id	sid	tid	token	lemma	pos
easat-1826	1	1	edelweiss	edelweiss	PROPN
easat-1826	1	2	applied	apply	VERB
easat-1826	1	3	science	science	NOUN
easat-1826	1	4	and	and	CCONJ
easat-1826	1	5	technology	technology	NOUN
easat-1826	1	6	issn	issn	PROPN
easat-1826	1	7	:	:	PUNCT
easat-1826	1	8	2576	2576	NUM
easat-1826	1	9	-	-	SYM
easat-1826	1	10	8484	8484	NUM
easat-1826	1	11	vol	vol	NOUN
easat-1826	1	12	.	.	PROPN
easat-1826	1	13	8	8	NUM
easat-1826	1	14	,	,	PUNCT
easat-1826	1	15	no	no	INTJ
easat-1826	1	16	.	.	NOUN
easat-1826	1	17	5	5	NUM
easat-1826	1	18	,	,	PUNCT
easat-1826	1	19	1213	1213	NUM
easat-1826	1	20	-	-	SYM
easat-1826	1	21	1234	1234	NUM
easat-1826	1	22	2024	2024	NUM
easat-1826	1	23	publisher	publisher	NOUN
easat-1826	1	24	:	:	PUNCT
easat-1826	1	25	learning	learn	VERB
easat-1826	1	26	gate	gate	NOUN
easat-1826	1	27	doi	doi	PROPN
easat-1826	1	28	:	:	PUNCT
easat-1826	1	29	10.55214/25768484.v8i5.1826	10.55214/25768484.v8i5.1826	NUM
easat-1826	1	30	©	©	ADP
easat-1826	1	31	2024	2024	NUM
easat-1826	1	32	by	by	ADP
easat-1826	1	33	the	the	DET
easat-1826	1	34	authors	author	NOUN
easat-1826	1	35	;	;	PUNCT
easat-1826	1	36	licensee	licensee	PROPN
easat-1826	1	37	learning	learning	NOUN
easat-1826	1	38	gate	gate	NOUN
easat-1826	1	39	©	©	PROPN
easat-1826	1	40	2024	2024	NUM
easat-1826	1	41	by	by	ADP
easat-1826	1	42	the	the	DET
easat-1826	1	43	authors	author	NOUN
easat-1826	1	44	;	;	PUNCT
easat-1826	1	45	licensee	licensee	PROPN
easat-1826	1	46	learning	learn	VERB
easat-1826	1	47	gate	gate	NOUN
easat-1826	1	48	*	*	PUNCT
easat-1826	1	49	correspondence	correspondence	NOUN
easat-1826	1	50	:	:	PUNCT
easat-1826	1	51	ibidun.obagbuwa@spu.ac.za	ibidun.obagbuwa@spu.ac.za	PRON
easat-1826	1	52	assessing	assess	VERB
easat-1826	1	53	the	the	DET
easat-1826	1	54	impact	impact	NOUN
easat-1826	1	55	of	of	ADP
easat-1826	1	56	climate	climate	NOUN
easat-1826	1	57	variability	variability	NOUN
easat-1826	1	58	on	on	ADP
easat-1826	1	59	wheat	wheat	NOUN
easat-1826	1	60	yield	yield	NOUN
easat-1826	1	61	in	in	ADP
easat-1826	1	62	bloemfontein	bloemfontein	NOUN
easat-1826	1	63	wheat	wheat	NOUN
easat-1826	1	64	farms	farm	NOUN
easat-1826	1	65	through	through	ADP
easat-1826	1	66	time	time	NOUN
easat-1826	1	67	series	series	PROPN
easat-1826	1	68	analysis	analysis	NOUN
easat-1826	1	69	vincent	vincent	PROPN
easat-1826	1	70	zibi	zibi	PROPN
easat-1826	1	71	mohale1	mohale1	PROPN
easat-1826	1	72	,	,	PUNCT
easat-1826	1	73	ibidun	ibidun	PROPN
easat-1826	1	74	christiana	christiana	PROPN
easat-1826	1	75	obagbuwa2	obagbuwa2	PROPN
easat-1826	1	76	*	*	PROPN
easat-1826	1	77	1,2department	1,2department	NUM
easat-1826	1	78	of	of	ADP
easat-1826	1	79	computer	computer	NOUN
easat-1826	1	80	science	science	NOUN
easat-1826	1	81	and	and	CCONJ
easat-1826	1	82	information	information	NOUN
easat-1826	1	83	technology	technology	NOUN
easat-1826	1	84	,	,	PUNCT
easat-1826	1	85	faculty	faculty	NOUN
easat-1826	1	86	of	of	ADP
easat-1826	1	87	natural	natural	ADJ
easat-1826	1	88	and	and	CCONJ
easat-1826	1	89	applied	applied	ADJ
easat-1826	1	90	sciences	science	NOUN
easat-1826	1	91	,	,	PUNCT
easat-1826	1	92	sol	sol	PROPN
easat-1826	1	93	plaatje	plaatje	PROPN
easat-1826	1	94	university	university	PROPN
easat-1826	1	95	,	,	PUNCT
easat-1826	1	96	kimberley	kimberley	PROPN
easat-1826	1	97	,	,	PUNCT
easat-1826	1	98	south	south	PROPN
easat-1826	1	99	africa	africa	PROPN
easat-1826	1	100	;	;	PUNCT
easat-1826	1	101	201902877@spu.ac.za	201902877@spu.ac.za	NUM
easat-1826	1	102	(	(	PUNCT
easat-1826	1	103	v.z.m	v.z.m	NOUN
easat-1826	1	104	.	.	PUNCT
easat-1826	1	105	)	)	PUNCT
easat-1826	2	1	ibidun.obagbuwa@spu.ac.za	ibidun.obagbuwa@spu.ac.za	ADV
easat-1826	2	2	(	(	PUNCT
easat-1826	2	3	i.c.o	i.c.o	NOUN
easat-1826	2	4	.	.	PUNCT
easat-1826	2	5	)	)	PUNCT
easat-1826	3	1	abstract	abstract	ADJ
easat-1826	3	2	:	:	PUNCT
easat-1826	3	3	climate	climate	NOUN
easat-1826	3	4	change	change	NOUN
easat-1826	3	5	,	,	PUNCT
easat-1826	3	6	characterized	characterize	VERB
easat-1826	3	7	by	by	ADP
easat-1826	3	8	long	long	ADJ
easat-1826	3	9	-	-	PUNCT
easat-1826	3	10	term	term	NOUN
easat-1826	3	11	shifts	shift	NOUN
easat-1826	3	12	in	in	ADP
easat-1826	3	13	global	global	ADJ
easat-1826	3	14	or	or	CCONJ
easat-1826	3	15	regional	regional	ADJ
easat-1826	3	16	weather	weather	NOUN
easat-1826	3	17	patterns	pattern	NOUN
easat-1826	3	18	,	,	PUNCT
easat-1826	3	19	is	be	AUX
easat-1826	3	20	a	a	DET
easat-1826	3	21	consequence	consequence	NOUN
easat-1826	3	22	of	of	ADP
easat-1826	3	23	natural	natural	ADJ
easat-1826	3	24	processes	process	NOUN
easat-1826	3	25	and	and	CCONJ
easat-1826	3	26	human	human	ADJ
easat-1826	3	27	activities	activity	NOUN
easat-1826	3	28	.	.	PUNCT
easat-1826	4	1	these	these	DET
easat-1826	4	2	shifts	shift	NOUN
easat-1826	4	3	encompass	encompass	VERB
easat-1826	4	4	al	al	PROPN
easat-1826	4	5	-	-	PUNCT
easat-1826	4	6	terations	teration	NOUN
easat-1826	4	7	in	in	ADP
easat-1826	4	8	temperature	temperature	NOUN
easat-1826	4	9	,	,	PUNCT
easat-1826	4	10	precipitation	precipitation	NOUN
easat-1826	4	11	,	,	PUNCT
easat-1826	4	12	wind	wind	NOUN
easat-1826	4	13	patterns	pattern	NOUN
easat-1826	4	14	,	,	PUNCT
easat-1826	4	15	and	and	CCONJ
easat-1826	4	16	other	other	ADJ
easat-1826	4	17	climatic	climatic	ADJ
easat-1826	4	18	variables	variable	NOUN
easat-1826	4	19	,	,	PUNCT
easat-1826	4	20	all	all	PRON
easat-1826	4	21	of	of	ADP
easat-1826	4	22	which	which	PRON
easat-1826	4	23	exert	exert	VERB
easat-1826	4	24	direct	direct	ADJ
easat-1826	4	25	influence	influence	NOUN
easat-1826	4	26	on	on	ADP
easat-1826	4	27	crop	crop	NOUN
easat-1826	4	28	growth	growth	NOUN
easat-1826	4	29	,	,	PUNCT
easat-1826	4	30	development	development	NOUN
easat-1826	4	31	,	,	PUNCT
easat-1826	4	32	and	and	CCONJ
easat-1826	4	33	overall	overall	ADJ
easat-1826	4	34	agricultural	agricultural	ADJ
easat-1826	4	35	productivity	productivity	NOUN
easat-1826	4	36	.	.	PUNCT
easat-1826	5	1	comprehending	comprehend	VERB
easat-1826	5	2	the	the	DET
easat-1826	5	3	intricate	intricate	ADJ
easat-1826	5	4	relationship	relationship	NOUN
easat-1826	5	5	between	between	ADP
easat-1826	5	6	climate	climate	NOUN
easat-1826	5	7	change	change	NOUN
easat-1826	5	8	and	and	CCONJ
easat-1826	5	9	crop	crop	NOUN
easat-1826	5	10	production	production	NOUN
easat-1826	5	11	is	be	AUX
easat-1826	5	12	par	par	ADJ
easat-1826	5	13	-	-	PUNCT
easat-1826	5	14	amount	amount	NOUN
easat-1826	5	15	for	for	ADP
easat-1826	5	16	formulating	formulate	VERB
easat-1826	5	17	strategies	strategy	NOUN
easat-1826	5	18	to	to	PART
easat-1826	5	19	counteract	counteract	VERB
easat-1826	5	20	adverse	adverse	ADJ
easat-1826	5	21	effects	effect	NOUN
easat-1826	5	22	and	and	CCONJ
easat-1826	5	23	adapt	adapt	VERB
easat-1826	5	24	to	to	ADP
easat-1826	5	25	evolving	evolve	VERB
easat-1826	5	26	conditions	condition	NOUN
easat-1826	5	27	.	.	PUNCT
easat-1826	6	1	this	this	DET
easat-1826	6	2	study	study	NOUN
easat-1826	6	3	focuses	focus	VERB
easat-1826	6	4	on	on	ADP
easat-1826	6	5	assessing	assess	VERB
easat-1826	6	6	the	the	DET
easat-1826	6	7	impact	impact	NOUN
easat-1826	6	8	of	of	ADP
easat-1826	6	9	climate	climate	NOUN
easat-1826	6	10	variability	variability	NOUN
easat-1826	6	11	on	on	ADP
easat-1826	6	12	wheat	wheat	NOUN
easat-1826	6	13	yield	yield	NOUN
easat-1826	6	14	in	in	ADP
easat-1826	6	15	bloemfontein	bloemfontein	NOUN
easat-1826	6	16	wheat	wheat	NOUN
easat-1826	6	17	farms	farm	NOUN
easat-1826	6	18	through	through	ADP
easat-1826	6	19	rigorous	rigorous	ADJ
easat-1826	6	20	time	time	NOUN
easat-1826	6	21	series	series	PROPN
easat-1826	6	22	analysis	analysis	NOUN
easat-1826	6	23	.	.	PUNCT
easat-1826	7	1	the	the	DET
easat-1826	7	2	research	research	NOUN
easat-1826	7	3	involved	involve	VERB
easat-1826	7	4	the	the	DET
easat-1826	7	5	application	application	NOUN
easat-1826	7	6	of	of	ADP
easat-1826	7	7	various	various	ADJ
easat-1826	7	8	time	time	NOUN
easat-1826	7	9	series	series	NOUN
easat-1826	7	10	models	model	NOUN
easat-1826	7	11	,	,	PUNCT
easat-1826	7	12	including	include	VERB
easat-1826	7	13	sarima	sarima	NOUN
easat-1826	7	14	,	,	PUNCT
easat-1826	7	15	arima	arima	PROPN
easat-1826	7	16	,	,	PUNCT
easat-1826	7	17	facebook	facebook	NOUN
easat-1826	7	18	prophet	prophet	NOUN
easat-1826	7	19	,	,	PUNCT
easat-1826	7	20	lstm	lstm	ADJ
easat-1826	7	21	,	,	PUNCT
easat-1826	7	22	var	var	NOUN
easat-1826	7	23	,	,	PUNCT
easat-1826	7	24	and	and	CCONJ
easat-1826	7	25	multiple	multiple	ADJ
easat-1826	7	26	linear	linear	ADJ
easat-1826	7	27	regression	regression	NOUN
easat-1826	7	28	.	.	PUNCT
easat-1826	8	1	the	the	DET
easat-1826	8	2	investigation	investigation	NOUN
easat-1826	8	3	began	begin	VERB
easat-1826	8	4	with	with	ADP
easat-1826	8	5	forecasting	forecast	VERB
easat-1826	8	6	temperature	temperature	NOUN
easat-1826	8	7	patterns	pattern	NOUN
easat-1826	8	8	using	use	VERB
easat-1826	8	9	sarima	sarima	NOUN
easat-1826	8	10	and	and	CCONJ
easat-1826	8	11	facebook	facebook	PROPN
easat-1826	8	12	prophet	prophet	NOUN
easat-1826	8	13	models	model	NOUN
easat-1826	8	14	.	.	PUNCT
easat-1826	9	1	sarima	sarima	PROPN
easat-1826	9	2	outperformed	outperform	VERB
easat-1826	9	3	facebook	facebook	PROPN
easat-1826	9	4	prophet	prophet	NOUN
easat-1826	9	5	in	in	ADP
easat-1826	9	6	this	this	DET
easat-1826	9	7	context	context	NOUN
easat-1826	9	8	,	,	PUNCT
easat-1826	9	9	as	as	SCONJ
easat-1826	9	10	evidenced	evidence	VERB
easat-1826	9	11	by	by	ADP
easat-1826	9	12	lower	low	ADJ
easat-1826	9	13	rmse	rmse	NOUN
easat-1826	9	14	and	and	CCONJ
easat-1826	9	15	mse	mse	NOUN
easat-1826	9	16	metrics	metric	NOUN
easat-1826	9	17	.	.	PUNCT
easat-1826	10	1	subsequently	subsequently	ADV
easat-1826	10	2	,	,	PUNCT
easat-1826	10	3	the	the	DET
easat-1826	10	4	study	study	NOUN
easat-1826	10	5	delved	delve	VERB
easat-1826	10	6	into	into	ADP
easat-1826	10	7	predicting	predict	VERB
easat-1826	10	8	rainfall	rainfall	NOUN
easat-1826	10	9	and	and	CCONJ
easat-1826	10	10	precipitation	precipitation	NOUN
easat-1826	10	11	,	,	PUNCT
easat-1826	10	12	employing	employ	VERB
easat-1826	10	13	arima	arima	NOUN
easat-1826	10	14	and	and	CCONJ
easat-1826	10	15	lstm	lstm	NOUN
easat-1826	10	16	models	model	NOUN
easat-1826	10	17	.	.	PUNCT
easat-1826	11	1	in	in	ADP
easat-1826	11	2	this	this	DET
easat-1826	11	3	case	case	NOUN
easat-1826	11	4	,	,	PUNCT
easat-1826	11	5	lstm	lstm	NOUN
easat-1826	11	6	demonstrated	demonstrate	VERB
easat-1826	11	7	superior	superior	ADJ
easat-1826	11	8	predictive	predictive	ADJ
easat-1826	11	9	capabilities	capability	NOUN
easat-1826	11	10	.	.	PUNCT
easat-1826	12	1	finally	finally	ADV
easat-1826	12	2	,	,	PUNCT
easat-1826	12	3	wheat	wheat	NOUN
easat-1826	12	4	production	production	NOUN
easat-1826	12	5	yield	yield	NOUN
easat-1826	12	6	was	be	AUX
easat-1826	12	7	analyzed	analyze	VERB
easat-1826	12	8	using	use	VERB
easat-1826	12	9	var	var	NOUN
easat-1826	12	10	and	and	CCONJ
easat-1826	12	11	multiple	multiple	ADJ
easat-1826	12	12	linear	linear	ADJ
easat-1826	12	13	regression	regression	NOUN
easat-1826	12	14	,	,	PUNCT
easat-1826	12	15	with	with	ADP
easat-1826	12	16	var	var	NOUN
easat-1826	12	17	yielding	yield	VERB
easat-1826	12	18	more	more	ADV
easat-1826	12	19	accurate	accurate	ADJ
easat-1826	12	20	predictions	prediction	NOUN
easat-1826	12	21	.	.	PUNCT
easat-1826	13	1	the	the	DET
easat-1826	13	2	findings	finding	NOUN
easat-1826	13	3	of	of	ADP
easat-1826	13	4	this	this	DET
easat-1826	13	5	study	study	NOUN
easat-1826	13	6	hold	hold	VERB
easat-1826	13	7	profound	profound	ADJ
easat-1826	13	8	implications	implication	NOUN
easat-1826	13	9	for	for	ADP
easat-1826	13	10	policymakers	policymaker	NOUN
easat-1826	13	11	,	,	PUNCT
easat-1826	13	12	farmers	farmer	NOUN
easat-1826	13	13	,	,	PUNCT
easat-1826	13	14	and	and	CCONJ
easat-1826	13	15	stakeholders	stakeholder	NOUN
easat-1826	13	16	deeply	deeply	ADV
easat-1826	13	17	invested	invest	VERB
easat-1826	13	18	in	in	ADP
easat-1826	13	19	agriculture	agriculture	NOUN
easat-1826	13	20	and	and	CCONJ
easat-1826	13	21	food	food	NOUN
easat-1826	13	22	security	security	NOUN
easat-1826	13	23	.	.	PUNCT
easat-1826	14	1	by	by	ADP
easat-1826	14	2	shedding	shed	VERB
easat-1826	14	3	light	light	NOUN
easat-1826	14	4	on	on	ADP
easat-1826	14	5	the	the	DET
easat-1826	14	6	repercussions	repercussion	NOUN
easat-1826	14	7	of	of	ADP
easat-1826	14	8	climate	climate	NOUN
easat-1826	14	9	change	change	NOUN
easat-1826	14	10	on	on	ADP
easat-1826	14	11	crop	crop	NOUN
easat-1826	14	12	production	production	NOUN
easat-1826	14	13	through	through	ADP
easat-1826	14	14	the	the	DET
easat-1826	14	15	application	application	NOUN
easat-1826	14	16	of	of	ADP
easat-1826	14	17	time	time	NOUN
easat-1826	14	18	series	series	PROPN
easat-1826	14	19	analysis	analysis	NOUN
easat-1826	14	20	,	,	PUNCT
easat-1826	14	21	this	this	DET
easat-1826	14	22	project	project	NOUN
easat-1826	14	23	aspires	aspire	VERB
easat-1826	14	24	to	to	PART
easat-1826	14	25	contribute	contribute	VERB
easat-1826	14	26	to	to	ADP
easat-1826	14	27	developing	develop	VERB
easat-1826	14	28	sustainable	sustainable	ADJ
easat-1826	14	29	agricultural	agricultural	ADJ
easat-1826	14	30	practices	practice	NOUN
easat-1826	14	31	,	,	PUNCT
easat-1826	14	32	robust	robust	ADJ
easat-1826	14	33	farming	farming	NOUN
easat-1826	14	34	systems	system	NOUN
easat-1826	14	35	and	and	CCONJ
easat-1826	14	36	proactive	proactive	ADJ
easat-1826	14	37	policies	policy	NOUN
easat-1826	14	38	de	de	VERB
easat-1826	14	39	-	-	VERB
easat-1826	14	40	signed	sign	VERB
easat-1826	14	41	to	to	PART
easat-1826	14	42	mitigate	mitigate	VERB
easat-1826	14	43	the	the	DET
easat-1826	14	44	adverse	adverse	ADJ
easat-1826	14	45	effects	effect	NOUN
easat-1826	14	46	of	of	ADP
easat-1826	14	47	climate	climate	NOUN
easat-1826	14	48	change	change	NOUN
easat-1826	14	49	on	on	ADP
easat-1826	14	50	global	global	ADJ
easat-1826	14	51	food	food	NOUN
easat-1826	14	52	production	production	NOUN
easat-1826	14	53	.	.	PUNCT
easat-1826	15	1	keywords	keyword	NOUN
easat-1826	15	2	:	:	PUNCT
easat-1826	15	3	climate	climate	NOUN
easat-1826	15	4	;	;	PUNCT
easat-1826	15	5	time	time	NOUN
easat-1826	15	6	series	series	PROPN
easat-1826	15	7	analysis	analysis	NOUN
easat-1826	15	8	;	;	PUNCT
easat-1826	15	9	models	model	NOUN
easat-1826	15	10	;	;	PUNCT
easat-1826	15	11	wheat	wheat	NOUN
easat-1826	15	12	yield	yield	NOUN
easat-1826	15	13	,	,	PUNCT
easat-1826	15	14	wheat	wheat	NOUN
easat-1826	15	15	farm	farm	NOUN
easat-1826	15	16	,	,	PUNCT
easat-1826	15	17	crop	crop	NOUN
easat-1826	15	18	production	production	NOUN
easat-1826	15	19	.	.	PUNCT
easat-1826	16	1	1	1	X
easat-1826	16	2	.	.	X
easat-1826	16	3	introduction	introduction	NOUN
easat-1826	16	4	climate	climate	NOUN
easat-1826	16	5	change	change	NOUN
easat-1826	16	6	poses	pose	VERB
easat-1826	16	7	a	a	DET
easat-1826	16	8	formidable	formidable	ADJ
easat-1826	16	9	challenge	challenge	NOUN
easat-1826	16	10	to	to	ADP
easat-1826	16	11	global	global	ADJ
easat-1826	16	12	agricultural	agricultural	ADJ
easat-1826	16	13	systems	system	NOUN
easat-1826	16	14	,	,	PUNCT
easat-1826	16	15	with	with	ADP
easat-1826	16	16	discernible	discernible	ADJ
easat-1826	16	17	impacts	impact	NOUN
easat-1826	16	18	on	on	ADP
easat-1826	16	19	crop	crop	NOUN
easat-1826	16	20	production	production	NOUN
easat-1826	16	21	and	and	CCONJ
easat-1826	16	22	food	food	NOUN
easat-1826	16	23	security	security	NOUN
easat-1826	16	24	.	.	PUNCT
easat-1826	17	1	in	in	ADP
easat-1826	17	2	the	the	DET
easat-1826	17	3	context	context	NOUN
easat-1826	17	4	of	of	ADP
easat-1826	17	5	shifting	shift	VERB
easat-1826	17	6	climatic	climatic	ADJ
easat-1826	17	7	patterns	pattern	NOUN
easat-1826	17	8	,	,	PUNCT
easat-1826	17	9	investigating	investigate	VERB
easat-1826	17	10	the	the	DET
easat-1826	17	11	effects	effect	NOUN
easat-1826	17	12	of	of	ADP
easat-1826	17	13	climate	climate	NOUN
easat-1826	17	14	variability	variability	NOUN
easat-1826	17	15	on	on	ADP
easat-1826	17	16	agricultural	agricultural	ADJ
easat-1826	17	17	yields	yield	NOUN
easat-1826	17	18	has	have	AUX
easat-1826	17	19	garnered	garner	VERB
easat-1826	17	20	substantial	substantial	ADJ
easat-1826	17	21	scholarly	scholarly	ADJ
easat-1826	17	22	attention	attention	NOUN
easat-1826	17	23	[	[	X
easat-1826	17	24	1	1	NUM
easat-1826	17	25	,	,	PUNCT
easat-1826	17	26	2	2	NUM
easat-1826	17	27	,	,	PUNCT
easat-1826	17	28	3	3	NUM
easat-1826	17	29	]	]	PUNCT
easat-1826	17	30	.	.	PUNCT
easat-1826	18	1	a	a	DET
easat-1826	18	2	comprehensive	comprehensive	ADJ
easat-1826	18	3	study	study	NOUN
easat-1826	18	4	was	be	AUX
easat-1826	18	5	conducted	conduct	VERB
easat-1826	18	6	to	to	PART
easat-1826	18	7	analyse	analyse	VERB
easat-1826	18	8	the	the	DET
easat-1826	18	9	intricate	intricate	ADJ
easat-1826	18	10	relationships	relationship	NOUN
easat-1826	18	11	between	between	ADP
easat-1826	18	12	temperature	temperature	NOUN
easat-1826	18	13	anomalies	anomaly	NOUN
easat-1826	18	14	and	and	CCONJ
easat-1826	18	15	crop	crop	NOUN
easat-1826	18	16	yield	yield	NOUN
easat-1826	18	17	fluctuations	fluctuation	NOUN
easat-1826	18	18	[	[	X
easat-1826	18	19	1	1	NUM
easat-1826	18	20	]	]	PUNCT
easat-1826	18	21	.	.	PUNCT
easat-1826	19	1	their	their	PRON
easat-1826	19	2	findings	finding	NOUN
easat-1826	19	3	underscored	underscore	VERB
easat-1826	19	4	the	the	DET
easat-1826	19	5	vulnerability	vulnerability	NOUN
easat-1826	19	6	of	of	ADP
easat-1826	19	7	crops	crop	NOUN
easat-1826	19	8	to	to	ADP
easat-1826	19	9	abnormal	abnormal	ADJ
easat-1826	19	10	temperature	temperature	NOUN
easat-1826	19	11	spikes	spike	NOUN
easat-1826	19	12	,	,	PUNCT
easat-1826	19	13	emphasizing	emphasize	VERB
easat-1826	19	14	the	the	DET
easat-1826	19	15	need	need	NOUN
easat-1826	19	16	for	for	ADP
easat-1826	19	17	localized	localized	ADJ
easat-1826	19	18	investigations	investigation	NOUN
easat-1826	19	19	to	to	PART
easat-1826	19	20	grasp	grasp	VERB
easat-1826	19	21	the	the	DET
easat-1826	19	22	regionspecific	regionspecific	ADJ
easat-1826	19	23	impacts	impact	NOUN
easat-1826	19	24	of	of	ADP
easat-1826	19	25	climate	climate	NOUN
easat-1826	19	26	variability	variability	NOUN
easat-1826	19	27	.	.	PUNCT
easat-1826	20	1	in	in	ADP
easat-1826	20	2	parallel	parallel	NOUN
easat-1826	20	3	,	,	PUNCT
easat-1826	20	4	[	[	X
easat-1826	20	5	4	4	X
easat-1826	20	6	]	]	PUNCT
easat-1826	20	7	explored	explore	VERB
easat-1826	20	8	the	the	DET
easat-1826	20	9	correlation	correlation	NOUN
easat-1826	20	10	between	between	ADP
easat-1826	20	11	precipitation	precipitation	NOUN
easat-1826	20	12	patterns	pattern	NOUN
easat-1826	20	13	and	and	CCONJ
easat-1826	20	14	crop	crop	NOUN
easat-1826	20	15	productivity	productivity	NOUN
easat-1826	20	16	,	,	PUNCT
easat-1826	20	17	revealing	reveal	VERB
easat-1826	20	18	the	the	DET
easat-1826	20	19	susceptibility	susceptibility	NOUN
easat-1826	20	20	of	of	ADP
easat-1826	20	21	rain	rain	NOUN
easat-1826	20	22	-	-	PUNCT
easat-1826	20	23	fed	feed	VERB
easat-1826	20	24	agriculture	agriculture	NOUN
easat-1826	20	25	to	to	ADP
easat-1826	20	26	irregular	irregular	ADJ
easat-1826	20	27	rainfall	rainfall	NOUN
easat-1826	20	28	regimes	regime	NOUN
easat-1826	20	29	.	.	PUNCT
easat-1826	21	1	extending	extend	VERB
easat-1826	21	2	this	this	DET
easat-1826	21	3	discourse	discourse	NOUN
easat-1826	21	4	,	,	PUNCT
easat-1826	21	5	the	the	DET
easat-1826	21	6	current	current	ADJ
easat-1826	21	7	study	study	NOUN
easat-1826	21	8	delves	delve	VERB
easat-1826	21	9	into	into	ADP
easat-1826	21	10	the	the	DET
easat-1826	21	11	repercussions	repercussion	NOUN
easat-1826	21	12	of	of	ADP
easat-1826	21	13	climate	climate	NOUN
easat-1826	21	14	variability	variability	NOUN
easat-1826	21	15	on	on	ADP
easat-1826	21	16	wheat	wheat	NOUN
easat-1826	21	17	yield	yield	NOUN
easat-1826	21	18	in	in	ADP
easat-1826	21	19	bloemfontein	bloemfontein	NOUN
easat-1826	21	20	wheat	wheat	NOUN
easat-1826	21	21	farms	farm	NOUN
easat-1826	21	22	.	.	PUNCT
easat-1826	22	1	like	like	ADP
easat-1826	22	2	many	many	ADJ
easat-1826	22	3	others	other	NOUN
easat-1826	22	4	,	,	PUNCT
easat-1826	22	5	the	the	DET
easat-1826	22	6	bloemfontein	bloemfontein	PROPN
easat-1826	22	7	region	region	PROPN
easat-1826	22	8	confronts	confront	VERB
easat-1826	22	9	the	the	DET
easat-1826	22	10	challenge	challenge	NOUN
easat-1826	22	11	of	of	ADP
easat-1826	22	12	altering	alter	VERB
easat-1826	22	13	climate	climate	NOUN
easat-1826	22	14	conditions	condition	NOUN
easat-1826	22	15	that	that	PRON
easat-1826	22	16	can	can	AUX
easat-1826	22	17	disrupt	disrupt	VERB
easat-1826	22	18	agricultural	agricultural	ADJ
easat-1826	22	19	practices	practice	NOUN
easat-1826	22	20	and	and	CCONJ
easat-1826	22	21	ultimately	ultimately	ADV
easat-1826	22	22	influence	influence	VERB
easat-1826	22	23	crop	crop	NOUN
easat-1826	22	24	production	production	NOUN
easat-1826	22	25	.	.	PUNCT
easat-1826	23	1	understanding	understand	VERB
easat-1826	23	2	the	the	DET
easat-1826	23	3	nexus	nexus	NOUN
easat-1826	23	4	between	between	ADP
easat-1826	23	5	climate	climate	NOUN
easat-1826	23	6	variations	variation	NOUN
easat-1826	23	7	and	and	CCONJ
easat-1826	23	8	wheat	wheat	NOUN
easat-1826	23	9	yield	yield	NOUN
easat-1826	23	10	within	within	ADP
easat-1826	23	11	this	this	DET
easat-1826	23	12	context	context	NOUN
easat-1826	23	13	is	be	AUX
easat-1826	23	14	pivotal	pivotal	ADJ
easat-1826	23	15	for	for	ADP
easat-1826	23	16	devising	devise	VERB
easat-1826	23	17	targeted	target	VERB
easat-1826	23	18	adaptation	adaptation	NOUN
easat-1826	23	19	strategies	strategy	NOUN
easat-1826	23	20	.	.	PUNCT
easat-1826	24	1	[	[	X
easat-1826	24	2	3	3	X
easat-1826	24	3	]	]	PUNCT
easat-1826	24	4	contributed	contribute	VERB
easat-1826	24	5	to	to	ADP
easat-1826	24	6	this	this	DET
easat-1826	24	7	body	body	NOUN
easat-1826	24	8	of	of	ADP
easat-1826	24	9	research	research	NOUN
easat-1826	24	10	1214	1214	NUM
easat-1826	24	11	edelweiss	edelweiss	PROPN
easat-1826	24	12	applied	apply	VERB
easat-1826	24	13	science	science	NOUN
easat-1826	24	14	and	and	CCONJ
easat-1826	24	15	technology	technology	NOUN
easat-1826	24	16	issn	issn	PROPN
easat-1826	24	17	:	:	PUNCT
easat-1826	24	18	2576	2576	NUM
easat-1826	24	19	-	-	SYM
easat-1826	24	20	8484	8484	NUM
easat-1826	24	21	vol	vol	NOUN
easat-1826	24	22	.	.	PROPN
easat-1826	25	1	8	8	NUM
easat-1826	25	2	,	,	PUNCT
easat-1826	25	3	no	no	INTJ
easat-1826	25	4	.	.	NOUN
easat-1826	25	5	5	5	NUM
easat-1826	25	6	:	:	SYM
easat-1826	25	7	1213	1213	NUM
easat-1826	25	8	-	-	SYM
easat-1826	25	9	1234	1234	NUM
easat-1826	25	10	,	,	PUNCT
easat-1826	25	11	2024	2024	NUM
easat-1826	25	12	doi	doi	NOUN
easat-1826	25	13	:	:	PUNCT
easat-1826	25	14	10.55214/25768484.v8i5.1826	10.55214/25768484.v8i5.1826	NUM
easat-1826	25	15	©	©	ADP
easat-1826	25	16	2024	2024	NUM
easat-1826	25	17	by	by	ADP
easat-1826	25	18	the	the	DET
easat-1826	25	19	authors	author	NOUN
easat-1826	25	20	;	;	PUNCT
easat-1826	25	21	licensee	licensee	NOUN
easat-1826	25	22	learning	learning	NOUN
easat-1826	25	23	gate	gate	NOUN
easat-1826	25	24	by	by	ADP
easat-1826	25	25	examining	examine	VERB
easat-1826	25	26	the	the	DET
easat-1826	25	27	potential	potential	ADJ
easat-1826	25	28	interaction	interaction	NOUN
easat-1826	25	29	between	between	ADP
easat-1826	25	30	climate	climate	NOUN
easat-1826	25	31	factors	factor	NOUN
easat-1826	25	32	and	and	CCONJ
easat-1826	25	33	crop	crop	NOUN
easat-1826	25	34	yield	yield	NOUN
easat-1826	25	35	stability	stability	NOUN
easat-1826	25	36	.	.	PUNCT
easat-1826	26	1	using	use	VERB
easat-1826	26	2	advanced	advanced	ADJ
easat-1826	26	3	modeling	modeling	NOUN
easat-1826	26	4	techniques	technique	NOUN
easat-1826	26	5	,	,	PUNCT
easat-1826	26	6	they	they	PRON
easat-1826	26	7	showcased	showcase	VERB
easat-1826	26	8	the	the	DET
easat-1826	26	9	intricate	intricate	ADJ
easat-1826	26	10	ways	way	NOUN
easat-1826	26	11	temperature	temperature	NOUN
easat-1826	26	12	,	,	PUNCT
easat-1826	26	13	precipitation	precipitation	NOUN
easat-1826	26	14	,	,	PUNCT
easat-1826	26	15	and	and	CCONJ
easat-1826	26	16	variations	variation	NOUN
easat-1826	26	17	impact	impact	NOUN
easat-1826	26	18	yield	yield	VERB
easat-1826	26	19	fluctuations	fluctuation	NOUN
easat-1826	26	20	,	,	PUNCT
easat-1826	26	21	offering	offer	VERB
easat-1826	26	22	insights	insight	NOUN
easat-1826	26	23	into	into	ADP
easat-1826	26	24	predicting	predict	VERB
easat-1826	26	25	future	future	ADJ
easat-1826	26	26	yield	yield	NOUN
easat-1826	26	27	trends	trend	NOUN
easat-1826	26	28	.	.	PUNCT
easat-1826	27	1	building	build	VERB
easat-1826	27	2	on	on	ADP
easat-1826	27	3	such	such	ADJ
easat-1826	27	4	advancements	advancement	NOUN
easat-1826	27	5	,	,	PUNCT
easat-1826	27	6	this	this	DET
easat-1826	27	7	study	study	NOUN
easat-1826	27	8	employs	employ	VERB
easat-1826	27	9	a	a	DET
easat-1826	27	10	similar	similar	ADJ
easat-1826	27	11	methodology	methodology	NOUN
easat-1826	27	12	to	to	PART
easat-1826	27	13	analyze	analyze	VERB
easat-1826	27	14	the	the	DET
easat-1826	27	15	historical	historical	ADJ
easat-1826	27	16	climate	climate	NOUN
easat-1826	27	17	data	datum	NOUN
easat-1826	27	18	of	of	ADP
easat-1826	27	19	bloemfontein	bloemfontein	NOUN
easat-1826	27	20	and	and	CCONJ
easat-1826	27	21	its	its	PRON
easat-1826	27	22	implications	implication	NOUN
easat-1826	27	23	for	for	ADP
easat-1826	27	24	wheat	wheat	NOUN
easat-1826	27	25	farming	farming	NOUN
easat-1826	27	26	.	.	PUNCT
easat-1826	28	1	amidst	amidst	ADP
easat-1826	28	2	growing	grow	VERB
easat-1826	28	3	concerns	concern	NOUN
easat-1826	28	4	about	about	ADP
easat-1826	28	5	food	food	NOUN
easat-1826	28	6	security	security	NOUN
easat-1826	28	7	and	and	CCONJ
easat-1826	28	8	the	the	DET
easat-1826	28	9	sustainability	sustainability	NOUN
easat-1826	28	10	of	of	ADP
easat-1826	28	11	agricultural	agricultural	ADJ
easat-1826	28	12	systems	system	NOUN
easat-1826	28	13	,	,	PUNCT
easat-1826	28	14	this	this	DET
easat-1826	28	15	study	study	NOUN
easat-1826	28	16	fills	fill	VERB
easat-1826	28	17	a	a	DET
easat-1826	28	18	crucial	crucial	ADJ
easat-1826	28	19	research	research	NOUN
easat-1826	28	20	gap	gap	NOUN
easat-1826	28	21	by	by	ADP
easat-1826	28	22	shedding	shed	VERB
easat-1826	28	23	light	light	NOUN
easat-1826	28	24	on	on	ADP
easat-1826	28	25	how	how	SCONJ
easat-1826	28	26	climate	climate	NOUN
easat-1826	28	27	variability	variability	NOUN
easat-1826	28	28	influences	influence	VERB
easat-1826	28	29	wheat	wheat	NOUN
easat-1826	28	30	yield	yield	NOUN
easat-1826	28	31	in	in	ADP
easat-1826	28	32	a	a	DET
easat-1826	28	33	localized	localized	ADJ
easat-1826	28	34	agricultural	agricultural	ADJ
easat-1826	28	35	setting	setting	NOUN
easat-1826	28	36	.	.	PUNCT
easat-1826	29	1	the	the	DET
easat-1826	29	2	insights	insight	NOUN
easat-1826	29	3	gained	gain	VERB
easat-1826	29	4	from	from	ADP
easat-1826	29	5	this	this	DET
easat-1826	29	6	investigation	investigation	NOUN
easat-1826	29	7	hold	hold	VERB
easat-1826	29	8	implications	implication	NOUN
easat-1826	29	9	for	for	ADP
easat-1826	29	10	farmers	farmer	NOUN
easat-1826	29	11	,	,	PUNCT
easat-1826	29	12	policymakers	policymaker	NOUN
easat-1826	29	13	,	,	PUNCT
easat-1826	29	14	and	and	CCONJ
easat-1826	29	15	stakeholders	stakeholder	NOUN
easat-1826	29	16	striving	strive	VERB
easat-1826	29	17	to	to	PART
easat-1826	29	18	enhance	enhance	VERB
easat-1826	29	19	the	the	DET
easat-1826	29	20	resilience	resilience	NOUN
easat-1826	29	21	of	of	ADP
easat-1826	29	22	agricultural	agricultural	ADJ
easat-1826	29	23	systems	system	NOUN
easat-1826	29	24	in	in	ADP
easat-1826	29	25	the	the	DET
easat-1826	29	26	face	face	NOUN
easat-1826	29	27	of	of	ADP
easat-1826	29	28	changing	change	VERB
easat-1826	29	29	climatic	climatic	ADJ
easat-1826	29	30	conditions	condition	NOUN
easat-1826	29	31	.	.	PUNCT
easat-1826	30	1	[	[	X
easat-1826	30	2	4	4	NUM
easat-1826	30	3	]	]	PUNCT
easat-1826	30	4	,	,	PUNCT
easat-1826	30	5	advanced	advance	VERB
easat-1826	30	6	the	the	DET
easat-1826	30	7	field	field	NOUN
easat-1826	30	8	by	by	ADP
easat-1826	30	9	investigating	investigate	VERB
easat-1826	30	10	the	the	DET
easat-1826	30	11	direct	direct	ADJ
easat-1826	30	12	impacts	impact	NOUN
easat-1826	30	13	of	of	ADP
easat-1826	30	14	climate	climate	NOUN
easat-1826	30	15	variability	variability	NOUN
easat-1826	30	16	on	on	ADP
easat-1826	30	17	crop	crop	NOUN
easat-1826	30	18	yields	yield	NOUN
easat-1826	30	19	and	and	CCONJ
easat-1826	30	20	the	the	DET
easat-1826	30	21	secondary	secondary	ADJ
easat-1826	30	22	effects	effect	NOUN
easat-1826	30	23	on	on	ADP
easat-1826	30	24	soil	soil	NOUN
easat-1826	30	25	quality	quality	NOUN
easat-1826	30	26	and	and	CCONJ
easat-1826	30	27	nutrient	nutrient	ADJ
easat-1826	30	28	availability	availability	NOUN
easat-1826	30	29	.	.	PUNCT
easat-1826	31	1	their	their	PRON
easat-1826	31	2	study	study	NOUN
easat-1826	31	3	highlighted	highlight	VERB
easat-1826	31	4	the	the	DET
easat-1826	31	5	intricate	intricate	ADJ
easat-1826	31	6	interactions	interaction	NOUN
easat-1826	31	7	between	between	ADP
easat-1826	31	8	climate	climate	NOUN
easat-1826	31	9	,	,	PUNCT
easat-1826	31	10	soil	soil	NOUN
easat-1826	31	11	health	health	NOUN
easat-1826	31	12	,	,	PUNCT
easat-1826	31	13	and	and	CCONJ
easat-1826	31	14	agricultural	agricultural	ADJ
easat-1826	31	15	productivity	productivity	NOUN
easat-1826	31	16	.	.	PUNCT
easat-1826	32	1	this	this	DET
easat-1826	32	2	holistic	holistic	ADJ
easat-1826	32	3	perspective	perspective	NOUN
easat-1826	32	4	underscores	underscore	VERB
easat-1826	32	5	the	the	DET
easat-1826	32	6	need	need	NOUN
easat-1826	32	7	for	for	ADP
easat-1826	32	8	integrated	integrated	ADJ
easat-1826	32	9	approaches	approach	NOUN
easat-1826	32	10	considering	consider	VERB
easat-1826	32	11	biophysical	biophysical	ADJ
easat-1826	32	12	and	and	CCONJ
easat-1826	32	13	ecological	ecological	ADJ
easat-1826	32	14	factors	factor	NOUN
easat-1826	32	15	when	when	SCONJ
easat-1826	32	16	assessing	assess	VERB
easat-1826	32	17	climate	climate	NOUN
easat-1826	32	18	-	-	PUNCT
easat-1826	32	19	yield	yield	NOUN
easat-1826	32	20	relationships	relationship	NOUN
easat-1826	32	21	.	.	PUNCT
easat-1826	33	1	the	the	DET
easat-1826	33	2	present	present	ADJ
easat-1826	33	3	study	study	NOUN
easat-1826	33	4	aims	aim	VERB
easat-1826	33	5	to	to	PART
easat-1826	33	6	bridge	bridge	VERB
easat-1826	33	7	the	the	DET
easat-1826	33	8	gap	gap	NOUN
easat-1826	33	9	between	between	ADP
easat-1826	33	10	climate	climate	NOUN
easat-1826	33	11	science	science	NOUN
easat-1826	33	12	and	and	CCONJ
easat-1826	33	13	agricultural	agricultural	ADJ
easat-1826	33	14	practices	practice	NOUN
easat-1826	33	15	by	by	ADP
easat-1826	33	16	focusing	focus	VERB
easat-1826	33	17	on	on	ADP
easat-1826	33	18	bloemfontein	bloemfontein	PROPN
easat-1826	33	19	’s	’s	PART
easat-1826	33	20	wheat	wheat	NOUN
easat-1826	33	21	farms	farm	NOUN
easat-1826	33	22	.	.	PUNCT
easat-1826	34	1	the	the	DET
easat-1826	34	2	unique	unique	ADJ
easat-1826	34	3	characteristics	characteristic	NOUN
easat-1826	34	4	of	of	ADP
easat-1826	34	5	the	the	DET
easat-1826	34	6	bloemfontein	bloemfontein	NOUN
easat-1826	34	7	region	region	NOUN
easat-1826	34	8	,	,	PUNCT
easat-1826	34	9	including	include	VERB
easat-1826	34	10	its	its	PRON
easat-1826	34	11	semi	semi	ADJ
easat-1826	34	12	-	-	ADJ
easat-1826	34	13	arid	arid	ADJ
easat-1826	34	14	climate	climate	NOUN
easat-1826	34	15	and	and	CCONJ
easat-1826	34	16	reliance	reliance	NOUN
easat-1826	34	17	on	on	ADP
easat-1826	34	18	rain	rain	NOUN
easat-1826	34	19	-	-	PUNCT
easat-1826	34	20	fed	feed	VERB
easat-1826	34	21	agriculture	agriculture	NOUN
easat-1826	34	22	,	,	PUNCT
easat-1826	34	23	make	make	VERB
easat-1826	34	24	it	it	PRON
easat-1826	34	25	an	an	DET
easat-1826	34	26	ideal	ideal	ADJ
easat-1826	34	27	case	case	NOUN
easat-1826	34	28	study	study	NOUN
easat-1826	34	29	for	for	ADP
easat-1826	34	30	understanding	understand	VERB
easat-1826	34	31	the	the	DET
easat-1826	34	32	localized	localized	ADJ
easat-1826	34	33	consequences	consequence	NOUN
easat-1826	34	34	of	of	ADP
easat-1826	34	35	climate	climate	NOUN
easat-1826	34	36	variability	variability	NOUN
easat-1826	34	37	on	on	ADP
easat-1826	34	38	wheat	wheat	NOUN
easat-1826	34	39	yield	yield	NOUN
easat-1826	34	40	[	[	X
easat-1826	34	41	1	1	NUM
easat-1826	34	42	]	]	PUNCT
easat-1826	34	43	.	.	PUNCT
easat-1826	35	1	by	by	ADP
easat-1826	35	2	amalgamating	amalgamate	VERB
easat-1826	35	3	insights	insight	NOUN
easat-1826	35	4	from	from	ADP
easat-1826	35	5	[	[	X
easat-1826	35	6	5	5	NUM
easat-1826	35	7	]	]	PUNCT
easat-1826	35	8	and	and	CCONJ
easat-1826	35	9	similar	similar	ADJ
easat-1826	35	10	research	research	NOUN
easat-1826	35	11	,	,	PUNCT
easat-1826	35	12	this	this	DET
easat-1826	35	13	study	study	NOUN
easat-1826	35	14	takes	take	VERB
easat-1826	35	15	a	a	DET
easat-1826	35	16	multi	multi	ADJ
easat-1826	35	17	-	-	ADJ
easat-1826	35	18	dimensional	dimensional	ADJ
easat-1826	35	19	approach	approach	NOUN
easat-1826	35	20	that	that	PRON
easat-1826	35	21	considers	consider	VERB
easat-1826	35	22	climate	climate	NOUN
easat-1826	35	23	variables	variable	NOUN
easat-1826	35	24	and	and	CCONJ
easat-1826	35	25	their	their	PRON
easat-1826	35	26	cascading	cascade	VERB
easat-1826	35	27	impacts	impact	NOUN
easat-1826	35	28	on	on	ADP
easat-1826	35	29	the	the	DET
easat-1826	35	30	overall	overall	ADJ
easat-1826	35	31	agricultural	agricultural	ADJ
easat-1826	35	32	ecosystem	ecosystem	NOUN
easat-1826	35	33	.	.	PUNCT
easat-1826	36	1	[	[	X
easat-1826	36	2	6	6	NUM
easat-1826	36	3	]	]	PUNCT
easat-1826	36	4	enriched	enrich	VERB
easat-1826	36	5	the	the	DET
easat-1826	36	6	discourse	discourse	NOUN
easat-1826	36	7	by	by	ADP
easat-1826	36	8	examining	examine	VERB
easat-1826	36	9	potential	potential	ADJ
easat-1826	36	10	mitigation	mitigation	NOUN
easat-1826	36	11	strategies	strategy	NOUN
easat-1826	36	12	to	to	PART
easat-1826	36	13	alleviate	alleviate	VERB
easat-1826	36	14	the	the	DET
easat-1826	36	15	adverse	adverse	ADJ
easat-1826	36	16	impacts	impact	NOUN
easat-1826	36	17	of	of	ADP
easat-1826	36	18	climate	climate	NOUN
easat-1826	36	19	variability	variability	NOUN
easat-1826	36	20	on	on	ADP
easat-1826	36	21	crop	crop	NOUN
easat-1826	36	22	yield	yield	NOUN
easat-1826	36	23	.	.	PUNCT
easat-1826	37	1	they	they	PRON
easat-1826	37	2	explored	explore	VERB
easat-1826	37	3	the	the	DET
easat-1826	37	4	efficacy	efficacy	NOUN
easat-1826	37	5	of	of	ADP
easat-1826	37	6	precision	precision	NOUN
easat-1826	37	7	agriculture	agriculture	NOUN
easat-1826	37	8	techniques	technique	NOUN
easat-1826	37	9	and	and	CCONJ
easat-1826	37	10	modified	modify	VERB
easat-1826	37	11	cropping	cropping	NOUN
easat-1826	37	12	calendars	calendar	NOUN
easat-1826	37	13	to	to	PART
easat-1826	37	14	adapt	adapt	VERB
easat-1826	37	15	to	to	ADP
easat-1826	37	16	changing	change	VERB
easat-1826	37	17	climate	climate	NOUN
easat-1826	37	18	conditions	condition	NOUN
easat-1826	37	19	.	.	PUNCT
easat-1826	38	1	such	such	ADJ
easat-1826	38	2	proactive	proactive	ADJ
easat-1826	38	3	strategies	strategy	NOUN
easat-1826	38	4	could	could	AUX
easat-1826	38	5	prove	prove	VERB
easat-1826	38	6	essential	essential	ADJ
easat-1826	38	7	for	for	ADP
easat-1826	38	8	bloemfontein	bloemfontein	PROPN
easat-1826	38	9	’s	’s	PART
easat-1826	38	10	wheat	wheat	NOUN
easat-1826	38	11	farmers	farmer	NOUN
easat-1826	38	12	,	,	PUNCT
easat-1826	38	13	who	who	PRON
easat-1826	38	14	must	must	AUX
easat-1826	38	15	grapple	grapple	VERB
easat-1826	38	16	with	with	ADP
easat-1826	38	17	uncertain	uncertain	ADJ
easat-1826	38	18	precipitation	precipitation	NOUN
easat-1826	38	19	patterns	pattern	NOUN
easat-1826	38	20	and	and	CCONJ
easat-1826	38	21	temperature	temperature	NOUN
easat-1826	38	22	fluctuations	fluctuation	NOUN
easat-1826	38	23	.	.	PUNCT
easat-1826	39	1	to	to	PART
easat-1826	39	2	gain	gain	VERB
easat-1826	39	3	a	a	DET
easat-1826	39	4	comprehensive	comprehensive	ADJ
easat-1826	39	5	understanding	understanding	NOUN
easat-1826	39	6	of	of	ADP
easat-1826	39	7	the	the	DET
easat-1826	39	8	impact	impact	NOUN
easat-1826	39	9	of	of	ADP
easat-1826	39	10	climate	climate	NOUN
easat-1826	39	11	change	change	NOUN
easat-1826	39	12	on	on	ADP
easat-1826	39	13	crop	crop	NOUN
easat-1826	39	14	production	production	NOUN
easat-1826	39	15	,	,	PUNCT
easat-1826	39	16	this	this	DET
easat-1826	39	17	study	study	NOUN
easat-1826	39	18	aims	aim	VERB
easat-1826	39	19	to	to	PART
easat-1826	39	20	employ	employ	VERB
easat-1826	39	21	machine	machine	NOUN
easat-1826	39	22	learning	learning	NOUN
easat-1826	39	23	algorithms	algorithm	NOUN
easat-1826	39	24	as	as	ADP
easat-1826	39	25	powerful	powerful	ADJ
easat-1826	39	26	tools	tool	NOUN
easat-1826	39	27	for	for	ADP
easat-1826	39	28	analysis	analysis	NOUN
easat-1826	39	29	.	.	PUNCT
easat-1826	40	1	the	the	DET
easat-1826	40	2	intricate	intricate	ADJ
easat-1826	40	3	relationship	relationship	NOUN
easat-1826	40	4	between	between	ADP
easat-1826	40	5	climatic	climatic	ADJ
easat-1826	40	6	factors	factor	NOUN
easat-1826	40	7	and	and	CCONJ
easat-1826	40	8	agricultural	agricultural	ADJ
easat-1826	40	9	productivity	productivity	NOUN
easat-1826	40	10	will	will	AUX
easat-1826	40	11	be	be	AUX
easat-1826	40	12	explored	explore	VERB
easat-1826	40	13	by	by	ADP
easat-1826	40	14	leveraging	leverage	VERB
easat-1826	40	15	historical	historical	ADJ
easat-1826	40	16	climate	climate	NOUN
easat-1826	40	17	data	datum	NOUN
easat-1826	40	18	and	and	CCONJ
easat-1826	40	19	crop	crop	NOUN
easat-1826	40	20	production	production	NOUN
easat-1826	40	21	records	record	NOUN
easat-1826	40	22	.	.	PUNCT
easat-1826	41	1	machine	machine	NOUN
easat-1826	41	2	learning	learn	VERB
easat-1826	41	3	techniques	technique	NOUN
easat-1826	41	4	allow	allow	VERB
easat-1826	41	5	us	we	PRON
easat-1826	41	6	to	to	PART
easat-1826	41	7	identify	identify	VERB
easat-1826	41	8	the	the	DET
easat-1826	41	9	most	most	ADV
easat-1826	41	10	influential	influential	ADJ
easat-1826	41	11	climate	climate	NOUN
easat-1826	41	12	variables	variable	NOUN
easat-1826	41	13	,	,	PUNCT
easat-1826	41	14	develop	develop	VERB
easat-1826	41	15	predictive	predictive	ADJ
easat-1826	41	16	models	model	NOUN
easat-1826	41	17	,	,	PUNCT
easat-1826	41	18	and	and	CCONJ
easat-1826	41	19	assess	assess	VERB
easat-1826	41	20	the	the	DET
easat-1826	41	21	potential	potential	ADJ
easat-1826	41	22	impacts	impact	NOUN
easat-1826	41	23	of	of	ADP
easat-1826	41	24	climate	climate	NOUN
easat-1826	41	25	change	change	NOUN
easat-1826	41	26	on	on	ADP
easat-1826	41	27	crop	crop	NOUN
easat-1826	41	28	yields	yield	NOUN
easat-1826	41	29	.	.	PUNCT
easat-1826	42	1	by	by	ADP
easat-1826	42	2	integrating	integrate	VERB
easat-1826	42	3	insights	insight	NOUN
easat-1826	42	4	from	from	ADP
easat-1826	42	5	previous	previous	ADJ
easat-1826	42	6	studies	study	NOUN
easat-1826	42	7	,	,	PUNCT
easat-1826	42	8	such	such	ADJ
easat-1826	42	9	as	as	ADP
easat-1826	42	10	those	those	PRON
easat-1826	42	11	by	by	ADP
easat-1826	42	12	[	[	X
easat-1826	42	13	7	7	NUM
easat-1826	42	14	]	]	PUNCT
easat-1826	42	15	and	and	CCONJ
easat-1826	42	16	[	[	X
easat-1826	42	17	8	8	NUM
easat-1826	42	18	]	]	PUNCT
easat-1826	42	19	,	,	PUNCT
easat-1826	42	20	[	[	X
easat-1826	42	21	9	9	NUM
easat-1826	42	22	]	]	PUNCT
easat-1826	42	23	,	,	PUNCT
easat-1826	42	24	and	and	CCONJ
easat-1826	42	25	[	[	X
easat-1826	42	26	10	10	NUM
easat-1826	42	27	]	]	PUNCT
easat-1826	42	28	,	,	PUNCT
easat-1826	42	29	the	the	DET
easat-1826	42	30	aim	aim	NOUN
easat-1826	42	31	is	be	AUX
easat-1826	42	32	to	to	PART
easat-1826	42	33	build	build	VERB
easat-1826	42	34	upon	upon	SCONJ
easat-1826	42	35	existing	exist	VERB
easat-1826	42	36	knowledge	knowledge	NOUN
easat-1826	42	37	and	and	CCONJ
easat-1826	42	38	provide	provide	VERB
easat-1826	42	39	a	a	DET
easat-1826	42	40	robust	robust	ADJ
easat-1826	42	41	assessment	assessment	NOUN
easat-1826	42	42	of	of	ADP
easat-1826	42	43	the	the	DET
easat-1826	42	44	effects	effect	NOUN
easat-1826	42	45	of	of	ADP
easat-1826	42	46	climate	climate	NOUN
easat-1826	42	47	change	change	NOUN
easat-1826	42	48	on	on	ADP
easat-1826	42	49	crop	crop	NOUN
easat-1826	42	50	production	production	NOUN
easat-1826	42	51	.	.	PUNCT
easat-1826	43	1	the	the	DET
easat-1826	43	2	analysis	analysis	NOUN
easat-1826	43	3	will	will	AUX
easat-1826	43	4	contribute	contribute	VERB
easat-1826	43	5	to	to	ADP
easat-1826	43	6	the	the	DET
easat-1826	43	7	ongoing	ongoing	ADJ
easat-1826	43	8	efforts	effort	NOUN
easat-1826	43	9	in	in	ADP
easat-1826	43	10	formulating	formulate	VERB
easat-1826	43	11	strategies	strategy	NOUN
easat-1826	43	12	to	to	PART
easat-1826	43	13	mitigate	mitigate	VERB
easat-1826	43	14	the	the	DET
easat-1826	43	15	negative	negative	ADJ
easat-1826	43	16	impacts	impact	NOUN
easat-1826	43	17	of	of	ADP
easat-1826	43	18	climate	climate	NOUN
easat-1826	43	19	change	change	NOUN
easat-1826	43	20	and	and	CCONJ
easat-1826	43	21	ensure	ensure	VERB
easat-1826	43	22	global	global	ADJ
easat-1826	43	23	food	food	NOUN
easat-1826	43	24	security	security	NOUN
easat-1826	43	25	this	this	DET
easat-1826	43	26	investigation	investigation	NOUN
easat-1826	43	27	contributes	contribute	VERB
easat-1826	43	28	to	to	ADP
easat-1826	43	29	the	the	DET
easat-1826	43	30	expanding	expand	VERB
easat-1826	43	31	body	body	NOUN
easat-1826	43	32	of	of	ADP
easat-1826	43	33	knowledge	knowledge	NOUN
easat-1826	43	34	elucidating	elucidate	VERB
easat-1826	43	35	the	the	DET
easat-1826	43	36	intricate	intricate	ADJ
easat-1826	43	37	interplay	interplay	NOUN
easat-1826	43	38	between	between	ADP
easat-1826	43	39	climate	climate	NOUN
easat-1826	43	40	variability	variability	NOUN
easat-1826	43	41	and	and	CCONJ
easat-1826	43	42	agricultural	agricultural	ADJ
easat-1826	43	43	productivity	productivity	NOUN
easat-1826	43	44	.	.	PUNCT
easat-1826	44	1	by	by	ADP
easat-1826	44	2	grounding	ground	VERB
easat-1826	44	3	our	our	PRON
easat-1826	44	4	study	study	NOUN
easat-1826	44	5	in	in	ADP
easat-1826	44	6	the	the	DET
easat-1826	44	7	specific	specific	ADJ
easat-1826	44	8	context	context	NOUN
easat-1826	44	9	of	of	ADP
easat-1826	44	10	bloemfontein	bloemfontein	PROPN
easat-1826	44	11	’s	’s	PART
easat-1826	44	12	wheat	wheat	NOUN
easat-1826	44	13	farms	farm	NOUN
easat-1826	44	14	and	and	CCONJ
easat-1826	44	15	drawing	draw	VERB
easat-1826	44	16	on	on	ADP
easat-1826	44	17	the	the	DET
easat-1826	44	18	insights	insight	NOUN
easat-1826	44	19	of	of	ADP
easat-1826	44	20	pioneering	pioneer	VERB
easat-1826	44	21	researchers	researcher	NOUN
easat-1826	44	22	such	such	ADJ
easat-1826	44	23	as	as	ADP
easat-1826	44	24	[	[	X
easat-1826	44	25	3	3	NUM
easat-1826	44	26	]	]	PUNCT
easat-1826	44	27	and	and	CCONJ
easat-1826	44	28	[	[	X
easat-1826	44	29	6	6	NUM
easat-1826	44	30	]	]	PUNCT
easat-1826	44	31	,	,	PUNCT
easat-1826	44	32	we	we	PRON
easat-1826	44	33	aim	aim	VERB
easat-1826	44	34	to	to	PART
easat-1826	44	35	provide	provide	VERB
easat-1826	44	36	a	a	DET
easat-1826	44	37	nuanced	nuanced	ADJ
easat-1826	44	38	understanding	understanding	NOUN
easat-1826	44	39	of	of	ADP
easat-1826	44	40	the	the	DET
easat-1826	44	41	challenges	challenge	NOUN
easat-1826	44	42	and	and	CCONJ
easat-1826	44	43	opportunities	opportunity	NOUN
easat-1826	44	44	presented	present	VERB
easat-1826	44	45	by	by	ADP
easat-1826	44	46	climate	climate	NOUN
easat-1826	44	47	variability	variability	NOUN
easat-1826	44	48	.	.	PUNCT
easat-1826	45	1	ultimately	ultimately	ADV
easat-1826	45	2	,	,	PUNCT
easat-1826	45	3	these	these	DET
easat-1826	45	4	findings	finding	NOUN
easat-1826	45	5	can	can	AUX
easat-1826	45	6	empower	empower	VERB
easat-1826	45	7	stakeholders	stakeholder	NOUN
easat-1826	45	8	to	to	PART
easat-1826	45	9	make	make	VERB
easat-1826	45	10	informed	informed	ADJ
easat-1826	45	11	decisions	decision	NOUN
easat-1826	45	12	that	that	PRON
easat-1826	45	13	enhance	enhance	VERB
easat-1826	45	14	the	the	DET
easat-1826	45	15	resilience	resilience	NOUN
easat-1826	45	16	and	and	CCONJ
easat-1826	45	17	sustainability	sustainability	NOUN
easat-1826	45	18	of	of	ADP
easat-1826	45	19	wheat	wheat	NOUN
easat-1826	45	20	farming	farming	NOUN
easat-1826	45	21	in	in	ADP
easat-1826	45	22	bloemfontein	bloemfontein	NOUN
easat-1826	45	23	.	.	PUNCT
easat-1826	46	1	2	2	X
easat-1826	46	2	.	.	X
easat-1826	46	3	materials	material	NOUN
easat-1826	46	4	and	and	CCONJ
easat-1826	46	5	methods	method	NOUN
easat-1826	46	6	2.1	2.1	NUM
easat-1826	46	7	.	.	PUNCT
easat-1826	46	8	time	time	NOUN
easat-1826	46	9	series	series	PROPN
easat-1826	46	10	analysis	analysis	NOUN
easat-1826	46	11	for	for	ADP
easat-1826	46	12	agricultural	agricultural	ADJ
easat-1826	46	13	data	datum	NOUN
easat-1826	46	14	time	time	NOUN
easat-1826	46	15	series	series	PROPN
easat-1826	46	16	analysis	analysis	NOUN
