id	sid	tid	token	lemma	pos
ajase-2776	1	1	pa	pa	PROPN
ajase-2776	1	2	ge	ge	PROPN
ajase-2776	1	3	1	1	NUM
ajase-2776	1	4	pa	pa	PROPN
ajase-2776	1	5	ge	ge	PROPN
ajase-2776	1	6	12	12	NUM
ajase-2776	1	7	4	4	NUM
ajase-2776	1	8	american	american	ADJ
ajase-2776	1	9	journal	journal	NOUN
ajase-2776	1	10	of	of	ADP
ajase-2776	1	11	applied	apply	VERB
ajase-2776	1	12	statistics	statistic	NOUN
ajase-2776	1	13	and	and	CCONJ
ajase-2776	1	14	economics	economic	NOUN
ajase-2776	1	15	(	(	PUNCT
ajase-2776	1	16	ajase	ajase	ADJ
ajase-2776	1	17	)	)	PUNCT
ajase-2776	1	18	forecasting	forecast	VERB
ajase-2776	1	19	the	the	DET
ajase-2776	1	20	global	global	ADJ
ajase-2776	1	21	price	price	NOUN
ajase-2776	1	22	of	of	ADP
ajase-2776	1	23	corn	corn	NOUN
ajase-2776	1	24	:	:	PUNCT
ajase-2776	1	25	unveiling	unveil	VERB
ajase-2776	1	26	insights	insight	NOUN
ajase-2776	1	27	with	with	ADP
ajase-2776	1	28	sarima	sarima	NOUN
ajase-2776	1	29	modelling	modelling	NOUN
ajase-2776	1	30	amidst	amidst	ADP
ajase-2776	1	31	geopolitical	geopolitical	ADJ
ajase-2776	1	32	events	event	NOUN
ajase-2776	1	33	and	and	CCONJ
ajase-2776	1	34	market	market	NOUN
ajase-2776	1	35	dynamics	dynamic	NOUN
ajase-2776	1	36	raksha	raksha	PROPN
ajase-2776	1	37	khadka1	khadka1	PROPN
ajase-2776	1	38	*	*	PROPN
ajase-2776	1	39	,	,	PUNCT
ajase-2776	1	40	yeong	yeong	PROPN
ajase-2776	1	41	nain	nain	PROPN
ajase-2776	1	42	chi1	chi1	PROPN
ajase-2776	1	43	volume	volume	VERB
ajase-2776	1	44	3	3	NUM
ajase-2776	1	45	issue	issue	NOUN
ajase-2776	1	46	1	1	NUM
ajase-2776	1	47	,	,	PUNCT
ajase-2776	1	48	year	year	NOUN
ajase-2776	1	49	2024	2024	NUM
ajase-2776	1	50	issn	issn	X
ajase-2776	1	51	:	:	PUNCT
ajase-2776	1	52	2992	2992	NUM
ajase-2776	1	53	-	-	PUNCT
ajase-2776	1	54	927x	927x	NOUN
ajase-2776	1	55	(	(	PUNCT
ajase-2776	1	56	online	online	ADJ
ajase-2776	1	57	)	)	PUNCT
ajase-2776	1	58	doi	doi	NOUN
ajase-2776	1	59	:	:	PUNCT
ajase-2776	1	60	https://doi.org/10.54536/ajase.v3i1.2776	https://doi.org/10.54536/ajase.v3i1.2776	AUX
ajase-2776	1	61	https://journals.e-palli.com/home/index.php/ajase	https://journals.e-palli.com/home/index.php/ajase	PROPN
ajase-2776	1	62	article	article	NOUN
ajase-2776	1	63	information	information	NOUN
ajase-2776	1	64	abstract	abstract	ADV
ajase-2776	1	65	received	receive	VERB
ajase-2776	1	66	:	:	PUNCT
ajase-2776	1	67	july	july	PROPN
ajase-2776	1	68	05	05	NUM
ajase-2776	1	69	,	,	PUNCT
ajase-2776	1	70	2024	2024	NUM
ajase-2776	1	71	accepted	accept	VERB
ajase-2776	1	72	:	:	PUNCT
ajase-2776	1	73	august	august	PROPN
ajase-2776	1	74	07	07	NUM
ajase-2776	1	75	,	,	PUNCT
ajase-2776	1	76	2024	2024	NUM
ajase-2776	1	77	published	publish	VERB
ajase-2776	1	78	:	:	PUNCT
ajase-2776	1	79	august	august	PROPN
ajase-2776	1	80	10	10	NUM
ajase-2776	1	81	,	,	PUNCT
ajase-2776	1	82	2024	2024	NUM
ajase-2776	1	83	corn	corn	NOUN
ajase-2776	1	84	is	be	AUX
ajase-2776	1	85	pivotal	pivotal	ADJ
ajase-2776	1	86	in	in	ADP
ajase-2776	1	87	global	global	ADJ
ajase-2776	1	88	agriculture	agriculture	NOUN
ajase-2776	1	89	,	,	PUNCT
ajase-2776	1	90	serving	serve	VERB
ajase-2776	1	91	diverse	diverse	ADJ
ajase-2776	1	92	purposes	purpose	NOUN
ajase-2776	1	93	in	in	ADP
ajase-2776	1	94	the	the	DET
ajase-2776	1	95	food	food	NOUN
ajase-2776	1	96	,	,	PUNCT
ajase-2776	1	97	feed	feed	NOUN
ajase-2776	1	98	,	,	PUNCT
ajase-2776	1	99	and	and	CCONJ
ajase-2776	1	100	biofuel	biofuel	NOUN
ajase-2776	1	101	sectors	sector	NOUN
ajase-2776	1	102	.	.	PUNCT
ajase-2776	2	1	despite	despite	SCONJ
ajase-2776	2	2	its	its	PRON
ajase-2776	2	3	economic	economic	ADJ
ajase-2776	2	4	significance	significance	NOUN
ajase-2776	2	5	,	,	PUNCT
ajase-2776	2	6	corn	corn	NOUN
ajase-2776	2	7	price	price	NOUN
ajase-2776	2	8	volatility	volatility	NOUN
ajase-2776	2	9	,	,	PUNCT
ajase-2776	2	10	influenced	influence	VERB
ajase-2776	2	11	by	by	ADP
ajase-2776	2	12	supply	supply	NOUN
ajase-2776	2	13	-	-	PUNCT
ajase-2776	2	14	demand	demand	NOUN
ajase-2776	2	15	dynamics	dynamic	NOUN
ajase-2776	2	16	,	,	PUNCT
ajase-2776	2	17	climate	climate	NOUN
ajase-2776	2	18	variations	variation	NOUN
ajase-2776	2	19	,	,	PUNCT
ajase-2776	2	20	and	and	CCONJ
ajase-2776	2	21	geopolitical	geopolitical	ADJ
ajase-2776	2	22	tensions	tension	NOUN
ajase-2776	2	23	,	,	PUNCT
ajase-2776	2	24	poses	pose	VERB
ajase-2776	2	25	challenges	challenge	NOUN
ajase-2776	2	26	in	in	ADP
ajase-2776	2	27	decision	decision	NOUN
ajase-2776	2	28	-	-	PUNCT
ajase-2776	2	29	making	make	VERB
ajase-2776	2	30	processes	process	NOUN
ajase-2776	2	31	.	.	PUNCT
ajase-2776	3	1	this	this	PRON
ajase-2776	3	2	necessitates	necessitate	VERB
ajase-2776	3	3	accurate	accurate	ADJ
ajase-2776	3	4	price	price	NOUN
ajase-2776	3	5	forecasting	forecasting	NOUN
ajase-2776	3	6	of	of	ADP
ajase-2776	3	7	corn	corn	NOUN
ajase-2776	3	8	for	for	ADP
ajase-2776	3	9	producers	producer	NOUN
ajase-2776	3	10	and	and	CCONJ
ajase-2776	3	11	government	government	NOUN
ajase-2776	3	12	alike	alike	ADV
ajase-2776	3	13	to	to	PART
ajase-2776	3	14	formulate	formulate	VERB
ajase-2776	3	15	effective	effective	ADJ
ajase-2776	3	16	policies	policy	NOUN
ajase-2776	3	17	that	that	PRON
ajase-2776	3	18	uphold	uphold	VERB
ajase-2776	3	19	stability	stability	NOUN
ajase-2776	3	20	and	and	CCONJ
ajase-2776	3	21	enhance	enhance	VERB
ajase-2776	3	22	efficiency	efficiency	NOUN
ajase-2776	3	23	within	within	ADP
ajase-2776	3	24	the	the	DET
ajase-2776	3	25	corn	corn	NOUN
ajase-2776	3	26	market	market	NOUN
ajase-2776	3	27	.	.	PUNCT
ajase-2776	4	1	using	use	VERB
ajase-2776	4	2	long	long	ADJ
ajase-2776	4	3	-	-	PUNCT
ajase-2776	4	4	term	term	NOUN
ajase-2776	4	5	records	record	NOUN
ajase-2776	4	6	of	of	ADP
ajase-2776	4	7	the	the	DET
ajase-2776	4	8	monthly	monthly	ADJ
ajase-2776	4	9	global	global	ADJ
ajase-2776	4	10	price	price	NOUN
ajase-2776	4	11	of	of	ADP
ajase-2776	4	12	corn	corn	NOUN
ajase-2776	4	13	spanning	span	VERB
ajase-2776	4	14	from	from	ADP
ajase-2776	4	15	january	january	PROPN
ajase-2776	4	16	2014	2014	NUM
ajase-2776	4	17	to	to	ADP
ajase-2776	4	18	december	december	PROPN
ajase-2776	4	19	2023	2023	NUM
ajase-2776	4	20	,	,	PUNCT
ajase-2776	4	21	this	this	DET
ajase-2776	4	22	study	study	NOUN
ajase-2776	4	23	employs	employ	VERB
ajase-2776	4	24	sarima	sarima	NOUN
ajase-2776	4	25	modeling	modeling	NOUN
ajase-2776	4	26	techniques	technique	NOUN
ajase-2776	4	27	to	to	PART
ajase-2776	4	28	forecast	forecast	VERB
ajase-2776	4	29	the	the	DET
ajase-2776	4	30	global	global	ADJ
ajase-2776	4	31	price	price	NOUN
ajase-2776	4	32	of	of	ADP
ajase-2776	4	33	corn	corn	NOUN
ajase-2776	4	34	.	.	PUNCT
ajase-2776	5	1	to	to	PART
ajase-2776	5	2	find	find	VERB
ajase-2776	5	3	a	a	DET
ajase-2776	5	4	solution	solution	NOUN
ajase-2776	5	5	,	,	PUNCT
ajase-2776	5	6	the	the	DET
ajase-2776	5	7	auto.arima	auto.arima	NOUN
ajase-2776	5	8	(	(	PUNCT
ajase-2776	5	9	)	)	PUNCT
ajase-2776	5	10	function	function	NOUN
ajase-2776	5	11	from	from	ADP
ajase-2776	5	12	the	the	DET
ajase-2776	5	13	“	"	PUNCT
ajase-2776	5	14	forecast	forecast	NOUN
ajase-2776	5	15	”	"	PUNCT
ajase-2776	5	16	package	package	NOUN
ajase-2776	5	17	in	in	ADP
ajase-2776	5	18	r	r	NOUN
ajase-2776	5	19	4.3.2	4.3.2	NUM
ajase-2776	5	20	for	for	ADP
ajase-2776	5	21	windows	window	NOUN
ajase-2776	5	22	was	be	AUX
ajase-2776	5	23	employed	employ	VERB
ajase-2776	5	24	to	to	PART
ajase-2776	5	25	identify	identify	VERB
ajase-2776	5	26	both	both	CCONJ
ajase-2776	5	27	the	the	DET
ajase-2776	5	28	structure	structure	NOUN
ajase-2776	5	29	of	of	ADP
ajase-2776	5	30	the	the	DET
ajase-2776	5	31	series	series	NOUN
ajase-2776	5	32	(	(	PUNCT
ajase-2776	5	33	stationary	stationary	ADJ
ajase-2776	5	34	or	or	CCONJ
ajase-2776	5	35	not	not	PART
ajase-2776	5	36	)	)	PUNCT
ajase-2776	5	37	and	and	CCONJ
ajase-2776	5	38	type	type	NOUN
ajase-2776	5	39	(	(	PUNCT
ajase-2776	5	40	seasonal	seasonal	ADJ
ajase-2776	5	41	or	or	CCONJ
ajase-2776	5	42	not	not	PART
ajase-2776	5	43	)	)	PUNCT
ajase-2776	5	44	and	and	CCONJ
ajase-2776	5	45	sets	set	VERB
ajase-2776	5	46	the	the	DET
ajase-2776	5	47	model	model	NOUN
ajase-2776	5	48	’s	’s	PART
ajase-2776	5	49	parameters	parameter	NOUN
ajase-2776	5	50	,	,	PUNCT
ajase-2776	5	51	which	which	PRON
ajase-2776	5	52	takes	take	VERB
ajase-2776	5	53	into	into	ADP
ajase-2776	5	54	account	account	NOUN
ajase-2776	5	55	the	the	DET
ajase-2776	5	56	aic	aic	PROPN
ajase-2776	5	57	,	,	PUNCT
ajase-2776	5	58	aicc	aicc	NOUN
ajase-2776	5	59	or	or	CCONJ
ajase-2776	5	60	bic	bic	NOUN
ajase-2776	5	61	values	value	NOUN
ajase-2776	5	62	generated	generate	VERB
ajase-2776	5	63	to	to	PART
ajase-2776	5	64	determine	determine	VERB
ajase-2776	5	65	the	the	DET
ajase-2776	5	66	best	well	ADV
ajase-2776	5	67	fitting	fitting	ADJ
ajase-2776	5	68	seasonal	seasonal	ADJ
ajase-2776	5	69	arima	arima	NOUN
ajase-2776	5	70	model	model	NOUN
ajase-2776	5	71	.	.	PUNCT
ajase-2776	6	1	following	follow	VERB
ajase-2776	6	2	the	the	DET
ajase-2776	6	3	box	box	PROPN
ajase-2776	6	4	–	–	PUNCT
ajase-2776	6	5	jenkins	jenkins	PROPN
ajase-2776	6	6	methodology	methodology	NOUN
ajase-2776	6	7	,	,	PUNCT
ajase-2776	6	8	the	the	DET
ajase-2776	6	9	best	well	ADV
ajase-2776	6	10	-	-	PUNCT
ajase-2776	6	11	fitting	fit	VERB
ajase-2776	6	12	sarima	sarima	NOUN
ajase-2776	6	13	(	(	PUNCT
ajase-2776	6	14	0,1,1	0,1,1	NOUN
ajase-2776	6	15	)	)	PUNCT
ajase-2776	6	16	(	(	PUNCT
ajase-2776	6	17	0,0,1	0,0,1	NOUN
ajase-2776	6	18	)	)	PUNCT
ajase-2776	6	19	[	[	X
ajase-2776	6	20	12	12	NUM
ajase-2776	6	21	]	]	PUNCT
ajase-2776	6	22	model	model	NOUN
ajase-2776	6	23	was	be	AUX
ajase-2776	6	24	identified	identify	VERB
ajase-2776	6	25	,	,	PUNCT
ajase-2776	6	26	supported	support	VERB
ajase-2776	6	27	by	by	ADP
ajase-2776	6	28	the	the	DET
ajase-2776	6	29	lowest	low	ADJ
ajase-2776	6	30	aic	aic	PROPN
ajase-2776	6	31	value	value	NOUN
ajase-2776	6	32	.	.	PUNCT
ajase-2776	7	1	the	the	DET
ajase-2776	7	2	ljung	ljung	PROPN
ajase-2776	7	3	–	–	PUNCT
ajase-2776	7	4	box	box	NOUN
ajase-2776	7	5	q	q	NOUN
ajase-2776	7	6	–	–	PUNCT
ajase-2776	7	7	test	test	NOUN
ajase-2776	7	8	further	far	ADV
ajase-2776	7	9	validated	validate	VERB
ajase-2776	7	10	the	the	DET
ajase-2776	7	11	model	model	NOUN
ajase-2776	7	12	’s	’s	PART
ajase-2776	7	13	adequacy	adequacy	NOUN
ajase-2776	7	14	in	in	ADP
ajase-2776	7	15	capturing	capture	VERB
ajase-2776	7	16	the	the	DET
ajase-2776	7	17	data	datum	NOUN
ajase-2776	7	18	’s	’s	PART
ajase-2776	7	19	behavior	behavior	NOUN
ajase-2776	7	20	,	,	PUNCT
ajase-2776	7	21	with	with	ADP
ajase-2776	7	22	a	a	DET
ajase-2776	7	23	non	non	ADJ
ajase-2776	7	24	-	-	ADJ
ajase-2776	7	25	significant	significant	ADJ
ajase-2776	7	26	p	p	NOUN
ajase-2776	7	27	-	-	PUNCT
ajase-2776	7	28	value	value	NOUN
ajase-2776	7	29	of	of	ADP
ajase-2776	7	30	0.7013	0.7013	NUM
ajase-2776	7	31	.	.	PUNCT
ajase-2776	8	1	this	this	DET
ajase-2776	8	2	analysis	analysis	NOUN
ajase-2776	8	3	uncovered	uncover	VERB
ajase-2776	8	4	valuable	valuable	ADJ
ajase-2776	8	5	insights	insight	NOUN
ajase-2776	8	6	into	into	ADP
ajase-2776	8	7	the	the	DET
ajase-2776	8	8	fluctuations	fluctuation	NOUN
ajase-2776	8	9	of	of	ADP
ajase-2776	8	10	corn	corn	NOUN
ajase-2776	8	11	prices	price	NOUN
ajase-2776	8	12	,	,	PUNCT
ajase-2776	8	13	providing	provide	VERB
ajase-2776	8	14	a	a	DET
ajase-2776	8	15	comprehensive	comprehensive	ADJ
ajase-2776	8	16	understanding	understanding	NOUN
ajase-2776	8	17	of	of	ADP
ajase-2776	8	18	the	the	DET
ajase-2776	8	19	interplay	interplay	NOUN
ajase-2776	8	20	between	between	ADP
ajase-2776	8	21	economic	economic	ADJ
ajase-2776	8	22	factors	factor	NOUN
ajase-2776	8	23	and	and	CCONJ
ajase-2776	8	24	external	external	ADJ
ajase-2776	8	25	influences	influence	NOUN
ajase-2776	8	26	.	.	PUNCT
ajase-2776	9	1	this	this	DET
ajase-2776	9	2	study	study	NOUN
ajase-2776	9	3	underscores	underscore	VERB
ajase-2776	9	4	the	the	DET
ajase-2776	9	5	practical	practical	ADJ
ajase-2776	9	6	utility	utility	NOUN
ajase-2776	9	7	of	of	ADP
ajase-2776	9	8	sarima	sarima	NOUN
ajase-2776	9	9	modeling	modeling	NOUN
ajase-2776	9	10	for	for	ADP
ajase-2776	9	11	farmers	farmer	NOUN
ajase-2776	9	12	and	and	CCONJ
ajase-2776	9	13	other	other	ADJ
ajase-2776	9	14	relevant	relevant	ADJ
ajase-2776	9	15	stakeholders	stakeholder	NOUN
ajase-2776	9	16	in	in	ADP
ajase-2776	9	17	anticipating	anticipate	VERB
ajase-2776	9	18	market	market	NOUN
ajase-2776	9	19	fluctuations	fluctuation	NOUN
ajase-2776	9	20	and	and	CCONJ
ajase-2776	9	21	devising	devise	VERB
ajase-2776	9	22	adaptive	adaptive	ADJ
ajase-2776	9	23	strategies	strategy	NOUN
ajase-2776	9	24	in	in	ADP
ajase-2776	9	25	response	response	NOUN
ajase-2776	9	26	to	to	ADP
ajase-2776	9	27	evolving	evolve	VERB
ajase-2776	9	28	corn	corn	NOUN
ajase-2776	9	29	market	market	NOUN
ajase-2776	9	30	dynamics	dynamic	NOUN
ajase-2776	9	31	.	.	PUNCT
ajase-2776	10	1	keywords	keyword	NOUN
ajase-2776	10	2	corn	corn	NOUN
ajase-2776	10	3	,	,	PUNCT
ajase-2776	10	4	price	price	NOUN
ajase-2776	10	5	,	,	PUNCT
ajase-2776	10	6	time	time	NOUN
ajase-2776	10	7	series	series	NOUN
ajase-2776	10	8	,	,	PUNCT
ajase-2776	10	9	forecasting	forecasting	NOUN
ajase-2776	10	10	,	,	PUNCT
ajase-2776	10	11	sarima	sarima	PROPN
ajase-2776	10	12	1	1	NUM
ajase-2776	10	13	department	department	NOUN
ajase-2776	10	14	of	of	ADP
ajase-2776	10	15	agriculture	agriculture	PROPN
ajase-2776	10	16	,	,	PUNCT
ajase-2776	10	17	food	food	NOUN
ajase-2776	10	18	,	,	PUNCT
ajase-2776	10	19	&	&	CCONJ
ajase-2776	10	20	resource	resource	NOUN
ajase-2776	10	21	sciences	sciences	PROPN
ajase-2776	10	22	,	,	PUNCT
ajase-2776	10	23	school	school	NOUN
ajase-2776	10	24	of	of	ADP
ajase-2776	10	25	agricultural	agricultural	ADJ
ajase-2776	10	26	and	and	CCONJ
ajase-2776	10	27	natural	natural	ADJ
ajase-2776	10	28	sciences	science	NOUN
ajase-2776	10	29	,	,	PUNCT
ajase-2776	10	30	university	university	NOUN
ajase-2776	10	31	of	of	ADP
ajase-2776	10	32	maryland	maryland	PROPN
ajase-2776	10	33	eastern	eastern	PROPN
ajase-2776	10	34	shore	shore	PROPN
ajase-2776	10	35	(	(	PUNCT
ajase-2776	10	36	umes	ume	NOUN
ajase-2776	10	37	)	)	PUNCT
ajase-2776	10	38	,	,	PUNCT
ajase-2776	10	39	princess	princess	PROPN
ajase-2776	10	40	anne	anne	PROPN
ajase-2776	10	41	,	,	PUNCT
ajase-2776	10	42	md	md	PROPN
ajase-2776	10	43	21853	21853	NUM
ajase-2776	10	44	,	,	PUNCT
ajase-2776	10	45	usa	usa	PROPN
ajase-2776	10	46	*	*	PUNCT
ajase-2776	10	47	corresponding	correspond	VERB
ajase-2776	10	48	author	author	NOUN
ajase-2776	10	49	’s	’s	PART
ajase-2776	10	50	e	e	NOUN
ajase-2776	10	51	-	-	NOUN
ajase-2776	10	52	mail	mail	NOUN
ajase-2776	10	53	:	:	PUNCT
ajase-2776	11	1	rkhadka@umes.edu	rkhadka@umes.edu	VERB
ajase-2776	11	2	introduction	introduction	NOUN
ajase-2776	11	3	corn	corn	NOUN
ajase-2776	11	4	stands	stand	VERB
ajase-2776	11	5	as	as	ADP
ajase-2776	11	6	one	one	NUM
ajase-2776	11	7	of	of	ADP
ajase-2776	11	8	the	the	DET
ajase-2776	11	9	paramount	paramount	ADJ
ajase-2776	11	10	grain	grain	NOUN
ajase-2776	11	11	crops	crop	NOUN
ajase-2776	11	12	globally	globally	ADV
ajase-2776	11	13	,	,	PUNCT
ajase-2776	11	14	holding	hold	VERB
ajase-2776	11	15	the	the	DET
ajase-2776	11	16	prestigious	prestigious	ADJ
ajase-2776	11	17	rank	rank	NOUN
ajase-2776	11	18	of	of	ADP
ajase-2776	11	19	third	third	ADJ
ajase-2776	11	20	,	,	PUNCT
ajase-2776	11	21	trailing	trail	VERB
ajase-2776	11	22	only	only	ADV
ajase-2776	11	23	behind	behind	ADP
ajase-2776	11	24	wheat	wheat	NOUN
ajase-2776	11	25	and	and	CCONJ
ajase-2776	11	26	rice	rice	NOUN
ajase-2776	11	27	.	.	PUNCT
ajase-2776	12	1	its	its	PRON
ajase-2776	12	2	cultivation	cultivation	NOUN
ajase-2776	12	3	sprawls	sprawl	VERB
ajase-2776	12	4	across	across	ADP
ajase-2776	12	5	more	more	ADJ
ajase-2776	12	6	than	than	ADP
ajase-2776	12	7	100	100	NUM
ajase-2776	12	8	countries	country	NOUN
ajase-2776	12	9	,	,	PUNCT
ajase-2776	12	10	with	with	ADP
ajase-2776	12	11	the	the	DET
ajase-2776	12	12	united	united	PROPN
ajase-2776	12	13	states	states	PROPN
ajase-2776	12	14	spearheading	spearhead	VERB
ajase-2776	12	15	production	production	NOUN
ajase-2776	12	16	,	,	PUNCT
ajase-2776	12	17	contributing	contribute	VERB
ajase-2776	12	18	approximately	approximately	ADV
ajase-2776	12	19	40	40	NUM
ajase-2776	12	20	%	%	NOUN
ajase-2776	12	21	of	of	ADP
ajase-2776	12	22	the	the	DET
ajase-2776	12	23	world	world	NOUN
ajase-2776	12	24	’s	’s	PART
ajase-2776	12	25	total	total	ADJ
ajase-2776	12	26	output	output	NOUN
ajase-2776	12	27	.	.	PUNCT
ajase-2776	13	1	alongside	alongside	ADP
ajase-2776	13	2	the	the	DET
ajase-2776	13	3	us	us	PROPN
ajase-2776	13	4	,	,	PUNCT
ajase-2776	13	5	other	other	ADJ
ajase-2776	13	6	key	key	ADJ
ajase-2776	13	7	corn	corn	NOUN
ajase-2776	13	8	-	-	PUNCT
ajase-2776	13	9	producing	produce	VERB
ajase-2776	13	10	nations	nation	NOUN
ajase-2776	13	11	encompass	encompass	VERB
ajase-2776	13	12	china	china	PROPN
ajase-2776	13	13	,	,	PUNCT
ajase-2776	13	14	brazil	brazil	PROPN
ajase-2776	13	15	,	,	PUNCT
ajase-2776	13	16	mexico	mexico	PROPN
ajase-2776	13	17	,	,	PUNCT
ajase-2776	13	18	indonesia	indonesia	PROPN
ajase-2776	13	19	,	,	PUNCT
ajase-2776	13	20	india	india	PROPN
ajase-2776	13	21	,	,	PUNCT
ajase-2776	13	22	france	france	PROPN
ajase-2776	13	23	,	,	PUNCT
ajase-2776	13	24	and	and	CCONJ
ajase-2776	13	25	argentina	argentina	PROPN
ajase-2776	13	26	(	(	PUNCT
ajase-2776	13	27	darekar	darekar	PROPN
ajase-2776	13	28	&	&	CCONJ
ajase-2776	13	29	reddy	reddy	PROPN
ajase-2776	13	30	,	,	PUNCT
ajase-2776	13	31	2017	2017	NUM
ajase-2776	13	32	)	)	PUNCT
ajase-2776	13	33	.	.	PUNCT
ajase-2776	14	1	beyond	beyond	ADP
ajase-2776	14	2	its	its	PRON
ajase-2776	14	3	sheer	sheer	ADJ
ajase-2776	14	4	volume	volume	NOUN
ajase-2776	14	5	of	of	ADP
ajase-2776	14	6	production	production	NOUN
ajase-2776	14	7	,	,	PUNCT
ajase-2776	14	8	corn	corn	NOUN
ajase-2776	14	9	plays	play	VERB
ajase-2776	14	10	a	a	DET
ajase-2776	14	11	pivotal	pivotal	ADJ
ajase-2776	14	12	role	role	NOUN
ajase-2776	14	13	in	in	ADP
ajase-2776	14	14	various	various	ADJ
ajase-2776	14	15	sectors	sector	NOUN
ajase-2776	14	16	,	,	PUNCT
ajase-2776	14	17	including	include	VERB
ajase-2776	14	18	both	both	CCONJ
ajase-2776	14	19	food	food	NOUN
ajase-2776	14	20	and	and	CCONJ
ajase-2776	14	21	industrial	industrial	ADJ
ajase-2776	14	22	domains	domain	NOUN
ajase-2776	14	23	.	.	PUNCT
ajase-2776	15	1	notably	notably	ADV
ajase-2776	15	2	,	,	PUNCT
ajase-2776	15	3	corn	corn	NOUN
ajase-2776	15	4	finds	find	VERB
ajase-2776	15	5	its	its	PRON
ajase-2776	15	6	way	way	NOUN
ajase-2776	15	7	into	into	ADP
ajase-2776	15	8	the	the	DET
ajase-2776	15	9	production	production	NOUN
ajase-2776	15	10	lines	line	NOUN
ajase-2776	15	11	of	of	ADP
ajase-2776	15	12	diverse	diverse	ADJ
ajase-2776	15	13	products	product	NOUN
ajase-2776	15	14	,	,	PUNCT
ajase-2776	15	15	prominently	prominently	ADV
ajase-2776	15	16	featuring	feature	VERB
ajase-2776	15	17	in	in	ADP
ajase-2776	15	18	the	the	DET
ajase-2776	15	19	creation	creation	NOUN
ajase-2776	15	20	of	of	ADP
ajase-2776	15	21	starch	starch	PROPN
ajase-2776	15	22	(	(	PUNCT
ajase-2776	15	23	yu	yu	PROPN
ajase-2776	15	24	&	&	CCONJ
ajase-2776	15	25	moon	moon	PROPN
ajase-2776	15	26	,	,	PUNCT
ajase-2776	15	27	2021	2021	NUM
ajase-2776	15	28	)	)	PUNCT
ajase-2776	15	29	.	.	PUNCT
ajase-2776	16	1	corn	corn	NOUN
ajase-2776	16	2	’s	’s	PART
ajase-2776	16	3	multifaceted	multifaceted	ADJ
ajase-2776	16	4	utility	utility	NOUN
ajase-2776	16	5	extends	extend	VERB
ajase-2776	16	6	to	to	ADP
ajase-2776	16	7	its	its	PRON
ajase-2776	16	8	applications	application	NOUN
ajase-2776	16	9	in	in	ADP
ajase-2776	16	10	livestock	livestock	NOUN
ajase-2776	16	11	feed	feed	NOUN
ajase-2776	16	12	production	production	NOUN
ajase-2776	16	13	(	(	PUNCT
ajase-2776	16	14	fauziah	fauziah	NOUN
ajase-2776	16	15	et	et	PROPN
ajase-2776	16	16	al	al	PROPN
ajase-2776	16	17	.	.	PROPN
ajase-2776	16	18	,	,	PUNCT
ajase-2776	16	19	2023	2023	NUM
ajase-2776	16	20	)	)	PUNCT
ajase-2776	16	21	,	,	PUNCT
ajase-2776	16	22	corn	corn	NOUN
ajase-2776	16	23	oil	oil	NOUN
ajase-2776	16	24	extraction	extraction	NOUN
ajase-2776	16	25	(	(	PUNCT
ajase-2776	16	26	wheals	wheal	NOUN
ajase-2776	16	27	et	et	PROPN
ajase-2776	16	28	al	al	PROPN
ajase-2776	16	29	.	.	PROPN
ajase-2776	16	30	,	,	PUNCT
ajase-2776	16	31	1999	1999	NUM
ajase-2776	16	32	)	)	PUNCT
ajase-2776	16	33	,	,	PUNCT
ajase-2776	16	34	and	and	CCONJ
ajase-2776	16	35	the	the	DET
ajase-2776	16	36	production	production	NOUN
ajase-2776	16	37	of	of	ADP
ajase-2776	16	38	ethanol	ethanol	NOUN
ajase-2776	16	39	,	,	PUNCT
ajase-2776	16	40	a	a	DET
ajase-2776	16	41	renewable	renewable	ADJ
ajase-2776	16	42	and	and	CCONJ
ajase-2776	16	43	widely	widely	ADV
ajase-2776	16	44	used	use	VERB
ajase-2776	16	45	biofuel	biofuel	NOUN
ajase-2776	16	46	.	.	PUNCT
ajase-2776	17	1	ethanol	ethanol	NOUN
ajase-2776	17	2	production	production	NOUN
ajase-2776	17	3	from	from	ADP
ajase-2776	17	4	corn	corn	NOUN
ajase-2776	17	5	boasts	boast	VERB
ajase-2776	17	6	an	an	DET
ajase-2776	17	7	impressive	impressive	ADJ
ajase-2776	17	8	conversion	conversion	NOUN
ajase-2776	17	9	rate	rate	NOUN
ajase-2776	17	10	,	,	PUNCT
ajase-2776	17	11	generating	generate	VERB
ajase-2776	17	12	2.7	2.7	NUM
ajase-2776	17	13	gallons	gallon	NOUN
ajase-2776	17	14	of	of	ADP
ajase-2776	17	15	ethanol	ethanol	NOUN
ajase-2776	17	16	per	per	ADP
ajase-2776	17	17	bushel	bushel	NOUN
ajase-2776	17	18	of	of	ADP
ajase-2776	17	19	corn	corn	NOUN
ajase-2776	17	20	(	(	PUNCT
ajase-2776	17	21	baker	baker	PROPN
ajase-2776	17	22	&	&	CCONJ
ajase-2776	17	23	zahniser	zahniser	PROPN
ajase-2776	17	24	,	,	PUNCT
ajase-2776	17	25	2006	2006	NUM
ajase-2776	17	26	)	)	PUNCT
ajase-2776	17	27	.	.	PUNCT
ajase-2776	18	1	given	give	VERB
ajase-2776	18	2	its	its	PRON
ajase-2776	18	3	indispensable	indispensable	ADJ
ajase-2776	18	4	role	role	NOUN
ajase-2776	18	5	in	in	ADP
ajase-2776	18	6	various	various	ADJ
ajase-2776	18	7	industries	industry	NOUN
ajase-2776	18	8	,	,	PUNCT
ajase-2776	18	9	any	any	DET
ajase-2776	18	10	fluctuations	fluctuation	NOUN
ajase-2776	18	11	in	in	ADP
ajase-2776	18	12	the	the	DET
ajase-2776	18	13	price	price	NOUN
ajase-2776	18	14	of	of	ADP
ajase-2776	18	15	corn	corn	NOUN
ajase-2776	18	16	reverberate	reverberate	NOUN
ajase-2776	18	17	across	across	ADP
ajase-2776	18	18	sectors	sector	NOUN
ajase-2776	18	19	,	,	PUNCT
ajase-2776	18	20	impacting	impact	VERB
ajase-2776	18	21	stakeholders	stakeholder	NOUN
ajase-2776	18	22	at	at	ADP
ajase-2776	18	23	various	various	ADJ
ajase-2776	18	24	levels	level	NOUN
ajase-2776	18	25	.	.	PUNCT
ajase-2776	19	1	price	price	NOUN
ajase-2776	19	2	volatility	volatility	NOUN
ajase-2776	19	3	in	in	ADP
ajase-2776	19	4	commodity	commodity	NOUN
ajase-2776	19	5	markets	market	NOUN
ajase-2776	19	6	stems	stem	VERB
ajase-2776	19	7	from	from	ADP
ajase-2776	19	8	a	a	DET
ajase-2776	19	9	myriad	myriad	NOUN
ajase-2776	19	10	of	of	ADP
ajase-2776	19	11	factors	factor	NOUN
ajase-2776	19	12	,	,	PUNCT
ajase-2776	19	13	encompassing	encompass	VERB
ajase-2776	19	14	intricate	intricate	ADJ
ajase-2776	19	15	interplays	interplay	NOUN
ajase-2776	19	16	of	of	ADP
ajase-2776	19	17	supply	supply	NOUN
ajase-2776	19	18	-	-	PUNCT
ajase-2776	19	19	demand	demand	NOUN
ajase-2776	19	20	dynamics	dynamic	NOUN
ajase-2776	19	21	,	,	PUNCT
ajase-2776	19	22	crop	crop	NOUN
ajase-2776	19	23	yield	yield	NOUN
ajase-2776	19	24	variations	variation	NOUN
ajase-2776	19	25	,	,	PUNCT
ajase-2776	19	26	geopolitical	geopolitical	ADJ
ajase-2776	19	27	tensions	tension	NOUN
ajase-2776	19	28	,	,	PUNCT
ajase-2776	19	29	economic	economic	ADJ
ajase-2776	19	30	downturns	downturn	NOUN
ajase-2776	19	31	,	,	PUNCT
ajase-2776	19	32	and	and	CCONJ
ajase-2776	19	33	even	even	ADV
ajase-2776	19	34	global	global	ADJ
ajase-2776	19	35	health	health	NOUN
ajase-2776	19	36	crises	crisis	NOUN
ajase-2776	19	37	.	.	PUNCT
ajase-2776	20	1	corn	corn	NOUN
ajase-2776	20	2	prices	price	NOUN
ajase-2776	20	3	are	be	AUX
ajase-2776	20	4	inherently	inherently	ADV
ajase-2776	20	5	susceptible	susceptible	ADJ
ajase-2776	20	6	to	to	ADP
ajase-2776	20	7	these	these	DET
ajase-2776	20	8	forces	force	NOUN
ajase-2776	20	9	and	and	CCONJ
ajase-2776	20	10	have	have	AUX
ajase-2776	20	11	witnessed	witness	VERB
ajase-2776	20	12	significant	significant	ADJ
ajase-2776	20	13	oscillations	oscillation	NOUN
ajase-2776	20	14	over	over	ADP
ajase-2776	20	15	time	time	NOUN
ajase-2776	20	16	.	.	PUNCT
ajase-2776	21	1	in	in	ADP
ajase-2776	21	2	this	this	DET
ajase-2776	21	3	context	context	NOUN
ajase-2776	21	4	,	,	PUNCT
ajase-2776	21	5	harnessing	harness	VERB
ajase-2776	21	6	the	the	DET
ajase-2776	21	7	power	power	NOUN
ajase-2776	21	8	of	of	ADP
ajase-2776	21	9	time	time	NOUN
ajase-2776	21	10	series	series	NOUN
ajase-2776	21	11	analysis	analysis	NOUN
ajase-2776	21	12	emerges	emerge	VERB
ajase-2776	21	13	as	as	ADP
ajase-2776	21	14	a	a	DET
ajase-2776	21	15	potent	potent	ADJ
ajase-2776	21	16	tool	tool	NOUN
ajase-2776	21	17	for	for	ADP
ajase-2776	21	18	navigating	navigate	VERB
ajase-2776	21	19	the	the	DET
ajase-2776	21	20	complexities	complexity	NOUN
ajase-2776	21	21	of	of	ADP
ajase-2776	21	22	pricing	pricing	NOUN
ajase-2776	21	23	decisions	decision	NOUN
ajase-2776	21	24	.	.	PUNCT
ajase-2776	22	1	time	time	NOUN
ajase-2776	22	2	series	series	PROPN
ajase-2776	22	3	analysis	analysis	NOUN
ajase-2776	22	4	entails	entail	VERB
ajase-2776	22	5	the	the	DET
ajase-2776	22	6	systematic	systematic	ADJ
ajase-2776	22	7	examination	examination	NOUN
ajase-2776	22	8	of	of	ADP
ajase-2776	22	9	data	datum	NOUN
ajase-2776	22	10	points	point	NOUN
ajase-2776	22	11	recorded	record	VERB
ajase-2776	22	12	over	over	ADP
ajase-2776	22	13	sequential	sequential	ADJ
ajase-2776	22	14	time	time	NOUN
ajase-2776	22	15	intervals	interval	NOUN
ajase-2776	22	16	.	.	PUNCT
ajase-2776	23	1	these	these	DET
ajase-2776	23	2	data	datum	NOUN
ajase-2776	23	3	,	,	PUNCT
ajase-2776	23	4	arranged	arrange	VERB
