id	sid	tid	token	lemma	pos
easat-3109	1	1	edelweiss	edelweiss	PROPN
easat-3109	1	2	applied	apply	VERB
easat-3109	1	3	science	science	NOUN
easat-3109	1	4	and	and	CCONJ
easat-3109	1	5	technology	technology	NOUN
easat-3109	1	6	issn	issn	PROPN
easat-3109	1	7	:	:	PUNCT
easat-3109	1	8	2576	2576	NUM
easat-3109	1	9	-	-	SYM
easat-3109	1	10	8484	8484	NUM
easat-3109	1	11	vol	vol	NOUN
easat-3109	1	12	.	.	PROPN
easat-3109	2	1	9	9	NUM
easat-3109	2	2	,	,	PUNCT
easat-3109	2	3	no	no	INTJ
easat-3109	2	4	.	.	NOUN
easat-3109	2	5	1	1	NUM
easat-3109	2	6	,	,	PUNCT
easat-3109	2	7	67	67	NUM
easat-3109	2	8	-	-	SYM
easat-3109	2	9	75	75	NUM
easat-3109	2	10	2025	2025	NUM
easat-3109	2	11	publisher	publisher	NOUN
easat-3109	2	12	:	:	PUNCT
easat-3109	2	13	learning	learn	VERB
easat-3109	2	14	gate	gate	NOUN
easat-3109	2	15	doi	doi	PROPN
easat-3109	2	16	:	:	PUNCT
easat-3109	2	17	10.55214/25768484.v8i6.3109	10.55214/25768484.v8i6.3109	NUM
easat-3109	2	18	©	©	PROPN
easat-3109	2	19	2025	2025	NUM
easat-3109	2	20	by	by	ADP
easat-3109	2	21	the	the	DET
easat-3109	2	22	authors	author	NOUN
easat-3109	2	23	;	;	PUNCT
easat-3109	2	24	licensee	licensee	PROPN
easat-3109	2	25	learning	learning	NOUN
easat-3109	2	26	gate	gate	NOUN
easat-3109	3	1	©	©	PROPN
easat-3109	3	2	2025	2025	NUM
easat-3109	3	3	by	by	ADP
easat-3109	3	4	the	the	DET
easat-3109	3	5	authors	author	NOUN
easat-3109	3	6	;	;	PUNCT
easat-3109	3	7	licensee	licensee	PROPN
easat-3109	3	8	learning	learning	NOUN
easat-3109	3	9	gate	gate	NOUN
easat-3109	3	10	history	history	NOUN
easat-3109	3	11	:	:	PUNCT
easat-3109	3	12	received	receive	VERB
easat-3109	3	13	:	:	PUNCT
easat-3109	3	14	29	29	NUM
easat-3109	3	15	october	october	NOUN
easat-3109	3	16	2024	2024	NUM
easat-3109	3	17	;	;	PUNCT
easat-3109	3	18	revised	revise	VERB
easat-3109	3	19	:	:	PUNCT
easat-3109	3	20	2	2	NUM
easat-3109	3	21	december	december	PROPN
easat-3109	3	22	2024	2024	NUM
easat-3109	3	23	;	;	PUNCT
easat-3109	3	24	accepted	accept	VERB
easat-3109	3	25	:	:	PUNCT
easat-3109	3	26	23	23	NUM
easat-3109	3	27	december	december	PROPN
easat-3109	3	28	2024	2024	NUM
easat-3109	3	29	;	;	PUNCT
easat-3109	3	30	published	publish	VERB
easat-3109	3	31	:	:	PUNCT
easat-3109	4	1	2	2	NUM
easat-3109	4	2	january	january	NOUN
easat-3109	4	3	2025	2025	NUM
easat-3109	4	4	*	*	PUNCT
easat-3109	4	5	correspondence	correspondence	NOUN
easat-3109	4	6	:	:	PUNCT
easat-3109	4	7	lawalyb@tut.ac.za	lawalyb@tut.ac.za	ADJ
easat-3109	4	8	machine	machine	NOUN
easat-3109	4	9	learning	learning	NOUN
easat-3109	4	10	-	-	PUNCT
easat-3109	4	11	based	base	VERB
easat-3109	4	12	models	model	NOUN
easat-3109	4	13	for	for	ADP
easat-3109	4	14	forecasting	forecast	VERB
easat-3109	4	15	radio	radio	NOUN
easat-3109	4	16	refractivity	refractivity	NOUN
easat-3109	4	17	over	over	ADP
easat-3109	4	18	the	the	DET
easat-3109	4	19	coastal	coastal	ADJ
easat-3109	4	20	area	area	NOUN
easat-3109	4	21	of	of	ADP
easat-3109	4	22	south	south	PROPN
easat-3109	4	23	africa	africa	PROPN
easat-3109	4	24	yusuf	yusuf	PROPN
easat-3109	4	25	babatunde	babatunde	PROPN
easat-3109	4	26	lawal1	lawal1	PROPN
easat-3109	4	27	*	*	PROPN
easat-3109	4	28	,	,	PUNCT
easat-3109	4	29	pius	pius	PROPN
easat-3109	4	30	adewale	adewale	PROPN
easat-3109	4	31	owolawi2	owolawi2	PROPN
easat-3109	4	32	,	,	PUNCT
easat-3109	4	33	chunling	chunling	NOUN
easat-3109	4	34	tu3	tu3	VERB
easat-3109	4	35	,	,	PUNCT
easat-3109	4	36	etienne	etienne	PROPN
easat-3109	4	37	van	van	PROPN
easat-3109	4	38	wyk4	wyk4	PROPN
easat-3109	4	39	,	,	PUNCT
easat-3109	4	40	joseph	joseph	PROPN
easat-3109	4	41	sunday	sunday	PROPN
easat-3109	4	42	ojo5	ojo5	PROPN
easat-3109	4	43	1,2,3department	1,2,3department	NUM
easat-3109	4	44	of	of	ADP
easat-3109	4	45	computer	computer	NOUN
easat-3109	4	46	systems	system	NOUN
easat-3109	4	47	engineering	engineering	NOUN
easat-3109	4	48	,	,	PUNCT
easat-3109	4	49	tshwane	tshwane	NOUN
easat-3109	4	50	university	university	NOUN
easat-3109	4	51	of	of	ADP
easat-3109	4	52	technology	technology	NOUN
easat-3109	4	53	,	,	PUNCT
easat-3109	4	54	south	south	PROPN
easat-3109	4	55	africa	africa	PROPN
easat-3109	4	56	;	;	PUNCT
easat-3109	4	57	lawalyb@tut.ac.za	lawalyb@tut.ac.za	NOUN
easat-3109	4	58	(	(	PUNCT
easat-3109	4	59	y.	y.	PROPN
easat-3109	4	60	b.	b.	PROPN
easat-3109	4	61	l.	l.	PROPN
easat-3109	4	62	)	)	PUNCT
easat-3109	4	63	,	,	PUNCT
easat-3109	4	64	owolawipa@tut.ac.za	owolawipa@tut.ac.za	ADJ
easat-3109	4	65	(	(	PUNCT
easat-3109	4	66	p.	p.	NOUN
easat-3109	4	67	a.	a.	NOUN
easat-3109	4	68	o.	o.	PROPN
easat-3109	4	69	)	)	PUNCT
easat-3109	4	70	,	,	PUNCT
easat-3109	4	71	duc@tut.ac.za	duc@tut.ac.za	NOUN
easat-3109	4	72	(	(	PUNCT
easat-3109	4	73	c.	c.	PROPN
easat-3109	4	74	t.	t.	PROPN
easat-3109	4	75	)	)	PUNCT
easat-3109	4	76	.	.	PUNCT
easat-3109	5	1	4faculty	4faculty	NUM
easat-3109	5	2	of	of	ADP
easat-3109	5	3	information	information	NOUN
easat-3109	5	4	and	and	CCONJ
easat-3109	5	5	communications	communication	NOUN
easat-3109	5	6	technology	technology	NOUN
easat-3109	5	7	,	,	PUNCT
easat-3109	5	8	tshwane	tshwane	NOUN
easat-3109	5	9	university	university	NOUN
easat-3109	5	10	of	of	ADP
easat-3109	5	11	technology	technology	NOUN
easat-3109	5	12	,	,	PUNCT
easat-3109	5	13	south	south	PROPN
easat-3109	5	14	africa	africa	PROPN
easat-3109	5	15	;	;	PUNCT
easat-3109	5	16	vanwykea@tut.ac.za	vanwykea@tut.ac.za	PROPN
easat-3109	5	17	(	(	PUNCT
easat-3109	5	18	e.v	e.v	PROPN
easat-3109	5	19	.	.	PUNCT
easat-3109	5	20	w.	w.	PROPN
easat-3109	5	21	)	)	PUNCT
easat-3109	5	22	.	.	PUNCT
easat-3109	6	1	5department	5department	NUM
easat-3109	6	2	of	of	ADP
easat-3109	6	3	physics	physics	PROPN
easat-3109	6	4	,	,	PUNCT
easat-3109	6	5	federal	federal	ADJ
easat-3109	6	6	university	university	PROPN
easat-3109	6	7	of	of	ADP
easat-3109	6	8	technology	technology	NOUN
easat-3109	6	9	,	,	PUNCT
easat-3109	6	10	akure	akure	NOUN
easat-3109	6	11	,	,	PUNCT
easat-3109	6	12	nigeria	nigeria	PROPN
easat-3109	6	13	;	;	PUNCT
easat-3109	6	14	ojojs_74@futa.edu.ng	ojojs_74@futa.edu.ng	PUNCT
easat-3109	6	15	(	(	PUNCT
easat-3109	6	16	j.	j.	PROPN
easat-3109	6	17	s.	s.	PROPN
easat-3109	6	18	o.	o.	PROPN
easat-3109	6	19	)	)	PUNCT
easat-3109	6	20	.	.	PUNCT
easat-3109	7	1	abstract	abstract	ADJ
easat-3109	7	2	:	:	PUNCT
easat-3109	7	3	surface	surface	NOUN
easat-3109	7	4	refractivity	refractivity	NOUN
easat-3109	7	5	is	be	AUX
easat-3109	7	6	a	a	DET
easat-3109	7	7	crucial	crucial	ADJ
easat-3109	7	8	parameter	parameter	NOUN
easat-3109	7	9	that	that	PRON
easat-3109	7	10	determines	determine	VERB
easat-3109	7	11	the	the	DET
easat-3109	7	12	bending	bending	NOUN
easat-3109	7	13	of	of	ADP
easat-3109	7	14	radio	radio	NOUN
easat-3109	7	15	signals	signal	NOUN
easat-3109	7	16	as	as	SCONJ
easat-3109	7	17	they	they	PRON
easat-3109	7	18	propagate	propagate	VERB
easat-3109	7	19	within	within	ADP
easat-3109	7	20	the	the	DET
easat-3109	7	21	troposphere	troposphere	NOUN
easat-3109	7	22	.	.	PUNCT
easat-3109	8	1	it	it	PRON
easat-3109	8	2	is	be	AUX
easat-3109	8	3	greatly	greatly	ADV
easat-3109	8	4	influenced	influence	VERB
easat-3109	8	5	by	by	ADP
easat-3109	8	6	the	the	DET
easat-3109	8	7	atmospheric	atmospheric	ADJ
easat-3109	8	8	weather	weather	NOUN
easat-3109	8	9	conditions	condition	NOUN
easat-3109	8	10	and	and	CCONJ
easat-3109	8	11	changes	change	NOUN
easat-3109	8	12	rapidly	rapidly	ADV
easat-3109	8	13	,	,	PUNCT
easat-3109	8	14	especially	especially	ADV
easat-3109	8	15	in	in	ADP
easat-3109	8	16	the	the	DET
easat-3109	8	17	coastal	coastal	ADJ
easat-3109	8	18	areas	area	NOUN
easat-3109	8	19	.	.	PUNCT
easat-3109	9	1	this	this	DET
easat-3109	9	2	research	research	NOUN
easat-3109	9	3	utilized	utilize	VERB
easat-3109	9	4	50	50	NUM
easat-3109	9	5	years	year	NOUN
easat-3109	9	6	(	(	PUNCT
easat-3109	9	7	1974	1974	NUM
easat-3109	9	8	-	-	SYM
easat-3109	9	9	2023	2023	NUM
easat-3109	9	10	)	)	PUNCT
easat-3109	9	11	surface	surface	NOUN
easat-3109	9	12	temperature	temperature	NOUN
easat-3109	9	13	,	,	PUNCT
easat-3109	9	14	pressure	pressure	NOUN
easat-3109	9	15	,	,	PUNCT
easat-3109	9	16	and	and	CCONJ
easat-3109	9	17	humidity	humidity	NOUN
easat-3109	9	18	data	datum	NOUN
easat-3109	9	19	from	from	ADP
easat-3109	9	20	six	six	NUM
easat-3109	9	21	coastal	coastal	ADJ
easat-3109	9	22	stations	station	NOUN
easat-3109	9	23	in	in	ADP
easat-3109	9	24	south	south	PROPN
easat-3109	9	25	africa	africa	PROPN
easat-3109	9	26	to	to	PART
easat-3109	9	27	forecast	forecast	VERB
easat-3109	9	28	radio	radio	NOUN
easat-3109	9	29	refractivity	refractivity	NOUN
easat-3109	9	30	in	in	ADP
easat-3109	9	31	the	the	DET
easat-3109	9	32	mediterranean	mediterranean	PROPN
easat-3109	9	33	climate	climate	NOUN
easat-3109	9	34	.	.	PUNCT
easat-3109	10	1	five	five	NUM
easat-3109	10	2	machine	machine	NOUN
easat-3109	10	3	learning	learning	NOUN
easat-3109	10	4	models	model	NOUN
easat-3109	10	5	:	:	PUNCT
easat-3109	10	6	gated	gate	VERB
easat-3109	10	7	recurrent	recurrent	ADJ
easat-3109	10	8	unit	unit	NOUN
easat-3109	10	9	(	(	PUNCT
easat-3109	10	10	gru	gru	PROPN
easat-3109	10	11	)	)	PUNCT
easat-3109	10	12	,	,	PUNCT
easat-3109	10	13	light	light	ADJ
easat-3109	10	14	gradient	gradient	NOUN
easat-3109	10	15	boosting	boost	VERB
easat-3109	10	16	machine	machine	NOUN
easat-3109	10	17	(	(	PUNCT
easat-3109	10	18	lightgbm	lightgbm	ADJ
easat-3109	10	19	)	)	PUNCT
easat-3109	10	20	,	,	PUNCT
easat-3109	10	21	long	long	ADJ
easat-3109	10	22	-	-	PUNCT
easat-3109	10	23	short	short	ADJ
easat-3109	10	24	term	term	NOUN
easat-3109	10	25	memory	memory	NOUN
easat-3109	10	26	(	(	PUNCT
easat-3109	10	27	lstm	lstm	NOUN
easat-3109	10	28	)	)	PUNCT
easat-3109	10	29	,	,	PUNCT
easat-3109	10	30	prophet	prophet	NOUN
easat-3109	10	31	,	,	PUNCT
easat-3109	10	32	and	and	CCONJ
easat-3109	10	33	random	random	ADJ
easat-3109	10	34	forest	forest	NOUN
easat-3109	10	35	were	be	AUX
easat-3109	10	36	trained	train	VERB
easat-3109	10	37	for	for	ADP
easat-3109	10	38	future	future	ADJ
easat-3109	10	39	prediction	prediction	NOUN
easat-3109	10	40	of	of	ADP
easat-3109	10	41	surface	surface	NOUN
easat-3109	10	42	refractivity	refractivity	NOUN
easat-3109	10	43	at	at	ADP
easat-3109	10	44	any	any	DET
easat-3109	10	45	coastal	coastal	ADJ
easat-3109	10	46	area	area	NOUN
easat-3109	10	47	in	in	ADP
easat-3109	10	48	south	south	PROPN
easat-3109	10	49	africa	africa	PROPN
easat-3109	10	50	.	.	PUNCT
easat-3109	11	1	the	the	DET
easat-3109	11	2	stations	station	NOUN
easat-3109	11	3	latitude	latitude	NOUN
easat-3109	11	4	,	,	PUNCT
easat-3109	11	5	longitude	longitude	ADJ
easat-3109	11	6	,	,	PUNCT
easat-3109	11	7	altitude	altitude	NOUN
easat-3109	11	8	,	,	PUNCT
easat-3109	11	9	surface	surface	NOUN
easat-3109	11	10	refractivity	refractivity	NOUN
easat-3109	11	11	and	and	CCONJ
easat-3109	11	12	date	date	NOUN
easat-3109	11	13	were	be	AUX
easat-3109	11	14	applied	apply	VERB
easat-3109	11	15	as	as	SCONJ
easat-3109	11	16	the	the	DET
easat-3109	11	17	input	input	NOUN
easat-3109	11	18	parameters	parameter	NOUN
easat-3109	11	19	to	to	PART
easat-3109	11	20	train	train	VERB
easat-3109	11	21	the	the	DET
easat-3109	11	22	models	model	NOUN
easat-3109	11	23	.	.	PUNCT
easat-3109	12	1	the	the	DET
easat-3109	12	2	models	model	NOUN
easat-3109	12	3	were	be	AUX
easat-3109	12	4	optimized	optimize	VERB
easat-3109	12	5	through	through	ADP
easat-3109	12	6	the	the	DET
easat-3109	12	7	randomized	randomize	VERB
easat-3109	12	8	searchcv	searchcv	NOUN
easat-3109	12	9	hyperparameter	hyperparameter	NOUN
easat-3109	12	10	tuning	tune	VERB
easat-3109	12	11	to	to	PART
easat-3109	12	12	improve	improve	VERB
easat-3109	12	13	their	their	PRON
easat-3109	12	14	efficiency	efficiency	NOUN
easat-3109	12	15	.	.	PUNCT
easat-3109	13	1	the	the	DET
easat-3109	13	2	lightgbm	lightgbm	NOUN
easat-3109	13	3	outperformed	outperform	VERB
easat-3109	13	4	other	other	ADJ
easat-3109	13	5	models	model	NOUN
easat-3109	13	6	with	with	ADP
easat-3109	13	7	rmse	rmse	ADJ
easat-3109	13	8	and	and	CCONJ
easat-3109	13	9	adjusted	adjust	VERB
easat-3109	13	10	determination	determination	NOUN
easat-3109	13	11	coefficients	coefficient	NOUN
easat-3109	13	12	of	of	ADP
easat-3109	13	13	1.67	1.67	NUM
easat-3109	13	14	and	and	CCONJ
easat-3109	13	15	0.96	0.96	NUM
easat-3109	13	16	,	,	PUNCT
easat-3109	13	17	respectively	respectively	ADV
easat-3109	13	18	.	.	PUNCT
easat-3109	14	1	the	the	DET
easat-3109	14	2	model	model	NOUN
easat-3109	14	3	is	be	AUX
easat-3109	14	4	recommended	recommend	VERB
easat-3109	14	5	for	for	ADP
easat-3109	14	6	future	future	ADJ
easat-3109	14	7	prediction	prediction	NOUN
easat-3109	14	8	of	of	ADP
easat-3109	14	9	surface	surface	NOUN
easat-3109	14	10	refractivity	refractivity	NOUN
easat-3109	14	11	needed	need	VERB
easat-3109	14	12	for	for	ADP
easat-3109	14	13	the	the	DET
easat-3109	14	14	improvement	improvement	NOUN
easat-3109	14	15	of	of	ADP
easat-3109	14	16	point	point	NOUN
easat-3109	14	17	-	-	PUNCT
easat-3109	14	18	to	to	ADP
easat-3109	14	19	-	-	PUNCT
easat-3109	14	20	point	point	NOUN
easat-3109	14	21	wireless	wireless	ADJ
easat-3109	14	22	communication	communication	NOUN
easat-3109	14	23	,	,	PUNCT
easat-3109	14	24	terrestrial	terrestrial	ADJ
easat-3109	14	25	radio	radio	NOUN
easat-3109	14	26	and	and	CCONJ
easat-3109	14	27	television	television	NOUN
easat-3109	14	28	transmissions	transmission	NOUN
easat-3109	14	29	,	,	PUNCT
easat-3109	14	30	and	and	CCONJ
easat-3109	14	31	mobile	mobile	ADJ
easat-3109	14	32	communication	communication	NOUN
easat-3109	14	33	networks	network	NOUN
easat-3109	14	34	in	in	ADP
easat-3109	14	35	the	the	DET
easat-3109	14	36	coastal	coastal	ADJ
easat-3109	14	37	sub	sub	ADJ
easat-3109	14	38	-	-	ADJ
easat-3109	14	39	tropical	tropical	ADJ
easat-3109	14	40	regions	region	NOUN
easat-3109	14	41	.	.	PUNCT
easat-3109	15	1	keywords	keyword	NOUN
easat-3109	15	2	:	:	PUNCT
easat-3109	15	3	gru	gru	NOUN
easat-3109	15	4	,	,	PUNCT
easat-3109	15	5	hyperparameter	hyperparameter	NOUN
easat-3109	15	6	tunning	tunning	NOUN
easat-3109	15	7	,	,	PUNCT
easat-3109	15	8	light	light	ADJ
easat-3109	15	9	gbm	gbm	NOUN
easat-3109	15	10	,	,	PUNCT
easat-3109	15	11	lstm	lstm	NOUN
easat-3109	15	12	,	,	PUNCT
easat-3109	15	13	machine	machine	NOUN
easat-3109	15	14	learning	learning	NOUN
easat-3109	15	15	,	,	PUNCT
easat-3109	15	16	surface	surface	NOUN
easat-3109	15	17	refractivity	refractivity	NOUN
easat-3109	15	18	,	,	PUNCT
easat-3109	15	19	troposhere	troposhere	ADV
easat-3109	15	20	.	.	PUNCT
easat-3109	16	1	1	1	X
easat-3109	16	2	.	.	X
easat-3109	16	3	introduction	introduction	NOUN
easat-3109	16	4	surface	surface	NOUN
easat-3109	16	5	refractivity	refractivity	NOUN
easat-3109	16	6	is	be	AUX
easat-3109	16	7	crucial	crucial	ADJ
easat-3109	16	8	for	for	ADP
easat-3109	16	9	accurate	accurate	ADJ
easat-3109	16	10	modeling	modeling	NOUN
easat-3109	16	11	of	of	ADP
easat-3109	16	12	radio	radio	NOUN
easat-3109	16	13	wave	wave	NOUN
easat-3109	16	14	propagation	propagation	NOUN
easat-3109	16	15	,	,	PUNCT
easat-3109	16	16	particularly	particularly	ADV
easat-3109	16	17	in	in	ADP
easat-3109	16	18	applications	application	NOUN
easat-3109	16	19	such	such	ADJ
easat-3109	16	20	as	as	ADP
easat-3109	16	21	telecommunications	telecommunication	NOUN
easat-3109	16	22	and	and	CCONJ
easat-3109	16	23	meteorology	meteorology	NOUN
easat-3109	16	24	[	[	X
easat-3109	16	25	1	1	NUM
easat-3109	16	26	]	]	PUNCT
easat-3109	16	27	.	.	PUNCT
easat-3109	17	1	accurate	accurate	ADJ
easat-3109	17	2	refractivity	refractivity	NOUN
easat-3109	17	3	gradient	gradient	NOUN
easat-3109	17	4	data	datum	NOUN
easat-3109	17	5	is	be	AUX
easat-3109	17	6	essential	essential	ADJ
easat-3109	17	7	for	for	ADP
easat-3109	17	8	radio	radio	NOUN
easat-3109	17	9	system	system	NOUN
easat-3109	17	10	design	design	NOUN
easat-3109	17	11	,	,	PUNCT
easat-3109	17	12	as	as	SCONJ
easat-3109	17	13	strong	strong	ADJ
easat-3109	17	14	negative	negative	ADJ
easat-3109	17	15	gradients	gradient	NOUN
easat-3109	17	16	can	can	AUX
easat-3109	17	17	cause	cause	VERB
easat-3109	17	18	interference	interference	NOUN
easat-3109	17	19	,	,	PUNCT
easat-3109	17	20	while	while	SCONJ
easat-3109	17	21	positive	positive	ADJ
easat-3109	17	22	gradients	gradient	NOUN
easat-3109	17	23	affect	affect	VERB
easat-3109	17	24	antenna	antenna	NOUN
easat-3109	17	25	height	height	NOUN
easat-3109	17	26	requirements	requirement	NOUN
easat-3109	17	27	[	[	X
easat-3109	17	28	2	2	NUM
easat-3109	17	29	]	]	PUNCT
easat-3109	17	30	.	.	PUNCT
easat-3109	18	1	understanding	understand	VERB
easat-3109	18	2	the	the	DET
easat-3109	18	3	variations	variation	NOUN
easat-3109	18	4	in	in	ADP
easat-3109	18	5	refractivity	refractivity	NOUN
easat-3109	18	6	due	due	ADP
easat-3109	18	7	to	to	ADP
easat-3109	18	8	factors	factor	NOUN
easat-3109	18	9	like	like	ADP
easat-3109	18	10	humidity	humidity	NOUN
easat-3109	18	11	,	,	PUNCT
easat-3109	18	12	temperature	temperature	NOUN
easat-3109	18	13	,	,	PUNCT
easat-3109	18	14	and	and	CCONJ
easat-3109	18	15	atmospheric	atmospheric	ADJ
easat-3109	18	16	pressure	pressure	NOUN
easat-3109	18	17	is	be	AUX
easat-3109	18	18	essential	essential	ADJ
easat-3109	18	19	for	for	ADP
easat-3109	18	20	improving	improve	VERB
easat-3109	18	21	signal	signal	ADJ
easat-3109	18	22	strength	strength	NOUN
easat-3109	18	23	and	and	CCONJ
easat-3109	18	24	clarity	clarity	NOUN
easat-3109	18	25	.	.	PUNCT
easat-3109	19	1	these	these	DET
easat-3109	19	2	variations	variation	NOUN
easat-3109	19	3	can	can	AUX
easat-3109	19	4	be	be	AUX
easat-3109	19	5	influenced	influence	VERB
easat-3109	19	6	by	by	ADP
easat-3109	19	7	geographical	geographical	ADJ
easat-3109	19	8	features	feature	NOUN
easat-3109	19	9	,	,	PUNCT
easat-3109	19	10	seasonal	seasonal	ADJ
easat-3109	19	11	changes	change	NOUN
easat-3109	19	12	,	,	PUNCT
easat-3109	19	13	and	and	CCONJ
easat-3109	19	14	even	even	ADV
easat-3109	19	15	time	time	NOUN
easat-3109	19	16	of	of	ADP
easat-3109	19	17	day	day	NOUN
easat-3109	19	18	,	,	PUNCT
easat-3109	19	19	making	make	VERB
easat-3109	19	20	it	it	PRON
easat-3109	19	21	imperative	imperative	ADJ
easat-3109	19	22	to	to	PART
easat-3109	19	23	gather	gather	VERB
easat-3109	19	24	comprehensive	comprehensive	ADJ
easat-3109	19	25	data	datum	NOUN
easat-3109	19	26	for	for	ADP
easat-3109	19	27	precise	precise	ADJ
easat-3109	19	28	estimations	estimation	NOUN
easat-3109	20	1	[	[	X
easat-3109	20	2	3	3	NUM
easat-3109	20	3	]	]	PUNCT
easat-3109	20	4	.	.	PUNCT
easat-3109	21	1	in	in	ADP
easat-3109	21	2	coastal	coastal	ADJ
easat-3109	21	3	regions	region	NOUN
easat-3109	21	4	,	,	PUNCT
easat-3109	21	5	the	the	DET
easat-3109	21	6	proximity	proximity	NOUN
easat-3109	21	7	to	to	ADP
easat-3109	21	8	large	large	ADJ
easat-3109	21	9	bodies	body	NOUN
easat-3109	21	10	of	of	ADP
easat-3109	21	11	water	water	NOUN
easat-3109	21	12	adds	add	VERB
easat-3109	21	13	another	another	DET
easat-3109	21	14	layer	layer	NOUN
easat-3109	21	15	of	of	ADP
easat-3109	21	16	complexity	complexity	NOUN
easat-3109	21	17	,	,	PUNCT
easat-3109	21	18	as	as	SCONJ
easat-3109	21	19	sea	sea	NOUN
easat-3109	21	20	breezes	breeze	NOUN
easat-3109	21	21	,	,	PUNCT
easat-3109	21	22	ocean	ocean	NOUN
easat-3109	21	23	currents	current	NOUN
easat-3109	21	24	and	and	CCONJ
easat-3109	21	25	evaporation	evaporation	NOUN
easat-3109	21	26	can	can	AUX
easat-3109	21	27	significantly	significantly	ADV
easat-3109	21	28	alter	alter	VERB
easat-3109	21	29	local	local	ADJ
easat-3109	21	30	atmospheric	atmospheric	ADJ
easat-3109	21	31	conditions	condition	NOUN
easat-3109	21	32	.	.	PUNCT
easat-3109	22	1	this	this	PRON
easat-3109	22	2	necessitates	necessitate	VERB
easat-3109	22	3	the	the	DET
easat-3109	22	4	application	application	NOUN
easat-3109	22	5	of	of	ADP
easat-3109	22	6	advanced	advanced	ADJ
easat-3109	22	7	modeling	modeling	NOUN
easat-3109	22	8	techniques	technique	NOUN
easat-3109	22	9	to	to	PART
easat-3109	22	10	forecast	forecast	VERB
easat-3109	22	11	local	local	ADJ
easat-3109	22	12	radio	radio	NOUN
easat-3109	22	13	refractivity	refractivity	NOUN
easat-3109	22	14	,	,	PUNCT
easat-3109	22	15	ensuring	ensure	VERB
easat-3109	22	16	accurate	accurate	ADJ
easat-3109	22	17	and	and	CCONJ
easat-3109	22	18	reliable	reliable	ADJ
easat-3109	22	19	propagation	propagation	NOUN
easat-3109	22	20	data	datum	NOUN
easat-3109	22	21	for	for	ADP
easat-3109	22	22	optimization	optimization	NOUN
easat-3109	22	23	of	of	ADP
easat-3109	22	24	terrestrial	terrestrial	ADJ
easat-3109	22	25	communication	communication	NOUN
easat-3109	22	26	links	link	NOUN
easat-3109	22	27	.	.	PUNCT
easat-3109	23	1	several	several	ADJ
easat-3109	23	2	studies	study	NOUN
easat-3109	23	3	have	have	AUX
easat-3109	23	4	shown	show	VERB
easat-3109	23	5	that	that	DET
easat-3109	23	6	temperature	temperature	NOUN
easat-3109	23	7	,	,	PUNCT
easat-3109	23	8	humidity	humidity	NOUN
easat-3109	23	9	,	,	PUNCT
easat-3109	23	10	and	and	CCONJ
easat-3109	23	11	height	height	NOUN
easat-3109	23	12	above	above	ADP
easat-3109	23	13	ground	ground	NOUN
easat-3109	23	14	level	level	NOUN
easat-3109	23	15	significantly	significantly	ADV
easat-3109	23	16	influence	influence	NOUN
easat-3109	23	17	refractivity	refractivity	NOUN
easat-3109	23	18	,	,	PUNCT
easat-3109	23	19	with	with	ADP
easat-3109	23	20	an	an	DET
easat-3109	23	21	inverse	inverse	NOUN
easat-3109	23	22	relationship	relationship	NOUN
easat-3109	23	23	observed	observe	VERB
easat-3109	23	24	between	between	ADP
easat-3109	23	25	refractivity	refractivity	NOUN
easat-3109	23	26	and	and	CCONJ
easat-3109	23	27	signal	signal	NOUN
easat-3109	23	28	strength	strength	NOUN
easat-3109	23	29	[	[	X
easat-3109	23	30	4	4	NUM
easat-3109	23	31	]	]	PUNCT
easat-3109	23	32	.	.	PUNCT
easat-3109	24	1	the	the	DET
easat-3109	24	2	existing	exist	VERB
easat-3109	24	3	refractive	refractive	ADJ
easat-3109	24	4	index	index	NOUN
easat-3109	24	5	model	model	NOUN
easat-3109	24	6	is	be	AUX
easat-3109	24	7	deemed	deem	VERB
easat-3109	24	8	inadequate	inadequate	ADJ
easat-3109	24	9	for	for	ADP
easat-3109	24	10	southern	southern	PROPN
easat-3109	24	11	africa	africa	PROPN
easat-3109	24	12	,	,	PUNCT
easat-3109	24	13	necessitating	necessitate	VERB
easat-3109	24	14	68	68	NUM
easat-3109	24	15	edelweiss	edelweiss	PROPN
easat-3109	24	16	applied	apply	VERB
easat-3109	24	17	science	science	NOUN
easat-3109	24	18	and	and	CCONJ
easat-3109	24	19	technology	technology	NOUN
easat-3109	24	20	issn	issn	PROPN
easat-3109	24	21	:	:	PUNCT
easat-3109	24	22	2576	2576	NUM
easat-3109	24	23	-	-	SYM
easat-3109	24	24	8484	8484	NUM
easat-3109	24	25	vol	vol	NOUN
easat-3109	24	26	.	.	PROPN
easat-3109	25	1	9	9	NUM
easat-3109	25	2	,	,	PUNCT
easat-3109	25	3	no	no	INTJ
easat-3109	25	4	.	.	NOUN
easat-3109	25	5	1	1	NUM
easat-3109	25	6	:	:	SYM
easat-3109	25	7	67	67	NUM
easat-3109	25	8	-	-	SYM
easat-3109	25	9	75	75	NUM
easat-3109	25	10	,	,	PUNCT
easat-3109	25	11	2025	2025	NUM
easat-3109	25	12	doi	doi	NOUN
easat-3109	25	13	:	:	PUNCT
easat-3109	25	14	10.55214/25768484.v8i6.3109	10.55214/25768484.v8i6.3109	NUM
easat-3109	25	15	©	©	PROPN
easat-3109	25	16	2025	2025	NUM
easat-3109	25	17	by	by	ADP
easat-3109	25	18	the	the	DET
easat-3109	25	19	authors	author	NOUN
easat-3109	25	20	;	;	PUNCT
easat-3109	25	21	licensee	licensee	PROPN
easat-3109	25	22	learning	learning	NOUN
easat-3109	25	23	gate	gate	NOUN
easat-3109	25	24	improved	improve	VERB
easat-3109	25	25	propagation	propagation	NOUN
easat-3109	25	26	models	model	NOUN