easat-1826	46	17	serves	serve	VERB
easat-1826	46	18	as	as	ADP
easat-1826	46	19	a	a	DET
easat-1826	46	20	powerful	powerful	ADJ
easat-1826	46	21	tool	tool	NOUN
easat-1826	46	22	for	for	ADP
easat-1826	46	23	investigating	investigate	VERB
easat-1826	46	24	the	the	DET
easat-1826	46	25	temporal	temporal	ADJ
easat-1826	46	26	dynamics	dynamic	NOUN
easat-1826	46	27	of	of	ADP
easat-1826	46	28	agricultural	agricultural	ADJ
easat-1826	46	29	data	datum	NOUN
easat-1826	46	30	,	,	PUNCT
easat-1826	46	31	enabling	enable	VERB
easat-1826	46	32	the	the	DET
easat-1826	46	33	identification	identification	NOUN
easat-1826	46	34	of	of	ADP
easat-1826	46	35	patterns	pattern	NOUN
easat-1826	46	36	,	,	PUNCT
easat-1826	46	37	trends	trend	NOUN
easat-1826	46	38	,	,	PUNCT
easat-1826	46	39	and	and	CCONJ
easat-1826	46	40	underlying	underlie	VERB
easat-1826	46	41	relationships	relationship	NOUN
easat-1826	46	42	.	.	PUNCT
easat-1826	47	1	in	in	ADP
easat-1826	47	2	the	the	DET
easat-1826	47	3	context	context	NOUN
easat-1826	47	4	of	of	ADP
easat-1826	47	5	our	our	PRON
easat-1826	47	6	study	study	NOUN
easat-1826	47	7	on	on	ADP
easat-1826	47	8	climate	climate	NOUN
easat-1826	47	9	variability	variability	NOUN
easat-1826	47	10	’s	’s	PART
easat-1826	47	11	impact	impact	NOUN
easat-1826	47	12	on	on	ADP
easat-1826	47	13	wheat	wheat	NOUN
easat-1826	47	14	yield	yield	NOUN
easat-1826	47	15	in	in	ADP
easat-1826	47	16	bloemfontein	bloemfontein	NOUN
easat-1826	47	17	wheat	wheat	NOUN
easat-1826	47	18	farms	farm	NOUN
easat-1826	47	19	,	,	PUNCT
easat-1826	47	20	time	time	NOUN
easat-1826	47	21	series	series	NOUN
easat-1826	47	22	analysis	analysis	NOUN
easat-1826	47	23	provides	provide	VERB
easat-1826	47	24	a	a	DET
easat-1826	47	25	structured	structured	ADJ
easat-1826	47	26	framework	framework	NOUN
easat-1826	47	27	to	to	PART
easat-1826	47	28	uncover	uncover	VERB
easat-1826	47	29	insights	insight	NOUN
easat-1826	47	30	from	from	ADP
easat-1826	47	31	historical	historical	ADJ
easat-1826	47	32	weather	weather	NOUN
easat-1826	47	33	and	and	CCONJ
easat-1826	47	34	crop	crop	NOUN
easat-1826	47	35	yield	yield	NOUN
easat-1826	47	36	data	datum	NOUN
easat-1826	47	37	.	.	PUNCT
easat-1826	48	1	time	time	PROPN
easat-1826	48	2	series	series	PROPN
easat-1826	48	3	data	data	PROPN
easat-1826	48	4	consists	consist	VERB
easat-1826	48	5	of	of	ADP
easat-1826	48	6	observations	observation	NOUN
easat-1826	48	7	collected	collect	VERB
easat-1826	48	8	at	at	ADP
easat-1826	48	9	successive	successive	ADJ
easat-1826	48	10	time	time	NOUN
easat-1826	48	11	points	point	NOUN
easat-1826	48	12	,	,	PUNCT
easat-1826	48	13	creating	create	VERB
easat-1826	48	14	a	a	DET
easat-1826	48	15	sequential	sequential	ADJ
easat-1826	48	16	data	datum	NOUN
easat-1826	48	17	sequence	sequence	NOUN
easat-1826	48	18	.	.	PUNCT
easat-1826	49	1	applying	apply	VERB
easat-1826	49	2	time	time	NOUN
easat-1826	49	3	series	series	NOUN
easat-1826	49	4	analysis	analysis	NOUN
easat-1826	49	5	to	to	ADP
easat-1826	49	6	agricultural	agricultural	ADJ
easat-1826	49	7	data	datum	NOUN
easat-1826	49	8	involves	involve	VERB
easat-1826	49	9	exploring	explore	VERB
easat-1826	49	10	temporal	temporal	ADJ
easat-1826	49	11	dependencies	dependency	NOUN
easat-1826	49	12	and	and	CCONJ
easat-1826	49	13	extracting	extract	VERB
easat-1826	49	14	meaningful	meaningful	ADJ
easat-1826	49	15	information	information	NOUN
easat-1826	49	16	.	.	PUNCT
easat-1826	50	1	key	key	ADJ
easat-1826	50	2	concepts	concept	NOUN
easat-1826	50	3	include	include	VERB
easat-1826	50	4	trend	trend	NOUN
easat-1826	50	5	analysis	analysis	NOUN
easat-1826	50	6	,	,	PUNCT
easat-1826	50	7	seasonality	seasonality	NOUN
easat-1826	50	8	detection	detection	NOUN
easat-1826	50	9	,	,	PUNCT
easat-1826	50	10	and	and	CCONJ
easat-1826	50	11	the	the	DET
easat-1826	50	12	identification	identification	NOUN
easat-1826	50	13	of	of	ADP
easat-1826	50	14	irregular	irregular	ADJ
easat-1826	50	15	fluctuations	fluctuation	NOUN
easat-1826	50	16	.	.	PUNCT
easat-1826	51	1	1215	1215	NUM
easat-1826	51	2	edelweiss	edelweiss	PROPN
easat-1826	51	3	applied	apply	VERB
easat-1826	51	4	science	science	NOUN
easat-1826	51	5	and	and	CCONJ
easat-1826	51	6	technology	technology	NOUN
easat-1826	51	7	issn	issn	PROPN
easat-1826	51	8	:	:	PUNCT
easat-1826	51	9	2576	2576	NUM
easat-1826	51	10	-	-	SYM
easat-1826	51	11	8484	8484	NUM
easat-1826	51	12	vol	vol	NOUN
easat-1826	51	13	.	.	PROPN
easat-1826	51	14	8	8	NUM
easat-1826	51	15	,	,	PUNCT
easat-1826	51	16	no	no	INTJ
easat-1826	51	17	.	.	NOUN
easat-1826	51	18	5	5	NUM
easat-1826	51	19	:	:	SYM
easat-1826	51	20	1213	1213	NUM
easat-1826	51	21	-	-	SYM
easat-1826	51	22	1234	1234	NUM
easat-1826	51	23	,	,	PUNCT
easat-1826	51	24	2024	2024	NUM
easat-1826	51	25	doi	doi	NOUN
easat-1826	51	26	:	:	PUNCT
easat-1826	51	27	10.55214/25768484.v8i5.1826	10.55214/25768484.v8i5.1826	NUM
easat-1826	51	28	©	©	ADP
easat-1826	51	29	2024	2024	NUM
easat-1826	51	30	by	by	ADP
easat-1826	51	31	the	the	DET
easat-1826	51	32	authors	author	NOUN
easat-1826	51	33	;	;	PUNCT
easat-1826	51	34	licensee	licensee	PROPN
easat-1826	51	35	learning	learning	NOUN
easat-1826	51	36	gate	gate	VERB
easat-1826	51	37	one	one	NUM
easat-1826	51	38	crucial	crucial	ADJ
easat-1826	51	39	aspect	aspect	NOUN
easat-1826	51	40	of	of	ADP
easat-1826	51	41	time	time	NOUN
easat-1826	51	42	series	series	NOUN
easat-1826	51	43	analysis	analysis	NOUN
easat-1826	51	44	is	be	AUX
easat-1826	51	45	seasonal	seasonal	ADJ
easat-1826	51	46	decomposition	decomposition	NOUN
easat-1826	51	47	,	,	PUNCT
easat-1826	51	48	which	which	PRON
easat-1826	51	49	disentangles	disentangle	VERB
easat-1826	51	50	a	a	DET
easat-1826	51	51	time	time	NOUN
easat-1826	51	52	series	series	NOUN
easat-1826	51	53	into	into	ADP
easat-1826	51	54	its	its	PRON
easat-1826	51	55	constituent	constituent	ADJ
easat-1826	51	56	components	component	NOUN
easat-1826	51	57	:	:	PUNCT
easat-1826	51	58	trend	trend	NOUN
easat-1826	51	59	,	,	PUNCT
easat-1826	51	60	seasonality	seasonality	NOUN
easat-1826	51	61	,	,	PUNCT
easat-1826	51	62	and	and	CCONJ
easat-1826	51	63	residual	residual	ADJ
easat-1826	51	64	(	(	PUNCT
easat-1826	51	65	noise	noise	NOUN
easat-1826	51	66	)	)	PUNCT
easat-1826	51	67	.	.	PUNCT
easat-1826	52	1	this	this	DET
easat-1826	52	2	process	process	NOUN
easat-1826	52	3	enables	enable	VERB
easat-1826	52	4	the	the	DET
easat-1826	52	5	extraction	extraction	NOUN
easat-1826	52	6	of	of	ADP
easat-1826	52	7	underlying	underlie	VERB
easat-1826	52	8	patterns	pattern	NOUN
easat-1826	52	9	and	and	CCONJ
easat-1826	52	10	their	their	PRON
easat-1826	52	11	variations	variation	NOUN
easat-1826	52	12	over	over	ADP
easat-1826	52	13	time	time	NOUN
easat-1826	52	14	.	.	PUNCT
easat-1826	53	1	in	in	ADP
easat-1826	53	2	the	the	DET
easat-1826	53	3	context	context	NOUN
easat-1826	53	4	of	of	ADP
easat-1826	53	5	bloemfontein	bloemfontein	PROPN
easat-1826	53	6	wheat	wheat	NOUN
easat-1826	53	7	farms	farm	NOUN
easat-1826	53	8	,	,	PUNCT
easat-1826	53	9	understanding	understand	VERB
easat-1826	53	10	the	the	DET
easat-1826	53	11	seasonal	seasonal	ADJ
easat-1826	53	12	patterns	pattern	NOUN
easat-1826	53	13	of	of	ADP
easat-1826	53	14	climate	climate	NOUN
easat-1826	53	15	variables	variable	NOUN
easat-1826	53	16	and	and	CCONJ
easat-1826	53	17	their	their	PRON
easat-1826	53	18	impact	impact	NOUN
easat-1826	53	19	on	on	ADP
easat-1826	53	20	wheat	wheat	NOUN
easat-1826	53	21	yield	yield	NOUN
easat-1826	53	22	can	can	AUX
easat-1826	53	23	provide	provide	VERB
easat-1826	53	24	valuable	valuable	ADJ
easat-1826	53	25	insights	insight	NOUN
easat-1826	53	26	for	for	ADP
easat-1826	53	27	crop	crop	NOUN
easat-1826	53	28	management	management	NOUN
easat-1826	53	29	.	.	PUNCT
easat-1826	54	1	2.1.1	2.1.1	X
easat-1826	54	2	.	.	PUNCT
easat-1826	54	3	arima	arima	NOUN
easat-1826	54	4	models	model	NOUN
easat-1826	54	5	are	be	AUX
easat-1826	54	6	a	a	DET
easat-1826	54	7	staple	staple	NOUN
easat-1826	54	8	in	in	ADP
easat-1826	54	9	time	time	NOUN
easat-1826	54	10	series	series	PROPN
easat-1826	54	11	analysis	analysis	NOUN
easat-1826	54	12	,	,	PUNCT
easat-1826	54	13	particularly	particularly	ADV
easat-1826	54	14	for	for	ADP
easat-1826	54	15	capturing	capture	VERB
easat-1826	54	16	non	non	ADJ
easat-1826	54	17	-	-	ADJ
easat-1826	54	18	seasonal	seasonal	ADJ
easat-1826	54	19	trends	trend	NOUN
easat-1826	54	20	and	and	CCONJ
easat-1826	54	21	irregular	irregular	ADJ
easat-1826	54	22	fluctuations	fluctuation	NOUN
easat-1826	54	23	.	.	PUNCT
easat-1826	55	1	these	these	DET
easat-1826	55	2	models	model	NOUN
easat-1826	55	3	encompass	encompass	VERB
easat-1826	55	4	autoregressive	autoregressive	ADJ
easat-1826	55	5	(	(	PUNCT
easat-1826	55	6	ar	ar	NOUN
easat-1826	55	7	)	)	PUNCT
easat-1826	55	8	terms	term	NOUN
easat-1826	55	9	that	that	PRON
easat-1826	55	10	account	account	VERB
easat-1826	55	11	for	for	ADP
easat-1826	55	12	the	the	DET
easat-1826	55	13	dependence	dependence	NOUN
easat-1826	55	14	on	on	ADP
easat-1826	55	15	past	past	ADJ
easat-1826	55	16	observations	observation	NOUN
easat-1826	55	17	,	,	PUNCT
easat-1826	55	18	integrated	integrate	VERB
easat-1826	55	19	(	(	PUNCT
easat-1826	55	20	i	i	NOUN
easat-1826	55	21	)	)	PUNCT
easat-1826	55	22	terms	term	NOUN
easat-1826	55	23	to	to	PART
easat-1826	55	24	address	address	VERB
easat-1826	55	25	non	non	ADJ
easat-1826	55	26	-	-	NOUN
easat-1826	55	27	stationarity	stationarity	NOUN
easat-1826	55	28	,	,	PUNCT
easat-1826	55	29	and	and	CCONJ
easat-1826	55	30	moving	move	VERB
easat-1826	55	31	average	average	ADJ
easat-1826	55	32	(	(	PUNCT
easat-1826	55	33	ma	ma	NOUN
easat-1826	55	34	)	)	PUNCT
easat-1826	55	35	terms	term	NOUN
easat-1826	55	36	to	to	PART
easat-1826	55	37	model	model	VERB
easat-1826	55	38	residual	residual	ADJ
easat-1826	55	39	variations	variation	NOUN
easat-1826	55	40	.	.	PUNCT
easat-1826	56	1	arima	arima	NOUN
easat-1826	56	2	models	model	NOUN
easat-1826	56	3	provide	provide	VERB
easat-1826	56	4	a	a	DET
easat-1826	56	5	valuable	valuable	ADJ
easat-1826	56	6	tool	tool	NOUN
easat-1826	56	7	for	for	ADP
easat-1826	56	8	understanding	understand	VERB
easat-1826	56	9	the	the	DET
easat-1826	56	10	time	time	NOUN
easat-1826	56	11	-	-	PUNCT
easat-1826	56	12	dependent	dependent	ADJ
easat-1826	56	13	relationships	relationship	NOUN
easat-1826	56	14	between	between	ADP
easat-1826	56	15	climate	climate	NOUN
easat-1826	56	16	variables	variable	NOUN
easat-1826	56	17	and	and	CCONJ
easat-1826	56	18	wheat	wheat	NOUN
easat-1826	56	19	yield	yield	NOUN
easat-1826	56	20	.	.	PUNCT
easat-1826	57	1	2.1.2	2.1.2	X
easat-1826	57	2	.	.	X
easat-1826	57	3	seasonal	seasonal	ADJ
easat-1826	57	4	arima	arima	PROPN
easat-1826	57	5	(	(	PUNCT
easat-1826	57	6	sarima	sarima	NOUN
easat-1826	57	7	)	)	PUNCT
easat-1826	57	8	seasonal	seasonal	ADJ
easat-1826	57	9	arima	arima	NOUN
easat-1826	57	10	(	(	PUNCT
easat-1826	57	11	sarima	sarima	NOUN
easat-1826	57	12	)	)	PUNCT
easat-1826	57	13	models	model	NOUN
easat-1826	57	14	extend	extend	VERB
easat-1826	57	15	the	the	DET
easat-1826	57	16	arima	arima	NOUN
easat-1826	57	17	framework	framework	NOUN
easat-1826	57	18	to	to	PART
easat-1826	57	19	account	account	VERB
easat-1826	57	20	for	for	ADP
easat-1826	57	21	seasonality	seasonality	NOUN
easat-1826	57	22	for	for	ADP
easat-1826	57	23	data	datum	NOUN
easat-1826	57	24	exhibiting	exhibit	VERB
easat-1826	57	25	seasonal	seasonal	ADJ
easat-1826	57	26	patterns	pattern	NOUN
easat-1826	57	27	,	,	PUNCT
easat-1826	57	28	such	such	ADJ
easat-1826	57	29	as	as	ADP
easat-1826	57	30	climate	climate	NOUN
easat-1826	57	31	variables	variable	NOUN
easat-1826	57	32	impacted	impact	VERB
easat-1826	57	33	by	by	ADP
easat-1826	57	34	yearly	yearly	ADJ
easat-1826	57	35	cycles	cycle	NOUN
easat-1826	57	36	.	.	PUNCT
easat-1826	58	1	these	these	DET
easat-1826	58	2	models	model	NOUN
easat-1826	58	3	include	include	VERB
easat-1826	58	4	additional	additional	ADJ
easat-1826	58	5	terms	term	NOUN
easat-1826	58	6	to	to	PART
easat-1826	58	7	capture	capture	VERB
easat-1826	58	8	seasonal	seasonal	ADJ
easat-1826	58	9	dependencies	dependency	NOUN
easat-1826	58	10	,	,	PUNCT
easat-1826	58	11	making	make	VERB
easat-1826	58	12	them	they	PRON
easat-1826	58	13	particularly	particularly	ADV
easat-1826	58	14	relevant	relevant	ADJ
easat-1826	58	15	for	for	ADP
easat-1826	58	16	our	our	PRON
easat-1826	58	17	study	study	NOUN
easat-1826	58	18	’s	’s	PART
easat-1826	58	19	focus	focus	NOUN
easat-1826	58	20	on	on	ADP
easat-1826	58	21	bloemfontein	bloemfontein	PROPN
easat-1826	58	22	’s	’s	PART
easat-1826	58	23	wheat	wheat	NOUN
easat-1826	58	24	yield	yield	NOUN
easat-1826	58	25	data	datum	NOUN
easat-1826	58	26	influenced	influence	VERB
easat-1826	58	27	by	by	ADP
easat-1826	58	28	climate	climate	NOUN
easat-1826	58	29	variability	variability	NOUN
easat-1826	58	30	and	and	CCONJ
easat-1826	58	31	annual	annual	ADJ
easat-1826	58	32	agricultural	agricultural	ADJ
easat-1826	58	33	cycles	cycle	NOUN
easat-1826	58	34	.	.	PUNCT
easat-1826	59	1	2.1.3	2.1.3	NUM
easat-1826	59	2	.	.	PUNCT
easat-1826	59	3	long	long	ADJ
easat-1826	59	4	short	short	ADJ
easat-1826	59	5	-	-	PUNCT
easat-1826	59	6	term	term	NOUN
easat-1826	59	7	memory	memory	NOUN
easat-1826	59	8	(	(	PUNCT
easat-1826	59	9	lstm	lstm	ADJ
easat-1826	59	10	)	)	PUNCT
easat-1826	59	11	modern	modern	ADJ
easat-1826	59	12	advancements	advancement	NOUN
easat-1826	59	13	in	in	ADP
easat-1826	59	14	machine	machine	NOUN
easat-1826	59	15	learning	learning	NOUN
easat-1826	59	16	have	have	AUX
easat-1826	59	17	introduced	introduce	VERB
easat-1826	59	18	lstm	lstm	ADJ
easat-1826	59	19	networks	network	NOUN
easat-1826	59	20	,	,	PUNCT
easat-1826	59	21	which	which	PRON
easat-1826	59	22	are	be	AUX
easat-1826	59	23	well	well	ADV
easat-1826	59	24	-	-	PUNCT
easat-1826	59	25	suited	suit	VERB
easat-1826	59	26	for	for	ADP
easat-1826	59	27	capturing	capture	VERB
easat-1826	59	28	complex	complex	ADJ
easat-1826	59	29	temporal	temporal	ADJ
easat-1826	59	30	dependencies	dependency	NOUN
easat-1826	59	31	in	in	ADP
easat-1826	59	32	time	time	NOUN
easat-1826	59	33	series	series	PROPN
easat-1826	59	34	data	data	PROPN
easat-1826	59	35	.	.	PUNCT
easat-1826	60	1	lstms	lstms	PROPN
easat-1826	60	2	are	be	AUX
easat-1826	60	3	a	a	DET
easat-1826	60	4	recurrent	recurrent	ADJ
easat-1826	60	5	neural	neural	ADJ
easat-1826	60	6	network	network	NOUN
easat-1826	60	7	that	that	PRON
easat-1826	60	8	can	can	AUX
easat-1826	60	9	model	model	VERB
easat-1826	60	10	long	long	ADJ
easat-1826	60	11	-	-	PUNCT
easat-1826	60	12	range	range	NOUN
easat-1826	60	13	interactions	interaction	NOUN
easat-1826	60	14	and	and	CCONJ
easat-1826	60	15	capture	capture	VERB
easat-1826	60	16	intricate	intricate	ADJ
easat-1826	60	17	patterns	pattern	NOUN
easat-1826	60	18	.	.	PUNCT
easat-1826	61	1	their	their	PRON
easat-1826	61	2	application	application	NOUN
easat-1826	61	3	to	to	ADP
easat-1826	61	4	agricultural	agricultural	ADJ
easat-1826	61	5	data	datum	NOUN
easat-1826	61	6	offers	offer	VERB
easat-1826	61	7	the	the	DET
easat-1826	61	8	potential	potential	NOUN
easat-1826	61	9	to	to	PART
easat-1826	61	10	uncover	uncover	VERB
easat-1826	61	11	nonlinear	nonlinear	ADJ
easat-1826	61	12	relationships	relationship	NOUN
easat-1826	61	13	between	between	ADP
easat-1826	61	14	climate	climate	NOUN
easat-1826	61	15	variables	variable	NOUN
easat-1826	61	16	and	and	CCONJ
easat-1826	61	17	wheat	wheat	NOUN
easat-1826	61	18	yield	yield	NOUN
easat-1826	61	19	.	.	PUNCT
easat-1826	62	1	time	time	NOUN
easat-1826	62	2	series	series	PROPN
easat-1826	62	3	analysis	analysis	NOUN
easat-1826	62	4	methodologies	methodology	NOUN
easat-1826	62	5	provide	provide	VERB
easat-1826	62	6	a	a	DET
easat-1826	62	7	systematic	systematic	ADJ
easat-1826	62	8	approach	approach	NOUN
easat-1826	62	9	to	to	PART
easat-1826	62	10	unravel	unravel	VERB
easat-1826	62	11	the	the	DET
easat-1826	62	12	dynamics	dynamic	NOUN
easat-1826	62	13	of	of	ADP
easat-1826	62	14	climate	climate	NOUN
easat-1826	62	15	variability	variability	NOUN
easat-1826	62	16	’s	’s	PART
easat-1826	62	17	impact	impact	NOUN
easat-1826	62	18	on	on	ADP
easat-1826	62	19	wheat	wheat	NOUN
easat-1826	62	20	yield	yield	NOUN
easat-1826	62	21	.	.	PUNCT
easat-1826	63	1	by	by	ADP
easat-1826	63	2	applying	apply	VERB
easat-1826	63	3	techniques	technique	NOUN
easat-1826	63	4	such	such	ADJ
easat-1826	63	5	as	as	ADP
easat-1826	63	6	arima	arima	PROPN
easat-1826	63	7	,	,	PUNCT
easat-1826	63	8	sarima	sarima	NOUN
easat-1826	63	9	,	,	PUNCT
easat-1826	63	10	and	and	CCONJ
easat-1826	63	11	lstm	lstm	NOUN
easat-1826	63	12	to	to	ADP
easat-1826	63	13	the	the	DET
easat-1826	63	14	available	available	ADJ
easat-1826	63	15	data	datum	NOUN
easat-1826	63	16	,	,	PUNCT
easat-1826	63	17	we	we	PRON
easat-1826	63	18	aim	aim	VERB
easat-1826	63	19	to	to	PART
easat-1826	63	20	derive	derive	VERB
easat-1826	63	21	actionable	actionable	ADJ
easat-1826	63	22	insights	insight	NOUN
easat-1826	63	23	that	that	PRON
easat-1826	63	24	contribute	contribute	VERB
easat-1826	63	25	to	to	ADP
easat-1826	63	26	understanding	understand	VERB
easat-1826	63	27	the	the	DET
easat-1826	63	28	multifaceted	multifaceted	ADJ
easat-1826	63	29	interactions	interaction	NOUN
easat-1826	63	30	between	between	ADP
easat-1826	63	31	climate	climate	NOUN
easat-1826	63	32	patterns	pattern	NOUN
easat-1826	63	33	and	and	CCONJ
easat-1826	63	34	agricultural	agricultural	ADJ
easat-1826	63	35	productivity	productivity	NOUN
easat-1826	63	36	.	.	PUNCT
easat-1826	64	1	time	time	PROPN
easat-1826	64	2	series	series	PROPN
easat-1826	64	3	analysis	analysis	NOUN
easat-1826	64	4	methods	method	NOUN
easat-1826	64	5	offer	offer	VERB
easat-1826	64	6	a	a	DET
easat-1826	64	7	structured	structured	ADJ
easat-1826	64	8	approach	approach	NOUN
easat-1826	64	9	to	to	ADP
easat-1826	64	10	deciphering	decipher	VERB
easat-1826	64	11	the	the	DET
easat-1826	64	12	intricate	intricate	ADJ
easat-1826	64	13	temporal	temporal	ADJ
easat-1826	64	14	dynamics	dynamic	NOUN
easat-1826	64	15	of	of	ADP
easat-1826	64	16	climate	climate	NOUN
easat-1826	64	17	variables	variable	NOUN
easat-1826	64	18	and	and	CCONJ
easat-1826	64	19	wheat	wheat	NOUN
easat-1826	64	20	yield	yield	NOUN
easat-1826	64	21	in	in	ADP
easat-1826	64	22	the	the	DET
easat-1826	64	23	context	context	NOUN
easat-1826	64	24	of	of	ADP
easat-1826	64	25	bloemfontein	bloemfontein	PROPN
easat-1826	64	26	wheat	wheat	NOUN
easat-1826	64	27	farms	farm	NOUN
easat-1826	64	28	.	.	PUNCT
easat-1826	65	1	the	the	DET
easat-1826	65	2	subsequent	subsequent	ADJ
easat-1826	65	3	sections	section	NOUN
easat-1826	65	4	of	of	ADP
easat-1826	65	5	our	our	PRON
easat-1826	65	6	study	study	NOUN
easat-1826	65	7	will	will	AUX
easat-1826	65	8	apply	apply	VERB
easat-1826	65	9	these	these	DET
easat-1826	65	10	techniques	technique	NOUN
easat-1826	65	11	to	to	ADP
easat-1826	65	12	the	the	DET
easat-1826	65	13	data	datum	NOUN
easat-1826	65	14	,	,	PUNCT
easat-1826	65	15	providing	provide	VERB
easat-1826	65	16	a	a	DET
easat-1826	65	17	deeper	deep	ADJ
easat-1826	65	18	understanding	understanding	NOUN
easat-1826	65	19	of	of	ADP
easat-1826	65	20	climate	climate	NOUN
easat-1826	65	21	variability	variability	NOUN
easat-1826	65	22	’s	’s	PART
easat-1826	65	23	implications	implication	NOUN
easat-1826	65	24	for	for	ADP
easat-1826	65	25	local	local	ADJ
easat-1826	65	26	agriculture	agriculture	NOUN
easat-1826	65	27	.	.	PUNCT
easat-1826	66	1	2.2	2.2	NUM
easat-1826	66	2	.	.	PUNCT
easat-1826	66	3	considerations	consideration	NOUN
easat-1826	66	4	for	for	ADP
easat-1826	66	5	bloemfontein	bloemfontein	NOUN
easat-1826	66	6	wheat	wheat	NOUN
easat-1826	66	7	farms	farm	NOUN
easat-1826	66	8	as	as	SCONJ
easat-1826	66	9	we	we	PRON
easat-1826	66	10	delve	delve	VERB
easat-1826	66	11	deeper	deeply	ADV
easat-1826	66	12	into	into	ADP
easat-1826	66	13	the	the	DET
easat-1826	66	14	investigation	investigation	NOUN
easat-1826	66	15	of	of	ADP
easat-1826	66	16	climate	climate	NOUN
easat-1826	66	17	variability	variability	NOUN
easat-1826	66	18	’s	’s	PART
easat-1826	66	19	impact	impact	NOUN
easat-1826	66	20	on	on	ADP
easat-1826	66	21	wheat	wheat	NOUN
easat-1826	66	22	yield	yield	NOUN
easat-1826	66	23	in	in	ADP
easat-1826	66	24	bloemfontein	bloemfontein	NOUN
easat-1826	66	25	wheat	wheat	NOUN
easat-1826	66	26	farms	farm	NOUN
easat-1826	66	27	,	,	PUNCT
easat-1826	66	28	it	it	PRON
easat-1826	66	29	is	be	AUX
easat-1826	66	30	essential	essential	ADJ
easat-1826	66	31	to	to	PART
easat-1826	66	32	consider	consider	VERB
easat-1826	66	33	various	various	ADJ
easat-1826	66	34	factors	factor	NOUN
easat-1826	66	35	that	that	PRON
easat-1826	66	36	significantly	significantly	ADV
easat-1826	66	37	shape	shape	VERB
easat-1826	66	38	the	the	DET
easat-1826	66	39	region	region	NOUN
easat-1826	66	40	's	's	PART
easat-1826	66	41	agricultural	agricultural	ADJ
easat-1826	66	42	landscape	landscape	NOUN
easat-1826	66	43	.	.	PUNCT
easat-1826	67	1	these	these	DET
easat-1826	67	2	considerations	consideration	NOUN
easat-1826	67	3	encompass	encompass	VERB
easat-1826	67	4	the	the	DET
easat-1826	67	5	area	area	NOUN
easat-1826	67	6	's	's	PART
easat-1826	67	7	unique	unique	ADJ
easat-1826	67	8	characteristics	characteristic	NOUN
easat-1826	67	9	and	and	CCONJ
easat-1826	67	10	the	the	DET
easat-1826	67	11	challenges	challenge	NOUN
easat-1826	67	12	farmers	farmer	NOUN
easat-1826	67	13	face	face	VERB
easat-1826	67	14	in	in	ADP
easat-1826	67	15	adapting	adapt	VERB
easat-1826	67	16	to	to	ADP
easat-1826	67	17	changing	change	VERB
easat-1826	67	18	climate	climate	NOUN
easat-1826	67	19	patterns	pattern	NOUN
easat-1826	67	20	.	.	PUNCT
easat-1826	68	1	2.2.1	2.2.1	NUM
easat-1826	68	2	.	.	PUNCT
easat-1826	68	3	semi	semi	ADJ
easat-1826	68	4	-	-	ADJ
easat-1826	68	5	arid	arid	ADJ
easat-1826	68	6	climate	climate	NOUN
easat-1826	68	7	bloemfontein	bloemfontein	PROPN
easat-1826	68	8	’s	’s	PART
easat-1826	68	9	semi	semi	ADJ
easat-1826	68	10	-	-	ADJ
easat-1826	68	11	arid	arid	ADJ
easat-1826	68	12	climate	climate	NOUN
easat-1826	68	13	introduces	introduce	VERB
easat-1826	68	14	distinct	distinct	ADJ
easat-1826	68	15	challenges	challenge	NOUN
easat-1826	68	16	for	for	ADP
easat-1826	68	17	wheat	wheat	NOUN
easat-1826	68	18	farming	farming	NOUN
easat-1826	68	19	.	.	PUNCT
easat-1826	69	1	with	with	ADP
easat-1826	69	2	limited	limited	ADJ
easat-1826	69	3	and	and	CCONJ
easat-1826	69	4	erratic	erratic	ADJ
easat-1826	69	5	rainfall	rainfall	NOUN
easat-1826	69	6	,	,	PUNCT
easat-1826	69	7	water	water	NOUN
easat-1826	69	8	availability	availability	NOUN
easat-1826	69	9	is	be	AUX
easat-1826	69	10	a	a	DET
easat-1826	69	11	critical	critical	ADJ
easat-1826	69	12	factor	factor	NOUN
easat-1826	69	13	influencing	influence	VERB
easat-1826	69	14	crop	crop	NOUN
easat-1826	69	15	growth	growth	NOUN
easat-1826	69	16	and	and	CCONJ
easat-1826	69	17	yield	yield	NOUN
easat-1826	69	18	.	.	PUNCT
easat-1826	70	1	effective	effective	ADJ
easat-1826	70	2	water	water	NOUN
easat-1826	70	3	management	management	NOUN
easat-1826	70	4	strategies	strategy	NOUN
easat-1826	70	5	,	,	PUNCT
easat-1826	70	6	including	include	VERB
easat-1826	70	7	efficient	efficient	ADJ
easat-1826	70	8	irrigation	irrigation	NOUN
easat-1826	70	9	techniques	technique	NOUN
easat-1826	70	10	and	and	CCONJ
easat-1826	70	11	water	water	NOUN
easat-1826	70	12	conservation	conservation	NOUN
easat-1826	70	13	measures	measure	NOUN
easat-1826	70	14	,	,	PUNCT
easat-1826	70	15	are	be	AUX
easat-1826	70	16	imperative	imperative	ADJ
easat-1826	70	17	for	for	ADP
easat-1826	70	18	mitigating	mitigate	VERB
easat-1826	70	19	the	the	DET
easat-1826	70	20	risks	risk	NOUN
easat-1826	70	21	associated	associate	VERB
easat-1826	70	22	with	with	ADP
easat-1826	70	23	drought	drought	NOUN
easat-1826	70	24	and	and	CCONJ
easat-1826	70	25	water	water	NOUN
easat-1826	70	26	stress	stress	NOUN
easat-1826	70	27	during	during	ADP
easat-1826	70	28	crucial	crucial	ADJ
easat-1826	70	29	growth	growth	NOUN
easat-1826	70	30	stages	stage	NOUN
easat-1826	70	31	[	[	X
easat-1826	70	32	1	1	NUM
easat-1826	70	33	,	,	PUNCT
easat-1826	70	34	8	8	NUM
easat-1826	70	35	]	]	PUNCT
easat-1826	70	36	.	.	PUNCT
easat-1826	71	1	2.2.2	2.2.2	X
easat-1826	71	2	.	.	PUNCT
easat-1826	71	3	soil	soil	NOUN
easat-1826	71	4	health	health	NOUN
easat-1826	71	5	and	and	CCONJ
easat-1826	71	6	fertility	fertility	NOUN
easat-1826	71	7	the	the	DET
easat-1826	71	8	health	health	NOUN
easat-1826	71	9	and	and	CCONJ
easat-1826	71	10	fertility	fertility	NOUN
easat-1826	71	11	of	of	ADP
easat-1826	71	12	soils	soils	PROPN
easat-1826	71	13	in	in	ADP
easat-1826	71	14	bloemfontein	bloemfontein	NOUN
easat-1826	71	15	wheat	wheat	NOUN
easat-1826	71	16	farms	farm	NOUN
easat-1826	71	17	significantly	significantly	ADV
easat-1826	71	18	impact	impact	VERB
easat-1826	71	19	crop	crop	NOUN
easat-1826	71	20	productivity	productivity	NOUN
easat-1826	71	21	.	.	PUNCT
easat-1826	72	1	soil	soil	NOUN
easat-1826	72	2	characteristics	characteristic	NOUN
easat-1826	72	3	,	,	PUNCT
easat-1826	72	4	such	such	ADJ
easat-1826	72	5	as	as	ADP
easat-1826	72	6	texture	texture	ADJ
easat-1826	72	7	,	,	PUNCT
easat-1826	72	8	organic	organic	ADJ
easat-1826	72	9	matter	matter	NOUN
easat-1826	72	10	content	content	NOUN
easat-1826	72	11	,	,	PUNCT
easat-1826	72	12	and	and	CCONJ
easat-1826	72	13	nutrient	nutrient	NOUN
easat-1826	72	14	levels	level	NOUN
easat-1826	72	15	,	,	PUNCT
easat-1826	72	16	influence	influence	NOUN
easat-1826	72	17	wheat	wheat	NOUN
easat-1826	72	18	’s	’s	PART
easat-1826	72	19	ability	ability	NOUN
easat-1826	72	20	1216	1216	NUM
easat-1826	72	21	edelweiss	edelweiss	PROPN
easat-1826	72	22	applied	apply	VERB
easat-1826	72	23	science	science	NOUN
easat-1826	72	24	and	and	CCONJ
easat-1826	72	25	technology	technology	NOUN
easat-1826	72	26	issn	issn	PROPN
easat-1826	72	27	:	:	PUNCT
easat-1826	72	28	2576	2576	NUM
easat-1826	72	29	-	-	SYM
easat-1826	72	30	8484	8484	NUM
easat-1826	72	31	vol	vol	NOUN
easat-1826	72	32	.	.	PROPN
easat-1826	72	33	8	8	NUM
easat-1826	72	34	,	,	PUNCT
easat-1826	72	35	no	no	INTJ
easat-1826	72	36	.	.	NOUN
easat-1826	72	37	5	5	NUM
easat-1826	72	38	:	:	SYM
easat-1826	72	39	1213	1213	NUM
easat-1826	72	40	-	-	SYM
easat-1826	72	41	1234	1234	NUM
easat-1826	72	42	,	,	PUNCT
easat-1826	72	43	2024	2024	NUM
easat-1826	72	44	doi	doi	NOUN
easat-1826	72	45	:	:	PUNCT
easat-1826	72	46	10.55214/25768484.v8i5.1826	10.55214/25768484.v8i5.1826	NUM
easat-1826	72	47	©	©	ADP
easat-1826	72	48	2024	2024	NUM
easat-1826	72	49	by	by	ADP
easat-1826	72	50	the	the	DET
easat-1826	72	51	authors	author	NOUN
easat-1826	72	52	;	;	PUNCT
easat-1826	72	53	licensee	licensee	PROPN
easat-1826	72	54	learning	learning	NOUN
easat-1826	72	55	gate	gate	NOUN
easat-1826	72	56	to	to	PART
easat-1826	72	57	access	access	VERB
easat-1826	72	58	essential	essential	ADJ
easat-1826	72	59	nutrients	nutrient	NOUN
easat-1826	72	60	and	and	CCONJ
easat-1826	72	61	moisture	moisture	NOUN
easat-1826	72	62	.	.	PUNCT
easat-1826	73	1	maintaining	maintain	VERB
easat-1826	73	2	soil	soil	NOUN
easat-1826	73	3	health	health	NOUN
easat-1826	73	4	through	through	ADP
easat-1826	73	5	proper	proper	ADJ
easat-1826	73	6	management	management	NOUN
easat-1826	73	7	practices	practice	NOUN
easat-1826	73	8	,	,	PUNCT
easat-1826	73	9	including	include	VERB
easat-1826	73	10	crop	crop	NOUN
easat-1826	73	11	rotation	rotation	NOUN
easat-1826	73	12	and	and	CCONJ
easat-1826	73	13	nutrient	nutrient	ADJ
easat-1826	73	14	supplementation	supplementation	NOUN
easat-1826	73	15	,	,	PUNCT
easat-1826	73	16	is	be	AUX
easat-1826	73	17	crucial	crucial	ADJ
easat-1826	73	18	for	for	ADP
easat-1826	73	19	sustaining	sustain	VERB
easat-1826	73	20	optimal	optimal	ADJ
easat-1826	73	21	yields	yield	NOUN
easat-1826	73	22	[	[	X
easat-1826	73	23	3	3	NUM
easat-1826	73	24	,	,	PUNCT
easat-1826	73	25	6	6	NUM
easat-1826	73	26	]	]	PUNCT
easat-1826	73	27	.	.	PUNCT
easat-1826	74	1	2.2.3	2.2.3	X
easat-1826	74	2	.	.	PUNCT
easat-1826	74	3	crop	crop	NOUN
easat-1826	74	4	varieties	variety	NOUN
easat-1826	74	5	and	and	CCONJ
easat-1826	74	6	resilience	resilience	NOUN
easat-1826	74	7	the	the	DET
easat-1826	74	8	choice	choice	NOUN
easat-1826	74	9	of	of	ADP
easat-1826	74	10	wheat	wheat	NOUN
easat-1826	74	11	varieties	variety	NOUN
easat-1826	74	12	can	can	AUX
easat-1826	74	13	significantly	significantly	ADV
easat-1826	74	14	influence	influence	VERB
easat-1826	74	15	a	a	DET
easat-1826	74	16	farm	farm	NOUN
easat-1826	74	17	’s	’s	PART
easat-1826	74	18	resilience	resilience	NOUN
easat-1826	74	19	to	to	ADP
easat-1826	74	20	climate	climate	NOUN
easat-1826	74	21	variability	variability	NOUN
easat-1826	74	22	.	.	PUNCT
easat-1826	75	1	selecting	select	VERB
easat-1826	75	2	climate	climate	NOUN
easat-1826	75	3	-	-	PUNCT
easat-1826	75	4	resilient	resilient	ADJ
easat-1826	75	5	and	and	CCONJ
easat-1826	75	6	drought	drought	NOUN
easat-1826	75	7	-	-	PUNCT
easat-1826	75	8	tolerant	tolerant	ADJ
easat-1826	75	9	wheat	wheat	NOUN
easat-1826	75	10	cultivars	cultivar	NOUN
easat-1826	75	11	ensures	ensure	VERB
easat-1826	75	12	stable	stable	ADJ
easat-1826	75	13	yields	yield	NOUN
easat-1826	75	14	under	under	ADP
easat-1826	75	15	fluctuating	fluctuate	VERB
easat-1826	75	16	climatic	climatic	ADJ
easat-1826	75	17	conditions	condition	NOUN
easat-1826	75	18	.	.	PUNCT
easat-1826	76	1	furthermore	furthermore	ADV
easat-1826	76	2	,	,	PUNCT
easat-1826	76	3	diversifying	diversify	VERB
easat-1826	76	4	crop	crop	NOUN
easat-1826	76	5	varieties	variety	NOUN
easat-1826	76	6	can	can	AUX
easat-1826	76	7	enhance	enhance	VERB
easat-1826	76	8	a	a	DET
easat-1826	76	9	farm	farm	NOUN
easat-1826	76	10	’s	’s	PART
easat-1826	76	11	adaptability	adaptability	NOUN
easat-1826	76	12	to	to	ADP
easat-1826	76	13	changing	change	VERB
easat-1826	76	14	climate	climate	NOUN
easat-1826	76	15	patterns	pattern	NOUN
easat-1826	76	16	and	and	CCONJ
easat-1826	76	17	reduce	reduce	VERB
easat-1826	76	18	vulnerability	vulnerability	NOUN
easat-1826	76	19	to	to	PART
easat-1826	76	20	yield	yield	VERB
easat-1826	76	21	losses	loss	NOUN
easat-1826	76	22	[	[	X
easat-1826	76	23	4	4	NUM
easat-1826	76	24	,	,	PUNCT
easat-1826	76	25	7	7	NUM
easat-1826	76	26	]	]	PUNCT
easat-1826	76	27	.	.	PUNCT
easat-1826	77	1	2.2.4	2.2.4	NUM
easat-1826	77	2	.	.	X
easat-1826	77	3	adaptive	adaptive	ADJ
easat-1826	77	4	agricultural	agricultural	ADJ
easat-1826	77	5	practices	practice	NOUN
easat-1826	77	6	farmers	farmer	NOUN
easat-1826	77	7	in	in	ADP
easat-1826	77	8	bloemfontein	bloemfontein	NOUN
easat-1826	77	9	must	must	AUX
easat-1826	77	10	adopt	adopt	VERB
easat-1826	77	11	adaptive	adaptive	ADJ
easat-1826	77	12	agricultural	agricultural	ADJ
easat-1826	77	13	practices	practice	NOUN
easat-1826	77	14	that	that	PRON
easat-1826	77	15	align	align	VERB
easat-1826	77	16	with	with	ADP
easat-1826	77	17	the	the	DET
easat-1826	77	18	region	region	NOUN
easat-1826	77	19	’s	’s	PART
easat-1826	77	20	climate	climate	NOUN
easat-1826	77	21	patterns	pattern	NOUN
easat-1826	77	22	.	.	PUNCT
easat-1826	78	1	adjusting	adjust	VERB
easat-1826	78	2	planting	planting	NOUN
easat-1826	78	3	and	and	CCONJ
easat-1826	78	4	harvesting	harvesting	NOUN
easat-1826	78	5	schedules	schedule	NOUN
easat-1826	78	6	,	,	PUNCT
easat-1826	78	7	implementing	implement	VERB
easat-1826	78	8	water	water	NOUN
easat-1826	78	9	-	-	PUNCT
easat-1826	78	10	efficient	efficient	ADJ
easat-1826	78	11	irrigation	irrigation	NOUN
easat-1826	78	12	methods	method	NOUN
easat-1826	78	13	,	,	PUNCT
easat-1826	78	14	and	and	CCONJ
easat-1826	78	15	optimizing	optimize	VERB
easat-1826	78	16	fertilizer	fertilizer	NOUN
easat-1826	78	17	application	application	NOUN
easat-1826	78	18	can	can	AUX
easat-1826	78	19	mitigate	mitigate	VERB
easat-1826	78	20	the	the	DET
easat-1826	78	21	effects	effect	NOUN
easat-1826	78	22	of	of	ADP
easat-1826	78	23	climate	climate	NOUN
easat-1826	78	24	variability	variability	NOUN
easat-1826	78	25	on	on	ADP
easat-1826	78	26	wheat	wheat	NOUN
easat-1826	78	27	yield	yield	NOUN
easat-1826	78	28	.	.	PUNCT
easat-1826	79	1	adaptive	adaptive	ADJ
easat-1826	79	2	practices	practice	NOUN
easat-1826	79	3	also	also	ADV
easat-1826	79	4	include	include	VERB
easat-1826	79	5	monitoring	monitor	VERB
easat-1826	79	6	weather	weather	NOUN
easat-1826	79	7	forecasts	forecast	NOUN
easat-1826	79	8	and	and	CCONJ
easat-1826	79	9	adjusting	adjust	VERB
easat-1826	79	10	management	management	NOUN
easat-1826	79	11	strategies	strategy	NOUN
easat-1826	79	12	accordingly	accordingly	ADV
easat-1826	79	13	[	[	X
easat-1826	79	14	5	5	NUM
easat-1826	79	15	,	,	PUNCT
easat-1826	79	16	11	11	NUM
easat-1826	79	17	]	]	PUNCT
easat-1826	79	18	.	.	PUNCT
easat-1826	80	1	2.2.5	2.2.5	X
easat-1826	80	2	.	.	PUNCT
easat-1826	80	3	integrated	integrate	VERB
easat-1826	80	4	pest	pest	NOUN
easat-1826	80	5	management	management	NOUN
easat-1826	80	6	managing	manage	VERB
easat-1826	80	7	pests	pest	NOUN
easat-1826	80	8	and	and	CCONJ
easat-1826	80	9	diseases	disease	NOUN
easat-1826	80	10	is	be	AUX
easat-1826	80	11	vital	vital	ADJ
easat-1826	80	12	for	for	ADP
easat-1826	80	13	preserving	preserve	VERB
easat-1826	80	14	crop	crop	NOUN
easat-1826	80	15	health	health	NOUN
easat-1826	80	16	and	and	CCONJ
easat-1826	80	17	yield	yield	NOUN
easat-1826	80	18	.	.	PUNCT
easat-1826	81	1	bloemfontein	bloemfontein	PROPN
easat-1826	81	2	’s	’s	PART
easat-1826	81	3	climate	climate	NOUN
easat-1826	81	4	variability	variability	NOUN
easat-1826	81	5	can	can	AUX
easat-1826	81	6	impact	impact	VERB
easat-1826	81	7	pest	pest	NOUN
easat-1826	81	8	lifecycles	lifecycle	NOUN
easat-1826	81	9	and	and	CCONJ
easat-1826	81	10	disease	disease	NOUN
easat-1826	81	11	prevalence	prevalence	NOUN
easat-1826	81	12	.	.	PUNCT
easat-1826	82	1	implementing	implement	VERB
easat-1826	82	2	integrated	integrated	ADJ
easat-1826	82	3	pest	pest	NOUN
easat-1826	82	4	management	management	NOUN
easat-1826	82	5	strategies	strategy	NOUN
easat-1826	82	6	that	that	PRON
easat-1826	82	7	combine	combine	VERB
easat-1826	82	8	biological	biological	ADJ
easat-1826	82	9	,	,	PUNCT
easat-1826	82	10	cultural	cultural	ADJ
easat-1826	82	11	,	,	PUNCT
easat-1826	82	12	and	and	CCONJ
easat-1826	82	13	chemical	chemical	NOUN
easat-1826	82	14	control	control	NOUN
easat-1826	82	15	methods	method	NOUN
easat-1826	82	16	can	can	AUX
easat-1826	82	17	minimize	minimize	VERB
easat-1826	82	18	pest	pest	VERB
easat-1826	82	19	and	and	CCONJ
easat-1826	82	20	disease	disease	NOUN
easat-1826	82	21	-	-	PUNCT
easat-1826	82	22	related	relate	VERB
easat-1826	82	23	yield	yield	NOUN
easat-1826	82	24	losses	loss	NOUN
easat-1826	82	25	[	[	X
easat-1826	82	26	12	12	NUM
easat-1826	82	27	]	]	PUNCT
easat-1826	82	28	.	.	PUNCT
easat-1826	83	1	2.2.6	2.2.6	NUM
easat-1826	83	2	.	.	PUNCT
easat-1826	83	3	community	community	NOUN
easat-1826	83	4	engagement	engagement	NOUN
easat-1826	83	5	and	and	CCONJ
easat-1826	83	6	knowledge	knowledge	NOUN
easat-1826	83	7	sharing	sharing	NOUN
easat-1826	83	8	collaboration	collaboration	NOUN
easat-1826	83	9	and	and	CCONJ
easat-1826	83	10	knowledge	knowledge	NOUN
easat-1826	83	11	sharing	sharing	NOUN
easat-1826	83	12	within	within	ADP
easat-1826	83	13	the	the	DET
easat-1826	83	14	agricultural	agricultural	ADJ
easat-1826	83	15	community	community	NOUN
easat-1826	83	16	are	be	AUX
easat-1826	83	17	crucial	crucial	ADJ
easat-1826	83	18	in	in	ADP
easat-1826	83	19	building	build	VERB
easat-1826	83	20	resilience	resilience	NOUN
easat-1826	83	21	to	to	ADP
easat-1826	83	22	climate	climate	NOUN
easat-1826	83	23	variability	variability	NOUN
easat-1826	83	24	.	.	PUNCT
easat-1826	84	1	farmers	farmer	NOUN
easat-1826	84	2	,	,	PUNCT
easat-1826	84	3	researchers	researcher	NOUN
easat-1826	84	4	,	,	PUNCT
easat-1826	84	5	and	and	CCONJ
easat-1826	84	6	agricultural	agricultural	ADJ
easat-1826	84	7	extension	extension	NOUN
easat-1826	84	8	services	service	NOUN
easat-1826	84	9	can	can	AUX
easat-1826	84	10	collaborate	collaborate	VERB
easat-1826	84	11	to	to	PART
easat-1826	84	12	disseminate	disseminate	VERB
easat-1826	84	13	climate	climate	NOUN
easat-1826	84	14	-	-	PUNCT
easat-1826	84	15	smart	smart	ADJ
easat-1826	84	16	practices	practice	NOUN
easat-1826	84	17	,	,	PUNCT
easat-1826	84	18	share	share	NOUN
easat-1826	84	19	experiences	experience	NOUN
easat-1826	84	20	,	,	PUNCT
easat-1826	84	21	and	and	CCONJ
easat-1826	84	22	develop	develop	VERB
easat-1826	84	23	localized	localized	ADJ
easat-1826	84	24	strategies	strategy	NOUN
easat-1826	84	25	for	for	ADP
easat-1826	84	26	mitigating	mitigate	VERB
easat-1826	84	27	climate	climate	NOUN
easat-1826	84	28	-	-	PUNCT
easat-1826	84	29	related	relate	VERB
easat-1826	84	30	risks	risk	NOUN
easat-1826	84	31	.	.	PUNCT
easat-1826	85	1	2.2.7	2.2.7	X
easat-1826	85	2	.	.	PUNCT
easat-1826	85	3	policy	policy	NOUN
easat-1826	85	4	and	and	CCONJ
easat-1826	85	5	support	support	NOUN
easat-1826	85	6	government	government	NOUN
easat-1826	85	7	policies	policy	NOUN
easat-1826	85	8	,	,	PUNCT
easat-1826	85	9	subsidies	subsidy	NOUN
easat-1826	85	10	,	,	PUNCT
easat-1826	85	11	and	and	CCONJ
easat-1826	85	12	support	support	NOUN
easat-1826	85	13	programs	program	NOUN
easat-1826	85	14	can	can	AUX
easat-1826	85	15	facilitate	facilitate	VERB
easat-1826	85	16	the	the	DET
easat-1826	85	17	adoption	adoption	NOUN
easat-1826	85	18	of	of	ADP
easat-1826	85	19	climate	climate	NOUN
easat-1826	85	20	-	-	PUNCT
easat-1826	85	21	resilient	resilient	ADJ
easat-1826	85	22	practices	practice	NOUN
easat-1826	85	23	among	among	ADP
easat-1826	85	24	wheat	wheat	NOUN
easat-1826	85	25	farmers	farmer	NOUN
easat-1826	85	26	.	.	PUNCT
easat-1826	86	1	policy	policy	NOUN
easat-1826	86	2	initiatives	initiative	NOUN
easat-1826	86	3	that	that	PRON
easat-1826	86	4	promote	promote	VERB
easat-1826	86	5	sustainable	sustainable	ADJ
easat-1826	86	6	water	water	NOUN
easat-1826	86	7	management	management	NOUN
easat-1826	86	8	,	,	PUNCT
easat-1826	86	9	provide	provide	VERB
easat-1826	86	10	access	access	NOUN
easat-1826	86	11	to	to	ADP
easat-1826	86	12	advanced	advanced	ADJ
easat-1826	86	13	agricultural	agricultural	ADJ
easat-1826	86	14	technologies	technology	NOUN
easat-1826	86	15	and	and	CCONJ
easat-1826	86	16	offer	offer	VERB
easat-1826	86	17	financial	financial	ADJ
easat-1826	86	18	incentives	incentive	NOUN
easat-1826	86	19	can	can	AUX
easat-1826	86	20	enhance	enhance	VERB
easat-1826	86	21	the	the	DET
easat-1826	86	22	resilience	resilience	NOUN
easat-1826	86	23	of	of	ADP
easat-1826	86	24	bloemfontein	bloemfontein	PROPN
easat-1826	86	25	wheat	wheat	NOUN
easat-1826	86	26	farms	farm	NOUN
easat-1826	86	27	.	.	PUNCT
easat-1826	87	1	understanding	understand	VERB
easat-1826	87	2	these	these	DET
easat-1826	87	3	considerations	consideration	NOUN
easat-1826	87	4	is	be	AUX
easat-1826	87	5	integral	integral	ADJ
easat-1826	87	6	to	to	ADP
easat-1826	87	7	the	the	DET
easat-1826	87	8	success	success	NOUN
easat-1826	87	9	of	of	ADP
easat-1826	87	10	our	our	PRON
easat-1826	87	11	investigation	investigation	NOUN
easat-1826	87	12	.	.	PUNCT
easat-1826	88	1	by	by	ADP
easat-1826	88	2	recognizing	recognize	VERB
easat-1826	88	3	the	the	DET
easat-1826	88	4	unique	unique	ADJ
easat-1826	88	5	challenges	challenge	NOUN
easat-1826	88	6	bloemfontein	bloemfontein	NOUN
easat-1826	88	7	wheat	wheat	NOUN
easat-1826	88	8	farms	farm	NOUN
easat-1826	88	9	face	face	VERB
easat-1826	88	10	and	and	CCONJ
easat-1826	88	11	the	the	DET
easat-1826	88	12	strategies	strategy	NOUN
easat-1826	88	13	employed	employ	VERB
easat-1826	88	14	to	to	PART
easat-1826	88	15	address	address	VERB
easat-1826	88	16	them	they	PRON
easat-1826	88	17	,	,	PUNCT
easat-1826	88	18	we	we	PRON
easat-1826	88	19	can	can	AUX
easat-1826	88	20	contextualize	contextualize	VERB
easat-1826	88	21	our	our	PRON
easat-1826	88	22	analysis	analysis	NOUN
easat-1826	88	23	and	and	CCONJ
easat-1826	88	24	develop	develop	VERB
easat-1826	88	25	practical	practical	ADJ
easat-1826	88	26	insights	insight	NOUN
easat-1826	88	27	for	for	ADP
easat-1826	88	28	local	local	ADJ
easat-1826	88	29	farmers	farmer	NOUN
easat-1826	88	30	.	.	PUNCT
easat-1826	89	1	the	the	DET
easat-1826	89	2	subsequent	subsequent	ADJ
easat-1826	89	3	sections	section	NOUN
easat-1826	89	4	of	of	ADP
easat-1826	89	5	our	our	PRON
easat-1826	89	6	study	study	NOUN
easat-1826	89	7	will	will	AUX
easat-1826	89	8	incorporate	incorporate	VERB
easat-1826	89	9	these	these	DET
easat-1826	89	10	considerations	consideration	NOUN
easat-1826	89	11	as	as	SCONJ
easat-1826	89	12	we	we	PRON
easat-1826	89	13	analyze	analyze	VERB
easat-1826	89	14	climate	climate	NOUN
easat-1826	89	15	and	and	CCONJ
easat-1826	89	16	yield	yield	VERB
easat-1826	89	17	data	datum	NOUN
easat-1826	89	18	[	[	X
easat-1826	89	19	13	13	NUM
easat-1826	89	20	]	]	PUNCT
easat-1826	89	21	.	.	PUNCT
easat-1826	90	1	these	these	DET
easat-1826	90	2	considerations	consideration	NOUN
easat-1826	90	3	provide	provide	VERB
easat-1826	90	4	a	a	DET
easat-1826	90	5	holistic	holistic	ADJ
easat-1826	90	6	view	view	NOUN
easat-1826	90	7	of	of	ADP
easat-1826	90	8	the	the	DET
easat-1826	90	9	various	various	ADJ
easat-1826	90	10	aspects	aspect	NOUN
easat-1826	90	11	that	that	PRON
easat-1826	90	12	need	need	VERB
easat-1826	90	13	to	to	PART
easat-1826	90	14	be	be	AUX
easat-1826	90	15	considered	consider	VERB
easat-1826	90	16	when	when	SCONJ
easat-1826	90	17	investigating	investigate	VERB
easat-1826	90	18	the	the	DET
easat-1826	90	19	impact	impact	NOUN
easat-1826	90	20	of	of	ADP
easat-1826	90	21	climate	climate	NOUN
easat-1826	90	22	variability	variability	NOUN
easat-1826	90	23	on	on	ADP
easat-1826	90	24	wheat	wheat	NOUN
easat-1826	90	25	yield	yield	NOUN
easat-1826	90	26	in	in	ADP
easat-1826	90	27	bloemfontein	bloemfontein	NOUN
easat-1826	90	28	wheat	wheat	NOUN
easat-1826	90	29	farms	farm	NOUN
easat-1826	90	30	.	.	PUNCT
easat-1826	91	1	integrate	integrate	VERB
easat-1826	91	2	these	these	DET
easat-1826	91	3	considerations	consideration	NOUN
easat-1826	91	4	into	into	ADP
easat-1826	91	5	your	your	PRON
easat-1826	91	6	study	study	NOUN
easat-1826	91	7	to	to	PART
easat-1826	91	8	provide	provide	VERB
easat-1826	91	9	a	a	DET
easat-1826	91	10	comprehensive	comprehensive	ADJ
easat-1826	91	11	understanding	understanding	NOUN
easat-1826	91	12	of	of	ADP
easat-1826	91	13	the	the	DET
easat-1826	91	14	challenges	challenge	NOUN
easat-1826	91	15	and	and	CCONJ
easat-1826	91	16	opportunities	opportunity	NOUN
easat-1826	91	17	in	in	ADP
easat-1826	91	18	the	the	DET
easat-1826	91	19	region	region	NOUN
easat-1826	91	20	's	's	PART
easat-1826	91	21	agricultural	agricultural	ADJ
easat-1826	91	22	landscape	landscape	NOUN
easat-1826	91	23	.	.	PUNCT
easat-1826	92	1	2.3	2.3	NUM
easat-1826	92	2	.	.	PUNCT
easat-1826	92	3	data	datum	NOUN
easat-1826	92	4	selection	selection	NOUN
easat-1826	92	5	and	and	CCONJ
easat-1826	92	6	understanding	understand	VERB
easat-1826	92	7	the	the	DET
easat-1826	92	8	climate	climate	NOUN
easat-1826	92	9	data	datum	NOUN
easat-1826	92	10	for	for	ADP
easat-1826	92	11	this	this	DET
easat-1826	92	12	study	study	NOUN
easat-1826	92	13	was	be	AUX
easat-1826	92	14	sourced	source	VERB
easat-1826	92	15	from	from	ADP
easat-1826	92	16	meteostat	meteostat	NOUN
easat-1826	92	17	,	,	PUNCT
easat-1826	92	18	a	a	DET
easat-1826	92	19	comprehensive	comprehensive	ADJ
easat-1826	92	20	weather	weather	NOUN
easat-1826	92	21	database	database	NOUN
easat-1826	92	22	renowned	renowne	VERB
easat-1826	92	23	for	for	ADP
easat-1826	92	24	its	its	PRON
easat-1826	92	25	accurate	accurate	ADJ
easat-1826	92	26	and	and	CCONJ
easat-1826	92	27	reliable	reliable	ADJ
easat-1826	92	28	historical	historical	ADJ
easat-1826	92	29	climate	climate	NOUN
easat-1826	92	30	information	information	NOUN
easat-1826	92	31	.	.	PUNCT
easat-1826	93	1	the	the	DET
easat-1826	93	2	dataset	dataset	NOUN
easat-1826	93	3	encompasses	encompass	VERB
easat-1826	93	4	a	a	DET
easat-1826	93	5	range	range	NOUN
easat-1826	93	6	of	of	ADP
easat-1826	93	7	climatic	climatic	ADJ
easat-1826	93	8	variables	variable	NOUN
easat-1826	93	9	crucial	crucial	ADJ
easat-1826	93	10	for	for	ADP
easat-1826	93	11	analyzing	analyze	VERB
easat-1826	93	12	the	the	DET
easat-1826	93	13	impact	impact	NOUN
easat-1826	93	14	of	of	ADP
easat-1826	93	15	climate	climate	NOUN
easat-1826	93	16	variability	variability	NOUN
easat-1826	93	17	on	on	ADP
easat-1826	93	18	wheat	wheat	NOUN
easat-1826	93	19	yield	yield	NOUN
easat-1826	93	20	in	in	ADP
easat-1826	93	21	bloemfontein	bloemfontein	PROPN
easat-1826	93	22	.	.	PUNCT
easat-1826	94	1	these	these	DET
easat-1826	94	2	variables	variable	NOUN
easat-1826	94	3	include	include	VERB
easat-1826	94	4	temperature	temperature	NOUN
easat-1826	94	5	(	(	PUNCT
easat-1826	94	6	minimum	minimum	NOUN
