-2117	57	1	therefore	therefore	ADV
easat-2117	57	2	,	,	PUNCT
easat-2117	57	3	these	these	DET
easat-2117	57	4	locations	location	NOUN
easat-2117	57	5	are	be	AUX
easat-2117	57	6	obviously	obviously	ADV
easat-2117	57	7	convenient	convenient	ADJ
easat-2117	57	8	to	to	PART
easat-2117	57	9	study	study	VERB
easat-2117	57	10	,	,	PUNCT
easat-2117	57	11	model	model	NOUN
easat-2117	57	12	,	,	PUNCT
easat-2117	57	13	and	and	CCONJ
easat-2117	57	14	develop	develop	VERB
easat-2117	57	15	machine	machine	NOUN
easat-2117	57	16	learning	learn	VERB
easat-2117	57	17	techniques	technique	NOUN
easat-2117	57	18	for	for	ADP
easat-2117	57	19	rain	rain	NOUN
easat-2117	57	20	height	height	NOUN
easat-2117	57	21	estimation	estimation	NOUN
easat-2117	57	22	from	from	ADP
easat-2117	57	23	atmospheric	atmospheric	ADJ
easat-2117	57	24	variables	variable	NOUN
easat-2117	57	25	at	at	ADP
easat-2117	57	26	the	the	DET
easat-2117	57	27	earth	earth	NOUN
easat-2117	57	28	surface	surface	NOUN
easat-2117	57	29	.	.	PUNCT
easat-2117	58	1	this	this	DET
easat-2117	58	2	study	study	NOUN
easat-2117	58	3	intends	intend	VERB
easat-2117	58	4	to	to	PART
easat-2117	58	5	address	address	VERB
easat-2117	58	6	this	this	DET
easat-2117	58	7	challenge	challenge	NOUN
easat-2117	58	8	by	by	ADP
easat-2117	58	9	using	use	VERB
easat-2117	58	10	data	datum	NOUN
easat-2117	58	11	of	of	ADP
easat-2117	58	12	the	the	DET
easat-2117	58	13	local	local	ADJ
easat-2117	58	14	atmosphere	atmosphere	NOUN
easat-2117	58	15	and	and	CCONJ
easat-2117	58	16	ml	ml	NOUN
easat-2117	58	17	models	model	NOUN
easat-2117	58	18	to	to	PART
easat-2117	58	19	enhance	enhance	VERB
easat-2117	58	20	the	the	DET
easat-2117	58	21	accuracy	accuracy	NOUN
easat-2117	58	22	of	of	ADP
easat-2117	58	23	rain	rain	NOUN
easat-2117	58	24	height	height	NOUN
easat-2117	58	25	estimations	estimation	NOUN
easat-2117	58	26	for	for	ADP
easat-2117	58	27	tropical	tropical	ADJ
easat-2117	58	28	and	and	CCONJ
easat-2117	58	29	subtropical	subtropical	ADJ
easat-2117	58	30	zones	zone	NOUN
easat-2117	58	31	.	.	PUNCT
easat-2117	59	1	1.1	1.1	NUM
easat-2117	59	2	.	.	PUNCT
easat-2117	60	1	climatology	climatology	NOUN
easat-2117	60	2	of	of	ADP
easat-2117	60	3	research	research	NOUN
easat-2117	60	4	locations	location	NOUN
easat-2117	60	5	and	and	CCONJ
easat-2117	60	6	data	datum	NOUN
easat-2117	60	7	acquisition	acquisition	NOUN
easat-2117	60	8	the	the	DET
easat-2117	60	9	research	research	NOUN
easat-2117	60	10	locations	location	NOUN
easat-2117	60	11	are	be	AUX
easat-2117	60	12	polokwane	polokwane	NOUN
easat-2117	60	13	,	,	PUNCT
easat-2117	60	14	pretoria	pretoria	PROPN
easat-2117	60	15	,	,	PUNCT
easat-2117	60	16	and	and	CCONJ
easat-2117	60	17	cape	cape	NOUN
easat-2117	60	18	town	town	NOUN
easat-2117	60	19	in	in	ADP
easat-2117	60	20	south	south	PROPN
easat-2117	60	21	africa	africa	PROPN
easat-2117	60	22	,	,	PUNCT
easat-2117	60	23	and	and	CCONJ
easat-2117	60	24	sokoto	sokoto	PROPN
easat-2117	60	25	,	,	PUNCT
easat-2117	60	26	akure	akure	NOUN
easat-2117	60	27	,	,	PUNCT
easat-2117	60	28	and	and	CCONJ
easat-2117	60	29	port	port	NOUN
easat-2117	60	30	harcourt	harcourt	PROPN
easat-2117	60	31	in	in	ADP
easat-2117	60	32	nigeria	nigeria	PROPN
easat-2117	60	33	.	.	PUNCT
easat-2117	61	1	according	accord	VERB
easat-2117	61	2	to	to	ADP
easat-2117	61	3	the	the	DET
easat-2117	61	4	climatological	climatological	ADJ
easat-2117	61	5	classifications	classification	NOUN
easat-2117	61	6	of	of	ADP
easat-2117	61	7	african	african	ADJ
easat-2117	61	8	countries	country	NOUN
easat-2117	61	9	,	,	PUNCT
easat-2117	61	10	the	the	DET
easat-2117	61	11	former	former	ADJ
easat-2117	61	12	country	country	NOUN
easat-2117	61	13	lies	lie	VERB
easat-2117	61	14	in	in	ADP
easat-2117	61	15	the	the	DET
easat-2117	61	16	sub	sub	ADJ
easat-2117	61	17	-	-	ADJ
easat-2117	61	18	tropical	tropical	ADJ
easat-2117	61	19	region	region	NOUN
easat-2117	61	20	,	,	PUNCT
easat-2117	61	21	while	while	SCONJ
easat-2117	61	22	the	the	DET
easat-2117	61	23	latter	latter	ADJ
easat-2117	61	24	is	be	AUX
easat-2117	61	25	categorised	categorise	VERB
easat-2117	61	26	under	under	ADP
easat-2117	61	27	the	the	DET
easat-2117	61	28	tropical	tropical	ADJ
easat-2117	61	29	region	region	NOUN
easat-2117	61	30	.	.	PUNCT
easat-2117	62	1	the	the	DET
easat-2117	62	2	coordinates	coordinate	NOUN
easat-2117	62	3	and	and	CCONJ
easat-2117	62	4	elevations	elevation	NOUN
easat-2117	62	5	of	of	ADP
easat-2117	62	6	the	the	DET
easat-2117	62	7	study	study	NOUN
easat-2117	62	8	locations	location	NOUN
easat-2117	62	9	are	be	AUX
easat-2117	62	10	presented	present	VERB
easat-2117	62	11	in	in	ADP
easat-2117	62	12	table	table	NOUN
easat-2117	62	13	1	1	NUM
easat-2117	62	14	.	.	PUNCT
easat-2117	63	1	the	the	DET
easat-2117	63	2	locations	location	NOUN
easat-2117	63	3	were	be	AUX
easat-2117	63	4	selected	select	VERB
easat-2117	63	5	based	base	VERB
easat-2117	63	6	on	on	ADP
easat-2117	63	7	latitudinal	latitudinal	ADJ
easat-2117	63	8	distribution	distribution	NOUN
easat-2117	63	9	across	across	ADP
easat-2117	63	10	the	the	DET
easat-2117	63	11	country	country	NOUN
easat-2117	63	12	since	since	SCONJ
easat-2117	63	13	some	some	DET
easat-2117	63	14	previous	previous	ADJ
easat-2117	63	15	works	work	NOUN
easat-2117	63	16	reported	report	VERB
easat-2117	63	17	latitudinal	latitudinal	ADJ
easat-2117	63	18	dependence	dependence	NOUN
easat-2117	63	19	of	of	ADP
easat-2117	63	20	rain	rain	NOUN
easat-2117	63	21	heights	height	NOUN
easat-2117	64	1	[	[	PUNCT
easat-2117	64	2	14	14	NUM
easat-2117	64	3	-	-	SYM
easat-2117	64	4	17	17	NUM
easat-2117	64	5	]	]	PUNCT
easat-2117	64	6	and	and	CCONJ
easat-2117	64	7	[	[	X
easat-2117	64	8	12	12	NUM
easat-2117	64	9	]	]	PUNCT
easat-2117	64	10	.	.	PUNCT
easat-2117	65	1	south	south	PROPN
easat-2117	65	2	africa	africa	PROPN
easat-2117	65	3	is	be	AUX
easat-2117	65	4	a	a	DET
easat-2117	65	5	sub	sub	ADJ
easat-2117	65	6	-	-	ADJ
easat-2117	65	7	tropical	tropical	ADJ
easat-2117	65	8	region	region	NOUN
easat-2117	65	9	located	locate	VERB
easat-2117	65	10	in	in	ADP
easat-2117	65	11	the	the	DET
easat-2117	65	12	southernmost	southernmost	NOUN
easat-2117	65	13	part	part	NOUN
easat-2117	65	14	of	of	ADP
easat-2117	65	15	the	the	DET
easat-2117	65	16	african	african	ADJ
easat-2117	65	17	continent	continent	NOUN
easat-2117	65	18	.	.	PUNCT
easat-2117	66	1	it	it	PRON
easat-2117	66	2	experiences	experience	VERB
easat-2117	66	3	four	four	NUM
easat-2117	66	4	seasons	season	NOUN
easat-2117	66	5	of	of	ADP
easat-2117	66	6	weather	weather	NOUN
easat-2117	66	7	annually	annually	ADV
easat-2117	66	8	,	,	PUNCT
easat-2117	66	9	namely	namely	ADV
easat-2117	66	10	:	:	PUNCT
easat-2117	66	11	summer	summer	NOUN
easat-2117	66	12	(	(	PUNCT
easat-2117	66	13	december	december	PROPN
easat-2117	66	14	–	–	PUNCT
easat-2117	66	15	february	february	PROPN
easat-2117	66	16	)	)	PUNCT
easat-2117	66	17	,	,	PUNCT
easat-2117	66	18	autumn	autumn	NOUN
easat-2117	66	19	(	(	PUNCT
easat-2117	66	20	march	march	PROPN
easat-2117	66	21	–	–	PUNCT
easat-2117	66	22	may	may	PROPN
easat-2117	66	23	)	)	PUNCT
easat-2117	66	24	,	,	PUNCT
easat-2117	66	25	winter	winter	NOUN
easat-2117	66	26	(	(	PUNCT
easat-2117	66	27	june	june	PROPN
easat-2117	66	28	–	–	PUNCT
easat-2117	66	29	august	august	PROPN
easat-2117	66	30	)	)	PUNCT
easat-2117	66	31	,	,	PUNCT
easat-2117	66	32	and	and	CCONJ
easat-2117	66	33	spring	spring	NOUN
easat-2117	66	34	(	(	PUNCT
easat-2117	66	35	september	september	PROPN
easat-2117	66	36	–	–	PUNCT
easat-2117	66	37	november	november	PROPN
easat-2117	66	38	)	)	PUNCT
easat-2117	66	39	.	.	PUNCT
easat-2117	67	1	it	it	PRON
easat-2117	67	2	is	be	AUX
easat-2117	67	3	a	a	DET
easat-2117	67	4	subtropical	subtropical	ADJ
easat-2117	67	5	highland	highland	PROPN
easat-2117	67	6	climate	climate	NOUN
easat-2117	67	7	,	,	PUNCT
easat-2117	67	8	characterized	characterize	VERB
easat-2117	67	9	by	by	ADP
easat-2117	67	10	warm	warm	ADJ
easat-2117	67	11	,	,	PUNCT
easat-2117	67	12	rainy	rainy	ADJ
easat-2117	67	13	summers	summer	NOUN
easat-2117	67	14	and	and	CCONJ
easat-2117	67	15	mild	mild	ADJ
easat-2117	67	16	,	,	PUNCT
easat-2117	67	17	dry	dry	ADJ
easat-2117	67	18	winters	winter	NOUN
easat-2117	67	19	.	.	PUNCT
easat-2117	68	1	table	table	NOUN
easat-2117	68	2	1	1	NUM
easat-2117	68	3	.	.	PUNCT
easat-2117	69	1	the	the	DET
easat-2117	69	2	six	six	NUM
easat-2117	69	3	study	study	NOUN
easat-2117	69	4	locations	location	NOUN
easat-2117	69	5	and	and	CCONJ
easat-2117	69	6	their	their	PRON
easat-2117	69	7	geographical	geographical	ADJ
easat-2117	69	8	coordinates	coordinate	NOUN
easat-2117	69	9	.	.	PUNCT
easat-2117	70	1	zone	zone	NOUN
easat-2117	70	2	station	station	NOUN
easat-2117	70	3	lat	lat	NOUN
easat-2117	70	4	(	(	PUNCT
easat-2117	70	5	o	o	NOUN
easat-2117	70	6	)	)	PUNCT
easat-2117	70	7	long	long	ADV
easat-2117	70	8	(	(	PUNCT
easat-2117	70	9	o	o	NOUN
easat-2117	70	10	)	)	PUNCT
easat-2117	70	11	elevation	elevation	NOUN
easat-2117	70	12	(	(	PUNCT
easat-2117	70	13	m	m	NOUN
easat-2117	70	14	)	)	PUNCT
easat-2117	70	15	south	south	PROPN
easat-2117	70	16	africa	africa	PROPN
easat-2117	70	17	-sub	-sub	ADJ
easat-2117	70	18	-	-	PUNCT
easat-2117	70	19	tropical	tropical	ADJ
easat-2117	70	20	zone	zone	NOUN
easat-2117	70	21	polokwane	polokwane	PROPN
easat-2117	70	22	-23.905	-23.905	PROPN
easat-2117	70	23	29.467	29.467	NUM
easat-2117	70	24	1315	1315	NUM
easat-2117	70	25	pretoria	pretoria	NOUN
easat-2117	70	26	-25.733	-25.733	PUNCT
easat-2117	70	27	28.183	28.183	NUM
easat-2117	70	28	1332	1332	NUM
easat-2117	70	29	cape	cape	NOUN
easat-2117	70	30	town	town	NOUN
easat-2117	70	31	-33.917	-33.917	PUNCT
easat-2117	70	32	18.425	18.425	NUM
easat-2117	70	33	25	25	NUM
easat-2117	70	34	nigeria	nigeria	PROPN
easat-2117	70	35	-tropical	-tropical	PROPN
easat-2117	70	36	zone	zone	PROPN
easat-2117	70	37	sokoto	sokoto	PROPN
easat-2117	70	38	13.023	13.023	NUM
easat-2117	70	39	5.245	5.245	NUM
easat-2117	70	40	296	296	NUM
easat-2117	70	41	akure	akure	NOUN
easat-2117	70	42	7.255	7.255	NUM
easat-2117	70	43	5.206	5.206	NUM
easat-2117	70	44	353	353	NUM
easat-2117	70	45	port	port	NOUN
easat-2117	70	46	harcourt	harcourt	PROPN
easat-2117	70	47	4.078	4.078	NUM
easat-2117	70	48	7.005	7.005	NUM
easat-2117	70	49	16	16	NUM
easat-2117	70	50	nigeria	nigeria	PROPN
easat-2117	70	51	has	have	AUX
easat-2117	70	52	diverse	diverse	ADJ
easat-2117	70	53	geoclimatic	geoclimatic	ADJ
easat-2117	70	54	characteristics	characteristic	NOUN
easat-2117	70	55	,	,	PUNCT
easat-2117	70	56	ranging	range	VERB
easat-2117	70	57	from	from	ADP
easat-2117	70	58	the	the	DET
easat-2117	70	59	sahel	sahel	PROPN
easat-2117	70	60	region	region	NOUN
easat-2117	70	61	at	at	ADP
easat-2117	70	62	the	the	DET
easat-2117	70	63	north	north	NOUN
easat-2117	70	64	to	to	ADP
easat-2117	70	65	the	the	DET
easat-2117	70	66	savannah	savannah	PROPN
easat-2117	70	67	at	at	ADP
easat-2117	70	68	the	the	DET
easat-2117	70	69	center	center	NOUN
easat-2117	70	70	to	to	ADP
easat-2117	70	71	the	the	DET
easat-2117	70	72	coastal	coastal	ADJ
easat-2117	70	73	region	region	NOUN
easat-2117	70	74	at	at	ADP
easat-2117	70	75	the	the	DET
easat-2117	70	76	southernmost	southernmost	NOUN
easat-2117	70	77	part	part	NOUN
easat-2117	70	78	of	of	ADP
easat-2117	70	79	the	the	DET
easat-2117	70	80	country	country	NOUN
easat-2117	70	81	.	.	PUNCT
easat-2117	71	1	the	the	DET
easat-2117	71	2	average	average	ADJ
easat-2117	71	3	annual	annual	ADJ
easat-2117	71	4	temperature	temperature	NOUN
easat-2117	71	5	is	be	AUX
easat-2117	71	6	approximately	approximately	ADV
easat-2117	71	7	between	between	ADP
easat-2117	71	8	26	26	NUM
easat-2117	71	9	and	and	CCONJ
easat-2117	71	10	28	28	NUM
easat-2117	71	11	oc	oc	NOUN
easat-2117	71	12	,	,	PUNCT
easat-2117	71	13	while	while	SCONJ
easat-2117	71	14	the	the	DET
easat-2117	71	15	average	average	ADJ
easat-2117	71	16	annual	annual	ADJ
easat-2117	71	17	rainfall	rainfall	NOUN
easat-2117	71	18	is	be	AUX
easat-2117	71	19	about	about	ADV
easat-2117	71	20	2000	2000	NUM
easat-2117	71	21	m	m	NOUN
easat-2117	71	22	,	,	PUNCT
easat-2117	71	23	especially	especially	ADV
easat-2117	71	24	in	in	ADP
easat-2117	71	25	the	the	DET
easat-2117	71	26	coastal	coastal	ADJ
easat-2117	71	27	region	region	NOUN
easat-2117	71	28	.	.	PUNCT
easat-2117	72	1	nigeria	nigeria	PROPN
easat-2117	72	2	experiences	experience	VERB
easat-2117	72	3	rainy	rainy	ADJ
easat-2117	72	4	and	and	CCONJ
easat-2117	72	5	dry	dry	ADJ
easat-2117	72	6	seasons	season	NOUN
easat-2117	72	7	only	only	ADV
easat-2117	72	8	.	.	PUNCT
easat-2117	73	1	the	the	DET
easat-2117	73	2	rainy	rainy	ADJ
easat-2117	73	3	season	season	NOUN
easat-2117	73	4	runs	run	VERB
easat-2117	73	5	approximately	approximately	ADV
easat-2117	73	6	between	between	ADP
easat-2117	73	7	may	may	PROPN
easat-2117	73	8	and	and	CCONJ
easat-2117	73	9	september	september	PROPN
easat-2117	73	10	,	,	PUNCT
easat-2117	73	11	while	while	SCONJ
easat-2117	73	12	the	the	DET
easat-2117	73	13	dry	dry	ADJ
easat-2117	73	14	season	season	NOUN
easat-2117	73	15	reigns	reign	NOUN
easat-2117	73	16	between	between	ADP
easat-2117	73	17	november	november	PROPN
easat-2117	73	18	and	and	CCONJ
easat-2117	73	19	march	march	PROPN
easat-2117	73	20	.	.	PUNCT
easat-2117	74	1	high	high	ADJ
easat-2117	74	2	humidity	humidity	NOUN
easat-2117	74	3	is	be	AUX
easat-2117	74	4	dominant	dominant	ADJ
easat-2117	74	5	and	and	CCONJ
easat-2117	74	6	longer	long	ADJ
easat-2117	74	7	rainy	rainy	ADJ
easat-2117	74	8	seasons	season	NOUN
easat-2117	74	9	are	be	AUX
easat-2117	74	10	dominant	dominant	ADJ
easat-2117	74	11	in	in	ADP
easat-2117	74	12	the	the	DET
easat-2117	74	13	south	south	NOUN
easat-2117	74	14	,	,	PUNCT
easat-2117	74	15	while	while	SCONJ
easat-2117	74	16	intense	intense	ADJ
easat-2117	74	17	heat	heat	NOUN
easat-2117	74	18	and	and	CCONJ
easat-2117	74	19	longer	long	ADV
easat-2117	74	20	dry	dry	ADJ
easat-2117	74	21	seasons	season	NOUN
easat-2117	74	22	reign	reign	NOUN
easat-2117	74	23	in	in	ADP
easat-2117	74	24	the	the	DET
easat-2117	74	25	north	north	NOUN
easat-2117	74	26	[	[	X
easat-2117	74	27	18	18	NUM
easat-2117	74	28	-	-	SYM
easat-2117	74	29	20	20	NUM
easat-2117	74	30	]	]	PUNCT
easat-2117	74	31	.	.	PUNCT
easat-2117	75	1	2	2	X
easat-2117	75	2	.	.	X
easat-2117	75	3	overview	overview	NOUN
easat-2117	75	4	of	of	ADP
easat-2117	75	5	the	the	DET
easat-2117	75	6	ml	ml	PROPN
easat-2117	75	7	models	model	NOUN
easat-2117	75	8	2.1	2.1	NUM
easat-2117	75	9	.	.	PUNCT
easat-2117	76	1	random	random	ADJ
easat-2117	76	2	forest	forest	NOUN
easat-2117	76	3	model	model	NOUN
easat-2117	76	4	the	the	DET
easat-2117	76	5	random	random	ADJ
easat-2117	76	6	forest	forest	NOUN
easat-2117	76	7	model	model	NOUN
easat-2117	76	8	is	be	AUX
easat-2117	76	9	a	a	DET
easat-2117	76	10	machine	machine	NOUN
easat-2117	76	11	learning	learn	VERB
easat-2117	76	12	algorithm	algorithm	NOUN
easat-2117	76	13	that	that	PRON
easat-2117	76	14	deploys	deploy	VERB
easat-2117	76	15	a	a	DET
easat-2117	76	16	combination	combination	NOUN
easat-2117	76	17	of	of	ADP
easat-2117	76	18	several	several	ADJ
easat-2117	76	19	decision	decision	NOUN
easat-2117	76	20	trees	tree	NOUN
easat-2117	76	21	to	to	PART
easat-2117	76	22	produce	produce	VERB
easat-2117	76	23	a	a	DET
easat-2117	76	24	unique	unique	ADJ
easat-2117	76	25	result	result	NOUN
easat-2117	76	26	.	.	PUNCT
easat-2117	77	1	it	it	PRON
easat-2117	77	2	is	be	AUX
easat-2117	77	3	an	an	DET
easat-2117	77	4	ensemble	ensemble	NOUN
easat-2117	77	5	of	of	ADP
easat-2117	77	6	learning	learn	VERB
easat-2117	77	7	that	that	PRON
easat-2117	77	8	is	be	AUX
easat-2117	77	9	suitable	suitable	ADJ
easat-2117	77	10	for	for	ADP
easat-2117	77	11	classification	classification	NOUN
easat-2117	77	12	and	and	CCONJ
easat-2117	77	13	regression	regression	NOUN
easat-2117	77	14	analysis	analysis	NOUN
easat-2117	77	15	.	.	PUNCT
easat-2117	78	1	its	its	PRON
easat-2117	78	2	working	work	VERB
easat-2117	78	3	principle	principle	NOUN
easat-2117	78	4	involves	involve	VERB
easat-2117	78	5	building	build	VERB
easat-2117	78	6	several	several	ADJ
easat-2117	78	7	decision	decision	NOUN
easat-2117	78	8	trees	tree	NOUN
easat-2117	78	9	during	during	ADP
easat-2117	78	10	the	the	DET
easat-2117	78	11	training	training	NOUN
easat-2117	78	12	phase	phase	NOUN
easat-2117	78	13	and	and	CCONJ
easat-2117	78	14	then	then	ADV
easat-2117	78	15	providing	provide	VERB
easat-2117	78	16	its	its	PRON
easat-2117	78	17	final	final	ADJ
easat-2117	78	18	decision	decision	NOUN
easat-2117	78	19	in	in	ADP
easat-2117	78	20	the	the	DET
easat-2117	78	21	form	form	NOUN
easat-2117	78	22	of	of	ADP
easat-2117	78	23	the	the	DET
easat-2117	78	24	class	class	NOUN
easat-2117	78	25	modes	mode	NOUN
easat-2117	78	26	for	for	ADP
easat-2117	78	27	classification	classification	NOUN
easat-2117	78	28	analysis	analysis	NOUN
easat-2117	78	29	or	or	CCONJ
easat-2117	78	30	the	the	DET
easat-2117	78	31	mean	mean	NOUN
easat-2117	78	32	of	of	ADP
easat-2117	78	33	the	the	DET
easat-2117	78	34	individual	individual	ADJ
easat-2117	78	35	trees	tree	NOUN
easat-2117	78	36	’	'	PUNCT
easat-2117	78	37	predictions	prediction	NOUN
easat-2117	78	38	for	for	ADP
easat-2117	78	39	regression	regression	NOUN
easat-2117	78	40	analysis	analysis	NOUN
easat-2117	78	41	.	.	PUNCT
easat-2117	79	1	the	the	DET
easat-2117	79	2	model	model	NOUN
easat-2117	79	3	integrates	integrate	VERB
easat-2117	79	4	multiple	multiple	ADJ
easat-2117	79	5	decision	decision	NOUN
easat-2117	79	6	trees	tree	NOUN
easat-2117	79	7	to	to	PART
easat-2117	79	8	improve	improve	VERB
easat-2117	79	9	predictive	predictive	ADJ
easat-2117	79	10	performance	performance	NOUN
easat-2117	79	11	and	and	CCONJ
easat-2117	79	12	control	control	NOUN
easat-2117	79	13	overfitting	overfitte	VERB
easat-2117	79	14	through	through	ADP
easat-2117	79	15	the	the	DET
easat-2117	79	16	processes	process	NOUN
easat-2117	79	17	of	of	ADP
easat-2117	79	18	bootstrap	bootstrap	NOUN
easat-2117	79	19	sampling	sampling	NOUN
easat-2117	79	20	,	,	PUNCT
easat-2117	79	21	tree	tree	NOUN
easat-2117	79	22	construction	construction	NOUN
easat-2117	79	23	,	,	PUNCT
easat-2117	79	24	and	and	CCONJ
easat-2117	79	25	aggregation	aggregation	NOUN
easat-2117	79	26	.	.	PUNCT
easat-2117	80	1	the	the	DET
easat-2117	80	2	bootstrap	bootstrap	NOUN
easat-2117	80	3	stage	stage	NOUN
easat-2117	80	4	randomly	randomly	ADV
easat-2117	80	5	generates	generate	VERB
easat-2117	80	6	a	a	DET
easat-2117	80	7	bootstrap	bootstrap	NOUN
easat-2117	80	8	sample	sample	NOUN
easat-2117	80	9	size	size	NOUN
easat-2117	80	10	and	and	CCONJ
easat-2117	80	11	replaces	replace	VERB
easat-2117	80	12	it	it	PRON
easat-2117	80	13	with	with	ADP
easat-2117	80	14	a	a	DET
easat-2117	80	15	training	training	NOUN
easat-2117	80	16	set	set	NOUN
easat-2117	80	17	k	k	PROPN
easat-2117	80	18	from	from	ADP
easat-2117	80	19	the	the	DET
easat-2117	80	20	original	original	ADJ
easat-2117	80	21	data	datum	NOUN
easat-2117	80	22	.	.	PUNCT
easat-2117	81	1	at	at	ADP
easat-2117	81	2	the	the	DET
easat-2117	81	3	tree	tree	NOUN
easat-2117	81	4	construction	construction	NOUN
easat-2117	81	5	stage	stage	NOUN
easat-2117	81	6	,	,	PUNCT
easat-2117	81	7	the	the	DET
easat-2117	81	8	bootstrap	bootstrap	NOUN
easat-2117	81	9	sample	sample	NOUN
easat-2117	81	10	grows	grow	VERB
easat-2117	81	11	a	a	DET
easat-2117	81	12	decision	decision	NOUN
easat-2117	81	13	tree	tree	NOUN
easat-2117	81	14	tb	tb	ADP
easat-2117	81	15	using	use	VERB
easat-2117	81	16	a	a	DET
easat-2117	81	17	523	523	NUM
easat-2117	81	18	edelweiss	edelweiss	PROPN
easat-2117	81	19	applied	apply	VERB
easat-2117	81	20	science	science	NOUN
easat-2117	81	21	and	and	CCONJ
easat-2117	81	22	technology	technology	NOUN
easat-2117	81	23	issn	issn	PROPN
easat-2117	81	24	:	:	PUNCT
easat-2117	81	25	2576	2576	NUM
easat-2117	81	26	-	-	SYM
easat-2117	81	27	8484	8484	NUM
easat-2117	81	28	vol	vol	NOUN
easat-2117	81	29	.	.	PROPN
easat-2117	81	30	8	8	NUM
easat-2117	81	31	,	,	PUNCT
easat-2117	81	32	no	no	INTJ
easat-2117	81	33	.	.	NOUN
easat-2117	82	1	6	6	NUM
easat-2117	82	2	:	:	SYM
easat-2117	82	3	520	520	NUM
easat-2117	82	4	-	-	SYM
easat-2117	82	5	537	537	NUM
easat-2117	82	6	,	,	PUNCT
easat-2117	82	7	2024	2024	NUM
easat-2117	82	8	doi	doi	NOUN
easat-2117	82	9	:	:	PUNCT
easat-2117	82	10	10.55214/25768484.v8i6.2117	10.55214/25768484.v8i6.2117	NUM
easat-2117	82	11	©	©	PROPN
easat-2117	82	12	2024	2024	NUM
easat-2117	82	13	by	by	ADP
easat-2117	82	14	the	the	DET
easat-2117	82	15	authors	author	NOUN
easat-2117	82	16	;	;	PUNCT
easat-2117	82	17	licensee	licensee	PROPN
easat-2117	82	18	learning	learning	PROPN
easat-2117	82	19	gate	gate	PROPN
easat-2117	82	20	subset	subset	PROPN
easat-2117	82	21	of	of	ADP
easat-2117	82	22	features	feature	NOUN
easat-2117	82	23	,	,	PUNCT
easat-2117	82	24	m	m	VERB
easat-2117	82	25	<	<	X
easat-2117	82	26	<	<	X
easat-2117	82	27	p	p	X
easat-2117	82	28	,	,	PUNCT
easat-2117	82	29	where	where	SCONJ
easat-2117	82	30	p	p	NOUN
easat-2117	82	31	is	be	AUX
easat-2117	82	32	the	the	DET
easat-2117	82	33	total	total	ADJ
easat-2117	82	34	number	number	NOUN
easat-2117	82	35	of	of	ADP
easat-2117	82	36	features	feature	NOUN
easat-2117	82	37	.	.	PUNCT
easat-2117	83	1	equations	equation	NOUN
easat-2117	83	2	(	(	PUNCT
easat-2117	83	3	1	1	NUM
easat-2117	83	4	)	)	PUNCT
easat-2117	83	5	and	and	CCONJ
easat-2117	83	6	(	(	PUNCT
easat-2117	83	7	2	2	X
easat-2117	83	8	)	)	PUNCT
easat-2117	83	9	are	be	AUX
easat-2117	83	10	used	use	VERB
easat-2117	83	11	at	at	ADP
easat-2117	83	12	the	the	DET
easat-2117	83	13	prediction	prediction	NOUN
easat-2117	83	14	stage	stage	NOUN
easat-2117	83	15	for	for	ADP
easat-2117	83	16	classification	classification	NOUN
easat-2117	83	17	and	and	CCONJ
easat-2117	83	18	regression	regression	NOUN
easat-2117	83	19	analysis	analysis	NOUN
easat-2117	83	20	,	,	PUNCT
easat-2117	83	21	respectively	respectively	ADV
easat-2117	83	22	.	.	PUNCT
easat-2117	84	1	𝑌	𝑌	PROPN
easat-2117	84	2	^	^	PUNCT
easat-2117	85	1	=	=	PUNCT
easat-2117	85	2	𝑚𝑜𝑑𝑒{𝑇𝑖	𝑚𝑜𝑑𝑒{𝑇𝑖	NOUN
easat-2117	85	3	𝑏(𝑋)}𝑏=1	𝑏(𝑋)}𝑏=1	PROPN
easat-2117	85	4	𝐵	𝐵	NOUN
easat-2117	85	5	(	(	PUNCT
easat-2117	85	6	1	1	NUM
easat-2117	85	7	)	)	PUNCT
easat-2117	85	8	𝑌𝑖	𝑌𝑖	NOUN
easat-2117	85	9	^	^	PUNCT
easat-2117	85	10	=	=	SYM
easat-2117	85	11	1	1	NUM
easat-2117	85	12	𝐵	𝐵	NOUN
easat-2117	85	13	∑	∑	ADP
easat-2117	85	14	𝑇𝑖	𝑇𝑖	ADP
easat-2117	85	15	𝑏(𝑋)𝐵	𝑏(𝑋)𝐵	ADJ
easat-2117	85	16	𝑏=1	𝑏=1	X
easat-2117	85	17	(	(	PUNCT
easat-2117	85	18	2	2	NUM
easat-2117	85	19	)	)	PUNCT
easat-2117	85	20	where	where	SCONJ
easat-2117	85	21	𝑌𝑖	𝑌𝑖	PROPN
easat-2117	85	22	^	^	PUNCT
easat-2117	85	23	is	be	AUX
easat-2117	85	24	the	the	DET
easat-2117	85	25	final	final	ADJ
easat-2117	85	26	prediction	prediction	NOUN
easat-2117	85	27	for	for	ADP
easat-2117	85	28	input	input	NOUN
easat-2117	85	29	sample	sample	NOUN
easat-2117	85	30	x.	x.	NOUN
easat-2117	85	31	𝐵	𝐵	PROPN
easat-2117	85	32	is	be	AUX
easat-2117	85	33	the	the	DET
easat-2117	85	34	total	total	ADJ
easat-2117	85	35	trees	tree	NOUN
easat-2117	85	36	in	in	ADP
easat-2117	85	37	the	the	DET
easat-2117	85	38	forest	forest	NOUN
easat-2117	85	39	.	.	PUNCT
easat-2117	86	1	𝑇𝑖	𝑇𝑖	ADP
easat-2117	86	2	𝑏	𝑏	PROPN
easat-2117	86	3	is	be	AUX
easat-2117	86	4	the	the	DET
easat-2117	86	5	prediction	prediction	NOUN
easat-2117	86	6	from	from	ADP
easat-2117	86	7	the	the	DET
easat-2117	86	8	bth	bth	NOUN
easat-2117	86	9	tree	tree	NOUN
easat-2117	86	10	for	for	ADP
easat-2117	86	11	the	the	DET
easat-2117	86	12	ith	ith	PROPN
easat-2117	86	13	sample	sample	NOUN
easat-2117	86	14	x.	x.	NOUN
easat-2117	87	1	the	the	DET
easat-2117	87	2	model	model	NOUN
easat-2117	87	3	leverages	leverage	VERB
easat-2117	87	4	the	the	DET
easat-2117	87	5	multiple	multiple	ADJ
easat-2117	87	6	decision	decision	NOUN
easat-2117	87	7	trees	tree	NOUN
easat-2117	87	8	in	in	ADP
easat-2117	87	9	the	the	DET
easat-2117	87	10	forest	forest	NOUN
easat-2117	87	11	to	to	PART
easat-2117	87	12	improve	improve	VERB
easat-2117	87	13	prediction	prediction	NOUN
easat-2117	87	14	accuracy	accuracy	NOUN
easat-2117	87	15	.	.	PUNCT
easat-2117	88	1	2.2	2.2	NUM
easat-2117	88	2	.	.	PUNCT
easat-2117	89	1	gradient	gradient	ADJ
easat-2117	89	2	boosting	boost	VERB
easat-2117	89	3	model	model	NOUN
easat-2117	89	4	gradient	gradient	NOUN
easat-2117	89	5	boosting	boost	VERB
easat-2117	89	6	is	be	AUX
easat-2117	89	7	a	a	DET
easat-2117	89	8	meta	meta	ADJ
easat-2117	89	9	-	-	PUNCT
easat-2117	89	10	algorithm	algorithm	NOUN
easat-2117	89	11	ensemble	ensemble	ADJ
easat-2117	89	12	learning	learning	NOUN
easat-2117	89	13	method	method	NOUN
easat-2117	89	14	where	where	SCONJ
easat-2117	89	15	weak	weak	ADJ
easat-2117	89	16	models	model	NOUN
easat-2117	89	17	like	like	ADP
easat-2117	89	18	decision	decision	NOUN
easat-2117	89	19	trees	tree	NOUN
easat-2117	89	20	are	be	AUX
easat-2117	89	21	built	build	VERB
easat-2117	89	22	stage	stage	NOUN
easat-2117	89	23	wise	wise	ADJ
easat-2117	89	24	consecutively	consecutively	ADV
easat-2117	89	25	in	in	ADP
easat-2117	89	26	a	a	DET
easat-2117	89	27	sequential	sequential	ADJ
easat-2117	89	28	fashion	fashion	NOUN
easat-2117	89	29	to	to	PART
easat-2117	89	30	reduce	reduce	VERB
easat-2117	89	31	the	the	DET
easat-2117	89	32	magnitude	magnitude	NOUN
easat-2117	89	33	of	of	ADP
easat-2117	89	34	a	a	DET
easat-2117	89	35	given	give	VERB
easat-2117	89	36	loss	loss	NOUN
easat-2117	89	37	function	function	NOUN
easat-2117	89	38	to	to	ADP
easat-2117	89	39	the	the	DET
easat-2117	89	40	barest	bare	ADJ
easat-2117	89	41	minimum	minimum	NOUN
easat-2117	89	42	.	.	PUNCT
easat-2117	90	1	this	this	DET
easat-2117	90	2	method	method	NOUN
easat-2117	90	3	is	be	AUX
easat-2117	90	4	used	use	VERB
easat-2117	90	5	to	to	PART
easat-2117	90	6	break	break	VERB
easat-2117	90	7	down	down	ADP
easat-2117	90	8	a	a	DET
easat-2117	90	9	strong	strong	ADJ
easat-2117	90	10	predictor	predictor	NOUN
easat-2117	90	11	into	into	ADP
easat-2117	90	12	multiple	multiple	ADJ
easat-2117	90	13	weak	weak	ADJ
easat-2117	90	14	predictors	predictor	NOUN
easat-2117	90	15	in	in	ADP
easat-2117	90	16	order	order	NOUN
easat-2117	90	17	to	to	PART
easat-2117	90	18	deal	deal	VERB
easat-2117	90	19	with	with	ADP
easat-2117	90	20	a	a	DET
easat-2117	90	21	complex	complex	ADJ
easat-2117	90	22	data	datum	NOUN
easat-2117	90	23	set	set	VERB
easat-2117	90	24	[	[	X
easat-2117	90	25	21	21	NUM
easat-2117	90	26	]	]	PUNCT
easat-2117	90	27	.	.	PUNCT
easat-2117	91	1	the	the	DET
easat-2117	91	2	aim	aim	NOUN
easat-2117	91	3	of	of	ADP
easat-2117	91	4	gradient	gradient	ADJ
easat-2117	91	5	boosting	boosting	NOUN
easat-2117	91	6	is	be	AUX
easat-2117	91	7	to	to	PART
easat-2117	91	8	produce	produce	VERB
easat-2117	91	9	a	a	DET
easat-2117	91	10	model	model	NOUN
easat-2117	91	11	f(x	f(x	PROPN
easat-2117	91	12	)	)	PUNCT
easat-2117	91	13	that	that	PRON
easat-2117	91	14	predicts	predict	VERB
easat-2117	91	15	the	the	DET
easat-2117	91	16	target	target	NOUN
easat-2117	91	17	variable	variable	ADJ
easat-2117	91	18	y.	y.	NOUN
easat-2117	91	19	it	it	PRON
easat-2117	91	20	builds	build	VERB
easat-2117	91	21	the	the	DET
easat-2117	91	22	model	model	NOUN
easat-2117	91	23	incrementally	incrementally	ADV
easat-2117	91	24	by	by	ADP
easat-2117	91	25	adding	add	VERB
easat-2117	91	26	weak	weak	ADJ
easat-2117	91	27	learners	learner	NOUN
easat-2117	91	28	hm	hm	INTJ
easat-2117	91	29	(	(	PUNCT
easat-2117	91	30	x	x	NOUN
easat-2117	91	31	)	)	PUNCT
easat-2117	91	32	,	,	PUNCT
easat-2117	91	33	usually	usually	ADV
easat-2117	91	34	decision	decision	NOUN
easat-2117	91	35	trees	tree	NOUN
easat-2117	91	36	,	,	PUNCT
easat-2117	91	37	in	in	ADP
easat-2117	91	38	such	such	DET
easat-2117	91	39	a	a	DET
easat-2117	91	40	way	way	NOUN
easat-2117	91	41	that	that	PRON
easat-2117	91	42	each	each	DET
easat-2117	91	43	new	new	ADJ
easat-2117	91	44	model	model	NOUN
easat-2117	91	45	fixes	fix	VERB
easat-2117	91	46	the	the	DET
easat-2117	91	47	flaws	flaw	NOUN
easat-2117	91	48	in	in	ADP
easat-2117	91	49	the	the	DET
easat-2117	91	50	previous	previous	ADJ
easat-2117	91	51	ones	one	NOUN
easat-2117	91	52	.	.	PUNCT
easat-2117	92	1	the	the	DET
easat-2117	92	2	algorithm	algorithm	NOUN
easat-2117	92	3	starts	start	VERB
easat-2117	92	4	with	with	ADP
easat-2117	92	5	an	an	DET
easat-2117	92	6	initial	initial	ADJ
easat-2117	92	7	model	model	NOUN
easat-2117	92	8	which	which	PRON
easat-2117	92	9	is	be	AUX
easat-2117	92	10	usually	usually	ADV
easat-2117	92	11	the	the	DET
easat-2117	92	12	mean	mean	ADJ
easat-2117	92	13	value	value	NOUN
easat-2117	92	14	of	of	ADP
easat-2117	92	15	the	the	DET
easat-2117	92	16	target	target	NOUN
easat-2117	92	17	variable	variable	NOUN
easat-2117	92	18	for	for	ADP
easat-2117	92	19	regression	regression	NOUN
easat-2117	92	20	problems	problem	NOUN
easat-2117	92	21	as	as	SCONJ
easat-2117	92	22	defined	define	VERB
easat-2117	92	23	in	in	ADP
easat-2117	92	24	equation	equation	NOUN
easat-2117	92	25	(	(	PUNCT
easat-2117	92	26	3	3	X
easat-2117	92	27	)	)	PUNCT
easat-2117	93	1	[	[	X
easat-2117	93	2	22	22	NUM