easat-3109	25	27	for	for	ADP
easat-3109	25	28	better	well	ADJ
easat-3109	25	29	spectrum	spectrum	NOUN
easat-3109	25	30	usage	usage	NOUN
easat-3109	25	31	,	,	PUNCT
easat-3109	25	32	particularly	particularly	ADV
easat-3109	25	33	in	in	ADP
easat-3109	25	34	mobile	mobile	ADJ
easat-3109	25	35	systems	system	NOUN
easat-3109	25	36	[	[	X
easat-3109	25	37	5	5	NUM
easat-3109	25	38	]	]	PUNCT
easat-3109	25	39	.	.	PUNCT
easat-3109	26	1	accurate	accurate	ADJ
easat-3109	26	2	refractivity	refractivity	NOUN
easat-3109	26	3	gradient	gradient	NOUN
easat-3109	26	4	data	datum	NOUN
easat-3109	26	5	is	be	AUX
easat-3109	26	6	essential	essential	ADJ
easat-3109	26	7	for	for	ADP
easat-3109	26	8	radio	radio	NOUN
easat-3109	26	9	system	system	NOUN
easat-3109	26	10	design	design	NOUN
easat-3109	26	11	,	,	PUNCT
easat-3109	26	12	as	as	SCONJ
easat-3109	26	13	strong	strong	ADJ
easat-3109	26	14	negative	negative	ADJ
easat-3109	26	15	gradients	gradient	NOUN
easat-3109	26	16	can	can	AUX
easat-3109	26	17	cause	cause	VERB
easat-3109	26	18	interference	interference	NOUN
easat-3109	26	19	,	,	PUNCT
easat-3109	26	20	while	while	SCONJ
easat-3109	26	21	positive	positive	ADJ
easat-3109	26	22	gradients	gradient	NOUN
easat-3109	26	23	affect	affect	VERB
easat-3109	26	24	antenna	antenna	NOUN
easat-3109	26	25	height	height	NOUN
easat-3109	26	26	requirements	requirement	NOUN
easat-3109	26	27	[	[	X
easat-3109	26	28	2	2	NUM
easat-3109	26	29	]	]	PUNCT
easat-3109	26	30	.	.	PUNCT
easat-3109	27	1	the	the	DET
easat-3109	27	2	current	current	ADJ
easat-3109	27	3	research	research	NOUN
easat-3109	27	4	aims	aim	VERB
easat-3109	27	5	to	to	PART
easat-3109	27	6	enhance	enhance	VERB
easat-3109	27	7	understanding	understanding	NOUN
easat-3109	27	8	of	of	ADP
easat-3109	27	9	refractivity	refractivity	NOUN
easat-3109	27	10	profiles	profile	NOUN
easat-3109	27	11	and	and	CCONJ
easat-3109	27	12	their	their	PRON
easat-3109	27	13	impact	impact	NOUN
easat-3109	27	14	on	on	ADP
easat-3109	27	15	radio	radio	NOUN
easat-3109	27	16	communications	communication	NOUN
easat-3109	27	17	.	.	PUNCT
easat-3109	28	1	most	most	ADJ
easat-3109	28	2	previous	previous	ADJ
easat-3109	28	3	studies	study	NOUN
easat-3109	28	4	have	have	AUX
easat-3109	28	5	recommended	recommend	VERB
easat-3109	28	6	fixed	fix	VERB
easat-3109	28	7	mean	mean	NOUN
easat-3109	28	8	values	value	NOUN
easat-3109	28	9	through	through	ADP
easat-3109	28	10	some	some	DET
easat-3109	28	11	statistical	statistical	ADJ
easat-3109	28	12	and	and	CCONJ
easat-3109	28	13	advanced	advanced	ADJ
easat-3109	28	14	prediction	prediction	NOUN
easat-3109	28	15	techniques	technique	NOUN
easat-3109	28	16	.	.	PUNCT
easat-3109	29	1	for	for	ADP
easat-3109	29	2	instance	instance	NOUN
easat-3109	29	3	,	,	PUNCT
easat-3109	29	4	dabideen	dabideen	PROPN
easat-3109	29	5	,	,	PUNCT
easat-3109	29	6	et	et	PROPN
easat-3109	29	7	al	al	PROPN
easat-3109	29	8	.	.	PUNCT
easat-3109	30	1	[	[	X
easat-3109	30	2	6	6	NUM
easat-3109	30	3	]	]	PUNCT
easat-3109	30	4	derived	derived	ADJ
easat-3109	30	5	surface	surface	NOUN
easat-3109	30	6	refractivity	refractivity	NOUN
easat-3109	30	7	and	and	CCONJ
easat-3109	30	8	1km	1km	ADJ
easat-3109	30	9	-	-	PUNCT
easat-3109	30	10	height	height	NOUN
easat-3109	30	11	refractivity	refractivity	NOUN
easat-3109	30	12	gradient	gradient	NOUN
easat-3109	30	13	from	from	ADP
easat-3109	30	14	kwazulu	kwazulu	ADJ
easat-3109	30	15	-	-	PUNCT
easat-3109	30	16	natal	natal	ADJ
easat-3109	30	17	atmospheric	atmospheric	ADJ
easat-3109	30	18	data	datum	NOUN
easat-3109	30	19	obtained	obtain	VERB
easat-3109	30	20	from	from	ADP
easat-3109	30	21	the	the	DET
easat-3109	30	22	south	south	ADJ
easat-3109	30	23	african	african	ADJ
easat-3109	30	24	weather	weather	NOUN
easat-3109	30	25	station	station	NOUN
easat-3109	30	26	(	(	PUNCT
easat-3109	30	27	saws	saw	NOUN
easat-3109	30	28	)	)	PUNCT
easat-3109	30	29	.	.	PUNCT
easat-3109	31	1	the	the	DET
easat-3109	31	2	research	research	NOUN
easat-3109	31	3	recommends	recommend	VERB
easat-3109	31	4	monthly	monthly	ADJ
easat-3109	31	5	mean	mean	NOUN
easat-3109	31	6	refractivity	refractivity	NOUN
easat-3109	31	7	in	in	ADP
easat-3109	31	8	the	the	DET
easat-3109	31	9	range	range	NOUN
easat-3109	31	10	of	of	ADP
easat-3109	31	11	320	320	NUM
easat-3109	31	12	-	-	SYM
easat-3109	31	13	360	360	NUM
easat-3109	31	14	n	n	CCONJ
easat-3109	31	15	-	-	PUNCT
easat-3109	31	16	units	unit	NOUN
easat-3109	31	17	.	.	PUNCT
easat-3109	32	1	the	the	DET
easat-3109	32	2	50	50	NUM
easat-3109	32	3	years	year	NOUN
easat-3109	32	4	atmospheric	atmospheric	ADJ
easat-3109	32	5	data	datum	NOUN
easat-3109	32	6	used	use	VERB
easat-3109	32	7	for	for	ADP
easat-3109	32	8	the	the	DET
easat-3109	32	9	current	current	ADJ
easat-3109	32	10	research	research	NOUN
easat-3109	32	11	has	have	AUX
easat-3109	32	12	revealed	reveal	VERB
easat-3109	32	13	that	that	SCONJ
easat-3109	32	14	surface	surface	NOUN
easat-3109	32	15	refractivity	refractivity	NOUN
easat-3109	32	16	in	in	ADP
easat-3109	32	17	any	any	PRON
easat-3109	32	18	of	of	ADP
easat-3109	32	19	the	the	DET
easat-3109	32	20	study	study	NOUN
easat-3109	32	21	stations	station	NOUN
easat-3109	32	22	vary	vary	VERB
easat-3109	32	23	beyond	beyond	ADP
easat-3109	32	24	this	this	DET
easat-3109	32	25	range	range	NOUN
easat-3109	32	26	especially	especially	ADV
easat-3109	32	27	during	during	ADP
easat-3109	32	28	extreme	extreme	ADJ
easat-3109	32	29	atmospheric	atmospheric	ADJ
easat-3109	32	30	conditions	condition	NOUN
easat-3109	32	31	.	.	PUNCT
easat-3109	33	1	asiyo	asiyo	VERB
easat-3109	33	2	and	and	CCONJ
easat-3109	33	3	afullo	afullo	PROPN
easat-3109	34	1	[	[	X
easat-3109	34	2	7	7	NUM
easat-3109	34	3	]	]	PUNCT
easat-3109	34	4	computed	compute	VERB
easat-3109	34	5	refractivity	refractivity	NOUN
easat-3109	34	6	and	and	CCONJ
easat-3109	34	7	k	k	NOUN
easat-3109	34	8	-	-	NOUN
easat-3109	34	9	factor	factor	NOUN
easat-3109	34	10	using	use	VERB
easat-3109	34	11	three	three	NUM
easat-3109	34	12	years	year	NOUN
easat-3109	34	13	radiosonde	radiosonde	NOUN
easat-3109	34	14	data	datum	NOUN
easat-3109	34	15	from	from	ADP
easat-3109	34	16	five	five	NUM
easat-3109	34	17	stations	station	NOUN
easat-3109	34	18	across	across	ADP
easat-3109	34	19	south	south	PROPN
easat-3109	34	20	africa	africa	PROPN
easat-3109	34	21	.	.	PUNCT
easat-3109	35	1	the	the	DET
easat-3109	35	2	results	result	NOUN
easat-3109	35	3	were	be	AUX
easat-3109	35	4	applied	apply	VERB
easat-3109	35	5	through	through	ADP
easat-3109	35	6	the	the	DET
easat-3109	35	7	interpolation	interpolation	NOUN
easat-3109	35	8	techniques	technique	NOUN
easat-3109	35	9	to	to	PART
easat-3109	35	10	develop	develop	VERB
easat-3109	35	11	and	and	CCONJ
easat-3109	35	12	recommend	recommend	VERB
easat-3109	35	13	k	k	ADJ
easat-3109	35	14	-	-	PUNCT
easat-3109	35	15	factor	factor	NOUN
easat-3109	35	16	contour	contour	NOUN
easat-3109	35	17	map	map	NOUN
easat-3109	35	18	of	of	ADP
easat-3109	35	19	south	south	PROPN
easat-3109	35	20	africa	africa	PROPN
easat-3109	35	21	.	.	PUNCT
easat-3109	36	1	seasonal	seasonal	ADJ
easat-3109	36	2	variability	variability	NOUN
easat-3109	36	3	of	of	ADP
easat-3109	36	4	atmospheric	atmospheric	ADJ
easat-3109	36	5	parameters	parameter	NOUN
easat-3109	36	6	such	such	ADJ
easat-3109	36	7	as	as	ADP
easat-3109	36	8	temperature	temperature	NOUN
easat-3109	36	9	,	,	PUNCT
easat-3109	36	10	pressure	pressure	NOUN
easat-3109	36	11	,	,	PUNCT
easat-3109	36	12	and	and	CCONJ
easat-3109	36	13	humidity	humidity	NOUN
easat-3109	36	14	could	could	AUX
easat-3109	36	15	influence	influence	VERB
easat-3109	36	16	great	great	ADJ
easat-3109	36	17	difference	difference	NOUN
easat-3109	36	18	between	between	ADP
easat-3109	36	19	the	the	DET
easat-3109	36	20	computed	computed	ADJ
easat-3109	36	21	and	and	CCONJ
easat-3109	36	22	real	real	ADJ
easat-3109	36	23	-	-	PUNCT
easat-3109	36	24	time	time	NOUN
easat-3109	36	25	values	value	NOUN
easat-3109	36	26	of	of	ADP
easat-3109	36	27	surface	surface	NOUN
easat-3109	36	28	refractivity	refractivity	NOUN
easat-3109	36	29	which	which	PRON
easat-3109	36	30	is	be	AUX
easat-3109	36	31	essential	essential	ADJ
easat-3109	36	32	for	for	ADP
easat-3109	36	33	improved	improve	VERB
easat-3109	36	34	dynamic	dynamic	ADJ
easat-3109	36	35	communication	communication	NOUN
easat-3109	36	36	systems	system	NOUN
easat-3109	36	37	.	.	PUNCT
easat-3109	37	1	hence	hence	ADV
easat-3109	37	2	,	,	PUNCT
easat-3109	37	3	the	the	DET
easat-3109	37	4	need	need	NOUN
easat-3109	37	5	for	for	ADP
easat-3109	37	6	a	a	DET
easat-3109	37	7	dynamic	dynamic	ADJ
easat-3109	37	8	prediction	prediction	NOUN
easat-3109	37	9	method	method	NOUN
easat-3109	37	10	.	.	PUNCT
easat-3109	38	1	salamon	salamon	PROPN
easat-3109	38	2	,	,	PUNCT
easat-3109	38	3	et	et	PROPN
easat-3109	38	4	al	al	PROPN
easat-3109	38	5	.	.	PUNCT
easat-3109	39	1	[	[	X
easat-3109	39	2	2	2	NUM
easat-3109	39	3	]	]	PUNCT
easat-3109	39	4	applied	apply	VERB
easat-3109	39	5	a	a	DET
easat-3109	39	6	new	new	ADJ
easat-3109	39	7	empirical	empirical	ADJ
easat-3109	39	8	model	model	NOUN
easat-3109	39	9	for	for	ADP
easat-3109	39	10	the	the	DET
easat-3109	39	11	cumulative	cumulative	ADJ
easat-3109	39	12	distribution	distribution	NOUN
easat-3109	39	13	of	of	ADP
easat-3109	39	14	meteorological	meteorological	ADJ
easat-3109	39	15	data	datum	NOUN
easat-3109	39	16	to	to	PART
easat-3109	39	17	predict	predict	VERB
easat-3109	39	18	surface	surface	NOUN
easat-3109	39	19	refractivity	refractivity	NOUN
easat-3109	39	20	and	and	CCONJ
easat-3109	39	21	refractivity	refractivity	NOUN
easat-3109	39	22	gradient	gradient	NOUN
easat-3109	39	23	in	in	ADP
easat-3109	39	24	the	the	DET
easat-3109	39	25	lowest	low	ADJ
easat-3109	39	26	80	80	NUM
easat-3109	39	27	m	m	NOUN
easat-3109	39	28	of	of	ADP
easat-3109	39	29	the	the	DET
easat-3109	39	30	atmosphere	atmosphere	NOUN
easat-3109	39	31	.	.	PUNCT
easat-3109	40	1	sixteen	sixteen	NUM
easat-3109	40	2	years	year	NOUN
easat-3109	40	3	(	(	PUNCT
easat-3109	40	4	1997	1997	NUM
easat-3109	40	5	-	-	SYM
easat-3109	40	6	2012	2012	NUM
easat-3109	40	7	)	)	PUNCT
easat-3109	40	8	radiosonde	radiosonde	NOUN
easat-3109	40	9	data	datum	NOUN
easat-3109	40	10	from	from	ADP
easat-3109	40	11	some	some	DET
easat-3109	40	12	stations	station	NOUN
easat-3109	40	13	excluding	exclude	VERB
easat-3109	40	14	south	south	PROPN
easat-3109	40	15	africa	africa	PROPN
easat-3109	40	16	was	be	AUX
easat-3109	40	17	obtained	obtain	VERB
easat-3109	40	18	from	from	ADP
easat-3109	40	19	the	the	DET
easat-3109	40	20	noaa	noaa	PROPN
easat-3109	40	21	/	/	SYM
easat-3109	40	22	esrl	esrl	NOUN
easat-3109	40	23	radiosonde	radiosonde	NOUN
easat-3109	40	24	database	database	NOUN
easat-3109	40	25	.	.	PUNCT
easat-3109	41	1	although	although	SCONJ
easat-3109	41	2	,	,	PUNCT
easat-3109	41	3	the	the	DET
easat-3109	41	4	research	research	NOUN
easat-3109	41	5	recommended	recommend	VERB
easat-3109	41	6	a	a	DET
easat-3109	41	7	new	new	ADJ
easat-3109	41	8	model	model	NOUN
easat-3109	41	9	for	for	ADP
easat-3109	41	10	surface	surface	NOUN
easat-3109	41	11	refractivity	refractivity	NOUN
easat-3109	41	12	prediction	prediction	NOUN
easat-3109	41	13	,	,	PUNCT
easat-3109	41	14	spatial	spatial	ADJ
easat-3109	41	15	variation	variation	NOUN
easat-3109	41	16	of	of	ADP
easat-3109	41	17	atmospheric	atmospheric	ADJ
easat-3109	41	18	parameters	parameter	NOUN
easat-3109	41	19	makes	make	VERB
easat-3109	41	20	the	the	DET
easat-3109	41	21	model	model	NOUN
easat-3109	41	22	unfit	unfit	ADJ
easat-3109	41	23	for	for	ADP
easat-3109	41	24	the	the	DET
easat-3109	41	25	mediterranean	mediterranean	PROPN
easat-3109	41	26	climate	climate	NOUN
easat-3109	41	27	in	in	ADP
easat-3109	41	28	south	south	PROPN
easat-3109	41	29	africa	africa	PROPN
easat-3109	41	30	.	.	PUNCT
easat-3109	42	1	agbo	agbo	VERB
easat-3109	43	1	[	[	X
easat-3109	43	2	8	8	NUM
easat-3109	43	3	]	]	PUNCT
easat-3109	43	4	applied	apply	VERB
easat-3109	43	5	multiple	multiple	ADJ
easat-3109	43	6	linear	linear	ADJ
easat-3109	43	7	regression	regression	NOUN
easat-3109	43	8	model	model	NOUN
easat-3109	43	9	to	to	PART
easat-3109	43	10	predict	predict	VERB
easat-3109	43	11	refractivity	refractivity	NOUN
easat-3109	43	12	in	in	ADP
easat-3109	43	13	the	the	DET
easat-3109	43	14	calabar	calabar	PROPN
easat-3109	43	15	.	.	PUNCT
easat-3109	44	1	the	the	DET
easat-3109	44	2	derived	derive	VERB
easat-3109	44	3	partial	partial	ADJ
easat-3109	44	4	differential	differential	NOUN
easat-3109	44	5	equations	equation	NOUN
easat-3109	44	6	require	require	VERB
easat-3109	44	7	temperature	temperature	NOUN
easat-3109	44	8	,	,	PUNCT
easat-3109	44	9	pressure	pressure	NOUN
easat-3109	44	10	and	and	CCONJ
easat-3109	44	11	humidity	humidity	NOUN
easat-3109	44	12	as	as	ADP
easat-3109	44	13	input	input	NOUN
easat-3109	44	14	to	to	PART
easat-3109	44	15	compute	compute	VERB
easat-3109	44	16	predicted	predict	VERB
easat-3109	44	17	refractivity	refractivity	NOUN
easat-3109	44	18	.	.	PUNCT
easat-3109	45	1	the	the	DET
easat-3109	45	2	model	model	NOUN
easat-3109	45	3	performed	perform	VERB
easat-3109	45	4	well	well	ADV
easat-3109	45	5	with	with	ADP
easat-3109	45	6	minimal	minimal	ADJ
easat-3109	45	7	error	error	NOUN
easat-3109	45	8	but	but	CCONJ
easat-3109	45	9	requires	require	VERB
easat-3109	45	10	the	the	DET
easat-3109	45	11	measured	measured	ADJ
easat-3109	45	12	values	value	NOUN
easat-3109	45	13	of	of	ADP
easat-3109	45	14	the	the	DET
easat-3109	45	15	three	three	NUM
easat-3109	45	16	atmospheric	atmospheric	ADJ
easat-3109	45	17	parameters	parameter	NOUN
easat-3109	45	18	for	for	ADP
easat-3109	45	19	surface	surface	NOUN
easat-3109	45	20	prediction	prediction	NOUN
easat-3109	45	21	.	.	PUNCT
easat-3109	46	1	moreover	moreover	ADV
easat-3109	46	2	,	,	PUNCT
easat-3109	46	3	the	the	DET
easat-3109	46	4	model	model	NOUN
easat-3109	46	5	which	which	PRON
easat-3109	46	6	was	be	AUX
easat-3109	46	7	trained	train	VERB
easat-3109	46	8	with	with	ADP
easat-3109	46	9	subtropical	subtropical	ADJ
easat-3109	46	10	region	region	NOUN
easat-3109	46	11	data	datum	NOUN
easat-3109	46	12	from	from	ADP
easat-3109	46	13	calabar	calabar	PROPN
easat-3109	46	14	(	(	PUNCT
easat-3109	46	15	nigeria	nigeria	PROPN
easat-3109	46	16	)	)	PUNCT
easat-3109	46	17	is	be	AUX
easat-3109	46	18	not	not	PART
easat-3109	46	19	suitable	suitable	ADJ
easat-3109	46	20	for	for	ADP
easat-3109	46	21	the	the	DET
easat-3109	46	22	newly	newly	ADV
easat-3109	46	23	selected	select	VERB
easat-3109	46	24	research	research	NOUN
easat-3109	46	25	locations	location	NOUN
easat-3109	46	26	.	.	PUNCT
easat-3109	47	1	this	this	DET
easat-3109	47	2	research	research	NOUN
easat-3109	47	3	presents	present	VERB
easat-3109	47	4	a	a	DET
easat-3109	47	5	new	new	ADJ
easat-3109	47	6	approach	approach	NOUN
easat-3109	47	7	for	for	ADP
easat-3109	47	8	forecasting	forecast	VERB
easat-3109	47	9	surface	surface	NOUN
easat-3109	47	10	refractivity	refractivity	NOUN
easat-3109	47	11	in	in	ADP
easat-3109	47	12	the	the	DET
easat-3109	47	13	coastal	coastal	ADJ
easat-3109	47	14	regions	region	NOUN
easat-3109	47	15	of	of	ADP
easat-3109	47	16	south	south	PROPN
easat-3109	47	17	africa	africa	PROPN
easat-3109	47	18	.	.	PUNCT
easat-3109	48	1	1.1	1.1	NUM
easat-3109	48	2	.	.	PUNCT
easat-3109	49	1	overview	overview	NOUN
easat-3109	49	2	of	of	ADP
easat-3109	49	3	the	the	DET
easat-3109	49	4	machine	machine	NOUN
easat-3109	49	5	learning	learning	NOUN
easat-3109	49	6	models	model	NOUN
easat-3109	49	7	1.1.1	1.1.1	NUM
easat-3109	49	8	.	.	PUNCT
easat-3109	50	1	the	the	DET
easat-3109	50	2	gated	gate	VERB
easat-3109	50	3	recurrent	recurrent	ADJ
easat-3109	50	4	unit	unit	NOUN
easat-3109	50	5	model	model	NOUN
easat-3109	50	6	it	it	PRON
easat-3109	50	7	is	be	AUX
easat-3109	50	8	a	a	DET
easat-3109	50	9	kind	kind	NOUN
easat-3109	50	10	of	of	ADP
easat-3109	50	11	recurrent	recurrent	ADJ
easat-3109	50	12	neural	neural	ADJ
easat-3109	50	13	network	network	NOUN
easat-3109	50	14	rnn	rnn	VERB
easat-3109	50	15	that	that	PRON
easat-3109	50	16	can	can	AUX
easat-3109	50	17	effectively	effectively	ADV
easat-3109	50	18	solve	solve	VERB
easat-3109	50	19	long	long	ADJ
easat-3109	50	20	-	-	PUNCT
easat-3109	50	21	term	term	NOUN
easat-3109	50	22	dependencies	dependency	NOUN
easat-3109	50	23	issues	issue	NOUN
easat-3109	50	24	and	and	CCONJ
easat-3109	50	25	does	do	AUX
easat-3109	50	26	not	not	PART
easat-3109	50	27	pose	pose	VERB
easat-3109	50	28	a	a	DET
easat-3109	50	29	vanishing	vanish	VERB
easat-3109	50	30	gradient	gradient	ADJ
easat-3109	50	31	problem	problem	NOUN
easat-3109	50	32	that	that	PRON
easat-3109	50	33	is	be	AUX
easat-3109	50	34	associated	associate	VERB
easat-3109	50	35	with	with	ADP
easat-3109	50	36	the	the	DET
easat-3109	50	37	traditional	traditional	ADJ
easat-3109	50	38	rnn	rnn	NOUN
easat-3109	50	39	.	.	PUNCT
easat-3109	51	1	the	the	DET
easat-3109	51	2	gru	gru	NOUN
easat-3109	51	3	improves	improve	VERB
easat-3109	51	4	the	the	DET
easat-3109	51	5	rnn	rnn	NOUN
easat-3109	51	6	functionality	functionality	NOUN
easat-3109	51	7	by	by	ADP
easat-3109	51	8	adopting	adopt	VERB
easat-3109	51	9	the	the	DET
easat-3109	51	10	use	use	NOUN
easat-3109	51	11	of	of	ADP
easat-3109	51	12	gating	gate	VERB
easat-3109	51	13	mechanism	mechanism	NOUN
easat-3109	51	14	which	which	PRON
easat-3109	51	15	controls	control	VERB
easat-3109	51	16	information	information	NOUN
easat-3109	51	17	flow	flow	NOUN
easat-3109	51	18	,	,	PUNCT
easat-3109	51	19	making	make	VERB
easat-3109	51	20	the	the	DET
easat-3109	51	21	network	network	NOUN
easat-3109	51	22	capable	capable	ADJ
easat-3109	51	23	of	of	ADP
easat-3109	51	24	holding	hold	VERB
easat-3109	51	25	essential	essential	ADJ
easat-3109	51	26	information	information	NOUN
easat-3109	51	27	over	over	ADP
easat-3109	51	28	time	time	NOUN
easat-3109	51	29	and	and	CCONJ
easat-3109	51	30	offering	offer	VERB
easat-3109	51	31	efficient	efficient	ADJ
easat-3109	51	32	training	training	NOUN
easat-3109	52	1	[	[	X
easat-3109	52	2	9	9	NUM
easat-3109	52	3	]	]	PUNCT
easat-3109	52	4	.	.	PUNCT
easat-3109	53	1	the	the	DET
easat-3109	53	2	gru	gru	NOUN
easat-3109	53	3	is	be	AUX
easat-3109	53	4	made	make	VERB
easat-3109	53	5	up	up	ADP
easat-3109	53	6	of	of	ADP
easat-3109	53	7	four	four	NUM
easat-3109	53	8	major	major	ADJ
easat-3109	53	9	components	component	NOUN
easat-3109	53	10	:	:	PUNCT
easat-3109	53	11	the	the	DET
easat-3109	53	12	reset	reset	NOUN
easat-3109	53	13	gate	gate	NOUN
easat-3109	53	14	,	,	PUNCT
easat-3109	53	15	the	the	DET
easat-3109	53	16	update	update	NOUN
easat-3109	53	17	gate	gate	NOUN
easat-3109	53	18	,	,	PUNCT
easat-3109	53	19	the	the	DET
easat-3109	53	20	current	current	ADJ
easat-3109	53	21	memory	memory	NOUN
easat-3109	53	22	content	content	NOUN
easat-3109	53	23	and	and	CCONJ
easat-3109	53	24	the	the	DET
easat-3109	53	25	final	final	ADJ
easat-3109	53	26	hidden	hidden	ADJ
easat-3109	53	27	state	state	NOUN
easat-3109	53	28	.	.	PUNCT
easat-3109	54	1	the	the	DET
easat-3109	54	2	two	two	NUM
easat-3109	54	3	gates	gate	NOUN
easat-3109	54	4	are	be	AUX
easat-3109	54	5	responsible	responsible	ADJ
easat-3109	54	6	for	for	ADP
easat-3109	54	7	information	information	NOUN
easat-3109	54	8	storage	storage	NOUN
easat-3109	54	9	management	management	NOUN
easat-3109	54	10	by	by	ADP
easat-3109	54	11	ensuring	ensure	VERB
easat-3109	54	12	secured	secure	VERB
easat-3109	54	13	storage	storage	NOUN
easat-3109	54	14	and	and	CCONJ
easat-3109	54	15	prompt	prompt	ADJ
easat-3109	54	16	update	update	NOUN
easat-3109	54	17	.	.	PUNCT
easat-3109	55	1	the	the	DET
easat-3109	55	2	current	current	ADJ
easat-3109	55	3	memory	memory	NOUN
easat-3109	55	4	content	content	NOUN
easat-3109	55	5	is	be	AUX
easat-3109	55	6	the	the	DET
easat-3109	55	7	candidate	candidate	NOUN
easat-3109	55	8	hidden	hide	VERB
easat-3109	55	9	state	state	NOUN
easat-3109	55	10	which	which	PRON
easat-3109	55	11	combines	combine	VERB
easat-3109	55	12	its	its	PRON
easat-3109	55	13	content	content	NOUN
easat-3109	55	14	with	with	ADP
easat-3109	55	15	that	that	PRON
easat-3109	55	16	of	of	ADP
easat-3109	55	17	the	the	DET
easat-3109	55	18	reset	reset	NOUN
easat-3109	55	19	gate	gate	NOUN
easat-3109	55	20	to	to	PART
easat-3109	55	21	arrive	arrive	VERB
easat-3109	55	22	at	at	ADP
easat-3109	55	23	the	the	DET
easat-3109	55	24	final	final	ADJ
easat-3109	55	25	hidden	hidden	ADJ
easat-3109	55	26	state	state	NOUN
easat-3109	55	27	.	.	PUNCT
easat-3109	56	1	the	the	DET
easat-3109	56	2	final	final	ADJ
easat-3109	56	3	hidden	hidden	ADJ
easat-3109	56	4	state	state	NOUN
easat-3109	56	5	is	be	AUX
easat-3109	56	6	derived	derive	VERB
easat-3109	56	7	through	through	ADP
easat-3109	56	8	feature	feature	NOUN
easat-3109	56	9	interpolation	interpolation	NOUN
easat-3109	56	10	between	between	ADP
easat-3109	56	11	the	the	DET
easat-3109	56	12	current	current	ADJ
easat-3109	56	13	memory	memory	NOUN
easat-3109	56	14	value	value	NOUN
easat-3109	56	15	and	and	CCONJ
easat-3109	56	16	previous	previous	ADJ
easat-3109	56	17	hidden	hidden	ADJ
easat-3109	56	18	state	state	NOUN
easat-3109	56	19	.	.	PUNCT
easat-3109	57	1	its	its	PRON
easat-3109	57	2	operation	operation	NOUN
easat-3109	57	3	is	be	AUX
easat-3109	57	4	controlled	control	VERB
easat-3109	57	5	by	by	ADP
easat-3109	57	6	the	the	DET
easat-3109	57	7	update	update	NOUN
easat-3109	57	8	gate	gate	NOUN
easat-3109	57	9	thus	thus	ADV
easat-3109	57	10	,	,	PUNCT
easat-3109	57	11	they	they	PRON
easat-3109	57	12	can	can	AUX
easat-3109	57	13	lower	lower	VERB
easat-3109	57	14	the	the	DET
easat-3109	57	15	data	data	NOUN
easat-3109	57	16	quantity	quantity	NOUN
easat-3109	57	17	with	with	ADP
easat-3109	57	18	improved	improved	ADJ
easat-3109	57	19	accuracy	accuracy	NOUN
easat-3109	57	20	.	.	PUNCT
easat-3109	58	1	the	the	DET
easat-3109	58	2	final	final	ADJ
easat-3109	58	3	hidden	hidden	ADJ
easat-3109	58	4	state	state	NOUN
easat-3109	58	5	𝐺𝑖	𝐺𝑖	PROPN
easat-3109	58	6	of	of	ADP
easat-3109	58	7	the	the	DET
easat-3109	58	8	gru	gru	NOUN
easat-3109	58	9	is	be	AUX
easat-3109	58	10	computed	compute	VERB
easat-3109	58	11	using	use	VERB
easat-3109	58	12	equation	equation	NOUN
easat-3109	58	13	(	(	PUNCT
easat-3109	58	14	1	1	NUM
easat-3109	58	15	)	)	PUNCT
easat-3109	58	16	.	.	PUNCT
easat-3109	59	1	𝐺𝑖	𝐺𝑖	VERB
easat-3109	59	2	=	=	SYM
easat-3109	59	3	(	(	PUNCT
easat-3109	59	4	1	1	NUM
easat-3109	59	5	−	−	PROPN
easat-3109	59	6	𝑥𝑖	𝑥𝑖	NUM
easat-3109	59	7	)	)	PUNCT
easat-3109	59	8	⊙	⊙	PROPN
easat-3109	60	1	𝐺𝑖−1	𝐺𝑖−1	PROPN
easat-3109	60	2	+	+	CCONJ
easat-3109	60	3	𝑥𝑖	𝑥𝑖	PROPN
easat-3109	60	4	⊙	⊙	PROPN
easat-3109	60	5	�	�	PROPN
easat-3109	60	6	̃	̃	PROPN
easat-3109	60	7	�	�	PROPN
easat-3109	60	8	𝑖	𝑖	SYM
easat-3109	60	9	(	(	PUNCT
easat-3109	60	10	1	1	NUM
easat-3109	60	11	)	)	PUNCT
easat-3109	60	12	69	69	NUM
easat-3109	60	13	edelweiss	edelweiss	PROPN
easat-3109	60	14	applied	apply	VERB
easat-3109	60	15	science	science	NOUN
easat-3109	60	16	and	and	CCONJ
easat-3109	60	17	technology	technology	NOUN
easat-3109	60	18	issn	issn	PROPN
easat-3109	60	19	:	:	PUNCT
easat-3109	60	20	2576	2576	NUM
easat-3109	60	21	-	-	SYM
easat-3109	60	22	8484	8484	NUM
easat-3109	60	23	vol	vol	NOUN
easat-3109	60	24	.	.	PROPN
easat-3109	61	1	9	9	NUM
easat-3109	61	2	,	,	PUNCT
easat-3109	61	3	no	no	INTJ
easat-3109	61	4	.	.	NOUN
easat-3109	61	5	1	1	NUM
easat-3109	61	6	:	:	SYM
easat-3109	61	7	67	67	NUM
easat-3109	61	8	-	-	SYM