easat-1826	94	7	and	and	CCONJ
easat-1826	94	8	maximum	maximum	ADJ
easat-1826	94	9	)	)	PUNCT
easat-1826	94	10	,	,	PUNCT
easat-1826	94	11	precipitation	precipitation	NOUN
easat-1826	94	12	,	,	PUNCT
easat-1826	94	13	humidity	humidity	NOUN
easat-1826	94	14	,	,	PUNCT
easat-1826	94	15	and	and	CCONJ
easat-1826	94	16	other	other	ADJ
easat-1826	94	17	relevant	relevant	ADJ
easat-1826	94	18	parameters	parameter	NOUN
easat-1826	94	19	.	.	PUNCT
easat-1826	95	1	meteostat	meteostat	ADJ
easat-1826	95	2	compiles	compile	NOUN
easat-1826	95	3	weather	weather	NOUN
easat-1826	95	4	information	information	NOUN
easat-1826	95	5	from	from	ADP
easat-1826	95	6	various	various	ADJ
easat-1826	95	7	weather	weather	NOUN
easat-1826	95	8	stations	station	NOUN
easat-1826	95	9	located	locate	VERB
easat-1826	95	10	in	in	ADP
easat-1826	95	11	and	and	CCONJ
easat-1826	95	12	around	around	ADP
easat-1826	95	13	bloemfontein	bloemfontein	NOUN
easat-1826	95	14	.	.	PUNCT
easat-1826	96	1	these	these	DET
easat-1826	96	2	stations	station	NOUN
easat-1826	96	3	record	record	VERB
easat-1826	96	4	meteorological	meteorological	ADJ
easat-1826	96	5	parameters	parameter	NOUN
easat-1826	96	6	at	at	ADP
easat-1826	96	7	regular	regular	ADJ
easat-1826	96	8	1217	1217	NUM
easat-1826	96	9	edelweiss	edelweiss	PROPN
easat-1826	96	10	applied	apply	VERB
easat-1826	96	11	science	science	NOUN
easat-1826	96	12	and	and	CCONJ
easat-1826	96	13	technology	technology	NOUN
easat-1826	96	14	issn	issn	PROPN
easat-1826	96	15	:	:	PUNCT
easat-1826	96	16	2576	2576	NUM
easat-1826	96	17	-	-	SYM
easat-1826	96	18	8484	8484	NUM
easat-1826	96	19	vol	vol	NOUN
easat-1826	96	20	.	.	PROPN
easat-1826	97	1	8	8	NUM
easat-1826	97	2	,	,	PUNCT
easat-1826	97	3	no	no	INTJ
easat-1826	97	4	.	.	NOUN
easat-1826	97	5	5	5	NUM
easat-1826	97	6	:	:	SYM
easat-1826	97	7	1213	1213	NUM
easat-1826	97	8	-	-	SYM
easat-1826	97	9	1234	1234	NUM
easat-1826	97	10	,	,	PUNCT
easat-1826	97	11	2024	2024	NUM
easat-1826	97	12	doi	doi	NOUN
easat-1826	97	13	:	:	PUNCT
easat-1826	97	14	10.55214/25768484.v8i5.1826	10.55214/25768484.v8i5.1826	NUM
easat-1826	97	15	©	©	ADP
easat-1826	97	16	2024	2024	NUM
easat-1826	97	17	by	by	ADP
easat-1826	97	18	the	the	DET
easat-1826	97	19	authors	author	NOUN
easat-1826	97	20	;	;	PUNCT
easat-1826	97	21	licensee	licensee	PROPN
easat-1826	97	22	learning	learn	VERB
easat-1826	97	23	gate	gate	NOUN
easat-1826	97	24	intervals	interval	NOUN
easat-1826	97	25	,	,	PUNCT
easat-1826	97	26	typically	typically	ADV
easat-1826	97	27	hourly	hourly	ADJ
easat-1826	97	28	or	or	CCONJ
easat-1826	97	29	daily	daily	ADV
easat-1826	97	30	,	,	PUNCT
easat-1826	97	31	providing	provide	VERB
easat-1826	97	32	a	a	DET
easat-1826	97	33	comprehensive	comprehensive	ADJ
easat-1826	97	34	temporal	temporal	ADJ
easat-1826	97	35	perspective	perspective	NOUN
easat-1826	97	36	on	on	ADP
easat-1826	97	37	climate	climate	NOUN
easat-1826	97	38	variability	variability	NOUN
easat-1826	97	39	.	.	PUNCT
easat-1826	98	1	data	datum	NOUN
easat-1826	98	2	was	be	AUX
easat-1826	98	3	collected	collect	VERB
easat-1826	98	4	for	for	ADP
easat-1826	98	5	an	an	DET
easat-1826	98	6	extended	extended	ADJ
easat-1826	98	7	period	period	NOUN
easat-1826	98	8	to	to	PART
easat-1826	98	9	capture	capture	VERB
easat-1826	98	10	long	long	ADJ
easat-1826	98	11	-	-	PUNCT
easat-1826	98	12	term	term	NOUN
easat-1826	98	13	trends	trend	NOUN
easat-1826	98	14	,	,	PUNCT
easat-1826	98	15	anomalies	anomaly	NOUN
easat-1826	98	16	,	,	PUNCT
easat-1826	98	17	and	and	CCONJ
easat-1826	98	18	potential	potential	ADJ
easat-1826	98	19	cyclical	cyclical	ADJ
easat-1826	98	20	patterns	pattern	NOUN
easat-1826	98	21	that	that	PRON
easat-1826	98	22	may	may	AUX
easat-1826	98	23	influence	influence	VERB
easat-1826	98	24	wheat	wheat	NOUN
easat-1826	98	25	yield	yield	NOUN
easat-1826	98	26	.	.	PUNCT
easat-1826	99	1	wheat	wheat	NOUN
easat-1826	99	2	yield	yield	NOUN
easat-1826	99	3	information	information	NOUN
easat-1826	99	4	was	be	AUX
easat-1826	99	5	obtained	obtain	VERB
easat-1826	99	6	from	from	ADP
easat-1826	99	7	the	the	DET
easat-1826	99	8	department	department	NOUN
easat-1826	99	9	of	of	ADP
easat-1826	99	10	agriculture	agriculture	NOUN
easat-1826	99	11	in	in	ADP
easat-1826	99	12	the	the	DET
easat-1826	99	13	free	free	ADJ
easat-1826	99	14	state	state	NOUN
easat-1826	99	15	province	province	NOUN
easat-1826	99	16	,	,	PUNCT
easat-1826	99	17	providing	provide	VERB
easat-1826	99	18	accurate	accurate	ADJ
easat-1826	99	19	and	and	CCONJ
easat-1826	99	20	comprehensive	comprehensive	ADJ
easat-1826	99	21	records	record	NOUN
easat-1826	99	22	of	of	ADP
easat-1826	99	23	wheat	wheat	NOUN
easat-1826	99	24	productivity	productivity	NOUN
easat-1826	99	25	in	in	ADP
easat-1826	99	26	the	the	DET
easat-1826	99	27	bloemfontein	bloemfontein	NOUN
easat-1826	99	28	region	region	NOUN
easat-1826	99	29	.	.	PUNCT
easat-1826	100	1	the	the	DET
easat-1826	100	2	yield	yield	NOUN
easat-1826	100	3	data	datum	NOUN
easat-1826	100	4	encompass	encompass	VERB
easat-1826	100	5	a	a	DET
easat-1826	100	6	series	series	NOUN
easat-1826	100	7	of	of	ADP
easat-1826	100	8	yearly	yearly	ADJ
easat-1826	100	9	records	record	NOUN
easat-1826	100	10	detailing	detail	VERB
easat-1826	100	11	the	the	DET
easat-1826	100	12	amount	amount	NOUN
easat-1826	100	13	of	of	ADP
easat-1826	100	14	wheat	wheat	NOUN
easat-1826	100	15	harvested	harvest	VERB
easat-1826	100	16	in	in	ADP
easat-1826	100	17	metric	metric	ADJ
easat-1826	100	18	tons	ton	NOUN
easat-1826	100	19	per	per	ADP
easat-1826	100	20	hectare	hectare	NOUN
easat-1826	100	21	.	.	PUNCT
easat-1826	101	1	the	the	DET
easat-1826	101	2	department	department	PROPN
easat-1826	101	3	of	of	ADP
easat-1826	101	4	agriculture	agriculture	PROPN
easat-1826	101	5	’s	’s	PART
easat-1826	101	6	records	record	NOUN
easat-1826	101	7	were	be	AUX
easat-1826	101	8	obtained	obtain	VERB
easat-1826	101	9	through	through	ADP
easat-1826	101	10	formal	formal	ADJ
easat-1826	101	11	requests	request	NOUN
easat-1826	101	12	and	and	CCONJ
easat-1826	101	13	collaboration	collaboration	NOUN
easat-1826	101	14	.	.	PUNCT
easat-1826	102	1	the	the	DET
easat-1826	102	2	dataset	dataset	NOUN
easat-1826	102	3	contains	contain	VERB
easat-1826	102	4	historical	historical	ADJ
easat-1826	102	5	data	datum	NOUN
easat-1826	102	6	on	on	ADP
easat-1826	102	7	wheat	wheat	NOUN
easat-1826	102	8	yield	yield	NOUN
easat-1826	102	9	for	for	ADP
easat-1826	102	10	a	a	DET
easat-1826	102	11	substantial	substantial	ADJ
easat-1826	102	12	period	period	NOUN
easat-1826	102	13	,	,	PUNCT
easat-1826	102	14	aligning	align	VERB
easat-1826	102	15	with	with	ADP
easat-1826	102	16	the	the	DET
easat-1826	102	17	temporal	temporal	ADJ
easat-1826	102	18	scope	scope	NOUN
easat-1826	102	19	of	of	ADP
easat-1826	102	20	the	the	DET
easat-1826	102	21	climate	climate	NOUN
easat-1826	102	22	data	datum	NOUN
easat-1826	102	23	.	.	PUNCT
easat-1826	103	1	the	the	DET
easat-1826	103	2	yield	yield	NOUN
easat-1826	103	3	records	record	NOUN
easat-1826	103	4	are	be	AUX
easat-1826	103	5	crucial	crucial	ADJ
easat-1826	103	6	for	for	ADP
easat-1826	103	7	establishing	establish	VERB
easat-1826	103	8	correlations	correlation	NOUN
easat-1826	103	9	between	between	ADP
easat-1826	103	10	climate	climate	NOUN
easat-1826	103	11	variability	variability	NOUN
easat-1826	103	12	and	and	CCONJ
easat-1826	103	13	wheat	wheat	NOUN
easat-1826	103	14	yield	yield	NOUN
easat-1826	103	15	fluctuations	fluctuation	NOUN
easat-1826	103	16	.	.	PUNCT
easat-1826	104	1	understanding	understand	VERB
easat-1826	104	2	the	the	DET
easat-1826	104	3	complexities	complexity	NOUN
easat-1826	104	4	and	and	CCONJ
easat-1826	104	5	intricacies	intricacy	NOUN
easat-1826	104	6	of	of	ADP
easat-1826	104	7	the	the	DET
easat-1826	104	8	climate	climate	NOUN
easat-1826	104	9	and	and	CCONJ
easat-1826	104	10	yield	yield	NOUN
easat-1826	104	11	data	datum	NOUN
easat-1826	104	12	is	be	AUX
easat-1826	104	13	pivotal	pivotal	ADJ
easat-1826	104	14	to	to	ADP
easat-1826	104	15	uncovering	uncover	VERB
easat-1826	104	16	meaningful	meaningful	ADJ
easat-1826	104	17	insights	insight	NOUN
easat-1826	104	18	.	.	PUNCT
easat-1826	105	1	detailed	detailed	ADJ
easat-1826	105	2	statistical	statistical	ADJ
easat-1826	105	3	and	and	CCONJ
easat-1826	105	4	exploratory	exploratory	ADJ
easat-1826	105	5	analyses	analysis	NOUN
easat-1826	105	6	will	will	AUX
easat-1826	105	7	be	be	AUX
easat-1826	105	8	conducted	conduct	VERB
easat-1826	105	9	to	to	PART
easat-1826	105	10	identify	identify	VERB
easat-1826	105	11	trends	trend	NOUN
easat-1826	105	12	,	,	PUNCT
easat-1826	105	13	anomalies	anomaly	NOUN
easat-1826	105	14	,	,	PUNCT
easat-1826	105	15	and	and	CCONJ
easat-1826	105	16	potential	potential	ADJ
easat-1826	105	17	relationships	relationship	NOUN
easat-1826	105	18	.	.	PUNCT
easat-1826	106	1	correlation	correlation	NOUN
easat-1826	106	2	analyses	analysis	NOUN
easat-1826	106	3	between	between	ADP
easat-1826	106	4	climate	climate	NOUN
easat-1826	106	5	variables	variable	NOUN
easat-1826	106	6	and	and	CCONJ
easat-1826	106	7	wheat	wheat	NOUN
easat-1826	106	8	yield	yield	NOUN
easat-1826	106	9	will	will	AUX
easat-1826	106	10	be	be	AUX
easat-1826	106	11	employed	employ	VERB
easat-1826	106	12	to	to	PART
easat-1826	106	13	quantify	quantify	VERB
easat-1826	106	14	the	the	DET
easat-1826	106	15	degree	degree	NOUN
easat-1826	106	16	of	of	ADP
easat-1826	106	17	impact	impact	NOUN
easat-1826	106	18	that	that	PRON
easat-1826	106	19	climate	climate	NOUN
easat-1826	106	20	variability	variability	NOUN
easat-1826	106	21	exerts	exert	VERB
easat-1826	106	22	on	on	ADP
easat-1826	106	23	agricultural	agricultural	ADJ
easat-1826	106	24	productivity	productivity	NOUN
easat-1826	106	25	.	.	PUNCT
easat-1826	107	1	preparing	prepare	VERB
easat-1826	107	2	and	and	CCONJ
easat-1826	107	3	converting	convert	VERB
easat-1826	107	4	data	datum	NOUN
easat-1826	107	5	are	be	AUX
easat-1826	107	6	basic	basic	ADJ
easat-1826	107	7	steps	step	NOUN
easat-1826	107	8	before	before	ADP
easat-1826	107	9	data	data	NOUN
easat-1826	107	10	modeling	modeling	NOUN
easat-1826	107	11	[	[	X
easat-1826	107	12	14	14	NUM
easat-1826	107	13	]	]	PUNCT
easat-1826	107	14	.	.	PUNCT
easat-1826	108	1	clean	clean	ADJ
easat-1826	108	2	data	datum	NOUN
easat-1826	108	3	is	be	AUX
easat-1826	108	4	produced	produce	VERB
easat-1826	108	5	as	as	ADP
easat-1826	108	6	a	a	DET
easat-1826	108	7	consequence	consequence	NOUN
easat-1826	108	8	of	of	ADP
easat-1826	108	9	data	datum	NOUN
easat-1826	108	10	pre	pre	ADJ
easat-1826	108	11	-	-	ADJ
easat-1826	108	12	processing	processing	NOUN
easat-1826	108	13	and	and	CCONJ
easat-1826	108	14	transformation	transformation	NOUN
easat-1826	108	15	[	[	X
easat-1826	108	16	15	15	NUM
easat-1826	108	17	]	]	PUNCT
easat-1826	108	18	.	.	PUNCT
easat-1826	109	1	in	in	ADP
easat-1826	109	2	python	python	PROPN
easat-1826	109	3	,	,	PUNCT
easat-1826	109	4	the	the	DET
easat-1826	109	5	following	follow	VERB
easat-1826	109	6	data	datum	NOUN
easat-1826	109	7	preprocessing	preprocessing	NOUN
easat-1826	109	8	and	and	CCONJ
easat-1826	109	9	transformation	transformation	NOUN
easat-1826	109	10	procedures	procedure	NOUN
easat-1826	109	11	will	will	AUX
easat-1826	109	12	be	be	AUX
easat-1826	109	13	applied	apply	VERB
easat-1826	109	14	.	.	PUNCT
easat-1826	110	1	first	first	ADV
easat-1826	110	2	,	,	PUNCT
easat-1826	110	3	locate	locate	ADJ
easat-1826	110	4	and	and	CCONJ
easat-1826	110	5	handle	handle	VERB
easat-1826	110	6	missing	miss	VERB
easat-1826	110	7	values	value	NOUN
easat-1826	110	8	and	and	CCONJ
easat-1826	110	9	outliers	outlier	NOUN
easat-1826	110	10	.	.	PUNCT
easat-1826	111	1	the	the	DET
easat-1826	111	2	data	datum	NOUN
easat-1826	111	3	will	will	AUX
easat-1826	111	4	then	then	ADV
easat-1826	111	5	be	be	AUX
easat-1826	111	6	converted	convert	VERB
easat-1826	111	7	using	use	VERB
easat-1826	111	8	standardization	standardization	NOUN
easat-1826	111	9	in	in	ADP
easat-1826	111	10	the	the	DET
easat-1826	111	11	second	second	ADJ
easat-1826	111	12	phase	phase	NOUN
easat-1826	111	13	to	to	PART
easat-1826	111	14	guarantee	guarantee	VERB
easat-1826	111	15	that	that	SCONJ
easat-1826	111	16	each	each	DET
easat-1826	111	17	observation	observation	NOUN
easat-1826	111	18	is	be	AUX
easat-1826	111	19	on	on	ADP
easat-1826	111	20	the	the	DET
easat-1826	111	21	same	same	ADJ
easat-1826	111	22	scale	scale	NOUN
easat-1826	111	23	.	.	PUNCT
easat-1826	112	1	rigorous	rigorous	ADJ
easat-1826	112	2	preprocessing	preprocessing	NOUN
easat-1826	112	3	and	and	CCONJ
easat-1826	112	4	quality	quality	NOUN
easat-1826	112	5	control	control	NOUN
easat-1826	112	6	measures	measure	NOUN
easat-1826	112	7	were	be	AUX
easat-1826	112	8	applied	apply	VERB
easat-1826	112	9	to	to	PART
easat-1826	112	10	ensure	ensure	VERB
easat-1826	112	11	the	the	DET
easat-1826	112	12	reliability	reliability	NOUN
easat-1826	112	13	and	and	CCONJ
easat-1826	112	14	consistency	consistency	NOUN
easat-1826	112	15	of	of	ADP
easat-1826	112	16	the	the	DET
easat-1826	112	17	climate	climate	NOUN
easat-1826	112	18	data	datum	NOUN
easat-1826	112	19	.	.	PUNCT
easat-1826	113	1	this	this	PRON
easat-1826	113	2	involved	involve	VERB
easat-1826	113	3	removing	remove	VERB
easat-1826	113	4	outliers	outlier	NOUN
easat-1826	113	5	,	,	PUNCT
easat-1826	113	6	filling	fill	VERB
easat-1826	113	7	missing	miss	VERB
easat-1826	113	8	data	datum	NOUN
easat-1826	113	9	points	point	NOUN
easat-1826	113	10	through	through	ADP
easat-1826	113	11	interpolation	interpolation	NOUN
easat-1826	113	12	,	,	PUNCT
easat-1826	113	13	and	and	CCONJ
easat-1826	113	14	cross	cross	ADJ
easat-1826	113	15	-	-	ADJ
easat-1826	113	16	validating	validate	VERB
easat-1826	113	17	records	record	NOUN
easat-1826	113	18	against	against	ADP
easat-1826	113	19	neighboring	neighboring	NOUN
easat-1826	113	20	stations	station	NOUN
easat-1826	113	21	.	.	PUNCT
easat-1826	114	1	data	datum	NOUN
easat-1826	114	2	cleaning	cleaning	NOUN
easat-1826	114	3	procedures	procedure	NOUN
easat-1826	114	4	were	be	AUX
easat-1826	114	5	carried	carry	VERB
easat-1826	114	6	out	out	ADP
easat-1826	114	7	meticulously	meticulously	ADV
easat-1826	114	8	to	to	PART
easat-1826	114	9	minimize	minimize	VERB
easat-1826	114	10	the	the	DET
easat-1826	114	11	impact	impact	NOUN
easat-1826	114	12	of	of	ADP
easat-1826	114	13	data	datum	NOUN
easat-1826	114	14	gaps	gap	NOUN
easat-1826	114	15	or	or	CCONJ
easat-1826	114	16	inconsistencies	inconsistency	NOUN
easat-1826	114	17	on	on	ADP
easat-1826	114	18	subsequent	subsequent	ADJ
easat-1826	114	19	analyses	analysis	NOUN
easat-1826	114	20	.	.	PUNCT
easat-1826	115	1	2.4	2.4	NUM
easat-1826	115	2	.	.	PUNCT
easat-1826	116	1	modelling	model	VERB
easat-1826	116	2	the	the	DET
easat-1826	116	3	prepared	prepared	ADJ
easat-1826	116	4	and	and	CCONJ
easat-1826	116	5	converted	convert	VERB
easat-1826	116	6	data	datum	NOUN
easat-1826	116	7	will	will	AUX
easat-1826	116	8	be	be	AUX
easat-1826	116	9	analyzed	analyze	VERB
easat-1826	116	10	using	use	VERB
easat-1826	116	11	a	a	DET
easat-1826	116	12	regression	regression	NOUN
easat-1826	116	13	algorithm	algorithm	NOUN
easat-1826	116	14	,	,	PUNCT
easat-1826	116	15	namely	namely	ADV
easat-1826	116	16	multiple	multiple	ADJ
easat-1826	116	17	linear	linear	ADJ
easat-1826	116	18	regression	regression	NOUN
easat-1826	116	19	and	and	CCONJ
easat-1826	116	20	time	time	NOUN
easat-1826	116	21	series	series	PROPN
easat-1826	116	22	algorithms	algorithm	NOUN
easat-1826	116	23	such	such	ADJ
easat-1826	116	24	as	as	ADP
easat-1826	116	25	arima	arima	PROPN
easat-1826	116	26	,	,	PUNCT
easat-1826	116	27	sarima	sarima	NOUN
easat-1826	116	28	,	,	PUNCT
easat-1826	116	29	vector	vector	NOUN
easat-1826	116	30	auto	auto	NOUN
easat-1826	116	31	-	-	PUNCT
easat-1826	116	32	regressive	regressive	ADJ
easat-1826	116	33	(	(	PUNCT
easat-1826	116	34	var	var	NOUN
easat-1826	116	35	)	)	PUNCT
easat-1826	116	36	,	,	PUNCT
easat-1826	116	37	long	long	ADJ
easat-1826	116	38	short	short	ADJ
easat-1826	116	39	term	term	NOUN
easat-1826	116	40	memory	memory	NOUN
easat-1826	116	41	(	(	PUNCT
easat-1826	116	42	lstm	lstm	NOUN
easat-1826	116	43	)	)	PUNCT
easat-1826	116	44	,	,	PUNCT
easat-1826	116	45	and	and	CCONJ
easat-1826	116	46	facebook	facebook	PROPN
easat-1826	116	47	prophet	prophet	NOUN
easat-1826	116	48	.	.	PUNCT
easat-1826	117	1	autoregressive	autoregressive	ADJ
easat-1826	117	2	integrated	integrated	ADJ
easat-1826	117	3	moving	move	VERB
easat-1826	117	4	average	average	ADJ
easat-1826	117	5	(	(	PUNCT
easat-1826	117	6	arima	arima	NOUN
easat-1826	117	7	)	)	PUNCT
easat-1826	117	8	and	and	CCONJ
easat-1826	117	9	seasonal	seasonal	ADJ
easat-1826	117	10	arima	arima	NOUN
easat-1826	117	11	(	(	PUNCT
easat-1826	117	12	sarima	sarima	NOUN
easat-1826	117	13	)	)	PUNCT
easat-1826	117	14	models	model	NOUN
easat-1826	117	15	are	be	AUX
easat-1826	117	16	widely	widely	ADV
easat-1826	117	17	used	use	VERB
easat-1826	117	18	in	in	ADP
easat-1826	117	19	time	time	NOUN
easat-1826	117	20	series	series	NOUN
easat-1826	117	21	analysis	analysis	NOUN
easat-1826	117	22	to	to	PART
easat-1826	117	23	capture	capture	VERB
easat-1826	117	24	temporal	temporal	ADJ
easat-1826	117	25	patterns	pattern	NOUN
easat-1826	117	26	and	and	CCONJ
easat-1826	117	27	forecast	forecast	VERB
easat-1826	117	28	future	future	ADJ
easat-1826	117	29	values	value	NOUN
easat-1826	117	30	.	.	PUNCT
easat-1826	118	1	these	these	DET
easat-1826	118	2	models	model	NOUN
easat-1826	118	3	are	be	AUX
easat-1826	118	4	well	well	ADV
easat-1826	118	5	-	-	PUNCT
easat-1826	118	6	suited	suited	ADJ
easat-1826	118	7	for	for	ADP
easat-1826	118	8	understanding	understand	VERB
easat-1826	118	9	the	the	DET
easat-1826	118	10	relationships	relationship	NOUN
easat-1826	118	11	between	between	ADP
easat-1826	118	12	climate	climate	NOUN
easat-1826	118	13	variability	variability	NOUN
easat-1826	118	14	and	and	CCONJ
easat-1826	118	15	wheat	wheat	NOUN
easat-1826	118	16	yield	yield	NOUN
easat-1826	118	17	fluctuations	fluctuation	NOUN
easat-1826	118	18	.	.	PUNCT
easat-1826	119	1	facebook	facebook	PROPN
easat-1826	119	2	prophet	prophet	NOUN
easat-1826	119	3	is	be	AUX
easat-1826	119	4	a	a	DET
easat-1826	119	5	robust	robust	ADJ
easat-1826	119	6	forecasting	forecasting	NOUN
easat-1826	119	7	tool	tool	NOUN
easat-1826	119	8	that	that	PRON
easat-1826	119	9	handles	handle	VERB
easat-1826	119	10	seasonal	seasonal	ADJ
easat-1826	119	11	effects	effect	NOUN
easat-1826	119	12	,	,	PUNCT
easat-1826	119	13	holidays	holiday	NOUN
easat-1826	119	14	,	,	PUNCT
easat-1826	119	15	and	and	CCONJ
easat-1826	119	16	trend	trend	NOUN
easat-1826	119	17	changes	change	NOUN
easat-1826	119	18	.	.	PUNCT
easat-1826	120	1	this	this	DET
easat-1826	120	2	model	model	NOUN
easat-1826	120	3	will	will	AUX
easat-1826	120	4	allow	allow	VERB
easat-1826	120	5	us	we	PRON
easat-1826	120	6	to	to	PART
easat-1826	120	7	capture	capture	VERB
easat-1826	120	8	the	the	DET
easat-1826	120	9	climate	climate	NOUN
easat-1826	120	10	variability	variability	NOUN
easat-1826	120	11	’s	’s	PART
easat-1826	120	12	impact	impact	NOUN
easat-1826	120	13	on	on	ADP
easat-1826	120	14	wheat	wheat	NOUN
easat-1826	120	15	yield	yield	NOUN
easat-1826	120	16	and	and	CCONJ
easat-1826	120	17	any	any	DET
easat-1826	120	18	additional	additional	ADJ
easat-1826	120	19	calendar	calendar	NOUN
easat-1826	120	20	-	-	PUNCT
easat-1826	120	21	related	relate	VERB
easat-1826	120	22	patterns	pattern	NOUN
easat-1826	120	23	.	.	PUNCT
easat-1826	121	1	the	the	DET
easat-1826	121	2	vector	vector	NOUN
easat-1826	121	3	autoregression	autoregression	NOUN
easat-1826	121	4	(	(	PUNCT
easat-1826	121	5	var	var	NOUN
easat-1826	121	6	)	)	PUNCT
easat-1826	121	7	model	model	NOUN
easat-1826	121	8	is	be	AUX
easat-1826	121	9	particularly	particularly	ADV
easat-1826	121	10	useful	useful	ADJ
easat-1826	121	11	for	for	ADP
easat-1826	121	12	examining	examine	VERB
easat-1826	121	13	the	the	DET
easat-1826	121	14	dynamic	dynamic	ADJ
easat-1826	121	15	interactions	interaction	NOUN
easat-1826	121	16	between	between	ADP
easat-1826	121	17	multiple	multiple	ADJ
easat-1826	121	18	time	time	NOUN
easat-1826	121	19	series	series	NOUN
easat-1826	121	20	variables	variable	NOUN
easat-1826	121	21	.	.	PUNCT
easat-1826	122	1	in	in	ADP
easat-1826	122	2	this	this	DET
easat-1826	122	3	case	case	NOUN
easat-1826	122	4	,	,	PUNCT
easat-1826	122	5	we	we	PRON
easat-1826	122	6	can	can	AUX
easat-1826	122	7	analyze	analyze	VERB
easat-1826	122	8	how	how	SCONJ
easat-1826	122	9	different	different	ADJ
easat-1826	122	10	climate	climate	NOUN
easat-1826	122	11	variables	variable	NOUN
easat-1826	122	12	interact	interact	VERB
easat-1826	122	13	with	with	ADP
easat-1826	122	14	each	each	DET
easat-1826	122	15	other	other	ADJ
easat-1826	122	16	and	and	CCONJ
easat-1826	122	17	collectively	collectively	ADV
easat-1826	122	18	influence	influence	VERB
easat-1826	122	19	wheat	wheat	NOUN
easat-1826	122	20	yield	yield	NOUN
easat-1826	122	21	.	.	PUNCT
easat-1826	123	1	long	long	ADJ
easat-1826	123	2	short	short	ADJ
easat-1826	123	3	-	-	PUNCT
easat-1826	123	4	term	term	NOUN
easat-1826	123	5	memory	memory	NOUN
easat-1826	123	6	(	(	PUNCT
easat-1826	123	7	lstm	lstm	NOUN
easat-1826	123	8	)	)	PUNCT
easat-1826	123	9	networks	network	NOUN
easat-1826	123	10	are	be	AUX
easat-1826	123	11	powerful	powerful	ADJ
easat-1826	123	12	tools	tool	NOUN
easat-1826	123	13	for	for	ADP
easat-1826	123	14	handling	handle	VERB
easat-1826	123	15	sequences	sequence	NOUN
easat-1826	123	16	and	and	CCONJ
easat-1826	123	17	patterns	pattern	NOUN
easat-1826	123	18	in	in	ADP
easat-1826	123	19	time	time	NOUN
easat-1826	123	20	series	series	PROPN
easat-1826	123	21	data	data	PROPN
easat-1826	123	22	.	.	PUNCT
easat-1826	124	1	applying	apply	VERB
easat-1826	124	2	an	an	DET
easat-1826	124	3	lstm	lstm	NOUN
easat-1826	124	4	model	model	NOUN
easat-1826	124	5	to	to	PART
easat-1826	124	6	climate	climate	VERB
easat-1826	124	7	and	and	CCONJ
easat-1826	124	8	yield	yield	VERB
easat-1826	124	9	data	datum	NOUN
easat-1826	124	10	can	can	AUX
easat-1826	124	11	unveil	unveil	VERB
easat-1826	124	12	complex	complex	ADJ
easat-1826	124	13	nonlinear	nonlinear	ADJ
easat-1826	124	14	relationships	relationship	NOUN
easat-1826	124	15	that	that	SCONJ
easat-1826	124	16	traditional	traditional	ADJ
easat-1826	124	17	methods	method	NOUN
easat-1826	124	18	might	might	AUX
easat-1826	124	19	miss	miss	VERB
easat-1826	124	20	.	.	PUNCT
easat-1826	125	1	multiple	multiple	ADJ
easat-1826	125	2	linear	linear	PROPN
easat-1826	125	3	regression	regression	NOUN
easat-1826	125	4	is	be	AUX
easat-1826	125	5	a	a	DET
easat-1826	125	6	baseline	baseline	ADJ
easat-1826	125	7	model	model	NOUN
easat-1826	125	8	for	for	ADP
easat-1826	125	9	assessing	assess	VERB
easat-1826	125	10	the	the	DET
easat-1826	125	11	direct	direct	ADJ
easat-1826	125	12	linear	linear	NOUN
easat-1826	125	13	relationships	relationship	NOUN
easat-1826	125	14	between	between	ADP
easat-1826	125	15	climate	climate	NOUN
easat-1826	125	16	variables	variable	NOUN
easat-1826	125	17	and	and	CCONJ
easat-1826	125	18	wheat	wheat	NOUN
easat-1826	125	19	yield	yield	NOUN
easat-1826	125	20	.	.	PUNCT
easat-1826	126	1	by	by	ADP
easat-1826	126	2	considering	consider	VERB
easat-1826	126	3	multiple	multiple	ADJ
easat-1826	126	4	predictor	predictor	NOUN
easat-1826	126	5	variables	variable	NOUN
easat-1826	126	6	,	,	PUNCT
easat-1826	126	7	we	we	PRON
easat-1826	126	8	can	can	AUX
easat-1826	126	9	quantify	quantify	VERB
easat-1826	126	10	the	the	DET
easat-1826	126	11	individual	individual	ADJ
easat-1826	126	12	contributions	contribution	NOUN
easat-1826	126	13	of	of	ADP
easat-1826	126	14	different	different	ADJ
easat-1826	126	15	climate	climate	NOUN
easat-1826	126	16	factors	factor	NOUN
easat-1826	126	17	to	to	PART
easat-1826	126	18	yield	yield	VERB
easat-1826	126	19	fluctuations.[7	fluctuations.[7	NUM
easat-1826	126	20	]	]	PUNCT
easat-1826	126	21	.	.	PUNCT
easat-1826	127	1	the	the	DET
easat-1826	127	2	data	data	NOUN
easat-1826	127	3	structure	structure	NOUN
easat-1826	127	4	and	and	CCONJ
easat-1826	127	5	model	model	NOUN
easat-1826	127	6	flow	flow	NOUN
easat-1826	127	7	diagrams	diagram	NOUN
easat-1826	127	8	are	be	AUX
easat-1826	127	9	shown	show	VERB
easat-1826	127	10	in	in	ADP
easat-1826	127	11	figure	figure	NOUN
easat-1826	127	12	1	1	NUM
easat-1826	127	13	and	and	CCONJ
easat-1826	127	14	figure	figure	VERB
easat-1826	127	15	2	2	NUM
easat-1826	127	16	as	as	SCONJ
easat-1826	127	17	shown	show	VERB
easat-1826	127	18	in	in	ADP
easat-1826	127	19	figure	figure	NOUN
easat-1826	127	20	1	1	NUM
easat-1826	127	21	,	,	PUNCT
easat-1826	127	22	the	the	DET
easat-1826	127	23	dataset	dataset	NOUN
easat-1826	127	24	consists	consist	VERB
easat-1826	127	25	of	of	ADP
easat-1826	127	26	two	two	NUM
easat-1826	127	27	sources	source	NOUN
easat-1826	127	28	:	:	PUNCT
easat-1826	127	29	the	the	DET
easat-1826	127	30	weather	weather	NOUN
easat-1826	127	31	dataset	dataset	VERB
easat-1826	127	32	and	and	CCONJ
easat-1826	127	33	wheat	wheat	NOUN
easat-1826	127	34	production	production	NOUN
easat-1826	127	35	data	datum	NOUN
easat-1826	127	36	.	.	PUNCT
easat-1826	128	1	figure	figure	NOUN
easat-1826	128	2	2	2	NUM
easat-1826	128	3	shows	show	VERB
easat-1826	128	4	the	the	DET
easat-1826	128	5	flow	flow	NOUN
easat-1826	128	6	of	of	ADP
easat-1826	128	7	the	the	DET
easat-1826	128	8	project	project	NOUN
easat-1826	128	9	and	and	CCONJ
easat-1826	128	10	how	how	SCONJ
easat-1826	128	11	it	it	PRON
easat-1826	128	12	will	will	AUX
easat-1826	128	13	be	be	AUX
easat-1826	128	14	compiled	compile	VERB
easat-1826	128	15	using	use	VERB
easat-1826	128	16	the	the	DET
easat-1826	128	17	programming	programming	NOUN
easat-1826	128	18	language	language	NOUN
easat-1826	128	19	python	python	NOUN
easat-1826	128	20	.	.	PUNCT
easat-1826	129	1	1218	1218	PROPN
easat-1826	129	2	edelweiss	edelweiss	PROPN
easat-1826	129	3	applied	apply	VERB
easat-1826	129	4	science	science	NOUN
easat-1826	129	5	and	and	CCONJ
easat-1826	129	6	technology	technology	NOUN
easat-1826	129	7	issn	issn	PROPN
easat-1826	129	8	:	:	PUNCT
easat-1826	129	9	2576	2576	NUM
easat-1826	129	10	-	-	SYM
easat-1826	129	11	8484	8484	NUM
easat-1826	129	12	vol	vol	NOUN
easat-1826	129	13	.	.	PROPN
easat-1826	129	14	8	8	NUM
easat-1826	129	15	,	,	PUNCT
easat-1826	129	16	no	no	INTJ
easat-1826	129	17	.	.	NOUN
easat-1826	129	18	5	5	NUM
easat-1826	129	19	:	:	SYM
easat-1826	129	20	1213	1213	NUM
easat-1826	129	21	-	-	SYM
easat-1826	129	22	1234	1234	NUM
easat-1826	129	23	,	,	PUNCT
easat-1826	129	24	2024	2024	NUM
easat-1826	129	25	doi	doi	NOUN
easat-1826	129	26	:	:	PUNCT
easat-1826	129	27	10.55214/25768484.v8i5.1826	10.55214/25768484.v8i5.1826	NUM
easat-1826	129	28	©	©	ADP
easat-1826	129	29	2024	2024	NUM
easat-1826	129	30	by	by	ADP
easat-1826	129	31	the	the	DET
easat-1826	129	32	authors	author	NOUN
easat-1826	129	33	;	;	PUNCT
easat-1826	129	34	licensee	licensee	PROPN
easat-1826	129	35	learning	learn	VERB
easat-1826	129	36	gate	gate	NOUN
easat-1826	129	37	figure	figure	NOUN
easat-1826	129	38	1	1	NUM
easat-1826	129	39	.	.	PUNCT
easat-1826	129	40	data	datum	NOUN
easat-1826	129	41	structure	structure	NOUN
easat-1826	129	42	.	.	PUNCT
easat-1826	130	1	figure	figure	NOUN
easat-1826	130	2	2	2	NUM
easat-1826	130	3	.	.	PUNCT
easat-1826	130	4	model	model	PROPN
easat-1826	130	5	flow	flow	NOUN
easat-1826	130	6	diagram	diagram	NOUN
easat-1826	130	7	.	.	PUNCT
easat-1826	131	1	2.4.1	2.4.1	X
easat-1826	131	2	.	.	PUNCT
easat-1826	132	1	arima	arima	PROPN
easat-1826	132	2	in	in	ADP
easat-1826	132	3	arima	arima	PROPN
easat-1826	132	4	,	,	PUNCT
easat-1826	132	5	the	the	DET
easat-1826	132	6	abbreviation	abbreviation	NOUN
easat-1826	132	7	“	"	PUNCT
easat-1826	132	8	ar	ar	NOUN
easat-1826	132	9	”	"	PUNCT
easat-1826	132	10	stands	stand	VERB
easat-1826	132	11	for	for	ADP
easat-1826	132	12	“	"	PUNCT
easat-1826	132	13	autoregressive	autoregressive	ADJ
easat-1826	132	14	,	,	PUNCT
easat-1826	132	15	”	"	PUNCT
easat-1826	132	16	meaning	mean	VERB
easat-1826	132	17	the	the	DET
easat-1826	132	18	model	model	NOUN
easat-1826	132	19	relies	rely	VERB
easat-1826	132	20	on	on	ADP
easat-1826	132	21	the	the	DET
easat-1826	132	22	dependent	dependent	ADJ
easat-1826	132	23	relationship	relationship	NOUN
easat-1826	132	24	between	between	ADP
easat-1826	132	25	an	an	DET
easat-1826	132	26	observation	observation	NOUN
easat-1826	132	27	and	and	CCONJ
easat-1826	132	28	its	its	PRON
easat-1826	132	29	previous	previous	ADJ
easat-1826	132	30	values	value	NOUN
easat-1826	132	31	.	.	PUNCT
easat-1826	133	1	the	the	DET
easat-1826	133	2	number	number	NOUN
easat-1826	133	3	of	of	ADP
easat-1826	133	4	preceding	precede	VERB
easat-1826	133	5	inputs	input	NOUN
easat-1826	133	6	used	use	VERB
easat-1826	133	7	to	to	PART
easat-1826	133	8	predict	predict	VERB
easat-1826	133	9	the	the	DET
easat-1826	133	10	next	next	ADJ
easat-1826	133	11	value	value	NOUN
easat-1826	133	12	is	be	AUX
easat-1826	133	13	called	call	VERB
easat-1826	133	14	order	order	NOUN
easat-1826	133	15	and	and	CCONJ
easat-1826	133	16	is	be	AUX
easat-1826	133	17	usually	usually	ADV
easat-1826	133	18	referred	refer	VERB
easat-1826	133	19	to	to	ADP
easat-1826	133	20	as	as	SCONJ
easat-1826	133	21	p.	p.	PROPN
easat-1826	133	22	arima	arima	PROPN
easat-1826	133	23	models	model	NOUN
easat-1826	133	24	are	be	AUX
easat-1826	133	25	based	base	VERB
easat-1826	133	26	on	on	ADP
easat-1826	133	27	the	the	DET
easat-1826	133	28	idea	idea	NOUN
easat-1826	133	29	that	that	SCONJ
easat-1826	133	30	past	past	ADJ
easat-1826	133	31	values	value	NOUN
easat-1826	133	32	of	of	ADP
easat-1826	133	33	a	a	DET
easat-1826	133	34	time	time	NOUN
easat-1826	133	35	series	series	NOUN
easat-1826	133	36	can	can	AUX
easat-1826	133	37	be	be	AUX
easat-1826	133	38	used	use	VERB
easat-1826	133	39	to	to	PART
easat-1826	133	40	predict	predict	VERB
easat-1826	133	41	future	future	ADJ
easat-1826	133	42	value	value	NOUN
easat-1826	133	43	.	.	PUNCT
easat-1826	134	1	the	the	DET
easat-1826	134	2	model	model	NOUN
easat-1826	134	3	has	have	VERB
easat-1826	134	4	three	three	NUM
easat-1826	134	5	main	main	ADJ
easat-1826	134	6	components	component	NOUN
easat-1826	134	7	:	:	PUNCT
easat-1826	134	8	•	•	NUM
easat-1826	134	9	autoregression	autoregression	NOUN
easat-1826	134	10	(	(	PUNCT
easat-1826	134	11	ar	ar	PROPN
easat-1826	134	12	):	):	PUNCT
easat-1826	134	13	the	the	DET
easat-1826	134	14	ar	ar	PROPN
easat-1826	134	15	component	component	PROPN
easat-1826	134	16	uses	use	VERB
easat-1826	134	17	past	past	ADP
easat-1826	134	18	time	time	NOUN
easat-1826	134	19	series	series	PROPN
easat-1826	134	20	values	value	NOUN
easat-1826	134	21	to	to	PART
easat-1826	134	22	predict	predict	VERB
easat-1826	134	23	future	future	ADJ
easat-1826	134	24	values	value	NOUN
easat-1826	134	25	.	.	PUNCT
easat-1826	135	1	it	it	PRON
easat-1826	135	2	is	be	AUX
easat-1826	135	3	called	call	VERB
easat-1826	135	4	auto	auto	NOUN
easat-1826	135	5	-	-	PUNCT
easat-1826	135	6	regression	regression	NOUN
easat-1826	135	7	because	because	SCONJ
easat-1826	135	8	it	it	PRON
easat-1826	135	9	regresses	regress	VERB
easat-1826	135	10	the	the	DET
easat-1826	135	11	variable	variable	NOUN
easat-1826	135	12	against	against	ADP
easat-1826	135	13	itself	itself	PRON
easat-1826	135	14	.	.	PUNCT
easat-1826	136	1	•	•	NUM
easat-1826	136	2	integrated	integrate	VERB
easat-1826	136	3	(	(	PUNCT
easat-1826	136	4	i	i	NOUN
easat-1826	136	5	):	):	PUNCT
easat-1826	136	6	the	the	DET
easat-1826	136	7	“	"	PUNCT
easat-1826	136	8	i	i	NOUN
easat-1826	136	9	”	"	PUNCT
easat-1826	136	10	in	in	ADP
easat-1826	136	11	arima	arima	PROPN
easat-1826	136	12	represents	represent	VERB
easat-1826	136	13	the	the	DET
easat-1826	136	14	difference	difference	NOUN
easat-1826	136	15	in	in	ADP
easat-1826	136	16	the	the	DET
easat-1826	136	17	time	time	NOUN
easat-1826	136	18	series	series	NOUN
easat-1826	136	19	to	to	PART
easat-1826	136	20	achieve	achieve	VERB
easat-1826	136	21	stationarity	stationarity	NOUN
easat-1826	136	22	.	.	PUNCT
easat-1826	137	1	the	the	DET
easat-1826	137	2	time	time	NOUN
easat-1826	137	3	series	series	PROPN
easat-1826	137	4	’	'	PUNCT
easat-1826	137	5	statistical	statistical	ADJ
easat-1826	137	6	properties	property	NOUN
easat-1826	137	7	,	,	PUNCT
easat-1826	137	8	such	such	ADJ
easat-1826	137	9	as	as	ADP
easat-1826	137	10	its	its	PRON
easat-1826	137	11	mean	mean	NOUN
easat-1826	137	12	,	,	PUNCT
easat-1826	137	13	variance	variance	NOUN
easat-1826	137	14	,	,	PUNCT
easat-1826	137	15	and	and	CCONJ
easat-1826	137	16	autocorrelation	autocorrelation	NOUN
easat-1826	137	17	,	,	PUNCT
easat-1826	137	18	remain	remain	VERB
easat-1826	137	19	constant	constant	ADJ
easat-1826	137	20	over	over	ADP
easat-1826	137	21	time	time	NOUN
easat-1826	137	22	.	.	PUNCT
easat-1826	138	1	1219	1219	NUM
easat-1826	138	2	edelweiss	edelweiss	PROPN
easat-1826	138	3	applied	apply	VERB
easat-1826	138	4	science	science	NOUN
easat-1826	138	5	and	and	CCONJ
easat-1826	138	6	technology	technology	NOUN
easat-1826	138	7	issn	issn	PROPN
easat-1826	138	8	:	:	PUNCT
easat-1826	138	9	2576	2576	NUM
easat-1826	138	10	-	-	SYM
easat-1826	138	11	8484	8484	NUM
easat-1826	138	12	vol	vol	NOUN
easat-1826	138	13	.	.	PROPN
easat-1826	138	14	8	8	NUM
easat-1826	138	15	,	,	PUNCT
easat-1826	138	16	no	no	INTJ
easat-1826	138	17	.	.	NOUN
easat-1826	138	18	5	5	NUM
easat-1826	138	19	:	:	SYM
easat-1826	138	20	1213	1213	NUM
easat-1826	138	21	-	-	SYM
easat-1826	138	22	1234	1234	NUM
easat-1826	138	23	,	,	PUNCT
easat-1826	138	24	2024	2024	NUM
easat-1826	138	25	doi	doi	NOUN
easat-1826	138	26	:	:	PUNCT
easat-1826	138	27	10.55214/25768484.v8i5.1826	10.55214/25768484.v8i5.1826	NUM
easat-1826	138	28	©	©	ADP
easat-1826	138	29	2024	2024	NUM
easat-1826	138	30	by	by	ADP
easat-1826	138	31	the	the	DET
easat-1826	138	32	authors	author	NOUN
easat-1826	138	33	;	;	PUNCT
easat-1826	138	34	licensee	licensee	PROPN
easat-1826	138	35	learning	learning	NOUN
easat-1826	138	36	gate	gate	VERB
easat-1826	138	37	•	•	ADV
easat-1826	138	38	moving	move	VERB
easat-1826	138	39	average	average	ADJ
easat-1826	138	40	(	(	PUNCT
easat-1826	138	41	ma	ma	PROPN
easat-1826	138	42	):	):	PUNCT
easat-1826	138	43	the	the	DET
easat-1826	138	44	ma	ma	PROPN
easat-1826	138	45	component	component	PROPN
easat-1826	138	46	uses	use	VERB
easat-1826	138	47	past	past	ADJ
easat-1826	138	48	errors	error	NOUN
easat-1826	138	49	(	(	PUNCT
easat-1826	138	50	the	the	DET
easat-1826	138	51	difference	difference	NOUN
easat-1826	138	52	between	between	ADP
easat-1826	138	53	actual	actual	ADJ
easat-1826	138	54	and	and	CCONJ
easat-1826	138	55	predicted	predict	VERB
easat-1826	138	56	values	value	NOUN
easat-1826	138	57	)	)	PUNCT
easat-1826	138	58	to	to	PART
easat-1826	138	59	predict	predict	VERB
easat-1826	138	60	future	future	ADJ
easat-1826	138	61	values	value	NOUN
easat-1826	138	62	.	.	PUNCT
easat-1826	139	1	the	the	DET
easat-1826	139	2	general	general	ADJ
easat-1826	139	3	formula	formula	NOUN
easat-1826	139	4	for	for	ADP
easat-1826	139	5	an	an	DET
easat-1826	139	6	arima(p	arima(p	NOUN
easat-1826	139	7	,	,	PUNCT
easat-1826	139	8	d	d	NOUN
easat-1826	139	9	,	,	PUNCT
easat-1826	139	10	q	q	NOUN
easat-1826	139	11	)	)	PUNCT
easat-1826	139	12	model	model	NOUN
easat-1826	139	13	is	be	AUX
easat-1826	139	14	shown	show	VERB
easat-1826	139	15	in	in	ADP
easat-1826	139	16	equation	equation	NOUN
easat-1826	139	17	1	1	NUM
easat-1826	139	18	:	:	PUNCT
easat-1826	139	19	y(t	y(t	NUM
easat-1826	139	20	)	)	PUNCT
easat-1826	140	1	=	=	PUNCT
easat-1826	141	1	c	c	NOUN
easat-1826	141	2	+	+	NOUN
easat-1826	141	3	ϕ(1)y(t	ϕ(1)y(t	PROPN
easat-1826	141	4	−	−	PROPN
easat-1826	141	5	1	1	NUM
easat-1826	141	6	)	)	PUNCT
easat-1826	141	7	+	+	CCONJ
easat-1826	141	8	.	.	PUNCT
easat-1826	141	9	.	.	PUNCT
easat-1826	141	10	.	.	PUNCT
easat-1826	142	1	+	+	CCONJ
easat-1826	142	2	ϕ(p)y(t	ϕ(p)y(t	X
easat-1826	142	3	−	−	PROPN
easat-1826	142	4	p	p	X
easat-1826	142	5	)	)	PUNCT
easat-1826	142	6	+	+	NOUN
easat-1826	142	7	e(t	e(t	NOUN
easat-1826	142	8	)	)	PUNCT
easat-1826	143	1	+	+	CCONJ
easat-1826	143	2	θ(1)e(t	θ(1)e(t	NUM
easat-1826	143	3	−	−	NUM
easat-1826	143	4	1	1	NUM
easat-1826	143	5	)	)	PUNCT
easat-1826	143	6	+	+	CCONJ
easat-1826	143	7	.	.	PUNCT
easat-1826	143	8	.	.	PUNCT
easat-1826	144	1	.	.	PUNCT
easat-1826	145	1	+	+	CCONJ
easat-1826	145	2	θ(q)e(t	θ(q)e(t	NOUN
easat-1826	145	3	−	−	PRON
easat-1826	145	4	q	q	X
easat-1826	145	5	)	)	PUNCT
easat-1826	145	6	equation	equation	NOUN
easat-1826	145	7	1	1	NUM
easat-1826	145	8	where	where	SCONJ
easat-1826	145	9	:	:	PUNCT
easat-1826	145	10	•	•	NUM
easat-1826	145	11	y(t	y(t	NUM
easat-1826	145	12	)	)	PUNCT
easat-1826	145	13	is	be	AUX
easat-1826	145	14	the	the	DET
easat-1826	145	15	value	value	NOUN
easat-1826	145	16	of	of	ADP
easat-1826	145	17	the	the	DET
easat-1826	145	18	time	time	NOUN
easat-1826	145	19	series	series	NOUN
easat-1826	145	20	at	at	ADP
easat-1826	145	21	time	time	NOUN
easat-1826	145	22	t	t	PROPN
easat-1826	145	23	•	•	NOUN
easat-1826	145	24	c	c	PROPN
easat-1826	145	25	is	be	AUX
easat-1826	145	26	a	a	DET
easat-1826	145	27	constant	constant	ADJ
easat-1826	145	28	term	term	NOUN
easat-1826	145	29	•	•	ADP
easat-1826	145	30	ϕ(1	ϕ(1	PROPN
easat-1826	145	31	)	)	PUNCT
easat-1826	145	32	,	,	PUNCT
easat-1826	145	33	.	.	PUNCT
easat-1826	145	34	.	.	PUNCT
easat-1826	146	1	,	,	PUNCT
easat-1826	146	2	ϕ(p	ϕ(p	PROPN
easat-1826	146	3	)	)	PUNCT
easat-1826	146	4	are	be	AUX
easat-1826	146	5	the	the	DET
easat-1826	146	6	ar	ar	NOUN
easat-1826	146	7	coefficients	coefficient	NOUN
easat-1826	146	8	of	of	ADP
easat-1826	146	9	the	the	DET
easat-1826	146	10	model	model	NOUN
easat-1826	146	11	,	,	PUNCT
easat-1826	146	12	with	with	ADP
easat-1826	146	13	p	p	NOUN
easat-1826	146	14	denoting	denote	VERB
easat-1826	146	15	the	the	DET
easat-1826	146	16	number	number	NOUN
easat-1826	146	17	of	of	ADP
easat-1826	146	18	lags	lag	NOUN
easat-1826	146	19	used	use	VERB
easat-1826	146	20	in	in	ADP
easat-1826	146	21	the	the	DET
easat-1826	146	22	auto	auto	NOUN
easat-1826	146	23	-	-	PUNCT
easat-1826	146	24	regression	regression	NOUN
easat-1826	146	25	•	•	NOUN
easat-1826	146	26	e(t	e(t	NOUN
easat-1826	146	27	)	)	PUNCT
easat-1826	146	28	is	be	AUX
easat-1826	146	29	the	the	DET
easat-1826	146	30	error	error	NOUN
easat-1826	146	31	term	term	NOUN
easat-1826	146	32	at	at	ADP
easat-1826	146	33	time	time	NOUN
easat-1826	146	34	t	t	NOUN
easat-1826	146	35	•	•	NUM
easat-1826	146	36	θ(1	θ(1	PROPN
easat-1826	146	37	)	)	PUNCT
easat-1826	146	38	,	,	PUNCT
easat-1826	146	39	.	.	PUNCT
easat-1826	146	40	.	.	PUNCT
easat-1826	147	1	.	.	PUNCT
easat-1826	148	1	,	,	PUNCT
easat-1826	148	2	θ(q	θ(q	PROPN
easat-1826	148	3	)	)	PUNCT
easat-1826	148	4	are	be	AUX
easat-1826	148	5	the	the	DET
easat-1826	148	6	ma	ma	PROPN
easat-1826	148	7	coefficients	coefficient	NOUN
easat-1826	148	8	of	of	ADP
easat-1826	148	9	the	the	DET
easat-1826	148	10	model	model	NOUN
easat-1826	148	11	,	,	PUNCT
easat-1826	148	12	with	with	ADP
easat-1826	148	13	q	q	NOUN
easat-1826	148	14	denoting	denote	VERB
easat-1826	148	15	the	the	DET
easat-1826	148	16	number	number	NOUN
easat-1826	148	17	of	of	ADP
easat-1826	148	18	lags	lag	NOUN
easat-1826	148	19	used	use	VERB
easat-1826	148	20	in	in	ADP
easat-1826	148	21	the	the	DET
easat-1826	148	22	moving	move	VERB
easat-1826	148	23	average	average	NOUN
easat-1826	148	24	•	•	NOUN
easat-1826	148	25	d	d	NOUN
easat-1826	148	26	is	be	AUX
easat-1826	148	27	the	the	DET
easat-1826	148	28	degree	degree	NOUN
easat-1826	148	29	of	of	ADP
easat-1826	148	30	differencing	differencing	NOUN
easat-1826	148	31	needed	need	VERB
easat-1826	148	32	to	to	PART
easat-1826	148	33	make	make	VERB
easat-1826	148	34	the	the	DET
easat-1826	148	35	time	time	NOUN
easat-1826	148	36	series	series	PROPN
easat-1826	148	37	stationary	stationary	ADJ
easat-1826	148	38	to	to	PART
easat-1826	148	39	fit	fit	VERB
easat-1826	148	40	an	an	DET
easat-1826	148	41	arima	arima	NOUN
easat-1826	148	42	model	model	NOUN
easat-1826	148	43	,	,	PUNCT
easat-1826	148	44	you	you	PRON
easat-1826	148	45	would	would	AUX
easat-1826	148	46	typically	typically	ADV
easat-1826	148	47	estimate	estimate	VERB
easat-1826	148	48	the	the	DET
easat-1826	148	49	values	value	NOUN
easat-1826	148	50	of	of	ADP
easat-1826	148	51	p	p	X
easat-1826	148	52	,	,	PUNCT
easat-1826	148	53	d	d	NOUN
easat-1826	148	54	,	,	PUNCT
easat-1826	148	55	and	and	CCONJ
easat-1826	148	56	q	q	PROPN
easat-1826	148	57	based	base	VERB
easat-1826	148	58	on	on	ADP
easat-1826	148	59	the	the	DET
easat-1826	148	60	properties	property	NOUN
easat-1826	148	61	of	of	ADP
easat-1826	148	62	the	the	DET
easat-1826	148	63	chronological	chronological	ADJ
easat-1826	148	64	data	datum	NOUN
easat-1826	148	65	under	under	ADP
easat-1826	148	66	examination	examination	NOUN
easat-1826	148	67	using	use	VERB
easat-1826	148	68	statistical	statistical	ADJ
easat-1826	148	69	tests	test	NOUN
easat-1826	148	70	or	or	CCONJ
easat-1826	148	71	visual	visual	ADJ
easat-1826	148	72	inspection	inspection	NOUN
easat-1826	148	73	.	.	PUNCT
easat-1826	149	1	once	once	SCONJ
easat-1826	149	2	you	you	PRON
easat-1826	149	3	have	have	AUX
easat-1826	149	4	estimated	estimate	VERB
easat-1826	149	5	these	these	DET
easat-1826	149	6	values	value	NOUN
easat-1826	149	7	,	,	PUNCT
easat-1826	149	8	you	you	PRON
easat-1826	149	9	can	can	AUX
easat-1826	149	10	estimate	estimate	VERB
easat-1826	149	11	the	the	DET
easat-1826	149	12	model	model	NOUN
easat-1826	149	13	parameters	parameter	NOUN
easat-1826	149	14	(	(	PUNCT
easat-1826	149	15	phi	phi	NOUN
easat-1826	149	16	and	and	CCONJ
easat-1826	149	17	theta	theta	NOUN
easat-1826	149	18	coefficients	coefficient	NOUN
easat-1826	149	19	)	)	PUNCT
easat-1826	149	20	using	use	VERB
easat-1826	149	21	maximum	maximum	ADJ
easat-1826	149	22	likelihood	likelihood	NOUN
easat-1826	149	23	estimation	estimation	NOUN
easat-1826	149	24	or	or	CCONJ
easat-1826	149	25	another	another	DET
easat-1826	149	26	optimization	optimization	NOUN
easat-1826	149	27	technique	technique	NOUN
easat-1826	149	28	.	.	PUNCT
easat-1826	150	1	some	some	PRON
easat-1826	150	2	of	of	ADP
easat-1826	150	3	the	the	DET
easat-1826	150	4	algorithms	algorithm	NOUN
easat-1826	150	5	,	,	PUNCT
easat-1826	150	6	such	such	ADJ
easat-1826	150	7	as	as	ADP
easat-1826	150	8	mean	mean	NOUN
easat-1826	150	9	squared	square	VERB
easat-1826	150	10	error	error	NOUN
easat-1826	150	11	,	,	PUNCT
easat-1826	150	12	root	root	NOUN
easat-1826	150	13	mean	mean	VERB
easat-1826	150	14	squared	square	VERB
easat-1826	150	15	error	error	NOUN
easat-1826	150	16	,	,	PUNCT
easat-1826	150	17	and	and	CCONJ
easat-1826	150	18	akaike	akaike	ADJ
easat-1826	150	19	information	information	NOUN
easat-1826	150	20	criterion	criterion	NOUN
easat-1826	150	21	,	,	PUNCT
easat-1826	150	22	can	can	AUX
easat-1826	150	23	be	be	AUX
easat-1826	150	24	used	use	VERB
easat-1826	150	25	to	to	PART
easat-1826	150	26	evaluate	evaluate	VERB
easat-1826	150	27	the	the	DET
easat-1826	150	28	performance	performance	NOUN
easat-1826	150	29	of	of	ADP
easat-1826	150	30	an	an	DET
easat-1826	150	31	arima	arima	PROPN
easat-1826	150	32	model	model	NOUN
easat-1826	150	33	.	.	PUNCT
easat-1826	151	1	these	these	DET
easat-1826	151	2	measures	measure	NOUN
easat-1826	151	3	indicate	indicate	VERB
easat-1826	151	4	how	how	SCONJ
easat-1826	151	5	well	well	ADV
easat-1826	151	6	the	the	DET
easat-1826	151	7	model	model	NOUN
easat-1826	151	8	fits	fit	VERB
easat-1826	151	9	the	the	DET
easat-1826	151	10	observed	observe	VERB
easat-1826	151	11	data	datum	NOUN
easat-1826	151	12	and	and	CCONJ
easat-1826	151	13	can	can	AUX
easat-1826	151	14	be	be	AUX
easat-1826	151	15	generalized	generalize	VERB
easat-1826	151	16	to	to	ADP
easat-1826	151	17	new	new	ADJ
easat-1826	151	18	data	datum	NOUN
easat-1826	151	19	.	.	PUNCT
easat-1826	152	1	2.4.2	2.4.2	NUM
easat-1826	152	2	.	.	PUNCT
easat-1826	153	1	regression	regression	NOUN
easat-1826	153	2	model	model	NOUN
easat-1826	153	3	regression	regression	NOUN
easat-1826	153	4	models	model	NOUN
easat-1826	153	5	are	be	AUX
easat-1826	153	6	widely	widely	ADV
easat-1826	153	7	used	use	VERB
easat-1826	153	8	in	in	ADP
easat-1826	153	9	analyzing	analyze	VERB
easat-1826	153	10	the	the	DET
easat-1826	153	11	relationship	relationship	NOUN
easat-1826	153	12	between	between	ADP
easat-1826	153	13	dependent	dependent	ADJ
easat-1826	153	14	variables	variable	NOUN
easat-1826	153	15	and	and	CCONJ
easat-1826	153	16	one	one	NUM
easat-1826	153	17	or	or	CCONJ
easat-1826	153	18	more	more	ADV
easat-1826	153	19	independent	independent	ADJ
easat-1826	153	20	variables	variable	NOUN
easat-1826	153	21	.	.	PUNCT
easat-1826	154	1	they	they	PRON