ajase-2776	23	5	chronologically	chronologically	ADV
ajase-2776	23	6	,	,	PUNCT
ajase-2776	23	7	offer	offer	VERB
ajase-2776	23	8	insights	insight	NOUN
ajase-2776	23	9	into	into	ADP
ajase-2776	23	10	the	the	DET
ajase-2776	23	11	temporal	temporal	ADJ
ajase-2776	23	12	evolution	evolution	NOUN
ajase-2776	23	13	of	of	ADP
ajase-2776	23	14	a	a	DET
ajase-2776	23	15	specific	specific	ADJ
ajase-2776	23	16	variable	variable	NOUN
ajase-2776	23	17	.	.	PUNCT
ajase-2776	24	1	represented	represent	VERB
ajase-2776	24	2	mathematically	mathematically	ADV
ajase-2776	24	3	as	as	ADP
ajase-2776	24	4	y(t	y(t	PROPN
ajase-2776	24	5	)	)	PUNCT
ajase-2776	24	6	,	,	PUNCT
ajase-2776	24	7	where	where	SCONJ
ajase-2776	24	8	‘	'	PUNCT
ajase-2776	24	9	y	y	X
ajase-2776	24	10	’	'	PUNCT
ajase-2776	24	11	denotes	denote	VERB
ajase-2776	24	12	the	the	DET
ajase-2776	24	13	variable	variable	NOUN
ajase-2776	24	14	of	of	ADP
ajase-2776	24	15	interest	interest	NOUN
ajase-2776	24	16	and	and	CCONJ
ajase-2776	24	17	‘	'	PUNCT
ajase-2776	24	18	t	t	NOUN
ajase-2776	24	19	’	'	PUNCT
ajase-2776	24	20	denotes	denote	NOUN
ajase-2776	24	21	time	time	NOUN
ajase-2776	24	22	,	,	PUNCT
ajase-2776	24	23	time	time	NOUN
ajase-2776	24	24	series	series	PROPN
ajase-2776	24	25	data	datum	NOUN
ajase-2776	24	26	enable	enable	VERB
ajase-2776	24	27	analysts	analyst	NOUN
ajase-2776	24	28	to	to	PART
ajase-2776	24	29	discern	discern	VERB
ajase-2776	24	30	patterns	pattern	NOUN
ajase-2776	24	31	,	,	PUNCT
ajase-2776	24	32	trends	trend	NOUN
ajase-2776	24	33	,	,	PUNCT
ajase-2776	24	34	and	and	CCONJ
ajase-2776	24	35	anomalies	anomaly	NOUN
ajase-2776	24	36	,	,	PUNCT
ajase-2776	24	37	thereby	thereby	ADV
ajase-2776	24	38	empowering	empower	VERB
ajase-2776	24	39	informed	informed	ADJ
ajase-2776	24	40	decision	decision	NOUN
ajase-2776	24	41	-	-	PUNCT
ajase-2776	24	42	making	making	NOUN
ajase-2776	24	43	(	(	PUNCT
ajase-2776	24	44	montgomery	montgomery	PROPN
ajase-2776	24	45	et	et	PROPN
ajase-2776	24	46	al	al	PROPN
ajase-2776	24	47	.	.	PROPN
ajase-2776	24	48	,	,	PUNCT
ajase-2776	24	49	2015	2015	NUM
ajase-2776	24	50	)	)	PUNCT
ajase-2776	24	51	.	.	PUNCT
ajase-2776	25	1	by	by	ADP
ajase-2776	25	2	leveraging	leverage	VERB
ajase-2776	25	3	historical	historical	ADJ
ajase-2776	25	4	trends	trend	NOUN
ajase-2776	25	5	,	,	PUNCT
ajase-2776	25	6	forecasting	forecast	VERB
ajase-2776	25	7	techniques	technique	NOUN
ajase-2776	25	8	embedded	embed	VERB
ajase-2776	25	9	within	within	ADP
ajase-2776	25	10	time	time	NOUN
ajase-2776	25	11	series	series	PROPN
ajase-2776	25	12	analysis	analysis	NOUN
ajase-2776	25	13	equip	equip	NOUN
ajase-2776	25	14	market	market	NOUN
ajase-2776	25	15	participants	participant	NOUN
ajase-2776	25	16	with	with	ADP
ajase-2776	25	17	valuable	valuable	ADJ
ajase-2776	25	18	foresight	foresight	NOUN
ajase-2776	25	19	,	,	PUNCT
ajase-2776	25	20	facilitating	facilitate	VERB
ajase-2776	25	21	proactive	proactive	ADJ
ajase-2776	25	22	adjustments	adjustment	NOUN
ajase-2776	25	23	to	to	ADP
ajase-2776	25	24	pricing	pricing	NOUN
ajase-2776	25	25	strategies	strategy	NOUN
ajase-2776	25	26	in	in	ADP
ajase-2776	25	27	anticipation	anticipation	NOUN
ajase-2776	25	28	of	of	ADP
ajase-2776	25	29	future	future	ADJ
ajase-2776	25	30	market	market	NOUN
ajase-2776	25	31	dynamics	dynamic	NOUN
ajase-2776	25	32	.	.	PUNCT
ajase-2776	26	1	moreover	moreover	ADV
ajase-2776	26	2	,	,	PUNCT
ajase-2776	26	3	the	the	DET
ajase-2776	26	4	significance	significance	NOUN
ajase-2776	26	5	of	of	ADP
ajase-2776	26	6	corn	corn	NOUN
ajase-2776	26	7	transcends	transcend	VERB
ajase-2776	26	8	mere	mere	ADJ
ajase-2776	26	9	economic	economic	ADJ
ajase-2776	26	10	considerations	consideration	NOUN
ajase-2776	26	11	.	.	PUNCT
ajase-2776	27	1	it	it	PRON
ajase-2776	27	2	is	be	AUX
ajase-2776	27	3	deeply	deeply	ADV
ajase-2776	27	4	intertwined	intertwine	VERB
ajase-2776	27	5	with	with	ADP
ajase-2776	27	6	agricultural	agricultural	ADJ
ajase-2776	27	7	practices	practice	NOUN
ajase-2776	27	8	,	,	PUNCT
ajase-2776	27	9	environmental	environmental	ADJ
ajase-2776	27	10	sustainability	sustainability	NOUN
ajase-2776	27	11	,	,	PUNCT
ajase-2776	27	12	and	and	CCONJ
ajase-2776	27	13	food	food	NOUN
ajase-2776	27	14	security	security	NOUN
ajase-2776	27	15	on	on	ADP
ajase-2776	27	16	a	a	DET
ajase-2776	27	17	global	global	ADJ
ajase-2776	27	18	scale	scale	NOUN
ajase-2776	27	19	.	.	PUNCT
ajase-2776	28	1	as	as	SCONJ
ajase-2776	28	2	populations	population	NOUN
ajase-2776	28	3	burgeon	burgeon	NOUN
ajase-2776	28	4	and	and	CCONJ
ajase-2776	28	5	climates	climate	NOUN
ajase-2776	28	6	fluctuate	fluctuate	NOUN
ajase-2776	28	7	,	,	PUNCT
ajase-2776	28	8	the	the	DET
ajase-2776	28	9	resilience	resilience	NOUN
ajase-2776	28	10	and	and	CCONJ
ajase-2776	28	11	adaptability	adaptability	NOUN
ajase-2776	28	12	of	of	ADP
ajase-2776	28	13	corn	corn	NOUN
ajase-2776	28	14	cultivation	cultivation	NOUN
ajase-2776	28	15	become	become	VERB
ajase-2776	28	16	increasingly	increasingly	ADV
ajase-2776	28	17	pivotal	pivotal	ADJ
ajase-2776	28	18	.	.	PUNCT
ajase-2776	29	1	understanding	understand	VERB
ajase-2776	29	2	the	the	DET
ajase-2776	29	3	intricate	intricate	ADJ
ajase-2776	29	4	dynamics	dynamic	NOUN
ajase-2776	29	5	governing	govern	VERB
ajase-2776	29	6	corn	corn	NOUN
ajase-2776	29	7	prices	price	NOUN
ajase-2776	29	8	not	not	PART
ajase-2776	29	9	only	only	ADV
ajase-2776	29	10	informs	inform	VERB
ajase-2776	29	11	commercial	commercial	ADJ
ajase-2776	29	12	decisions	decision	NOUN
ajase-2776	29	13	but	but	CCONJ
ajase-2776	29	14	also	also	ADV
ajase-2776	29	15	holds	hold	VERB
ajase-2776	29	16	implications	implication	NOUN
ajase-2776	29	17	for	for	ADP
ajase-2776	29	18	broader	broad	ADJ
ajase-2776	29	19	socio	socio	NOUN
ajase-2776	29	20	-	-	PUNCT
ajase-2776	29	21	economic	economic	ADJ
ajase-2776	29	22	and	and	CCONJ
ajase-2776	29	23	environmental	environmental	ADJ
ajase-2776	29	24	contexts	context	NOUN
ajase-2776	29	25	.	.	PUNCT
ajase-2776	30	1	furthermore	furthermore	ADV
ajase-2776	30	2	,	,	PUNCT
ajase-2776	30	3	the	the	DET
ajase-2776	30	4	evolution	evolution	NOUN
ajase-2776	30	5	of	of	ADP
ajase-2776	30	6	technology	technology	NOUN
ajase-2776	30	7	,	,	PUNCT
ajase-2776	30	8	particularly	particularly	ADV
ajase-2776	30	9	pa	pa	PROPN
ajase-2776	30	10	ge	ge	PROPN
ajase-2776	30	11	12	12	NUM
ajase-2776	30	12	5	5	NUM
ajase-2776	30	13	https://journals.e-palli.com/home/index.php/ajase	https://journals.e-palli.com/home/index.php/ajase	PROPN
ajase-2776	30	14	am	am	NOUN
ajase-2776	30	15	.	.	PUNCT
ajase-2776	31	1	j.	j.	PROPN
ajase-2776	31	2	appl	appl	PROPN
ajase-2776	31	3	.	.	PROPN
ajase-2776	32	1	stat	stat	PROPN
ajase-2776	32	2	.	.	PUNCT
ajase-2776	33	1	econ	econ	PROPN
ajase-2776	33	2	.	.	PUNCT
ajase-2776	34	1	3(1	3(1	NUM
ajase-2776	34	2	)	)	PUNCT
ajase-2776	34	3	124	124	NUM
ajase-2776	34	4	-	-	SYM
ajase-2776	34	5	135	135	NUM
ajase-2776	34	6	,	,	PUNCT
ajase-2776	34	7	2024	2024	NUM
ajase-2776	34	8	in	in	ADP
ajase-2776	34	9	data	data	NOUN
ajase-2776	34	10	analytics	analytic	NOUN
ajase-2776	34	11	and	and	CCONJ
ajase-2776	34	12	computational	computational	ADJ
ajase-2776	34	13	methods	method	NOUN
ajase-2776	34	14	,	,	PUNCT
ajase-2776	34	15	has	have	AUX
ajase-2776	34	16	revolutionized	revolutionize	VERB
ajase-2776	34	17	the	the	DET
ajase-2776	34	18	landscape	landscape	NOUN
ajase-2776	34	19	of	of	ADP
ajase-2776	34	20	market	market	NOUN
ajase-2776	34	21	analysis	analysis	NOUN
ajase-2776	34	22	.	.	PUNCT
ajase-2776	35	1	advanced	advanced	ADJ
ajase-2776	35	2	statistical	statistical	ADJ
ajase-2776	35	3	models	model	NOUN
ajase-2776	35	4	and	and	CCONJ
ajase-2776	35	5	machine	machine	NOUN
ajase-2776	35	6	learning	learn	VERB
ajase-2776	35	7	algorithms	algorithm	NOUN
ajase-2776	35	8	offer	offer	VERB
ajase-2776	35	9	unprecedented	unprecedented	ADJ
ajase-2776	35	10	capabilities	capability	NOUN
ajase-2776	35	11	in	in	ADP
ajase-2776	35	12	extracting	extract	VERB
ajase-2776	35	13	actionable	actionable	ADJ
ajase-2776	35	14	insights	insight	NOUN
ajase-2776	35	15	from	from	ADP
ajase-2776	35	16	voluminous	voluminous	ADJ
ajase-2776	35	17	datasets	dataset	NOUN
ajase-2776	35	18	.	.	PUNCT
ajase-2776	36	1	integrating	integrate	VERB
ajase-2776	36	2	these	these	DET
ajase-2776	36	3	technological	technological	ADJ
ajase-2776	36	4	advancements	advancement	NOUN
ajase-2776	36	5	with	with	ADP
ajase-2776	36	6	traditional	traditional	ADJ
ajase-2776	36	7	economic	economic	ADJ
ajase-2776	36	8	principles	principle	NOUN
ajase-2776	36	9	enhances	enhance	VERB
ajase-2776	36	10	the	the	DET
ajase-2776	36	11	efficacy	efficacy	NOUN
ajase-2776	36	12	of	of	ADP
ajase-2776	36	13	pricing	pricing	NOUN
ajase-2776	36	14	strategies	strategy	NOUN
ajase-2776	36	15	,	,	PUNCT
ajase-2776	36	16	positioning	position	VERB
ajase-2776	36	17	market	market	NOUN
ajase-2776	36	18	participants	participant	NOUN
ajase-2776	36	19	to	to	PART
ajase-2776	36	20	navigate	navigate	VERB
ajase-2776	36	21	the	the	DET
ajase-2776	36	22	intricacies	intricacy	NOUN
ajase-2776	36	23	of	of	ADP
ajase-2776	36	24	the	the	DET
ajase-2776	36	25	corn	corn	NOUN
ajase-2776	36	26	market	market	NOUN
ajase-2776	36	27	with	with	ADP
ajase-2776	36	28	greater	great	ADJ
ajase-2776	36	29	precision	precision	NOUN
ajase-2776	36	30	and	and	CCONJ
ajase-2776	36	31	agility	agility	NOUN
ajase-2776	36	32	.	.	PUNCT
ajase-2776	37	1	in	in	ADP
ajase-2776	37	2	light	light	NOUN
ajase-2776	37	3	of	of	ADP
ajase-2776	37	4	these	these	DET
ajase-2776	37	5	considerations	consideration	NOUN
ajase-2776	37	6	,	,	PUNCT
ajase-2776	37	7	this	this	DET
ajase-2776	37	8	paper	paper	NOUN
ajase-2776	37	9	embarks	embark	VERB
ajase-2776	37	10	on	on	ADP
ajase-2776	37	11	a	a	DET
ajase-2776	37	12	comprehensive	comprehensive	ADJ
ajase-2776	37	13	exploration	exploration	NOUN
ajase-2776	37	14	of	of	ADP
ajase-2776	37	15	corn	corn	NOUN
ajase-2776	37	16	price	price	NOUN
ajase-2776	37	17	dynamics	dynamic	NOUN
ajase-2776	37	18	,	,	PUNCT
ajase-2776	37	19	employing	employ	VERB
ajase-2776	37	20	a	a	DET
ajase-2776	37	21	multifaceted	multifaceted	ADJ
ajase-2776	37	22	approach	approach	NOUN
ajase-2776	37	23	that	that	PRON
ajase-2776	37	24	melds	meld	VERB
ajase-2776	37	25	economic	economic	ADJ
ajase-2776	37	26	theory	theory	NOUN
ajase-2776	37	27	with	with	ADP
ajase-2776	37	28	cutting	cut	VERB
ajase-2776	37	29	-	-	PUNCT
ajase-2776	37	30	edge	edge	NOUN
ajase-2776	37	31	analytical	analytical	ADJ
ajase-2776	37	32	methodologies	methodology	NOUN
ajase-2776	37	33	.	.	PUNCT
ajase-2776	38	1	through	through	ADP
ajase-2776	38	2	a	a	DET
ajase-2776	38	3	nuanced	nuanced	ADJ
ajase-2776	38	4	examination	examination	NOUN
ajase-2776	38	5	of	of	ADP
ajase-2776	38	6	historical	historical	ADJ
ajase-2776	38	7	trends	trend	NOUN
ajase-2776	38	8	,	,	PUNCT
ajase-2776	38	9	statistical	statistical	ADJ
ajase-2776	38	10	modeling	modeling	NOUN
ajase-2776	38	11	,	,	PUNCT
ajase-2776	38	12	and	and	CCONJ
ajase-2776	38	13	forecast	forecast	NOUN
ajase-2776	38	14	projections	projection	NOUN
ajase-2776	38	15	,	,	PUNCT
ajase-2776	38	16	this	this	DET
ajase-2776	38	17	study	study	NOUN
ajase-2776	38	18	endeavors	endeavor	VERB
ajase-2776	38	19	to	to	PART
ajase-2776	38	20	shed	shed	VERB
ajase-2776	38	21	light	light	NOUN
ajase-2776	38	22	on	on	ADP
ajase-2776	38	23	the	the	DET
ajase-2776	38	24	underlying	underlie	VERB
ajase-2776	38	25	drivers	driver	NOUN
ajase-2776	38	26	of	of	ADP
ajase-2776	38	27	corn	corn	NOUN
ajase-2776	38	28	price	price	NOUN
ajase-2776	38	29	fluctuations	fluctuation	NOUN
ajase-2776	38	30	,	,	PUNCT
ajase-2776	38	31	thereby	thereby	ADV
ajase-2776	38	32	empowering	empower	VERB
ajase-2776	38	33	stakeholders	stakeholder	NOUN
ajase-2776	38	34	with	with	ADP
ajase-2776	38	35	actionable	actionable	ADJ
ajase-2776	38	36	intelligence	intelligence	NOUN
ajase-2776	38	37	to	to	PART
ajase-2776	38	38	optimize	optimize	VERB
ajase-2776	38	39	pricing	pricing	NOUN
ajase-2776	38	40	strategies	strategy	NOUN
ajase-2776	38	41	and	and	CCONJ
ajase-2776	38	42	mitigate	mitigate	VERB
ajase-2776	38	43	risks	risk	NOUN
ajase-2776	38	44	in	in	ADP
ajase-2776	38	45	the	the	DET
ajase-2776	38	46	volatile	volatile	ADJ
ajase-2776	38	47	landscape	landscape	NOUN
ajase-2776	38	48	of	of	ADP
ajase-2776	38	49	commodity	commodity	NOUN
ajase-2776	38	50	markets	market	NOUN
ajase-2776	38	51	.	.	PUNCT
ajase-2776	39	1	literature	literature	NOUN
ajase-2776	39	2	review	review	VERB
ajase-2776	39	3	the	the	DET
ajase-2776	39	4	fluctuations	fluctuation	NOUN
ajase-2776	39	5	in	in	ADP
ajase-2776	39	6	global	global	ADJ
ajase-2776	39	7	corn	corn	NOUN
ajase-2776	39	8	prices	price	NOUN
ajase-2776	39	9	over	over	ADP
ajase-2776	39	10	the	the	DET
ajase-2776	39	11	years	year	NOUN
ajase-2776	39	12	have	have	AUX
ajase-2776	39	13	been	be	AUX
ajase-2776	39	14	influenced	influence	VERB
ajase-2776	39	15	by	by	ADP
ajase-2776	39	16	a	a	DET
ajase-2776	39	17	myriad	myriad	NOUN
ajase-2776	39	18	of	of	ADP
ajase-2776	39	19	interconnected	interconnected	ADJ
ajase-2776	39	20	factors	factor	NOUN
ajase-2776	39	21	,	,	PUNCT
ajase-2776	39	22	resulting	result	VERB
ajase-2776	39	23	in	in	ADP
ajase-2776	39	24	a	a	DET
ajase-2776	39	25	complex	complex	ADJ
ajase-2776	39	26	and	and	CCONJ
ajase-2776	39	27	dynamic	dynamic	ADJ
ajase-2776	39	28	market	market	NOUN
ajase-2776	39	29	landscape	landscape	NOUN
ajase-2776	39	30	.	.	PUNCT
ajase-2776	40	1	these	these	DET
ajase-2776	40	2	fluctuations	fluctuation	NOUN
ajase-2776	40	3	can	can	AUX
ajase-2776	40	4	be	be	AUX
ajase-2776	40	5	attributed	attribute	VERB
ajase-2776	40	6	to	to	ADP
ajase-2776	40	7	shifts	shift	NOUN
ajase-2776	40	8	in	in	ADP
ajase-2776	40	9	global	global	ADJ
ajase-2776	40	10	demand	demand	NOUN
ajase-2776	40	11	,	,	PUNCT
ajase-2776	40	12	disruptions	disruption	NOUN
ajase-2776	40	13	in	in	ADP
ajase-2776	40	14	supply	supply	NOUN
ajase-2776	40	15	chains	chain	NOUN
ajase-2776	40	16	,	,	PUNCT
ajase-2776	40	17	geopolitical	geopolitical	ADJ
ajase-2776	40	18	events	event	NOUN
ajase-2776	40	19	,	,	PUNCT
ajase-2776	40	20	disease	disease	NOUN
ajase-2776	40	21	outbreaks	outbreak	NOUN
ajase-2776	40	22	,	,	PUNCT
ajase-2776	40	23	sudden	sudden	ADJ
ajase-2776	40	24	climate	climate	NOUN
ajase-2776	40	25	changes	change	NOUN
ajase-2776	40	26	,	,	PUNCT
ajase-2776	40	27	increased	increase	VERB
ajase-2776	40	28	demand	demand	NOUN
ajase-2776	40	29	for	for	ADP
ajase-2776	40	30	corn	corn	NOUN
ajase-2776	40	31	-	-	PUNCT
ajase-2776	40	32	based	base	VERB
ajase-2776	40	33	products	product	NOUN
ajase-2776	40	34	(	(	PUNCT
ajase-2776	40	35	such	such	ADJ
ajase-2776	40	36	as	as	ADP
ajase-2776	40	37	biofuels	biofuel	NOUN
ajase-2776	40	38	)	)	PUNCT
ajase-2776	40	39	,	,	PUNCT
ajase-2776	40	40	and	and	CCONJ
ajase-2776	40	41	speculation	speculation	NOUN
ajase-2776	40	42	in	in	ADP
ajase-2776	40	43	commodity	commodity	NOUN
ajase-2776	40	44	markets	market	NOUN
ajase-2776	40	45	.	.	PUNCT
ajase-2776	41	1	the	the	DET
ajase-2776	41	2	covid-19	covid-19	PROPN
ajase-2776	41	3	pandemic	pandemic	NOUN
ajase-2776	41	4	in	in	ADP
ajase-2776	41	5	2020	2020	NUM
ajase-2776	41	6	exemplified	exemplify	VERB
ajase-2776	41	7	how	how	SCONJ
ajase-2776	41	8	external	external	ADJ
ajase-2776	41	9	shocks	shock	NOUN
ajase-2776	41	10	can	can	AUX
ajase-2776	41	11	significantly	significantly	ADV
ajase-2776	41	12	impact	impact	VERB
ajase-2776	41	13	corn	corn	NOUN
ajase-2776	41	14	prices	price	NOUN
ajase-2776	41	15	and	and	CCONJ
ajase-2776	41	16	production	production	NOUN
ajase-2776	41	17	,	,	PUNCT
ajase-2776	41	18	particularly	particularly	ADV
ajase-2776	41	19	in	in	ADP
ajase-2776	41	20	the	the	DET
ajase-2776	41	21	united	united	PROPN
ajase-2776	41	22	states	states	PROPN
ajase-2776	41	23	.	.	PUNCT
ajase-2776	42	1	disruptions	disruption	NOUN
ajase-2776	42	2	in	in	ADP
ajase-2776	42	3	ethanol	ethanol	NOUN
ajase-2776	42	4	,	,	PUNCT
ajase-2776	42	5	gasoline	gasoline	NOUN
ajase-2776	42	6	,	,	PUNCT
ajase-2776	42	7	and	and	CCONJ
ajase-2776	42	8	oil	oil	NOUN
ajase-2776	42	9	markets	market	NOUN
ajase-2776	42	10	led	lead	VERB
ajase-2776	42	11	to	to	ADP
ajase-2776	42	12	a	a	DET
ajase-2776	42	13	notable	notable	ADJ
ajase-2776	42	14	decrease	decrease	NOUN
ajase-2776	42	15	in	in	ADP
ajase-2776	42	16	corn	corn	NOUN
ajase-2776	42	17	prices	price	NOUN
ajase-2776	42	18	,	,	PUNCT
ajase-2776	42	19	as	as	SCONJ
ajase-2776	42	20	highlighted	highlight	VERB
ajase-2776	42	21	by	by	ADP
ajase-2776	42	22	schmitz	schmitz	PROPN
ajase-2776	42	23	et	et	PROPN
ajase-2776	42	24	al	al	PROPN
ajase-2776	42	25	.	.	PROPN
ajase-2776	43	1	(	(	PUNCT
ajase-2776	43	2	2020	2020	NUM
ajase-2776	43	3	)	)	PUNCT
ajase-2776	43	4	.	.	PUNCT
ajase-2776	44	1	beghin	beghin	PROPN
ajase-2776	44	2	&	&	CCONJ
ajase-2776	44	3	timalsina	timalsina	PROPN
ajase-2776	44	4	(	(	PUNCT
ajase-2776	44	5	2020	2020	NUM
ajase-2776	44	6	)	)	PUNCT
ajase-2776	44	7	observed	observe	VERB
ajase-2776	44	8	a	a	DET
ajase-2776	44	9	decrease	decrease	NOUN
ajase-2776	44	10	in	in	ADP
ajase-2776	44	11	corn	corn	NOUN
ajase-2776	44	12	prices	price	NOUN
ajase-2776	44	13	from	from	ADP
ajase-2776	44	14	$	$	SYM
ajase-2776	44	15	3.74	3.74	NUM
ajase-2776	44	16	per	per	ADP
ajase-2776	44	17	bushel	bushel	NOUN
ajase-2776	44	18	in	in	ADP
ajase-2776	44	19	december	december	PROPN
ajase-2776	44	20	2019	2019	NUM
ajase-2776	44	21	to	to	PART
ajase-2776	44	22	$	$	SYM
ajase-2776	44	23	2.94	2.94	NUM
ajase-2776	44	24	per	per	ADP
ajase-2776	44	25	bushel	bushel	NOUN
ajase-2776	44	26	in	in	ADP
ajase-2776	44	27	may	may	PROPN
ajase-2776	44	28	2020	2020	NUM
ajase-2776	44	29	,	,	PUNCT
ajase-2776	44	30	while	while	SCONJ
ajase-2776	44	31	liu	liu	PROPN
ajase-2776	44	32	et	et	PROPN
ajase-2776	44	33	al	al	PROPN
ajase-2776	44	34	.	.	PROPN
ajase-2776	45	1	(	(	PUNCT
ajase-2776	45	2	2024	2024	NUM
ajase-2776	45	3	)	)	PUNCT
ajase-2776	45	4	noted	note	VERB
ajase-2776	45	5	that	that	SCONJ
ajase-2776	45	6	the	the	DET
ajase-2776	45	7	pandemic	pandemic	ADJ
ajase-2776	45	8	influenced	influence	VERB
ajase-2776	45	9	subsequent	subsequent	ADJ
ajase-2776	45	10	increases	increase	NOUN
ajase-2776	45	11	in	in	ADP
ajase-2776	45	12	global	global	ADJ
ajase-2776	45	13	corn	corn	NOUN
ajase-2776	45	14	prices	price	NOUN
ajase-2776	45	15	.	.	PUNCT
ajase-2776	46	1	following	follow	VERB
ajase-2776	46	2	the	the	DET
ajase-2776	46	3	economic	economic	ADJ
ajase-2776	46	4	slowdown	slowdown	NOUN
ajase-2776	46	5	as	as	ADP
ajase-2776	46	6	a	a	DET
ajase-2776	46	7	result	result	NOUN
ajase-2776	46	8	of	of	ADP
ajase-2776	46	9	covid-19	covid-19	PROPN
ajase-2776	46	10	,	,	PUNCT
ajase-2776	46	11	biofuel	biofuel	NOUN
ajase-2776	46	12	prices	price	NOUN
ajase-2776	46	13	experienced	experience	VERB
ajase-2776	46	14	a	a	DET
ajase-2776	46	15	significant	significant	ADJ
ajase-2776	46	16	decline	decline	NOUN
ajase-2776	46	17	in	in	ADP
ajase-2776	46	18	2020	2020	NUM
ajase-2776	46	19	,	,	PUNCT
ajase-2776	46	20	followed	follow	VERB
ajase-2776	46	21	by	by	ADP
ajase-2776	46	22	their	their	PRON
ajase-2776	46	23	main	main	ADJ
ajase-2776	46	24	feedstocks	feedstock	NOUN
ajase-2776	46	25	,	,	PUNCT
ajase-2776	46	26	maize	maize	NOUN
ajase-2776	46	27	,	,	PUNCT
ajase-2776	46	28	and	and	CCONJ
ajase-2776	46	29	oilseeds	oilseed	NOUN
ajase-2776	46	30	(	(	PUNCT
ajase-2776	46	31	elleby	elleby	PROPN
ajase-2776	46	32	et	et	PROPN
ajase-2776	46	33	al	al	PROPN
ajase-2776	46	34	.	.	PROPN
ajase-2776	46	35	,	,	PUNCT
ajase-2776	46	36	2020	2020	NUM
ajase-2776	46	37	)	)	PUNCT
ajase-2776	46	38	.	.	PUNCT
ajase-2776	47	1	additionally	additionally	ADV
ajase-2776	47	2	,	,	PUNCT
ajase-2776	47	3	the	the	DET
ajase-2776	47	4	russiaukraine	russiaukraine	ADJ
ajase-2776	47	5	conflict	conflict	NOUN
ajase-2776	47	6	,	,	PUNCT
ajase-2776	47	7	which	which	PRON
ajase-2776	47	8	began	begin	VERB
ajase-2776	47	9	in	in	ADP
ajase-2776	47	10	2022	2022	NUM
ajase-2776	47	11	,	,	PUNCT
ajase-2776	47	12	exacerbated	exacerbate	VERB
ajase-2776	47	13	the	the	DET
ajase-2776	47	14	situation	situation	NOUN
ajase-2776	47	15	by	by	ADP
ajase-2776	47	16	causing	cause	VERB
ajase-2776	47	17	an	an	DET
ajase-2776	47	18	energy	energy	NOUN
ajase-2776	47	19	crisis	crisis	NOUN
ajase-2776	47	20	and	and	CCONJ
ajase-2776	47	21	disrupting	disrupt	VERB
ajase-2776	47	22	food	food	NOUN
ajase-2776	47	23	production	production	NOUN
ajase-2776	47	24	and	and	CCONJ
ajase-2776	47	25	commodity	commodity	NOUN
ajase-2776	47	26	markets	market	NOUN
ajase-2776	47	27	,	,	PUNCT
ajase-2776	47	28	including	include	VERB
ajase-2776	47	29	corn	corn	NOUN
ajase-2776	47	30	prices	price	NOUN
ajase-2776	47	31	,	,	PUNCT
ajase-2776	47	32	as	as	SCONJ
ajase-2776	47	33	both	both	DET
ajase-2776	47	34	countries	country	NOUN
ajase-2776	47	35	are	be	AUX
ajase-2776	47	36	major	major	ADJ
ajase-2776	47	37	exporters	exporter	NOUN
ajase-2776	47	38	of	of	ADP
ajase-2776	47	39	staple	staple	ADJ
ajase-2776	47	40	crops	crop	NOUN
ajase-2776	47	41	(	(	PUNCT
ajase-2776	47	42	avalos	avalos	PROPN
ajase-2776	47	43	&	&	CCONJ
ajase-2776	47	44	huang	huang	PROPN
ajase-2776	47	45	,	,	PUNCT
ajase-2776	47	46	2022	2022	NUM
ajase-2776	47	47	)	)	PUNCT
ajase-2776	47	48	.	.	PUNCT
ajase-2776	48	1	the	the	DET
ajase-2776	48	2	conflict	conflict	NOUN
ajase-2776	48	3	also	also	ADV
ajase-2776	48	4	highlighted	highlight	VERB
ajase-2776	48	5	the	the	DET
ajase-2776	48	6	paradoxical	paradoxical	ADJ
ajase-2776	48	7	potential	potential	NOUN
ajase-2776	48	8	for	for	ADP
ajase-2776	48	9	increased	increase	VERB
ajase-2776	48	10	biofuel	biofuel	NOUN
ajase-2776	48	11	usage	usage	NOUN
ajase-2776	48	12	to	to	ADP
ajase-2776	48	13	moderate	moderate	ADJ
ajase-2776	48	14	rising	rise	VERB
ajase-2776	48	15	oil	oil	NOUN
ajase-2776	48	16	prices	price	NOUN
ajase-2776	48	17	,	,	PUNCT
ajase-2776	48	18	consequently	consequently	ADV
ajase-2776	48	19	boosting	boost	VERB
ajase-2776	48	20	demand	demand	NOUN
ajase-2776	48	21	and	and	CCONJ
ajase-2776	48	22	prices	price	NOUN
ajase-2776	48	23	for	for	ADP
ajase-2776	48	24	corn	corn	NOUN
ajase-2776	48	25	,	,	PUNCT
ajase-2776	48	26	a	a	DET
ajase-2776	48	27	crucial	crucial	ADJ
ajase-2776	48	28	feedstock	feedstock	NOUN
ajase-2776	48	29	for	for	ADP
ajase-2776	48	30	ethanol	ethanol	NOUN
ajase-2776	48	31	production	production	NOUN
ajase-2776	48	32	.	.	PUNCT
ajase-2776	49	1	furthermore	furthermore	ADV
ajase-2776	49	2	,	,	PUNCT
ajase-2776	49	3	fluctuations	fluctuation	NOUN
ajase-2776	49	4	in	in	ADP
ajase-2776	49	5	both	both	DET
ajase-2776	49	6	supply	supply	NOUN
ajase-2776	49	7	and	and	CCONJ
ajase-2776	49	8	demand	demand	NOUN
ajase-2776	49	9	for	for	ADP
ajase-2776	49	10	corn	corn	NOUN
ajase-2776	49	11	,	,	PUNCT
ajase-2776	49	12	driven	drive	VERB
ajase-2776	49	13	by	by	ADP
ajase-2776	49	14	factors	factor	NOUN
ajase-2776	49	15	such	such	ADJ
ajase-2776	49	16	as	as	ADP
ajase-2776	49	17	natural	natural	ADJ
ajase-2776	49	18	conditions	condition	NOUN
ajase-2776	49	19	,	,	PUNCT
ajase-2776	49	20	imports	import	NOUN
ajase-2776	49	21	,	,	PUNCT
ajase-2776	49	22	changing	change	VERB
ajase-2776	49	23	needs	need	NOUN
ajase-2776	49	24	in	in	ADP
ajase-2776	49	25	animal	animal	NOUN
ajase-2776	49	26	feed	feed	NOUN
ajase-2776	49	27	,	,	PUNCT
ajase-2776	49	28	food	food	NOUN
ajase-2776	49	29	production	production	NOUN
ajase-2776	49	30	,	,	PUNCT
ajase-2776	49	31	and	and	CCONJ
ajase-2776	49	32	alternative	alternative	ADJ
ajase-2776	49	33	energy	energy	NOUN
ajase-2776	49	34	sources	source	NOUN
ajase-2776	49	35	,	,	PUNCT
ajase-2776	49	36	have	have	AUX
ajase-2776	49	37	contributed	contribute	VERB
ajase-2776	49	38	to	to	ADP
ajase-2776	49	39	consumer	consumer	NOUN
ajase-2776	49	40	-	-	PUNCT
ajase-2776	49	41	level	level	NOUN
ajase-2776	49	42	price	price	NOUN
ajase-2776	49	43	volatility	volatility	NOUN
ajase-2776	49	44	(	(	PUNCT
ajase-2776	49	45	baladina	baladina	NOUN
ajase-2776	49	46	et	et	PROPN
ajase-2776	49	47	al	al	PROPN
ajase-2776	49	48	.	.	PROPN
ajase-2776	49	49	,	,	PUNCT
ajase-2776	49	50	2021	2021	NUM
ajase-2776	49	51	)	)	PUNCT
ajase-2776	49	52	.	.	PUNCT
ajase-2776	50	1	the	the	DET
ajase-2776	50	2	seasonal	seasonal	ADJ
ajase-2776	50	3	fluctuations	fluctuation	NOUN
ajase-2776	50	4	in	in	ADP
ajase-2776	50	5	crop	crop	NOUN
ajase-2776	50	6	production	production	NOUN
ajase-2776	50	7	further	far	ADV
ajase-2776	50	8	exacerbate	exacerbate	VERB
ajase-2776	50	9	the	the	DET
ajase-2776	50	10	challenge	challenge	NOUN
ajase-2776	50	11	of	of	ADP
ajase-2776	50	12	market	market	NOUN
ajase-2776	50	13	strategy	strategy	NOUN
ajase-2776	50	14	and	and	CCONJ
ajase-2776	50	15	investment	investment	NOUN
ajase-2776	50	16	planning	planning	NOUN
ajase-2776	50	17	due	due	ADP
ajase-2776	50	18	to	to	ADP
ajase-2776	50	19	price	price	NOUN
ajase-2776	50	20	uncertainty	uncertainty	NOUN
ajase-2776	50	21	(	(	PUNCT
ajase-2776	50	22	brandt	brandt	PROPN
ajase-2776	50	23	&	&	CCONJ
ajase-2776	50	24	bessler	bessler	PROPN
ajase-2776	50	25	,	,	PUNCT
ajase-2776	50	26	1983	1983	NUM
ajase-2776	50	27	)	)	PUNCT
ajase-2776	50	28	.	.	PUNCT
ajase-2776	51	1	consequently	consequently	ADV
ajase-2776	51	2	,	,	PUNCT
ajase-2776	51	3	accurate	accurate	ADJ
ajase-2776	51	4	price	price	NOUN
ajase-2776	51	5	forecasting	forecasting	NOUN
ajase-2776	51	6	becomes	become	VERB
ajase-2776	51	7	essential	essential	ADJ
ajase-2776	51	8	to	to	PART
ajase-2776	51	9	assist	assist	VERB
ajase-2776	51	10	farmers	farmer	NOUN
ajase-2776	51	11	,	,	PUNCT
ajase-2776	51	12	stakeholders	stakeholder	NOUN
ajase-2776	51	13	,	,	PUNCT
ajase-2776	51	14	consumers	consumer	NOUN
ajase-2776	51	15	,	,	PUNCT
ajase-2776	51	16	policymakers	policymaker	NOUN
ajase-2776	51	17	,	,	PUNCT
ajase-2776	51	18	and	and	CCONJ
ajase-2776	51	19	investors	investor	NOUN
ajase-2776	51	20	in	in	ADP
ajase-2776	51	21	making	make	VERB
ajase-2776	51	22	informed	informed	ADJ
ajase-2776	51	23	decisions	decision	NOUN
ajase-2776	51	24	.	.	PUNCT
ajase-2776	52	1	numerous	numerous	ADJ