easat-3109	61	9	75	75	NUM
easat-3109	61	10	,	,	PUNCT
easat-3109	61	11	2025	2025	NUM
easat-3109	61	12	doi	doi	NOUN
easat-3109	61	13	:	:	PUNCT
easat-3109	61	14	10.55214/25768484.v8i6.3109	10.55214/25768484.v8i6.3109	NUM
easat-3109	61	15	©	©	PROPN
easat-3109	61	16	2025	2025	NUM
easat-3109	61	17	by	by	ADP
easat-3109	61	18	the	the	DET
easat-3109	61	19	authors	author	NOUN
easat-3109	61	20	;	;	PUNCT
easat-3109	61	21	licensee	licensee	PROPN
easat-3109	61	22	learning	learning	NOUN
easat-3109	61	23	gate	gate	NOUN
easat-3109	61	24	where	where	SCONJ
easat-3109	61	25	𝑥𝑖	𝑥𝑖	PROPN
easat-3109	61	26	is	be	AUX
easat-3109	61	27	the	the	DET
easat-3109	61	28	update	update	NOUN
easat-3109	61	29	gate	gate	NOUN
easat-3109	61	30	,	,	PUNCT
easat-3109	61	31	⊙	⊙	PROPN
easat-3109	61	32	is	be	AUX
easat-3109	61	33	the	the	DET
easat-3109	61	34	element	element	ADJ
easat-3109	61	35	-	-	PUNCT
easat-3109	61	36	wise	wise	ADJ
easat-3109	61	37	multiplication	multiplication	NOUN
easat-3109	61	38	,	,	PUNCT
easat-3109	61	39	𝐺𝑖−1is	𝐺𝑖−1i	VERB
easat-3109	61	40	the	the	DET
easat-3109	61	41	previous	previous	ADJ
easat-3109	61	42	hidden	hidden	ADJ
easat-3109	61	43	state	state	NOUN
easat-3109	61	44	,	,	PUNCT
easat-3109	61	45	�	�	PROPN
easat-3109	61	46	̃	̃	PROPN
easat-3109	61	47	�	�	NOUN
easat-3109	61	48	𝑖	𝑖	PART
easat-3109	61	49	is	be	AUX
easat-3109	61	50	the	the	DET
easat-3109	61	51	current	current	ADJ
easat-3109	61	52	memory	memory	NOUN
easat-3109	61	53	content	content	NOUN
easat-3109	62	1	[	[	X
easat-3109	62	2	9	9	NUM
easat-3109	62	3	]	]	PUNCT
easat-3109	62	4	.	.	PUNCT
easat-3109	63	1	gru	gru	PROPN
easat-3109	63	2	algorithm	algorithm	PROPN
easat-3109	63	3	is	be	AUX
easat-3109	63	4	less	less	ADV
easat-3109	63	5	complex	complex	ADJ
easat-3109	63	6	compared	compare	VERB
easat-3109	63	7	to	to	ADP
easat-3109	63	8	lstm	lstm	NOUN
easat-3109	63	9	but	but	CCONJ
easat-3109	63	10	provides	provide	VERB
easat-3109	63	11	efficient	efficient	ADJ
easat-3109	63	12	computations	computation	NOUN
easat-3109	63	13	for	for	ADP
easat-3109	63	14	temporal	temporal	ADJ
easat-3109	63	15	sequence	sequence	NOUN
easat-3109	63	16	analysis	analysis	NOUN
easat-3109	63	17	.	.	PUNCT
easat-3109	64	1	1.1.2	1.1.2	X
easat-3109	64	2	.	.	PUNCT
easat-3109	65	1	the	the	DET
easat-3109	65	2	light	light	ADJ
easat-3109	65	3	gradient	gradient	NOUN
easat-3109	65	4	boosting	boost	VERB
easat-3109	65	5	machine	machine	NOUN
easat-3109	65	6	(	(	PUNCT
easat-3109	65	7	lightgbm	lightgbm	ADJ
easat-3109	65	8	)	)	PUNCT
easat-3109	65	9	it	it	PRON
easat-3109	65	10	is	be	AUX
easat-3109	65	11	an	an	DET
easat-3109	65	12	advanced	advanced	ADJ
easat-3109	65	13	extensive	extensive	ADJ
easat-3109	65	14	gradient	gradient	NOUN
easat-3109	65	15	boosting	boost	VERB
easat-3109	65	16	for	for	ADP
easat-3109	65	17	machine	machine	NOUN
easat-3109	65	18	learning	learn	VERB
easat-3109	65	19	classification	classification	NOUN
easat-3109	65	20	,	,	PUNCT
easat-3109	65	21	regression	regression	NOUN
easat-3109	65	22	,	,	PUNCT
easat-3109	65	23	ranking	ranking	NOUN
easat-3109	65	24	,	,	PUNCT
easat-3109	65	25	and	and	CCONJ
easat-3109	65	26	so	so	ADV
easat-3109	65	27	on	on	ADV
easat-3109	65	28	,	,	PUNCT
easat-3109	65	29	which	which	PRON
easat-3109	65	30	was	be	AUX
easat-3109	65	31	developed	develop	VERB
easat-3109	65	32	by	by	ADP
easat-3109	65	33	microsoft	microsoft	PROPN
easat-3109	65	34	.	.	PROPN
easat-3109	66	1	lightgbm	lightgbm	PROPN
easat-3109	66	2	is	be	AUX
easat-3109	66	3	particularly	particularly	ADV
easat-3109	66	4	fast	fast	ADJ
easat-3109	66	5	and	and	CCONJ
easat-3109	66	6	efficient	efficient	ADJ
easat-3109	66	7	,	,	PUNCT
easat-3109	66	8	especially	especially	ADV
easat-3109	66	9	when	when	SCONJ
easat-3109	66	10	enormous	enormous	ADJ
easat-3109	66	11	data	datum	NOUN
easat-3109	66	12	and	and	CCONJ
easat-3109	66	13	multi	multi	ADJ
easat-3109	66	14	features	feature	NOUN
easat-3109	66	15	are	be	AUX
easat-3109	66	16	involved	involve	VERB
easat-3109	66	17	.	.	PUNCT
easat-3109	67	1	it	it	PRON
easat-3109	67	2	does	do	VERB
easat-3109	67	3	this	this	PRON
easat-3109	67	4	through	through	ADP
easat-3109	67	5	changes	change	NOUN
easat-3109	67	6	to	to	ADP
easat-3109	67	7	the	the	DET
easat-3109	67	8	ways	way	NOUN
easat-3109	67	9	trees	tree	NOUN
easat-3109	67	10	are	be	AUX
easat-3109	67	11	built	build	VERB
easat-3109	67	12	,	,	PUNCT
easat-3109	67	13	such	such	ADJ
easat-3109	67	14	as	as	ADP
easat-3109	67	15	the	the	DET
easat-3109	67	16	introduction	introduction	NOUN
easat-3109	67	17	of	of	ADP
easat-3109	67	18	histogram	histogram	NOUN
easat-3109	67	19	-	-	PUNCT
easat-3109	67	20	based	base	VERB
easat-3109	67	21	decision	decision	NOUN
easat-3109	67	22	tree	tree	NOUN
easat-3109	67	23	learning	learning	NOUN
easat-3109	67	24	and	and	CCONJ
easat-3109	67	25	the	the	DET
easat-3109	67	26	complete	complete	ADJ
easat-3109	67	27	family	family	NOUN
easat-3109	67	28	of	of	ADP
easat-3109	67	29	leaf	leaf	NOUN
easat-3109	67	30	-	-	PUNCT
easat-3109	67	31	wise	wise	ADJ
easat-3109	67	32	trees	tree	NOUN
easat-3109	67	33	for	for	ADP
easat-3109	67	34	speedier	speedy	ADJ
easat-3109	67	35	and	and	CCONJ
easat-3109	67	36	more	more	ADV
easat-3109	67	37	accurate	accurate	ADJ
easat-3109	67	38	training	training	NOUN
easat-3109	67	39	.	.	PUNCT
easat-3109	68	1	elimination	elimination	NOUN
easat-3109	68	2	of	of	ADP
easat-3109	68	3	the	the	DET
easat-3109	68	4	continuous	continuous	ADJ
easat-3109	68	5	need	need	NOUN
easat-3109	68	6	to	to	PART
easat-3109	68	7	process	process	VERB
easat-3109	68	8	raw	raw	ADJ
easat-3109	68	9	values	value	NOUN
easat-3109	68	10	directly	directly	ADV
easat-3109	68	11	allows	allow	VERB
easat-3109	68	12	for	for	ADP
easat-3109	68	13	a	a	DET
easat-3109	68	14	decrease	decrease	NOUN
easat-3109	68	15	in	in	ADP
easat-3109	68	16	memory	memory	NOUN
easat-3109	68	17	footprint	footprint	NOUN
easat-3109	68	18	as	as	ADV
easat-3109	68	19	well	well	ADV
easat-3109	68	20	as	as	ADP
easat-3109	68	21	faster	fast	ADJ
easat-3109	68	22	training	training	NOUN
easat-3109	68	23	.	.	PUNCT
easat-3109	69	1	this	this	PRON
easat-3109	69	2	is	be	AUX
easat-3109	69	3	done	do	VERB
easat-3109	69	4	using	use	VERB
easat-3109	69	5	the	the	DET
easat-3109	69	6	histogram	histogram	NOUN
easat-3109	69	7	-	-	PUNCT
easat-3109	69	8	based	base	VERB
easat-3109	69	9	technique	technique	NOUN
easat-3109	69	10	whereby	whereby	SCONJ
easat-3109	69	11	quantitative	quantitative	ADJ
easat-3109	69	12	data	data	NOUN
easat-3109	69	13	values	value	NOUN
easat-3109	69	14	are	be	AUX
easat-3109	69	15	grouped	group	VERB
easat-3109	69	16	in	in	ADP
easat-3109	69	17	bins	bin	NOUN
easat-3109	69	18	.	.	PUNCT
easat-3109	70	1	the	the	DET
easat-3109	70	2	leaf	leaf	NOUN
easat-3109	70	3	-	-	PUNCT
easat-3109	70	4	wise	wise	ADJ
easat-3109	70	5	feature	feature	NOUN
easat-3109	70	6	of	of	ADP
easat-3109	70	7	the	the	DET
easat-3109	70	8	lightgbm	lightgbm	NOUN
easat-3109	70	9	helps	help	VERB
easat-3109	70	10	to	to	PART
easat-3109	70	11	focus	focus	VERB
easat-3109	70	12	only	only	ADV
easat-3109	70	13	on	on	ADP
easat-3109	70	14	leaf	leaf	NOUN
easat-3109	70	15	with	with	ADP
easat-3109	70	16	highest	high	ADJ
easat-3109	70	17	probability	probability	NOUN
easat-3109	70	18	of	of	ADP
easat-3109	70	19	loss	loss	NOUN
easat-3109	70	20	reduction	reduction	NOUN
easat-3109	70	21	thereby	thereby	ADV
easat-3109	70	22	reducing	reduce	VERB
easat-3109	70	23	the	the	DET
easat-3109	70	24	number	number	NOUN
easat-3109	70	25	of	of	ADP
easat-3109	70	26	splits	split	NOUN
easat-3109	70	27	and	and	CCONJ
easat-3109	70	28	improving	improve	VERB
easat-3109	70	29	accuracy	accuracy	NOUN
easat-3109	70	30	.	.	PUNCT
easat-3109	71	1	the	the	DET
easat-3109	71	2	objective	objective	ADJ
easat-3109	71	3	function	function	NOUN
easat-3109	71	4	𝐹𝑜𝑏𝑗	𝐹𝑜𝑏𝑗	PROPN
easat-3109	71	5	of	of	ADP
easat-3109	71	6	the	the	DET
easat-3109	71	7	lightgbm	lightgbm	NOUN
easat-3109	71	8	is	be	AUX
easat-3109	71	9	minimized	minimize	VERB
easat-3109	71	10	at	at	ADP
easat-3109	71	11	each	each	DET
easat-3109	71	12	stage	stage	NOUN
easat-3109	71	13	of	of	ADP
easat-3109	71	14	iteration	iteration	NOUN
easat-3109	71	15	by	by	ADP
easat-3109	71	16	equation	equation	NOUN
easat-3109	71	17	(	(	PUNCT
easat-3109	71	18	2	2	X
easat-3109	71	19	)	)	PUNCT
easat-3109	71	20	while	while	SCONJ
easat-3109	71	21	equation	equation	NOUN
easat-3109	71	22	(	(	PUNCT
easat-3109	71	23	3	3	X
easat-3109	71	24	)	)	PUNCT
easat-3109	71	25	gives	give	VERB
easat-3109	71	26	the	the	DET
easat-3109	71	27	total	total	ADJ
easat-3109	71	28	output	output	NOUN
easat-3109	71	29	prediction	prediction	NOUN
easat-3109	71	30	𝑥𝑖	𝑥𝑖	X
easat-3109	71	31	(	(	PUNCT
easat-3109	71	32	𝑡	𝑡	X
easat-3109	71	33	)	)	PUNCT
easat-3109	72	1	[	[	X
easat-3109	72	2	10	10	NUM
easat-3109	72	3	]	]	PUNCT
easat-3109	72	4	&	&	CCONJ
easat-3109	72	5	[	[	X
easat-3109	72	6	11	11	NUM
easat-3109	72	7	]	]	PUNCT
easat-3109	72	8	.	.	PUNCT
easat-3109	73	1	𝐹𝑜𝑏𝑗	𝐹𝑜𝑏𝑗	PROPN
easat-3109	73	2	=	=	PUNCT
easat-3109	73	3	∑	∑	PROPN
easat-3109	73	4	𝑙(𝑥𝑖	𝑙(𝑥𝑖	ADJ
easat-3109	73	5	,	,	PUNCT
easat-3109	73	6	𝑥𝑖)𝑛	𝑥𝑖)𝑛	ADP
easat-3109	73	7	𝑖=1	𝑖=1	PUNCT
easat-3109	73	8	+	+	CCONJ
easat-3109	73	9	∑	∑	ADV
easat-3109	73	10	ω(𝑓𝑗)𝑚	ω(𝑓𝑗)𝑚	NOUN
easat-3109	73	11	𝑗=1	𝑗=1	PROPN
easat-3109	73	12	(	(	PUNCT
easat-3109	73	13	2	2	X
easat-3109	73	14	)	)	PUNCT
easat-3109	73	15	𝑥𝑖	𝑥𝑖	PROPN
easat-3109	73	16	(	(	PUNCT
easat-3109	73	17	𝑡	𝑡	NOUN
easat-3109	73	18	)	)	PUNCT
easat-3109	73	19	=	=	SYM
easat-3109	73	20	𝑥𝑖	𝑥𝑖	PROPN
easat-3109	73	21	(	(	PUNCT
easat-3109	73	22	0	0	NUM
easat-3109	73	23	)	)	PUNCT
easat-3109	73	24	+	+	NUM
easat-3109	73	25	𝜂	𝜂	NOUN
easat-3109	73	26	∑	∑	PUNCT
easat-3109	73	27	𝑔𝑚(ℎ𝑖)𝑡	𝑔𝑚(ℎ𝑖)𝑡	ADJ
easat-3109	73	28	𝑚=1	𝑚=1	X
easat-3109	73	29	(	(	PUNCT
easat-3109	73	30	3	3	NUM
easat-3109	73	31	)	)	PUNCT
easat-3109	73	32	where	where	SCONJ
easat-3109	73	33	𝑙(𝑥𝑖	𝑙(𝑥𝑖	PROPN
easat-3109	73	34	,	,	PUNCT
easat-3109	73	35	𝑥𝑖	𝑥𝑖	PRON
easat-3109	73	36	)	)	PUNCT
easat-3109	73	37	is	be	AUX
easat-3109	73	38	the	the	DET
easat-3109	73	39	loss	loss	NOUN
easat-3109	73	40	function	function	NOUN
easat-3109	73	41	,	,	PUNCT
easat-3109	73	42	ω(𝑓𝑗	ω(𝑓𝑗	PROPN
easat-3109	73	43	)	)	PUNCT
easat-3109	73	44	is	be	AUX
easat-3109	73	45	the	the	DET
easat-3109	73	46	regularization	regularization	NOUN
easat-3109	73	47	term	term	NOUN
easat-3109	73	48	which	which	PRON
easat-3109	73	49	prevents	prevent	VERB
easat-3109	73	50	overfitting	overfitte	VERB
easat-3109	73	51	,	,	PUNCT
easat-3109	73	52	𝑥𝑖	𝑥𝑖	PROPN
easat-3109	73	53	is	be	AUX
easat-3109	73	54	the	the	DET
easat-3109	73	55	predicted	predict	VERB
easat-3109	73	56	output	output	NOUN
easat-3109	73	57	,	,	PUNCT
easat-3109	73	58	𝑥𝑖	𝑥𝑖	PROPN
easat-3109	73	59	(	(	PUNCT
easat-3109	73	60	0	0	NUM
easat-3109	73	61	)	)	PUNCT
easat-3109	73	62	is	be	AUX
easat-3109	73	63	the	the	DET
easat-3109	73	64	baseline	baseline	PROPN
easat-3109	73	65	prediction	prediction	NOUN
easat-3109	73	66	,	,	PUNCT
easat-3109	73	67	𝜂	𝜂	PROPN
easat-3109	73	68	is	be	AUX
easat-3109	73	69	the	the	DET
easat-3109	73	70	contribution	contribution	NOUN
easat-3109	73	71	control	control	NOUN
easat-3109	73	72	which	which	PRON
easat-3109	73	73	lies	lie	VERB
easat-3109	73	74	between	between	ADP
easat-3109	73	75	0	0	NUM
easat-3109	73	76	and	and	CCONJ
easat-3109	73	77	1	1	NUM
easat-3109	73	78	,	,	PUNCT
easat-3109	73	79	𝑔𝑚	𝑔𝑚	NOUN
easat-3109	73	80	is	be	AUX
easat-3109	73	81	the	the	DET
easat-3109	73	82	tree	tree	NOUN
easat-3109	73	83	function	function	NOUN
easat-3109	73	84	for	for	ADP
easat-3109	73	85	iteration	iteration	NOUN
easat-3109	73	86	m	m	PROPN
easat-3109	73	87	,	,	PUNCT
easat-3109	73	88	ℎ𝑖	ℎ𝑖	NOUN
easat-3109	73	89	is	be	AUX
easat-3109	73	90	the	the	DET
easat-3109	73	91	input	input	NOUN
easat-3109	73	92	value	value	NOUN
easat-3109	73	93	.	.	PUNCT
easat-3109	74	1	1.1.3	1.1.3	X
easat-3109	74	2	.	.	PUNCT
easat-3109	75	1	the	the	DET
easat-3109	75	2	long	long	ADJ
easat-3109	75	3	short	short	ADJ
easat-3109	75	4	-	-	PUNCT
easat-3109	75	5	term	term	NOUN
easat-3109	75	6	memory	memory	NOUN
easat-3109	75	7	(	(	PUNCT
easat-3109	75	8	lstm	lstm	NOUN
easat-3109	75	9	)	)	PUNCT
easat-3109	75	10	model	model	NOUN
easat-3109	75	11	the	the	DET
easat-3109	75	12	lstm	lstm	PROPN
easat-3109	75	13	model	model	NOUN
easat-3109	75	14	is	be	AUX
easat-3109	75	15	a	a	DET
easat-3109	75	16	kind	kind	NOUN
easat-3109	75	17	of	of	ADP
easat-3109	75	18	recurrent	recurrent	ADJ
easat-3109	75	19	neural	neural	ADJ
easat-3109	75	20	network	network	NOUN
easat-3109	75	21	(	(	PUNCT
easat-3109	75	22	rnn	rnn	PROPN
easat-3109	75	23	)	)	PUNCT
easat-3109	75	24	commonly	commonly	ADV
easat-3109	75	25	used	use	VERB
easat-3109	75	26	for	for	ADP
easat-3109	75	27	learning	learn	VERB
easat-3109	75	28	comparatively	comparatively	ADV
easat-3109	75	29	long	long	ADJ
easat-3109	75	30	-	-	PUNCT
easat-3109	75	31	term	term	NOUN
easat-3109	75	32	dependencies	dependency	NOUN
easat-3109	75	33	based	base	VERB
easat-3109	75	34	on	on	ADP
easat-3109	75	35	previous	previous	ADJ
easat-3109	75	36	data	datum	NOUN
easat-3109	75	37	trend	trend	NOUN
easat-3109	75	38	.	.	PUNCT
easat-3109	76	1	unlike	unlike	ADP
easat-3109	76	2	the	the	DET
easat-3109	76	3	traditional	traditional	ADJ
easat-3109	76	4	rnns	rnn	NOUN
easat-3109	76	5	,	,	PUNCT
easat-3109	76	6	lstms	lstms	NOUN
easat-3109	76	7	are	be	AUX
easat-3109	76	8	equipped	equip	VERB
easat-3109	76	9	with	with	ADP
easat-3109	76	10	special	special	ADJ
easat-3109	76	11	units	unit	NOUN
easat-3109	76	12	called	call	VERB
easat-3109	76	13	memory	memory	NOUN
easat-3109	76	14	cells	cell	NOUN
easat-3109	76	15	.	.	PUNCT
easat-3109	77	1	information	information	NOUN
easat-3109	77	2	is	be	AUX
easat-3109	77	3	stored	store	VERB
easat-3109	77	4	in	in	ADP
easat-3109	77	5	the	the	DET
easat-3109	77	6	memory	memory	NOUN
easat-3109	77	7	cell	cell	NOUN
easat-3109	77	8	for	for	ADP
easat-3109	77	9	a	a	DET
easat-3109	77	10	long	long	ADJ
easat-3109	77	11	period	period	NOUN
easat-3109	77	12	.	.	PUNCT
easat-3109	78	1	each	each	DET
easat-3109	78	2	cell	cell	NOUN
easat-3109	78	3	has	have	VERB
easat-3109	78	4	three	three	NUM
easat-3109	78	5	main	main	ADJ
easat-3109	78	6	gates	gate	NOUN
easat-3109	78	7	:	:	PUNCT
easat-3109	78	8	the	the	DET
easat-3109	78	9	input	input	NOUN
easat-3109	78	10	gate	gate	NOUN
easat-3109	78	11	,	,	PUNCT
easat-3109	78	12	which	which	PRON
easat-3109	78	13	decides	decide	VERB
easat-3109	78	14	what	what	DET
easat-3109	78	15	information	information	NOUN
easat-3109	78	16	is	be	AUX
easat-3109	78	17	allowed	allow	VERB
easat-3109	78	18	into	into	ADP
easat-3109	78	19	updating	update	VERB
easat-3109	78	20	the	the	DET
easat-3109	78	21	cell	cell	NOUN
easat-3109	78	22	state	state	NOUN
easat-3109	78	23	.	.	PUNCT
easat-3109	79	1	the	the	DET
easat-3109	79	2	forget	forget	PROPN
easat-3109	79	3	gate	gate	PROPN
easat-3109	79	4	identifies	identify	VERB
easat-3109	79	5	the	the	DET
easat-3109	79	6	remaining	remain	VERB
easat-3109	79	7	part	part	NOUN
easat-3109	79	8	of	of	ADP
easat-3109	79	9	the	the	DET
easat-3109	79	10	previous	previous	ADJ
easat-3109	79	11	data	datum	NOUN
easat-3109	79	12	saved	save	VERB
easat-3109	79	13	in	in	ADP
easat-3109	79	14	the	the	DET
easat-3109	79	15	memory	memory	NOUN
easat-3109	79	16	cell	cell	NOUN
easat-3109	79	17	and	and	CCONJ
easat-3109	79	18	ensure	ensure	VERB
easat-3109	79	19	it	it	PRON
easat-3109	79	20	is	be	AUX
easat-3109	79	21	cleared	clear	VERB
easat-3109	79	22	before	before	ADP
easat-3109	79	23	the	the	DET
easat-3109	79	24	next	next	ADJ
easat-3109	79	25	iteration	iteration	NOUN
easat-3109	79	26	.	.	PUNCT
easat-3109	80	1	the	the	DET
easat-3109	80	2	output	output	NOUN
easat-3109	80	3	gate	gate	NOUN
easat-3109	80	4	manages	manage	VERB
easat-3109	80	5	the	the	DET
easat-3109	80	6	information	information	NOUN
easat-3109	80	7	flow	flow	NOUN
easat-3109	80	8	rate	rate	NOUN
easat-3109	80	9	from	from	ADP
easat-3109	80	10	the	the	DET
easat-3109	80	11	memory	memory	NOUN
easat-3109	80	12	cell	cell	NOUN
easat-3109	80	13	that	that	PRON
easat-3109	80	14	is	be	AUX
easat-3109	80	15	used	use	VERB
easat-3109	80	16	to	to	PART
easat-3109	80	17	compute	compute	VERB
easat-3109	80	18	the	the	DET
easat-3109	80	19	output	output	NOUN
easat-3109	80	20	.	.	PUNCT
easat-3109	81	1	the	the	DET
easat-3109	81	2	activation	activation	NOUN
easat-3109	81	3	vector	vector	NOUN
easat-3109	81	4	used	use	VERB
easat-3109	81	5	for	for	ADP
easat-3109	81	6	the	the	DET
easat-3109	81	7	computation	computation	NOUN
easat-3109	81	8	of	of	ADP
easat-3109	81	9	the	the	DET
easat-3109	81	10	output	output	NOUN
easat-3109	81	11	gate	gate	NOUN
easat-3109	81	12	is	be	AUX
easat-3109	81	13	presented	present	VERB
easat-3109	81	14	in	in	ADP
easat-3109	81	15	equation	equation	NOUN
easat-3109	81	16	(	(	PUNCT
easat-3109	81	17	4	4	NUM
easat-3109	81	18	)	)	PUNCT
easat-3109	82	1	[	[	X
easat-3109	82	2	12	12	NUM
easat-3109	82	3	]	]	PUNCT
easat-3109	82	4	.	.	PUNCT
easat-3109	83	1	𝑜𝑡	𝑜𝑡	VERB
easat-3109	83	2	=	=	NOUN
easat-3109	83	3	𝜎(𝑊𝑜	𝜎(𝑊𝑜	NOUN
easat-3109	83	4	∙	∙	X
easat-3109	83	5	[	[	X
easat-3109	83	6	𝑔𝑡−1	𝑔𝑡−1	VERB
easat-3109	83	7	,	,	PUNCT
easat-3109	83	8	𝑦𝑡	𝑦𝑡	AUX
easat-3109	83	9	]	]	PUNCT
easat-3109	84	1	+	+	CCONJ
easat-3109	84	2	𝑐𝑜	𝑐𝑜	INTJ
easat-3109	84	3	(	(	PUNCT
easat-3109	84	4	4	4	NUM
easat-3109	84	5	)	)	PUNCT
easat-3109	84	6	where	where	SCONJ
easat-3109	84	7	𝑊𝑜is	𝑊𝑜is	PROPN
easat-3109	84	8	the	the	DET
easat-3109	84	9	output	output	NOUN
easat-3109	84	10	gate	gate	NOUN
easat-3109	84	11	weight	weight	NOUN
easat-3109	84	12	matrix	matrix	NOUN
easat-3109	84	13	,	,	PUNCT
easat-3109	84	14	𝑔𝑡−1	𝑔𝑡−1	VERB
easat-3109	84	15	is	be	AUX
easat-3109	84	16	the	the	DET
easat-3109	84	17	previous	previous	ADJ
easat-3109	84	18	hidden	hidden	ADJ
easat-3109	84	19	state	state	NOUN
easat-3109	84	20	,	,	PUNCT
easat-3109	84	21	𝑦𝑡	𝑦𝑡	PROPN
easat-3109	84	22	is	be	AUX
easat-3109	84	23	the	the	DET
easat-3109	84	24	input	input	NOUN
easat-3109	84	25	at	at	ADP
easat-3109	84	26	the	the	DET
easat-3109	84	27	current	current	ADJ
easat-3109	84	28	time	time	NOUN
easat-3109	84	29	step	step	NOUN
easat-3109	84	30	,	,	PUNCT
easat-3109	84	31	𝑐𝑜	𝑐𝑜	SCONJ
easat-3109	84	32	is	be	AUX
easat-3109	84	33	the	the	DET
easat-3109	84	34	bias	bias	NOUN
easat-3109	84	35	term	term	NOUN
easat-3109	84	36	for	for	ADP
easat-3109	84	37	the	the	DET
easat-3109	84	38	candidate	candidate	NOUN
easat-3109	84	39	memory	memory	NOUN
easat-3109	84	40	cell	cell	NOUN
easat-3109	84	41	state	state	NOUN
easat-3109	84	42	.	.	PUNCT
easat-3109	85	1	1.1.4	1.1.4	X
easat-3109	85	2	.	.	PUNCT
easat-3109	86	1	the	the	DET
easat-3109	86	2	prophet	prophet	NOUN
easat-3109	86	3	model	model	NOUN
easat-3109	86	4	prophet	prophet	NOUN
easat-3109	86	5	is	be	AUX
easat-3109	86	6	an	an	DET
easat-3109	86	7	automated	automate	VERB
easat-3109	86	8	forecasting	forecasting	NOUN
easat-3109	86	9	tool	tool	NOUN
easat-3109	86	10	developed	develop	VERB
easat-3109	86	11	by	by	ADP
easat-3109	86	12	facebook	facebook	NOUN
easat-3109	86	13	researchers	researcher	NOUN
easat-3109	86	14	,	,	PUNCT
easat-3109	86	15	taylor	taylor	PROPN
easat-3109	86	16	and	and	CCONJ
easat-3109	86	17	letham	letham	PROPN
easat-3109	87	1	[	[	X
easat-3109	87	2	13	13	NUM
easat-3109	87	3	]	]	PUNCT
easat-3109	87	4	.	.	PUNCT
easat-3109	88	1	it	it	PRON
easat-3109	88	2	is	be	AUX
easat-3109	88	3	suitable	suitable	ADJ
easat-3109	88	4	for	for	ADP
easat-3109	88	5	time	time	NOUN
easat-3109	88	6	series	series	PROPN
easat-3109	88	7	data	datum	NOUN
easat-3109	88	8	with	with	ADP
easat-3109	88	9	daily	daily	ADJ
easat-3109	88	10	observations	observation	NOUN
easat-3109	88	11	and	and	CCONJ
easat-3109	88	12	noticeable	noticeable	ADJ
easat-3109	88	13	seasons	season	NOUN
easat-3109	88	14	.	.	PUNCT
easat-3109	89	1	the	the	DET
easat-3109	89	2	model	model	NOUN
easat-3109	89	3	is	be	AUX
easat-3109	89	4	resistant	resistant	ADJ
easat-3109	89	5	to	to	ADP
easat-3109	89	6	missing	miss	VERB
easat-3109	89	7	observations	observation	NOUN
easat-3109	89	8	problems	problem	NOUN
easat-3109	89	9	and	and	CCONJ
easat-3109	89	10	shifts	shift	NOUN
easat-3109	89	11	in	in	ADP
easat-3109	89	12	trend	trend	NOUN
easat-3109	89	13	as	as	SCONJ
easat-3109	89	14	it	it	PRON
easat-3109	89	15	handles	handle	VERB
easat-3109	89	16	outliers	outlier	NOUN
easat-3109	89	17	and	and	CCONJ
easat-3109	89	18	seasonality	seasonality	NOUN
easat-3109	89	19	appropriately	appropriately	ADV
easat-3109	89	20	.	.	PUNCT
easat-3109	90	1	being	be	AUX
easat-3109	90	2	the	the	DET
easat-3109	90	3	most	most	ADV
easat-3109	90	4	appropriately	appropriately	ADV
easat-3109	90	5	used	use	VERB
easat-3109	90	6	in	in	ADP
easat-3109	90	7	the	the	DET
easat-3109	90	8	analysis	analysis	NOUN
easat-3109	90	9	of	of	ADP
easat-3109	90	10	business	business	NOUN
easat-3109	90	11	time	time	NOUN
easat-3109	90	12	series	series	PROPN
easat-3109	90	13	data	data	PROPN
easat-3109	90	14	,	,	PUNCT
easat-3109	90	15	the	the	DET
easat-3109	90	16	model	model	NOUN
easat-3109	90	17	can	can	AUX
easat-3109	90	18	be	be	AUX
easat-3109	90	19	applied	apply	VERB
easat-3109	90	20	in	in	ADP
easat-3109	90	21	sales	sale	NOUN
easat-3109	90	22	,	,	PUNCT
easat-3109	90	23	marketing	marketing	NOUN
easat-3109	90	24	,	,	PUNCT
easat-3109	90	25	and	and	CCONJ
easat-3109	90	26	web	web	NOUN
easat-3109	90	27	traffic	traffic	NOUN
easat-3109	90	28	data	datum	NOUN
easat-3109	90	29	.	.	PUNCT
easat-3109	91	1	prophet	prophet	PROPN
easat-3109	91	2	uses	use	VERB
easat-3109	91	3	additive	additive	ADJ
easat-3109	91	4	approach	approach	NOUN
easat-3109	91	5	to	to	ADP
easat-3109	91	6	model	model	NOUN
easat-3109	91	7	timesseries	timesserie	NOUN
easat-3109	91	8	function	function	NOUN
easat-3109	91	9	as	as	ADP
easat-3109	91	10	a	a	DET
easat-3109	91	11	combination	combination	NOUN
easat-3109	91	12	of	of	ADP
easat-3109	91	13	data	datum	NOUN
easat-3109	91	14	trend	trend	NOUN
easat-3109	91	15	,	,	PUNCT
easat-3109	91	16	seasonality	seasonality	NOUN
easat-3109	91	17	,	,	PUNCT
easat-3109	91	18	and	and	CCONJ
easat-3109	91	19	holiday	holiday	NOUN
easat-3109	91	20	effects	effect	NOUN
easat-3109	91	21	.	.	PUNCT
easat-3109	92	1	the	the	DET
easat-3109	92	2	additive	additive	ADJ
easat-3109	92	3	model	model	NOUN
easat-3109	92	4	equation	equation	NOUN
easat-3109	92	5	𝐹(𝑡	𝐹(𝑡	PRON
easat-3109	92	6	)	)	PUNCT
easat-3109	92	7	is	be	AUX
easat-3109	92	8	defined	define	VERB
easat-3109	92	9	by	by	ADP
easat-3109	92	10	equation	equation	NOUN
easat-3109	92	11	(	(	PUNCT
easat-3109	92	12	5	5	NUM
easat-3109	92	13	)	)	PUNCT
easat-3109	92	14	.	.	PUNCT
easat-3109	93	1	𝐹(𝑡	𝐹(𝑡	NUM
easat-3109	93	2	)	)	PUNCT
easat-3109	93	3	=	=	SYM
easat-3109	93	4	𝑠(𝑡	𝑠(𝑡	PROPN
easat-3109	93	5	)	)	PUNCT
easat-3109	94	1	+	+	CCONJ
easat-3109	94	2	𝑢(𝑡	𝑢(𝑡	NOUN
easat-3109	94	3	)	)	PUNCT
easat-3109	94	4	+	+	CCONJ
easat-3109	94	5	ℎ(𝑡	ℎ(𝑡	PROPN
easat-3109	94	6	)	)	PUNCT
easat-3109	95	1	+	+	VERB
easat-3109	95	2	∈𝑡	∈𝑡	NOUN
easat-3109	95	3	(	(	PUNCT
easat-3109	95	4	5	5	NUM
easat-3109	95	5	)	)	SYM
easat-3109	95	6	70	70	NUM
easat-3109	95	7	edelweiss	edelweiss	PROPN
easat-3109	95	8	applied	apply	VERB
easat-3109	95	9	science	science	NOUN
easat-3109	95	10	and	and	CCONJ
easat-3109	95	11	technology	technology	NOUN
easat-3109	95	12	issn	issn	PROPN
easat-3109	95	13	:	:	PUNCT
easat-3109	95	14	2576	2576	NUM
easat-3109	95	15	-	-	SYM
easat-3109	95	16	8484	8484	NUM
easat-3109	95	17	vol	vol	NOUN
easat-3109	95	18	.	.	PROPN
easat-3109	96	1	9	9	NUM
easat-3109	96	2	,	,	PUNCT