easat-1826	154	2	can	can	AUX
easat-1826	154	3	be	be	AUX
easat-1826	154	4	applied	apply	VERB
easat-1826	154	5	to	to	PART
easat-1826	154	6	evaluate	evaluate	VERB
easat-1826	154	7	the	the	DET
easat-1826	154	8	impact	impact	NOUN
easat-1826	154	9	of	of	ADP
easat-1826	154	10	climate	climate	NOUN
easat-1826	154	11	change	change	NOUN
easat-1826	154	12	on	on	ADP
easat-1826	154	13	crop	crop	NOUN
easat-1826	154	14	production	production	NOUN
easat-1826	154	15	by	by	ADP
easat-1826	154	16	examining	examine	VERB
easat-1826	154	17	the	the	DET
easat-1826	154	18	dependence	dependence	NOUN
easat-1826	154	19	of	of	ADP
easat-1826	154	20	crop	crop	NOUN
easat-1826	154	21	yield	yield	NOUN
easat-1826	154	22	on	on	ADP
easat-1826	154	23	climate	climate	NOUN
easat-1826	154	24	variables	variable	NOUN
easat-1826	154	25	.	.	PUNCT
easat-1826	155	1	•	•	NUM
easat-1826	155	2	multiple	multiple	ADJ
easat-1826	155	3	linear	linear	PROPN
easat-1826	155	4	regression	regression	NOUN
easat-1826	155	5	(	(	PUNCT
easat-1826	155	6	mlr	mlr	NOUN
easat-1826	155	7	)	)	PUNCT
easat-1826	155	8	is	be	AUX
easat-1826	155	9	a	a	DET
easat-1826	155	10	statistical	statistical	ADJ
easat-1826	155	11	method	method	NOUN
easat-1826	155	12	that	that	PRON
easat-1826	155	13	models	model	VERB
easat-1826	155	14	the	the	DET
easat-1826	155	15	intricate	intricate	ADJ
easat-1826	155	16	relationship	relationship	NOUN
easat-1826	155	17	between	between	ADP
easat-1826	155	18	a	a	DET
easat-1826	155	19	dependent	dependent	ADJ
easat-1826	155	20	variable	variable	NOUN
easat-1826	155	21	and	and	CCONJ
easat-1826	155	22	two	two	NUM
easat-1826	155	23	or	or	CCONJ
easat-1826	155	24	more	more	ADV
easat-1826	155	25	independent	independent	ADJ
easat-1826	155	26	variables	variable	NOUN
easat-1826	155	27	.	.	PUNCT
easat-1826	156	1	this	this	PRON
easat-1826	156	2	extends	extend	VERB
easat-1826	156	3	the	the	DET
easat-1826	156	4	fundamental	fundamental	ADJ
easat-1826	156	5	concept	concept	NOUN
easat-1826	156	6	of	of	ADP
easat-1826	156	7	simple	simple	ADJ
easat-1826	156	8	linear	linear	ADJ
easat-1826	156	9	regression	regression	NOUN
easat-1826	156	10	,	,	PUNCT
easat-1826	156	11	which	which	PRON
easat-1826	156	12	examines	examine	VERB
easat-1826	156	13	the	the	DET
easat-1826	156	14	connection	connection	NOUN
easat-1826	156	15	between	between	ADP
easat-1826	156	16	two	two	NUM
easat-1826	156	17	variables	variable	NOUN
easat-1826	156	18	,	,	PUNCT
easat-1826	156	19	to	to	ADP
easat-1826	156	20	scenarios	scenario	NOUN
easat-1826	156	21	where	where	SCONJ
easat-1826	156	22	the	the	DET
easat-1826	156	23	outcome	outcome	NOUN
easat-1826	156	24	’s	’s	PART
easat-1826	156	25	variability	variability	NOUN
easat-1826	156	26	is	be	AUX
easat-1826	156	27	influenced	influence	VERB
easat-1826	156	28	by	by	ADP
easat-1826	156	29	multiple	multiple	ADJ
easat-1826	156	30	predictors	predictor	NOUN
easat-1826	156	31	simultaneously	simultaneously	ADV
easat-1826	156	32	.	.	PUNCT
easat-1826	157	1	multiple	multiple	ADJ
easat-1826	157	2	linear	linear	ADJ
easat-1826	157	3	regression	regression	NOUN
easat-1826	157	4	will	will	AUX
easat-1826	157	5	be	be	AUX
easat-1826	157	6	employed	employ	VERB
easat-1826	157	7	to	to	PART
easat-1826	157	8	assess	assess	VERB
easat-1826	157	9	the	the	DET
easat-1826	157	10	impact	impact	NOUN
easat-1826	157	11	of	of	ADP
easat-1826	157	12	various	various	ADJ
easat-1826	157	13	climate	climate	NOUN
easat-1826	157	14	variables	variable	NOUN
easat-1826	157	15	on	on	ADP
easat-1826	157	16	wheat	wheat	NOUN
easat-1826	157	17	yield	yield	NOUN
easat-1826	157	18	.	.	PUNCT
easat-1826	158	1	the	the	DET
easat-1826	158	2	multiple	multiple	ADJ
easat-1826	158	3	linear	linear	PROPN
easat-1826	158	4	regression	regression	NOUN
easat-1826	158	5	model	model	NOUN
easat-1826	158	6	can	can	AUX
easat-1826	158	7	be	be	AUX
easat-1826	158	8	represented	represent	VERB
easat-1826	158	9	equation	equation	NOUN
easat-1826	158	10	2	2	NUM
easat-1826	158	11	:	:	PUNCT
easat-1826	158	12	𝑦	𝑦	NOUN
easat-1826	158	13	=	=	SYM
easat-1826	158	14	𝛽0	𝛽0	PROPN
easat-1826	158	15	+	+	CCONJ
easat-1826	158	16	𝛽1𝑥1	𝛽1𝑥1	PROPN
easat-1826	158	17	+	+	CCONJ
easat-1826	158	18	𝛽2𝑥2	𝛽2𝑥2	ADJ
easat-1826	158	19	+	+	ADJ
easat-1826	158	20	⋯	⋯	VERB
easat-1826	158	21	+	+	NUM
easat-1826	158	22	𝛽𝑝𝑥𝑝	𝛽𝑝𝑥𝑝	NOUN
easat-1826	158	23	+	+	CCONJ
easat-1826	158	24	𝜀	𝜀	X
easat-1826	158	25	(	(	PUNCT
easat-1826	158	26	2	2	NUM
easat-1826	158	27	)	)	PUNCT
easat-1826	158	28	where	where	SCONJ
easat-1826	158	29	:	:	PUNCT
easat-1826	158	30	•	•	X
easat-1826	158	31	y	y	NOUN
easat-1826	158	32	is	be	AUX
easat-1826	158	33	the	the	DET
easat-1826	158	34	dependent	dependent	ADJ
easat-1826	158	35	variable	variable	NOUN
easat-1826	158	36	.	.	PUNCT
easat-1826	159	1	•	•	NUM
easat-1826	159	2	𝑥1	𝑥1	PROPN
easat-1826	159	3	,	,	PUNCT
easat-1826	159	4	𝑥2	𝑥2	NOUN
easat-1826	159	5	,	,	PUNCT
easat-1826	159	6	…	…	PUNCT
easat-1826	159	7	.	.	PUNCT
easat-1826	160	1	𝑥𝑝	𝑥𝑝	PRON
easat-1826	160	2	are	be	AUX
easat-1826	160	3	the	the	DET
easat-1826	160	4	independent	independent	ADJ
easat-1826	160	5	variables	variable	NOUN
easat-1826	160	6	•	•	X
easat-1826	160	7	𝛽0	𝛽0	NOUN
easat-1826	160	8	,	,	PUNCT
easat-1826	160	9	𝛽1	𝛽1	NOUN
easat-1826	160	10	,	,	PUNCT
easat-1826	160	11	𝛽2	𝛽2	PROPN
easat-1826	160	12	,	,	PUNCT
easat-1826	160	13	𝛽𝑝	𝛽𝑝	ADP
easat-1826	160	14	the	the	DET
easat-1826	160	15	coefficients	coefficient	NOUN
easat-1826	160	16	represent	represent	VERB
easat-1826	160	17	the	the	DET
easat-1826	160	18	relationship	relationship	NOUN
easat-1826	160	19	between	between	ADP
easat-1826	160	20	the	the	DET
easat-1826	160	21	independent	independent	ADJ
easat-1826	160	22	and	and	CCONJ
easat-1826	160	23	dependent	dependent	ADJ
easat-1826	160	24	variables	variable	NOUN
easat-1826	160	25	.	.	PUNCT
easat-1826	161	1	•	•	NUM
easat-1826	161	2	var	var	PROPN
easat-1826	161	3	epsilon	epsilon	PROPN
easat-1826	161	4	is	be	AUX
easat-1826	161	5	the	the	DET
easat-1826	161	6	error	error	NOUN
easat-1826	161	7	term	term	NOUN
easat-1826	161	8	,	,	PUNCT
easat-1826	161	9	representing	represent	VERB
easat-1826	161	10	the	the	DET
easat-1826	161	11	unexplained	unexplained	ADJ
easat-1826	161	12	variability	variability	NOUN
easat-1826	161	13	.	.	PUNCT
easat-1826	162	1	the	the	DET
easat-1826	162	2	goodness	goodness	NOUN
easat-1826	162	3	of	of	ADP
easat-1826	162	4	fit	fit	NOUN
easat-1826	162	5	of	of	ADP
easat-1826	162	6	the	the	DET
easat-1826	162	7	multiple	multiple	ADJ
easat-1826	162	8	linear	linear	PROPN
easat-1826	162	9	regression	regression	NOUN
easat-1826	162	10	model	model	NOUN
easat-1826	162	11	can	can	AUX
easat-1826	162	12	be	be	AUX
easat-1826	162	13	evaluated	evaluate	VERB
easat-1826	162	14	using	use	VERB
easat-1826	162	15	metrics	metric	NOUN
easat-1826	162	16	like	like	ADP
easat-1826	162	17	the	the	DET
easat-1826	162	18	coefficient	coefficient	NOUN
easat-1826	162	19	of	of	ADP
easat-1826	162	20	determination	determination	NOUN
easat-1826	162	21	(	(	PUNCT
easat-1826	162	22	𝑅2	𝑅2	NOUN
easat-1826	162	23	)	)	PUNCT
easat-1826	162	24	and	and	CCONJ
easat-1826	162	25	the	the	DET
easat-1826	162	26	adjusted	adjusted	ADJ
easat-1826	162	27	𝑅2	𝑅2	NOUN
easat-1826	162	28	.	.	PUNCT
easat-1826	163	1	these	these	DET
easat-1826	163	2	metrics	metric	NOUN
easat-1826	163	3	indicate	indicate	VERB
easat-1826	163	4	the	the	DET
easat-1826	163	5	proportion	proportion	NOUN
easat-1826	163	6	of	of	ADP
easat-1826	163	7	variance	variance	NOUN
easat-1826	163	8	in	in	ADP
easat-1826	163	9	the	the	DET
easat-1826	163	10	dependent	dependent	ADJ
easat-1826	163	11	variable	variable	NOUN
easat-1826	163	12	explained	explain	VERB
easat-1826	163	13	by	by	ADP
easat-1826	163	14	the	the	DET
easat-1826	163	15	independent	independent	ADJ
easat-1826	163	16	variables	variable	NOUN
easat-1826	163	17	.	.	PUNCT
easat-1826	164	1	2.4.3	2.4.3	X
easat-1826	164	2	.	.	PUNCT
easat-1826	165	1	facebook	facebook	PROPN
easat-1826	165	2	prophet	prophet	PROPN
easat-1826	165	3	facebook	facebook	PROPN
easat-1826	165	4	prophet	prophet	NOUN
easat-1826	165	5	is	be	AUX
easat-1826	165	6	a	a	DET
easat-1826	165	7	versatile	versatile	ADJ
easat-1826	165	8	time	time	NOUN
easat-1826	165	9	series	series	NOUN
easat-1826	165	10	forecasting	forecasting	NOUN
easat-1826	165	11	tool	tool	NOUN
easat-1826	165	12	developed	develop	VERB
easat-1826	165	13	by	by	ADP
easat-1826	165	14	facebook	facebook	PROPN
easat-1826	165	15	’s	’s	PART
easat-1826	165	16	core	core	PROPN
easat-1826	165	17	data	datum	NOUN
easat-1826	165	18	science	science	NOUN
easat-1826	165	19	team	team	NOUN
easat-1826	165	20	.	.	PUNCT
easat-1826	166	1	it	it	PRON
easat-1826	166	2	is	be	AUX
easat-1826	166	3	specifically	specifically	ADV
easat-1826	166	4	designed	design	VERB
easat-1826	166	5	to	to	PART
easat-1826	166	6	handle	handle	VERB
easat-1826	166	7	a	a	DET
easat-1826	166	8	wide	wide	ADJ
easat-1826	166	9	range	range	NOUN
easat-1826	166	10	of	of	ADP
easat-1826	166	11	time	time	NOUN
easat-1826	166	12	series	series	PROPN
easat-1826	166	13	data	data	PROPN
easat-1826	166	14	,	,	PUNCT
easat-1826	166	15	making	make	VERB
easat-1826	166	16	it	it	PRON
easat-1826	166	17	particularly	particularly	ADV
easat-1826	166	18	valuable	valuable	ADJ
easat-1826	166	19	for	for	ADP
easat-1826	166	20	capturing	capture	VERB
easat-1826	166	21	climate	climate	NOUN
easat-1826	166	22	-	-	PUNCT
easat-1826	166	23	driven	drive	VERB
easat-1826	166	24	variations	variation	NOUN
easat-1826	166	25	in	in	ADP
easat-1826	166	26	wheat	wheat	NOUN
easat-1826	166	27	yield	yield	NOUN
easat-1826	166	28	.	.	PUNCT
easat-1826	167	1	prophet	prophet	NOUN
easat-1826	167	2	is	be	AUX
easat-1826	167	3	equipped	equip	VERB
easat-1826	167	4	with	with	ADP
easat-1826	167	5	several	several	ADJ
easat-1826	167	6	features	feature	NOUN
easat-1826	167	7	that	that	PRON
easat-1826	167	8	make	make	VERB
easat-1826	167	9	it	it	PRON
easat-1826	167	10	suitable	suitable	ADJ
easat-1826	167	11	for	for	ADP
easat-1826	167	12	your	your	PRON
easat-1826	167	13	analysis	analysis	NOUN
easat-1826	167	14	:	:	PUNCT
easat-1826	167	15	1220	1220	NUM
easat-1826	167	16	edelweiss	edelweiss	PROPN
easat-1826	167	17	applied	apply	VERB
easat-1826	167	18	science	science	NOUN
easat-1826	167	19	and	and	CCONJ
easat-1826	167	20	technology	technology	NOUN
easat-1826	167	21	issn	issn	PROPN
easat-1826	167	22	:	:	PUNCT
easat-1826	167	23	2576	2576	NUM
easat-1826	167	24	-	-	SYM
easat-1826	167	25	8484	8484	NUM
easat-1826	167	26	vol	vol	NOUN
easat-1826	167	27	.	.	PROPN
easat-1826	168	1	8	8	NUM
easat-1826	168	2	,	,	PUNCT
easat-1826	168	3	no	no	INTJ
easat-1826	168	4	.	.	NOUN
easat-1826	168	5	5	5	NUM
easat-1826	168	6	:	:	SYM
easat-1826	168	7	1213	1213	NUM
easat-1826	168	8	-	-	SYM
easat-1826	168	9	1234	1234	NUM
easat-1826	168	10	,	,	PUNCT
easat-1826	168	11	2024	2024	NUM
easat-1826	168	12	doi	doi	NOUN
easat-1826	168	13	:	:	PUNCT
easat-1826	168	14	10.55214/25768484.v8i5.1826	10.55214/25768484.v8i5.1826	NUM
easat-1826	168	15	©	©	ADP
easat-1826	168	16	2024	2024	NUM
easat-1826	168	17	by	by	ADP
easat-1826	168	18	the	the	DET
easat-1826	168	19	authors	author	NOUN
easat-1826	168	20	;	;	PUNCT
easat-1826	168	21	licensee	licensee	PROPN
easat-1826	168	22	learning	learning	NOUN
easat-1826	168	23	gate	gate	VERB
easat-1826	168	24	•	•	NUM
easat-1826	168	25	flexible	flexible	ADJ
easat-1826	168	26	handling	handling	NOUN
easat-1826	168	27	of	of	ADP
easat-1826	168	28	seasonality	seasonality	NOUN
easat-1826	168	29	:	:	PUNCT
easat-1826	168	30	prophet	prophet	NOUN
easat-1826	168	31	can	can	AUX
easat-1826	168	32	effectively	effectively	ADV
easat-1826	168	33	model	model	VERB
easat-1826	168	34	various	various	ADJ
easat-1826	168	35	seasonal	seasonal	ADJ
easat-1826	168	36	patterns	pattern	NOUN
easat-1826	168	37	,	,	PUNCT
easat-1826	168	38	including	include	VERB
easat-1826	168	39	daily	daily	ADJ
easat-1826	168	40	,	,	PUNCT
easat-1826	168	41	weekly	weekly	ADJ
easat-1826	168	42	,	,	PUNCT
easat-1826	168	43	and	and	CCONJ
easat-1826	168	44	yearly	yearly	ADJ
easat-1826	168	45	cycles	cycle	NOUN
easat-1826	168	46	,	,	PUNCT
easat-1826	168	47	as	as	ADV
easat-1826	168	48	well	well	ADV
easat-1826	168	49	as	as	ADP
easat-1826	168	50	holidays	holiday	NOUN
easat-1826	168	51	that	that	PRON
easat-1826	168	52	influence	influence	NOUN
easat-1826	168	53	yield	yield	NOUN
easat-1826	168	54	patterns	pattern	NOUN
easat-1826	168	55	.	.	PUNCT
easat-1826	169	1	•	•	NUM
easat-1826	169	2	accounting	account	VERB
easat-1826	169	3	for	for	ADP
easat-1826	169	4	holidays	holiday	NOUN
easat-1826	169	5	:	:	PUNCT
easat-1826	169	6	the	the	DET
easat-1826	169	7	model	model	NOUN
easat-1826	169	8	can	can	AUX
easat-1826	169	9	account	account	VERB
easat-1826	169	10	for	for	ADP
easat-1826	169	11	holidays	holiday	NOUN
easat-1826	169	12	or	or	CCONJ
easat-1826	169	13	significant	significant	ADJ
easat-1826	169	14	events	event	NOUN
easat-1826	169	15	that	that	PRON
easat-1826	169	16	impact	impact	VERB
easat-1826	169	17	wheat	wheat	NOUN
easat-1826	169	18	yield	yield	NOUN
easat-1826	169	19	.	.	PUNCT
easat-1826	170	1	this	this	PRON
easat-1826	170	2	is	be	AUX
easat-1826	170	3	particularly	particularly	ADV
easat-1826	170	4	useful	useful	ADJ
easat-1826	170	5	in	in	ADP
easat-1826	170	6	capturing	capture	VERB
easat-1826	170	7	climate	climate	NOUN
easat-1826	170	8	-	-	PUNCT
easat-1826	170	9	related	relate	VERB
easat-1826	170	10	holidays	holiday	NOUN
easat-1826	170	11	like	like	ADP
easat-1826	170	12	heatwaves	heatwave	NOUN
easat-1826	170	13	or	or	CCONJ
easat-1826	170	14	periods	period	NOUN
easat-1826	170	15	of	of	ADP
easat-1826	170	16	water	water	NOUN
easat-1826	170	17	scarcity	scarcity	NOUN
easat-1826	170	18	.	.	PUNCT
easat-1826	171	1	•	•	NOUN
easat-1826	171	2	trend	trend	NOUN
easat-1826	171	3	modeling	modeling	NOUN
easat-1826	171	4	:	:	PUNCT
easat-1826	171	5	prophet	prophet	NOUN
easat-1826	171	6	captures	capture	VERB
easat-1826	171	7	both	both	DET
easat-1826	171	8	short	short	ADJ
easat-1826	171	9	-	-	PUNCT
easat-1826	171	10	term	term	NOUN
easat-1826	171	11	and	and	CCONJ
easat-1826	171	12	long	long	ADJ
easat-1826	171	13	-	-	PUNCT
easat-1826	171	14	term	term	NOUN
easat-1826	171	15	trends	trend	NOUN
easat-1826	171	16	,	,	PUNCT
easat-1826	171	17	allowing	allow	VERB
easat-1826	171	18	you	you	PRON
easat-1826	171	19	to	to	PART
easat-1826	171	20	assess	assess	VERB
easat-1826	171	21	the	the	DET
easat-1826	171	22	impact	impact	NOUN
easat-1826	171	23	of	of	ADP
easat-1826	171	24	climate	climate	NOUN
easat-1826	171	25	variability	variability	NOUN
easat-1826	171	26	while	while	SCONJ
easat-1826	171	27	considering	consider	VERB
easat-1826	171	28	the	the	DET
easat-1826	171	29	broader	broad	ADJ
easat-1826	171	30	context	context	NOUN
easat-1826	171	31	of	of	ADP
easat-1826	171	32	yield	yield	NOUN
easat-1826	171	33	fluctuations	fluctuation	NOUN
easat-1826	171	34	.	.	PUNCT
easat-1826	172	1	•	•	NUM
easat-1826	172	2	automatic	automatic	ADJ
easat-1826	172	3	handling	handling	NOUN
easat-1826	172	4	of	of	ADP
easat-1826	172	5	missing	miss	VERB
easat-1826	172	6	data	datum	NOUN
easat-1826	172	7	:	:	PUNCT
easat-1826	172	8	prophet	prophet	NOUN
easat-1826	172	9	can	can	AUX
easat-1826	172	10	automatically	automatically	ADV
easat-1826	172	11	handle	handle	VERB
easat-1826	172	12	missing	miss	VERB
easat-1826	172	13	data	datum	NOUN
easat-1826	172	14	points	point	NOUN
easat-1826	172	15	and	and	CCONJ
easat-1826	172	16	outliers	outlier	NOUN
easat-1826	172	17	,	,	PUNCT
easat-1826	172	18	reducing	reduce	VERB
easat-1826	172	19	the	the	DET
easat-1826	172	20	need	need	NOUN
easat-1826	172	21	for	for	ADP
easat-1826	172	22	extensive	extensive	ADJ
easat-1826	172	23	data	datum	NOUN
easat-1826	172	24	preprocessing	preprocessing	NOUN
easat-1826	172	25	.	.	PUNCT
easat-1826	173	1	2.4.4	2.4.4	NUM
easat-1826	173	2	.	.	PUNCT
easat-1826	173	3	vector	vector	NOUN
easat-1826	173	4	autoregression	autoregression	NOUN
easat-1826	173	5	(	(	PUNCT
easat-1826	173	6	var	var	NOUN
easat-1826	173	7	)	)	PUNCT
easat-1826	173	8	vector	vector	NOUN
easat-1826	173	9	autoregression	autoregression	NOUN
easat-1826	173	10	(	(	PUNCT
easat-1826	173	11	var	var	NOUN
easat-1826	173	12	)	)	PUNCT
easat-1826	173	13	is	be	AUX
easat-1826	173	14	a	a	DET
easat-1826	173	15	statistical	statistical	ADJ
easat-1826	173	16	method	method	NOUN
easat-1826	173	17	used	use	VERB
easat-1826	173	18	to	to	PART
easat-1826	173	19	analyze	analyze	VERB
easat-1826	173	20	the	the	DET
easat-1826	173	21	relationships	relationship	NOUN
easat-1826	173	22	between	between	ADP
easat-1826	173	23	multiple	multiple	ADJ
easat-1826	173	24	time	time	NOUN
easat-1826	173	25	series	series	NOUN
easat-1826	173	26	variables	variable	NOUN
easat-1826	173	27	.	.	PUNCT
easat-1826	174	1	in	in	ADP
easat-1826	174	2	the	the	DET
easat-1826	174	3	study	study	NOUN
easat-1826	174	4	,	,	PUNCT
easat-1826	174	5	var	var	PROPN
easat-1826	174	6	will	will	AUX
easat-1826	174	7	be	be	AUX
easat-1826	174	8	employed	employ	VERB
easat-1826	174	9	to	to	PART
easat-1826	174	10	explore	explore	VERB
easat-1826	174	11	how	how	SCONJ
easat-1826	174	12	different	different	ADJ
easat-1826	174	13	climate	climate	NOUN
easat-1826	174	14	variables	variable	NOUN
easat-1826	174	15	interact	interact	VERB
easat-1826	174	16	with	with	ADP
easat-1826	174	17	each	each	DET
easat-1826	174	18	other	other	ADJ
easat-1826	174	19	and	and	CCONJ
easat-1826	174	20	collectively	collectively	ADV
easat-1826	174	21	influence	influence	VERB
easat-1826	174	22	wheat	wheat	NOUN
easat-1826	174	23	yield	yield	NOUN
easat-1826	174	24	.	.	PUNCT
easat-1826	175	1	var	var	PROPN
easat-1826	175	2	extends	extend	VERB
easat-1826	175	3	the	the	DET
easat-1826	175	4	concept	concept	NOUN
easat-1826	175	5	of	of	ADP
easat-1826	175	6	univariate	univariate	ADJ
easat-1826	175	7	autoregression	autoregression	NOUN
easat-1826	175	8	to	to	ADP
easat-1826	175	9	multiple	multiple	ADJ
easat-1826	175	10	variables	variable	NOUN
easat-1826	175	11	.	.	PUNCT
easat-1826	176	1	instead	instead	ADV
easat-1826	176	2	of	of	ADP
easat-1826	176	3	modeling	model	VERB
easat-1826	176	4	each	each	DET
easat-1826	176	5	variable	variable	NOUN
easat-1826	176	6	separately	separately	ADV
easat-1826	176	7	,	,	PUNCT
easat-1826	176	8	var	var	NOUN
easat-1826	176	9	models	model	NOUN
easat-1826	176	10	the	the	DET
easat-1826	176	11	joint	joint	ADJ
easat-1826	176	12	behavior	behavior	NOUN
easat-1826	176	13	of	of	ADP
easat-1826	176	14	all	all	DET
easat-1826	176	15	variables	variable	NOUN
easat-1826	176	16	in	in	ADP
easat-1826	176	17	the	the	DET
easat-1826	176	18	system	system	NOUN
easat-1826	176	19	.	.	PUNCT
easat-1826	177	1	this	this	DET
easat-1826	177	2	approach	approach	NOUN
easat-1826	177	3	is	be	AUX
easat-1826	177	4	particularly	particularly	ADV
easat-1826	177	5	valuable	valuable	ADJ
easat-1826	177	6	when	when	SCONJ
easat-1826	177	7	examining	examine	VERB
easat-1826	177	8	how	how	SCONJ
easat-1826	177	9	temperature	temperature	NOUN
easat-1826	177	10	,	,	PUNCT
easat-1826	177	11	precipitation	precipitation	NOUN
easat-1826	177	12	,	,	PUNCT
easat-1826	177	13	and	and	CCONJ
easat-1826	177	14	other	other	ADJ
easat-1826	177	15	climate	climate	NOUN
easat-1826	177	16	factors	factor	NOUN
easat-1826	177	17	interact	interact	VERB
easat-1826	177	18	and	and	CCONJ
easat-1826	177	19	contribute	contribute	VERB
easat-1826	177	20	to	to	PART
easat-1826	177	21	yield	yield	VERB
easat-1826	177	22	fluctuations	fluctuation	NOUN
easat-1826	177	23	.	.	PUNCT
easat-1826	178	1	var	var	PROPN
easat-1826	178	2	is	be	AUX
easat-1826	178	3	based	base	VERB
easat-1826	178	4	on	on	ADP
easat-1826	178	5	the	the	DET
easat-1826	178	6	assumption	assumption	NOUN
easat-1826	178	7	that	that	SCONJ
easat-1826	178	8	each	each	DET
easat-1826	178	9	variable	variable	NOUN
easat-1826	178	10	in	in	ADP
easat-1826	178	11	the	the	DET
easat-1826	178	12	system	system	NOUN
easat-1826	178	13	is	be	AUX
easat-1826	178	14	influenced	influence	VERB
easat-1826	178	15	by	by	ADP
easat-1826	178	16	its	its	PRON
easat-1826	178	17	past	past	ADJ
easat-1826	178	18	values	value	NOUN
easat-1826	178	19	and	and	CCONJ
easat-1826	178	20	the	the	DET
easat-1826	178	21	past	past	ADJ
easat-1826	178	22	values	value	NOUN
easat-1826	178	23	of	of	ADP
easat-1826	178	24	all	all	DET
easat-1826	178	25	other	other	ADJ
easat-1826	178	26	variables	variable	NOUN
easat-1826	178	27	.	.	PUNCT
easat-1826	179	1	this	this	PRON
easat-1826	179	2	captures	capture	VERB
easat-1826	179	3	the	the	DET
easat-1826	179	4	dynamic	dynamic	ADJ
easat-1826	179	5	relationships	relationship	NOUN
easat-1826	179	6	and	and	CCONJ
easat-1826	179	7	potential	potential	ADJ
easat-1826	179	8	feedback	feedback	NOUN
easat-1826	179	9	loops	loop	NOUN
easat-1826	179	10	between	between	ADP
easat-1826	179	11	climate	climate	NOUN
easat-1826	179	12	variables	variable	NOUN
easat-1826	179	13	and	and	CCONJ
easat-1826	179	14	wheat	wheat	NOUN
easat-1826	179	15	yield	yield	NOUN
easat-1826	179	16	.	.	PUNCT
easat-1826	180	1	by	by	ADP
easat-1826	180	2	considering	consider	VERB
easat-1826	180	3	these	these	DET
easat-1826	180	4	interdependencies	interdependency	NOUN
easat-1826	180	5	,	,	PUNCT
easat-1826	180	6	var	var	NOUN
easat-1826	180	7	offers	offer	VERB
easat-1826	180	8	a	a	DET
easat-1826	180	9	more	more	ADV
easat-1826	180	10	comprehensive	comprehensive	ADJ
easat-1826	180	11	understanding	understanding	NOUN
easat-1826	180	12	of	of	ADP
easat-1826	180	13	the	the	DET
easat-1826	180	14	system	system	NOUN
easat-1826	180	15	’s	’s	PART
easat-1826	180	16	behavior	behavior	NOUN
easat-1826	180	17	.	.	PUNCT
easat-1826	181	1	selecting	select	VERB
easat-1826	181	2	the	the	DET
easat-1826	181	3	appropriate	appropriate	ADJ
easat-1826	181	4	lag	lag	NOUN
easat-1826	181	5	order	order	NOUN
easat-1826	181	6	is	be	AUX
easat-1826	181	7	a	a	DET
easat-1826	181	8	crucial	crucial	ADJ
easat-1826	181	9	step	step	NOUN
easat-1826	181	10	in	in	ADP
easat-1826	181	11	var	var	NOUN
easat-1826	181	12	modeling	modeling	NOUN
easat-1826	181	13	.	.	PUNCT
easat-1826	182	1	the	the	DET
easat-1826	182	2	lag	lag	NOUN
easat-1826	182	3	order	order	NOUN
easat-1826	182	4	determines	determine	VERB
easat-1826	182	5	how	how	SCONJ
easat-1826	182	6	many	many	ADJ
easat-1826	182	7	previous	previous	ADJ
easat-1826	182	8	time	time	NOUN
easat-1826	182	9	steps	step	NOUN
easat-1826	182	10	are	be	AUX
easat-1826	182	11	used	use	VERB
easat-1826	182	12	to	to	PART
easat-1826	182	13	predict	predict	VERB
easat-1826	182	14	the	the	DET
easat-1826	182	15	current	current	ADJ
easat-1826	182	16	values	value	NOUN
easat-1826	182	17	of	of	ADP
easat-1826	182	18	the	the	DET
easat-1826	182	19	variables	variable	NOUN
easat-1826	182	20	.	.	PUNCT
easat-1826	183	1	techniques	technique	NOUN
easat-1826	183	2	like	like	ADP
easat-1826	183	3	the	the	DET
easat-1826	183	4	akaike	akaike	ADJ
easat-1826	183	5	information	information	NOUN
easat-1826	183	6	criterion	criterion	NOUN
easat-1826	183	7	(	(	PUNCT
easat-1826	183	8	aic	aic	PROPN
easat-1826	183	9	)	)	PUNCT
easat-1826	183	10	or	or	CCONJ
easat-1826	183	11	bayesian	bayesian	NOUN
easat-1826	183	12	information	information	NOUN
easat-1826	183	13	criterion	criterion	NOUN
easat-1826	183	14	(	(	PUNCT
easat-1826	183	15	bic	bic	NOUN
easat-1826	183	16	)	)	PUNCT
easat-1826	183	17	can	can	AUX
easat-1826	183	18	guide	guide	VERB
easat-1826	183	19	the	the	DET
easat-1826	183	20	selection	selection	NOUN
easat-1826	183	21	of	of	ADP
easat-1826	183	22	an	an	DET
easat-1826	183	23	optimal	optimal	ADJ
easat-1826	183	24	lag	lag	NOUN
easat-1826	183	25	order	order	NOUN
easat-1826	183	26	that	that	PRON
easat-1826	183	27	balances	balance	VERB
easat-1826	183	28	model	model	NOUN
easat-1826	183	29	complexity	complexity	NOUN
easat-1826	183	30	and	and	CCONJ
easat-1826	183	31	predictive	predictive	ADJ
easat-1826	183	32	accuracy	accuracy	NOUN
easat-1826	183	33	.	.	PUNCT
easat-1826	184	1	interpreting	interpret	VERB
easat-1826	184	2	var	var	NOUN
easat-1826	184	3	outputs	output	NOUN
easat-1826	184	4	involves	involve	VERB
easat-1826	184	5	analyzing	analyze	VERB
easat-1826	184	6	the	the	DET
easat-1826	184	7	coefficients	coefficient	NOUN
easat-1826	184	8	of	of	ADP
easat-1826	184	9	lagged	lag	VERB
easat-1826	184	10	variables	variable	NOUN
easat-1826	184	11	in	in	ADP
easat-1826	184	12	the	the	DET
easat-1826	184	13	system	system	NOUN
easat-1826	184	14	.	.	PUNCT
easat-1826	185	1	positive	positive	ADJ
easat-1826	185	2	or	or	CCONJ
easat-1826	185	3	negative	negative	ADJ
easat-1826	185	4	coefficients	coefficient	NOUN
easat-1826	185	5	indicate	indicate	VERB
easat-1826	185	6	the	the	DET
easat-1826	185	7	direction	direction	NOUN
easat-1826	185	8	and	and	CCONJ
easat-1826	185	9	magnitude	magnitude	NOUN
easat-1826	185	10	of	of	ADP
easat-1826	185	11	the	the	DET
easat-1826	185	12	influence	influence	NOUN
easat-1826	185	13	between	between	ADP
easat-1826	185	14	variables	variable	NOUN
easat-1826	185	15	.	.	PUNCT
easat-1826	186	1	additionally	additionally	ADV
easat-1826	186	2	,	,	PUNCT
easat-1826	186	3	analyzing	analyze	VERB
easat-1826	186	4	the	the	DET
easat-1826	186	5	irfs	irf	NOUN
easat-1826	186	6	and	and	CCONJ
easat-1826	186	7	fevd	fevd	NOUN
easat-1826	186	8	plots	plot	NOUN
easat-1826	186	9	provides	provide	VERB
easat-1826	186	10	insights	insight	NOUN
easat-1826	186	11	into	into	ADP
easat-1826	186	12	the	the	DET
easat-1826	186	13	dynamic	dynamic	ADJ
easat-1826	186	14	interactions	interaction	NOUN
easat-1826	186	15	and	and	CCONJ
easat-1826	186	16	the	the	DET
easat-1826	186	17	relative	relative	ADJ
easat-1826	186	18	importance	importance	NOUN
easat-1826	186	19	of	of	ADP
easat-1826	186	20	climate	climate	NOUN
easat-1826	186	21	variables	variable	NOUN
easat-1826	186	22	in	in	ADP
easat-1826	186	23	affecting	affect	VERB
easat-1826	186	24	wheat	wheat	NOUN
easat-1826	186	25	yield	yield	NOUN
easat-1826	186	26	.	.	PUNCT
easat-1826	187	1	2.4.5	2.4.5	NUM
easat-1826	187	2	.	.	PUNCT
easat-1826	188	1	seasonal	seasonal	ADJ
easat-1826	188	2	autoregressive	autoregressive	ADJ
easat-1826	188	3	integrated	integrated	ADJ
easat-1826	188	4	moving	move	VERB
easat-1826	188	5	average	average	ADJ
easat-1826	188	6	(	(	PUNCT
easat-1826	188	7	sarima	sarima	NOUN
easat-1826	188	8	)	)	PUNCT
easat-1826	188	9	sarima	sarima	NOUN
easat-1826	188	10	is	be	AUX
easat-1826	188	11	an	an	DET
easat-1826	188	12	extension	extension	NOUN
easat-1826	188	13	of	of	ADP
easat-1826	188	14	the	the	DET
easat-1826	188	15	arima	arima	PROPN
easat-1826	188	16	model	model	NOUN
easat-1826	188	17	that	that	PRON
easat-1826	188	18	incorporates	incorporate	VERB
easat-1826	188	19	seasonal	seasonal	ADJ
easat-1826	188	20	components	component	NOUN
easat-1826	188	21	.	.	PUNCT
easat-1826	189	1	it	it	PRON
easat-1826	189	2	considers	consider	VERB
easat-1826	189	3	the	the	DET
easat-1826	189	4	autoregressive	autoregressive	ADJ
easat-1826	189	5	and	and	CCONJ
easat-1826	189	6	moving	move	VERB
easat-1826	189	7	average	average	ADJ
easat-1826	189	8	components	component	NOUN
easat-1826	189	9	and	and	CCONJ
easat-1826	189	10	the	the	DET
easat-1826	189	11	seasonal	seasonal	ADJ
easat-1826	189	12	differences	difference	NOUN
easat-1826	189	13	in	in	ADP
easat-1826	189	14	the	the	DET
easat-1826	189	15	data	datum	NOUN
easat-1826	189	16	.	.	PUNCT
easat-1826	190	1	this	this	PRON
easat-1826	190	2	makes	make	VERB
easat-1826	190	3	sarima	sarima	NOUN
easat-1826	190	4	well	well	ADV
easat-1826	190	5	-	-	PUNCT
easat-1826	190	6	suited	suited	ADJ
easat-1826	190	7	for	for	ADP
easat-1826	190	8	capturing	capture	VERB
easat-1826	190	9	the	the	DET
easat-1826	190	10	seasonal	seasonal	ADJ
easat-1826	190	11	variations	variation	NOUN
easat-1826	190	12	driven	drive	VERB
easat-1826	190	13	by	by	ADP
easat-1826	190	14	climate	climate	NOUN
easat-1826	190	15	factors	factor	NOUN
easat-1826	190	16	.	.	PUNCT
easat-1826	191	1	sarima	sarima	NOUN
easat-1826	191	2	models	model	NOUN
easat-1826	191	3	consist	consist	VERB
easat-1826	191	4	of	of	ADP
easat-1826	191	5	three	three	NUM
easat-1826	191	6	main	main	ADJ
easat-1826	191	7	components	component	NOUN
easat-1826	191	8	:	:	PUNCT
easat-1826	191	9	autoregressive	autoregressive	ADJ
easat-1826	191	10	(	(	PUNCT
easat-1826	191	11	ar	ar	NOUN
easat-1826	191	12	)	)	PUNCT
easat-1826	191	13	,	,	PUNCT
easat-1826	191	14	integrated	integrate	VERB
easat-1826	191	15	(	(	PUNCT
easat-1826	191	16	i	i	NOUN
easat-1826	191	17	)	)	PUNCT
easat-1826	191	18	,	,	PUNCT
easat-1826	191	19	and	and	CCONJ
easat-1826	191	20	moving	move	VERB
easat-1826	191	21	average	average	ADJ
easat-1826	191	22	(	(	PUNCT
easat-1826	191	23	ma	ma	PROPN
easat-1826	191	24	)	)	PUNCT
easat-1826	191	25	.	.	PUNCT
easat-1826	192	1	the	the	DET
easat-1826	192	2	seasonal	seasonal	ADJ
easat-1826	192	3	aspect	aspect	NOUN
easat-1826	192	4	introduces	introduce	VERB
easat-1826	192	5	additional	additional	ADJ
easat-1826	192	6	parameters	parameter	NOUN
easat-1826	192	7	denoted	denote	VERB
easat-1826	192	8	as	as	ADP
easat-1826	192	9	p	p	PROPN
easat-1826	192	10	,	,	PUNCT
easat-1826	192	11	d	d	NOUN
easat-1826	192	12	,	,	PUNCT
easat-1826	192	13	and	and	CCONJ
easat-1826	192	14	q	q	X
easat-1826	192	15	,	,	PUNCT
easat-1826	192	16	representing	represent	VERB
easat-1826	192	17	the	the	DET
easat-1826	192	18	seasonal	seasonal	ADJ
easat-1826	192	19	autoregressive	autoregressive	ADJ
easat-1826	192	20	,	,	PUNCT
easat-1826	192	21	integrated	integrate	VERB
easat-1826	192	22	,	,	PUNCT
easat-1826	192	23	and	and	CCONJ
easat-1826	192	24	moving	move	VERB
easat-1826	192	25	average	average	ADJ
easat-1826	192	26	components	component	NOUN
easat-1826	192	27	represented	represent	VERB
easat-1826	192	28	in	in	ADP
easat-1826	192	29	equation	equation	NOUN
easat-1826	192	30	3	3	NUM
easat-1826	192	31	.	.	PUNCT
easat-1826	193	1	(	(	PUNCT
easat-1826	193	2	1	1	NUM
easat-1826	193	3	−	−	NOUN
easat-1826	193	4	ϕ1𝐵	ϕ1𝐵	NOUN
easat-1826	193	5	−	−	NOUN
easat-1826	193	6	ϕ1𝐵𝑠)(1	ϕ1𝐵𝑠)(1	NOUN
easat-1826	194	1	−	−	PROPN
easat-1826	194	2	𝐵)𝑑(1	𝐵)𝑑(1	PROPN
easat-1826	194	3	−	−	PROPN
easat-1826	194	4	𝐵𝑠)𝐷𝑦𝑡	𝐵𝑠)𝐷𝑦𝑡	NOUN
easat-1826	195	1	=	=	PUNCT
easat-1826	195	2	(	(	PUNCT
easat-1826	195	3	1	1	NUM
easat-1826	195	4	+	+	CCONJ
easat-1826	195	5	𝜃1𝐵	𝜃1𝐵	ADJ
easat-1826	195	6	+	+	SYM
easat-1826	195	7	θ1𝐵𝑠)(1	θ1𝐵𝑠)(1	NOUN
easat-1826	195	8	−	−	PROPN
easat-1826	195	9	𝐵)𝑑(1	𝐵)𝑑(1	PROPN
easat-1826	195	10	−	−	PROPN
easat-1826	195	11	𝐵𝑠)𝐷𝜀𝑡	𝐵𝑠)𝐷𝜀𝑡	NOUN
easat-1826	195	12	(	(	PUNCT
easat-1826	195	13	3	3	X
easat-1826	195	14	)	)	PUNCT
easat-1826	195	15	selecting	select	VERB
easat-1826	195	16	the	the	DET
easat-1826	195	17	appropriate	appropriate	ADJ
easat-1826	195	18	order	order	NOUN
easat-1826	195	19	of	of	ADP
easat-1826	195	20	p	p	X
easat-1826	195	21	,	,	PUNCT
easat-1826	195	22	d	d	PROPN
easat-1826	195	23	,	,	PUNCT
easat-1826	195	24	q	q	ADJ
easat-1826	195	25	,	,	PUNCT
easat-1826	195	26	p	p	X
easat-1826	195	27	,	,	PUNCT
easat-1826	195	28	d	d	NOUN
easat-1826	195	29	,	,	PUNCT
easat-1826	195	30	and	and	CCONJ
easat-1826	195	31	q	q	NOUN
easat-1826	195	32	involves	involve	VERB
easat-1826	195	33	analyzing	analyze	VERB
easat-1826	195	34	the	the	DET
easat-1826	195	35	autocorrelation	autocorrelation	NOUN
easat-1826	195	36	and	and	CCONJ
easat-1826	195	37	partial	partial	ADJ
easat-1826	195	38	autocorrelation	autocorrelation	NOUN
easat-1826	195	39	plots	plot	NOUN
easat-1826	195	40	.	.	PUNCT
easat-1826	196	1	additionally	additionally	ADV
easat-1826	196	2	,	,	PUNCT
easat-1826	196	3	the	the	DET
easat-1826	196	4	decomposition	decomposition	NOUN
easat-1826	196	5	of	of	ADP
easat-1826	196	6	the	the	DET
easat-1826	196	7	time	time	NOUN
easat-1826	196	8	series	series	NOUN
easat-1826	196	9	into	into	ADP
easat-1826	196	10	its	its	PRON
easat-1826	196	11	seasonal	seasonal	ADJ
easat-1826	196	12	,	,	PUNCT
easat-1826	196	13	trend	trend	NOUN
easat-1826	196	14	,	,	PUNCT
easat-1826	196	15	and	and	CCONJ
easat-1826	196	16	residual	residual	ADJ
easat-1826	196	17	components	component	NOUN
easat-1826	196	18	aids	aid	NOUN
easat-1826	196	19	in	in	ADP
easat-1826	196	20	understanding	understand	VERB
easat-1826	196	21	the	the	DET
easat-1826	196	22	data	data	NOUN
easat-1826	196	23	characteristics	characteristic	NOUN
easat-1826	196	24	and	and	CCONJ
easat-1826	196	25	seasonality	seasonality	NOUN
easat-1826	196	26	.	.	PUNCT
easat-1826	197	1	once	once	SCONJ
easat-1826	197	2	the	the	DET
easat-1826	197	3	sarima	sarima	NOUN
easat-1826	197	4	model	model	NOUN
easat-1826	197	5	is	be	AUX
easat-1826	197	6	fitted	fit	VERB
easat-1826	197	7	to	to	ADP
easat-1826	197	8	the	the	DET
easat-1826	197	9	data	datum	NOUN
easat-1826	197	10	,	,	PUNCT
easat-1826	197	11	it	it	PRON
easat-1826	197	12	can	can	AUX
easat-1826	197	13	be	be	AUX
easat-1826	197	14	used	use	VERB
easat-1826	197	15	for	for	ADP
easat-1826	197	16	forecasting	forecasting	NOUN
easat-1826	197	17	.	.	PUNCT
easat-1826	198	1	the	the	DET
easat-1826	198	2	model	model	NOUN
easat-1826	198	3	captures	capture	VERB
easat-1826	198	4	the	the	DET
easat-1826	198	5	seasonal	seasonal	ADJ
easat-1826	198	6	patterns	pattern	NOUN
easat-1826	198	7	driven	drive	VERB
easat-1826	198	8	by	by	ADP
easat-1826	198	9	climate	climate	NOUN
easat-1826	198	10	variability	variability	NOUN
easat-1826	198	11	and	and	CCONJ
easat-1826	198	12	the	the	DET
easat-1826	198	13	temporal	temporal	ADJ
easat-1826	198	14	dynamics	dynamic	NOUN
easat-1826	198	15	influencing	influence	VERB
easat-1826	198	16	wheat	wheat	NOUN
easat-1826	198	17	yield	yield	NOUN
easat-1826	198	18	.	.	PUNCT
easat-1826	199	1	forecasts	forecast	NOUN
easat-1826	199	2	generated	generate	VERB
easat-1826	199	3	by	by	ADP
easat-1826	199	4	the	the	DET
easat-1826	199	5	sarima	sarima	NOUN
easat-1826	199	6	model	model	NOUN
easat-1826	199	7	provide	provide	VERB
easat-1826	199	8	insights	insight	NOUN
easat-1826	199	9	into	into	ADP
easat-1826	199	10	how	how	SCONJ
easat-1826	199	11	climate	climate	NOUN
easat-1826	199	12	fluctuations	fluctuation	NOUN
easat-1826	199	13	affect	affect	VERB
easat-1826	199	14	yield	yield	NOUN
easat-1826	199	15	over	over	ADP
easat-1826	199	16	different	different	ADJ
easat-1826	199	17	periods	period	NOUN
easat-1826	199	18	.	.	PUNCT
easat-1826	200	1	interpreting	interpret	VERB
easat-1826	200	2	sarima	sarima	NOUN
easat-1826	200	3	outputs	output	NOUN
easat-1826	200	4	involves	involve	VERB
easat-1826	200	5	analyzing	analyze	VERB
easat-1826	200	6	the	the	DET
easat-1826	200	7	coefficients	coefficient	NOUN
easat-1826	200	8	of	of	ADP
easat-1826	200	9	the	the	DET
easat-1826	200	10	autoregressive	autoregressive	ADJ
easat-1826	200	11	and	and	CCONJ
easat-1826	200	12	moving	move	VERB
easat-1826	200	13	average	average	ADJ
easat-1826	200	14	terms	term	NOUN
easat-1826	200	15	and	and	CCONJ
easat-1826	200	16	the	the	DET
easat-1826	200	17	seasonal	seasonal	ADJ
easat-1826	200	18	components	component	NOUN
easat-1826	200	19	.	.	PUNCT
easat-1826	201	1	the	the	DET
easat-1826	201	2	fitted	fit	VERB
easat-1826	201	3	model	model	NOUN
easat-1826	201	4	’s	’s	PART
easat-1826	201	5	residuals	residual	NOUN
easat-1826	201	6	should	should	AUX
easat-1826	201	7	be	be	AUX
easat-1826	201	8	examined	examine	VERB
easat-1826	201	9	for	for	ADP
easat-1826	201	10	autocorrelation	autocorrelation	NOUN
easat-1826	201	11	and	and	CCONJ
easat-1826	201	12	normality	normality	NOUN
easat-1826	201	13	to	to	PART
easat-1826	201	14	ensure	ensure	VERB
easat-1826	201	15	the	the	DET
easat-1826	201	16	model	model	NOUN
easat-1826	201	17	adequately	adequately	ADV
easat-1826	201	18	captures	capture	VERB
easat-1826	201	19	the	the	DET
easat-1826	201	20	underlying	underlie	VERB
easat-1826	201	21	patterns	pattern	NOUN
easat-1826	201	22	.	.	PUNCT
easat-1826	202	1	1221	1221	NUM
easat-1826	202	2	edelweiss	edelweiss	PROPN
easat-1826	202	3	applied	apply	VERB
easat-1826	202	4	science	science	NOUN
easat-1826	202	5	and	and	CCONJ
easat-1826	202	6	technology	technology	NOUN
easat-1826	202	7	issn	issn	PROPN
easat-1826	202	8	:	:	PUNCT
easat-1826	202	9	2576	2576	NUM
easat-1826	202	10	-	-	SYM
easat-1826	202	11	8484	8484	NUM
easat-1826	202	12	vol	vol	NOUN
easat-1826	202	13	.	.	PROPN
easat-1826	202	14	8	8	NUM
easat-1826	202	15	,	,	PUNCT
easat-1826	202	16	no	no	INTJ
easat-1826	202	17	.	.	NOUN
easat-1826	202	18	5	5	NUM
easat-1826	202	19	:	:	SYM
easat-1826	202	20	1213	1213	NUM
easat-1826	202	21	-	-	SYM
easat-1826	202	22	1234	1234	NUM
easat-1826	202	23	,	,	PUNCT
easat-1826	202	24	2024	2024	NUM
easat-1826	202	25	doi	doi	NOUN
easat-1826	202	26	:	:	PUNCT
easat-1826	202	27	10.55214/25768484.v8i5.1826	10.55214/25768484.v8i5.1826	NUM
easat-1826	202	28	©	©	ADP
easat-1826	202	29	2024	2024	NUM
easat-1826	202	30	by	by	ADP
easat-1826	202	31	the	the	DET
easat-1826	202	32	authors	author	NOUN
easat-1826	202	33	;	;	PUNCT
easat-1826	202	34	licensee	licensee	PROPN
easat-1826	202	35	learning	learn	VERB
easat-1826	202	36	gate	gate	PROPN
easat-1826	202	37	2.4.6	2.4.6	NUM
easat-1826	202	38	.	.	PUNCT
easat-1826	202	39	long	long	ADJ
easat-1826	202	40	short	short	ADJ
easat-1826	202	41	-	-	PUNCT
easat-1826	202	42	term	term	NOUN
easat-1826	202	43	memory	memory	NOUN
easat-1826	202	44	(	(	PUNCT
easat-1826	202	45	lstm	lstm	ADJ
easat-1826	202	46	)	)	PUNCT
easat-1826	202	47	long	long	ADJ
easat-1826	202	48	short	short	ADJ
easat-1826	202	49	-	-	PUNCT
easat-1826	202	50	term	term	NOUN
easat-1826	202	51	memory	memory	NOUN
easat-1826	202	52	(	(	PUNCT
easat-1826	202	53	lstm	lstm	ADJ
easat-1826	202	54	)	)	PUNCT
easat-1826	202	55	neural	neural	ADJ
easat-1826	202	56	networks	network	NOUN
easat-1826	202	57	are	be	AUX
easat-1826	202	58	a	a	DET
easat-1826	202	59	specialized	specialized	ADJ
easat-1826	202	60	type	type	NOUN
easat-1826	202	61	of	of	ADP
easat-1826	202	62	recurrent	recurrent	ADJ
easat-1826	202	63	neural	neural	ADJ
easat-1826	202	64	network	network	NOUN
easat-1826	202	65	(	(	PUNCT
easat-1826	202	66	rnn	rnn	PROPN
easat-1826	202	67	)	)	PUNCT
easat-1826	202	68	designed	design	VERB
easat-1826	202	69	to	to	PART
easat-1826	202	70	capture	capture	VERB
easat-1826	202	71	long	long	ADJ
easat-1826	202	72	-	-	PUNCT
easat-1826	202	73	range	range	NOUN
easat-1826	202	74	dependencies	dependency	NOUN
easat-1826	202	75	and	and	CCONJ
easat-1826	202	76	patterns	pattern	NOUN
easat-1826	202	77	in	in	ADP
easat-1826	202	78	time	time	NOUN
easat-1826	202	79	series	series	PROPN
easat-1826	202	80	data	data	PROPN
easat-1826	202	81	.	.	PUNCT
easat-1826	203	1	lstm	lstm	PROPN
easat-1826	203	2	networks	network	NOUN
easat-1826	203	3	are	be	AUX
easat-1826	203	4	particularly	particularly	ADV
easat-1826	203	5	effective	effective	ADJ
easat-1826	203	6	in	in	ADP
easat-1826	203	7	capturing	capture	VERB
easat-1826	203	8	temporal	temporal	ADJ
easat-1826	203	9	relationships	relationship	NOUN
easat-1826	203	10	in	in	ADP
easat-1826	203	11	sequences	sequence	NOUN
easat-1826	203	12	of	of	ADP
easat-1826	203	13	data	datum	NOUN
easat-1826	203	14	.	.	PUNCT
easat-1826	204	1	unlike	unlike	ADP
easat-1826	204	2	traditional	traditional	ADJ
easat-1826	204	3	feedforward	feedforward	ADJ
easat-1826	204	4	neural	neural	ADJ
easat-1826	204	5	networks	network	NOUN
easat-1826	204	6	,	,	PUNCT
easat-1826	204	7	lstms	lstms	NOUN
easat-1826	204	8	have	have	VERB
easat-1826	204	9	internal	internal	ADJ
easat-1826	204	10	memory	memory	NOUN
easat-1826	204	11	cells	cell	NOUN
easat-1826	204	12	and	and	CCONJ
easat-1826	204	13	gating	gate	VERB
easat-1826	204	14	mechanisms	mechanism	NOUN
easat-1826	204	15	,	,	PUNCT
easat-1826	204	16	allowing	allow	VERB
easat-1826	204	17	them	they	PRON
easat-1826	204	18	to	to	PART
easat-1826	204	19	store	store	VERB
easat-1826	204	20	and	and	CCONJ
easat-1826	204	21	retrieve	retrieve	VERB
easat-1826	204	22	information	information	NOUN
easat-1826	204	23	selectively	selectively	ADV
easat-1826	204	24	over	over	ADP
easat-1826	204	25	long	long	ADJ
easat-1826	204	26	intervals	interval	NOUN
easat-1826	204	27	.	.	PUNCT
easat-1826	205	1	lstm	lstm	NOUN
easat-1826	205	2	models	model	NOUN
easat-1826	205	3	consist	consist	VERB
easat-1826	205	4	of	of	ADP
easat-1826	205	5	layers	layer	NOUN
easat-1826	205	6	of	of	ADP
easat-1826	205	7	lstm	lstm	ADJ
easat-1826	205	8	units	unit	NOUN
easat-1826	205	9	,	,	PUNCT
easat-1826	205	10	each	each	PRON
easat-1826	205	11	with	with	ADP
easat-1826	205	12	multiple	multiple	ADJ
easat-1826	205	13	memory	memory	NOUN
easat-1826	205	14	cells	cell	NOUN
easat-1826	205	15	and	and	CCONJ
easat-1826	205	16	gates	gate	NOUN
easat-1826	205	17	.	.	PUNCT
easat-1826	206	1	proper	proper	ADJ
easat-1826	206	2	tuning	tuning	NOUN
easat-1826	206	3	of	of	ADP
easat-1826	206	4	hyperparameters	hyperparameter	NOUN
easat-1826	206	5	is	be	AUX
easat-1826	206	6	essential	essential	ADJ
easat-1826	206	7	for	for	ADP
easat-1826	206	8	optimal	optimal	ADJ
easat-1826	206	9	model	model	NOUN
easat-1826	206	10	performance	performance	NOUN
easat-1826	206	11	.	.	PUNCT
easat-1826	207	1	lstms	lstms	ADJ
easat-1826	207	2	inherently	inherently	ADV
easat-1826	207	3	account	account	VERB
easat-1826	207	4	for	for	ADP
easat-1826	207	5	sequential	sequential	ADJ
easat-1826	207	6	patterns	pattern	NOUN
easat-1826	207	7	in	in	ADP
easat-1826	207	8	the	the	DET
easat-1826	207	9	data	datum	NOUN
easat-1826	207	10	,	,	PUNCT
easat-1826	207	11	which	which	PRON
easat-1826	207	12	is	be	AUX
easat-1826	207	13	crucial	crucial	ADJ
easat-1826	207	14	for	for	ADP
easat-1826	207	15	capturing	capture	VERB
easat-1826	207	16	the	the	DET
easat-1826	207	17	dynamics	dynamic	NOUN
easat-1826	207	18	of	of	ADP
easat-1826	207	19	climate	climate	NOUN
easat-1826	207	20	variability	variability	NOUN
easat-1826	207	21	and	and	CCONJ
easat-1826	207	22	their	their	PRON
easat-1826	207	23	influence	influence	NOUN
easat-1826	207	24	on	on	ADP
easat-1826	207	25	wheat	wheat	NOUN
easat-1826	207	26	yield	yield	NOUN
easat-1826	207	27	.	.	PUNCT
easat-1826	208	1	the	the	DET
easat-1826	208	2	network	network	NOUN
easat-1826	208	3	learns	learn	VERB
easat-1826	208	4	to	to	PART
easat-1826	208	5	recognize	recognize	VERB
easat-1826	208	6	short	short	ADJ
easat-1826	208	7	-	-	PUNCT
easat-1826	208	8	term	term	NOUN
easat-1826	208	9	fluctuations	fluctuation	NOUN
easat-1826	208	10	,	,	PUNCT
easat-1826	208	11	long	long	ADJ
easat-1826	208	12	-	-	PUNCT
easat-1826	208	13	term	term	NOUN
easat-1826	208	14	trends	trend	NOUN
easat-1826	208	15	,	,	PUNCT
easat-1826	208	16	and	and	CCONJ
easat-1826	208	17	recurring	recur	VERB
easat-1826	208	18	patterns	pattern	NOUN
easat-1826	208	19	driven	drive	VERB
easat-1826	208	20	by	by	ADP
easat-1826	208	21	climate	climate	NOUN
easat-1826	208	22	factors	factor	NOUN
easat-1826	208	23	.	.	PUNCT
easat-1826	209	1	lstm	lstm	NOUN
easat-1826	209	2	networks	network	NOUN
easat-1826	209	3	consist	consist	VERB
easat-1826	209	4	of	of	ADP
easat-1826	209	5	multiple	multiple	ADJ
easat-1826	209	6	memory	memory	NOUN
easat-1826	209	7	cells	cell	NOUN
easat-1826	209	8	(	(	PUNCT
easat-1826	209	9	or	or	CCONJ
easat-1826	209	10	units	unit	NOUN
easat-1826	209	11	)	)	PUNCT
easat-1826	209	12	that	that	PRON
easat-1826	209	13	have	have	VERB
easat-1826	209	14	gating	gate	VERB
easat-1826	209	15	mechanisms	mechanism	NOUN
easat-1826	209	16	to	to	PART
easat-1826	209	17	control	control	VERB
easat-1826	209	18	the	the	DET
easat-1826	209	19	flow	flow	NOUN
easat-1826	209	20	of	of	ADP
easat-1826	209	21	information	information	NOUN
easat-1826	209	22	.	.	PUNCT
easat-1826	210	1	these	these	DET
easat-1826	210	2	gates	gate	NOUN
easat-1826	210	3	include	include	VERB
easat-1826	210	4	the	the	DET
easat-1826	210	5	forget	forget	NOUN
easat-1826	210	6	gate	gate	NOUN
easat-1826	210	7	,	,	PUNCT
easat-1826	210	8	input	input	NOUN
easat-1826	210	9	gate	gate	NOUN
easat-1826	210	10	,	,	PUNCT
easat-1826	210	11	and	and	CCONJ
easat-1826	210	12	output	output	NOUN
easat-1826	210	13	gate	gate	NOUN
easat-1826	210	14	,	,	PUNCT
easat-1826	210	15	which	which	PRON
easat-1826	210	16	work	work	VERB
easat-1826	210	17	together	together	ADV
easat-1826	210	18	to	to	PART
easat-1826	210	19	manage	manage	VERB
easat-1826	210	20	the	the	DET
easat-1826	210	21	cell	cell	NOUN
easat-1826	210	22	’s	’s	PART
easat-1826	210	23	state	state	NOUN
easat-1826	210	24	and	and	CCONJ
easat-1826	210	25	output	output	NOUN
easat-1826	210	26	.	.	PUNCT
easat-1826	211	1	here	here	ADV
easat-1826	211	2	’s	’	VERB
easat-1826	211	3	an	an	DET
easat-1826	211	4	overview	overview	NOUN
easat-1826	211	5	of	of	ADP
easat-1826	211	6	the	the	DET
easat-1826	211	7	key	key	ADJ
easat-1826	211	8	equations	equation	NOUN
easat-1826	211	9	shown	show	VERB
easat-1826	211	10	in	in	ADP
easat-1826	211	11	equations	equation	NOUN
easat-1826	211	12	4	4	NUM
easat-1826	211	13	-	-	SYM
easat-1826	211	14	10	10	NUM
easat-1826	211	15	:	:	PUNCT
easat-1826	211	16	i.	i.	PROPN
easat-1826	211	17	forget	forget	PROPN