easat-2117	93	3	-	-	SYM
easat-2117	93	4	23	23	NUM
easat-2117	93	5	]	]	PUNCT
easat-2117	93	6	.	.	PUNCT
easat-2117	94	1	𝐹0(𝑥	𝐹0(𝑥	NUM
easat-2117	94	2	)	)	PUNCT
easat-2117	94	3	=	=	NOUN
easat-2117	94	4	𝑎𝑟𝑔	𝑎𝑟𝑔	NOUN
easat-2117	94	5	𝑚𝑖𝑛	𝑚𝑖𝑛	NOUN
easat-2117	94	6	∑	∑	PROPN
easat-2117	94	7	𝐿(𝑦𝑖	𝐿(𝑦𝑖	PROPN
easat-2117	94	8	,	,	PUNCT
easat-2117	94	9	𝑐)𝑛	𝑐)𝑛	PUNCT
easat-2117	94	10	𝑖=1	𝑖=1	PUNCT
easat-2117	95	1	(	(	PUNCT
easat-2117	95	2	3	3	X
easat-2117	95	3	)	)	PUNCT
easat-2117	95	4	where	where	SCONJ
easat-2117	95	5	𝐿	𝐿	PROPN
easat-2117	95	6	is	be	AUX
easat-2117	95	7	the	the	DET
easat-2117	95	8	loss	loss	NOUN
easat-2117	95	9	function	function	NOUN
easat-2117	95	10	,	,	PUNCT
easat-2117	95	11	𝑦𝑖	𝑦𝑖	PROPN
easat-2117	95	12	and	and	CCONJ
easat-2117	95	13	𝑐	𝑐	PROPN
easat-2117	95	14	are	be	AUX
easat-2117	95	15	the	the	DET
easat-2117	95	16	true	true	ADJ
easat-2117	95	17	values	value	NOUN
easat-2117	95	18	and	and	CCONJ
easat-2117	95	19	constant	constant	ADJ
easat-2117	95	20	respectively	respectively	ADV
easat-2117	95	21	.	.	PUNCT
easat-2117	96	1	the	the	DET
easat-2117	96	2	succeeding	succeed	VERB
easat-2117	96	3	model	model	NOUN
easat-2117	96	4	is	be	AUX
easat-2117	96	5	an	an	DET
easat-2117	96	6	additive	additive	ADJ
easat-2117	96	7	model	model	NOUN
easat-2117	96	8	built	build	VERB
easat-2117	96	9	in	in	ADP
easat-2117	96	10	a	a	DET
easat-2117	96	11	stage	stage	NOUN
easat-2117	96	12	-	-	PUNCT
easat-2117	96	13	wise	wise	ADJ
easat-2117	96	14	manner	manner	NOUN
easat-2117	96	15	using	use	VERB
easat-2117	96	16	equation	equation	NOUN
easat-2117	96	17	(	(	PUNCT
easat-2117	96	18	4	4	NUM
easat-2117	96	19	)	)	PUNCT
easat-2117	96	20	.	.	PUNCT
easat-2117	97	1	the	the	DET
easat-2117	97	2	loss	loss	NOUN
easat-2117	97	3	function	function	NOUN
easat-2117	97	4	at	at	ADP
easat-2117	97	5	each	each	DET
easat-2117	97	6	stage	stage	NOUN
easat-2117	97	7	m	m	VERB
easat-2117	97	8	is	be	AUX
easat-2117	97	9	minimized	minimize	VERB
easat-2117	97	10	by	by	ADP
easat-2117	97	11	adding	add	VERB
easat-2117	97	12	a	a	DET
easat-2117	97	13	base	base	ADJ
easat-2117	97	14	learner	learner	NOUN
easat-2117	98	1	hm	hm	INTJ
easat-2117	98	2	(	(	PUNCT
easat-2117	98	3	x	x	NOUN
easat-2117	98	4	)	)	PUNCT
easat-2117	98	5	defined	define	VERB
easat-2117	98	6	by	by	ADP
easat-2117	98	7	equation	equation	NOUN
easat-2117	98	8	(	(	PUNCT
easat-2117	98	9	5	5	NUM
easat-2117	98	10	)	)	PUNCT
easat-2117	98	11	.	.	PUNCT
easat-2117	99	1	this	this	PRON
easat-2117	99	2	is	be	AUX
easat-2117	99	3	accomplished	accomplish	VERB
easat-2117	99	4	by	by	ADP
easat-2117	99	5	fitting	fitting	ADJ
easat-2117	99	6	hm	hm	INTJ
easat-2117	99	7	(	(	PUNCT
easat-2117	99	8	x	x	X
easat-2117	99	9	)	)	PUNCT
easat-2117	99	10	to	to	ADP
easat-2117	99	11	the	the	DET
easat-2117	99	12	loss	loss	NOUN
easat-2117	99	13	function	function	NOUN
easat-2117	99	14	’s	’s	PART
easat-2117	99	15	negative	negative	ADJ
easat-2117	99	16	gradient	gradient	NOUN
easat-2117	99	17	.	.	PUNCT
easat-2117	100	1	𝐹𝑚(𝑥	𝐹𝑚(𝑥	VERB
easat-2117	100	2	)	)	PUNCT
easat-2117	101	1	=	=	SYM
easat-2117	101	2	𝐹𝑚−1(𝑥	𝐹𝑚−1(𝑥	PROPN
easat-2117	101	3	)	)	PUNCT
easat-2117	102	1	+	+	SYM
easat-2117	102	2	𝑣ℎ𝑚(𝑥	𝑣ℎ𝑚(𝑥	NUM
easat-2117	102	3	)	)	PUNCT
easat-2117	102	4	(	(	PUNCT
easat-2117	102	5	4	4	X
easat-2117	102	6	)	)	PUNCT
easat-2117	102	7	where	where	SCONJ
easat-2117	102	8	hm	hm	INTJ
easat-2117	102	9	(	(	PUNCT
easat-2117	102	10	x	x	X
easat-2117	102	11	)	)	PUNCT
easat-2117	102	12	is	be	AUX
easat-2117	102	13	the	the	DET
easat-2117	102	14	new	new	ADJ
easat-2117	102	15	base	base	NOUN
easat-2117	102	16	learner	learner	NOUN
easat-2117	102	17	added	add	VERB
easat-2117	102	18	at	at	ADP
easat-2117	102	19	stage	stage	NOUN
easat-2117	102	20	m	m	PROPN
easat-2117	102	21	and	and	CCONJ
easat-2117	102	22	v	v	NOUN
easat-2117	102	23	is	be	AUX
easat-2117	102	24	the	the	DET
easat-2117	102	25	learning	learning	NOUN
easat-2117	102	26	rate	rate	NOUN
easat-2117	102	27	which	which	PRON
easat-2117	102	28	controls	control	VERB
easat-2117	102	29	the	the	DET
easat-2117	102	30	impart	impart	NOUN
easat-2117	102	31	of	of	ADP
easat-2117	102	32	each	each	DET
easat-2117	102	33	base	base	NOUN
easat-2117	102	34	learner	learner	NOUN
easat-2117	102	35	.	.	PUNCT
easat-2117	103	1	ℎ𝑚(𝑥	ℎ𝑚(𝑥	PROPN
easat-2117	103	2	)	)	PUNCT
easat-2117	104	1	=	=	PUNCT
easat-2117	104	2	𝑎𝑟𝑔	𝑎𝑟𝑔	NOUN
easat-2117	104	3	𝑚𝑖𝑛ℎ	𝑚𝑖𝑛ℎ	NOUN
easat-2117	104	4	∑	∑	PUNCT
easat-2117	105	1	[	[	X
easat-2117	105	2	−	−	NUM
easat-2117	105	3	𝜕𝐿(𝑦𝑖,𝐹𝑚−1(𝑥𝑖	𝜕𝐿(𝑦𝑖,𝐹𝑚−1(𝑥𝑖	NUM
easat-2117	105	4	)	)	PUNCT
easat-2117	105	5	)	)	PUNCT
easat-2117	105	6	𝜕𝐹𝑚−1(𝑥𝑖	𝜕𝐹𝑚−1(𝑥𝑖	VERB
easat-2117	105	7	)	)	PUNCT
easat-2117	105	8	]	]	PUNCT
easat-2117	105	9	𝑛	𝑛	X
easat-2117	105	10	𝑖=1	𝑖=1	PROPN
easat-2117	105	11	2	2	NUM
easat-2117	105	12	(	(	PUNCT
easat-2117	105	13	5	5	NUM
easat-2117	105	14	)	)	PUNCT
easat-2117	105	15	equation	equation	NOUN
easat-2117	105	16	(	(	PUNCT
easat-2117	105	17	4	4	NUM
easat-2117	105	18	)	)	PUNCT
easat-2117	105	19	is	be	AUX
easat-2117	105	20	updated	update	VERB
easat-2117	105	21	continuously	continuously	ADV
easat-2117	105	22	by	by	ADP
easat-2117	105	23	adding	add	VERB
easat-2117	105	24	new	new	ADJ
easat-2117	105	25	base	base	NOUN
easat-2117	105	26	learners	learner	NOUN
easat-2117	105	27	scaled	scale	VERB
easat-2117	105	28	by	by	ADP
easat-2117	105	29	the	the	DET
easat-2117	105	30	learning	learning	NOUN
easat-2117	105	31	rate	rate	NOUN
easat-2117	105	32	.	.	PUNCT
easat-2117	106	1	2.3	2.3	NUM
easat-2117	106	2	.	.	PUNCT
easat-2117	107	1	xgboost	xgboost	PROPN
easat-2117	107	2	model	model	VERB
easat-2117	107	3	the	the	DET
easat-2117	107	4	xgboost	xgboost	PROPN
easat-2117	107	5	is	be	AUX
easat-2117	107	6	an	an	DET
easat-2117	107	7	optimized	optimize	VERB
easat-2117	107	8	version	version	NOUN
easat-2117	107	9	of	of	ADP
easat-2117	107	10	the	the	DET
easat-2117	107	11	gradient	gradient	NOUN
easat-2117	107	12	boosting	boost	VERB
easat-2117	107	13	model	model	NOUN
easat-2117	107	14	with	with	ADP
easat-2117	107	15	focus	focus	NOUN
easat-2117	107	16	on	on	ADP
easat-2117	107	17	flexibility	flexibility	NOUN
easat-2117	107	18	,	,	PUNCT
easat-2117	107	19	higher	high	ADJ
easat-2117	107	20	efficiency	efficiency	NOUN
easat-2117	107	21	,	,	PUNCT
easat-2117	107	22	and	and	CCONJ
easat-2117	107	23	portability	portability	NOUN
easat-2117	107	24	.	.	PUNCT
easat-2117	108	1	the	the	DET
easat-2117	108	2	machine	machine	NOUN
easat-2117	108	3	learning	learn	VERB
easat-2117	108	4	algorithm	algorithm	NOUN
easat-2117	108	5	is	be	AUX
easat-2117	108	6	initiated	initiate	VERB
easat-2117	108	7	by	by	ADP
easat-2117	108	8	the	the	DET
easat-2117	108	9	objective	objective	ADJ
easat-2117	108	10	function	function	NOUN
easat-2117	108	11	which	which	PRON
easat-2117	108	12	combines	combine	VERB
easat-2117	108	13	the	the	DET
easat-2117	108	14	loss	loss	NOUN
easat-2117	108	15	function	function	NOUN
easat-2117	108	16	and	and	CCONJ
easat-2117	108	17	a	a	DET
easat-2117	108	18	regularization	regularization	NOUN
easat-2117	108	19	term	term	NOUN
easat-2117	108	20	that	that	PRON
easat-2117	108	21	helps	help	VERB
easat-2117	108	22	to	to	PART
easat-2117	108	23	control	control	VERB
easat-2117	108	24	the	the	DET
easat-2117	108	25	model	model	NOUN
easat-2117	108	26	complexity	complexity	NOUN
easat-2117	108	27	as	as	SCONJ
easat-2117	108	28	stated	state	VERB
easat-2117	108	29	in	in	ADP
easat-2117	108	30	equation	equation	NOUN
easat-2117	108	31	(	(	PUNCT
easat-2117	108	32	6	6	NUM
easat-2117	108	33	)	)	PUNCT
easat-2117	108	34	chen	chen	PROPN
easat-2117	108	35	&	&	CCONJ
easat-2117	108	36	guestrin	guestrin	PROPN
easat-2117	108	37	,	,	PUNCT
easat-2117	108	38	2016	2016	NUM
easat-2117	109	1	[	[	X
easat-2117	109	2	23	23	NUM
easat-2117	109	3	]	]	PUNCT
easat-2117	109	4	)	)	PUNCT
easat-2117	109	5	.	.	PUNCT
easat-2117	110	1	ℓ(𝜃	ℓ(𝜃	X
easat-2117	110	2	)	)	PUNCT
easat-2117	110	3	=	=	SYM
easat-2117	110	4	∑	∑	PUNCT
easat-2117	110	5	𝐿(𝑦𝑖	𝐿(𝑦𝑖	PROPN
easat-2117	110	6	,	,	PUNCT
easat-2117	110	7	�	�	PROPN
easat-2117	110	8	̂	̂	VERB
easat-2117	110	9	�	�	NOUN
easat-2117	110	10	𝑖	𝑖	NUM
easat-2117	110	11	)	)	PUNCT
easat-2117	110	12	+	+	NOUN
easat-2117	110	13	𝑛	𝑛	DET
easat-2117	110	14	𝑖=1	𝑖=1	PUNCT
easat-2117	110	15	∑	∑	PROPN
easat-2117	110	16	𝛺(𝑓𝑘)𝐾	𝛺(𝑓𝑘)𝐾	ADJ
easat-2117	110	17	𝑘=1	𝑘=1	PROPN
easat-2117	110	18	(	(	PUNCT
easat-2117	110	19	6	6	NUM
easat-2117	110	20	)	)	PUNCT
easat-2117	110	21	where	where	SCONJ
easat-2117	110	22	𝐿	𝐿	PROPN
easat-2117	110	23	is	be	AUX
easat-2117	110	24	the	the	DET
easat-2117	110	25	loss	loss	NOUN
easat-2117	110	26	function	function	NOUN
easat-2117	110	27	such	such	ADJ
easat-2117	110	28	as	as	ADP
easat-2117	110	29	mean	mean	NOUN
easat-2117	110	30	squared	square	VERB
easat-2117	110	31	error	error	NOUN
easat-2117	110	32	for	for	ADP
easat-2117	110	33	regression	regression	NOUN
easat-2117	110	34	)	)	PUNCT
easat-2117	110	35	,	,	PUNCT
easat-2117	110	36	𝛺(𝑓𝑘	𝛺(𝑓𝑘	PROPN
easat-2117	110	37	)	)	PUNCT
easat-2117	110	38	is	be	AUX
easat-2117	110	39	the	the	DET
easat-2117	110	40	regularization	regularization	NOUN
easat-2117	110	41	term	term	NOUN
easat-2117	110	42	,	,	PUNCT
easat-2117	110	43	𝜃	𝜃	PRON
easat-2117	110	44	represents	represent	VERB
easat-2117	110	45	the	the	DET
easat-2117	110	46	parameters	parameter	NOUN
easat-2117	110	47	of	of	ADP
easat-2117	110	48	the	the	DET
easat-2117	110	49	model	model	NOUN
easat-2117	110	50	,	,	PUNCT
easat-2117	110	51	�	�	PROPN
easat-2117	110	52	̂	̂	VERB
easat-2117	110	53	�	�	NOUN
easat-2117	110	54	is	be	AUX
easat-2117	110	55	the	the	DET
easat-2117	110	56	predicted	predict	VERB
easat-2117	110	57	value	value	NOUN
easat-2117	110	58	,	,	PUNCT
easat-2117	110	59	and	and	CCONJ
easat-2117	110	60	fk	fk	INTJ
easat-2117	110	61	are	be	AUX
easat-2117	110	62	the	the	DET
easat-2117	110	63	individual	individual	ADJ
easat-2117	110	64	trees	tree	NOUN
easat-2117	110	65	in	in	ADP
easat-2117	110	66	the	the	DET
easat-2117	110	67	ensemble	ensemble	NOUN
easat-2117	110	68	.	.	PUNCT
easat-2117	111	1	the	the	DET
easat-2117	111	2	objective	objective	ADJ
easat-2117	111	3	function	function	NOUN
easat-2117	111	4	is	be	AUX
easat-2117	111	5	optimized	optimize	VERB
easat-2117	111	6	by	by	ADP
easat-2117	111	7	applying	apply	VERB
easat-2117	111	8	the	the	DET
easat-2117	111	9	second	second	ADJ
easat-2117	111	10	-	-	PUNCT
easat-2117	111	11	order	order	NOUN
easat-2117	111	12	taylor	taylor	NOUN
easat-2117	111	13	expansion	expansion	NOUN
easat-2117	111	14	to	to	PART
easat-2117	111	15	approximate	approximate	VERB
easat-2117	111	16	the	the	DET
easat-2117	111	17	loss	loss	NOUN
easat-2117	111	18	function	function	NOUN
easat-2117	111	19	,	,	PUNCT
easat-2117	111	20	hence	hence	ADV
easat-2117	111	21	the	the	DET
easat-2117	111	22	objective	objective	ADJ
easat-2117	111	23	function	function	NOUN
easat-2117	111	24	is	be	AUX
easat-2117	111	25	expressed	express	VERB
easat-2117	111	26	by	by	ADP
easat-2117	111	27	equation	equation	NOUN
easat-2117	111	28	(	(	PUNCT
easat-2117	111	29	7	7	NUM
easat-2117	111	30	)	)	PUNCT
easat-2117	111	31	as	as	ADP
easat-2117	111	32	;	;	PUNCT
easat-2117	111	33	ℓ(𝑡	ℓ(𝑡	PROPN
easat-2117	111	34	)	)	PUNCT
easat-2117	111	35	=	=	PUNCT
easat-2117	111	36	∑	∑	PUNCT
easat-2117	112	1	[	[	X
easat-2117	112	2	𝑔𝑖𝑓𝑖(𝑥𝑖	𝑔𝑖𝑓𝑖(𝑥𝑖	VERB
easat-2117	112	3	)	)	PUNCT
easat-2117	112	4	+	+	CCONJ
easat-2117	112	5	1	1	NUM
easat-2117	112	6	2	2	NUM
easat-2117	112	7	𝑛	𝑛	PRON
easat-2117	112	8	𝑖=1	𝑖=1	PROPN
easat-2117	112	9	ℎ𝑖𝑓𝑖(𝑥𝑖)2	ℎ𝑖𝑓𝑖(𝑥𝑖)2	PROPN
easat-2117	112	10	]	]	X
easat-2117	112	11	+	+	X
easat-2117	112	12	𝛺(𝑓𝑡	𝛺(𝑓𝑡	X
easat-2117	112	13	)	)	PUNCT
easat-2117	112	14	(	(	PUNCT
easat-2117	112	15	7	7	X
easat-2117	112	16	)	)	PUNCT
easat-2117	113	1	where	where	SCONJ
easat-2117	113	2	𝑔𝑖	𝑔𝑖	NOUN
easat-2117	113	3	=	=	SYM
easat-2117	113	4	𝜕	𝜕	PROPN
easat-2117	113	5	�	�	PROPN
easat-2117	113	6	̂	̂	NUM
easat-2117	113	7	�	�	PROPN
easat-2117	113	8	(𝑡−1)𝐿	(𝑡−1)𝐿	SYM
easat-2117	113	9	(	(	PUNCT
easat-2117	113	10	𝑦𝑖,𝑦	𝑦𝑖,𝑦	NOUN
easat-2117	113	11	�	�	NOUN
easat-2117	113	12	̂	̂	SYM
easat-2117	113	13	�	�	NOUN
easat-2117	113	14	(𝑡−1	(𝑡−1	NUM
easat-2117	113	15	)	)	PUNCT
easat-2117	113	16	)	)	PUNCT
easat-2117	113	17	𝑎𝑛𝑑	𝑎𝑛𝑑	ADJ
easat-2117	113	18	ℎ𝑖	ℎ𝑖	NOUN
easat-2117	113	19	=	=	SYM
easat-2117	113	20	𝜕2	𝜕2	NOUN
easat-2117	113	21	�	�	PROPN
easat-2117	113	22	̂	̂	VERB
easat-2117	113	23	�	�	PROPN
easat-2117	113	24	(𝑡−1)𝐿	(𝑡−1)𝐿	SYM
easat-2117	113	25	(	(	PUNCT
easat-2117	113	26	𝑦𝑖,𝑦	𝑦𝑖,𝑦	NOUN
easat-2117	113	27	�	�	NOUN
easat-2117	113	28	̂	̂	SYM
easat-2117	113	29	�	�	NOUN
easat-2117	113	30	(𝑡−1	(𝑡−1	NUM
easat-2117	113	31	)	)	PUNCT
easat-2117	113	32	)	)	PUNCT
easat-2117	113	33	are	be	AUX
easat-2117	113	34	the	the	DET
easat-2117	113	35	first	first	ADJ
easat-2117	113	36	and	and	CCONJ
easat-2117	113	37	second	second	ADJ
easat-2117	113	38	derivatives	derivative	NOUN
easat-2117	113	39	of	of	ADP
easat-2117	113	40	the	the	DET
easat-2117	113	41	loss	loss	NOUN
easat-2117	113	42	function	function	NOUN
easat-2117	113	43	with	with	ADP
easat-2117	113	44	respect	respect	NOUN
easat-2117	113	45	to	to	ADP
easat-2117	113	46	the	the	DET
easat-2117	113	47	prediction	prediction	NOUN
easat-2117	113	48	.	.	PUNCT
easat-2117	114	1	2.4	2.4	NUM
easat-2117	114	2	.	.	PUNCT
easat-2117	115	1	support	support	NOUN
easat-2117	115	2	vector	vector	NOUN
easat-2117	115	3	regressor	regressor	NOUN
easat-2117	115	4	model	model	NOUN
easat-2117	115	5	svr	svr	PROPN
easat-2117	115	6	is	be	AUX
easat-2117	115	7	a	a	DET
easat-2117	115	8	type	type	NOUN
easat-2117	115	9	of	of	ADP
easat-2117	115	10	support	support	NOUN
easat-2117	115	11	vector	vector	NOUN
easat-2117	115	12	machine	machine	NOUN
easat-2117	115	13	algorithm	algorithm	NOUN
easat-2117	115	14	that	that	PRON
easat-2117	115	15	attempts	attempt	VERB
easat-2117	115	16	to	to	PART
easat-2117	115	17	find	find	VERB
easat-2117	115	18	a	a	DET
easat-2117	115	19	function	function	NOUN
easat-2117	115	20	whose	whose	DET
easat-2117	115	21	difference	difference	NOUN
easat-2117	115	22	in	in	ADP
easat-2117	115	23	value	value	NOUN
easat-2117	115	24	between	between	ADP
easat-2117	115	25	that	that	DET
easat-2117	115	26	function	function	NOUN
easat-2117	115	27	and	and	CCONJ
easat-2117	115	28	the	the	DET
easat-2117	115	29	observed	observe	VERB
easat-2117	115	30	value	value	NOUN
easat-2117	115	31	is	be	AUX
easat-2117	115	32	not	not	PART
easat-2117	115	33	greater	great	ADJ
easat-2117	115	34	than	than	ADP
easat-2117	115	35	a	a	DET
easat-2117	115	36	specified	specified	ADJ
easat-2117	115	37	margin	margin	NOUN
easat-2117	115	38	.	.	PUNCT
easat-2117	116	1	the	the	DET
easat-2117	116	2	model	model	NOUN
easat-2117	116	3	524	524	NUM
easat-2117	116	4	edelweiss	edelweiss	PROPN
easat-2117	116	5	applied	apply	VERB
easat-2117	116	6	science	science	NOUN
easat-2117	116	7	and	and	CCONJ
easat-2117	116	8	technology	technology	NOUN
easat-2117	116	9	issn	issn	PROPN
easat-2117	116	10	:	:	PUNCT
easat-2117	116	11	2576	2576	NUM
easat-2117	116	12	-	-	SYM
easat-2117	116	13	8484	8484	NUM
easat-2117	116	14	vol	vol	NOUN
easat-2117	116	15	.	.	PROPN
easat-2117	116	16	8	8	NUM
easat-2117	116	17	,	,	PUNCT
easat-2117	116	18	no	no	INTJ
easat-2117	116	19	.	.	NOUN
easat-2117	117	1	6	6	NUM
easat-2117	117	2	:	:	SYM
easat-2117	117	3	520	520	NUM
easat-2117	117	4	-	-	SYM
easat-2117	117	5	537	537	NUM
easat-2117	117	6	,	,	PUNCT
easat-2117	117	7	2024	2024	NUM
easat-2117	117	8	doi	doi	NOUN
easat-2117	117	9	:	:	PUNCT
easat-2117	117	10	10.55214/25768484.v8i6.2117	10.55214/25768484.v8i6.2117	NUM
easat-2117	117	11	©	©	PROPN
easat-2117	117	12	2024	2024	NUM
easat-2117	117	13	by	by	ADP
easat-2117	117	14	the	the	DET
easat-2117	117	15	authors	author	NOUN
easat-2117	117	16	;	;	PUNCT
easat-2117	117	17	licensee	licensee	PROPN
easat-2117	117	18	learning	learn	VERB
easat-2117	117	19	gate	gate	NOUN
easat-2117	117	20	ensures	ensure	VERB
easat-2117	117	21	that	that	SCONJ
easat-2117	117	22	the	the	DET
easat-2117	117	23	function	function	NOUN
easat-2117	117	24	is	be	AUX
easat-2117	117	25	as	as	ADV
easat-2117	117	26	flat	flat	ADJ
easat-2117	117	27	as	as	ADP
easat-2117	117	28	possible	possible	ADJ
easat-2117	117	29	.	.	PUNCT
easat-2117	118	1	it	it	PRON
easat-2117	118	2	is	be	AUX
easat-2117	118	3	commonly	commonly	ADV
easat-2117	118	4	used	use	VERB
easat-2117	118	5	for	for	ADP
easat-2117	118	6	regression	regression	NOUN
easat-2117	118	7	analysis	analysis	NOUN
easat-2117	118	8	.	.	PUNCT
easat-2117	119	1	equation	equation	NOUN
easat-2117	119	2	(	(	PUNCT
easat-2117	119	3	8)	8)	NUM
easat-2117	119	4	is	be	AUX
easat-2117	119	5	used	use	VERB
easat-2117	119	6	to	to	PART
easat-2117	119	7	obtain	obtain	VERB
easat-2117	119	8	the	the	DET
easat-2117	119	9	most	most	ADV
easat-2117	119	10	deviated	deviated	ADJ
easat-2117	119	11	function	function	NOUN
easat-2117	119	12	f(x	f(x	PROPN
easat-2117	119	13	)	)	PUNCT
easat-2117	119	14	within	within	ADP
easat-2117	119	15	a	a	DET
easat-2117	119	16	specified	specified	ADJ
easat-2117	119	17	margin	margin	NOUN
easat-2117	119	18	,	,	PUNCT
easat-2117	119	19	which	which	PRON
easat-2117	119	20	is	be	AUX
easat-2117	119	21	known	know	VERB
easat-2117	119	22	as	as	ADP
easat-2117	119	23	the	the	DET
easat-2117	119	24	objective	objective	ADJ
easat-2117	119	25	function	function	NOUN
easat-2117	119	26	.	.	PUNCT
easat-2117	120	1	𝑓(𝑥	𝑓(𝑥	NOUN
easat-2117	120	2	)	)	PUNCT
easat-2117	121	1	=	=	SYM
easat-2117	121	2	⟨𝑤	⟨𝑤	NUM
easat-2117	121	3	,	,	PUNCT
easat-2117	121	4	𝑥⟩	𝑥⟩	PUNCT
easat-2117	122	1	+	+	CCONJ
easat-2117	122	2	𝑏	𝑏	PROPN
easat-2117	122	3	(	(	PUNCT
easat-2117	122	4	8)	8)	NUM
easat-2117	122	5	where	where	SCONJ
easat-2117	122	6	⟨𝑤	⟨𝑤	NUM
easat-2117	122	7	,	,	PUNCT
easat-2117	122	8	𝑥⟩	𝑥⟩	PRON
easat-2117	122	9	denotes	denote	VERB
easat-2117	122	10	the	the	DET
easat-2117	122	11	dot	dot	NOUN
easat-2117	122	12	product	product	NOUN
easat-2117	122	13	of	of	ADP
easat-2117	122	14	the	the	DET
easat-2117	122	15	weight	weight	NOUN
easat-2117	122	16	vector	vector	NOUN
easat-2117	122	17	𝑤	𝑤	NOUN
easat-2117	122	18	and	and	CCONJ
easat-2117	122	19	input	input	NOUN
easat-2117	122	20	vector	vector	PROPN
easat-2117	122	21	𝑥	𝑥	PROPN
easat-2117	122	22	,	,	PUNCT
easat-2117	122	23	𝑏	𝑏	PROPN
easat-2117	122	24	is	be	AUX
easat-2117	122	25	the	the	DET
easat-2117	122	26	bias	bias	NOUN
easat-2117	122	27	term	term	NOUN
easat-2117	122	28	.	.	PUNCT
easat-2117	123	1	the	the	DET
easat-2117	123	2	svr	svr	PROPN
easat-2117	123	3	loss	loss	NOUN
easat-2117	123	4	function	function	NOUN
easat-2117	123	5	is	be	AUX
easat-2117	123	6	epsilon	epsilon	NOUN
easat-2117	123	7	-	-	PUNCT
easat-2117	123	8	insensitive	insensitive	ADJ
easat-2117	123	9	i.e.	i.e.	ADV
easat-2117	123	10	the	the	DET
easat-2117	123	11	errors	error	NOUN
easat-2117	123	12	within	within	ADP
easat-2117	123	13	the	the	DET
easat-2117	123	14	margin	margin	NOUN
easat-2117	123	15	of	of	ADP
easat-2117	123	16	the	the	DET
easat-2117	123	17	∈	∈	NOUN
easat-2117	123	18	is	be	AUX
easat-2117	123	19	ignored	ignore	VERB
easat-2117	123	20	,	,	PUNCT
easat-2117	123	21	thus	thus	ADV
easat-2117	123	22	the	the	DET
easat-2117	123	23	loss	loss	NOUN
easat-2117	123	24	function	function	NOUN
easat-2117	123	25	is	be	AUX
easat-2117	123	26	given	give	VERB
easat-2117	123	27	by	by	ADP
easat-2117	123	28	[	[	X
easat-2117	123	29	24	24	NUM
easat-2117	123	30	]	]	PUNCT
easat-2117	123	31	.	.	PUNCT
easat-2117	124	1	the	the	DET
easat-2117	124	2	optimal	optimal	ADJ
easat-2117	124	3	values	value	NOUN
easat-2117	124	4	of	of	ADP
easat-2117	124	5	𝑤𝑎𝑛𝑑𝑥	𝑤𝑎𝑛𝑑𝑥	NOUN
easat-2117	124	6	can	can	AUX
easat-2117	124	7	be	be	AUX
easat-2117	124	8	obtained	obtain	VERB
easat-2117	124	9	using	use	VERB
easat-2117	124	10	complex	complex	ADJ
easat-2117	124	11	optimization	optimization	NOUN
easat-2117	124	12	procedure	procedure	NOUN
easat-2117	124	13	described	describe	VERB
easat-2117	124	14	in	in	ADP
easat-2117	124	15	the	the	DET
easat-2117	124	16	work	work	NOUN
easat-2117	124	17	of	of	ADP
easat-2117	124	18	[	[	X
easat-2117	124	19	25	25	NUM
easat-2117	124	20	]	]	PUNCT
easat-2117	124	21	and	and	CCONJ
easat-2117	124	22	[	[	X
easat-2117	124	23	26	26	NUM
easat-2117	124	24	]	]	X
easat-2117	124	25	𝐿	𝐿	NOUN
easat-2117	124	26	=	=	SYM
easat-2117	124	27	{	{	PUNCT
easat-2117	124	28	|𝑦−𝑓(𝑥)|−∈	|𝑦−𝑓(𝑥)|−∈	NOUN
easat-2117	124	29	𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒	𝑜𝑡ℎ𝑒𝑟𝑤𝑖𝑠𝑒	NOUN
easat-2117	124	30	0	0	NUM
easat-2117	124	31	𝑖𝑓	𝑖𝑓	ADP
easat-2117	124	32	|𝑦−𝑓(𝑥)≤∈	|𝑦−𝑓(𝑥)≤∈	NOUN
easat-2117	124	33	(	(	PUNCT
easat-2117	124	34	9	9	NUM
easat-2117	124	35	)	)	PUNCT
easat-2117	124	36	the	the	DET
easat-2117	124	37	regression	regression	NOUN
easat-2117	124	38	function	function	NOUN
easat-2117	124	39	for	for	ADP
easat-2117	124	40	the	the	DET
easat-2117	124	41	non	non	ADJ
easat-2117	124	42	-	-	ADJ
easat-2117	124	43	linear	linear	ADJ
easat-2117	124	44	regression	regression	NOUN
easat-2117	124	45	after	after	SCONJ
easat-2117	124	46	optimization	optimization	NOUN
easat-2117	124	47	is	be	AUX
easat-2117	124	48	given	give	VERB
easat-2117	124	49	by	by	ADP
easat-2117	124	50	equation	equation	NOUN
easat-2117	124	51	(	(	PUNCT
easat-2117	124	52	10	10	NUM
easat-2117	124	53	)	)	PUNCT
easat-2117	124	54	.	.	PUNCT
easat-2117	125	1	𝑓(𝑥	𝑓(𝑥	NOUN
easat-2117	125	2	)	)	PUNCT
easat-2117	126	1	=	=	PUNCT
easat-2117	126	2	∑	∑	PUNCT
easat-2117	126	3	(	(	PUNCT
easat-2117	126	4	𝛾𝑖	𝛾𝑖	ADV
easat-2117	126	5	−𝑛	−𝑛	VERB
easat-2117	126	6	𝑖=1	𝑖=1	PROPN
easat-2117	126	7	𝛾𝑖	𝛾𝑖	NUM
easat-2117	126	8	∗)𝐾⟨𝑥𝑖	∗)𝐾⟨𝑥𝑖	NOUN
easat-2117	126	9	,	,	PUNCT
easat-2117	126	10	𝑥⟩	𝑥⟩	PUNCT
easat-2117	127	1	+	+	CCONJ
easat-2117	127	2	𝑏	𝑏	PROPN
easat-2117	127	3	(	(	PUNCT
easat-2117	127	4	10	10	NUM
easat-2117	127	5	)	)	PUNCT
easat-2117	127	6	where	where	SCONJ
easat-2117	127	7	𝛾𝑖	𝛾𝑖	ADV
easat-2117	127	8	and	and	CCONJ
easat-2117	127	9	𝛾𝑖	𝛾𝑖	ADV
easat-2117	127	10	∗are	∗are	PUNCT
easat-2117	127	11	the	the	DET
easat-2117	127	12	lagrange	lagrange	NOUN
easat-2117	127	13	multipliers	multiplier	NOUN
easat-2117	127	14	,	,	PUNCT
easat-2117	127	15	k	k	PROPN
easat-2117	127	16	is	be	AUX
easat-2117	127	17	the	the	DET
easat-2117	127	18	kernel	kernel	PROPN
easat-2117	127	19	function	function	VERB
easat-2117	127	20	2.5	2.5	NUM
easat-2117	127	21	.	.	PUNCT
easat-2117	128	1	neural	neural	ADJ
easat-2117	128	2	network	network	NOUN
easat-2117	128	3	model	model	NOUN
easat-2117	128	4	it	it	PRON
easat-2117	128	5	is	be	AUX
easat-2117	128	6	an	an	DET
easat-2117	128	7	advanced	advanced	ADJ
easat-2117	128	8	machine	machine	NOUN
easat-2117	128	9	learning	learning	NOUN
easat-2117	128	10	model	model	NOUN
easat-2117	128	11	whose	whose	DET
easat-2117	128	12	computing	compute	VERB
easat-2117	128	13	structure	structure	NOUN
easat-2117	128	14	and	and	CCONJ
easat-2117	128	15	function	function	NOUN
easat-2117	128	16	are	be	AUX
easat-2117	128	17	similar	similar	ADJ
easat-2117	128	18	to	to	ADP
easat-2117	128	19	those	those	PRON
easat-2117	128	20	of	of	ADP
easat-2117	128	21	biological	biological	ADJ
easat-2117	128	22	neural	neural	ADJ
easat-2117	128	23	networks	network	NOUN
easat-2117	128	24	in	in	ADP
easat-2117	128	25	animals	animal	NOUN
easat-2117	128	26	.	.	PUNCT
easat-2117	129	1	it	it	PRON
easat-2117	129	2	consists	consist	VERB
easat-2117	129	3	of	of	ADP
easat-2117	129	4	interconnected	interconnected	ADJ
easat-2117	129	5	nodes	node	NOUN
easat-2117	129	6	(	(	PUNCT
easat-2117	129	7	neurons	neuron	NOUN
easat-2117	129	8	)	)	PUNCT
easat-2117	129	9	of	of	ADP
easat-2117	129	10	layers	layer	NOUN
easat-2117	129	11	that	that	PRON
easat-2117	129	12	can	can	AUX
easat-2117	129	13	learn	learn	VERB
easat-2117	129	14	to	to	PART
easat-2117	129	15	recognize	recognize	VERB
easat-2117	129	16	patterns	pattern	NOUN
easat-2117	129	17	in	in	ADP
easat-2117	129	18	data	datum	NOUN
easat-2117	129	19	trends	trend	NOUN
easat-2117	129	20	.	.	PUNCT
easat-2117	130	1	it	it	PRON
easat-2117	130	2	is	be	AUX
easat-2117	130	3	made	make	VERB
easat-2117	130	4	up	up	ADP
easat-2117	130	5	of	of	ADP
easat-2117	130	6	a	a	DET
easat-2117	130	7	minimum	minimum	NOUN
easat-2117	130	8	of	of	ADP
easat-2117	130	9	one	one	NUM
easat-2117	130	10	hidden	hide	VERB
easat-2117	130	11	layer	layer	NOUN
easat-2117	130	12	and	and	CCONJ
easat-2117	130	13	an	an	DET
easat-2117	130	14	output	output	NOUN
easat-2117	130	15	layer	layer	NOUN
easat-2117	130	16	.	.	PUNCT
easat-2117	131	1	each	each	DET
easat-2117	131	2	layer	layer	NOUN
easat-2117	131	3	contains	contain	VERB
easat-2117	131	4	several	several	ADJ
easat-2117	131	5	neuronees	neuronee	NOUN
easat-2117	131	6	,	,	PUNCT
easat-2117	131	7	and	and	CCONJ
easat-2117	131	8	the	the	DET
easat-2117	131	9	neuronees	neuronee	NOUN
easat-2117	131	10	of	of	ADP
easat-2117	131	11	each	each	DET
easat-2117	131	12	layer	layer	NOUN
easat-2117	131	13	are	be	AUX
easat-2117	131	14	interconnected	interconnect	VERB
easat-2117	131	15	to	to	ADP
easat-2117	131	16	every	every	DET
easat-2117	131	17	other	other	ADJ
easat-2117	131	18	neurons	neuron	NOUN
easat-2117	131	19	in	in	ADP
easat-2117	131	20	other	other	ADJ
easat-2117	131	21	layers	layer	NOUN
easat-2117	131	22	.	.	PUNCT
easat-2117	132	1	the	the	DET
easat-2117	132	2	activation	activation	NOUN
easat-2117	132	3	function	function	VERB
easat-2117	132	4	in	in	ADP
easat-2117	132	5	equation	equation	NOUN
easat-2117	132	6	(	(	PUNCT
easat-2117	132	7	11	11	NUM
easat-2117	132	8	)	)	PUNCT
easat-2117	132	9	is	be	AUX
easat-2117	132	10	performed	perform	VERB
easat-2117	132	11	by	by	ADP
easat-2117	132	12	each	each	DET
easat-2117	132	13	neurone	neurone	NOUN
easat-2117	132	14	in	in	ADP
easat-2117	132	15	the	the	DET
easat-2117	132	16	network	network	NOUN
easat-2117	132	17	layer	layer	NOUN
easat-2117	132	18	as	as	SCONJ
easat-2117	132	19	the	the	DET
easat-2117	132	20	inputs	input	NOUN
easat-2117	132	21	weighted	weight	VERB
easat-2117	132	22	sum	sum	NOUN
easat-2117	132	23	.	.	PUNCT
easat-2117	133	1	for	for	ADP
easat-2117	133	2	instance	instance	NOUN
easat-2117	133	3	,	,	PUNCT
easat-2117	133	4	the	the	DET
easat-2117	133	5	aj	aj	PROPN
easat-2117	133	6	for	for	ADP
easat-2117	133	7	a	a	DET
easat-2117	133	8	neuron	neuron	PROPN
easat-2117	133	9	j	j	PROPN
easat-2117	133	10	in	in	ADP
easat-2117	133	11	the	the	DET
easat-2117	133	12	network	network	NOUN
easat-2117	133	13	layer	layer	NOUN
easat-2117	133	14	l	l	NOUN
easat-2117	133	15	is	be	AUX
easat-2117	133	16	given	give	VERB
easat-2117	133	17	by	by	ADP
easat-2117	133	18	;	;	PUNCT
easat-2117	133	19	𝑎𝑗	𝑎𝑗	PROPN
easat-2117	133	20	(	(	PUNCT
easat-2117	133	21	𝑙	𝑙	X
easat-2117	133	22	)	)	PUNCT
easat-2117	133	23	=	=	SYM
easat-2117	133	24	𝜙	𝜙	PROPN
easat-2117	133	25	(	(	PUNCT
easat-2117	133	26	∑	∑	INTJ
easat-2117	133	27	𝑤𝑖.𝑗	𝑤𝑖.𝑗	PROPN
easat-2117	133	28	(	(	PUNCT
easat-2117	133	29	𝑙	𝑙	NOUN
easat-2117	133	30	)	)	PUNCT
easat-2117	133	31	𝑎𝑖	𝑎𝑖	PROPN
easat-2117	133	32	(	(	PUNCT
easat-2117	133	33	𝑙	𝑙	NOUN
easat-2117	133	34	)	)	PUNCT
easat-2117	133	35	+	+	NUM
easat-2117	133	36	𝑏𝑗	𝑏𝑗	PROPN
easat-2117	133	37	(	(	PUNCT
easat-2117	133	38	𝑙	𝑙	NOUN
easat-2117	133	39	)	)	PUNCT
easat-2117	133	40	𝑖	𝑖	NOUN
easat-2117	133	41	)	)	PUNCT
easat-2117	133	42	(	(	PUNCT
easat-2117	133	43	11	11	NUM
easat-2117	133	44	)	)	PUNCT
easat-2117	133	45	where	where	SCONJ
easat-2117	133	46	𝜙	𝜙	NOUN
easat-2117	133	47	is	be	AUX
easat-2117	133	48	the	the	DET
easat-2117	133	49	activation	activation	NOUN
easat-2117	133	50	function	function	NOUN
easat-2117	133	51	,	,	PUNCT
easat-2117	133	52	𝑤𝑖.𝑗	𝑤𝑖.𝑗	PROPN
easat-2117	133	53	(	(	PUNCT
easat-2117	133	54	𝑙	𝑙	X
easat-2117	133	55	)	)	PUNCT
easat-2117	133	56	is	be	AUX
easat-2117	133	57	the	the	DET
easat-2117	133	58	weight	weight	NOUN
easat-2117	133	59	connecting	connect	VERB
easat-2117	133	60	neuron	neuron	NOUN
easat-2117	133	61	i	i	PRON
easat-2117	133	62	in	in	ADP
easat-2117	133	63	layer	layer	NOUN
easat-2117	133	64	𝑙	𝑙	DET
easat-2117	133	65	−	−	PROPN
easat-2117	133	66	1to	1to	PROPN
easat-2117	133	67	neuron	neuron	PROPN
easat-2117	133	68	j	j	PROPN
easat-2117	133	69	in	in	ADP
easat-2117	133	70	layer	layer	NOUN
easat-2117	133	71	𝑙	𝑙	PROPN
easat-2117	133	72	,	,	PUNCT
easat-2117	133	73	𝑙	𝑙	PROPN
easat-2117	133	74	,	,	PUNCT
easat-2117	133	75	𝑎𝑖	𝑎𝑖	X
easat-2117	133	76	(	(	PUNCT
easat-2117	133	77	𝑙−1	𝑙−1	PROPN
easat-2117	133	78	)	)	PUNCT
easat-2117	133	79	is	be	AUX
easat-2117	133	80	the	the	DET
easat-2117	133	81	output	output	NOUN
easat-2117	133	82	of	of	ADP
easat-2117	133	83	neuron	neuron	PROPN
easat-2117	133	84	𝑖	𝑖	PROPN
easat-2117	133	85	in	in	ADP
easat-2117	133	86	the	the	DET
easat-2117	133	87	previous	previous	ADJ
easat-2117	133	88	layer	layer	NOUN
easat-2117	133	89	,	,	PUNCT
easat-2117	133	90	and	and	CCONJ
easat-2117	133	91	𝑏𝑗	𝑏𝑗	PROPN
easat-2117	133	92	(	(	PUNCT
easat-2117	133	93	𝑙	𝑙	X
easat-2117	133	94	)	)	PUNCT
easat-2117	133	95	is	be	AUX
easat-2117	133	96	the	the	DET
easat-2117	133	97	bias	bias	NOUN
easat-2117	133	98	term	term	NOUN
easat-2117	133	99	.	.	PUNCT
easat-2117	134	1	the	the	DET
easat-2117	134	2	loss	loss	NOUN
easat-2117	134	3	function	function	NOUN
easat-2117	134	4	l	l	NOUN
easat-2117	134	5	which	which	PRON
easat-2117	134	6	determines	determine	VERB