ajase-2776	52	2	studies	study	NOUN
ajase-2776	52	3	have	have	AUX
ajase-2776	52	4	focused	focus	VERB
ajase-2776	52	5	on	on	ADP
ajase-2776	52	6	forecasting	forecast	VERB
ajase-2776	52	7	commodity	commodity	NOUN
ajase-2776	52	8	prices	price	NOUN
ajase-2776	52	9	,	,	PUNCT
ajase-2776	52	10	including	include	VERB
ajase-2776	52	11	corn	corn	NOUN
ajase-2776	52	12	,	,	PUNCT
ajase-2776	52	13	utilizing	utilize	VERB
ajase-2776	52	14	various	various	ADJ
ajase-2776	52	15	time	time	NOUN
ajase-2776	52	16	series	series	PROPN
ajase-2776	52	17	forecasting	forecasting	NOUN
ajase-2776	52	18	models	model	NOUN
ajase-2776	52	19	.	.	PUNCT
ajase-2776	53	1	table	table	NOUN
ajase-2776	53	2	1	1	NUM
ajase-2776	53	3	presents	present	VERB
ajase-2776	53	4	some	some	PRON
ajase-2776	53	5	of	of	ADP
ajase-2776	53	6	the	the	DET
ajase-2776	53	7	identified	identify	VERB
ajase-2776	53	8	models	model	NOUN
ajase-2776	53	9	used	use	VERB
ajase-2776	53	10	for	for	ADP
ajase-2776	53	11	forecasting	forecast	VERB
ajase-2776	53	12	corn	corn	NOUN
ajase-2776	53	13	prices	price	NOUN
ajase-2776	53	14	,	,	PUNCT
ajase-2776	53	15	along	along	ADP
ajase-2776	53	16	with	with	ADP
ajase-2776	53	17	the	the	DET
ajase-2776	53	18	evaluation	evaluation	NOUN
ajase-2776	53	19	tools	tool	NOUN
ajase-2776	53	20	and	and	CCONJ
ajase-2776	53	21	performance	performance	NOUN
ajase-2776	53	22	metrics	metric	NOUN
ajase-2776	53	23	employed	employ	VERB
ajase-2776	53	24	by	by	ADP
ajase-2776	53	25	different	different	ADJ
ajase-2776	53	26	researchers	researcher	NOUN
ajase-2776	53	27	.	.	PUNCT
ajase-2776	54	1	similarly	similarly	ADV
ajase-2776	54	2	,	,	PUNCT
ajase-2776	54	3	table	table	NOUN
ajase-2776	54	4	2	2	NUM
ajase-2776	54	5	illustrates	illustrate	VERB
ajase-2776	54	6	the	the	DET
ajase-2776	54	7	diversity	diversity	NOUN
ajase-2776	54	8	of	of	ADP
ajase-2776	54	9	applications	application	NOUN
ajase-2776	54	10	of	of	ADP
ajase-2776	54	11	time	time	NOUN
ajase-2776	54	12	series	series	PROPN
ajase-2776	54	13	forecasting	forecasting	NOUN
ajase-2776	54	14	models	model	NOUN
ajase-2776	54	15	in	in	ADP
ajase-2776	54	16	value	value	NOUN
ajase-2776	54	17	forecasting	forecasting	NOUN
ajase-2776	54	18	across	across	ADP
ajase-2776	54	19	different	different	ADJ
ajase-2776	54	20	fields	field	NOUN
ajase-2776	54	21	,	,	PUNCT
ajase-2776	54	22	showcasing	showcase	VERB
ajase-2776	54	23	the	the	DET
ajase-2776	54	24	range	range	NOUN
ajase-2776	54	25	of	of	ADP
ajase-2776	54	26	models	model	NOUN
ajase-2776	54	27	utilized	utilize	VERB
ajase-2776	54	28	and	and	CCONJ
ajase-2776	54	29	the	the	DET
ajase-2776	54	30	performance	performance	NOUN
ajase-2776	54	31	metrics	metric	NOUN
ajase-2776	54	32	evaluated	evaluate	VERB
ajase-2776	54	33	by	by	ADP
ajase-2776	54	34	various	various	ADJ
ajase-2776	54	35	authors	author	NOUN
ajase-2776	54	36	.	.	PUNCT
ajase-2776	55	1	table	table	NOUN
ajase-2776	55	2	1	1	NUM
ajase-2776	55	3	:	:	PUNCT
ajase-2776	55	4	sarima	sarima	NOUN
ajase-2776	55	5	models	model	NOUN
ajase-2776	55	6	identified	identify	VERB
ajase-2776	55	7	by	by	ADP
ajase-2776	55	8	authors	author	NOUN
ajase-2776	55	9	for	for	ADP
ajase-2776	55	10	commodity	commodity	NOUN
ajase-2776	55	11	price	price	NOUN
ajase-2776	55	12	forecasting	forecasting	NOUN
ajase-2776	55	13	commodities	commodity	NOUN
ajase-2776	55	14	models	model	NOUN
ajase-2776	55	15	identified	identify	VERB
ajase-2776	55	16	evaluation	evaluation	NOUN
ajase-2776	55	17	tools	tool	NOUN
ajase-2776	55	18	/	/	SYM
ajase-2776	55	19	performance	performance	NOUN
ajase-2776	55	20	metrics	metric	NOUN
ajase-2776	55	21	contributors	contributor	NOUN
ajase-2776	55	22	corn	corn	NOUN
ajase-2776	55	23	(	(	PUNCT
ajase-2776	55	24	2,1,0)(3,1,1)12	2,1,0)(3,1,1)12	PROPN
ajase-2776	55	25	mse	mse	PROPN
ajase-2776	55	26	,	,	PUNCT
ajase-2776	55	27	rmse	rmse	PROPN
ajase-2776	55	28	,	,	PUNCT
ajase-2776	55	29	ljung	ljung	PROPN
ajase-2776	55	30	-	-	PUNCT
ajase-2776	55	31	box	box	NOUN
ajase-2776	55	32	q	q	PROPN
ajase-2776	55	33	(	(	PUNCT
ajase-2776	55	34	lv	lv	PROPN
ajase-2776	55	35	&	&	CCONJ
ajase-2776	55	36	wu	wu	PROPN
ajase-2776	55	37	,	,	PUNCT
ajase-2776	55	38	2022	2022	NUM
ajase-2776	55	39	)	)	PUNCT
ajase-2776	55	40	soybean	soybean	NOUN
ajase-2776	55	41	(	(	PUNCT
ajase-2776	55	42	0,1,3)(0,0,2)12	0,1,3)(0,0,2)12	PROPN
ajase-2776	55	43	mse	mse	PROPN
ajase-2776	55	44	(	(	PUNCT
ajase-2776	55	45	chi	chi	NOUN
ajase-2776	55	46	,	,	PUNCT
ajase-2776	55	47	2021	2021	NUM
ajase-2776	55	48	)	)	PUNCT
ajase-2776	55	49	red	red	ADJ
ajase-2776	55	50	lentil	lentil	NOUN
ajase-2776	55	51	(	(	PUNCT
ajase-2776	55	52	2,1,2)(0,1,1)52	2,1,2)(0,1,1)52	PROPN
ajase-2776	55	53	aic	aic	PROPN
ajase-2776	55	54	,	,	PUNCT
ajase-2776	55	55	ljung	ljung	PROPN
ajase-2776	55	56	-	-	PUNCT
ajase-2776	55	57	box	box	NOUN
ajase-2776	55	58	q	q	NOUN
ajase-2776	56	1	(	(	PUNCT
ajase-2776	56	2	divisekara	divisekara	NOUN
ajase-2776	56	3	et	et	PROPN
ajase-2776	56	4	al	al	PROPN
ajase-2776	56	5	.	.	PROPN
ajase-2776	56	6	,	,	PUNCT
ajase-2776	56	7	2020	2020	NUM
ajase-2776	56	8	)	)	PUNCT
ajase-2776	56	9	potato	potato	NOUN
ajase-2776	56	10	(	(	PUNCT
ajase-2776	56	11	1,1,1)(1,0,0)12	1,1,1)(1,0,0)12	NUM
ajase-2776	56	12	sbc	sbc	NOUN
ajase-2776	56	13	,	,	PUNCT
ajase-2776	56	14	aic	aic	PROPN
ajase-2776	56	15	(	(	PUNCT
ajase-2776	56	16	chandran	chandran	PROPN
ajase-2776	56	17	&	&	CCONJ
ajase-2776	56	18	pandey	pandey	PROPN
ajase-2776	56	19	,	,	PUNCT
ajase-2776	56	20	2007	2007	NUM
ajase-2776	56	21	)	)	PUNCT
ajase-2776	56	22	tomato	tomato	NOUN
ajase-2776	56	23	(	(	PUNCT
ajase-2776	56	24	2,1,1)(1,0,1)12	2,1,1)(1,0,1)12	NUM
ajase-2776	56	25	aic	aic	PROPN
ajase-2776	56	26	(	(	PUNCT
ajase-2776	56	27	mutwiri	mutwiri	NOUN
ajase-2776	56	28	,	,	PUNCT
ajase-2776	56	29	2019	2019	NUM
ajase-2776	56	30	)	)	PUNCT
ajase-2776	56	31	bajra	bajra	NOUN
ajase-2776	56	32	(	(	PUNCT
ajase-2776	56	33	0,1,1)(0,1,1)12	0,1,1)(0,1,1)12	PROPN
ajase-2776	56	34	aic	aic	PROPN
ajase-2776	56	35	,	,	PUNCT
ajase-2776	56	36	sbc	sbc	PROPN
ajase-2776	56	37	,	,	PUNCT
ajase-2776	56	38	mad	mad	ADJ
ajase-2776	56	39	,	,	PUNCT
ajase-2776	56	40	mape	mape	NOUN
ajase-2776	56	41	,	,	PUNCT
ajase-2776	56	42	mse	mse	PROPN
ajase-2776	56	43	(	(	PUNCT
ajase-2776	56	44	sharma	sharma	PROPN
ajase-2776	56	45	&	&	CCONJ
ajase-2776	56	46	burark	burark	PROPN
ajase-2776	56	47	,	,	PUNCT
ajase-2776	56	48	2015	2015	NUM
ajase-2776	56	49	)	)	PUNCT
ajase-2776	56	50	table	table	NOUN
ajase-2776	56	51	2	2	NUM
ajase-2776	56	52	:	:	PUNCT
ajase-2776	56	53	sarima	sarima	NOUN
ajase-2776	56	54	models	model	NOUN
ajase-2776	56	55	identified	identify	VERB
ajase-2776	56	56	by	by	ADP
ajase-2776	56	57	various	various	ADJ
ajase-2776	56	58	authors	author	NOUN
ajase-2776	56	59	for	for	ADP
ajase-2776	56	60	value	value	NOUN
ajase-2776	56	61	forecasting	forecast	VERB
ajase-2776	56	62	forecasts	forecast	NOUN
ajase-2776	56	63	models	model	NOUN
ajase-2776	56	64	identified	identify	VERB
ajase-2776	56	65	evaluation	evaluation	NOUN
ajase-2776	56	66	tools	tool	NOUN
ajase-2776	56	67	/	/	SYM
ajase-2776	56	68	performance	performance	NOUN
ajase-2776	56	69	metrics	metric	NOUN
ajase-2776	56	70	contributors	contributor	NOUN
ajase-2776	56	71	monthly	monthly	ADJ
ajase-2776	56	72	mean	mean	NOUN
ajase-2776	56	73	surface	surface	NOUN
ajase-2776	56	74	air	air	NOUN
ajase-2776	56	75	temperature	temperature	NOUN
ajase-2776	56	76	(	(	PUNCT
ajase-2776	56	77	2,1,1)(1,1,2)12	2,1,1)(1,1,2)12	NUM
ajase-2776	56	78	me	me	PROPN
ajase-2776	56	79	,	,	PUNCT
ajase-2776	56	80	rmse	rmse	PROPN
ajase-2776	56	81	,	,	PUNCT
ajase-2776	56	82	mae	mae	PROPN
ajase-2776	56	83	,	,	PUNCT
ajase-2776	56	84	mpe	mpe	PROPN
ajase-2776	56	85	,	,	PUNCT
ajase-2776	56	86	mape	mape	NOUN
ajase-2776	56	87	,	,	PUNCT
ajase-2776	56	88	mase	mase	PROPN
ajase-2776	56	89	,	,	PUNCT
ajase-2776	56	90	bic	bic	PROPN
ajase-2776	56	91	(	(	PUNCT
ajase-2776	56	92	asamoah	asamoah	NOUN
ajase-2776	56	93	-	-	PUNCT
ajase-2776	56	94	boaheng	boaheng	NOUN
ajase-2776	56	95	,	,	PUNCT
ajase-2776	56	96	2014	2014	NUM
ajase-2776	56	97	)	)	PUNCT
ajase-2776	56	98	frequency	frequency	NOUN
ajase-2776	56	99	of	of	ADP
ajase-2776	56	100	monthly	monthly	ADJ
ajase-2776	56	101	rainfall	rainfall	NOUN
ajase-2776	56	102	(	(	PUNCT
ajase-2776	56	103	1,0,1)(1,1,1)12	1,0,1)(1,1,1)12	PROPN
ajase-2776	56	104	s.e	s.e	PROPN
ajase-2776	56	105	,	,	PUNCT
ajase-2776	56	106	variance	variance	NOUN
ajase-2776	56	107	,	,	PUNCT
ajase-2776	56	108	aic	aic	PROPN
ajase-2776	56	109	(	(	PUNCT
ajase-2776	56	110	adams	adams	PROPN
ajase-2776	56	111	et	et	PROPN
ajase-2776	56	112	al	al	PROPN
ajase-2776	56	113	.	.	PROPN
ajase-2776	56	114	,	,	PUNCT
ajase-2776	56	115	2019	2019	NUM
ajase-2776	56	116	)	)	PUNCT
ajase-2776	56	117	temperatures	temperature	NOUN
ajase-2776	56	118	(	(	PUNCT
ajase-2776	56	119	1,1,1)(1,0,1,)12	1,1,1)(1,0,1,)12	X
ajase-2776	56	120	aic	aic	PROPN
ajase-2776	56	121	(	(	PUNCT
ajase-2776	56	122	chen	chen	PROPN
ajase-2776	56	123	et	et	PROPN
ajase-2776	56	124	al	al	PROPN
ajase-2776	56	125	.	.	PROPN
ajase-2776	56	126	,	,	PUNCT
ajase-2776	56	127	2018	2018	NUM
ajase-2776	56	128	)	)	PUNCT
ajase-2776	56	129	pa	pa	PROPN
ajase-2776	56	130	ge	ge	PROPN
ajase-2776	56	131	12	12	NUM
ajase-2776	56	132	6	6	NUM
ajase-2776	56	133	https://journals.e-palli.com/home/index.php/ajase	https://journals.e-palli.com/home/index.php/ajase	PROPN
ajase-2776	56	134	am	am	NOUN
ajase-2776	56	135	.	.	PUNCT
ajase-2776	57	1	j.	j.	PROPN
ajase-2776	57	2	appl	appl	PROPN
ajase-2776	57	3	.	.	PROPN
ajase-2776	58	1	stat	stat	PROPN
ajase-2776	58	2	.	.	PUNCT
ajase-2776	59	1	econ	econ	PROPN
ajase-2776	59	2	.	.	PUNCT
ajase-2776	60	1	3(1	3(1	NUM
ajase-2776	60	2	)	)	PUNCT
ajase-2776	60	3	124	124	NUM
ajase-2776	60	4	-	-	SYM
ajase-2776	60	5	135	135	NUM
ajase-2776	60	6	,	,	PUNCT
ajase-2776	60	7	2024	2024	NUM
ajase-2776	60	8	corn	corn	NOUN
ajase-2776	60	9	plays	play	VERB
ajase-2776	60	10	a	a	DET
ajase-2776	60	11	crucial	crucial	ADJ
ajase-2776	60	12	role	role	NOUN
ajase-2776	60	13	in	in	ADP
ajase-2776	60	14	ethanol	ethanol	NOUN
ajase-2776	60	15	production	production	NOUN
ajase-2776	60	16	,	,	PUNCT
ajase-2776	60	17	a	a	DET
ajase-2776	60	18	biofuel	biofuel	NOUN
ajase-2776	60	19	often	often	ADV
ajase-2776	60	20	blended	blend	VERB
ajase-2776	60	21	with	with	ADP
ajase-2776	60	22	gasoline	gasoline	NOUN
ajase-2776	60	23	.	.	PUNCT
ajase-2776	61	1	over	over	ADP
ajase-2776	61	2	the	the	DET
ajase-2776	61	3	last	last	ADJ
ajase-2776	61	4	two	two	NUM
ajase-2776	61	5	decades	decade	NOUN
ajase-2776	61	6	,	,	PUNCT
ajase-2776	61	7	ethanol	ethanol	NOUN
ajase-2776	61	8	production	production	NOUN
ajase-2776	61	9	has	have	AUX
ajase-2776	61	10	been	be	AUX
ajase-2776	61	11	the	the	DET
ajase-2776	61	12	only	only	ADJ
ajase-2776	61	13	use	use	NOUN
ajase-2776	61	14	of	of	ADP
ajase-2776	61	15	corn	corn	NOUN
ajase-2776	61	16	in	in	ADP
ajase-2776	61	17	the	the	DET
ajase-2776	61	18	united	united	PROPN
ajase-2776	61	19	states	states	PROPN
ajase-2776	61	20	that	that	PRON
ajase-2776	61	21	has	have	AUX
ajase-2776	61	22	seen	see	VERB
ajase-2776	61	23	a	a	DET
ajase-2776	61	24	notable	notable	ADJ
ajase-2776	61	25	increase	increase	NOUN
ajase-2776	61	26	,	,	PUNCT
ajase-2776	61	27	consuming	consume	VERB
ajase-2776	61	28	about	about	ADP
ajase-2776	61	29	40	40	NUM
ajase-2776	61	30	%	%	NOUN
ajase-2776	61	31	of	of	ADP
ajase-2776	61	32	the	the	DET
ajase-2776	61	33	u.s	u.s	PROPN
ajase-2776	61	34	.	.	PROPN
ajase-2776	61	35	harvest	harvest	NOUN
ajase-2776	61	36	on	on	ADP
ajase-2776	61	37	average	average	ADJ
ajase-2776	61	38	over	over	ADP
ajase-2776	61	39	the	the	DET
ajase-2776	61	40	past	past	ADJ
ajase-2776	61	41	five	five	NUM
ajase-2776	61	42	years	year	NOUN
ajase-2776	61	43	(	(	PUNCT
ajase-2776	61	44	avalos	avalos	PROPN
ajase-2776	61	45	&	&	CCONJ
ajase-2776	61	46	huang	huang	PROPN
ajase-2776	61	47	,	,	PUNCT
ajase-2776	61	48	2022	2022	NUM
ajase-2776	61	49	)	)	PUNCT
ajase-2776	61	50	.	.	PUNCT
ajase-2776	62	1	higher	high	ADJ
ajase-2776	62	2	oil	oil	NOUN
ajase-2776	62	3	prices	price	NOUN
ajase-2776	62	4	incentivize	incentivize	VERB
ajase-2776	62	5	gasoline	gasoline	NOUN
ajase-2776	62	6	blenders	blender	NOUN
ajase-2776	62	7	to	to	PART
ajase-2776	62	8	increase	increase	VERB
ajase-2776	62	9	the	the	DET
ajase-2776	62	10	ethanol	ethanol	NOUN
ajase-2776	62	11	content	content	NOUN
ajase-2776	62	12	in	in	ADP
ajase-2776	62	13	their	their	PRON
ajase-2776	62	14	products	product	NOUN
ajase-2776	62	15	,	,	PUNCT
ajase-2776	62	16	potentially	potentially	ADV
ajase-2776	62	17	mitigating	mitigate	VERB
ajase-2776	62	18	oil	oil	NOUN
ajase-2776	62	19	price	price	NOUN
ajase-2776	62	20	spikes	spike	NOUN
ajase-2776	62	21	but	but	CCONJ
ajase-2776	62	22	simultaneously	simultaneously	ADV
ajase-2776	62	23	boosting	boost	VERB
ajase-2776	62	24	corn	corn	NOUN
ajase-2776	62	25	demand	demand	NOUN
ajase-2776	62	26	and	and	CCONJ
ajase-2776	62	27	prices	price	NOUN
ajase-2776	62	28	(	(	PUNCT
ajase-2776	62	29	avalos	avalos	PROPN
ajase-2776	62	30	&	&	CCONJ
ajase-2776	62	31	huang	huang	PROPN
ajase-2776	62	32	,	,	PUNCT
ajase-2776	62	33	2022	2022	NUM
ajase-2776	62	34	)	)	PUNCT
ajase-2776	62	35	.	.	PUNCT
ajase-2776	63	1	this	this	DET
ajase-2776	63	2	inflation	inflation	NOUN
ajase-2776	63	3	was	be	AUX
ajase-2776	63	4	fueled	fuel	VERB
ajase-2776	63	5	by	by	ADP
ajase-2776	63	6	post	post	ADJ
ajase-2776	63	7	-	-	ADJ
ajase-2776	63	8	pandemic	pandemic	ADJ
ajase-2776	63	9	economic	economic	ADJ
ajase-2776	63	10	adjustments	adjustment	NOUN
ajase-2776	63	11	since	since	SCONJ
ajase-2776	63	12	mid2020	mid2020	NOUN
ajase-2776	63	13	,	,	PUNCT
ajase-2776	63	14	and	and	CCONJ
ajase-2776	63	15	persistent	persistent	ADJ
ajase-2776	63	16	constraints	constraint	NOUN
ajase-2776	63	17	on	on	ADP
ajase-2776	63	18	aggregate	aggregate	ADJ
ajase-2776	63	19	supply	supply	NOUN
ajase-2776	63	20	due	due	ADP
ajase-2776	63	21	to	to	ADP
ajase-2776	63	22	disruptions	disruption	NOUN
ajase-2776	63	23	in	in	ADP
ajase-2776	63	24	global	global	ADJ
ajase-2776	63	25	supply	supply	NOUN
ajase-2776	63	26	chains	chain	NOUN
ajase-2776	63	27	(	(	PUNCT
ajase-2776	63	28	goryunov	goryunov	NOUN
ajase-2776	63	29	et	et	PROPN
ajase-2776	63	30	al	al	PROPN
ajase-2776	63	31	.	.	PROPN
ajase-2776	63	32	,	,	PUNCT
ajase-2776	63	33	2023	2023	NUM
ajase-2776	63	34	)	)	PUNCT
ajase-2776	63	35	.	.	PUNCT
ajase-2776	64	1	economic	economic	ADJ
ajase-2776	64	2	challenges	challenge	NOUN
ajase-2776	64	3	,	,	PUNCT
ajase-2776	64	4	including	include	VERB
ajase-2776	64	5	accelerating	accelerate	VERB
ajase-2776	64	6	inflation	inflation	NOUN
ajase-2776	64	7	since	since	SCONJ
ajase-2776	64	8	2021	2021	NUM
ajase-2776	64	9	,	,	PUNCT
ajase-2776	64	10	further	far	ADV
ajase-2776	64	11	compounded	compound	VERB
ajase-2776	64	12	the	the	DET
ajase-2776	64	13	situation	situation	NOUN
ajase-2776	64	14	,	,	PUNCT
ajase-2776	64	15	impacting	impact	VERB
ajase-2776	64	16	countries	country	NOUN
ajase-2776	64	17	worldwide	worldwide	ADV
ajase-2776	64	18	.	.	PUNCT
ajase-2776	65	1	in	in	ADP
ajase-2776	65	2	the	the	DET
ajase-2776	65	3	usa	usa	PROPN
ajase-2776	65	4	,	,	PUNCT
ajase-2776	65	5	inflation	inflation	NOUN
ajase-2776	65	6	reached	reach	VERB
ajase-2776	65	7	close	close	ADV
ajase-2776	65	8	to	to	PART
ajase-2776	65	9	10	10	NUM
ajase-2776	65	10	%	%	NOUN
ajase-2776	65	11	,	,	PUNCT
ajase-2776	65	12	while	while	SCONJ
ajase-2776	65	13	it	it	PRON
ajase-2776	65	14	was	be	AUX
ajase-2776	65	15	even	even	ADV
ajase-2776	65	16	higher	high	ADJ
ajase-2776	65	17	in	in	ADP
ajase-2776	65	18	the	the	DET
ajase-2776	65	19	euro	euro	NOUN
ajase-2776	65	20	area	area	NOUN
ajase-2776	65	21	(	(	PUNCT
ajase-2776	65	22	goryunov	goryunov	NOUN
ajase-2776	65	23	et	et	PROPN
ajase-2776	65	24	al	al	PROPN
ajase-2776	65	25	.	.	PROPN
ajase-2776	65	26	,	,	PUNCT
ajase-2776	65	27	2023	2023	NUM
ajase-2776	65	28	)	)	PUNCT
ajase-2776	65	29	.	.	PUNCT
ajase-2776	66	1	although	although	SCONJ
ajase-2776	66	2	inflation	inflation	NOUN
ajase-2776	66	3	rates	rate	NOUN
ajase-2776	66	4	began	begin	VERB
ajase-2776	66	5	to	to	PART
ajase-2776	66	6	decrease	decrease	VERB
ajase-2776	66	7	by	by	ADP
ajase-2776	66	8	2023	2023	NUM
ajase-2776	66	9	,	,	PUNCT
ajase-2776	66	10	they	they	PRON
ajase-2776	66	11	remained	remain	VERB
ajase-2776	66	12	elevated	elevated	ADJ
ajase-2776	66	13	,	,	PUNCT
ajase-2776	66	14	reflecting	reflect	VERB
ajase-2776	66	15	the	the	DET
ajase-2776	66	16	enduring	endure	VERB
ajase-2776	66	17	impact	impact	NOUN
ajase-2776	66	18	of	of	ADP
ajase-2776	66	19	the	the	DET
ajase-2776	66	20	factors	factor	NOUN
ajase-2776	66	21	influencing	influence	VERB
ajase-2776	66	22	corn	corn	NOUN
ajase-2776	66	23	prices	price	NOUN
ajase-2776	66	24	on	on	ADP
ajase-2776	66	25	the	the	DET
ajase-2776	66	26	global	global	ADJ
ajase-2776	66	27	economy	economy	NOUN
ajase-2776	66	28	.	.	PUNCT
ajase-2776	67	1	dohlman	dohlman	NOUN
ajase-2776	67	2	et	et	PROPN
ajase-2776	67	3	al	al	PROPN
ajase-2776	67	4	.	.	PROPN
ajase-2776	68	1	(	(	PUNCT
ajase-2776	68	2	2024	2024	NUM
ajase-2776	68	3	)	)	PUNCT
ajase-2776	68	4	forecasts	forecast	NOUN
ajase-2776	68	5	suggest	suggest	VERB
ajase-2776	68	6	that	that	SCONJ
ajase-2776	68	7	there	there	PRON
ajase-2776	68	8	will	will	AUX
ajase-2776	68	9	likely	likely	ADV
ajase-2776	68	10	be	be	AUX
ajase-2776	68	11	a	a	DET
ajase-2776	68	12	decrease	decrease	NOUN
ajase-2776	68	13	or	or	CCONJ
ajase-2776	68	14	stability	stability	NOUN
ajase-2776	68	15	in	in	ADP
ajase-2776	68	16	crop	crop	NOUN
ajase-2776	68	17	prices	price	NOUN
ajase-2776	68	18	from	from	ADP
ajase-2776	68	19	2024	2024	NUM
ajase-2776	68	20	to	to	ADP
ajase-2776	68	21	2033	2033	NUM
ajase-2776	68	22	.	.	PUNCT
ajase-2776	69	1	the	the	DET
ajase-2776	69	2	united	united	PROPN
ajase-2776	69	3	states	states	PROPN
ajase-2776	69	4	department	department	PROPN
ajase-2776	69	5	of	of	ADP
ajase-2776	69	6	agriculture	agriculture	PROPN
ajase-2776	69	7	(	(	PUNCT
ajase-2776	69	8	usda	usda	NOUN
ajase-2776	69	9	)	)	PUNCT
ajase-2776	69	10	also	also	ADV
ajase-2776	69	11	anticipates	anticipate	VERB
ajase-2776	69	12	a	a	DET
ajase-2776	69	13	decline	decline	NOUN
ajase-2776	69	14	in	in	ADP
ajase-2776	69	15	corn	corn	NOUN
ajase-2776	69	16	prices	price	NOUN
ajase-2776	69	17	to	to	ADP
ajase-2776	69	18	$	$	SYM
ajase-2776	69	19	4.50	4.50	NUM
ajase-2776	69	20	per	per	ADP
ajase-2776	69	21	bushel	bushel	NOUN
ajase-2776	69	22	,	,	PUNCT
ajase-2776	69	23	followed	follow	VERB
ajase-2776	69	24	by	by	ADP
ajase-2776	69	25	a	a	DET
ajase-2776	69	26	period	period	NOUN
ajase-2776	69	27	of	of	ADP
ajase-2776	69	28	stabilization	stabilization	NOUN
ajase-2776	69	29	around	around	ADP
ajase-2776	69	30	the	the	DET
ajase-2776	69	31	2025/26	2025/26	PROPN
ajase-2776	69	32	timeframe	timeframe	NOUN
ajase-2776	69	33	(	(	PUNCT
ajase-2776	69	34	dohlman	dohlman	NOUN
ajase-2776	69	35	et	et	PROPN
ajase-2776	69	36	al	al	PROPN
ajase-2776	69	37	.	.	PROPN
ajase-2776	69	38	,	,	PUNCT
ajase-2776	69	39	2024	2024	NUM
ajase-2776	69	40	)	)	PUNCT
ajase-2776	69	41	.	.	PUNCT
ajase-2776	70	1	due	due	ADP
ajase-2776	70	2	to	to	ADP
ajase-2776	70	3	the	the	DET
ajase-2776	70	4	abundant	abundant	ADJ
ajase-2776	70	5	supply	supply	NOUN
ajase-2776	70	6	of	of	ADP
ajase-2776	70	7	corn	corn	NOUN
ajase-2776	70	8	in	in	ADP
ajase-2776	70	9	the	the	DET
ajase-2776	70	10	united	united	PROPN
ajase-2776	70	11	states	states	PROPN
ajase-2776	70	12	,	,	PUNCT
ajase-2776	70	13	it	it	PRON
ajase-2776	70	14	is	be	AUX
ajase-2776	70	15	anticipated	anticipate	VERB
ajase-2776	70	16	that	that	SCONJ
ajase-2776	70	17	corn	corn	NOUN
ajase-2776	70	18	prices	price	NOUN
ajase-2776	70	19	will	will	AUX
ajase-2776	70	20	experience	experience	VERB
ajase-2776	70	21	a	a	DET
ajase-2776	70	22	decline	decline	NOUN
ajase-2776	70	23	throughout	throughout	ADP
ajase-2776	70	24	2024	2024	NUM
ajase-2776	70	25	(	(	PUNCT
ajase-2776	70	26	uga	uga	ADJ
ajase-2776	70	27	cooperative	cooperative	ADJ
ajase-2776	70	28	extension	extension	NOUN
ajase-2776	70	29	,	,	PUNCT
ajase-2776	70	30	2024	2024	NUM
ajase-2776	70	31	)	)	PUNCT
ajase-2776	70	32	.	.	PUNCT
ajase-2776	71	1	in	in	ADP
ajase-2776	71	2	addition	addition	NOUN
ajase-2776	71	3	to	to	ADP
ajase-2776	71	4	understanding	understand	VERB
ajase-2776	71	5	the	the	DET
ajase-2776	71	6	factors	factor	NOUN
ajase-2776	71	7	influencing	influence	VERB
ajase-2776	71	8	price	price	NOUN
ajase-2776	71	9	fluctuations	fluctuation	NOUN
ajase-2776	71	10	,	,	PUNCT
ajase-2776	71	11	forecasting	forecasting	NOUN
ajase-2776	71	12	models	model	NOUN
ajase-2776	71	13	play	play	VERB
ajase-2776	71	14	a	a	DET
ajase-2776	71	15	crucial	crucial	ADJ
ajase-2776	71	16	role	role	NOUN
ajase-2776	71	17	in	in	ADP
ajase-2776	71	18	providing	provide	VERB
ajase-2776	71	19	valuable	valuable	ADJ
ajase-2776	71	20	insights	insight	NOUN
ajase-2776	71	21	for	for	ADP
ajase-2776	71	22	decision	decision	NOUN
ajase-2776	71	23	-	-	PUNCT
ajase-2776	71	24	making	make	VERB
ajase-2776	71	25	processes	process	NOUN
ajase-2776	71	26	across	across	ADP
ajase-2776	71	27	various	various	ADJ
ajase-2776	71	28	sectors	sector	NOUN
ajase-2776	71	29	,	,	PUNCT
ajase-2776	71	30	ranging	range	VERB
ajase-2776	71	31	from	from	ADP
ajase-2776	71	32	agriculture	agriculture	NOUN
ajase-2776	71	33	to	to	ADP
ajase-2776	71	34	climate	climate	NOUN
ajase-2776	71	35	science	science	NOUN
ajase-2776	71	36	.	.	PUNCT
ajase-2776	72	1	by	by	ADP
ajase-2776	72	2	utilizing	utilize	VERB
ajase-2776	72	3	sophisticated	sophisticated	ADJ
ajase-2776	72	4	modeling	modeling	NOUN
ajase-2776	72	5	techniques	technique	NOUN
ajase-2776	72	6	and	and	CCONJ
ajase-2776	72	7	evaluating	evaluate	VERB
ajase-2776	72	8	performance	performance	NOUN
ajase-2776	72	9	metrics	metric	NOUN
ajase-2776	72	10	,	,	PUNCT
ajase-2776	72	11	researchers	researcher	NOUN
ajase-2776	72	12	strive	strive	VERB
ajase-2776	72	13	to	to	PART
ajase-2776	72	14	enhance	enhance	VERB
ajase-2776	72	15	the	the	DET
ajase-2776	72	16	accuracy	accuracy	NOUN
ajase-2776	72	17	and	and	CCONJ
ajase-2776	72	18	reliability	reliability	NOUN
ajase-2776	72	19	of	of	ADP
ajase-2776	72	20	forecasting	forecasting	NOUN
ajase-2776	72	21	models	model	NOUN
ajase-2776	72	22	to	to	PART
ajase-2776	72	23	better	well	ADV
ajase-2776	72	24	navigate	navigate	VERB
ajase-2776	72	25	the	the	DET
ajase-2776	72	26	complexities	complexity	NOUN
ajase-2776	72	27	of	of	ADP
ajase-2776	72	28	global	global	ADJ
ajase-2776	72	29	markets	market	NOUN
ajase-2776	72	30	and	and	CCONJ
ajase-2776	72	31	environmental	environmental	ADJ
ajase-2776	72	32	systems	system	NOUN
ajase-2776	72	33	.	.	PUNCT
ajase-2776	73	1	materials	material	NOUN
ajase-2776	73	2	and	and	CCONJ
ajase-2776	73	3	methods	method	NOUN
ajase-2776	73	4	the	the	DET
ajase-2776	73	5	main	main	ADJ
ajase-2776	73	6	purpose	purpose	NOUN
ajase-2776	73	7	of	of	ADP
ajase-2776	73	8	this	this	DET
ajase-2776	73	9	study	study	NOUN
ajase-2776	73	10	was	be	AUX
ajase-2776	73	11	to	to	PART
ajase-2776	73	12	demonstrate	demonstrate	VERB
ajase-2776	73	13	the	the	DET
ajase-2776	73	14	role	role	NOUN
ajase-2776	73	15	of	of	ADP
ajase-2776	73	16	the	the	DET
ajase-2776	73	17	time	time	NOUN
ajase-2776	73	18	series	series	PROPN
ajase-2776	73	19	model	model	NOUN
ajase-2776	73	20	in	in	ADP
ajase-2776	73	21	predicting	predict	VERB
ajase-2776	73	22	processes	process	NOUN
ajase-2776	73	23	and	and	CCONJ
ajase-2776	73	24	to	to	PART
ajase-2776	73	25	pursue	pursue	VERB
ajase-2776	73	26	the	the	DET
ajase-2776	73	27	analysis	analysis	NOUN
ajase-2776	73	28	of	of	ADP
ajase-2776	73	29	time	time	NOUN
ajase-2776	73	30	series	series	PROPN
ajase-2776	73	31	data	datum	NOUN
ajase-2776	73	32	using	use	VERB
ajase-2776	73	33	long	long	ADJ
ajase-2776	73	34	-	-	PUNCT
ajase-2776	73	35	term	term	NOUN
ajase-2776	73	36	records	record	NOUN
ajase-2776	73	37	of	of	ADP
ajase-2776	73	38	the	the	DET
ajase-2776	73	39	monthly	monthly	ADJ
ajase-2776	73	40	global	global	ADJ
ajase-2776	73	41	price	price	NOUN
ajase-2776	73	42	of	of	ADP
ajase-2776	73	43	corn	corn	NOUN
ajase-2776	73	44	from	from	ADP
ajase-2776	73	45	january	january	PROPN
ajase-2776	73	46	2014	2014	NUM
ajase-2776	73	47	to	to	ADP
ajase-2776	73	48	december	december	PROPN
ajase-2776	73	49	2023	2023	NUM
ajase-2776	73	50	.	.	PUNCT
ajase-2776	74	1	the	the	DET
ajase-2776	74	2	monthly	monthly	ADJ
ajase-2776	74	3	global	global	ADJ
ajase-2776	74	4	price	price	NOUN
ajase-2776	74	5	of	of	ADP
ajase-2776	74	6	corn	corn	NOUN
ajase-2776	74	7	,	,	PUNCT
ajase-2776	74	8	(	(	PUNCT
ajase-2776	74	9	units	unit	NOUN
ajase-2776	74	10	:	:	PUNCT
ajase-2776	74	11	u.s	u.s	PROPN
ajase-2776	74	12	.	.	PROPN
ajase-2776	74	13	dollars	dollar	NOUN
ajase-2776	74	14	per	per	ADP
ajase-2776	74	15	metric	metric	ADJ
ajase-2776	74	16	ton	ton	NOUN
ajase-2776	74	17	,	,	PUNCT
ajase-2776	74	18	monthly	monthly	ADV
ajase-2776	74	19	,	,	PUNCT
ajase-2776	74	20	not	not	PART
ajase-2776	74	21	seasonally	seasonally	ADV
ajase-2776	74	22	adjusted	adjust	VERB
ajase-2776	74	23	)	)	PUNCT
ajase-2776	74	24	from	from	ADP
ajase-2776	74	25	january	january	PROPN
ajase-2776	74	26	2014	2014	NUM
ajase-2776	74	27	to	to	ADP
ajase-2776	74	28	december	december	PROPN
ajase-2776	74	29	2023	2023	NUM
ajase-2776	74	30	,	,	PUNCT
ajase-2776	74	31	is	be	AUX
ajase-2776	74	32	available	available	ADJ
ajase-2776	74	33	to	to	ADP
ajase-2776	74	34	the	the	DET
ajase-2776	74	35	public	public	NOUN
ajase-2776	74	36	from	from	ADP
ajase-2776	74	37	international	international	ADJ
ajase-2776	74	38	monetary	monetary	ADJ
ajase-2776	74	39	fund	fund	NOUN
ajase-2776	74	40	,	,	PUNCT
ajase-2776	74	41	global	global	ADJ
ajase-2776	74	42	price	price	NOUN
ajase-2776	74	43	of	of	ADP
ajase-2776	74	44	corn	corn	NOUN
ajase-2776	74	45	[	[	X
ajase-2776	74	46	pmaizmtusdm	pmaizmtusdm	X
ajase-2776	74	47	]	]	X
ajase-2776	74	48	,	,	PUNCT
ajase-2776	74	49	retrieved	retrieve	VERB
ajase-2776	74	50	from	from	ADP