easat-1826	211	18	gate	gate	PROPN
easat-1826	211	19	:	:	PUNCT
easat-1826	211	20	this	this	DET
easat-1826	211	21	gate	gate	NOUN
easat-1826	211	22	determines	determine	VERB
easat-1826	211	23	which	which	DET
easat-1826	211	24	information	information	NOUN
easat-1826	211	25	from	from	ADP
easat-1826	211	26	the	the	DET
easat-1826	211	27	cell	cell	NOUN
easat-1826	211	28	’s	’s	PART
easat-1826	211	29	previous	previous	ADJ
easat-1826	211	30	state	state	NOUN
easat-1826	211	31	should	should	AUX
easat-1826	211	32	be	be	AUX
easat-1826	211	33	discarded	discard	VERB
easat-1826	211	34	.	.	PUNCT
easat-1826	212	1	i.	i.	NOUN
easat-1826	212	2	𝑓𝑡	𝑓𝑡	PROPN
easat-1826	213	1	=	=	PUNCT
easat-1826	213	2	𝜎(𝑊𝑓	𝜎(𝑊𝑓	NOUN
easat-1826	213	3	∗	∗	NOUN
easat-1826	213	4	[	[	X
easat-1826	213	5	ℎ𝑡−1,𝑥𝑡	ℎ𝑡−1,𝑥𝑡	X
easat-1826	213	6	]	]	X
easat-1826	213	7	+	+	CCONJ
easat-1826	213	8	𝑏𝑓	𝑏𝑓	PROPN
easat-1826	213	9	(	(	PUNCT
easat-1826	213	10	4	4	NUM
easat-1826	213	11	)	)	PUNCT
easat-1826	213	12	ii	ii	PROPN
easat-1826	213	13	.	.	PUNCT
easat-1826	213	14	input	input	PROPN
easat-1826	213	15	gate	gate	PROPN
easat-1826	213	16	:	:	PUNCT
easat-1826	213	17	this	this	DET
easat-1826	213	18	gate	gate	NOUN
easat-1826	213	19	decides	decide	VERB
easat-1826	213	20	which	which	PRON
easat-1826	213	21	new	new	ADJ
easat-1826	213	22	information	information	NOUN
easat-1826	213	23	should	should	AUX
easat-1826	213	24	be	be	AUX
easat-1826	213	25	stored	store	VERB
easat-1826	213	26	in	in	ADP
easat-1826	213	27	the	the	DET
easat-1826	213	28	cell	cell	NOUN
easat-1826	213	29	’s	’s	PART
easat-1826	213	30	state	state	NOUN
easat-1826	213	31	.	.	PUNCT
easat-1826	214	1	i.	i.	PROPN
easat-1826	214	2	𝑖𝑡	𝑖𝑡	PROPN
easat-1826	215	1	=	=	PUNCT
easat-1826	215	2	𝜎(𝑊𝑖	𝜎(𝑊𝑖	PART
easat-1826	215	3	∗	∗	NOUN
easat-1826	215	4	[	[	X
easat-1826	215	5	ℎ𝑡−1,𝑥𝑡	ℎ𝑡−1,𝑥𝑡	X
easat-1826	215	6	]	]	X
easat-1826	215	7	+	+	CCONJ
easat-1826	215	8	𝑏𝑖	𝑏𝑖	X
easat-1826	215	9	)	)	PUNCT
easat-1826	215	10	(	(	PUNCT
easat-1826	215	11	5	5	X
easat-1826	215	12	)	)	PUNCT
easat-1826	215	13	iii	iii	PROPN
easat-1826	215	14	.	.	PUNCT
easat-1826	215	15	candidate	candidate	NOUN
easat-1826	215	16	new	new	ADJ
easat-1826	215	17	state	state	NOUN
easat-1826	215	18	:	:	PUNCT
easat-1826	215	19	this	this	DET
easat-1826	215	20	equation	equation	NOUN
easat-1826	215	21	calculates	calculate	VERB
easat-1826	215	22	the	the	DET
easat-1826	215	23	candidate	candidate	NOUN
easat-1826	215	24	values	value	NOUN
easat-1826	215	25	that	that	PRON
easat-1826	215	26	could	could	AUX
easat-1826	215	27	be	be	AUX
easat-1826	215	28	added	add	VERB
easat-1826	215	29	to	to	ADP
easat-1826	215	30	the	the	DET
easat-1826	215	31	cell	cell	NOUN
easat-1826	215	32	’s	’s	PART
easat-1826	215	33	state	state	NOUN
easat-1826	215	34	.	.	PUNCT
easat-1826	216	1	i.	i.	PROPN
easat-1826	216	2	c˜𝑡	c˜𝑡	PUNCT
easat-1826	217	1	=	=	PUNCT
easat-1826	217	2	tanh	tanh	PROPN
easat-1826	217	3	(	(	PUNCT
easat-1826	217	4	𝑊𝐶	𝑊𝐶	PROPN
easat-1826	217	5	∗	∗	NOUN
easat-1826	217	6	[	[	X
easat-1826	217	7	ℎ𝑡−1,𝑥𝑡	ℎ𝑡−1,𝑥𝑡	X
easat-1826	217	8	]	]	X
easat-1826	217	9	+	+	X
easat-1826	217	10	𝑏𝐶	𝑏𝐶	ADJ
easat-1826	217	11	(	(	PUNCT
easat-1826	217	12	6	6	NUM
easat-1826	217	13	)	)	PUNCT
easat-1826	217	14	iv	iv	NOUN
easat-1826	217	15	.	.	PUNCT
easat-1826	217	16	cell	cell	NOUN
easat-1826	217	17	state	state	NOUN
easat-1826	217	18	update	update	NOUN
easat-1826	217	19	:	:	PUNCT
easat-1826	217	20	the	the	DET
easat-1826	217	21	current	current	ADJ
easat-1826	217	22	cell	cell	NOUN
easat-1826	217	23	state	state	NOUN
easat-1826	217	24	is	be	AUX
easat-1826	217	25	updated	update	VERB
easat-1826	217	26	by	by	ADP
easat-1826	217	27	combining	combine	VERB
easat-1826	217	28	the	the	DET
easat-1826	217	29	results	result	NOUN
easat-1826	217	30	from	from	ADP
easat-1826	217	31	the	the	DET
easat-1826	217	32	forget	forget	NOUN
easat-1826	217	33	gate	gate	NOUN
easat-1826	217	34	,	,	PUNCT
easat-1826	217	35	input	input	NOUN
easat-1826	217	36	gate	gate	NOUN
easat-1826	217	37	,	,	PUNCT
easat-1826	217	38	and	and	CCONJ
easat-1826	217	39	candidate	candidate	VERB
easat-1826	217	40	new	new	ADJ
easat-1826	217	41	state	state	NOUN
easat-1826	217	42	.	.	PUNCT
easat-1826	218	1	i.	i.	PROPN
easat-1826	218	2	𝐶𝑡	𝐶𝑡	PROPN
easat-1826	218	3	=	=	PROPN
easat-1826	218	4	𝑓𝑡	𝑓𝑡	PROPN
easat-1826	218	5	∗	∗	X
easat-1826	218	6	𝐶𝑡−1	𝐶𝑡−1	PROPN
easat-1826	218	7	+	+	CCONJ
easat-1826	218	8	𝑖𝑡	𝑖𝑡	ADP
easat-1826	218	9	∗	∗	NOUN
easat-1826	218	10	c˜	c˜	NOUN
easat-1826	218	11	𝑡	𝑡	PROPN
easat-1826	218	12	(	(	PUNCT
easat-1826	218	13	8)	8)	NUM
easat-1826	218	14	v.	v.	ADP
easat-1826	218	15	output	output	NOUN
easat-1826	218	16	gate	gate	NOUN
easat-1826	218	17	:	:	PUNCT
easat-1826	218	18	this	this	DET
easat-1826	218	19	gate	gate	NOUN
easat-1826	218	20	determines	determine	VERB
easat-1826	218	21	the	the	DET
easat-1826	218	22	output	output	NOUN
easat-1826	218	23	based	base	VERB
easat-1826	218	24	on	on	ADP
easat-1826	218	25	the	the	DET
easat-1826	218	26	updated	update	VERB
easat-1826	218	27	cell	cell	NOUN
easat-1826	218	28	state	state	NOUN
easat-1826	218	29	.	.	PUNCT
easat-1826	219	1	i.	i.	PROPN
easat-1826	219	2	𝑜𝑡	𝑜𝑡	PROPN
easat-1826	220	1	=	=	PUNCT
easat-1826	220	2	𝜎(𝑊𝑜	𝜎(𝑊𝑜	NOUN
easat-1826	220	3	∗	∗	NOUN
easat-1826	220	4	[	[	X
easat-1826	220	5	ℎ𝑡−1	ℎ𝑡−1	ADJ
easat-1826	220	6	,	,	PUNCT
easat-1826	220	7	𝑥𝑡	𝑥𝑡	ADP
easat-1826	220	8	]	]	X
easat-1826	221	1	+	+	CCONJ
easat-1826	221	2	𝑏𝑜	𝑏𝑜	X
easat-1826	221	3	)	)	PUNCT
easat-1826	221	4	(	(	PUNCT
easat-1826	221	5	9	9	X
easat-1826	221	6	)	)	SYM
easat-1826	221	7	vi	vi	PROPN
easat-1826	221	8	.	.	NOUN
easat-1826	221	9	hidden	hide	VERB
easat-1826	221	10	state	state	NOUN
easat-1826	221	11	update	update	NOUN
easat-1826	221	12	:	:	PUNCT
easat-1826	221	13	the	the	DET
easat-1826	221	14	current	current	ADJ
easat-1826	221	15	hidden	hide	VERB
easat-1826	221	16	state	state	NOUN
easat-1826	221	17	is	be	AUX
easat-1826	221	18	calculated	calculate	VERB
easat-1826	221	19	by	by	ADP
easat-1826	221	20	passing	pass	VERB
easat-1826	221	21	the	the	DET
easat-1826	221	22	updated	update	VERB
easat-1826	221	23	cell	cell	NOUN
easat-1826	221	24	state	state	NOUN
easat-1826	221	25	through	through	ADP
easat-1826	221	26	the	the	DET
easat-1826	221	27	output	output	NOUN
easat-1826	221	28	gate	gate	NOUN
easat-1826	221	29	.	.	PUNCT
easat-1826	222	1	i.	i.	PROPN
easat-1826	222	2	ℎ𝑡	ℎ𝑡	PROPN
easat-1826	222	3	=	=	PUNCT
easat-1826	222	4	𝑜𝑡	𝑜𝑡	PROPN
easat-1826	222	5	∗	∗	NOUN
easat-1826	222	6	tanh	tanh	PROPN
easat-1826	222	7	(	(	PUNCT
easat-1826	222	8	𝐶𝑡	𝐶𝑡	PROPN
easat-1826	222	9	)	)	PUNCT
easat-1826	222	10	(	(	PUNCT
easat-1826	222	11	10	10	NUM
easat-1826	222	12	)	)	PUNCT
easat-1826	222	13	3	3	NUM
easat-1826	222	14	.	.	X
easat-1826	222	15	results	result	NOUN
easat-1826	222	16	in	in	ADP
easat-1826	222	17	this	this	DET
easat-1826	222	18	pivotal	pivotal	ADJ
easat-1826	222	19	section	section	NOUN
easat-1826	222	20	,	,	PUNCT
easat-1826	222	21	we	we	PRON
easat-1826	222	22	embark	embark	VERB
easat-1826	222	23	on	on	ADP
easat-1826	222	24	a	a	DET
easat-1826	222	25	journey	journey	NOUN
easat-1826	222	26	through	through	ADP
easat-1826	222	27	the	the	DET
easat-1826	222	28	empirical	empirical	ADJ
easat-1826	222	29	outcomes	outcome	NOUN
easat-1826	222	30	of	of	ADP
easat-1826	222	31	the	the	DET
easat-1826	222	32	study	study	NOUN
easat-1826	222	33	.	.	PUNCT
easat-1826	223	1	the	the	DET
easat-1826	223	2	diligent	diligent	ADJ
easat-1826	223	3	application	application	NOUN
easat-1826	223	4	of	of	ADP
easat-1826	223	5	advanced	advanced	ADJ
easat-1826	223	6	modeling	modeling	NOUN
easat-1826	223	7	techniques	technique	NOUN
easat-1826	223	8	has	have	AUX
easat-1826	223	9	enabled	enable	VERB
easat-1826	223	10	us	we	PRON
easat-1826	223	11	to	to	PART
easat-1826	223	12	forecast	forecast	VERB
easat-1826	223	13	temperature	temperature	NOUN
easat-1826	223	14	patterns	pattern	NOUN
easat-1826	223	15	,	,	PUNCT
easat-1826	223	16	rainfall	rainfall	NOUN
easat-1826	223	17	variations	variation	NOUN
easat-1826	223	18	,	,	PUNCT
easat-1826	223	19	and	and	CCONJ
easat-1826	223	20	wheat	wheat	NOUN
easat-1826	223	21	production	production	NOUN
easat-1826	223	22	levels	level	NOUN
easat-1826	223	23	within	within	ADP
easat-1826	223	24	the	the	DET
easat-1826	223	25	dynamic	dynamic	ADJ
easat-1826	223	26	agricultural	agricultural	ADJ
easat-1826	223	27	landscape	landscape	NOUN
easat-1826	223	28	of	of	ADP
easat-1826	223	29	bloemfontein	bloemfontein	PROPN
easat-1826	223	30	.	.	PUNCT
easat-1826	224	1	the	the	DET
easat-1826	224	2	cornerstone	cornerstone	NOUN
easat-1826	224	3	of	of	ADP
easat-1826	224	4	the	the	DET
easat-1826	224	5	study	study	NOUN
easat-1826	224	6	was	be	AUX
easat-1826	224	7	the	the	DET
easat-1826	224	8	utilization	utilization	NOUN
easat-1826	224	9	of	of	ADP
easat-1826	224	10	cutting	cut	VERB
easat-1826	224	11	-	-	PUNCT
easat-1826	224	12	edge	edge	NOUN
easat-1826	224	13	predictive	predictive	ADJ
easat-1826	224	14	models	model	NOUN
easat-1826	224	15	,	,	PUNCT
easat-1826	224	16	each	each	PRON
easat-1826	224	17	tailored	tailor	VERB
easat-1826	224	18	to	to	PART
easat-1826	224	19	address	address	VERB
easat-1826	224	20	a	a	DET
easat-1826	224	21	specific	specific	ADJ
easat-1826	224	22	facet	facet	NOUN
easat-1826	224	23	of	of	ADP
easat-1826	224	24	the	the	DET
easat-1826	224	25	complex	complex	ADJ
easat-1826	224	26	relationship	relationship	NOUN
easat-1826	224	27	between	between	ADP
easat-1826	224	28	climate	climate	NOUN
easat-1826	224	29	variables	variable	NOUN
easat-1826	224	30	and	and	CCONJ
easat-1826	224	31	wheat	wheat	NOUN
easat-1826	224	32	production	production	NOUN
easat-1826	224	33	.	.	PUNCT
easat-1826	225	1	our	our	PRON
easat-1826	225	2	arsenal	arsenal	ADJ
easat-1826	225	3	included	include	VERB
easat-1826	225	4	facebook	facebook	NOUN
easat-1826	225	5	prophet	prophet	NOUN
easat-1826	225	6	and	and	CCONJ
easat-1826	225	7	sarima	sarima	NOUN
easat-1826	225	8	for	for	ADP
easat-1826	225	9	temperature	temperature	NOUN
easat-1826	225	10	forecasts	forecast	NOUN
easat-1826	225	11	,	,	PUNCT
easat-1826	225	12	arima	arima	NOUN
easat-1826	225	13	and	and	CCONJ
easat-1826	225	14	lstm	lstm	NOUN
easat-1826	225	15	for	for	ADP
easat-1826	225	16	rainfall	rainfall	NOUN
easat-1826	225	17	predictions	prediction	NOUN
easat-1826	225	18	,	,	PUNCT
easat-1826	225	19	and	and	CCONJ
easat-1826	225	20	var	var	NOUN
easat-1826	225	21	and	and	CCONJ
easat-1826	225	22	multiple	multiple	ADJ
easat-1826	225	23	linear	linear	ADJ
easat-1826	225	24	regression	regression	NOUN
easat-1826	225	25	models	model	NOUN
easat-1826	225	26	for	for	ADP
easat-1826	225	27	wheat	wheat	NOUN
easat-1826	225	28	production	production	NOUN
easat-1826	225	29	estimations	estimation	NOUN
easat-1826	225	30	.	.	PUNCT
easat-1826	226	1	in	in	ADP
easat-1826	226	2	this	this	DET
easat-1826	226	3	comprehensive	comprehensive	ADJ
easat-1826	226	4	presentation	presentation	NOUN
easat-1826	226	5	of	of	ADP
easat-1826	226	6	results	result	NOUN
easat-1826	226	7	,	,	PUNCT
easat-1826	226	8	we	we	PRON
easat-1826	226	9	will	will	AUX
easat-1826	226	10	systematically	systematically	ADV
easat-1826	226	11	dissect	dissect	VERB
easat-1826	226	12	the	the	DET
easat-1826	226	13	outcomes	outcome	NOUN
easat-1826	226	14	of	of	ADP
easat-1826	226	15	each	each	DET
easat-1826	226	16	modeling	modeling	NOUN
easat-1826	226	17	endeavor	endeavor	NOUN
easat-1826	226	18	.	.	PUNCT
easat-1826	227	1	from	from	ADP
easat-1826	227	2	the	the	DET
easat-1826	227	3	fluctuations	fluctuation	NOUN
easat-1826	227	4	in	in	ADP
easat-1826	227	5	temperature	temperature	NOUN
easat-1826	227	6	and	and	CCONJ
easat-1826	227	7	precipitation	precipitation	NOUN
easat-1826	227	8	to	to	ADP
easat-1826	227	9	the	the	DET
easat-1826	227	10	intricacies	intricacy	NOUN
easat-1826	227	11	of	of	ADP
easat-1826	227	12	wheat	wheat	NOUN
easat-1826	227	13	yield	yield	NOUN
easat-1826	227	14	forecasts	forecast	NOUN
easat-1826	227	15	,	,	PUNCT
easat-1826	227	16	we	we	PRON
easat-1826	227	17	delve	delve	VERB
easat-1826	227	18	into	into	ADP
easat-1826	227	19	the	the	DET
easat-1826	227	20	empirical	empirical	ADJ
easat-1826	227	21	data	datum	NOUN
easat-1826	227	22	discerningly	discerningly	ADV
easat-1826	227	23	.	.	PUNCT
easat-1826	228	1	as	as	SCONJ
easat-1826	228	2	we	we	PRON
easat-1826	228	3	navigate	navigate	VERB
easat-1826	228	4	this	this	DET
easat-1826	228	5	terrain	terrain	NOUN
easat-1826	228	6	,	,	PUNCT
easat-1826	228	7	we	we	PRON
easat-1826	228	8	aim	aim	VERB
easat-1826	228	9	to	to	PART
easat-1826	228	10	decipher	decipher	VERB
easat-1826	228	11	the	the	DET
easat-1826	228	12	implications	implication	NOUN
easat-1826	228	13	of	of	ADP
easat-1826	228	14	our	our	PRON
easat-1826	228	15	findings	finding	NOUN
easat-1826	228	16	,	,	PUNCT
easat-1826	228	17	particularly	particularly	ADV
easat-1826	228	18	in	in	ADP
easat-1826	228	19	the	the	DET
easat-1826	228	20	context	context	NOUN
easat-1826	228	21	of	of	ADP
easat-1826	228	22	climate	climate	NOUN
easat-1826	228	23	change	change	NOUN
easat-1826	228	24	’s	’s	PART
easat-1826	228	25	inevitable	inevitable	ADJ
easat-1826	228	26	influence	influence	NOUN
easat-1826	228	27	on	on	ADP
easat-1826	228	28	agricultural	agricultural	ADJ
easat-1826	228	29	sustainability	sustainability	NOUN
easat-1826	228	30	.	.	PUNCT
easat-1826	229	1	to	to	PART
easat-1826	229	2	gain	gain	VERB
easat-1826	229	3	insight	insight	NOUN
easat-1826	229	4	into	into	ADP
easat-1826	229	5	the	the	DET
easat-1826	229	6	evolving	evolve	VERB
easat-1826	229	7	temperature	temperature	NOUN
easat-1826	229	8	dynamics	dynamic	NOUN
easat-1826	229	9	within	within	ADP
easat-1826	229	10	bloemfontein	bloemfontein	PROPN
easat-1826	229	11	,	,	PUNCT
easat-1826	229	12	we	we	PRON
easat-1826	229	13	harnessed	harness	VERB
easat-1826	229	14	the	the	DET
easat-1826	229	15	predictive	predictive	ADJ
easat-1826	229	16	capabilities	capability	NOUN
easat-1826	229	17	of	of	ADP
easat-1826	229	18	two	two	NUM
easat-1826	229	19	robust	robust	ADJ
easat-1826	229	20	models	model	NOUN
easat-1826	229	21	:	:	PUNCT
easat-1826	229	22	facebook	facebook	NOUN
easat-1826	229	23	prophet	prophet	NOUN
easat-1826	229	24	and	and	CCONJ
easat-1826	229	25	sarima	sarima	NOUN
easat-1826	229	26	.	.	PUNCT
easat-1826	230	1	this	this	DET
easat-1826	230	2	section	section	NOUN
easat-1826	230	3	provides	provide	VERB
easat-1826	230	4	a	a	DET
easat-1826	230	5	comprehensive	comprehensive	ADJ
easat-1826	230	6	overview	overview	NOUN
easat-1826	230	7	of	of	ADP
easat-1826	230	8	our	our	PRON
easat-1826	230	9	temperature	temperature	NOUN
easat-1826	230	10	prediction	prediction	NOUN
easat-1826	230	11	results	result	NOUN
easat-1826	230	12	,	,	PUNCT
easat-1826	230	13	offering	offer	VERB
easat-1826	230	14	a	a	DET
easat-1826	230	15	lens	lens	NOUN
easat-1826	230	16	through	through	ADP
easat-1826	230	17	which	which	PRON
easat-1826	230	18	to	to	PART
easat-1826	230	19	view	view	VERB
easat-1826	230	20	the	the	DET
easat-1826	230	21	precision	precision	NOUN
easat-1826	230	22	and	and	CCONJ
easat-1826	230	23	nuances	nuance	NOUN
easat-1826	230	24	of	of	ADP
easat-1826	230	25	our	our	PRON
easat-1826	230	26	models	model	NOUN
easat-1826	230	27	.	.	PUNCT
easat-1826	231	1	table	table	NOUN
easat-1826	231	2	1	1	NUM
easat-1826	231	3	and	and	CCONJ
easat-1826	231	4	table	table	NOUN
easat-1826	231	5	2	2	NUM
easat-1826	231	6	1222	1222	NUM
easat-1826	231	7	edelweiss	edelweiss	PROPN
easat-1826	231	8	applied	apply	VERB
easat-1826	231	9	science	science	NOUN
easat-1826	231	10	and	and	CCONJ
easat-1826	231	11	technology	technology	NOUN
easat-1826	231	12	issn	issn	PROPN
easat-1826	231	13	:	:	PUNCT
easat-1826	231	14	2576	2576	NUM
easat-1826	231	15	-	-	SYM
easat-1826	231	16	8484	8484	NUM
easat-1826	231	17	vol	vol	NOUN
easat-1826	231	18	.	.	PROPN
easat-1826	231	19	8	8	NUM
easat-1826	231	20	,	,	PUNCT
easat-1826	231	21	no	no	INTJ
easat-1826	231	22	.	.	NOUN
easat-1826	231	23	5	5	NUM
easat-1826	231	24	:	:	SYM
easat-1826	231	25	1213	1213	NUM
easat-1826	231	26	-	-	SYM
easat-1826	231	27	1234	1234	NUM
easat-1826	231	28	,	,	PUNCT
easat-1826	231	29	2024	2024	NUM
easat-1826	231	30	doi	doi	NOUN
easat-1826	231	31	:	:	PUNCT
easat-1826	231	32	10.55214/25768484.v8i5.1826	10.55214/25768484.v8i5.1826	NUM
easat-1826	231	33	©	©	ADP
easat-1826	231	34	2024	2024	NUM
easat-1826	231	35	by	by	ADP
easat-1826	231	36	the	the	DET
easat-1826	231	37	authors	author	NOUN
easat-1826	231	38	;	;	PUNCT
easat-1826	231	39	licensee	licensee	PROPN
easat-1826	231	40	learning	learning	NOUN
easat-1826	231	41	gate	gate	NOUN
easat-1826	231	42	present	present	VERB
easat-1826	231	43	the	the	DET
easat-1826	231	44	component	component	NOUN
easat-1826	231	45	of	of	ADP
easat-1826	231	46	the	the	DET
easat-1826	231	47	sarima	sarima	NOUN
easat-1826	231	48	model	model	NOUN
easat-1826	231	49	result	result	NOUN
easat-1826	231	50	for	for	ADP
easat-1826	231	51	the	the	DET
easat-1826	231	52	average	average	ADJ
easat-1826	231	53	temperature	temperature	NOUN
easat-1826	231	54	.	.	PUNCT
easat-1826	232	1	the	the	DET
easat-1826	232	2	interpretations	interpretation	NOUN
easat-1826	232	3	of	of	ADP
easat-1826	232	4	these	these	DET
easat-1826	232	5	components	component	NOUN
easat-1826	232	6	is	be	AUX
easat-1826	232	7	covered	cover	VERB
easat-1826	232	8	below	below	ADV
easat-1826	232	9	.	.	PUNCT
easat-1826	233	1	3.1	3.1	NUM
easat-1826	233	2	.	.	PUNCT
easat-1826	233	3	temperature	temperature	NOUN
easat-1826	233	4	3.1.1	3.1.1	NUM
easat-1826	233	5	.	.	PUNCT
easat-1826	234	1	sarima	sarima	NOUN
easat-1826	234	2	results	result	NOUN
easat-1826	234	3	table	table	VERB
easat-1826	234	4	1	1	NUM
easat-1826	234	5	.	.	PUNCT
easat-1826	235	1	sarima	sarima	NOUN
easat-1826	235	2	model	model	NOUN
easat-1826	235	3	results	result	NOUN
easat-1826	235	4	for	for	ADP
easat-1826	235	5	temperature	temperature	NOUN
easat-1826	235	6	(	(	PUNCT
easat-1826	235	7	tavg	tavg	PROPN
easat-1826	235	8	)	)	PUNCT
easat-1826	235	9	.	.	PUNCT
easat-1826	236	1	table	table	NOUN
easat-1826	236	2	2	2	NUM
easat-1826	236	3	.	.	PUNCT
easat-1826	236	4	sarima	sarima	NOUN
easat-1826	236	5	model	model	NOUN
easat-1826	236	6	results	result	NOUN
easat-1826	236	7	for	for	ADP
easat-1826	236	8	temperature	temperature	NOUN
easat-1826	236	9	(	(	PUNCT
easat-1826	236	10	tavg	tavg	PROPN
easat-1826	236	11	)	)	PUNCT
easat-1826	236	12	.	.	PUNCT
easat-1826	237	1	3.2	3.2	NUM
easat-1826	237	2	.	.	PUNCT
easat-1826	238	1	the	the	DET
easat-1826	238	2	interpretations	interpretation	NOUN
easat-1826	238	3	of	of	ADP
easat-1826	238	4	the	the	DET
easat-1826	238	5	results	result	NOUN
easat-1826	238	6	for	for	ADP
easat-1826	238	7	table	table	NOUN
easat-1826	238	8	1	1	NUM
easat-1826	238	9	and	and	CCONJ
easat-1826	238	10	table	table	NOUN
easat-1826	238	11	2	2	NUM
easat-1826	238	12	:	:	PUNCT
easat-1826	238	13	i.	i.	PROPN
easat-1826	238	14	dep	dep	PROPN
easat-1826	238	15	.	.	PUNCT
easat-1826	239	1	variable	variable	NOUN
easat-1826	239	2	(	(	PUNCT
easat-1826	239	3	dependent	dependent	ADJ
easat-1826	239	4	variable	variable	NOUN
easat-1826	239	5	:	:	PUNCT
easat-1826	239	6	tavg	tavg	NOUN
easat-1826	239	7	):	):	PUNCT
easat-1826	239	8	this	this	PRON
easat-1826	239	9	indicates	indicate	VERB
easat-1826	239	10	that	that	SCONJ
easat-1826	239	11	the	the	DET
easat-1826	239	12	analysis	analysis	NOUN
easat-1826	239	13	is	be	AUX
easat-1826	239	14	focused	focus	VERB
easat-1826	239	15	on	on	ADP
easat-1826	239	16	the	the	DET
easat-1826	239	17	variable	variable	ADJ
easat-1826	239	18	"	"	PUNCT
easat-1826	239	19	tavg	tavg	NOUN
easat-1826	239	20	,	,	PUNCT
easat-1826	239	21	"	"	PUNCT
easat-1826	239	22	which	which	PRON
easat-1826	239	23	represents	represent	VERB
easat-1826	239	24	average	average	ADJ
easat-1826	239	25	temperature	temperature	NOUN
easat-1826	239	26	.	.	PUNCT
easat-1826	240	1	ii	ii	X
easat-1826	240	2	.	.	PUNCT
easat-1826	241	1	no	no	INTJ
easat-1826	241	2	.	.	PUNCT
easat-1826	242	1	observations	observation	NOUN
easat-1826	242	2	(	(	PUNCT
easat-1826	242	3	number	number	NOUN
easat-1826	242	4	of	of	ADP
easat-1826	242	5	observations	observation	NOUN
easat-1826	242	6	:	:	PUNCT
easat-1826	242	7	361	361	NUM
easat-1826	242	8	):	):	PUNCT
easat-1826	242	9	this	this	PRON
easat-1826	242	10	shows	show	VERB
easat-1826	242	11	that	that	SCONJ
easat-1826	242	12	361	361	NUM
easat-1826	242	13	data	datum	NOUN
easat-1826	242	14	points	point	NOUN
easat-1826	242	15	or	or	CCONJ
easat-1826	242	16	observations	observation	NOUN
easat-1826	242	17	are	be	AUX
easat-1826	242	18	included	include	VERB
easat-1826	242	19	in	in	ADP
easat-1826	242	20	the	the	DET
easat-1826	242	21	analysis	analysis	NOUN
easat-1826	242	22	.	.	PUNCT
easat-1826	243	1	these	these	DET
easat-1826	243	2	observations	observation	NOUN
easat-1826	243	3	represent	represent	VERB
easat-1826	243	4	measurements	measurement	NOUN
easat-1826	243	5	of	of	ADP
easat-1826	243	6	the	the	DET
easat-1826	243	7	variable	variable	ADJ
easat-1826	243	8	(	(	PUNCT
easat-1826	243	9	average	average	ADJ
easat-1826	243	10	temperature	temperature	NOUN
easat-1826	243	11	)	)	PUNCT
easat-1826	243	12	taken	take	VERB
easat-1826	243	13	over	over	ADP
easat-1826	243	14	time	time	NOUN
easat-1826	243	15	.	.	PUNCT
easat-1826	244	1	iii	iii	X
easat-1826	244	2	.	.	PROPN
easat-1826	244	3	model	model	NOUN
easat-1826	244	4	(	(	PUNCT
easat-1826	244	5	sarimax(2	sarimax(2	PROPN
easat-1826	244	6	,	,	PUNCT
easat-1826	244	7	0	0	NUM
easat-1826	244	8	,	,	PUNCT
easat-1826	244	9	3)x(1	3)x(1	NOUN
easat-1826	244	10	,	,	PUNCT
easat-1826	244	11	0	0	NUM
easat-1826	244	12	,	,	PUNCT
easat-1826	244	13	[	[	X
easat-1826	244	14	1	1	NUM
easat-1826	244	15	,	,	PUNCT
easat-1826	244	16	2	2	NUM
easat-1826	244	17	]	]	PUNCT
easat-1826	244	18	,	,	PUNCT
easat-1826	244	19	12	12	NUM
easat-1826	244	20	)	)	PUNCT
easat-1826	244	21	):	):	PUNCT
easat-1826	244	22	this	this	PRON
easat-1826	244	23	indicates	indicate	VERB
easat-1826	244	24	the	the	DET
easat-1826	244	25	specific	specific	ADJ
easat-1826	244	26	sarima	sarima	NOUN
easat-1826	244	27	model	model	NOUN
easat-1826	244	28	that	that	PRON
easat-1826	244	29	has	have	AUX
easat-1826	244	30	been	be	AUX
easat-1826	244	31	applied	apply	VERB
easat-1826	244	32	to	to	ADP
easat-1826	244	33	the	the	DET
easat-1826	244	34	data	datum	NOUN
easat-1826	244	35	.	.	PUNCT
easat-1826	245	1	sarima	sarima	PROPN
easat-1826	245	2	stands	stand	VERB
easat-1826	245	3	for	for	ADP
easat-1826	245	4	seasonal	seasonal	ADJ
easat-1826	245	5	autoregressive	autoregressive	ADJ
easat-1826	245	6	integrated	integrated	ADJ
easat-1826	245	7	moving	move	VERB
easat-1826	245	8	average	average	NOUN
easat-1826	245	9	.	.	PUNCT
easat-1826	246	1	the	the	DET
easat-1826	246	2	numbers	number	NOUN
easat-1826	246	3	in	in	ADP
easat-1826	246	4	parentheses	parenthesis	NOUN
easat-1826	246	5	represent	represent	VERB
easat-1826	246	6	the	the	DET
easat-1826	246	7	model	model	NOUN
easat-1826	246	8	’s	’s	PART
easat-1826	246	9	order	order	NOUN
easat-1826	246	10	:	:	PUNCT
easat-1826	246	11	a.	a.	NOUN
easat-1826	246	12	(	(	PUNCT
easat-1826	246	13	2	2	NUM
easat-1826	246	14	,	,	PUNCT
easat-1826	246	15	0	0	NUM
easat-1826	246	16	,	,	PUNCT
easat-1826	246	17	3	3	NUM
easat-1826	246	18	):	):	PUNCT
easat-1826	246	19	represents	represent	VERB
easat-1826	246	20	the	the	DET
easat-1826	246	21	non	non	ADJ
easat-1826	246	22	-	-	ADJ
easat-1826	246	23	seasonal	seasonal	ADJ
easat-1826	246	24	part	part	NOUN
easat-1826	246	25	of	of	ADP
easat-1826	246	26	the	the	DET
easat-1826	246	27	sarima	sarima	NOUN
easat-1826	246	28	model	model	NOUN
easat-1826	246	29	.	.	PUNCT
easat-1826	247	1	b.	b.	PROPN
easat-1826	247	2	(	(	PUNCT
easat-1826	247	3	1	1	NUM
easat-1826	247	4	,	,	PUNCT
easat-1826	247	5	0	0	NUM
easat-1826	247	6	,	,	PUNCT
easat-1826	247	7	[	[	X
easat-1826	247	8	1	1	NUM
easat-1826	247	9	,	,	PUNCT
easat-1826	247	10	2	2	NUM
easat-1826	247	11	]	]	PUNCT
easat-1826	247	12	,	,	PUNCT
easat-1826	247	13	12	12	NUM
easat-1826	247	14	):	):	PUNCT
easat-1826	247	15	represents	represent	VERB
easat-1826	247	16	the	the	DET
easat-1826	247	17	seasonal	seasonal	ADJ
easat-1826	247	18	part	part	NOUN
easat-1826	247	19	of	of	ADP
easat-1826	247	20	the	the	DET
easat-1826	247	21	model	model	NOUN
easat-1826	247	22	,	,	PUNCT
easat-1826	247	23	with	with	ADP
easat-1826	247	24	a	a	DET
easat-1826	247	25	seasonal	seasonal	ADJ
easat-1826	247	26	order	order	NOUN
easat-1826	247	27	of	of	ADP
easat-1826	247	28	(	(	PUNCT
easat-1826	247	29	1	1	NUM
easat-1826	247	30	,	,	PUNCT
easat-1826	247	31	0	0	NUM
easat-1826	247	32	,	,	PUNCT
easat-1826	247	33	[	[	X
easat-1826	247	34	1	1	NUM
easat-1826	247	35	,	,	PUNCT
easat-1826	247	36	2	2	NUM
easat-1826	247	37	]	]	PUNCT
easat-1826	247	38	)	)	PUNCT
easat-1826	247	39	and	and	CCONJ
easat-1826	247	40	a	a	DET
easat-1826	247	41	seasonal	seasonal	ADJ
easat-1826	247	42	period	period	NOUN
easat-1826	247	43	of	of	ADP
easat-1826	247	44	12	12	NUM
easat-1826	247	45	(	(	PUNCT
easat-1826	247	46	likely	likely	ADV
easat-1826	247	47	indicating	indicate	VERB
easat-1826	247	48	a	a	DET
easat-1826	247	49	yearly	yearly	ADJ
easat-1826	247	50	seasonality	seasonality	NOUN
easat-1826	247	51	)	)	PUNCT
easat-1826	247	52	.	.	PUNCT
easat-1826	248	1	1223	1223	NUM
easat-1826	248	2	edelweiss	edelweiss	PROPN
easat-1826	248	3	applied	apply	VERB
easat-1826	248	4	science	science	NOUN
easat-1826	248	5	and	and	CCONJ
easat-1826	248	6	technology	technology	NOUN
easat-1826	248	7	issn	issn	PROPN
easat-1826	248	8	:	:	PUNCT
easat-1826	248	9	2576	2576	NUM
easat-1826	248	10	-	-	SYM
easat-1826	248	11	8484	8484	NUM
easat-1826	248	12	vol	vol	NOUN
easat-1826	248	13	.	.	PROPN
easat-1826	248	14	8	8	NUM
easat-1826	248	15	,	,	PUNCT
easat-1826	248	16	no	no	INTJ
easat-1826	248	17	.	.	NOUN
easat-1826	248	18	5	5	NUM
easat-1826	248	19	:	:	SYM
easat-1826	248	20	1213	1213	NUM
easat-1826	248	21	-	-	SYM
easat-1826	248	22	1234	1234	NUM
easat-1826	248	23	,	,	PUNCT
easat-1826	248	24	2024	2024	NUM
easat-1826	248	25	doi	doi	NOUN
easat-1826	248	26	:	:	PUNCT
easat-1826	248	27	10.55214/25768484.v8i5.1826	10.55214/25768484.v8i5.1826	NUM
easat-1826	248	28	©	©	ADP
easat-1826	248	29	2024	2024	NUM
easat-1826	248	30	by	by	ADP
easat-1826	248	31	the	the	DET
easat-1826	248	32	authors	author	NOUN
easat-1826	248	33	;	;	PUNCT
easat-1826	248	34	licensee	licensee	PROPN
easat-1826	248	35	learning	learn	VERB
easat-1826	248	36	gate	gate	PROPN
easat-1826	248	37	iv	iv	PROPN
easat-1826	248	38	.	.	PUNCT
easat-1826	248	39	log	log	PROPN
easat-1826	248	40	likelihood	likelihood	NOUN
easat-1826	248	41	(	(	PUNCT
easat-1826	248	42	-660.594	-660.594	NUM
easat-1826	248	43	):	):	PUNCT
easat-1826	248	44	the	the	DET
easat-1826	248	45	log	log	NOUN
easat-1826	248	46	likelihood	likelihood	NOUN
easat-1826	248	47	measures	measure	NOUN
easat-1826	248	48	how	how	SCONJ
easat-1826	248	49	well	well	ADV
easat-1826	248	50	the	the	DET
easat-1826	248	51	model	model	NOUN
easat-1826	248	52	fits	fit	VERB
easat-1826	248	53	the	the	DET
easat-1826	248	54	data	datum	NOUN
easat-1826	248	55	.	.	PUNCT
easat-1826	249	1	a	a	DET
easat-1826	249	2	higher	high	ADJ
easat-1826	249	3	log	log	NOUN
easat-1826	249	4	-	-	PUNCT
easat-1826	249	5	likelihood	likelihood	NOUN
easat-1826	249	6	value	value	NOUN
easat-1826	249	7	indicates	indicate	VERB
easat-1826	249	8	a	a	DET
easat-1826	249	9	better	well	ADJ
easat-1826	249	10	fit	fit	NOUN
easat-1826	249	11	.	.	PUNCT
easat-1826	250	1	in	in	ADP
easat-1826	250	2	this	this	DET
easat-1826	250	3	case	case	NOUN
easat-1826	250	4	,	,	PUNCT
easat-1826	250	5	the	the	DET
easat-1826	250	6	negative	negative	ADJ
easat-1826	250	7	value	value	NOUN
easat-1826	250	8	suggests	suggest	VERB
easat-1826	250	9	that	that	SCONJ
easat-1826	250	10	the	the	DET
easat-1826	250	11	model	model	NOUN
easat-1826	250	12	provides	provide	VERB
easat-1826	250	13	a	a	DET
easat-1826	250	14	better	well	ADJ
easat-1826	250	15	fit	fit	ADJ
easat-1826	250	16	than	than	ADP
easat-1826	250	17	a	a	DET
easat-1826	250	18	null	null	ADJ
easat-1826	250	19	model	model	NOUN
easat-1826	250	20	with	with	ADP
easat-1826	250	21	no	no	DET
easat-1826	250	22	predictors	predictor	NOUN
easat-1826	250	23	.	.	PUNCT
easat-1826	251	1	v.	v.	CCONJ
easat-1826	251	2	aic	aic	PROPN
easat-1826	251	3	(	(	PUNCT
easat-1826	251	4	akaike	akaike	ADJ
easat-1826	251	5	information	information	NOUN
easat-1826	251	6	criterion	criterion	NOUN
easat-1826	251	7	:	:	PUNCT
easat-1826	251	8	1339.188	1339.188	NUM
easat-1826	251	9	):	):	PUNCT
easat-1826	251	10	the	the	DET
easat-1826	251	11	aic	aic	PROPN
easat-1826	251	12	measures	measure	VERB
easat-1826	251	13	the	the	DET
easat-1826	251	14	model	model	NOUN
easat-1826	251	15	’s	’s	PART
easat-1826	251	16	goodness	goodness	NOUN
easat-1826	251	17	of	of	ADP
easat-1826	251	18	fit	fit	ADJ
easat-1826	251	19	while	while	SCONJ
easat-1826	251	20	penalizing	penalize	VERB
easat-1826	251	21	for	for	ADP
easat-1826	251	22	complexity	complexity	NOUN
easat-1826	251	23	.	.	PUNCT
easat-1826	252	1	lower	low	ADJ
easat-1826	252	2	aic	aic	PROPN
easat-1826	252	3	values	value	NOUN
easat-1826	252	4	indicate	indicate	VERB
easat-1826	252	5	a	a	DET
easat-1826	252	6	better	well	ADJ
easat-1826	252	7	trade	trade	NOUN
easat-1826	252	8	-	-	PUNCT
easat-1826	252	9	off	off	NOUN
easat-1826	252	10	between	between	ADP
easat-1826	252	11	model	model	NOUN
easat-1826	252	12	fit	fit	ADJ
easat-1826	252	13	and	and	CCONJ
easat-1826	252	14	complexity	complexity	NOUN
easat-1826	252	15	.	.	PUNCT
easat-1826	253	1	an	an	DET
easat-1826	253	2	aic	aic	PROPN
easat-1826	253	3	of	of	ADP
easat-1826	253	4	1339.188	1339.188	NUM
easat-1826	253	5	suggests	suggest	VERB
easat-1826	253	6	that	that	SCONJ
easat-1826	253	7	the	the	DET
easat-1826	253	8	sarima	sarima	NOUN
easat-1826	253	9	model	model	NOUN
easat-1826	253	10	provides	provide	VERB
easat-1826	253	11	an	an	DET
easat-1826	253	12	excellent	excellent	ADJ
easat-1826	253	13	fit	fit	NOUN
easat-1826	253	14	to	to	ADP
easat-1826	253	15	the	the	DET
easat-1826	253	16	data	datum	NOUN
easat-1826	253	17	while	while	SCONJ
easat-1826	253	18	considering	consider	VERB
easat-1826	253	19	its	its	PRON
easat-1826	253	20	complexity	complexity	NOUN
easat-1826	253	21	.	.	PUNCT
easat-1826	254	1	vi	vi	X
easat-1826	254	2	.	.	PROPN
easat-1826	254	3	bic	bic	PROPN
easat-1826	254	4	(	(	PUNCT
easat-1826	254	5	bayesian	bayesian	NOUN
easat-1826	254	6	information	information	NOUN
easat-1826	254	7	criterion	criterion	NOUN
easat-1826	254	8	:	:	PUNCT
easat-1826	255	1	1374.188	1374.188	NUM
easat-1826	255	2	):	):	PUNCT
easat-1826	255	3	similar	similar	ADJ
easat-1826	255	4	to	to	ADP
easat-1826	255	5	aic	aic	PROPN
easat-1826	255	6	,	,	PUNCT
easat-1826	255	7	the	the	DET
easat-1826	255	8	bic	bic	PROPN
easat-1826	255	9	also	also	ADV
easat-1826	255	10	measures	measure	VERB
easat-1826	255	11	model	model	NOUN
easat-1826	255	12	fit	fit	ADJ
easat-1826	255	13	while	while	SCONJ
easat-1826	255	14	penalizing	penalize	VERB
easat-1826	255	15	for	for	ADP
easat-1826	255	16	complexity	complexity	NOUN
easat-1826	255	17	.	.	PUNCT
easat-1826	256	1	like	like	ADP
easat-1826	256	2	the	the	DET
easat-1826	256	3	aic	aic	PROPN
easat-1826	256	4	,	,	PUNCT
easat-1826	256	5	lower	low	ADJ
easat-1826	256	6	bic	bic	PROPN
easat-1826	256	7	values	value	NOUN
easat-1826	256	8	suggest	suggest	VERB
easat-1826	256	9	a	a	DET
easat-1826	256	10	better	well	ADJ
easat-1826	256	11	trade	trade	NOUN
easat-1826	256	12	-	-	PUNCT
easat-1826	256	13	off	off	NOUN
easat-1826	256	14	.	.	PUNCT
easat-1826	257	1	a	a	DET
easat-1826	257	2	bic	bic	PROPN
easat-1826	257	3	value	value	NOUN
easat-1826	257	4	of	of	ADP
easat-1826	257	5	1374.188	1374.188	NUM
easat-1826	257	6	indicates	indicate	VERB
easat-1826	257	7	that	that	SCONJ
easat-1826	257	8	the	the	DET
easat-1826	257	9	sarima	sarima	NOUN
easat-1826	257	10	model	model	NOUN
easat-1826	257	11	reasonably	reasonably	ADV
easat-1826	257	12	fits	fit	VERB
easat-1826	257	13	the	the	DET
easat-1826	257	14	data	datum	NOUN
easat-1826	257	15	while	while	SCONJ
easat-1826	257	16	penalizing	penalize	VERB
easat-1826	257	17	complexity	complexity	NOUN
easat-1826	257	18	.	.	PUNCT
easat-1826	258	1	vii	vii	PROPN
easat-1826	258	2	.	.	PROPN
easat-1826	258	3	sample	sample	PROPN
easat-1826	258	4	(	(	PUNCT
easat-1826	258	5	01	01	NUM
easat-1826	258	6	-	-	SYM
easat-1826	258	7	31	31	NUM
easat-1826	258	8	-	-	SYM
easat-1826	258	9	1990	1990	NUM
easat-1826	258	10	01	01	NUM
easat-1826	258	11	-	-	SYM
easat-1826	258	12	31	31	NUM
easat-1826	258	13	-	-	SYM
easat-1826	258	14	2020	2020	NUM
easat-1826	258	15	):	):	PUNCT
easat-1826	258	16	this	this	PRON
easat-1826	258	17	indicates	indicate	VERB
easat-1826	258	18	the	the	DET
easat-1826	258	19	period	period	NOUN
easat-1826	258	20	covered	cover	VERB
easat-1826	258	21	by	by	ADP
easat-1826	258	22	the	the	DET
easat-1826	258	23	analysis	analysis	NOUN
easat-1826	258	24	,	,	PUNCT
easat-1826	258	25	from	from	ADP
easat-1826	258	26	january	january	PROPN
easat-1826	258	27	31	31	NUM
easat-1826	258	28	,	,	PUNCT
easat-1826	258	29	1990	1990	NUM
easat-1826	258	30	,	,	PUNCT
easat-1826	258	31	to	to	ADP
easat-1826	258	32	january	january	PROPN
easat-1826	258	33	31	31	NUM
easat-1826	258	34	,	,	PUNCT
easat-1826	258	35	2020	2020	NUM
easat-1826	258	36	.	.	PUNCT
easat-1826	259	1	viii	viii	PROPN
easat-1826	259	2	.	.	PUNCT
easat-1826	260	1	hqic	hqic	PROPN
easat-1826	260	2	(	(	PUNCT
easat-1826	260	3	hannan	hannan	PROPN
easat-1826	260	4	-	-	PUNCT
easat-1826	260	5	quinn	quinn	PROPN
easat-1826	260	6	information	information	NOUN
easat-1826	260	7	criterion	criterion	NOUN
easat-1826	260	8	:	:	PUNCT
easat-1826	261	1	1353.103	1353.103	NUM
easat-1826	261	2	):	):	PUNCT
easat-1826	261	3	the	the	DET
easat-1826	261	4	hqic	hqic	NOUN
easat-1826	261	5	is	be	AUX
easat-1826	261	6	another	another	DET
easat-1826	261	7	model	model	NOUN
easat-1826	261	8	selection	selection	NOUN
easat-1826	261	9	criterion	criterion	NOUN
easat-1826	261	10	considering	consider	VERB
easat-1826	261	11	goodness	goodness	NOUN
easat-1826	261	12	of	of	ADP
easat-1826	261	13	fit	fit	ADJ
easat-1826	261	14	and	and	CCONJ
easat-1826	261	15	complexity	complexity	NOUN
easat-1826	261	16	.	.	PUNCT
easat-1826	262	1	it	it	PRON
easat-1826	262	2	can	can	AUX
easat-1826	262	3	help	help	VERB
easat-1826	262	4	in	in	ADP
easat-1826	262	5	comparing	compare	VERB
easat-1826	262	6	models	model	NOUN
easat-1826	262	7	,	,	PUNCT
easat-1826	262	8	and	and	CCONJ
easat-1826	262	9	lower	low	ADJ
easat-1826	262	10	values	value	NOUN
easat-1826	262	11	are	be	AUX
easat-1826	262	12	preferred	prefer	VERB
easat-1826	262	13	.	.	PUNCT
easat-1826	263	1	our	our	PRON
easat-1826	263	2	journey	journey	NOUN
easat-1826	263	3	into	into	ADP
easat-1826	263	4	temperature	temperature	NOUN
easat-1826	263	5	forecasting	forecasting	NOUN
easat-1826	263	6	begins	begin	VERB
easat-1826	263	7	with	with	ADP
easat-1826	263	8	a	a	DET
easat-1826	263	9	quantitative	quantitative	ADJ
easat-1826	263	10	assessment	assessment	NOUN
easat-1826	263	11	of	of	ADP
easat-1826	263	12	our	our	PRON
easat-1826	263	13	models	model	NOUN
easat-1826	263	14	’	'	PUNCT
easat-1826	263	15	performance	performance	NOUN
easat-1826	263	16	.	.	PUNCT
easat-1826	264	1	to	to	PART
easat-1826	264	2	gauge	gauge	VERB
easat-1826	264	3	the	the	DET
easat-1826	264	4	accuracy	accuracy	NOUN
easat-1826	264	5	of	of	ADP
easat-1826	264	6	our	our	PRON
easat-1826	264	7	predictions	prediction	NOUN
easat-1826	264	8	,	,	PUNCT
easat-1826	264	9	we	we	PRON
easat-1826	264	10	turn	turn	VERB
easat-1826	264	11	to	to	ADP
easat-1826	264	12	key	key	ADJ
easat-1826	264	13	performance	performance	NOUN
easat-1826	264	14	metrics	metric	NOUN
easat-1826	264	15	,	,	PUNCT
easat-1826	264	16	namely	namely	ADV
easat-1826	264	17	the	the	DET
easat-1826	264	18	mse	mse	NOUN
easat-1826	264	19	and	and	CCONJ
easat-1826	264	20	rmse	rmse	NOUN
easat-1826	264	21	.	.	PUNCT
easat-1826	265	1	the	the	DET
easat-1826	265	2	sarima	sarima	NOUN
easat-1826	265	3	model	model	NOUN
easat-1826	265	4	achieved	achieve	VERB
easat-1826	265	5	an	an	DET
easat-1826	265	6	mse	mse	NOUN
easat-1826	265	7	of	of	ADP
easat-1826	265	8	7.36	7.36	NUM
easat-1826	265	9	and	and	CCONJ
easat-1826	265	10	rmse	rmse	NOUN
easat-1826	265	11	of	of	ADP
easat-1826	265	12	2.71	2.71	NUM
easat-1826	265	13	;	;	PUNCT
easat-1826	265	14	the	the	PRON
easat-1826	265	15	lower	low	ADJ
easat-1826	265	16	the	the	DET
easat-1826	265	17	mse	mse	NOUN
easat-1826	265	18	and	and	CCONJ
easat-1826	265	19	rmse	rmse	PROPN
easat-1826	265	20	,	,	PUNCT
easat-1826	265	21	the	the	PRON
easat-1826	265	22	more	more	ADV
easat-1826	265	23	reliable	reliable	ADJ
easat-1826	265	24	the	the	DET
easat-1826	265	25	model	model	NOUN
easat-1826	265	26	is	be	AUX
easat-1826	265	27	.	.	PUNCT
easat-1826	266	1	the	the	DET
easat-1826	266	2	monthly	monthly	ADJ
easat-1826	266	3	predictions	prediction	NOUN
easat-1826	266	4	and	and	CCONJ
easat-1826	266	5	yearly	yearly	ADJ
easat-1826	266	6	predictions	prediction	NOUN
easat-1826	266	7	from	from	ADP
easat-1826	266	8	the	the	DET
easat-1826	266	9	sarima	sarima	NOUN
easat-1826	266	10	model	model	NOUN
easat-1826	266	11	are	be	AUX
easat-1826	266	12	shown	show	VERB
easat-1826	266	13	in	in	ADP
easat-1826	266	14	figure	figure	NOUN
easat-1826	266	15	3	3	NUM
easat-1826	266	16	and	and	CCONJ
easat-1826	266	17	figure	figure	VERB
easat-1826	266	18	4	4	NUM
easat-1826	266	19	.	.	PUNCT
easat-1826	266	20	table	table	NOUN
easat-1826	266	21	3	3	NUM
easat-1826	266	22	shows	show	VERB
easat-1826	266	23	the	the	DET
easat-1826	266	24	temperature	temperature	NOUN
easat-1826	266	25	data	datum	NOUN
easat-1826	266	26	for	for	ADP
easat-1826	266	27	between	between	ADP
easat-1826	266	28	the	the	DET
easat-1826	266	29	year	year	NOUN
easat-1826	266	30	2022	2022	NUM
easat-1826	266	31	and	and	CCONJ
easat-1826	266	32	2023	2023	NUM
easat-1826	266	33	recorded	record	VERB
easat-1826	266	34	on	on	ADP
easat-1826	266	35	the	the	DET
easat-1826	266	36	last	last	ADJ
easat-1826	266	37	day	day	NOUN
easat-1826	266	38	of	of	ADP
easat-1826	266	39	each	each	DET
easat-1826	266	40	month	month	NOUN
easat-1826	266	41	.	.	PUNCT
easat-1826	267	1	looking	look	VERB
easat-1826	267	2	at	at	ADP
easat-1826	267	3	months	month	NOUN
easat-1826	267	4	such	such	ADJ
easat-1826	267	5	as	as	ADP
easat-1826	267	6	june	june	PROPN
easat-1826	267	7	and	and	CCONJ
easat-1826	267	8	july	july	PROPN
easat-1826	267	9	this	this	PRON
easat-1826	267	10	checks	check	VERB
easat-1826	267	11	out	out	ADP
easat-1826	267	12	as	as	ADP
easat-1826	267	13	during	during	ADP
easat-1826	267	14	those	those	DET
easat-1826	267	15	months	month	NOUN
easat-1826	267	16	,	,	PUNCT
easat-1826	267	17	it	it	PRON
easat-1826	267	18	is	be	AUX
easat-1826	267	19	winter	winter	NOUN
easat-1826	267	20	in	in	ADP
easat-1826	267	21	south	south	PROPN
easat-1826	267	22	africa	africa	PROPN
easat-1826	268	1	so	so	SCONJ
easat-1826	268	2	the	the	DET
easat-1826	268	3	temperatures	temperature	NOUN
easat-1826	268	4	tend	tend	VERB
easat-1826	268	5	to	to	PART
easat-1826	268	6	be	be	AUX
easat-1826	268	7	very	very	ADV
easat-1826	268	8	low	low	ADJ
easat-1826	268	9	.	.	PUNCT
easat-1826	269	1	table	table	NOUN
easat-1826	269	2	3	3	NUM
easat-1826	269	3	.	.	PUNCT
easat-1826	269	4	temperature	temperature	NOUN
easat-1826	269	5	data	datum	NOUN
easat-1826	269	6	for	for	ADP
easat-1826	269	7	2022	2022	NUM
easat-1826	269	8	-	-	SYM
easat-1826	269	9	2023	2023	NUM
easat-1826	269	10	.	.	PUNCT
easat-1826	270	1	1224	1224	NUM
easat-1826	270	2	edelweiss	edelweiss	PROPN
easat-1826	270	3	applied	apply	VERB
easat-1826	270	4	science	science	NOUN
easat-1826	270	5	and	and	CCONJ
easat-1826	270	6	technology	technology	NOUN
easat-1826	270	7	issn	issn	PROPN
easat-1826	270	8	:	:	PUNCT
easat-1826	270	9	2576	2576	NUM
easat-1826	270	10	-	-	SYM
easat-1826	270	11	8484	8484	NUM
easat-1826	270	12	vol	vol	NOUN
easat-1826	270	13	.	.	PROPN
easat-1826	270	14	8	8	NUM
easat-1826	270	15	,	,	PUNCT
easat-1826	270	16	no	no	INTJ
easat-1826	270	17	.	.	NOUN
easat-1826	270	18	5	5	NUM
easat-1826	270	19	:	:	SYM
easat-1826	270	20	1213	1213	NUM
easat-1826	270	21	-	-	SYM
easat-1826	270	22	1234	1234	NUM
easat-1826	270	23	,	,	PUNCT
easat-1826	270	24	2024	2024	NUM
easat-1826	270	25	doi	doi	NOUN
easat-1826	270	26	:	:	PUNCT
easat-1826	270	27	10.55214/25768484.v8i5.1826	10.55214/25768484.v8i5.1826	NUM
easat-1826	270	28	©	©	ADP
easat-1826	270	29	2024	2024	NUM
easat-1826	270	30	by	by	ADP
easat-1826	270	31	the	the	DET
easat-1826	270	32	authors	author	NOUN
easat-1826	270	33	;	;	PUNCT
easat-1826	270	34	licensee	licensee	PROPN
easat-1826	270	35	learning	learn	VERB
easat-1826	270	36	gate	gate	PROPN
easat-1826	270	37	figure	figure	NOUN
easat-1826	270	38	3	3	NUM
easat-1826	270	39	.	.	PUNCT
easat-1826	270	40	monthly	monthly	ADJ
easat-1826	270	41	temperature	temperature	NOUN
easat-1826	270	42	predictions	prediction	NOUN
easat-1826	270	43	.	.	PUNCT
easat-1826	271	1	3.1.2	3.1.2	X
easat-1826	271	2	.	.	PUNCT
easat-1826	271	3	facebook	facebook	PROPN
easat-1826	271	4	prophet	prophet	NOUN
easat-1826	271	5	results	result	VERB
easat-1826	271	6	the	the	DET
easat-1826	271	7	facebook	facebook	PROPN
easat-1826	271	8	prophet	prophet	NOUN
easat-1826	271	9	model	model	NOUN
easat-1826	271	10	achieved	achieve	VERB
easat-1826	271	11	stellar	stellar	ADJ
easat-1826	271	12	results	result	NOUN
easat-1826	271	13	in	in	ADP
easat-1826	271	14	temperature	temperature	NOUN
easat-1826	271	15	forecasting	forecasting	NOUN
easat-1826	271	16	,	,	PUNCT
easat-1826	271	17	achieving	achieve	VERB
easat-1826	271	18	a	a	DET
easat-1826	271	19	root	root	NOUN
easat-1826	271	20	mean	mean	NOUN
easat-1826	271	21	squared	square	VERB
easat-1826	271	22	error	error	NOUN
easat-1826	271	23	of	of	ADP
easat-1826	271	24	3.54	3.54	NUM
easat-1826	271	25	and	and	CCONJ
easat-1826	271	26	a	a	DET
easat-1826	271	27	mean	mean	NOUN
easat-1826	271	28	squared	square	VERB
easat-1826	271	29	error	error	NOUN
easat-1826	271	30	of	of	ADP
easat-1826	271	31	12.51	12.51	NUM
easat-1826	271	32	.	.	PUNCT
easat-1826	272	1	these	these	DET
easat-1826	272	2	values	value	NOUN
easat-1826	272	3	depict	depict	VERB
easat-1826	272	4	that	that	SCONJ
easat-1826	272	5	the	the	DET
easat-1826	272	6	model	model	NOUN
easat-1826	272	7	is	be	AUX
easat-1826	272	8	also	also	ADV
easat-1826	272	9	reliable	reliable	ADJ
easat-1826	272	10	.	.	PUNCT
easat-1826	273	1	yearly	yearly	ADJ
easat-1826	273	2	temperature	temperature	NOUN
easat-1826	273	3	predictions	prediction	NOUN
easat-1826	273	4	and	and	CCONJ
easat-1826	273	5	the	the	DET
easat-1826	273	6	actual	actual	ADJ
easat-1826	273	7	temperature	temperature	NOUN
easat-1826	273	8	versus	versus	ADP
easat-1826	273	9	the	the	DET
easat-1826	273	10	predicted	predict	VERB
easat-1826	273	11	from	from	ADP
easat-1826	273	12	the	the	DET
easat-1826	273	13	facebook	facebook	PROPN
easat-1826	273	14	prophet	prophet	NOUN
easat-1826	273	15	model	model	NOUN
easat-1826	273	16	are	be	AUX
easat-1826	273	17	shown	show	VERB
easat-1826	273	18	in	in	ADP
easat-1826	273	19	figure	figure	NOUN
easat-1826	273	20	3	3	NUM
easat-1826	273	21	and	and	CCONJ
easat-1826	273	22	figure	figure	VERB
easat-1826	273	23	4	4	NUM
easat-1826	273	24	.	.	PUNCT
easat-1826	273	25	table	table	NOUN
easat-1826	273	26	4	4	NUM
easat-1826	273	27	shows	show	VERB
easat-1826	273	28	facebook	facebook	PROPN
easat-1826	273	29	prophet	prophet	PROPN
easat-1826	273	30	temperature	temperature	NOUN
easat-1826	273	31	forecast	forecast	NOUN
easat-1826	273	32	results	result	NOUN
easat-1826	273	33	and	and	CCONJ
easat-1826	273	34	the	the	DET
easat-1826	273	35	terms	term	NOUN
easat-1826	273	36	ds	ds	PROPN
easat-1826	273	37	,	,	PUNCT
easat-1826	273	38	yhat	yhat	INTJ
easat-1826	273	39	,	,	PUNCT
easat-1826	273	40	yhat_lower	yhat_lower	PROPN
easat-1826	273	41	,	,	PUNCT
easat-1826	273	42	and	and	CCONJ
easat-1826	273	43	yhat_upper	yhat_upper	NOUN
easat-1826	273	44	are	be	AUX
easat-1826	273	45	components	component	NOUN
easat-1826	273	46	of	of	ADP
easat-1826	273	47	the	the	DET
easat-1826	273	48	output	output	NOUN
easat-1826	273	49	from	from	ADP
easat-1826	273	50	its	its	PRON
easat-1826	273	51	predictive	predictive	ADJ
easat-1826	273	52	model	model	NOUN
easat-1826	273	53	.	.	PUNCT
easat-1826	274	1	figure	figure	VERB
easat-1826	274	2	4	4	NUM
easat-1826	274	3	.	.	PUNCT
easat-1826	274	4	yearly	yearly	ADJ
easat-1826	274	5	temperature	temperature	NOUN
easat-1826	274	6	predictions	prediction	NOUN
easat-1826	274	7	.	.	PUNCT
easat-1826	275	1	1225	1225	NUM
easat-1826	275	2	edelweiss	edelweiss	PROPN
easat-1826	275	3	applied	apply	VERB
easat-1826	275	4	science	science	NOUN
easat-1826	275	5	and	and	CCONJ
easat-1826	275	6	technology	technology	NOUN
easat-1826	275	7	issn	issn	PROPN
easat-1826	275	8	:	:	PUNCT
easat-1826	275	9	2576	2576	NUM
easat-1826	275	10	-	-	SYM
easat-1826	275	11	8484	8484	NUM