easat-2117	134	7	the	the	DET
easat-2117	134	8	performance	performance	NOUN
easat-2117	134	9	of	of	ADP
easat-2117	134	10	the	the	DET
easat-2117	134	11	neuron	neuron	NOUN
easat-2117	134	12	network	network	NOUN
easat-2117	134	13	is	be	AUX
easat-2117	134	14	obtained	obtain	VERB
easat-2117	134	15	by	by	ADP
easat-2117	134	16	comparing	compare	VERB
easat-2117	134	17	the	the	DET
easat-2117	134	18	network	network	NOUN
easat-2117	134	19	output	output	NOUN
easat-2117	134	20	�	�	PROPN
easat-2117	134	21	̂	̂	PROPN
easat-2117	134	22	�	�	PROPN
easat-2117	134	23	with	with	ADP
easat-2117	134	24	the	the	DET
easat-2117	134	25	true	true	ADJ
easat-2117	134	26	target𝑦.	target𝑦.	ADJ
easat-2117	134	27	equation	equation	NOUN
easat-2117	134	28	(	(	PUNCT
easat-2117	134	29	12	12	NUM
easat-2117	134	30	)	)	PUNCT
easat-2117	134	31	is	be	AUX
easat-2117	134	32	the	the	DET
easat-2117	134	33	loss	loss	NOUN
easat-2117	134	34	function	function	NOUN
easat-2117	134	35	used	use	VERB
easat-2117	134	36	for	for	ADP
easat-2117	134	37	the	the	DET
easat-2117	134	38	regression	regression	NOUN
easat-2117	134	39	analysis	analysis	NOUN
easat-2117	134	40	[	[	X
easat-2117	134	41	27	27	NUM
easat-2117	134	42	]	]	PUNCT
easat-2117	134	43	and	and	CCONJ
easat-2117	134	44	[	[	X
easat-2117	134	45	28	28	NUM
easat-2117	134	46	]	]	PUNCT
easat-2117	134	47	.	.	PUNCT
easat-2117	135	1	𝐿(𝑦	𝐿(𝑦	NOUN
easat-2117	135	2	,	,	PUNCT
easat-2117	135	3	�	�	NOUN
easat-2117	135	4	̂	̂	NOUN
easat-2117	135	5	�	�	NOUN
easat-2117	135	6	)	)	PUNCT
easat-2117	135	7	=	=	SYM
easat-2117	135	8	1	1	NUM
easat-2117	135	9	2	2	NUM
easat-2117	135	10	∑	∑	PUNCT
easat-2117	135	11	(	(	PUNCT
easat-2117	135	12	𝑦𝑖	𝑦𝑖	PROPN
easat-2117	135	13	−	−	PROPN
easat-2117	135	14	�	�	PROPN
easat-2117	135	15	̂	̂	NOUN
easat-2117	135	16	�	�	NOUN
easat-2117	135	17	𝑖)2𝑛	𝑖)2𝑛	NOUN
easat-2117	135	18	𝑖=1	𝑖=1	PROPN
easat-2117	135	19	(	(	PUNCT
easat-2117	135	20	12	12	NUM
easat-2117	135	21	)	)	PUNCT
easat-2117	135	22	the	the	DET
easat-2117	135	23	loss	loss	NOUN
easat-2117	135	24	function	function	NOUN
easat-2117	135	25	gradients	gradient	NOUN
easat-2117	135	26	with	with	ADP
easat-2117	135	27	respect	respect	NOUN
easat-2117	135	28	to	to	ADP
easat-2117	135	29	the	the	DET
easat-2117	135	30	weights	weight	NOUN
easat-2117	135	31	are	be	AUX
easat-2117	135	32	computed	compute	VERB
easat-2117	135	33	using	use	VERB
easat-2117	135	34	equation	equation	NOUN
easat-2117	135	35	(	(	PUNCT
easat-2117	135	36	13	13	NUM
easat-2117	135	37	)	)	PUNCT
easat-2117	135	38	and	and	CCONJ
easat-2117	135	39	the	the	DET
easat-2117	135	40	result	result	NOUN
easat-2117	135	41	is	be	AUX
easat-2117	135	42	used	use	VERB
easat-2117	135	43	to	to	PART
easat-2117	135	44	update	update	VERB
easat-2117	135	45	the	the	DET
easat-2117	135	46	weights	weight	NOUN
easat-2117	135	47	to	to	PART
easat-2117	135	48	minimize	minimize	VERB
easat-2117	135	49	the	the	DET
easat-2117	135	50	loss	loss	NOUN
easat-2117	135	51	.	.	PUNCT
easat-2117	136	1	𝛿𝐿	𝛿𝐿	NOUN
easat-2117	136	2	𝛿𝜔	𝛿𝜔	VERB
easat-2117	136	3	𝑖,𝑗	𝑖,𝑗	PROPN
easat-2117	136	4	(	(	PUNCT
easat-2117	136	5	𝑙	𝑙	X
easat-2117	136	6	)	)	PUNCT
easat-2117	136	7	=	=	NOUN
easat-2117	137	1	𝛿𝑗	𝛿𝑗	PROPN
easat-2117	137	2	(	(	PUNCT
easat-2117	137	3	𝑙	𝑙	NOUN
easat-2117	137	4	)	)	PUNCT
easat-2117	137	5	𝑎𝑖	𝑎𝑖	PROPN
easat-2117	137	6	(	(	PUNCT
easat-2117	137	7	𝑙−1	𝑙−1	PROPN
easat-2117	137	8	)	)	PUNCT
easat-2117	137	9	(	(	PUNCT
easat-2117	137	10	13	13	NUM
easat-2117	137	11	)	)	PUNCT
easat-2117	137	12	where	where	SCONJ
easat-2117	137	13	𝛿𝑗	𝛿𝑗	PROPN
easat-2117	137	14	(	(	PUNCT
easat-2117	137	15	𝑙	𝑙	NOUN
easat-2117	137	16	)	)	PUNCT
easat-2117	137	17	is	be	AUX
easat-2117	137	18	the	the	DET
easat-2117	137	19	error	error	NOUN
easat-2117	137	20	term	term	NOUN
easat-2117	137	21	for	for	ADP
easat-2117	137	22	neuron	neuron	NOUN
easat-2117	137	23	𝑗in	𝑗in	NOUN
easat-2117	137	24	layer	layer	NOUN
easat-2117	137	25	𝑙	𝑙	ADP
easat-2117	137	26	2.6	2.6	NUM
easat-2117	137	27	.	.	PUNCT
easat-2117	138	1	k	k	X
easat-2117	138	2	-	-	PUNCT
easat-2117	138	3	nearest	near	ADJ
easat-2117	138	4	neighbors	neighbor	NOUN
easat-2117	138	5	(	(	PUNCT
easat-2117	138	6	knn	knn	PROPN
easat-2117	138	7	)	)	PUNCT
easat-2117	138	8	model	model	NOUN
easat-2117	138	9	k	k	PROPN
easat-2117	138	10	-	-	PUNCT
easat-2117	138	11	nearest	near	ADJ
easat-2117	138	12	neighbors	neighbor	NOUN
easat-2117	138	13	(	(	PUNCT
easat-2117	138	14	knn	knn	PROPN
easat-2117	138	15	)	)	PUNCT
easat-2117	138	16	algorithm	algorithm	NOUN
easat-2117	138	17	is	be	AUX
easat-2117	138	18	a	a	DET
easat-2117	138	19	non	non	ADJ
easat-2117	138	20	-	-	ADJ
easat-2117	138	21	parametric	parametric	ADJ
easat-2117	138	22	,	,	PUNCT
easat-2117	138	23	supervised	supervised	ADJ
easat-2117	138	24	machine	machine	NOUN
easat-2117	138	25	learning	learning	NOUN
easat-2117	138	26	model	model	NOUN
easat-2117	138	27	that	that	SCONJ
easat-2117	138	28	stores	store	NOUN
easat-2117	138	29	all	all	PRON
easat-2117	138	30	available	available	ADJ
easat-2117	138	31	data	datum	NOUN
easat-2117	138	32	and	and	CCONJ
easat-2117	138	33	makes	make	VERB
easat-2117	138	34	predictions	prediction	NOUN
easat-2117	138	35	based	base	VERB
easat-2117	138	36	on	on	ADP
easat-2117	138	37	the	the	DET
easat-2117	138	38	most	most	ADV
easat-2117	138	39	similar	similar	ADJ
easat-2117	138	40	instances	instance	NOUN
easat-2117	138	41	in	in	ADP
easat-2117	138	42	the	the	DET
easat-2117	138	43	training	training	NOUN
easat-2117	138	44	data	datum	NOUN
easat-2117	138	45	.	.	PUNCT
easat-2117	139	1	it	it	PRON
easat-2117	139	2	is	be	AUX
easat-2117	139	3	commonly	commonly	ADV
easat-2117	139	4	used	use	VERB
easat-2117	139	5	for	for	ADP
easat-2117	139	6	regression	regression	NOUN
easat-2117	139	7	and	and	CCONJ
easat-2117	139	8	classification	classification	NOUN
easat-2117	139	9	[	[	X
easat-2117	139	10	29	29	NUM
easat-2117	139	11	]	]	PUNCT
easat-2117	139	12	and	and	CCONJ
easat-2117	139	13	[	[	X
easat-2117	139	14	30	30	NUM
easat-2117	139	15	]	]	NUM
easat-2117	139	16	)	)	PUNCT
easat-2117	139	17	.	.	PUNCT
easat-2117	140	1	the	the	DET
easat-2117	140	2	distance	distance	NOUN
easat-2117	140	3	metrics	metric	NOUN
easat-2117	140	4	such	such	ADJ
easat-2117	140	5	as	as	ADP
easat-2117	140	6	euclidean	euclidean	ADJ
easat-2117	140	7	distance	distance	NOUN
easat-2117	140	8	in	in	ADP
easat-2117	140	9	equation	equation	NOUN
easat-2117	140	10	(	(	PUNCT
easat-2117	140	11	14	14	NUM
easat-2117	140	12	)	)	PUNCT
easat-2117	140	13	is	be	AUX
easat-2117	140	14	used	use	VERB
easat-2117	140	15	to	to	PART
easat-2117	140	16	find	find	VERB
easat-2117	140	17	the	the	DET
easat-2117	140	18	𝑘	𝑘	PRON
easat-2117	140	19	nearest	near	ADJ
easat-2117	140	20	neighbor	neighbor	NOUN
easat-2117	140	21	.	.	PUNCT
easat-2117	141	1	𝑑(𝑥𝑖	𝑑(𝑥𝑖	PROPN
easat-2117	141	2	,	,	PUNCT
easat-2117	141	3	𝑥𝑗	𝑥𝑗	PROPN
easat-2117	141	4	)	)	PUNCT
easat-2117	141	5	=	=	PRON
easat-2117	141	6	√∑	√∑	X
easat-2117	141	7	(	(	PUNCT
easat-2117	141	8	𝑥𝑖𝑚	𝑥𝑖𝑚	PROPN
easat-2117	141	9	,	,	PUNCT
easat-2117	141	10	𝑥𝑗𝑚)2𝑝	𝑥𝑗𝑚)2𝑝	PROPN
easat-2117	141	11	𝑚=1	𝑚=1	X
easat-2117	141	12	(	(	PUNCT
easat-2117	141	13	14	14	NUM
easat-2117	141	14	)	)	PUNCT
easat-2117	141	15	where	where	SCONJ
easat-2117	141	16	𝑥𝑖𝑎𝑛𝑑𝑥𝑗are	𝑥𝑖𝑎𝑛𝑑𝑥𝑗are	VERB
easat-2117	141	17	two	two	NUM
easat-2117	141	18	points	point	NOUN
easat-2117	141	19	in	in	ADP
easat-2117	141	20	p	p	ADJ
easat-2117	141	21	-	-	PUNCT
easat-2117	141	22	dimensional	dimensional	ADJ
easat-2117	141	23	feature	feature	NOUN
easat-2117	141	24	space	space	NOUN
easat-2117	141	25	.	.	PUNCT
easat-2117	142	1	the	the	DET
easat-2117	142	2	algorithm	algorithm	NOUN
easat-2117	142	3	computes	compute	VERB
easat-2117	142	4	the	the	DET
easat-2117	142	5	distance	distance	NOUN
easat-2117	142	6	between	between	ADP
easat-2117	142	7	a	a	DET
easat-2117	142	8	test	test	NOUN
easat-2117	142	9	point	point	NOUN
easat-2117	142	10	,	,	PUNCT
easat-2117	142	11	say	say	VERB
easat-2117	142	12	𝑥	𝑥	NOUN
easat-2117	142	13	and	and	CCONJ
easat-2117	142	14	all	all	DET
easat-2117	142	15	the	the	DET
easat-2117	142	16	points	point	NOUN
easat-2117	142	17	in	in	ADP
easat-2117	142	18	the	the	DET
easat-2117	142	19	training	training	NOUN
easat-2117	142	20	set	set	NOUN
easat-2117	142	21	and	and	CCONJ
easat-2117	142	22	picks	pick	VERB
easat-2117	142	23	the	the	DET
easat-2117	142	24	𝑘	𝑘	PROPN
easat-2117	142	25	point	point	NOUN
easat-2117	142	26	with	with	ADP
easat-2117	142	27	the	the	DET
easat-2117	142	28	smallest	small	ADJ
easat-2117	142	29	distances	distance	NOUN
easat-2117	142	30	for	for	ADP
easat-2117	142	31	regression	regression	NOUN
easat-2117	142	32	analysis	analysis	NOUN
easat-2117	142	33	.	.	PUNCT
easat-2117	143	1	the	the	DET
easat-2117	143	2	target	target	NOUN
easat-2117	143	3	value	value	NOUN
easat-2117	143	4	𝑦𝑖	𝑦𝑖	PROPN
easat-2117	143	5	is	be	AUX
easat-2117	143	6	predicted	predict	VERB
easat-2117	143	7	by	by	ADP
easat-2117	143	8	averaging	average	VERB
easat-2117	143	9	the	the	DET
easat-2117	143	10	target	target	NOUN
easat-2117	143	11	values	value	NOUN
easat-2117	143	12	of	of	ADP
easat-2117	143	13	the	the	DET
easat-2117	143	14	𝑖	𝑖	X
easat-2117	143	15	−	−	PROPN
easat-2117	143	16	𝑡ℎ	𝑡ℎ	NOUN
easat-2117	143	17	𝑘	𝑘	DET
easat-2117	143	18	nearest	near	ADJ
easat-2117	143	19	neighbor	neighbor	NOUN
easat-2117	143	20	,	,	PUNCT
easat-2117	143	21	thus	thus	ADV
easat-2117	143	22	the	the	DET
easat-2117	143	23	predicted	predict	VERB
easat-2117	143	24	value	value	NOUN
easat-2117	143	25	�	�	PROPN
easat-2117	143	26	̂	̂	VERB
easat-2117	143	27	�	�	NOUN
easat-2117	143	28	𝑖	𝑖	NOUN
easat-2117	143	29	is	be	AUX
easat-2117	143	30	given	give	VERB
easat-2117	143	31	by	by	ADP
easat-2117	143	32	equation	equation	NOUN
easat-2117	143	33	(	(	PUNCT
easat-2117	143	34	15	15	NUM
easat-2117	143	35	)	)	PUNCT
easat-2117	144	1	[	[	X
easat-2117	144	2	30	30	NUM
easat-2117	144	3	]	]	SYM
easat-2117	144	4	.	.	PUNCT
easat-2117	145	1	525	525	NUM
easat-2117	145	2	edelweiss	edelweiss	PROPN
easat-2117	145	3	applied	apply	VERB
easat-2117	145	4	science	science	NOUN
easat-2117	145	5	and	and	CCONJ
easat-2117	145	6	technology	technology	NOUN
easat-2117	145	7	issn	issn	PROPN
easat-2117	145	8	:	:	PUNCT
easat-2117	145	9	2576	2576	NUM
easat-2117	145	10	-	-	SYM
easat-2117	145	11	8484	8484	NUM
easat-2117	145	12	vol	vol	NOUN
easat-2117	145	13	.	.	PROPN
easat-2117	145	14	8	8	NUM
easat-2117	145	15	,	,	PUNCT
easat-2117	145	16	no	no	INTJ
easat-2117	145	17	.	.	NOUN
easat-2117	146	1	6	6	NUM
easat-2117	146	2	:	:	SYM
easat-2117	146	3	520	520	NUM
easat-2117	146	4	-	-	SYM
easat-2117	146	5	537	537	NUM
easat-2117	146	6	,	,	PUNCT
easat-2117	146	7	2024	2024	NUM
easat-2117	146	8	doi	doi	NOUN
easat-2117	146	9	:	:	PUNCT
easat-2117	146	10	10.55214/25768484.v8i6.2117	10.55214/25768484.v8i6.2117	NUM
easat-2117	146	11	©	©	PROPN
easat-2117	146	12	2024	2024	NUM
easat-2117	146	13	by	by	ADP
easat-2117	146	14	the	the	DET
easat-2117	146	15	authors	author	NOUN
easat-2117	146	16	;	;	PUNCT
easat-2117	146	17	licensee	licensee	PROPN
easat-2117	146	18	learning	learning	PROPN
easat-2117	146	19	gate	gate	PROPN
easat-2117	146	20	�	�	PROPN
easat-2117	146	21	̂	̂	PROPN
easat-2117	146	22	�	�	NOUN
easat-2117	146	23	=	=	SYM
easat-2117	146	24	1	1	NUM
easat-2117	146	25	𝑘	𝑘	X
easat-2117	146	26	∑	∑	PROPN
easat-2117	146	27	𝑦𝑖	𝑦𝑖	PROPN
easat-2117	146	28	𝑘	𝑘	PRON
easat-2117	146	29	𝑖=1	𝑖=1	PROPN
easat-2117	146	30	(	(	PUNCT
easat-2117	146	31	15	15	NUM
easat-2117	146	32	)	)	SYM
easat-2117	146	33	3	3	NUM
easat-2117	146	34	.	.	X
easat-2117	146	35	methodology	methodology	NOUN
easat-2117	146	36	ten	ten	NUM
easat-2117	146	37	years	year	NOUN
easat-2117	146	38	of	of	ADP
easat-2117	146	39	earth	earth	NOUN
easat-2117	146	40	surface	surface	NOUN
easat-2117	146	41	atmospheric	atmospheric	PROPN
easat-2117	146	42	daily	daily	ADJ
easat-2117	146	43	data	datum	NOUN
easat-2117	146	44	for	for	ADP
easat-2117	146	45	the	the	DET
easat-2117	146	46	two	two	NUM
easat-2117	146	47	stations	station	NOUN
easat-2117	146	48	were	be	AUX
easat-2117	146	49	downloaded	download	VERB
easat-2117	146	50	from	from	ADP
easat-2117	146	51	the	the	DET
easat-2117	146	52	era-5	era-5	ADJ
easat-2117	146	53	climate	climate	NOUN
easat-2117	146	54	data	datum	NOUN
easat-2117	146	55	store	store	NOUN
easat-2117	146	56	of	of	ADP
easat-2117	146	57	the	the	DET
easat-2117	146	58	european	european	ADJ
easat-2117	146	59	centre	centre	PROPN
easat-2117	146	60	for	for	ADP
easat-2117	146	61	medium	medium	ADJ
easat-2117	146	62	-	-	PUNCT
easat-2117	146	63	range	range	NOUN
easat-2117	146	64	weather	weather	NOUN
easat-2117	146	65	forecast	forecast	PROPN
easat-2117	146	66	(	(	PUNCT
easat-2117	146	67	ecmwf	ecmwf	PROPN
easat-2117	146	68	)	)	PUNCT
easat-2117	146	69	.	.	PUNCT
easat-2117	147	1	the	the	DET
easat-2117	147	2	atmospheric	atmospheric	PROPN
easat-2117	147	3	variables	variable	NOUN
easat-2117	147	4	deployed	deploy	VERB
easat-2117	147	5	from	from	ADP
easat-2117	147	6	the	the	DET
easat-2117	147	7	dataset	dataset	NOUN
easat-2117	147	8	are	be	AUX
easat-2117	147	9	:	:	PUNCT
easat-2117	147	10	earth	earth	NOUN
easat-2117	147	11	surface	surface	NOUN
easat-2117	147	12	temperature	temperature	NOUN
easat-2117	147	13	in	in	ADP
easat-2117	147	14	kelvin	kelvin	PROPN
easat-2117	147	15	,	,	PUNCT
easat-2117	147	16	earth	earth	NOUN
easat-2117	147	17	’s	’s	PART
easat-2117	147	18	surface	surface	NOUN
easat-2117	147	19	pressure	pressure	NOUN
easat-2117	147	20	in	in	ADP
easat-2117	147	21	pascal	pascal	PROPN
easat-2117	147	22	,	,	PUNCT
easat-2117	147	23	earth	earth	NOUN
easat-2117	147	24	's	's	PART
easat-2117	147	25	surface	surface	NOUN
easat-2117	147	26	due	due	ADJ
easat-2117	147	27	point	point	NOUN
easat-2117	147	28	temperature	temperature	NOUN
easat-2117	147	29	in	in	ADP
easat-2117	147	30	kelvin	kelvin	PROPN
easat-2117	147	31	,	,	PUNCT
easat-2117	147	32	wind	wind	NOUN
easat-2117	147	33	speed	speed	NOUN
easat-2117	147	34	magnitude	magnitude	NOUN
easat-2117	147	35	in	in	ADP
easat-2117	147	36	meters	meter	NOUN
easat-2117	147	37	per	per	ADP
easat-2117	147	38	second	second	ADJ
easat-2117	147	39	,	,	PUNCT
easat-2117	147	40	total	total	ADJ
easat-2117	147	41	cloud	cloud	NOUN
easat-2117	147	42	cover	cover	NOUN
easat-2117	147	43	in	in	ADP
easat-2117	147	44	0	0	NUM
easat-2117	147	45	-	-	SYM
easat-2117	147	46	1	1	NUM
easat-2117	147	47	,	,	PUNCT
easat-2117	147	48	total	total	ADJ
easat-2117	147	49	precipitation	precipitation	NOUN
easat-2117	147	50	in	in	ADP
easat-2117	147	51	meters	meter	NOUN
easat-2117	147	52	,	,	PUNCT
easat-2117	147	53	earth	earth	NOUN
easat-2117	147	54	's	's	PART
easat-2117	147	55	surface	surface	NOUN
easat-2117	147	56	solar	solar	ADJ
easat-2117	147	57	radiation	radiation	NOUN
easat-2117	147	58	in	in	ADP
easat-2117	147	59	joules	joule	NOUN
easat-2117	147	60	per	per	ADP
easat-2117	147	61	square	square	ADJ
easat-2117	147	62	meter	meter	NOUN
easat-2117	147	63	,	,	PUNCT
easat-2117	147	64	total	total	ADJ
easat-2117	147	65	precipitation	precipitation	NOUN
easat-2117	147	66	in	in	ADP
easat-2117	147	67	meters	meter	NOUN
easat-2117	147	68	,	,	PUNCT
easat-2117	147	69	and	and	CCONJ
easat-2117	147	70	relative	relative	ADJ
easat-2117	147	71	humidity	humidity	NOUN
easat-2117	147	72	in	in	ADP
easat-2117	147	73	percentage	percentage	NOUN
easat-2117	147	74	.	.	PUNCT
easat-2117	148	1	the	the	DET
easat-2117	148	2	corresponding	corresponding	ADJ
easat-2117	148	3	daily	daily	ADJ
easat-2117	148	4	mean	mean	ADJ
easat-2117	148	5	rain	rain	NOUN
easat-2117	148	6	heights	height	NOUN
easat-2117	148	7	for	for	ADP
easat-2117	148	8	the	the	DET
easat-2117	148	9	study	study	NOUN
easat-2117	148	10	periods	period	NOUN
easat-2117	148	11	and	and	CCONJ
easat-2117	148	12	stations	station	NOUN
easat-2117	148	13	were	be	AUX
easat-2117	148	14	also	also	ADV
easat-2117	148	15	computed	compute	VERB
easat-2117	148	16	from	from	ADP
easat-2117	148	17	zerodegree	zerodegree	PROPN
easat-2117	148	18	isotherm	isotherm	PROPN
easat-2117	148	19	heights	height	NOUN
easat-2117	148	20	using	use	VERB
easat-2117	148	21	the	the	DET
easat-2117	148	22	itu	itu	PROPN
easat-2117	148	23	-	-	PUNCT
easat-2117	148	24	r	r	NOUN
easat-2117	148	25	p.839	p.839	ADJ
easat-2117	148	26	-	-	SYM
easat-2117	148	27	3	3	NUM
easat-2117	148	28	procedure	procedure	NOUN
easat-2117	148	29	in	in	ADP
easat-2117	148	30	[	[	X
easat-2117	148	31	31	31	NUM
easat-2117	148	32	]	]	PUNCT
easat-2117	148	33	with	with	ADP
easat-2117	148	34	the	the	DET
easat-2117	148	35	aid	aid	NOUN
easat-2117	148	36	of	of	ADP
easat-2117	148	37	the	the	DET
easat-2117	148	38	python	python	NOUN
easat-2117	148	39	programming	programming	NOUN
easat-2117	148	40	language	language	NOUN
easat-2117	148	41	.	.	PUNCT
easat-2117	149	1	the	the	DET
easat-2117	149	2	atmospheric	atmospheric	ADJ
easat-2117	149	3	variables	variable	NOUN
easat-2117	149	4	were	be	AUX
easat-2117	149	5	correlated	correlate	VERB
easat-2117	149	6	with	with	ADP
easat-2117	149	7	rain	rain	NOUN
easat-2117	149	8	height	height	NOUN
easat-2117	149	9	to	to	PART
easat-2117	149	10	study	study	VERB
easat-2117	149	11	the	the	DET
easat-2117	149	12	relationship	relationship	NOUN
easat-2117	149	13	between	between	ADP
easat-2117	149	14	each	each	PRON
easat-2117	149	15	of	of	ADP
easat-2117	149	16	the	the	DET
easat-2117	149	17	atmospheric	atmospheric	ADJ
easat-2117	149	18	surface	surface	NOUN
easat-2117	149	19	variables	variable	NOUN
easat-2117	149	20	and	and	CCONJ
easat-2117	149	21	rain	rain	NOUN
easat-2117	149	22	height	height	NOUN
easat-2117	149	23	.	.	PUNCT
easat-2117	150	1	the	the	DET
easat-2117	150	2	scatter	scatter	NOUN
easat-2117	150	3	plots	plot	NOUN
easat-2117	150	4	were	be	AUX
easat-2117	150	5	also	also	ADV
easat-2117	150	6	generated	generate	VERB
easat-2117	150	7	for	for	ADP
easat-2117	150	8	visualization	visualization	NOUN
easat-2117	150	9	.	.	PUNCT
easat-2117	151	1	it	it	PRON
easat-2117	151	2	was	be	AUX
easat-2117	151	3	preprocessed	preprocesse	VERB
easat-2117	151	4	by	by	ADP
easat-2117	151	5	handling	handle	VERB
easat-2117	151	6	missing	miss	VERB
easat-2117	151	7	values	value	NOUN
easat-2117	151	8	and	and	CCONJ
easat-2117	151	9	outliers	outlier	NOUN
easat-2117	151	10	.	.	PUNCT
easat-2117	152	1	rain	rain	NOUN
easat-2117	152	2	heights	height	NOUN
easat-2117	152	3	were	be	AUX
easat-2117	152	4	modelled	model	VERB
easat-2117	152	5	using	use	VERB
easat-2117	152	6	six	six	NUM
easat-2117	152	7	deep	deep	ADJ
easat-2117	152	8	-	-	PUNCT
easat-2117	152	9	learning	learn	VERB
easat-2117	152	10	models	model	NOUN
easat-2117	152	11	by	by	ADP
easat-2117	152	12	applying	apply	VERB
easat-2117	152	13	the	the	DET
easat-2117	152	14	surface	surface	NOUN
easat-2117	152	15	data	datum	NOUN
easat-2117	152	16	as	as	ADP
easat-2117	152	17	the	the	DET
easat-2117	152	18	independent	independent	ADJ
easat-2117	152	19	input	input	NOUN
easat-2117	152	20	variables	variable	NOUN
easat-2117	152	21	.	.	PUNCT
easat-2117	153	1	the	the	DET
easat-2117	153	2	advanced	advanced	ADJ
easat-2117	153	3	machine	machine	NOUN
easat-2117	153	4	learning	learning	NOUN
easat-2117	153	5	models	model	NOUN
easat-2117	153	6	applied	apply	VERB
easat-2117	153	7	are	be	AUX
easat-2117	153	8	random	random	ADJ
easat-2117	153	9	forest	forest	NOUN
easat-2117	153	10	,	,	PUNCT
easat-2117	153	11	gradient	gradient	NOUN
easat-2117	153	12	boosting	boosting	NOUN
easat-2117	153	13	,	,	PUNCT
easat-2117	153	14	xgboost	xgboost	ADV
easat-2117	153	15	,	,	PUNCT
easat-2117	153	16	support	support	NOUN
easat-2117	153	17	vector	vector	NOUN
easat-2117	153	18	regressor	regressor	NOUN
easat-2117	153	19	,	,	PUNCT
easat-2117	153	20	neural	neural	ADJ
easat-2117	153	21	network	network	NOUN
easat-2117	153	22	,	,	PUNCT
easat-2117	153	23	and	and	CCONJ
easat-2117	153	24	k	k	X
easat-2117	153	25	-	-	PUNCT
easat-2117	153	26	nearest	near	ADJ
easat-2117	153	27	neighbors	neighbor	NOUN
easat-2117	153	28	.	.	PUNCT
easat-2117	154	1	the	the	DET
easat-2117	154	2	parameters	parameter	NOUN
easat-2117	154	3	applied	apply	VERB
easat-2117	154	4	to	to	ADP
easat-2117	154	5	each	each	DET
easat-2117	154	6	model	model	NOUN
easat-2117	154	7	are	be	AUX
easat-2117	154	8	presented	present	VERB
easat-2117	154	9	in	in	ADP
easat-2117	154	10	table	table	NOUN
easat-2117	154	11	2	2	NUM
easat-2117	154	12	.	.	PUNCT
easat-2117	155	1	the	the	DET
easat-2117	155	2	data	datum	NOUN
easat-2117	155	3	was	be	AUX
easat-2117	155	4	split	split	VERB
easat-2117	155	5	into	into	ADP
easat-2117	155	6	train	train	NOUN
easat-2117	155	7	and	and	CCONJ
easat-2117	155	8	test	test	NOUN
easat-2117	155	9	sections	section	NOUN
easat-2117	155	10	.	.	PUNCT
easat-2117	156	1	the	the	DET
easat-2117	156	2	models	model	NOUN
easat-2117	156	3	were	be	AUX
easat-2117	156	4	trained	train	VERB
easat-2117	156	5	using	use	VERB
easat-2117	156	6	different	different	ADJ
easat-2117	156	7	subsets	subset	NOUN
easat-2117	156	8	of	of	ADP
easat-2117	156	9	features	feature	NOUN
easat-2117	156	10	variables	variable	NOUN
easat-2117	156	11	.	.	PUNCT
easat-2117	157	1	the	the	DET
easat-2117	157	2	performance	performance	NOUN
easat-2117	157	3	of	of	ADP
easat-2117	157	4	each	each	DET
easat-2117	157	5	model	model	NOUN
easat-2117	157	6	was	be	AUX
easat-2117	157	7	evaluated	evaluate	VERB
easat-2117	157	8	and	and	CCONJ
easat-2117	157	9	compared	compare	VERB
easat-2117	157	10	using	use	VERB
easat-2117	157	11	performance	performance	NOUN
easat-2117	157	12	metrics	metric	NOUN
easat-2117	157	13	such	such	ADJ
easat-2117	157	14	as	as	ADP
easat-2117	157	15	r²	r²	NOUN
easat-2117	157	16	,	,	PUNCT
easat-2117	157	17	rmse	rmse	NOUN
easat-2117	157	18	,	,	PUNCT
easat-2117	157	19	mae	mae	PROPN
easat-2117	157	20	,	,	PUNCT
easat-2117	157	21	and	and	CCONJ
easat-2117	157	22	cross	cross	NOUN
easat-2117	157	23	-	-	NOUN
easat-2117	157	24	validation	validation	ADJ
easat-2117	157	25	.	.	PUNCT
easat-2117	158	1	table	table	NOUN
easat-2117	158	2	2	2	NUM
easat-2117	158	3	.	.	PUNCT
easat-2117	159	1	the	the	DET
easat-2117	159	2	machine	machine	NOUN
easat-2117	159	3	learning	learning	NOUN
easat-2117	159	4	models	model	NOUN
easat-2117	159	5	and	and	CCONJ
easat-2117	159	6	the	the	DET
easat-2117	159	7	applied	apply	VERB
easat-2117	159	8	parameter	parameter	NOUN
easat-2117	159	9	values	value	NOUN
easat-2117	159	10	.	.	PUNCT
easat-2117	160	1	models	model	NOUN
easat-2117	160	2	parameters	parameter	NOUN
easat-2117	160	3	applied	apply	VERB
easat-2117	160	4	values	value	NOUN
easat-2117	160	5	1	1	NUM
easat-2117	160	6	random	random	ADJ
easat-2117	160	7	forest	forest	NOUN
easat-2117	160	8	n_estimators	n_estimator	NOUN
easat-2117	160	9	,	,	PUNCT
easat-2117	160	10	max_depth	max_depth	NOUN
easat-2117	160	11	,	,	PUNCT
easat-2117	160	12	min_sample_list	min_sample_list	PROPN
easat-2117	160	13	,	,	PUNCT
easat-2117	160	14	min_sample_leaf	min_sample_leaf	NOUN
easat-2117	160	15	200	200	NUM
easat-2117	160	16	,	,	PUNCT
easat-2117	160	17	20	20	NUM
easat-2117	160	18	,	,	PUNCT
easat-2117	160	19	2	2	NUM
easat-2117	160	20	,	,	PUNCT
easat-2117	160	21	1	1	NUM
easat-2117	160	22	2	2	NUM
easat-2117	160	23	gradient	gradient	NOUN
easat-2117	160	24	boosting	boost	VERB
easat-2117	160	25	n_estimators	n_estimator	NOUN
easat-2117	160	26	,	,	PUNCT
easat-2117	160	27	learning_rate	learning_rate	PROPN
easat-2117	160	28	,	,	PUNCT
easat-2117	160	29	max_depth	max_depth	NOUN
easat-2117	160	30	,	,	PUNCT
easat-2117	160	31	subsample	subsample	ADJ
easat-2117	160	32	200	200	NUM
easat-2117	160	33	,	,	PUNCT
easat-2117	160	34	0.1	0.1	NUM
easat-2117	160	35	,	,	PUNCT
easat-2117	160	36	5	5	NUM
easat-2117	160	37	,	,	PUNCT
easat-2117	160	38	0.9	0.9	NUM
easat-2117	160	39	3	3	NUM
easat-2117	160	40	xgboost	xgboost	ADP
easat-2117	160	41	n_estimators	n_estimator	NOUN
easat-2117	160	42	,	,	PUNCT
easat-2117	160	43	learning_rate	learning_rate	PROPN
easat-2117	160	44	,	,	PUNCT
easat-2117	160	45	max_depth	max_depth	NOUN
easat-2117	160	46	,	,	PUNCT
easat-2117	160	47	subsample	subsample	NOUN
easat-2117	160	48	,	,	PUNCT
easat-2117	160	49	200	200	NUM
easat-2117	160	50	,	,	PUNCT
easat-2117	160	51	0.1	0.1	NUM
easat-2117	160	52	,	,	PUNCT
easat-2117	160	53	5	5	NUM
easat-2117	160	54	,	,	PUNCT
easat-2117	160	55	0.9	0.9	NUM
easat-2117	160	56	4	4	NUM
easat-2117	160	57	neural	neural	ADJ
easat-2117	160	58	network	network	NOUN
easat-2117	160	59	hidden_layer_sizes	hidden_layer_size	NOUN
easat-2117	160	60	,	,	PUNCT
easat-2117	160	61	activation	activation	NOUN
easat-2117	160	62	,	,	PUNCT
easat-2117	160	63	solver	solver	ADV
easat-2117	160	64	,	,	PUNCT
easat-2117	160	65	alpha	alpha	NOUN
easat-2117	160	66	(	(	PUNCT
easat-2117	160	67	100	100	NUM
easat-2117	160	68	,	,	PUNCT
easat-2117	160	69	50	50	NUM
easat-2117	160	70	)	)	PUNCT
easat-2117	160	71	,	,	PUNCT
easat-2117	160	72	relu	relu	NOUN
easat-2117	160	73	,	,	PUNCT
easat-2117	160	74	adam	adam	PROPN
easat-2117	160	75	,	,	PUNCT
easat-2117	160	76	0.0001	0.0001	NUM
easat-2117	160	77	5	5	NUM
easat-2117	160	78	svr	svr	PROPN
easat-2117	160	79	c	c	PROPN
easat-2117	160	80	,	,	PUNCT
easat-2117	160	81	gamma	gamma	NOUN
easat-2117	160	82	,	,	PUNCT
easat-2117	160	83	kernel	kernel	PROPN
easat-2117	160	84	1	1	NUM
easat-2117	160	85	,	,	PUNCT
easat-2117	160	86	scale	scale	NOUN
easat-2117	160	87	,	,	PUNCT
easat-2117	160	88	rbf	rbf	PROPN
easat-2117	160	89	6	6	NUM
easat-2117	160	90	knn	knn	PROPN
easat-2117	160	91	n_neigbors	n_neigbor	NOUN
easat-2117	160	92	,	,	PUNCT
easat-2117	160	93	weights	weight	NOUN
easat-2117	160	94	,	,	PUNCT
easat-2117	160	95	metric	metric	ADJ
easat-2117	160	96	5	5	NUM
easat-2117	160	97	,	,	PUNCT
easat-2117	160	98	distance	distance	NOUN
easat-2117	160	99	,	,	PUNCT
easat-2117	160	100	euclidean	euclidean	VERB
easat-2117	160	101	the	the	DET
easat-2117	160	102	performance	performance	NOUN
easat-2117	160	103	of	of	ADP
easat-2117	160	104	the	the	DET
easat-2117	160	105	best	good	ADJ
easat-2117	160	106	model	model	NOUN
easat-2117	160	107	among	among	ADP
easat-2117	160	108	the	the	DET
easat-2117	160	109	rest	rest	NOUN
easat-2117	160	110	was	be	AUX
easat-2117	160	111	improved	improve	VERB
easat-2117	160	112	by	by	ADP
easat-2117	160	113	gridsearch	gridsearch	ADJ
easat-2117	160	114	hyper	hyper	ADJ
easat-2117	160	115	parameter	parameter	NOUN
easat-2117	160	116	tuning	tuning	NOUN
easat-2117	160	117	and	and	CCONJ
easat-2117	160	118	feature	feature	NOUN
easat-2117	160	119	engineering	engineer	VERB
easat-2117	160	120	through	through	ADP
easat-2117	160	121	date	date	NOUN
easat-2117	160	122	inclusion	inclusion	NOUN
easat-2117	160	123	.	.	PUNCT
easat-2117	161	1	the	the	DET
easat-2117	161	2	influence	influence	NOUN
easat-2117	161	3	and	and	CCONJ
easat-2117	161	4	contribution	contribution	NOUN
easat-2117	161	5	of	of	ADP
easat-2117	161	6	each	each	DET
easat-2117	161	7	input	input	NOUN
easat-2117	161	8	variables	variable	NOUN
easat-2117	161	9	was	be	AUX
easat-2117	161	10	identified	identify	VERB
easat-2117	161	11	and	and	CCONJ
easat-2117	161	12	analyze	analyze	VERB
easat-2117	161	13	feature	feature	NOUN
easat-2117	161	14	importance	importance	NOUN
easat-2117	161	15	analysis	analysis	NOUN
easat-2117	161	16	for	for	ADP
easat-2117	161	17	the	the	DET
easat-2117	161	18	most	most	ADV
easat-2117	161	19	preferred	preferred	ADJ
easat-2117	161	20	model	model	NOUN
easat-2117	161	21	4	4	NUM
easat-2117	161	22	.	.	PUNCT
easat-2117	161	23	results	result	VERB
easat-2117	161	24	4.1	4.1	NUM
easat-2117	161	25	.	.	PUNCT
easat-2117	162	1	seasonal	seasonal	ADJ
easat-2117	162	2	trend	trend	NOUN
easat-2117	162	3	of	of	ADP
easat-2117	162	4	rain	rain	NOUN
easat-2117	162	5	heights	height	VERB
easat-2117	162	6	the	the	DET
easat-2117	162	7	time	time	NOUN
easat-2117	162	8	series	series	NOUN
easat-2117	162	9	plots	plot	NOUN
easat-2117	162	10	of	of	ADP
easat-2117	162	11	the	the	DET
easat-2117	162	12	rain	rain	NOUN
easat-2117	162	13	height	height	NOUN
easat-2117	162	14	data	datum	NOUN
easat-2117	162	15	used	use	VERB
easat-2117	162	16	for	for	ADP
easat-2117	162	17	the	the	DET
easat-2117	162	18	research	research	NOUN
easat-2117	162	19	are	be	AUX
easat-2117	162	20	presented	present	VERB
easat-2117	162	21	in	in	ADP
easat-2117	162	22	figures	figure	NOUN
easat-2117	163	1	1–6	1–6	NUM
easat-2117	163	2	.	.	PUNCT
easat-2117	164	1	it	it	PRON
easat-2117	164	2	was	be	AUX
easat-2117	164	3	observed	observe	VERB
easat-2117	164	4	that	that	SCONJ
easat-2117	164	5	the	the	DET
easat-2117	164	6	south	south	ADJ
easat-2117	164	7	african	african	ADJ
easat-2117	164	8	stations	station	NOUN
easat-2117	164	9	exhibited	exhibit	VERB
easat-2117	164	10	a	a	DET
easat-2117	164	11	sinusoidal	sinusoidal	ADJ
easat-2117	164	12	trend	trend	NOUN
easat-2117	164	13	pattern	pattern	NOUN
easat-2117	164	14	over	over	ADP
easat-2117	164	15	the	the	DET
easat-2117	164	16	years	year	NOUN
easat-2117	164	17	,	,	PUNCT
easat-2117	164	18	while	while	SCONJ
easat-2117	164	19	the	the	DET
easat-2117	164	20	nigerian	nigerian	ADJ
easat-2117	164	21	stations	station	NOUN
easat-2117	164	22	produced	produce	VERB
easat-2117	164	23	apparently	apparently	ADV
easat-2117	164	24	irregular	irregular	ADJ