ajase-2776	74	51	fred	fred	ADJ
ajase-2776	74	52	,	,	PUNCT
ajase-2776	74	53	federal	federal	PROPN
ajase-2776	74	54	reserve	reserve	PROPN
ajase-2776	74	55	bank	bank	PROPN
ajase-2776	74	56	of	of	ADP
ajase-2776	74	57	st	st	PROPN
ajase-2776	74	58	.	.	PROPN
ajase-2776	74	59	louis	louis	PROPN
ajase-2776	74	60	;	;	PUNCT
ajase-2776	74	61	https://fred.stlouisfed.org/	https://fred.stlouisfed.org/	NOUN
ajase-2776	74	62	series	series	NOUN
ajase-2776	74	63	/	/	SYM
ajase-2776	74	64	pmaizmtusdm	pmaizmtusdm	PROPN
ajase-2776	74	65	,	,	PUNCT
ajase-2776	74	66	march	march	PROPN
ajase-2776	74	67	10	10	NUM
ajase-2776	74	68	,	,	PUNCT
ajase-2776	74	69	2024	2024	NUM
ajase-2776	74	70	.	.	PUNCT
ajase-2776	75	1	the	the	DET
ajase-2776	75	2	average	average	ADJ
ajase-2776	75	3	monthly	monthly	ADJ
ajase-2776	75	4	global	global	ADJ
ajase-2776	75	5	price	price	NOUN
ajase-2776	75	6	of	of	ADP
ajase-2776	75	7	corn	corn	NOUN
ajase-2776	75	8	from	from	ADP
ajase-2776	75	9	january	january	PROPN
ajase-2776	75	10	2014	2014	NUM
ajase-2776	75	11	to	to	ADP
ajase-2776	75	12	december	december	PROPN
ajase-2776	75	13	2023	2023	NUM
ajase-2776	75	14	was	be	AUX
ajase-2776	75	15	$	$	SYM
ajase-2776	75	16	200.6	200.6	NUM
ajase-2776	75	17	u.s	u.s	PROPN
ajase-2776	75	18	.	.	PROPN
ajase-2776	75	19	dollars	dollar	NOUN
ajase-2776	75	20	per	per	ADP
ajase-2776	75	21	metric	metric	ADJ
ajase-2776	75	22	ton	ton	NOUN
ajase-2776	75	23	with	with	ADP
ajase-2776	75	24	a	a	DET
ajase-2776	75	25	standard	standard	ADJ
ajase-2776	75	26	deviation	deviation	NOUN
ajase-2776	75	27	of	of	ADP
ajase-2776	75	28	$	$	SYM
ajase-2776	75	29	84.35	84.35	NUM
ajase-2776	75	30	(	(	PUNCT
ajase-2776	75	31	minimum	minimum	NOUN
ajase-2776	75	32	:	:	PUNCT
ajase-2776	75	33	$	$	SYM
ajase-2776	75	34	144.0	144.0	NUM
ajase-2776	75	35	,	,	PUNCT
ajase-2776	75	36	maximum	maximum	ADJ
ajase-2776	75	37	:	:	PUNCT
ajase-2776	75	38	$	$	SYM
ajase-2776	75	39	348.5	348.5	NUM
ajase-2776	75	40	,	,	PUNCT
ajase-2776	75	41	and	and	CCONJ
ajase-2776	75	42	median	median	NOUN
ajase-2776	75	43	:	:	PUNCT
ajase-2776	75	44	$	$	SYM
ajase-2776	75	45	171.9	171.9	NUM
ajase-2776	75	46	)	)	PUNCT
ajase-2776	75	47	.	.	PUNCT
ajase-2776	76	1	time	time	NOUN
ajase-2776	76	2	series	series	PROPN
ajase-2776	76	3	analysis	analysis	NOUN
ajase-2776	76	4	is	be	AUX
ajase-2776	76	5	based	base	VERB
ajase-2776	76	6	on	on	ADP
ajase-2776	76	7	the	the	DET
ajase-2776	76	8	underlying	underlying	ADJ
ajase-2776	76	9	assumption	assumption	NOUN
ajase-2776	76	10	that	that	SCONJ
ajase-2776	76	11	the	the	DET
ajase-2776	76	12	data	data	NOUN
ajase-2776	76	13	is	be	AUX
ajase-2776	76	14	stationary	stationary	ADJ
ajase-2776	76	15	.	.	PUNCT
ajase-2776	77	1	thus	thus	ADV
ajase-2776	77	2	,	,	PUNCT
ajase-2776	77	3	it	it	PRON
ajase-2776	77	4	is	be	AUX
ajase-2776	77	5	crucial	crucial	ADJ
ajase-2776	77	6	to	to	PART
ajase-2776	77	7	identify	identify	VERB
ajase-2776	77	8	whether	whether	SCONJ
ajase-2776	77	9	time	time	NOUN
ajase-2776	77	10	series	series	PROPN
ajase-2776	77	11	data	data	PROPN
ajase-2776	77	12	is	be	AUX
ajase-2776	77	13	stationary	stationary	ADJ
ajase-2776	77	14	or	or	CCONJ
ajase-2776	77	15	non	non	ADJ
ajase-2776	77	16	-	-	ADJ
ajase-2776	77	17	stationary	stationary	ADJ
ajase-2776	77	18	.	.	PUNCT
ajase-2776	78	1	data	datum	NOUN
ajase-2776	78	2	is	be	AUX
ajase-2776	78	3	considered	consider	VERB
ajase-2776	78	4	stationary	stationary	ADJ
ajase-2776	78	5	if	if	SCONJ
ajase-2776	78	6	its	its	PRON
ajase-2776	78	7	mean	mean	NOUN
ajase-2776	78	8	and	and	CCONJ
ajase-2776	78	9	variance	variance	NOUN
ajase-2776	78	10	do	do	AUX
ajase-2776	78	11	not	not	PART
ajase-2776	78	12	change	change	VERB
ajase-2776	78	13	over	over	ADP
ajase-2776	78	14	time	time	NOUN
ajase-2776	78	15	.	.	PUNCT
ajase-2776	79	1	conversely	conversely	ADV
ajase-2776	79	2	,	,	PUNCT
ajase-2776	79	3	non	non	ADJ
ajase-2776	79	4	-	-	ADJ
ajase-2776	79	5	stationary	stationary	ADJ
ajase-2776	79	6	data	datum	NOUN
ajase-2776	79	7	exhibit	exhibit	VERB
ajase-2776	79	8	a	a	DET
ajase-2776	79	9	long	long	ADJ
ajase-2776	79	10	-	-	PUNCT
ajase-2776	79	11	term	term	NOUN
ajase-2776	79	12	increase	increase	NOUN
ajase-2776	79	13	or	or	CCONJ
ajase-2776	79	14	decrease	decrease	VERB
ajase-2776	79	15	over	over	ADP
ajase-2776	79	16	time	time	NOUN
ajase-2776	79	17	,	,	PUNCT
ajase-2776	79	18	along	along	ADP
ajase-2776	79	19	with	with	ADP
ajase-2776	79	20	periodic	periodic	ADJ
ajase-2776	79	21	fluctuations	fluctuation	NOUN
ajase-2776	79	22	and	and	CCONJ
ajase-2776	79	23	changes	change	NOUN
ajase-2776	79	24	in	in	ADP
ajase-2776	79	25	variance	variance	NOUN
ajase-2776	79	26	.	.	PUNCT
ajase-2776	80	1	a	a	DET
ajase-2776	80	2	series	series	NOUN
ajase-2776	80	3	is	be	AUX
ajase-2776	80	4	strictly	strictly	ADV
ajase-2776	80	5	stationary	stationary	ADJ
ajase-2776	80	6	if	if	SCONJ
ajase-2776	80	7	the	the	DET
ajase-2776	80	8	marginal	marginal	ADJ
ajase-2776	80	9	distribution	distribution	NOUN
ajase-2776	80	10	of	of	ADP
ajase-2776	80	11	y	y	PROPN
ajase-2776	80	12	at	at	ADP
ajase-2776	80	13	time	time	NOUN
ajase-2776	80	14	t	t	PROPN
ajase-2776	80	15	[	[	X
ajase-2776	80	16	p(yt	p(yt	NUM
ajase-2776	80	17	)	)	PUNCT
ajase-2776	80	18	]	]	PUNCT
ajase-2776	81	1	is	be	AUX
ajase-2776	81	2	the	the	DET
ajase-2776	81	3	same	same	ADJ
ajase-2776	81	4	as	as	ADP
ajase-2776	81	5	at	at	ADP
ajase-2776	81	6	any	any	DET
ajase-2776	81	7	other	other	ADJ
ajase-2776	81	8	point	point	NOUN
ajase-2776	81	9	in	in	ADP
ajase-2776	81	10	time	time	NOUN
ajase-2776	81	11	.	.	PUNCT
ajase-2776	82	1	p(yt	p(yt	X
ajase-2776	82	2	)	)	PUNCT
ajase-2776	82	3	=	=	SYM
ajase-2776	82	4	p(yt+k	p(yt+k	NOUN
ajase-2776	82	5	)	)	PUNCT
ajase-2776	82	6	and	and	CCONJ
ajase-2776	82	7	p(yt	p(yt	NUM
ajase-2776	82	8	,	,	PUNCT
ajase-2776	82	9	yt+k	yt+k	PROPN
ajase-2776	82	10	)	)	PUNCT
ajase-2776	82	11	does	do	AUX
ajase-2776	82	12	not	not	PART
ajase-2776	82	13	depend	depend	VERB
ajase-2776	82	14	on	on	ADP
ajase-2776	82	15	t	t	PROPN
ajase-2776	82	16	(	(	PUNCT
ajase-2776	82	17	t	t	PROPN
ajase-2776	82	18	≥	≥	NUM
ajase-2776	82	19	1	1	NUM
ajase-2776	82	20	and	and	CCONJ
ajase-2776	82	21	k	k	PROPN
ajase-2776	82	22	is	be	AUX
ajase-2776	82	23	any	any	DET
ajase-2776	82	24	integer	integer	NOUN
ajase-2776	82	25	)	)	PUNCT
ajase-2776	82	26	.	.	PUNCT
ajase-2776	83	1	this	this	PRON
ajase-2776	83	2	implies	imply	VERB
ajase-2776	83	3	that	that	SCONJ
ajase-2776	83	4	the	the	DET
ajase-2776	83	5	mean	mean	ADJ
ajase-2776	83	6	,	,	PUNCT
ajase-2776	83	7	variance	variance	NOUN
ajase-2776	83	8	,	,	PUNCT
ajase-2776	83	9	and	and	CCONJ
ajase-2776	83	10	covariance	covariance	NOUN
ajase-2776	83	11	of	of	ADP
ajase-2776	83	12	the	the	DET
ajase-2776	83	13	series	series	NOUN
ajase-2776	83	14	yt	yt	PROPN
ajase-2776	83	15	are	be	AUX
ajase-2776	83	16	timeinvariant	timeinvariant	ADJ
ajase-2776	83	17	.	.	PUNCT
ajase-2776	84	1	however	however	ADV
ajase-2776	84	2	,	,	PUNCT
ajase-2776	84	3	a	a	DET
ajase-2776	84	4	series	series	NOUN
ajase-2776	84	5	is	be	AUX
ajase-2776	84	6	said	say	VERB
ajase-2776	84	7	to	to	PART
ajase-2776	84	8	be	be	AUX
ajase-2776	84	9	weakly	weakly	ADV
ajase-2776	84	10	stationary	stationary	ADJ
ajase-2776	84	11	if	if	SCONJ
ajase-2776	84	12	the	the	DET
ajase-2776	84	13	following	follow	VERB
ajase-2776	84	14	conditions	condition	NOUN
ajase-2776	84	15	are	be	AUX
ajase-2776	84	16	met	meet	VERB
ajase-2776	84	17	:	:	PUNCT
ajase-2776	84	18	e(y1	e(y1	NUM
ajase-2776	84	19	)	)	PUNCT
ajase-2776	84	20	=	=	SYM
ajase-2776	84	21	e(y2	e(y2	NOUN
ajase-2776	84	22	)	)	PUNCT
ajase-2776	84	23	=	=	SYM
ajase-2776	84	24	…	…	PUNCT
ajase-2776	84	25	..	..	PUNCT
ajase-2776	85	1	=	=	SYM
ajase-2776	85	2	e(yt	e(yt	NOUN
ajase-2776	85	3	)	)	PUNCT
ajase-2776	85	4	=	=	SYM
ajase-2776	85	5	µ	µ	X
ajase-2776	85	6	(	(	PUNCT
ajase-2776	85	7	1	1	NUM
ajase-2776	85	8	)	)	PUNCT
ajase-2776	85	9	var(y1	var(y1	NOUN
ajase-2776	85	10	)	)	PUNCT
ajase-2776	85	11	=	=	NOUN
ajase-2776	85	12	var(y2	var(y2	ADJ
ajase-2776	85	13	)	)	PUNCT
ajase-2776	85	14	=	=	SYM
ajase-2776	85	15	.....	.....	PUNCT
ajase-2776	85	16	=	=	NOUN
ajase-2776	85	17	var	var	NOUN
ajase-2776	85	18	(	(	PUNCT
ajase-2776	85	19	yt	yt	NOUN
ajase-2776	85	20	)	)	PUNCT
ajase-2776	86	1	=	=	SYM
ajase-2776	86	2	γ0	γ0	NOUN
ajase-2776	86	3	(	(	PUNCT
ajase-2776	86	4	a	a	DET
ajase-2776	86	5	constant	constant	ADJ
ajase-2776	86	6	)	)	PUNCT
ajase-2776	86	7	(	(	PUNCT
ajase-2776	86	8	2	2	X
ajase-2776	86	9	)	)	PUNCT
ajase-2776	86	10	cov(y1,y(1+k)=	cov(y1,y(1+k)=	NOUN
ajase-2776	86	11	cov(y2,y(2+k	cov(y2,y(2+k	ADJ
ajase-2776	86	12	)	)	PUNCT
ajase-2776	86	13	)	)	PUNCT
ajase-2776	87	1	=	=	SYM
ajase-2776	87	2	…	…	PUNCT
ajase-2776	87	3	.cov(yt	.cov(yt	PROPN
ajase-2776	87	4	,	,	PUNCT
ajase-2776	87	5	y(t+k	y(t+k	NUM
ajase-2776	87	6	)	)	PUNCT
ajase-2776	87	7	)	)	PUNCT
ajase-2776	88	1	=	=	SYM
ajase-2776	88	2	γk	γk	PROPN
ajase-2776	88	3	(	(	PUNCT
ajase-2776	88	4	depends	depend	VERB
ajase-2776	88	5	only	only	ADV
ajase-2776	88	6	on	on	ADP
ajase-2776	88	7	lag	lag	PROPN
ajase-2776	88	8	k	k	NOUN
ajase-2776	88	9	)	)	PUNCT
ajase-2776	88	10	(	(	PUNCT
ajase-2776	88	11	3	3	NUM
ajase-2776	88	12	)	)	PUNCT
ajase-2776	88	13	because	because	SCONJ
ajase-2776	88	14	the	the	DET
ajase-2776	88	15	statistical	statistical	ADJ
ajase-2776	88	16	properties	property	NOUN
ajase-2776	88	17	of	of	ADP
ajase-2776	88	18	time	time	NOUN
ajase-2776	88	19	series	series	PROPN
ajase-2776	88	20	data	datum	NOUN
ajase-2776	88	21	change	change	VERB
ajase-2776	88	22	over	over	ADP
ajase-2776	88	23	time	time	NOUN
ajase-2776	88	24	in	in	ADP
ajase-2776	88	25	non	non	ADJ
ajase-2776	88	26	-	-	ADJ
ajase-2776	88	27	stationary	stationary	ADJ
ajase-2776	88	28	data	datum	NOUN
ajase-2776	88	29	,	,	PUNCT
ajase-2776	88	30	it	it	PRON
ajase-2776	88	31	is	be	AUX
ajase-2776	88	32	difficult	difficult	ADJ
ajase-2776	88	33	to	to	PART
ajase-2776	88	34	make	make	VERB
ajase-2776	88	35	predictions	prediction	NOUN
ajase-2776	88	36	and	and	CCONJ
ajase-2776	88	37	draw	draw	VERB
ajase-2776	88	38	conclusions	conclusion	NOUN
ajase-2776	88	39	.	.	PUNCT
ajase-2776	89	1	we	we	PRON
ajase-2776	89	2	can	can	AUX
ajase-2776	89	3	not	not	PART
ajase-2776	89	4	determine	determine	VERB
ajase-2776	89	5	the	the	DET
ajase-2776	89	6	appropriate	appropriate	ADJ
ajase-2776	89	7	model	model	NOUN
ajase-2776	89	8	.	.	PUNCT
ajase-2776	90	1	non	non	ADJ
ajase-2776	90	2	-	-	ADJ
ajase-2776	90	3	stationary	stationary	ADJ
ajase-2776	90	4	data	datum	NOUN
ajase-2776	90	5	may	may	AUX
ajase-2776	90	6	sometimes	sometimes	ADV
ajase-2776	90	7	result	result	VERB
ajase-2776	90	8	in	in	ADP
ajase-2776	90	9	false	false	ADJ
ajase-2776	90	10	regressions	regression	NOUN
ajase-2776	90	11	,	,	PUNCT
ajase-2776	90	12	meaning	mean	VERB
ajase-2776	90	13	the	the	DET
ajase-2776	90	14	regression	regression	NOUN
ajase-2776	90	15	equation	equation	NOUN
ajase-2776	90	16	shows	show	VERB
ajase-2776	90	17	a	a	DET
ajase-2776	90	18	significant	significant	ADJ
ajase-2776	90	19	relationship	relationship	NOUN
ajase-2776	90	20	between	between	ADP
ajase-2776	90	21	two	two	NUM
ajase-2776	90	22	variables	variable	NOUN
ajase-2776	90	23	when	when	SCONJ
ajase-2776	90	24	there	there	PRON
ajase-2776	90	25	was	be	VERB
ajase-2776	90	26	n’t	not	PART
ajase-2776	90	27	any	any	PRON
ajase-2776	90	28	.	.	PUNCT
ajase-2776	91	1	the	the	DET
ajase-2776	91	2	dickey	dickey	PROPN
ajase-2776	91	3	-	-	PUNCT
ajase-2776	91	4	fuller	full	ADJ
ajase-2776	91	5	test	test	NOUN
ajase-2776	91	6	was	be	AUX
ajase-2776	91	7	developed	develop	VERB
ajase-2776	91	8	by	by	ADP
ajase-2776	91	9	david	david	PROPN
ajase-2776	91	10	dickey	dickey	PROPN
ajase-2776	91	11	and	and	CCONJ
ajase-2776	91	12	wayne	wayne	PROPN
ajase-2776	91	13	fuller	full	ADJ
ajase-2776	91	14	in	in	ADP
ajase-2776	91	15	1979	1979	NUM
ajase-2776	91	16	.	.	PUNCT
ajase-2776	92	1	it	it	PRON
ajase-2776	92	2	tests	test	VERB
ajase-2776	92	3	for	for	ADP
ajase-2776	92	4	the	the	DET
ajase-2776	92	5	presence	presence	NOUN
ajase-2776	92	6	of	of	ADP
ajase-2776	92	7	trends	trend	NOUN
ajase-2776	92	8	and	and	CCONJ
ajase-2776	92	9	seasonality	seasonality	NOUN
ajase-2776	92	10	in	in	ADP
ajase-2776	92	11	data	data	PROPN
ajase-2776	92	12	.	.	PUNCT
ajase-2776	93	1	this	this	DET
ajase-2776	93	2	test	test	NOUN
ajase-2776	93	3	tests	test	VERB
ajase-2776	93	4	the	the	DET
ajase-2776	93	5	presence	presence	NOUN
ajase-2776	93	6	of	of	ADP
ajase-2776	93	7	unit	unit	NOUN
ajase-2776	93	8	roots	root	NOUN
ajase-2776	93	9	(	(	PUNCT
ajase-2776	93	10	phillips	phillips	PROPN
ajase-2776	93	11	&	&	CCONJ
ajase-2776	93	12	perron	perron	PROPN
ajase-2776	93	13	,	,	PUNCT
ajase-2776	93	14	1988	1988	NUM
ajase-2776	93	15	)	)	PUNCT
ajase-2776	93	16	in	in	ADP
ajase-2776	93	17	an	an	DET
ajase-2776	93	18	autoregressive	autoregressive	ADJ
ajase-2776	93	19	model	model	NOUN
ajase-2776	93	20	.	.	PUNCT
ajase-2776	94	1	if	if	SCONJ
ajase-2776	94	2	a	a	DET
ajase-2776	94	3	unit	unit	NOUN
ajase-2776	94	4	root	root	NOUN
ajase-2776	94	5	is	be	AUX
ajase-2776	94	6	present	present	ADJ
ajase-2776	94	7	,	,	PUNCT
ajase-2776	94	8	it	it	PRON
ajase-2776	94	9	means	mean	VERB
ajase-2776	94	10	the	the	DET
ajase-2776	94	11	data	datum	NOUN
ajase-2776	94	12	is	be	AUX
ajase-2776	94	13	non	non	ADJ
ajase-2776	94	14	-	-	ADJ
ajase-2776	94	15	stationary	stationary	ADJ
ajase-2776	94	16	suggesting	suggest	VERB
ajase-2776	94	17	that	that	SCONJ
ajase-2776	94	18	it	it	PRON
ajase-2776	94	19	is	be	AUX
ajase-2776	94	20	difficult	difficult	ADJ
ajase-2776	94	21	to	to	PART
ajase-2776	94	22	model	model	VERB
ajase-2776	94	23	and	and	CCONJ
ajase-2776	94	24	forecast	forecast	VERB
ajase-2776	94	25	the	the	DET
ajase-2776	94	26	future	future	ADJ
ajase-2776	94	27	values	value	NOUN
ajase-2776	94	28	.	.	PUNCT
ajase-2776	95	1	consider	consider	VERB
ajase-2776	95	2	the	the	DET
ajase-2776	95	3	following	follow	VERB
ajase-2776	95	4	hypothesis	hypothesis	NOUN
ajase-2776	95	5	:	:	PUNCT
ajase-2776	95	6	null	null	ADJ
ajase-2776	95	7	hypothesis	hypothesis	NOUN
ajase-2776	95	8	(	(	PUNCT
ajase-2776	95	9	h0	h0	NOUN
ajase-2776	95	10	)	)	PUNCT
ajase-2776	95	11	=	=	PUNCT
ajase-2776	96	1	the	the	DET
ajase-2776	96	2	model	model	NOUN
ajase-2776	96	3	is	be	AUX
ajase-2776	96	4	non	non	ADJ
ajase-2776	96	5	-	-	ADJ
ajase-2776	96	6	stationary	stationary	ADJ
ajase-2776	96	7	(	(	PUNCT
ajase-2776	96	8	the	the	DET
ajase-2776	96	9	time	time	NOUN
ajase-2776	96	10	series	series	PROPN
ajase-2776	96	11	has	have	AUX
ajase-2776	96	12	a	a	DET
ajase-2776	96	13	unit	unit	NOUN
ajase-2776	96	14	root	root	NOUN
ajase-2776	96	15	)	)	PUNCT
ajase-2776	96	16	alternate	alternate	ADJ
ajase-2776	96	17	hypothesis	hypothesis	NOUN
ajase-2776	96	18	(	(	PUNCT
ajase-2776	96	19	h1	h1	PROPN
ajase-2776	96	20	)	)	PUNCT
ajase-2776	96	21	=	=	SYM
ajase-2776	97	1	the	the	DET
ajase-2776	97	2	model	model	NOUN
ajase-2776	97	3	is	be	AUX
ajase-2776	97	4	stationary	stationary	ADJ
ajase-2776	97	5	(	(	PUNCT
ajase-2776	97	6	the	the	DET
ajase-2776	97	7	time	time	NOUN
ajase-2776	97	8	series	series	PROPN
ajase-2776	97	9	does	do	AUX
ajase-2776	97	10	not	not	PART
ajase-2776	97	11	have	have	VERB
ajase-2776	97	12	a	a	DET
ajase-2776	97	13	unit	unit	NOUN
ajase-2776	97	14	root	root	NOUN
ajase-2776	97	15	)	)	PUNCT
ajase-2776	97	16	.	.	PUNCT
ajase-2776	98	1	if	if	SCONJ
ajase-2776	98	2	the	the	DET
ajase-2776	98	3	test	test	NOUN
ajase-2776	98	4	statistic	statistic	NOUN
ajase-2776	98	5	produced	produce	VERB
ajase-2776	98	6	by	by	ADP
ajase-2776	98	7	the	the	DET
ajase-2776	98	8	dickey	dickey	PROPN
ajase-2776	98	9	-	-	PUNCT
ajase-2776	98	10	fuller	full	ADJ
ajase-2776	98	11	test	test	NOUN
ajase-2776	98	12	is	be	AUX
ajase-2776	98	13	at	at	ADP
ajase-2776	98	14	the	the	DET
ajase-2776	98	15	significance	significance	NOUN
ajase-2776	98	16	level	level	NOUN
ajase-2776	98	17	of	of	ADP
ajase-2776	98	18	0.05	0.05	NUM
ajase-2776	98	19	,	,	PUNCT
ajase-2776	98	20	the	the	DET
ajase-2776	98	21	null	null	ADJ
ajase-2776	98	22	hypothesis	hypothesis	NOUN
ajase-2776	98	23	is	be	AUX
ajase-2776	98	24	rejected	reject	VERB
ajase-2776	98	25	and	and	CCONJ
ajase-2776	98	26	the	the	DET
ajase-2776	98	27	data	datum	NOUN
ajase-2776	98	28	set	set	NOUN
ajase-2776	98	29	suggests	suggest	VERB
ajase-2776	98	30	stationarity	stationarity	NOUN
ajase-2776	98	31	.	.	PUNCT
ajase-2776	99	1	again	again	ADV
ajase-2776	99	2	,	,	PUNCT
ajase-2776	99	3	if	if	SCONJ
ajase-2776	99	4	the	the	DET
ajase-2776	99	5	test	test	NOUN
ajase-2776	99	6	statistics	statistic	NOUN
ajase-2776	99	7	are	be	AUX
ajase-2776	99	8	greater	great	ADJ
ajase-2776	99	9	than	than	ADP
ajase-2776	99	10	the	the	DET
ajase-2776	99	11	significance	significance	NOUN
ajase-2776	99	12	level	level	NOUN
ajase-2776	99	13	i.e.	i.e.	X
ajase-2776	99	14	,	,	PUNCT
ajase-2776	99	15	>	>	X
ajase-2776	99	16	0.05	0.05	NUM
ajase-2776	99	17	,	,	PUNCT
ajase-2776	99	18	the	the	DET
ajase-2776	99	19	time	time	NOUN
ajase-2776	99	20	series	series	PROPN
ajase-2776	99	21	suggests	suggest	VERB
ajase-2776	99	22	the	the	DET
ajase-2776	99	23	non	non	ADJ
ajase-2776	99	24	-	-	NOUN
ajase-2776	99	25	stationarity	stationarity	NOUN
ajase-2776	99	26	of	of	ADP
ajase-2776	99	27	data	datum	NOUN
ajase-2776	99	28	which	which	PRON
ajase-2776	99	29	implies	imply	VERB
ajase-2776	99	30	there	there	PRON
ajase-2776	99	31	is	be	VERB
ajase-2776	99	32	a	a	DET
ajase-2776	99	33	need	need	NOUN
ajase-2776	99	34	for	for	ADP
ajase-2776	99	35	differencing	difference	VERB
ajase-2776	99	36	to	to	PART
ajase-2776	99	37	make	make	VERB
ajase-2776	99	38	the	the	DET
ajase-2776	99	39	series	series	NOUN
ajase-2776	99	40	stationary	stationary	ADJ
ajase-2776	99	41	before	before	ADP
ajase-2776	99	42	applying	apply	VERB
ajase-2776	99	43	time	time	NOUN
ajase-2776	99	44	series	series	NOUN
ajase-2776	99	45	models	model	NOUN
ajase-2776	99	46	such	such	ADJ
ajase-2776	99	47	as	as	ADP
ajase-2776	99	48	arima	arima	PROPN
ajase-2776	99	49	.	.	PUNCT
ajase-2776	100	1	it	it	PRON
ajase-2776	100	2	is	be	AUX
ajase-2776	100	3	a	a	DET
ajase-2776	100	4	method	method	NOUN
ajase-2776	100	5	of	of	ADP
ajase-2776	100	6	transforming	transform	VERB
ajase-2776	100	7	a	a	DET
ajase-2776	100	8	non	non	ADJ
ajase-2776	100	9	-	-	ADJ
ajase-2776	100	10	stationary	stationary	ADJ
ajase-2776	100	11	time	time	NOUN
ajase-2776	100	12	series	series	NOUN
ajase-2776	100	13	into	into	ADP
ajase-2776	100	14	a	a	DET
ajase-2776	100	15	stationary	stationary	ADJ
ajase-2776	100	16	time	time	NOUN
ajase-2776	100	17	series	series	NOUN
ajase-2776	100	18	.	.	PUNCT
ajase-2776	101	1	it	it	PRON
ajase-2776	101	2	is	be	AUX
ajase-2776	101	3	used	use	VERB
ajase-2776	101	4	in	in	ADP
ajase-2776	101	5	removing	remove	VERB
ajase-2776	101	6	the	the	DET
ajase-2776	101	7	trend	trend	NOUN
ajase-2776	101	8	in	in	ADP
ajase-2776	101	9	the	the	DET
ajase-2776	101	10	time	time	NOUN
ajase-2776	101	11	series	series	NOUN
ajase-2776	101	12	(	(	PUNCT
ajase-2776	101	13	mcgonigle	mcgonigle	PROPN
ajase-2776	101	14	et	et	PROPN
ajase-2776	101	15	al	al	PROPN
ajase-2776	101	16	.	.	PROPN
ajase-2776	101	17	,	,	PUNCT
ajase-2776	101	18	2022	2022	NUM
ajase-2776	101	19	)	)	PUNCT
ajase-2776	101	20	.	.	PUNCT
ajase-2776	102	1	this	this	PRON
ajase-2776	102	2	is	be	AUX
ajase-2776	102	3	an	an	DET
ajase-2776	102	4	important	important	ADJ
ajase-2776	102	5	step	step	NOUN
ajase-2776	102	6	in	in	ADP
ajase-2776	102	7	preparing	prepare	VERB
ajase-2776	102	8	data	datum	NOUN
ajase-2776	102	9	to	to	PART
ajase-2776	102	10	be	be	AUX
ajase-2776	102	11	used	use	VERB
ajase-2776	102	12	in	in	ADP
ajase-2776	102	13	an	an	DET
ajase-2776	102	14	arima	arima	NOUN
ajase-2776	102	15	model	model	NOUN
ajase-2776	102	16	.	.	PUNCT
ajase-2776	103	1	when	when	SCONJ
ajase-2776	103	2	the	the	DET
ajase-2776	103	3	difference	difference	NOUN
ajase-2776	103	4	between	between	ADP
ajase-2776	103	5	the	the	DET
ajase-2776	103	6	current	current	ADJ
ajase-2776	103	7	period	period	NOUN
ajase-2776	103	8	and	and	CCONJ
ajase-2776	103	9	the	the	DET
ajase-2776	103	10	previous	previous	ADJ
ajase-2776	103	11	period	period	NOUN
ajase-2776	103	12	is	be	AUX
ajase-2776	103	13	made	make	VERB
ajase-2776	103	14	,	,	PUNCT
ajase-2776	103	15	it	it	PRON
ajase-2776	103	16	is	be	AUX
ajase-2776	103	17	called	call	VERB
ajase-2776	103	18	firstorder	firstorder	NOUN
ajase-2776	103	19	differencing	differencing	NOUN
ajase-2776	103	20	and	and	CCONJ
ajase-2776	103	21	can	can	AUX
ajase-2776	103	22	be	be	AUX
ajase-2776	103	23	denoted	denote	VERB
ajase-2776	103	24	as	as	ADP
ajase-2776	103	25	i(1	i(1	PROPN
ajase-2776	103	26	)	)	PUNCT
ajase-2776	103	27	.	.	PUNCT
ajase-2776	104	1	it	it	PRON
ajase-2776	104	2	can	can	AUX
ajase-2776	104	3	be	be	AUX
ajase-2776	104	4	expressed	express	VERB
ajase-2776	104	5	as	as	ADP
ajase-2776	104	6	:	:	PUNCT
ajase-2776	104	7	δyt	δyt	ADP
ajase-2776	104	8	=	=	SYM
ajase-2776	104	9	yt	yt	PROPN
ajase-2776	104	10	y(t-1	y(t-1	NOUN
ajase-2776	104	11	)	)	PUNCT
ajase-2776	104	12	(	(	PUNCT
ajase-2776	104	13	4	4	X
ajase-2776	104	14	)	)	PUNCT
ajase-2776	104	15	where	where	SCONJ
ajase-2776	104	16	yt	yt	PROPN
ajase-2776	104	17	represents	represent	VERB
ajase-2776	104	18	time	time	NOUN
ajase-2776	104	19	series	series	PROPN
ajase-2776	104	20	data	datum	NOUN
ajase-2776	104	21	at	at	ADP
ajase-2776	104	22	time	time	NOUN
ajase-2776	104	23	t	t	PROPN
ajase-2776	104	24	and	and	CCONJ
ajase-2776	104	25	the	the	DET
ajase-2776	104	26	current	current	ADJ
ajase-2776	104	27	value	value	NOUN
ajase-2776	104	28	we	we	PRON
ajase-2776	104	29	are	be	AUX
ajase-2776	104	30	trying	try	VERB
ajase-2776	104	31	to	to	PART
ajase-2776	104	32	model	model	VERB
ajase-2776	104	33	.	.	PUNCT
ajase-2776	105	1	if	if	SCONJ
ajase-2776	105	2	the	the	DET
ajase-2776	105	3	values	value	NOUN
ajase-2776	105	4	exhibit	exhibit	VERB
ajase-2776	105	5	non	non	ADJ
ajase-2776	105	6	-	-	ADJ
ajase-2776	105	7	stationarity	stationarity	ADJ
ajase-2776	105	8	properties	property	NOUN
ajase-2776	105	9	,	,	PUNCT
ajase-2776	105	10	the	the	DET
ajase-2776	105	11	process	process	NOUN
ajase-2776	105	12	is	be	AUX
ajase-2776	105	13	repeated	repeat	VERB
ajase-2776	105	14	twice	twice	ADV
ajase-2776	105	15	and	and	CCONJ
ajase-2776	105	16	thus	thus	ADV
ajase-2776	105	17	called	call	VERB
ajase-2776	105	18	second	second	ADJ
ajase-2776	105	19	-	-	PUNCT
ajase-2776	105	20	order	order	NOUN
ajase-2776	105	21	differencing	differencing	NOUN
ajase-2776	105	22	and	and	CCONJ
ajase-2776	105	23	can	can	AUX
ajase-2776	105	24	be	be	AUX
ajase-2776	105	25	pa	pa	PROPN
ajase-2776	105	26	ge	ge	PROPN
ajase-2776	106	1	12	12	NUM
ajase-2776	106	2	7	7	NUM
ajase-2776	106	3	https://journals.e-palli.com/home/index.php/ajase	https://journals.e-palli.com/home/index.php/ajase	PROPN
ajase-2776	106	4	am	am	NOUN
ajase-2776	106	5	.	.	PUNCT
ajase-2776	107	1	j.	j.	PROPN
ajase-2776	107	2	appl	appl	PROPN
ajase-2776	107	3	.	.	PROPN
ajase-2776	108	1	stat	stat	PROPN
ajase-2776	108	2	.	.	PUNCT
ajase-2776	109	1	econ	econ	PROPN
ajase-2776	109	2	.	.	PUNCT
ajase-2776	110	1	3(1	3(1	NUM
ajase-2776	110	2	)	)	PUNCT
ajase-2776	110	3	124	124	NUM
ajase-2776	110	4	-	-	SYM
ajase-2776	110	5	135	135	NUM
ajase-2776	110	6	,	,	PUNCT
ajase-2776	110	7	2024	2024	NUM
ajase-2776	110	8	denoted	denote	VERB
ajase-2776	110	9	as	as	ADP
ajase-2776	110	10	i(2	i(2	PROPN
ajase-2776	110	11	)	)	PUNCT
ajase-2776	110	12	.	.	PUNCT
ajase-2776	111	1	it	it	PRON
ajase-2776	111	2	can	can	AUX
ajase-2776	111	3	be	be	AUX
ajase-2776	111	4	expressed	express	VERB
ajase-2776	111	5	as	as	ADP
ajase-2776	111	6	:	:	PUNCT
ajase-2776	111	7	δ2	δ2	VERB
ajase-2776	111	8	yt	yt	NOUN
ajase-2776	111	9	=	=	SYM
ajase-2776	111	10	(	(	PUNCT
ajase-2776	111	11	yt	yt	INTJ
ajase-2776	111	12	–	–	PUNCT
ajase-2776	111	13	y(t-1	y(t-1	NOUN
ajase-2776	111	14	)	)	PUNCT
ajase-2776	111	15	)	)	PUNCT
ajase-2776	111	16	(	(	PUNCT
ajase-2776	111	17	y(t-1	y(t-1	NOUN
ajase-2776	111	18	)	)	PUNCT
ajase-2776	111	19	–	–	PUNCT
ajase-2776	111	20	y(t-2	y(t-2	PROPN
ajase-2776	111	21	)	)	PUNCT
ajase-2776	111	22	)	)	PUNCT
ajase-2776	111	23	(	(	PUNCT
ajase-2776	111	24	5	5	X
ajase-2776	111	25	)	)	PUNCT
ajase-2776	111	26	where	where	SCONJ
ajase-2776	111	27	yt	yt	PROPN
ajase-2776	111	28	represents	represent	VERB
ajase-2776	111	29	time	time	NOUN
ajase-2776	111	30	series	series	PROPN
ajase-2776	111	31	data	datum	NOUN
ajase-2776	111	32	at	at	ADP
ajase-2776	111	33	time	time	NOUN
ajase-2776	111	34	t	t	PROPN
ajase-2776	111	35	and	and	CCONJ
ajase-2776	111	36	the	the	DET
ajase-2776	111	37	current	current	ADJ
ajase-2776	111	38	value	value	NOUN
ajase-2776	111	39	we	we	PRON
ajase-2776	111	40	are	be	AUX
ajase-2776	111	41	trying	try	VERB
ajase-2776	111	42	to	to	PART
ajase-2776	111	43	model	model	VERB
ajase-2776	111	44	.	.	PUNCT
ajase-2776	112	1	this	this	DET
ajase-2776	112	2	process	process	NOUN
ajase-2776	112	3	is	be	AUX
ajase-2776	112	4	continued	continue	VERB
ajase-2776	112	5	until	until	SCONJ
ajase-2776	112	6	the	the	DET
ajase-2776	112	7	values	value	NOUN
ajase-2776	112	8	show	show	VERB
ajase-2776	112	9	stationary	stationary	ADJ
ajase-2776	112	10	properties	property	NOUN
ajase-2776	112	11	(	(	PUNCT
ajase-2776	112	12	constant	constant	ADJ
ajase-2776	112	13	mean	mean	NOUN
ajase-2776	112	14	and	and	CCONJ
ajase-2776	112	15	variance	variance	NOUN
ajase-2776	112	16	)	)	PUNCT
ajase-2776	112	17	.	.	PUNCT
ajase-2776	113	1	a	a	DET
ajase-2776	113	2	series	series	NOUN
ajase-2776	113	3	that	that	PRON
ajase-2776	113	4	is	be	AUX
ajase-2776	113	5	stationary	stationary	ADJ
ajase-2776	113	6	after	after	ADP
ajase-2776	113	7	being	be	AUX
ajase-2776	113	8	differentiated	differentiate	VERB
ajase-2776	113	9	d	d	PRON
ajase-2776	113	10	times	time	NOUN
ajase-2776	113	11	is	be	AUX
ajase-2776	113	12	said	say	VERB
ajase-2776	113	13	to	to	PART
ajase-2776	113	14	be	be	AUX
ajase-2776	113	15	integrated	integrate	VERB
ajase-2776	113	16	of	of	ADP
ajase-2776	113	17	order	order	NOUN
ajase-2776	113	18	d	d	NOUN