easat-3109	96	3	no	no	INTJ
easat-3109	96	4	.	.	NOUN
easat-3109	96	5	1	1	NUM
easat-3109	96	6	:	:	SYM
easat-3109	96	7	67	67	NUM
easat-3109	96	8	-	-	SYM
easat-3109	96	9	75	75	NUM
easat-3109	96	10	,	,	PUNCT
easat-3109	96	11	2025	2025	NUM
easat-3109	96	12	doi	doi	NOUN
easat-3109	96	13	:	:	PUNCT
easat-3109	96	14	10.55214/25768484.v8i6.3109	10.55214/25768484.v8i6.3109	NUM
easat-3109	96	15	©	©	PROPN
easat-3109	96	16	2025	2025	NUM
easat-3109	96	17	by	by	ADP
easat-3109	96	18	the	the	DET
easat-3109	96	19	authors	author	NOUN
easat-3109	96	20	;	;	PUNCT
easat-3109	96	21	licensee	licensee	PROPN
easat-3109	96	22	learning	learning	NOUN
easat-3109	96	23	gate	gate	NOUN
easat-3109	96	24	where	where	SCONJ
easat-3109	96	25	𝑠(𝑡	𝑠(𝑡	PROPN
easat-3109	96	26	)	)	PUNCT
easat-3109	96	27	is	be	AUX
easat-3109	96	28	the	the	DET
easat-3109	96	29	seasonality	seasonality	NOUN
easat-3109	96	30	function	function	NOUN
easat-3109	96	31	that	that	PRON
easat-3109	96	32	captures	capture	VERB
easat-3109	96	33	periodic	periodic	ADJ
easat-3109	96	34	pattern	pattern	NOUN
easat-3109	96	35	of	of	ADP
easat-3109	96	36	the	the	DET
easat-3109	96	37	data	datum	NOUN
easat-3109	96	38	,	,	PUNCT
easat-3109	96	39	𝑢(𝑡	𝑢(𝑡	PROPN
easat-3109	96	40	)	)	PUNCT
easat-3109	96	41	is	be	AUX
easat-3109	96	42	the	the	DET
easat-3109	96	43	trend	trend	NOUN
easat-3109	96	44	function	function	NOUN
easat-3109	96	45	which	which	PRON
easat-3109	96	46	models	model	VERB
easat-3109	96	47	the	the	DET
easat-3109	96	48	non	non	ADJ
easat-3109	96	49	-	-	ADJ
easat-3109	96	50	periodic	periodic	ADJ
easat-3109	96	51	changes	change	NOUN
easat-3109	96	52	in	in	ADP
easat-3109	96	53	the	the	DET
easat-3109	96	54	time	time	NOUN
easat-3109	96	55	series	series	NOUN
easat-3109	96	56	,	,	PUNCT
easat-3109	96	57	ℎ(𝑡	ℎ(𝑡	PROPN
easat-3109	96	58	)	)	PUNCT
easat-3109	96	59	accounts	account	VERB
easat-3109	96	60	for	for	ADP
easat-3109	96	61	the	the	DET
easat-3109	96	62	holidays	holiday	NOUN
easat-3109	96	63	such	such	ADJ
easat-3109	96	64	as	as	ADP
easat-3109	96	65	special	special	ADJ
easat-3109	96	66	events	event	NOUN
easat-3109	96	67	or	or	CCONJ
easat-3109	96	68	anomalies	anomaly	NOUN
easat-3109	96	69	in	in	ADP
easat-3109	96	70	the	the	DET
easat-3109	96	71	time	time	NOUN
easat-3109	96	72	series	series	NOUN
easat-3109	96	73	,	,	PUNCT
easat-3109	96	74	∈𝑡	∈𝑡	PROPN
easat-3109	96	75	is	be	AUX
easat-3109	96	76	the	the	DET
easat-3109	96	77	error	error	NOUN
easat-3109	96	78	term	term	NOUN
easat-3109	96	79	responsible	responsible	ADJ
easat-3109	96	80	for	for	ADP
easat-3109	96	81	unexplained	unexplained	ADJ
easat-3109	96	82	variability	variability	NOUN
easat-3109	96	83	[	[	X
easat-3109	96	84	13	13	NUM
easat-3109	96	85	,	,	PUNCT
easat-3109	96	86	14	14	NUM
easat-3109	96	87	]	]	PUNCT
easat-3109	96	88	.	.	PUNCT
easat-3109	97	1	the	the	DET
easat-3109	97	2	seasonality	seasonality	NOUN
easat-3109	97	3	function	function	NOUN
easat-3109	97	4	as	as	SCONJ
easat-3109	97	5	shown	show	VERB
easat-3109	97	6	in	in	ADP
easat-3109	97	7	equation	equation	NOUN
easat-3109	97	8	(	(	PUNCT
easat-3109	97	9	6	6	NUM
easat-3109	97	10	)	)	PUNCT
easat-3109	97	11	,	,	PUNCT
easat-3109	97	12	uses	use	VERB
easat-3109	97	13	the	the	DET
easat-3109	97	14	fourier	fourier	ADJ
easat-3109	97	15	series	series	NOUN
easat-3109	97	16	which	which	PRON
easat-3109	97	17	enables	enable	VERB
easat-3109	97	18	the	the	DET
easat-3109	97	19	model	model	NOUN
easat-3109	97	20	to	to	PART
easat-3109	97	21	capture	capture	VERB
easat-3109	97	22	repetitive	repetitive	ADJ
easat-3109	97	23	patterns	pattern	NOUN
easat-3109	97	24	like	like	ADP
easat-3109	97	25	daily	daily	ADJ
easat-3109	97	26	,	,	PUNCT
easat-3109	97	27	weekly	weekly	ADJ
easat-3109	97	28	,	,	PUNCT
easat-3109	97	29	monthly	monthly	ADJ
easat-3109	97	30	,	,	PUNCT
easat-3109	97	31	bi	bi	NOUN
easat-3109	97	32	-	-	ADJ
easat-3109	97	33	annual	annual	ADJ
easat-3109	97	34	,	,	PUNCT
easat-3109	97	35	annual	annual	ADJ
easat-3109	97	36	,	,	PUNCT
easat-3109	97	37	variations	variation	NOUN
easat-3109	97	38	.	.	PUNCT
easat-3109	98	1	𝑠(𝑡	𝑠(𝑡	PROPN
easat-3109	98	2	)	)	PUNCT
easat-3109	99	1	=	=	PUNCT
easat-3109	99	2	∑	∑	PUNCT
easat-3109	100	1	[	[	X
easat-3109	100	2	𝑎𝑖𝑐𝑜𝑠	𝑎𝑖𝑐𝑜𝑠	NOUN
easat-3109	100	3	(	(	PUNCT
easat-3109	100	4	2𝜋𝑖𝑡	2𝜋𝑖𝑡	NUM
easat-3109	100	5	𝑇	𝑇	NOUN
easat-3109	100	6	)	)	PUNCT
easat-3109	100	7	+	+	CCONJ
easat-3109	100	8	𝑏𝑖𝑠𝑖𝑛	𝑏𝑖𝑠𝑖𝑛	NOUN
easat-3109	100	9	(	(	PUNCT
easat-3109	100	10	2𝜋𝑖𝑡	2𝜋𝑖𝑡	NUM
easat-3109	100	11	𝑇	𝑇	NOUN
easat-3109	100	12	)	)	PUNCT
easat-3109	100	13	]	]	X
easat-3109	100	14	𝑛	𝑛	PRON
easat-3109	100	15	𝑖=1	𝑖=1	PROPN
easat-3109	100	16	(	(	PUNCT
easat-3109	100	17	6	6	NUM
easat-3109	100	18	)	)	PUNCT
easat-3109	100	19	where	where	SCONJ
easat-3109	100	20	t	t	PROPN
easat-3109	100	21	is	be	AUX
easat-3109	100	22	period	period	NOUN
easat-3109	100	23	for	for	ADP
easat-3109	100	24	the	the	DET
easat-3109	100	25	seasonality	seasonality	NOUN
easat-3109	100	26	,	,	PUNCT
easat-3109	100	27	n	n	X
easat-3109	100	28	is	be	AUX
easat-3109	100	29	the	the	DET
easat-3109	100	30	number	number	NOUN
easat-3109	100	31	of	of	ADP
easat-3109	100	32	terms	term	NOUN
easat-3109	100	33	in	in	ADP
easat-3109	100	34	the	the	DET
easat-3109	100	35	fourier	fourier	NOUN
easat-3109	100	36	series	series	NOUN
easat-3109	100	37	,	,	PUNCT
easat-3109	100	38	𝑎𝑖	𝑎𝑖	ADV
easat-3109	100	39	and	and	CCONJ
easat-3109	100	40	𝑏𝑖	𝑏𝑖	ADP
easat-3109	100	41	are	be	AUX
easat-3109	100	42	the	the	DET
easat-3109	100	43	coefficients	coefficient	NOUN
easat-3109	100	44	of	of	ADP
easat-3109	100	45	the	the	DET
easat-3109	100	46	fourier	fourier	NOUN
easat-3109	100	47	series	series	NOUN
easat-3109	100	48	learned	learn	VERB
easat-3109	100	49	from	from	ADP
easat-3109	100	50	the	the	DET
easat-3109	100	51	data	datum	NOUN
easat-3109	100	52	.	.	PUNCT
easat-3109	101	1	prophet	prophet	PROPN
easat-3109	101	2	uses	use	VERB
easat-3109	101	3	two	two	NUM
easat-3109	101	4	types	type	NOUN
easat-3109	101	5	of	of	ADP
easat-3109	101	6	trend	trend	NOUN
easat-3109	101	7	model	model	NOUN
easat-3109	101	8	𝑢(𝑡	𝑢(𝑡	PROPN
easat-3109	101	9	)	)	PUNCT
easat-3109	101	10	to	to	PART
easat-3109	101	11	learn	learn	VERB
easat-3109	101	12	data	data	NOUN
easat-3109	101	13	trend	trend	NOUN
easat-3109	101	14	pattern	pattern	NOUN
easat-3109	101	15	;	;	PUNCT
easat-3109	101	16	the	the	DET
easat-3109	101	17	piecewise	piecewise	NOUN
easat-3109	101	18	linear	linear	NOUN
easat-3109	101	19	trend	trend	NOUN
easat-3109	101	20	and	and	CCONJ
easat-3109	101	21	logistic	logistic	ADJ
easat-3109	101	22	growth	growth	NOUN
easat-3109	101	23	trend	trend	NOUN
easat-3109	101	24	models	model	NOUN
easat-3109	101	25	expressed	express	VERB
easat-3109	101	26	in	in	ADP
easat-3109	101	27	equations	equation	NOUN
easat-3109	101	28	(	(	PUNCT
easat-3109	101	29	7	7	NUM
easat-3109	101	30	)	)	PUNCT
easat-3109	101	31	and	and	CCONJ
easat-3109	101	32	(	(	PUNCT
easat-3109	101	33	8)	8)	NUM
easat-3109	101	34	respectively	respectively	ADV
easat-3109	101	35	.	.	PUNCT
easat-3109	102	1	𝑢(𝑡	𝑢(𝑡	NOUN
easat-3109	102	2	)	)	PUNCT
easat-3109	102	3	=	=	SYM
easat-3109	102	4	(	(	PUNCT
easat-3109	102	5	𝑘	𝑘	X
easat-3109	102	6	+	+	X
easat-3109	102	7	𝑎(𝑡)𝑇𝛿)𝑡	𝑎(𝑡)𝑇𝛿)𝑡	NOUN
easat-3109	102	8	+	+	CCONJ
easat-3109	102	9	(	(	PUNCT
easat-3109	102	10	𝑚	𝑚	X
easat-3109	102	11	+	+	X
easat-3109	102	12	𝑎(𝑡)𝑇𝛾	𝑎(𝑡)𝑇𝛾	NOUN
easat-3109	102	13	)	)	PUNCT
easat-3109	102	14	(	(	PUNCT
easat-3109	102	15	7	7	X
easat-3109	102	16	)	)	PUNCT
easat-3109	102	17	where	where	SCONJ
easat-3109	102	18	𝑘	𝑘	NOUN
easat-3109	102	19	is	be	AUX
easat-3109	102	20	the	the	DET
easat-3109	102	21	initial	initial	ADJ
easat-3109	102	22	growth	growth	NOUN
easat-3109	102	23	rate	rate	NOUN
easat-3109	102	24	,	,	PUNCT
easat-3109	102	25	𝑎(𝑡	𝑎(𝑡	PROPN
easat-3109	102	26	)	)	PUNCT
easat-3109	102	27	is	be	AUX
easat-3109	102	28	the	the	DET
easat-3109	102	29	indicator	indicator	NOUN
easat-3109	102	30	function	function	NOUN
easat-3109	102	31	that	that	SCONJ
easat-3109	102	32	determines	determine	VERB
easat-3109	102	33	when	when	SCONJ
easat-3109	102	34	the	the	DET
easat-3109	102	35	change	change	NOUN
easat-3109	102	36	occurs	occur	VERB
easat-3109	102	37	,	,	PUNCT
easat-3109	102	38	𝛿	𝛿	PRON
easat-3109	102	39	is	be	AUX
easat-3109	102	40	the	the	DET
easat-3109	102	41	change	change	NOUN
easat-3109	102	42	in	in	ADP
easat-3109	102	43	growth	growth	NOUN
easat-3109	102	44	rate	rate	NOUN
easat-3109	102	45	at	at	ADP
easat-3109	102	46	change	change	NOUN
easat-3109	102	47	points	point	NOUN
easat-3109	102	48	,	,	PUNCT
easat-3109	102	49	𝑚	𝑚	PROPN
easat-3109	102	50	is	be	AUX
easat-3109	102	51	intercept	intercept	NOUN
easat-3109	102	52	of	of	ADP
easat-3109	102	53	the	the	DET
easat-3109	102	54	linear	linear	ADJ
easat-3109	102	55	function	function	NOUN
easat-3109	102	56	(	(	PUNCT
easat-3109	102	57	i.e	i.e	DET
easat-3109	102	58	offset	offset	ADJ
easat-3109	102	59	parameter	parameter	NOUN
easat-3109	102	60	)	)	PUNCT
easat-3109	102	61	,	,	PUNCT
easat-3109	102	62	𝛾	𝛾	PROPN
easat-3109	102	63	is	be	AUX
easat-3109	102	64	the	the	DET
easat-3109	102	65	adjustment	adjustment	NOUN
easat-3109	102	66	vector	vector	NOUN
easat-3109	102	67	which	which	PRON
easat-3109	102	68	counterbalances	counterbalance	VERB
easat-3109	102	69	the	the	DET
easat-3109	102	70	changes	change	NOUN
easat-3109	102	71	in	in	ADP
easat-3109	102	72	the	the	DET
easat-3109	102	73	trend	trend	NOUN
easat-3109	102	74	.	.	PUNCT
easat-3109	103	1	𝑢(𝑡	𝑢(𝑡	NOUN
easat-3109	103	2	)	)	PUNCT
easat-3109	103	3	=	=	SYM
easat-3109	103	4	𝐶	𝐶	PROPN
easat-3109	103	5	1+exp	1+exp	NOUN
easat-3109	103	6	(	(	PUNCT
easat-3109	103	7	−𝑘(𝑡−𝑚	−𝑘(𝑡−𝑚	ADJ
easat-3109	103	8	)	)	PUNCT
easat-3109	103	9	)	)	PUNCT
easat-3109	103	10	(	(	PUNCT
easat-3109	103	11	8)	8)	NUM
easat-3109	103	12	where	where	SCONJ
easat-3109	103	13	𝐶	𝐶	PROPN
easat-3109	103	14	is	be	AUX
easat-3109	103	15	the	the	DET
easat-3109	103	16	carrying	carrying	NOUN
easat-3109	103	17	capacity	capacity	NOUN
easat-3109	103	18	or	or	CCONJ
easat-3109	103	19	the	the	DET
easat-3109	103	20	maximum	maximum	ADJ
easat-3109	103	21	possible	possible	ADJ
easat-3109	103	22	value	value	NOUN
easat-3109	103	23	,	,	PUNCT
easat-3109	103	24	𝑘	𝑘	PRON
easat-3109	103	25	is	be	AUX
easat-3109	103	26	the	the	DET
easat-3109	103	27	initial	initial	ADJ
easat-3109	103	28	growth	growth	NOUN
easat-3109	103	29	rate	rate	NOUN
easat-3109	103	30	,	,	PUNCT
easat-3109	103	31	𝑚	𝑚	PROPN
easat-3109	103	32	is	be	AUX
easat-3109	103	33	the	the	DET
easat-3109	103	34	time	time	NOUN
easat-3109	103	35	at	at	ADP
easat-3109	103	36	which	which	PRON
easat-3109	103	37	the	the	DET
easat-3109	103	38	growth	growth	NOUN
easat-3109	103	39	rate	rate	NOUN
easat-3109	103	40	reaches	reach	VERB
easat-3109	103	41	maximum	maximum	ADJ
easat-3109	103	42	or	or	CCONJ
easat-3109	103	43	midpoint	midpoint	NOUN
easat-3109	103	44	.	.	PUNCT
easat-3109	104	1	the	the	DET
easat-3109	104	2	piecewise	piecewise	NOUN
easat-3109	104	3	linear	linear	NOUN
easat-3109	104	4	trend	trend	NOUN
easat-3109	104	5	is	be	AUX
easat-3109	104	6	a	a	DET
easat-3109	104	7	linear	linear	ADJ
easat-3109	104	8	function	function	NOUN
easat-3109	104	9	with	with	ADP
easat-3109	104	10	potential	potential	NOUN
easat-3109	104	11	at	at	ADP
easat-3109	104	12	a	a	DET
easat-3109	104	13	point	point	NOUN
easat-3109	104	14	where	where	SCONJ
easat-3109	104	15	the	the	DET
easat-3109	104	16	trend	trend	NOUN
easat-3109	104	17	’s	’s	PART
easat-3109	104	18	rate	rate	NOUN
easat-3109	104	19	of	of	ADP
easat-3109	104	20	growth	growth	NOUN
easat-3109	104	21	changes	change	NOUN
easat-3109	104	22	.	.	PUNCT
easat-3109	105	1	the	the	DET
easat-3109	105	2	logistic	logistic	ADJ
easat-3109	105	3	growth	growth	NOUN
easat-3109	105	4	is	be	AUX
easat-3109	105	5	commonly	commonly	ADV
easat-3109	105	6	used	use	VERB
easat-3109	105	7	to	to	PART
easat-3109	105	8	activate	activate	VERB
easat-3109	105	9	rapid	rapid	ADJ
easat-3109	105	10	growth	growth	NOUN
easat-3109	105	11	and	and	CCONJ
easat-3109	105	12	saturate	saturate	VERB
easat-3109	105	13	the	the	DET
easat-3109	105	14	model	model	NOUN
easat-3109	105	15	at	at	ADP
easat-3109	105	16	a	a	DET
easat-3109	105	17	maximum	maximum	ADJ
easat-3109	105	18	capacity	capacity	NOUN
easat-3109	105	19	.	.	PUNCT
easat-3109	106	1	the	the	DET
easat-3109	106	2	holiday	holiday	NOUN
easat-3109	106	3	effects	effect	NOUN
easat-3109	106	4	which	which	PRON
easat-3109	106	5	have	have	VERB
easat-3109	106	6	significant	significant	ADJ
easat-3109	106	7	influence	influence	NOUN
easat-3109	106	8	on	on	ADP
easat-3109	106	9	time	time	NOUN
easat-3109	106	10	series	series	NOUN
easat-3109	106	11	is	be	AUX
easat-3109	106	12	computed	compute	VERB
easat-3109	106	13	using	use	VERB
easat-3109	106	14	:	:	PUNCT
easat-3109	106	15	ℎ(𝑡	ℎ(𝑡	PROPN
easat-3109	106	16	)	)	PUNCT
easat-3109	107	1	=	=	PUNCT
easat-3109	107	2	∑	∑	PROPN
easat-3109	107	3	𝛼𝑖𝐷𝑖(𝑡)𝑛	𝛼𝑖𝐷𝑖(𝑡)𝑛	PROPN
easat-3109	107	4	𝑖=1	𝑖=1	PUNCT
easat-3109	107	5	(	(	PUNCT
easat-3109	107	6	9	9	NUM
easat-3109	107	7	)	)	PUNCT
easat-3109	107	8	where	where	SCONJ
easat-3109	107	9	𝛼𝑖	𝛼𝑖	PROPN
easat-3109	107	10	is	be	AUX
easat-3109	107	11	the	the	DET
easat-3109	107	12	impact	impact	NOUN
easat-3109	107	13	of	of	ADP
easat-3109	107	14	each	each	DET
easat-3109	107	15	holiday	holiday	NOUN
easat-3109	107	16	,	,	PUNCT
easat-3109	107	17	𝐷𝑖(𝑡	𝐷𝑖(𝑡	NOUN
easat-3109	107	18	)	)	PUNCT
easat-3109	107	19	is	be	AUX
easat-3109	107	20	an	an	DET
easat-3109	107	21	indicator	indicator	NOUN
easat-3109	107	22	function	function	NOUN
easat-3109	107	23	which	which	PRON
easat-3109	107	24	is	be	AUX
easat-3109	107	25	1	1	NUM
easat-3109	107	26	if	if	SCONJ
easat-3109	107	27	day	day	NOUN
easat-3109	107	28	t	t	PROPN
easat-3109	107	29	is	be	AUX
easat-3109	107	30	holiday	holiday	NOUN
easat-3109	107	31	and	and	CCONJ
easat-3109	107	32	0	0	NUM
easat-3109	107	33	if	if	SCONJ
easat-3109	107	34	it	it	PRON
easat-3109	107	35	is	be	AUX
easat-3109	107	36	non	non	ADJ
easat-3109	107	37	-	-	ADJ
easat-3109	107	38	holiday	holiday	ADJ
easat-3109	107	39	?	?	PUNCT
easat-3109	108	1	prophet	prophet	NOUN
easat-3109	108	2	usually	usually	ADV
easat-3109	108	3	assumes	assume	VERB
easat-3109	108	4	the	the	DET
easat-3109	108	5	error	error	NOUN
easat-3109	108	6	term	term	NOUN
easat-3109	108	7	∈𝑡	∈𝑡	PROPN
easat-3109	108	8	to	to	PART
easat-3109	108	9	follow	follow	VERB
easat-3109	108	10	a	a	DET
easat-3109	108	11	normal	normal	ADJ
easat-3109	108	12	distribution	distribution	NOUN
easat-3109	108	13	.	.	PUNCT
easat-3109	109	1	1.1.5	1.1.5	NUM
easat-3109	109	2	the	the	DET
easat-3109	109	3	random	random	ADJ
easat-3109	109	4	forest	forest	NOUN
easat-3109	109	5	model	model	NOUN
easat-3109	109	6	the	the	DET
easat-3109	109	7	random	random	ADJ
easat-3109	109	8	forest	forest	NOUN
easat-3109	109	9	model	model	NOUN
easat-3109	109	10	is	be	AUX
easat-3109	109	11	a	a	DET
easat-3109	109	12	machine	machine	NOUN
easat-3109	109	13	learning	learn	VERB
easat-3109	109	14	algorithm	algorithm	NOUN
easat-3109	109	15	that	that	PRON
easat-3109	109	16	randomizes	randomize	VERB
easat-3109	109	17	the	the	DET
easat-3109	109	18	use	use	NOUN
easat-3109	109	19	of	of	ADP
easat-3109	109	20	a	a	DET
easat-3109	109	21	disentangled	disentangle	VERB
easat-3109	109	22	set	set	NOUN
easat-3109	109	23	of	of	ADP
easat-3109	109	24	several	several	ADJ
easat-3109	109	25	decision	decision	NOUN
easat-3109	109	26	trees	tree	NOUN
easat-3109	109	27	to	to	PART
easat-3109	109	28	arrive	arrive	VERB
easat-3109	109	29	at	at	ADP
easat-3109	109	30	a	a	DET
easat-3109	109	31	special	special	ADJ
easat-3109	109	32	product	product	NOUN
easat-3109	109	33	.	.	PUNCT
easat-3109	110	1	it	it	PRON
easat-3109	110	2	is	be	AUX
easat-3109	110	3	a	a	DET
easat-3109	110	4	type	type	NOUN
easat-3109	110	5	of	of	ADP
easat-3109	110	6	learning	learn	VERB
easat-3109	110	7	model	model	NOUN
easat-3109	110	8	that	that	PRON
easat-3109	110	9	is	be	AUX
easat-3109	110	10	relatively	relatively	ADV
easat-3109	110	11	appropriate	appropriate	ADJ
easat-3109	110	12	for	for	ADP
easat-3109	110	13	classification	classification	NOUN
easat-3109	110	14	and	and	CCONJ
easat-3109	110	15	regression	regression	NOUN
easat-3109	110	16	analysis	analysis	NOUN
easat-3109	110	17	.	.	PUNCT
easat-3109	111	1	its	its	PRON
easat-3109	111	2	working	work	VERB
easat-3109	111	3	principle	principle	NOUN
easat-3109	111	4	depends	depend	VERB
easat-3109	111	5	on	on	ADP
easat-3109	111	6	establishing	establish	VERB
easat-3109	111	7	several	several	ADJ
easat-3109	111	8	decision	decision	NOUN
easat-3109	111	9	trees	tree	NOUN
easat-3109	111	10	during	during	ADP
easat-3109	111	11	the	the	DET
easat-3109	111	12	training	training	NOUN
easat-3109	111	13	phase	phase	NOUN
easat-3109	111	14	.	.	PUNCT
easat-3109	112	1	after	after	ADP
easat-3109	112	2	the	the	DET
easat-3109	112	3	training	training	NOUN
easat-3109	112	4	,	,	PUNCT
easat-3109	112	5	it	it	PRON
easat-3109	112	6	comes	come	VERB
easat-3109	112	7	up	up	ADP
easat-3109	112	8	with	with	ADP
easat-3109	112	9	its	its	PRON
easat-3109	112	10	decisions	decision	NOUN
easat-3109	112	11	which	which	PRON
easat-3109	112	12	are	be	AUX
easat-3109	112	13	the	the	DET
easat-3109	112	14	class	class	NOUN
easat-3109	112	15	modes	mode	NOUN
easat-3109	112	16	for	for	ADP
easat-3109	112	17	classification	classification	NOUN
easat-3109	112	18	analysis	analysis	NOUN
easat-3109	112	19	or	or	CCONJ
easat-3109	112	20	the	the	DET
easat-3109	112	21	mean	mean	NOUN
easat-3109	112	22	of	of	ADP
easat-3109	112	23	the	the	DET
easat-3109	112	24	individual	individual	ADJ
easat-3109	112	25	trees	tree	NOUN
easat-3109	112	26	’	'	PUNCT
easat-3109	112	27	prediction	prediction	NOUN
easat-3109	112	28	for	for	ADP
easat-3109	112	29	regression	regression	NOUN
easat-3109	112	30	analysis	analysis	NOUN
easat-3109	112	31	using	use	VERB
easat-3109	112	32	equations	equation	NOUN
easat-3109	112	33	(	(	PUNCT
easat-3109	112	34	10	10	NUM
easat-3109	112	35	)	)	PUNCT
easat-3109	112	36	and	and	CCONJ
easat-3109	112	37	(	(	PUNCT
easat-3109	112	38	11	11	NUM
easat-3109	112	39	)	)	PUNCT
easat-3109	112	40	respectively	respectively	ADV
easat-3109	112	41	[	[	X
easat-3109	112	42	15	15	NUM
easat-3109	112	43	]	]	PUNCT
easat-3109	112	44	.	.	PUNCT
easat-3109	113	1	𝐺𝑖	𝐺𝑖	VERB
easat-3109	113	2	^	^	PUNCT
easat-3109	113	3	=	=	PUNCT
easat-3109	113	4	𝑚𝑜𝑑𝑒[𝑇𝑖	𝑚𝑜𝑑𝑒[𝑇𝑖	NOUN
easat-3109	113	5	𝑏(𝑃)]𝑏=1	𝑏(𝑃)]𝑏=1	PROPN
easat-3109	113	6	𝐵	𝐵	NOUN
easat-3109	113	7	(	(	PUNCT
easat-3109	113	8	10	10	NUM
easat-3109	113	9	)	)	PUNCT
easat-3109	113	10	𝐺𝑖	𝐺𝑖	PROPN
easat-3109	113	11	^	^	PUNCT
easat-3109	113	12	=	=	SYM
easat-3109	113	13	1	1	NUM
easat-3109	113	14	𝐵	𝐵	NOUN
easat-3109	113	15	∑	∑	PROPN
easat-3109	113	16	𝑇𝑖	𝑇𝑖	ADP
easat-3109	113	17	𝑏(𝑃)𝐵	𝑏(𝑃)𝐵	PROPN
easat-3109	113	18	𝑏=1	𝑏=1	PROPN
easat-3109	113	19	(	(	PUNCT
easat-3109	113	20	11	11	NUM
easat-3109	113	21	)	)	PUNCT
easat-3109	113	22	where	where	SCONJ
easat-3109	113	23	𝐺𝑖	𝐺𝑖	PROPN
easat-3109	113	24	^	^	PUNCT
easat-3109	113	25	is	be	AUX
easat-3109	113	26	the	the	DET
easat-3109	113	27	final	final	ADJ
easat-3109	113	28	prediction	prediction	NOUN
easat-3109	113	29	for	for	ADP
easat-3109	113	30	input	input	NOUN
easat-3109	113	31	sample	sample	NOUN
easat-3109	113	32	p.	p.	NOUN
easat-3109	113	33	𝐵	𝐵	PROPN
easat-3109	113	34	is	be	AUX
easat-3109	113	35	the	the	DET
easat-3109	113	36	total	total	ADJ
easat-3109	113	37	trees	tree	NOUN
easat-3109	113	38	in	in	ADP
easat-3109	113	39	the	the	DET
easat-3109	113	40	forest	forest	NOUN
easat-3109	113	41	.	.	PUNCT
easat-3109	114	1	𝑇𝑖	𝑇𝑖	ADP
easat-3109	114	2	𝑏	𝑏	PROPN
easat-3109	114	3	is	be	AUX
easat-3109	114	4	the	the	DET
easat-3109	114	5	prediction	prediction	NOUN
easat-3109	114	6	from	from	ADP
easat-3109	114	7	the	the	DET
easat-3109	114	8	bth	bth	NOUN
easat-3109	114	9	tree	tree	NOUN
easat-3109	114	10	for	for	ADP
easat-3109	114	11	the	the	DET
easat-3109	114	12	ith	ith	PROPN
easat-3109	114	13	sample	sample	NOUN
easat-3109	115	1	p.	p.	NOUN
easat-3109	116	1	the	the	DET
easat-3109	116	2	model	model	NOUN
easat-3109	116	3	takes	take	VERB
easat-3109	116	4	advantage	advantage	NOUN
easat-3109	116	5	of	of	ADP
easat-3109	116	6	the	the	DET
easat-3109	116	7	multiple	multiple	ADJ
easat-3109	116	8	decision	decision	NOUN
easat-3109	116	9	trees	tree	NOUN
easat-3109	116	10	in	in	ADP
easat-3109	116	11	the	the	DET
easat-3109	116	12	forest	forest	NOUN
easat-3109	116	13	to	to	PART
easat-3109	116	14	improve	improve	VERB
easat-3109	116	15	prediction	prediction	NOUN
easat-3109	116	16	accuracy	accuracy	NOUN
easat-3109	116	17	.	.	PUNCT
easat-3109	117	1	2	2	X
easat-3109	117	2	.	.	X
easat-3109	117	3	methodology	methodology	NOUN
easat-3109	117	4	the	the	DET
easat-3109	117	5	surface	surface	NOUN
easat-3109	117	6	refractivity	refractivity	NOUN
easat-3109	117	7	n	n	CCONJ
easat-3109	117	8	was	be	AUX
easat-3109	117	9	computed	compute	VERB
easat-3109	117	10	from	from	ADP
easat-3109	117	11	the	the	DET
easat-3109	117	12	surface	surface	NOUN
easat-3109	117	13	temperature	temperature	NOUN
easat-3109	117	14	,	,	PUNCT
easat-3109	117	15	pressure	pressure	NOUN
easat-3109	117	16	,	,	PUNCT
easat-3109	117	17	and	and	CCONJ
easat-3109	117	18	humidity	humidity	NOUN
easat-3109	117	19	retrieved	retrieve	VERB
easat-3109	117	20	from	from	ADP
easat-3109	117	21	era5	era5	PROPN
easat-3109	117	22	dataset	dataset	PROPN
easat-3109	117	23	of	of	ADP
easat-3109	117	24	the	the	DET
easat-3109	117	25	ecmwf	ecmwf	NOUN
easat-3109	117	26	using	use	VERB
easat-3109	117	27	equation	equation	NOUN
easat-3109	117	28	(	(	PUNCT
easat-3109	117	29	12	12	NUM
easat-3109	117	30	)	)	PUNCT
easat-3109	118	1	[	[	X
easat-3109	118	2	16	16	NUM
easat-3109	118	3	]	]	PUNCT
easat-3109	118	4	.	.	PUNCT
easat-3109	119	1	71	71	NUM
easat-3109	119	2	edelweiss	edelweiss	PROPN
easat-3109	119	3	applied	apply	VERB
easat-3109	119	4	science	science	NOUN
easat-3109	119	5	and	and	CCONJ
easat-3109	119	6	technology	technology	NOUN
easat-3109	119	7	issn	issn	PROPN
easat-3109	119	8	:	:	PUNCT
easat-3109	119	9	2576	2576	NUM
easat-3109	119	10	-	-	SYM
easat-3109	119	11	8484	8484	NUM
easat-3109	119	12	vol	vol	NOUN
easat-3109	119	13	.	.	PROPN
easat-3109	120	1	9	9	NUM
easat-3109	120	2	,	,	PUNCT
easat-3109	120	3	no	no	INTJ
easat-3109	120	4	.	.	NOUN
easat-3109	120	5	1	1	NUM
easat-3109	120	6	:	:	SYM
easat-3109	120	7	67	67	NUM
easat-3109	120	8	-	-	SYM
easat-3109	120	9	75	75	NUM
easat-3109	120	10	,	,	PUNCT
easat-3109	120	11	2025	2025	NUM
easat-3109	120	12	doi	doi	NOUN
easat-3109	120	13	:	:	PUNCT
easat-3109	120	14	10.55214/25768484.v8i6.3109	10.55214/25768484.v8i6.3109	NUM
easat-3109	120	15	©	©	PROPN
easat-3109	120	16	2025	2025	NUM
easat-3109	120	17	by	by	ADP
easat-3109	120	18	the	the	DET
easat-3109	120	19	authors	author	NOUN
easat-3109	120	20	;	;	PUNCT
easat-3109	120	21	licensee	licensee	NOUN
easat-3109	120	22	learning	learning	NOUN
easat-3109	120	23	gate	gate	VERB
easat-3109	120	24	𝑁	𝑁	PROPN
easat-3109	120	25	=	=	SYM
easat-3109	120	26	77.6𝑃	77.6𝑃	PROPN
easat-3109	120	27	𝑇	𝑇	PROPN
easat-3109	120	28	+	+	CCONJ
easat-3109	120	29	3.73×105𝑒	3.73×105𝑒	PROPN
easat-3109	120	30	𝑇2	𝑇2	NOUN
easat-3109	120	31	(	(	PUNCT
easat-3109	120	32	12	12	NUM
easat-3109	120	33	)	)	PUNCT
easat-3109	120	34	where	where	SCONJ
easat-3109	120	35	p	p	NOUN
easat-3109	120	36	is	be	AUX
easat-3109	120	37	the	the	DET
easat-3109	120	38	total	total	ADJ
easat-3109	120	39	atmospheric	atmospheric	ADJ
easat-3109	120	40	pressure	pressure	NOUN
easat-3109	120	41	in	in	ADP