easat-2117	164	25	patterns	pattern	NOUN
easat-2117	164	26	.	.	PUNCT
easat-2117	165	1	this	this	PRON
easat-2117	165	2	could	could	AUX
easat-2117	165	3	be	be	AUX
easat-2117	165	4	attributed	attribute	VERB
easat-2117	165	5	to	to	ADP
easat-2117	165	6	the	the	DET
easat-2117	165	7	frequent	frequent	ADJ
easat-2117	165	8	rainfall	rainfall	NOUN
easat-2117	165	9	associated	associate	VERB
easat-2117	165	10	with	with	ADP
easat-2117	165	11	the	the	DET
easat-2117	165	12	tropical	tropical	ADJ
easat-2117	165	13	regions	region	NOUN
easat-2117	165	14	,	,	PUNCT
easat-2117	165	15	as	as	SCONJ
easat-2117	165	16	reported	report	VERB
easat-2117	165	17	by	by	ADP
easat-2117	165	18	[	[	X
easat-2117	165	19	20	20	NUM
easat-2117	165	20	]	]	PUNCT
easat-2117	165	21	.	.	PUNCT
easat-2117	166	1	although	although	SCONJ
easat-2117	166	2	heavy	heavy	ADJ
easat-2117	166	3	precipitations	precipitation	NOUN
easat-2117	166	4	are	be	AUX
easat-2117	166	5	usually	usually	ADV
easat-2117	166	6	experienced	experience	VERB
easat-2117	166	7	during	during	ADP
easat-2117	166	8	the	the	DET
easat-2117	166	9	rainy	rainy	ADJ
easat-2117	166	10	season	season	NOUN
easat-2117	166	11	,	,	PUNCT
easat-2117	166	12	occasional	occasional	ADJ
easat-2117	166	13	rainfalls	rainfall	NOUN
easat-2117	166	14	occur	occur	VERB
easat-2117	166	15	in	in	ADP
easat-2117	166	16	almost	almost	ADV
easat-2117	166	17	all	all	DET
easat-2117	166	18	the	the	DET
easat-2117	166	19	dry	dry	ADJ
easat-2117	166	20	season	season	NOUN
easat-2117	166	21	months	month	NOUN
easat-2117	166	22	,	,	PUNCT
easat-2117	166	23	especially	especially	ADV
easat-2117	166	24	in	in	ADP
easat-2117	166	25	the	the	DET
easat-2117	166	26	coastal	coastal	ADJ
easat-2117	166	27	stations	station	NOUN
easat-2117	166	28	.	.	PUNCT
easat-2117	167	1	the	the	DET
easat-2117	167	2	dominant	dominant	ADJ
easat-2117	167	3	influence	influence	NOUN
easat-2117	167	4	of	of	ADP
easat-2117	167	5	temperature	temperature	NOUN
easat-2117	167	6	on	on	ADP
easat-2117	167	7	rain	rain	NOUN
easat-2117	167	8	height	height	NOUN
easat-2117	167	9	,	,	PUNCT
easat-2117	167	10	which	which	PRON
easat-2117	167	11	was	be	AUX
easat-2117	167	12	discussed	discuss	VERB
easat-2117	167	13	in	in	ADP
easat-2117	167	14	subsequent	subsequent	ADJ
easat-2117	167	15	sections	section	NOUN
easat-2117	167	16	,	,	PUNCT
easat-2117	167	17	is	be	AUX
easat-2117	167	18	also	also	ADV
easat-2117	167	19	responsible	responsible	ADJ
easat-2117	167	20	for	for	ADP
easat-2117	167	21	the	the	DET
easat-2117	167	22	clear	clear	ADJ
easat-2117	167	23	crest	crest	NOUN
easat-2117	167	24	and	and	CCONJ
easat-2117	167	25	trough	trough	NOUN
easat-2117	167	26	pattern	pattern	NOUN
easat-2117	167	27	in	in	ADP
easat-2117	167	28	south	south	PROPN
easat-2117	167	29	africa	africa	PROPN
easat-2117	167	30	.	.	PUNCT
easat-2117	168	1	extreme	extreme	ADJ
easat-2117	168	2	minimum	minimum	ADJ
easat-2117	168	3	and	and	CCONJ
easat-2117	168	4	maximum	maximum	ADJ
easat-2117	168	5	temperatures	temperature	NOUN
easat-2117	168	6	are	be	AUX
easat-2117	168	7	usually	usually	ADV
easat-2117	168	8	experienced	experience	VERB
easat-2117	168	9	during	during	ADP
easat-2117	168	10	the	the	DET
easat-2117	168	11	winter	winter	NOUN
easat-2117	168	12	and	and	CCONJ
easat-2117	168	13	summer	summer	NOUN
easat-2117	168	14	,	,	PUNCT
easat-2117	168	15	respectively	respectively	ADV
easat-2117	168	16	.	.	PUNCT
easat-2117	169	1	for	for	ADP
easat-2117	169	2	instance	instance	NOUN
easat-2117	169	3	,	,	PUNCT
easat-2117	169	4	pretoria	pretoria	PROPN
easat-2117	169	5	has	have	VERB
easat-2117	169	6	a	a	DET
easat-2117	169	7	minimum	minimum	ADJ
easat-2117	169	8	and	and	CCONJ
easat-2117	169	9	maximum	maximum	ADJ
easat-2117	169	10	annual	annual	ADJ
easat-2117	169	11	temperature	temperature	NOUN
easat-2117	169	12	of	of	ADP
easat-2117	169	13	5	5	NUM
easat-2117	169	14	526	526	NUM
easat-2117	169	15	edelweiss	edelweiss	PROPN
easat-2117	169	16	applied	apply	VERB
easat-2117	169	17	science	science	NOUN
easat-2117	169	18	and	and	CCONJ
easat-2117	169	19	technology	technology	NOUN
easat-2117	169	20	issn	issn	PROPN
easat-2117	169	21	:	:	PUNCT
easat-2117	169	22	2576	2576	NUM
easat-2117	169	23	-	-	SYM
easat-2117	169	24	8484	8484	NUM
easat-2117	169	25	vol	vol	NOUN
easat-2117	169	26	.	.	PROPN
easat-2117	169	27	8	8	NUM
easat-2117	169	28	,	,	PUNCT
easat-2117	169	29	no	no	INTJ
easat-2117	169	30	.	.	NOUN
easat-2117	170	1	6	6	NUM
easat-2117	170	2	:	:	SYM
easat-2117	170	3	520	520	NUM
easat-2117	170	4	-	-	SYM
easat-2117	170	5	537	537	NUM
easat-2117	170	6	,	,	PUNCT
easat-2117	170	7	2024	2024	NUM
easat-2117	170	8	doi	doi	NOUN
easat-2117	170	9	:	:	PUNCT
easat-2117	170	10	10.55214/25768484.v8i6.2117	10.55214/25768484.v8i6.2117	NUM
easat-2117	170	11	©	©	PROPN
easat-2117	170	12	2024	2024	NUM
easat-2117	170	13	by	by	ADP
easat-2117	170	14	the	the	DET
easat-2117	170	15	authors	author	NOUN
easat-2117	170	16	;	;	PUNCT
easat-2117	170	17	licensee	licensee	PROPN
easat-2117	170	18	learning	learn	VERB
easat-2117	170	19	gate	gate	NOUN
easat-2117	170	20	oc	oc	PROPN
easat-2117	170	21	and	and	CCONJ
easat-2117	170	22	30	30	NUM
easat-2117	170	23	oc	oc	NOUN
easat-2117	170	24	,	,	PUNCT
easat-2117	170	25	respectively	respectively	ADV
easat-2117	170	26	,	,	PUNCT
easat-2117	170	27	which	which	PRON
easat-2117	170	28	implies	imply	VERB
easat-2117	170	29	a	a	DET
easat-2117	170	30	difference	difference	NOUN
easat-2117	170	31	of	of	ADP
easat-2117	170	32	25	25	NUM
easat-2117	170	33	oc	oc	NOUN
easat-2117	170	34	.	.	PUNCT
easat-2117	171	1	polokwane	polokwane	PROPN
easat-2117	171	2	and	and	CCONJ
easat-2117	171	3	cape	cape	NOUN
easat-2117	171	4	town	town	NOUN
easat-2117	171	5	exhibit	exhibit	VERB
easat-2117	171	6	similar	similar	ADJ
easat-2117	171	7	differences	difference	NOUN
easat-2117	171	8	[	[	X
easat-2117	171	9	32	32	NUM
easat-2117	171	10	-	-	SYM
easat-2117	171	11	34	34	NUM
easat-2117	171	12	]	]	PUNCT
easat-2117	171	13	.	.	PUNCT
easat-2117	172	1	on	on	ADP
easat-2117	172	2	the	the	DET
easat-2117	172	3	contrary	contrary	NOUN
easat-2117	172	4	,	,	PUNCT
easat-2117	172	5	the	the	DET
easat-2117	172	6	stations	station	NOUN
easat-2117	172	7	in	in	ADP
easat-2117	172	8	nigeria	nigeria	PROPN
easat-2117	172	9	possess	possess	VERB
easat-2117	172	10	lower	low	ADJ
easat-2117	172	11	differences	difference	NOUN
easat-2117	172	12	.	.	PUNCT
easat-2117	173	1	akure	akure	NOUN
easat-2117	173	2	has	have	VERB
easat-2117	173	3	a	a	DET
easat-2117	173	4	maximum	maximum	ADJ
easat-2117	173	5	and	and	CCONJ
easat-2117	173	6	minimum	minimum	ADJ
easat-2117	173	7	annual	annual	ADJ
easat-2117	173	8	temperature	temperature	NOUN
easat-2117	173	9	of	of	ADP
easat-2117	173	10	about	about	ADV
easat-2117	173	11	22	22	NUM
easat-2117	173	12	oc	oc	NOUN
easat-2117	173	13	and	and	CCONJ
easat-2117	173	14	33	33	NUM
easat-2117	173	15	oc	oc	NOUN
easat-2117	173	16	,	,	PUNCT
easat-2117	173	17	respectively	respectively	ADV
easat-2117	173	18	.	.	PUNCT
easat-2117	174	1	the	the	DET
easat-2117	174	2	difference	difference	NOUN
easat-2117	174	3	between	between	ADP
easat-2117	174	4	the	the	DET
easat-2117	174	5	two	two	NUM
easat-2117	174	6	extremes	extreme	NOUN
easat-2117	174	7	annually	annually	ADV
easat-2117	174	8	in	in	ADP
easat-2117	174	9	port	port	NOUN
easat-2117	174	10	harcourt	harcourt	PROPN
easat-2117	174	11	is	be	AUX
easat-2117	174	12	about	about	ADV
easat-2117	174	13	8	8	NUM
easat-2117	174	14	oc	oc	PROPN
easat-2117	174	15	.	.	PUNCT
easat-2117	175	1	sokoto	sokoto	PROPN
easat-2117	175	2	has	have	VERB
easat-2117	175	3	similar	similar	ADJ
easat-2117	175	4	differences	difference	NOUN
easat-2117	175	5	[	[	X
easat-2117	175	6	36	36	NUM
easat-2117	175	7	]	]	PUNCT
easat-2117	175	8	and	and	CCONJ
easat-2117	175	9	[	[	X
easat-2117	175	10	37	37	NUM
easat-2117	175	11	]	]	PUNCT
easat-2117	175	12	.	.	PUNCT
easat-2117	176	1	figure	figure	NOUN
easat-2117	176	2	1	1	NUM
easat-2117	176	3	.	.	PUNCT
easat-2117	177	1	seasonal	seasonal	ADJ
easat-2117	177	2	trend	trend	NOUN
easat-2117	177	3	of	of	ADP
easat-2117	177	4	rain	rain	NOUN
easat-2117	177	5	heights	height	NOUN
easat-2117	177	6	in	in	ADP
easat-2117	177	7	polokwane	polokwane	PROPN
easat-2117	177	8	.	.	PUNCT
easat-2117	178	1	figure	figure	NOUN
easat-2117	178	2	2	2	NUM
easat-2117	178	3	.	.	NOUN
easat-2117	178	4	seasonal	seasonal	ADJ
easat-2117	178	5	trend	trend	NOUN
easat-2117	178	6	of	of	ADP
easat-2117	178	7	rain	rain	NOUN
easat-2117	178	8	heights	height	NOUN
easat-2117	178	9	in	in	ADP
easat-2117	178	10	pretoria	pretoria	PROPN
easat-2117	178	11	.	.	PUNCT
easat-2117	179	1	527	527	NUM
easat-2117	179	2	edelweiss	edelweiss	PROPN
easat-2117	179	3	applied	apply	VERB
easat-2117	179	4	science	science	NOUN
easat-2117	179	5	and	and	CCONJ
easat-2117	179	6	technology	technology	NOUN
easat-2117	179	7	issn	issn	PROPN
easat-2117	179	8	:	:	PUNCT
easat-2117	179	9	2576	2576	NUM
easat-2117	179	10	-	-	SYM
easat-2117	179	11	8484	8484	NUM
easat-2117	179	12	vol	vol	NOUN
easat-2117	179	13	.	.	PROPN
easat-2117	179	14	8	8	NUM
easat-2117	179	15	,	,	PUNCT
easat-2117	179	16	no	no	INTJ
easat-2117	179	17	.	.	NOUN
easat-2117	180	1	6	6	NUM
easat-2117	180	2	:	:	SYM
easat-2117	180	3	520	520	NUM
easat-2117	180	4	-	-	SYM
easat-2117	180	5	537	537	NUM
easat-2117	180	6	,	,	PUNCT
easat-2117	180	7	2024	2024	NUM
easat-2117	180	8	doi	doi	NOUN
easat-2117	180	9	:	:	PUNCT
easat-2117	180	10	10.55214/25768484.v8i6.2117	10.55214/25768484.v8i6.2117	NUM
easat-2117	180	11	©	©	PROPN
easat-2117	180	12	2024	2024	NUM
easat-2117	180	13	by	by	ADP
easat-2117	180	14	the	the	DET
easat-2117	180	15	authors	author	NOUN
easat-2117	180	16	;	;	PUNCT
easat-2117	180	17	licensee	licensee	PROPN
easat-2117	180	18	learning	learn	VERB
easat-2117	180	19	gate	gate	PROPN
easat-2117	180	20	figure	figure	NOUN
easat-2117	180	21	3	3	NUM
easat-2117	180	22	.	.	NOUN
easat-2117	180	23	seasonal	seasonal	ADJ
easat-2117	180	24	trend	trend	NOUN
easat-2117	180	25	of	of	ADP
easat-2117	180	26	rain	rain	NOUN
easat-2117	180	27	heights	height	NOUN
easat-2117	180	28	in	in	ADP
easat-2117	180	29	cape	cape	NOUN
easat-2117	180	30	town	town	NOUN
easat-2117	180	31	.	.	PUNCT
easat-2117	181	1	figure	figure	NOUN
easat-2117	181	2	4	4	NUM
easat-2117	181	3	.	.	NOUN
easat-2117	182	1	seasonal	seasonal	ADJ
easat-2117	182	2	trend	trend	NOUN
easat-2117	182	3	of	of	ADP
easat-2117	182	4	rain	rain	NOUN
easat-2117	182	5	heights	height	NOUN
easat-2117	182	6	in	in	ADP
easat-2117	182	7	sokoto	sokoto	PROPN
easat-2117	182	8	.	.	PROPN
easat-2117	182	9	528	528	NUM
easat-2117	182	10	edelweiss	edelweiss	PROPN
easat-2117	182	11	applied	apply	VERB
easat-2117	182	12	science	science	NOUN
easat-2117	182	13	and	and	CCONJ
easat-2117	182	14	technology	technology	NOUN
easat-2117	182	15	issn	issn	PROPN
easat-2117	182	16	:	:	PUNCT
easat-2117	182	17	2576	2576	NUM
easat-2117	182	18	-	-	SYM
easat-2117	182	19	8484	8484	NUM
easat-2117	182	20	vol	vol	NOUN
easat-2117	182	21	.	.	PROPN
easat-2117	182	22	8	8	NUM
easat-2117	182	23	,	,	PUNCT
easat-2117	182	24	no	no	INTJ
easat-2117	182	25	.	.	NOUN
easat-2117	183	1	6	6	NUM
easat-2117	183	2	:	:	SYM
easat-2117	183	3	520	520	NUM
easat-2117	183	4	-	-	SYM
easat-2117	183	5	537	537	NUM
easat-2117	183	6	,	,	PUNCT
easat-2117	183	7	2024	2024	NUM
easat-2117	183	8	doi	doi	NOUN
easat-2117	183	9	:	:	PUNCT
easat-2117	183	10	10.55214/25768484.v8i6.2117	10.55214/25768484.v8i6.2117	NUM
easat-2117	183	11	©	©	PROPN
easat-2117	183	12	2024	2024	NUM
easat-2117	183	13	by	by	ADP
easat-2117	183	14	the	the	DET
easat-2117	183	15	authors	author	NOUN
easat-2117	183	16	;	;	PUNCT
easat-2117	183	17	licensee	licensee	PROPN
easat-2117	183	18	learning	learn	VERB
easat-2117	183	19	gate	gate	PROPN
easat-2117	183	20	figure	figure	NOUN
easat-2117	183	21	5	5	NUM
easat-2117	183	22	.	.	PUNCT
easat-2117	183	23	seasonal	seasonal	ADJ
easat-2117	183	24	trend	trend	NOUN
easat-2117	183	25	of	of	ADP
easat-2117	183	26	rain	rain	NOUN
easat-2117	183	27	heights	height	NOUN
easat-2117	183	28	in	in	ADP
easat-2117	183	29	akure	akure	NOUN
easat-2117	183	30	.	.	PUNCT
easat-2117	184	1	figure	figure	NOUN
easat-2117	184	2	6	6	NUM
easat-2117	184	3	.	.	PUNCT
easat-2117	185	1	seasonal	seasonal	ADJ
easat-2117	185	2	trend	trend	NOUN
easat-2117	185	3	of	of	ADP
easat-2117	185	4	rain	rain	NOUN
easat-2117	185	5	heights	height	NOUN
easat-2117	185	6	in	in	ADP
easat-2117	185	7	port	port	NOUN
easat-2117	185	8	harcourt	harcourt	PROPN
easat-2117	185	9	(	(	PUNCT
easat-2117	185	10	ph	ph	PROPN
easat-2117	185	11	)	)	PUNCT
easat-2117	185	12	.	.	PUNCT
easat-2117	186	1	4.2	4.2	NUM
easat-2117	186	2	.	.	PUNCT
easat-2117	186	3	comparison	comparison	NOUN
easat-2117	186	4	of	of	ADP
easat-2117	186	5	the	the	DET
easat-2117	186	6	models	model	NOUN
easat-2117	186	7	the	the	DET
easat-2117	186	8	six	six	NUM
easat-2117	186	9	models	model	NOUN
easat-2117	186	10	described	describe	VERB
easat-2117	186	11	above	above	ADV
easat-2117	186	12	were	be	AUX
easat-2117	186	13	applied	apply	VERB
easat-2117	186	14	to	to	ADP
easat-2117	186	15	all	all	DET
easat-2117	186	16	the	the	DET
easat-2117	186	17	stations	station	NOUN
easat-2117	186	18	and	and	CCONJ
easat-2117	186	19	the	the	DET
easat-2117	186	20	results	result	NOUN
easat-2117	186	21	obtained	obtain	VERB
easat-2117	186	22	are	be	AUX
easat-2117	186	23	presented	present	VERB
easat-2117	186	24	in	in	ADP
easat-2117	186	25	table	table	NOUN
easat-2117	186	26	3	3	NUM
easat-2117	186	27	-	-	SYM
easat-2117	186	28	8	8	NUM
easat-2117	186	29	and	and	CCONJ
easat-2117	186	30	figures	figure	VERB
easat-2117	186	31	7	7	NUM
easat-2117	186	32	-	-	SYM
easat-2117	186	33	12	12	NUM
easat-2117	186	34	.	.	PUNCT
easat-2117	187	1	comparison	comparison	NOUN
easat-2117	187	2	of	of	ADP
easat-2117	187	3	the	the	DET
easat-2117	187	4	performance	performance	NOUN
easat-2117	187	5	metrics	metric	NOUN
easat-2117	187	6	revealed	reveal	VERB
easat-2117	187	7	that	that	SCONJ
easat-2117	187	8	gradient	gradient	ADJ
easat-2117	187	9	boosting	boost	VERB
easat-2117	187	10	model	model	NOUN
easat-2117	187	11	performed	perform	VERB
easat-2117	187	12	better	well	ADV
easat-2117	187	13	across	across	ADP
easat-2117	187	14	all	all	DET
easat-2117	187	15	the	the	DET
easat-2117	187	16	stations	station	NOUN
easat-2117	187	17	.	.	PUNCT
easat-2117	188	1	the	the	DET
easat-2117	188	2	performance	performance	NOUN
easat-2117	188	3	of	of	ADP
easat-2117	188	4	the	the	DET
easat-2117	188	5	gradient	gradient	NOUN
easat-2117	188	6	boosting	boost	VERB
easat-2117	188	7	regressor	regressor	NOUN
easat-2117	188	8	was	be	AUX
easat-2117	188	9	further	far	ADV
easat-2117	188	10	improved	improve	VERB
easat-2117	188	11	by	by	ADP
easat-2117	188	12	hyper	hyper	ADJ
easat-2117	188	13	-	-	ADJ
easat-2117	188	14	parameter	parameter	ADJ
easat-2117	188	15	tuning	tuning	NOUN
easat-2117	188	16	and	and	CCONJ
easat-2117	188	17	feature	feature	NOUN
easat-2117	188	18	engineering	engineering	NOUN
easat-2117	188	19	.	.	PUNCT
easat-2117	189	1	the	the	DET
easat-2117	189	2	grid	grid	NOUN
easat-2117	189	3	search	search	NOUN
easat-2117	189	4	hyper	hyper	ADJ
easat-2117	189	5	-	-	ADJ
easat-2117	189	6	parameter	parameter	ADJ
easat-2117	189	7	method	method	NOUN
easat-2117	189	8	was	be	AUX
easat-2117	189	9	applied	apply	VERB
easat-2117	189	10	with	with	ADP
easat-2117	189	11	n_estimators	n_estimator	NOUN
easat-2117	189	12	,	,	PUNCT
easat-2117	189	13	learning_rate	learning_rate	PROPN
easat-2117	189	14	and	and	CCONJ
easat-2117	189	15	max_depth	max_depth	NOUN
easat-2117	189	16	,	,	PUNCT
easat-2117	189	17	of	of	ADP
easat-2117	189	18	100	100	NUM
easat-2117	189	19	,	,	PUNCT
easat-2117	189	20	0.2	0.2	NUM
easat-2117	189	21	,	,	PUNCT
easat-2117	189	22	8	8	NUM
easat-2117	189	23	respectively	respectively	ADV
easat-2117	189	24	.	.	PUNCT
easat-2117	190	1	tables	table	NOUN
easat-2117	190	2	3	3	NUM
easat-2117	190	3	-	-	SYM
easat-2117	190	4	8	8	NUM
easat-2117	190	5	present	present	VERB
easat-2117	190	6	the	the	DET
easat-2117	190	7	values	value	NOUN
easat-2117	190	8	of	of	ADP
easat-2117	190	9	the	the	DET
easat-2117	190	10	performance	performance	NOUN
easat-2117	190	11	metrics	metric	NOUN
easat-2117	190	12	for	for	ADP
easat-2117	190	13	all	all	DET
easat-2117	190	14	the	the	DET
easat-2117	190	15	studied	study	VERB
easat-2117	190	16	stations	station	NOUN
easat-2117	190	17	while	while	SCONJ
easat-2117	190	18	figures	figure	NOUN
easat-2117	190	19	7	7	NUM
easat-2117	190	20	-	-	SYM
easat-2117	190	21	12	12	NUM
easat-2117	190	22	give	give	VERB
easat-2117	190	23	the	the	DET
easat-2117	190	24	graphical	graphical	ADJ
easat-2117	190	25	representation	representation	NOUN
easat-2117	190	26	.	.	PUNCT
easat-2117	191	1	the	the	DET
easat-2117	191	2	stations	station	NOUN
easat-2117	191	3	in	in	ADP
easat-2117	191	4	south	south	PROPN
easat-2117	191	5	africa	africa	PROPN
easat-2117	191	6	are	be	AUX
easat-2117	191	7	well	well	ADV
easat-2117	191	8	favoured	favour	VERB
easat-2117	191	9	by	by	ADP
easat-2117	191	10	the	the	DET
easat-2117	191	11	models	model	NOUN
easat-2117	191	12	with	with	ADP
easat-2117	191	13	gradient	gradient	ADJ
easat-2117	191	14	boosting	boost	VERB
easat-2117	191	15	model	model	NOUN
easat-2117	191	16	having	have	VERB
easat-2117	191	17	the	the	DET
easat-2117	191	18	best	good	ADJ
easat-2117	191	19	performance	performance	NOUN
easat-2117	191	20	.	.	PUNCT
easat-2117	192	1	the	the	DET
easat-2117	192	2	regular	regular	ADJ
easat-2117	192	3	trend	trend	NOUN
easat-2117	192	4	pattern	pattern	NOUN
easat-2117	192	5	observed	observe	VERB
easat-2117	192	6	for	for	ADP
easat-2117	192	7	all	all	DET
easat-2117	192	8	south	south	PROPN
easat-2117	192	9	africa	africa	PROPN
easat-2117	192	10	stations	station	NOUN
easat-2117	192	11	in	in	ADP
easat-2117	192	12	the	the	DET
easat-2117	192	13	section	section	NOUN
easat-2117	192	14	4.1	4.1	NUM
easat-2117	192	15	is	be	AUX
easat-2117	192	16	responsible	responsible	ADJ
easat-2117	192	17	for	for	ADP
easat-2117	192	18	the	the	DET
easat-2117	192	19	optimal	optimal	ADJ
easat-2117	192	20	fitting	fitting	NOUN
easat-2117	192	21	of	of	ADP
easat-2117	192	22	the	the	DET
easat-2117	192	23	models	model	NOUN
easat-2117	192	24	.	.	PUNCT
easat-2117	193	1	cape	cape	NOUN
easat-2117	193	2	town	town	NOUN
easat-2117	193	3	has	have	VERB
easat-2117	193	4	the	the	DET
easat-2117	193	5	highest	high	ADJ
easat-2117	193	6	determination	determination	NOUN
easat-2117	193	7	co	co	NOUN
easat-2117	193	8	-	-	ADJ
easat-2117	193	9	efficient	efficient	ADJ
easat-2117	193	10	of	of	ADP
easat-2117	193	11	0.84	0.84	NUM
easat-2117	193	12	and	and	CCONJ
easat-2117	193	13	minimum	minimum	NOUN
easat-2117	193	14	rmse	rmse	NOUN
easat-2117	193	15	and	and	CCONJ
easat-2117	193	16	mae	mae	PROPN
easat-2117	193	17	of	of	ADP
easat-2117	193	18	336.51	336.51	NUM
easat-2117	193	19	m	m	NOUN
easat-2117	193	20	and	and	CCONJ
easat-2117	193	21	262	262	NUM
easat-2117	193	22	m	m	NOUN
easat-2117	193	23	respectively	respectively	ADV
easat-2117	193	24	.	.	PUNCT
easat-2117	194	1	529	529	NUM
easat-2117	194	2	edelweiss	edelweiss	PROPN
easat-2117	194	3	applied	apply	VERB
easat-2117	194	4	science	science	NOUN
easat-2117	194	5	and	and	CCONJ
easat-2117	194	6	technology	technology	NOUN
easat-2117	194	7	issn	issn	PROPN
easat-2117	194	8	:	:	PUNCT
easat-2117	194	9	2576	2576	NUM
easat-2117	194	10	-	-	SYM
easat-2117	194	11	8484	8484	NUM
easat-2117	194	12	vol	vol	NOUN
easat-2117	194	13	.	.	PROPN
easat-2117	194	14	8	8	NUM
easat-2117	194	15	,	,	PUNCT
easat-2117	194	16	no	no	INTJ
easat-2117	194	17	.	.	NOUN
easat-2117	195	1	6	6	NUM
easat-2117	195	2	:	:	SYM
easat-2117	195	3	520	520	NUM
easat-2117	195	4	-	-	SYM
easat-2117	195	5	537	537	NUM
easat-2117	195	6	,	,	PUNCT
easat-2117	195	7	2024	2024	NUM
easat-2117	195	8	doi	doi	NOUN
easat-2117	195	9	:	:	PUNCT
easat-2117	195	10	10.55214/25768484.v8i6.2117	10.55214/25768484.v8i6.2117	NUM
easat-2117	195	11	©	©	PROPN
easat-2117	195	12	2024	2024	NUM
easat-2117	195	13	by	by	ADP
easat-2117	195	14	the	the	DET
easat-2117	195	15	authors	author	NOUN
easat-2117	195	16	;	;	PUNCT
easat-2117	195	17	licensee	licensee	PROPN
easat-2117	195	18	learning	learning	NOUN
easat-2117	195	19	gate	gate	VERB
easat-2117	195	20	the	the	DET
easat-2117	195	21	co	co	NOUN
easat-2117	195	22	-	-	ADJ
easat-2117	195	23	efficient	efficient	ADJ
easat-2117	195	24	of	of	ADP
easat-2117	195	25	determination	determination	NOUN
easat-2117	195	26	r2	r2	PROPN
easat-2117	195	27	and	and	CCONJ
easat-2117	195	28	other	other	ADJ
easat-2117	195	29	performance	performance	NOUN
easat-2117	195	30	metrics	metric	NOUN
easat-2117	195	31	for	for	ADP
easat-2117	195	32	the	the	DET
easat-2117	195	33	stations	station	NOUN
easat-2117	195	34	in	in	ADP
easat-2117	195	35	the	the	DET
easat-2117	195	36	nigeria	nigeria	PROPN
easat-2117	195	37	indicated	indicate	VERB
easat-2117	195	38	that	that	SCONJ
easat-2117	195	39	none	none	NOUN
easat-2117	195	40	of	of	ADP
easat-2117	195	41	these	these	DET
easat-2117	195	42	models	model	NOUN
easat-2117	195	43	is	be	AUX
easat-2117	195	44	good	good	ADJ
easat-2117	195	45	for	for	ADP
easat-2117	195	46	rain	rain	NOUN
easat-2117	195	47	height	height	NOUN
easat-2117	195	48	prediction	prediction	NOUN
easat-2117	195	49	in	in	ADP
easat-2117	195	50	the	the	DET
easat-2117	195	51	tropical	tropical	ADJ
easat-2117	195	52	region	region	NOUN
easat-2117	195	53	.	.	PUNCT
easat-2117	196	1	table	table	NOUN
easat-2117	197	1	3	3	NUM
easat-2117	197	2	.	.	PUNCT
easat-2117	197	3	comparison	comparison	NOUN
easat-2117	197	4	of	of	ADP
easat-2117	197	5	models	model	NOUN
easat-2117	197	6	performance	performance	NOUN
easat-2117	197	7	metric	metric	ADJ
easat-2117	197	8	for	for	ADP
easat-2117	197	9	polokwane	polokwane	NOUN
easat-2117	197	10	.	.	PUNCT
easat-2117	198	1	models	model	NOUN
easat-2117	198	2	r2	r2	PROPN
easat-2117	198	3	mse	mse	PROPN
easat-2117	198	4	rmse	rmse	PROPN
easat-2117	198	5	mae	mae	PROPN
easat-2117	198	6	random	random	PROPN
easat-2117	198	7	forest	forest	NOUN
easat-2117	198	8	0.764	0.764	NUM
easat-2117	198	9	55460	55460	NUM
easat-2117	198	10	235.50	235.50	NUM
easat-2117	198	11	170	170	NUM
easat-2117	198	12	gradient	gradient	NOUN
easat-2117	198	13	boosting	boost	VERB
easat-2117	198	14	0.800	0.800	NUM
easat-2117	198	15	56659	56659	NUM
easat-2117	198	16	238.03	238.03	NUM
easat-2117	198	17	173	173	NUM
easat-2117	198	18	xgboost	xgboost	ADV
easat-2117	198	19	0.767	0.767	NUM
easat-2117	198	20	54593	54593	NUM
easat-2117	198	21	233.65	233.65	NUM
easat-2117	198	22	167	167	NUM
easat-2117	198	23	support	support	NOUN
easat-2117	198	24	vector	vector	NOUN
easat-2117	198	25	regressor	regressor	NOUN
easat-2117	198	26	0.578	0.578	NUM
easat-2117	198	27	99125	99125	NUM
easat-2117	198	28	314.84	314.84	NUM
easat-2117	198	29	224	224	NUM
easat-2117	198	30	neural	neural	ADJ
easat-2117	198	31	network	network	NOUN
easat-2117	198	32	0.707	0.707	NUM
easat-2117	198	33	68900	68900	NUM
easat-2117	198	34	262.49	262.49	NUM
easat-2117	198	35	192	192	NUM
easat-2117	198	36	k	k	ADV
easat-2117	198	37	-	-	PUNCT
easat-2117	198	38	nearest	near	ADJ
easat-2117	198	39	neighbors	neighbor	NOUN
easat-2117	198	40	0.620	0.620	NUM
easat-2117	198	41	89015	89015	NUM
easat-2117	198	42	298,36	298,36	NUM
easat-2117	198	43	216	216	NUM
easat-2117	198	44	table	table	NOUN
easat-2117	198	45	4	4	NUM
easat-2117	198	46	.	.	PUNCT
easat-2117	198	47	comparison	comparison	NOUN
easat-2117	198	48	of	of	ADP
easat-2117	198	49	models	model	NOUN
easat-2117	198	50	performance	performance	NOUN
easat-2117	198	51	metric	metric	ADJ
easat-2117	198	52	for	for	ADP
easat-2117	198	53	pretoria	pretoria	PROPN
easat-2117	198	54	.	.	PUNCT
easat-2117	198	55	models	model	NOUN
easat-2117	198	56	r2	r2	PROPN
easat-2117	198	57	mse	mse	PROPN
easat-2117	198	58	rmse	rmse	PROPN
easat-2117	198	59	mae	mae	PROPN
easat-2117	198	60	random	random	PROPN
easat-2117	198	61	forest	forest	NOUN
easat-2117	198	62	0.777	0.777	NUM
easat-2117	198	63	56365	56365	NUM
easat-2117	198	64	237.41	237.41	NUM
easat-2117	198	65	167	167	NUM
easat-2117	198	66	gradient	gradient	NOUN
easat-2117	198	67	boosting	boost	VERB
easat-2117	198	68	0.816	0.816	NUM
easat-2117	198	69	45390	45390	NUM
easat-2117	198	70	213.05	213.05	NUM
easat-2117	198	71	150	150	NUM
easat-2117	198	72	xgboost	xgboost	ADV
easat-2117	199	1	0.783	0.783	NUM
easat-2117	199	2	54808	54808	NUM
easat-2117	199	3	234.11	234.11	NUM
easat-2117	199	4	164	164	NUM
easat-2117	199	5	support	support	NOUN
easat-2117	199	6	vector	vector	NOUN
easat-2117	199	7	regressor	regressor	NOUN
easat-2117	199	8	0.591	0.591	NUM
easat-2117	199	9	103317	103317	NUM
easat-2117	199	10	321.43	321.43	NUM
easat-2117	199	11	227	227	NUM
easat-2117	199	12	neural	neural	ADJ
easat-2117	199	13	network	network	NOUN
easat-2117	199	14	0.728	0.728	NUM
easat-2117	199	15	68782	68782	NUM
easat-2117	199	16	262.27	262.27	NUM
easat-2117	199	17	190	190	NUM
easat-2117	199	18	k	k	ADV
easat-2117	199	19	-	-	PUNCT
easat-2117	199	20	nearest	near	ADJ
easat-2117	199	21	neighbors	neighbor	NOUN
easat-2117	199	22	0.654	0.654	NUM
easat-2117	199	23	87551	87551	NUM
easat-2117	199	24	295.89	295.89	NUM
easat-2117	199	25	215	215	NUM
easat-2117	199	26	table	table	NOUN
easat-2117	199	27	5	5	NUM
easat-2117	199	28	.	.	PUNCT
easat-2117	199	29	comparison	comparison	NOUN
easat-2117	199	30	of	of	ADP
easat-2117	199	31	models	model	NOUN
easat-2117	199	32	performance	performance	NOUN
easat-2117	199	33	metric	metric	ADJ
easat-2117	199	34	for	for	ADP
easat-2117	199	35	cape	cape	NOUN
easat-2117	199	36	town	town	NOUN
easat-2117	199	37	.	.	PUNCT
easat-2117	200	1	models	model	NOUN
easat-2117	200	2	r2	r2	PROPN
easat-2117	200	3	mse	mse	PROPN
easat-2117	200	4	rmse	rmse	PROPN
easat-2117	200	5	mae	mae	PROPN
easat-2117	200	6	random	random	PROPN
easat-2117	200	7	forest	forest	NOUN
easat-2117	200	8	0.786	0.786	NUM
easat-2117	200	9	125239	125239	NUM
easat-2117	200	10	353.89	353.89	NUM
easat-2117	200	11	274	274	NUM
easat-2117	200	12	gradient	gradient	NOUN
easat-2117	200	13	boosting	boost	VERB
easat-2117	200	14	0.841	0.841	NUM
easat-2117	200	15	113236	113236	NUM
easat-2117	200	16	336.51	336.51	NUM
easat-2117	200	17	262	262	NUM
easat-2117	200	18	xgboost	xgboost	ADP
easat-2117	200	19	0.790	0.790	NUM
easat-2117	200	20	122919	122919	NUM
easat-2117	200	21	350.60	350.60	NUM
easat-2117	200	22	272	272	NUM
easat-2117	200	23	support	support	NOUN
easat-2117	200	24	vector	vector	NOUN
easat-2117	200	25	regressor	regressor	NOUN
easat-2117	200	26	0.613	0.613	NUM
easat-2117	200	27	226837	226837	NUM
easat-2117	200	28	476.27	476.27	NUM
easat-2117	200	29	354	354	NUM
easat-2117	200	30	neural	neural	ADJ
easat-2117	200	31	network	network	NOUN
easat-2117	200	32	0.778	0.778	NUM
easat-2117	200	33	129957	129957	NUM
easat-2117	200	34	360.50	360.50	NUM
easat-2117	200	35	278	278	NUM
easat-2117	200	36	k	k	ADV
easat-2117	200	37	-	-	PUNCT
easat-2117	200	38	nearest	near	ADJ
easat-2117	200	39	neighbors	neighbor	NOUN
easat-2117	200	40	0.703	0.703	NUM
easat-2117	200	41	174238	174238	NUM
easat-2117	200	42	417.42	417.42	NUM
easat-2117	200	43	329	329	NUM
easat-2117	200	44	table	table	NOUN
easat-2117	200	45	6	6	NUM
easat-2117	200	46	.	.	PUNCT
easat-2117	200	47	comparison	comparison	NOUN
easat-2117	200	48	of	of	ADP
easat-2117	200	49	models	model	NOUN
easat-2117	200	50	performance	performance	NOUN
easat-2117	200	51	metric	metric	ADJ
easat-2117	200	52	for	for	ADP
easat-2117	200	53	sokoto	sokoto	PROPN
easat-2117	200	54	.	.	PUNCT
easat-2117	201	1	r2	r2	PROPN
easat-2117	201	2	mse	mse	PROPN
easat-2117	201	3	rmse	rmse	PROPN
easat-2117	201	4	mae	mae	PROPN
easat-2117	201	5	random	random	PROPN
easat-2117	201	6	forest	forest	NOUN
easat-2117	201	7	0.379	0.379	NUM
easat-2117	201	8	12441	12441	NUM
easat-2117	201	9	111.54	111.54	NUM
easat-2117	201	10	85	85	NUM
easat-2117	201	11	gradient	gradient	NOUN
easat-2117	201	12	boosting	boost	VERB
easat-2117	201	13	0.323	0.323	NUM
easat-2117	201	14	13570	13570	NUM
easat-2117	201	15	116.49	116.49	NUM
easat-2117	201	16	87	87	NUM
easat-2117	201	17	xgboost	xgboost	ADV
easat-2117	201	18	0.332	0.332	NUM
easat-2117	201	19	13396	13396	NUM
easat-2117	201	20	115.74	115.74	NUM
easat-2117	201	21	87	87	NUM
easat-2117	201	22	support	support	NOUN
easat-2117	201	23	vector	vector	NOUN
easat-2117	201	24	regressor	regressor	NOUN
easat-2117	201	25	0.185	0.185	NUM
easat-2117	201	26	16339	16339	NUM
easat-2117	201	27	127.83	127.83	NUM
easat-2117	201	28	98	98	NUM
easat-2117	201	29	neural	neural	ADJ
easat-2117	201	30	network	network	NOUN
easat-2117	201	31	0.094	0.094	NUM
easat-2117	201	32	18178	18178	NUM
easat-2117	201	33	134.83	134.83	NUM
easat-2117	201	34	104	104	NUM
easat-2117	201	35	k	k	ADV
easat-2117	201	36	-	-	PUNCT
easat-2117	201	37	nearest	near	ADJ
easat-2117	201	38	neighbors	neighbor	NOUN
easat-2117	201	39	0.162	0.162	NUM
easat-2117	201	40	16796	16796	NUM
easat-2117	201	41	129.60	129.60	NUM
easat-2117	201	42	98	98	NUM
easat-2117	201	43	table	table	NOUN
easat-2117	201	44	7	7	NUM
easat-2117	201	45	.	.	PUNCT
easat-2117	201	46	comparison	comparison	NOUN