ajase-2776	113	19	,	,	PUNCT
ajase-2776	113	20	denoted	denote	VERB
ajase-2776	113	21	by	by	ADP
ajase-2776	113	22	i(d	i(d	NOUN
ajase-2776	113	23	)	)	PUNCT
ajase-2776	113	24	.	.	PUNCT
ajase-2776	114	1	however	however	ADV
ajase-2776	114	2	,	,	PUNCT
ajase-2776	114	3	when	when	SCONJ
ajase-2776	114	4	a	a	DET
ajase-2776	114	5	series	series	NOUN
ajase-2776	114	6	is	be	AUX
ajase-2776	114	7	stationary	stationary	ADJ
ajase-2776	114	8	without	without	SCONJ
ajase-2776	114	9	differencing	differencing	NOUN
ajase-2776	114	10	is	be	AUX
ajase-2776	114	11	said	say	VERB
ajase-2776	114	12	to	to	PART
ajase-2776	114	13	be	be	AUX
ajase-2776	114	14	i(0	i(0	PROPN
ajase-2776	114	15	)	)	PUNCT
ajase-2776	114	16	.	.	PUNCT
ajase-2776	115	1	autoregressive	autoregressive	ADJ
ajase-2776	115	2	(	(	PUNCT
ajase-2776	115	3	ar	ar	NOUN
ajase-2776	115	4	)	)	PUNCT
ajase-2776	115	5	model	model	NOUN
ajase-2776	115	6	ar	ar	NOUN
ajase-2776	115	7	models	model	NOUN
ajase-2776	115	8	are	be	AUX
ajase-2776	115	9	used	use	VERB
ajase-2776	115	10	to	to	PART
ajase-2776	115	11	forecast	forecast	VERB
ajase-2776	115	12	future	future	ADJ
ajase-2776	115	13	values	value	NOUN
ajase-2776	115	14	only	only	ADV
ajase-2776	115	15	based	base	VERB
ajase-2776	115	16	on	on	ADP
ajase-2776	115	17	their	their	PRON
ajase-2776	115	18	previous	previous	ADJ
ajase-2776	115	19	values	value	NOUN
ajase-2776	115	20	,	,	PUNCT
ajase-2776	115	21	typically	typically	ADV
ajase-2776	115	22	called	call	VERB
ajase-2776	115	23	lags	lag	NOUN
ajase-2776	115	24	.	.	PUNCT
ajase-2776	116	1	thus	thus	ADV
ajase-2776	116	2	,	,	PUNCT
ajase-2776	116	3	the	the	DET
ajase-2776	116	4	forecasted	forecast	VERB
ajase-2776	116	5	value	value	NOUN
ajase-2776	116	6	‘	'	PUNCT
ajase-2776	116	7	y	y	NOUN
ajase-2776	116	8	’	'	PUNCT
ajase-2776	116	9	and	and	CCONJ
ajase-2776	116	10	time	time	NOUN
ajase-2776	116	11	‘	'	PUNCT
ajase-2776	116	12	t	t	NOUN
ajase-2776	116	13	’	'	PUNCT
ajase-2776	116	14	in	in	ADP
ajase-2776	116	15	ar	ar	PROPN
ajase-2776	116	16	is	be	AUX
ajase-2776	116	17	the	the	DET
ajase-2776	116	18	function	function	NOUN
ajase-2776	116	19	of	of	ADP
ajase-2776	116	20	its	its	PRON
ajase-2776	116	21	past	past	ADJ
ajase-2776	116	22	values	value	NOUN
ajase-2776	116	23	yt-1	yt-1	ADV
ajase-2776	116	24	,	,	PUNCT
ajase-2776	116	25	yt-2	yt-2	NOUN
ajase-2776	116	26	,	,	PUNCT
ajase-2776	116	27	yt-3	yt-3	NOUN
ajase-2776	116	28	,	,	PUNCT
ajase-2776	116	29	yt-4	yt-4	NOUN
ajase-2776	116	30	,	,	PUNCT
ajase-2776	116	31	…	…	PUNCT
ajase-2776	116	32	…	…	PUNCT
ajase-2776	116	33	…	…	PUNCT
ajase-2776	116	34	.	.	PUNCT
ajase-2776	117	1	thus	thus	ADV
ajase-2776	117	2	,	,	PUNCT
ajase-2776	117	3	yt	yt	PROPN
ajase-2776	117	4	=	=	SYM
ajase-2776	117	5	f	f	PROPN
ajase-2776	117	6	(	(	PUNCT
ajase-2776	117	7	y(t-1	y(t-1	PROPN
ajase-2776	117	8	)	)	PUNCT
ajase-2776	117	9	,	,	PUNCT
ajase-2776	117	10	y(t-2	y(t-2	PROPN
ajase-2776	117	11	)	)	PUNCT
ajase-2776	117	12	,	,	PUNCT
ajase-2776	117	13	y(t-3	y(t-3	NOUN
ajase-2776	117	14	)	)	PUNCT
ajase-2776	117	15	,	,	PUNCT
ajase-2776	117	16	y(t-4	y(t-4	PROPN
ajase-2776	117	17	)	)	PUNCT
ajase-2776	117	18	,	,	PUNCT
ajase-2776	117	19	…	…	PUNCT
ajase-2776	117	20	.	.	PUNCT
ajase-2776	117	21	,	,	PUNCT
ajase-2776	117	22	εt	εt	PROPN
ajase-2776	117	23	)	)	PUNCT
ajase-2776	117	24	(	(	PUNCT
ajase-2776	117	25	6	6	X
ajase-2776	117	26	)	)	PUNCT
ajase-2776	117	27	the	the	DET
ajase-2776	117	28	model	model	NOUN
ajase-2776	117	29	can	can	AUX
ajase-2776	117	30	be	be	AUX
ajase-2776	117	31	mathematically	mathematically	ADV
ajase-2776	117	32	expressed	express	VERB
ajase-2776	117	33	as	as	ADP
ajase-2776	117	34	:	:	PUNCT
ajase-2776	117	35	yt	yt	PROPN
ajase-2776	117	36	=	=	PROPN
ajase-2776	117	37	β0	β0	PROPN
ajase-2776	117	38	+	+	PROPN
ajase-2776	117	39	β1	β1	PROPN
ajase-2776	117	40	y(t	y(t	NOUN
ajase-2776	117	41	-	-	PUNCT
ajase-2776	117	42	n	n	CCONJ
ajase-2776	117	43	)	)	PUNCT
ajase-2776	118	1	+	+	CCONJ
ajase-2776	118	2	εt	εt	PROPN
ajase-2776	118	3	(	(	PUNCT
ajase-2776	118	4	7	7	NUM
ajase-2776	118	5	)	)	PUNCT
ajase-2776	118	6	where	where	SCONJ
ajase-2776	118	7	:	:	PUNCT
ajase-2776	118	8	yt	yt	NOUN
ajase-2776	118	9	represents	represent	VERB
ajase-2776	118	10	the	the	DET
ajase-2776	118	11	value	value	NOUN
ajase-2776	118	12	of	of	ADP
ajase-2776	118	13	the	the	DET
ajase-2776	118	14	variable	variable	NOUN
ajase-2776	118	15	at	at	ADP
ajase-2776	118	16	time	time	NOUN
ajase-2776	118	17	t	t	PROPN
ajase-2776	118	18	,	,	PUNCT
ajase-2776	118	19	β0	β0	PROPN
ajase-2776	118	20	is	be	AUX
ajase-2776	118	21	the	the	DET
ajase-2776	118	22	constant	constant	ADJ
ajase-2776	118	23	term	term	NOUN
ajase-2776	118	24	,	,	PUNCT
ajase-2776	118	25	β1	β1	PROPN
ajase-2776	118	26	is	be	AUX
ajase-2776	118	27	the	the	DET
ajase-2776	118	28	coefficient	coefficient	NOUN
ajase-2776	118	29	of	of	ADP
ajase-2776	118	30	the	the	DET
ajase-2776	118	31	lagged	lag	VERB
ajase-2776	118	32	variable	variable	NOUN
ajase-2776	118	33	,	,	PUNCT
ajase-2776	118	34	yt−n	yt−n	NOUN
ajase-2776	118	35	represents	represent	VERB
ajase-2776	118	36	the	the	DET
ajase-2776	118	37	effect	effect	NOUN
ajase-2776	118	38	of	of	ADP
ajase-2776	118	39	the	the	DET
ajase-2776	118	40	nth	nth	NOUN
ajase-2776	118	41	period	period	NOUN
ajase-2776	118	42	’s	’s	PART
ajase-2776	118	43	value	value	NOUN
ajase-2776	118	44	on	on	ADP
ajase-2776	118	45	the	the	DET
ajase-2776	118	46	current	current	ADJ
ajase-2776	118	47	period	period	NOUN
ajase-2776	118	48	,	,	PUNCT
ajase-2776	118	49	εt	εt	PROPN
ajase-2776	118	50	is	be	AUX
ajase-2776	118	51	the	the	DET
ajase-2776	118	52	error	error	NOUN
ajase-2776	118	53	term	term	NOUN
ajase-2776	118	54	at	at	ADP
ajase-2776	118	55	time	time	NOUN
ajase-2776	118	56	t	t	PROPN
ajase-2776	118	57	and	and	CCONJ
ajase-2776	118	58	represents	represent	VERB
ajase-2776	118	59	the	the	DET
ajase-2776	118	60	deviation	deviation	NOUN
ajase-2776	118	61	of	of	ADP
ajase-2776	118	62	the	the	DET
ajase-2776	118	63	actual	actual	ADJ
ajase-2776	118	64	value	value	NOUN
ajase-2776	118	65	from	from	ADP
ajase-2776	118	66	the	the	DET
ajase-2776	118	67	predicted	predict	VERB
ajase-2776	118	68	value	value	NOUN
ajase-2776	118	69	based	base	VERB
ajase-2776	118	70	on	on	ADP
ajase-2776	118	71	the	the	DET
ajase-2776	118	72	model	model	NOUN
ajase-2776	118	73	.	.	PUNCT
ajase-2776	119	1	ar	ar	NOUN
ajase-2776	119	2	models	model	NOUN
ajase-2776	119	3	that	that	PRON
ajase-2776	119	4	depend	depend	VERB
ajase-2776	119	5	only	only	ADV
ajase-2776	119	6	on	on	ADP
ajase-2776	119	7	one	one	NUM
ajase-2776	119	8	lag	lag	NOUN
ajase-2776	119	9	in	in	ADP
ajase-2776	119	10	the	the	DET
ajase-2776	119	11	past	past	NOUN
ajase-2776	119	12	are	be	AUX
ajase-2776	119	13	called	call	VERB
ajase-2776	119	14	first	first	ADJ
ajase-2776	119	15	-	-	PUNCT
ajase-2776	119	16	order	order	NOUN
ajase-2776	119	17	auto	auto	NOUN
ajase-2776	119	18	-	-	PUNCT
ajase-2776	119	19	regressive	regressive	ADJ
ajase-2776	119	20	model	model	NOUN
ajase-2776	119	21	or	or	CCONJ
ajase-2776	119	22	ar(1	ar(1	PROPN
ajase-2776	119	23	)	)	PUNCT
ajase-2776	119	24	models	model	NOUN
ajase-2776	119	25	and	and	CCONJ
ajase-2776	119	26	can	can	AUX
ajase-2776	119	27	be	be	AUX
ajase-2776	119	28	expressed	express	VERB
ajase-2776	119	29	as	as	ADP
ajase-2776	119	30	:	:	PUNCT
ajase-2776	119	31	yt	yt	PROPN
ajase-2776	120	1	=	=	PUNCT
ajase-2776	120	2	β0	β0	PROPN
ajase-2776	120	3	+	+	PROPN
ajase-2776	120	4	β1	β1	PROPN
ajase-2776	120	5	y(t-1	y(t-1	NOUN
ajase-2776	120	6	)	)	PUNCT
ajase-2776	121	1	+	+	ADV
ajase-2776	121	2	εt	εt	PROPN
ajase-2776	121	3	(	(	PUNCT
ajase-2776	121	4	8)	8)	NUM
ajase-2776	121	5	ar	ar	NOUN
ajase-2776	121	6	models	model	NOUN
ajase-2776	121	7	that	that	PRON
ajase-2776	121	8	depend	depend	VERB
ajase-2776	121	9	only	only	ADV
ajase-2776	121	10	on	on	ADP
ajase-2776	121	11	two	two	NUM
ajase-2776	121	12	lags	lag	NOUN
ajase-2776	121	13	in	in	ADP
ajase-2776	121	14	the	the	DET
ajase-2776	121	15	past	past	NOUN
ajase-2776	121	16	are	be	AUX
ajase-2776	121	17	called	call	VERB
ajase-2776	121	18	second	second	ADJ
ajase-2776	121	19	-	-	PUNCT
ajase-2776	121	20	order	order	NOUN
ajase-2776	121	21	auto	auto	NOUN
ajase-2776	121	22	-	-	PUNCT
ajase-2776	121	23	regressive	regressive	ADJ
ajase-2776	121	24	model	model	NOUN
ajase-2776	121	25	or	or	CCONJ
ajase-2776	121	26	ar(2	ar(2	NOUN
ajase-2776	121	27	)	)	PUNCT
ajase-2776	121	28	models	model	NOUN
ajase-2776	121	29	and	and	CCONJ
ajase-2776	121	30	can	can	AUX
ajase-2776	121	31	be	be	AUX
ajase-2776	121	32	expressed	express	VERB
ajase-2776	121	33	as	as	ADP
ajase-2776	121	34	:	:	PUNCT
ajase-2776	121	35	yt	yt	PROPN
ajase-2776	122	1	=	=	PUNCT
ajase-2776	122	2	β0	β0	PROPN
ajase-2776	122	3	+	+	PROPN
ajase-2776	122	4	β1	β1	PROPN
ajase-2776	122	5	y(t-1	y(t-1	NOUN
ajase-2776	122	6	)	)	PUNCT
ajase-2776	123	1	+	+	CCONJ
ajase-2776	123	2	β2	β2	VERB
ajase-2776	123	3	y(t-2	y(t-2	PROPN
ajase-2776	123	4	)	)	PUNCT
ajase-2776	124	1	+	+	CCONJ
ajase-2776	124	2	εt	εt	PROPN
ajase-2776	124	3	(	(	PUNCT
ajase-2776	124	4	9	9	X
ajase-2776	124	5	)	)	PUNCT
ajase-2776	124	6	the	the	DET
ajase-2776	124	7	variables	variable	NOUN
ajase-2776	124	8	of	of	ADP
ajase-2776	124	9	interest	interest	NOUN
ajase-2776	124	10	in	in	ADP
ajase-2776	124	11	the	the	DET
ajase-2776	124	12	ar	ar	NOUN
ajase-2776	124	13	model	model	NOUN
ajase-2776	124	14	are	be	AUX
ajase-2776	124	15	forecasted	forecast	VERB
ajase-2776	124	16	using	use	VERB
ajase-2776	124	17	the	the	DET
ajase-2776	124	18	linear	linear	ADJ
ajase-2776	124	19	combination	combination	NOUN
ajase-2776	124	20	of	of	ADP
ajase-2776	124	21	the	the	DET
ajase-2776	124	22	past	past	ADJ
ajase-2776	124	23	values	value	NOUN
ajase-2776	124	24	of	of	ADP
ajase-2776	124	25	the	the	DET
ajase-2776	124	26	variable	variable	NOUN
ajase-2776	124	27	and	and	CCONJ
ajase-2776	124	28	the	the	DET
ajase-2776	124	29	term	term	NOUN
ajase-2776	124	30	‘	'	PUNCT
ajase-2776	124	31	autoregression	autoregression	NOUN
ajase-2776	124	32	’	'	PUNCT
ajase-2776	124	33	indicates	indicate	VERB
ajase-2776	124	34	that	that	SCONJ
ajase-2776	124	35	it	it	PRON
ajase-2776	124	36	is	be	AUX
ajase-2776	124	37	a	a	DET
ajase-2776	124	38	regression	regression	NOUN
ajase-2776	124	39	of	of	ADP
ajase-2776	124	40	the	the	DET
ajase-2776	124	41	variable	variable	NOUN
ajase-2776	124	42	against	against	ADP
ajase-2776	124	43	itself	itself	PRON
ajase-2776	124	44	.	.	PUNCT
ajase-2776	125	1	hence	hence	ADV
ajase-2776	125	2	,	,	PUNCT
ajase-2776	125	3	the	the	DET
ajase-2776	125	4	ar	ar	NOUN
ajase-2776	125	5	model	model	NOUN
ajase-2776	125	6	of	of	ADP
ajase-2776	125	7	order	order	NOUN
ajase-2776	125	8	p	p	NOUN
ajase-2776	125	9	can	can	AUX
ajase-2776	125	10	be	be	AUX
ajase-2776	125	11	represented	represent	VERB
ajase-2776	125	12	as	as	ADP
ajase-2776	125	13	:	:	PUNCT
ajase-2776	125	14	yt	yt	PROPN
ajase-2776	125	15	=	=	PUNCT
ajase-2776	125	16	β0	β0	PROPN
ajase-2776	125	17	+	+	PROPN
ajase-2776	125	18	β1	β1	PROPN
ajase-2776	125	19	y(t-1	y(t-1	NOUN
ajase-2776	125	20	)	)	PUNCT
ajase-2776	126	1	+	+	CCONJ
ajase-2776	126	2	β2	β2	VERB
ajase-2776	126	3	y(t-2	y(t-2	PROPN
ajase-2776	126	4	)	)	PUNCT
ajase-2776	127	1	+	+	CCONJ
ajase-2776	127	2	β3	β3	VERB
ajase-2776	127	3	y(t-3	y(t-3	NOUN
ajase-2776	127	4	)	)	PUNCT
ajase-2776	128	1	+	+	CCONJ
ajase-2776	128	2	β4	β4	PROPN
ajase-2776	128	3	y(t-4	y(t-4	PROPN
ajase-2776	128	4	)	)	PUNCT
ajase-2776	129	1	+	+	NUM
ajase-2776	129	2	β5	β5	NOUN
ajase-2776	129	3	y(t-5	y(t-5	NOUN
ajase-2776	129	4	)	)	PUNCT
ajase-2776	130	1	+	+	CCONJ
ajase-2776	130	2	β6	β6	PROPN
ajase-2776	130	3	y(t-6	y(t-6	NUM
ajase-2776	130	4	)	)	PUNCT
ajase-2776	131	1	+	+	CCONJ
ajase-2776	131	2	…	…	PUNCT
ajase-2776	131	3	…	…	PUNCT
ajase-2776	131	4	…	…	PUNCT
ajase-2776	131	5	……	……	X
ajase-2776	131	6	βp	βp	X
ajase-2776	131	7	y(t	y(t	PROPN
ajase-2776	131	8	-	-	PUNCT
ajase-2776	131	9	p	p	X
ajase-2776	131	10	)	)	PUNCT
ajase-2776	132	1	+	+	CCONJ
ajase-2776	132	2	εt	εt	PROPN
ajase-2776	132	3	(	(	PUNCT
ajase-2776	132	4	10	10	NUM
ajase-2776	132	5	)	)	PUNCT
ajase-2776	132	6	the	the	DET
ajase-2776	132	7	ar	ar	NOUN
ajase-2776	132	8	models	model	NOUN
ajase-2776	132	9	are	be	AUX
ajase-2776	132	10	also	also	ADV
ajase-2776	132	11	called	call	VERB
ajase-2776	132	12	long	long	ADJ
ajase-2776	132	13	-	-	PUNCT
ajase-2776	132	14	memory	memory	NOUN
ajase-2776	132	15	models	model	NOUN
ajase-2776	132	16	as	as	SCONJ
ajase-2776	132	17	they	they	PRON
ajase-2776	132	18	can	can	AUX
ajase-2776	132	19	take	take	VERB
ajase-2776	132	20	into	into	ADP
ajase-2776	132	21	account	account	NOUN
ajase-2776	132	22	a	a	DET
ajase-2776	132	23	large	large	ADJ
ajase-2776	132	24	range	range	NOUN
ajase-2776	132	25	of	of	ADP
ajase-2776	132	26	past	past	ADJ
ajase-2776	132	27	observations	observation	NOUN
ajase-2776	132	28	to	to	PART
ajase-2776	132	29	predict	predict	VERB
ajase-2776	132	30	the	the	DET
ajase-2776	132	31	current	current	ADJ
ajase-2776	132	32	value	value	NOUN
ajase-2776	132	33	.	.	PUNCT
ajase-2776	133	1	moving	move	VERB
ajase-2776	133	2	average	average	ADJ
ajase-2776	133	3	(	(	PUNCT
ajase-2776	133	4	ma	ma	PROPN
ajase-2776	133	5	)	)	PUNCT
ajase-2776	133	6	model	model	NOUN
ajase-2776	133	7	models	model	NOUN
ajase-2776	133	8	used	use	VERB
ajase-2776	133	9	to	to	PART
ajase-2776	133	10	forecast	forecast	VERB
ajase-2776	133	11	the	the	DET
ajase-2776	133	12	series	series	NOUN
ajase-2776	133	13	based	base	VERB
ajase-2776	133	14	solely	solely	ADV
ajase-2776	133	15	on	on	ADP
ajase-2776	133	16	the	the	DET
ajase-2776	133	17	past	past	ADJ
ajase-2776	133	18	errors	error	NOUN
ajase-2776	133	19	in	in	ADP
ajase-2776	133	20	the	the	DET
ajase-2776	133	21	series	series	NOUN
ajase-2776	133	22	i.e.	i.e.	X
ajase-2776	133	23	,	,	PUNCT
ajase-2776	133	24	error	error	NOUN
ajase-2776	133	25	lags	lag	NOUN
ajase-2776	133	26	are	be	AUX
ajase-2776	133	27	called	call	VERB
ajase-2776	133	28	moving	move	VERB
ajase-2776	133	29	average	average	ADJ
ajase-2776	133	30	(	(	PUNCT
ajase-2776	133	31	ma	ma	NOUN
ajase-2776	133	32	)	)	PUNCT
ajase-2776	133	33	models	model	NOUN
ajase-2776	133	34	.	.	PUNCT
ajase-2776	134	1	in	in	ADP
ajase-2776	134	2	ma	ma	PROPN
ajase-2776	134	3	,	,	PUNCT
ajase-2776	134	4	the	the	DET
ajase-2776	134	5	forecasted	forecast	VERB
ajase-2776	134	6	value	value	NOUN
ajase-2776	134	7	‘	'	PUNCT
ajase-2776	134	8	y	y	NOUN
ajase-2776	134	9	’	'	PUNCT
ajase-2776	134	10	at	at	ADP
ajase-2776	134	11	a	a	DET
ajase-2776	134	12	time	time	NOUN
ajase-2776	134	13	‘	'	PUNCT
ajase-2776	134	14	t	t	NOUN
ajase-2776	134	15	’	'	PUNCT
ajase-2776	134	16	is	be	AUX
ajase-2776	134	17	the	the	DET
ajase-2776	134	18	function	function	NOUN
ajase-2776	134	19	of	of	ADP
ajase-2776	134	20	the	the	DET
ajase-2776	134	21	lags	lag	NOUN
ajase-2776	134	22	of	of	ADP
ajase-2776	134	23	its	its	PRON
ajase-2776	134	24	error	error	NOUN
ajase-2776	134	25	value	value	NOUN
ajase-2776	134	26	at	at	ADP
ajase-2776	134	27	the	the	DET
ajase-2776	134	28	time	time	NOUN
ajase-2776	134	29	‘	'	PUNCT
ajase-2776	134	30	t	t	NOUN
ajase-2776	134	31	’	'	PUNCT
ajase-2776	134	32	,	,	PUNCT
ajase-2776	134	33	yt	yt	PROPN
ajase-2776	134	34	=	=	SYM
ajase-2776	134	35	f(εt	f(εt	PROPN
ajase-2776	134	36	,	,	PUNCT
ajase-2776	134	37	ε(t-1	ε(t-1	ADJ
ajase-2776	134	38	)	)	PUNCT
ajase-2776	134	39	,	,	PUNCT
ajase-2776	134	40	ε(t-2	ε(t-2	PROPN
ajase-2776	134	41	)	)	PUNCT
ajase-2776	134	42	,	,	PUNCT
ajase-2776	134	43	ε(t-3	ε(t-3	PROPN
ajase-2776	134	44	)	)	PUNCT
ajase-2776	134	45	,	,	PUNCT
ajase-2776	134	46	…	…	PUNCT
ajase-2776	134	47	……	……	NOUN
ajase-2776	134	48	……	……	NOUN
ajase-2776	134	49	.	.	PUNCT
ajase-2776	134	50	)	)	PUNCT
ajase-2776	135	1	(	(	PUNCT
ajase-2776	135	2	11	11	X
ajase-2776	135	3	)	)	PUNCT
ajase-2776	135	4	the	the	DET
ajase-2776	135	5	model	model	NOUN
ajase-2776	135	6	ma(q	ma(q	PUNCT
ajase-2776	135	7	)	)	PUNCT
ajase-2776	135	8	can	can	AUX
ajase-2776	135	9	be	be	AUX
ajase-2776	135	10	mathematically	mathematically	ADV
ajase-2776	135	11	expressed	express	VERB
ajase-2776	135	12	as	as	ADP
ajase-2776	135	13	:	:	PUNCT
ajase-2776	135	14	yt	yt	PROPN
ajase-2776	135	15	=	=	SYM
ajase-2776	135	16	µ	µ	X
ajase-2776	135	17	+	+	CCONJ
ajase-2776	135	18	εt	εt	PROPN
ajase-2776	135	19	+	+	CCONJ
ajase-2776	135	20	θ1	θ1	NOUN
ajase-2776	135	21	*	*	PUNCT
ajase-2776	135	22	ε(t-1	ε(t-1	ADJ
ajase-2776	135	23	)	)	PUNCT
ajase-2776	136	1	+	+	CCONJ
ajase-2776	136	2	θ2	θ2	PROPN
ajase-2776	136	3	*	*	PUNCT
ajase-2776	136	4	ε(t-2	ε(t-2	PROPN
ajase-2776	136	5	)	)	PUNCT
ajase-2776	136	6	+	+	CCONJ
ajase-2776	136	7	θ3	θ3	NOUN
ajase-2776	136	8	*	*	PUNCT
ajase-2776	136	9	ε(t-3	ε(t-3	PROPN
ajase-2776	136	10	)	)	PUNCT
ajase-2776	137	1	+	+	CCONJ
ajase-2776	137	2	θ4	θ4	NOUN
ajase-2776	137	3	*	*	PUNCT
ajase-2776	137	4	ε(t-4	ε(t-4	NOUN
ajase-2776	137	5	)	)	PUNCT
ajase-2776	138	1	+	+	CCONJ
ajase-2776	138	2	…	…	PUNCT
ajase-2776	138	3	…	…	PUNCT
ajase-2776	138	4	.+	.+	NOUN
ajase-2776	138	5	θq	θq	ADP
ajase-2776	138	6	*	*	PUNCT
ajase-2776	138	7	ε(t	ε(t	X
ajase-2776	138	8	-	-	PUNCT
ajase-2776	138	9	q	q	NOUN
ajase-2776	138	10	)	)	PUNCT
ajase-2776	138	11	(	(	PUNCT
ajase-2776	138	12	12	12	NUM
ajase-2776	138	13	)	)	PUNCT
ajase-2776	138	14	where	where	SCONJ
ajase-2776	138	15	:	:	PUNCT
ajase-2776	138	16	yt	yt	NOUN
ajase-2776	138	17	represents	represent	VERB
ajase-2776	138	18	time	time	NOUN
ajase-2776	138	19	series	series	PROPN
ajase-2776	138	20	data	datum	NOUN
ajase-2776	138	21	at	at	ADP
ajase-2776	138	22	time	time	NOUN
ajase-2776	138	23	t	t	PROPN
ajase-2776	138	24	and	and	CCONJ
ajase-2776	138	25	the	the	DET
ajase-2776	138	26	current	current	ADJ
ajase-2776	138	27	value	value	NOUN
ajase-2776	138	28	we	we	PRON
ajase-2776	138	29	are	be	AUX
ajase-2776	138	30	trying	try	VERB
ajase-2776	138	31	to	to	PART
ajase-2776	138	32	model	model	VERB
ajase-2776	138	33	,	,	PUNCT
ajase-2776	138	34	µ	µ	X
ajase-2776	138	35	is	be	AUX
ajase-2776	138	36	the	the	DET
ajase-2776	138	37	mean	mean	NOUN
ajase-2776	138	38	of	of	ADP
ajase-2776	138	39	the	the	DET
ajase-2776	138	40	time	time	NOUN
ajase-2776	138	41	series	series	PROPN
ajase-2776	138	42	data	data	PROPN
ajase-2776	138	43	and	and	CCONJ
ajase-2776	138	44	the	the	DET
ajase-2776	138	45	expected	expect	VERB
ajase-2776	138	46	value	value	NOUN
ajase-2776	138	47	of	of	ADP
ajase-2776	138	48	yt	yt	NOUN
ajase-2776	138	49	when	when	SCONJ
ajase-2776	138	50	all	all	DET
ajase-2776	138	51	other	other	ADJ
ajase-2776	138	52	terms	term	NOUN
ajase-2776	138	53	in	in	ADP
ajase-2776	138	54	the	the	DET
ajase-2776	138	55	equation	equation	NOUN
ajase-2776	138	56	are	be	AUX
ajase-2776	138	57	zero	zero	NUM
ajase-2776	138	58	,	,	PUNCT
ajase-2776	138	59	εt	εt	PROPN
ajase-2776	138	60	is	be	AUX
ajase-2776	138	61	the	the	DET
ajase-2776	138	62	error	error	NOUN
ajase-2776	138	63	term	term	NOUN
ajase-2776	138	64	at	at	ADP
ajase-2776	138	65	time	time	NOUN
ajase-2776	138	66	t	t	PROPN
ajase-2776	138	67	and	and	CCONJ
ajase-2776	138	68	represents	represent	VERB
ajase-2776	138	69	the	the	DET
ajase-2776	138	70	deviation	deviation	NOUN
ajase-2776	138	71	of	of	ADP
ajase-2776	138	72	the	the	DET
ajase-2776	138	73	actual	actual	ADJ
ajase-2776	138	74	value	value	NOUN
ajase-2776	138	75	from	from	ADP
ajase-2776	138	76	the	the	DET
ajase-2776	138	77	predicted	predict	VERB
ajase-2776	138	78	value	value	NOUN
ajase-2776	138	79	based	base	VERB
ajase-2776	138	80	on	on	ADP
ajase-2776	138	81	the	the	DET
ajase-2776	138	82	model	model	NOUN
ajase-2776	138	83	,	,	PUNCT
ajase-2776	138	84	and	and	CCONJ
ajase-2776	138	85	θ	θ	PROPN
ajase-2776	138	86	represents	represent	VERB
ajase-2776	138	87	the	the	DET
ajase-2776	138	88	weight	weight	NOUN
ajase-2776	138	89	assigned	assign	VERB
ajase-2776	138	90	to	to	ADP
ajase-2776	138	91	the	the	DET
ajase-2776	138	92	lagged	lag	VERB
ajase-2776	138	93	error	error	NOUN
ajase-2776	138	94	terms	term	NOUN
ajase-2776	138	95	in	in	ADP
ajase-2776	138	96	the	the	DET
ajase-2776	138	97	model	model	NOUN
ajase-2776	138	98	.	.	PUNCT
ajase-2776	139	1	ma	ma	PROPN
ajase-2776	139	2	models	model	NOUN
ajase-2776	139	3	that	that	PRON
ajase-2776	139	4	depend	depend	VERB
ajase-2776	139	5	upon	upon	SCONJ
ajase-2776	139	6	only	only	ADV
ajase-2776	139	7	one	one	NUM
ajase-2776	139	8	error	error	NOUN
ajase-2776	139	9	lag	lag	NOUN
ajase-2776	139	10	are	be	AUX
ajase-2776	139	11	called	call	VERB
ajase-2776	139	12	first	first	ADJ
ajase-2776	139	13	-	-	PUNCT
ajase-2776	139	14	order	order	NOUN
ajase-2776	139	15	ma	ma	PROPN
ajase-2776	139	16	models	model	NOUN
ajase-2776	139	17	,	,	PUNCT
ajase-2776	139	18	denoted	denote	VERB
ajase-2776	139	19	by	by	ADP
ajase-2776	139	20	ma(1	ma(1	NOUN
ajase-2776	139	21	):	):	PUNCT
ajase-2776	139	22	yt	yt	PROPN
ajase-2776	139	23	=	=	SYM
ajase-2776	139	24	µ	µ	X
ajase-2776	139	25	+	+	CCONJ
ajase-2776	139	26	εt	εt	PROPN
ajase-2776	139	27	+	+	CCONJ
ajase-2776	139	28	θ1	θ1	NOUN
ajase-2776	139	29	*	*	PUNCT
ajase-2776	139	30	ε(t-1	ε(t-1	PROPN
ajase-2776	139	31	)	)	PUNCT
ajase-2776	139	32	(	(	PUNCT
ajase-2776	139	33	13	13	NUM
ajase-2776	139	34	)	)	PUNCT
ajase-2776	139	35	the	the	DET
ajase-2776	139	36	second	second	ADJ
ajase-2776	139	37	-	-	PUNCT
ajase-2776	139	38	order	order	NOUN
ajase-2776	139	39	ma	ma	PROPN
ajase-2776	139	40	model	model	PROPN
ajase-2776	139	41	,	,	PUNCT
ajase-2776	139	42	denoted	denote	VERB
ajase-2776	139	43	by	by	ADP
ajase-2776	139	44	ma(2	ma(2	PROPN
ajase-2776	139	45	)	)	PUNCT
ajase-2776	139	46	is	be	AUX
ajase-2776	139	47	:	:	PUNCT
ajase-2776	139	48	yt	yt	PROPN
ajase-2776	139	49	=	=	SYM
ajase-2776	139	50	µ	µ	X
ajase-2776	139	51	+	+	CCONJ
ajase-2776	139	52	εt	εt	PROPN
ajase-2776	139	53	+	+	CCONJ
ajase-2776	139	54	θ1	θ1	NOUN
ajase-2776	139	55	*	*	PUNCT
ajase-2776	139	56	ε(t-1	ε(t-1	ADJ
ajase-2776	139	57	)	)	PUNCT
ajase-2776	139	58	+	+	CCONJ
ajase-2776	139	59	θ2	θ2	PROPN
ajase-2776	139	60	*	*	PUNCT
ajase-2776	139	61	ε(t-2	ε(t-2	PROPN
ajase-2776	139	62	)	)	PUNCT
ajase-2776	139	63	(	(	PUNCT
ajase-2776	139	64	14	14	NUM
ajase-2776	139	65	)	)	PUNCT
ajase-2776	139	66	moving	move	VERB
ajase-2776	139	67	average	average	ADJ
ajase-2776	139	68	models	model	NOUN
ajase-2776	139	69	are	be	AUX
ajase-2776	139	70	the	the	DET
ajase-2776	139	71	short	short	ADJ
ajase-2776	139	72	memory	memory	NOUN
ajase-2776	139	73	models	model	NOUN
ajase-2776	139	74	since	since	SCONJ
ajase-2776	139	75	the	the	DET
ajase-2776	139	76	errors	error	NOUN
ajase-2776	139	77	in	in	ADP
ajase-2776	139	78	them	they	PRON
ajase-2776	139	79	do	do	VERB
ajase-2776	139	80	n’t	not	PART
ajase-2776	139	81	last	last	VERB
ajase-2776	139	82	long	long	ADV
ajase-2776	139	83	into	into	ADP
ajase-2776	139	84	the	the	DET
ajase-2776	139	85	future	future	NOUN
ajase-2776	139	86	.	.	PUNCT
ajase-2776	140	1	auto	auto	NOUN
ajase-2776	140	2	-	-	PUNCT
ajase-2776	140	3	regressive	regressive	ADJ
ajase-2776	140	4	moving	move	VERB
ajase-2776	140	5	average	average	ADJ
ajase-2776	140	6	(	(	PUNCT
ajase-2776	140	7	arma	arma	NOUN
ajase-2776	140	8	)	)	PUNCT
ajase-2776	140	9	model	model	NOUN
ajase-2776	140	10	arma	arma	PROPN
ajase-2776	140	11	is	be	AUX
ajase-2776	140	12	the	the	DET
ajase-2776	140	13	combination	combination	NOUN
ajase-2776	140	14	of	of	ADP
ajase-2776	140	15	ar	ar	NOUN
ajase-2776	140	16	and	and	CCONJ
ajase-2776	140	17	ma	ma	PROPN
ajase-2776	140	18	models	model	NOUN
ajase-2776	140	19	and	and	CCONJ
ajase-2776	140	20	is	be	AUX
ajase-2776	140	21	used	use	VERB
ajase-2776	140	22	to	to	PART
ajase-2776	140	23	describe	describe	VERB
ajase-2776	140	24	the	the	DET
ajase-2776	140	25	behavior	behavior	NOUN
ajase-2776	140	26	of	of	ADP
ajase-2776	140	27	the	the	DET
ajase-2776	140	28	time	time	NOUN
ajase-2776	140	29	series	series	NOUN
ajase-2776	140	30	and	and	CCONJ
ajase-2776	140	31	to	to	PART
ajase-2776	140	32	forecast	forecast	VERB
ajase-2776	140	33	future	future	ADJ
ajase-2776	140	34	values	value	NOUN
ajase-2776	140	35	based	base	VERB
ajase-2776	140	36	on	on	ADP
ajase-2776	140	37	historical	historical	ADJ
ajase-2776	140	38	data	datum	NOUN
ajase-2776	140	39	.	.	PUNCT
ajase-2776	141	1	the	the	DET
ajase-2776	141	2	arma(p	arma(p	PROPN
ajase-2776	141	3	,	,	PUNCT
ajase-2776	141	4	q	q	NOUN
ajase-2776	141	5	)	)	PUNCT
ajase-2776	141	6	model	model	NOUN
ajase-2776	141	7	can	can	AUX
ajase-2776	141	8	be	be	AUX
ajase-2776	141	9	mathematically	mathematically	ADV
ajase-2776	141	10	represented	represent	VERB
ajase-2776	141	11	as	as	ADP
ajase-2776	141	12	:	:	PUNCT
ajase-2776	141	13	yt	yt	PROPN
ajase-2776	141	14	=	=	PUNCT
ajase-2776	141	15	c	c	PROPN
ajase-2776	141	16	+	+	CCONJ
ajase-2776	141	17	β1	β1	PROPN
ajase-2776	141	18	y(t-1	y(t-1	NOUN
ajase-2776	141	19	)	)	PUNCT
ajase-2776	142	1	+	+	CCONJ
ajase-2776	142	2	β2	β2	VERB
ajase-2776	142	3	y(t-2	y(t-2	PROPN
ajase-2776	142	4	)	)	PUNCT
ajase-2776	143	1	+	+	CCONJ
ajase-2776	143	2	β3	β3	VERB
ajase-2776	143	3	y(t-3	y(t-3	NOUN
ajase-2776	143	4	)	)	PUNCT
ajase-2776	144	1	+	+	CCONJ
ajase-2776	144	2	…	…	PUNCT
ajase-2776	144	3	.	.	PUNCT
ajase-2776	145	1	……	……	NOUN
ajase-2776	145	2	..	..	PUNCT
ajase-2776	145	3	…	…	PUNCT
ajase-2776	146	1	+	+	CCONJ
ajase-2776	146	2	βp	βp	NUM
ajase-2776	146	3	y(t	y(t	NOUN
ajase-2776	146	4	-	-	PUNCT
ajase-2776	146	5	p	p	NOUN
ajase-2776	146	6	)	)	PUNCT
ajase-2776	146	7	+	+	NUM
ajase-2776	146	8	θ1	θ1	NOUN
ajase-2776	146	9	*	*	PUNCT
ajase-2776	146	10	ε(t-1	ε(t-1	ADJ
ajase-2776	146	11	)	)	PUNCT
ajase-2776	147	1	+	+	CCONJ
ajase-2776	147	2	θ2	θ2	PROPN
ajase-2776	147	3	*	*	PUNCT
ajase-2776	147	4	ε(t-2	ε(t-2	PROPN
ajase-2776	147	5	)	)	PUNCT
ajase-2776	147	6	+	+	CCONJ
ajase-2776	147	7	θ3	θ3	NOUN
ajase-2776	147	8	*	*	PUNCT
ajase-2776	147	9	ε(t-3	ε(t-3	PROPN
ajase-2776	147	10	)	)	PUNCT
ajase-2776	148	1	+	+	CCONJ
ajase-2776	148	2	...	...	PUNCT
ajase-2776	149	1	…	…	PUNCT
ajase-2776	149	2	…	…	PUNCT
ajase-2776	149	3	……	……	PRON
ajase-2776	149	4	+	+	X
ajase-2776	149	5	θq	θq	PROPN
ajase-2776	149	6	*	*	PUNCT
ajase-2776	149	7	ε(t	ε(t	NOUN