easat-3109	120	42	hpa	hpa	NOUN
easat-3109	120	43	,	,	PUNCT
easat-3109	120	44	t	t	PROPN
easat-3109	120	45	is	be	AUX
easat-3109	120	46	the	the	DET
easat-3109	120	47	air	air	NOUN
easat-3109	120	48	temperature	temperature	NOUN
easat-3109	120	49	in	in	ADP
easat-3109	120	50	kelvin	kelvin	PROPN
easat-3109	120	51	and	and	CCONJ
easat-3109	120	52	e	e	PROPN
easat-3109	120	53	is	be	AUX
easat-3109	120	54	the	the	DET
easat-3109	120	55	water	water	NOUN
easat-3109	120	56	vapour	vapour	NOUN
easat-3109	120	57	pressure	pressure	NOUN
easat-3109	120	58	in	in	ADP
easat-3109	120	59	hpa	hpa	NOUN
easat-3109	120	60	defined	define	VERB
easat-3109	120	61	by	by	ADP
easat-3109	120	62	equation	equation	NOUN
easat-3109	120	63	(	(	PUNCT
easat-3109	120	64	13	13	NUM
easat-3109	120	65	)	)	PUNCT
easat-3109	120	66	.	.	PUNCT
easat-3109	121	1	𝑒	𝑒	X
easat-3109	121	2	=	=	PUNCT
easat-3109	121	3	𝐻	𝐻	PROPN
easat-3109	121	4	×	×	NOUN
easat-3109	121	5	6.1121exp	6.1121exp	NOUN
easat-3109	121	6	(	(	PUNCT
easat-3109	121	7	17.502𝑡	17.502𝑡	NUM
easat-3109	121	8	𝑡+240.97	𝑡+240.97	NOUN
easat-3109	121	9	)	)	PUNCT
easat-3109	121	10	100	100	NUM
easat-3109	121	11	(	(	PUNCT
easat-3109	121	12	13	13	NUM
easat-3109	121	13	)	)	PUNCT
easat-3109	121	14	where	where	SCONJ
easat-3109	121	15	t	t	PROPN
easat-3109	121	16	is	be	AUX
easat-3109	121	17	the	the	DET
easat-3109	121	18	air	air	NOUN
easat-3109	121	19	temperature	temperature	NOUN
easat-3109	121	20	in	in	ADP
easat-3109	121	21	in	in	ADP
easat-3109	121	22	degrees	degree	NOUN
easat-3109	121	23	celsius	celsius	NOUN
easat-3109	121	24	.	.	PUNCT
easat-3109	122	1	the	the	DET
easat-3109	122	2	seasonal	seasonal	ADJ
easat-3109	122	3	trend	trend	NOUN
easat-3109	122	4	of	of	ADP
easat-3109	122	5	the	the	DET
easat-3109	122	6	computed	compute	VERB
easat-3109	122	7	surface	surface	NOUN
easat-3109	122	8	refractivity	refractivity	NOUN
easat-3109	122	9	was	be	AUX
easat-3109	122	10	studied	study	VERB
easat-3109	122	11	and	and	CCONJ
easat-3109	122	12	discussed	discuss	VERB
easat-3109	122	13	based	base	VERB
easat-3109	122	14	on	on	ADP
easat-3109	122	15	the	the	DET
easat-3109	122	16	four	four	NUM
easat-3109	122	17	prevailing	prevail	VERB
easat-3109	122	18	seasons	season	NOUN
easat-3109	122	19	in	in	ADP
easat-3109	122	20	south	south	PROPN
easat-3109	122	21	africa	africa	PROPN
easat-3109	123	1	[	[	X
easat-3109	123	2	17	17	NUM
easat-3109	123	3	,	,	PUNCT
easat-3109	123	4	18	18	NUM
easat-3109	123	5	]	]	PUNCT
easat-3109	123	6	.	.	PUNCT
easat-3109	124	1	the	the	DET
easat-3109	124	2	coordinates	coordinate	NOUN
easat-3109	124	3	of	of	ADP
easat-3109	124	4	the	the	DET
easat-3109	124	5	study	study	NOUN
easat-3109	124	6	stations	station	NOUN
easat-3109	124	7	presented	present	VERB
easat-3109	124	8	in	in	ADP
easat-3109	124	9	table	table	NOUN
easat-3109	124	10	1	1	NUM
easat-3109	124	11	were	be	AUX
easat-3109	124	12	obtained	obtain	VERB
easat-3109	124	13	from	from	ADP
easat-3109	124	14	altitude	altitude	ADJ
easat-3109	124	15	-	-	PUNCT
easat-3109	124	16	maps	map	NOUN
easat-3109	124	17	database	database	NOUN
easat-3109	124	18	[	[	X
easat-3109	124	19	19	19	NUM
easat-3109	124	20	]	]	PUNCT
easat-3109	124	21	.	.	PUNCT
easat-3109	125	1	the	the	DET
easat-3109	125	2	stations	station	NOUN
easat-3109	125	3	’	'	PUNCT
easat-3109	125	4	latitude	latitude	NOUN
easat-3109	125	5	,	,	PUNCT
easat-3109	125	6	longitude	longitude	NOUN
easat-3109	125	7	,	,	PUNCT
easat-3109	125	8	altitude	altitude	NOUN
easat-3109	125	9	and	and	CCONJ
easat-3109	125	10	date	date	NOUN
easat-3109	125	11	are	be	AUX
easat-3109	125	12	the	the	DET
easat-3109	125	13	independent	independent	ADJ
easat-3109	125	14	variables	variable	NOUN
easat-3109	125	15	which	which	PRON
easat-3109	125	16	serve	serve	VERB
easat-3109	125	17	as	as	ADP
easat-3109	125	18	the	the	DET
easat-3109	125	19	input	input	NOUN
easat-3109	125	20	variables	variable	VERB
easat-3109	125	21	for	for	ADP
easat-3109	125	22	the	the	DET
easat-3109	125	23	model	model	NOUN
easat-3109	125	24	training	training	NOUN
easat-3109	125	25	.	.	PUNCT
easat-3109	126	1	the	the	DET
easat-3109	126	2	surface	surface	NOUN
easat-3109	126	3	refractivity	refractivity	NOUN
easat-3109	126	4	which	which	PRON
easat-3109	126	5	is	be	AUX
easat-3109	126	6	the	the	DET
easat-3109	126	7	dependent	dependent	ADJ
easat-3109	126	8	variable	variable	NOUN
easat-3109	126	9	was	be	AUX
easat-3109	126	10	fed	feed	VERB
easat-3109	126	11	into	into	ADP
easat-3109	126	12	the	the	DET
easat-3109	126	13	models	model	NOUN
easat-3109	126	14	using	use	VERB
easat-3109	126	15	python	python	NOUN
easat-3109	126	16	programming	programming	NOUN
easat-3109	126	17	language	language	NOUN
easat-3109	126	18	.	.	PUNCT
easat-3109	127	1	the	the	DET
easat-3109	127	2	data	datum	NOUN
easat-3109	127	3	was	be	AUX
easat-3109	127	4	split	split	VERB
easat-3109	127	5	into	into	ADP
easat-3109	127	6	80	80	NUM
easat-3109	127	7	%	%	NOUN
easat-3109	127	8	for	for	ADP
easat-3109	127	9	training	training	NOUN
easat-3109	127	10	and	and	CCONJ
easat-3109	127	11	20	20	NUM
easat-3109	127	12	%	%	NOUN
easat-3109	127	13	for	for	ADP
easat-3109	127	14	testing	testing	NOUN
easat-3109	127	15	.	.	PUNCT
easat-3109	128	1	the	the	DET
easat-3109	128	2	initial	initial	ADJ
easat-3109	128	3	results	result	NOUN
easat-3109	128	4	were	be	AUX
easat-3109	128	5	optimized	optimize	VERB
easat-3109	128	6	using	use	VERB
easat-3109	128	7	the	the	DET
easat-3109	128	8	randomized	randomized	ADJ
easat-3109	128	9	searchcv	searchcv	NOUN
easat-3109	128	10	hyparameter	hyparameter	NOUN
easat-3109	128	11	tuning	tune	VERB
easat-3109	128	12	.	.	PUNCT
easat-3109	129	1	the	the	DET
easat-3109	129	2	models	model	NOUN
easat-3109	129	3	performance	performance	NOUN
easat-3109	129	4	metrics	metric	NOUN
easat-3109	129	5	such	such	ADJ
easat-3109	129	6	as	as	ADP
easat-3109	129	7	rsme	rsme	NOUN
easat-3109	129	8	and	and	CCONJ
easat-3109	129	9	determination	determination	NOUN
easat-3109	129	10	co	co	VERB
easat-3109	129	11	-	-	ADJ
easat-3109	129	12	efficient	efficient	ADJ
easat-3109	129	13	were	be	AUX
easat-3109	129	14	compared	compare	VERB
easat-3109	129	15	to	to	PART
easat-3109	129	16	identify	identify	VERB
easat-3109	129	17	the	the	DET
easat-3109	129	18	best	good	ADJ
easat-3109	129	19	model	model	NOUN
easat-3109	129	20	.	.	PUNCT
easat-3109	130	1	the	the	DET
easat-3109	130	2	future	future	ADJ
easat-3109	130	3	prediction	prediction	NOUN
easat-3109	130	4	python	python	NOUN
easat-3109	130	5	script	script	NOUN
easat-3109	130	6	which	which	PRON
easat-3109	130	7	any	any	DET
easat-3109	130	8	location	location	NOUN
easat-3109	130	9	coordinates	coordinate	NOUN
easat-3109	130	10	and	and	CCONJ
easat-3109	130	11	future	future	ADJ
easat-3109	130	12	date	date	NOUN
easat-3109	130	13	as	as	SCONJ
easat-3109	130	14	input	input	NOUN
easat-3109	130	15	parameters	parameter	NOUN
easat-3109	130	16	was	be	AUX
easat-3109	130	17	developed	develop	VERB
easat-3109	130	18	for	for	ADP
easat-3109	130	19	forecasting	forecast	VERB
easat-3109	130	20	corresponding	correspond	VERB
easat-3109	130	21	surface	surface	NOUN
easat-3109	130	22	refractivity	refractivity	NOUN
easat-3109	130	23	.	.	PUNCT
easat-3109	131	1	3	3	X
easat-3109	131	2	.	.	X
easat-3109	131	3	results	result	NOUN
easat-3109	131	4	and	and	CCONJ
easat-3109	131	5	discussion	discussion	NOUN
easat-3109	131	6	3.1	3.1	NUM
easat-3109	131	7	.	.	PUNCT
easat-3109	132	1	seasonal	seasonal	ADJ
easat-3109	132	2	variation	variation	NOUN
easat-3109	132	3	of	of	ADP
easat-3109	132	4	surface	surface	NOUN
easat-3109	132	5	refractivity	refractivity	NOUN
easat-3109	132	6	selected	select	VERB
easat-3109	132	7	time	time	NOUN
easat-3109	132	8	series	series	NOUN
easat-3109	132	9	plots	plot	NOUN
easat-3109	132	10	of	of	ADP
easat-3109	132	11	the	the	DET
easat-3109	132	12	50	50	NUM
easat-3109	132	13	years	year	NOUN
easat-3109	132	14	surface	surface	NOUN
easat-3109	132	15	refractivity	refractivity	NOUN
easat-3109	132	16	data	datum	NOUN
easat-3109	132	17	used	use	VERB
easat-3109	132	18	for	for	ADP
easat-3109	132	19	training	train	VERB
easat-3109	132	20	the	the	DET
easat-3109	132	21	models	model	NOUN
easat-3109	132	22	are	be	AUX
easat-3109	132	23	presented	present	VERB
easat-3109	132	24	in	in	ADP
easat-3109	132	25	figures	figure	NOUN
easat-3109	132	26	1	1	NUM
easat-3109	132	27	and	and	CCONJ
easat-3109	132	28	2	2	NUM
easat-3109	132	29	.	.	X
easat-3109	132	30	durban	durban	PROPN
easat-3109	132	31	and	and	CCONJ
easat-3109	132	32	cape	cape	NOUN
easat-3109	132	33	town	town	NOUN
easat-3109	132	34	are	be	AUX
easat-3109	132	35	the	the	DET
easat-3109	132	36	selected	select	VERB
easat-3109	132	37	typical	typical	ADJ
easat-3109	132	38	stations	station	NOUN
easat-3109	132	39	whose	whose	DET
easat-3109	132	40	monthly	monthly	ADJ
easat-3109	132	41	refractivity	refractivity	NOUN
easat-3109	132	42	values	value	NOUN
easat-3109	132	43	are	be	AUX
easat-3109	132	44	shown	show	VERB
easat-3109	132	45	in	in	ADP
easat-3109	132	46	figures	figure	NOUN
easat-3109	132	47	1	1	NUM
easat-3109	132	48	and	and	CCONJ
easat-3109	132	49	2	2	NUM
easat-3109	132	50	,	,	PUNCT
easat-3109	132	51	respectively	respectively	ADV
easat-3109	132	52	.	.	PUNCT
easat-3109	133	1	comparison	comparison	NOUN
easat-3109	133	2	of	of	ADP
easat-3109	133	3	the	the	DET
easat-3109	133	4	stations	station	NOUN
easat-3109	133	5	’	’	PART
easat-3109	133	6	seasonal	seasonal	ADJ
easat-3109	133	7	variation	variation	NOUN
easat-3109	133	8	could	could	AUX
easat-3109	133	9	not	not	PART
easat-3109	133	10	be	be	AUX
easat-3109	133	11	revealed	reveal	VERB
easat-3109	133	12	in	in	ADP
easat-3109	133	13	the	the	DET
easat-3109	133	14	figures	figure	NOUN
easat-3109	133	15	due	due	ADP
easat-3109	133	16	to	to	ADP
easat-3109	133	17	the	the	DET
easat-3109	133	18	crowded	crowded	ADJ
easat-3109	133	19	data	data	NOUN
easat-3109	133	20	points	point	NOUN
easat-3109	133	21	for	for	ADP
easat-3109	133	22	the	the	DET
easat-3109	133	23	50	50	NUM
easat-3109	133	24	years	year	NOUN
easat-3109	133	25	.	.	PUNCT
easat-3109	134	1	to	to	PART
easat-3109	134	2	visualize	visualize	VERB
easat-3109	134	3	the	the	DET
easat-3109	134	4	seasonal	seasonal	ADJ
easat-3109	134	5	trend	trend	NOUN
easat-3109	134	6	of	of	ADP
easat-3109	134	7	the	the	DET
easat-3109	134	8	data	datum	NOUN
easat-3109	134	9	,	,	PUNCT
easat-3109	134	10	only	only	ADV
easat-3109	134	11	five	five	NUM
easat-3109	134	12	years	year	NOUN
easat-3109	134	13	data	datum	NOUN
easat-3109	134	14	were	be	AUX
easat-3109	134	15	plotted	plot	VERB
easat-3109	134	16	for	for	ADP
easat-3109	134	17	all	all	DET
easat-3109	134	18	the	the	DET
easat-3109	134	19	stations	station	NOUN
easat-3109	134	20	and	and	CCONJ
easat-3109	134	21	presented	present	VERB
easat-3109	134	22	in	in	ADP
easat-3109	134	23	figures	figure	NOUN
easat-3109	134	24	3	3	NUM
easat-3109	134	25	.	.	PUNCT
easat-3109	134	26	figure	figure	NOUN
easat-3109	134	27	1	1	NUM
easat-3109	134	28	.	.	PUNCT
easat-3109	135	1	the	the	DET
easat-3109	135	2	time	time	NOUN
easat-3109	135	3	series	series	PROPN
easat-3109	135	4	plot	plot	NOUN
easat-3109	135	5	of	of	ADP
easat-3109	135	6	the	the	DET
easat-3109	135	7	50	50	NUM
easat-3109	135	8	years	year	NOUN
easat-3109	135	9	surface	surface	NOUN
easat-3109	135	10	refractivity	refractivity	NOUN
easat-3109	135	11	data	datum	NOUN
easat-3109	135	12	at	at	ADP
easat-3109	135	13	durban	durban	PROPN
easat-3109	135	14	used	use	VERB
easat-3109	135	15	for	for	ADP
easat-3109	135	16	training	train	VERB
easat-3109	135	17	the	the	DET
easat-3109	135	18	models	model	NOUN
easat-3109	135	19	.	.	PUNCT
easat-3109	136	1	72	72	NUM
easat-3109	136	2	edelweiss	edelweiss	PROPN
easat-3109	136	3	applied	apply	VERB
easat-3109	136	4	science	science	NOUN
easat-3109	136	5	and	and	CCONJ
easat-3109	136	6	technology	technology	NOUN
easat-3109	136	7	issn	issn	PROPN
easat-3109	136	8	:	:	PUNCT
easat-3109	136	9	2576	2576	NUM
easat-3109	136	10	-	-	SYM
easat-3109	136	11	8484	8484	NUM
easat-3109	136	12	vol	vol	NOUN
easat-3109	136	13	.	.	PROPN
easat-3109	137	1	9	9	NUM
easat-3109	137	2	,	,	PUNCT
easat-3109	137	3	no	no	INTJ
easat-3109	137	4	.	.	NOUN
easat-3109	137	5	1	1	NUM
easat-3109	137	6	:	:	SYM
easat-3109	137	7	67	67	NUM
easat-3109	137	8	-	-	SYM
easat-3109	137	9	75	75	NUM
easat-3109	137	10	,	,	PUNCT
easat-3109	137	11	2025	2025	NUM
easat-3109	137	12	doi	doi	NOUN
easat-3109	137	13	:	:	PUNCT
easat-3109	137	14	10.55214/25768484.v8i6.3109	10.55214/25768484.v8i6.3109	NUM
easat-3109	137	15	©	©	PROPN
easat-3109	137	16	2025	2025	NUM
easat-3109	137	17	by	by	ADP
easat-3109	137	18	the	the	DET
easat-3109	137	19	authors	author	NOUN
easat-3109	137	20	;	;	PUNCT
easat-3109	137	21	licensee	licensee	PROPN
easat-3109	137	22	learning	learn	VERB
easat-3109	137	23	gate	gate	NOUN
easat-3109	137	24	figure	figure	NOUN
easat-3109	137	25	2	2	NUM
easat-3109	137	26	.	.	PUNCT
easat-3109	138	1	the	the	DET
easat-3109	138	2	time	time	NOUN
easat-3109	138	3	series	series	PROPN
easat-3109	138	4	plot	plot	NOUN
easat-3109	138	5	of	of	ADP
easat-3109	138	6	the	the	DET
easat-3109	138	7	50	50	NUM
easat-3109	138	8	years	year	NOUN
easat-3109	138	9	surface	surface	NOUN
easat-3109	138	10	refractivity	refractivity	NOUN
easat-3109	138	11	data	datum	NOUN
easat-3109	138	12	at	at	ADP
easat-3109	138	13	cape	cape	NOUN
easat-3109	138	14	town	town	NOUN
easat-3109	138	15	used	use	VERB
easat-3109	138	16	for	for	ADP
easat-3109	138	17	training	train	VERB
easat-3109	138	18	the	the	DET
easat-3109	138	19	models	model	NOUN
easat-3109	138	20	.	.	PUNCT
easat-3109	139	1	the	the	DET
easat-3109	139	2	5	5	NUM
easat-3109	139	3	years	year	NOUN
easat-3109	139	4	’	'	PUNCT
easat-3109	139	5	time	time	NOUN
easat-3109	139	6	series	series	PROPN
easat-3109	139	7	plot	plot	PROPN
easat-3109	139	8	presented	present	VERB
easat-3109	139	9	in	in	ADP
easat-3109	139	10	figures	figure	NOUN
easat-3109	139	11	3	3	NUM
easat-3109	139	12	shows	show	VERB
easat-3109	139	13	that	that	SCONJ
easat-3109	139	14	surface	surface	NOUN
easat-3109	139	15	refractivity	refractivity	NOUN
easat-3109	139	16	varies	vary	VERB
easat-3109	139	17	significantly	significantly	ADV
easat-3109	139	18	over	over	ADP
easat-3109	139	19	the	the	DET
easat-3109	139	20	four	four	NUM
easat-3109	139	21	seasons	season	NOUN
easat-3109	139	22	in	in	ADP
easat-3109	139	23	south	south	PROPN
easat-3109	139	24	africa	africa	PROPN
easat-3109	139	25	annually	annually	ADV
easat-3109	139	26	.	.	PUNCT
easat-3109	140	1	surface	surface	NOUN
easat-3109	140	2	refractivity	refractivity	NOUN
easat-3109	140	3	across	across	ADP
easat-3109	140	4	all	all	DET
easat-3109	140	5	the	the	DET
easat-3109	140	6	stations	station	NOUN
easat-3109	140	7	usually	usually	ADV
easat-3109	140	8	attains	attain	VERB
easat-3109	140	9	all	all	DET
easat-3109	140	10	-	-	PUNCT
easat-3109	140	11	time	time	NOUN
easat-3109	140	12	lowest	low	ADJ
easat-3109	140	13	during	during	ADP
easat-3109	140	14	the	the	DET
easat-3109	140	15	winter	winter	NOUN
easat-3109	140	16	season	season	NOUN
easat-3109	140	17	(	(	PUNCT
easat-3109	140	18	june	june	PROPN
easat-3109	140	19	-	-	PUNCT
easat-3109	140	20	august	august	PROPN
easat-3109	140	21	)	)	PUNCT
easat-3109	140	22	.	.	PUNCT
easat-3109	141	1	this	this	PRON
easat-3109	141	2	is	be	AUX
easat-3109	141	3	because	because	SCONJ
easat-3109	141	4	relative	relative	ADJ
easat-3109	141	5	humidity	humidity	NOUN
easat-3109	141	6	reaches	reach	VERB
easat-3109	141	7	maximum	maximum	ADJ
easat-3109	141	8	due	due	ADP
easat-3109	141	9	to	to	ADP
easat-3109	141	10	high	high	ADJ
easat-3109	141	11	rate	rate	NOUN
easat-3109	141	12	of	of	ADP
easat-3109	141	13	evaporation	evaporation	NOUN
easat-3109	141	14	,	,	PUNCT
easat-3109	141	15	frequent	frequent	ADJ
easat-3109	141	16	heavy	heavy	ADJ
easat-3109	141	17	rainfalls	rainfall	NOUN
easat-3109	141	18	,	,	PUNCT
easat-3109	141	19	and	and	CCONJ
easat-3109	141	20	cool	cool	ADJ
easat-3109	141	21	temperature	temperature	NOUN
easat-3109	141	22	[	[	X
easat-3109	141	23	20	20	NUM
easat-3109	141	24	,	,	PUNCT
easat-3109	141	25	21	21	NUM
easat-3109	141	26	]	]	PUNCT
easat-3109	141	27	.	.	PUNCT
easat-3109	142	1	the	the	DET
easat-3109	142	2	east	east	PROPN
easat-3109	142	3	london	london	PROPN
easat-3109	142	4	has	have	VERB
easat-3109	142	5	the	the	DET
easat-3109	142	6	lowest	low	ADJ
easat-3109	142	7	mean	mean	ADJ
easat-3109	142	8	value	value	NOUN
easat-3109	142	9	of	of	ADP
easat-3109	142	10	about	about	ADV
easat-3109	142	11	310	310	NUM
easat-3109	142	12	n	n	CCONJ
easat-3109	142	13	-	-	PUNCT
easat-3109	142	14	units	unit	NOUN
easat-3109	142	15	,	,	PUNCT
easat-3109	142	16	followed	follow	VERB
easat-3109	142	17	by	by	ADP
easat-3109	142	18	316	316	NUM
easat-3109	142	19	n	n	CCONJ
easat-3109	142	20	-	-	PUNCT
easat-3109	142	21	units	unit	NOUN
easat-3109	142	22	at	at	ADP
easat-3109	142	23	port	port	PROPN
easat-3109	142	24	elizabeth	elizabeth	PROPN
easat-3109	142	25	,	,	PUNCT
easat-3109	142	26	322	322	NUM
easat-3109	142	27	n	n	CCONJ
easat-3109	142	28	-	-	PUNCT
easat-3109	142	29	units	unit	NOUN
easat-3109	142	30	at	at	ADP
easat-3109	142	31	durban	durban	PROPN
easat-3109	142	32	and	and	CCONJ
easat-3109	142	33	mossel	mossel	PROPN
easat-3109	142	34	bay	bay	PROPN
easat-3109	142	35	,	,	PUNCT
easat-3109	142	36	330	330	NUM
easat-3109	142	37	n	n	CCONJ
easat-3109	142	38	-	-	PUNCT
easat-3109	142	39	units	unit	NOUN
easat-3109	142	40	at	at	ADP
easat-3109	142	41	cape	cape	NOUN
easat-3109	142	42	town	town	NOUN
easat-3109	142	43	while	while	SCONJ
easat-3109	142	44	richard	richard	PROPN
easat-3109	142	45	bay	bay	PROPN
easat-3109	142	46	recorded	record	VERB
easat-3109	142	47	highest	high	ADJ
easat-3109	142	48	value	value	NOUN
easat-3109	142	49	of	of	ADP
easat-3109	142	50	332	332	NUM
easat-3109	142	51	n	n	CCONJ
easat-3109	142	52	-	-	PUNCT
easat-3109	142	53	units	unit	NOUN
easat-3109	142	54	.	.	PUNCT
easat-3109	143	1	the	the	DET
easat-3109	143	2	spring	spring	NOUN
easat-3109	143	3	season	season	NOUN
easat-3109	143	4	(	(	PUNCT
easat-3109	143	5	september	september	PROPN
easat-3109	143	6	-	-	PUNCT
easat-3109	143	7	november	november	PROPN
easat-3109	143	8	)	)	PUNCT
easat-3109	143	9	witnessed	witness	VERB
easat-3109	143	10	gradual	gradual	ADJ
easat-3109	143	11	reduction	reduction	NOUN
easat-3109	143	12	in	in	ADP
easat-3109	143	13	rainfall	rainfall	NOUN
easat-3109	143	14	as	as	SCONJ
easat-3109	143	15	the	the	DET
easat-3109	143	16	costal	costal	NOUN
easat-3109	143	17	temperature	temperature	NOUN
easat-3109	143	18	rises	rise	VERB
easat-3109	143	19	due	due	ADJ
easat-3109	143	20	to	to	ADP
easat-3109	143	21	transition	transition	NOUN
easat-3109	143	22	from	from	ADP
easat-3109	143	23	winter	winter	NOUN
easat-3109	143	24	to	to	ADP
easat-3109	143	25	summer	summer	NOUN
easat-3109	143	26	.	.	PUNCT
easat-3109	144	1	the	the	DET
easat-3109	144	2	coastal	coastal	ADJ
easat-3109	144	3	region	region	NOUN
easat-3109	144	4	,	,	PUNCT
easat-3109	144	5	especially	especially	ADV
easat-3109	144	6	the	the	DET
easat-3109	144	7	southeastern	southeastern	ADJ
easat-3109	144	8	part	part	NOUN
easat-3109	144	9	experiences	experience	VERB
easat-3109	144	10	steady	steady	ADJ
easat-3109	144	11	rise	rise	NOUN
easat-3109	144	12	in	in	ADP
easat-3109	144	13	moisture	moisture	NOUN
easat-3109	144	14	from	from	ADP
easat-3109	144	15	the	the	DET
easat-3109	144	16	agulhas	agulhas	PROPN
easat-3109	144	17	current	current	NOUN
easat-3109	144	18	,	,	PUNCT
easat-3109	144	19	with	with	ADP
easat-3109	144	20	humidity	humidity	NOUN
easat-3109	144	21	often	often	ADV
easat-3109	144	22	reaching	reach	VERB
easat-3109	144	23	about	about	ADP
easat-3109	144	24	70	70	NUM
easat-3109	144	25	%	%	NOUN
easat-3109	144	26	by	by	ADP
easat-3109	144	27	late	late	ADJ
easat-3109	144	28	spring	spring	NOUN
easat-3109	144	29	[	[	X
easat-3109	144	30	22	22	NUM
easat-3109	144	31	]	]	PUNCT
easat-3109	144	32	.	.	PUNCT
easat-3109	145	1	the	the	DET
easat-3109	145	2	water	water	NOUN
easat-3109	145	3	vapour	vapour	NOUN
easat-3109	145	4	pressure	pressure	NOUN
easat-3109	145	5	which	which	PRON
easat-3109	145	6	has	have	VERB
easat-3109	145	7	a	a	DET
easat-3109	145	8	significant	significant	ADJ
easat-3109	145	9	influence	influence	NOUN
easat-3109	145	10	on	on	ADP
easat-3109	145	11	radio	radio	NOUN
easat-3109	145	12	refractivity	refractivity	NOUN
easat-3109	145	13	becomes	become	VERB
easat-3109	145	14	high	high	ADJ
easat-3109	145	15	[	[	X
easat-3109	145	16	23	23	NUM
easat-3109	145	17	]	]	PUNCT
easat-3109	145	18	.	.	PUNCT
easat-3109	146	1	consequently	consequently	ADV
easat-3109	146	2	,	,	PUNCT
easat-3109	146	3	surface	surface	NOUN
easat-3109	146	4	refractivity	refractivity	NOUN
easat-3109	146	5	rises	rise	VERB
easat-3109	146	6	gradually	gradually	ADV
easat-3109	146	7	which	which	PRON
easat-3109	146	8	signifies	signify	VERB
easat-3109	146	9	the	the	DET
easat-3109	146	10	on	on	NOUN
easat-3109	146	11	-	-	PUNCT
easat-3109	146	12	set	set	NOUN
easat-3109	146	13	of	of	ADP
easat-3109	146	14	the	the	DET
easat-3109	146	15	summer	summer	NOUN
easat-3109	146	16	season	season	NOUN
easat-3109	146	17	.	.	PUNCT
easat-3109	147	1	surface	surface	NOUN
easat-3109	147	2	refractivity	refractivity	NOUN
easat-3109	147	3	reaches	reach	VERB
easat-3109	147	4	its	its	PRON
easat-3109	147	5	peak	peak	NOUN
easat-3109	147	6	in	in	ADP
easat-3109	147	7	the	the	DET
easat-3109	147	8	summer	summer	NOUN
easat-3109	147	9	(	(	PUNCT
easat-3109	147	10	december	december	PROPN
easat-3109	147	11	-	-	PUNCT
easat-3109	147	12	february	february	PROPN
easat-3109	147	13	)	)	PUNCT
easat-3109	147	14	as	as	SCONJ
easat-3109	147	15	the	the	DET
easat-3109	147	16	hot	hot	ADJ
easat-3109	147	17	dry	dry	ADJ
easat-3109	147	18	air	air	NOUN
easat-3109	147	19	dominates	dominate	VERB
easat-3109	147	20	the	the	DET
easat-3109	147	21	coastal	coastal	ADJ
easat-3109	147	22	region	region	NOUN
easat-3109	147	23	.	.	PUNCT
easat-3109	148	1	the	the	DET
easat-3109	148	2	average	average	ADJ
easat-3109	148	3	peak	peak	NOUN
easat-3109	148	4	values	value	NOUN
easat-3109	148	5	during	during	ADP
easat-3109	148	6	the	the	DET
easat-3109	148	7	study	study	NOUN
easat-3109	148	8	period	period	NOUN
easat-3109	148	9	are	be	AUX
easat-3109	148	10	361	361	NUM
easat-3109	148	11	,	,	PUNCT
easat-3109	148	12	358	358	NUM
easat-3109	148	13	,	,	PUNCT
easat-3109	148	14	353	353	NUM
easat-3109	148	15	,	,	PUNCT
easat-3109	148	16	345	345	NUM
easat-3109	148	17	,	,	PUNCT
easat-3109	148	18	341	341	NUM
easat-3109	148	19	,	,	PUNCT
easat-3109	148	20	and	and	CCONJ
easat-3109	148	21	338	338	NUM
easat-3109	148	22	n	n	CCONJ
easat-3109	148	23	-	-	PUNCT
easat-3109	148	24	units	unit	NOUN
easat-3109	148	25	at	at	ADP
easat-3109	148	26	richard	richard	PROPN
easat-3109	148	27	bay	bay	PROPN
easat-3109	148	28	,	,	PUNCT
easat-3109	148	29	durban	durban	PROPN
easat-3109	148	30	,	,	PUNCT
easat-3109	148	31	east	east	PROPN
easat-3109	148	32	london	london	PROPN
easat-3109	148	33	,	,	PUNCT
easat-3109	148	34	port	port	PROPN
easat-3109	148	35	elizabeth	elizabeth	PROPN
easat-3109	148	36	,	,	PUNCT
easat-3109	148	37	mossel	mossel	PROPN
easat-3109	148	38	bay	bay	PROPN
easat-3109	148	39	,	,	PUNCT
easat-3109	148	40	and	and	CCONJ
easat-3109	148	41	cape	cape	NOUN
easat-3109	148	42	town	town	NOUN
easat-3109	148	43	respectively	respectively	ADV
easat-3109	148	44	.	.	PUNCT
easat-3109	149	1	refractivity	refractivity	NOUN
easat-3109	149	2	begins	begin	VERB
easat-3109	149	3	to	to	PART