easat-2117	201	47	of	of	ADP
easat-2117	201	48	models	model	NOUN
easat-2117	201	49	performance	performance	NOUN
easat-2117	201	50	metric	metric	ADJ
easat-2117	201	51	for	for	ADP
easat-2117	201	52	akure	akure	NOUN
easat-2117	201	53	.	.	PUNCT
easat-2117	202	1	models	model	NOUN
easat-2117	202	2	r2	r2	PROPN
easat-2117	202	3	mse	mse	PROPN
easat-2117	202	4	rmse	rmse	PROPN
easat-2117	202	5	mae	mae	PROPN
easat-2117	202	6	random	random	PROPN
easat-2117	202	7	forest	forest	NOUN
easat-2117	202	8	0.456	0.456	NUM
easat-2117	202	9	7652	7652	NUM
easat-2117	202	10	87.48	87.48	NUM
easat-2117	202	11	68	68	NUM
easat-2117	202	12	gradient	gradient	NOUN
easat-2117	202	13	boosting	boost	VERB
easat-2117	202	14	0.447	0.447	NUM
easat-2117	202	15	7772	7772	NUM
easat-2117	202	16	88.16	88.16	NUM
easat-2117	202	17	68	68	NUM
easat-2117	202	18	xgboost	xgboost	ADV
easat-2117	202	19	0.437	0.437	NUM
easat-2117	202	20	7919	7919	NUM
easat-2117	202	21	88.99	88.99	NUM
easat-2117	202	22	68	68	NUM
easat-2117	202	23	support	support	NOUN
easat-2117	202	24	vector	vector	NOUN
easat-2117	202	25	regressor	regressor	NOUN
easat-2117	202	26	0.358	0.358	NUM
easat-2117	202	27	9028	9028	NUM
easat-2117	202	28	95.02	95.02	NUM
easat-2117	202	29	78	78	NUM
easat-2117	202	30	neural	neural	ADJ
easat-2117	202	31	network	network	NOUN
easat-2117	202	32	0.117	0.117	NUM
easat-2117	202	33	12424	12424	NUM
easat-2117	202	34	111.47	111.47	NUM
easat-2117	202	35	82	82	NUM
easat-2117	202	36	k	k	ADV
easat-2117	202	37	-	-	PUNCT
easat-2117	202	38	nearest	near	ADJ
easat-2117	202	39	neighbors	neighbor	NOUN
easat-2117	202	40	0.357	0.357	NUM
easat-2117	202	41	9051	9051	NUM
easat-2117	202	42	95.14	95.14	NUM
easat-2117	202	43	74	74	NUM
easat-2117	202	44	530	530	NUM
easat-2117	202	45	edelweiss	edelweiss	PROPN
easat-2117	202	46	applied	apply	VERB
easat-2117	202	47	science	science	NOUN
easat-2117	202	48	and	and	CCONJ
easat-2117	202	49	technology	technology	NOUN
easat-2117	202	50	issn	issn	PROPN
easat-2117	202	51	:	:	PUNCT
easat-2117	202	52	2576	2576	NUM
easat-2117	202	53	-	-	SYM
easat-2117	202	54	8484	8484	NUM
easat-2117	202	55	vol	vol	NOUN
easat-2117	202	56	.	.	PROPN
easat-2117	202	57	8	8	NUM
easat-2117	202	58	,	,	PUNCT
easat-2117	202	59	no	no	INTJ
easat-2117	202	60	.	.	NOUN
easat-2117	203	1	6	6	NUM
easat-2117	203	2	:	:	SYM
easat-2117	203	3	520	520	NUM
easat-2117	203	4	-	-	SYM
easat-2117	203	5	537	537	NUM
easat-2117	203	6	,	,	PUNCT
easat-2117	203	7	2024	2024	NUM
easat-2117	203	8	doi	doi	NOUN
easat-2117	203	9	:	:	PUNCT
easat-2117	203	10	10.55214/25768484.v8i6.2117	10.55214/25768484.v8i6.2117	NUM
easat-2117	203	11	©	©	PROPN
easat-2117	203	12	2024	2024	NUM
easat-2117	203	13	by	by	ADP
easat-2117	203	14	the	the	DET
easat-2117	203	15	authors	author	NOUN
easat-2117	203	16	;	;	PUNCT
easat-2117	203	17	licensee	licensee	PROPN
easat-2117	203	18	learning	learn	VERB
easat-2117	203	19	gate	gate	NOUN
easat-2117	203	20	table	table	NOUN
easat-2117	203	21	8	8	NUM
easat-2117	203	22	.	.	PUNCT
easat-2117	204	1	comparison	comparison	NOUN
easat-2117	204	2	of	of	ADP
easat-2117	204	3	models	model	NOUN
easat-2117	204	4	performance	performance	NOUN
easat-2117	204	5	metric	metric	ADJ
easat-2117	204	6	for	for	ADP
easat-2117	204	7	port	port	NOUN
easat-2117	204	8	harcourt	harcourt	PROPN
easat-2117	204	9	(	(	PUNCT
easat-2117	204	10	ph	ph	PROPN
easat-2117	204	11	)	)	PUNCT
easat-2117	204	12	.	.	PUNCT
easat-2117	205	1	models	model	NOUN
easat-2117	205	2	r2	r2	PROPN
easat-2117	205	3	mse	mse	PROPN
easat-2117	205	4	rmse	rmse	PROPN
easat-2117	205	5	mae	mae	PROPN
easat-2117	205	6	random	random	PROPN
easat-2117	205	7	forest	forest	NOUN
easat-2117	205	8	0.458	0.458	NUM
easat-2117	205	9	7496	7496	NUM
easat-2117	205	10	86.58	86.58	NUM
easat-2117	205	11	65	65	NUM
easat-2117	205	12	gradient	gradient	NOUN
easat-2117	205	13	boosting	boost	VERB
easat-2117	205	14	0.455	0.455	NUM
easat-2117	205	15	7503	7503	NUM
easat-2117	205	16	86.62	86.62	NUM
easat-2117	205	17	65	65	NUM
easat-2117	205	18	xgboost	xgboost	ADV
easat-2117	205	19	0.456	0.456	NUM
easat-2117	205	20	7496	7496	NUM
easat-2117	205	21	86.58	86.58	NUM
easat-2117	205	22	65	65	NUM
easat-2117	205	23	support	support	NOUN
easat-2117	205	24	vector	vector	NOUN
easat-2117	205	25	regressor	regressor	NOUN
easat-2117	205	26	0.412	0.412	NUM
easat-2117	205	27	8099	8099	NUM
easat-2117	205	28	90.00	90.00	NUM
easat-2117	205	29	68	68	NUM
easat-2117	205	30	neural	neural	ADJ
easat-2117	205	31	network	network	NOUN
easat-2117	205	32	0.219	0.219	NUM
easat-2117	205	33	10763	10763	NUM
easat-2117	205	34	103.75	103.75	NUM
easat-2117	205	35	80	80	NUM
easat-2117	205	36	k	k	ADV
easat-2117	205	37	-	-	PUNCT
easat-2117	205	38	nearest	near	ADJ
easat-2117	205	39	neighbors	neighbor	NOUN
easat-2117	205	40	0.281	0.281	NUM
easat-2117	205	41	9901	9901	NUM
easat-2117	205	42	99.51	99.51	NUM
easat-2117	205	43	76	76	NUM
easat-2117	205	44	figure	figure	NOUN
easat-2117	205	45	7	7	NUM
easat-2117	205	46	.	.	PUNCT
easat-2117	205	47	performance	performance	NOUN
easat-2117	205	48	metrics	metric	NOUN
easat-2117	205	49	of	of	ADP
easat-2117	205	50	the	the	DET
easat-2117	205	51	models	model	NOUN
easat-2117	205	52	for	for	ADP
easat-2117	205	53	polokwane	polokwane	PROPN
easat-2117	205	54	.	.	PUNCT
easat-2117	206	1	figure	figure	VERB
easat-2117	206	2	8	8	NUM
easat-2117	206	3	.	.	PUNCT
easat-2117	207	1	performance	performance	NOUN
easat-2117	207	2	metrics	metric	NOUN
easat-2117	207	3	of	of	ADP
easat-2117	207	4	the	the	DET
easat-2117	207	5	models	model	NOUN
easat-2117	207	6	for	for	ADP
easat-2117	207	7	pretoria	pretoria	PROPN
easat-2117	207	8	.	.	PUNCT
easat-2117	207	9	0	0	NUM
easat-2117	207	10	0.1	0.1	NUM
easat-2117	207	11	0.2	0.2	NUM
easat-2117	207	12	0.3	0.3	NUM
easat-2117	207	13	0.4	0.4	NUM
easat-2117	207	14	0.5	0.5	NUM
easat-2117	207	15	0.6	0.6	NUM
easat-2117	207	16	0.7	0.7	NUM
easat-2117	207	17	0.8	0.8	NUM
easat-2117	207	18	0.9	0.9	NUM
easat-2117	207	19	0	0	NUM
easat-2117	207	20	50	50	NUM
easat-2117	207	21	100	100	NUM
easat-2117	207	22	150	150	NUM
easat-2117	207	23	200	200	NUM
easat-2117	207	24	250	250	NUM
easat-2117	207	25	300	300	NUM
easat-2117	207	26	350	350	NUM
easat-2117	207	27	random	random	ADJ
easat-2117	207	28	forest	forest	NOUN
easat-2117	207	29	gradient	gradient	NOUN
easat-2117	207	30	boosting	boost	VERB
easat-2117	207	31	xgboost	xgboost	ADP
easat-2117	207	32	support	support	NOUN
easat-2117	207	33	vector	vector	NOUN
easat-2117	207	34	regressor	regressor	NOUN
easat-2117	207	35	neural	neural	PROPN
easat-2117	207	36	network	network	PROPN
easat-2117	207	37	k	k	PROPN
easat-2117	207	38	-	-	PUNCT
easat-2117	207	39	nearest	near	ADJ
easat-2117	207	40	neighbors	neighbor	NOUN
easat-2117	207	41	r	r	NOUN
easat-2117	207	42	-s	-s	X
easat-2117	207	43	q	q	NOUN
easat-2117	207	44	u	u	PROPN
easat-2117	207	45	ar	ar	PROPN
easat-2117	207	46	ed	ed	PROPN
easat-2117	207	47	m	m	VERB
easat-2117	207	48	a	a	DET
easat-2117	207	49	e	e	NOUN
easat-2117	207	50	an	an	PRON
easat-2117	207	51	d	d	NOUN
easat-2117	207	52	r	r	NOUN
easat-2117	207	53	m	m	VERB
easat-2117	207	54	se	se	X
easat-2117	207	55	(	(	PUNCT
easat-2117	207	56	m	m	PROPN
easat-2117	207	57	)	)	PUNCT
easat-2117	207	58	rmse	rmse	PROPN
easat-2117	207	59	mae	mae	PROPN
easat-2117	207	60	r2	r2	PROPN
easat-2117	207	61	0	0	NUM
easat-2117	207	62	0.1	0.1	NUM
easat-2117	207	63	0.2	0.2	NUM
easat-2117	207	64	0.3	0.3	NUM
easat-2117	207	65	0.4	0.4	NUM
easat-2117	207	66	0.5	0.5	NUM
easat-2117	207	67	0.6	0.6	NUM
easat-2117	207	68	0.7	0.7	NUM
easat-2117	207	69	0.8	0.8	NUM
easat-2117	207	70	0.9	0.9	NUM
easat-2117	207	71	0	0	NUM
easat-2117	207	72	50	50	NUM
easat-2117	207	73	100	100	NUM
easat-2117	207	74	150	150	NUM
easat-2117	207	75	200	200	NUM
easat-2117	207	76	250	250	NUM
easat-2117	207	77	300	300	NUM
easat-2117	207	78	350	350	NUM
easat-2117	207	79	random	random	ADJ
easat-2117	207	80	forest	forest	NOUN
easat-2117	207	81	gradient	gradient	NOUN
easat-2117	207	82	boosting	boost	VERB
easat-2117	207	83	xgboost	xgboost	ADP
easat-2117	207	84	support	support	NOUN
easat-2117	207	85	vector	vector	NOUN
easat-2117	207	86	regressor	regressor	NOUN
easat-2117	207	87	neural	neural	PROPN
easat-2117	207	88	network	network	PROPN
easat-2117	207	89	k	k	PROPN
easat-2117	207	90	-	-	PUNCT
easat-2117	207	91	nearest	near	ADJ
easat-2117	207	92	neighbors	neighbor	NOUN
easat-2117	207	93	r	r	NOUN
easat-2117	207	94	-s	-s	X
easat-2117	207	95	q	q	NOUN
easat-2117	207	96	u	u	PROPN
easat-2117	207	97	ar	ar	PROPN
easat-2117	207	98	ed	ed	PROPN
easat-2117	207	99	m	m	VERB
easat-2117	207	100	a	a	DET
easat-2117	207	101	e	e	NOUN
easat-2117	207	102	an	an	PRON
easat-2117	207	103	d	d	NOUN
easat-2117	207	104	r	r	NOUN
easat-2117	207	105	m	m	VERB
easat-2117	207	106	se	se	X
easat-2117	207	107	(	(	PUNCT
easat-2117	207	108	m	m	PROPN
easat-2117	207	109	)	)	PUNCT
easat-2117	207	110	rmse	rmse	PROPN
easat-2117	207	111	mae	mae	PROPN
easat-2117	207	112	r2	r2	PROPN
easat-2117	207	113	531	531	NUM
easat-2117	207	114	edelweiss	edelweiss	PROPN
easat-2117	207	115	applied	apply	VERB
easat-2117	207	116	science	science	NOUN
easat-2117	207	117	and	and	CCONJ
easat-2117	207	118	technology	technology	NOUN
easat-2117	207	119	issn	issn	PROPN
easat-2117	207	120	:	:	PUNCT
easat-2117	207	121	2576	2576	NUM
easat-2117	207	122	-	-	SYM
easat-2117	207	123	8484	8484	NUM
easat-2117	207	124	vol	vol	NOUN
easat-2117	207	125	.	.	PROPN
easat-2117	208	1	8	8	NUM
easat-2117	208	2	,	,	PUNCT
easat-2117	208	3	no	no	INTJ
easat-2117	208	4	.	.	NOUN
easat-2117	209	1	6	6	NUM
easat-2117	209	2	:	:	SYM
easat-2117	209	3	520	520	NUM
easat-2117	209	4	-	-	SYM
easat-2117	209	5	537	537	NUM
easat-2117	209	6	,	,	PUNCT
easat-2117	209	7	2024	2024	NUM
easat-2117	209	8	doi	doi	NOUN
easat-2117	209	9	:	:	PUNCT
easat-2117	209	10	10.55214/25768484.v8i6.2117	10.55214/25768484.v8i6.2117	NUM
easat-2117	209	11	©	©	PROPN
easat-2117	209	12	2024	2024	NUM
easat-2117	209	13	by	by	ADP
easat-2117	209	14	the	the	DET
easat-2117	209	15	authors	author	NOUN
easat-2117	209	16	;	;	PUNCT
easat-2117	209	17	licensee	licensee	PROPN
easat-2117	209	18	learning	learn	VERB
easat-2117	209	19	gate	gate	NOUN
easat-2117	209	20	figure	figure	NOUN
easat-2117	209	21	9	9	NUM
easat-2117	209	22	.	.	PUNCT
easat-2117	209	23	performance	performance	NOUN
easat-2117	209	24	metrics	metric	NOUN
easat-2117	209	25	of	of	ADP
easat-2117	209	26	the	the	DET
easat-2117	209	27	models	model	NOUN
easat-2117	209	28	for	for	ADP
easat-2117	209	29	cape	cape	NOUN
easat-2117	209	30	town	town	NOUN
easat-2117	209	31	.	.	PUNCT
easat-2117	210	1	figure	figure	NOUN
easat-2117	210	2	10	10	NUM
easat-2117	210	3	.	.	PUNCT
easat-2117	211	1	performance	performance	NOUN
easat-2117	211	2	metrics	metric	NOUN
easat-2117	211	3	of	of	ADP
easat-2117	211	4	the	the	DET
easat-2117	211	5	models	model	NOUN
easat-2117	211	6	for	for	ADP
easat-2117	211	7	sokoto	sokoto	PROPN
easat-2117	211	8	.	.	PROPN
easat-2117	211	9	0	0	NUM
easat-2117	211	10	0.1	0.1	NUM
easat-2117	211	11	0.2	0.2	NUM
easat-2117	211	12	0.3	0.3	NUM
easat-2117	211	13	0.4	0.4	NUM
easat-2117	211	14	0.5	0.5	NUM
easat-2117	211	15	0.6	0.6	NUM
easat-2117	211	16	0.7	0.7	NUM
easat-2117	211	17	0.8	0.8	NUM
easat-2117	211	18	0.9	0.9	NUM
easat-2117	211	19	0	0	NUM
easat-2117	211	20	100	100	NUM
easat-2117	211	21	200	200	NUM
easat-2117	211	22	300	300	NUM
easat-2117	211	23	400	400	NUM
easat-2117	211	24	500	500	NUM
easat-2117	211	25	600	600	NUM
easat-2117	211	26	random	random	ADJ
easat-2117	211	27	forest	forest	NOUN
easat-2117	211	28	gradient	gradient	NOUN
easat-2117	211	29	boosting	boost	VERB
easat-2117	211	30	xgboost	xgboost	ADP
easat-2117	211	31	support	support	NOUN
easat-2117	211	32	vector	vector	NOUN
easat-2117	211	33	regressor	regressor	NOUN
easat-2117	211	34	neural	neural	PROPN
easat-2117	211	35	network	network	PROPN
easat-2117	211	36	k	k	PROPN
easat-2117	211	37	-	-	PUNCT
easat-2117	211	38	nearest	near	ADJ
easat-2117	211	39	neighbors	neighbor	NOUN
easat-2117	211	40	r	r	NOUN
easat-2117	211	41	-s	-s	X
easat-2117	211	42	q	q	NOUN
easat-2117	211	43	u	u	PROPN
easat-2117	211	44	ar	ar	PROPN
easat-2117	211	45	ed	ed	PROPN
easat-2117	211	46	m	m	VERB
easat-2117	211	47	a	a	DET
easat-2117	211	48	e	e	NOUN
easat-2117	211	49	an	an	PRON
easat-2117	211	50	d	d	NOUN
easat-2117	211	51	r	r	NOUN
easat-2117	211	52	m	m	VERB
easat-2117	211	53	se	se	X
easat-2117	211	54	(	(	PUNCT
easat-2117	211	55	m	m	PROPN
easat-2117	211	56	)	)	PUNCT
easat-2117	211	57	rmse	rmse	PROPN
easat-2117	211	58	mae	mae	PROPN
easat-2117	211	59	r2	r2	PROPN
easat-2117	211	60	0	0	NUM
easat-2117	212	1	0.05	0.05	NUM
easat-2117	212	2	0.1	0.1	NUM
easat-2117	212	3	0.15	0.15	NUM
easat-2117	212	4	0.2	0.2	NUM
easat-2117	212	5	0.25	0.25	NUM
easat-2117	212	6	0.3	0.3	NUM
easat-2117	212	7	0.35	0.35	NUM
easat-2117	212	8	0.4	0.4	NUM
easat-2117	212	9	0	0	NUM
easat-2117	212	10	20	20	NUM
easat-2117	212	11	40	40	NUM
easat-2117	212	12	60	60	NUM
easat-2117	212	13	80	80	NUM
easat-2117	212	14	100	100	NUM
easat-2117	212	15	120	120	NUM
easat-2117	212	16	140	140	NUM
easat-2117	212	17	160	160	NUM
easat-2117	212	18	random	random	ADJ
easat-2117	212	19	forest	forest	NOUN
easat-2117	212	20	gradient	gradient	NOUN
easat-2117	212	21	boosting	boost	VERB
easat-2117	212	22	xgboost	xgboost	ADP
easat-2117	212	23	support	support	NOUN
easat-2117	212	24	vector	vector	NOUN
easat-2117	212	25	regressor	regressor	NOUN
easat-2117	212	26	neural	neural	PROPN
easat-2117	212	27	network	network	PROPN
easat-2117	212	28	k	k	PROPN
easat-2117	212	29	-	-	PUNCT
easat-2117	212	30	nearest	near	ADJ
easat-2117	212	31	neighbors	neighbor	NOUN
easat-2117	212	32	r	r	NOUN
easat-2117	212	33	-s	-s	X
easat-2117	212	34	q	q	NOUN
easat-2117	212	35	u	u	PROPN
easat-2117	212	36	ar	ar	PROPN
easat-2117	212	37	ed	ed	PROPN
easat-2117	212	38	m	m	VERB
easat-2117	212	39	a	a	DET
easat-2117	212	40	e	e	NOUN
easat-2117	212	41	an	an	PRON
easat-2117	212	42	d	d	NOUN
easat-2117	212	43	r	r	NOUN
easat-2117	212	44	m	m	VERB
easat-2117	212	45	se	se	X
easat-2117	212	46	(	(	PUNCT
easat-2117	212	47	m	m	PROPN
easat-2117	212	48	)	)	PUNCT
easat-2117	212	49	rmse	rmse	PROPN
easat-2117	212	50	mae	mae	PROPN
easat-2117	212	51	r2	r2	PROPN
easat-2117	212	52	532	532	NUM
easat-2117	212	53	edelweiss	edelweiss	PROPN
easat-2117	212	54	applied	apply	VERB
easat-2117	212	55	science	science	NOUN
easat-2117	212	56	and	and	CCONJ
easat-2117	212	57	technology	technology	NOUN
easat-2117	212	58	issn	issn	PROPN
easat-2117	212	59	:	:	PUNCT
easat-2117	212	60	2576	2576	NUM
easat-2117	212	61	-	-	SYM
easat-2117	212	62	8484	8484	NUM
easat-2117	212	63	vol	vol	NOUN
easat-2117	212	64	.	.	PROPN
easat-2117	213	1	8	8	NUM
easat-2117	213	2	,	,	PUNCT
easat-2117	213	3	no	no	INTJ
easat-2117	213	4	.	.	NOUN
easat-2117	214	1	6	6	NUM
easat-2117	214	2	:	:	SYM
easat-2117	214	3	520	520	NUM
easat-2117	214	4	-	-	SYM
easat-2117	214	5	537	537	NUM
easat-2117	214	6	,	,	PUNCT
easat-2117	214	7	2024	2024	NUM
easat-2117	214	8	doi	doi	NOUN
easat-2117	214	9	:	:	PUNCT
easat-2117	214	10	10.55214/25768484.v8i6.2117	10.55214/25768484.v8i6.2117	NUM
easat-2117	214	11	©	©	PROPN
easat-2117	214	12	2024	2024	NUM
easat-2117	214	13	by	by	ADP
easat-2117	214	14	the	the	DET
easat-2117	214	15	authors	author	NOUN
easat-2117	214	16	;	;	PUNCT
easat-2117	214	17	licensee	licensee	PROPN
easat-2117	214	18	learning	learn	VERB
easat-2117	214	19	gate	gate	PROPN
easat-2117	214	20	figure	figure	NOUN
easat-2117	214	21	11	11	NUM
easat-2117	214	22	.	.	PUNCT
easat-2117	215	1	performance	performance	NOUN
easat-2117	215	2	metrics	metric	NOUN
easat-2117	215	3	of	of	ADP
easat-2117	215	4	the	the	DET
easat-2117	215	5	models	model	NOUN
easat-2117	215	6	for	for	ADP
easat-2117	215	7	akure	akure	NOUN
easat-2117	215	8	.	.	PUNCT
easat-2117	216	1	figure12	figure12	NOUN
easat-2117	216	2	.	.	PUNCT
easat-2117	217	1	performance	performance	NOUN
easat-2117	217	2	metrics	metric	NOUN
easat-2117	217	3	of	of	ADP
easat-2117	217	4	the	the	DET
easat-2117	217	5	models	model	NOUN
easat-2117	217	6	for	for	ADP
easat-2117	217	7	ph	ph	PROPN
easat-2117	217	8	.	.	PROPN
easat-2117	217	9	4.3	4.3	NUM
easat-2117	217	10	.	.	PUNCT
easat-2117	218	1	correlation	correlation	NOUN
easat-2117	218	2	between	between	ADP
easat-2117	218	3	atmospheric	atmospheric	ADJ
easat-2117	218	4	variables	variable	NOUN
easat-2117	218	5	and	and	CCONJ
easat-2117	218	6	rain	rain	NOUN
easat-2117	218	7	height	height	VERB
easat-2117	218	8	the	the	DET
easat-2117	218	9	relationship	relationship	NOUN
easat-2117	218	10	between	between	ADP
easat-2117	218	11	the	the	DET
easat-2117	218	12	input	input	NOUN
easat-2117	218	13	variables	variable	NOUN
easat-2117	218	14	and	and	CCONJ
easat-2117	218	15	rain	rain	NOUN
easat-2117	218	16	height	height	NOUN
easat-2117	218	17	was	be	AUX
easat-2117	218	18	investigated	investigate	VERB
easat-2117	218	19	through	through	ADP
easat-2117	218	20	correlation	correlation	NOUN
easat-2117	218	21	.	.	PUNCT
easat-2117	219	1	table	table	NOUN
easat-2117	219	2	9	9	NUM
easat-2117	219	3	presents	present	VERB
easat-2117	219	4	the	the	DET
easat-2117	219	5	correlation	correlation	NOUN
easat-2117	219	6	coefficient	coefficient	NOUN
easat-2117	219	7	between	between	ADP
easat-2117	219	8	each	each	PRON
easat-2117	219	9	of	of	ADP
easat-2117	219	10	the	the	DET
easat-2117	219	11	atmospheric	atmospheric	ADJ
easat-2117	219	12	earth	earth	NOUN
easat-2117	219	13	surface	surface	NOUN
easat-2117	219	14	variables	variable	NOUN
easat-2117	219	15	and	and	CCONJ
easat-2117	219	16	rain	rain	NOUN
easat-2117	219	17	height	height	NOUN
easat-2117	219	18	for	for	ADP
easat-2117	219	19	a	a	DET
easat-2117	219	20	typical	typical	ADJ
easat-2117	219	21	station	station	NOUN
easat-2117	219	22	(	(	PUNCT
easat-2117	219	23	cape	cape	NOUN
easat-2117	219	24	town	town	NOUN
easat-2117	219	25	)	)	PUNCT
easat-2117	219	26	,	,	PUNCT
easat-2117	219	27	since	since	SCONJ
easat-2117	219	28	similar	similar	ADJ
easat-2117	219	29	results	result	NOUN
easat-2117	219	30	were	be	AUX
easat-2117	219	31	obtained	obtain	VERB
easat-2117	219	32	for	for	ADP
easat-2117	219	33	all	all	DET
easat-2117	219	34	stations	station	NOUN
easat-2117	219	35	.	.	PUNCT
easat-2117	220	1	figures	figure	NOUN
easat-2117	220	2	13a	13a	PROPN
easat-2117	220	3	–	–	PUNCT
easat-2117	220	4	h	h	NOUN
easat-2117	220	5	indicate	indicate	VERB
easat-2117	220	6	the	the	DET
easat-2117	220	7	scatter	scatter	NOUN
easat-2117	220	8	plots	plot	NOUN
easat-2117	220	9	of	of	ADP
easat-2117	220	10	the	the	DET
easat-2117	220	11	variables	variable	NOUN
easat-2117	220	12	.	.	PUNCT
easat-2117	221	1	surface	surface	NOUN
easat-2117	221	2	temperature	temperature	NOUN
easat-2117	221	3	and	and	CCONJ
easat-2117	221	4	due	due	ADJ
easat-2117	221	5	point	point	NOUN
easat-2117	221	6	temperature	temperature	NOUN
easat-2117	221	7	have	have	VERB
easat-2117	221	8	very	very	ADV
easat-2117	221	9	strong	strong	ADJ
easat-2117	221	10	positive	positive	ADJ
easat-2117	221	11	correlations	correlation	NOUN
easat-2117	221	12	of	of	ADP
easat-2117	221	13	0.79	0.79	NUM
easat-2117	221	14	and	and	CCONJ
easat-2117	221	15	0.59	0.59	NUM
easat-2117	221	16	on	on	ADP
easat-2117	221	17	rain	rain	NOUN
easat-2117	221	18	height	height	NOUN
easat-2117	221	19	,	,	PUNCT
easat-2117	221	20	as	as	SCONJ
easat-2117	221	21	presented	present	VERB
easat-2117	221	22	in	in	ADP
easat-2117	221	23	table	table	NOUN
easat-2117	221	24	9	9	NUM
easat-2117	221	25	.	.	PUNCT
easat-2117	222	1	this	this	PRON
easat-2117	222	2	is	be	AUX
easat-2117	222	3	due	due	ADJ
easat-2117	222	4	to	to	ADP
easat-2117	222	5	the	the	DET
easat-2117	222	6	effect	effect	NOUN
easat-2117	222	7	of	of	ADP
easat-2117	222	8	solar	solar	ADJ
easat-2117	222	9	radiation	radiation	NOUN
easat-2117	222	10	on	on	ADP
easat-2117	222	11	the	the	DET
easat-2117	222	12	melting	melting	NOUN
easat-2117	222	13	layer	layer	NOUN
easat-2117	222	14	.	.	PUNCT
easat-2117	223	1	an	an	DET
easat-2117	223	2	increase	increase	NOUN
easat-2117	223	3	in	in	ADP
easat-2117	223	4	temperature	temperature	NOUN
easat-2117	223	5	reduces	reduce	VERB
easat-2117	223	6	the	the	DET
easat-2117	223	7	bright	bright	ADJ
easat-2117	223	8	band	band	NOUN
easat-2117	223	9	and	and	CCONJ
easat-2117	223	10	raises	raise	VERB
easat-2117	223	11	the	the	DET
easat-2117	223	12	height	height	NOUN
easat-2117	223	13	of	of	ADP
easat-2117	223	14	the	the	DET
easat-2117	223	15	water	water	NOUN
easat-2117	223	16	region	region	NOUN
easat-2117	223	17	in	in	ADP
easat-2117	223	18	the	the	DET
easat-2117	223	19	atmosphere	atmosphere	NOUN
easat-2117	223	20	.	.	PUNCT
easat-2117	224	1	the	the	DET
easat-2117	224	2	path	path	NOUN
easat-2117	224	3	travelled	travel	VERB
easat-2117	224	4	by	by	ADP
easat-2117	224	5	water	water	NOUN
easat-2117	224	6	droplets	droplet	NOUN
easat-2117	224	7	before	before	SCONJ
easat-2117	224	8	the	the	DET
easat-2117	224	9	earth	earth	NOUN
easat-2117	224	10	surface	surface	NOUN
easat-2117	224	11	becomes	become	VERB
easat-2117	224	12	higher	high	ADJ
easat-2117	224	13	,	,	PUNCT
easat-2117	224	14	i.e.	i.e.	X
easat-2117	224	15	,	,	PUNCT
easat-2117	224	16	the	the	DET
easat-2117	224	17	rain	rain	NOUN
easat-2117	224	18	eight	eight	NUM
easat-2117	224	19	,	,	PUNCT
easat-2117	224	20	however	however	ADV
easat-2117	224	21	,	,	PUNCT
easat-2117	224	22	this	this	PRON
easat-2117	224	23	does	do	AUX
easat-2117	224	24	not	not	PART
easat-2117	224	25	imply	imply	VERB
easat-2117	224	26	that	that	SCONJ
easat-2117	224	27	the	the	DET
easat-2117	224	28	total	total	ADJ
easat-2117	224	29	volume	volume	NOUN
easat-2117	224	30	of	of	ADP
easat-2117	224	31	water	water	NOUN
easat-2117	224	32	reaching	reach	VERB
easat-2117	224	33	the	the	DET
easat-2117	224	34	earth	earth	NOUN
easat-2117	224	35	's	's	PART
easat-2117	224	36	surface	surface	NOUN
easat-2117	224	37	is	be	AUX
easat-2117	224	38	increased	increase	VERB
easat-2117	224	39	proportionately	proportionately	ADV
easat-2117	224	40	,	,	PUNCT
easat-2117	224	41	thus	thus	ADV
easat-2117	224	42	a	a	DET
easat-2117	224	43	weak	weak	ADJ
easat-2117	224	44	correlation	correlation	NOUN
easat-2117	224	45	of	of	ADP
easat-2117	224	46	about	about	ADV
easat-2117	224	47	0.41	0.41	NUM
easat-2117	224	48	.	.	PUNCT
easat-2117	225	1	surface	surface	NOUN
easat-2117	225	2	pressure	pressure	NOUN
easat-2117	225	3	and	and	CCONJ
easat-2117	225	4	earth	earth	NOUN
easat-2117	225	5	’s	’s	PART
easat-2117	225	6	surface	surface	NOUN
easat-2117	225	7	solar	solar	ADJ
easat-2117	225	8	radiation	radiation	NOUN
easat-2117	225	9	also	also	ADV
easat-2117	225	10	have	have	VERB
easat-2117	225	11	similar	similar	ADJ
easat-2117	225	12	effects	effect	NOUN
easat-2117	225	13	,	,	PUNCT
easat-2117	225	14	as	as	SCONJ
easat-2117	225	15	they	they	PRON
easat-2117	225	16	both	both	PRON
easat-2117	225	17	enhance	enhance	VERB
easat-2117	225	18	the	the	DET
easat-2117	225	19	melting	melting	NOUN
easat-2117	225	20	of	of	ADP
easat-2117	225	21	the	the	DET
easat-2117	225	22	ice	ice	NOUN
easat-2117	225	23	,	,	PUNCT
easat-2117	225	24	thus	thus	ADV
easat-2117	225	25	increasing	increase	VERB
easat-2117	225	26	the	the	DET
easat-2117	225	27	rain	rain	NOUN
easat-2117	225	28	height	height	NOUN
easat-2117	225	29	.	.	PUNCT
easat-2117	226	1	this	this	DET
easat-2117	226	2	observation	observation	NOUN
easat-2117	226	3	was	be	AUX
easat-2117	226	4	corroborated	corroborate	VERB
easat-2117	226	5	by	by	ADP
easat-2117	226	6	[	[	X
easat-2117	226	7	38	38	NUM
easat-2117	226	8	]	]	PUNCT
easat-2117	226	9	and	and	CCONJ
easat-2117	226	10	[	[	X
easat-2117	226	11	39	39	NUM
easat-2117	226	12	]	]	PUNCT
easat-2117	226	13	,	,	PUNCT
easat-2117	226	14	0	0	NUM
easat-2117	226	15	0.05	0.05	NUM
easat-2117	226	16	0.1	0.1	NUM
easat-2117	226	17	0.15	0.15	NUM
easat-2117	226	18	0.2	0.2	NUM
easat-2117	226	19	0.25	0.25	NUM
easat-2117	226	20	0.3	0.3	NUM
easat-2117	226	21	0.35	0.35	NUM
easat-2117	226	22	0.4	0.4	NUM
easat-2117	226	23	0.45	0.45	NUM
easat-2117	226	24	0.5	0.5	NUM
easat-2117	226	25	0	0	NUM
easat-2117	226	26	20	20	NUM
easat-2117	226	27	40	40	NUM
easat-2117	226	28	60	60	NUM
easat-2117	226	29	80	80	NUM
easat-2117	226	30	100	100	NUM
easat-2117	226	31	120	120	NUM
easat-2117	226	32	random	random	ADJ
easat-2117	226	33	forest	forest	NOUN
easat-2117	226	34	gradient	gradient	NOUN
easat-2117	226	35	boosting	boost	VERB
easat-2117	226	36	xgboost	xgboost	ADP
easat-2117	226	37	support	support	NOUN
easat-2117	226	38	vector	vector	NOUN
easat-2117	226	39	regressor	regressor	NOUN
easat-2117	226	40	neural	neural	PROPN
easat-2117	226	41	network	network	PROPN
easat-2117	227	1	k	k	PROPN
easat-2117	227	2	-	-	PUNCT
easat-2117	227	3	nearest	near	ADJ
easat-2117	227	4	neighbors	neighbor	NOUN
easat-2117	228	1	r	r	NOUN
easat-2117	228	2	-s	-s	X
easat-2117	228	3	q	q	NOUN
easat-2117	228	4	u	u	PROPN
easat-2117	228	5	ar	ar	PROPN
easat-2117	228	6	ed	ed	PROPN
easat-2117	228	7	m	m	VERB
easat-2117	228	8	a	a	DET
easat-2117	228	9	e	e	NOUN
easat-2117	228	10	an	an	PRON
easat-2117	228	11	d	d	NOUN
easat-2117	228	12	r	r	NOUN
easat-2117	228	13	m	m	VERB
easat-2117	228	14	se	se	X
easat-2117	228	15	(	(	PUNCT
easat-2117	228	16	m	m	PROPN
easat-2117	228	17	)	)	PUNCT
easat-2117	228	18	rmse	rmse	PROPN
easat-2117	228	19	mae	mae	PROPN
easat-2117	228	20	r2	r2	PROPN
easat-2117	228	21	0	0	NUM
easat-2117	228	22	0.05	0.05	NUM
easat-2117	228	23	0.1	0.1	NUM
easat-2117	228	24	0.15	0.15	NUM
easat-2117	228	25	0.2	0.2	NUM
easat-2117	228	26	0.25	0.25	NUM
easat-2117	228	27	0.3	0.3	NUM
easat-2117	228	28	0.35	0.35	NUM
easat-2117	228	29	0.4	0.4	NUM
easat-2117	228	30	0.45	0.45	NUM
easat-2117	228	31	0.5	0.5	NUM
easat-2117	228	32	0	0	NUM
easat-2117	228	33	20	20	NUM
easat-2117	228	34	40	40	NUM
easat-2117	228	35	60	60	NUM
easat-2117	228	36	80	80	NUM
easat-2117	228	37	100	100	NUM
easat-2117	228	38	120	120	NUM
easat-2117	228	39	random	random	ADJ
easat-2117	228	40	forest	forest	NOUN
easat-2117	228	41	gradient	gradient	NOUN
easat-2117	228	42	boosting	boost	VERB
easat-2117	228	43	xgboost	xgboost	ADP
easat-2117	228	44	support	support	NOUN
easat-2117	228	45	vector	vector	NOUN
easat-2117	228	46	regressor	regressor	NOUN
easat-2117	228	47	neural	neural	PROPN
easat-2117	228	48	network	network	PROPN
easat-2117	228	49	k	k	PROPN
easat-2117	228	50	-	-	PUNCT
easat-2117	228	51	nearest	near	ADJ
easat-2117	228	52	neighbors	neighbor	NOUN
easat-2117	228	53	r	r	NOUN
easat-2117	228	54	-s	-s	X
easat-2117	228	55	q	q	NOUN
easat-2117	228	56	u	u	PROPN
easat-2117	228	57	ar	ar	PROPN
easat-2117	228	58	ed	ed	PROPN
easat-2117	228	59	m	m	VERB
easat-2117	228	60	a	a	DET
easat-2117	228	61	e	e	NOUN
easat-2117	228	62	an	an	PRON
easat-2117	228	63	d	d	NOUN
easat-2117	228	64	r	r	NOUN
easat-2117	228	65	m	m	VERB
easat-2117	228	66	se	se	X
easat-2117	228	67	(	(	PUNCT
easat-2117	228	68	m	m	PROPN
easat-2117	228	69	)	)	PUNCT
easat-2117	228	70	rmse	rmse	PROPN
easat-2117	228	71	mae	mae	PROPN
easat-2117	228	72	r2	r2	PROPN
easat-2117	228	73	533	533	NUM
easat-2117	228	74	edelweiss	edelweiss	PROPN
easat-2117	228	75	applied	apply	VERB
easat-2117	228	76	science	science	NOUN
easat-2117	228	77	and	and	CCONJ
easat-2117	228	78	technology	technology	NOUN
easat-2117	228	79	issn	issn	PROPN
easat-2117	228	80	:	:	PUNCT
easat-2117	228	81	2576	2576	NUM
easat-2117	228	82	-	-	SYM
easat-2117	228	83	8484	8484	NUM
easat-2117	228	84	vol	vol	NOUN
easat-2117	228	85	.	.	PROPN
easat-2117	228	86	8	8	NUM
easat-2117	228	87	,	,	PUNCT
easat-2117	228	88	no	no	INTJ
easat-2117	228	89	.	.	NOUN
easat-2117	229	1	6	6	NUM
easat-2117	229	2	:	:	SYM
easat-2117	229	3	520	520	NUM
easat-2117	229	4	-	-	SYM
easat-2117	229	5	537	537	NUM
easat-2117	229	6	,	,	PUNCT
easat-2117	229	7	2024	2024	NUM
easat-2117	229	8	doi	doi	NOUN
easat-2117	229	9	:	:	PUNCT
easat-2117	229	10	10.55214/25768484.v8i6.2117	10.55214/25768484.v8i6.2117	NUM
easat-2117	229	11	©	©	PROPN
easat-2117	229	12	2024	2024	NUM
easat-2117	229	13	by	by	ADP
easat-2117	229	14	the	the	DET
easat-2117	229	15	authors	author	NOUN
easat-2117	229	16	;	;	PUNCT
easat-2117	229	17	licensee	licensee	PROPN
easat-2117	229	18	learning	learning	NOUN
easat-2117	229	19	gate	gate	NOUN
easat-2117	229	20	who	who	PRON
easat-2117	229	21	reported	report	VERB
easat-2117	229	22	strong	strong	ADJ
easat-2117	229	23	positive	positive	ADJ
easat-2117	229	24	correlations	correlation	NOUN
easat-2117	229	25	between	between	ADP
easat-2117	229	26	the	the	DET
easat-2117	229	27	pair	pair	NOUN
easat-2117	229	28	of	of	ADP
easat-2117	229	29	meteorological	meteorological	ADJ
easat-2117	229	30	observables	observable	NOUN
easat-2117	229	31	.	.	PUNCT
easat-2117	230	1	oher	oher	PROPN
easat-2117	230	2	variables	variable	NOUN
easat-2117	230	3	which	which	PRON
easat-2117	230	4	exhibit	exhibit	VERB
easat-2117	230	5	positive	positive	ADJ
easat-2117	230	6	but	but	CCONJ
easat-2117	230	7	very	very	ADV
easat-2117	230	8	poor	poor	ADJ
easat-2117	230	9	correlation	correlation	NOUN
easat-2117	230	10	are	be	AUX
easat-2117	230	11	total	total	ADJ
easat-2117	230	12	cloud	cloud	ADJ
easat-2117	230	13	cover	cover	NOUN
easat-2117	230	14	,	,	PUNCT