ajase-2776	149	8	-	-	PUNCT
ajase-2776	149	9	q	q	NOUN
ajase-2776	149	10	)	)	PUNCT
ajase-2776	150	1	+	+	CCONJ
ajase-2776	150	2	εt	εt	PROPN
ajase-2776	150	3	(	(	PUNCT
ajase-2776	150	4	15	15	NUM
ajase-2776	150	5	)	)	PUNCT
ajase-2776	150	6	where	where	SCONJ
ajase-2776	150	7	:	:	PUNCT
ajase-2776	150	8	yt	yt	NOUN
ajase-2776	150	9	represents	represent	VERB
ajase-2776	150	10	time	time	NOUN
ajase-2776	150	11	series	series	PROPN
ajase-2776	150	12	data	datum	NOUN
ajase-2776	150	13	at	at	ADP
ajase-2776	150	14	time	time	NOUN
ajase-2776	150	15	t	t	PROPN
ajase-2776	150	16	and	and	CCONJ
ajase-2776	150	17	the	the	DET
ajase-2776	150	18	current	current	ADJ
ajase-2776	150	19	value	value	NOUN
ajase-2776	150	20	we	we	PRON
ajase-2776	150	21	are	be	AUX
ajase-2776	150	22	trying	try	VERB
ajase-2776	150	23	to	to	PART
ajase-2776	150	24	model	model	VERB
ajase-2776	150	25	,	,	PUNCT
ajase-2776	150	26	c	c	PROPN
ajase-2776	150	27	is	be	AUX
ajase-2776	150	28	a	a	DET
ajase-2776	150	29	constant	constant	ADJ
ajase-2776	150	30	term	term	NOUN
ajase-2776	150	31	,	,	PUNCT
ajase-2776	150	32	β1	β1	PROPN
ajase-2776	150	33	,	,	PUNCT
ajase-2776	150	34	β2	β2	NOUN
ajase-2776	150	35	,	,	PUNCT
ajase-2776	150	36	β3	β3	VERB
ajase-2776	150	37	,	,	PUNCT
ajase-2776	150	38	…	…	PUNCT
ajase-2776	150	39	…	…	PUNCT
ajase-2776	150	40	.	.	NUM
ajase-2776	150	41	,	,	PUNCT
ajase-2776	150	42	βp	βp	PROPN
ajase-2776	150	43	are	be	AUX
ajase-2776	150	44	the	the	DET
ajase-2776	150	45	coefficients	coefficient	NOUN
ajase-2776	150	46	of	of	ADP
ajase-2776	150	47	the	the	DET
ajase-2776	150	48	autoregressive	autoregressive	ADJ
ajase-2776	150	49	part	part	NOUN
ajase-2776	150	50	,	,	PUNCT
ajase-2776	150	51	θ1	θ1	NOUN
ajase-2776	150	52	,	,	PUNCT
ajase-2776	150	53	θ2	θ2	PROPN
ajase-2776	150	54	,	,	PUNCT
ajase-2776	150	55	θ3	θ3	PROPN
ajase-2776	150	56	,	,	PUNCT
ajase-2776	150	57	…	…	PUNCT
ajase-2776	150	58	…	…	PUNCT
ajase-2776	150	59	,	,	PUNCT
ajase-2776	150	60	θq	θq	PRON
ajase-2776	150	61	are	be	AUX
ajase-2776	150	62	the	the	DET
ajase-2776	150	63	coefficients	coefficient	NOUN
ajase-2776	150	64	of	of	ADP
ajase-2776	150	65	the	the	DET
ajase-2776	150	66	moving	move	VERB
ajase-2776	150	67	average	average	ADJ
ajase-2776	150	68	part	part	NOUN
ajase-2776	150	69	,	,	PUNCT
ajase-2776	150	70	and	and	CCONJ
ajase-2776	150	71	εt	εt	PROPN
ajase-2776	150	72	is	be	AUX
ajase-2776	150	73	the	the	DET
ajase-2776	150	74	error	error	NOUN
ajase-2776	150	75	term	term	NOUN
ajase-2776	150	76	at	at	ADP
ajase-2776	150	77	time	time	NOUN
ajase-2776	150	78	t.	t.	PROPN
ajase-2776	150	79	arma	arma	PROPN
ajase-2776	150	80	model	model	NOUN
ajase-2776	150	81	is	be	AUX
ajase-2776	150	82	purely	purely	ADV
ajase-2776	150	83	stationary	stationary	ADJ
ajase-2776	150	84	without	without	ADP
ajase-2776	150	85	difference	difference	NOUN
ajase-2776	150	86	and	and	CCONJ
ajase-2776	150	87	a	a	DET
ajase-2776	150	88	blend	blend	NOUN
ajase-2776	150	89	of	of	ADP
ajase-2776	150	90	ar	ar	NOUN
ajase-2776	150	91	and	and	CCONJ
ajase-2776	150	92	ma	ma	PROPN
ajase-2776	150	93	models	model	NOUN
ajase-2776	150	94	.	.	PUNCT
ajase-2776	151	1	auto	auto	NOUN
ajase-2776	151	2	-	-	PUNCT
ajase-2776	151	3	regressive	regressive	ADJ
ajase-2776	151	4	integrated	integrated	ADJ
ajase-2776	151	5	moving	move	VERB
ajase-2776	151	6	average	average	ADJ
ajase-2776	151	7	(	(	PUNCT
ajase-2776	151	8	arima	arima	PROPN
ajase-2776	151	9	)	)	PUNCT
ajase-2776	151	10	model	model	NOUN
ajase-2776	151	11	arima	arima	NOUN
ajase-2776	151	12	models	model	NOUN
ajase-2776	151	13	,	,	PUNCT
ajase-2776	151	14	also	also	ADV
ajase-2776	151	15	known	know	VERB
ajase-2776	151	16	as	as	ADP
ajase-2776	151	17	box	box	NOUN
ajase-2776	151	18	-	-	PUNCT
ajase-2776	151	19	jenkins	jenkin	NOUN
ajase-2776	151	20	models	model	NOUN
ajase-2776	151	21	(	(	PUNCT
ajase-2776	151	22	montgomery	montgomery	PROPN
ajase-2776	151	23	et	et	PROPN
ajase-2776	151	24	al	al	PROPN
ajase-2776	151	25	.	.	PROPN
ajase-2776	151	26	,	,	PUNCT
ajase-2776	151	27	2015	2015	NUM
ajase-2776	151	28	)	)	PUNCT
ajase-2776	151	29	,	,	PUNCT
ajase-2776	151	30	are	be	AUX
ajase-2776	151	31	a	a	DET
ajase-2776	151	32	statistical	statistical	ADJ
ajase-2776	151	33	method	method	NOUN
ajase-2776	151	34	useful	useful	ADJ
ajase-2776	151	35	for	for	ADP
ajase-2776	151	36	forecasting	forecasting	NOUN
ajase-2776	151	37	data	datum	NOUN
ajase-2776	151	38	based	base	VERB
ajase-2776	151	39	on	on	ADP
ajase-2776	151	40	their	their	PRON
ajase-2776	151	41	temporal	temporal	ADJ
ajase-2776	151	42	structures	structure	NOUN
ajase-2776	151	43	.	.	PUNCT
ajase-2776	152	1	this	this	DET
ajase-2776	152	2	model	model	NOUN
ajase-2776	152	3	is	be	AUX
ajase-2776	152	4	useful	useful	ADJ
ajase-2776	152	5	for	for	ADP
ajase-2776	152	6	analyzing	analyze	VERB
ajase-2776	152	7	and	and	CCONJ
ajase-2776	152	8	forecasting	forecasting	NOUN
ajase-2776	152	9	time	time	NOUN
ajase-2776	152	10	series	series	PROPN
ajase-2776	152	11	exhibiting	exhibit	VERB
ajase-2776	152	12	trends	trend	NOUN
ajase-2776	152	13	and	and	CCONJ
ajase-2776	152	14	seasonal	seasonal	ADJ
ajase-2776	152	15	patterns	pattern	NOUN
ajase-2776	152	16	.	.	PUNCT
ajase-2776	153	1	it	it	PRON
ajase-2776	153	2	is	be	AUX
ajase-2776	153	3	,	,	PUNCT
ajase-2776	153	4	in	in	ADP
ajase-2776	153	5	simple	simple	ADJ
ajase-2776	153	6	terms	term	NOUN
ajase-2776	153	7	,	,	PUNCT
ajase-2776	153	8	an	an	DET
ajase-2776	153	9	integration	integration	NOUN
ajase-2776	153	10	of	of	ADP
ajase-2776	153	11	the	the	DET
ajase-2776	153	12	auto	auto	NOUN
ajase-2776	153	13	regression	regression	NOUN
ajase-2776	153	14	and	and	CCONJ
ajase-2776	153	15	moving	move	VERB
ajase-2776	153	16	average	average	ADJ
ajase-2776	153	17	model	model	NOUN
ajase-2776	153	18	with	with	ADP
ajase-2776	153	19	differencing	differencing	NOUN
ajase-2776	153	20	made	make	VERB
ajase-2776	153	21	to	to	PART
ajase-2776	153	22	make	make	VERB
ajase-2776	153	23	the	the	DET
ajase-2776	153	24	time	time	NOUN
ajase-2776	153	25	series	series	PROPN
ajase-2776	153	26	stationary	stationary	PROPN
ajase-2776	153	27	.	.	PUNCT
ajase-2776	154	1	its	its	PRON
ajase-2776	154	2	parameters	parameter	NOUN
ajase-2776	154	3	can	can	AUX
ajase-2776	154	4	be	be	AUX
ajase-2776	154	5	represented	represent	VERB
ajase-2776	154	6	as	as	ADP
ajase-2776	154	7	(	(	PUNCT
ajase-2776	154	8	p	p	X
ajase-2776	154	9	,	,	PUNCT
ajase-2776	154	10	d	d	NOUN
ajase-2776	154	11	,	,	PUNCT
ajase-2776	154	12	q	q	NOUN
ajase-2776	154	13	)	)	PUNCT
ajase-2776	154	14	and	and	CCONJ
ajase-2776	154	15	can	can	AUX
ajase-2776	154	16	be	be	AUX
ajase-2776	154	17	expressed	express	VERB
ajase-2776	154	18	as	as	ADP
ajase-2776	154	19	arima	arima	PROPN
ajase-2776	154	20	(	(	PUNCT
ajase-2776	154	21	p	p	X
ajase-2776	154	22	,	,	PUNCT
ajase-2776	154	23	d	d	NOUN
ajase-2776	154	24	,	,	PUNCT
ajase-2776	154	25	q	q	NOUN
ajase-2776	154	26	)	)	PUNCT
ajase-2776	154	27	,	,	PUNCT
ajase-2776	154	28	where	where	SCONJ
ajase-2776	154	29	,	,	PUNCT
ajase-2776	154	30	p	p	NOUN
ajase-2776	154	31	=	=	NOUN
ajase-2776	154	32	number	number	NOUN
ajase-2776	154	33	of	of	ADP
ajase-2776	154	34	lag	lag	NOUN
ajase-2776	154	35	observations	observation	NOUN
ajase-2776	154	36	or	or	CCONJ
ajase-2776	154	37	the	the	DET
ajase-2776	154	38	order	order	NOUN
ajase-2776	154	39	for	for	ADP
ajase-2776	154	40	the	the	DET
ajase-2776	154	41	autoregression	autoregression	NOUN
ajase-2776	154	42	,	,	PUNCT
ajase-2776	154	43	d	d	NOUN
ajase-2776	154	44	=	=	PUNCT
ajase-2776	154	45	order	order	NOUN
ajase-2776	154	46	of	of	ADP
ajase-2776	154	47	differencing	differencing	NOUN
ajase-2776	154	48	made	make	VERB
ajase-2776	154	49	to	to	PART
ajase-2776	154	50	make	make	VERB
ajase-2776	154	51	the	the	DET
ajase-2776	154	52	data	datum	NOUN
ajase-2776	154	53	stationary	stationary	ADJ
ajase-2776	154	54	for	for	ADP
ajase-2776	154	55	the	the	DET
ajase-2776	154	56	non	non	ADJ
ajase-2776	154	57	-	-	ADJ
ajase-2776	154	58	stationary	stationary	ADJ
ajase-2776	154	59	series	series	NOUN
ajase-2776	154	60	,	,	PUNCT
ajase-2776	154	61	and	and	CCONJ
ajase-2776	154	62	q	q	NOUN
ajase-2776	154	63	=	=	NOUN
ajase-2776	154	64	order	order	NOUN
ajase-2776	154	65	of	of	ADP
ajase-2776	154	66	the	the	DET
ajase-2776	154	67	moving	move	VERB
ajase-2776	154	68	average	average	NOUN
ajase-2776	154	69	.	.	PUNCT
ajase-2776	155	1	seasonal	seasonal	ADJ
ajase-2776	155	2	auto	auto	NOUN
ajase-2776	155	3	-	-	PUNCT
ajase-2776	155	4	regressive	regressive	ADJ
ajase-2776	155	5	integrated	integrated	ADJ
ajase-2776	155	6	moving	move	VERB
ajase-2776	155	7	average	average	ADJ
ajase-2776	155	8	(	(	PUNCT
ajase-2776	155	9	sarima	sarima	NOUN
ajase-2776	155	10	)	)	PUNCT
ajase-2776	155	11	model	model	NOUN
ajase-2776	155	12	a	a	DET
ajase-2776	155	13	widely	widely	ADV
ajase-2776	155	14	used	use	VERB
ajase-2776	155	15	variation	variation	NOUN
ajase-2776	155	16	of	of	ADP
ajase-2776	155	17	the	the	DET
ajase-2776	155	18	arima	arima	PROPN
ajase-2776	155	19	model	model	NOUN
ajase-2776	155	20	called	call	VERB
ajase-2776	155	21	the	the	DET
ajase-2776	155	22	sarima	sarima	NOUN
ajase-2776	155	23	model	model	NOUN
ajase-2776	155	24	(	(	PUNCT
ajase-2776	155	25	chen	chen	PROPN
ajase-2776	155	26	et	et	PROPN
ajase-2776	155	27	al	al	PROPN
ajase-2776	155	28	.	.	PROPN
ajase-2776	155	29	,	,	PUNCT
ajase-2776	155	30	2018	2018	NUM
ajase-2776	155	31	)	)	PUNCT
ajase-2776	155	32	was	be	AUX
ajase-2776	155	33	proposed	propose	VERB
ajase-2776	155	34	by	by	ADP
ajase-2776	155	35	box	box	PROPN
ajase-2776	155	36	and	and	CCONJ
ajase-2776	155	37	jenkins	jenkin	NOUN
ajase-2776	155	38	.	.	PUNCT
ajase-2776	156	1	this	this	DET
ajase-2776	156	2	model	model	NOUN
ajase-2776	156	3	shows	show	VERB
ajase-2776	156	4	the	the	DET
ajase-2776	156	5	significance	significance	NOUN
ajase-2776	156	6	of	of	ADP
ajase-2776	156	7	seasonality	seasonality	NOUN
ajase-2776	156	8	(	(	PUNCT
ajase-2776	156	9	vaswani	vaswani	X
ajase-2776	156	10	et	et	PROPN
ajase-2776	156	11	al	al	PROPN
ajase-2776	156	12	.	.	PROPN
ajase-2776	156	13	,	,	PUNCT
ajase-2776	156	14	2023	2023	NUM
ajase-2776	156	15	)	)	PUNCT
ajase-2776	156	16	.	.	PUNCT
ajase-2776	157	1	it	it	PRON
ajase-2776	157	2	integrates	integrate	VERB
ajase-2776	157	3	both	both	CCONJ
ajase-2776	157	4	the	the	DET
ajase-2776	157	5	seasonal	seasonal	ADJ
ajase-2776	157	6	and	and	CCONJ
ajase-2776	157	7	non	non	ADJ
ajase-2776	157	8	-	-	ADJ
ajase-2776	157	9	seasonal	seasonal	ADJ
ajase-2776	157	10	components	component	NOUN
ajase-2776	157	11	(	(	PUNCT
ajase-2776	157	12	adams	adams	PROPN
ajase-2776	157	13	et	et	PROPN
ajase-2776	157	14	al	al	PROPN
ajase-2776	157	15	.	.	PROPN
ajase-2776	157	16	,	,	PUNCT
ajase-2776	157	17	2019	2019	NUM
ajase-2776	157	18	)	)	PUNCT
ajase-2776	157	19	and	and	CCONJ
ajase-2776	157	20	can	can	AUX
ajase-2776	157	21	be	be	AUX
ajase-2776	157	22	represented	represent	VERB
ajase-2776	157	23	as	as	ADP
ajase-2776	157	24	:	:	PUNCT
ajase-2776	157	25	arima	arima	PROPN
ajase-2776	157	26	(	(	PUNCT
ajase-2776	157	27	p	p	X
ajase-2776	157	28	,	,	PUNCT
ajase-2776	157	29	d	d	NOUN
ajase-2776	157	30	,	,	PUNCT
ajase-2776	157	31	q	q	NOUN
ajase-2776	157	32	)	)	PUNCT
ajase-2776	157	33	(	(	PUNCT
ajase-2776	157	34	p	p	X
ajase-2776	157	35	,	,	PUNCT
ajase-2776	157	36	d	d	PROPN
ajase-2776	157	37	,	,	PUNCT
ajase-2776	157	38	q)(s	q)(s	PROPN
ajase-2776	157	39	)	)	PUNCT
ajase-2776	157	40	,	,	PUNCT
ajase-2776	157	41	where	where	SCONJ
ajase-2776	157	42	,	,	PUNCT
ajase-2776	157	43	p	p	NOUN
ajase-2776	157	44	=	=	PUNCT
ajase-2776	157	45	non	non	ADJ
ajase-2776	157	46	-	-	ADJ
ajase-2776	157	47	seasonal	seasonal	ADJ
ajase-2776	157	48	auto	auto	NOUN
ajase-2776	157	49	regression	regression	NOUN
ajase-2776	157	50	order	order	NOUN
ajase-2776	157	51	,	,	PUNCT
ajase-2776	158	1	d	d	X
ajase-2776	158	2	=	=	SYM
ajase-2776	158	3	non	non	ADJ
ajase-2776	158	4	-	-	ADJ
ajase-2776	158	5	seasonal	seasonal	ADJ
ajase-2776	158	6	differencing	differencing	NOUN
ajase-2776	158	7	order	order	NOUN
ajase-2776	158	8	,	,	PUNCT
ajase-2776	158	9	q	q	NOUN
ajase-2776	158	10	=	=	PUNCT
ajase-2776	158	11	nonseasonal	nonseasonal	ADJ
ajase-2776	158	12	moving	move	VERB
ajase-2776	158	13	average	average	ADJ
ajase-2776	158	14	order	order	NOUN
ajase-2776	158	15	.	.	PUNCT
ajase-2776	159	1	similarly	similarly	ADV
ajase-2776	159	2	,	,	PUNCT
ajase-2776	159	3	p	p	NOUN
ajase-2776	159	4	=	=	PROPN
ajase-2776	159	5	seasonal	seasonal	ADJ
ajase-2776	159	6	auto	auto	NOUN
ajase-2776	159	7	regression	regression	NOUN
ajase-2776	159	8	order	order	NOUN
ajase-2776	159	9	,	,	PUNCT
ajase-2776	159	10	d	d	NOUN
ajase-2776	159	11	=	=	PUNCT
ajase-2776	159	12	seasonal	seasonal	ADJ
ajase-2776	159	13	differencing	differencing	NOUN
ajase-2776	159	14	order	order	NOUN
ajase-2776	159	15	,	,	PUNCT
ajase-2776	159	16	q	q	NOUN
ajase-2776	159	17	=	=	PUNCT
ajase-2776	159	18	seasonal	seasonal	ADJ
ajase-2776	159	19	moving	move	VERB
ajase-2776	159	20	average	average	ADJ
ajase-2776	159	21	order	order	NOUN
ajase-2776	159	22	,	,	PUNCT
ajase-2776	159	23	and	and	CCONJ
ajase-2776	159	24	s	s	NOUN
ajase-2776	159	25	=	=	NOUN
ajase-2776	159	26	period	period	NOUN
ajase-2776	159	27	in	in	ADP
ajase-2776	159	28	a	a	DET
ajase-2776	159	29	seasonal	seasonal	ADJ
ajase-2776	159	30	pattern	pattern	NOUN
ajase-2776	159	31	.	.	PUNCT
ajase-2776	160	1	pa	pa	PROPN
ajase-2776	160	2	ge	ge	PROPN
ajase-2776	160	3	12	12	NUM
ajase-2776	160	4	8	8	NUM
ajase-2776	160	5	https://journals.e-palli.com/home/index.php/ajase	https://journals.e-palli.com/home/index.php/ajase	PROPN
ajase-2776	160	6	am	am	NOUN
ajase-2776	160	7	.	.	PUNCT
ajase-2776	161	1	j.	j.	PROPN
ajase-2776	161	2	appl	appl	PROPN
ajase-2776	161	3	.	.	PROPN
ajase-2776	162	1	stat	stat	PROPN
ajase-2776	162	2	.	.	PUNCT
ajase-2776	163	1	econ	econ	PROPN
ajase-2776	163	2	.	.	PUNCT
ajase-2776	164	1	3(1	3(1	NUM
ajase-2776	164	2	)	)	PUNCT
ajase-2776	164	3	124	124	NUM
ajase-2776	164	4	-	-	SYM
ajase-2776	164	5	135	135	NUM
ajase-2776	164	6	,	,	PUNCT
ajase-2776	164	7	2024	2024	NUM
ajase-2776	164	8	box	box	NOUN
ajase-2776	164	9	-	-	PUNCT
ajase-2776	164	10	jenkins	jenkin	NOUN
ajase-2776	164	11	approach	approach	VERB
ajase-2776	164	12	the	the	DET
ajase-2776	164	13	box	box	NOUN
ajase-2776	164	14	-	-	PUNCT
ajase-2776	164	15	jenkins	jenkin	NOUN
ajase-2776	164	16	approach	approach	NOUN
ajase-2776	164	17	to	to	ADP
ajase-2776	164	18	modeling	modeling	NOUN
ajase-2776	164	19	was	be	AUX
ajase-2776	164	20	developed	develop	VERB
ajase-2776	164	21	by	by	ADP
ajase-2776	164	22	george	george	PROPN
ajase-2776	164	23	box	box	PROPN
ajase-2776	164	24	and	and	CCONJ
ajase-2776	164	25	gwilym	gwilym	PROPN
ajase-2776	164	26	jenkins	jenkin	NOUN
ajase-2776	164	27	in	in	ADP
ajase-2776	164	28	the	the	DET
ajase-2776	164	29	early	early	ADJ
ajase-2776	164	30	1970s	1970	NOUN
ajase-2776	164	31	.	.	PUNCT
ajase-2776	165	1	this	this	DET
ajase-2776	165	2	methodology	methodology	NOUN
ajase-2776	165	3	consists	consist	VERB
ajase-2776	165	4	of	of	ADP
ajase-2776	165	5	three	three	NUM
ajase-2776	165	6	major	major	ADJ
ajase-2776	165	7	stages	stage	NOUN
ajase-2776	165	8	:	:	PUNCT
ajase-2776	165	9	identification	identification	NOUN
ajase-2776	165	10	,	,	PUNCT
ajase-2776	165	11	estimation	estimation	NOUN
ajase-2776	165	12	,	,	PUNCT
ajase-2776	165	13	and	and	CCONJ
ajase-2776	165	14	diagnostic	diagnostic	ADJ
ajase-2776	165	15	checking	checking	NOUN
ajase-2776	165	16	.	.	PUNCT
ajase-2776	166	1	at	at	ADP
ajase-2776	166	2	the	the	DET
ajase-2776	166	3	identification	identification	NOUN
ajase-2776	166	4	stage	stage	NOUN
ajase-2776	166	5	,	,	PUNCT
ajase-2776	166	6	stationarity	stationarity	NOUN
ajase-2776	166	7	is	be	AUX
ajase-2776	166	8	checked	check	VERB
ajase-2776	166	9	.	.	PUNCT
ajase-2776	167	1	the	the	DET
ajase-2776	167	2	process	process	NOUN
ajase-2776	167	3	advances	advance	VERB
ajase-2776	167	4	to	to	ADP
ajase-2776	167	5	model	model	NOUN
ajase-2776	167	6	estimation	estimation	NOUN
ajase-2776	167	7	if	if	SCONJ
ajase-2776	167	8	the	the	DET
ajase-2776	167	9	data	data	NOUN
ajase-2776	167	10	is	be	AUX
ajase-2776	167	11	stationary	stationary	ADJ
ajase-2776	167	12	;	;	PUNCT
ajase-2776	167	13	otherwise	otherwise	ADV
ajase-2776	167	14	,	,	PUNCT
ajase-2776	167	15	the	the	DET
ajase-2776	167	16	data	datum	NOUN
ajase-2776	167	17	is	be	AUX
ajase-2776	167	18	transformed	transform	VERB
ajase-2776	167	19	to	to	PART
ajase-2776	167	20	make	make	VERB
ajase-2776	167	21	it	it	PRON
ajase-2776	167	22	stationary	stationary	ADJ
ajase-2776	167	23	through	through	ADP
ajase-2776	167	24	decomposition	decomposition	NOUN
ajase-2776	167	25	and	and	CCONJ
ajase-2776	167	26	differencing	difference	VERB
ajase-2776	167	27	methods	method	NOUN
ajase-2776	167	28	.	.	PUNCT
ajase-2776	168	1	the	the	DET
ajase-2776	168	2	autocorrelation	autocorrelation	NOUN
ajase-2776	168	3	function	function	NOUN
ajase-2776	168	4	(	(	PUNCT
ajase-2776	168	5	acf	acf	PROPN
ajase-2776	168	6	)	)	PUNCT
ajase-2776	168	7	and	and	CCONJ
ajase-2776	168	8	partial	partial	ADJ
ajase-2776	168	9	auto	auto	NOUN
ajase-2776	168	10	-	-	PUNCT
ajase-2776	168	11	correlation	correlation	NOUN
ajase-2776	168	12	functions	function	NOUN
ajase-2776	168	13	(	(	PUNCT
ajase-2776	168	14	pacfs	pacfs	NOUN
ajase-2776	168	15	)	)	PUNCT
ajase-2776	168	16	are	be	AUX
ajase-2776	168	17	visualized	visualize	VERB
ajase-2776	168	18	in	in	ADP
ajase-2776	168	19	this	this	DET
ajase-2776	168	20	stage	stage	NOUN
ajase-2776	168	21	.	.	PUNCT
ajase-2776	169	1	after	after	ADP
ajase-2776	169	2	identifying	identify	VERB
ajase-2776	169	3	the	the	DET
ajase-2776	169	4	model	model	NOUN
ajase-2776	169	5	structure	structure	NOUN
ajase-2776	169	6	,	,	PUNCT
ajase-2776	169	7	parameters	parameter	NOUN
ajase-2776	169	8	for	for	ADP
ajase-2776	169	9	the	the	DET
ajase-2776	169	10	model	model	NOUN
ajase-2776	169	11	are	be	AUX
ajase-2776	169	12	estimated	estimate	VERB
ajase-2776	169	13	by	by	ADP
ajase-2776	169	14	testing	test	VERB
ajase-2776	169	15	least	least	ADJ
ajase-2776	169	16	squares	square	NOUN
ajase-2776	169	17	estimation	estimation	NOUN
ajase-2776	169	18	,	,	PUNCT
ajase-2776	169	19	such	such	ADJ
ajase-2776	169	20	as	as	ADP
ajase-2776	169	21	mean	mean	ADJ
ajase-2776	169	22	error	error	NOUN
ajase-2776	169	23	(	(	PUNCT
ajase-2776	169	24	me	i	PRON
ajase-2776	169	25	)	)	PUNCT
ajase-2776	169	26	,	,	PUNCT
ajase-2776	169	27	root	root	NOUN
ajase-2776	169	28	mean	mean	VERB
ajase-2776	169	29	squared	square	VERB
ajase-2776	169	30	error	error	NOUN
ajase-2776	169	31	(	(	PUNCT
ajase-2776	169	32	rmse	rmse	NOUN
ajase-2776	169	33	)	)	PUNCT
ajase-2776	169	34	,	,	PUNCT
ajase-2776	169	35	mean	mean	VERB
ajase-2776	169	36	absolute	absolute	ADJ
ajase-2776	169	37	error	error	NOUN
ajase-2776	169	38	(	(	PUNCT
ajase-2776	169	39	mae	mae	PROPN
ajase-2776	169	40	)	)	PUNCT
ajase-2776	169	41	,	,	PUNCT
ajase-2776	169	42	mean	mean	VERB
ajase-2776	169	43	percentage	percentage	NOUN
ajase-2776	169	44	error	error	NOUN
ajase-2776	169	45	(	(	PUNCT
ajase-2776	169	46	mpe	mpe	NOUN
ajase-2776	169	47	)	)	PUNCT
ajase-2776	169	48	,	,	PUNCT
ajase-2776	169	49	mean	mean	VERB
ajase-2776	169	50	absolute	absolute	ADJ
ajase-2776	169	51	percentage	percentage	NOUN
ajase-2776	169	52	error	error	NOUN
ajase-2776	169	53	(	(	PUNCT
ajase-2776	169	54	mape	mape	NOUN
ajase-2776	169	55	)	)	PUNCT
ajase-2776	169	56	,	,	PUNCT
ajase-2776	169	57	and	and	CCONJ
ajase-2776	169	58	mean	mean	VERB
ajase-2776	169	59	absolute	absolute	ADJ
ajase-2776	169	60	scale	scale	NOUN
ajase-2776	169	61	error	error	NOUN
ajase-2776	169	62	(	(	PUNCT
ajase-2776	169	63	mase	mase	PROPN
ajase-2776	169	64	)	)	PUNCT
ajase-2776	169	65	.	.	PUNCT
ajase-2776	170	1	me	i	PRON
ajase-2776	170	2	represents	represent	VERB
ajase-2776	170	3	the	the	DET
ajase-2776	170	4	average	average	ADJ
ajase-2776	170	5	error	error	NOUN
ajase-2776	170	6	,	,	PUNCT
ajase-2776	170	7	whereas	whereas	SCONJ
ajase-2776	170	8	rmse	rmse	PROPN
ajase-2776	170	9	is	be	AUX
ajase-2776	170	10	the	the	DET
ajase-2776	170	11	square	square	ADJ
ajase-2776	170	12	root	root	NOUN
ajase-2776	170	13	of	of	ADP
ajase-2776	170	14	the	the	DET
ajase-2776	170	15	average	average	NOUN
ajase-2776	170	16	of	of	ADP
ajase-2776	170	17	the	the	DET
ajase-2776	170	18	squared	square	VERB
ajase-2776	170	19	errors	error	NOUN
ajase-2776	170	20	.	.	PUNCT
ajase-2776	171	1	similarly	similarly	ADV
ajase-2776	171	2	,	,	PUNCT
ajase-2776	171	3	mae	mae	PROPN
ajase-2776	171	4	represents	represent	VERB
ajase-2776	171	5	the	the	DET
ajase-2776	171	6	average	average	NOUN
ajase-2776	171	7	of	of	ADP
ajase-2776	171	8	the	the	DET
ajase-2776	171	9	absolute	absolute	ADJ
ajase-2776	171	10	errors	error	NOUN
ajase-2776	171	11	,	,	PUNCT
ajase-2776	171	12	mpe	mpe	PROPN
ajase-2776	171	13	is	be	AUX
ajase-2776	171	14	the	the	DET
ajase-2776	171	15	average	average	NOUN
ajase-2776	171	16	of	of	ADP
ajase-2776	171	17	the	the	DET
ajase-2776	171	18	percentage	percentage	NOUN
ajase-2776	171	19	errors	error	NOUN
ajase-2776	171	20	,	,	PUNCT
ajase-2776	171	21	and	and	CCONJ
ajase-2776	171	22	mape	mape	NOUN
ajase-2776	171	23	is	be	AUX
ajase-2776	171	24	the	the	DET
ajase-2776	171	25	average	average	NOUN
ajase-2776	171	26	of	of	ADP
ajase-2776	171	27	the	the	DET
ajase-2776	171	28	absolute	absolute	ADJ
ajase-2776	171	29	percentage	percentage	NOUN
ajase-2776	171	30	of	of	ADP
ajase-2776	171	31	errors	error	NOUN
ajase-2776	171	32	.	.	PUNCT
ajase-2776	172	1	likewise	likewise	ADV
ajase-2776	172	2	,	,	PUNCT
ajase-2776	172	3	mase	mase	PROPN
ajase-2776	172	4	measures	measure	VERB
ajase-2776	172	5	prediction	prediction	NOUN
ajase-2776	172	6	accuracy	accuracy	NOUN
ajase-2776	172	7	,	,	PUNCT
ajase-2776	172	8	and	and	CCONJ
ajase-2776	172	9	acf1	acf1	PROPN
ajase-2776	172	10	is	be	AUX
ajase-2776	172	11	the	the	DET
ajase-2776	172	12	first	first	ADJ
ajase-2776	172	13	-	-	PUNCT
ajase-2776	172	14	order	order	NOUN
ajase-2776	172	15	autocorrelation	autocorrelation	NOUN
ajase-2776	172	16	of	of	ADP
ajase-2776	172	17	the	the	DET
ajase-2776	172	18	residuals	residual	NOUN
ajase-2776	172	19	.	.	PUNCT
ajase-2776	173	1	lower	low	ADJ
ajase-2776	173	2	values	value	NOUN
ajase-2776	173	3	indicate	indicate	VERB
ajase-2776	173	4	a	a	DET
ajase-2776	173	5	better	well	ADV
ajase-2776	173	6	-	-	PUNCT
ajase-2776	173	7	fitting	fit	VERB
ajase-2776	173	8	model	model	NOUN
ajase-2776	173	9	.	.	PUNCT
ajase-2776	174	1	maximum	maximum	ADJ
ajase-2776	174	2	likelihood	likelihood	NOUN
ajase-2776	174	3	estimation	estimation	NOUN
ajase-2776	174	4	is	be	AUX
ajase-2776	174	5	also	also	ADV
ajase-2776	174	6	one	one	NUM
ajase-2776	174	7	of	of	ADP
ajase-2776	174	8	the	the	DET
ajase-2776	174	9	techniques	technique	NOUN
ajase-2776	174	10	used	use	VERB
ajase-2776	174	11	for	for	ADP
ajase-2776	174	12	estimating	estimate	VERB
ajase-2776	174	13	models	model	NOUN
ajase-2776	174	14	,	,	PUNCT
ajase-2776	174	15	such	such	ADJ
ajase-2776	174	16	as	as	ADP
ajase-2776	174	17	akaike	akaike	ADJ
ajase-2776	174	18	’s	’s	PART
ajase-2776	174	19	information	information	NOUN
ajase-2776	174	20	criterion	criterion	NOUN
ajase-2776	174	21	(	(	PUNCT
ajase-2776	174	22	aic	aic	PROPN
ajase-2776	174	23	)	)	PUNCT
ajase-2776	174	24	,	,	PUNCT
ajase-2776	174	25	aics	aic	NOUN
ajase-2776	174	26	,	,	PUNCT
ajase-2776	174	27	bayesian	bayesian	NOUN
ajase-2776	174	28	information	information	NOUN
ajase-2776	174	29	criterion	criterion	NOUN
ajase-2776	174	30	(	(	PUNCT
ajase-2776	174	31	bic	bic	PROPN
ajase-2776	174	32	)	)	PUNCT
ajase-2776	174	33	,	,	PUNCT
ajase-2776	174	34	etc	etc	X
ajase-2776	174	35	.	.	X
ajase-2776	174	36	to	to	PART
ajase-2776	174	37	determine	determine	VERB
ajase-2776	174	38	the	the	DET
ajase-2776	174	39	representativeness	representativeness	NOUN
ajase-2776	174	40	of	of	ADP
ajase-2776	174	41	the	the	DET
ajase-2776	174	42	model	model	NOUN
ajase-2776	174	43	regarding	regard	VERB
ajase-2776	174	44	the	the	DET
ajase-2776	174	45	dataset	dataset	NOUN
ajase-2776	174	46	,	,	PUNCT
ajase-2776	174	47	diagnostic	diagnostic	ADJ
ajase-2776	174	48	tests	test	NOUN
ajase-2776	174	49	are	be	AUX
ajase-2776	174	50	conducted	conduct	VERB
ajase-2776	174	51	after	after	ADP
ajase-2776	174	52	model	model	NOUN
ajase-2776	174	53	estimation	estimation	NOUN
ajase-2776	174	54	(	(	PUNCT
ajase-2776	174	55	young	young	ADJ
ajase-2776	174	56	,	,	PUNCT
ajase-2776	174	57	1977	1977	NUM
ajase-2776	174	58	)	)	PUNCT
ajase-2776	174	59	.	.	PUNCT
ajase-2776	175	1	the	the	DET
ajase-2776	175	2	diagnostic	diagnostic	ADJ
ajase-2776	175	3	test	test	NOUN
ajase-2776	175	4	ensures	ensure	VERB
ajase-2776	175	5	whether	whether	SCONJ
ajase-2776	175	6	or	or	CCONJ
ajase-2776	175	7	not	not	PART
ajase-2776	175	8	the	the	DET
ajase-2776	175	9	model	model	NOUN
ajase-2776	175	10	adequately	adequately	ADV
ajase-2776	175	11	captures	capture	VERB
ajase-2776	175	12	the	the	DET
ajase-2776	175	13	underlying	underlie	VERB
ajase-2776	175	14	patterns	pattern	NOUN
ajase-2776	175	15	and	and	CCONJ
ajase-2776	175	16	features	feature	NOUN
ajase-2776	175	17	of	of	ADP
ajase-2776	175	18	the	the	DET
ajase-2776	175	19	data	datum	NOUN
ajase-2776	175	20	.	.	PUNCT
ajase-2776	176	1	a	a	DET
ajase-2776	176	2	famous	famous	ADJ
ajase-2776	176	3	test	test	NOUN
ajase-2776	176	4	called	call	VERB
ajase-2776	176	5	the	the	DET
ajase-2776	176	6	box	box	NOUN
ajase-2776	176	7	-	-	PUNCT
ajase-2776	176	8	ljung	ljung	PROPN
ajase-2776	176	9	test	test	NOUN
ajase-2776	176	10	(	(	PUNCT
ajase-2776	176	11	ljung	ljung	PROPN
ajase-2776	176	12	&	&	CCONJ
ajase-2776	176	13	box	box	PROPN
ajase-2776	176	14	,	,	PUNCT
ajase-2776	176	15	1978	1978	NUM
ajase-2776	176	16	)	)	PUNCT
ajase-2776	176	17	,	,	PUNCT
ajase-2776	176	18	used	use	VERB
ajase-2776	176	19	in	in	ADP
ajase-2776	176	20	time	time	NOUN
ajase-2776	176	21	series	series	PROPN
ajase-2776	176	22	analysis	analysis	NOUN
ajase-2776	176	23	,	,	PUNCT
ajase-2776	176	24	determines	determine	VERB