easat-3109	149	4	decline	decline	VERB
easat-3109	149	5	during	during	ADP
easat-3109	149	6	autum	autum	NOUN
easat-3109	149	7	(	(	PUNCT
easat-3109	149	8	march	march	PROPN
easat-3109	149	9	-	-	PUNCT
easat-3109	149	10	may	may	AUX
easat-3109	149	11	)	)	PUNCT
easat-3109	149	12	due	due	ADP
easat-3109	149	13	to	to	ADP
easat-3109	149	14	gradual	gradual	ADJ
easat-3109	149	15	cooling	cool	VERB
easat-3109	149	16	temperature	temperature	NOUN
easat-3109	149	17	and	and	CCONJ
easat-3109	149	18	reduced	reduce	VERB
easat-3109	149	19	relative	relative	ADJ
easat-3109	149	20	humidity	humidity	NOUN
easat-3109	149	21	.	.	PUNCT
easat-3109	150	1	the	the	DET
easat-3109	150	2	observed	observe	VERB
easat-3109	150	3	seasonal	seasonal	ADJ
easat-3109	150	4	trend	trend	NOUN
easat-3109	150	5	and	and	CCONJ
easat-3109	150	6	values	value	NOUN
easat-3109	150	7	resonate	resonate	VERB
easat-3109	150	8	with	with	ADP
easat-3109	150	9	the	the	DET
easat-3109	150	10	results	result	NOUN
easat-3109	150	11	of	of	ADP
easat-3109	150	12	asiyo	asiyo	NOUN
easat-3109	150	13	[	[	X
easat-3109	150	14	24	24	NUM
easat-3109	150	15	]	]	PUNCT
easat-3109	150	16	that	that	PRON
easat-3109	150	17	utilized	utilize	VERB
easat-3109	150	18	ten	ten	NUM
easat-3109	150	19	years	year	NOUN
easat-3109	150	20	(	(	PUNCT
easat-3109	150	21	2001	2001	NUM
easat-3109	150	22	-	-	SYM
easat-3109	150	23	2010	2010	NUM
easat-3109	150	24	)	)	PUNCT
easat-3109	150	25	radiosonde	radiosonde	NOUN
easat-3109	150	26	data	datum	NOUN
easat-3109	150	27	for	for	ADP
easat-3109	150	28	cape	cape	NOUN
easat-3109	150	29	town	town	NOUN
easat-3109	150	30	,	,	PUNCT
easat-3109	150	31	durban	durban	NOUN
easat-3109	150	32	and	and	CCONJ
easat-3109	150	33	port	port	PROPN
easat-3109	150	34	elizabeth	elizabeth	PROPN
easat-3109	150	35	.	.	PUNCT
easat-3109	151	1	73	73	NUM
easat-3109	151	2	edelweiss	edelweiss	PROPN
easat-3109	151	3	applied	apply	VERB
easat-3109	151	4	science	science	NOUN
easat-3109	151	5	and	and	CCONJ
easat-3109	151	6	technology	technology	NOUN
easat-3109	151	7	issn	issn	PROPN
easat-3109	151	8	:	:	PUNCT
easat-3109	151	9	2576	2576	NUM
easat-3109	151	10	-	-	SYM
easat-3109	151	11	8484	8484	NUM
easat-3109	151	12	vol	vol	NOUN
easat-3109	151	13	.	.	PROPN
easat-3109	152	1	9	9	NUM
easat-3109	152	2	,	,	PUNCT
easat-3109	152	3	no	no	INTJ
easat-3109	152	4	.	.	NOUN
easat-3109	152	5	1	1	NUM
easat-3109	152	6	:	:	SYM
easat-3109	152	7	67	67	NUM
easat-3109	152	8	-	-	SYM
easat-3109	152	9	75	75	NUM
easat-3109	152	10	,	,	PUNCT
easat-3109	152	11	2025	2025	NUM
easat-3109	152	12	doi	doi	NOUN
easat-3109	152	13	:	:	PUNCT
easat-3109	152	14	10.55214/25768484.v8i6.3109	10.55214/25768484.v8i6.3109	NUM
easat-3109	152	15	©	©	PROPN
easat-3109	152	16	2025	2025	NUM
easat-3109	152	17	by	by	ADP
easat-3109	152	18	the	the	DET
easat-3109	152	19	authors	author	NOUN
easat-3109	152	20	;	;	PUNCT
easat-3109	152	21	licensee	licensee	PROPN
easat-3109	152	22	learning	learn	VERB
easat-3109	152	23	gate	gate	PROPN
easat-3109	152	24	figure	figure	NOUN
easat-3109	152	25	3	3	NUM
easat-3109	152	26	.	.	NUM
easat-3109	152	27	five	five	NUM
easat-3109	152	28	-	-	PUNCT
easat-3109	152	29	year	year	NOUN
easat-3109	152	30	time	time	NOUN
easat-3109	152	31	-	-	PUNCT
easat-3109	152	32	series	series	NOUN
easat-3109	152	33	plot	plot	NOUN
easat-3109	152	34	of	of	ADP
easat-3109	152	35	surface	surface	NOUN
easat-3109	152	36	refractivity	refractivity	NOUN
easat-3109	152	37	of	of	ADP
easat-3109	152	38	the	the	DET
easat-3109	152	39	sample	sample	NOUN
easat-3109	152	40	data	datum	NOUN
easat-3109	152	41	.	.	PUNCT
easat-3109	153	1	3.2	3.2	NUM
easat-3109	153	2	.	.	PUNCT
easat-3109	154	1	analysis	analysis	NOUN
easat-3109	154	2	of	of	ADP
easat-3109	154	3	the	the	DET
easat-3109	154	4	prediction	prediction	NOUN
easat-3109	154	5	models	model	NOUN
easat-3109	154	6	table	table	VERB
easat-3109	154	7	2	2	NUM
easat-3109	154	8	presents	present	VERB
easat-3109	154	9	the	the	DET
easat-3109	154	10	performance	performance	NOUN
easat-3109	154	11	metrics	metric	NOUN
easat-3109	154	12	of	of	ADP
easat-3109	154	13	the	the	DET
easat-3109	154	14	five	five	NUM
easat-3109	154	15	models	model	NOUN
easat-3109	154	16	employed	employ	VERB
easat-3109	154	17	for	for	ADP
easat-3109	154	18	the	the	DET
easat-3109	154	19	prediction	prediction	NOUN
easat-3109	154	20	of	of	ADP
easat-3109	154	21	surface	surface	NOUN
easat-3109	154	22	refractivity	refractivity	NOUN
easat-3109	154	23	.	.	PUNCT
easat-3109	155	1	the	the	DET
easat-3109	155	2	model	model	NOUN
easat-3109	155	3	performance	performance	NOUN
easat-3109	155	4	metrics	metric	NOUN
easat-3109	155	5	show	show	VERB
easat-3109	155	6	notable	notable	ADJ
easat-3109	155	7	differences	difference	NOUN
easat-3109	155	8	in	in	ADP
easat-3109	155	9	terms	term	NOUN
easat-3109	155	10	of	of	ADP
easat-3109	155	11	accuracy	accuracy	NOUN
easat-3109	155	12	for	for	ADP
easat-3109	155	13	forecasting	forecast	VERB
easat-3109	155	14	surface	surface	NOUN
easat-3109	155	15	refractivity	refractivity	NOUN
easat-3109	155	16	.	.	PUNCT
easat-3109	156	1	the	the	DET
easat-3109	156	2	lightgbm	lightgbm	ADJ
easat-3109	156	3	possesses	possess	VERB
easat-3109	156	4	the	the	DET
easat-3109	156	5	best	good	ADJ
easat-3109	156	6	performance	performance	NOUN
easat-3109	156	7	metrics	metric	NOUN
easat-3109	156	8	with	with	ADP
easat-3109	156	9	the	the	DET
easat-3109	156	10	lowest	low	ADJ
easat-3109	156	11	mae	mae	PROPN
easat-3109	156	12	and	and	CCONJ
easat-3109	156	13	mse	mse	PROPN
easat-3109	156	14	and	and	CCONJ
easat-3109	156	15	highest	high	ADJ
easat-3109	156	16	adjusted	adjusted	ADJ
easat-3109	156	17	r2	r2	NOUN
easat-3109	156	18	of	of	ADP
easat-3109	156	19	0.96	0.96	NUM
easat-3109	156	20	,	,	PUNCT
easat-3109	156	21	followed	follow	VERB
easat-3109	156	22	by	by	ADP
easat-3109	156	23	random	random	ADJ
easat-3109	156	24	forest	forest	NOUN
easat-3109	156	25	as	as	SCONJ
easat-3109	156	26	shown	show	VERB
easat-3109	156	27	in	in	ADP
easat-3109	156	28	table	table	NOUN
easat-3109	156	29	2	2	NUM
easat-3109	156	30	.	.	PUNCT
easat-3109	157	1	this	this	PRON
easat-3109	157	2	indicates	indicate	VERB
easat-3109	157	3	that	that	SCONJ
easat-3109	157	4	lightgbm	lightgbm	VERB
easat-3109	157	5	captures	capture	NOUN
easat-3109	157	6	the	the	DET
easat-3109	157	7	variation	variation	NOUN
easat-3109	157	8	patterns	pattern	NOUN
easat-3109	157	9	in	in	ADP
easat-3109	157	10	the	the	DET
easat-3109	157	11	data	datum	NOUN
easat-3109	157	12	very	very	ADV
easat-3109	157	13	effectively	effectively	ADV
easat-3109	157	14	,	,	PUNCT
easat-3109	157	15	explaining	explain	VERB
easat-3109	157	16	approximately	approximately	ADV
easat-3109	157	17	97	97	NUM
easat-3109	157	18	%	%	NOUN
easat-3109	157	19	of	of	ADP
easat-3109	157	20	the	the	DET
easat-3109	157	21	variance	variance	NOUN
easat-3109	157	22	.	.	PUNCT
easat-3109	158	1	table	table	NOUN
easat-3109	158	2	2	2	NUM
easat-3109	158	3	.	.	PUNCT
easat-3109	158	4	performance	performance	NOUN
easat-3109	158	5	metrics	metric	NOUN
easat-3109	158	6	of	of	ADP
easat-3109	158	7	the	the	DET
easat-3109	158	8	trained	train	VERB
easat-3109	158	9	models	model	NOUN
easat-3109	158	10	.	.	PUNCT
easat-3109	159	1	model	model	PROPN
easat-3109	159	2	mae	mae	PROPN
easat-3109	159	3	rmse	rmse	PROPN
easat-3109	159	4	adjusted	adjust	VERB
easat-3109	159	5	r2	r2	PROPN
easat-3109	159	6	random	random	ADJ
easat-3109	159	7	forest	forest	NOUN
easat-3109	159	8	2.69	2.69	NUM
easat-3109	159	9	5.62	5.62	NUM
easat-3109	159	10	0.92	0.92	NUM
easat-3109	159	11	lightgbm	lightgbm	VERB
easat-3109	159	12	1.67	1.67	NUM
easat-3109	159	13	3.84	3.84	NUM
easat-3109	159	14	0.97	0.97	NUM
easat-3109	159	15	lstm	lstm	NOUN
easat-3109	159	16	3.14	3.14	NUM
easat-3109	159	17	10.33	10.33	NUM
easat-3109	159	18	0.88	0.88	NUM
easat-3109	159	19	gru	gru	NOUN
easat-3109	159	20	3.13	3.13	NUM
easat-3109	159	21	10.56	10.56	NUM
easat-3109	159	22	0.89	0.89	NUM
easat-3109	159	23	prophet	prophet	NOUN
easat-3109	159	24	14.46	14.46	NUM
easat-3109	159	25	14.86	14.86	NUM
easat-3109	159	26	-1.56	-1.56	NUM
easat-3109	159	27	it	it	PRON
easat-3109	159	28	can	can	AUX
easat-3109	159	29	be	be	AUX
easat-3109	159	30	inferred	infer	VERB
easat-3109	159	31	that	that	SCONJ
easat-3109	159	32	the	the	DET
easat-3109	159	33	gradient	gradient	NOUN
easat-3109	159	34	boosting	boost	VERB
easat-3109	159	35	feature	feature	NOUN
easat-3109	159	36	of	of	ADP
easat-3109	159	37	the	the	DET
easat-3109	159	38	lightgbm	lightgbm	NOUN
easat-3109	159	39	allows	allow	VERB
easat-3109	159	40	it	it	PRON
easat-3109	159	41	to	to	PART
easat-3109	159	42	handle	handle	VERB
easat-3109	159	43	seasonal	seasonal	ADJ
easat-3109	159	44	variation	variation	NOUN
easat-3109	159	45	and	and	CCONJ
easat-3109	159	46	complex	complex	ADJ
easat-3109	159	47	relationships	relationship	NOUN
easat-3109	159	48	in	in	ADP
easat-3109	159	49	the	the	DET
easat-3109	159	50	data	datum	NOUN
easat-3109	159	51	efficiently	efficiently	ADV
easat-3109	159	52	,	,	PUNCT
easat-3109	159	53	making	make	VERB
easat-3109	159	54	it	it	PRON
easat-3109	159	55	an	an	DET
easat-3109	159	56	excellent	excellent	ADJ
easat-3109	159	57	choice	choice	NOUN
easat-3109	159	58	for	for	ADP
easat-3109	159	59	this	this	DET
easat-3109	159	60	task	task	NOUN
easat-3109	159	61	.	.	PUNCT
easat-3109	160	1	random	random	ADJ
easat-3109	160	2	forest	forest	NOUN
easat-3109	160	3	also	also	ADV
easat-3109	160	4	performs	perform	VERB
easat-3109	160	5	well	well	ADV
easat-3109	160	6	,	,	PUNCT
easat-3109	160	7	but	but	CCONJ
easat-3109	160	8	not	not	PART
easat-3109	160	9	as	as	ADV
easat-3109	160	10	well	well	ADV
easat-3109	160	11	as	as	ADP
easat-3109	160	12	lightgbm	lightgbm	ADJ
easat-3109	160	13	.	.	PUNCT
easat-3109	161	1	it	it	PRON
easat-3109	161	2	has	have	VERB
easat-3109	161	3	slightly	slightly	ADV
easat-3109	161	4	higher	high	ADJ
easat-3109	161	5	errors	error	NOUN
easat-3109	161	6	and	and	CCONJ
easat-3109	161	7	a	a	DET
easat-3109	161	8	lower	lower	ADV
easat-3109	161	9	adjusted	adjust	VERB
easat-3109	161	10	r²	r²	NOUN
easat-3109	161	11	of	of	ADP
easat-3109	161	12	0.92	0.92	NUM
easat-3109	161	13	,	,	PUNCT
easat-3109	161	14	indicating	indicate	VERB
easat-3109	161	15	that	that	SCONJ
easat-3109	161	16	it	it	PRON
easat-3109	161	17	explains	explain	VERB
easat-3109	161	18	around	around	ADP
easat-3109	161	19	92	92	NUM
easat-3109	161	20	%	%	NOUN
easat-3109	161	21	of	of	ADP
easat-3109	161	22	the	the	DET
easat-3109	161	23	variance	variance	NOUN
easat-3109	161	24	.	.	PUNCT
easat-3109	162	1	while	while	SCONJ
easat-3109	162	2	the	the	DET
easat-3109	162	3	random	random	ADJ
easat-3109	162	4	forest	forest	NOUN
easat-3109	162	5	is	be	AUX
easat-3109	162	6	quite	quite	ADV
easat-3109	162	7	accurate	accurate	ADJ
easat-3109	162	8	,	,	PUNCT
easat-3109	162	9	its	its	PRON
easat-3109	162	10	ensemble	ensemble	NOUN
easat-3109	162	11	of	of	ADP
easat-3109	162	12	decision	decision	NOUN
easat-3109	162	13	trees	tree	NOUN
easat-3109	162	14	may	may	AUX
easat-3109	162	15	not	not	PART
easat-3109	162	16	capture	capture	VERB
easat-3109	162	17	subtler	subtle	ADJ
easat-3109	162	18	patterns	pattern	NOUN
easat-3109	162	19	in	in	ADP
easat-3109	162	20	the	the	DET
easat-3109	162	21	data	datum	NOUN
easat-3109	162	22	as	as	ADV
easat-3109	162	23	effectively	effectively	ADV
easat-3109	162	24	as	as	ADP
easat-3109	162	25	lightgbm	lightgbm	ADJ
easat-3109	162	26	.	.	PUNCT
easat-3109	163	1	the	the	DET
easat-3109	163	2	lstm	lstm	PROPN
easat-3109	163	3	model	model	NOUN
easat-3109	163	4	's	's	PART
easat-3109	163	5	performance	performance	NOUN
easat-3109	163	6	is	be	AUX
easat-3109	163	7	decent	decent	ADJ
easat-3109	163	8	,	,	PUNCT
easat-3109	163	9	with	with	ADP
easat-3109	163	10	an	an	DET
easat-3109	163	11	adjusted	adjust	VERB
easat-3109	163	12	r²	r²	NOUN
easat-3109	163	13	of	of	ADP
easat-3109	163	14	0.88	0.88	NUM
easat-3109	163	15	.	.	PUNCT
easat-3109	164	1	this	this	PRON
easat-3109	164	2	indicates	indicate	VERB
easat-3109	164	3	it	it	PRON
easat-3109	164	4	explains	explain	VERB
easat-3109	164	5	88	88	NUM
easat-3109	164	6	%	%	NOUN
easat-3109	164	7	of	of	ADP
easat-3109	164	8	the	the	DET
easat-3109	164	9	variance	variance	NOUN
easat-3109	164	10	.	.	PUNCT
easat-3109	165	1	however	however	ADV
easat-3109	165	2	,	,	PUNCT
easat-3109	165	3	its	its	PRON
easat-3109	165	4	error	error	NOUN
easat-3109	165	5	rates	rate	NOUN
easat-3109	165	6	are	be	AUX
easat-3109	165	7	higher	high	ADJ
easat-3109	165	8	than	than	ADP
easat-3109	165	9	both	both	CCONJ
easat-3109	165	10	lightgbm	lightgbm	ADJ
easat-3109	165	11	and	and	CCONJ
easat-3109	165	12	random	random	ADJ
easat-3109	165	13	forest	forest	NOUN
easat-3109	165	14	.	.	PUNCT
easat-3109	166	1	lstm	lstm	NOUN
easat-3109	166	2	is	be	AUX
easat-3109	166	3	well	well	ADV
easat-3109	166	4	-	-	PUNCT
easat-3109	166	5	suited	suit	VERB
easat-3109	166	6	for	for	ADP
easat-3109	166	7	sequential	sequential	ADJ
easat-3109	166	8	data	datum	NOUN
easat-3109	166	9	,	,	PUNCT
easat-3109	166	10	but	but	CCONJ
easat-3109	166	11	in	in	ADP
easat-3109	166	12	this	this	DET
easat-3109	166	13	case	case	NOUN
easat-3109	166	14	,	,	PUNCT
easat-3109	166	15	it	it	PRON
easat-3109	166	16	may	may	AUX
easat-3109	166	17	not	not	PART
easat-3109	166	18	have	have	AUX
easat-3109	166	19	captured	capture	VERB
easat-3109	166	20	the	the	DET
easat-3109	166	21	seasonal	seasonal	ADJ
easat-3109	166	22	patterns	pattern	NOUN
easat-3109	166	23	as	as	ADV
easat-3109	166	24	effectively	effectively	ADV
easat-3109	166	25	,	,	PUNCT
easat-3109	166	26	or	or	CCONJ
easat-3109	166	27	it	it	PRON
easat-3109	166	28	could	could	AUX
easat-3109	166	29	require	require	VERB
easat-3109	166	30	further	further	ADJ
easat-3109	166	31	tuning	tuning	NOUN
easat-3109	166	32	.	.	PUNCT
easat-3109	167	1	the	the	DET
easat-3109	167	2	gru	gru	NOUN
easat-3109	167	3	model	model	NOUN
easat-3109	167	4	performs	perform	VERB
easat-3109	167	5	similarly	similarly	ADV
easat-3109	167	6	to	to	ADP
easat-3109	167	7	lstm	lstm	NOUN
easat-3109	167	8	,	,	PUNCT
easat-3109	167	9	with	with	ADP
easat-3109	167	10	nearly	nearly	ADV
easat-3109	167	11	identical	identical	ADJ
easat-3109	167	12	error	error	NOUN
easat-3109	167	13	metrics	metric	NOUN
easat-3109	167	14	and	and	CCONJ
easat-3109	167	15	an	an	DET
easat-3109	167	16	adjusted	adjust	VERB
easat-3109	167	17	r²	r²	NOUN
easat-3109	167	18	of	of	ADP
easat-3109	167	19	0.89	0.89	NUM
easat-3109	167	20	.	.	PUNCT
easat-3109	168	1	this	this	DET
easat-3109	168	2	model	model	NOUN
easat-3109	168	3	captures	capture	VERB
easat-3109	168	4	around	around	ADP
easat-3109	168	5	89	89	NUM
easat-3109	168	6	%	%	NOUN
easat-3109	168	7	of	of	ADP
easat-3109	168	8	the	the	DET
easat-3109	168	9	variance	variance	NOUN
easat-3109	168	10	but	but	CCONJ
easat-3109	168	11	still	still	ADV
easat-3109	168	12	lags	lag	VERB
easat-3109	168	13	behind	behind	ADV
easat-3109	168	14	lightgbm	lightgbm	ADJ
easat-3109	168	15	and	and	CCONJ
easat-3109	168	16	random	random	ADJ
easat-3109	168	17	forest	forest	NOUN
easat-3109	168	18	.	.	PUNCT
easat-3109	169	1	gru	gru	PROPN
easat-3109	169	2	,	,	PUNCT
easat-3109	169	3	being	be	AUX
easat-3109	169	4	simpler	simple	ADJ
easat-3109	169	5	than	than	ADP
easat-3109	169	6	lstm	lstm	ADJ
easat-3109	169	7	,	,	PUNCT
easat-3109	169	8	is	be	AUX
easat-3109	169	9	generally	generally	ADV
easat-3109	169	10	faster	fast	ADV
easat-3109	169	11	but	but	CCONJ
easat-3109	169	12	may	may	AUX
easat-3109	169	13	not	not	PART
easat-3109	169	14	provide	provide	VERB
easat-3109	169	15	additional	additional	ADJ
easat-3109	169	16	benefits	benefit	NOUN
easat-3109	169	17	in	in	ADP
easat-3109	169	18	this	this	DET
easat-3109	169	19	specific	specific	ADJ
easat-3109	169	20	context	context	NOUN
easat-3109	169	21	.	.	PUNCT
easat-3109	170	1	prophet	prophet	NOUN
easat-3109	170	2	performs	perform	VERB
easat-3109	170	3	very	very	ADV
easat-3109	170	4	poorly	poorly	ADV
easat-3109	170	5	in	in	ADP
easat-3109	170	6	this	this	DET
easat-3109	170	7	case	case	NOUN
easat-3109	170	8	,	,	PUNCT
easat-3109	170	9	with	with	ADP
easat-3109	170	10	high	high	ADJ
easat-3109	170	11	error	error	NOUN
easat-3109	170	12	values	value	NOUN
easat-3109	170	13	and	and	CCONJ
easat-3109	170	14	a	a	DET
easat-3109	170	15	negative	negative	ADJ
easat-3109	170	16	adjusted	adjusted	ADJ
easat-3109	170	17	r²	r²	NOUN
easat-3109	170	18	,	,	PUNCT
easat-3109	170	19	indicating	indicate	VERB
easat-3109	170	20	that	that	SCONJ
easat-3109	170	21	it	it	PRON
easat-3109	170	22	fails	fail	VERB
easat-3109	170	23	to	to	PART
easat-3109	170	24	explain	explain	VERB
easat-3109	170	25	the	the	DET
easat-3109	170	26	variance	variance	NOUN
easat-3109	170	27	in	in	ADP
easat-3109	170	28	the	the	DET
easat-3109	170	29	data	datum	NOUN
easat-3109	170	30	.	.	PUNCT
easat-3109	171	1	the	the	DET
easat-3109	171	2	negative	negative	ADJ
easat-3109	171	3	adjusted	adjust	VERB
easat-3109	171	4	r²	r²	NOUN
easat-3109	171	5	implies	imply	VERB
easat-3109	171	6	that	that	SCONJ
easat-3109	171	7	the	the	DET
easat-3109	171	8	model	model	NOUN
easat-3109	171	9	performs	perform	VERB
easat-3109	171	10	worse	bad	ADJ
easat-3109	171	11	than	than	ADP
easat-3109	171	12	a	a	DET
easat-3109	171	13	simple	simple	ADJ
easat-3109	171	14	mean	mean	NOUN
easat-3109	171	15	model	model	NOUN
easat-3109	171	16	.	.	PUNCT
easat-3109	172	1	hence	hence	ADV
easat-3109	172	2	,	,	PUNCT
easat-3109	172	3	the	the	DET
easat-3109	172	4	model	model	NOUN
easat-3109	172	5	is	be	AUX
easat-3109	172	6	unsuitable	unsuitable	ADJ
easat-3109	172	7	for	for	ADP
easat-3109	172	8	this	this	DET
easat-3109	172	9	complex	complex	ADJ
easat-3109	172	10	multivariate	multivariate	NOUN
easat-3109	172	11	dataset	dataset	VERB
easat-3109	172	12	modeling	modeling	NOUN
easat-3109	172	13	,	,	PUNCT
easat-3109	172	14	as	as	SCONJ
easat-3109	172	15	it	it	PRON
easat-3109	172	16	fails	fail	VERB
easat-3109	172	17	to	to	PART
easat-3109	172	18	capture	capture	VERB
easat-3109	172	19	the	the	DET
easat-3109	172	20	data	datum	NOUN
easat-3109	172	21	’s	’s	PART
easat-3109	172	22	patterns	pattern	NOUN
easat-3109	172	23	effectively	effectively	ADV
easat-3109	172	24	.	.	PUNCT
easat-3109	173	1	the	the	DET
easat-3109	173	2	recommended	recommend	VERB
easat-3109	173	3	lightgbm	lightgbm	ADJ
easat-3109	173	4	model	model	NOUN
easat-3109	173	5	was	be	AUX
easat-3109	173	6	74	74	NUM
easat-3109	173	7	edelweiss	edelweiss	PROPN
easat-3109	173	8	applied	apply	VERB
easat-3109	173	9	science	science	NOUN
easat-3109	173	10	and	and	CCONJ
easat-3109	173	11	technology	technology	NOUN
easat-3109	173	12	issn	issn	PROPN
easat-3109	173	13	:	:	PUNCT
easat-3109	173	14	2576	2576	NUM
easat-3109	173	15	-	-	SYM
easat-3109	173	16	8484	8484	NUM
easat-3109	173	17	vol	vol	NOUN
easat-3109	173	18	.	.	PROPN
easat-3109	174	1	9	9	NUM
easat-3109	174	2	,	,	PUNCT
easat-3109	174	3	no	no	INTJ
easat-3109	174	4	.	.	NOUN
easat-3109	174	5	1	1	NUM
easat-3109	174	6	:	:	SYM
easat-3109	174	7	67	67	NUM
easat-3109	174	8	-	-	SYM
easat-3109	174	9	75	75	NUM
easat-3109	174	10	,	,	PUNCT
easat-3109	174	11	2025	2025	NUM
easat-3109	174	12	doi	doi	NOUN
easat-3109	174	13	:	:	PUNCT
easat-3109	174	14	10.55214/25768484.v8i6.3109	10.55214/25768484.v8i6.3109	NUM
easat-3109	174	15	©	©	PROPN
easat-3109	174	16	2025	2025	NUM
easat-3109	174	17	by	by	ADP
easat-3109	174	18	the	the	DET
easat-3109	174	19	authors	author	NOUN
easat-3109	174	20	;	;	PUNCT
easat-3109	174	21	licensee	licensee	PROPN
easat-3109	174	22	learning	learning	NOUN
easat-3109	174	23	gate	gate	NOUN
easat-3109	174	24	used	use	VERB
easat-3109	174	25	to	to	PART
easat-3109	174	26	forecast	forecast	VERB
easat-3109	174	27	refractivity	refractivity	NOUN
easat-3109	174	28	for	for	ADP
easat-3109	174	29	the	the	DET
easat-3109	174	30	remaining	remain	VERB
easat-3109	174	31	months	month	NOUN
easat-3109	174	32	in	in	ADP
easat-3109	174	33	2024	2024	NUM
easat-3109	174	34	and	and	CCONJ
easat-3109	174	35	2025	2025	NUM
easat-3109	174	36	in	in	ADP
easat-3109	174	37	several	several	ADJ
easat-3109	174	38	locations	location	NOUN
easat-3109	174	39	within	within	ADP
easat-3109	174	40	the	the	DET
easat-3109	174	41	coastal	coastal	ADJ
easat-3109	174	42	stations	station	NOUN
easat-3109	174	43	.	.	PUNCT
easat-3109	175	1	the	the	DET
easat-3109	175	2	results	result	NOUN
easat-3109	175	3	obtained	obtain	VERB
easat-3109	175	4	and	and	CCONJ
easat-3109	175	5	the	the	DET
easat-3109	175	6	percentage	percentage	NOUN
easat-3109	175	7	errors	error	NOUN
easat-3109	175	8	for	for	ADP
easat-3109	175	9	a	a	DET
easat-3109	175	10	typical	typical	ADJ
easat-3109	175	11	(	(	PUNCT
easat-3109	175	12	cape	cape	NOUN
easat-3109	175	13	town	town	NOUN
easat-3109	175	14	)	)	PUNCT
easat-3109	175	15	are	be	AUX
easat-3109	175	16	presented	present	VERB
easat-3109	175	17	in	in	ADP
easat-3109	175	18	figure	figure	NOUN
easat-3109	175	19	4	4	NUM
easat-3109	175	20	and	and	CCONJ
easat-3109	175	21	table	table	NOUN
easat-3109	175	22	2	2	NUM
easat-3109	175	23	.	.	PUNCT
easat-3109	176	1	the	the	DET
easat-3109	176	2	figure	figure	NOUN
easat-3109	176	3	clearly	clearly	ADV
easat-3109	176	4	illustrates	illustrate	VERB
easat-3109	176	5	that	that	SCONJ
easat-3109	176	6	the	the	DET
easat-3109	176	7	model	model	NOUN
easat-3109	176	8	provides	provide	VERB
easat-3109	176	9	an	an	DET
easat-3109	176	10	efficient	efficient	ADJ
easat-3109	176	11	prediction	prediction	NOUN
easat-3109	176	12	method	method	NOUN
easat-3109	176	13	.	.	PUNCT
easat-3109	177	1	the	the	DET
easat-3109	177	2	maximum	maximum	ADJ
easat-3109	177	3	percentage	percentage	NOUN
easat-3109	177	4	error	error	NOUN
easat-3109	177	5	between	between	ADP
easat-3109	177	6	the	the	DET
easat-3109	177	7	measured	measure	VERB
easat-3109	177	8	and	and	CCONJ
easat-3109	177	9	predicted	predict	VERB
easat-3109	177	10	across	across	ADP
easat-3109	177	11	all	all	DET
easat-3109	177	12	tested	test	VERB
easat-3109	177	13	stations	station	NOUN
easat-3109	177	14	within	within	ADP
easat-3109	177	15	the	the	DET
easat-3109	177	16	coastal	coastal	ADJ
easat-3109	177	17	region	region	NOUN
easat-3109	177	18	is	be	AUX
easat-3109	177	19	1.2	1.2	NUM
easat-3109	177	20	%	%	NOUN
easat-3109	177	21	.	.	PUNCT
easat-3109	178	1	figure	figure	VERB
easat-3109	178	2	4	4	NUM
easat-3109	178	3	.	.	NOUN
easat-3109	178	4	time	time	NOUN
easat-3109	178	5	-	-	PUNCT
easat-3109	178	6	series	series	NOUN
easat-3109	178	7	of	of	ADP
easat-3109	178	8	the	the	DET
easat-3109	178	9	lightgbm	lightgbm	ADJ
easat-3109	178	10	trained	train	VERB
easat-3109	178	11	model	model	NOUN
easat-3109	178	12	showing	show	VERB
easat-3109	178	13	the	the	DET
easat-3109	178	14	measured	measure	VERB
easat-3109	178	15	and	and	CCONJ
easat-3109	178	16	predicted	predict	VERB
easat-3109	178	17	surface	surface	NOUN
easat-3109	178	18	refractivity	refractivity	NOUN
easat-3109	178	19	for	for	ADP
easat-3109	178	20	a	a	DET
easat-3109	178	21	typical	typical	ADJ
easat-3109	178	22	station	station	NOUN
easat-3109	178	23	;	;	PUNCT
easat-3109	178	24	cape	cape	NOUN
easat-3109	178	25	town	town	NOUN
easat-3109	178	26	.	.	PUNCT
easat-3109	179	1	4	4	X
easat-3109	179	2	.	.	X
easat-3109	179	3	conclusion	conclusion	NOUN
easat-3109	179	4	the	the	DET
easat-3109	179	5	preliminary	preliminary	ADJ
easat-3109	179	6	stage	stage	NOUN
easat-3109	179	7	of	of	ADP
easat-3109	179	8	this	this	DET
easat-3109	179	9	research	research	NOUN
easat-3109	179	10	studies	study	NOUN
easat-3109	179	11	the	the	DET