easat-1826	275	12	vol	vol	NOUN
easat-1826	275	13	.	.	PROPN
easat-1826	275	14	8	8	NUM
easat-1826	275	15	,	,	PUNCT
easat-1826	275	16	no	no	INTJ
easat-1826	275	17	.	.	NOUN
easat-1826	275	18	5	5	NUM
easat-1826	275	19	:	:	SYM
easat-1826	275	20	1213	1213	NUM
easat-1826	275	21	-	-	SYM
easat-1826	275	22	1234	1234	NUM
easat-1826	275	23	,	,	PUNCT
easat-1826	275	24	2024	2024	NUM
easat-1826	275	25	doi	doi	NOUN
easat-1826	275	26	:	:	PUNCT
easat-1826	275	27	10.55214/25768484.v8i5.1826	10.55214/25768484.v8i5.1826	NUM
easat-1826	275	28	©	©	ADP
easat-1826	275	29	2024	2024	NUM
easat-1826	275	30	by	by	ADP
easat-1826	275	31	the	the	DET
easat-1826	275	32	authors	author	NOUN
easat-1826	275	33	;	;	PUNCT
easat-1826	275	34	licensee	licensee	PROPN
easat-1826	275	35	learning	learn	VERB
easat-1826	275	36	gate	gate	NOUN
easat-1826	275	37	table	table	NOUN
easat-1826	275	38	4	4	NUM
easat-1826	275	39	.	.	PUNCT
easat-1826	276	1	facebook	facebook	PROPN
easat-1826	276	2	prophet	prophet	PROPN
easat-1826	276	3	forecast	forecast	PROPN
easat-1826	276	4	results	result	NOUN
easat-1826	276	5	.	.	PUNCT
easat-1826	277	1	from	from	ADP
easat-1826	277	2	table	table	NOUN
easat-1826	277	3	4	4	NUM
easat-1826	277	4	ds	ds	NOUN
easat-1826	277	5	,	,	PUNCT
easat-1826	277	6	represents	represent	VERB
easat-1826	277	7	the	the	DET
easat-1826	277	8	date	date	NOUN
easat-1826	277	9	column	column	NOUN
easat-1826	277	10	in	in	ADP
easat-1826	277	11	the	the	DET
easat-1826	277	12	input	input	NOUN
easat-1826	277	13	dataframe	dataframe	ADJ
easat-1826	277	14	that	that	SCONJ
easat-1826	277	15	prophet	prophet	NOUN
easat-1826	277	16	uses	use	VERB
easat-1826	277	17	to	to	PART
easat-1826	277	18	make	make	VERB
easat-1826	277	19	its	its	PRON
easat-1826	277	20	forecasts	forecast	NOUN
easat-1826	277	21	,	,	PUNCT
easat-1826	277	22	yhat	yhat	PROPN
easat-1826	277	23	is	be	AUX
easat-1826	277	24	the	the	DET
easat-1826	277	25	predicted	predict	VERB
easat-1826	277	26	value	value	NOUN
easat-1826	277	27	,	,	PUNCT
easat-1826	277	28	yhat_lower	yhat_lower	PROPN
easat-1826	277	29	and	and	CCONJ
easat-1826	277	30	yhat_upper	yhat_upper	PROPN
easat-1826	277	31	represent	represent	VERB
easat-1826	277	32	the	the	DET
easat-1826	277	33	lower	low	ADJ
easat-1826	277	34	and	and	CCONJ
easat-1826	277	35	upper	upper	ADJ
easat-1826	277	36	bounds	bound	NOUN
easat-1826	277	37	of	of	ADP
easat-1826	277	38	the	the	DET
easat-1826	277	39	uncertainty	uncertainty	NOUN
easat-1826	277	40	interval	interval	NOUN
easat-1826	277	41	for	for	ADP
easat-1826	277	42	the	the	DET
easat-1826	277	43	forecast	forecast	NOUN
easat-1826	277	44	,	,	PUNCT
easat-1826	277	45	respectively	respectively	ADV
easat-1826	277	46	.	.	PUNCT
easat-1826	278	1	they	they	PRON
easat-1826	278	2	provide	provide	VERB
easat-1826	278	3	a	a	DET
easat-1826	278	4	range	range	NOUN
easat-1826	278	5	within	within	ADP
easat-1826	278	6	which	which	PRON
easat-1826	278	7	the	the	DET
easat-1826	278	8	actual	actual	ADJ
easat-1826	278	9	value	value	NOUN
easat-1826	278	10	is	be	AUX
easat-1826	278	11	expected	expect	VERB
easat-1826	278	12	to	to	PART
easat-1826	278	13	lie	lie	VERB
easat-1826	278	14	with	with	ADP
easat-1826	278	15	a	a	DET
easat-1826	278	16	certain	certain	ADJ
easat-1826	278	17	probability	probability	NOUN
easat-1826	278	18	.	.	PUNCT
easat-1826	279	1	when	when	SCONJ
easat-1826	279	2	we	we	PRON
easat-1826	279	3	look	look	VERB
easat-1826	279	4	at	at	ADP
easat-1826	279	5	june	june	PROPN
easat-1826	279	6	and	and	CCONJ
easat-1826	279	7	july	july	PROPN
easat-1826	279	8	we	we	PRON
easat-1826	279	9	can	can	AUX
easat-1826	279	10	see	see	VERB
easat-1826	279	11	the	the	DET
easat-1826	279	12	temperatures	temperature	NOUN
easat-1826	279	13	are	be	AUX
easat-1826	279	14	also	also	ADV
easat-1826	279	15	low	low	ADJ
easat-1826	279	16	as	as	SCONJ
easat-1826	279	17	this	this	PRON
easat-1826	279	18	is	be	AUX
easat-1826	279	19	a	a	DET
easat-1826	279	20	winter	winter	NOUN
easat-1826	279	21	period	period	NOUN
easat-1826	279	22	.	.	PUNCT
easat-1826	280	1	the	the	DET
easat-1826	280	2	yhat_lower	yhat_lower	PROPN
easat-1826	280	3	and	and	CCONJ
easat-1826	280	4	yhat_upper	yhat_upper	PROPN
easat-1826	280	5	provide	provide	VERB
easat-1826	280	6	reliable	reliable	ADJ
easat-1826	280	7	results	result	NOUN
easat-1826	280	8	.	.	PUNCT
easat-1826	281	1	these	these	DET
easat-1826	281	2	visual	visual	ADJ
easat-1826	281	3	aids	aids	PROPN
easat-1826	281	4	unveil	unveil	VERB
easat-1826	281	5	the	the	DET
easat-1826	281	6	cyclical	cyclical	ADJ
easat-1826	281	7	patterns	pattern	NOUN
easat-1826	281	8	and	and	CCONJ
easat-1826	281	9	seasonal	seasonal	ADJ
easat-1826	281	10	variations	variation	NOUN
easat-1826	281	11	within	within	ADP
easat-1826	281	12	the	the	DET
easat-1826	281	13	temperature	temperature	NOUN
easat-1826	281	14	data	datum	NOUN
easat-1826	281	15	and	and	CCONJ
easat-1826	281	16	provide	provide	VERB
easat-1826	281	17	a	a	DET
easat-1826	281	18	canvas	canvas	NOUN
easat-1826	281	19	upon	upon	SCONJ
easat-1826	281	20	which	which	PRON
easat-1826	281	21	deviations	deviation	NOUN
easat-1826	281	22	between	between	ADP
easat-1826	281	23	predictions	prediction	NOUN
easat-1826	281	24	and	and	CCONJ
easat-1826	281	25	observations	observation	NOUN
easat-1826	281	26	become	become	VERB
easat-1826	281	27	evident	evident	ADJ
easat-1826	281	28	.	.	PUNCT
easat-1826	282	1	in	in	ADP
easat-1826	282	2	these	these	DET
easat-1826	282	3	deviations	deviation	NOUN
easat-1826	282	4	,	,	PUNCT
easat-1826	282	5	we	we	PRON
easat-1826	282	6	uncover	uncover	VERB
easat-1826	282	7	the	the	DET
easat-1826	282	8	challenges	challenge	NOUN
easat-1826	282	9	and	and	CCONJ
easat-1826	282	10	opportunities	opportunity	NOUN
easat-1826	282	11	presented	present	VERB
easat-1826	282	12	by	by	ADP
easat-1826	282	13	climate	climate	NOUN
easat-1826	282	14	change	change	NOUN
easat-1826	282	15	,	,	PUNCT
easat-1826	282	16	as	as	SCONJ
easat-1826	282	17	reflected	reflect	VERB
easat-1826	282	18	in	in	ADP
easat-1826	282	19	the	the	DET
easat-1826	282	20	dynamic	dynamic	ADJ
easat-1826	282	21	temperature	temperature	NOUN
easat-1826	282	22	landscape	landscape	NOUN
easat-1826	282	23	of	of	ADP
easat-1826	282	24	bloemfontein	bloemfontein	PROPN
easat-1826	282	25	.	.	PUNCT
easat-1826	283	1	in	in	ADP
easat-1826	283	2	conclusion	conclusion	NOUN
easat-1826	283	3	,	,	PUNCT
easat-1826	283	4	the	the	DET
easat-1826	283	5	sarima	sarima	NOUN
easat-1826	283	6	model	model	NOUN
easat-1826	283	7	is	be	AUX
easat-1826	283	8	way	way	ADV
easat-1826	283	9	more	more	ADV
easat-1826	283	10	effective	effective	ADJ
easat-1826	283	11	than	than	ADP
easat-1826	283	12	facebook	facebook	PROPN
easat-1826	283	13	prophet	prophet	NOUN
easat-1826	283	14	regarding	regard	VERB
easat-1826	283	15	temperature	temperature	NOUN
easat-1826	283	16	forecasting	forecasting	NOUN
easat-1826	283	17	based	base	VERB
easat-1826	283	18	on	on	ADP
easat-1826	283	19	the	the	DET
easat-1826	283	20	rmse	rmse	NOUN
easat-1826	283	21	and	and	CCONJ
easat-1826	283	22	mse	mse	PROPN
easat-1826	283	23	.	.	PUNCT
easat-1826	284	1	figure	figure	NOUN
easat-1826	284	2	5	5	NUM
easat-1826	284	3	.	.	PUNCT
easat-1826	284	4	yearly	yearly	ADJ
easat-1826	284	5	temperature	temperature	NOUN
easat-1826	284	6	predictions	prediction	NOUN
easat-1826	284	7	.	.	PUNCT
easat-1826	285	1	1226	1226	NUM
easat-1826	285	2	edelweiss	edelweiss	PROPN
easat-1826	285	3	applied	apply	VERB
easat-1826	285	4	science	science	NOUN
easat-1826	285	5	and	and	CCONJ
easat-1826	285	6	technology	technology	NOUN
easat-1826	285	7	issn	issn	PROPN
easat-1826	285	8	:	:	PUNCT
easat-1826	285	9	2576	2576	NUM
easat-1826	285	10	-	-	SYM
easat-1826	285	11	8484	8484	NUM
easat-1826	285	12	vol	vol	NOUN
easat-1826	285	13	.	.	PROPN
easat-1826	285	14	8	8	NUM
easat-1826	285	15	,	,	PUNCT
easat-1826	285	16	no	no	INTJ
easat-1826	285	17	.	.	NOUN
easat-1826	285	18	5	5	NUM
easat-1826	285	19	:	:	SYM
easat-1826	285	20	1213	1213	NUM
easat-1826	285	21	-	-	SYM
easat-1826	285	22	1234	1234	NUM
easat-1826	285	23	,	,	PUNCT
easat-1826	285	24	2024	2024	NUM
easat-1826	285	25	doi	doi	NOUN
easat-1826	285	26	:	:	PUNCT
easat-1826	285	27	10.55214/25768484.v8i5.1826	10.55214/25768484.v8i5.1826	NUM
easat-1826	285	28	©	©	ADP
easat-1826	285	29	2024	2024	NUM
easat-1826	285	30	by	by	ADP
easat-1826	285	31	the	the	DET
easat-1826	285	32	authors	author	NOUN
easat-1826	285	33	;	;	PUNCT
easat-1826	285	34	licensee	licensee	PROPN
easat-1826	285	35	learning	learn	VERB
easat-1826	285	36	gate	gate	PROPN
easat-1826	285	37	figure	figure	NOUN
easat-1826	285	38	6	6	NUM
easat-1826	285	39	.	.	PUNCT
easat-1826	285	40	actual	actual	ADJ
easat-1826	285	41	vs	vs	ADP
easat-1826	285	42	predicted	predict	VERB
easat-1826	285	43	temperature	temperature	NOUN
easat-1826	285	44	.	.	PUNCT
easat-1826	286	1	3.2	3.2	NUM
easat-1826	286	2	.	.	PUNCT
easat-1826	287	1	precipitation	precipitation	NOUN
easat-1826	287	2	3.2.1	3.2.1	NUM
easat-1826	287	3	.	.	PUNCT
easat-1826	288	1	arima	arima	PROPN
easat-1826	288	2	results	result	NOUN
easat-1826	288	3	to	to	PART
easat-1826	288	4	illuminate	illuminate	VERB
easat-1826	288	5	the	the	DET
easat-1826	288	6	intricacies	intricacy	NOUN
easat-1826	288	7	of	of	ADP
easat-1826	288	8	precipitation	precipitation	NOUN
easat-1826	288	9	variations	variation	NOUN
easat-1826	288	10	and	and	CCONJ
easat-1826	288	11	their	their	PRON
easat-1826	288	12	implications	implication	NOUN
easat-1826	288	13	for	for	ADP
easat-1826	288	14	wheat	wheat	NOUN
easat-1826	288	15	production	production	NOUN
easat-1826	288	16	,	,	PUNCT
easat-1826	288	17	we	we	PRON
easat-1826	288	18	harnessed	harness	VERB
easat-1826	288	19	the	the	DET
easat-1826	288	20	power	power	NOUN
easat-1826	288	21	of	of	ADP
easat-1826	288	22	two	two	NUM
easat-1826	288	23	distinct	distinct	ADJ
easat-1826	288	24	forecasting	forecasting	NOUN
easat-1826	288	25	approaches	approach	NOUN
easat-1826	288	26	:	:	PUNCT
easat-1826	288	27	arima	arima	PROPN
easat-1826	288	28	and	and	CCONJ
easat-1826	288	29	lstm	lstm	PROPN
easat-1826	288	30	.	.	PUNCT
easat-1826	289	1	the	the	DET
easat-1826	289	2	arima	arima	PROPN
easat-1826	289	3	model	model	NOUN
easat-1826	289	4	achieved	achieve	VERB
easat-1826	289	5	an	an	DET
easat-1826	289	6	rmse	rmse	NOUN
easat-1826	289	7	of	of	ADP
easat-1826	289	8	46.6	46.6	NUM
easat-1826	289	9	and	and	CCONJ
easat-1826	289	10	an	an	DET
easat-1826	289	11	mse	mse	NOUN
easat-1826	289	12	of	of	ADP
easat-1826	289	13	2173.1	2173.1	NUM
easat-1826	289	14	.	.	PUNCT
easat-1826	290	1	these	these	PRON
easat-1826	290	2	may	may	AUX
easat-1826	290	3	seem	seem	VERB
easat-1826	290	4	high	high	ADJ
easat-1826	290	5	,	,	PUNCT
easat-1826	290	6	but	but	CCONJ
easat-1826	290	7	they	they	PRON
easat-1826	290	8	are	be	AUX
easat-1826	290	9	perfectly	perfectly	ADV
easat-1826	290	10	normal	normal	ADJ
easat-1826	290	11	regarding	regard	VERB
easat-1826	290	12	precipitation	precipitation	NOUN
easat-1826	290	13	.	.	PUNCT
easat-1826	291	1	yearly	yearly	ADJ
easat-1826	291	2	precipitation	precipitation	NOUN
easat-1826	291	3	predictions	prediction	NOUN
easat-1826	291	4	from	from	ADP
easat-1826	291	5	the	the	DET
easat-1826	291	6	arima	arima	PROPN
easat-1826	291	7	model	model	NOUN
easat-1826	291	8	are	be	AUX
easat-1826	291	9	shown	show	VERB
easat-1826	291	10	in	in	ADP
easat-1826	291	11	figure	figure	NOUN
easat-1826	291	12	7	7	NUM
easat-1826	291	13	.	.	PUNCT
easat-1826	291	14	table	table	NOUN
easat-1826	291	15	5	5	NUM
easat-1826	291	16	.	.	PUNCT
easat-1826	292	1	adf	adf	NOUN
easat-1826	292	2	test	test	NOUN
easat-1826	292	3	results	result	NOUN
easat-1826	292	4	.	.	PUNCT
easat-1826	293	1	1227	1227	NUM
easat-1826	293	2	edelweiss	edelweiss	PROPN
easat-1826	293	3	applied	apply	VERB
easat-1826	293	4	science	science	NOUN
easat-1826	293	5	and	and	CCONJ
easat-1826	293	6	technology	technology	NOUN
easat-1826	293	7	issn	issn	PROPN
easat-1826	293	8	:	:	PUNCT
easat-1826	293	9	2576	2576	NUM
easat-1826	293	10	-	-	SYM
easat-1826	293	11	8484	8484	NUM
easat-1826	293	12	vol	vol	NOUN
easat-1826	293	13	.	.	PROPN
easat-1826	293	14	8	8	NUM
easat-1826	293	15	,	,	PUNCT
easat-1826	293	16	no	no	INTJ
easat-1826	293	17	.	.	NOUN
easat-1826	293	18	5	5	NUM
easat-1826	293	19	:	:	SYM
easat-1826	293	20	1213	1213	NUM
easat-1826	293	21	-	-	SYM
easat-1826	293	22	1234	1234	NUM
easat-1826	293	23	,	,	PUNCT
easat-1826	293	24	2024	2024	NUM
easat-1826	293	25	doi	doi	NOUN
easat-1826	293	26	:	:	PUNCT
easat-1826	293	27	10.55214/25768484.v8i5.1826	10.55214/25768484.v8i5.1826	NUM
easat-1826	293	28	©	©	ADP
easat-1826	293	29	2024	2024	NUM
easat-1826	293	30	by	by	ADP
easat-1826	293	31	the	the	DET
easat-1826	293	32	authors	author	NOUN
easat-1826	293	33	;	;	PUNCT
easat-1826	293	34	licensee	licensee	PROPN
easat-1826	293	35	learning	learn	VERB
easat-1826	293	36	gate	gate	NOUN
easat-1826	293	37	figure	figure	NOUN
easat-1826	293	38	7	7	NUM
easat-1826	293	39	.	.	PUNCT
easat-1826	293	40	yearly	yearly	ADJ
easat-1826	293	41	precipitations	precipitation	NOUN
easat-1826	293	42	predictions	prediction	NOUN
easat-1826	293	43	.	.	PUNCT
easat-1826	294	1	the	the	DET
easat-1826	294	2	findings	finding	NOUN
easat-1826	294	3	presented	present	VERB
easat-1826	294	4	in	in	ADP
easat-1826	294	5	table	table	NOUN
easat-1826	294	6	5	5	NUM
easat-1826	294	7	stem	stem	NOUN
easat-1826	294	8	from	from	ADP
easat-1826	294	9	the	the	DET
easat-1826	294	10	augmented	augment	VERB
easat-1826	294	11	dickey	dickey	NOUN
easat-1826	294	12	-	-	PUNCT
easat-1826	294	13	fuller	full	ADJ
easat-1826	294	14	(	(	PUNCT
easat-1826	294	15	adf	adf	NOUN
easat-1826	294	16	)	)	PUNCT
easat-1826	294	17	test	test	NOUN
easat-1826	294	18	,	,	PUNCT
easat-1826	294	19	a	a	DET
easat-1826	294	20	widely	widely	ADV
easat-1826	294	21	utilized	utilize	VERB
easat-1826	294	22	tool	tool	NOUN
easat-1826	294	23	in	in	ADP
easat-1826	294	24	time	time	NOUN
easat-1826	294	25	series	series	NOUN
easat-1826	294	26	analysis	analysis	NOUN
easat-1826	294	27	for	for	ADP
easat-1826	294	28	detecting	detect	VERB
easat-1826	294	29	the	the	DET
easat-1826	294	30	presence	presence	NOUN
easat-1826	294	31	of	of	ADP
easat-1826	294	32	a	a	DET
easat-1826	294	33	unit	unit	NOUN
easat-1826	294	34	root	root	NOUN
easat-1826	294	35	within	within	ADP
easat-1826	294	36	a	a	DET
easat-1826	294	37	time	time	NOUN
easat-1826	294	38	series	series	NOUN
easat-1826	294	39	dataset	dataset	VERB
easat-1826	294	40	.	.	PUNCT
easat-1826	295	1	this	this	DET
easat-1826	295	2	test	test	NOUN
easat-1826	295	3	is	be	AUX
easat-1826	295	4	crucial	crucial	ADJ
easat-1826	295	5	in	in	ADP
easat-1826	295	6	determining	determine	VERB
easat-1826	295	7	whether	whether	SCONJ
easat-1826	295	8	a	a	DET
easat-1826	295	9	given	give	VERB
easat-1826	295	10	time	time	NOUN
easat-1826	295	11	series	series	NOUN
easat-1826	295	12	exhibits	exhibit	VERB
easat-1826	295	13	characteristics	characteristic	NOUN
easat-1826	295	14	of	of	ADP
easat-1826	295	15	stationarity	stationarity	NOUN
easat-1826	295	16	or	or	CCONJ
easat-1826	295	17	nonstationarity	nonstationarity	NOUN
easat-1826	295	18	.	.	PUNCT
easat-1826	296	1	to	to	PART
easat-1826	296	2	shed	shed	VERB
easat-1826	296	3	light	light	NOUN
easat-1826	296	4	on	on	ADP
easat-1826	296	5	the	the	DET
easat-1826	296	6	significance	significance	NOUN
easat-1826	296	7	of	of	ADP
easat-1826	296	8	the	the	DET
easat-1826	296	9	adf	adf	PROPN
easat-1826	296	10	test	test	NOUN
easat-1826	296	11	results	result	NOUN
easat-1826	296	12	,	,	PUNCT
easat-1826	296	13	let	let	VERB
easat-1826	296	14	us	we	PRON
easat-1826	296	15	delve	delve	VERB
easat-1826	296	16	into	into	ADP
easat-1826	296	17	an	an	DET
easat-1826	296	18	explanation	explanation	NOUN
easat-1826	296	19	of	of	ADP
easat-1826	296	20	its	its	PRON
easat-1826	296	21	fundamental	fundamental	ADJ
easat-1826	296	22	components	component	NOUN
easat-1826	296	23	from	from	ADP
easat-1826	296	24	table	table	NOUN
easat-1826	296	25	5	5	NUM
easat-1826	296	26	:	:	PUNCT
easat-1826	296	27	i.	i.	PROPN
easat-1826	296	28	adf	adf	PROPN
easat-1826	296	29	statistic	statistic	PROPN
easat-1826	296	30	:	:	PUNCT
easat-1826	296	31	-5.741029316952197	-5.741029316952197	PROPN
easat-1826	296	32	.	.	PUNCT
easat-1826	297	1	the	the	DET
easat-1826	297	2	adf	adf	PROPN
easat-1826	297	3	statistic	statistic	NOUN
easat-1826	297	4	is	be	AUX
easat-1826	297	5	a	a	DET
easat-1826	297	6	test	test	NOUN
easat-1826	297	7	statistic	statistic	NOUN
easat-1826	297	8	computed	compute	VERB
easat-1826	297	9	during	during	ADP
easat-1826	297	10	the	the	DET
easat-1826	297	11	adf	adf	PROPN
easat-1826	297	12	test	test	NOUN
easat-1826	297	13	.	.	PUNCT
easat-1826	298	1	it	it	PRON
easat-1826	298	2	represents	represent	VERB
easat-1826	298	3	how	how	SCONJ
easat-1826	298	4	much	much	ADJ
easat-1826	298	5	the	the	DET
easat-1826	298	6	time	time	NOUN
easat-1826	298	7	series	series	PROPN
easat-1826	298	8	needs	need	VERB
easat-1826	298	9	to	to	PART
easat-1826	298	10	be	be	AUX
easat-1826	298	11	differenced	difference	VERB
easat-1826	298	12	(	(	PUNCT
easat-1826	298	13	i.e.	i.e.	X
easat-1826	298	14	,	,	PUNCT
easat-1826	298	15	how	how	SCONJ
easat-1826	298	16	many	many	ADJ
easat-1826	298	17	lag	lag	NOUN
easat-1826	298	18	differences	difference	NOUN
easat-1826	298	19	are	be	AUX
easat-1826	298	20	required	require	VERB
easat-1826	298	21	)	)	PUNCT
easat-1826	298	22	to	to	PART
easat-1826	298	23	become	become	VERB
easat-1826	298	24	stationary	stationary	ADJ
easat-1826	298	25	.	.	PUNCT
easat-1826	299	1	the	the	DET
easat-1826	299	2	adf	adf	PROPN
easat-1826	299	3	statistic	statistic	NOUN
easat-1826	299	4	is	be	AUX
easat-1826	299	5	-5.741	-5.741	ADJ
easat-1826	299	6	,	,	PUNCT
easat-1826	299	7	which	which	PRON
easat-1826	299	8	is	be	AUX
easat-1826	299	9	highly	highly	ADV
easat-1826	299	10	negative	negative	ADJ
easat-1826	299	11	.	.	PUNCT
easat-1826	300	1	this	this	PRON
easat-1826	300	2	suggests	suggest	VERB
easat-1826	300	3	that	that	SCONJ
easat-1826	300	4	the	the	DET
easat-1826	300	5	time	time	NOUN
easat-1826	300	6	series	series	NOUN
easat-1826	300	7	is	be	AUX
easat-1826	300	8	likely	likely	ADV
easat-1826	300	9	stationary	stationary	ADJ
easat-1826	300	10	,	,	PUNCT
easat-1826	300	11	as	as	SCONJ
easat-1826	300	12	a	a	DET
easat-1826	300	13	more	more	ADV
easat-1826	300	14	negative	negative	ADJ
easat-1826	300	15	adf	adf	NOUN
easat-1826	300	16	statistic	statistic	NOUN
easat-1826	300	17	indicates	indicate	VERB
easat-1826	300	18	stronger	strong	ADJ
easat-1826	300	19	evidence	evidence	NOUN
easat-1826	300	20	against	against	ADP
easat-1826	300	21	the	the	DET
easat-1826	300	22	presence	presence	NOUN
easat-1826	300	23	of	of	ADP
easat-1826	300	24	a	a	DET
easat-1826	300	25	unit	unit	NOUN
easat-1826	300	26	root	root	NOUN
easat-1826	300	27	.	.	PUNCT
easat-1826	301	1	ii	ii	PROPN
easat-1826	301	2	.	.	PUNCT
easat-1826	302	1	p	p	X
easat-1826	302	2	-	-	PUNCT
easat-1826	302	3	value	value	NOUN
easat-1826	302	4	:	:	PUNCT
easat-1826	303	1	6.275099685404499e-07	6.275099685404499e-07	X
easat-1826	303	2	.	.	PUNCT
easat-1826	304	1	the	the	DET
easat-1826	304	2	p	p	NOUN
easat-1826	304	3	-	-	PUNCT
easat-1826	304	4	value	value	NOUN
easat-1826	304	5	is	be	AUX
easat-1826	304	6	associated	associate	VERB
easat-1826	304	7	with	with	ADP
easat-1826	304	8	the	the	DET
easat-1826	304	9	adf	adf	NOUN
easat-1826	304	10	statistic	statistic	NOUN
easat-1826	304	11	and	and	CCONJ
easat-1826	304	12	is	be	AUX
easat-1826	304	13	used	use	VERB
easat-1826	304	14	to	to	PART
easat-1826	304	15	assess	assess	VERB
easat-1826	304	16	the	the	DET
easat-1826	304	17	statistical	statistical	ADJ
easat-1826	304	18	significance	significance	NOUN
easat-1826	304	19	of	of	ADP
easat-1826	304	20	the	the	DET
easat-1826	304	21	test	test	NOUN
easat-1826	304	22	.	.	PUNCT
easat-1826	305	1	it	it	PRON
easat-1826	305	2	measures	measure	VERB
easat-1826	305	3	the	the	DET
easat-1826	305	4	probability	probability	NOUN
easat-1826	305	5	of	of	ADP
easat-1826	305	6	obtaining	obtain	VERB
easat-1826	305	7	an	an	DET
easat-1826	305	8	adf	adf	NOUN
easat-1826	305	9	statistic	statistic	NOUN
easat-1826	305	10	as	as	ADV
easat-1826	305	11	extreme	extreme	ADJ
easat-1826	305	12	as	as	SCONJ
easat-1826	305	13	the	the	DET
easat-1826	305	14	one	one	NUM
easat-1826	305	15	observed	observe	VERB
easat-1826	305	16	if	if	SCONJ
easat-1826	305	17	the	the	DET
easat-1826	305	18	null	null	ADJ
easat-1826	305	19	hypothesis	hypothesis	NOUN
easat-1826	305	20	were	be	AUX
easat-1826	305	21	true	true	ADJ
easat-1826	305	22	(	(	PUNCT
easat-1826	305	23	null	null	ADJ
easat-1826	305	24	hypothesis	hypothesis	NOUN
easat-1826	305	25	:	:	PUNCT
easat-1826	305	26	the	the	DET
easat-1826	305	27	time	time	NOUN
easat-1826	305	28	series	series	PROPN
easat-1826	305	29	has	have	VERB
easat-1826	305	30	a	a	DET
easat-1826	305	31	unit	unit	NOUN
easat-1826	305	32	root	root	NOUN
easat-1826	305	33	,	,	PUNCT
easat-1826	305	34	i.e.	i.e.	X
easat-1826	305	35	,	,	PUNCT
easat-1826	305	36	is	be	AUX
easat-1826	305	37	non	non	ADJ
easat-1826	305	38	-	-	ADJ
easat-1826	305	39	stationary	stationary	ADJ
easat-1826	305	40	)	)	PUNCT
easat-1826	305	41	.	.	PUNCT
easat-1826	306	1	the	the	DET
easat-1826	306	2	extremely	extremely	ADV
easat-1826	306	3	low	low	ADJ
easat-1826	306	4	p	p	NOUN
easat-1826	306	5	-	-	PUNCT
easat-1826	306	6	value	value	NOUN
easat-1826	306	7	(	(	PUNCT
easat-1826	306	8	approximately	approximately	ADV
easat-1826	306	9	6.275e-07	6.275e-07	NUM
easat-1826	306	10	,	,	PUNCT
easat-1826	306	11	which	which	PRON
easat-1826	306	12	is	be	AUX
easat-1826	306	13	close	close	ADJ
easat-1826	306	14	to	to	ADP
easat-1826	306	15	zero	zero	NUM
easat-1826	306	16	)	)	PUNCT
easat-1826	306	17	suggests	suggest	VERB
easat-1826	306	18	strong	strong	ADJ
easat-1826	306	19	evidence	evidence	NOUN
easat-1826	306	20	against	against	ADP
easat-1826	306	21	the	the	DET
easat-1826	306	22	null	null	ADJ
easat-1826	306	23	hypothesis	hypothesis	NOUN
easat-1826	306	24	of	of	ADP
easat-1826	306	25	a	a	DET
easat-1826	306	26	unit	unit	NOUN
easat-1826	306	27	root	root	NOUN
easat-1826	306	28	.	.	PUNCT
easat-1826	307	1	this	this	DET
easat-1826	307	2	further	far	ADV
easat-1826	307	3	supports	support	VERB
easat-1826	307	4	the	the	DET
easat-1826	307	5	conclusion	conclusion	NOUN
easat-1826	307	6	that	that	SCONJ
easat-1826	307	7	the	the	DET
easat-1826	307	8	time	time	NOUN
easat-1826	307	9	series	series	PROPN
easat-1826	307	10	is	be	AUX
easat-1826	307	11	stationary	stationary	ADJ
easat-1826	307	12	.	.	PUNCT
easat-1826	308	1	iii	iii	X
easat-1826	308	2	.	.	PUNCT
easat-1826	309	1	since	since	SCONJ
easat-1826	309	2	the	the	DET
easat-1826	309	3	adf	adf	PROPN
easat-1826	309	4	statistic	statistic	NOUN
easat-1826	309	5	(	(	PUNCT
easat-1826	309	6	-5.741	-5.741	ADJ
easat-1826	309	7	)	)	PUNCT
easat-1826	309	8	is	be	AUX
easat-1826	309	9	significantly	significantly	ADV
easat-1826	309	10	more	more	ADV
easat-1826	309	11	negative	negative	ADJ
easat-1826	309	12	than	than	ADP
easat-1826	309	13	these	these	DET
easat-1826	309	14	critical	critical	ADJ
easat-1826	309	15	values	value	NOUN
easat-1826	309	16	,	,	PUNCT
easat-1826	309	17	it	it	PRON
easat-1826	309	18	suggests	suggest	VERB
easat-1826	309	19	strong	strong	ADJ
easat-1826	309	20	evidence	evidence	NOUN
easat-1826	309	21	against	against	ADP
easat-1826	309	22	the	the	DET
easat-1826	309	23	presence	presence	NOUN
easat-1826	309	24	of	of	ADP
easat-1826	309	25	a	a	DET
easat-1826	309	26	unit	unit	NOUN
easat-1826	309	27	root	root	NOUN
easat-1826	309	28	,	,	PUNCT
easat-1826	309	29	indicating	indicate	VERB
easat-1826	309	30	that	that	SCONJ
easat-1826	309	31	the	the	DET
easat-1826	309	32	time	time	NOUN
easat-1826	309	33	series	series	NOUN
easat-1826	309	34	is	be	AUX
easat-1826	309	35	likely	likely	ADV
easat-1826	309	36	stationary	stationary	ADJ
easat-1826	309	37	.	.	PUNCT
easat-1826	310	1	3.2.2	3.2.2	NUM
easat-1826	310	2	.	.	PUNCT
easat-1826	311	1	lstm	lstm	NOUN
easat-1826	311	2	results	result	VERB
easat-1826	311	3	the	the	DET
easat-1826	311	4	lstm	lstm	PROPN
easat-1826	311	5	model	model	NOUN
easat-1826	311	6	was	be	AUX
easat-1826	311	7	trained	train	VERB
easat-1826	311	8	for	for	ADP
easat-1826	311	9	400	400	NUM
easat-1826	311	10	epochs	epoch	NOUN
easat-1826	311	11	using	use	VERB
easat-1826	311	12	the	the	DET
easat-1826	311	13	sequential	sequential	ADJ
easat-1826	311	14	model	model	NOUN
easat-1826	311	15	,	,	PUNCT
easat-1826	311	16	one	one	NUM
easat-1826	311	17	density	density	NOUN
easat-1826	311	18	layer	layer	NOUN
easat-1826	311	19	,	,	PUNCT
easat-1826	311	20	and	and	CCONJ
easat-1826	311	21	the	the	DET
easat-1826	311	22	adam	adam	PROPN
easat-1826	311	23	optimizer	optimizer	NOUN
easat-1826	311	24	.	.	PUNCT
easat-1826	312	1	the	the	DET
easat-1826	312	2	model	model	NOUN
easat-1826	312	3	achieved	achieve	VERB
easat-1826	312	4	an	an	DET
easat-1826	312	5	rmse	rmse	NOUN
easat-1826	312	6	of	of	ADP
easat-1826	312	7	41.06	41.06	NUM
easat-1826	312	8	and	and	CCONJ
easat-1826	312	9	mse	mse	NOUN
easat-1826	312	10	of	of	ADP
easat-1826	312	11	1942.2	1942.2	NUM
easat-1826	312	12	.	.	PUNCT
easat-1826	313	1	again	again	ADV
easat-1826	313	2	,	,	PUNCT
easat-1826	313	3	these	these	PRON
easat-1826	313	4	may	may	AUX
easat-1826	313	5	seem	seem	VERB
easat-1826	313	6	high	high	ADJ
easat-1826	313	7	,	,	PUNCT
easat-1826	313	8	but	but	CCONJ
easat-1826	313	9	in	in	ADP
easat-1826	313	10	the	the	DET
easat-1826	313	11	case	case	NOUN
easat-1826	313	12	of	of	ADP
easat-1826	313	13	precipitation	precipitation	NOUN
easat-1826	313	14	prediction	prediction	NOUN
easat-1826	313	15	,	,	PUNCT
easat-1826	313	16	they	they	PRON
easat-1826	313	17	are	be	AUX
easat-1826	313	18	normal	normal	ADJ
easat-1826	313	19	.	.	PUNCT
easat-1826	314	1	yearly	yearly	ADJ
easat-1826	314	2	precipitation	precipitation	NOUN
easat-1826	314	3	predictions	prediction	NOUN
easat-1826	314	4	and	and	CCONJ
easat-1826	314	5	the	the	DET
easat-1826	314	6	monthly	monthly	ADJ
easat-1826	314	7	precipitation	precipitation	NOUN
easat-1826	314	8	prediction	prediction	NOUN
easat-1826	314	9	from	from	ADP
easat-1826	314	10	the	the	DET
easat-1826	314	11	lstm	lstm	NOUN
easat-1826	314	12	model	model	NOUN
easat-1826	314	13	are	be	AUX
easat-1826	314	14	shown	show	VERB
easat-1826	314	15	in	in	ADP
easat-1826	314	16	figures	figure	NOUN
easat-1826	314	17	8	8	NUM
easat-1826	314	18	and	and	CCONJ
easat-1826	314	19	9	9	NUM
easat-1826	314	20	.	.	NOUN
easat-1826	314	21	1228	1228	NUM
easat-1826	314	22	edelweiss	edelweiss	PROPN
easat-1826	314	23	applied	apply	VERB
easat-1826	314	24	science	science	NOUN
easat-1826	314	25	and	and	CCONJ
easat-1826	314	26	technology	technology	NOUN
easat-1826	314	27	issn	issn	PROPN
easat-1826	314	28	:	:	PUNCT
easat-1826	314	29	2576	2576	NUM
easat-1826	314	30	-	-	SYM
easat-1826	314	31	8484	8484	NUM
easat-1826	314	32	vol	vol	NOUN
easat-1826	314	33	.	.	PROPN
easat-1826	315	1	8	8	NUM
easat-1826	315	2	,	,	PUNCT
easat-1826	315	3	no	no	INTJ
easat-1826	315	4	.	.	NOUN
easat-1826	315	5	5	5	NUM
easat-1826	315	6	:	:	SYM
easat-1826	315	7	1213	1213	NUM
easat-1826	315	8	-	-	SYM
easat-1826	315	9	1234	1234	NUM
easat-1826	315	10	,	,	PUNCT
easat-1826	315	11	2024	2024	NUM
easat-1826	315	12	doi	doi	NOUN
easat-1826	315	13	:	:	PUNCT
easat-1826	315	14	10.55214/25768484.v8i5.1826	10.55214/25768484.v8i5.1826	NUM
easat-1826	315	15	©	©	ADP
easat-1826	315	16	2024	2024	NUM
easat-1826	315	17	by	by	ADP
easat-1826	315	18	the	the	DET
easat-1826	315	19	authors	author	NOUN
easat-1826	315	20	;	;	PUNCT
easat-1826	315	21	licensee	licensee	PROPN
easat-1826	315	22	learning	learn	VERB
easat-1826	315	23	gate	gate	PROPN
easat-1826	315	24	figure	figure	NOUN
easat-1826	315	25	8	8	NUM
easat-1826	315	26	.	.	PUNCT
easat-1826	316	1	yearly	yearly	ADJ
easat-1826	316	2	precipitation	precipitation	NOUN
easat-1826	316	3	predictions	prediction	NOUN
easat-1826	316	4	.	.	PUNCT
easat-1826	317	1	one	one	NUM
easat-1826	317	2	study	study	NOUN
easat-1826	317	3	[	[	X
easat-1826	317	4	16	16	NUM
easat-1826	317	5	]	]	PUNCT
easat-1826	317	6	encompassed	encompass	VERB
easat-1826	317	7	an	an	DET
easat-1826	317	8	in	in	ADP
easat-1826	317	9	-	-	PUNCT
easat-1826	317	10	depth	depth	NOUN
easat-1826	317	11	analysis	analysis	NOUN
easat-1826	317	12	of	of	ADP
easat-1826	317	13	monthly	monthly	ADJ
easat-1826	317	14	precipitation	precipitation	NOUN
easat-1826	317	15	data	datum	NOUN
easat-1826	317	16	,	,	PUNCT
easat-1826	317	17	spanning	span	VERB
easat-1826	317	18	from	from	ADP
easat-1826	317	19	1967	1967	NUM
easat-1826	317	20	to	to	ADP
easat-1826	317	21	2017	2017	NUM
easat-1826	317	22	,	,	PUNCT
easat-1826	317	23	and	and	CCONJ
easat-1826	317	24	an	an	DET
easat-1826	317	25	examination	examination	NOUN
easat-1826	317	26	of	of	ADP
easat-1826	317	27	annual	annual	ADJ
easat-1826	317	28	precipitation	precipitation	NOUN
easat-1826	317	29	using	use	VERB
easat-1826	317	30	grey	grey	PROPN
easat-1826	317	31	theory	theory	NOUN
easat-1826	317	32	methods	method	NOUN
easat-1826	317	33	.	.	PUNCT
easat-1826	318	1	additionally	additionally	ADV
easat-1826	318	2	,	,	PUNCT
easat-1826	318	3	they	they	PRON
easat-1826	318	4	harnessed	harness	VERB
easat-1826	318	5	advanced	advanced	ADJ
easat-1826	318	6	modeling	modeling	NOUN
easat-1826	318	7	techniques	technique	NOUN
easat-1826	318	8	,	,	PUNCT
easat-1826	318	9	including	include	VERB
easat-1826	318	10	wavelet	wavelet	NOUN
easat-1826	318	11	transformation	transformation	NOUN
easat-1826	318	12	,	,	PUNCT
easat-1826	318	13	arima	arima	NOUN
easat-1826	318	14	,	,	PUNCT
easat-1826	318	15	and	and	CCONJ
easat-1826	318	16	lstm	lstm	NOUN
easat-1826	318	17	,	,	PUNCT
easat-1826	318	18	to	to	PART
easat-1826	318	19	unravel	unravel	VERB
easat-1826	318	20	the	the	DET
easat-1826	318	21	intricacies	intricacy	NOUN
easat-1826	318	22	of	of	ADP
easat-1826	318	23	these	these	DET
easat-1826	318	24	time	time	NOUN
easat-1826	318	25	series	series	NOUN
easat-1826	318	26	.	.	PUNCT
easat-1826	319	1	the	the	DET
easat-1826	319	2	outcomes	outcome	NOUN
easat-1826	319	3	of	of	ADP
easat-1826	319	4	these	these	DET
easat-1826	319	5	analyses	analysis	NOUN
easat-1826	319	6	are	be	AUX
easat-1826	319	7	summarized	summarize	VERB
easat-1826	319	8	below	below	ADP
easat-1826	319	9	in	in	ADP
easat-1826	319	10	table	table	NOUN
easat-1826	319	11	6	6	NUM
easat-1826	319	12	which	which	PRON
easat-1826	319	13	shows	show	VERB
easat-1826	319	14	the	the	DET
easat-1826	319	15	precipitation	precipitation	NOUN
easat-1826	319	16	prediction	prediction	NOUN
easat-1826	319	17	results	result	NOUN
easat-1826	319	18	for	for	ADP
easat-1826	319	19	rmse	rmse	NOUN
easat-1826	319	20	in	in	ADP
easat-1826	319	21	three	three	NUM
easat-1826	319	22	different	different	ADJ
easat-1826	319	23	station	station	NOUN
easat-1826	319	24	using	use	VERB
easat-1826	319	25	the	the	DET
easat-1826	319	26	arima	arima	NOUN
easat-1826	319	27	and	and	CCONJ
easat-1826	319	28	lstm	lstm	NOUN
easat-1826	319	29	models	model	NOUN
easat-1826	319	30	:	:	PUNCT
easat-1826	319	31	table	table	NOUN
easat-1826	319	32	6	6	NUM
easat-1826	319	33	.	.	PUNCT
easat-1826	319	34	precipitation	precipitation	NOUN
easat-1826	319	35	prediction	prediction	NOUN
easat-1826	319	36	rmse	rmse	PROPN
easat-1826	319	37	.	.	PUNCT
easat-1826	320	1	figure	figure	NOUN
easat-1826	320	2	9	9	NUM
easat-1826	320	3	.	.	PUNCT
easat-1826	320	4	monthly	monthly	ADJ
easat-1826	320	5	precipitations	precipitation	NOUN
easat-1826	320	6	prediction	prediction	NOUN
easat-1826	320	7	.	.	PUNCT
easat-1826	321	1	1229	1229	NUM
easat-1826	321	2	edelweiss	edelweiss	PROPN
easat-1826	321	3	applied	apply	VERB
easat-1826	321	4	science	science	NOUN
easat-1826	321	5	and	and	CCONJ
easat-1826	321	6	technology	technology	NOUN
easat-1826	321	7	issn	issn	PROPN
easat-1826	321	8	:	:	PUNCT
easat-1826	321	9	2576	2576	NUM
easat-1826	321	10	-	-	SYM
easat-1826	321	11	8484	8484	NUM
easat-1826	321	12	vol	vol	NOUN
easat-1826	321	13	.	.	PROPN
easat-1826	321	14	8	8	NUM
easat-1826	321	15	,	,	PUNCT
easat-1826	321	16	no	no	INTJ
easat-1826	321	17	.	.	NOUN
easat-1826	321	18	5	5	NUM
easat-1826	321	19	:	:	SYM
easat-1826	321	20	1213	1213	NUM
easat-1826	321	21	-	-	SYM
easat-1826	321	22	1234	1234	NUM
easat-1826	321	23	,	,	PUNCT
easat-1826	321	24	2024	2024	NUM
easat-1826	321	25	doi	doi	NOUN
easat-1826	321	26	:	:	PUNCT
easat-1826	321	27	10.55214/25768484.v8i5.1826	10.55214/25768484.v8i5.1826	NUM
easat-1826	321	28	©	©	ADP
easat-1826	321	29	2024	2024	NUM
easat-1826	321	30	by	by	ADP
easat-1826	321	31	the	the	DET
easat-1826	321	32	authors	author	NOUN
easat-1826	321	33	;	;	PUNCT
easat-1826	321	34	licensee	licensee	PROPN
easat-1826	321	35	learning	learning	NOUN
easat-1826	321	36	gate	gate	NOUN
easat-1826	321	37	3.3	3.3	NUM
easat-1826	321	38	.	.	PUNCT
easat-1826	322	1	wheat	wheat	NOUN
easat-1826	322	2	production	production	NOUN
easat-1826	322	3	3.3.1	3.3.1	NUM
easat-1826	322	4	.	.	PUNCT
easat-1826	322	5	vector	vector	NOUN
easat-1826	322	6	autoregression	autoregression	NOUN
easat-1826	322	7	armed	arm	VERB
easat-1826	322	8	with	with	ADP
easat-1826	322	9	the	the	DET
easat-1826	322	10	formidable	formidable	ADJ
easat-1826	322	11	vector	vector	NOUN
easat-1826	322	12	autoregression	autoregression	NOUN
easat-1826	322	13	(	(	PUNCT
easat-1826	322	14	var	var	NOUN
easat-1826	322	15	)	)	PUNCT
easat-1826	322	16	and	and	CCONJ
easat-1826	322	17	multiple	multiple	ADJ
easat-1826	322	18	linear	linear	ADJ
easat-1826	322	19	regression	regression	NOUN
easat-1826	322	20	tools	tool	NOUN
easat-1826	322	21	,	,	PUNCT
easat-1826	322	22	we	we	PRON
easat-1826	322	23	ventured	venture	VERB
easat-1826	322	24	into	into	ADP
easat-1826	322	25	wheat	wheat	NOUN
easat-1826	322	26	production	production	NOUN
easat-1826	322	27	forecasting	forecasting	NOUN
easat-1826	322	28	.	.	PUNCT
easat-1826	323	1	these	these	DET
easat-1826	323	2	meticulously	meticulously	ADV
easat-1826	323	3	crafted	craft	VERB
easat-1826	323	4	and	and	CCONJ
easat-1826	323	5	fine	fine	ADV
easat-1826	323	6	-	-	PUNCT
easat-1826	323	7	tuned	tune	VERB
easat-1826	323	8	models	model	NOUN
easat-1826	323	9	were	be	AUX
easat-1826	323	10	tasked	task	VERB
easat-1826	323	11	with	with	ADP
easat-1826	323	12	unraveling	unravel	VERB
easat-1826	323	13	the	the	DET
easat-1826	323	14	intricate	intricate	ADJ
easat-1826	323	15	web	web	NOUN
easat-1826	323	16	of	of	ADP
easat-1826	323	17	factors	factor	NOUN
easat-1826	323	18	that	that	PRON
easat-1826	323	19	govern	govern	VERB
easat-1826	323	20	wheat	wheat	NOUN
easat-1826	323	21	yields	yield	NOUN
easat-1826	323	22	in	in	ADP
easat-1826	323	23	the	the	DET
easat-1826	323	24	face	face	NOUN
easat-1826	323	25	of	of	ADP
easat-1826	323	26	shifting	shift	VERB
easat-1826	323	27	climatic	climatic	ADJ
easat-1826	323	28	patterns	pattern	NOUN
easat-1826	323	29	.	.	PUNCT
easat-1826	324	1	first	first	ADV
easat-1826	324	2	,	,	PUNCT
easat-1826	324	3	we	we	PRON
easat-1826	324	4	looked	look	VERB
easat-1826	324	5	at	at	ADP
easat-1826	324	6	the	the	DET
easat-1826	324	7	relationship	relationship	NOUN
easat-1826	324	8	between	between	ADP
easat-1826	324	9	temperature	temperature	NOUN
easat-1826	324	10	and	and	CCONJ
easat-1826	324	11	precipitations	precipitation	NOUN
easat-1826	324	12	to	to	PART
easat-1826	324	13	determine	determine	VERB
easat-1826	324	14	whether	whether	SCONJ
easat-1826	324	15	they	they	PRON
easat-1826	324	16	affect	affect	VERB
easat-1826	324	17	one	one	NUM
easat-1826	324	18	another	another	DET
easat-1826	324	19	.	.	PUNCT
easat-1826	325	1	that	that	DET
easat-1826	325	2	relationship	relationship	NOUN
easat-1826	325	3	is	be	AUX
easat-1826	325	4	shown	show	VERB
easat-1826	325	5	in	in	ADP
easat-1826	325	6	figure	figure	NOUN
easat-1826	325	7	10	10	NUM
easat-1826	325	8	.	.	PUNCT
easat-1826	326	1	for	for	ADP
easat-1826	326	2	the	the	DET
easat-1826	326	3	var	var	PROPN
easat-1826	326	4	model	model	NOUN
easat-1826	326	5	,	,	PUNCT
easat-1826	326	6	it	it	PRON
easat-1826	326	7	achieved	achieve	VERB
easat-1826	326	8	an	an	DET
easat-1826	326	9	mse	mse	NOUN
easat-1826	326	10	of	of	ADP
easat-1826	326	11	12.56	12.56	NUM
easat-1826	326	12	and	and	CCONJ
easat-1826	326	13	an	an	DET
easat-1826	326	14	rmse	rmse	NOUN
easat-1826	326	15	of	of	ADP
easat-1826	326	16	16.7	16.7	NUM
easat-1826	326	17	.	.	PUNCT
easat-1826	327	1	these	these	DET
easat-1826	327	2	numbers	number	NOUN
easat-1826	327	3	are	be	AUX
easat-1826	327	4	not	not	PART
easat-1826	327	5	low	low	ADJ
easat-1826	327	6	thus	thus	ADV
easat-1826	327	7	,	,	PUNCT
easat-1826	327	8	this	this	PRON
easat-1826	327	9	shows	show	VERB
easat-1826	327	10	the	the	DET
easat-1826	327	11	model	model	NOUN
easat-1826	327	12	is	be	AUX
easat-1826	327	13	not	not	PART
easat-1826	327	14	that	that	ADV
easat-1826	327	15	reliable	reliable	ADJ
easat-1826	327	16	.	.	PUNCT
easat-1826	328	1	table	table	NOUN
easat-1826	328	2	7	7	NUM
easat-1826	328	3	.	.	PUNCT
easat-1826	328	4	var	var	PROPN
easat-1826	328	5	model	model	PROPN
easat-1826	328	6	results	result	NOUN
easat-1826	328	7	.	.	PUNCT
easat-1826	329	1	table	table	NOUN
easat-1826	329	2	7	7	NUM
easat-1826	329	3	shows	show	VERB
easat-1826	329	4	the	the	DET
easat-1826	329	5	results	result	NOUN
easat-1826	329	6	of	of	ADP
easat-1826	329	7	different	different	ADJ
easat-1826	329	8	var	var	NOUN
easat-1826	329	9	(	(	PUNCT
easat-1826	329	10	vector	vector	NOUN
easat-1826	329	11	auto	auto	NOUN
easat-1826	329	12	regressive	regressive	ADJ
easat-1826	329	13	)	)	PUNCT
easat-1826	329	14	model	model	NOUN
easat-1826	329	15	specifications	specification	NOUN
easat-1826	329	16	,	,	PUNCT
easat-1826	329	17	with	with	ADP
easat-1826	329	18	each	each	DET
easat-1826	329	19	row	row	NOUN
easat-1826	329	20	corresponding	correspond	VERB
easat-1826	329	21	to	to	ADP
easat-1826	329	22	a	a	DET
easat-1826	329	23	different	different	ADJ
easat-1826	329	24	model	model	NOUN
easat-1826	329	25	order	order	NOUN
easat-1826	329	26	and	and	CCONJ
easat-1826	329	27	here	here	ADV
easat-1826	329	28	is	be	AUX
easat-1826	329	29	the	the	DET
easat-1826	329	30	interpretation	interpretation	NOUN
easat-1826	329	31	of	of	ADP
easat-1826	329	32	the	the	DET
easat-1826	329	33	table	table	NOUN
easat-1826	329	34	.	.	PUNCT
easat-1826	330	1	i.	i.	NOUN
easat-1826	330	2	order	order	PROPN
easat-1826	330	3	:	:	PUNCT
easat-1826	330	4	this	this	DET
easat-1826	330	5	column	column	NOUN
easat-1826	330	6	indicates	indicate	VERB
easat-1826	330	7	the	the	DET
easat-1826	330	8	order	order	NOUN
easat-1826	330	9	in	in	ADP
easat-1826	330	10	which	which	PRON
easat-1826	330	11	the	the	DET
easat-1826	330	12	var	var	NOUN
easat-1826	330	13	model	model	NOUN
easat-1826	330	14	is	be	AUX
easat-1826	330	15	considered	consider	VERB
easat-1826	330	16	.	.	PUNCT
easat-1826	331	1	in	in	ADP
easat-1826	331	2	time	time	NOUN
easat-1826	331	3	series	series	PROPN
easat-1826	331	4	analysis	analysis	NOUN
easat-1826	331	5	,	,	PUNCT
easat-1826	331	6	the	the	DET
easat-1826	331	7	order	order	NOUN
easat-1826	331	8	of	of	ADP
easat-1826	331	9	a	a	DET
easat-1826	331	10	var	var	NOUN
easat-1826	331	11	model	model	NOUN
easat-1826	331	12	represents	represent	VERB
easat-1826	331	13	how	how	SCONJ
easat-1826	331	14	many	many	ADJ
easat-1826	331	15	lagged	lag	VERB
easat-1826	331	16	values	value	NOUN
easat-1826	331	17	of	of	ADP
easat-1826	331	18	each	each	DET
easat-1826	331	19	variable	variable	NOUN
easat-1826	331	20	are	be	AUX
easat-1826	331	21	included	include	VERB
easat-1826	331	22	.	.	PUNCT
easat-1826	332	1	for	for	ADP
easat-1826	332	2	example	example	NOUN
easat-1826	332	3	,	,	PUNCT
easat-1826	332	4	a	a	DET
easat-1826	332	5	var(1	var(1	PROPN
easat-1826	332	6	)	)	PUNCT
easat-1826	332	7	model	model	NOUN
easat-1826	332	8	has	have	VERB
easat-1826	332	9	only	only	ADV
easat-1826	332	10	one	one	NUM
easat-1826	332	11	lag	lag	NOUN
easat-1826	332	12	,	,	PUNCT
easat-1826	332	13	while	while	SCONJ
easat-1826	332	14	a	a	DET
easat-1826	332	15	var(2	var(2	NOUN
easat-1826	332	16	)	)	PUNCT
easat-1826	332	17	model	model	NOUN
easat-1826	332	18	consists	consist	VERB
easat-1826	332	19	of	of	ADP
easat-1826	332	20	two	two	NUM
easat-1826	332	21	lags	lag	NOUN
easat-1826	332	22	.	.	PUNCT
easat-1826	333	1	ii	ii	PROPN
easat-1826	333	2	.	.	PUNCT
easat-1826	334	1	aic	aic	PROPN
easat-1826	334	2	(	(	PUNCT
easat-1826	334	3	akaike	akaike	ADJ
easat-1826	334	4	information	information	NOUN
easat-1826	334	5	criterion	criterion	NOUN
easat-1826	334	6	):	):	PUNCT
easat-1826	334	7	aic	aic	PROPN
easat-1826	334	8	measures	measure	VERB
easat-1826	334	9	a	a	DET
easat-1826	334	10	model	model	NOUN
easat-1826	334	11	’s	’s	PART
easat-1826	334	12	goodness	goodness	NOUN
easat-1826	334	13	of	of	ADP
easat-1826	334	14	fit	fit	ADJ
easat-1826	334	15	while	while	SCONJ
easat-1826	334	16	penalizing	penalize	VERB
easat-1826	334	17	for	for	ADP
easat-1826	334	18	model	model	NOUN
easat-1826	334	19	complexity	complexity	NOUN
easat-1826	334	20	.	.	PUNCT
easat-1826	335	1	lower	low	ADJ
easat-1826	335	2	aic	aic	PROPN
easat-1826	335	3	values	value	NOUN
easat-1826	335	4	are	be	AUX
easat-1826	335	5	better	well	ADJ
easat-1826	335	6	,	,	PUNCT
easat-1826	335	7	as	as	SCONJ
easat-1826	335	8	they	they	PRON
easat-1826	335	9	indicate	indicate	VERB
easat-1826	335	10	a	a	DET
easat-1826	335	11	better	well	ADJ
easat-1826	335	12	trade	trade	NOUN
easat-1826	335	13	-	-	PUNCT
easat-1826	335	14	off	off	NOUN
easat-1826	335	15	between	between	ADP
easat-1826	335	16	model	model	NOUN
easat-1826	335	17	fit	fit	ADJ
easat-1826	335	18	and	and	CCONJ
easat-1826	335	19	complexity	complexity	NOUN
easat-1826	335	20	.	.	PUNCT
easat-1826	336	1	in	in	ADP
easat-1826	336	2	the	the	DET
easat-1826	336	3	table	table	NOUN
easat-1826	336	4	,	,	PUNCT
easat-1826	336	5	some	some	DET
easat-1826	336	6	models	model	NOUN
easat-1826	336	7	have	have	VERB
easat-1826	336	8	negative	negative	ADJ
easat-1826	336	9	aic	aic	PROPN
easat-1826	336	10	values	value	NOUN
easat-1826	336	11	,	,	PUNCT
easat-1826	336	12	suggesting	suggest	VERB
easat-1826	336	13	they	they	PRON
easat-1826	336	14	are	be	AUX
easat-1826	336	15	likely	likely	ADV
easat-1826	336	16	suitable	suitable	ADJ
easat-1826	336	17	fits	fit	NOUN
easat-1826	336	18	for	for	ADP
easat-1826	336	19	the	the	DET
easat-1826	336	20	data	datum	NOUN
easat-1826	336	21	.	.	PUNCT
easat-1826	337	1	the	the	DET
easat-1826	337	2	asterisk	asterisk	NOUN
easat-1826	337	3	(	(	PUNCT
easat-1826	337	4	*	*	PUNCT
easat-1826	337	5	)	)	PUNCT
easat-1826	337	6	next	next	ADV
easat-1826	337	7	to	to	ADP
easat-1826	337	8	-10.26	-10.26	PROPN
easat-1826	337	9	indicates	indicate	VERB
easat-1826	337	10	this	this	DET
easat-1826	337	11	model	model	NOUN
easat-1826	337	12	has	have	VERB
easat-1826	337	13	the	the	DET
easat-1826	337	14	lowest	low	ADJ
easat-1826	337	15	aic	aic	PROPN
easat-1826	337	16	among	among	ADP
easat-1826	337	17	the	the	DET
easat-1826	337	18	ones	one	NOUN
easat-1826	337	19	presented	present	VERB
easat-1826	337	20	.	.	PUNCT
easat-1826	338	1	iii	iii	X
easat-1826	338	2	.	.	PUNCT
easat-1826	338	3	bic	bic	PROPN
easat-1826	338	4	(	(	PUNCT
easat-1826	338	5	bayesian	bayesian	NOUN
easat-1826	338	6	information	information	NOUN
easat-1826	338	7	criterion	criterion	NOUN
easat-1826	338	8	):	):	PUNCT
easat-1826	338	9	similar	similar	ADJ
easat-1826	338	10	to	to	ADP
easat-1826	338	11	aic	aic	PROPN
easat-1826	338	12	,	,	PUNCT
easat-1826	338	13	bic	bic	PROPN
easat-1826	338	14	measures	measure	NOUN
easat-1826	338	15	model	model	NOUN
easat-1826	338	16	fit	fit	ADJ
easat-1826	338	17	while	while	SCONJ
easat-1826	338	18	penalizing	penalize	VERB
easat-1826	338	19	complexity	complexity	NOUN
easat-1826	338	20	.	.	PUNCT
easat-1826	339	1	like	like	ADP
easat-1826	339	2	aic	aic	PROPN
easat-1826	339	3	,	,	PUNCT
easat-1826	339	4	lower	low	ADJ
easat-1826	339	5	bic	bic	PROPN
easat-1826	339	6	values	value	NOUN
easat-1826	339	7	are	be	AUX
easat-1826	339	8	preferred	prefer	VERB
easat-1826	339	9	.	.	PUNCT
easat-1826	340	1	on	on	ADP
easat-1826	340	2	the	the	DET
easat-1826	340	3	table	table	NOUN
easat-1826	340	4	,	,	PUNCT
easat-1826	340	5	the	the	DET
easat-1826	340	6	models	model	NOUN
easat-1826	340	7	with	with	ADP
easat-1826	340	8	lower	low	ADJ
easat-1826	340	9	bic	bic	PROPN
easat-1826	340	10	values	value	NOUN
easat-1826	340	11	,	,	PUNCT
easat-1826	340	12	denoted	denote	VERB
easat-1826	340	13	by	by	ADP
easat-1826	340	14	asterisks	asterisk	NOUN
easat-1826	340	15	(	(	PUNCT
easat-1826	340	16	*	*	PUNCT
easat-1826	340	17	)	)	PUNCT
easat-1826	340	18	,	,	PUNCT
easat-1826	340	19	indicate	indicate	VERB
easat-1826	340	20	a	a	DET
easat-1826	340	21	better	well	ADJ
easat-1826	340	22	trade	trade	NOUN
easat-1826	340	23	-	-	PUNCT
easat-1826	340	24	off	off	NOUN
easat-1826	340	25	between	between	ADP
easat-1826	340	26	model	model	NOUN
easat-1826	340	27	fit	fit	ADJ
easat-1826	340	28	and	and	CCONJ