easat-2117	230	15	total	total	ADJ
easat-2117	230	16	precipitation	precipitation	NOUN
easat-2117	230	17	.	.	PUNCT
easat-2117	231	1	table	table	NOUN
easat-2117	231	2	9	9	NUM
easat-2117	231	3	.	.	PUNCT
easat-2117	231	4	correlation	correlation	NOUN
easat-2117	231	5	co	co	NOUN
easat-2117	231	6	-	-	ADJ
easat-2117	231	7	efficient	efficient	ADJ
easat-2117	231	8	between	between	ADP
easat-2117	231	9	earth	earth	NOUN
easat-2117	231	10	surface	surface	NOUN
easat-2117	231	11	variables	variable	NOUN
easat-2117	231	12	and	and	CCONJ
easat-2117	231	13	rain	rain	NOUN
easat-2117	231	14	height	height	NOUN
easat-2117	231	15	on	on	ADP
easat-2117	231	16	a	a	DET
easat-2117	231	17	typical	typical	ADJ
easat-2117	231	18	day	day	NOUN
easat-2117	231	19	for	for	ADP
easat-2117	231	20	cape	cape	NOUN
easat-2117	231	21	town	town	NOUN
easat-2117	231	22	station	station	NOUN
easat-2117	231	23	.	.	PUNCT
easat-2117	232	1	earth	earth	NOUN
easat-2117	232	2	surface	surface	NOUN
easat-2117	232	3	variables	variable	NOUN
easat-2117	232	4	(	(	PUNCT
easat-2117	232	5	unit	unit	NOUN
easat-2117	232	6	)	)	PUNCT
easat-2117	232	7	symbol	symbol	NOUN
easat-2117	232	8	correlation	correlation	NOUN
easat-2117	232	9	co	co	NOUN
easat-2117	232	10	-	-	ADJ
easat-2117	232	11	efficient	efficient	ADJ
easat-2117	232	12	(	(	PUNCT
easat-2117	232	13	r2	r2	PROPN
easat-2117	232	14	)	)	PUNCT
easat-2117	232	15	surface	surface	NOUN
easat-2117	232	16	temperature	temperature	NOUN
easat-2117	232	17	(	(	PUNCT
easat-2117	232	18	k	k	NOUN
easat-2117	232	19	)	)	PUNCT
easat-2117	232	20	t2	t2	NOUN
easat-2117	232	21	m	m	NOUN
easat-2117	232	22	0.76	0.76	NUM
easat-2117	232	23	due	due	ADJ
easat-2117	232	24	point	point	NOUN
easat-2117	232	25	temperature	temperature	NOUN
easat-2117	232	26	(	(	PUNCT
easat-2117	232	27	k	k	NOUN
easat-2117	232	28	)	)	PUNCT
easat-2117	232	29	d2	d2	PROPN
easat-2117	232	30	m	m	PROPN
easat-2117	232	31	0.59	0.59	NUM
easat-2117	232	32	surface	surface	NOUN
easat-2117	232	33	pressure	pressure	NOUN
easat-2117	232	34	(	(	PUNCT
easat-2117	232	35	pa	pa	NOUN
easat-2117	232	36	)	)	PUNCT
easat-2117	232	37	sp	sp	ADP
easat-2117	232	38	-0.47	-0.47	PRON
easat-2117	232	39	surface	surface	NOUN
easat-2117	232	40	solar	solar	ADJ
easat-2117	232	41	radiation	radiation	NOUN
easat-2117	232	42	(	(	PUNCT
easat-2117	232	43	j	j	PROPN
easat-2117	232	44	/	/	SYM
easat-2117	232	45	m2	m2	PROPN
easat-2117	232	46	)	)	PUNCT
easat-2117	232	47	ssrd	ssrd	NOUN
easat-2117	232	48	0.62	0.62	NUM
easat-2117	232	49	total	total	ADJ
easat-2117	232	50	cloud	cloud	NOUN
easat-2117	232	51	cover	cover	NOUN
easat-2117	232	52	(	(	PUNCT
easat-2117	232	53	0	0	NUM
easat-2117	232	54	-	-	SYM
easat-2117	232	55	1	1	NUM
easat-2117	232	56	)	)	PUNCT
easat-2117	232	57	tcc	tcc	NOUN
easat-2117	232	58	0.36	0.36	NUM
easat-2117	232	59	total	total	ADJ
easat-2117	232	60	precipitation	precipitation	NOUN
easat-2117	232	61	(	(	PUNCT
easat-2117	232	62	m	m	NOUN
easat-2117	232	63	)	)	PUNCT
easat-2117	232	64	tp	tp	ADP
easat-2117	232	65	0.41	0.41	NUM
easat-2117	232	66	wind	wind	NOUN
easat-2117	232	67	speed	speed	NOUN
easat-2117	232	68	(	(	PUNCT
easat-2117	232	69	m	m	NOUN
easat-2117	232	70	/	/	SYM
easat-2117	232	71	s	s	PART
easat-2117	232	72	)	)	PUNCT
easat-2117	232	73	wind_speed	wind_spee	VERB
easat-2117	232	74	-0.04	-0.04	NUM
easat-2117	232	75	relative	relative	ADJ
easat-2117	232	76	humidity	humidity	NOUN
easat-2117	232	77	(	(	PUNCT
easat-2117	232	78	%	%	INTJ
easat-2117	232	79	)	)	PUNCT
easat-2117	232	80	relative_humidity	relative_humidity	NOUN
easat-2117	232	81	-0.51	-0.51	ADJ
easat-2117	232	82	534	534	NUM
easat-2117	232	83	edelweiss	edelweiss	PROPN
easat-2117	232	84	applied	apply	VERB
easat-2117	232	85	science	science	NOUN
easat-2117	232	86	and	and	CCONJ
easat-2117	232	87	technology	technology	NOUN
easat-2117	232	88	issn	issn	PROPN
easat-2117	232	89	:	:	PUNCT
easat-2117	232	90	2576	2576	NUM
easat-2117	232	91	-	-	SYM
easat-2117	232	92	8484	8484	NUM
easat-2117	232	93	vol	vol	NOUN
easat-2117	232	94	.	.	PROPN
easat-2117	232	95	8	8	NUM
easat-2117	232	96	,	,	PUNCT
easat-2117	232	97	no	no	INTJ
easat-2117	232	98	.	.	NOUN
easat-2117	233	1	6	6	NUM
easat-2117	233	2	:	:	SYM
easat-2117	233	3	520	520	NUM
easat-2117	233	4	-	-	SYM
easat-2117	233	5	537	537	NUM
easat-2117	233	6	,	,	PUNCT
easat-2117	233	7	2024	2024	NUM
easat-2117	233	8	doi	doi	NOUN
easat-2117	233	9	:	:	PUNCT
easat-2117	233	10	10.55214/25768484.v8i6.2117	10.55214/25768484.v8i6.2117	NUM
easat-2117	233	11	©	©	PROPN
easat-2117	233	12	2024	2024	NUM
easat-2117	233	13	by	by	ADP
easat-2117	233	14	the	the	DET
easat-2117	233	15	authors	author	NOUN
easat-2117	233	16	;	;	PUNCT
easat-2117	233	17	licensee	licensee	PROPN
easat-2117	233	18	learning	learning	NOUN
easat-2117	233	19	gate	gate	NOUN
easat-2117	233	20	figure13a	figure13a	PROPN
easat-2117	233	21	-	-	PUNCT
easat-2117	233	22	h.	h.	NOUN
easat-2117	233	23	the	the	DET
easat-2117	233	24	scatter	scatter	NOUN
easat-2117	233	25	plots	plot	NOUN
easat-2117	233	26	of	of	ADP
easat-2117	233	27	the	the	DET
easat-2117	233	28	atmospheric	atmospheric	ADJ
easat-2117	233	29	variables	variable	NOUN
easat-2117	233	30	on	on	ADP
easat-2117	233	31	rain	rain	NOUN
easat-2117	233	32	height	height	NOUN
easat-2117	233	33	for	for	ADP
easat-2117	233	34	cape	cape	NOUN
easat-2117	233	35	town	town	NOUN
easat-2117	233	36	station	station	NOUN
easat-2117	233	37	.	.	PUNCT
easat-2117	234	1	4.4	4.4	NUM
easat-2117	234	2	.	.	PUNCT
easat-2117	235	1	feature	feature	NOUN
easat-2117	235	2	importance	importance	NOUN
easat-2117	235	3	of	of	ADP
easat-2117	235	4	the	the	DET
easat-2117	235	5	input	input	NOUN
easat-2117	235	6	variables	variable	VERB
easat-2117	235	7	the	the	DET
easat-2117	235	8	contributions	contribution	NOUN
easat-2117	235	9	of	of	ADP
easat-2117	235	10	each	each	DET
easat-2117	235	11	input	input	NOUN
easat-2117	235	12	variable	variable	NOUN
easat-2117	235	13	used	use	VERB
easat-2117	235	14	for	for	ADP
easat-2117	235	15	the	the	DET
easat-2117	235	16	modeling	modeling	NOUN
easat-2117	235	17	were	be	AUX
easat-2117	235	18	analyzed	analyze	VERB
easat-2117	235	19	and	and	CCONJ
easat-2117	235	20	weighted	weight	VERB
easat-2117	235	21	through	through	ADP
easat-2117	235	22	feature	feature	NOUN
easat-2117	235	23	importance	importance	NOUN
easat-2117	235	24	calibrations	calibration	NOUN
easat-2117	235	25	.	.	PUNCT
easat-2117	236	1	the	the	DET
easat-2117	236	2	results	result	NOUN
easat-2117	236	3	obtained	obtain	VERB
easat-2117	236	4	are	be	AUX
easat-2117	236	5	presented	present	VERB
easat-2117	236	6	in	in	ADP
easat-2117	236	7	figures	figure	NOUN
easat-2117	236	8	14	14	NUM
easat-2117	236	9	(	(	PUNCT
easat-2117	236	10	e.g	e.g	NOUN
easat-2117	236	11	)	)	PUNCT
easat-2117	236	12	.	.	PUNCT
easat-2117	237	1	among	among	ADP
easat-2117	237	2	all	all	DET
easat-2117	237	3	the	the	DET
easat-2117	237	4	surface	surface	NOUN
easat-2117	237	5	atmospheric	atmospheric	ADJ
easat-2117	237	6	variables	variable	NOUN
easat-2117	237	7	,	,	PUNCT
easat-2117	237	8	the	the	DET
easat-2117	237	9	earth	earth	NOUN
easat-2117	237	10	surface	surface	NOUN
easat-2117	237	11	temperature	temperature	NOUN
easat-2117	237	12	makes	make	VERB
easat-2117	237	13	over	over	ADP
easat-2117	237	14	60	60	NUM
easat-2117	237	15	%	%	NOUN
easat-2117	237	16	contribution	contribution	NOUN
easat-2117	237	17	to	to	ADP
easat-2117	237	18	the	the	DET
easat-2117	237	19	regression	regression	NOUN
easat-2117	237	20	fit	fit	ADJ
easat-2117	237	21	across	across	ADP
easat-2117	237	22	all	all	DET
easat-2117	237	23	the	the	DET
easat-2117	237	24	stations	station	NOUN
easat-2117	237	25	,	,	PUNCT
easat-2117	237	26	as	as	SCONJ
easat-2117	237	27	depicted	depict	VERB
easat-2117	237	28	in	in	ADP
easat-2117	237	29	figures	figure	NOUN
easat-2117	237	30	14	14	NUM
easat-2117	237	31	(	(	PUNCT
easat-2117	237	32	e	e	NOUN
easat-2117	237	33	-	-	NOUN
easat-2117	237	34	g	g	NOUN
easat-2117	237	35	)	)	PUNCT
easat-2117	237	36	.	.	PUNCT
easat-2117	238	1	this	this	PRON
easat-2117	238	2	implies	imply	VERB
easat-2117	238	3	that	that	SCONJ
easat-2117	238	4	temperature	temperature	NOUN
easat-2117	238	5	has	have	VERB
easat-2117	238	6	the	the	DET
easat-2117	238	7	most	most	ADV
easat-2117	238	8	significant	significant	ADJ
easat-2117	238	9	influence	influence	NOUN
easat-2117	238	10	on	on	ADP
easat-2117	238	11	rain	rain	NOUN
easat-2117	238	12	height	height	NOUN
easat-2117	238	13	variability	variability	NOUN
easat-2117	238	14	.	.	PUNCT
easat-2117	239	1	this	this	PRON
easat-2117	239	2	is	be	AUX
easat-2117	239	3	a	a	DET
easat-2117	239	4	manifestation	manifestation	NOUN
easat-2117	239	5	of	of	ADP
easat-2117	239	6	the	the	DET
easat-2117	239	7	strong	strong	ADJ
easat-2117	239	8	positive	positive	ADJ
easat-2117	239	9	correlation	correlation	NOUN
easat-2117	239	10	reported	report	VERB
easat-2117	239	11	in	in	ADP
easat-2117	239	12	section	section	NOUN
easat-2117	239	13	4.3	4.3	NUM
easat-2117	239	14	.	.	PUNCT
easat-2117	240	1	all	all	DET
easat-2117	240	2	other	other	ADJ
easat-2117	240	3	variables	variable	NOUN
easat-2117	240	4	contribute	contribute	VERB
easat-2117	240	5	less	less	ADJ
easat-2117	240	6	than	than	ADP
easat-2117	240	7	20	20	NUM
easat-2117	240	8	%	%	NOUN
easat-2117	240	9	to	to	ADP
easat-2117	240	10	the	the	DET
easat-2117	240	11	rain	rain	NOUN
easat-2117	240	12	height	height	NOUN
easat-2117	240	13	model	model	NOUN
easat-2117	240	14	.	.	PUNCT
easat-2117	241	1	for	for	ADP
easat-2117	241	2	instance	instance	NOUN
easat-2117	241	3	,	,	PUNCT
easat-2117	241	4	in	in	ADP
easat-2117	241	5	polokwane	polokwane	PROPN
easat-2117	241	6	,	,	PUNCT
easat-2117	241	7	the	the	DET
easat-2117	241	8	total	total	ADJ
easat-2117	241	9	precipitation	precipitation	NOUN
easat-2117	241	10	,	,	PUNCT
easat-2117	241	11	surface	surface	NOUN
easat-2117	241	12	pressure	pressure	NOUN
easat-2117	241	13	,	,	PUNCT
easat-2117	241	14	earth	earth	NOUN
easat-2117	241	15	surface	surface	NOUN
easat-2117	241	16	due	due	ADJ
easat-2117	241	17	point	point	NOUN
easat-2117	241	18	temperature	temperature	NOUN
easat-2117	241	19	,	,	PUNCT
easat-2117	241	20	wind	wind	NOUN
easat-2117	241	21	speed	speed	NOUN
easat-2117	241	22	,	,	PUNCT
easat-2117	241	23	relative	relative	ADJ
easat-2117	241	24	humidity	humidity	NOUN
easat-2117	241	25	,	,	PUNCT
easat-2117	241	26	and	and	CCONJ
easat-2117	241	27	total	total	ADJ
easat-2117	241	28	clover	clover	NOUN
easat-2117	241	29	contribute	contribute	VERB
easat-2117	241	30	about	about	ADV
easat-2117	241	31	15.4	15.4	NUM
easat-2117	241	32	%	%	NOUN
easat-2117	241	33	,	,	PUNCT
easat-2117	241	34	15.1	15.1	NUM
easat-2117	241	35	%	%	NOUN
easat-2117	241	36	,	,	PUNCT
easat-2117	241	37	13.8	13.8	NUM
easat-2117	241	38	%	%	NOUN
easat-2117	241	39	,	,	PUNCT
easat-2117	241	40	8.5	8.5	NUM
easat-2117	241	41	%	%	NOUN
easat-2117	241	42	,	,	PUNCT
easat-2117	241	43	6.1	6.1	NUM
easat-2117	241	44	%	%	NOUN
easat-2117	241	45	,	,	PUNCT
easat-2117	241	46	2.8	2.8	NUM
easat-2117	241	47	%	%	NOUN
easat-2117	241	48	,	,	PUNCT
easat-2117	241	49	and	and	CCONJ
easat-2117	241	50	2.2	2.2	NUM
easat-2117	241	51	%	%	NOUN
easat-2117	241	52	,	,	PUNCT
easat-2117	241	53	respectively	respectively	ADV
easat-2117	241	54	.	.	PUNCT
easat-2117	242	1	535	535	NUM
easat-2117	242	2	edelweiss	edelweiss	PROPN
easat-2117	242	3	applied	apply	VERB
easat-2117	242	4	science	science	NOUN
easat-2117	242	5	and	and	CCONJ
easat-2117	242	6	technology	technology	NOUN
easat-2117	242	7	issn	issn	PROPN
easat-2117	242	8	:	:	PUNCT
easat-2117	242	9	2576	2576	NUM
easat-2117	242	10	-	-	SYM
easat-2117	242	11	8484	8484	NUM
easat-2117	242	12	vol	vol	NOUN
easat-2117	242	13	.	.	PROPN
easat-2117	242	14	8	8	NUM
easat-2117	242	15	,	,	PUNCT
easat-2117	242	16	no	no	INTJ
easat-2117	242	17	.	.	NOUN
easat-2117	243	1	6	6	NUM
easat-2117	243	2	:	:	SYM
easat-2117	243	3	520	520	NUM
easat-2117	243	4	-	-	SYM
easat-2117	243	5	537	537	NUM
easat-2117	243	6	,	,	PUNCT
easat-2117	243	7	2024	2024	NUM
easat-2117	243	8	doi	doi	NOUN
easat-2117	243	9	:	:	PUNCT
easat-2117	243	10	10.55214/25768484.v8i6.2117	10.55214/25768484.v8i6.2117	NUM
easat-2117	243	11	©	©	PROPN
easat-2117	243	12	2024	2024	NUM
easat-2117	243	13	by	by	ADP
easat-2117	243	14	the	the	DET
easat-2117	243	15	authors	author	NOUN
easat-2117	243	16	;	;	PUNCT
easat-2117	243	17	licensee	licensee	PROPN
easat-2117	243	18	learning	learn	VERB
easat-2117	243	19	gate	gate	PROPN
easat-2117	243	20	figure.14a	figure.14a	PROPN
easat-2117	243	21	-	-	PROPN
easat-2117	243	22	f	f	X
easat-2117	244	1	the	the	DET
easat-2117	244	2	feature	feature	NOUN
easat-2117	244	3	importance	importance	NOUN
easat-2117	244	4	of	of	ADP
easat-2117	244	5	each	each	DET
easat-2117	244	6	input	input	NOUN
easat-2117	244	7	variable	variable	NOUN
easat-2117	244	8	in	in	ADP
easat-2117	244	9	the	the	DET
easat-2117	244	10	model	model	NOUN
easat-2117	244	11	for	for	ADP
easat-2117	244	12	;	;	PUNCT
easat-2117	244	13	(	(	PUNCT
easat-2117	244	14	a	a	X
easat-2117	244	15	)	)	PUNCT
easat-2117	244	16	polokwane	polokwane	NOUN
easat-2117	244	17	,	,	PUNCT
easat-2117	244	18	(	(	PUNCT
easat-2117	244	19	b	b	X
easat-2117	244	20	)	)	PUNCT
easat-2117	244	21	pretoria	pretoria	NOUN
easat-2117	244	22	,	,	PUNCT
easat-2117	244	23	(	(	PUNCT
easat-2117	244	24	c	c	X
easat-2117	244	25	)	)	PUNCT
easat-2117	244	26	cape	cape	NOUN
easat-2117	244	27	town	town	NOUN
easat-2117	244	28	,	,	PUNCT
easat-2117	244	29	(	(	PUNCT
easat-2117	244	30	d	d	X
easat-2117	244	31	)	)	PUNCT
easat-2117	244	32	sokoto	sokoto	PROPN
easat-2117	244	33	,	,	PUNCT
easat-2117	244	34	(	(	PUNCT
easat-2117	244	35	e	e	NOUN
easat-2117	244	36	)	)	PUNCT
easat-2117	244	37	akure	akure	NOUN
easat-2117	244	38	,	,	PUNCT
easat-2117	244	39	and	and	CCONJ
easat-2117	244	40	(	(	PUNCT
easat-2117	244	41	f	f	X
easat-2117	244	42	)	)	PUNCT
easat-2117	244	43	port	port	NOUN
easat-2117	244	44	harcourt	harcourt	PROPN
easat-2117	244	45	(	(	PUNCT
easat-2117	244	46	in	in	ADP
easat-2117	244	47	progress	progress	NOUN
easat-2117	244	48	)	)	PUNCT
easat-2117	244	49	536	536	NUM
easat-2117	244	50	edelweiss	edelweiss	PROPN
easat-2117	244	51	applied	apply	VERB
easat-2117	244	52	science	science	NOUN
easat-2117	244	53	and	and	CCONJ
easat-2117	244	54	technology	technology	NOUN
easat-2117	244	55	issn	issn	PROPN
easat-2117	244	56	:	:	PUNCT
easat-2117	244	57	2576	2576	NUM
easat-2117	244	58	-	-	SYM
easat-2117	244	59	8484	8484	NUM
easat-2117	244	60	vol	vol	NOUN
easat-2117	244	61	.	.	PROPN
easat-2117	244	62	8	8	NUM
easat-2117	244	63	,	,	PUNCT
easat-2117	244	64	no	no	INTJ
easat-2117	244	65	.	.	NOUN
easat-2117	245	1	6	6	NUM
easat-2117	245	2	:	:	SYM
easat-2117	245	3	520	520	NUM
easat-2117	245	4	-	-	SYM
easat-2117	245	5	537	537	NUM
easat-2117	245	6	,	,	PUNCT
easat-2117	245	7	2024	2024	NUM
easat-2117	245	8	doi	doi	NOUN
easat-2117	245	9	:	:	PUNCT
easat-2117	245	10	10.55214/25768484.v8i6.2117	10.55214/25768484.v8i6.2117	NUM
easat-2117	245	11	©	©	PROPN
easat-2117	245	12	2024	2024	NUM
easat-2117	245	13	by	by	ADP
easat-2117	245	14	the	the	DET
easat-2117	245	15	authors	author	NOUN
easat-2117	245	16	;	;	PUNCT
easat-2117	245	17	licensee	licensee	PROPN
easat-2117	245	18	learning	learning	NOUN
easat-2117	245	19	gate	gate	NOUN
easat-2117	245	20	5	5	NUM
easat-2117	245	21	.	.	PUNCT
easat-2117	245	22	conclusion	conclusion	NOUN
easat-2117	245	23	the	the	DET
easat-2117	245	24	study	study	NOUN
easat-2117	245	25	examines	examine	VERB
easat-2117	245	26	the	the	DET
easat-2117	245	27	annual	annual	ADJ
easat-2117	245	28	trend	trend	NOUN
easat-2117	245	29	of	of	ADP
easat-2117	245	30	rain	rain	NOUN
easat-2117	245	31	height	height	NOUN
easat-2117	245	32	over	over	ADP
easat-2117	245	33	the	the	DET
easat-2117	245	34	studied	studied	ADJ
easat-2117	245	35	years	year	NOUN
easat-2117	245	36	.	.	PUNCT
easat-2117	246	1	findings	finding	NOUN
easat-2117	246	2	show	show	VERB
easat-2117	246	3	that	that	SCONJ
easat-2117	246	4	south	south	ADJ
easat-2117	246	5	african	african	ADJ
easat-2117	246	6	stations	station	NOUN
easat-2117	246	7	possess	possess	VERB
easat-2117	246	8	a	a	DET
easat-2117	246	9	well	well	ADV
easat-2117	246	10	-	-	PUNCT
easat-2117	246	11	defined	define	VERB
easat-2117	246	12	sinusoidal	sinusoidal	NOUN
easat-2117	246	13	wave	wave	NOUN
easat-2117	246	14	-	-	PUNCT
easat-2117	246	15	like	like	ADJ
easat-2117	246	16	pattern	pattern	NOUN
easat-2117	246	17	,	,	PUNCT
easat-2117	246	18	with	with	ADP
easat-2117	246	19	peak	peak	NOUN
easat-2117	246	20	and	and	CCONJ
easat-2117	246	21	trough	trough	NOUN
easat-2117	246	22	values	value	NOUN
easat-2117	246	23	occurring	occur	VERB
easat-2117	246	24	in	in	ADP
easat-2117	246	25	the	the	DET
easat-2117	246	26	summer	summer	NOUN
easat-2117	246	27	(	(	PUNCT
easat-2117	246	28	december	december	PROPN
easat-2117	246	29	–	–	PUNCT
easat-2117	246	30	january	january	PROPN
easat-2117	246	31	)	)	PUNCT
easat-2117	246	32	and	and	CCONJ
easat-2117	246	33	winter	winter	NOUN
easat-2117	246	34	(	(	PUNCT
easat-2117	246	35	may	may	PROPN
easat-2117	246	36	–	–	PUNCT
easat-2117	246	37	august	august	PROPN
easat-2117	246	38	)	)	PUNCT
easat-2117	246	39	,	,	PUNCT
easat-2117	246	40	respectively	respectively	ADV
easat-2117	246	41	.	.	PUNCT
easat-2117	247	1	in	in	ADP
easat-2117	247	2	nigeria	nigeria	PROPN
easat-2117	247	3	,	,	PUNCT
easat-2117	247	4	rain	rain	NOUN
easat-2117	247	5	height	height	NOUN
easat-2117	247	6	is	be	AUX
easat-2117	247	7	generally	generally	ADV
easat-2117	247	8	low	low	ADJ
easat-2117	247	9	during	during	ADP
easat-2117	247	10	the	the	DET
easat-2117	247	11	rainy	rainy	ADJ
easat-2117	247	12	season	season	NOUN
easat-2117	247	13	and	and	CCONJ
easat-2117	247	14	high	high	ADJ
easat-2117	247	15	in	in	ADP
easat-2117	247	16	the	the	DET
easat-2117	247	17	dry	dry	ADJ
easat-2117	247	18	season	season	NOUN
easat-2117	247	19	.	.	PUNCT
easat-2117	248	1	generally	generally	ADV
easat-2117	248	2	,	,	PUNCT
easat-2117	248	3	temperature	temperature	NOUN
easat-2117	248	4	has	have	VERB
easat-2117	248	5	the	the	DET
easat-2117	248	6	greatest	great	ADJ
easat-2117	248	7	influence	influence	NOUN
easat-2117	248	8	on	on	ADP
easat-2117	248	9	rain	rain	NOUN
easat-2117	248	10	height	height	NOUN
easat-2117	248	11	due	due	ADP
easat-2117	248	12	to	to	ADP
easat-2117	248	13	the	the	DET
easat-2117	248	14	high	high	ADJ
easat-2117	248	15	rate	rate	NOUN
easat-2117	248	16	of	of	ADP
easat-2117	248	17	ice	ice	NOUN
easat-2117	248	18	melting	melting	NOUN
easat-2117	248	19	in	in	ADP
easat-2117	248	20	the	the	DET
easat-2117	248	21	bright	bright	ADJ
easat-2117	248	22	band	band	NOUN
easat-2117	248	23	during	during	ADP
easat-2117	248	24	solar	solar	ADJ
easat-2117	248	25	active	active	ADJ
easat-2117	248	26	periods	period	NOUN
easat-2117	248	27	.	.	PUNCT
easat-2117	249	1	the	the	DET
easat-2117	249	2	prediction	prediction	NOUN
easat-2117	249	3	accuracy	accuracy	NOUN
easat-2117	249	4	of	of	ADP
easat-2117	249	5	the	the	DET
easat-2117	249	6	machine	machine	NOUN
easat-2117	249	7	learning	learning	NOUN
easat-2117	249	8	models	model	NOUN
easat-2117	249	9	increases	increase	VERB
easat-2117	249	10	as	as	SCONJ
easat-2117	249	11	we	we	PRON
easat-2117	249	12	move	move	VERB
easat-2117	249	13	away	away	ADV
easat-2117	249	14	from	from	ADP
easat-2117	249	15	the	the	DET
easat-2117	249	16	equator	equator	NOUN
easat-2117	249	17	.	.	PUNCT
easat-2117	250	1	all	all	DET
easat-2117	250	2	the	the	DET
easat-2117	250	3	south	south	ADJ
easat-2117	250	4	african	african	ADJ
easat-2117	250	5	stations	station	NOUN
easat-2117	250	6	are	be	AUX
easat-2117	250	7	situated	situate	VERB
easat-2117	250	8	farther	far	ADV
easat-2117	250	9	away	away	ADV
easat-2117	250	10	from	from	ADP
easat-2117	250	11	the	the	DET
easat-2117	250	12	equator	equator	NOUN
easat-2117	250	13	compared	compare	VERB
easat-2117	250	14	to	to	ADP
easat-2117	250	15	the	the	DET
easat-2117	250	16	nigerian	nigerian	ADJ
easat-2117	250	17	stations	station	NOUN
easat-2117	250	18	;	;	PUNCT
easat-2117	250	19	hence	hence	ADV
easat-2117	250	20	,	,	PUNCT
easat-2117	250	21	better	well	ADJ
easat-2117	250	22	performance	performance	NOUN
easat-2117	250	23	metrics	metric	NOUN
easat-2117	250	24	were	be	AUX
easat-2117	250	25	observed	observe	VERB
easat-2117	250	26	.	.	PUNCT
easat-2117	251	1	the	the	DET
easat-2117	251	2	gradient	gradient	NOUN
easat-2117	251	3	boosting	boost	VERB
easat-2117	251	4	model	model	NOUN
easat-2117	251	5	out	out	ADP
easat-2117	251	6	performed	perform	VERB
easat-2117	251	7	other	other	ADJ
easat-2117	251	8	five	five	NUM
easat-2117	251	9	models	model	NOUN
easat-2117	251	10	considered	consider	VERB
easat-2117	251	11	in	in	ADP
easat-2117	251	12	all	all	DET
easat-2117	251	13	the	the	DET
easat-2117	251	14	stations	station	NOUN
easat-2117	251	15	.	.	PUNCT
easat-2117	252	1	cape	cape	NOUN
easat-2117	252	2	town	town	NOUN
easat-2117	252	3	,	,	PUNCT
easat-2117	252	4	which	which	PRON
easat-2117	252	5	is	be	AUX
easat-2117	252	6	the	the	DET
easat-2117	252	7	farthest	farth	ADJ
easat-2117	252	8	station	station	NOUN
easat-2117	252	9	from	from	ADP
easat-2117	252	10	the	the	DET
easat-2117	252	11	equator	equator	NOUN
easat-2117	252	12	,	,	PUNCT
easat-2117	252	13	possesses	possess	VERB
easat-2117	252	14	the	the	DET
easat-2117	252	15	best	good	ADJ
easat-2117	252	16	performance	performance	NOUN
easat-2117	252	17	metrics	metric	NOUN
easat-2117	252	18	with	with	ADP
easat-2117	252	19	r2	r2	PROPN
easat-2117	252	20	,	,	PUNCT
easat-2117	252	21	mse	mse	PROPN
easat-2117	252	22	,	,	PUNCT
easat-2117	252	23	rmse	rmse	NOUN
easat-2117	252	24	,	,	PUNCT
easat-2117	252	25	and	and	CCONJ
easat-2117	252	26	mae	mae	PROPN
easat-2117	252	27	of	of	ADP
easat-2117	252	28	0.84	0.84	NUM
easat-2117	252	29	,	,	PUNCT
easat-2117	252	30	113,236	113,236	NUM
easat-2117	252	31	m2	m2	NOUN
easat-2117	252	32	,	,	PUNCT
easat-2117	252	33	336.5	336.5	NUM
easat-2117	252	34	m	m	NOUN
easat-2117	252	35	,	,	PUNCT
easat-2117	252	36	and	and	CCONJ
easat-2117	252	37	262	262	NUM
easat-2117	252	38	m	m	NOUN
easat-2117	252	39	,	,	PUNCT
easat-2117	252	40	respectively	respectively	ADV
easat-2117	252	41	.	.	PUNCT
easat-2117	253	1	overall	overall	ADV
easat-2117	253	2	,	,	PUNCT
easat-2117	253	3	the	the	DET
easat-2117	253	4	research	research	NOUN
easat-2117	253	5	provides	provide	VERB
easat-2117	253	6	an	an	DET
easat-2117	253	7	alternative	alternative	ADJ
easat-2117	253	8	means	mean	NOUN
easat-2117	253	9	of	of	ADP
easat-2117	253	10	computing	compute	VERB
easat-2117	253	11	rain	rain	NOUN
easat-2117	253	12	height	height	NOUN
easat-2117	253	13	for	for	ADP
easat-2117	253	14	better	well	ADJ
easat-2117	253	15	prediction	prediction	NOUN
easat-2117	253	16	of	of	ADP
easat-2117	253	17	rain	rain	NOUN
easat-2117	253	18	-	-	PUNCT
easat-2117	253	19	induced	induce	VERB
easat-2117	253	20	attenuation	attenuation	NOUN
easat-2117	253	21	,	,	PUNCT
easat-2117	253	22	which	which	PRON
easat-2117	253	23	is	be	AUX
easat-2117	253	24	a	a	DET
easat-2117	253	25	major	major	ADJ
easat-2117	253	26	threat	threat	NOUN
easat-2117	253	27	to	to	ADP
easat-2117	253	28	earth	earth	NOUN
easat-2117	253	29	-	-	PUNCT
easat-2117	253	30	space	space	NOUN
easat-2117	253	31	on	on	ADP
easat-2117	253	32	radio	radio	NOUN
easat-2117	253	33	links	link	NOUN
easat-2117	253	34	.	.	PUNCT
easat-2117	254	1	funding	funding	NOUN
easat-2117	254	2	:	:	PUNCT
easat-2117	254	3	this	this	DET
easat-2117	254	4	research	research	NOUN
easat-2117	254	5	is	be	AUX
easat-2117	254	6	supported	support	VERB
easat-2117	254	7	by	by	ADP
easat-2117	254	8	tshwane	tshwane	NOUN
easat-2117	254	9	university	university	PROPN
easat-2117	254	10	of	of	ADP
easat-2117	254	11	technology	technology	PROPN
easat-2117	254	12	south	south	PROPN
easat-2117	254	13	africa	africa	PROPN
easat-2117	254	14	.	.	PUNCT
easat-2117	255	1	copyright	copyright	NOUN
easat-2117	255	2	:	:	PUNCT
easat-2117	255	3	©	©	PROPN
easat-2117	255	4	2024	2024	NUM
easat-2117	255	5	by	by	ADP
easat-2117	255	6	the	the	DET
easat-2117	255	7	authors	author	NOUN
easat-2117	255	8	.	.	PUNCT
easat-2117	256	1	this	this	DET
easat-2117	256	2	article	article	NOUN
easat-2117	256	3	is	be	AUX
easat-2117	256	4	an	an	DET
easat-2117	256	5	open	open	ADJ
easat-2117	256	6	access	access	NOUN
easat-2117	256	7	article	article	NOUN
easat-2117	256	8	distributed	distribute	VERB
easat-2117	256	9	under	under	ADP
easat-2117	256	10	the	the	DET
easat-2117	256	11	terms	term	NOUN
easat-2117	256	12	and	and	CCONJ
easat-2117	256	13	conditions	condition	NOUN
easat-2117	256	14	of	of	ADP
easat-2117	256	15	the	the	DET
easat-2117	256	16	creative	creative	ADJ
easat-2117	256	17	commons	common	NOUN
easat-2117	256	18	attribution	attribution	NOUN
easat-2117	256	19	(	(	PUNCT
easat-2117	256	20	cc	cc	NOUN
easat-2117	256	21	by	by	ADP
easat-2117	256	22	)	)	PUNCT
easat-2117	256	23	license	license	NOUN
easat-2117	256	24	(	(	PUNCT
easat-2117	256	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-2117	256	26	)	)	PUNCT
easat-2117	256	27	.	.	PUNCT
easat-2117	257	1	references	reference	NOUN
easat-2117	257	2	[	[	X
easat-2117	257	3	1	1	NUM
easat-2117	257	4	]	]	X
easat-2117	257	5	y.	y.	PROPN
easat-2117	257	6	wen	wen	PROPN
easat-2117	257	7	,	,	PUNCT
easat-2117	257	8	l.	l.	PROPN
easat-2117	257	9	liao	liao	PROPN
easat-2117	257	10	,	,	PUNCT
easat-2117	257	11	d.	d.	PROPN
easat-2117	257	12	wolff	wolff	PROPN
easat-2117	257	13	,	,	PUNCT
easat-2117	257	14	r.	r.	PROPN
easat-2117	257	15	meneghini	meneghini	PROPN
easat-2117	257	16	,	,	PUNCT
easat-2117	257	17	and	and	CCONJ
easat-2117	257	18	t.	t.	PROPN
easat-2117	257	19	schuur	schuur	PROPN
easat-2117	257	20	.	.	PUNCT
easat-2117	258	1	“	"	PUNCT
easat-2117	258	2	joint	joint	ADJ
easat-2117	258	3	collaboration	collaboration	NOUN
easat-2117	258	4	on	on	ADP
easat-2117	258	5	comparing	compare	VERB
easat-2117	258	6	noaa	noaa	NOUN
easat-2117	258	7	’s	’s	PART
easat-2117	258	8	ground	ground	NOUN
easat-2117	258	9	-	-	PUNCT
easat-2117	258	10	based	base	VERB
easat-2117	258	11	weather	weather	NOUN
easat-2117	258	12	radar	radar	NOUN
easat-2117	258	13	and	and	CCONJ
easat-2117	258	14	nasa	nasa	PROPN
easat-2117	258	15	–	–	PUNCT
easat-2117	258	16	jaxa	jaxa	PROPN
easat-2117	258	17	’s	’s	PART
easat-2117	258	18	spaceborne	spaceborne	ADJ
easat-2117	258	19	radar	radar	NOUN
easat-2117	258	20	,	,	PUNCT
easat-2117	258	21	”	"	PUNCT
easat-2117	258	22	bulletin	bulletin	NOUN
easat-2117	258	23	of	of	ADP
easat-2117	258	24	the	the	DET
easat-2117	258	25	american	american	ADJ
easat-2117	258	26	meteorological	meteorological	ADJ
easat-2117	258	27	society	society	NOUN
easat-2117	258	28	,	,	PUNCT
easat-2117	258	29	vol	vol	NOUN
easat-2117	258	30	.	.	PROPN
easat-2117	259	1	104	104	NUM
easat-2117	259	2	,	,	PUNCT
easat-2117	259	3	no	no	INTJ
easat-2117	259	4	.	.	NOUN
easat-2117	259	5	8	8	NUM
easat-2117	259	6	.	.	X
easat-2117	259	7	2023	2023	NUM
easat-2117	259	8	.	.	PUNCT
easat-2117	260	1	e1435	e1435	NOUN
easat-2117	260	2	–	–	PUNCT
easat-2117	260	3	e1451	e1451	PROPN
easat-2117	260	4	.	.	PUNCT
easat-2117	260	5	https://doi.org/10.1175/bams-d-22-0127.1	https://doi.org/10.1175/bams-d-22-0127.1	PROPN
easat-2117	261	1	[	[	X
easat-2117	261	2	2	2	NUM
easat-2117	261	3	]	]	PUNCT
easat-2117	261	4	l.	l.	PROPN
easat-2117	261	5	liao	liao	PROPN
easat-2117	261	6	,	,	PUNCT
easat-2117	261	7	d.	d.	PROPN
easat-2117	261	8	wolff	wolff	PROPN
easat-2117	261	9	,	,	PUNCT
easat-2117	261	10	r.	r.	PROPN
easat-2117	261	11	meneghini	meneghini	PROPN
easat-2117	261	12	,	,	PUNCT
easat-2117	261	13	and	and	CCONJ
easat-2117	261	14	t.	t.	PROPN
easat-2117	261	15	schuur	schuur	PROPN
easat-2117	261	16	,	,	PUNCT
easat-2117	261	17	t.	t.	NOUN
easat-2117	261	18	“	"	PUNCT
easat-2117	261	19	systematic	systematic	ADJ
easat-2117	261	20	differences	difference	NOUN
easat-2117	261	21	in	in	ADP
easat-2117	261	22	reflectivity	reflectivity	NOUN
easat-2117	261	23	between	between	ADP
easat-2117	261	24	noaa	noaa	NOUN
easat-2117	261	25	wsr-88d	wsr-88d	NOUN
easat-2117	261	26	and	and	CCONJ
easat-2117	261	27	nasa	nasa	PROPN
easat-2117	261	28	–	–	PUNCT
easat-2117	261	29	jaxa	jaxa	PROPN
easat-2117	261	30	dpr	dpr	PROPN
easat-2117	261	31	,	,	PUNCT
easat-2117	261	32	”	"	PUNCT
easat-2117	261	33	journal	journal	NOUN
easat-2117	261	34	of	of	ADP
easat-2117	261	35	applied	apply	VERB
easat-2117	261	36	meteorology	meteorology	NOUN
easat-2117	261	37	and	and	CCONJ
easat-2117	261	38	climatology	climatology	NOUN
easat-2117	261	39	.	.	PUNCT
easat-2117	262	1	[	[	X
easat-2117	262	2	3	3	X
easat-2117	262	3	]	]	PUNCT
easat-2117	262	4	z.	z.	PROPN
easat-2117	262	5	yu	yu	PROPN
easat-2117	262	6	,	,	PUNCT
easat-2117	262	7	x.	x.	PROPN
easat-2117	262	8	zheng	zheng	PROPN
easat-2117	262	9	,	,	PUNCT
easat-2117	262	10	and	and	CCONJ
easat-2117	262	11	t.	t.	PROPN
easat-2117	262	12	sun	sun	PROPN
easat-2117	262	13	.	.	PUNCT
easat-2117	263	1	“	"	PUNCT
easat-2117	263	2	three	three	NUM
easat-2117	263	3	-	-	PUNCT
easat-2117	263	4	dimensional	dimensional	ADJ
easat-2117	263	5	slope	slope	NOUN
easat-2117	263	6	imaging	imaging	NOUN
easat-2117	263	7	method	method	NOUN
easat-2117	263	8	for	for	ADP
easat-2117	263	9	ground	ground	NOUN