easat-3109	179	12	seasonal	seasonal	ADJ
easat-3109	179	13	variation	variation	NOUN
easat-3109	179	14	of	of	ADP
easat-3109	179	15	surface	surface	NOUN
easat-3109	179	16	refractivity	refractivity	NOUN
easat-3109	179	17	over	over	ADP
easat-3109	179	18	the	the	DET
easat-3109	179	19	coastal	coastal	ADJ
easat-3109	179	20	region	region	NOUN
easat-3109	179	21	of	of	ADP
easat-3109	179	22	south	south	PROPN
easat-3109	179	23	africa	africa	PROPN
easat-3109	179	24	.	.	PUNCT
easat-3109	180	1	the	the	DET
easat-3109	180	2	observed	observe	VERB
easat-3109	180	3	seasonal	seasonal	ADJ
easat-3109	180	4	trend	trend	NOUN
easat-3109	180	5	is	be	AUX
easat-3109	180	6	in	in	ADP
easat-3109	180	7	consonant	consonant	NOUN
easat-3109	180	8	with	with	ADP
easat-3109	180	9	previous	previous	ADJ
easat-3109	180	10	research	research	NOUN
easat-3109	180	11	works	work	NOUN
easat-3109	180	12	.	.	PUNCT
easat-3109	181	1	subsequently	subsequently	ADV
easat-3109	181	2	,	,	PUNCT
easat-3109	181	3	fifty	fifty	NUM
easat-3109	181	4	years	year	NOUN
easat-3109	181	5	atmospheric	atmospheric	ADJ
easat-3109	181	6	data	datum	NOUN
easat-3109	181	7	of	of	ADP
easat-3109	181	8	six	six	NUM
easat-3109	181	9	coastal	coastal	ADJ
easat-3109	181	10	locations	location	NOUN
easat-3109	181	11	in	in	ADP
easat-3109	181	12	south	south	PROPN
easat-3109	181	13	africa	africa	PROPN
easat-3109	181	14	were	be	AUX
easat-3109	181	15	used	use	VERB
easat-3109	181	16	to	to	PART
easat-3109	181	17	train	train	VERB
easat-3109	181	18	five	five	NUM
easat-3109	181	19	machine	machine	NOUN
easat-3109	181	20	learning	learning	NOUN
easat-3109	181	21	models	model	NOUN
easat-3109	181	22	for	for	ADP
easat-3109	181	23	surface	surface	NOUN
easat-3109	181	24	refractivity	refractivity	NOUN
easat-3109	181	25	forecasting	forecasting	NOUN
easat-3109	181	26	.	.	PUNCT
easat-3109	182	1	comparative	comparative	ADJ
easat-3109	182	2	analysis	analysis	NOUN
easat-3109	182	3	of	of	ADP
easat-3109	182	4	the	the	DET
easat-3109	182	5	model	model	NOUN
easat-3109	182	6	performance	performance	NOUN
easat-3109	182	7	recommends	recommend	VERB
easat-3109	182	8	the	the	DET
easat-3109	182	9	lightgbm	lightgbm	ADJ
easat-3109	182	10	model	model	NOUN
easat-3109	182	11	with	with	ADP
easat-3109	182	12	maximum	maximum	ADJ
easat-3109	182	13	percentage	percentage	NOUN
easat-3109	182	14	error	error	NOUN
easat-3109	182	15	of	of	ADP
easat-3109	182	16	about	about	ADP
easat-3109	182	17	1.2	1.2	NUM
easat-3109	182	18	%	%	NOUN
easat-3109	182	19	based	base	VERB
easat-3109	182	20	on	on	ADP
easat-3109	182	21	tested	test	VERB
easat-3109	182	22	future	future	ADJ
easat-3109	182	23	predictions	prediction	NOUN
easat-3109	182	24	.	.	PUNCT
easat-3109	183	1	the	the	DET
easat-3109	183	2	model	model	NOUN
easat-3109	183	3	could	could	AUX
easat-3109	183	4	be	be	AUX
easat-3109	183	5	used	use	VERB
easat-3109	183	6	to	to	PART
easat-3109	183	7	derive	derive	VERB
easat-3109	183	8	past	past	NOUN
easat-3109	183	9	,	,	PUNCT
easat-3109	183	10	real	real	ADJ
easat-3109	183	11	-	-	PUNCT
easat-3109	183	12	time	time	NOUN
easat-3109	183	13	and	and	CCONJ
easat-3109	183	14	future	future	ADJ
easat-3109	183	15	values	value	NOUN
easat-3109	183	16	of	of	ADP
easat-3109	183	17	surface	surface	NOUN
easat-3109	183	18	refractivity	refractivity	NOUN
easat-3109	183	19	in	in	ADP
easat-3109	183	20	areas	area	NOUN
easat-3109	183	21	where	where	SCONJ
easat-3109	183	22	there	there	PRON
easat-3109	183	23	is	be	VERB
easat-3109	183	24	scarcity	scarcity	NOUN
easat-3109	183	25	or	or	CCONJ
easat-3109	183	26	absence	absence	NOUN
easat-3109	183	27	of	of	ADP
easat-3109	183	28	atmospheric	atmospheric	ADJ
easat-3109	183	29	data	datum	NOUN
easat-3109	183	30	.	.	PUNCT
easat-3109	184	1	the	the	DET
easat-3109	184	2	models	model	NOUN
easat-3109	184	3	could	could	AUX
easat-3109	184	4	be	be	AUX
easat-3109	184	5	applied	apply	VERB
easat-3109	184	6	to	to	ADP
easat-3109	184	7	other	other	ADJ
easat-3109	184	8	climatic	climatic	ADJ
easat-3109	184	9	regions	region	NOUN
easat-3109	184	10	such	such	ADJ
easat-3109	184	11	as	as	ADP
easat-3109	184	12	arid	arid	NOUN
easat-3109	184	13	,	,	PUNCT
easat-3109	184	14	semi	semi	ADJ
easat-3109	184	15	-	-	ADJ
easat-3109	184	16	arid	arid	ADJ
easat-3109	184	17	,	,	PUNCT
easat-3109	184	18	tropical	tropical	ADJ
easat-3109	184	19	climate	climate	NOUN
easat-3109	184	20	to	to	PART
easat-3109	184	21	as	as	ADP
easat-3109	184	22	ascertain	ascertain	VERB
easat-3109	184	23	its	its	PRON
easat-3109	184	24	suitability	suitability	NOUN
easat-3109	184	25	.	.	PUNCT
easat-3109	185	1	funding	funding	NOUN
easat-3109	185	2	:	:	PUNCT
easat-3109	185	3	this	this	DET
easat-3109	185	4	research	research	NOUN
easat-3109	185	5	is	be	AUX
easat-3109	185	6	supported	support	VERB
easat-3109	185	7	by	by	ADP
easat-3109	185	8	tshwane	tshwane	NOUN
easat-3109	185	9	university	university	PROPN
easat-3109	185	10	of	of	ADP
easat-3109	185	11	technology	technology	PROPN
easat-3109	185	12	south	south	PROPN
easat-3109	185	13	africa	africa	PROPN
easat-3109	185	14	.	.	PUNCT
easat-3109	186	1	transparency	transparency	NOUN
easat-3109	186	2	:	:	PUNCT
easat-3109	186	3	the	the	DET
easat-3109	186	4	authors	author	NOUN
easat-3109	186	5	confirm	confirm	VERB
easat-3109	186	6	that	that	SCONJ
easat-3109	186	7	the	the	DET
easat-3109	186	8	manuscript	manuscript	NOUN
easat-3109	186	9	is	be	AUX
easat-3109	186	10	an	an	DET
easat-3109	186	11	honest	honest	ADJ
easat-3109	186	12	,	,	PUNCT
easat-3109	186	13	accurate	accurate	ADJ
easat-3109	186	14	,	,	PUNCT
easat-3109	186	15	and	and	CCONJ
easat-3109	186	16	transparent	transparent	ADJ
easat-3109	186	17	account	account	NOUN
easat-3109	186	18	of	of	ADP
easat-3109	186	19	the	the	DET
easat-3109	186	20	study	study	NOUN
easat-3109	186	21	;	;	PUNCT
easat-3109	186	22	that	that	SCONJ
easat-3109	186	23	no	no	DET
easat-3109	186	24	vital	vital	ADJ
easat-3109	186	25	features	feature	NOUN
easat-3109	186	26	of	of	ADP
easat-3109	186	27	the	the	DET
easat-3109	186	28	study	study	NOUN
easat-3109	186	29	have	have	AUX
easat-3109	186	30	been	be	AUX
easat-3109	186	31	omitted	omit	VERB
easat-3109	186	32	;	;	PUNCT
easat-3109	186	33	and	and	CCONJ
easat-3109	186	34	that	that	SCONJ
easat-3109	186	35	any	any	DET
easat-3109	186	36	discrepancies	discrepancy	NOUN
easat-3109	186	37	from	from	ADP
easat-3109	186	38	the	the	DET
easat-3109	186	39	study	study	NOUN
easat-3109	186	40	as	as	SCONJ
easat-3109	186	41	planned	plan	VERB
easat-3109	186	42	have	have	AUX
easat-3109	186	43	been	be	AUX
easat-3109	186	44	explained	explain	VERB
easat-3109	186	45	.	.	PUNCT
easat-3109	187	1	this	this	DET
easat-3109	187	2	study	study	NOUN
easat-3109	187	3	followed	follow	VERB
easat-3109	187	4	all	all	DET
easat-3109	187	5	ethical	ethical	ADJ
easat-3109	187	6	practices	practice	NOUN
easat-3109	187	7	during	during	ADP
easat-3109	187	8	writing	writing	NOUN
easat-3109	187	9	.	.	PUNCT
easat-3109	188	1	copyright	copyright	NOUN
easat-3109	188	2	:	:	PUNCT
easat-3109	188	3	©	©	PROPN
easat-3109	188	4	2025	2025	NUM
easat-3109	188	5	by	by	ADP
easat-3109	188	6	the	the	DET
easat-3109	188	7	authors	author	NOUN
easat-3109	188	8	.	.	PUNCT
easat-3109	189	1	this	this	DET
easat-3109	189	2	article	article	NOUN
easat-3109	189	3	is	be	AUX
easat-3109	189	4	an	an	DET
easat-3109	189	5	open	open	ADJ
easat-3109	189	6	access	access	NOUN
easat-3109	189	7	article	article	NOUN
easat-3109	189	8	distributed	distribute	VERB
easat-3109	189	9	under	under	ADP
easat-3109	189	10	the	the	DET
easat-3109	189	11	terms	term	NOUN
easat-3109	189	12	and	and	CCONJ
easat-3109	189	13	conditions	condition	NOUN
easat-3109	189	14	of	of	ADP
easat-3109	189	15	the	the	DET
easat-3109	189	16	creative	creative	ADJ
easat-3109	189	17	commons	common	NOUN
easat-3109	189	18	attribution	attribution	NOUN
easat-3109	189	19	(	(	PUNCT
easat-3109	189	20	cc	cc	NOUN
easat-3109	189	21	by	by	ADP
easat-3109	189	22	)	)	PUNCT
easat-3109	189	23	license	license	NOUN
easat-3109	189	24	(	(	PUNCT
easat-3109	189	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-3109	189	26	)	)	PUNCT
easat-3109	189	27	.	.	PUNCT
easat-3109	190	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-3109	190	2	75	75	NUM
easat-3109	190	3	edelweiss	edelweiss	PROPN
easat-3109	190	4	applied	apply	VERB
easat-3109	190	5	science	science	NOUN
easat-3109	190	6	and	and	CCONJ
easat-3109	190	7	technology	technology	NOUN
easat-3109	190	8	issn	issn	PROPN
easat-3109	190	9	:	:	PUNCT
easat-3109	190	10	2576	2576	NUM
easat-3109	190	11	-	-	SYM
easat-3109	190	12	8484	8484	NUM
easat-3109	190	13	vol	vol	NOUN
easat-3109	190	14	.	.	PROPN
easat-3109	191	1	9	9	NUM
easat-3109	191	2	,	,	PUNCT
easat-3109	191	3	no	no	INTJ
easat-3109	191	4	.	.	NOUN
easat-3109	191	5	1	1	NUM
easat-3109	191	6	:	:	SYM
easat-3109	191	7	67	67	NUM
easat-3109	191	8	-	-	SYM
easat-3109	191	9	75	75	NUM
easat-3109	191	10	,	,	PUNCT
easat-3109	191	11	2025	2025	NUM
easat-3109	191	12	doi	doi	NOUN
easat-3109	191	13	:	:	PUNCT
easat-3109	191	14	10.55214/25768484.v8i6.3109	10.55214/25768484.v8i6.3109	NUM
easat-3109	191	15	©	©	PROPN
easat-3109	191	16	2025	2025	NUM
easat-3109	191	17	by	by	ADP
easat-3109	191	18	the	the	DET
easat-3109	191	19	authors	author	NOUN
easat-3109	191	20	;	;	PUNCT
easat-3109	191	21	licensee	licensee	PROPN
easat-3109	191	22	learning	learn	VERB
easat-3109	191	23	gate	gate	NOUN
easat-3109	191	24	references	reference	NOUN
easat-3109	191	25	[	[	X
easat-3109	191	26	1	1	NUM
easat-3109	191	27	]	]	PUNCT
easat-3109	191	28	i.	i.	PROPN
easat-3109	191	29	alam	alam	PROPN
easat-3109	191	30	,	,	PUNCT
easat-3109	191	31	m.	m.	PROPN
easat-3109	191	32	najam	najam	PROPN
easat-3109	191	33	-	-	PROPN
easat-3109	191	34	ul	ul	INTJ
easat-3109	191	35	-	-	PUNCT
easat-3109	191	36	islam	islam	PROPN
easat-3109	191	37	,	,	PUNCT
easat-3109	191	38	u.	u.	PROPN
easat-3109	191	39	mujahid	mujahid	PROPN
easat-3109	191	40	,	,	PUNCT
easat-3109	191	41	s.	s.	PROPN
easat-3109	191	42	a.	a.	PROPN
easat-3109	191	43	a.	a.	PROPN
easat-3109	191	44	shah	shah	PROPN
easat-3109	191	45	,	,	PUNCT
easat-3109	191	46	and	and	CCONJ
easat-3109	191	47	r.	r.	PROPN
easat-3109	191	48	u.	u.	PROPN
easat-3109	191	49	haq	haq	PROPN
easat-3109	191	50	,	,	PUNCT
easat-3109	191	51	"	"	PUNCT
easat-3109	191	52	refractivity	refractivity	NOUN
easat-3109	191	53	variations	variation	NOUN
easat-3109	191	54	and	and	CCONJ
easat-3109	191	55	propagation	propagation	NOUN
easat-3109	191	56	at	at	ADP
easat-3109	191	57	ultra	ultra	ADJ
easat-3109	191	58	high	high	ADJ
easat-3109	191	59	frequency	frequency	NOUN
easat-3109	191	60	,	,	PUNCT
easat-3109	191	61	"	"	PUNCT
easat-3109	191	62	results	result	NOUN
easat-3109	191	63	in	in	ADP
easat-3109	191	64	physics	physics	NOUN
easat-3109	191	65	,	,	PUNCT
easat-3109	191	66	vol	vol	NOUN
easat-3109	191	67	.	.	PROPN
easat-3109	192	1	7	7	NUM
easat-3109	192	2	,	,	PUNCT
easat-3109	192	3	pp	pp	ADJ
easat-3109	192	4	.	.	PUNCT
easat-3109	193	1	3732	3732	NUM
easat-3109	193	2	-	-	SYM
easat-3109	193	3	3737	3737	NUM
easat-3109	193	4	,	,	PUNCT
easat-3109	193	5	2017	2017	NUM
easat-3109	193	6	.	.	PUNCT
easat-3109	194	1	https://doi.org/10.1016/j.rinp.2017.09.050	https://doi.org/10.1016/j.rinp.2017.09.050	PROPN
easat-3109	195	1	[	[	X
easat-3109	195	2	2	2	X
easat-3109	195	3	]	]	PUNCT
easat-3109	195	4	s.	s.	PROPN
easat-3109	195	5	j.	j.	PROPN
easat-3109	195	6	salamon	salamon	PROPN
easat-3109	195	7	,	,	PUNCT
easat-3109	195	8	h.	h.	PROPN
easat-3109	195	9	j.	j.	PROPN
easat-3109	195	10	hansen	hansen	PROPN
easat-3109	195	11	,	,	PUNCT
easat-3109	195	12	and	and	CCONJ
easat-3109	195	13	d.	d.	PROPN
easat-3109	195	14	abbott	abbott	PROPN
easat-3109	195	15	,	,	PUNCT
easat-3109	195	16	"	"	PUNCT
easat-3109	195	17	prediction	prediction	NOUN
easat-3109	195	18	of	of	ADP
easat-3109	195	19	surface	surface	NOUN
easat-3109	195	20	refractivity	refractivity	NOUN
easat-3109	195	21	gradient	gradient	NOUN
easat-3109	195	22	distributions	distribution	NOUN
easat-3109	195	23	,	,	PUNCT
easat-3109	195	24	from	from	ADP
easat-3109	195	25	weather	weather	NOUN
easat-3109	195	26	station	station	NOUN
easat-3109	195	27	surface	surface	NOUN
easat-3109	195	28	data	datum	NOUN
easat-3109	195	29	,	,	PUNCT
easat-3109	195	30	"	"	PUNCT
easat-3109	195	31	presented	present	VERB
easat-3109	195	32	at	at	ADP
easat-3109	195	33	the	the	PRON
easat-3109	195	34	in	in	ADP
easat-3109	195	35	the	the	DET
easat-3109	195	36	8th	8th	ADJ
easat-3109	195	37	european	european	ADJ
easat-3109	195	38	conference	conference	NOUN
easat-3109	195	39	on	on	ADP
easat-3109	195	40	antennas	antenna	NOUN
easat-3109	195	41	and	and	CCONJ
easat-3109	195	42	propagation	propagation	NOUN
easat-3109	195	43	(	(	PUNCT
easat-3109	195	44	eucap	eucap	NOUN
easat-3109	195	45	2014	2014	NUM
easat-3109	195	46	)	)	PUNCT
easat-3109	195	47	,	,	PUNCT
easat-3109	195	48	the	the	DET
easat-3109	195	49	hague	hague	PROPN
easat-3109	195	50	,	,	PUNCT
easat-3109	195	51	netherlands	netherlands	PROPN
easat-3109	195	52	,	,	PUNCT
easat-3109	195	53	apr	apr	PROPN
easat-3109	195	54	.	.	PROPN
easat-3109	195	55	2014	2014	NUM
easat-3109	195	56	,	,	PUNCT
easat-3109	195	57	pp	pp	ADJ
easat-3109	195	58	.	.	PUNCT
easat-3109	196	1	296–300	296–300	NUM
easat-3109	196	2	.	.	PUNCT
easat-3109	197	1	https://doi.org/10.1109/eucap.2014.6901750	https://doi.org/10.1109/eucap.2014.6901750	NOUN
easat-3109	197	2	,	,	PUNCT
easat-3109	197	3	2014	2014	NUM
easat-3109	197	4	.	.	PUNCT
easat-3109	198	1	[	[	X
easat-3109	198	2	3	3	X
easat-3109	198	3	]	]	X
easat-3109	198	4	y.	y.	PROPN
easat-3109	198	5	b.	b.	PROPN
easat-3109	198	6	lawal	lawal	PROPN
easat-3109	198	7	and	and	CCONJ
easat-3109	198	8	e.	e.	PROPN
easat-3109	198	9	t.	t.	PROPN
easat-3109	198	10	omotoso	omotoso	PROPN
easat-3109	198	11	,	,	PUNCT
easat-3109	198	12	"	"	PUNCT
easat-3109	198	13	investigation	investigation	NOUN
easat-3109	198	14	of	of	ADP
easat-3109	198	15	point	point	NOUN
easat-3109	198	16	refractivity	refractivity	NOUN
easat-3109	198	17	gradient	gradient	NOUN
easat-3109	198	18	and	and	CCONJ
easat-3109	198	19	geoclimatic	geoclimatic	ADJ
easat-3109	198	20	factor	factor	NOUN
easat-3109	198	21	at	at	ADP
easat-3109	198	22	70	70	NUM
easat-3109	198	23	m	m	NOUN
easat-3109	198	24	altitude	altitude	NOUN
easat-3109	198	25	in	in	ADP
easat-3109	198	26	yenagoa	yenagoa	PROPN
easat-3109	198	27	,	,	PUNCT
easat-3109	198	28	nigeria	nigeria	PROPN
easat-3109	198	29	,	,	PUNCT
easat-3109	198	30	"	"	PUNCT
easat-3109	198	31	journal	journal	NOUN
easat-3109	198	32	of	of	ADP
easat-3109	198	33	the	the	DET
easat-3109	198	34	nigerian	nigerian	ADJ
easat-3109	198	35	society	society	NOUN
easat-3109	198	36	of	of	ADP
easat-3109	198	37	physical	physical	ADJ
easat-3109	198	38	sciences	science	NOUN
easat-3109	198	39	,	,	PUNCT
easat-3109	198	40	vol	vol	NOUN
easat-3109	198	41	.	.	PROPN
easat-3109	198	42	5	5	NUM
easat-3109	198	43	,	,	PUNCT
easat-3109	198	44	no	no	INTJ
easat-3109	198	45	.	.	NOUN
easat-3109	198	46	1	1	NUM
easat-3109	198	47	,	,	PUNCT
easat-3109	198	48	p.	p.	NOUN
easat-3109	198	49	1081	1081	NUM
easat-3109	198	50	,	,	PUNCT
easat-3109	198	51	2023	2023	NUM
easat-3109	198	52	.	.	PUNCT
easat-3109	199	1	https://doi.org/10.46481/jnsps.2023.1081	https://doi.org/10.46481/jnsps.2023.1081	PROPN
easat-3109	200	1	[	[	X
easat-3109	200	2	4	4	X
easat-3109	200	3	]	]	PUNCT
easat-3109	200	4	s.	s.	PROPN
easat-3109	200	5	s.	s.	PROPN
easat-3109	200	6	hussain	hussain	PROPN
easat-3109	200	7	,	,	PUNCT
easat-3109	200	8	l.	l.	PROPN
easat-3109	200	9	ali	ali	PROPN
easat-3109	200	10	,	,	PUNCT
easat-3109	200	11	a.	a.	PROPN
easat-3109	200	12	hussain	hussain	PROPN
easat-3109	200	13	,	,	PUNCT
easat-3109	200	14	a.	a.	PROPN
easat-3109	200	15	ullah	ullah	PROPN
easat-3109	200	16	,	,	PUNCT
easat-3109	200	17	l.	l.	PROPN
easat-3109	200	18	sun	sun	PROPN
easat-3109	200	19	,	,	PUNCT
easat-3109	200	20	and	and	CCONJ
easat-3109	200	21	g.	g.	PROPN
easat-3109	200	22	zhang	zhang	PROPN
easat-3109	200	23	,	,	PUNCT
easat-3109	200	24	"	"	PUNCT
easat-3109	200	25	surface	surface	NOUN
easat-3109	200	26	refractivity	refractivity	NOUN
easat-3109	200	27	profile	profile	NOUN
easat-3109	200	28	construction	construction	NOUN
easat-3109	200	29	on	on	ADP
easat-3109	200	30	onefourth	onefourth	NOUN
easat-3109	200	31	kilometer	kilometer	PROPN
easat-3109	200	32	square	square	ADJ
easat-3109	200	33	area	area	NOUN
easat-3109	200	34	for	for	ADP
easat-3109	200	35	1800	1800	NUM
easat-3109	200	36	to	to	ADP
easat-3109	200	37	1900	1900	NUM
easat-3109	200	38	mhz	mhz	NOUN
easat-3109	200	39	frequency	frequency	NOUN
easat-3109	200	40	,	,	PUNCT
easat-3109	200	41	"	"	PUNCT
easat-3109	200	42	ieee	ieee	NOUN
easat-3109	200	43	access	access	NOUN
easat-3109	200	44	,	,	PUNCT
easat-3109	200	45	vol	vol	NOUN
easat-3109	200	46	.	.	PROPN
easat-3109	200	47	8	8	NUM
easat-3109	200	48	,	,	PUNCT
easat-3109	200	49	pp	pp	ADJ
easat-3109	200	50	.	.	PUNCT
easat-3109	201	1	35650–35661	35650–35661	NUM
easat-3109	201	2	,	,	PUNCT
easat-3109	201	3	2020	2020	NUM
easat-3109	201	4	.	.	PUNCT
easat-3109	202	1	https://doi.org/10.1109/access.2020.2973241	https://doi.org/10.1109/access.2020.2973241	X
easat-3109	203	1	[	[	X
easat-3109	203	2	5	5	X
easat-3109	203	3	]	]	PUNCT
easat-3109	203	4	a.	a.	NOUN
easat-3109	203	5	j.	j.	PROPN
easat-3109	203	6	palmer	palmer	PROPN
easat-3109	203	7	and	and	CCONJ
easat-3109	203	8	d.	d.	PROPN
easat-3109	203	9	c.	c.	PROPN
easat-3109	203	10	bake	bake	PROPN
easat-3109	203	11	,	,	PUNCT
easat-3109	203	12	"	"	PUNCT
easat-3109	203	13	towards	towards	ADP
easat-3109	203	14	a	a	DET
easat-3109	203	15	model	model	NOUN
easat-3109	203	16	of	of	ADP
easat-3109	203	17	the	the	DET
easat-3109	203	18	radio	radio	NOUN
easat-3109	203	19	refractive	refractive	ADJ
easat-3109	203	20	index	index	NOUN
easat-3109	203	21	for	for	ADP
easat-3109	203	22	southern	southern	PROPN
easat-3109	203	23	africa	africa	PROPN
easat-3109	203	24	-	-	PUNCT
easat-3109	203	25	current	current	ADJ
easat-3109	203	26	status	status	NOUN
easat-3109	203	27	and	and	CCONJ
easat-3109	203	28	future	future	ADJ
easat-3109	203	29	perspectives	perspective	NOUN
easat-3109	203	30	,	,	PUNCT
easat-3109	203	31	"	"	PUNCT
easat-3109	203	32	presented	present	VERB
easat-3109	203	33	at	at	ADP
easat-3109	203	34	the	the	DET
easat-3109	203	35	in	in	ADP
easat-3109	203	36	1999	1999	NUM
easat-3109	203	37	ieee	ieee	NOUN
easat-3109	203	38	africon	africon	NOUN
easat-3109	203	39	.	.	PUNCT
easat-3109	204	1	5th	5th	ADJ
easat-3109	204	2	africon	africon	NOUN
easat-3109	204	3	conference	conference	NOUN
easat-3109	204	4	in	in	ADP
easat-3109	204	5	africa	africa	PROPN
easat-3109	204	6	,	,	PUNCT
easat-3109	204	7	cape	cape	NOUN
easat-3109	204	8	town	town	NOUN
easat-3109	204	9	,	,	PUNCT
easat-3109	204	10	south	south	PROPN
easat-3109	204	11	africa	africa	PROPN
easat-3109	204	12	,	,	PUNCT
easat-3109	204	13	sep	sep	PROPN
easat-3109	204	14	.	.	PROPN
easat-3109	204	15	1999	1999	NUM
easat-3109	204	16	.	.	PUNCT
easat-3109	205	1	https://doi.org/10.1109/afrcon.1999.821921	https://doi.org/10.1109/afrcon.1999.821921	NOUN
easat-3109	205	2	,	,	PUNCT
easat-3109	205	3	1999	1999	NUM
easat-3109	205	4	.	.	PUNCT
easat-3109	206	1	[	[	X
easat-3109	206	2	6	6	NUM
easat-3109	206	3	]	]	PUNCT
easat-3109	206	4	a.	a.	NOUN
easat-3109	206	5	dabideen	dabideen	NOUN
easat-3109	206	6	,	,	PUNCT
easat-3109	206	7	m.	m.	NOUN
easat-3109	206	8	gopichund	gopichund	NOUN
easat-3109	206	9	,	,	PUNCT
easat-3109	206	10	and	and	CCONJ
easat-3109	206	11	t.	t.	PROPN
easat-3109	206	12	afullo	afullo	PROPN
easat-3109	206	13	,	,	PUNCT
easat-3109	206	14	"	"	PUNCT
easat-3109	206	15	radio	radio	NOUN
easat-3109	206	16	refractivity	refractivity	NOUN
easat-3109	206	17	distribution	distribution	NOUN
easat-3109	206	18	and	and	CCONJ
easat-3109	206	19	duct	duct	NOUN
easat-3109	206	20	and	and	CCONJ
easat-3109	206	21	fading	fade	VERB
easat-3109	206	22	occurrence	occurrence	NOUN
easat-3109	206	23	measurements	measurement	NOUN
easat-3109	206	24	in	in	ADP
easat-3109	206	25	kwazulu	kwazulu	NOUN
easat-3109	206	26	-	-	PUNCT
easat-3109	206	27	natal	natal	NOUN
easat-3109	206	28	,	,	PUNCT
easat-3109	206	29	"	"	PUNCT
easat-3109	206	30	saiee	saiee	PROPN
easat-3109	206	31	africa	africa	PROPN
easat-3109	206	32	research	research	PROPN
easat-3109	206	33	journal	journal	PROPN
easat-3109	206	34	,	,	PUNCT
easat-3109	206	35	vol	vol	NOUN
easat-3109	206	36	.	.	PROPN
easat-3109	206	37	96	96	NUM
easat-3109	206	38	,	,	PUNCT
easat-3109	206	39	no	no	INTJ
easat-3109	206	40	.	.	NOUN
easat-3109	206	41	2	2	NUM
easat-3109	206	42	,	,	PUNCT
easat-3109	206	43	pp	pp	ADJ
easat-3109	206	44	.	.	PUNCT
easat-3109	207	1	121	121	NUM
easat-3109	207	2	-	-	SYM
easat-3109	207	3	133	133	NUM
easat-3109	207	4	,	,	PUNCT
easat-3109	207	5	2005	2005	NUM
easat-3109	207	6	.	.	PUNCT
easat-3109	208	1	https://doi.org/10.23919/saiee.2005.9488095	https://doi.org/10.23919/saiee.2005.9488095	PROPN
easat-3109	209	1	[	[	X
easat-3109	209	2	7	7	NUM
easat-3109	209	3	]	]	X
easat-3109	209	4	m.	m.	NOUN
easat-3109	209	5	o.	o.	PROPN
easat-3109	209	6	asiyo	asiyo	PROPN
easat-3109	209	7	and	and	CCONJ
easat-3109	210	1	t.	t.	PROPN
easat-3109	210	2	j.	j.	PROPN
easat-3109	210	3	o.	o.	PROPN
easat-3109	210	4	afullo	afullo	PROPN
easat-3109	210	5	,	,	PUNCT
easat-3109	210	6	"	"	PUNCT
easat-3109	210	7	spatial	spatial	ADJ
easat-3109	210	8	interpolation	interpolation	NOUN
easat-3109	210	9	for	for	ADP
easat-3109	210	10	mapping	mapping	NOUN
easat-3109	210	11	geoclimatic	geoclimatic	ADJ
easat-3109	210	12	factor	factor	NOUN
easat-3109	210	13	k	k	PROPN
easat-3109	210	14	in	in	ADP
easat-3109	210	15	south	south	PROPN
easat-3109	210	16	africa	africa	PROPN
easat-3109	210	17	,	,	PUNCT
easat-3109	210	18	"	"	PUNCT
easat-3109	210	19	in	in	ADP
easat-3109	210	20	in	in	ADP
easat-3109	210	21	piers	pier	NOUN
easat-3109	210	22	proceedings	proceeding	NOUN
easat-3109	210	23	,	,	PUNCT
easat-3109	210	24	taipei	taipei	PROPN
easat-3109	210	25	,	,	PUNCT
easat-3109	210	26	taiwan	taiwan	PROPN
easat-3109	210	27	,	,	PUNCT
easat-3109	210	28	mar	mar	PROPN
easat-3109	210	29	.	.	PROPN
easat-3109	210	30	2013	2013	NUM
easat-3109	210	31	,	,	PUNCT
easat-3109	210	32	pp	pp	ADP
easat-3109	210	33	.	.	PUNCT
easat-3109	211	1	25–28	25–28	NUM
easat-3109	211	2	,	,	PUNCT
easat-3109	211	3	2013	2013	NUM
easat-3109	211	4	.	.	PUNCT
easat-3109	212	1	[	[	X
easat-3109	212	2	8	8	NUM
easat-3109	212	3	]	]	PUNCT
easat-3109	212	4	p.	p.	PROPN
easat-3109	212	5	e.	e.	PROPN
easat-3109	212	6	agbo	agbo	PROPN
easat-3109	212	7	,	,	PUNCT
easat-3109	212	8	"	"	PUNCT
easat-3109	212	9	the	the	DET
easat-3109	212	10	role	role	NOUN
easat-3109	212	11	of	of	ADP
easat-3109	212	12	statistical	statistical	ADJ
easat-3109	212	13	methods	method	NOUN
easat-3109	212	14	and	and	CCONJ
easat-3109	212	15	tools	tool	NOUN
easat-3109	212	16	for	for	ADP
easat-3109	212	17	weather	weather	NOUN
easat-3109	212	18	forecasting	forecasting	NOUN
easat-3109	212	19	and	and	CCONJ
easat-3109	212	20	modeling	modeling	NOUN
easat-3109	212	21	,	,	PUNCT
easat-3109	212	22	"	"	PUNCT
easat-3109	212	23	intechopen	intechopen	ADJ
easat-3109	212	24	,	,	PUNCT
easat-3109	212	25	pp	pp	ADJ
easat-3109	212	26	.	.	PUNCT
easat-3109	213	1	3	3	NUM
easat-3109	213	2	-	-	SYM
easat-3109	213	3	22	22	NUM
easat-3109	213	4	,	,	PUNCT
easat-3109	213	5	2021	2021	NUM
easat-3109	213	6	.	.	PUNCT
easat-3109	214	1	https://doi.org/10.5772/intechopen.96854	https://doi.org/10.5772/intechopen.96854	X
easat-3109	215	1	[	[	X