easat-1826	340	29	complexity	complexity	NOUN
easat-1826	340	30	.	.	PUNCT
easat-1826	341	1	iv	iv	X
easat-1826	341	2	.	.	PUNCT
easat-1826	341	3	fpe	fpe	PROPN
easat-1826	341	4	(	(	PUNCT
easat-1826	341	5	final	final	ADJ
easat-1826	341	6	prediction	prediction	NOUN
easat-1826	341	7	error	error	NOUN
easat-1826	341	8	):	):	PUNCT
easat-1826	341	9	the	the	DET
easat-1826	341	10	fpe	fpe	NOUN
easat-1826	341	11	measures	measure	VERB
easat-1826	341	12	the	the	DET
easat-1826	341	13	model	model	NOUN
easat-1826	341	14	's	's	PART
easat-1826	341	15	prediction	prediction	NOUN
easat-1826	341	16	error	error	NOUN
easat-1826	341	17	.	.	PUNCT
easat-1826	342	1	it	it	PRON
easat-1826	342	2	is	be	AUX
easat-1826	342	3	used	use	VERB
easat-1826	342	4	in	in	ADP
easat-1826	342	5	model	model	NOUN
easat-1826	342	6	selection	selection	NOUN
easat-1826	342	7	,	,	PUNCT
easat-1826	342	8	but	but	CCONJ
easat-1826	342	9	unlike	unlike	ADP
easat-1826	342	10	aic	aic	PROPN
easat-1826	342	11	and	and	CCONJ
easat-1826	342	12	bic	bic	PROPN
easat-1826	342	13	,	,	PUNCT
easat-1826	342	14	there	there	PRON
easat-1826	342	15	is	be	VERB
easat-1826	342	16	no	no	DET
easat-1826	342	17	clear	clear	ADJ
easat-1826	342	18	guideline	guideline	NOUN
easat-1826	342	19	regarding	regard	VERB
easat-1826	342	20	the	the	DET
easat-1826	342	21	magnitude	magnitude	NOUN
easat-1826	342	22	of	of	ADP
easat-1826	342	23	fpe	fpe	PROPN
easat-1826	342	24	values	value	NOUN
easat-1826	342	25	.	.	PUNCT
easat-1826	343	1	typically	typically	ADV
easat-1826	343	2	,	,	PUNCT
easat-1826	343	3	lower	low	ADJ
easat-1826	343	4	fpe	fpe	PROPN
easat-1826	343	5	values	value	NOUN
easat-1826	343	6	are	be	AUX
easat-1826	343	7	considered	consider	VERB
easat-1826	343	8	better	well	ADV
easat-1826	343	9	.	.	PUNCT
easat-1826	344	1	v.	v.	ADP
easat-1826	344	2	hqic	hqic	PROPN
easat-1826	344	3	(	(	PUNCT
easat-1826	344	4	hannan	hannan	PROPN
easat-1826	344	5	-	-	PUNCT
easat-1826	344	6	quinn	quinn	PROPN
easat-1826	344	7	information	information	NOUN
easat-1826	344	8	criterion	criterion	NOUN
easat-1826	344	9	)	)	PUNCT
easat-1826	344	10	is	be	AUX
easat-1826	344	11	another	another	DET
easat-1826	344	12	model	model	NOUN
easat-1826	344	13	selection	selection	NOUN
easat-1826	344	14	criterion	criterion	NOUN
easat-1826	344	15	that	that	SCONJ
easat-1826	344	16	,	,	PUNCT
easat-1826	344	17	like	like	ADP
easat-1826	344	18	aic	aic	PROPN
easat-1826	344	19	and	and	CCONJ
easat-1826	344	20	bic	bic	PROPN
easat-1826	344	21	,	,	PUNCT
easat-1826	344	22	considers	consider	VERB
easat-1826	344	23	goodness	goodness	NOUN
easat-1826	344	24	of	of	ADP
easat-1826	344	25	fit	fit	ADJ
easat-1826	344	26	and	and	CCONJ
easat-1826	344	27	model	model	NOUN
easat-1826	344	28	complexity	complexity	NOUN
easat-1826	344	29	.	.	PUNCT
easat-1826	345	1	lower	low	ADJ
easat-1826	345	2	hqic	hqic	ADJ
easat-1826	345	3	values	value	NOUN
easat-1826	345	4	are	be	AUX
easat-1826	345	5	preferred	prefer	VERB
easat-1826	345	6	.	.	PUNCT
easat-1826	346	1	models	model	NOUN
easat-1826	346	2	with	with	ADP
easat-1826	346	3	asterisks	asterisk	NOUN
easat-1826	346	4	(	(	PUNCT
easat-1826	346	5	*	*	PUNCT
easat-1826	346	6	)	)	PUNCT
easat-1826	346	7	suggest	suggest	VERB
easat-1826	346	8	a	a	DET
easat-1826	346	9	better	well	ADJ
easat-1826	346	10	trade	trade	NOUN
easat-1826	346	11	-	-	PUNCT
easat-1826	346	12	off	off	NOUN
easat-1826	346	13	between	between	ADP
easat-1826	346	14	model	model	NOUN
easat-1826	346	15	fit	fit	ADJ
easat-1826	346	16	and	and	CCONJ
easat-1826	346	17	complexity	complexity	NOUN
easat-1826	346	18	.	.	PUNCT
easat-1826	347	1	based	base	VERB
easat-1826	347	2	on	on	ADP
easat-1826	347	3	these	these	DET
easat-1826	347	4	results	result	NOUN
easat-1826	347	5	,	,	PUNCT
easat-1826	347	6	the	the	DET
easat-1826	347	7	model	model	NOUN
easat-1826	347	8	with	with	ADP
easat-1826	347	9	order	order	NOUN
easat-1826	347	10	1	1	NUM
easat-1826	347	11	appears	appear	VERB
easat-1826	347	12	to	to	PART
easat-1826	347	13	have	have	VERB
easat-1826	347	14	the	the	DET
easat-1826	347	15	lowest	low	ADJ
easat-1826	347	16	aic	aic	PROPN
easat-1826	347	17	,	,	PUNCT
easat-1826	347	18	bic	bic	PROPN
easat-1826	347	19	,	,	PUNCT
easat-1826	347	20	and	and	CCONJ
easat-1826	347	21	hqic	hqic	ADJ
easat-1826	347	22	values	value	NOUN
easat-1826	347	23	,	,	PUNCT
easat-1826	347	24	indicating	indicate	VERB
easat-1826	347	25	that	that	SCONJ
easat-1826	347	26	it	it	PRON
easat-1826	347	27	is	be	AUX
easat-1826	347	28	a	a	DET
easat-1826	347	29	good	good	ADJ
easat-1826	347	30	fit	fit	NOUN
easat-1826	347	31	for	for	ADP
easat-1826	347	32	the	the	DET
easat-1826	347	33	data	datum	NOUN
easat-1826	347	34	while	while	SCONJ
easat-1826	347	35	being	be	AUX
easat-1826	347	36	relatively	relatively	ADV
easat-1826	347	37	simple	simple	ADJ
easat-1826	347	38	.	.	PUNCT
easat-1826	348	1	this	this	DET
easat-1826	348	2	model	model	NOUN
easat-1826	348	3	is	be	AUX
easat-1826	348	4	marked	mark	VERB
easat-1826	348	5	with	with	ADP
easat-1826	348	6	asterisks	asterisk	NOUN
easat-1826	348	7	.	.	PUNCT
easat-1826	349	1	as	as	SCONJ
easat-1826	349	2	the	the	DET
easat-1826	349	3	order	order	NOUN
easat-1826	349	4	of	of	ADP
easat-1826	349	5	the	the	DET
easat-1826	349	6	var	var	NOUN
easat-1826	349	7	model	model	NOUN
easat-1826	349	8	increases	increase	NOUN
easat-1826	349	9	beyond	beyond	ADP
easat-1826	349	10	1	1	NUM
easat-1826	349	11	,	,	PUNCT
easat-1826	349	12	the	the	DET
easat-1826	349	13	aic	aic	PROPN
easat-1826	349	14	,	,	PUNCT
easat-1826	349	15	bic	bic	PROPN
easat-1826	349	16	,	,	PUNCT
easat-1826	349	17	and	and	CCONJ
easat-1826	349	18	hqic	hqic	ADJ
easat-1826	349	19	values	value	NOUN
easat-1826	349	20	generally	generally	ADV
easat-1826	349	21	increase	increase	VERB
easat-1826	349	22	,	,	PUNCT
easat-1826	349	23	suggesting	suggest	VERB
easat-1826	349	24	that	that	SCONJ
easat-1826	349	25	the	the	DET
easat-1826	349	26	models	model	NOUN
easat-1826	349	27	become	become	VERB
easat-1826	349	28	less	less	ADV
easat-1826	349	29	favorable	favorable	ADJ
easat-1826	349	30	regarding	regard	VERB
easat-1826	349	31	model	model	NOUN
easat-1826	349	32	fit	fit	ADJ
easat-1826	349	33	and	and	CCONJ
easat-1826	349	34	complexity	complexity	NOUN
easat-1826	349	35	tradeoff	tradeoff	NOUN
easat-1826	349	36	.	.	PUNCT
easat-1826	350	1	the	the	DET
easat-1826	350	2	results	result	NOUN
easat-1826	350	3	indicate	indicate	VERB
easat-1826	350	4	that	that	SCONJ
easat-1826	350	5	a	a	DET
easat-1826	350	6	var(1	var(1	PROPN
easat-1826	350	7	)	)	PUNCT
easat-1826	350	8	model	model	NOUN
easat-1826	350	9	performs	perform	VERB
easat-1826	350	10	well	well	ADV
easat-1826	350	11	according	accord	VERB
easat-1826	350	12	to	to	ADP
easat-1826	350	13	aic	aic	PROPN
easat-1826	350	14	,	,	PUNCT
easat-1826	350	15	bic	bic	PROPN
easat-1826	350	16	,	,	PUNCT
easat-1826	350	17	and	and	CCONJ
easat-1826	350	18	hqic	hqic	ADJ
easat-1826	350	19	criteria	criterion	NOUN
easat-1826	350	20	.	.	PUNCT
easat-1826	351	1	1230	1230	NUM
easat-1826	351	2	edelweiss	edelweiss	PROPN
easat-1826	351	3	applied	apply	VERB
easat-1826	351	4	science	science	NOUN
easat-1826	351	5	and	and	CCONJ
easat-1826	351	6	technology	technology	NOUN
easat-1826	351	7	issn	issn	PROPN
easat-1826	351	8	:	:	PUNCT
easat-1826	351	9	2576	2576	NUM
easat-1826	351	10	-	-	SYM
easat-1826	351	11	8484	8484	NUM
easat-1826	351	12	vol	vol	NOUN
easat-1826	351	13	.	.	PROPN
easat-1826	351	14	8	8	NUM
easat-1826	351	15	,	,	PUNCT
easat-1826	351	16	no	no	INTJ
easat-1826	351	17	.	.	NOUN
easat-1826	351	18	5	5	NUM
easat-1826	351	19	:	:	SYM
easat-1826	351	20	1213	1213	NUM
easat-1826	351	21	-	-	SYM
easat-1826	351	22	1234	1234	NUM
easat-1826	351	23	,	,	PUNCT
easat-1826	351	24	2024	2024	NUM
easat-1826	351	25	doi	doi	NOUN
easat-1826	351	26	:	:	PUNCT
easat-1826	351	27	10.55214/25768484.v8i5.1826	10.55214/25768484.v8i5.1826	NUM
easat-1826	351	28	©	©	ADP
easat-1826	351	29	2024	2024	NUM
easat-1826	351	30	by	by	ADP
easat-1826	351	31	the	the	DET
easat-1826	351	32	authors	author	NOUN
easat-1826	351	33	;	;	PUNCT
easat-1826	351	34	licensee	licensee	PROPN
easat-1826	351	35	learning	learn	VERB
easat-1826	351	36	gate	gate	PROPN
easat-1826	351	37	figure	figure	NOUN
easat-1826	351	38	10	10	NUM
easat-1826	351	39	.	.	PUNCT
easat-1826	352	1	temperature	temperature	NOUN
easat-1826	352	2	and	and	CCONJ
easat-1826	352	3	precipitation	precipitation	NOUN
easat-1826	352	4	trend	trend	NOUN
easat-1826	352	5	.	.	PUNCT
easat-1826	353	1	in	in	ADP
easat-1826	353	2	addition	addition	NOUN
easat-1826	353	3	,	,	PUNCT
easat-1826	353	4	certain	certain	ADJ
easat-1826	353	5	variables	variable	NOUN
easat-1826	353	6	were	be	AUX
easat-1826	353	7	explored	explore	VERB
easat-1826	353	8	,	,	PUNCT
easat-1826	353	9	including	include	VERB
easat-1826	353	10	the	the	DET
easat-1826	353	11	production	production	NOUN
easat-1826	353	12	yield	yield	NOUN
easat-1826	353	13	and	and	CCONJ
easat-1826	353	14	the	the	DET
easat-1826	353	15	area	area	NOUN
easat-1826	353	16	,	,	PUNCT
easat-1826	353	17	production	production	NOUN
easat-1826	353	18	and	and	CCONJ
easat-1826	353	19	precipitationsand	precipitationsand	NOUN
easat-1826	353	20	then	then	ADV
easat-1826	353	21	production	production	NOUN
easat-1826	353	22	and	and	CCONJ
easat-1826	353	23	temperature	temperature	NOUN
easat-1826	353	24	.	.	PUNCT
easat-1826	354	1	temperature	temperature	NOUN
easat-1826	354	2	and	and	CCONJ
easat-1826	354	3	production	production	NOUN
easat-1826	354	4	trend	trend	NOUN
easat-1826	354	5	and	and	CCONJ
easat-1826	354	6	production	production	NOUN
easat-1826	354	7	+	+	CCONJ
easat-1826	354	8	area	area	NOUN
easat-1826	354	9	and	and	CCONJ
easat-1826	354	10	production	production	NOUN
easat-1826	354	11	+	+	CCONJ
easat-1826	354	12	precipitation	precipitation	NOUN
easat-1826	354	13	trend	trend	NOUN
easat-1826	354	14	are	be	AUX
easat-1826	354	15	shown	show	VERB
easat-1826	354	16	in	in	ADP
easat-1826	354	17	figure	figure	NOUN
easat-1826	354	18	11	11	NUM
easat-1826	354	19	and	and	CCONJ
easat-1826	354	20	figure	figure	VERB
easat-1826	354	21	12	12	NUM
easat-1826	354	22	.	.	PUNCT
easat-1826	355	1	figure	figure	NOUN
easat-1826	355	2	11	11	NUM
easat-1826	355	3	.	.	PUNCT
easat-1826	356	1	temperature	temperature	NOUN
easat-1826	356	2	and	and	CCONJ
easat-1826	356	3	production	production	NOUN
easat-1826	356	4	trend	trend	NOUN
easat-1826	356	5	.	.	PUNCT
easat-1826	357	1	1231	1231	NUM
easat-1826	357	2	edelweiss	edelweiss	PROPN
easat-1826	357	3	applied	apply	VERB
easat-1826	357	4	science	science	NOUN
easat-1826	357	5	and	and	CCONJ
easat-1826	357	6	technology	technology	NOUN
easat-1826	357	7	issn	issn	PROPN
easat-1826	357	8	:	:	PUNCT
easat-1826	357	9	2576	2576	NUM
easat-1826	357	10	-	-	SYM
easat-1826	357	11	8484	8484	NUM
easat-1826	357	12	vol	vol	NOUN
easat-1826	357	13	.	.	PROPN
easat-1826	357	14	8	8	NUM
easat-1826	357	15	,	,	PUNCT
easat-1826	357	16	no	no	INTJ
easat-1826	357	17	.	.	NOUN
easat-1826	357	18	5	5	NUM
easat-1826	357	19	:	:	SYM
easat-1826	357	20	1213	1213	NUM
easat-1826	357	21	-	-	SYM
easat-1826	357	22	1234	1234	NUM
easat-1826	357	23	,	,	PUNCT
easat-1826	357	24	2024	2024	NUM
easat-1826	357	25	doi	doi	NOUN
easat-1826	357	26	:	:	PUNCT
easat-1826	357	27	10.55214/25768484.v8i5.1826	10.55214/25768484.v8i5.1826	NUM
easat-1826	357	28	©	©	ADP
easat-1826	357	29	2024	2024	NUM
easat-1826	357	30	by	by	ADP
easat-1826	357	31	the	the	DET
easat-1826	357	32	authors	author	NOUN
easat-1826	357	33	;	;	PUNCT
easat-1826	357	34	licensee	licensee	PROPN
easat-1826	357	35	learning	learn	VERB
easat-1826	357	36	gate	gate	PROPN
easat-1826	357	37	figure	figure	NOUN
easat-1826	357	38	12	12	NUM
easat-1826	357	39	.	.	PUNCT
easat-1826	358	1	production	production	NOUN
easat-1826	358	2	+	+	CCONJ
easat-1826	358	3	area	area	NOUN
easat-1826	358	4	and	and	CCONJ
easat-1826	358	5	production	production	NOUN
easat-1826	358	6	+	+	CCONJ
easat-1826	358	7	precipitation	precipitation	NOUN
easat-1826	358	8	trend	trend	NOUN
easat-1826	358	9	.	.	PUNCT
easat-1826	359	1	3.3.2	3.3.2	X
easat-1826	359	2	.	.	PUNCT
easat-1826	359	3	multiple	multiple	ADJ
easat-1826	359	4	linear	linear	PROPN
easat-1826	359	5	regression	regression	NOUN
easat-1826	359	6	the	the	DET
easat-1826	359	7	independent	independent	ADJ
easat-1826	359	8	variables	variable	NOUN
easat-1826	359	9	for	for	ADP
easat-1826	359	10	the	the	DET
easat-1826	359	11	multiple	multiple	ADJ
easat-1826	359	12	linear	linear	ADJ
easat-1826	359	13	regression	regression	NOUN
easat-1826	359	14	are	be	AUX
easat-1826	359	15	precipitation	precipitation	NOUN
easat-1826	359	16	and	and	CCONJ
easat-1826	359	17	production	production	NOUN
easat-1826	359	18	,	,	PUNCT
easat-1826	359	19	while	while	SCONJ
easat-1826	359	20	the	the	DET
easat-1826	359	21	dependent	dependent	ADJ
easat-1826	359	22	variable	variable	NOUN
easat-1826	359	23	is	be	AUX
easat-1826	359	24	temperature	temperature	NOUN
easat-1826	359	25	.	.	PUNCT
easat-1826	360	1	the	the	DET
easat-1826	360	2	model	model	NOUN
easat-1826	360	3	was	be	AUX
easat-1826	360	4	trained	train	VERB
easat-1826	360	5	,	,	PUNCT
easat-1826	360	6	and	and	CCONJ
easat-1826	360	7	from	from	ADP
easat-1826	360	8	the	the	DET
easat-1826	360	9	evaluation	evaluation	NOUN
easat-1826	360	10	,	,	PUNCT
easat-1826	360	11	the	the	DET
easat-1826	360	12	mse	mse	NOUN
easat-1826	360	13	was	be	AUX
easat-1826	360	14	81613.5	81613.5	NUM
easat-1826	360	15	,	,	PUNCT
easat-1826	360	16	and	and	CCONJ
easat-1826	360	17	the	the	DET
easat-1826	360	18	rmse	rmse	NOUN
easat-1826	360	19	was	be	AUX
easat-1826	360	20	89808.4	89808.4	NUM
easat-1826	360	21	.	.	PUNCT
easat-1826	361	1	this	this	PRON
easat-1826	361	2	shows	show	VERB
easat-1826	361	3	that	that	SCONJ
easat-1826	361	4	the	the	DET
easat-1826	361	5	multiple	multiple	ADJ
easat-1826	361	6	linear	linear	ADJ
easat-1826	361	7	regression	regression	NOUN
easat-1826	361	8	performed	perform	VERB
easat-1826	361	9	less	less	ADV
easat-1826	361	10	better	well	ADJ
easat-1826	361	11	than	than	ADP
easat-1826	361	12	var	var	NOUN
easat-1826	361	13	.	.	PUNCT
easat-1826	362	1	table	table	NOUN
easat-1826	362	2	8	8	NUM
easat-1826	362	3	.	.	PUNCT
easat-1826	362	4	wheat	wheat	NOUN
easat-1826	362	5	yield	yield	NOUN
easat-1826	362	6	prediction	prediction	NOUN
easat-1826	362	7	testing	testing	NOUN
easat-1826	362	8	(	(	PUNCT
easat-1826	362	9	2021	2021	NUM
easat-1826	362	10	)	)	PUNCT
easat-1826	362	11	.	.	PUNCT
easat-1826	363	1	table	table	NOUN
easat-1826	363	2	8	8	NUM
easat-1826	363	3	compares	compare	VERB
easat-1826	363	4	wheat	wheat	NOUN
easat-1826	363	5	yield	yield	NOUN
easat-1826	363	6	predictions	prediction	NOUN
easat-1826	363	7	and	and	CCONJ
easat-1826	363	8	actual	actual	ADJ
easat-1826	363	9	real	real	ADJ
easat-1826	363	10	yields	yield	NOUN
easat-1826	363	11	for	for	ADP
easat-1826	363	12	two	two	NUM
easat-1826	363	13	different	different	ADJ
easat-1826	363	14	years	year	NOUN
easat-1826	363	15	,	,	PUNCT
easat-1826	363	16	2010	2010	NUM
easat-1826	363	17	and	and	CCONJ
easat-1826	363	18	2021	2021	NUM
easat-1826	363	19	.	.	PUNCT
easat-1826	364	1	the	the	DET
easat-1826	364	2	model	model	NOUN
easat-1826	364	3	is	be	AUX
easat-1826	364	4	not	not	PART
easat-1826	364	5	far	far	ADV
easat-1826	364	6	off	off	ADV
easat-1826	364	7	,	,	PUNCT
easat-1826	364	8	as	as	SCONJ
easat-1826	364	9	seen	see	VERB
easat-1826	364	10	from	from	ADP
easat-1826	364	11	the	the	DET
easat-1826	364	12	predicted	predict	VERB
easat-1826	364	13	wheat	wheat	NOUN
easat-1826	364	14	yield	yield	NOUN
easat-1826	364	15	and	and	CCONJ
easat-1826	364	16	the	the	DET
easat-1826	364	17	real	real	ADJ
easat-1826	364	18	values	value	NOUN
easat-1826	364	19	.	.	PUNCT
easat-1826	365	1	in	in	ADP
easat-1826	365	2	conclusion	conclusion	NOUN
easat-1826	365	3	,	,	PUNCT
easat-1826	365	4	six	six	NUM
easat-1826	365	5	models	model	NOUN
easat-1826	365	6	were	be	AUX
easat-1826	365	7	explored	explore	VERB
easat-1826	365	8	,	,	PUNCT
easat-1826	365	9	and	and	CCONJ
easat-1826	365	10	two	two	NUM
easat-1826	365	11	models	model	NOUN
easat-1826	365	12	were	be	AUX
easat-1826	365	13	allocated	allocate	VERB
easat-1826	365	14	for	for	ADP
easat-1826	365	15	each	each	DET
easat-1826	365	16	task	task	NOUN
easat-1826	365	17	.	.	PUNCT
easat-1826	366	1	in	in	ADP
easat-1826	366	2	terms	term	NOUN
easat-1826	366	3	of	of	ADP
easat-1826	366	4	temperature	temperature	NOUN
easat-1826	366	5	forecasting	forecasting	NOUN
easat-1826	366	6	,	,	PUNCT
easat-1826	366	7	sarima	sarima	NOUN
easat-1826	366	8	,	,	PUNCT
easat-1826	366	9	and	and	CCONJ
easat-1826	366	10	facebook	facebook	PROPN
easat-1826	366	11	prophet	prophet	NOUN
easat-1826	366	12	were	be	AUX
easat-1826	366	13	used	use	VERB
easat-1826	366	14	,	,	PUNCT
easat-1826	366	15	and	and	CCONJ
easat-1826	366	16	from	from	ADP
easat-1826	366	17	the	the	DET
easat-1826	366	18	results	result	NOUN
easat-1826	366	19	,	,	PUNCT
easat-1826	366	20	sarima	sarima	NOUN
easat-1826	366	21	performed	perform	VERB
easat-1826	366	22	better	well	ADV
easat-1826	366	23	than	than	ADP
easat-1826	366	24	prophet	prophet	NOUN
easat-1826	366	25	as	as	SCONJ
easat-1826	366	26	it	it	PRON
easat-1826	366	27	could	could	AUX
easat-1826	366	28	make	make	VERB
easat-1826	366	29	reliable	reliable	ADJ
easat-1826	366	30	predictions	prediction	NOUN
easat-1826	366	31	.	.	PUNCT
easat-1826	367	1	for	for	ADP
easat-1826	367	2	precipitation	precipitation	NOUN
easat-1826	367	3	/	/	SYM
easat-1826	367	4	rainfall	rainfall	NOUN
easat-1826	367	5	prediction	prediction	NOUN
easat-1826	367	6	,	,	PUNCT
easat-1826	367	7	arima	arima	PROPN
easat-1826	367	8	and	and	CCONJ
easat-1826	367	9	lstm	lstm	NOUN
easat-1826	367	10	were	be	AUX
easat-1826	367	11	explored	explore	VERB
easat-1826	367	12	,	,	PUNCT
easat-1826	367	13	and	and	CCONJ
easat-1826	367	14	lstm	lstm	NOUN
easat-1826	367	15	was	be	AUX
easat-1826	367	16	more	more	ADV
easat-1826	367	17	reliable	reliable	ADJ
easat-1826	367	18	than	than	ADP
easat-1826	367	19	arima	arima	PROPN
easat-1826	367	20	.	.	PUNCT
easat-1826	368	1	so	so	ADV
easat-1826	368	2	,	,	PUNCT
easat-1826	368	3	for	for	ADP
easat-1826	368	4	rainfall	rainfall	NOUN
easat-1826	368	5	forecasting	forecasting	NOUN
easat-1826	368	6	,	,	PUNCT
easat-1826	368	7	lstm	lstm	PROPN
easat-1826	368	8	was	be	AUX
easat-1826	368	9	the	the	DET
easat-1826	368	10	model	model	NOUN
easat-1826	368	11	that	that	PRON
easat-1826	368	12	produced	produce	VERB
easat-1826	368	13	better	well	ADJ
easat-1826	368	14	results	result	NOUN
easat-1826	368	15	.	.	PUNCT
easat-1826	369	1	lastly	lastly	ADV
easat-1826	369	2	,	,	PUNCT
easat-1826	369	3	for	for	ADP
easat-1826	369	4	wheat	wheat	NOUN
easat-1826	369	5	production	production	NOUN
easat-1826	369	6	yield	yield	NOUN
easat-1826	369	7	,	,	PUNCT
easat-1826	369	8	two	two	NUM
easat-1826	369	9	models	model	NOUN
easat-1826	369	10	were	be	AUX
easat-1826	369	11	utilized	utilize	VERB
easat-1826	369	12	:	:	PUNCT
easat-1826	369	13	multiple	multiple	ADJ
easat-1826	369	14	linear	linear	ADJ
easat-1826	369	15	regression	regression	NOUN
easat-1826	369	16	and	and	CCONJ
easat-1826	369	17	var	var	NOUN
easat-1826	369	18	.	.	PUNCT
easat-1826	370	1	in	in	ADP
easat-1826	370	2	this	this	DET
easat-1826	370	3	case	case	NOUN
easat-1826	370	4	,	,	PUNCT
easat-1826	370	5	var	var	NOUN
easat-1826	370	6	performed	perform	VERB
easat-1826	370	7	better	well	ADV
easat-1826	370	8	as	as	SCONJ
easat-1826	370	9	the	the	DET
easat-1826	370	10	mse	mse	NOUN
easat-1826	370	11	and	and	CCONJ
easat-1826	370	12	rmse	rmse	ADJ
easat-1826	370	13	values	value	NOUN
easat-1826	370	14	are	be	AUX
easat-1826	370	15	reliable	reliable	ADJ
easat-1826	370	16	.	.	PUNCT
easat-1826	371	1	the	the	DET
easat-1826	371	2	implications	implication	NOUN
easat-1826	371	3	of	of	ADP
easat-1826	371	4	our	our	PRON
easat-1826	371	5	wheat	wheat	NOUN
easat-1826	371	6	production	production	NOUN
easat-1826	371	7	predictions	prediction	NOUN
easat-1826	371	8	extend	extend	VERB
easat-1826	371	9	beyond	beyond	ADP
easat-1826	371	10	data	datum	NOUN
easat-1826	371	11	analysis	analysis	NOUN
easat-1826	371	12	.	.	PUNCT
easat-1826	372	1	they	they	PRON
easat-1826	372	2	reach	reach	VERB
easat-1826	372	3	the	the	DET
easat-1826	372	4	heart	heart	NOUN
easat-1826	372	5	of	of	ADP
easat-1826	372	6	bloemfontein	bloemfontein	PROPN
easat-1826	372	7	’s	’s	PART
easat-1826	372	8	farming	farming	NOUN
easat-1826	372	9	community	community	NOUN
easat-1826	372	10	and	and	CCONJ
easat-1826	372	11	the	the	DET
easat-1826	372	12	broader	broad	ADJ
easat-1826	372	13	agricultural	agricultural	ADJ
easat-1826	372	14	landscape	landscape	NOUN
easat-1826	372	15	.	.	PUNCT
easat-1826	373	1	these	these	DET
easat-1826	373	2	results	result	NOUN
easat-1826	373	3	can	can	AUX
easat-1826	373	4	potentially	potentially	ADV
easat-1826	373	5	guide	guide	VERB
easat-1826	373	6	decision	decision	NOUN
easat-1826	373	7	-	-	PUNCT
easat-1826	373	8	making	make	VERB
easat-1826	373	9	processes	process	NOUN
easat-1826	373	10	,	,	PUNCT
easat-1826	373	11	shape	shape	NOUN
easat-1826	373	12	policies	policy	NOUN
easat-1826	373	13	,	,	PUNCT
easat-1826	373	14	and	and	CCONJ
easat-1826	373	15	inform	inform	VERB
easat-1826	373	16	adaptive	adaptive	ADJ
easat-1826	373	17	strategies	strategy	NOUN
easat-1826	373	18	in	in	ADP
easat-1826	373	19	a	a	DET
easat-1826	373	20	changing	change	VERB
easat-1826	373	21	climate	climate	NOUN
easat-1826	373	22	.	.	PUNCT
easat-1826	374	1	as	as	SCONJ
easat-1826	374	2	we	we	PRON
easat-1826	374	3	traverse	traverse	VERB
easat-1826	374	4	this	this	DET
easat-1826	374	5	landscape	landscape	NOUN
easat-1826	374	6	of	of	ADP
easat-1826	374	7	data	datum	NOUN
easat-1826	374	8	and	and	CCONJ
easat-1826	374	9	agriculture	agriculture	NOUN
easat-1826	374	10	,	,	PUNCT
easat-1826	374	11	we	we	PRON
easat-1826	374	12	consider	consider	VERB
easat-1826	374	13	the	the	DET
easat-1826	374	14	resilience	resilience	NOUN
easat-1826	374	15	and	and	CCONJ
easat-1826	374	16	adaptability	adaptability	NOUN
easat-1826	374	17	of	of	ADP
easat-1826	374	18	local	local	ADJ
easat-1826	374	19	farmers	farmer	NOUN
easat-1826	374	20	and	and	CCONJ
easat-1826	374	21	stakeholders	stakeholder	NOUN
easat-1826	374	22	.	.	PUNCT
easat-1826	375	1	the	the	DET
easat-1826	375	2	results	result	NOUN
easat-1826	375	3	serve	serve	VERB
easat-1826	375	4	as	as	ADP
easat-1826	375	5	a	a	DET
easat-1826	375	6	compass	compass	NOUN
easat-1826	375	7	,	,	PUNCT
easat-1826	375	8	pointing	point	VERB
easat-1826	375	9	toward	toward	ADP
easat-1826	375	10	potential	potential	ADJ
easat-1826	375	11	challenges	challenge	NOUN
easat-1826	375	12	and	and	CCONJ
easat-1826	375	13	opportunities	opportunity	NOUN
easat-1826	375	14	in	in	ADP
easat-1826	375	15	sustaining	sustain	VERB
easat-1826	375	16	wheat	wheat	NOUN
easat-1826	375	17	cultivation	cultivation	NOUN
easat-1826	375	18	amidst	amidst	ADP
easat-1826	375	19	climatic	climatic	ADJ
easat-1826	375	20	uncertainties	uncertainty	NOUN
easat-1826	375	21	.	.	PUNCT
easat-1826	376	1	they	they	PRON
easat-1826	376	2	underscore	underscore	VERB
easat-1826	376	3	the	the	DET
easat-1826	376	4	importance	importance	NOUN
easat-1826	376	5	of	of	ADP
easat-1826	376	6	proactive	proactive	ADJ
easat-1826	376	7	measures	measure	NOUN
easat-1826	376	8	,	,	PUNCT
easat-1826	376	9	from	from	ADP
easat-1826	376	10	crop	crop	NOUN
easat-1826	376	11	diversification	diversification	NOUN
easat-1826	376	12	to	to	ADP
easat-1826	376	13	resource	resource	NOUN
easat-1826	376	14	management	management	NOUN
easat-1826	376	15	,	,	PUNCT
easat-1826	376	16	in	in	ADP
easat-1826	376	17	safeguarding	safeguard	VERB
easat-1826	376	18	agricultural	agricultural	ADJ
easat-1826	376	19	livelihoods	livelihood	NOUN
easat-1826	376	20	.	.	PUNCT
easat-1826	377	1	4	4	X
easat-1826	377	2	.	.	X
easat-1826	377	3	discussion	discussion	NOUN
easat-1826	377	4	the	the	DET
easat-1826	377	5	study	study	NOUN
easat-1826	377	6	’s	’s	PART
easat-1826	377	7	initial	initial	ADJ
easat-1826	377	8	step	step	NOUN
easat-1826	377	9	involved	involve	VERB
easat-1826	377	10	a	a	DET
easat-1826	377	11	meticulous	meticulous	ADJ
easat-1826	377	12	analysis	analysis	NOUN
easat-1826	377	13	of	of	ADP
easat-1826	377	14	historical	historical	ADJ
easat-1826	377	15	climate	climate	NOUN
easat-1826	377	16	data	datum	NOUN
easat-1826	377	17	that	that	PRON
easat-1826	377	18	included	include	VERB
easat-1826	377	19	temperature	temperature	NOUN
easat-1826	377	20	and	and	CCONJ
easat-1826	377	21	precipitation	precipitation	NOUN
easat-1826	377	22	.	.	PUNCT
easat-1826	378	1	in	in	ADP
easat-1826	378	2	the	the	DET
easat-1826	378	3	first	first	ADJ
easat-1826	378	4	component	component	NOUN
easat-1826	378	5	,	,	PUNCT
easat-1826	378	6	the	the	DET
easat-1826	378	7	project	project	NOUN
easat-1826	378	8	undertook	undertake	VERB
easat-1826	378	9	the	the	DET
easat-1826	378	10	task	task	NOUN
easat-1826	378	11	of	of	ADP
easat-1826	378	12	temperature	temperature	NOUN
easat-1826	378	13	forecasting	forecasting	NOUN
easat-1826	378	14	in	in	ADP
easat-1826	378	15	the	the	DET
easat-1826	378	16	bloemfontein	bloemfontein	NOUN
easat-1826	378	17	region	region	NOUN
easat-1826	378	18	.	.	PUNCT
easat-1826	379	1	applying	apply	VERB
easat-1826	379	2	two	two	NUM
easat-1826	379	3	distinct	distinct	ADJ
easat-1826	379	4	time	time	NOUN
easat-1826	379	5	series	series	PROPN
easat-1826	379	6	forecasting	forecasting	NOUN
easat-1826	379	7	techniques	technique	NOUN
easat-1826	379	8	,	,	PUNCT
easat-1826	379	9	sarima	sarima	NOUN
easat-1826	379	10	(	(	PUNCT
easat-1826	379	11	seasonal	seasonal	ADJ
easat-1826	379	12	autoregressive	autoregressive	ADJ
easat-1826	379	13	integrated	integrated	ADJ
easat-1826	379	14	moving	move	VERB
easat-1826	379	15	average	average	ADJ
easat-1826	379	16	)	)	PUNCT
easat-1826	379	17	and	and	CCONJ
easat-1826	379	18	prophet	prophet	NOUN
easat-1826	379	19	,	,	PUNCT
easat-1826	379	20	achieved	achieve	VERB
easat-1826	379	21	this	this	PRON
easat-1826	379	22	.	.	PUNCT
easat-1826	380	1	sarima	sarima	PROPN
easat-1826	380	2	,	,	PUNCT
easat-1826	380	3	known	know	VERB
easat-1826	380	4	for	for	ADP
easat-1826	380	5	capturing	capture	VERB
easat-1826	380	6	seasonal	seasonal	ADJ
easat-1826	380	7	patterns	pattern	NOUN
easat-1826	380	8	,	,	PUNCT
easat-1826	380	9	was	be	AUX
easat-1826	380	10	deployed	deploy	VERB
easat-1826	380	11	to	to	PART
easat-1826	380	12	model	model	VERB
easat-1826	380	13	the	the	DET
easat-1826	380	14	temporal	temporal	ADJ
easat-1826	380	15	temperature	temperature	NOUN
easat-1826	380	16	variations	variation	NOUN
easat-1826	380	17	.	.	PUNCT
easat-1826	381	1	meanwhile	meanwhile	ADV
easat-1826	381	2	,	,	PUNCT
easat-1826	381	3	the	the	DET
easat-1826	381	4	prophet	prophet	NOUN
easat-1826	381	5	provided	provide	VERB
easat-1826	381	6	a	a	DET
easat-1826	381	7	complementary	complementary	ADJ
easat-1826	381	8	perspective	perspective	NOUN
easat-1826	381	9	with	with	ADP
easat-1826	381	10	its	its	PRON
easat-1826	381	11	capacity	capacity	NOUN
easat-1826	381	12	to	to	PART
easat-1826	381	13	handle	handle	VERB
easat-1826	381	14	holiday	holiday	NOUN
easat-1826	381	15	1232	1232	NUM
easat-1826	381	16	edelweiss	edelweiss	PROPN
easat-1826	381	17	applied	apply	VERB
easat-1826	381	18	science	science	NOUN
easat-1826	381	19	and	and	CCONJ
easat-1826	381	20	technology	technology	NOUN
easat-1826	381	21	issn	issn	PROPN
easat-1826	381	22	:	:	PUNCT
easat-1826	381	23	2576	2576	NUM
easat-1826	381	24	-	-	SYM
easat-1826	381	25	8484	8484	NUM
easat-1826	381	26	vol	vol	NOUN
easat-1826	381	27	.	.	PROPN
easat-1826	382	1	8	8	NUM
easat-1826	382	2	,	,	PUNCT
easat-1826	382	3	no	no	INTJ
easat-1826	382	4	.	.	NOUN
easat-1826	382	5	5	5	NUM
easat-1826	382	6	:	:	SYM
easat-1826	382	7	1213	1213	NUM
easat-1826	382	8	-	-	SYM
easat-1826	382	9	1234	1234	NUM
easat-1826	382	10	,	,	PUNCT
easat-1826	382	11	2024	2024	NUM
easat-1826	382	12	doi	doi	NOUN
easat-1826	382	13	:	:	PUNCT
easat-1826	382	14	10.55214/25768484.v8i5.1826	10.55214/25768484.v8i5.1826	NUM
easat-1826	382	15	©	©	ADP
easat-1826	382	16	2024	2024	NUM
easat-1826	382	17	by	by	ADP
easat-1826	382	18	the	the	DET
easat-1826	382	19	authors	author	NOUN
easat-1826	382	20	;	;	PUNCT
easat-1826	382	21	licensee	licensee	PROPN
easat-1826	382	22	learning	learn	VERB
easat-1826	382	23	gate	gate	NOUN
easat-1826	382	24	effects	effect	NOUN
easat-1826	382	25	and	and	CCONJ
easat-1826	382	26	special	special	ADJ
easat-1826	382	27	events	event	NOUN
easat-1826	382	28	.	.	PUNCT
easat-1826	383	1	utilizing	utilize	VERB
easat-1826	383	2	these	these	DET
easat-1826	383	3	methods	method	NOUN
easat-1826	383	4	,	,	PUNCT
easat-1826	383	5	the	the	DET
easat-1826	383	6	project	project	NOUN
easat-1826	383	7	successfully	successfully	ADV
easat-1826	383	8	projected	project	VERB
easat-1826	383	9	temperature	temperature	NOUN
easat-1826	383	10	trends	trend	NOUN
easat-1826	383	11	identified	identify	VERB
easat-1826	383	12	seasonality	seasonality	NOUN
easat-1826	383	13	,	,	PUNCT
easat-1826	383	14	and	and	CCONJ
easat-1826	383	15	recognized	recognize	VERB
easat-1826	383	16	extreme	extreme	ADJ
easat-1826	383	17	temperature	temperature	NOUN
easat-1826	383	18	events	event	NOUN
easat-1826	383	19	relevant	relevant	ADJ
easat-1826	383	20	to	to	ADP
easat-1826	383	21	the	the	DET
easat-1826	383	22	region	region	NOUN
easat-1826	383	23	.	.	PUNCT
easat-1826	384	1	the	the	DET
easat-1826	384	2	second	second	ADJ
easat-1826	384	3	component	component	NOUN
easat-1826	384	4	of	of	ADP
easat-1826	384	5	the	the	DET
easat-1826	384	6	project	project	NOUN
easat-1826	384	7	focused	focus	VERB
easat-1826	384	8	on	on	ADP
easat-1826	384	9	forecasting	forecast	VERB
easat-1826	384	10	precipitation	precipitation	NOUN
easat-1826	384	11	in	in	ADP
easat-1826	384	12	bloemfontein	bloemfontein	PROPN
easat-1826	384	13	.	.	PUNCT
easat-1826	385	1	this	this	PRON
easat-1826	385	2	was	be	AUX
easat-1826	385	3	a	a	DET
easat-1826	385	4	critical	critical	ADJ
easat-1826	385	5	facet	facet	NOUN
easat-1826	385	6	as	as	SCONJ
easat-1826	385	7	rainfall	rainfall	NOUN
easat-1826	385	8	patterns	pattern	NOUN
easat-1826	385	9	profoundly	profoundly	ADV
easat-1826	385	10	impact	impact	VERB
easat-1826	385	11	agricultural	agricultural	ADJ
easat-1826	385	12	outcomes	outcome	NOUN
easat-1826	385	13	.	.	PUNCT
easat-1826	386	1	to	to	PART
easat-1826	386	2	accomplish	accomplish	VERB
easat-1826	386	3	this	this	PRON
easat-1826	386	4	,	,	PUNCT
easat-1826	386	5	the	the	DET
easat-1826	386	6	study	study	NOUN
easat-1826	386	7	employed	employ	VERB
easat-1826	386	8	arima	arima	NOUN
easat-1826	386	9	and	and	CCONJ
easat-1826	386	10	lstm	lstm	PROPN
easat-1826	386	11	.	.	PUNCT
easat-1826	387	1	arima	arima	PROPN
easat-1826	387	2	,	,	PUNCT
easat-1826	387	3	a	a	DET
easat-1826	387	4	conventional	conventional	ADJ
easat-1826	387	5	yet	yet	CCONJ
easat-1826	387	6	powerful	powerful	ADJ
easat-1826	387	7	tool	tool	NOUN
easat-1826	387	8	,	,	PUNCT
easat-1826	387	9	was	be	AUX
easat-1826	387	10	used	use	VERB
easat-1826	387	11	to	to	PART
easat-1826	387	12	capture	capture	VERB
easat-1826	387	13	temporal	temporal	ADJ
easat-1826	387	14	variations	variation	NOUN
easat-1826	387	15	in	in	ADP
easat-1826	387	16	precipitation	precipitation	NOUN
easat-1826	387	17	.	.	PUNCT
easat-1826	388	1	lstm	lstm	PROPN
easat-1826	388	2	,	,	PUNCT
easat-1826	388	3	a	a	DET
easat-1826	388	4	specialized	specialized	ADJ
easat-1826	388	5	deep	deep	ADJ
easat-1826	388	6	learning	learning	NOUN
easat-1826	388	7	architecture	architecture	NOUN
easat-1826	388	8	for	for	ADP
easat-1826	388	9	time	time	NOUN
easat-1826	388	10	series	series	PROPN
easat-1826	388	11	data	data	PROPN
easat-1826	388	12	,	,	PUNCT
easat-1826	388	13	added	add	VERB
easat-1826	388	14	a	a	DET
easat-1826	388	15	layer	layer	NOUN
easat-1826	388	16	of	of	ADP
easat-1826	388	17	sophistication	sophistication	NOUN
easat-1826	388	18	by	by	ADP
easat-1826	388	19	addressing	address	VERB
easat-1826	388	20	the	the	DET
easat-1826	388	21	temporal	temporal	ADJ
easat-1826	388	22	dependencies	dependency	NOUN
easat-1826	388	23	and	and	CCONJ
easat-1826	388	24	complexities	complexity	NOUN
easat-1826	388	25	inherent	inherent	ADJ
easat-1826	388	26	in	in	ADP
easat-1826	388	27	precipitation	precipitation	NOUN
easat-1826	388	28	data	datum	NOUN
easat-1826	388	29	.	.	PUNCT
easat-1826	389	1	the	the	DET
easat-1826	389	2	study	study	NOUN
easat-1826	389	3	’s	’s	PART
easat-1826	389	4	ability	ability	NOUN
easat-1826	389	5	to	to	PART
easat-1826	389	6	forecast	forecast	VERB
easat-1826	389	7	rainfall	rainfall	NOUN
easat-1826	389	8	,	,	PUNCT
easat-1826	389	9	a	a	DET
easat-1826	389	10	challenging	challenging	ADJ
easat-1826	389	11	task	task	NOUN
easat-1826	389	12	due	due	ADP
easat-1826	389	13	to	to	ADP
easat-1826	389	14	its	its	PRON
easat-1826	389	15	inherent	inherent	ADJ
easat-1826	389	16	variability	variability	NOUN
easat-1826	389	17	,	,	PUNCT
easat-1826	389	18	holds	hold	VERB
easat-1826	389	19	significant	significant	ADJ
easat-1826	389	20	implications	implication	NOUN
easat-1826	389	21	for	for	ADP
easat-1826	389	22	agricultural	agricultural	ADJ
easat-1826	389	23	planning	planning	NOUN
easat-1826	389	24	and	and	CCONJ
easat-1826	389	25	resilience	resilience	NOUN
easat-1826	389	26	.	.	PUNCT
easat-1826	390	1	in	in	ADP
easat-1826	390	2	tandem	tandem	PROPN
easat-1826	390	3	,	,	PUNCT
easat-1826	390	4	the	the	DET
easat-1826	390	5	study	study	NOUN
easat-1826	390	6	delved	delve	VERB
easat-1826	390	7	into	into	ADP
easat-1826	390	8	historical	historical	ADJ
easat-1826	390	9	wheat	wheat	NOUN
easat-1826	390	10	yield	yield	NOUN
easat-1826	390	11	data	datum	NOUN
easat-1826	390	12	.	.	PUNCT
easat-1826	391	1	this	this	DET
easat-1826	391	2	examination	examination	NOUN
easat-1826	391	3	thoroughly	thoroughly	ADV
easat-1826	391	4	investigates	investigate	VERB
easat-1826	391	5	the	the	DET
easat-1826	391	6	variability	variability	NOUN
easat-1826	391	7	of	of	ADP
easat-1826	391	8	wheat	wheat	NOUN
easat-1826	391	9	yield	yield	NOUN
easat-1826	391	10	over	over	ADP
easat-1826	391	11	time	time	NOUN
easat-1826	391	12	in	in	ADP
easat-1826	391	13	direct	direct	ADJ
easat-1826	391	14	response	response	NOUN
easat-1826	391	15	to	to	ADP
easat-1826	391	16	climate	climate	NOUN
easat-1826	391	17	conditions	condition	NOUN
easat-1826	391	18	.	.	PUNCT
easat-1826	392	1	it	it	PRON
easat-1826	392	2	goes	go	VERB
easat-1826	392	3	beyond	beyond	ADP
easat-1826	392	4	simple	simple	ADJ
easat-1826	392	5	observation	observation	NOUN
easat-1826	392	6	,	,	PUNCT
easat-1826	392	7	seeking	seek	VERB
easat-1826	392	8	to	to	PART
easat-1826	392	9	uncover	uncover	VERB
easat-1826	392	10	the	the	DET
easat-1826	392	11	intricate	intricate	ADJ
easat-1826	392	12	relationships	relationship	NOUN
easat-1826	392	13	between	between	ADP
easat-1826	392	14	climate	climate	NOUN
easat-1826	392	15	fluctuations	fluctuation	NOUN
easat-1826	392	16	and	and	CCONJ
easat-1826	392	17	agricultural	agricultural	ADJ
easat-1826	392	18	output	output	NOUN
easat-1826	392	19	.	.	PUNCT
easat-1826	393	1	wheat	wheat	NOUN
easat-1826	393	2	production	production	NOUN
easat-1826	393	3	is	be	AUX
easat-1826	393	4	intricately	intricately	ADV
easat-1826	393	5	linked	link	VERB
easat-1826	393	6	to	to	ADP
easat-1826	393	7	climate	climate	NOUN
easat-1826	393	8	variables	variable	NOUN
easat-1826	393	9	,	,	PUNCT
easat-1826	393	10	and	and	CCONJ
easat-1826	393	11	understanding	understand	VERB
easat-1826	393	12	this	this	DET
easat-1826	393	13	relationship	relationship	NOUN
easat-1826	393	14	is	be	AUX
easat-1826	393	15	vital	vital	ADJ
easat-1826	393	16	for	for	ADP
easat-1826	393	17	agricultural	agricultural	ADJ
easat-1826	393	18	sustainability	sustainability	NOUN
easat-1826	393	19	.	.	PUNCT
easat-1826	394	1	the	the	DET
easat-1826	394	2	project	project	NOUN
easat-1826	394	3	utilized	utilize	VERB
easat-1826	394	4	var	var	NOUN
easat-1826	394	5	(	(	PUNCT
easat-1826	394	6	vector	vector	NOUN
easat-1826	394	7	autoregression	autoregression	NOUN
easat-1826	394	8	)	)	PUNCT
easat-1826	394	9	and	and	CCONJ
easat-1826	394	10	multiple	multiple	ADJ
easat-1826	394	11	linear	linear	ADJ
easat-1826	394	12	regression	regression	NOUN
easat-1826	394	13	to	to	PART
easat-1826	394	14	model	model	VERB
easat-1826	394	15	the	the	DET
easat-1826	394	16	interplay	interplay	NOUN
easat-1826	394	17	between	between	ADP
easat-1826	394	18	climate	climate	NOUN
easat-1826	394	19	variables	variable	NOUN
easat-1826	394	20	and	and	CCONJ
easat-1826	394	21	wheat	wheat	NOUN
easat-1826	394	22	yield	yield	NOUN
easat-1826	394	23	.	.	PUNCT
easat-1826	395	1	var	var	PROPN
easat-1826	395	2	facilitated	facilitate	VERB
easat-1826	395	3	examining	examine	VERB
easat-1826	395	4	dynamic	dynamic	ADJ
easat-1826	395	5	interactions	interaction	NOUN
easat-1826	395	6	between	between	ADP
easat-1826	395	7	multiple	multiple	ADJ
easat-1826	395	8	time	time	NOUN
easat-1826	395	9	series	series	PROPN
easat-1826	395	10	variables	variable	NOUN
easat-1826	395	11	,	,	PUNCT
easat-1826	395	12	offering	offer	VERB
easat-1826	395	13	insights	insight	NOUN
easat-1826	395	14	into	into	ADP
easat-1826	395	15	how	how	SCONJ
easat-1826	395	16	climate	climate	NOUN
easat-1826	395	17	factors	factor	NOUN
easat-1826	395	18	influence	influence	VERB
easat-1826	395	19	wheat	wheat	NOUN
easat-1826	395	20	production	production	NOUN
easat-1826	395	21	.	.	PUNCT
easat-1826	396	1	on	on	ADP
easat-1826	396	2	the	the	DET
easat-1826	396	3	other	other	ADJ
easat-1826	396	4	hand	hand	NOUN
easat-1826	396	5	,	,	PUNCT
easat-1826	396	6	multiple	multiple	ADJ
easat-1826	396	7	linear	linear	NOUN
easat-1826	396	8	regression	regression	NOUN
easat-1826	396	9	provided	provide	VERB
easat-1826	396	10	a	a	DET
easat-1826	396	11	clear	clear	ADJ
easat-1826	396	12	and	and	CCONJ
easat-1826	396	13	interpretable	interpretable	ADJ
easat-1826	396	14	model	model	NOUN
easat-1826	396	15	of	of	ADP
easat-1826	396	16	the	the	DET
easat-1826	396	17	linear	linear	ADJ
easat-1826	396	18	relationships	relationship	NOUN
easat-1826	396	19	between	between	ADP
easat-1826	396	20	climate	climate	NOUN
easat-1826	396	21	parameters	parameter	NOUN
easat-1826	396	22	and	and	CCONJ
easat-1826	396	23	wheat	wheat	NOUN
easat-1826	396	24	yield	yield	NOUN
easat-1826	396	25	.	.	PUNCT
easat-1826	397	1	these	these	DET
easat-1826	397	2	techniques	technique	NOUN
easat-1826	397	3	enabled	enable	VERB
easat-1826	397	4	the	the	DET
easat-1826	397	5	project	project	NOUN
easat-1826	397	6	to	to	PART
easat-1826	397	7	predict	predict	VERB
easat-1826	397	8	wheat	wheat	NOUN
easat-1826	397	9	yield	yield	NOUN
easat-1826	397	10	and	and	CCONJ
easat-1826	397	11	shed	shed	VERB
easat-1826	397	12	light	light	NOUN
easat-1826	397	13	on	on	ADP
easat-1826	397	14	the	the	DET
easat-1826	397	15	nuanced	nuanced	ADJ
easat-1826	397	16	interactions	interaction	NOUN
easat-1826	397	17	that	that	PRON
easat-1826	397	18	underlie	underlie	VERB
easat-1826	397	19	this	this	DET
easat-1826	397	20	vital	vital	ADJ
easat-1826	397	21	aspect	aspect	NOUN
easat-1826	397	22	of	of	ADP
easat-1826	397	23	agriculture	agriculture	NOUN
easat-1826	397	24	.	.	PUNCT
easat-1826	398	1	the	the	DET
easat-1826	398	2	study	study	NOUN
easat-1826	398	3	employed	employ	VERB
easat-1826	398	4	an	an	DET
easat-1826	398	5	arsenal	arsenal	NOUN
easat-1826	398	6	of	of	ADP
easat-1826	398	7	time	time	NOUN
easat-1826	398	8	series	series	NOUN
easat-1826	398	9	analysis	analysis	NOUN
easat-1826	398	10	techniques	technique	NOUN
easat-1826	398	11	to	to	PART
easat-1826	398	12	bridge	bridge	VERB
easat-1826	398	13	the	the	DET
easat-1826	398	14	gap	gap	NOUN
easat-1826	398	15	between	between	ADP
easat-1826	398	16	climate	climate	NOUN
easat-1826	398	17	variables	variable	NOUN
easat-1826	398	18	and	and	CCONJ
easat-1826	398	19	wheat	wheat	NOUN
easat-1826	398	20	yield	yield	NOUN
easat-1826	398	21	.	.	PUNCT
easat-1826	399	1	from	from	ADP
easat-1826	399	2	traditional	traditional	ADJ
easat-1826	399	3	methods	method	NOUN
easat-1826	399	4	like	like	ADP
easat-1826	399	5	arima	arima	PROPN
easat-1826	399	6	and	and	CCONJ
easat-1826	399	7	sarima	sarima	NOUN
easat-1826	399	8	to	to	ADP
easat-1826	399	9	the	the	DET
easat-1826	399	10	more	more	ADV
easat-1826	399	11	modern	modern	ADJ
easat-1826	399	12	facebook	facebook	NOUN
easat-1826	399	13	prophet	prophet	NOUN
easat-1826	399	14	,	,	PUNCT
easat-1826	399	15	these	these	DET
easat-1826	399	16	models	model	NOUN
easat-1826	399	17	meticulously	meticulously	ADV
easat-1826	399	18	capture	capture	VERB
easat-1826	399	19	the	the	DET
easat-1826	399	20	temporal	temporal	ADJ
easat-1826	399	21	dynamics	dynamic	NOUN
easat-1826	399	22	of	of	ADP
easat-1826	399	23	climate	climate	NOUN
easat-1826	399	24	and	and	CCONJ
easat-1826	399	25	agricultural	agricultural	ADJ
easat-1826	399	26	data	datum	NOUN
easat-1826	399	27	.	.	PUNCT
easat-1826	400	1	they	they	PRON
easat-1826	400	2	provide	provide	VERB
easat-1826	400	3	historical	historical	ADJ
easat-1826	400	4	insights	insight	NOUN
easat-1826	400	5	and	and	CCONJ
easat-1826	400	6	a	a	DET
easat-1826	400	7	foundation	foundation	NOUN
easat-1826	400	8	for	for	ADP
easat-1826	400	9	forecasting	forecast	VERB
easat-1826	400	10	future	future	ADJ
easat-1826	400	11	interactions	interaction	NOUN
easat-1826	400	12	between	between	ADP
easat-1826	400	13	climate	climate	NOUN
easat-1826	400	14	and	and	CCONJ
easat-1826	400	15	wheat	wheat	NOUN
easat-1826	400	16	yield	yield	NOUN
easat-1826	400	17	.	.	PUNCT
easat-1826	401	1	in	in	ADP
easat-1826	401	2	conclusion	conclusion	NOUN
easat-1826	401	3	,	,	PUNCT
easat-1826	401	4	integrating	integrate	VERB
easat-1826	401	5	time	time	NOUN
easat-1826	401	6	series	series	PROPN
easat-1826	401	7	analysis	analysis	NOUN
easat-1826	401	8	techniques	technique	NOUN
easat-1826	401	9	,	,	PUNCT
easat-1826	401	10	machine	machine	NOUN
easat-1826	401	11	learning	learning	NOUN
easat-1826	401	12	models	model	NOUN
easat-1826	401	13	,	,	PUNCT
easat-1826	401	14	and	and	CCONJ
easat-1826	401	15	statistical	statistical	ADJ
easat-1826	401	16	approaches	approach	NOUN
easat-1826	401	17	has	have	AUX
easat-1826	401	18	highlighted	highlight	VERB
easat-1826	401	19	the	the	DET
easat-1826	401	20	dynamic	dynamic	ADJ
easat-1826	401	21	relationship	relationship	NOUN
easat-1826	401	22	between	between	ADP
easat-1826	401	23	climate	climate	NOUN
easat-1826	401	24	variability	variability	NOUN
easat-1826	401	25	and	and	CCONJ
easat-1826	401	26	wheat	wheat	NOUN
easat-1826	401	27	yield	yield	NOUN
easat-1826	401	28	production	production	NOUN
easat-1826	401	29	in	in	ADP
easat-1826	401	30	bloemfontein	bloemfontein	NOUN
easat-1826	401	31	wheat	wheat	NOUN
easat-1826	401	32	farms	farm	NOUN
easat-1826	401	33	.	.	PUNCT
easat-1826	402	1	by	by	ADP
easat-1826	402	2	quantifying	quantify	VERB
easat-1826	402	3	these	these	DET
easat-1826	402	4	relationships	relationship	NOUN
easat-1826	402	5	,	,	PUNCT
easat-1826	402	6	we	we	PRON
easat-1826	402	7	hope	hope	VERB
easat-1826	402	8	to	to	PART
easat-1826	402	9	support	support	VERB
easat-1826	402	10	sustainable	sustainable	ADJ
easat-1826	402	11	agricultural	agricultural	ADJ
easat-1826	402	12	practices	practice	NOUN
easat-1826	402	13	and	and	CCONJ
easat-1826	402	14	contribute	contribute	VERB
easat-1826	402	15	to	to	ADP
easat-1826	402	16	a	a	DET
easat-1826	402	17	resilient	resilient	ADJ
easat-1826	402	18	food	food	NOUN
easat-1826	402	19	production	production	NOUN
easat-1826	402	20	system	system	NOUN
easat-1826	402	21	in	in	ADP
easat-1826	402	22	the	the	DET
easat-1826	402	23	face	face	NOUN
easat-1826	402	24	of	of	ADP
easat-1826	402	25	changing	change	VERB
easat-1826	402	26	climatic	climatic	ADJ
easat-1826	402	27	conditions	condition	NOUN
easat-1826	402	28	.	.	PUNCT
easat-1826	403	1	this	this	DET
easat-1826	403	2	research	research	NOUN
easat-1826	403	3	is	be	AUX
easat-1826	403	4	a	a	DET
easat-1826	403	5	cornerstone	cornerstone	NOUN
easat-1826	403	6	for	for	ADP
easat-1826	403	7	enhancing	enhance	VERB
easat-1826	403	8	climate	climate	NOUN
easat-1826	403	9	resilience	resilience	NOUN
easat-1826	403	10	and	and	CCONJ
easat-1826	403	11	fostering	foster	VERB
easat-1826	403	12	sustainable	sustainable	ADJ
easat-1826	403	13	agriculture	agriculture	NOUN
easat-1826	403	14	in	in	ADP
easat-1826	403	15	the	the	DET
easat-1826	403	16	face	face	NOUN
easat-1826	403	17	of	of	ADP
easat-1826	403	18	evolving	evolve	VERB
easat-1826	403	19	climatic	climatic	ADJ
easat-1826	403	20	conditions	condition	NOUN
easat-1826	403	21	.	.	PUNCT
easat-1826	404	1	as	as	SCONJ
easat-1826	404	2	bloemfontein	bloemfontein	PROPN
easat-1826	404	3	’s	’s	PART
easat-1826	404	4	agricultural	agricultural	ADJ
easat-1826	404	5	community	community	NOUN
easat-1826	404	6	looks	look	VERB
easat-1826	404	7	to	to	ADP
easat-1826	404	8	the	the	DET
easat-1826	404	9	future	future	NOUN
easat-1826	404	10	,	,	PUNCT