ajase-2776	176	25	the	the	DET
ajase-2776	176	26	presence	presence	NOUN
ajase-2776	176	27	/	/	SYM
ajase-2776	176	28	absence	absence	NOUN
ajase-2776	176	29	of	of	ADP
ajase-2776	176	30	autocorrelations	autocorrelation	NOUN
ajase-2776	176	31	among	among	ADP
ajase-2776	176	32	the	the	DET
ajase-2776	176	33	residuals	residual	NOUN
ajase-2776	176	34	.	.	PUNCT
ajase-2776	177	1	the	the	DET
ajase-2776	177	2	residuals	residual	NOUN
ajase-2776	177	3	are	be	AUX
ajase-2776	177	4	examined	examine	VERB
ajase-2776	177	5	for	for	ADP
ajase-2776	177	6	randomness	randomness	NOUN
ajase-2776	177	7	and	and	CCONJ
ajase-2776	177	8	autocorrelation	autocorrelation	NOUN
ajase-2776	177	9	,	,	PUNCT
ajase-2776	177	10	i.e.	i.e.	X
ajase-2776	177	11	,	,	PUNCT
ajase-2776	177	12	the	the	DET
ajase-2776	177	13	graphs	graph	NOUN
ajase-2776	177	14	,	,	PUNCT
ajase-2776	177	15	test	test	NOUN
ajase-2776	177	16	statistics	statistic	NOUN
ajase-2776	177	17	,	,	PUNCT
ajase-2776	177	18	acfs	acfs	NOUN
ajase-2776	177	19	,	,	PUNCT
ajase-2776	177	20	and	and	CCONJ
ajase-2776	177	21	pacfs	pacf	NOUN
ajase-2776	177	22	of	of	ADP
ajase-2776	177	23	the	the	DET
ajase-2776	177	24	residuals	residual	NOUN
ajase-2776	177	25	are	be	AUX
ajase-2776	177	26	used	use	VERB
ajase-2776	177	27	for	for	ADP
ajase-2776	177	28	model	model	NOUN
ajase-2776	177	29	verification	verification	NOUN
ajase-2776	177	30	.	.	PUNCT
ajase-2776	178	1	the	the	DET
ajase-2776	178	2	steps	step	NOUN
ajase-2776	178	3	of	of	ADP
ajase-2776	178	4	identification	identification	NOUN
ajase-2776	178	5	,	,	PUNCT
ajase-2776	178	6	estimation	estimation	NOUN
ajase-2776	178	7	,	,	PUNCT
ajase-2776	178	8	and	and	CCONJ
ajase-2776	178	9	diagnostics	diagnostic	NOUN
ajase-2776	178	10	are	be	AUX
ajase-2776	178	11	repeated	repeat	VERB
ajase-2776	178	12	if	if	SCONJ
ajase-2776	178	13	the	the	DET
ajase-2776	178	14	model	model	NOUN
ajase-2776	178	15	is	be	AUX
ajase-2776	178	16	not	not	PART
ajase-2776	178	17	verified	verify	VERB
ajase-2776	178	18	as	as	ADP
ajase-2776	178	19	the	the	DET
ajase-2776	178	20	best	good	ADJ
ajase-2776	178	21	model	model	NOUN
ajase-2776	178	22	.	.	PUNCT
ajase-2776	179	1	after	after	ADP
ajase-2776	179	2	completing	complete	VERB
ajase-2776	179	3	the	the	DET
ajase-2776	179	4	above	above	ADV
ajase-2776	179	5	-	-	PUNCT
ajase-2776	179	6	mentioned	mention	VERB
ajase-2776	179	7	stages	stage	NOUN
ajase-2776	179	8	,	,	PUNCT
ajase-2776	179	9	the	the	DET
ajase-2776	179	10	model	model	NOUN
ajase-2776	179	11	is	be	AUX
ajase-2776	179	12	ready	ready	ADJ
ajase-2776	179	13	to	to	PART
ajase-2776	179	14	forecast	forecast	VERB
ajase-2776	179	15	the	the	DET
ajase-2776	179	16	future	future	ADJ
ajase-2776	179	17	values	value	NOUN
ajase-2776	179	18	of	of	ADP
ajase-2776	179	19	any	any	DET
ajase-2776	179	20	time	time	NOUN
ajase-2776	179	21	series	series	PROPN
ajase-2776	179	22	data	data	PROPN
ajase-2776	179	23	.	.	PUNCT
ajase-2776	180	1	results	result	NOUN
ajase-2776	180	2	and	and	CCONJ
ajase-2776	180	3	discussion	discussion	NOUN
ajase-2776	180	4	a	a	DET
ajase-2776	180	5	forecast	forecast	NOUN
ajase-2776	180	6	of	of	ADP
ajase-2776	180	7	the	the	DET
ajase-2776	180	8	global	global	ADJ
ajase-2776	180	9	price	price	NOUN
ajase-2776	180	10	of	of	ADP
ajase-2776	180	11	corn	corn	NOUN
ajase-2776	180	12	was	be	AUX
ajase-2776	180	13	attempted	attempt	VERB
ajase-2776	180	14	using	use	VERB
ajase-2776	180	15	the	the	DET
ajase-2776	180	16	sarima	sarima	NOUN
ajase-2776	180	17	(	(	PUNCT
ajase-2776	180	18	seasonal	seasonal	ADJ
ajase-2776	180	19	auto	auto	NOUN
ajase-2776	180	20	-	-	PUNCT
ajase-2776	180	21	regressive	regressive	ADJ
ajase-2776	180	22	integrated	integrated	ADJ
ajase-2776	180	23	moving	move	VERB
ajase-2776	180	24	average	average	ADJ
ajase-2776	180	25	)	)	PUNCT
ajase-2776	180	26	model	model	NOUN
ajase-2776	180	27	.	.	PUNCT
ajase-2776	181	1	r	r	NOUN
ajase-2776	181	2	4.3.2	4.3.2	NUM
ajase-2776	181	3	for	for	ADP
ajase-2776	181	4	windows	window	NOUN
ajase-2776	181	5	was	be	AUX
ajase-2776	181	6	used	use	VERB
ajase-2776	181	7	to	to	PART
ajase-2776	181	8	model	model	VERB
ajase-2776	181	9	and	and	CCONJ
ajase-2776	181	10	forecast	forecast	VERB
ajase-2776	181	11	the	the	DET
ajase-2776	181	12	monthly	monthly	ADJ
ajase-2776	181	13	global	global	ADJ
ajase-2776	181	14	price	price	NOUN
ajase-2776	181	15	of	of	ADP
ajase-2776	181	16	corn	corn	NOUN
ajase-2776	181	17	from	from	ADP
ajase-2776	181	18	january	january	PROPN
ajase-2776	181	19	2014	2014	NUM
ajase-2776	181	20	to	to	ADP
ajase-2776	181	21	december	december	PROPN
ajase-2776	181	22	2023	2023	NUM
ajase-2776	181	23	,	,	PUNCT
ajase-2776	181	24	retrieved	retrieve	VERB
ajase-2776	181	25	from	from	ADP
ajase-2776	181	26	fred	fred	NOUN
ajase-2776	181	27	and	and	CCONJ
ajase-2776	181	28	converted	convert	VERB
ajase-2776	181	29	into	into	ADP
ajase-2776	181	30	a	a	DET
ajase-2776	181	31	time	time	NOUN
ajase-2776	181	32	series	series	NOUN
ajase-2776	181	33	object	object	NOUN
ajase-2776	181	34	.	.	PUNCT
ajase-2776	182	1	the	the	DET
ajase-2776	182	2	time	time	NOUN
ajase-2776	182	3	series	series	PROPN
ajase-2776	182	4	plot	plot	PROPN
ajase-2776	182	5	(	(	PUNCT
ajase-2776	182	6	figure	figure	NOUN
ajase-2776	182	7	1	1	NUM
ajase-2776	182	8	)	)	PUNCT
ajase-2776	182	9	and	and	CCONJ
ajase-2776	182	10	its	its	PRON
ajase-2776	182	11	lag	lag	NOUN
ajase-2776	182	12	plot	plot	NOUN
ajase-2776	182	13	(	(	PUNCT
ajase-2776	182	14	figure	figure	NOUN
ajase-2776	182	15	2	2	NUM
ajase-2776	182	16	)	)	PUNCT
ajase-2776	182	17	of	of	ADP
ajase-2776	182	18	global	global	ADJ
ajase-2776	182	19	corn	corn	NOUN
ajase-2776	182	20	figure	figure	NOUN
ajase-2776	182	21	1	1	NUM
ajase-2776	182	22	:	:	PUNCT
ajase-2776	182	23	time	time	NOUN
ajase-2776	182	24	series	series	PROPN
ajase-2776	182	25	plot	plot	NOUN
ajase-2776	182	26	of	of	ADP
ajase-2776	182	27	the	the	DET
ajase-2776	182	28	monthly	monthly	ADJ
ajase-2776	182	29	global	global	ADJ
ajase-2776	182	30	price	price	NOUN
ajase-2776	182	31	of	of	ADP
ajase-2776	182	32	corn	corn	NOUN
ajase-2776	182	33	(	(	PUNCT
ajase-2776	182	34	january	january	PROPN
ajase-2776	182	35	2014	2014	NUM
ajase-2776	182	36	~	~	PUNCT
ajase-2776	182	37	december	december	PROPN
ajase-2776	182	38	2023	2023	NUM
ajase-2776	182	39	)	)	PUNCT
ajase-2776	182	40	source	source	NOUN
ajase-2776	182	41	:	:	PUNCT
ajase-2776	182	42	own	own	ADJ
ajase-2776	182	43	computation	computation	NOUN
ajase-2776	182	44	based	base	VERB
ajase-2776	182	45	on	on	ADP
ajase-2776	182	46	fred	fred	PROPN
ajase-2776	182	47	(	(	PUNCT
ajase-2776	182	48	january	january	PROPN
ajase-2776	182	49	2014	2014	NUM
ajase-2776	182	50	~	~	PUNCT
ajase-2776	182	51	december	december	PROPN
ajase-2776	182	52	2023	2023	NUM
ajase-2776	182	53	)	)	PUNCT
ajase-2776	182	54	data	datum	NOUN
ajase-2776	182	55	figure	figure	NOUN
ajase-2776	182	56	2	2	NUM
ajase-2776	182	57	:	:	PUNCT
ajase-2776	182	58	lag	lag	NOUN
ajase-2776	182	59	plot	plot	NOUN
ajase-2776	182	60	of	of	ADP
ajase-2776	182	61	the	the	DET
ajase-2776	182	62	monthly	monthly	ADJ
ajase-2776	182	63	global	global	ADJ
ajase-2776	182	64	price	price	NOUN
ajase-2776	182	65	of	of	ADP
ajase-2776	182	66	corn	corn	NOUN
ajase-2776	182	67	(	(	PUNCT
ajase-2776	182	68	january	january	PROPN
ajase-2776	182	69	2014	2014	NUM
ajase-2776	182	70	~	~	PUNCT
ajase-2776	182	71	december	december	PROPN
ajase-2776	182	72	2023	2023	NUM
ajase-2776	182	73	)	)	PUNCT
ajase-2776	182	74	source	source	NOUN
ajase-2776	182	75	:	:	PUNCT
ajase-2776	182	76	own	own	ADJ
ajase-2776	182	77	computation	computation	NOUN
ajase-2776	182	78	based	base	VERB
ajase-2776	182	79	on	on	ADP
ajase-2776	182	80	fred	fred	PROPN
ajase-2776	182	81	(	(	PUNCT
ajase-2776	182	82	january	january	PROPN
ajase-2776	182	83	2014	2014	NUM
ajase-2776	182	84	~	~	PUNCT
ajase-2776	182	85	december	december	PROPN
ajase-2776	182	86	2023	2023	NUM
ajase-2776	182	87	)	)	PUNCT
ajase-2776	182	88	data	datum	NOUN
ajase-2776	182	89	pa	pa	PROPN
ajase-2776	182	90	ge	ge	PROPN
ajase-2776	182	91	12	12	NUM
ajase-2776	182	92	9	9	NUM
ajase-2776	182	93	https://journals.e-palli.com/home/index.php/ajase	https://journals.e-palli.com/home/index.php/ajase	PROPN
ajase-2776	182	94	am	am	NOUN
ajase-2776	182	95	.	.	PUNCT
ajase-2776	183	1	j.	j.	PROPN
ajase-2776	183	2	appl	appl	PROPN
ajase-2776	183	3	.	.	PROPN
ajase-2776	184	1	stat	stat	PROPN
ajase-2776	184	2	.	.	PUNCT
ajase-2776	185	1	econ	econ	PROPN
ajase-2776	185	2	.	.	PUNCT
ajase-2776	186	1	3(1	3(1	NUM
ajase-2776	186	2	)	)	PUNCT
ajase-2776	186	3	124	124	NUM
ajase-2776	186	4	-	-	SYM
ajase-2776	186	5	135	135	NUM
ajase-2776	186	6	,	,	PUNCT
ajase-2776	186	7	2024	2024	NUM
ajase-2776	186	8	prices	price	NOUN
ajase-2776	186	9	recorded	record	VERB
ajase-2776	186	10	from	from	ADP
ajase-2776	186	11	january	january	PROPN
ajase-2776	186	12	2014	2014	NUM
ajase-2776	186	13	to	to	ADP
ajase-2776	186	14	december	december	PROPN
ajase-2776	186	15	2023	2023	NUM
ajase-2776	186	16	show	show	NOUN
ajase-2776	186	17	fluctuation	fluctuation	NOUN
ajase-2776	186	18	over	over	ADP
ajase-2776	186	19	time	time	NOUN
ajase-2776	186	20	but	but	CCONJ
ajase-2776	186	21	show	show	VERB
ajase-2776	186	22	some	some	DET
ajase-2776	186	23	trends	trend	NOUN
ajase-2776	186	24	and	and	CCONJ
ajase-2776	186	25	patterns	pattern	NOUN
ajase-2776	186	26	.	.	PUNCT
ajase-2776	187	1	seasonal	seasonal	ADJ
ajase-2776	187	2	variations	variation	NOUN
ajase-2776	187	3	are	be	AUX
ajase-2776	187	4	evidenced	evidence	VERB
ajase-2776	187	5	in	in	ADP
ajase-2776	187	6	the	the	DET
ajase-2776	187	7	prices	price	NOUN
ajase-2776	187	8	which	which	PRON
ajase-2776	187	9	can	can	AUX
ajase-2776	187	10	be	be	AUX
ajase-2776	187	11	potentially	potentially	ADV
ajase-2776	187	12	influenced	influence	VERB
ajase-2776	187	13	by	by	ADP
ajase-2776	187	14	weather	weather	NOUN
ajase-2776	187	15	events	event	NOUN
ajase-2776	187	16	,	,	PUNCT
ajase-2776	187	17	harvest	harvest	NOUN
ajase-2776	187	18	periods	period	NOUN
ajase-2776	187	19	,	,	PUNCT
ajase-2776	187	20	demand	demand	NOUN
ajase-2776	187	21	,	,	PUNCT
ajase-2776	187	22	etc	etc	X
ajase-2776	187	23	.	.	X
ajase-2776	188	1	there	there	PRON
ajase-2776	188	2	are	be	VERB
ajase-2776	188	3	fluctuations	fluctuation	NOUN
ajase-2776	188	4	within	within	ADP
ajase-2776	188	5	each	each	DET
ajase-2776	188	6	year	year	NOUN
ajase-2776	188	7	.	.	PUNCT
ajase-2776	189	1	there	there	PRON
ajase-2776	189	2	appear	appear	VERB
ajase-2776	189	3	to	to	PART
ajase-2776	189	4	be	be	AUX
ajase-2776	189	5	periods	period	NOUN
ajase-2776	189	6	of	of	ADP
ajase-2776	189	7	both	both	DET
ajase-2776	189	8	increases	increase	NOUN
ajase-2776	189	9	and	and	CCONJ
ajase-2776	189	10	decreases	decrease	NOUN
ajase-2776	189	11	in	in	ADP
ajase-2776	189	12	the	the	DET
ajase-2776	189	13	prices	price	NOUN
ajase-2776	189	14	over	over	ADP
ajase-2776	189	15	the	the	DET
ajase-2776	189	16	years	year	NOUN
ajase-2776	189	17	.	.	PUNCT
ajase-2776	190	1	the	the	DET
ajase-2776	190	2	price	price	NOUN
ajase-2776	190	3	was	be	AUX
ajase-2776	190	4	lowest	low	ADJ
ajase-2776	190	5	in	in	ADP
ajase-2776	190	6	2020	2020	NUM
ajase-2776	190	7	and	and	CCONJ
ajase-2776	190	8	was	be	AUX
ajase-2776	190	9	a	a	DET
ajase-2776	190	10	record	record	NOUN
ajase-2776	190	11	high	high	ADJ
ajase-2776	190	12	in	in	ADP
ajase-2776	190	13	2022	2022	NUM
ajase-2776	190	14	.	.	PUNCT
ajase-2776	191	1	its	its	PRON
ajase-2776	191	2	stationarity	stationarity	NOUN
ajase-2776	191	3	was	be	AUX
ajase-2776	191	4	checked	check	VERB
ajase-2776	191	5	using	use	VERB
ajase-2776	191	6	the	the	DET
ajase-2776	191	7	augmented	augment	VERB
ajase-2776	191	8	dickey	dickey	NOUN
ajase-2776	191	9	-	-	PUNCT
ajase-2776	191	10	fuller	full	ADJ
ajase-2776	191	11	(	(	PUNCT
ajase-2776	191	12	adf	adf	NOUN
ajase-2776	191	13	)	)	PUNCT
ajase-2776	191	14	test	test	NOUN
ajase-2776	191	15	.	.	PUNCT
ajase-2776	192	1	the	the	DET
ajase-2776	192	2	value	value	NOUN
ajase-2776	192	3	of	of	ADP
ajase-2776	192	4	adf	adf	PROPN
ajase-2776	192	5	statistic	statistic	NOUN
ajase-2776	192	6	was	be	AUX
ajase-2776	192	7	-2.3498	-2.3498	ADJ
ajase-2776	192	8	which	which	PRON
ajase-2776	192	9	reflects	reflect	VERB
ajase-2776	192	10	that	that	SCONJ
ajase-2776	192	11	the	the	DET
ajase-2776	192	12	data	data	NOUN
ajase-2776	192	13	is	be	AUX
ajase-2776	192	14	weakly	weakly	ADV
ajase-2776	192	15	stationary	stationary	ADJ
ajase-2776	192	16	.	.	PUNCT
ajase-2776	193	1	the	the	DET
ajase-2776	193	2	p	p	NOUN
ajase-2776	193	3	-	-	PUNCT
ajase-2776	193	4	value	value	NOUN
ajase-2776	193	5	suggests	suggest	VERB
ajase-2776	193	6	the	the	DET
ajase-2776	193	7	level	level	NOUN
ajase-2776	193	8	of	of	ADP
ajase-2776	193	9	significance	significance	NOUN
ajase-2776	193	10	of	of	ADP
ajase-2776	193	11	any	any	DET
ajase-2776	193	12	observation	observation	NOUN
ajase-2776	193	13	.	.	PUNCT
ajase-2776	194	1	the	the	DET
ajase-2776	194	2	high	high	ADJ
ajase-2776	194	3	p	p	NOUN
ajase-2776	194	4	-	-	PUNCT
ajase-2776	194	5	value	value	NOUN
ajase-2776	194	6	(	(	PUNCT
ajase-2776	194	7	typically	typically	ADV
ajase-2776	194	8	>	>	X
ajase-2776	194	9	α	α	X
ajase-2776	194	10	=	=	NOUN
ajase-2776	194	11	0.05	0.05	NUM
ajase-2776	194	12	)	)	PUNCT
ajase-2776	194	13	suggests	suggest	VERB
ajase-2776	194	14	that	that	SCONJ
ajase-2776	194	15	we	we	PRON
ajase-2776	194	16	fail	fail	VERB
ajase-2776	194	17	to	to	PART
ajase-2776	194	18	reject	reject	VERB
ajase-2776	194	19	the	the	DET
ajase-2776	194	20	null	null	ADJ
ajase-2776	194	21	hypothesis	hypothesis	NOUN
ajase-2776	194	22	of	of	ADP
ajase-2776	194	23	nonstationarity	nonstationarity	NOUN
ajase-2776	194	24	.	.	PUNCT
ajase-2776	195	1	here	here	ADV
ajase-2776	195	2	,	,	PUNCT
ajase-2776	195	3	the	the	PRON
ajase-2776	195	4	p	p	NOUN
ajase-2776	195	5	-	-	PUNCT
ajase-2776	195	6	value	value	NOUN
ajase-2776	195	7	(	(	PUNCT
ajase-2776	195	8	0.4313	0.4313	NUM
ajase-2776	195	9	)	)	PUNCT
ajase-2776	195	10	obtained	obtain	VERB
ajase-2776	195	11	from	from	ADP
ajase-2776	195	12	the	the	DET
ajase-2776	195	13	adf	adf	NOUN
ajase-2776	195	14	test	test	NOUN
ajase-2776	195	15	for	for	ADP
ajase-2776	195	16	the	the	DET
ajase-2776	195	17	original	original	ADJ
ajase-2776	195	18	data	datum	NOUN
ajase-2776	195	19	suggested	suggest	VERB
ajase-2776	195	20	rejecting	reject	VERB
ajase-2776	195	21	the	the	DET
ajase-2776	195	22	null	null	ADJ
ajase-2776	195	23	hypothesis	hypothesis	NOUN
ajase-2776	195	24	of	of	ADP
ajase-2776	195	25	non	non	ADJ
ajase-2776	195	26	-	-	NOUN
ajase-2776	195	27	stationarity	stationarity	NOUN
ajase-2776	195	28	.	.	PUNCT
ajase-2776	196	1	autocorrelation	autocorrelation	NOUN
ajase-2776	196	2	(	(	PUNCT
ajase-2776	196	3	figure	figure	NOUN
ajase-2776	196	4	3	3	NUM
ajase-2776	196	5	)	)	PUNCT
ajase-2776	196	6	and	and	CCONJ
ajase-2776	196	7	partial	partial	ADJ
ajase-2776	196	8	autocorrelation	autocorrelation	NOUN
ajase-2776	196	9	(	(	PUNCT
ajase-2776	196	10	figure	figure	NOUN
ajase-2776	196	11	4	4	NUM
ajase-2776	196	12	)	)	PUNCT
ajase-2776	196	13	were	be	AUX
ajase-2776	196	14	also	also	ADV
ajase-2776	196	15	visualized	visualize	VERB
ajase-2776	196	16	.	.	PUNCT
ajase-2776	197	1	in	in	ADP
ajase-2776	197	2	the	the	DET
ajase-2776	197	3	acf	acf	PROPN
ajase-2776	197	4	plot	plot	NOUN
ajase-2776	197	5	(	(	PUNCT
ajase-2776	197	6	figure	figure	NOUN
ajase-2776	197	7	3	3	NUM
ajase-2776	197	8	)	)	PUNCT
ajase-2776	197	9	it	it	PRON
ajase-2776	197	10	can	can	AUX
ajase-2776	197	11	be	be	AUX
ajase-2776	197	12	seen	see	VERB
ajase-2776	197	13	that	that	SCONJ
ajase-2776	197	14	there	there	PRON
ajase-2776	197	15	is	be	VERB
ajase-2776	197	16	a	a	DET
ajase-2776	197	17	gradual	gradual	ADJ
ajase-2776	197	18	decay	decay	NOUN
ajase-2776	197	19	of	of	ADP
ajase-2776	197	20	spikes	spike	NOUN
ajase-2776	197	21	but	but	CCONJ
ajase-2776	197	22	never	never	ADV
ajase-2776	197	23	cut	cut	VERB
ajase-2776	197	24	off	off	ADP
ajase-2776	197	25	to	to	ADP
ajase-2776	197	26	zero	zero	NUM
ajase-2776	197	27	meaning	mean	VERB
ajase-2776	197	28	the	the	DET
ajase-2776	197	29	data	datum	NOUN
ajase-2776	197	30	needs	need	VERB
ajase-2776	197	31	to	to	PART
ajase-2776	197	32	be	be	AUX
ajase-2776	197	33	made	make	VERB
ajase-2776	197	34	stationary	stationary	ADJ
ajase-2776	197	35	for	for	ADP
ajase-2776	197	36	further	further	ADJ
ajase-2776	197	37	testing	testing	NOUN
ajase-2776	197	38	.	.	PUNCT
ajase-2776	198	1	using	use	VERB
ajase-2776	198	2	decomposition	decomposition	NOUN
ajase-2776	198	3	,	,	PUNCT
ajase-2776	198	4	the	the	DET
ajase-2776	198	5	monthly	monthly	ADJ
ajase-2776	198	6	global	global	ADJ
ajase-2776	198	7	price	price	NOUN
ajase-2776	198	8	of	of	ADP
ajase-2776	198	9	corn	corn	NOUN
ajase-2776	198	10	time	time	NOUN
ajase-2776	198	11	series	series	NOUN
ajase-2776	198	12	was	be	AUX
ajase-2776	198	13	decomposed	decompose	VERB
ajase-2776	198	14	into	into	ADP
ajase-2776	198	15	three	three	NUM
ajase-2776	198	16	components	component	NOUN
ajase-2776	198	17	trend	trend	NOUN
ajase-2776	198	18	,	,	PUNCT
ajase-2776	198	19	seasonal	seasonal	ADJ
ajase-2776	198	20	,	,	PUNCT
ajase-2776	198	21	and	and	CCONJ
ajase-2776	198	22	random	random	ADJ
ajase-2776	198	23	and	and	CCONJ
ajase-2776	198	24	each	each	DET
ajase-2776	198	25	component	component	NOUN
ajase-2776	198	26	was	be	AUX
ajase-2776	198	27	visualized	visualize	VERB
ajase-2776	198	28	(	(	PUNCT
ajase-2776	198	29	figure	figure	NOUN
ajase-2776	198	30	5	5	NUM
ajase-2776	198	31	)	)	PUNCT
ajase-2776	198	32	which	which	PRON
ajase-2776	198	33	shows	show	VERB
ajase-2776	198	34	the	the	DET
ajase-2776	198	35	decomposed	decompose	VERB
ajase-2776	198	36	corn	corn	NOUN
ajase-2776	198	37	price	price	NOUN
ajase-2776	198	38	for	for	ADP
ajase-2776	198	39	the	the	DET
ajase-2776	198	40	various	various	ADJ
ajase-2776	198	41	years	year	NOUN
ajase-2776	198	42	recorded	record	VERB
ajase-2776	198	43	.	.	PUNCT
ajase-2776	199	1	it	it	PRON
ajase-2776	199	2	also	also	ADV
ajase-2776	199	3	can	can	AUX
ajase-2776	199	4	be	be	AUX
ajase-2776	199	5	observed	observe	VERB
ajase-2776	199	6	that	that	SCONJ
ajase-2776	199	7	the	the	DET
ajase-2776	199	8	existence	existence	NOUN
ajase-2776	199	9	of	of	ADP
ajase-2776	199	10	the	the	DET
ajase-2776	199	11	seasonal	seasonal	ADJ
ajase-2776	199	12	variation	variation	NOUN
ajase-2776	199	13	is	be	AUX
ajase-2776	199	14	constant	constant	ADJ
ajase-2776	199	15	over	over	ADP
ajase-2776	199	16	time	time	NOUN
ajase-2776	199	17	.	.	PUNCT
ajase-2776	200	1	the	the	DET
ajase-2776	200	2	random	random	ADJ
ajase-2776	200	3	effect	effect	NOUN
ajase-2776	200	4	also	also	ADV
ajase-2776	200	5	seems	seem	VERB
ajase-2776	200	6	to	to	PART
ajase-2776	200	7	be	be	AUX
ajase-2776	200	8	constant	constant	ADJ
ajase-2776	200	9	over	over	ADP
ajase-2776	200	10	time	time	NOUN
ajase-2776	200	11	.	.	PUNCT
ajase-2776	201	1	however	however	ADV
ajase-2776	201	2	,	,	PUNCT
ajase-2776	201	3	the	the	DET
ajase-2776	201	4	trend	trend	NOUN
ajase-2776	201	5	of	of	ADP
ajase-2776	201	6	the	the	DET
ajase-2776	201	7	series	series	NOUN
ajase-2776	201	8	seems	seem	VERB
ajase-2776	201	9	to	to	PART
ajase-2776	201	10	be	be	AUX
ajase-2776	201	11	constant	constant	ADJ
ajase-2776	201	12	till	till	SCONJ
ajase-2776	201	13	2020	2020	NUM
ajase-2776	201	14	and	and	CCONJ
ajase-2776	201	15	then	then	ADV
ajase-2776	201	16	gradually	gradually	ADV
ajase-2776	201	17	rising	rise	VERB
ajase-2776	201	18	upwards	upwards	ADV
ajase-2776	201	19	peaking	peak	VERB
ajase-2776	201	20	at	at	ADP
ajase-2776	201	21	2022	2022	NUM
ajase-2776	201	22	and	and	CCONJ
ajase-2776	201	23	gradually	gradually	ADV
ajase-2776	201	24	sliding	slide	VERB
ajase-2776	201	25	downwards	downward	NOUN
ajase-2776	201	26	after	after	ADP
ajase-2776	201	27	that	that	PRON
ajase-2776	201	28	.	.	PUNCT
ajase-2776	202	1	the	the	DET
ajase-2776	202	2	seasonal	seasonal	ADJ
ajase-2776	202	3	component	component	NOUN
ajase-2776	202	4	was	be	AUX
ajase-2776	202	5	removed	remove	VERB
ajase-2776	202	6	to	to	PART
ajase-2776	202	7	make	make	VERB
ajase-2776	202	8	the	the	DET
ajase-2776	202	9	data	datum	NOUN
ajase-2776	202	10	stationary	stationary	ADJ
ajase-2776	202	11	(	(	PUNCT
ajase-2776	202	12	figure	figure	NOUN
ajase-2776	202	13	6	6	NUM
ajase-2776	202	14	)	)	PUNCT
ajase-2776	202	15	,	,	PUNCT
ajase-2776	202	16	and	and	CCONJ
ajase-2776	202	17	the	the	DET
ajase-2776	202	18	stationarity	stationarity	NOUN
ajase-2776	202	19	was	be	AUX
ajase-2776	202	20	again	again	ADV
ajase-2776	202	21	tested	test	VERB
ajase-2776	202	22	using	use	VERB
ajase-2776	202	23	the	the	DET
ajase-2776	202	24	adf	adf	PROPN
ajase-2776	202	25	test	test	NOUN
ajase-2776	202	26	.	.	PUNCT
ajase-2776	203	1	figure	figure	VERB
ajase-2776	203	2	3	3	NUM
ajase-2776	203	3	:	:	PUNCT
ajase-2776	203	4	acf	acf	PROPN
ajase-2776	203	5	plot	plot	NOUN
ajase-2776	203	6	of	of	ADP
ajase-2776	203	7	the	the	DET
ajase-2776	203	8	monthly	monthly	ADJ
ajase-2776	203	9	global	global	ADJ
ajase-2776	203	10	price	price	NOUN
ajase-2776	203	11	of	of	ADP
ajase-2776	203	12	corn	corn	NOUN
ajase-2776	203	13	(	(	PUNCT
ajase-2776	203	14	january	january	PROPN
ajase-2776	203	15	2014	2014	NUM
ajase-2776	203	16	~	~	PUNCT
ajase-2776	203	17	december	december	PROPN
ajase-2776	203	18	2023	2023	NUM
ajase-2776	203	19	)	)	PUNCT
ajase-2776	203	20	source	source	NOUN
ajase-2776	203	21	:	:	PUNCT
ajase-2776	203	22	own	own	ADJ
ajase-2776	203	23	computation	computation	NOUN
ajase-2776	203	24	based	base	VERB
ajase-2776	203	25	on	on	ADP
ajase-2776	203	26	fred	fred	PROPN
ajase-2776	203	27	(	(	PUNCT
ajase-2776	203	28	january	january	PROPN
ajase-2776	203	29	2014	2014	NUM
ajase-2776	203	30	~	~	PUNCT
ajase-2776	203	31	december	december	PROPN
ajase-2776	203	32	2023	2023	NUM
ajase-2776	203	33	)	)	PUNCT
ajase-2776	203	34	data	datum	NOUN
ajase-2776	203	35	figure	figure	NOUN
ajase-2776	203	36	5	5	NUM
ajase-2776	203	37	:	:	PUNCT
ajase-2776	203	38	decomposition	decomposition	NOUN
ajase-2776	203	39	of	of	ADP
ajase-2776	203	40	the	the	DET
ajase-2776	203	41	monthly	monthly	ADJ
ajase-2776	203	42	global	global	ADJ
ajase-2776	203	43	price	price	NOUN
ajase-2776	203	44	of	of	ADP
ajase-2776	203	45	corn	corn	NOUN
ajase-2776	203	46	(	(	PUNCT
ajase-2776	203	47	january	january	PROPN
ajase-2776	203	48	2014	2014	NUM
ajase-2776	203	49	~	~	PUNCT
ajase-2776	203	50	december	december	PROPN
ajase-2776	203	51	2023	2023	NUM
ajase-2776	203	52	)	)	PUNCT
ajase-2776	203	53	source	source	NOUN
ajase-2776	203	54	:	:	PUNCT
ajase-2776	203	55	own	own	ADJ
ajase-2776	203	56	computation	computation	NOUN
ajase-2776	203	57	based	base	VERB
ajase-2776	203	58	on	on	ADP
ajase-2776	203	59	fred	fred	PROPN
ajase-2776	203	60	(	(	PUNCT
ajase-2776	203	61	january	january	PROPN
ajase-2776	203	62	2014	2014	NUM
ajase-2776	203	63	~	~	PUNCT
ajase-2776	203	64	december	december	PROPN
ajase-2776	203	65	2023	2023	NUM
ajase-2776	203	66	)	)	PUNCT
ajase-2776	203	67	data	datum	NOUN
ajase-2776	203	68	figure	figure	VERB
ajase-2776	203	69	6	6	NUM
ajase-2776	203	70	:	:	PUNCT
ajase-2776	203	71	time	time	NOUN
ajase-2776	203	72	series	series	PROPN
ajase-2776	203	73	plot	plot	NOUN
ajase-2776	203	74	of	of	ADP
ajase-2776	203	75	seasonally	seasonally	ADV
ajase-2776	203	76	adjusted	adjust	VERB
ajase-2776	203	77	monthly	monthly	ADJ
ajase-2776	203	78	global	global	ADJ
ajase-2776	203	79	price	price	NOUN
ajase-2776	203	80	of	of	ADP
ajase-2776	203	81	corn	corn	NOUN
ajase-2776	203	82	(	(	PUNCT
ajase-2776	203	83	january	january	PROPN
ajase-2776	203	84	2014	2014	NUM
ajase-2776	203	85	~	~	PUNCT
ajase-2776	203	86	december	december	PROPN
ajase-2776	203	87	2023	2023	NUM
ajase-2776	203	88	)	)	PUNCT
ajase-2776	203	89	source	source	NOUN
ajase-2776	203	90	:	:	PUNCT
ajase-2776	203	91	own	own	ADJ
ajase-2776	203	92	computation	computation	NOUN
ajase-2776	203	93	based	base	VERB
ajase-2776	203	94	on	on	ADP
ajase-2776	203	95	fred	fred	PROPN
ajase-2776	203	96	(	(	PUNCT
ajase-2776	203	97	january	january	PROPN
ajase-2776	203	98	2014	2014	NUM
ajase-2776	203	99	~	~	PUNCT
ajase-2776	203	100	december	december	PROPN
ajase-2776	203	101	2023	2023	NUM
ajase-2776	203	102	)	)	PUNCT
ajase-2776	203	103	data	datum	NOUN
ajase-2776	203	104	figure	figure	NOUN
ajase-2776	203	105	4	4	NUM
ajase-2776	203	106	:	:	PUNCT
ajase-2776	203	107	pacf	pacf	NOUN
ajase-2776	203	108	plot	plot	NOUN
ajase-2776	203	109	of	of	ADP
ajase-2776	203	110	the	the	DET
ajase-2776	203	111	monthly	monthly	ADJ
ajase-2776	203	112	global	global	ADJ
ajase-2776	203	113	price	price	NOUN
ajase-2776	203	114	of	of	ADP
ajase-2776	203	115	corn	corn	NOUN
ajase-2776	203	116	(	(	PUNCT
ajase-2776	203	117	january	january	PROPN
ajase-2776	203	118	2014	2014	NUM
ajase-2776	203	119	~	~	PUNCT
ajase-2776	203	120	december	december	PROPN
ajase-2776	203	121	2023	2023	NUM
ajase-2776	203	122	)	)	PUNCT
ajase-2776	203	123	source	source	NOUN
ajase-2776	203	124	:	:	PUNCT
ajase-2776	203	125	own	own	ADJ
ajase-2776	203	126	computation	computation	NOUN
ajase-2776	203	127	based	base	VERB
ajase-2776	203	128	on	on	ADP
ajase-2776	203	129	fred	fred	PROPN
ajase-2776	203	130	(	(	PUNCT
ajase-2776	203	131	january	january	PROPN
ajase-2776	203	132	2014	2014	NUM
ajase-2776	203	133	~	~	PUNCT
ajase-2776	204	1	december	december	PROPN
ajase-2776	204	2	2023	2023	NUM
ajase-2776	204	3	)	)	PUNCT
ajase-2776	204	4	data	datum	NOUN
ajase-2776	204	5	pa	pa	PROPN
ajase-2776	204	6	ge	ge	PROPN
ajase-2776	204	7	13	13	NUM
ajase-2776	204	8	0	0	NUM
ajase-2776	205	1	https://journals.e-palli.com/home/index.php/ajase	https://journals.e-palli.com/home/index.php/ajase	PROPN
ajase-2776	205	2	am	am	NOUN
ajase-2776	205	3	.	.	PUNCT
ajase-2776	206	1	j.	j.	PROPN
ajase-2776	206	2	appl	appl	PROPN
ajase-2776	206	3	.	.	PROPN
ajase-2776	207	1	stat	stat	PROPN
ajase-2776	207	2	.	.	PUNCT
ajase-2776	208	1	econ	econ	PROPN
ajase-2776	208	2	.	.	PUNCT
ajase-2776	209	1	3(1	3(1	NUM
ajase-2776	209	2	)	)	PUNCT