easat-2117	263	10	-	-	PUNCT
easat-2117	263	11	based	base	VERB
easat-2117	263	12	real	real	ADJ
easat-2117	263	13	-	-	PUNCT
easat-2117	263	14	aperture	aperture	NOUN
easat-2117	263	15	radar	radar	NOUN
easat-2117	263	16	.	.	PUNCT
easat-2117	264	1	sensors	sensor	NOUN
easat-2117	264	2	,	,	PUNCT
easat-2117	264	3	vol	vol	NOUN
easat-2117	264	4	.	.	PROPN
easat-2117	264	5	21	21	NUM
easat-2117	264	6	,	,	PUNCT
easat-2117	264	7	no	no	INTJ
easat-2117	264	8	.	.	NOUN
easat-2117	264	9	10	10	NUM
easat-2117	264	10	.	.	X
easat-2117	264	11	2021	2021	NUM
easat-2117	264	12	https://doi.org/10.3390/s21103511	https://doi.org/10.3390/s21103511	NUM
easat-2117	265	1	[	[	X
easat-2117	265	2	4	4	X
easat-2117	265	3	]	]	X
easat-2117	265	4	y.	y.	PROPN
easat-2117	265	5	hong	hong	PROPN
easat-2117	265	6	,	,	PUNCT
easat-2117	265	7	k.	k.	PROPN
easat-2117	265	8	hsu	hsu	PROPN
easat-2117	265	9	,	,	PUNCT
easat-2117	265	10	and	and	CCONJ
easat-2117	265	11	s.	s.	PROPN
easat-2117	265	12	sorooshian	sorooshian	PROPN
easat-2117	265	13	.	.	PUNCT
easat-2117	266	1	“	"	PUNCT
easat-2117	266	2	remote	remote	ADJ
easat-2117	266	3	sensing	sense	VERB
easat-2117	266	4	precipitation	precipitation	NOUN
easat-2117	266	5	:	:	PUNCT
easat-2117	266	6	sensors	sensor	NOUN
easat-2117	266	7	,	,	PUNCT
easat-2117	266	8	retrievals	retrieval	NOUN
easat-2117	266	9	,	,	PUNCT
easat-2117	266	10	validations	validation	NOUN
easat-2117	266	11	,	,	PUNCT
easat-2117	266	12	and	and	CCONJ
easat-2117	266	13	applications	application	NOUN
easat-2117	266	14	,	,	PUNCT
easat-2117	266	15	”	"	PUNCT
easat-2117	266	16	springerlink	springerlink	NOUN
easat-2117	266	17	.	.	PUNCT
easat-2117	267	1	2022	2022	NUM
easat-2117	267	2	.	.	PUNCT
easat-2117	268	1	https://doi.org/10.1007/978-3-319-07184-0	https://doi.org/10.1007/978-3-319-07184-0	PROPN
easat-2117	268	2	[	[	X
easat-2117	268	3	5	5	NUM
easat-2117	268	4	]	]	PUNCT
easat-2117	268	5	y.	y.	PROPN
easat-2117	268	6	zhao	zhao	PROPN
easat-2117	268	7	,	,	PUNCT
easat-2117	268	8	x.	x.	PROPN
easat-2117	268	9	liu	liu	PROPN
easat-2117	268	10	,	,	PUNCT
easat-2117	268	11	m.	m.	NOUN
easat-2117	268	12	xian	xian	PROPN
easat-2117	268	13	,	,	PUNCT
easat-2117	268	14	and	and	CCONJ
easat-2117	268	15	t.	t.	PROPN
easat-2117	268	16	gao	gao	PROPN
easat-2117	268	17	.	.	PUNCT
easat-2117	269	1	“	"	PUNCT
easat-2117	269	2	statistical	statistical	ADJ
easat-2117	269	3	study	study	NOUN
easat-2117	269	4	of	of	ADP
easat-2117	269	5	rainfall	rainfall	NOUN
easat-2117	269	6	inversion	inversion	NOUN
easat-2117	269	7	using	use	VERB
easat-2117	269	8	the	the	DET
easat-2117	269	9	earth	earth	NOUN
easat-2117	269	10	-	-	PUNCT
easat-2117	269	11	space	space	NOUN
easat-2117	269	12	link	link	NOUN
easat-2117	269	13	at	at	ADP
easat-2117	269	14	the	the	DET
easat-2117	269	15	ku	ku	PROPN
easat-2117	269	16	band	band	PROPN
easat-2117	269	17	:	:	PUNCT
easat-2117	269	18	optimization	optimization	NOUN
easat-2117	269	19	and	and	CCONJ
easat-2117	269	20	validation	validation	NOUN
easat-2117	269	21	for	for	ADP
easat-2117	269	22	1	1	NUM
easat-2117	269	23	year	year	NOUN
easat-2117	269	24	of	of	ADP
easat-2117	269	25	data	datum	NOUN
easat-2117	269	26	,	,	PUNCT
easat-2117	269	27	”	"	PUNCT
easat-2117	269	28	ieee	ieee	NOUN
easat-2117	269	29	journal	journal	NOUN
easat-2117	269	30	of	of	ADP
easat-2117	269	31	selected	select	VERB
easat-2117	269	32	topics	topic	NOUN
easat-2117	269	33	in	in	ADP
easat-2117	269	34	applied	apply	VERB
easat-2117	269	35	earth	earth	NOUN
easat-2117	269	36	observations	observation	NOUN
easat-2117	269	37	and	and	CCONJ
easat-2117	269	38	remote	remote	ADJ
easat-2117	269	39	sensing	sensing	NOUN
easat-2117	269	40	,	,	PUNCT
easat-2117	269	41	vol	vol	NOUN
easat-2117	269	42	.	.	PROPN
easat-2117	269	43	14	14	NUM
easat-2117	269	44	,	,	PUNCT
easat-2117	269	45	pp	pp	ADJ
easat-2117	269	46	.	.	PUNCT
easat-2117	270	1	9486	9486	NUM
easat-2117	270	2	-	-	SYM
easat-2117	270	3	9494	9494	NUM
easat-2117	270	4	,	,	PUNCT
easat-2117	270	5	2021	2021	NUM
easat-2117	270	6	[	[	X
easat-2117	270	7	6	6	NUM
easat-2117	270	8	]	]	PUNCT
easat-2117	270	9	d.	d.	PROPN
easat-2117	270	10	a.	a.	PROPN
easat-2117	270	11	short	short	PROPN
easat-2117	270	12	,	,	PUNCT
easat-2117	270	13	and	and	CCONJ
easat-2117	270	14	k.	k.	PROPN
easat-2117	270	15	nakamura.2000	nakamura.2000	PROPN
easat-2117	270	16	)	)	PUNCT
easat-2117	270	17	.	.	PUNCT
easat-2117	271	1	“	"	PUNCT
easat-2117	271	2	trmm	trmm	VERB
easat-2117	271	3	radar	radar	NOUN
easat-2117	271	4	observations	observation	NOUN
easat-2117	271	5	of	of	ADP
easat-2117	271	6	shallow	shallow	ADJ
easat-2117	271	7	precipitation	precipitation	NOUN
easat-2117	271	8	over	over	ADP
easat-2117	271	9	the	the	DET
easat-2117	271	10	tropical	tropical	ADJ
easat-2117	271	11	oceans	ocean	NOUN
easat-2117	271	12	,	,	PUNCT
easat-2117	271	13	”	"	PUNCT
easat-2117	271	14	journal	journal	NOUN
easat-2117	271	15	of	of	ADP
easat-2117	271	16	climate	climate	NOUN
easat-2117	271	17	,	,	PUNCT
easat-2117	271	18	vol	vol	NOUN
easat-2117	271	19	.	.	PROPN
easat-2117	271	20	13	13	NUM
easat-2117	271	21	,	,	PUNCT
easat-2117	271	22	no	no	INTJ
easat-2117	271	23	.	.	NOUN
easat-2117	271	24	23	23	NUM
easat-2117	271	25	,	,	PUNCT
easat-2117	271	26	pp	pp	ADJ
easat-2117	271	27	.	.	PUNCT
easat-2117	271	28	4107	4107	NUM
easat-2117	271	29	-	-	SYM
easat-2117	271	30	4124	4124	NUM
easat-2117	271	31	,	,	PUNCT
easat-2117	271	32	2000	2000	NUM
easat-2117	271	33	.	.	PUNCT
easat-2117	272	1	http://dx.doi.org/10.1175/15200442(2000)013<4107:troosp>2.0.co;2	http://dx.doi.org/10.1175/15200442(2000)013<4107:troosp>2.0.co;2	X
easat-2117	273	1	[	[	X
easat-2117	273	2	7	7	X
easat-2117	273	3	]	]	X
easat-2117	273	4	t.	t.	NOUN
easat-2117	273	5	iguchi	iguchi	ADJ
easat-2117	273	6	,	,	PUNCT
easat-2117	273	7	n.	n.	NOUN
easat-2117	273	8	kawamoto	kawamoto	NOUN
easat-2117	273	9	,	,	PUNCT
easat-2117	273	10	and	and	CCONJ
easat-2117	273	11	r.	r.	PROPN
easat-2117	273	12	oki	oki	PROPN
easat-2117	273	13	.	.	PUNCT
easat-2117	274	1	“	"	PUNCT
easat-2117	274	2	detection	detection	NOUN
easat-2117	274	3	of	of	ADP
easat-2117	274	4	intense	intense	ADJ
easat-2117	274	5	ice	ice	NOUN
easat-2117	274	6	precipitation	precipitation	NOUN
easat-2117	274	7	with	with	ADP
easat-2117	274	8	gpm	gpm	PROPN
easat-2117	274	9	/	/	SYM
easat-2117	274	10	dpr	dpr	PROPN
easat-2117	274	11	,	,	PUNCT
easat-2117	274	12	”	"	PUNCT
easat-2117	274	13	america	america	PROPN
easat-2117	274	14	meteorological	meteorological	ADJ
easat-2117	274	15	society	society	NOUN
easat-2117	274	16	.	.	PUNCT
easat-2117	275	1	vol	vol	NOUN
easat-2117	275	2	.	.	PROPN
easat-2117	276	1	35	35	NUM
easat-2117	276	2	,	,	PUNCT
easat-2117	276	3	no	no	INTJ
easat-2117	276	4	.	.	NOUN
easat-2117	276	5	3	3	NUM
easat-2117	276	6	,	,	PUNCT
easat-2117	276	7	pp	pp	ADJ
easat-2117	276	8	.	.	PUNCT
easat-2117	277	1	491	491	NUM
easat-2117	277	2	-	-	SYM
easat-2117	277	3	502	502	NUM
easat-2117	277	4	,	,	PUNCT
easat-2117	277	5	2018	2018	NUM
easat-2117	277	6	.	.	PUNCT
easat-2117	278	1	doi	doi	NOUN
easat-2117	278	2	:	:	PUNCT
easat-2117	278	3	https://doi.org/10.1175/jtech-d-17-0120.1	https://doi.org/10.1175/jtech-d-17-0120.1	X
easat-2117	279	1	[	[	X
easat-2117	279	2	8	8	NUM
easat-2117	279	3	]	]	X
easat-2117	279	4	m.	m.	NOUN
easat-2117	279	5	kojima	kojima	PROPN
easat-2117	279	6	,	,	PUNCT
easat-2117	279	7	t.	t.	PROPN
easat-2117	279	8	miura	miura	PROPN
easat-2117	279	9	,	,	PUNCT
easat-2117	279	10	k.	k.	PROPN
easat-2117	279	11	furukawa	furukawa	PROPN
easat-2117	279	12	,	,	PUNCT
easat-2117	279	13	y.	y.	NOUN
easat-2117	279	14	hyakusoku	hyakusoku	PROPN
easat-2117	279	15	.	.	PUNCT
easat-2117	280	1	t.	t.	PROPN
easat-2117	280	2	ishikiri	ishikiri	PROPN
easat-2117	280	3	,	,	PUNCT
easat-2117	280	4	h.	h.	PROPN
easat-2117	280	5	kai	kai	PROPN
easat-2117	280	6	,	,	PUNCT
easat-2117	280	7	t.	t.	PROPN
easat-2117	280	8	iguchi	iguchi	ADJ
easat-2117	280	9	,	,	PUNCT
easat-2117	280	10	and	and	CCONJ
easat-2117	280	11	h.	h.	PROPN
easat-2117	280	12	hanado	hanado	PROPN
easat-2117	280	13	.	.	PUNCT
easat-2117	281	1	“	"	PUNCT
easat-2117	281	2	dual	dual	ADJ
easat-2117	281	3	-	-	PUNCT
easat-2117	281	4	frequency	frequency	NOUN
easat-2117	281	5	precipitation	precipitation	NOUN
easat-2117	281	6	radar	radar	NOUN
easat-2117	281	7	(	(	PUNCT
easat-2117	281	8	dpr	dpr	PROPN
easat-2117	281	9	)	)	PUNCT
easat-2117	281	10	development	development	NOUN
easat-2117	281	11	on	on	ADP
easat-2117	281	12	the	the	DET
easat-2117	281	13	global	global	ADJ
easat-2117	281	14	precipitation	precipitation	NOUN
easat-2117	281	15	measurement	measurement	NOUN
easat-2117	281	16	(	(	PUNCT
easat-2117	281	17	gpm	gpm	NOUN
easat-2117	281	18	)	)	PUNCT
easat-2117	281	19	core	core	NOUN
easat-2117	281	20	observatory	observatory	NOUN
easat-2117	281	21	,	,	PUNCT
easat-2117	281	22	”	"	PUNCT
easat-2117	281	23	proc	proc	NOUN
easat-2117	281	24	.	.	PUNCT
easat-2117	282	1	spie	spie	ADJ
easat-2117	282	2	8528	8528	NUM
easat-2117	282	3	,	,	PUNCT
easat-2117	282	4	earth	earth	NOUN
easat-2117	282	5	observing	observe	VERB
easat-2117	282	6	missions	mission	NOUN
easat-2117	282	7	and	and	CCONJ
easat-2117	282	8	sensors	sensor	NOUN
easat-2117	282	9	:	:	PUNCT
easat-2117	282	10	development	development	NOUN
easat-2117	282	11	,	,	PUNCT
easat-2117	282	12	implementation	implementation	NOUN
easat-2117	282	13	,	,	PUNCT
easat-2117	282	14	and	and	CCONJ
easat-2117	282	15	characterization	characterization	NOUN
easat-2117	282	16	ii	ii	NOUN
easat-2117	282	17	,	,	PUNCT
easat-2117	282	18	85281a	85281a	NUM
easat-2117	282	19	,	,	PUNCT
easat-2117	282	20	2012	2012	NUM
easat-2117	282	21	https://doi.org/10.1117/12.976823	https://doi.org/10.1117/12.976823	NOUN
easat-2117	283	1	[	[	X
easat-2117	283	2	9	9	NUM
easat-2117	283	3	]	]	X
easat-2117	283	4	d.	d.	PROPN
easat-2117	283	5	s.	s.	PROPN
easat-2117	283	6	zrnic	zrnic	PROPN
easat-2117	283	7	,	,	PUNCT
easat-2117	283	8	and	and	CCONJ
easat-2117	283	9	a.	a.	NOUN
easat-2117	283	10	v.	v.	PROPN
easat-2117	283	11	ryzhkov	ryzhkov	PROPN
easat-2117	283	12	.	.	PUNCT
easat-2117	284	1	“	"	PUNCT
easat-2117	284	2	polarimetry	polarimetry	NOUN
easat-2117	284	3	for	for	ADP
easat-2117	284	4	weather	weather	NOUN
easat-2117	284	5	surveillance	surveillance	NOUN
easat-2117	284	6	radars	radar	NOUN
easat-2117	284	7	,	,	PUNCT
easat-2117	284	8	”	"	PUNCT
easat-2117	284	9	bulletin	bulletin	NOUN
easat-2117	284	10	of	of	ADP
easat-2117	284	11	the	the	DET
easat-2117	284	12	american	american	ADJ
easat-2117	284	13	meteorological	meteorological	ADJ
easat-2117	284	14	society	society	NOUN
easat-2117	284	15	,	,	PUNCT
easat-2117	284	16	vol	vol	NOUN
easat-2117	284	17	.	.	PROPN
easat-2117	284	18	80	80	NUM
easat-2117	284	19	,	,	PUNCT
easat-2117	284	20	no	no	INTJ
easat-2117	284	21	.	.	NOUN
easat-2117	284	22	3	3	NUM
easat-2117	284	23	,	,	PUNCT
easat-2117	284	24	pp	pp	ADJ
easat-2117	284	25	.	.	PUNCT
easat-2117	285	1	389	389	NUM
easat-2117	285	2	-	-	SYM
easat-2117	285	3	406	406	NUM
easat-2117	285	4	,	,	PUNCT
easat-2117	285	5	1999	1999	NUM
easat-2117	285	6	https://doi.org/10.1175/1520-0477(1999)080<0389>2.0.co;2	https://doi.org/10.1175/1520-0477(1999)080<0389>2.0.co;2	NOUN
easat-2117	286	1	[	[	X
easat-2117	286	2	10	10	NUM
easat-2117	286	3	]	]	X
easat-2117	286	4	r.	r.	PROPN
easat-2117	286	5	meneghini	meneghini	PROPN
easat-2117	286	6	,	,	PUNCT
easat-2117	286	7	h.	h.	PROPN
easat-2117	286	8	kim	kim	PROPN
easat-2117	286	9	,	,	PUNCT
easat-2117	286	10	l.	l.	PROPN
easat-2117	286	11	liao	liao	PROPN
easat-2117	286	12	,	,	PUNCT
easat-2117	286	13	j.	j.	PROPN
easat-2117	286	14	a.	a.	PROPN
easat-2117	286	15	jones	jones	PROPN
easat-2117	286	16	,	,	PUNCT
easat-2117	286	17	j.	j.	PROPN
easat-2117	286	18	m.	m.	PROPN
easat-2117	286	19	kwiatkowski	kwiatkowski	PROPN
easat-2117	286	20	.	.	PUNCT
easat-2117	287	1	“	"	PUNCT
easat-2117	287	2	an	an	DET
easat-2117	287	3	initial	initial	ADJ
easat-2117	287	4	assessment	assessment	NOUN
easat-2117	287	5	of	of	ADP
easat-2117	287	6	the	the	DET
easat-2117	287	7	surface	surface	NOUN
easat-2117	287	8	reference	reference	NOUN
easat-2117	287	9	technique	technique	NOUN
easat-2117	287	10	applied	apply	VERB
easat-2117	287	11	to	to	ADP
easat-2117	287	12	data	datum	NOUN
easat-2117	287	13	from	from	ADP
easat-2117	287	14	the	the	DET
easat-2117	287	15	dual	dual	ADJ
easat-2117	287	16	-	-	PUNCT
easat-2117	287	17	frequency	frequency	NOUN
easat-2117	287	18	precipitation	precipitation	NOUN
easat-2117	287	19	radar	radar	NOUN
easat-2117	287	20	(	(	PUNCT
easat-2117	287	21	dpr	dpr	PROPN
easat-2117	287	22	)	)	PUNCT
easat-2117	287	23	on	on	ADP
easat-2117	287	24	the	the	DET
easat-2117	287	25	gpm	gpm	NOUN
easat-2117	287	26	satellite	satellite	NOUN
easat-2117	287	27	,	,	PUNCT
easat-2117	287	28	”	"	PUNCT
easat-2117	287	29	journal	journal	NOUN
easat-2117	287	30	of	of	ADP
easat-2117	287	31	atmospheric	atmospheric	ADJ
easat-2117	287	32	and	and	CCONJ
easat-2117	287	33	oceanic	oceanic	ADJ
easat-2117	287	34	technology	technology	NOUN
easat-2117	287	35	,	,	PUNCT
easat-2117	287	36	vol	vol	NOUN
easat-2117	287	37	.	.	PROPN
easat-2117	287	38	32	32	NUM
easat-2117	287	39	,	,	PUNCT
easat-2117	287	40	no	no	INTJ
easat-2117	287	41	.	.	NOUN
easat-2117	287	42	11	11	NUM
easat-2117	287	43	,	,	PUNCT
easat-2117	287	44	pp	pp	ADJ
easat-2117	287	45	.	.	PUNCT
easat-2117	288	1	2281	2281	NUM
easat-2117	288	2	-	-	SYM
easat-2117	288	3	2296	2296	NUM
easat-2117	288	4	,	,	PUNCT
easat-2117	288	5	2015	2015	NUM
easat-2117	288	6	https://doi.org/10.1175/jtech-d-15-0044.1	https://doi.org/10.1175/jtech-d-15-0044.1	PUNCT
easat-2117	289	1	[	[	X
easat-2117	289	2	11	11	NUM
easat-2117	289	3	]	]	PUNCT
easat-2117	289	4	j.	j.	PROPN
easat-2117	289	5	s.	s.	PROPN
easat-2117	289	6	mandeep	mandeep	PROPN
easat-2117	289	7	,	,	PUNCT
easat-2117	289	8	“	"	PUNCT
easat-2117	289	9	atmospheric	atmospheric	ADJ
easat-2117	289	10	effects	effect	NOUN
easat-2117	289	11	on	on	ADP
easat-2117	289	12	ku	ku	PROPN
easat-2117	289	13	-	-	PUNCT
easat-2117	289	14	band	band	NOUN
easat-2117	289	15	satellite	satellite	NOUN
easat-2117	289	16	communication	communication	NOUN
easat-2117	289	17	links	link	NOUN
easat-2117	289	18	during	during	ADP
easat-2117	289	19	the	the	DET
easat-2117	289	20	malaysian	malaysian	ADJ
easat-2117	289	21	rainy	rainy	ADJ
easat-2117	289	22	season	season	NOUN
easat-2117	289	23	,	,	PUNCT
easat-2117	289	24	”	"	PUNCT
easat-2117	289	25	international	international	ADJ
easat-2117	289	26	journal	journal	NOUN
easat-2117	289	27	of	of	ADP
easat-2117	289	28	satellite	satellite	NOUN
easat-2117	289	29	communications	communication	NOUN
easat-2117	289	30	and	and	CCONJ
easat-2117	289	31	networking	networking	NOUN
easat-2117	289	32	,	,	PUNCT
easat-2117	289	33	vol	vol	NOUN
easat-2117	289	34	.	.	PROPN
easat-2117	289	35	26	26	NUM
easat-2117	289	36	,	,	PUNCT
easat-2117	289	37	no	no	INTJ
easat-2117	289	38	.	.	NOUN
easat-2117	289	39	5	5	NUM
easat-2117	289	40	,	,	PUNCT
easat-2117	289	41	pp.447	pp.447	NOUN
easat-2117	289	42	-	-	PUNCT
easat-2117	289	43	462	462	NUM
easat-2117	289	44	,	,	PUNCT
easat-2117	289	45	2008	2008	NUM
easat-2117	289	46	.	.	PUNCT
easat-2117	290	1	https://doi.org/10.1002/sat.893	https://doi.org/10.1002/sat.893	PROPN
easat-2117	290	2	[	[	X
easat-2117	290	3	12	12	NUM
easat-2117	290	4	]	]	X
easat-2117	290	5	y.	y.	PROPN
easat-2117	290	6	b.	b.	PROPN
easat-2117	290	7	lawal	lawal	PROPN
easat-2117	290	8	,	,	PUNCT
easat-2117	290	9	j.	j.	PROPN
easat-2117	290	10	s.	s.	PROPN
easat-2117	290	11	ojo	ojo	PROPN
easat-2117	290	12	,	,	PUNCT
easat-2117	290	13	s.	s.	PROPN
easat-2117	290	14	e.	e.	PROPN
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easat-2117	290	16	,	,	PUNCT
easat-2117	290	17	and	and	CCONJ
easat-2117	290	18	e.	e.	PROPN
easat-2117	290	19	o.	o.	PROPN
easat-2117	290	20	olurotimi	olurotimi	PROPN
easat-2117	290	21	.	.	PUNCT
easat-2117	290	22	”	"	PUNCT
easat-2117	290	23	geoclimatic	geoclimatic	ADJ
easat-2117	290	24	characterization	characterization	NOUN
easat-2117	290	25	and	and	CCONJ
easat-2117	290	26	latitudinal	latitudinal	ADJ
easat-2117	290	27	dependence	dependence	NOUN
easat-2117	290	28	of	of	ADP
easat-2117	290	29	rain	rain	NOUN
easat-2117	290	30	heights	height	NOUN
easat-2117	290	31	over	over	ADP
easat-2117	290	32	nigeria	nigeria	PROPN
easat-2117	290	33	,	,	PUNCT
easat-2117	290	34	”	"	PUNCT
easat-2117	290	35	journal	journal	NOUN
easat-2117	290	36	of	of	ADP
easat-2117	290	37	physics	physics	PROPN
easat-2117	290	38	:	:	PUNCT
easat-2117	290	39	conference	conference	NOUN
easat-2117	290	40	series	series	NOUN
easat-2117	290	41	.	.	PUNCT
easat-2117	291	1	2034	2034	NUM
easat-2117	291	2	012010	012010	NUM
easat-2117	291	3	,	,	PUNCT
easat-2117	291	4	2021	2021	NUM
easat-2117	291	5	.	.	PUNCT
easat-2117	292	1	iop	iop	NOUN
easat-2117	292	2	publishing	publish	VERB
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easat-2117	293	1	https://doi.org/10.3390/s21103511	https://doi.org/10.3390/s21103511	NUM
easat-2117	293	2	https://doi.org/10.1007/978-3-319-07184-0	https://doi.org/10.1007/978-3-319-07184-0	PROPN
easat-2117	293	3	http://dx.doi.org/10.1175/1520-0442(2000)013%3c4107:troosp%3e2.0.co;2	http://dx.doi.org/10.1175/1520-0442(2000)013%3c4107:troosp%3e2.0.co;2	NOUN
easat-2117	293	4	http://dx.doi.org/10.1175/1520-0442(2000)013%3c4107:troosp%3e2.0.co;2	http://dx.doi.org/10.1175/1520-0442(2000)013%3c4107:troosp%3e2.0.co;2	NOUN
easat-2117	293	5	https://doi.org/10.1175/jtech-d-17-0120.1	https://doi.org/10.1175/jtech-d-17-0120.1	NOUN
easat-2117	293	6	https://doi.org/10.1117/12.976823	https://doi.org/10.1117/12.976823	NOUN
easat-2117	294	1	https://doi.org/10.1175/1520-0477(1999)080%3c0389%3e2.0.co;2	https://doi.org/10.1175/1520-0477(1999)080%3c0389%3e2.0.co;2	INTJ
easat-2117	294	2	https://doi.org/10.1175/jtech-d-15-0044.1	https://doi.org/10.1175/jtech-d-15-0044.1	PROPN
easat-2117	294	3	https://doi.org/10.1002/sat.893	https://doi.org/10.1002/sat.893	PROPN
easat-2117	294	4	https://doi.org/10.1088/1742-6596/2034/1/012010	https://doi.org/10.1088/1742-6596/2034/1/012010	NOUN
easat-2117	294	5	537	537	NUM
easat-2117	294	6	edelweiss	edelweiss	PROPN
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easat-2117	294	8	science	science	NOUN
easat-2117	294	9	and	and	CCONJ
easat-2117	294	10	technology	technology	NOUN
easat-2117	294	11	issn	issn	PROPN
easat-2117	294	12	:	:	PUNCT
easat-2117	294	13	2576	2576	NUM
easat-2117	294	14	-	-	SYM
easat-2117	294	15	8484	8484	NUM
easat-2117	294	16	vol	vol	NOUN
easat-2117	294	17	.	.	PROPN
easat-2117	294	18	8	8	NUM
easat-2117	294	19	,	,	PUNCT
easat-2117	294	20	no	no	INTJ
easat-2117	294	21	.	.	NOUN
easat-2117	295	1	6	6	NUM
easat-2117	295	2	:	:	SYM
easat-2117	295	3	520	520	NUM
easat-2117	295	4	-	-	SYM
easat-2117	295	5	537	537	NUM
easat-2117	295	6	,	,	PUNCT
easat-2117	295	7	2024	2024	NUM
easat-2117	295	8	doi	doi	NOUN
easat-2117	295	9	:	:	PUNCT
easat-2117	295	10	10.55214/25768484.v8i6.2117	10.55214/25768484.v8i6.2117	NUM
easat-2117	295	11	©	©	PROPN
easat-2117	295	12	2024	2024	NUM
easat-2117	295	13	by	by	ADP
easat-2117	295	14	the	the	DET
easat-2117	295	15	authors	author	NOUN
easat-2117	295	16	;	;	PUNCT
easat-2117	295	17	licensee	licensee	PROPN
easat-2117	295	18	learning	learning	NOUN
easat-2117	295	19	gate	gate	NOUN
easat-2117	296	1	[	[	X
easat-2117	296	2	13	13	NUM
easat-2117	296	3	]	]	PUNCT
easat-2117	296	4	k.	k.	PROPN
easat-2117	297	1	nalinggam	nalinggam	PROPN
easat-2117	297	2	,	,	PUNCT
easat-2117	297	3	h.	h.	PROPN
easat-2117	297	4	ahmad	ahmad	PROPN
easat-2117	297	5	,	,	PUNCT
easat-2117	297	6	and	and	CCONJ
easat-2117	297	7	s.	s.	PROPN
easat-2117	297	8	abdullah	abdullah	PROPN
easat-2117	297	9	,	,	PUNCT
easat-2117	297	10	“	"	PUNCT
easat-2117	297	11	the	the	DET
easat-2117	297	12	role	role	NOUN
easat-2117	297	13	of	of	ADP
easat-2117	297	14	satellite	satellite	NOUN
easat-2117	297	15	-	-	PUNCT
easat-2117	297	16	derived	derive	VERB
easat-2117	297	17	data	datum	NOUN
easat-2117	297	18	in	in	ADP
easat-2117	297	19	rainfall	rainfall	NOUN
easat-2117	297	20	estimation	estimation	NOUN
easat-2117	297	21	over	over	ADP
easat-2117	297	22	the	the	DET
easat-2117	297	23	tropics	tropic	NOUN
easat-2117	297	24	:	:	PUNCT
easat-2117	297	25	case	case	NOUN
easat-2117	297	26	study	study	NOUN
easat-2117	297	27	over	over	ADP
easat-2117	297	28	malaysia	malaysia	PROPN
easat-2117	297	29	,	,	PUNCT
easat-2117	297	30	”	"	PUNCT
easat-2117	297	31	hydrological	hydrological	ADJ
easat-2117	297	32	processes	process	NOUN
easat-2117	297	33	,	,	PUNCT
easat-2117	297	34	vol	vol	NOUN
easat-2117	297	35	.	.	PROPN
easat-2117	298	1	27	27	NUM
easat-2117	298	2	,	,	PUNCT
easat-2117	298	3	no	no	INTJ
easat-2117	298	4	.	.	NOUN
easat-2117	298	5	24	24	NUM
easat-2117	298	6	,	,	PUNCT
easat-2117	298	7	pp	pp	ADJ
easat-2117	298	8	.	.	PUNCT
easat-2117	299	1	3453	3453	NUM
easat-2117	299	2	-	-	SYM
easat-2117	299	3	3465	3465	NUM
easat-2117	299	4	,	,	PUNCT
easat-2117	299	5	2013	2013	NUM
easat-2117	299	6	.	.	PUNCT
easat-2117	300	1	https://doi.org/10.1002/hyp.9433	https://doi.org/10.1002/hyp.9433	PRON
easat-2117	301	1	[	[	X
easat-2117	301	2	14	14	NUM
easat-2117	301	3	]	]	X
easat-2117	301	4	j.	j.	PROPN
easat-2117	301	5	goldhirsh	goldhirsh	PROPN
easat-2117	301	6	,	,	PUNCT
easat-2117	301	7	and	and	CCONJ
easat-2117	301	8	i.	i.	PROPN
easat-2117	301	9	katz	katz	PROPN
easat-2117	301	10	,	,	PUNCT
easat-2117	301	11	“	"	PUNCT
easat-2117	301	12	useful	useful	ADJ
easat-2117	301	13	experimental	experimental	ADJ
easat-2117	301	14	results	result	NOUN
easat-2117	301	15	for	for	ADP
easat-2117	301	16	earth	earth	NOUN
easat-2117	301	17	-	-	PUNCT
easat-2117	301	18	satellite	satellite	NOUN
easat-2117	301	19	rain	rain	NOUN
easat-2117	301	20	attenuation	attenuation	NOUN
easat-2117	301	21	modelling	modelling	NOUN
easat-2117	301	22	,	,	PUNCT
easat-2117	301	23	”	"	PUNCT
easat-2117	301	24	ieee	ieee	NOUN
easat-2117	301	25	trans	trans	PROPN
easat-2117	301	26	antennas	antennas	PROPN
easat-2117	301	27	&	&	CCONJ
easat-2117	301	28	propagation	propagation	PROPN
easat-2117	301	29	,	,	PUNCT
easat-2117	301	30	ap-27	ap-27	NOUN
easat-2117	301	31	pp	pp	ADV
easat-2117	301	32	.	.	PUNCT
easat-2117	302	1	413–415	413–415	NUM
easat-2117	302	2	,	,	PUNCT
easat-2117	302	3	1979	1979	NUM
easat-2117	302	4	[	[	X
easat-2117	302	5	15	15	NUM
easat-2117	302	6	]	]	X
easat-2117	302	7	g.	g.	PROPN
easat-2117	302	8	o.	o.	PROPN
easat-2117	302	9	ajayi	ajayi	PROPN
easat-2117	302	10	,	,	PUNCT
easat-2117	302	11	and	and	CCONJ
easat-2117	302	12	f.	f.	PROPN
easat-2117	302	13	barbaliscia	barbaliscia	PROPN
easat-2117	302	14	.	.	PUNCT
easat-2117	303	1	“	"	PUNCT
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easat-2117	303	3	of	of	ADP
easat-2117	303	4	attenuation	attenuation	NOUN
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easat-2117	303	7	rain	rain	NOUN
easat-2117	303	8	:	:	PUNCT
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easat-2117	303	10	of	of	ADP
easat-2117	303	11	the	the	DET
easat-2117	303	12	0	0	NUM
easat-2117	303	13	oc	oc	NOUN
easat-2117	303	14	isotherm	isotherm	NOUN
easat-2117	303	15	in	in	ADP
easat-2117	303	16	temperate	temperate	ADJ
easat-2117	303	17	and	and	CCONJ
easat-2117	303	18	tropical	tropical	ADJ
easat-2117	303	19	climates	climate	NOUN
easat-2117	303	20	,	,	PUNCT
easat-2117	303	21	”	"	PUNCT
easat-2117	303	22	int	int	NOUN
easat-2117	303	23	.	.	PUNCT
easat-2117	304	1	j.	j.	PROPN
easat-2117	304	2	of	of	AUX
easat-2117	304	3	sat	sit	VERB
easat-2117	304	4	.	.	PUNCT
easat-2117	305	1	comm	comm	NOUN
easat-2117	305	2	,	,	PUNCT
easat-2117	305	3	vol	vol	NOUN
easat-2117	305	4	.	.	PROPN
easat-2117	305	5	8	8	NUM
easat-2117	305	6	,	,	PUNCT
easat-2117	305	7	pp	pp	ADJ
easat-2117	305	8	.	.	PUNCT
easat-2117	306	1	187–196	187–196	NUM
easat-2117	306	2	,	,	PUNCT
easat-2117	306	3	1990	1990	NUM
easat-2117	306	4	.	.	PUNCT
easat-2117	307	1	[	[	X
easat-2117	307	2	16	16	NUM
easat-2117	307	3	]	]	X
easat-2117	307	4	e.	e.	PROPN
easat-2117	307	5	matricciani	matricciani	PROPN
easat-2117	307	6	,	,	PUNCT
easat-2117	307	7	“	"	PUNCT
easat-2117	307	8	rain	rain	NOUN
easat-2117	307	9	attenuation	attenuation	NOUN
easat-2117	307	10	predicted	predict	VERB
easat-2117	307	11	with	with	ADP
easat-2117	307	12	a	a	DET
easat-2117	307	13	two	two	NUM
easat-2117	307	14	layer	layer	NOUN
easat-2117	307	15	rain	rain	NOUN
easat-2117	307	16	model	model	NOUN
easat-2117	307	17	,	,	PUNCT
easat-2117	307	18	”	"	PUNCT
easat-2117	307	19	electron	electron	NOUN
easat-2117	307	20	lett	lett	PROPN
easat-2117	307	21	(	(	PUNCT
easat-2117	307	22	uk	uk	PROPN
easat-2117	307	23	)	)	PUNCT
easat-2117	307	24	,	,	PUNCT
easat-2117	307	25	vol	vol	NOUN
easat-2117	307	26	.	.	PROPN
easat-2117	307	27	29	29	NUM
easat-2117	307	28	,	,	PUNCT
easat-2117	307	29	pp	pp	ADJ
easat-2117	307	30	.	.	PUNCT
easat-2117	308	1	72–73	72–73	NUM
easat-2117	308	2	,	,	PUNCT
easat-2117	308	3	1993	1993	NUM
easat-2117	308	4	.	.	PUNCT
easat-2117	309	1	[	[	X
easat-2117	309	2	17	17	NUM
easat-2117	309	3	]	]	PUNCT
easat-2117	309	4	a.	a.	NOUN
easat-2117	309	5	i.	i.	PROPN
easat-2117	309	6	o.	o.	PROPN
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easat-2117	309	8	,	,	PUNCT
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easat-2117	309	10	n.	n.	PROPN
easat-2117	309	11	h.	h.	PROPN
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easat-2117	309	23	trmm	trmm	NOUN
easat-2117	309	24	and	and	CCONJ
easat-2117	309	25	ground	ground	NOUN
easat-2117	309	26	radar	radar	NOUN
easat-2117	309	27	data	datum	NOUN
easat-2117	309	28	in	in	ADP
easat-2117	309	29	malaysia	malaysia	PROPN
easat-2117	309	30	,	,	PUNCT
easat-2117	309	31	”	"	PUNCT
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easat-2117	309	33	journal	journal	NOUN
easat-2117	309	34	of	of	ADP
easat-2117	309	35	networks	network	NOUN
easat-2117	309	36	and	and	CCONJ
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easat-2117	309	38	,	,	PUNCT
easat-2117	309	39	vol	vol	NOUN
easat-2117	309	40	.	.	PROPN
easat-2117	309	41	3	3	NUM
easat-2117	309	42	,	,	PUNCT
easat-2117	309	43	issue	issue	NOUN
easat-2117	309	44	4	4	NUM
easat-2117	309	45	,	,	PUNCT
easat-2117	309	46	pp	pp	ADJ
easat-2117	309	47	.	.	PUNCT
easat-2117	310	1	99	99	NUM
easat-2117	310	2	-	-	SYM
easat-2117	310	3	109	109	NUM
easat-2117	310	4	,	,	PUNCT
easat-2117	310	5	2013	2013	NUM
easat-2117	310	6	.	.	PUNCT
easat-2117	311	1	[	[	X
easat-2117	311	2	18	18	NUM
easat-2117	311	3	]	]	X
easat-2117	311	4	o.	o.	PROPN
easat-2117	311	5	j.	j.	PROPN
easat-2117	311	6	olaniran	olaniran	PROPN
easat-2117	311	7	,	,	PUNCT
easat-2117	311	8	and	and	CCONJ
easat-2117	311	9	g.	g.	PROPN
easat-2117	311	10	n.	n.	PROPN
easat-2117	311	11	sumner	sumner	PROPN
easat-2117	311	12	,	,	PUNCT
easat-2117	311	13	“	"	PUNCT
easat-2117	311	14	a	a	DET
easat-2117	311	15	study	study	NOUN
easat-2117	311	16	of	of	ADP
easat-2117	311	17	climatic	climatic	ADJ
easat-2117	311	18	variability	variability	NOUN
easat-2117	311	19	in	in	ADP
easat-2117	311	20	nigeria	nigeria	PROPN
easat-2117	311	21	based	base	VERB
easat-2117	311	22	on	on	ADP
easat-2117	311	23	the	the	DET
easat-2117	311	24	onset	onset	NOUN
easat-2117	311	25	,	,	PUNCT
easat-2117	311	26	retreat	retreat	NOUN
easat-2117	311	27	,	,	PUNCT
easat-2117	311	28	and	and	CCONJ
easat-2117	311	29	length	length	NOUN
easat-2117	311	30	of	of	ADP
easat-2117	311	31	the	the	DET
easat-2117	311	32	rainy	rainy	ADJ
easat-2117	311	33	season	season	NOUN
easat-2117	311	34	,	,	PUNCT
easat-2117	311	35	”	"	PUNCT
easat-2117	311	36	international	international	ADJ
easat-2117	311	37	journal	journal	NOUN
easat-2117	311	38	of	of	ADP
easat-2117	311	39	climatology	climatology	NOUN
easat-2117	311	40	,	,	PUNCT
easat-2117	311	41	vol	vol	NOUN
easat-2117	311	42	.	.	PROPN
easat-2117	311	43	9	9	NUM
easat-2117	311	44	,	,	PUNCT
easat-2117	311	45	pp	pp	ADJ
easat-2117	311	46	.	.	PUNCT
easat-2117	312	1	253	253	NUM
easat-2117	312	2	-	-	SYM
easat-2117	312	3	269	269	NUM
easat-2117	312	4	,	,	PUNCT
easat-2117	312	5	1988	1988	NUM
easat-2117	312	6	[	[	X
easat-2117	312	7	19	19	NUM
easat-2117	312	8	]	]	X
easat-2117	312	9	n.	n.	PROPN
easat-2117	312	10	p.	p.	NOUN
easat-2117	312	11	iloeje	iloeje	VERB
easat-2117	312	12	.	.	PUNCT
easat-2117	313	1	“	"	PUNCT
easat-2117	313	2	a	a	DET
easat-2117	313	3	new	new	ADJ
easat-2117	313	4	geography	geography	NOUN
easat-2117	313	5	of	of	ADP
easat-2117	313	6	nigeria	nigeria	PROPN
easat-2117	313	7	,	,	PUNCT
easat-2117	313	8	”	"	PUNCT
easat-2117	313	9	new	new	ADJ
easat-2117	313	10	revised	revise	VERB
easat-2117	313	11	edition	edition	NOUN
easat-2117	313	12	,	,	PUNCT
easat-2117	313	13	longman	longman	PROPN
easat-2117	313	14	nig	nig	PROPN
easat-2117	313	15	.	.	PUNCT
easat-2117	313	16	ltd	ltd	PROPN
easat-2117	313	17	.	.	PROPN
easat-2117	313	18	,	,	PUNCT
easat-2117	313	19	lagos	lagos	PROPN
easat-2117	313	20	,	,	PUNCT
easat-2117	313	21	p.	p.	NOUN
easat-2117	313	22	200	200	NUM
easat-2117	313	23	,	,	PUNCT
easat-2117	313	24	2001	2001	NUM
easat-2117	313	25	.	.	PUNCT
easat-2117	314	1	[	[	X
easat-2117	314	2	20	20	NUM
easat-2117	314	3	]	]	PUNCT
easat-2117	314	4	a.	a.	NOUN
easat-2117	314	5	taiwo	taiwo	PROPN