easat-3109	215	2	9	9	NUM
easat-3109	215	3	]	]	PUNCT
easat-3109	215	4	k.	k.	PROPN
easat-3109	215	5	cho	cho	PROPN
easat-3109	215	6	et	et	PROPN
easat-3109	215	7	al	al	PROPN
easat-3109	215	8	.	.	PROPN
easat-3109	215	9	,	,	PUNCT
easat-3109	215	10	"	"	PUNCT
easat-3109	215	11	learning	learn	VERB
easat-3109	215	12	phrase	phrase	NOUN
easat-3109	215	13	representations	representation	NOUN
easat-3109	215	14	using	use	VERB
easat-3109	215	15	rnn	rnn	NOUN
easat-3109	215	16	encoder	encoder	NOUN
easat-3109	215	17	–	–	PUNCT
easat-3109	215	18	decoder	decoder	NOUN
easat-3109	215	19	for	for	ADP
easat-3109	215	20	statistical	statistical	ADJ
easat-3109	215	21	machine	machine	NOUN
easat-3109	215	22	translation	translation	NOUN
easat-3109	215	23	,	,	PUNCT
easat-3109	215	24	"	"	PUNCT
easat-3109	215	25	in	in	ADP
easat-3109	215	26	in	in	ADP
easat-3109	215	27	proceedings	proceeding	NOUN
easat-3109	215	28	of	of	ADP
easat-3109	215	29	the	the	DET
easat-3109	215	30	2014	2014	NUM
easat-3109	215	31	conference	conference	NOUN
easat-3109	215	32	on	on	ADP
easat-3109	215	33	empirical	empirical	ADJ
easat-3109	215	34	methods	method	NOUN
easat-3109	215	35	in	in	ADP
easat-3109	215	36	natural	natural	ADJ
easat-3109	215	37	language	language	NOUN
easat-3109	215	38	processing	processing	NOUN
easat-3109	215	39	(	(	PUNCT
easat-3109	215	40	emnlp	emnlp	ADJ
easat-3109	215	41	)	)	PUNCT
easat-3109	215	42	,	,	PUNCT
easat-3109	215	43	2014	2014	NUM
easat-3109	215	44	,	,	PUNCT
easat-3109	215	45	pp	pp	ADJ
easat-3109	215	46	.	.	PUNCT
easat-3109	216	1	1724–1734	1724–1734	NUM
easat-3109	216	2	.	.	PUNCT
easat-3109	217	1	https://doi.org/10.3115/v1/d14-1179	https://doi.org/10.3115/v1/d14-1179	NOUN
easat-3109	217	2	,	,	PUNCT
easat-3109	217	3	2014	2014	NUM
easat-3109	217	4	.	.	PUNCT
easat-3109	218	1	[	[	X
easat-3109	218	2	10	10	NUM
easat-3109	218	3	]	]	PUNCT
easat-3109	218	4	x.	x.	PROPN
easat-3109	218	5	zhang	zhang	PROPN
easat-3109	218	6	,	,	PUNCT
easat-3109	218	7	l.	l.	PROPN
easat-3109	218	8	zhang	zhang	PROPN
easat-3109	218	9	,	,	PUNCT
easat-3109	218	10	d.	d.	PROPN
easat-3109	218	11	zhao	zhao	PROPN
easat-3109	218	12	,	,	PUNCT
easat-3109	218	13	and	and	CCONJ
easat-3109	218	14	y.	y.	PROPN
easat-3109	218	15	zhang	zhang	PROPN
easat-3109	218	16	,	,	PUNCT
easat-3109	218	17	"	"	PUNCT
easat-3109	218	18	efficient	efficient	ADJ
easat-3109	218	19	parallel	parallel	ADJ
easat-3109	218	20	gradient	gradient	NOUN
easat-3109	218	21	boosting	boost	VERB
easat-3109	218	22	decision	decision	NOUN
easat-3109	218	23	trees	tree	NOUN
easat-3109	218	24	,	,	PUNCT
easat-3109	218	25	"	"	PUNCT
easat-3109	218	26	ieee	ieee	NOUN
easat-3109	218	27	transactions	transaction	NOUN
easat-3109	218	28	on	on	ADP
easat-3109	218	29	big	big	ADJ
easat-3109	218	30	data	datum	NOUN
easat-3109	218	31	,	,	PUNCT
easat-3109	218	32	vol	vol	NOUN
easat-3109	218	33	.	.	PROPN
easat-3109	218	34	7	7	NUM
easat-3109	218	35	,	,	PUNCT
easat-3109	218	36	no	no	INTJ
easat-3109	218	37	.	.	NOUN
easat-3109	218	38	2	2	NUM
easat-3109	218	39	,	,	PUNCT
easat-3109	218	40	pp	pp	ADJ
easat-3109	218	41	.	.	PUNCT
easat-3109	219	1	234–246	234–246	NUM
easat-3109	219	2	,	,	PUNCT
easat-3109	219	3	2021	2021	NUM
easat-3109	219	4	.	.	PUNCT
easat-3109	220	1	https://doi.org/10.1109/tbdata.2018.2884052	https://doi.org/10.1109/tbdata.2018.2884052	X
easat-3109	221	1	[	[	X
easat-3109	221	2	11	11	NUM
easat-3109	221	3	]	]	X
easat-3109	221	4	g.	g.	PROPN
easat-3109	221	5	ke	ke	PROPN
easat-3109	221	6	et	et	PROPN
easat-3109	221	7	al	al	PROPN
easat-3109	221	8	.	.	PROPN
easat-3109	221	9	,	,	PUNCT
easat-3109	221	10	"	"	PUNCT
easat-3109	221	11	lightgbm	lightgbm	ADJ
easat-3109	221	12	:	:	PUNCT
easat-3109	221	13	a	a	DET
easat-3109	221	14	highly	highly	ADV
easat-3109	221	15	efficient	efficient	ADJ
easat-3109	221	16	gradient	gradient	NOUN
easat-3109	221	17	boosting	boost	VERB
easat-3109	221	18	decision	decision	NOUN
easat-3109	221	19	tree	tree	NOUN
easat-3109	221	20	,	,	PUNCT
easat-3109	221	21	"	"	PUNCT
easat-3109	221	22	in	in	ADP
easat-3109	221	23	in	in	ADP
easat-3109	221	24	proceedings	proceeding	NOUN
easat-3109	221	25	of	of	ADP
easat-3109	221	26	the	the	DET
easat-3109	221	27	31st	31st	ADJ
easat-3109	221	28	international	international	ADJ
easat-3109	221	29	conference	conference	NOUN
easat-3109	221	30	on	on	ADP
easat-3109	221	31	neural	neural	ADJ
easat-3109	221	32	information	information	NOUN
easat-3109	221	33	processing	processing	NOUN
easat-3109	221	34	systems	system	NOUN
easat-3109	221	35	(	(	PUNCT
easat-3109	221	36	nips	nip	NOUN
easat-3109	221	37	2017	2017	NUM
easat-3109	221	38	)	)	PUNCT
easat-3109	221	39	,	,	PUNCT
easat-3109	221	40	long	long	ADJ
easat-3109	221	41	beach	beach	NOUN
easat-3109	221	42	,	,	PUNCT
easat-3109	221	43	ca	ca	PROPN
easat-3109	221	44	,	,	PUNCT
easat-3109	221	45	usa	usa	PROPN
easat-3109	221	46	,	,	PUNCT
easat-3109	221	47	2017	2017	NUM
easat-3109	221	48	,	,	PUNCT
easat-3109	221	49	pp	pp	ADJ
easat-3109	221	50	.	.	PUNCT
easat-3109	222	1	3149–3157	3149–3157	NUM
easat-3109	222	2	,	,	PUNCT
easat-3109	222	3	2017	2017	NUM
easat-3109	222	4	.	.	PUNCT
easat-3109	223	1	[	[	X
easat-3109	223	2	12	12	NUM
easat-3109	223	3	]	]	X
easat-3109	223	4	c.	c.	PROPN
easat-3109	223	5	aggarwal	aggarwal	PROPN
easat-3109	223	6	,	,	PUNCT
easat-3109	223	7	"	"	PUNCT
easat-3109	223	8	neural	neural	ADJ
easat-3109	223	9	networks	network	NOUN
easat-3109	223	10	and	and	CCONJ
easat-3109	223	11	deep	deep	ADJ
easat-3109	223	12	learning	learning	NOUN
easat-3109	223	13	,	,	PUNCT
easat-3109	223	14	1st	1st	ADJ
easat-3109	223	15	ed	ed	NOUN
easat-3109	223	16	.	.	PUNCT
easat-3109	223	17	springer	springer	PROPN
easat-3109	223	18	link	link	PROPN
easat-3109	223	19	,	,	PUNCT
easat-3109	223	20	"	"	PUNCT
easat-3109	223	21	pp	pp	ADP
easat-3109	223	22	.	.	PUNCT
easat-3109	224	1	265–304	265–304	NUM
easat-3109	224	2	,	,	PUNCT
easat-3109	224	3	2023	2023	NUM
easat-3109	224	4	.	.	PUNCT
easat-3109	224	5	https://doi.org/10.1007/978-3-031-29642-0_8	https://doi.org/10.1007/978-3-031-29642-0_8	PUNCT
easat-3109	225	1	[	[	X
easat-3109	225	2	13	13	NUM
easat-3109	225	3	]	]	PUNCT
easat-3109	225	4	s.	s.	PROPN
easat-3109	225	5	j.	j.	PROPN
easat-3109	225	6	taylor	taylor	PROPN
easat-3109	225	7	and	and	CCONJ
easat-3109	225	8	b.	b.	PROPN
easat-3109	225	9	letham	letham	PROPN
easat-3109	225	10	,	,	PUNCT
easat-3109	225	11	"	"	PUNCT
easat-3109	225	12	prophet	prophet	NOUN
easat-3109	225	13	:	:	PUNCT
easat-3109	225	14	rapid	rapid	ADJ
easat-3109	225	15	automatic	automatic	ADJ
easat-3109	225	16	forecasting	forecasting	NOUN
easat-3109	225	17	of	of	ADP
easat-3109	225	18	time	time	NOUN
easat-3109	225	19	series	series	PROPN
easat-3109	225	20	data	data	PROPN
easat-3109	225	21	,	,	PUNCT
easat-3109	225	22	"	"	PUNCT
easat-3109	225	23	in	in	ADP
easat-3109	225	24	in	in	ADP
easat-3109	225	25	proceedings	proceeding	NOUN
easat-3109	225	26	of	of	ADP
easat-3109	225	27	the	the	DET
easat-3109	225	28	30th	30th	ADJ
easat-3109	225	29	conference	conference	NOUN
easat-3109	225	30	on	on	ADP
easat-3109	225	31	neural	neural	ADJ
easat-3109	225	32	information	information	NOUN
easat-3109	225	33	processing	processing	NOUN
easat-3109	225	34	systems	system	NOUN
easat-3109	225	35	(	(	PUNCT
easat-3109	225	36	nips	nip	NOUN
easat-3109	225	37	2017	2017	NUM
easat-3109	225	38	)	)	PUNCT
easat-3109	225	39	,	,	PUNCT
easat-3109	225	40	long	long	ADJ
easat-3109	225	41	beach	beach	NOUN
easat-3109	225	42	,	,	PUNCT
easat-3109	225	43	ca	ca	PROPN
easat-3109	225	44	,	,	PUNCT
easat-3109	225	45	usa	usa	PROPN
easat-3109	225	46	,	,	PUNCT
easat-3109	225	47	2017	2017	NUM
easat-3109	225	48	,	,	PUNCT
easat-3109	225	49	2017	2017	NUM
easat-3109	225	50	.	.	PUNCT
easat-3109	226	1	[	[	X
easat-3109	226	2	14	14	NUM
easat-3109	226	3	]	]	PUNCT
easat-3109	226	4	s.	s.	PROPN
easat-3109	226	5	j.	j.	PROPN
easat-3109	226	6	taylor	taylor	PROPN
easat-3109	226	7	and	and	CCONJ
easat-3109	226	8	b.	b.	PROPN
easat-3109	226	9	letham	letham	PROPN
easat-3109	226	10	,	,	PUNCT
easat-3109	226	11	"	"	PUNCT
easat-3109	226	12	forecasting	forecast	VERB
easat-3109	226	13	at	at	ADP
easat-3109	226	14	scale	scale	NOUN
easat-3109	226	15	,	,	PUNCT
easat-3109	226	16	"	"	PUNCT
easat-3109	226	17	the	the	DET
easat-3109	226	18	american	american	PROPN
easat-3109	226	19	statistician	statistician	NOUN
easat-3109	226	20	,	,	PUNCT
easat-3109	226	21	vol	vol	NOUN
easat-3109	226	22	.	.	PROPN
easat-3109	226	23	72	72	NUM
easat-3109	226	24	,	,	PUNCT
easat-3109	226	25	no	no	INTJ
easat-3109	226	26	.	.	NOUN
easat-3109	226	27	1	1	NUM
easat-3109	226	28	,	,	PUNCT
easat-3109	226	29	pp	pp	ADJ
easat-3109	226	30	.	.	PUNCT
easat-3109	226	31	37–45	37–45	NUM
easat-3109	226	32	,	,	PUNCT
easat-3109	226	33	2018	2018	NUM
easat-3109	226	34	.	.	PUNCT
easat-3109	227	1	https://doi.org/10.1080/00031305.2017.1380080	https://doi.org/10.1080/00031305.2017.1380080	PUNCT
easat-3109	228	1	[	[	X
easat-3109	228	2	15	15	NUM
easat-3109	228	3	]	]	X
easat-3109	228	4	l.	l.	PROPN
easat-3109	228	5	breiman	breiman	PROPN
easat-3109	228	6	,	,	PUNCT
easat-3109	228	7	"	"	PUNCT
easat-3109	228	8	random	random	ADJ
easat-3109	228	9	forests	forest	NOUN
easat-3109	228	10	,	,	PUNCT
easat-3109	228	11	"	"	PUNCT
easat-3109	228	12	machine	machine	NOUN
easat-3109	228	13	learning	learning	NOUN
easat-3109	228	14	,	,	PUNCT
easat-3109	228	15	vol	vol	NOUN
easat-3109	228	16	.	.	PROPN
easat-3109	228	17	45	45	NUM
easat-3109	228	18	,	,	PUNCT
easat-3109	228	19	no	no	INTJ
easat-3109	228	20	.	.	NOUN
easat-3109	228	21	1	1	NUM
easat-3109	228	22	,	,	PUNCT
easat-3109	228	23	pp	pp	ADJ
easat-3109	228	24	.	.	PUNCT
easat-3109	229	1	5–32	5–32	NOUN
easat-3109	229	2	,	,	PUNCT
easat-3109	229	3	2001	2001	NUM
easat-3109	229	4	.	.	PUNCT
easat-3109	230	1	https://doi.org/10.1023/a:1010933404324	https://doi.org/10.1023/a:1010933404324	ADJ
easat-3109	230	2	[	[	X
easat-3109	230	3	16	16	NUM
easat-3109	230	4	]	]	X
easat-3109	230	5	itu	itu	PROPN
easat-3109	230	6	-	-	PUNCT
easat-3109	230	7	r	r	PROPN
easat-3109	230	8	,	,	PUNCT
easat-3109	230	9	"	"	PUNCT
easat-3109	230	10	the	the	DET
easat-3109	230	11	radio	radio	NOUN
easat-3109	230	12	refractivity	refractivity	NOUN
easat-3109	230	13	index	index	NOUN
easat-3109	230	14	:	:	PUNCT
easat-3109	230	15	its	its	PRON
easat-3109	230	16	formula	formula	NOUN
easat-3109	230	17	and	and	CCONJ
easat-3109	230	18	refractivity	refractivity	NOUN
easat-3109	230	19	data	datum	NOUN
easat-3109	230	20	,	,	PUNCT
easat-3109	230	21	”	"	PUNCT
easat-3109	230	22	institution	institution	NOUN
easat-3109	230	23	of	of	ADP
easat-3109	230	24	telecommunication	telecommunication	NOUN
easat-3109	230	25	union	union	PROPN
easat-3109	230	26	,	,	PUNCT
easat-3109	230	27	geneva	geneva	PROPN
easat-3109	230	28	,	,	PUNCT
easat-3109	230	29	.	.	PUNCT
easat-3109	230	30	"	"	PUNCT
easat-3109	231	1	switzerland	switzerland	NOUN
easat-3109	231	2	:	:	PUNCT
easat-3109	231	3	recommendation	recommendation	NOUN
easat-3109	231	4	of	of	ADP
easat-3109	231	5	itu	itu	PROPN
easat-3109	231	6	-	-	PUNCT
easat-3109	231	7	r	r	NOUN
easat-3109	231	8	p	p	NOUN
easat-3109	231	9	,	,	PUNCT
easat-3109	231	10	2012	2012	NUM
easat-3109	231	11	,	,	PUNCT
easat-3109	231	12	pp	pp	ADV
easat-3109	231	13	.	.	PUNCT
easat-3109	232	1	453	453	NUM
easat-3109	232	2	-	-	SYM
easat-3109	232	3	459	459	NUM
easat-3109	232	4	.	.	PUNCT
easat-3109	233	1	[	[	X
easat-3109	233	2	17	17	NUM
easat-3109	233	3	]	]	PUNCT
easat-3109	233	4	m.	m.	PROPN
easat-3109	233	5	r.	r.	PROPN
easat-3109	233	6	jury	jury	PROPN
easat-3109	233	7	,	,	PUNCT
easat-3109	233	8	"	"	PUNCT
easat-3109	233	9	climate	climate	NOUN
easat-3109	233	10	trends	trend	NOUN
easat-3109	233	11	in	in	ADP
easat-3109	233	12	southern	southern	PROPN
easat-3109	233	13	africa	africa	PROPN
easat-3109	233	14	,	,	PUNCT
easat-3109	233	15	"	"	PUNCT
easat-3109	233	16	south	south	ADJ
easat-3109	233	17	african	african	ADJ
easat-3109	233	18	journal	journal	NOUN
easat-3109	233	19	of	of	ADP
easat-3109	233	20	science	science	NOUN
easat-3109	233	21	,	,	PUNCT
easat-3109	233	22	vol	vol	NOUN
easat-3109	233	23	.	.	PROPN
easat-3109	234	1	109	109	NUM
easat-3109	234	2	,	,	PUNCT
easat-3109	234	3	pp	pp	ADJ
easat-3109	234	4	.	.	PUNCT
easat-3109	235	1	1	1	NUM
easat-3109	235	2	-	-	SYM
easat-3109	235	3	11	11	NUM
easat-3109	235	4	,	,	PUNCT
easat-3109	235	5	2014	2014	NUM
easat-3109	235	6	.	.	PUNCT
easat-3109	236	1	[	[	X
easat-3109	236	2	18	18	NUM
easat-3109	236	3	]	]	PUNCT
easat-3109	236	4	p.	p.	PROPN
easat-3109	236	5	d.	d.	PROPN
easat-3109	236	6	tyson	tyson	PROPN
easat-3109	236	7	and	and	CCONJ
easat-3109	236	8	r.	r.	PROPN
easat-3109	236	9	a.	a.	PROPN
easat-3109	236	10	preston	preston	PROPN
easat-3109	236	11	-	-	PROPN
easat-3109	236	12	whyte	whyte	PROPN
easat-3109	236	13	,	,	PUNCT
easat-3109	236	14	the	the	DET
easat-3109	236	15	weather	weather	NOUN
easat-3109	236	16	and	and	CCONJ
easat-3109	236	17	climate	climate	NOUN
easat-3109	236	18	of	of	ADP
easat-3109	236	19	southern	southern	PROPN
easat-3109	236	20	africa	africa	PROPN
easat-3109	236	21	.	.	PUNCT
easat-3109	237	1	oxford	oxford	PROPN
easat-3109	237	2	,	,	PUNCT
easat-3109	237	3	u.k	u.k	PROPN
easat-3109	237	4	:	:	PUNCT
easat-3109	237	5	oxford	oxford	PROPN
easat-3109	237	6	univ	univ	PROPN
easat-3109	237	7	:	:	PUNCT
easat-3109	237	8	press	press	NOUN
easat-3109	237	9	,	,	PUNCT
easat-3109	237	10	2000	2000	NUM
easat-3109	237	11	.	.	PUNCT
easat-3109	238	1	[	[	X
easat-3109	238	2	19	19	NUM
easat-3109	238	3	]	]	ADJ
easat-3109	238	4	altitude	altitude	NOUN
easat-3109	238	5	maps	map	NOUN
easat-3109	238	6	,	,	PUNCT
easat-3109	238	7	"	"	PUNCT
easat-3109	238	8	global	global	ADJ
easat-3109	238	9	digital	digital	ADJ
easat-3109	238	10	elevation	elevation	NOUN
easat-3109	238	11	model	model	NOUN
easat-3109	238	12	,	,	PUNCT
easat-3109	238	13	"	"	PUNCT
easat-3109	238	14	retrieved	retrieve	VERB
easat-3109	238	15	:	:	PUNCT
easat-3109	238	16	https://www.altitude-maps.com/.	https://www.altitude-maps.com/.	PROPN
easat-3109	238	17	[	[	AUX
easat-3109	238	18	accessed	access	VERB
easat-3109	238	19	n.d	n.d	PROPN
easat-3109	238	20	.	.	PUNCT
easat-3109	239	1	[	[	X
easat-3109	239	2	20	20	NUM
easat-3109	239	3	]	]	PUNCT
easat-3109	239	4	r.	r.	PROPN
easat-3109	239	5	j.	j.	PROPN
easat-3109	239	6	nicholls	nicholls	PROPN
easat-3109	239	7	and	and	CCONJ
easat-3109	239	8	c.	c.	PROPN
easat-3109	239	9	small	small	PROPN
easat-3109	239	10	,	,	PUNCT
easat-3109	239	11	"	"	PUNCT
easat-3109	239	12	improved	improve	VERB
easat-3109	239	13	understanding	understanding	NOUN
easat-3109	239	14	of	of	ADP
easat-3109	239	15	coastal	coastal	ADJ
easat-3109	239	16	processes	process	NOUN
easat-3109	239	17	and	and	CCONJ
easat-3109	239	18	management	management	NOUN
easat-3109	239	19	of	of	ADP
easat-3109	239	20	coastal	coastal	ADJ
easat-3109	239	21	regions	region	NOUN
easat-3109	239	22	,	,	PUNCT
easat-3109	239	23	"	"	PUNCT
easat-3109	239	24	ocean	ocean	NOUN
easat-3109	239	25	&	&	CCONJ
easat-3109	239	26	coastal	coastal	ADJ
easat-3109	239	27	management	management	NOUN
easat-3109	239	28	,	,	PUNCT
easat-3109	239	29	vol	vol	NOUN
easat-3109	239	30	.	.	PROPN
easat-3109	240	1	45	45	NUM
easat-3109	240	2	,	,	PUNCT
easat-3109	240	3	no	no	INTJ
easat-3109	240	4	.	.	NOUN
easat-3109	241	1	6–7	6–7	NUM
easat-3109	241	2	,	,	PUNCT
easat-3109	241	3	pp	pp	ADJ
easat-3109	241	4	.	.	PUNCT
easat-3109	242	1	527–548	527–548	NUM
easat-3109	242	2	,	,	PUNCT
easat-3109	242	3	2002	2002	NUM
easat-3109	242	4	.	.	PUNCT
easat-3109	243	1	https://doi.org/10.1016/s0964-5691(02)00083-3	https://doi.org/10.1016/s0964-5691(02)00083-3	NOUN
easat-3109	243	2	[	[	X
easat-3109	243	3	21	21	NUM
easat-3109	243	4	]	]	X
easat-3109	243	5	c.	c.	PROPN
easat-3109	243	6	j.	j.	PROPN
easat-3109	243	7	c.	c.	PROPN
easat-3109	243	8	reason	reason	PROPN
easat-3109	243	9	and	and	CCONJ
easat-3109	243	10	m.	m.	NOUN
easat-3109	243	11	rouault	rouault	PROPN
easat-3109	243	12	,	,	PUNCT
easat-3109	243	13	"	"	PUNCT
easat-3109	243	14	enso	enso	PROPN
easat-3109	243	15	-	-	PUNCT
easat-3109	243	16	like	like	ADJ
easat-3109	243	17	decadal	decadal	NOUN
easat-3109	243	18	variability	variability	NOUN
easat-3109	243	19	and	and	CCONJ
easat-3109	243	20	south	south	ADJ
easat-3109	243	21	african	african	ADJ
easat-3109	243	22	rainfall	rainfall	NOUN
easat-3109	243	23	,	,	PUNCT
easat-3109	243	24	"	"	PUNCT
easat-3109	243	25	geophysical	geophysical	ADJ
easat-3109	243	26	research	research	NOUN
easat-3109	243	27	letters	letter	NOUN
easat-3109	243	28	,	,	PUNCT
easat-3109	243	29	vol	vol	NOUN
easat-3109	243	30	.	.	PROPN
easat-3109	243	31	29	29	NUM
easat-3109	243	32	,	,	PUNCT
easat-3109	243	33	no	no	INTJ
easat-3109	243	34	.	.	NOUN
easat-3109	243	35	13	13	NUM
easat-3109	243	36	,	,	PUNCT
easat-3109	243	37	pp	pp	ADJ
easat-3109	243	38	.	.	PUNCT
easat-3109	244	1	1–34	1–34	NUM
easat-3109	244	2	,	,	PUNCT
easat-3109	244	3	2002	2002	NUM
easat-3109	244	4	.	.	PUNCT
easat-3109	245	1	https://doi.org/10.1029/2001gl014769	https://doi.org/10.1029/2001gl014769	PUNCT
easat-3109	246	1	[	[	X
easat-3109	246	2	22	22	NUM
easat-3109	246	3	]	]	X
easat-3109	246	4	c.	c.	PROPN
easat-3109	246	5	j.	j.	PROPN
easat-3109	246	6	c.	c.	PROPN
easat-3109	246	7	reason	reason	PROPN
easat-3109	246	8	and	and	CCONJ
easat-3109	246	9	d.	d.	PROPN
easat-3109	246	10	jagadheesha	jagadheesha	PROPN
easat-3109	246	11	,	,	PUNCT
easat-3109	246	12	"	"	PUNCT
easat-3109	246	13	a	a	DET
easat-3109	246	14	model	model	NOUN
easat-3109	246	15	investigation	investigation	NOUN
easat-3109	246	16	of	of	ADP
easat-3109	246	17	recent	recent	ADJ
easat-3109	246	18	enso	enso	PROPN
easat-3109	246	19	impacts	impact	NOUN
easat-3109	246	20	over	over	ADP
easat-3109	246	21	southern	southern	PROPN
easat-3109	246	22	africa	africa	PROPN
easat-3109	246	23	,	,	PUNCT
easat-3109	246	24	"	"	PUNCT
easat-3109	246	25	meteorology	meteorology	NOUN
easat-3109	246	26	and	and	CCONJ
easat-3109	246	27	atmospheric	atmospheric	ADJ
easat-3109	246	28	physics	physics	NOUN
easat-3109	246	29	,	,	PUNCT
easat-3109	246	30	vol	vol	NOUN
easat-3109	246	31	.	.	PROPN
easat-3109	246	32	89	89	NUM
easat-3109	246	33	,	,	PUNCT
easat-3109	246	34	no	no	INTJ
easat-3109	246	35	.	.	NOUN
easat-3109	246	36	1	1	NUM
easat-3109	246	37	,	,	PUNCT
easat-3109	246	38	pp	pp	ADJ
easat-3109	246	39	.	.	PUNCT
easat-3109	247	1	181–205	181–205	NUM
easat-3109	247	2	,	,	PUNCT
easat-3109	247	3	2005	2005	NUM
easat-3109	247	4	.	.	PUNCT
easat-3109	248	1	https://doi.org/10.1007/s00703-005-0128-9	https://doi.org/10.1007/s00703-005-0128-9	PROPN
easat-3109	249	1	[	[	X
easat-3109	249	2	23	23	NUM
easat-3109	249	3	]	]	PUNCT
easat-3109	249	4	s.	s.	PROPN
easat-3109	249	5	e.	e.	PROPN
easat-3109	249	6	falodun	falodun	PROPN
easat-3109	249	7	and	and	CCONJ
easat-3109	249	8	b.	b.	PROPN
easat-3109	249	9	y.	y.	PROPN
easat-3109	249	10	lawal	lawal	PROPN
easat-3109	249	11	,	,	PUNCT
easat-3109	249	12	"	"	PUNCT
easat-3109	249	13	investigation	investigation	NOUN
easat-3109	249	14	of	of	ADP
easat-3109	249	15	non	non	ADJ
easat-3109	249	16	-	-	ADJ
easat-3109	249	17	standard	standard	ADJ
easat-3109	249	18	refraction	refraction	NOUN
easat-3109	249	19	in	in	ADP
easat-3109	249	20	a	a	DET
easat-3109	249	21	coastal	coastal	ADJ
easat-3109	249	22	area	area	NOUN
easat-3109	249	23	of	of	ADP
easat-3109	249	24	nigeria	nigeria	PROPN
easat-3109	249	25	using	use	VERB
easat-3109	249	26	radiosonde	radiosonde	NOUN
easat-3109	249	27	data	datum	NOUN
easat-3109	249	28	,	,	PUNCT
easat-3109	249	29	"	"	PUNCT
easat-3109	249	30	futa	futa	PROPN
easat-3109	249	31	journal	journal	PROPN
easat-3109	249	32	of	of	ADP
easat-3109	249	33	research	research	NOUN
easat-3109	249	34	in	in	ADP
easat-3109	249	35	sciences	science	NOUN
easat-3109	249	36	,	,	PUNCT
easat-3109	249	37	vol	vol	NOUN
easat-3109	249	38	.	.	PROPN
easat-3109	249	39	11	11	NUM
easat-3109	249	40	,	,	PUNCT
easat-3109	249	41	no	no	INTJ
easat-3109	249	42	.	.	NOUN
easat-3109	249	43	2	2	NUM
easat-3109	249	44	,	,	PUNCT
easat-3109	249	45	pp	pp	ADJ
easat-3109	249	46	.	.	PUNCT
easat-3109	250	1	358–368	358–368	NUM
easat-3109	250	2	,	,	PUNCT
easat-3109	250	3	2015	2015	NUM
easat-3109	250	4	.	.	PUNCT
easat-3109	251	1	[	[	X
easat-3109	251	2	24	24	NUM
easat-3109	251	3	]	]	PUNCT
easat-3109	251	4	m.	m.	NOUN
easat-3109	251	5	o.	o.	PROPN
easat-3109	251	6	asiyo	asiyo	PROPN
easat-3109	251	7	,	,	PUNCT
easat-3109	251	8	"	"	PUNCT
easat-3109	251	9	characterization	characterization	NOUN
easat-3109	251	10	and	and	CCONJ
easat-3109	251	11	modelling	modelling	NOUN
easat-3109	251	12	of	of	ADP
easat-3109	251	13	effects	effect	NOUN
easat-3109	251	14	of	of	ADP
easat-3109	251	15	clear	clear	ADJ
easat-3109	251	16	air	air	NOUN
easat-3109	251	17	on	on	ADP
easat-3109	251	18	multipath	multipath	NOUN
easat-3109	251	19	fading	fade	VERB
easat-3109	251	20	in	in	ADP
easat-3109	251	21	terrestrial	terrestrial	ADJ
easat-3109	251	22	links	link	NOUN
easat-3109	251	23	,	,	PUNCT
easat-3109	251	24	"	"	PUNCT
easat-3109	251	25	m.s	m.s	PROPN
easat-3109	251	26	.	.	PROPN
easat-3109	251	27	thesis	thesis	PROPN
easat-3109	251	28	,	,	PUNCT
easat-3109	251	29	dept	dept	NOUN
easat-3109	251	30	.	.	PROPN
easat-3109	252	1	of	of	ADP
easat-3109	252	2	electrical	electrical	ADJ
easat-3109	252	3	and	and	CCONJ
easat-3109	252	4	electronic	electronic	ADJ
easat-3109	252	5	eng	eng	PROPN
easat-3109	252	6	.	.	PROPN
easat-3109	252	7	,	,	PUNCT
easat-3109	252	8	univ	univ	PROPN
easat-3109	252	9	.	.	PROPN
easat-3109	252	10	of	of	ADP
easat-3109	252	11	kwazulu	kwazulu	PROPN
easat-3109	252	12	-	-	PUNCT
easat-3109	252	13	natal	natal	ADJ
easat-3109	252	14	,	,	PUNCT
easat-3109	252	15	south	south	PROPN
easat-3109	252	16	africa	africa	PROPN
easat-3109	252	17	,	,	PUNCT
easat-3109	252	18	2013	2013	NUM
easat-3109	252	19	.	.	PUNCT
easat-3109	253	1	https://doi.org/10.1016/j.rinp.2017.09.050	https://doi.org/10.1016/j.rinp.2017.09.050	VERB
easat-3109	253	2	https://doi.org/10.1109/eucap.2014.6901750	https://doi.org/10.1109/eucap.2014.6901750	PROPN
easat-3109	254	1	https://doi.org/10.46481/jnsps.2023.1081	https://doi.org/10.46481/jnsps.2023.1081	PROPN
easat-3109	254	2	https://doi.org/10.1109/access.2020.2973241	https://doi.org/10.1109/access.2020.2973241	PROPN
easat-3109	255	1	https://doi.org/10.1109/afrcon.1999.821921	https://doi.org/10.1109/afrcon.1999.821921	PROPN
easat-3109	255	2	https://doi.org/10.23919/saiee.2005.9488095	https://doi.org/10.23919/saiee.2005.9488095	PROPN
easat-3109	255	3	https://doi.org/10.5772/intechopen.96854	https://doi.org/10.5772/intechopen.96854	PRON
easat-3109	255	4	https://doi.org/10.3115/v1/d14-1179	https://doi.org/10.3115/v1/d14-1179	VERB
easat-3109	255	5	https://doi.org/10.1109/tbdata.2018.2884052	https://doi.org/10.1109/tbdata.2018.2884052	PRON
easat-3109	255	6	https://doi.org/10.1007/978-3-031-29642-0_8	https://doi.org/10.1007/978-3-031-29642-0_8	X
easat-3109	255	7	https://doi.org/10.1080/00031305.2017.1380080	https://doi.org/10.1080/00031305.2017.1380080	PUNCT
easat-3109	255	8	https://doi.org/10.1023/a:1010933404324	https://doi.org/10.1023/a:1010933404324	ADJ
easat-3109	255	9	https://www.altitude-maps.com/	https://www.altitude-maps.com/	ADJ
easat-3109	255	10	https://doi.org/10.1016/s0964-5691(02)00083-3	https://doi.org/10.1016/s0964-5691(02)00083-3	PROPN
easat-3109	255	11	https://doi.org/10.1029/2001gl014769	https://doi.org/10.1029/2001gl014769	PROPN
easat-3109	255	12	https://doi.org/10.1007/s00703-005-0128-9	https://doi.org/10.1007/s00703-005-0128-9	NOUN