easat-1826	404	11	this	this	DET
easat-1826	404	12	study	study	NOUN
easat-1826	404	13	stands	stand	VERB
easat-1826	404	14	as	as	ADP
easat-1826	404	15	a	a	DET
easat-1826	404	16	beacon	beacon	NOUN
easat-1826	404	17	of	of	ADP
easat-1826	404	18	knowledge	knowledge	NOUN
easat-1826	404	19	and	and	CCONJ
easat-1826	404	20	guidance	guidance	NOUN
easat-1826	404	21	,	,	PUNCT
easat-1826	404	22	helping	help	VERB
easat-1826	404	23	to	to	PART
easat-1826	404	24	navigate	navigate	VERB
easat-1826	404	25	the	the	DET
easat-1826	404	26	challenges	challenge	NOUN
easat-1826	404	27	and	and	CCONJ
easat-1826	404	28	opportunities	opportunity	NOUN
easat-1826	404	29	climate	climate	NOUN
easat-1826	404	30	change	change	NOUN
easat-1826	404	31	presents	present	NOUN
easat-1826	404	32	.	.	PUNCT
easat-1826	405	1	5	5	X
easat-1826	405	2	.	.	X
easat-1826	405	3	conclusions	conclusion	NOUN
easat-1826	405	4	this	this	DET
easat-1826	405	5	study	study	NOUN
easat-1826	405	6	delved	delve	VERB
easat-1826	405	7	into	into	ADP
easat-1826	405	8	the	the	DET
easat-1826	405	9	intricate	intricate	ADJ
easat-1826	405	10	relationship	relationship	NOUN
easat-1826	405	11	between	between	ADP
easat-1826	405	12	climate	climate	NOUN
easat-1826	405	13	variability	variability	NOUN
easat-1826	405	14	and	and	CCONJ
easat-1826	405	15	wheat	wheat	NOUN
easat-1826	405	16	yield	yield	NOUN
easat-1826	405	17	production	production	NOUN
easat-1826	405	18	in	in	ADP
easat-1826	405	19	bloemfontein	bloemfontein	PROPN
easat-1826	405	20	wheat	wheat	NOUN
easat-1826	405	21	farms	farm	NOUN
easat-1826	405	22	through	through	ADP
easat-1826	405	23	comprehensive	comprehensive	ADJ
easat-1826	405	24	time	time	NOUN
easat-1826	405	25	series	series	PROPN
easat-1826	405	26	analysis	analysis	NOUN
easat-1826	405	27	.	.	PUNCT
easat-1826	406	1	to	to	PART
easat-1826	406	2	assess	assess	VERB
easat-1826	406	3	the	the	DET
easat-1826	406	4	impact	impact	NOUN
easat-1826	406	5	of	of	ADP
easat-1826	406	6	climate	climate	NOUN
easat-1826	406	7	variability	variability	NOUN
easat-1826	406	8	,	,	PUNCT
easat-1826	406	9	we	we	PRON
easat-1826	406	10	employed	employ	VERB
easat-1826	406	11	a	a	DET
easat-1826	406	12	variety	variety	NOUN
easat-1826	406	13	of	of	ADP
easat-1826	406	14	forecasting	forecasting	NOUN
easat-1826	406	15	models	model	NOUN
easat-1826	406	16	and	and	CCONJ
easat-1826	406	17	statistical	statistical	ADJ
easat-1826	406	18	techniques	technique	NOUN
easat-1826	406	19	.	.	PUNCT
easat-1826	407	1	for	for	ADP
easat-1826	407	2	temperature	temperature	NOUN
easat-1826	407	3	forecasting	forecasting	NOUN
easat-1826	407	4	,	,	PUNCT
easat-1826	407	5	we	we	PRON
easat-1826	407	6	utilized	utilize	VERB
easat-1826	407	7	sarima	sarima	NOUN
easat-1826	407	8	and	and	CCONJ
easat-1826	407	9	facebook	facebook	PROPN
easat-1826	407	10	prophet	prophet	NOUN
easat-1826	407	11	.	.	PUNCT
easat-1826	408	1	these	these	DET
easat-1826	408	2	models	model	NOUN
easat-1826	408	3	demonstrated	demonstrate	VERB
easat-1826	408	4	their	their	PRON
easat-1826	408	5	effectiveness	effectiveness	NOUN
easat-1826	408	6	in	in	ADP
easat-1826	408	7	capturing	capture	VERB
easat-1826	408	8	temperature	temperature	NOUN
easat-1826	408	9	patterns	pattern	NOUN
easat-1826	408	10	and	and	CCONJ
easat-1826	408	11	exhibited	exhibit	VERB
easat-1826	408	12	promising	promising	ADJ
easat-1826	408	13	performance	performance	NOUN
easat-1826	408	14	in	in	ADP
easat-1826	408	15	predicting	predict	VERB
easat-1826	408	16	future	future	ADJ
easat-1826	408	17	temperature	temperature	NOUN
easat-1826	408	18	anomalies	anomaly	NOUN
easat-1826	408	19	.	.	PUNCT
easat-1826	409	1	our	our	PRON
easat-1826	409	2	analysis	analysis	NOUN
easat-1826	409	3	underscored	underscore	VERB
easat-1826	409	4	the	the	DET
easat-1826	409	5	importance	importance	NOUN
easat-1826	409	6	of	of	ADP
easat-1826	409	7	understanding	understand	VERB
easat-1826	409	8	temperature	temperature	NOUN
easat-1826	409	9	fluctuations	fluctuation	NOUN
easat-1826	409	10	as	as	ADP
easat-1826	409	11	a	a	DET
easat-1826	409	12	key	key	ADJ
easat-1826	409	13	determinant	determinant	NOUN
easat-1826	409	14	of	of	ADP
easat-1826	409	15	wheat	wheat	NOUN
easat-1826	409	16	yield	yield	NOUN
easat-1826	409	17	variability	variability	NOUN
easat-1826	409	18	.	.	PUNCT
easat-1826	410	1	precipitation	precipitation	NOUN
easat-1826	410	2	prediction	prediction	NOUN
easat-1826	410	3	was	be	AUX
easat-1826	410	4	conducted	conduct	VERB
easat-1826	410	5	using	use	VERB
easat-1826	410	6	two	two	NUM
easat-1826	410	7	distinct	distinct	ADJ
easat-1826	410	8	approaches	approach	NOUN
easat-1826	410	9	:	:	PUNCT
easat-1826	410	10	arima	arima	NOUN
easat-1826	410	11	and	and	CCONJ
easat-1826	410	12	lstm	lstm	PROPN
easat-1826	410	13	.	.	PUNCT
easat-1826	411	1	the	the	DET
easat-1826	411	2	latter	latter	ADJ
easat-1826	411	3	,	,	PUNCT
easat-1826	411	4	is	be	AUX
easat-1826	411	5	a	a	DET
easat-1826	411	6	deep	deep	ADJ
easat-1826	411	7	learning	learning	NOUN
easat-1826	411	8	architecture	architecture	NOUN
easat-1826	411	9	,	,	PUNCT
easat-1826	411	10	emerged	emerge	VERB
easat-1826	411	11	as	as	ADP
easat-1826	411	12	the	the	DET
easat-1826	411	13	superior	superior	ADJ
easat-1826	411	14	choice	choice	NOUN
easat-1826	411	15	,	,	PUNCT
easat-1826	411	16	showcasing	showcase	VERB
easat-1826	411	17	its	its	PRON
easat-1826	411	18	ability	ability	NOUN
easat-1826	411	19	to	to	PART
easat-1826	411	20	capture	capture	VERB
easat-1826	411	21	intricate	intricate	ADJ
easat-1826	411	22	precipitation	precipitation	NOUN
easat-1826	411	23	patterns	pattern	NOUN
easat-1826	411	24	and	and	CCONJ
easat-1826	411	25	providing	provide	VERB
easat-1826	411	26	valuable	valuable	ADJ
easat-1826	411	27	insights	insight	NOUN
easat-1826	411	28	into	into	ADP
easat-1826	411	29	the	the	DET
easat-1826	411	30	predictability	predictability	NOUN
easat-1826	411	31	of	of	ADP
easat-1826	411	32	rainfall	rainfall	NOUN
easat-1826	411	33	regimes	regime	NOUN
easat-1826	411	34	.	.	PUNCT
easat-1826	412	1	lastly	lastly	ADV
easat-1826	412	2	,	,	PUNCT
easat-1826	412	3	we	we	PRON
easat-1826	412	4	employed	employ	VERB
easat-1826	412	5	multiple	multiple	ADJ
easat-1826	412	6	linear	linear	ADJ
easat-1826	412	7	regression	regression	NOUN
easat-1826	412	8	and	and	CCONJ
easat-1826	412	9	vector	vector	NOUN
easat-1826	412	10	autoregression	autoregression	NOUN
easat-1826	412	11	(	(	PUNCT
easat-1826	412	12	var	var	NOUN
easat-1826	412	13	)	)	PUNCT
easat-1826	412	14	models	model	NOUN
easat-1826	412	15	for	for	ADP
easat-1826	412	16	wheat	wheat	NOUN
easat-1826	412	17	yield	yield	NOUN
easat-1826	412	18	production	production	NOUN
easat-1826	412	19	prediction	prediction	NOUN
easat-1826	412	20	.	.	PUNCT
easat-1826	413	1	while	while	SCONJ
easat-1826	413	2	multiple	multiple	ADJ
easat-1826	413	3	linear	linear	ADJ
easat-1826	413	4	regression	regression	NOUN
easat-1826	413	5	revealed	reveal	VERB
easat-1826	413	6	valuable	valuable	ADJ
easat-1826	413	7	relationships	relationship	NOUN
easat-1826	413	8	between	between	ADP
easat-1826	413	9	wheat	wheat	NOUN
easat-1826	413	10	yield	yield	NOUN
easat-1826	413	11	and	and	CCONJ
easat-1826	413	12	various	various	ADJ
easat-1826	413	13	climate	climate	NOUN
easat-1826	413	14	variables	variable	NOUN
easat-1826	413	15	,	,	PUNCT
easat-1826	413	16	var	var	PROPN
easat-1826	413	17	outperformed	outperform	VERB
easat-1826	413	18	in	in	ADP
easat-1826	413	19	capturing	capture	VERB
easat-1826	413	20	the	the	DET
easat-1826	413	21	dynamic	dynamic	ADJ
easat-1826	413	22	interplay	interplay	NOUN
easat-1826	413	23	between	between	ADP
easat-1826	413	24	climate	climate	NOUN
easat-1826	413	25	factors	factor	NOUN
easat-1826	413	26	and	and	CCONJ
easat-1826	413	27	wheat	wheat	NOUN
easat-1826	413	28	yield	yield	NOUN
easat-1826	413	29	fluctuations	fluctuation	NOUN
easat-1826	413	30	.	.	PUNCT
easat-1826	414	1	the	the	DET
easat-1826	414	2	outcomes	outcome	NOUN
easat-1826	414	3	from	from	ADP
easat-1826	414	4	this	this	DET
easat-1826	414	5	research	research	NOUN
easat-1826	414	6	constitute	constitute	VERB
easat-1826	414	7	a	a	DET
easat-1826	414	8	significant	significant	ADJ
easat-1826	414	9	advancement	advancement	NOUN
easat-1826	414	10	in	in	ADP
easat-1826	414	11	our	our	PRON
easat-1826	414	12	comprehension	comprehension	NOUN
easat-1826	414	13	of	of	ADP
easat-1826	414	14	climate	climate	NOUN
easat-1826	414	15	variability	variability	NOUN
easat-1826	414	16	’s	’s	PART
easat-1826	414	17	impact	impact	NOUN
easat-1826	414	18	on	on	ADP
easat-1826	414	19	wheat	wheat	NOUN
easat-1826	414	20	yield	yield	NOUN
easat-1826	414	21	within	within	ADP
easat-1826	414	22	bloemfontein	bloemfontein	NOUN
easat-1826	414	23	wheat	wheat	NOUN
easat-1826	414	24	farms	farm	NOUN
easat-1826	414	25	.	.	PUNCT
easat-1826	415	1	the	the	DET
easat-1826	415	2	insights	insight	NOUN
easat-1826	415	3	gleaned	glean	VERB
easat-1826	415	4	through	through	ADP
easat-1826	415	5	this	this	DET
easat-1826	415	6	study	study	NOUN
easat-1826	415	7	hold	hold	VERB
easat-1826	415	8	substantial	substantial	ADJ
easat-1826	415	9	potential	potential	NOUN
easat-1826	415	10	as	as	ADP
easat-1826	415	11	a	a	DET
easat-1826	415	12	valuable	valuable	ADJ
easat-1826	415	13	reservoir	reservoir	NOUN
easat-1826	415	14	of	of	ADP
easat-1826	415	15	knowledge	knowledge	NOUN
easat-1826	415	16	for	for	ADP
easat-1826	415	17	1233	1233	NUM
easat-1826	415	18	edelweiss	edelweiss	PROPN
easat-1826	415	19	applied	apply	VERB
easat-1826	415	20	science	science	NOUN
easat-1826	415	21	and	and	CCONJ
easat-1826	415	22	technology	technology	NOUN
easat-1826	415	23	issn	issn	PROPN
easat-1826	415	24	:	:	PUNCT
easat-1826	415	25	2576	2576	NUM
easat-1826	415	26	-	-	SYM
easat-1826	415	27	8484	8484	NUM
easat-1826	415	28	vol	vol	NOUN
easat-1826	415	29	.	.	PROPN
easat-1826	415	30	8	8	NUM
easat-1826	415	31	,	,	PUNCT
easat-1826	415	32	no	no	INTJ
easat-1826	415	33	.	.	NOUN
easat-1826	415	34	5	5	NUM
easat-1826	415	35	:	:	SYM
easat-1826	415	36	1213	1213	NUM
easat-1826	415	37	-	-	SYM
easat-1826	415	38	1234	1234	NUM
easat-1826	415	39	,	,	PUNCT
easat-1826	415	40	2024	2024	NUM
easat-1826	415	41	doi	doi	NOUN
easat-1826	415	42	:	:	PUNCT
easat-1826	415	43	10.55214/25768484.v8i5.1826	10.55214/25768484.v8i5.1826	NUM
easat-1826	415	44	©	©	ADP
easat-1826	415	45	2024	2024	NUM
easat-1826	415	46	by	by	ADP
easat-1826	415	47	the	the	DET
easat-1826	415	48	authors	author	NOUN
easat-1826	415	49	;	;	PUNCT
easat-1826	415	50	licensee	licensee	PROPN
easat-1826	415	51	learning	learning	NOUN
easat-1826	415	52	gate	gate	VERB
easat-1826	415	53	the	the	DET
easat-1826	415	54	local	local	ADJ
easat-1826	415	55	farming	farming	NOUN
easat-1826	415	56	community	community	NOUN
easat-1826	415	57	,	,	PUNCT
easat-1826	415	58	policymakers	policymaker	NOUN
easat-1826	415	59	,	,	PUNCT
easat-1826	415	60	and	and	CCONJ
easat-1826	415	61	stakeholders	stakeholder	NOUN
easat-1826	415	62	.	.	PUNCT
easat-1826	416	1	these	these	DET
easat-1826	416	2	insights	insight	NOUN
easat-1826	416	3	can	can	AUX
easat-1826	416	4	be	be	AUX
easat-1826	416	5	instrumental	instrumental	ADJ
easat-1826	416	6	in	in	ADP
easat-1826	416	7	formulating	formulate	VERB
easat-1826	416	8	adaptive	adaptive	ADJ
easat-1826	416	9	strategies	strategy	NOUN
easat-1826	416	10	to	to	PART
easat-1826	416	11	confront	confront	VERB
easat-1826	416	12	the	the	DET
easat-1826	416	13	evolving	evolve	VERB
easat-1826	416	14	climate	climate	NOUN
easat-1826	416	15	landscape	landscape	NOUN
easat-1826	416	16	and	and	CCONJ
easat-1826	416	17	ensure	ensure	VERB
easat-1826	416	18	the	the	DET
easat-1826	416	19	resilience	resilience	NOUN
easat-1826	416	20	of	of	ADP
easat-1826	416	21	food	food	NOUN
easat-1826	416	22	security	security	NOUN
easat-1826	416	23	.	.	PUNCT
easat-1826	417	1	this	this	DET
easat-1826	417	2	study	study	NOUN
easat-1826	417	3	underscores	underscore	VERB
easat-1826	417	4	the	the	DET
easat-1826	417	5	pressing	press	VERB
easat-1826	417	6	need	need	NOUN
easat-1826	417	7	for	for	ADP
easat-1826	417	8	proactive	proactive	ADJ
easat-1826	417	9	measures	measure	NOUN
easat-1826	417	10	to	to	PART
easat-1826	417	11	ameliorate	ameliorate	VERB
easat-1826	417	12	the	the	DET
easat-1826	417	13	potential	potential	ADJ
easat-1826	417	14	adverse	adverse	ADJ
easat-1826	417	15	consequences	consequence	NOUN
easat-1826	417	16	of	of	ADP
easat-1826	417	17	climate	climate	NOUN
easat-1826	417	18	change	change	NOUN
easat-1826	417	19	on	on	ADP
easat-1826	417	20	wheat	wheat	NOUN
easat-1826	417	21	production	production	NOUN
easat-1826	417	22	.	.	PUNCT
easat-1826	418	1	furthermore	furthermore	ADV
easat-1826	418	2	,	,	PUNCT
easat-1826	418	3	future	future	ADJ
easat-1826	418	4	research	research	NOUN
easat-1826	418	5	initiatives	initiative	NOUN
easat-1826	418	6	may	may	AUX
easat-1826	418	7	further	far	ADV
easat-1826	418	8	enhance	enhance	VERB
easat-1826	418	9	these	these	DET
easat-1826	418	10	models	model	NOUN
easat-1826	418	11	by	by	ADP
easat-1826	418	12	incorporating	incorporate	VERB
easat-1826	418	13	additional	additional	ADJ
easat-1826	418	14	climate	climate	NOUN
easat-1826	418	15	variables	variable	NOUN
easat-1826	418	16	and	and	CCONJ
easat-1826	418	17	expanding	expand	VERB
easat-1826	418	18	the	the	DET
easat-1826	418	19	dataset	dataset	NOUN
easat-1826	418	20	’s	’s	PART
easat-1826	418	21	temporal	temporal	ADJ
easat-1826	418	22	scope	scope	NOUN
easat-1826	418	23	,	,	PUNCT
easat-1826	418	24	thereby	thereby	ADV
easat-1826	418	25	fostering	foster	VERB
easat-1826	418	26	a	a	DET
easat-1826	418	27	comprehensive	comprehensive	ADJ
easat-1826	418	28	understanding	understanding	NOUN
easat-1826	418	29	of	of	ADP
easat-1826	418	30	the	the	DET
easat-1826	418	31	longterm	longterm	ADJ
easat-1826	418	32	implications	implication	NOUN
easat-1826	418	33	of	of	ADP
easat-1826	418	34	climate	climate	NOUN
easat-1826	418	35	on	on	ADP
easat-1826	418	36	agriculture	agriculture	NOUN
easat-1826	418	37	in	in	ADP
easat-1826	418	38	this	this	DET
easat-1826	418	39	region	region	NOUN
easat-1826	418	40	.	.	PUNCT
easat-1826	419	1	the	the	DET
easat-1826	419	2	study	study	NOUN
easat-1826	419	3	methodically	methodically	ADV
easat-1826	419	4	achieves	achieve	VERB
easat-1826	419	5	its	its	PRON
easat-1826	419	6	objectives	objective	NOUN
easat-1826	419	7	,	,	PUNCT
easat-1826	419	8	culminating	culminate	VERB
easat-1826	419	9	in	in	ADP
easat-1826	419	10	a	a	DET
easat-1826	419	11	comprehensive	comprehensive	ADJ
easat-1826	419	12	understanding	understanding	NOUN
easat-1826	419	13	of	of	ADP
easat-1826	419	14	the	the	DET
easat-1826	419	15	complex	complex	ADJ
easat-1826	419	16	interplay	interplay	NOUN
easat-1826	419	17	between	between	ADP
easat-1826	419	18	climate	climate	NOUN
easat-1826	419	19	variables	variable	NOUN
easat-1826	419	20	and	and	CCONJ
easat-1826	419	21	wheat	wheat	NOUN
easat-1826	419	22	yield	yield	NOUN
easat-1826	419	23	in	in	ADP
easat-1826	419	24	the	the	DET
easat-1826	419	25	bloemfontein	bloemfontein	NOUN
easat-1826	419	26	region	region	NOUN
easat-1826	419	27	.	.	PUNCT
easat-1826	420	1	author	author	NOUN
easat-1826	420	2	contributions	contribution	NOUN
easat-1826	420	3	:	:	PUNCT
easat-1826	420	4	the	the	DET
easat-1826	420	5	authors	author	NOUN
easat-1826	420	6	confirm	confirm	VERB
easat-1826	420	7	contribution	contribution	NOUN
easat-1826	420	8	to	to	ADP
easat-1826	420	9	the	the	DET
easat-1826	420	10	paper	paper	NOUN
easat-1826	420	11	as	as	SCONJ
easat-1826	420	12	follows	follow	VERB
easat-1826	420	13	:	:	PUNCT
easat-1826	420	14	study	study	NOUN
easat-1826	420	15	conception	conception	NOUN
easat-1826	420	16	and	and	CCONJ
easat-1826	420	17	design	design	NOUN
easat-1826	420	18	:	:	PUNCT
easat-1826	420	19	vzm	vzm	NOUN
easat-1826	420	20	and	and	CCONJ
easat-1826	420	21	ico	ico	PROPN
easat-1826	420	22	;	;	PUNCT
easat-1826	420	23	data	data	NOUN
easat-1826	420	24	collection	collection	NOUN
easat-1826	420	25	:	:	PUNCT
easat-1826	420	26	vzm	vzm	NOUN
easat-1826	420	27	;	;	PUNCT
easat-1826	420	28	analysis	analysis	NOUN
easat-1826	420	29	and	and	CCONJ
easat-1826	420	30	interpretation	interpretation	NOUN
easat-1826	420	31	of	of	ADP
easat-1826	420	32	results	result	NOUN
easat-1826	420	33	:	:	PUNCT
easat-1826	420	34	vzm	vzm	NOUN
easat-1826	420	35	and	and	CCONJ
easat-1826	420	36	ico	ico	PROPN
easat-1826	420	37	;	;	PUNCT
easat-1826	420	38	draft	draft	NOUN
easat-1826	420	39	manuscript	manuscript	NOUN
easat-1826	420	40	preparation	preparation	NOUN
easat-1826	420	41	:	:	PUNCT
easat-1826	420	42	vzm	vzm	NOUN
easat-1826	420	43	and	and	CCONJ
easat-1826	420	44	ico	ico	PROPN
easat-1826	420	45	,	,	PUNCT
easat-1826	420	46	administration	administration	NOUN
easat-1826	420	47	and	and	CCONJ
easat-1826	420	48	supervision	supervision	PROPN
easat-1826	420	49	ico	ico	PROPN
easat-1826	420	50	.	.	PUNCT
easat-1826	421	1	all	all	DET
easat-1826	421	2	authors	author	NOUN
easat-1826	421	3	re	re	VERB
easat-1826	421	4	-	-	VERB
easat-1826	421	5	viewed	view	VERB
easat-1826	421	6	the	the	DET
easat-1826	421	7	results	result	NOUN
easat-1826	421	8	and	and	CCONJ
easat-1826	421	9	approved	approve	VERB
easat-1826	421	10	the	the	DET
easat-1826	421	11	final	final	ADJ
easat-1826	421	12	version	version	NOUN
easat-1826	421	13	of	of	ADP
easat-1826	421	14	the	the	DET
easat-1826	421	15	manuscript	manuscript	NOUN
easat-1826	421	16	.	.	PUNCT
easat-1826	422	1	funding	funding	NOUN
easat-1826	422	2	:	:	PUNCT
easat-1826	422	3	this	this	DET
easat-1826	422	4	work	work	NOUN
easat-1826	422	5	is	be	AUX
easat-1826	422	6	funded	fund	VERB
easat-1826	422	7	by	by	ADP
easat-1826	422	8	the	the	DET
easat-1826	422	9	dsci	dsci	PROPN
easat-1826	422	10	-	-	PUNCT
easat-1826	422	11	nicis	nicis	NOUN
easat-1826	422	12	national	national	ADJ
easat-1826	422	13	e	e	NOUN
easat-1826	422	14	-	-	ADJ
easat-1826	422	15	science	science	ADJ
easat-1826	422	16	postgraduate	postgraduate	NOUN
easat-1826	422	17	teaching	teaching	NOUN
easat-1826	422	18	and	and	CCONJ
easat-1826	422	19	training	training	NOUN
easat-1826	422	20	platform	platform	NOUN
easat-1826	422	21	(	(	PUNCT
easat-1826	422	22	nepttp	nepttp	ADJ
easat-1826	422	23	)	)	PUNCT
easat-1826	422	24	acknowledgments	acknowledgment	NOUN
easat-1826	422	25	:	:	PUNCT
easat-1826	422	26	the	the	DET
easat-1826	422	27	authors	author	NOUN
easat-1826	422	28	gratefully	gratefully	ADV
easat-1826	422	29	acknowledge	acknowledge	VERB
easat-1826	422	30	the	the	DET
easat-1826	422	31	infrastructural	infrastructural	ADJ
easat-1826	422	32	assistance	assistance	NOUN
easat-1826	422	33	provided	provide	VERB
easat-1826	422	34	for	for	ADP
easat-1826	422	35	this	this	DET
easat-1826	422	36	research	research	NOUN
easat-1826	422	37	by	by	ADP
easat-1826	422	38	sol	sol	PROPN
easat-1826	422	39	plaatje	plaatje	PROPN
easat-1826	422	40	university	university	PROPN
easat-1826	422	41	.	.	PUNCT
easat-1826	423	1	copyright	copyright	NOUN
easat-1826	423	2	:	:	PUNCT
easat-1826	423	3	©	©	PROPN
easat-1826	423	4	2024	2024	NUM
easat-1826	423	5	by	by	ADP
easat-1826	423	6	the	the	DET
easat-1826	423	7	authors	author	NOUN
easat-1826	423	8	.	.	PUNCT
easat-1826	424	1	this	this	DET
easat-1826	424	2	article	article	NOUN
easat-1826	424	3	is	be	AUX
easat-1826	424	4	an	an	DET
easat-1826	424	5	open	open	ADJ
easat-1826	424	6	access	access	NOUN
easat-1826	424	7	article	article	NOUN
easat-1826	424	8	distributed	distribute	VERB
easat-1826	424	9	under	under	ADP
easat-1826	424	10	the	the	DET
easat-1826	424	11	terms	term	NOUN
easat-1826	424	12	and	and	CCONJ
easat-1826	424	13	conditions	condition	NOUN
easat-1826	424	14	of	of	ADP
easat-1826	424	15	the	the	DET
easat-1826	424	16	creative	creative	ADJ
easat-1826	424	17	commons	common	NOUN
easat-1826	424	18	attribution	attribution	NOUN
easat-1826	424	19	(	(	PUNCT
easat-1826	424	20	cc	cc	NOUN
easat-1826	424	21	by	by	ADP
easat-1826	424	22	)	)	PUNCT
easat-1826	424	23	license	license	NOUN
easat-1826	424	24	(	(	PUNCT
easat-1826	424	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-1826	424	26	)	)	PUNCT
easat-1826	424	27	.	.	PUNCT
easat-1826	425	1	references	reference	NOUN
easat-1826	425	2	[	[	X
easat-1826	425	3	1	1	NUM
easat-1826	425	4	]	]	PUNCT
easat-1826	425	5	.	.	PUNCT
easat-1826	426	1	ajilogba	ajilogba	PROPN
easat-1826	426	2	caroline	caroline	PROPN
easat-1826	426	3	f.	f.	PROPN
easat-1826	426	4	and	and	CCONJ
easat-1826	426	5	walker	walker	PROPN
easat-1826	426	6	sue	sue	PROPN
easat-1826	426	7	.	.	PUNCT
easat-1826	427	1	“	"	PUNCT
easat-1826	427	2	modeling	model	VERB
easat-1826	427	3	climate	climate	NOUN
easat-1826	427	4	change	change	NOUN
easat-1826	427	5	impact	impact	NOUN
easat-1826	427	6	on	on	ADP
easat-1826	427	7	dryland	dryland	NOUN
easat-1826	427	8	wheat	wheat	NOUN
easat-1826	427	9	production	production	NOUN
easat-1826	427	10	for	for	ADP
easat-1826	427	11	increased	increase	VERB
easat-1826	427	12	crop	crop	NOUN
easat-1826	427	13	yield	yield	NOUN
easat-1826	427	14	in	in	ADP
easat-1826	427	15	the	the	DET
easat-1826	427	16	free	free	ADJ
easat-1826	427	17	state	state	NOUN
easat-1826	427	18	,	,	PUNCT
easat-1826	427	19	south	south	PROPN
easat-1826	427	20	africa	africa	PROPN
easat-1826	427	21	,	,	PUNCT
easat-1826	427	22	using	use	VERB
easat-1826	427	23	gcm	gcm	PROPN
easat-1826	427	24	projections	projection	NOUN
easat-1826	427	25	and	and	CCONJ
easat-1826	427	26	the	the	DET
easat-1826	427	27	dssat	dssat	NOUN
easat-1826	427	28	model	model	NOUN
easat-1826	427	29	”	"	PUNCT
easat-1826	427	30	.	.	PUNCT
easat-1826	428	1	in	in	ADP
easat-1826	428	2	:	:	PUNCT
easat-1826	428	3	frontiers	frontier	NOUN
easat-1826	428	4	in	in	ADP
easat-1826	428	5	environmental	environmental	ADJ
easat-1826	428	6	science	science	NOUN
easat-1826	428	7	11	11	NUM
easat-1826	428	8	(	(	PUNCT
easat-1826	428	9	2023	2023	NUM
easat-1826	428	10	)	)	PUNCT
easat-1826	428	11	,	,	PUNCT
easat-1826	428	12	pp	pp	PROPN
easat-1826	428	13	.	.	PUNCT
easat-1826	428	14	1–18	1–18	NUM
easat-1826	428	15	.	.	PUNCT
easat-1826	429	1	[	[	X
easat-1826	429	2	2	2	NUM
easat-1826	429	3	]	]	PUNCT
easat-1826	429	4	.	.	PUNCT
easat-1826	430	1	bonetti	bonetti	PROPN
easat-1826	430	2	sara	sara	PROPN
easat-1826	430	3	et	et	PROPN
easat-1826	430	4	al	al	PROPN
easat-1826	430	5	.	.	PUNCT
easat-1826	431	1	“	"	PUNCT
easat-1826	431	2	climate	climate	NOUN
easat-1826	431	3	change	change	NOUN
easat-1826	431	4	impacts	impact	NOUN
easat-1826	431	5	on	on	ADP
easat-1826	431	6	water	water	NOUN
easat-1826	431	7	sustainability	sustainability	NOUN
easat-1826	431	8	of	of	ADP
easat-1826	431	9	south	south	ADJ
easat-1826	431	10	african	african	ADJ
easat-1826	431	11	crop	crop	NOUN
easat-1826	431	12	production	production	NOUN
easat-1826	431	13	”	"	PUNCT
easat-1826	431	14	.	.	PUNCT
easat-1826	432	1	in	in	ADP
easat-1826	432	2	:	:	PUNCT
easat-1826	432	3	environmental	environmental	ADJ
easat-1826	432	4	research	research	NOUN
easat-1826	432	5	letters	letter	NOUN
easat-1826	432	6	17.8	17.8	NUM
easat-1826	432	7	(	(	PUNCT
easat-1826	432	8	2022	2022	NUM
easat-1826	432	9	)	)	PUNCT
easat-1826	432	10	,	,	PUNCT
easat-1826	432	11	p.	p.	NOUN
easat-1826	432	12	12	12	NUM
easat-1826	432	13	.	.	PUNCT
easat-1826	433	1	[	[	X
easat-1826	433	2	3	3	NUM
easat-1826	433	3	]	]	PUNCT
easat-1826	433	4	.	.	PUNCT
easat-1826	434	1	zhang	zhang	PROPN
easat-1826	434	2	huaquan	huaquan	PROPN
easat-1826	434	3	et	et	PROPN
easat-1826	434	4	al	al	PROPN
easat-1826	434	5	.	.	PUNCT
easat-1826	435	1	“	"	PUNCT
easat-1826	435	2	measuring	measure	VERB
easat-1826	435	3	the	the	DET
easat-1826	435	4	effects	effect	NOUN
easat-1826	435	5	of	of	ADP
easat-1826	435	6	climate	climate	NOUN
easat-1826	435	7	change	change	NOUN
easat-1826	435	8	on	on	ADP
easat-1826	435	9	wheat	wheat	NOUN
easat-1826	435	10	production	production	NOUN
easat-1826	435	11	:	:	PUNCT
easat-1826	435	12	evidence	evidence	NOUN
easat-1826	435	13	from	from	ADP
easat-1826	435	14	northern	northern	ADJ
easat-1826	435	15	china	china	PROPN
easat-1826	435	16	”	"	PUNCT
easat-1826	435	17	.	.	PUNCT
easat-1826	436	1	in	in	ADP
easat-1826	436	2	:	:	PUNCT
easat-1826	436	3	international	international	ADJ
easat-1826	436	4	journal	journal	NOUN
easat-1826	436	5	of	of	ADP
easat-1826	436	6	environmental	environmental	ADJ
easat-1826	436	7	research	research	NOUN
easat-1826	436	8	and	and	CCONJ
easat-1826	436	9	public	public	ADJ
easat-1826	436	10	health	health	NOUN
easat-1826	436	11	19.1	19.1	NUM
easat-1826	436	12	(	(	PUNCT
easat-1826	436	13	2022	2022	NUM
easat-1826	436	14	)	)	PUNCT
easat-1826	436	15	,	,	PUNCT
easat-1826	436	16	p.	p.	NOUN
easat-1826	436	17	16	16	NUM
easat-1826	436	18	.	.	PUNCT
easat-1826	437	1	[	[	X
easat-1826	437	2	4	4	NUM
easat-1826	437	3	]	]	PUNCT
easat-1826	437	4	.	.	PUNCT
easat-1826	438	1	pequeno	pequeno	PROPN
easat-1826	438	2	diego	diego	PROPN
easat-1826	438	3	n	n	ADP
easat-1826	438	4	l	l	NOUN
easat-1826	438	5	et	et	NOUN
easat-1826	438	6	al	al	PROPN
easat-1826	438	7	.	.	PUNCT
easat-1826	439	1	“	"	PUNCT
easat-1826	439	2	climate	climate	NOUN
easat-1826	439	3	impact	impact	NOUN
easat-1826	439	4	and	and	CCONJ
easat-1826	439	5	adaptation	adaptation	NOUN
easat-1826	439	6	to	to	PART
easat-1826	439	7	heat	heat	VERB
easat-1826	439	8	and	and	CCONJ
easat-1826	439	9	drought	drought	NOUN
easat-1826	439	10	stress	stress	NOUN
easat-1826	439	11	of	of	ADP
easat-1826	439	12	regional	regional	ADJ
easat-1826	439	13	and	and	CCONJ
easat-1826	439	14	global	global	ADJ
easat-1826	439	15	wheat	wheat	NOUN
easat-1826	439	16	production	production	NOUN
easat-1826	439	17	”	"	PUNCT
easat-1826	439	18	.	.	PUNCT
easat-1826	440	1	in	in	ADP
easat-1826	440	2	:	:	PUNCT
easat-1826	440	3	environmental	environmental	ADJ
easat-1826	440	4	research	research	NOUN
easat-1826	440	5	letters	letter	NOUN
easat-1826	440	6	16.1	16.1	NUM
easat-1826	440	7	(	(	PUNCT
easat-1826	440	8	2021	2021	NUM
easat-1826	440	9	)	)	PUNCT
easat-1826	440	10	,	,	PUNCT
easat-1826	440	11	p.	p.	NOUN
easat-1826	440	12	18	18	NUM
easat-1826	440	13	.	.	PUNCT
easat-1826	441	1	[	[	X
easat-1826	441	2	5	5	NUM
easat-1826	441	3	]	]	PUNCT
easat-1826	441	4	.	.	PUNCT
easat-1826	442	1	tofu	tofu	PROPN
easat-1826	442	2	daniel	daniel	PROPN
easat-1826	442	3	assefa	assefa	PROPN
easat-1826	442	4	and	and	CCONJ
easat-1826	442	5	mengistu	mengistu	PROPN
easat-1826	442	6	mesfin	mesfin	PROPN
easat-1826	442	7	.	.	PUNCT
easat-1826	443	1	“	"	PUNCT
easat-1826	443	2	observed	observe	VERB
easat-1826	443	3	time	time	NOUN
easat-1826	443	4	series	series	NOUN
easat-1826	443	5	trend	trend	NOUN
easat-1826	443	6	analysis	analysis	NOUN
easat-1826	443	7	of	of	ADP
easat-1826	443	8	climate	climate	NOUN
easat-1826	443	9	variability	variability	NOUN
easat-1826	443	10	and	and	CCONJ
easat-1826	443	11	smallholder	smallholder	NOUN
easat-1826	443	12	adoption	adoption	NOUN
easat-1826	443	13	of	of	ADP
easat-1826	443	14	new	new	ADJ
easat-1826	443	15	agricultural	agricultural	ADJ
easat-1826	443	16	technologies	technology	NOUN
easat-1826	443	17	in	in	ADP
easat-1826	443	18	west	west	PROPN
easat-1826	443	19	shewa	shewa	PROPN
easat-1826	443	20	,	,	PUNCT
easat-1826	443	21	ethiopia	ethiopia	PROPN
easat-1826	443	22	”	"	PUNCT
easat-1826	443	23	.	.	PUNCT
easat-1826	444	1	in	in	ADP
easat-1826	444	2	:	:	PUNCT
easat-1826	444	3	scientific	scientific	ADJ
easat-1826	444	4	african	african	ADJ
easat-1826	444	5	19.3	19.3	NUM
easat-1826	444	6	(	(	PUNCT
easat-1826	444	7	2023	2023	NUM
easat-1826	444	8	)	)	PUNCT
easat-1826	444	9	,	,	PUNCT
easat-1826	444	10	pp	pp	ADP
easat-1826	444	11	.	.	PUNCT
easat-1826	444	12	155	155	NUM
easat-1826	444	13	–	–	PUNCT
easat-1826	444	14	171	171	NUM
easat-1826	444	15	.	.	PUNCT
easat-1826	445	1	[	[	X
easat-1826	445	2	6	6	NUM
easat-1826	445	3	]	]	PUNCT
easat-1826	445	4	.	.	PUNCT
easat-1826	446	1	liu	liu	PROPN
easat-1826	446	2	weihang	weihang	PROPN
easat-1826	446	3	,	,	PUNCT
easat-1826	446	4	ye	ye	PROPN
easat-1826	446	5	tao	tao	PROPN
easat-1826	446	6	,	,	PUNCT
easat-1826	446	7	and	and	CCONJ
easat-1826	446	8	peijun	peijun	PROPN
easat-1826	446	9	shi	shi	PROPN
easat-1826	446	10	.	.	PUNCT
easat-1826	447	1	“	"	PUNCT
easat-1826	447	2	decreasing	decrease	VERB
easat-1826	447	3	wheat	wheat	NOUN
easat-1826	447	4	yield	yield	NOUN
easat-1826	447	5	stability	stability	NOUN
easat-1826	447	6	on	on	ADP
easat-1826	447	7	the	the	DET
easat-1826	447	8	north	north	NOUN
easat-1826	447	9	china	china	PROPN
easat-1826	447	10	plain	plain	ADJ
easat-1826	447	11	:	:	PUNCT
easat-1826	447	12	relative	relative	ADJ
easat-1826	447	13	contributions	contribution	NOUN
easat-1826	447	14	from	from	ADP
easat-1826	447	15	climate	climate	NOUN
easat-1826	447	16	change	change	NOUN
easat-1826	447	17	in	in	ADP
easat-1826	447	18	mean	mean	NOUN
easat-1826	447	19	and	and	CCONJ
easat-1826	447	20	variability	variability	NOUN
easat-1826	447	21	”	"	PUNCT
easat-1826	447	22	.	.	PUNCT
easat-1826	448	1	in	in	ADP
easat-1826	448	2	:	:	PUNCT
easat-1826	448	3	international	international	ADJ
easat-1826	448	4	journal	journal	NOUN
easat-1826	448	5	of	of	ADP
easat-1826	448	6	climatology	climatology	NOUN
easat-1826	448	7	41.3	41.3	NUM
easat-1826	448	8	(	(	PUNCT
easat-1826	448	9	2021	2021	NUM
easat-1826	448	10	)	)	PUNCT
easat-1826	448	11	,	,	PUNCT
easat-1826	448	12	pp	pp	PROPN
easat-1826	448	13	.	.	PUNCT
easat-1826	448	14	2820–2833	2820–2833	NUM
easat-1826	448	15	.	.	PUNCT
easat-1826	449	1	[	[	X
easat-1826	449	2	7	7	NUM
easat-1826	449	3	]	]	PUNCT
easat-1826	449	4	.	.	PUNCT
easat-1826	450	1	shew	shew	PROPN
easat-1826	450	2	aaron	aaron	PROPN
easat-1826	450	3	m.	m.	PROPN
easat-1826	450	4	et	et	PROPN
easat-1826	450	5	al	al	PROPN
easat-1826	450	6	.	.	PUNCT
easat-1826	451	1	“	"	PUNCT
easat-1826	451	2	yield	yield	VERB
easat-1826	451	3	reduction	reduction	NOUN
easat-1826	451	4	under	under	ADP
easat-1826	451	5	climate	climate	NOUN
easat-1826	451	6	warming	warming	NOUN
easat-1826	451	7	varies	vary	VERB
easat-1826	451	8	among	among	ADP
easat-1826	451	9	wheat	wheat	NOUN
easat-1826	451	10	cultivars	cultivar	NOUN
easat-1826	451	11	in	in	ADP
easat-1826	451	12	south	south	PROPN
easat-1826	451	13	africa	africa	PROPN
easat-1826	451	14	”	"	PUNCT
easat-1826	451	15	.	.	PUNCT
easat-1826	452	1	in	in	ADP
easat-1826	452	2	:	:	PUNCT
easat-1826	452	3	nature	nature	NOUN
easat-1826	452	4	communications	communication	NOUN
easat-1826	452	5	(	(	PUNCT
easat-1826	452	6	2020	2020	NUM
easat-1826	452	7	)	)	PUNCT
easat-1826	452	8	.	.	PUNCT
easat-1826	453	1	[	[	X
easat-1826	453	2	8	8	NUM
easat-1826	453	3	]	]	PUNCT
easat-1826	453	4	.	.	PUNCT
easat-1826	454	1	mashaba	mashaba	VERB
easat-1826	454	2	zinhle	zinhle	PROPN
easat-1826	454	3	et	et	PROPN
easat-1826	454	4	al	al	PROPN
easat-1826	454	5	.	.	PUNCT
easat-1826	455	1	“	"	PUNCT
easat-1826	455	2	evaluating	evaluate	VERB
easat-1826	455	3	spectral	spectral	ADJ
easat-1826	455	4	indices	index	NOUN
easat-1826	455	5	for	for	ADP
easat-1826	455	6	winter	winter	NOUN
easat-1826	455	7	wheat	wheat	NOUN
easat-1826	455	8	health	health	NOUN
easat-1826	455	9	status	status	NOUN
easat-1826	455	10	monitoring	monitoring	NOUN
easat-1826	455	11	in	in	ADP
easat-1826	455	12	bloemfontein	bloemfontein	NOUN
easat-1826	455	13	using	use	VERB
easat-1826	455	14	lsat	lsat	PROPN
easat-1826	455	15	8	8	NUM
easat-1826	455	16	data	datum	NOUN
easat-1826	455	17	”	"	PUNCT
easat-1826	455	18	.	.	PUNCT
easat-1826	456	1	in	in	ADP
easat-1826	456	2	:	:	PUNCT
easat-1826	456	3	south	south	ADJ
easat-1826	456	4	african	african	ADJ
easat-1826	456	5	journal	journal	PROPN
easat-1826	456	6	of	of	ADP
easat-1826	456	7	geomatics	geomatics	PROPN
easat-1826	456	8	5.2	5.2	NUM
easat-1826	456	9	(	(	PUNCT
easat-1826	456	10	2016	2016	NUM
easat-1826	456	11	)	)	PUNCT
easat-1826	456	12	,	,	PUNCT
easat-1826	456	13	pp	pp	PROPN
easat-1826	456	14	.	.	PUNCT
easat-1826	457	1	1–18	1–18	NUM
easat-1826	457	2	.	.	PUNCT
easat-1826	458	1	[	[	X
easat-1826	458	2	9	9	NUM
easat-1826	458	3	]	]	PUNCT
easat-1826	458	4	.	.	PUNCT
easat-1826	459	1	wang	wang	PROPN
easat-1826	459	2	lingyue	lingyue	PROPN
easat-1826	459	3	,	,	PUNCT
easat-1826	459	4	yang	yang	PROPN
easat-1826	459	5	xiaoliu	xiaoliu	PROPN
easat-1826	459	6	,	,	PUNCT
easat-1826	459	7	and	and	CCONJ
easat-1826	459	8	zhao	zhao	PROPN
easat-1826	459	9	ruina	ruina	PROPN
easat-1826	459	10	.	.	PUNCT
easat-1826	460	1	“	"	PUNCT
easat-1826	460	2	assessing	assess	VERB
easat-1826	460	3	impact	impact	NOUN
easat-1826	460	4	of	of	ADP
easat-1826	460	5	climate	climate	NOUN
easat-1826	460	6	change	change	NOUN
easat-1826	460	7	on	on	ADP
easat-1826	460	8	the	the	DET
easat-1826	460	9	wheat	wheat	NOUN
easat-1826	460	10	production	production	NOUN
easat-1826	460	11	in	in	ADP
easat-1826	460	12	the	the	DET
easat-1826	460	13	yellow	yellow	PROPN
easat-1826	460	14	river	river	NOUN
easat-1826	460	15	basin	basin	NOUN
easat-1826	460	16	,	,	PUNCT
easat-1826	460	17	china	china	PROPN
easat-1826	460	18	”	"	PUNCT
easat-1826	460	19	.	.	PUNCT
easat-1826	461	1	in	in	ADP
easat-1826	461	2	:	:	PUNCT
easat-1826	461	3	ciências	ciências	NOUN
easat-1826	461	4	agrárias	agrárias	PROPN
easat-1826	461	5	39.6	39.6	NUM
easat-1826	461	6	(	(	PUNCT
easat-1826	461	7	2018	2018	NUM
easat-1826	461	8	)	)	PUNCT
easat-1826	461	9	,	,	PUNCT
easat-1826	461	10	pp	pp	ADJ
easat-1826	461	11	.	.	PUNCT
easat-1826	462	1	2361–2374	2361–2374	NUM
easat-1826	462	2	.	.	PUNCT
easat-1826	463	1	[	[	X
easat-1826	463	2	10	10	NUM
easat-1826	463	3	]	]	PUNCT
easat-1826	463	4	.	.	PUNCT
easat-1826	464	1	govere	govere	PROPN
easat-1826	464	2	simbarashe	simbarashe	PROPN
easat-1826	464	3	,	,	PUNCT
easat-1826	464	4	nyamangara	nyamangara	ADJ
easat-1826	464	5	justice	justice	NOUN
easat-1826	464	6	,	,	PUNCT
easat-1826	464	7	and	and	CCONJ
easat-1826	464	8	e.	e.	PROPN
easat-1826	464	9	z.	z.	PROPN
easat-1826	464	10	nyakatawa	nyakatawa	PROPN
easat-1826	464	11	.	.	PUNCT
easat-1826	465	1	“	"	PUNCT
easat-1826	465	2	beneficial	beneficial	ADJ
easat-1826	465	3	effect	effect	NOUN
easat-1826	465	4	of	of	ADP
easat-1826	465	5	climate	climate	NOUN
easat-1826	465	6	change	change	NOUN
easat-1826	465	7	on	on	ADP
easat-1826	465	8	wheat	wheat	NOUN
easat-1826	465	9	yield	yield	NOUN
easat-1826	465	10	and	and	CCONJ
easat-1826	465	11	water	water	NOUN
easat-1826	465	12	footprints	footprint	NOUN
easat-1826	465	13	in	in	ADP
easat-1826	465	14	the	the	DET
easat-1826	465	15	middle	middle	ADJ
easat-1826	465	16	-	-	PUNCT
easat-1826	465	17	manyame	manyame	NOUN
easat-1826	465	18	sub	sub	NOUN
easat-1826	465	19	-	-	NOUN
easat-1826	465	20	catchment	catchment	NOUN
easat-1826	465	21	,	,	PUNCT
easat-1826	465	22	zimbabwe	zimbabwe	NOUN
easat-1826	465	23	”	"	PUNCT
easat-1826	465	24	.	.	PUNCT
easat-1826	466	1	in	in	ADP
easat-1826	466	2	:	:	PUNCT
easat-1826	466	3	journal	journal	NOUN
easat-1826	466	4	of	of	ADP
easat-1826	466	5	water	water	NOUN
easat-1826	466	6	and	and	CCONJ
easat-1826	466	7	climate	climate	NOUN
easat-1826	466	8	change	change	NOUN
easat-1826	466	9	123.8	123.8	NUM
easat-1826	466	10	(	(	PUNCT
easat-1826	466	11	2022	2022	NUM
easat-1826	466	12	)	)	PUNCT
easat-1826	466	13	,	,	PUNCT
easat-1826	466	14	2895––2910	2895––2910	PROPN
easat-1826	466	15	.	.	PUNCT
easat-1826	467	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-1826	467	2	1234	1234	NUM
easat-1826	467	3	edelweiss	edelweiss	PROPN
easat-1826	467	4	applied	apply	VERB
easat-1826	467	5	science	science	NOUN
easat-1826	467	6	and	and	CCONJ
easat-1826	467	7	technology	technology	NOUN
easat-1826	467	8	issn	issn	PROPN
easat-1826	467	9	:	:	PUNCT
easat-1826	467	10	2576	2576	NUM
easat-1826	467	11	-	-	SYM
easat-1826	467	12	8484	8484	NUM
easat-1826	467	13	vol	vol	NOUN
easat-1826	467	14	.	.	PROPN
easat-1826	467	15	8	8	NUM
easat-1826	467	16	,	,	PUNCT
easat-1826	467	17	no	no	INTJ
easat-1826	467	18	.	.	NOUN
easat-1826	467	19	5	5	NUM
easat-1826	467	20	:	:	SYM
easat-1826	467	21	1213	1213	NUM
easat-1826	467	22	-	-	SYM
easat-1826	467	23	1234	1234	NUM
easat-1826	467	24	,	,	PUNCT
easat-1826	467	25	2024	2024	NUM
easat-1826	467	26	doi	doi	NOUN
easat-1826	467	27	:	:	PUNCT
easat-1826	467	28	10.55214/25768484.v8i5.1826	10.55214/25768484.v8i5.1826	NUM
easat-1826	467	29	©	©	ADP
easat-1826	467	30	2024	2024	NUM
easat-1826	467	31	by	by	ADP
easat-1826	467	32	the	the	DET
easat-1826	467	33	authors	author	NOUN
easat-1826	467	34	;	;	PUNCT
easat-1826	467	35	licensee	licensee	PROPN
easat-1826	467	36	learning	learning	NOUN
easat-1826	467	37	gate	gate	NOUN
easat-1826	468	1	[	[	X
easat-1826	468	2	11	11	NUM
easat-1826	468	3	]	]	PUNCT
easat-1826	468	4	.	.	PUNCT
easat-1826	469	1	tibesigwa	tibesigwa	PROPN
easat-1826	469	2	byela	byela	PROPN
easat-1826	469	3	,	,	PUNCT
easat-1826	469	4	visser	visser	PROPN
easat-1826	469	5	martine	martine	PROPN
easat-1826	469	6	,	,	PUNCT
easat-1826	469	7	and	and	CCONJ
easat-1826	469	8	turpie	turpie	ADJ
easat-1826	469	9	jane	jane	NOUN
easat-1826	469	10	.	.	PUNCT
easat-1826	470	1	“	"	PUNCT
easat-1826	470	2	climate	climate	NOUN
easat-1826	470	3	change	change	NOUN
easat-1826	470	4	and	and	CCONJ
easat-1826	470	5	south	south	PROPN
easat-1826	470	6	africa	africa	PROPN
easat-1826	470	7	’s	’s	PART
easat-1826	470	8	commercial	commercial	ADJ
easat-1826	470	9	farms	farm	NOUN
easat-1826	470	10	:	:	PUNCT
easat-1826	470	11	an	an	DET
easat-1826	470	12	assessment	assessment	NOUN
easat-1826	470	13	of	of	ADP
easat-1826	470	14	impacts	impact	NOUN
easat-1826	470	15	on	on	ADP
easat-1826	470	16	specialised	specialised	ADJ
easat-1826	470	17	horticulture	horticulture	NOUN
easat-1826	470	18	,	,	PUNCT
easat-1826	470	19	crop	crop	NOUN
easat-1826	470	20	,	,	PUNCT
easat-1826	470	21	livestock	livestock	NOUN
easat-1826	470	22	and	and	CCONJ
easat-1826	470	23	mixed	mixed	ADJ
easat-1826	470	24	farming	farming	NOUN
easat-1826	470	25	systems	system	NOUN
easat-1826	470	26	”	"	PUNCT
easat-1826	470	27	.	.	PUNCT
easat-1826	471	1	in	in	ADP
easat-1826	471	2	:	:	PUNCT
easat-1826	471	3	environment	environment	NOUN
easat-1826	471	4	,	,	PUNCT
easat-1826	471	5	development	development	NOUN
easat-1826	471	6	and	and	CCONJ
easat-1826	471	7	sustainability	sustainability	NOUN
easat-1826	471	8	19	19	NUM
easat-1826	471	9	(	(	PUNCT
easat-1826	471	10	2017	2017	NUM
easat-1826	471	11	)	)	PUNCT
easat-1826	471	12	,	,	PUNCT
easat-1826	471	13	607––636	607––636	NUM
easat-1826	471	14	.	.	PUNCT
easat-1826	472	1	[	[	X
easat-1826	472	2	12	12	NUM
easat-1826	472	3	]	]	PUNCT
easat-1826	472	4	.	.	PUNCT
easat-1826	473	1	obindah	obindah	PROPN
easat-1826	473	2	gershon	gershon	PROPN
easat-1826	473	3	and	and	CCONJ
easat-1826	473	4	chinua	chinua	PROPN
easat-1826	473	5	mbajekwe	mbajekwe	PROPN
easat-1826	473	6	.	.	PUNCT
easat-1826	474	1	“	"	PUNCT
easat-1826	474	2	investigating	investigate	VERB
easat-1826	474	3	the	the	DET
easat-1826	474	4	nexus	nexus	NOUN
easat-1826	474	5	of	of	ADP
easat-1826	474	6	climate	climate	NOUN
easat-1826	474	7	change	change	NOUN
easat-1826	474	8	and	and	CCONJ
easat-1826	474	9	agricultural	agricultural	ADJ
easat-1826	474	10	production	production	NOUN
easat-1826	474	11	in	in	ADP
easat-1826	474	12	nigeria	nigeria	PROPN
easat-1826	474	13	”	"	PUNCT
easat-1826	474	14	.	.	PUNCT
easat-1826	475	1	in	in	ADP
easat-1826	475	2	:	:	PUNCT
easat-1826	475	3	international	international	ADJ
easat-1826	475	4	journal	journal	NOUN
easat-1826	475	5	of	of	ADP
easat-1826	475	6	energy	energy	NOUN
easat-1826	475	7	economics	economic	NOUN
easat-1826	475	8	and	and	CCONJ
easat-1826	475	9	policy	policy	NOUN
easat-1826	475	10	10	10	NUM
easat-1826	475	11	(	(	PUNCT
easat-1826	475	12	2020	2020	NUM
easat-1826	475	13	)	)	PUNCT
easat-1826	475	14	,	,	PUNCT
easat-1826	475	15	pp	pp	PROPN
easat-1826	475	16	.	.	PUNCT
easat-1826	476	1	1	1	NUM
easat-1826	476	2	-	-	SYM
easat-1826	476	3	8	8	NUM
easat-1826	476	4	..	..	PUNCT
easat-1826	477	1	[	[	X
easat-1826	477	2	13	13	NUM
easat-1826	477	3	]	]	PUNCT
easat-1826	477	4	tandon	tandon	PROPN
easat-1826	477	5	ayesha	ayesha	PROPN
easat-1826	477	6	.	.	PUNCT
easat-1826	478	1	climate	climate	NOUN
easat-1826	478	2	change	change	NOUN
easat-1826	478	3	made	make	VERB
easat-1826	478	4	extreme	extreme	ADJ
easat-1826	478	5	rains	rain	NOUN
easat-1826	478	6	in	in	ADP
easat-1826	478	7	2022	2022	NUM
easat-1826	478	8	south	south	PROPN
easat-1826	478	9	africa	africa	PROPN
easat-1826	478	10	floods	flood	NOUN
easat-1826	478	11	‘	'	PUNCT
easat-1826	478	12	twice	twice	ADV
easat-1826	478	13	as	as	ADV
easat-1826	478	14	likely	likely	ADJ
easat-1826	478	15	’	'	PUNCT
easat-1826	478	16	.	.	PUNCT
easat-1826	479	1	2022	2022	NUM
easat-1826	479	2	.	.	PUNCT
easat-1826	480	1	url	url	PROPN
easat-1826	480	2	:	:	PUNCT
easat-1826	480	3	https://www.carbonbrief.org/climate-changemadeextremerainsin2022southafricafloodstwiceaslikely	https://www.carbonbrief.org/climate-changemadeextremerainsin2022southafricafloodstwiceaslikely	ADV
easat-1826	480	4	(	(	PUNCT
easat-1826	480	5	visited	visit	VERB
easat-1826	480	6	on	on	ADP
easat-1826	480	7	04/20/2023	04/20/2023	NUM
easat-1826	480	8	)	)	PUNCT
easat-1826	480	9	.	.	PUNCT
easat-1826	481	1	[	[	X
easat-1826	481	2	14	14	NUM
easat-1826	481	3	]	]	PUNCT
easat-1826	481	4	.	.	PUNCT
easat-1826	482	1	m	m	PROPN
easat-1826	482	2	bahari	bahari	PROPN
easat-1826	482	3	and	and	CCONJ
easat-1826	482	4	n	n	PROPN
easat-1826	482	5	z	z	PROPN
easat-1826	482	6	a	a	DET
easat-1826	482	7	hamid	hamid	PROPN
easat-1826	482	8	.	.	PUNCT
easat-1826	483	1	“	"	PUNCT
easat-1826	483	2	analysis	analysis	NOUN
easat-1826	483	3	and	and	CCONJ
easat-1826	483	4	prediction	prediction	NOUN
easat-1826	483	5	of	of	ADP
easat-1826	483	6	temperature	temperature	NOUN
easat-1826	483	7	time	time	NOUN
easat-1826	483	8	series	series	NOUN
easat-1826	483	9	using	use	VERB
easat-1826	483	10	chaotic	chaotic	ADJ
easat-1826	483	11	approach	approach	NOUN
easat-1826	483	12	”	"	PUNCT
easat-1826	483	13	.	.	PUNCT
easat-1826	484	1	in	in	ADP
easat-1826	484	2	:	:	PUNCT
easat-1826	484	3	earth	earth	NOUN
easat-1826	484	4	and	and	CCONJ
easat-1826	484	5	environmental	environmental	ADJ
easat-1826	484	6	science	science	NOUN
easat-1826	484	7	286	286	NUM
easat-1826	484	8	(	(	PUNCT
easat-1826	484	9	2019	2019	NUM
easat-1826	484	10	)	)	PUNCT
easat-1826	484	11	,	,	PUNCT
easat-1826	484	12	pp	pp	ADP
easat-1826	484	13	.	.	PUNCT
easat-1826	485	1	393–403	393–403	NUM
easat-1826	485	2	.	.	PUNCT
easat-1826	486	1	[	[	X
easat-1826	486	2	15	15	NUM
easat-1826	486	3	]	]	PUNCT
easat-1826	486	4	.	.	PUNCT
easat-1826	487	1	twumasi	twumasi	PROPN
easat-1826	487	2	yaw	yaw	PROPN
easat-1826	487	3	a.	a.	PROPN
easat-1826	487	4	et	et	PROPN
easat-1826	487	5	al	al	PROPN
easat-1826	487	6	.	.	PUNCT
easat-1826	487	7	“	"	PUNCT
easat-1826	487	8	time	time	NOUN
easat-1826	487	9	series	series	NOUN
easat-1826	487	10	analysis	analysis	NOUN
easat-1826	487	11	on	on	ADP
easat-1826	487	12	selected	select	VERB
easat-1826	487	13	rainfall	rainfall	NOUN
easat-1826	487	14	stations	station	NOUN
easat-1826	487	15	data	datum	NOUN
easat-1826	487	16	in	in	ADP
easat-1826	487	17	louisiana	louisiana	PROPN
easat-1826	487	18	using	use	VERB
easat-1826	487	19	arima	arima	PROPN
easat-1826	487	20	approach	approach	NOUN
easat-1826	487	21	”	"	PUNCT
easat-1826	487	22	.	.	PUNCT
easat-1826	488	1	in	in	ADP
easat-1826	488	2	:	:	PUNCT
easat-1826	488	3	open	open	ADJ
easat-1826	488	4	journal	journal	NOUN
easat-1826	488	5	of	of	ADP
easat-1826	488	6	statistics	statistic	NOUN
easat-1826	488	7	11	11	NUM
easat-1826	488	8	(	(	PUNCT
easat-1826	488	9	2021	2021	NUM
easat-1826	488	10	)	)	PUNCT
easat-1826	488	11	,	,	PUNCT
easat-1826	488	12	pp	pp	ADP
easat-1826	488	13	.	.	PUNCT
easat-1826	489	1	655–672	655–672	NUM
easat-1826	489	2	.	.	PUNCT
easat-1826	490	1	[	[	X
easat-1826	490	2	16	16	NUM
easat-1826	490	3	]	]	PUNCT
easat-1826	490	4	.	.	PUNCT
easat-1826	491	1	xianghua	xianghua	PROPN
easat-1826	491	2	wu	wu	PROPN
easat-1826	491	3	et	et	PROPN
easat-1826	491	4	al	al	PROPN
easat-1826	491	5	.	.	PUNCT
easat-1826	492	1	“	"	PUNCT
easat-1826	492	2	the	the	DET
easat-1826	492	3	development	development	NOUN
easat-1826	492	4	of	of	ADP
easat-1826	492	5	a	a	DET
easat-1826	492	6	hybrid	hybrid	ADJ
easat-1826	492	7	wavelet	wavelet	NOUN
easat-1826	492	8	-	-	PUNCT
easat-1826	492	9	arima	arima	NOUN
easat-1826	492	10	-	-	PUNCT
easat-1826	492	11	lstm	lstm	NOUN
easat-1826	492	12	model	model	NOUN
easat-1826	492	13	for	for	ADP
easat-1826	492	14	precipitation	precipitation	NOUN
easat-1826	492	15	amounts	amount	NOUN
easat-1826	492	16	and	and	CCONJ
easat-1826	492	17	drought	drought	NOUN
easat-1826	492	18	analysis	analysis	NOUN
easat-1826	492	19	”	"	PUNCT
easat-1826	492	20	.	.	PUNCT
easat-1826	493	1	in	in	ADP
easat-1826	493	2	:	:	PUNCT
easat-1826	493	3	atmosphere	atmosphere	NOUN
easat-1826	493	4	12	12	NUM
easat-1826	493	5	(	(	PUNCT
easat-1826	493	6	2021	2021	NUM
easat-1826	493	7	)	)	PUNCT
easat-1826	493	8	,	,	PUNCT
easat-1826	493	9	p.	p.	NOUN
easat-1826	493	10	74	74	NUM
easat-1826	493	11	.	.	PUNCT