easat-2117	314	6	,	,	PUNCT
easat-2117	314	7	e.	e.	PROPN
easat-2117	314	8	u.	u.	PROPN
easat-2117	314	9	utah	utah	PROPN
easat-2117	314	10	,	,	PUNCT
easat-2117	314	11	and	and	CCONJ
easat-2117	314	12	t.	t.	PROPN
easat-2117	314	13	e.	e.	PROPN
easat-2117	314	14	sombo	sombo	PROPN
easat-2117	314	15	.	.	PUNCT
easat-2117	315	1	“	"	PUNCT
easat-2117	315	2	monthly	monthly	ADJ
easat-2117	315	3	variation	variation	NOUN
easat-2117	315	4	and	and	CCONJ
easat-2117	315	5	annual	annual	ADJ
easat-2117	315	6	trends	trend	NOUN
easat-2117	315	7	of	of	ADP
easat-2117	315	8	rainfall	rainfall	NOUN
easat-2117	315	9	across	across	ADP
easat-2117	315	10	major	major	ADJ
easat-2117	315	11	climatic	climatic	ADJ
easat-2117	315	12	zones	zone	NOUN
easat-2117	315	13	in	in	ADP
easat-2117	315	14	nigeria	nigeria	PROPN
easat-2117	315	15	,	,	PUNCT
easat-2117	315	16	”	"	PUNCT
easat-2117	315	17	iosr	iosr	ADJ
easat-2117	315	18	journal	journal	NOUN
easat-2117	315	19	of	of	ADP
easat-2117	315	20	applied	applied	ADJ
easat-2117	315	21	physics	physic	NOUN
easat-2117	315	22	,	,	PUNCT
easat-2117	315	23	e	e	X
easat-2117	315	24	-	-	PUNCT
easat-2117	315	25	issn	issn	NOUN
easat-2117	315	26	:	:	PUNCT
easat-2117	315	27	2278	2278	NUM
easat-2117	315	28	-	-	SYM
easat-2117	315	29	4861	4861	NUM
easat-2117	315	30	,	,	PUNCT
easat-2117	315	31	vol	vol	NOUN
easat-2117	315	32	.	.	PROPN
easat-2117	315	33	10	10	NUM
easat-2117	315	34	,	,	PUNCT
easat-2117	315	35	no	no	INTJ
easat-2117	315	36	.	.	NOUN
easat-2117	315	37	4	4	NUM
easat-2117	315	38	,	,	PUNCT
easat-2117	315	39	pp	pp	ADJ
easat-2117	315	40	.	.	PUNCT
easat-2117	316	1	15	15	NUM
easat-2117	316	2	-	-	SYM
easat-2117	316	3	28	28	NUM
easat-2117	316	4	,	,	PUNCT
easat-2117	316	5	2018	2018	NUM
easat-2117	316	6	.	.	PUNCT
easat-2117	317	1	[	[	X
easat-2117	317	2	21	21	NUM
easat-2117	317	3	]	]	PUNCT
easat-2117	317	4	j.	j.	PROPN
easat-2117	317	5	h.	h.	PROPN
easat-2117	317	6	friedman	friedman	PROPN
easat-2117	317	7	.	.	PUNCT
easat-2117	318	1	“	"	PUNCT
easat-2117	318	2	greedy	greedy	ADJ
easat-2117	318	3	function	function	NOUN
easat-2117	318	4	approximation	approximation	NOUN
easat-2117	318	5	:	:	PUNCT
easat-2117	318	6	a	a	DET
easat-2117	318	7	gradient	gradient	ADJ
easat-2117	318	8	boosting	boost	VERB
easat-2117	318	9	machine	machine	NOUN
easat-2117	318	10	,	,	PUNCT
easat-2117	318	11	”	"	PUNCT
easat-2117	318	12	the	the	DET
easat-2117	318	13	annals	annal	NOUN
easat-2117	318	14	of	of	ADP
easat-2117	318	15	statistics	statistic	NOUN
easat-2117	318	16	,	,	PUNCT
easat-2117	318	17	vol	vol	NOUN
easat-2117	318	18	.	.	PROPN
easat-2117	318	19	29	29	NUM
easat-2117	318	20	,	,	PUNCT
easat-2117	318	21	no	no	INTJ
easat-2117	318	22	.	.	NOUN
easat-2117	318	23	5	5	NUM
easat-2117	318	24	,	,	PUNCT
easat-2117	318	25	pp	pp	ADJ
easat-2117	318	26	.	.	PUNCT
easat-2117	319	1	1189	1189	NUM
easat-2117	319	2	-	-	SYM
easat-2117	319	3	1232	1232	NUM
easat-2117	319	4	,	,	PUNCT
easat-2117	319	5	2001	2001	NUM
easat-2117	319	6	.	.	PUNCT
easat-2117	320	1	https://doi.org/10.1214/aos/1013203451	https://doi.org/10.1214/aos/1013203451	PROPN
easat-2117	321	1	[	[	X
easat-2117	321	2	22	22	NUM
easat-2117	321	3	]	]	PUNCT
easat-2117	321	4	j.	j.	PROPN
easat-2117	321	5	h.	h.	PROPN
easat-2117	321	6	friedman	friedman	PROPN
easat-2117	321	7	.	.	PUNCT
easat-2117	322	1	“	"	PUNCT
easat-2117	322	2	stochastic	stochastic	ADJ
easat-2117	322	3	gradient	gradient	NOUN
easat-2117	322	4	boosting	boosting	NOUN
easat-2117	322	5	,	,	PUNCT
easat-2117	322	6	”	"	PUNCT
easat-2117	322	7	computational	computational	ADJ
easat-2117	322	8	statistics	statistic	NOUN
easat-2117	322	9	&	&	CCONJ
easat-2117	322	10	data	datum	NOUN
easat-2117	322	11	analysis	analysis	NOUN
easat-2117	322	12	,	,	PUNCT
easat-2117	322	13	vol	vol	NOUN
easat-2117	322	14	.	.	PROPN
easat-2117	323	1	38	38	NUM
easat-2117	323	2	,	,	PUNCT
easat-2117	323	3	no	no	INTJ
easat-2117	323	4	.	.	NOUN
easat-2117	323	5	4	4	NUM
easat-2117	323	6	,	,	PUNCT
easat-2117	323	7	pp	pp	ADJ
easat-2117	323	8	.	.	PUNCT
easat-2117	324	1	367	367	NUM
easat-2117	324	2	-	-	SYM
easat-2117	324	3	378	378	NUM
easat-2117	324	4	,	,	PUNCT
easat-2117	324	5	2002	2002	NUM
easat-2117	324	6	.	.	PUNCT
easat-2117	325	1	https://doi.org/10.1016/s0167-9473(01)00065-2	https://doi.org/10.1016/s0167-9473(01)00065-2	PROPN
easat-2117	326	1	[	[	X
easat-2117	326	2	23	23	NUM
easat-2117	326	3	]	]	PUNCT
easat-2117	326	4	t.	t.	PROPN
easat-2117	326	5	chen	chen	PROPN
easat-2117	326	6	,	,	PUNCT
easat-2117	326	7	and	and	CCONJ
easat-2117	326	8	c.	c.	PROPN
easat-2117	326	9	guestrin	guestrin	PROPN
easat-2117	326	10	,	,	PUNCT
easat-2117	326	11	“	"	PUNCT
easat-2117	326	12	xgboost	xgboost	ADV
easat-2117	326	13	:	:	PUNCT
easat-2117	326	14	a	a	DET
easat-2117	326	15	scalable	scalable	ADJ
easat-2117	326	16	tree	tree	NOUN
easat-2117	326	17	boosting	boost	VERB
easat-2117	326	18	system	system	NOUN
easat-2117	326	19	,	,	PUNCT
easat-2117	326	20	”	"	PUNCT
easat-2117	326	21	proceedings	proceeding	NOUN
easat-2117	326	22	of	of	ADP
easat-2117	326	23	the	the	DET
easat-2117	326	24	22nd	22nd	PROPN
easat-2117	326	25	acm	acm	PROPN
easat-2117	326	26	sigkdd	sigkdd	PROPN
easat-2117	326	27	international	international	ADJ
easat-2117	326	28	conference	conference	NOUN
easat-2117	326	29	on	on	ADP
easat-2117	326	30	knowledge	knowledge	NOUN
easat-2117	326	31	discovery	discovery	PROPN
easat-2117	326	32	and	and	CCONJ
easat-2117	326	33	data	datum	NOUN
easat-2117	326	34	mining	mining	NOUN
easat-2117	326	35	,	,	PUNCT
easat-2117	326	36	pp	pp	ADJ
easat-2117	326	37	.	.	PUNCT
easat-2117	326	38	785	785	NUM
easat-2117	326	39	-	-	SYM
easat-2117	326	40	794	794	NUM
easat-2117	326	41	,	,	PUNCT
easat-2117	326	42	2016	2016	NUM
easat-2117	326	43	[	[	X
easat-2117	326	44	24	24	NUM
easat-2117	326	45	]	]	PUNCT
easat-2117	326	46	a.	a.	PROPN
easat-2117	326	47	j.	j.	PROPN
easat-2117	326	48	smola	smola	PROPN
easat-2117	326	49	,	,	PUNCT
easat-2117	326	50	and	and	CCONJ
easat-2117	326	51	b.	b.	PROPN
easat-2117	326	52	schölkopf	schölkopf	NOUN
easat-2117	326	53	.	.	PUNCT
easat-2117	327	1	“	"	PUNCT
easat-2117	327	2	a	a	DET
easat-2117	327	3	tutorial	tutorial	NOUN
easat-2117	327	4	on	on	ADP
easat-2117	327	5	support	support	NOUN
easat-2117	327	6	vector	vector	NOUN
easat-2117	327	7	regression	regression	NOUN
easat-2117	327	8	,	,	PUNCT
easat-2117	327	9	”	"	PUNCT
easat-2117	327	10	statistics	statistic	NOUN
easat-2117	327	11	and	and	CCONJ
easat-2117	327	12	computing	computing	NOUN
easat-2117	327	13	,	,	PUNCT
easat-2117	327	14	vol.14	vol.14	NOUN
easat-2117	327	15	,	,	PUNCT
easat-2117	327	16	pp	pp	PROPN
easat-2117	327	17	.	.	PUNCT
easat-2117	328	1	199	199	NUM
easat-2117	328	2	-	-	SYM
easat-2117	328	3	222	222	NUM
easat-2117	328	4	,	,	PUNCT
easat-2117	328	5	2004	2004	NUM
easat-2117	328	6	.	.	PUNCT
easat-2117	329	1	https://doi.org/10.1023/b.0000035301.49549.88	https://doi.org/10.1023/b.0000035301.49549.88	PART
easat-2117	330	1	[	[	X
easat-2117	330	2	25	25	NUM
easat-2117	330	3	]	]	PUNCT
easat-2117	330	4	v.	v.	ADP
easat-2117	330	5	vapnik	vapnik	X
easat-2117	330	6	.	.	PUNCT
easat-2117	331	1	“	"	PUNCT
easat-2117	331	2	the	the	DET
easat-2117	331	3	nature	nature	NOUN
easat-2117	331	4	of	of	ADP
easat-2117	331	5	statistical	statistical	ADJ
easat-2117	331	6	learning	learning	NOUN
easat-2117	331	7	theory	theory	NOUN
easat-2117	331	8	,	,	PUNCT
easat-2117	331	9	”	"	PUNCT
easat-2117	331	10	springer	springer	NOUN
easat-2117	331	11	-	-	PUNCT
easat-2117	331	12	verlag	verlag	PROPN
easat-2117	331	13	new	new	PROPN
easat-2117	331	14	york	york	PROPN
easat-2117	331	15	,	,	PUNCT
easat-2117	331	16	inc	inc	PROPN
easat-2117	331	17	.	.	PROPN
easat-2117	331	18	1st	1st	PROPN
easat-2117	332	1	ed	ed	NOUN
easat-2117	332	2	.	.	PROPN
easat-2117	332	3	,	,	PUNCT
easat-2117	332	4	1995	1995	NUM
easat-2117	332	5	.	.	PUNCT
easat-2117	333	1	https://doi.org/10.1007/978-1-4757-2440-0	https://doi.org/10.1007/978-1-4757-2440-0	PROPN
easat-2117	334	1	[	[	X
easat-2117	334	2	26	26	NUM
easat-2117	334	3	]	]	X
easat-2117	334	4	h.	h.	PROPN
easat-2117	334	5	drucker	drucker	PROPN
easat-2117	334	6	,	,	PUNCT
easat-2117	334	7	c.	c.	PROPN
easat-2117	334	8	j.	j.	PROPN
easat-2117	334	9	c.	c.	PROPN
easat-2117	334	10	burges	burges	PROPN
easat-2117	334	11	,	,	PUNCT
easat-2117	334	12	l.	l.	PROPN
easat-2117	334	13	kaufman	kaufman	PROPN
easat-2117	334	14	,	,	PUNCT
easat-2117	334	15	a.	a.	PROPN
easat-2117	334	16	j.	j.	PROPN
easat-2117	334	17	smola	smola	PROPN
easat-2117	334	18	,	,	PUNCT
easat-2117	334	19	and	and	CCONJ
easat-2117	334	20	v.	v.	ADP
easat-2117	334	21	vapnik	vapnik	X
easat-2117	334	22	.	.	PUNCT
easat-2117	335	1	“	"	PUNCT
easat-2117	335	2	support	support	NOUN
easat-2117	335	3	vector	vector	NOUN
easat-2117	335	4	regression	regression	NOUN
easat-2117	335	5	machines	machine	NOUN
easat-2117	335	6	,	,	PUNCT
easat-2117	335	7	”	"	PUNCT
easat-2117	335	8	advances	advance	NOUN
easat-2117	335	9	in	in	ADP
easat-2117	335	10	neural	neural	ADJ
easat-2117	335	11	information	information	NOUN
easat-2117	335	12	processing	processing	NOUN
easat-2117	335	13	systems	system	NOUN
easat-2117	335	14	,	,	PUNCT
easat-2117	335	15	vol	vol	NOUN
easat-2117	335	16	.	.	PROPN
easat-2117	335	17	9	9	NUM
easat-2117	335	18	,	,	PUNCT
easat-2117	335	19	pp	pp	ADJ
easat-2117	335	20	.	.	PUNCT
easat-2117	336	1	155	155	NUM
easat-2117	336	2	-	-	SYM
easat-2117	336	3	161	161	NUM
easat-2117	336	4	,	,	PUNCT
easat-2117	336	5	1997	1997	NUM
easat-2117	336	6	.	.	PUNCT
easat-2117	336	7	https://doi.org/10.5555/2998981.2999003	https://doi.org/10.5555/2998981.2999003	PROPN
easat-2117	337	1	[	[	X
easat-2117	337	2	27	27	NUM
easat-2117	337	3	]	]	X
easat-2117	337	4	d.	d.	PROPN
easat-2117	337	5	e.	e.	PROPN
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easat-2117	337	7	,	,	PUNCT
easat-2117	337	8	g.	g.	PROPN
easat-2117	337	9	e.	e.	PROPN
easat-2117	337	10	hinton	hinton	PROPN
easat-2117	337	11	,	,	PUNCT
easat-2117	337	12	and	and	CCONJ
easat-2117	337	13	r.	r.	PROPN
easat-2117	337	14	j.	j.	PROPN
easat-2117	337	15	williams	williams	PROPN
easat-2117	337	16	.	.	PUNCT
easat-2117	338	1	“	"	PUNCT
easat-2117	338	2	learning	learn	VERB
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easat-2117	338	4	by	by	ADP
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easat-2117	338	6	-	-	PUNCT
easat-2117	338	7	propagating	propagate	VERB
easat-2117	338	8	errors	error	NOUN
easat-2117	338	9	,	,	PUNCT
easat-2117	338	10	”	"	PUNCT
easat-2117	338	11	nature	nature	NOUN
easat-2117	338	12	,	,	PUNCT
easat-2117	338	13	vol	vol	NOUN
easat-2117	338	14	.	.	PROPN
easat-2117	338	15	323	323	NUM
easat-2117	338	16	,	,	PUNCT
easat-2117	338	17	no	no	INTJ
easat-2117	338	18	.	.	NOUN
easat-2117	338	19	6088	6088	NUM
easat-2117	338	20	,	,	PUNCT
easat-2117	338	21	pp	pp	ADJ
easat-2117	338	22	.	.	PUNCT
easat-2117	339	1	533	533	NUM
easat-2117	339	2	-	-	SYM
easat-2117	339	3	536	536	NUM
easat-2117	339	4	,	,	PUNCT
easat-2117	339	5	1986	1986	NUM
easat-2117	339	6	.	.	PUNCT
easat-2117	340	1	https://doi.org/10.1038/323533a0	https://doi.org/10.1038/323533a0	X
easat-2117	341	1	[	[	X
easat-2117	341	2	28	28	NUM
easat-2117	341	3	]	]	X
easat-2117	341	4	i.	i.	PROPN
easat-2117	341	5	goodfellow	goodfellow	PROPN
easat-2117	341	6	,	,	PUNCT
easat-2117	341	7	y.	y.	PROPN
easat-2117	341	8	bengio	bengio	PROPN
easat-2117	341	9	,	,	PUNCT
easat-2117	341	10	and	and	CCONJ
easat-2117	341	11	a.	a.	NOUN
easat-2117	341	12	courville	courville	NOUN
easat-2117	341	13	.	.	PUNCT
easat-2117	342	1	“	"	PUNCT
easat-2117	342	2	deep	deep	ADJ
easat-2117	342	3	learning	learning	NOUN
easat-2117	342	4	”	"	PUNCT
easat-2117	342	5	mit	mit	PROPN
easat-2117	342	6	press	press	NOUN
easat-2117	342	7	,	,	PUNCT
easat-2117	342	8	available	available	ADJ
easat-2117	342	9	online	online	ADV
easat-2117	342	10	:	:	PUNCT
easat-2117	342	11	http://www.deeplearningbook.org/	http://www.deeplearningbook.org/	X
easat-2117	343	1	[	[	X
easat-2117	343	2	29	29	NUM
easat-2117	343	3	]	]	X
easat-2117	343	4	n.	n.	PROPN
easat-2117	343	5	s.	s.	PROPN
easat-2117	343	6	altman	altman	PROPN
easat-2117	343	7	.	.	PUNCT
easat-2117	344	1	“	"	PUNCT
easat-2117	344	2	an	an	DET
easat-2117	344	3	introduction	introduction	NOUN
easat-2117	344	4	to	to	ADP
easat-2117	344	5	kernel	kernel	PROPN
easat-2117	344	6	and	and	CCONJ
easat-2117	344	7	nearest	near	ADJ
easat-2117	344	8	neighbor	neighbor	PROPN
easat-2117	344	9	nonparametric	nonparametric	PROPN
easat-2117	344	10	regression	regression	NOUN
easat-2117	344	11	,	,	PUNCT
easat-2117	344	12	”	"	PUNCT
easat-2117	344	13	the	the	DET
easat-2117	344	14	american	american	PROPN
easat-2117	344	15	statistician	statistician	PROPN
easat-2117	344	16	,	,	PUNCT
easat-2117	344	17	vol	vol	NOUN
easat-2117	344	18	.	.	PROPN
easat-2117	344	19	46	46	NUM
easat-2117	344	20	,	,	PUNCT
easat-2117	344	21	pp	pp	ADJ
easat-2117	344	22	.	.	PUNCT
easat-2117	345	1	175	175	NUM
easat-2117	345	2	-	-	SYM
easat-2117	345	3	185	185	NUM
easat-2117	345	4	,	,	PUNCT
easat-2117	345	5	1992	1992	NUM
easat-2117	345	6	.	.	PUNCT
easat-2117	346	1	[	[	X
easat-2117	346	2	30	30	NUM
easat-2117	346	3	]	]	X
easat-2117	346	4	t.	t.	PROPN
easat-2117	346	5	hastie	hastie	PROPN
easat-2117	346	6	,	,	PUNCT
easat-2117	346	7	r.	r.	PROPN
easat-2117	346	8	tibshirani	tibshirani	PROPN
easat-2117	346	9	,	,	PUNCT
easat-2117	346	10	and	and	CCONJ
easat-2117	346	11	j.	j.	PROPN
easat-2117	346	12	friedman	friedman	PROPN
easat-2117	346	13	.	.	PUNCT
easat-2117	347	1	“	"	PUNCT
easat-2117	347	2	the	the	DET
easat-2117	347	3	elements	element	NOUN
easat-2117	347	4	of	of	ADP
easat-2117	347	5	statistical	statistical	ADJ
easat-2117	347	6	learning	learning	NOUN
easat-2117	347	7	:	:	PUNCT
easat-2117	347	8	data	datum	NOUN
easat-2117	347	9	mining	mining	NOUN
easat-2117	347	10	,	,	PUNCT
easat-2117	347	11	”	"	PUNCT
easat-2117	347	12	inference	inference	NOUN
easat-2117	347	13	,	,	PUNCT
easat-2117	347	14	and	and	CCONJ
easat-2117	347	15	prediction	prediction	NOUN
easat-2117	347	16	,	,	PUNCT
easat-2117	347	17	2nd	2nd	PROPN
easat-2117	347	18	ed	ed	NOUN
easat-2117	347	19	.	.	PUNCT
easat-2117	348	1	stanford	stanford	PROPN
easat-2117	348	2	,	,	PUNCT
easat-2117	348	3	ca	ca	PROPN
easat-2117	348	4	:	:	PUNCT
easat-2117	348	5	stanford	stanford	PROPN
easat-2117	348	6	university	university	PROPN
easat-2117	348	7	,	,	PUNCT
easat-2117	348	8	2009	2009	NUM
easat-2117	348	9	.	.	PUNCT
easat-2117	349	1	https://web.stanford.edu/~hastie/papers/eslii.pdf	https://web.stanford.edu/~hastie/papers/eslii.pdf	PROPN
easat-2117	349	2	https://doi.org/10.1007/978-0-387-84858-7	https://doi.org/10.1007/978-0-387-84858-7	PROPN
easat-2117	350	1	[	[	X
easat-2117	350	2	31	31	NUM
easat-2117	350	3	]	]	X
easat-2117	350	4	itu	itu	PROPN
easat-2117	350	5	-	-	PUNCT
easat-2117	350	6	r	r	NOUN
easat-2117	350	7	p.839	p.839	NOUN
easat-2117	350	8	-	-	PUNCT
easat-2117	350	9	3	3	NUM
easat-2117	350	10	.	.	PUNCT
easat-2117	351	1	“	"	PUNCT
easat-2117	351	2	rain	rain	NOUN
easat-2117	351	3	height	height	NOUN
easat-2117	351	4	model	model	NOUN
easat-2117	351	5	for	for	ADP
easat-2117	351	6	prediction	prediction	NOUN
easat-2117	351	7	methods	method	NOUN
easat-2117	351	8	,	,	PUNCT
easat-2117	351	9	”	"	PUNCT
easat-2117	351	10	p	p	NOUN
easat-2117	351	11	series	series	NOUN
easat-2117	351	12	radiowave	radiowave	NOUN
easat-2117	351	13	propagation	propagation	NOUN
easat-2117	351	14	.	.	PUNCT
easat-2117	352	1	international	international	ADJ
easat-2117	352	2	telecommunication	telecommunication	NOUN
easat-2117	352	3	union	union	PROPN
easat-2117	352	4	,	,	PUNCT
easat-2117	352	5	radiocommunication	radiocommunication	NOUN
easat-2117	352	6	section	section	NOUN
easat-2117	352	7	(	(	PUNCT
easat-2117	352	8	itu	itu	PROPN
easat-2117	352	9	-	-	PUNCT
easat-2117	352	10	r	r	NOUN
easat-2117	352	11	)	)	PUNCT
easat-2117	352	12	,	,	PUNCT
easat-2117	352	13	geneva	geneva	PROPN
easat-2117	352	14	,	,	PUNCT
easat-2117	352	15	switzerland	switzerland	PROPN
easat-2117	352	16	,	,	PUNCT
easat-2117	352	17	p.839	p.839	NOUN
easat-2117	352	18	-	-	SYM
easat-2117	352	19	3	3	NUM
easat-2117	352	20	,	,	PUNCT
easat-2117	352	21	2001	2001	NUM
easat-2117	352	22	.	.	PUNCT
easat-2117	353	1	[	[	X
easat-2117	353	2	32	32	NUM
easat-2117	353	3	]	]	PUNCT
easat-2117	353	4	p.	p.	PROPN
easat-2117	353	5	d.	d.	PROPN
easat-2117	353	6	tyson	tyson	PROPN
easat-2117	353	7	,	,	PUNCT
easat-2117	353	8	and	and	CCONJ
easat-2117	353	9	r.	r.	PROPN
easat-2117	353	10	a.	a.	PROPN
easat-2117	353	11	preston	preston	PROPN
easat-2117	353	12	-	-	PROPN
easat-2117	353	13	whyte	whyte	PROPN
easat-2117	353	14	.	.	PUNCT
easat-2117	354	1	“	"	PUNCT
easat-2117	354	2	the	the	DET
easat-2117	354	3	weather	weather	NOUN
easat-2117	354	4	and	and	CCONJ
easat-2117	354	5	climate	climate	NOUN
easat-2117	354	6	of	of	ADP
easat-2117	354	7	southern	southern	PROPN
easat-2117	354	8	africa	africa	PROPN
easat-2117	354	9	”	"	PUNCT
easat-2117	354	10	oxford	oxford	PROPN
easat-2117	354	11	university	university	PROPN
easat-2117	354	12	press	press	NOUN
easat-2117	354	13	.	.	PUNCT
easat-2117	355	1	2000	2000	NUM
easat-2117	355	2	.	.	PUNCT
easat-2117	356	1	[	[	X
easat-2117	356	2	33	33	NUM
easat-2117	356	3	]	]	PUNCT
easat-2117	356	4	a.	a.	NOUN
easat-2117	356	5	c.	c.	PROPN
easat-2117	356	6	kruger	kruger	PROPN
easat-2117	356	7	,	,	PUNCT
easat-2117	356	8	and	and	CCONJ
easat-2117	356	9	s.	s.	PROPN
easat-2117	356	10	shongwe	shongwe	PROPN
easat-2117	356	11	.	.	PUNCT
easat-2117	357	1	“	"	PUNCT
easat-2117	357	2	temperature	temperature	NOUN
easat-2117	357	3	trends	trend	NOUN
easat-2117	357	4	in	in	ADP
easat-2117	357	5	south	south	PROPN
easat-2117	357	6	africa	africa	PROPN
easat-2117	357	7	1960–2003	1960–2003	NUM
easat-2117	357	8	,	,	PUNCT
easat-2117	357	9	”	"	PUNCT
easat-2117	357	10	international	international	ADJ
easat-2117	357	11	journal	journal	NOUN
easat-2117	357	12	of	of	ADP
easat-2117	357	13	climatology	climatology	NOUN
easat-2117	357	14	,	,	PUNCT
easat-2117	357	15	vol	vol	NOUN
easat-2117	357	16	.	.	PROPN
easat-2117	357	17	24	24	NUM
easat-2117	357	18	,	,	PUNCT
easat-2117	357	19	no	no	INTJ
easat-2117	357	20	.	.	NOUN
easat-2117	357	21	15	15	NUM
easat-2117	357	22	,	,	PUNCT
easat-2117	357	23	pp	pp	ADJ
easat-2117	357	24	.	.	PUNCT
easat-2117	357	25	1929	1929	NUM
easat-2117	357	26	-	-	SYM
easat-2117	357	27	1945	1945	NUM
easat-2117	357	28	,	,	PUNCT
easat-2117	357	29	2004	2004	NUM
easat-2117	357	30	.	.	PUNCT
easat-2117	358	1	https://doi.org/10.1002/joc.1096	https://doi.org/10.1002/joc.1096	PROPN
easat-2117	358	2	[	[	X
easat-2117	358	3	34	34	NUM
easat-2117	358	4	]	]	PUNCT
easat-2117	358	5	m.	m.	NOUN
easat-2117	358	6	new	new	PROPN
easat-2117	358	7	,	,	PUNCT
easat-2117	358	8	b.	b.	PROPN
easat-2117	358	9	hewitson	hewitson	PROPN
easat-2117	358	10	,	,	PUNCT
easat-2117	358	11	d.	d.	PROPN
easat-2117	358	12	b.	b.	PROPN
easat-2117	358	13	stephenson	stephenson	PROPN
easat-2117	358	14	,	,	PUNCT
easat-2117	358	15	a.	a.	NOUN
easat-2117	358	16	tsiga	tsiga	PROPN
easat-2117	358	17	,	,	PUNCT
easat-2117	358	18	a.	a.	PROPN
easat-2117	358	19	kruger	kruger	PROPN
easat-2117	358	20	,	,	PUNCT
easat-2117	358	21	a.	a.	NOUN
easat-2117	358	22	manhique	manhique	NOUN
easat-2117	358	23	,	,	PUNCT
easat-2117	358	24	and	and	CCONJ
easat-2117	358	25	r.	r.	PROPN
easat-2117	358	26	lajoie	lajoie	PROPN
easat-2117	358	27	,	,	PUNCT
easat-2117	358	28	“	"	PUNCT
easat-2117	358	29	evidence	evidence	NOUN
easat-2117	358	30	of	of	ADP
easat-2117	358	31	trends	trend	NOUN
easat-2117	358	32	in	in	ADP
easat-2117	358	33	daily	daily	ADJ
easat-2117	358	34	climate	climate	NOUN
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easat-2117	358	36	over	over	ADP
easat-2117	358	37	southern	southern	ADJ
easat-2117	358	38	and	and	CCONJ
easat-2117	358	39	west	west	PROPN
easat-2117	358	40	africa	africa	PROPN
easat-2117	358	41	,	,	PUNCT
easat-2117	358	42	”	"	PUNCT
easat-2117	358	43	journal	journal	NOUN
easat-2117	358	44	of	of	ADP
easat-2117	358	45	geophysical	geophysical	ADJ
easat-2117	358	46	research	research	NOUN
easat-2117	358	47	:	:	PUNCT
easat-2117	358	48	atmospheres	atmosphere	NOUN
easat-2117	358	49	,	,	PUNCT
easat-2117	358	50	vol.111	vol.111	ADJ
easat-2117	358	51	,	,	PUNCT
easat-2117	358	52	no	no	INTJ
easat-2117	358	53	.	.	PUNCT
easat-2117	358	54	d14	d14	PROPN
easat-2117	358	55	,	,	PUNCT
easat-2117	358	56	2006	2006	NUM
easat-2117	358	57	.	.	PUNCT
easat-2117	359	1	https://doi.org/10.1029/2005jd006289	https://doi.org/10.1029/2005jd006289	PROPN
easat-2117	359	2	[	[	X
easat-2117	359	3	35	35	NUM
easat-2117	359	4	]	]	X
easat-2117	359	5	r.	r.	PROPN
easat-2117	359	6	k.	k.	PROPN
easat-2117	359	7	udo	udo	PROPN
easat-2117	359	8	.	.	PUNCT
easat-2117	360	1	“	"	PUNCT
easat-2117	360	2	geographical	geographical	ADJ
easat-2117	360	3	regions	region	NOUN
easat-2117	360	4	of	of	ADP
easat-2117	360	5	nigeria	nigeria	PROPN
easat-2117	360	6	,	,	PUNCT
easat-2117	360	7	”	"	PUNCT
easat-2117	360	8	heinemann	heinemann	PROPN
easat-2117	360	9	educational	educational	ADJ
easat-2117	360	10	books	book	NOUN
easat-2117	360	11	,	,	PUNCT
easat-2117	360	12	london	london	PROPN
easat-2117	360	13	.	.	PUNCT
easat-2117	360	14	1970	1970	NUM
easat-2117	360	15	.	.	PUNCT
easat-2117	361	1	[	[	X
easat-2117	361	2	36	36	NUM
easat-2117	361	3	]	]	PUNCT
easat-2117	361	4	a.	a.	NOUN
easat-2117	361	5	a.	a.	PROPN
easat-2117	361	6	adebayo	adebayo	PROPN
easat-2117	361	7	.	.	PUNCT
easat-2117	362	1	“	"	PUNCT
easat-2117	362	2	the	the	DET
easat-2117	362	3	environment	environment	NOUN
easat-2117	362	4	and	and	CCONJ
easat-2117	362	5	climate	climate	NOUN
easat-2117	362	6	change	change	NOUN
easat-2117	362	7	,	,	PUNCT
easat-2117	362	8	”	"	PUNCT
easat-2117	362	9	the	the	DET
easat-2117	362	10	costs	cost	NOUN
easat-2117	362	11	of	of	ADP
easat-2117	362	12	inaction	inaction	NOUN
easat-2117	362	13	.	.	PUNCT
easat-2117	363	1	environment	environment	PROPN
easat-2117	363	2	institute	institute	PROPN
easat-2117	363	3	report	report	PROPN
easat-2117	363	4	,	,	PUNCT
easat-2117	363	5	2011	2011	NUM
easat-2117	364	1	[	[	X
easat-2117	364	2	37	37	NUM
easat-2117	364	3	]	]	PUNCT
easat-2117	364	4	e.	e.	PROPN
easat-2117	364	5	a.	a.	PROPN
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easat-2117	364	7	,	,	PUNCT
easat-2117	364	8	and	and	CCONJ
easat-2117	364	9	a.	a.	NOUN
easat-2117	364	10	a.	a.	NOUN
easat-2117	364	11	abatan	abatan	PROPN
easat-2117	364	12	.	.	PUNCT
easat-2117	365	1	“	"	PUNCT
easat-2117	365	2	rainfall	rainfall	NOUN
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easat-2117	365	4	and	and	CCONJ
easat-2117	365	5	change	change	NOUN
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easat-2117	365	7	across	across	ADP
easat-2117	365	8	climatic	climatic	ADJ
easat-2117	365	9	zones	zone	NOUN
easat-2117	365	10	in	in	ADP
easat-2117	365	11	nigeria	nigeria	PROPN
easat-2117	365	12	,	,	PUNCT
easat-2117	365	13	”	"	PUNCT
easat-2117	365	14	journal	journal	NOUN
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easat-2117	365	17	and	and	CCONJ
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easat-2117	365	19	planning	planning	NOUN
easat-2117	365	20	,	,	PUNCT
easat-2117	365	21	vol	vol	NOUN
easat-2117	365	22	.	.	PROPN
easat-2117	365	23	8	8	NUM
easat-2117	365	24	,	,	PUNCT
easat-2117	365	25	no	no	INTJ
easat-2117	365	26	.	.	NOUN
easat-2117	365	27	4	4	NUM
easat-2117	365	28	,	,	PUNCT
easat-2117	365	29	pp	pp	ADJ
easat-2117	365	30	.	.	PUNCT
easat-2117	366	1	123	123	NUM
easat-2117	366	2	-	-	SYM
easat-2117	366	3	135	135	NUM
easat-2117	366	4	.	.	PUNCT
easat-2117	367	1	https://doi.org/10.5897/jgrp2014.0432	https://doi.org/10.5897/jgrp2014.0432	ADJ
easat-2117	368	1	[	[	X
easat-2117	368	2	38	38	NUM
easat-2117	368	3	]	]	PUNCT
easat-2117	368	4	k.	k.	PROPN
easat-2117	368	5	paulson	paulson	PROPN
easat-2117	368	6	,	,	PUNCT
easat-2117	368	7	and	and	CCONJ
easat-2117	368	8	a.	a.	PROPN
easat-2117	368	9	al	al	PROPN
easat-2117	368	10	-	-	PUNCT
easat-2117	368	11	mreri	mreri	PROPN
easat-2117	368	12	.	.	PUNCT
easat-2117	369	1	“	"	PUNCT
easat-2117	369	2	trends	trend	NOUN
easat-2117	369	3	in	in	ADP
easat-2117	369	4	the	the	DET
easat-2117	369	5	incidence	incidence	NOUN
easat-2117	369	6	of	of	ADP
easat-2117	369	7	rain	rain	NOUN
easat-2117	369	8	height	height	NOUN
easat-2117	369	9	and	and	CCONJ
easat-2117	369	10	the	the	DET
easat-2117	369	11	effect	effect	NOUN
easat-2117	369	12	on	on	ADP
easat-2117	369	13	global	global	ADJ
easat-2117	369	14	satellite	satellite	NOUN
easat-2117	369	15	telecommunication	telecommunication	NOUN
easat-2117	369	16	,	,	PUNCT
easat-2117	369	17	”	"	PUNCT
easat-2117	369	18	iet	iet	PROPN
easat-2117	369	19	microwaves	microwave	NOUN
easat-2117	369	20	antennas	antennas	PROPN
easat-2117	369	21	&	&	CCONJ
easat-2117	369	22	propagation	propagation	NOUN
easat-2117	369	23	,	,	PUNCT
easat-2117	369	24	vol	vol	NOUN
easat-2117	369	25	.	.	PROPN
easat-2117	369	26	5	5	NUM
easat-2117	369	27	,	,	PUNCT
easat-2117	369	28	no	no	INTJ
easat-2117	369	29	.	.	NOUN
easat-2117	369	30	14	14	NUM
easat-2117	369	31	,	,	PUNCT
easat-2117	369	32	pp	pp	ADJ
easat-2117	369	33	.	.	PUNCT
easat-2117	370	1	1710	1710	NUM
easat-2117	370	2	-	-	SYM
easat-2117	370	3	1713	1713	NUM
easat-2117	370	4	,	,	PUNCT
easat-2117	370	5	2011	2011	NUM
easat-2117	370	6	.	.	PUNCT
easat-2117	371	1	https://doi.org/10.1049/iet-map.2010.0507	https://doi.org/10.1049/iet-map.2010.0507	PROPN
easat-2117	372	1	[	[	X
easat-2117	372	2	39	39	NUM
easat-2117	372	3	]	]	PUNCT
easat-2117	372	4	y.	y.	PROPN
easat-2117	372	5	b.	b.	PROPN
easat-2117	372	6	lawal	lawal	PROPN
easat-2117	372	7	,	,	PUNCT
easat-2117	372	8	s.	s.	PROPN
easat-2117	372	9	e.	e.	PROPN
easat-2117	372	10	falodun	falodun	PROPN
easat-2117	372	11	and	and	CCONJ
easat-2117	372	12	j.	j.	PROPN
easat-2117	372	13	s.	s.	PROPN
easat-2117	372	14	ojo	ojo	PROPN
easat-2117	372	15	.	.	PUNCT
easat-2117	373	1	“	"	PUNCT
easat-2117	373	2	temporal	temporal	ADJ
easat-2117	373	3	evolution	evolution	NOUN
easat-2117	373	4	of	of	ADP
easat-2117	373	5	atmospheric	atmospheric	ADJ
easat-2117	373	6	parameter	parameter	NOUN
easat-2117	373	7	-	-	PUNCT
easat-2117	373	8	profiling	profiling	NOUN
easat-2117	373	9	on	on	ADP
easat-2117	373	10	rain	rain	NOUN
easat-2117	373	11	height	height	NOUN
easat-2117	373	12	over	over	ADP
easat-2117	373	13	two	two	NUM
easat-2117	373	14	geoclimatic	geoclimatic	ADJ
easat-2117	373	15	regions	region	NOUN
easat-2117	373	16	in	in	ADP
easat-2117	373	17	nigeria	nigeria	PROPN
easat-2117	373	18	,	,	PUNCT
easat-2117	373	19	”	"	PUNCT
easat-2117	373	20	journal	journal	NOUN
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easat-2117	373	22	atmospheric	atmospheric	ADJ
easat-2117	373	23	and	and	CCONJ
easat-2117	373	24	solar	solar	ADJ
easat-2117	373	25	terrestrial	terrestrial	ADJ
easat-2117	373	26	physics	physics	NOUN
easat-2117	373	27	(	(	PUNCT
easat-2117	373	28	jastp	jastp	PROPN
easat-2117	373	29	)	)	PUNCT
easat-2117	373	30	.	.	PUNCT
easat-2117	374	1	vol	vol	NOUN
easat-2117	374	2	.	.	PROPN
easat-2117	374	3	211	211	NUM
easat-2117	374	4	,	,	PUNCT
easat-2117	374	5	105482	105482	NUM
easat-2117	374	6	.	.	PUNCT
easat-2117	375	1	1364	1364	NUM
easat-2117	375	2	-	-	PUNCT
easat-2117	375	3	6826/	6826/	NUM
easat-2117	375	4	©	©	PROPN
easat-2117	375	5	2020	2020	NUM
easat-2117	375	6	elsevier	elsevier	PROPN
easat-2117	375	7	ltd	ltd	PROPN
easat-2117	375	8	,	,	PUNCT
easat-2117	375	9	2020	2020	NUM
easat-2117	375	10	.	.	PUNCT
easat-2117	376	1	https://doi.org/10.1016/j.jastp.2020.105482	https://doi.org/10.1016/j.jastp.2020.105482	PROPN
easat-2117	376	2	https://doi.org/10.1002/hyp.9433	https://doi.org/10.1002/hyp.9433	PROPN
easat-2117	376	3	https://doi.org/10.1214/aos/1013203451	https://doi.org/10.1214/aos/1013203451	PROPN
easat-2117	376	4	https://doi.org/10.1016/s0167-9473(01)00065-2	https://doi.org/10.1016/s0167-9473(01)00065-2	PROPN
easat-2117	376	5	https://doi.org/10.1023/b.0000035301.49549.88	https://doi.org/10.1023/b.0000035301.49549.88	PROPN
easat-2117	376	6	https://doi.org/10.1007/978-1-4757-2440-0	https://doi.org/10.1007/978-1-4757-2440-0	PROPN
easat-2117	376	7	https://doi.org/10.5555/2998981.2999003	https://doi.org/10.5555/2998981.2999003	NOUN
easat-2117	376	8	https://doi.org/10.1038/323533a0	https://doi.org/10.1038/323533a0	PROPN
easat-2117	376	9	http://www.deeplearningbook.org/	http://www.deeplearningbook.org/	ADP
easat-2117	376	10	https://web.stanford.edu/~hastie/papers/eslii.pdf	https://web.stanford.edu/~hastie/papers/eslii.pdf	PROPN
easat-2117	376	11	https://doi.org/10.1007/978-0-387-84858-7	https://doi.org/10.1007/978-0-387-84858-7	PROPN
easat-2117	376	12	https://doi.org/10.1002/joc.1096	https://doi.org/10.1002/joc.1096	PROPN
easat-2117	376	13	https://doi.org/10.1029/2005jd006289	https://doi.org/10.1029/2005jd006289	ADV
easat-2117	376	14	https://doi.org/10.5897/jgrp2014.0432	https://doi.org/10.5897/jgrp2014.0432	ADJ
easat-2117	376	15	https://doi.org/10.1049/iet-map.2010.0507	https://doi.org/10.1049/iet-map.2010.0507	PROPN
easat-2117	376	16	https://doi.org/10.1016/j.jastp.2020.105482	https://doi.org/10.1016/j.jastp.2020.105482	PROPN