ajase-2776	209	3	124	124	NUM
ajase-2776	209	4	-	-	SYM
ajase-2776	209	5	135	135	NUM
ajase-2776	209	6	,	,	PUNCT
ajase-2776	209	7	2024	2024	NUM
ajase-2776	209	8	figure	figure	NOUN
ajase-2776	209	9	7	7	NUM
ajase-2776	209	10	:	:	PUNCT
ajase-2776	209	11	time	time	NOUN
ajase-2776	209	12	series	series	PROPN
ajase-2776	209	13	plot	plot	NOUN
ajase-2776	209	14	of	of	ADP
ajase-2776	209	15	the	the	DET
ajase-2776	209	16	first	first	ADJ
ajase-2776	209	17	difference	difference	NOUN
ajase-2776	209	18	of	of	ADP
ajase-2776	209	19	the	the	DET
ajase-2776	209	20	seasonally	seasonally	ADV
ajase-2776	209	21	adjusted	adjust	VERB
ajase-2776	209	22	monthly	monthly	ADJ
ajase-2776	209	23	global	global	ADJ
ajase-2776	209	24	price	price	NOUN
ajase-2776	209	25	of	of	ADP
ajase-2776	209	26	corn	corn	NOUN
ajase-2776	209	27	(	(	PUNCT
ajase-2776	209	28	january	january	PROPN
ajase-2776	209	29	2014	2014	NUM
ajase-2776	209	30	~	~	PUNCT
ajase-2776	209	31	december	december	PROPN
ajase-2776	209	32	2023	2023	NUM
ajase-2776	209	33	)	)	PUNCT
ajase-2776	209	34	source	source	NOUN
ajase-2776	209	35	:	:	PUNCT
ajase-2776	209	36	own	own	ADJ
ajase-2776	209	37	computation	computation	NOUN
ajase-2776	209	38	based	base	VERB
ajase-2776	209	39	on	on	ADP
ajase-2776	209	40	fred	fred	PROPN
ajase-2776	209	41	(	(	PUNCT
ajase-2776	209	42	january	january	PROPN
ajase-2776	209	43	2014	2014	NUM
ajase-2776	209	44	~	~	PUNCT
ajase-2776	209	45	december	december	PROPN
ajase-2776	209	46	2023	2023	NUM
ajase-2776	209	47	)	)	PUNCT
ajase-2776	209	48	data	datum	NOUN
ajase-2776	209	49	figure	figure	NOUN
ajase-2776	209	50	9	9	NUM
ajase-2776	209	51	:	:	PUNCT
ajase-2776	209	52	pacf	pacf	NOUN
ajase-2776	209	53	plot	plot	NOUN
ajase-2776	209	54	of	of	ADP
ajase-2776	209	55	the	the	DET
ajase-2776	209	56	first	first	ADJ
ajase-2776	209	57	difference	difference	NOUN
ajase-2776	209	58	of	of	ADP
ajase-2776	209	59	the	the	DET
ajase-2776	209	60	seasonally	seasonally	ADV
ajase-2776	209	61	adjusted	adjust	VERB
ajase-2776	209	62	monthly	monthly	ADJ
ajase-2776	209	63	global	global	ADJ
ajase-2776	209	64	price	price	NOUN
ajase-2776	209	65	of	of	ADP
ajase-2776	209	66	corn	corn	NOUN
ajase-2776	209	67	(	(	PUNCT
ajase-2776	209	68	january	january	PROPN
ajase-2776	209	69	2014	2014	NUM
ajase-2776	209	70	~	~	PUNCT
ajase-2776	209	71	december	december	PROPN
ajase-2776	209	72	2023	2023	NUM
ajase-2776	209	73	)	)	PUNCT
ajase-2776	209	74	source	source	NOUN
ajase-2776	209	75	:	:	PUNCT
ajase-2776	209	76	own	own	ADJ
ajase-2776	209	77	computation	computation	NOUN
ajase-2776	209	78	based	base	VERB
ajase-2776	209	79	on	on	ADP
ajase-2776	209	80	fred	fred	PROPN
ajase-2776	209	81	(	(	PUNCT
ajase-2776	209	82	january	january	PROPN
ajase-2776	209	83	2014	2014	NUM
ajase-2776	209	84	~	~	PUNCT
ajase-2776	209	85	december	december	PROPN
ajase-2776	209	86	2023	2023	NUM
ajase-2776	209	87	)	)	PUNCT
ajase-2776	209	88	data	datum	NOUN
ajase-2776	209	89	figure	figure	NOUN
ajase-2776	209	90	11	11	NUM
ajase-2776	209	91	:	:	PUNCT
ajase-2776	209	92	acf	acf	PROPN
ajase-2776	209	93	plot	plot	NOUN
ajase-2776	209	94	of	of	ADP
ajase-2776	209	95	the	the	DET
ajase-2776	209	96	twelfth	twelfth	ADJ
ajase-2776	209	97	difference	difference	NOUN
ajase-2776	209	98	of	of	ADP
ajase-2776	209	99	the	the	DET
ajase-2776	209	100	seasonally	seasonally	ADV
ajase-2776	209	101	adjusted	adjust	VERB
ajase-2776	209	102	monthly	monthly	ADJ
ajase-2776	209	103	global	global	ADJ
ajase-2776	209	104	price	price	NOUN
ajase-2776	209	105	of	of	ADP
ajase-2776	209	106	corn	corn	NOUN
ajase-2776	209	107	(	(	PUNCT
ajase-2776	209	108	january	january	PROPN
ajase-2776	209	109	2014	2014	NUM
ajase-2776	209	110	~	~	PUNCT
ajase-2776	209	111	december	december	PROPN
ajase-2776	209	112	2023	2023	NUM
ajase-2776	209	113	)	)	PUNCT
ajase-2776	209	114	source	source	NOUN
ajase-2776	209	115	:	:	PUNCT
ajase-2776	209	116	own	own	ADJ
ajase-2776	209	117	computation	computation	NOUN
ajase-2776	209	118	based	base	VERB
ajase-2776	209	119	on	on	ADP
ajase-2776	209	120	fred	fred	PROPN
ajase-2776	209	121	(	(	PUNCT
ajase-2776	209	122	january	january	PROPN
ajase-2776	209	123	2014	2014	NUM
ajase-2776	209	124	~	~	PUNCT
ajase-2776	209	125	december	december	PROPN
ajase-2776	209	126	2023	2023	NUM
ajase-2776	209	127	)	)	PUNCT
ajase-2776	209	128	data	datum	NOUN
ajase-2776	209	129	figure	figure	NOUN
ajase-2776	209	130	12	12	NUM
ajase-2776	209	131	:	:	PUNCT
ajase-2776	209	132	pacf	pacf	NOUN
ajase-2776	209	133	plot	plot	NOUN
ajase-2776	209	134	of	of	ADP
ajase-2776	209	135	the	the	DET
ajase-2776	209	136	twelfth	twelfth	ADJ
ajase-2776	209	137	difference	difference	NOUN
ajase-2776	209	138	of	of	ADP
ajase-2776	209	139	the	the	DET
ajase-2776	209	140	seasonally	seasonally	ADV
ajase-2776	209	141	adjusted	adjust	VERB
ajase-2776	209	142	monthly	monthly	ADJ
ajase-2776	209	143	global	global	ADJ
ajase-2776	209	144	price	price	NOUN
ajase-2776	209	145	of	of	ADP
ajase-2776	209	146	corn	corn	NOUN
ajase-2776	209	147	(	(	PUNCT
ajase-2776	209	148	january	january	PROPN
ajase-2776	209	149	2014	2014	NUM
ajase-2776	209	150	~	~	PUNCT
ajase-2776	209	151	december	december	PROPN
ajase-2776	209	152	2023	2023	NUM
ajase-2776	209	153	)	)	PUNCT
ajase-2776	209	154	source	source	NOUN
ajase-2776	209	155	:	:	PUNCT
ajase-2776	209	156	own	own	ADJ
ajase-2776	209	157	computation	computation	NOUN
ajase-2776	209	158	based	base	VERB
ajase-2776	209	159	on	on	ADP
ajase-2776	209	160	fred	fred	PROPN
ajase-2776	209	161	(	(	PUNCT
ajase-2776	209	162	january	january	PROPN
ajase-2776	209	163	2014	2014	NUM
ajase-2776	209	164	~	~	PUNCT
ajase-2776	209	165	december	december	PROPN
ajase-2776	209	166	2023	2023	NUM
ajase-2776	209	167	)	)	PUNCT
ajase-2776	209	168	data	datum	NOUN
ajase-2776	209	169	figure	figure	NOUN
ajase-2776	209	170	8	8	NUM
ajase-2776	209	171	:	:	PUNCT
ajase-2776	209	172	acf	acf	PROPN
ajase-2776	209	173	plot	plot	NOUN
ajase-2776	209	174	of	of	ADP
ajase-2776	209	175	the	the	DET
ajase-2776	209	176	first	first	ADJ
ajase-2776	209	177	difference	difference	NOUN
ajase-2776	209	178	of	of	ADP
ajase-2776	209	179	the	the	DET
ajase-2776	209	180	seasonally	seasonally	ADV
ajase-2776	209	181	adjusted	adjust	VERB
ajase-2776	209	182	monthly	monthly	ADJ
ajase-2776	209	183	global	global	ADJ
ajase-2776	209	184	price	price	NOUN
ajase-2776	209	185	of	of	ADP
ajase-2776	209	186	corn	corn	NOUN
ajase-2776	209	187	(	(	PUNCT
ajase-2776	209	188	january	january	PROPN
ajase-2776	209	189	2014	2014	NUM
ajase-2776	209	190	~	~	PUNCT
ajase-2776	209	191	december	december	PROPN
ajase-2776	209	192	2023	2023	NUM
ajase-2776	209	193	)	)	PUNCT
ajase-2776	209	194	source	source	NOUN
ajase-2776	209	195	:	:	PUNCT
ajase-2776	209	196	own	own	ADJ
ajase-2776	209	197	computation	computation	NOUN
ajase-2776	209	198	based	base	VERB
ajase-2776	209	199	on	on	ADP
ajase-2776	209	200	fred	fred	PROPN
ajase-2776	209	201	(	(	PUNCT
ajase-2776	209	202	january	january	PROPN
ajase-2776	209	203	2014	2014	NUM
ajase-2776	209	204	~	~	PUNCT
ajase-2776	209	205	december	december	PROPN
ajase-2776	209	206	2023	2023	NUM
ajase-2776	209	207	)	)	PUNCT
ajase-2776	209	208	data	datum	NOUN
ajase-2776	209	209	figure	figure	NOUN
ajase-2776	209	210	10	10	NUM
ajase-2776	209	211	:	:	PUNCT
ajase-2776	209	212	time	time	NOUN
ajase-2776	209	213	series	series	PROPN
ajase-2776	209	214	plot	plot	NOUN
ajase-2776	209	215	of	of	ADP
ajase-2776	209	216	the	the	DET
ajase-2776	209	217	twelfth	twelfth	ADJ
ajase-2776	209	218	difference	difference	NOUN
ajase-2776	209	219	of	of	ADP
ajase-2776	209	220	the	the	DET
ajase-2776	209	221	seasonally	seasonally	ADV
ajase-2776	209	222	adjusted	adjust	VERB
ajase-2776	209	223	monthly	monthly	ADJ
ajase-2776	209	224	global	global	ADJ
ajase-2776	209	225	price	price	NOUN
ajase-2776	209	226	of	of	ADP
ajase-2776	209	227	corn	corn	NOUN
ajase-2776	209	228	(	(	PUNCT
ajase-2776	209	229	january	january	PROPN
ajase-2776	209	230	2014	2014	NUM
ajase-2776	209	231	~	~	PUNCT
ajase-2776	209	232	december	december	PROPN
ajase-2776	209	233	2023	2023	NUM
ajase-2776	209	234	)	)	PUNCT
ajase-2776	209	235	source	source	NOUN
ajase-2776	209	236	:	:	PUNCT
ajase-2776	209	237	own	own	ADJ
ajase-2776	209	238	computation	computation	NOUN
ajase-2776	209	239	based	base	VERB
ajase-2776	209	240	on	on	ADP
ajase-2776	209	241	fred	fred	PROPN
ajase-2776	209	242	(	(	PUNCT
ajase-2776	209	243	january	january	PROPN
ajase-2776	209	244	2014	2014	NUM
ajase-2776	209	245	~	~	PUNCT
ajase-2776	209	246	december	december	PROPN
ajase-2776	209	247	2023	2023	NUM
ajase-2776	209	248	)	)	PUNCT
ajase-2776	209	249	data	datum	NOUN
ajase-2776	209	250	pa	pa	PROPN
ajase-2776	209	251	ge	ge	PROPN
ajase-2776	209	252	13	13	NUM
ajase-2776	209	253	1	1	NUM
ajase-2776	209	254	https://journals.e-palli.com/home/index.php/ajase	https://journals.e-palli.com/home/index.php/ajase	PROPN
ajase-2776	209	255	am	am	NOUN
ajase-2776	209	256	.	.	PUNCT
ajase-2776	210	1	j.	j.	PROPN
ajase-2776	210	2	appl	appl	PROPN
ajase-2776	210	3	.	.	PROPN
ajase-2776	211	1	stat	stat	PROPN
ajase-2776	211	2	.	.	PUNCT
ajase-2776	212	1	econ	econ	PROPN
ajase-2776	212	2	.	.	PUNCT
ajase-2776	213	1	3(1	3(1	NUM
ajase-2776	213	2	)	)	PUNCT
ajase-2776	213	3	124	124	NUM
ajase-2776	213	4	-	-	SYM
ajase-2776	213	5	135	135	NUM
ajase-2776	213	6	,	,	PUNCT
ajase-2776	213	7	2024	2024	NUM
ajase-2776	213	8	given	give	VERB
ajase-2776	213	9	the	the	DET
ajase-2776	213	10	p	p	NOUN
ajase-2776	213	11	-	-	PUNCT
ajase-2776	213	12	value	value	NOUN
ajase-2776	213	13	of	of	ADP
ajase-2776	213	14	0.5211	0.5211	NUM
ajase-2776	213	15	,	,	PUNCT
ajase-2776	213	16	which	which	PRON
ajase-2776	213	17	is	be	AUX
ajase-2776	213	18	quite	quite	ADV
ajase-2776	213	19	high	high	ADJ
ajase-2776	213	20	,	,	PUNCT
ajase-2776	213	21	we	we	PRON
ajase-2776	213	22	again	again	ADV
ajase-2776	213	23	failed	fail	VERB
ajase-2776	213	24	to	to	PART
ajase-2776	213	25	reject	reject	VERB
ajase-2776	213	26	the	the	DET
ajase-2776	213	27	null	null	ADJ
ajase-2776	213	28	hypothesis	hypothesis	NOUN
ajase-2776	213	29	and	and	CCONJ
ajase-2776	213	30	the	the	DET
ajase-2776	213	31	data	data	NOUN
ajase-2776	213	32	is	be	AUX
ajase-2776	213	33	still	still	ADV
ajase-2776	213	34	non	non	ADJ
ajase-2776	213	35	-	-	ADJ
ajase-2776	213	36	stationary	stationary	ADJ
ajase-2776	213	37	.	.	PUNCT
ajase-2776	214	1	so	so	ADV
ajase-2776	214	2	,	,	PUNCT
ajase-2776	214	3	differencing	differencing	NOUN
ajase-2776	214	4	(	(	PUNCT
ajase-2776	214	5	figures	figure	NOUN
ajase-2776	214	6	7	7	NUM
ajase-2776	214	7	&	&	CCONJ
ajase-2776	214	8	10	10	NUM
ajase-2776	214	9	)	)	PUNCT
ajase-2776	214	10	was	be	AUX
ajase-2776	214	11	attempted	attempt	VERB
ajase-2776	214	12	.	.	PUNCT
ajase-2776	215	1	the	the	DET
ajase-2776	215	2	test	test	NOUN
ajase-2776	215	3	statistics	statistic	NOUN
ajase-2776	215	4	thus	thus	ADV
ajase-2776	215	5	obtained	obtain	VERB
ajase-2776	215	6	were	be	AUX
ajase-2776	215	7	negative	negative	ADJ
ajase-2776	215	8	and	and	CCONJ
ajase-2776	215	9	significant	significant	ADJ
ajase-2776	215	10	the	the	DET
ajase-2776	215	11	p	p	NOUN
ajase-2776	215	12	-	-	PUNCT
ajase-2776	215	13	value	value	NOUN
ajase-2776	215	14	was	be	AUX
ajase-2776	215	15	0.01	0.01	NUM
ajase-2776	215	16	in	in	ADP
ajase-2776	215	17	both	both	DET
ajase-2776	215	18	cases	case	NOUN
ajase-2776	215	19	which	which	PRON
ajase-2776	215	20	is	be	AUX
ajase-2776	215	21	<	<	X
ajase-2776	215	22	α	α	X
ajase-2776	215	23	=	=	NOUN
ajase-2776	215	24	0.05	0.05	NUM
ajase-2776	215	25	suggesting	suggest	VERB
ajase-2776	215	26	the	the	DET
ajase-2776	215	27	stationarity	stationarity	NOUN
ajase-2776	215	28	of	of	ADP
ajase-2776	215	29	data	data	PROPN
ajase-2776	215	30	.	.	PUNCT
ajase-2776	216	1	the	the	DET
ajase-2776	216	2	differenced	differenced	ADJ
ajase-2776	216	3	series	series	NOUN
ajase-2776	216	4	removed	remove	VERB
ajase-2776	216	5	the	the	DET
ajase-2776	216	6	trends	trend	NOUN
ajase-2776	216	7	and	and	CCONJ
ajase-2776	216	8	seasonality	seasonality	NOUN
ajase-2776	216	9	,	,	PUNCT
ajase-2776	216	10	making	make	VERB
ajase-2776	216	11	the	the	DET
ajase-2776	216	12	data	datum	NOUN
ajase-2776	216	13	more	more	ADV
ajase-2776	216	14	stationary	stationary	ADJ
ajase-2776	216	15	and	and	CCONJ
ajase-2776	216	16	ready	ready	ADJ
ajase-2776	216	17	for	for	ADP
ajase-2776	216	18	modeling	modeling	NOUN
ajase-2776	216	19	.	.	PUNCT
ajase-2776	217	1	acf	acf	PROPN
ajase-2776	217	2	(	(	PUNCT
ajase-2776	217	3	figures	figure	NOUN
ajase-2776	217	4	8	8	NUM
ajase-2776	217	5	&	&	CCONJ
ajase-2776	217	6	11	11	NUM
ajase-2776	217	7	)	)	PUNCT
ajase-2776	217	8	and	and	CCONJ
ajase-2776	217	9	pacf	pacf	NOUN
ajase-2776	217	10	(	(	PUNCT
ajase-2776	217	11	figures	figure	NOUN
ajase-2776	217	12	9	9	NUM
ajase-2776	217	13	&	&	CCONJ
ajase-2776	217	14	12	12	NUM
ajase-2776	217	15	)	)	PUNCT
ajase-2776	217	16	from	from	ADP
ajase-2776	217	17	both	both	DET
ajase-2776	217	18	cases	case	NOUN
ajase-2776	217	19	were	be	AUX
ajase-2776	217	20	also	also	ADV
ajase-2776	217	21	visualized	visualize	VERB
ajase-2776	217	22	.	.	PUNCT
ajase-2776	218	1	these	these	DET
ajase-2776	218	2	plots	plot	NOUN
ajase-2776	218	3	show	show	VERB
ajase-2776	218	4	the	the	DET
ajase-2776	218	5	acf	acf	NOUN
ajase-2776	218	6	and	and	CCONJ
ajase-2776	218	7	pacf	pacf	NOUN
ajase-2776	218	8	of	of	ADP
ajase-2776	218	9	the	the	DET
ajase-2776	218	10	global	global	ADJ
ajase-2776	218	11	corn	corn	NOUN
ajase-2776	218	12	price	price	NOUN
ajase-2776	218	13	series	series	NOUN
ajase-2776	218	14	with	with	ADP
ajase-2776	218	15	95	95	NUM
ajase-2776	218	16	%	%	NOUN
ajase-2776	218	17	confidence	confidence	NOUN
ajase-2776	218	18	limits	limit	NOUN
ajase-2776	218	19	.	.	PUNCT
ajase-2776	219	1	it	it	PRON
ajase-2776	219	2	can	can	AUX
ajase-2776	219	3	be	be	AUX
ajase-2776	219	4	seen	see	VERB
ajase-2776	219	5	from	from	ADP
ajase-2776	219	6	the	the	DET
ajase-2776	219	7	acf	acf	PROPN
ajase-2776	219	8	plot	plot	NOUN
ajase-2776	219	9	that	that	SCONJ
ajase-2776	219	10	the	the	DET
ajase-2776	219	11	spike	spike	NOUN
ajase-2776	219	12	is	be	AUX
ajase-2776	219	13	significant	significant	ADJ
ajase-2776	219	14	till	till	SCONJ
ajase-2776	219	15	the	the	DET
ajase-2776	219	16	first	first	ADJ
ajase-2776	219	17	lag	lag	NOUN
ajase-2776	219	18	and	and	CCONJ
ajase-2776	219	19	there	there	PRON
ajase-2776	219	20	are	be	VERB
ajase-2776	219	21	no	no	DET
ajase-2776	219	22	significant	significant	ADJ
ajase-2776	219	23	spikes	spike	NOUN
ajase-2776	219	24	in	in	ADP
ajase-2776	219	25	the	the	DET
ajase-2776	219	26	pacf	pacf	NOUN
ajase-2776	219	27	plot	plot	NOUN
ajase-2776	219	28	.	.	PUNCT
ajase-2776	220	1	in	in	ADP
ajase-2776	220	2	terms	term	NOUN
ajase-2776	220	3	of	of	ADP
ajase-2776	220	4	identifying	identify	VERB
ajase-2776	220	5	and	and	CCONJ
ajase-2776	220	6	fitting	fit	VERB
ajase-2776	220	7	the	the	DET
ajase-2776	220	8	model	model	NOUN
ajase-2776	220	9	,	,	PUNCT
ajase-2776	220	10	the	the	DET
ajase-2776	220	11	bestfitting	bestfitte	VERB
ajase-2776	220	12	seasonal	seasonal	ADJ
ajase-2776	220	13	arima	arima	NOUN
ajase-2776	220	14	model	model	NOUN
ajase-2776	220	15	was	be	AUX
ajase-2776	220	16	determined	determine	VERB
ajase-2776	220	17	by	by	ADP
ajase-2776	220	18	using	use	VERB
ajase-2776	220	19	auto.arima	auto.arima	PROPN
ajase-2776	220	20	(	(	PUNCT
ajase-2776	220	21	)	)	PUNCT
ajase-2776	220	22	function	function	NOUN
ajase-2776	220	23	in	in	ADP
ajase-2776	220	24	r	r	NOUN
ajase-2776	220	25	which	which	PRON
ajase-2776	220	26	automatically	automatically	ADV
ajase-2776	220	27	took	take	VERB
ajase-2776	220	28	into	into	ADP
ajase-2776	220	29	account	account	NOUN
ajase-2776	220	30	the	the	DET
ajase-2776	220	31	aic	aic	PROPN
ajase-2776	220	32	,	,	PUNCT
ajase-2776	220	33	aicc	aicc	NOUN
ajase-2776	220	34	,	,	PUNCT
ajase-2776	220	35	or	or	CCONJ
ajase-2776	220	36	bic	bic	NOUN
ajase-2776	220	37	values	value	NOUN
ajase-2776	220	38	.	.	PUNCT
ajase-2776	221	1	the	the	DET
ajase-2776	221	2	notation	notation	NOUN
ajase-2776	221	3	in	in	ADP
ajase-2776	221	4	the	the	DET
ajase-2776	221	5	arima	arima	NOUN
ajase-2776	221	6	model	model	NOUN
ajase-2776	221	7	represents	represent	VERB
ajase-2776	221	8	the	the	DET
ajase-2776	221	9	parameters	parameter	NOUN
ajase-2776	221	10	of	of	ADP
ajase-2776	221	11	the	the	DET
ajase-2776	221	12	arima	arima	PROPN
ajase-2776	221	13	model	model	NOUN
ajase-2776	221	14	.	.	PUNCT
ajase-2776	222	1	it	it	PRON
ajase-2776	222	2	indicates	indicate	VERB
ajase-2776	222	3	the	the	DET
ajase-2776	222	4	order	order	NOUN
ajase-2776	222	5	of	of	ADP
ajase-2776	222	6	the	the	DET
ajase-2776	222	7	autoregressive	autoregressive	ADJ
ajase-2776	222	8	(	(	PUNCT
ajase-2776	222	9	ar	ar	NOUN
ajase-2776	222	10	)	)	PUNCT
ajase-2776	222	11	,	,	PUNCT
ajase-2776	222	12	differencing	difference	VERB
ajase-2776	222	13	(	(	PUNCT
ajase-2776	222	14	i	i	NOUN
ajase-2776	222	15	)	)	PUNCT
ajase-2776	222	16	,	,	PUNCT
ajase-2776	222	17	and	and	CCONJ
ajase-2776	222	18	moving	move	VERB
ajase-2776	222	19	average	average	ADJ
ajase-2776	222	20	(	(	PUNCT
ajase-2776	222	21	ma	ma	PROPN
ajase-2776	222	22	)	)	PUNCT
ajase-2776	222	23	components	component	NOUN
ajase-2776	222	24	of	of	ADP
ajase-2776	222	25	the	the	DET
ajase-2776	222	26	model	model	NOUN
ajase-2776	222	27	.	.	PUNCT
ajase-2776	223	1	in	in	ADP
ajase-2776	223	2	this	this	DET
ajase-2776	223	3	case	case	NOUN
ajase-2776	223	4	,	,	PUNCT
ajase-2776	223	5	an	an	DET
ajase-2776	223	6	arima	arima	NOUN
ajase-2776	223	7	(	(	PUNCT
ajase-2776	223	8	0,1,1)(0,0,1	0,1,1)(0,0,1	NOUN
ajase-2776	223	9	)	)	PUNCT
ajase-2776	224	1	[	[	X
ajase-2776	224	2	12	12	NUM
ajase-2776	224	3	]	]	PUNCT
ajase-2776	224	4	model	model	NOUN
ajase-2776	224	5	was	be	AUX
ajase-2776	224	6	obtained	obtain	VERB
ajase-2776	224	7	suggesting	suggest	VERB
ajase-2776	224	8	the	the	DET
ajase-2776	224	9	series	series	NOUN
ajase-2776	224	10	has	have	VERB
ajase-2776	224	11	a	a	DET
ajase-2776	224	12	seasonal	seasonal	ADJ
ajase-2776	224	13	pattern	pattern	NOUN
ajase-2776	224	14	and	and	CCONJ
ajase-2776	224	15	a	a	DET
ajase-2776	224	16	first	first	ADJ
ajase-2776	224	17	-	-	PUNCT
ajase-2776	224	18	order	order	NOUN
ajase-2776	224	19	non	non	ADJ
ajase-2776	224	20	-	-	ADJ
ajase-2776	224	21	seasonal	seasonal	ADJ
ajase-2776	224	22	moving	move	VERB
ajase-2776	224	23	average	average	ADJ
ajase-2776	224	24	term	term	NOUN
ajase-2776	224	25	and	and	CCONJ
ajase-2776	224	26	a	a	DET
ajase-2776	224	27	first	first	ADJ
ajase-2776	224	28	-	-	PUNCT
ajase-2776	224	29	order	order	NOUN
ajase-2776	224	30	seasonal	seasonal	ADJ
ajase-2776	224	31	moving	move	VERB
ajase-2776	224	32	average	average	ADJ
ajase-2776	224	33	component	component	NOUN
ajase-2776	224	34	has	have	AUX
ajase-2776	224	35	been	be	AUX
ajase-2776	224	36	influencing	influence	VERB
ajase-2776	224	37	the	the	DET
ajase-2776	224	38	series	series	NOUN
ajase-2776	224	39	.	.	PUNCT
ajase-2776	225	1	thus	thus	ADV
ajase-2776	225	2	,	,	PUNCT
ajase-2776	225	3	it	it	PRON
ajase-2776	225	4	is	be	AUX
ajase-2776	225	5	arima	arima	PROPN
ajase-2776	225	6	(	(	PUNCT
ajase-2776	225	7	0,1,1	0,1,1	NUM
ajase-2776	225	8	)	)	PUNCT
ajase-2776	225	9	for	for	ADP
ajase-2776	225	10	the	the	DET
ajase-2776	225	11	non	non	ADJ
ajase-2776	225	12	-	-	ADJ
ajase-2776	225	13	seasonal	seasonal	ADJ
ajase-2776	225	14	part	part	NOUN
ajase-2776	225	15	and	and	CCONJ
ajase-2776	225	16	arima	arima	PROPN
ajase-2776	225	17	(	(	PUNCT
ajase-2776	225	18	0,0,1	0,0,1	NOUN
ajase-2776	225	19	)	)	PUNCT
ajase-2776	225	20	for	for	ADP
ajase-2776	225	21	the	the	DET
ajase-2776	225	22	seasonal	seasonal	ADJ
ajase-2776	225	23	part	part	NOUN
ajase-2776	225	24	,	,	PUNCT
ajase-2776	225	25	with	with	ADP
ajase-2776	225	26	a	a	DET
ajase-2776	225	27	seasonal	seasonal	ADJ
ajase-2776	225	28	period	period	NOUN
ajase-2776	225	29	of	of	ADP
ajase-2776	225	30	12	12	NUM
ajase-2776	225	31	months	month	NOUN
ajase-2776	225	32	.	.	PUNCT
ajase-2776	226	1	this	this	PRON
ajase-2776	226	2	simply	simply	ADV
ajase-2776	226	3	also	also	ADV
ajase-2776	226	4	suggested	suggest	VERB
ajase-2776	226	5	a	a	DET
ajase-2776	226	6	moving	move	VERB
ajase-2776	226	7	average	average	ADJ
ajase-2776	226	8	term	term	NOUN
ajase-2776	226	9	and	and	CCONJ
ajase-2776	226	10	a	a	DET
ajase-2776	226	11	seasonal	seasonal	ADJ
ajase-2776	226	12	moving	move	VERB
ajase-2776	226	13	average	average	ADJ
ajase-2776	226	14	term	term	NOUN
ajase-2776	226	15	.	.	PUNCT
ajase-2776	227	1	the	the	DET
ajase-2776	227	2	coefficient	coefficient	NOUN
ajase-2776	227	3	for	for	ADP
ajase-2776	227	4	the	the	DET
ajase-2776	227	5	ma	ma	PROPN
ajase-2776	227	6	term	term	NOUN
ajase-2776	227	7	was	be	AUX
ajase-2776	227	8	0.4628	0.4628	NUM
ajase-2776	227	9	,	,	PUNCT
ajase-2776	227	10	and	and	CCONJ
ajase-2776	227	11	for	for	ADP
ajase-2776	227	12	the	the	DET
ajase-2776	227	13	seasonal	seasonal	ADJ
ajase-2776	227	14	ma	ma	PROPN
ajase-2776	227	15	was	be	AUX
ajase-2776	227	16	-0.3777	-0.3777	ADJ
ajase-2776	227	17	and	and	CCONJ
ajase-2776	227	18	the	the	DET
ajase-2776	227	19	estimated	estimate	VERB
ajase-2776	227	20	variance	variance	NOUN
ajase-2776	227	21	of	of	ADP
ajase-2776	227	22	the	the	DET
ajase-2776	227	23	residuals	residual	NOUN
ajase-2776	227	24	was	be	AUX
ajase-2776	227	25	105.9	105.9	NUM
ajase-2776	227	26	(	(	PUNCT
ajase-2776	227	27	table	table	NOUN
ajase-2776	227	28	3	3	NUM
ajase-2776	227	29	)	)	PUNCT
ajase-2776	227	30	.	.	PUNCT
ajase-2776	228	1	the	the	DET
ajase-2776	228	2	loglikelihood	loglikelihood	NOUN
ajase-2776	228	3	of	of	ADP
ajase-2776	228	4	the	the	DET
ajase-2776	228	5	model	model	NOUN
ajase-2776	228	6	is	be	AUX
ajase-2776	228	7	the	the	DET
ajase-2776	228	8	measure	measure	NOUN
ajase-2776	228	9	of	of	ADP
ajase-2776	228	10	how	how	SCONJ
ajase-2776	228	11	well	well	ADV
ajase-2776	228	12	the	the	DET
ajase-2776	228	13	model	model	NOUN
ajase-2776	228	14	fits	fit	VERB
ajase-2776	228	15	the	the	DET
ajase-2776	228	16	data	datum	NOUN
ajase-2776	228	17	and	and	CCONJ
ajase-2776	228	18	it	it	PRON
ajase-2776	228	19	was	be	AUX
ajase-2776	228	20	-446.29	-446.29	PROPN
ajase-2776	228	21	in	in	ADP
ajase-2776	228	22	this	this	DET
ajase-2776	228	23	case	case	NOUN
ajase-2776	228	24	.	.	PUNCT
ajase-2776	229	1	the	the	DET
ajase-2776	229	2	model	model	NOUN
ajase-2776	229	3	was	be	AUX
ajase-2776	229	4	selected	select	VERB
ajase-2776	229	5	based	base	VERB
ajase-2776	229	6	on	on	ADP
ajase-2776	229	7	aic	aic	PROPN
ajase-2776	229	8	and	and	CCONJ
ajase-2776	229	9	was	be	AUX
ajase-2776	229	10	evaluated	evaluate	VERB
ajase-2776	229	11	using	use	VERB
ajase-2776	229	12	its	its	PRON
ajase-2776	229	13	summary	summary	NOUN
ajase-2776	229	14	statistics	statistic	NOUN
ajase-2776	229	15	.	.	PUNCT
ajase-2776	230	1	table	table	NOUN
ajase-2776	230	2	3	3	NUM
ajase-2776	230	3	:	:	PUNCT
ajase-2776	230	4	parameters	parameter	NOUN
ajase-2776	230	5	of	of	ADP
ajase-2776	230	6	the	the	DET
ajase-2776	230	7	arima(0,1,1)(0,0,1)12	arima(0,1,1)(0,0,1)12	PROPN
ajase-2776	230	8	model	model	NOUN
ajase-2776	230	9	parameter	parameter	PROPN
ajase-2776	230	10	estimate	estimate	NOUN
ajase-2776	230	11	standard	standard	ADJ
ajase-2776	230	12	error	error	NOUN
ajase-2776	230	13	difference	difference	NOUN
ajase-2776	230	14	1	1	NUM
ajase-2776	230	15	ma1	ma1	NOUN
ajase-2776	230	16	0.4268	0.4268	NUM
ajase-2776	230	17	0.0919	0.0919	NUM
ajase-2776	230	18	sma1	sma1	NOUN
ajase-2776	230	19	-0.3777	-0.3777	NOUN
ajase-2776	230	20	0.1312	0.1312	NUM
ajase-2776	230	21	sigma2	sigma2	NOUN
ajase-2776	230	22	=	=	PUNCT
ajase-2776	231	1	105.9	105.9	NUM
ajase-2776	231	2	:	:	PUNCT
ajase-2776	231	3	log	log	NOUN
ajase-2776	231	4	likelihood	likelihood	NOUN
ajase-2776	231	5	=	=	SYM
ajase-2776	231	6	-446.29	-446.29	PROPN
ajase-2776	231	7	aic	aic	PROPN
ajase-2776	231	8	=	=	PROPN
ajase-2776	231	9	898.57	898.57	NUM
ajase-2776	231	10	,	,	PUNCT
ajase-2776	231	11	aicc	aicc	NOUN
ajase-2776	231	12	=	=	NOUN
ajase-2776	231	13	898.78	898.78	NUM
ajase-2776	231	14	,	,	PUNCT
ajase-2776	231	15	bic	bic	PROPN
ajase-2776	231	16	=	=	SYM
ajase-2776	231	17	906.91	906.91	NUM
ajase-2776	231	18	rmse	rmse	NOUN
ajase-2776	231	19	=	=	SYM
ajase-2776	231	20	10.16116	10.16116	NUM
ajase-2776	231	21	,	,	PUNCT
ajase-2776	231	22	mae	mae	PROPN
ajase-2776	231	23	=	=	PROPN
ajase-2776	231	24	7.525733	7.525733	NUM
ajase-2776	231	25	,	,	PUNCT
ajase-2776	231	26	mape	mape	NOUN
ajase-2776	231	27	=	=	SYM
ajase-2776	231	28	3.665245	3.665245	NUM
ajase-2776	231	29	source	source	NOUN
ajase-2776	231	30	:	:	PUNCT
ajase-2776	231	31	own	own	ADJ
ajase-2776	231	32	computation	computation	NOUN
ajase-2776	231	33	based	base	VERB
ajase-2776	231	34	on	on	ADP
ajase-2776	231	35	fred	fred	PROPN
ajase-2776	231	36	(	(	PUNCT
ajase-2776	231	37	january	january	PROPN
ajase-2776	231	38	2014	2014	NUM
ajase-2776	231	39	~	~	PUNCT
ajase-2776	231	40	december	december	PROPN
ajase-2776	231	41	2023	2023	NUM
ajase-2776	231	42	)	)	PUNCT
ajase-2776	231	43	data	data	VERB
ajase-2776	231	44	the	the	DET
ajase-2776	231	45	residual	residual	ADJ
ajase-2776	231	46	analysis	analysis	NOUN
ajase-2776	231	47	was	be	AUX
ajase-2776	231	48	performed	perform	VERB
ajase-2776	231	49	for	for	ADP
ajase-2776	231	50	the	the	DET
ajase-2776	231	51	model	model	NOUN
ajase-2776	231	52	verification	verification	NOUN
ajase-2776	231	53	.	.	PUNCT
ajase-2776	232	1	it	it	PRON
ajase-2776	232	2	can	can	AUX
ajase-2776	232	3	be	be	AUX
ajase-2776	232	4	seen	see	VERB
ajase-2776	232	5	from	from	ADP
ajase-2776	232	6	the	the	DET
ajase-2776	232	7	standardized	standardized	ADJ
ajase-2776	232	8	residuals	residual	NOUN
ajase-2776	232	9	(	(	PUNCT
ajase-2776	232	10	figure	figure	NOUN
ajase-2776	232	11	13	13	NUM
ajase-2776	232	12	)	)	PUNCT
ajase-2776	232	13	that	that	SCONJ
ajase-2776	232	14	the	the	DET
ajase-2776	232	15	residuals	residual	NOUN
ajase-2776	232	16	of	of	ADP
ajase-2776	232	17	the	the	DET
ajase-2776	232	18	model	model	NOUN
ajase-2776	232	19	have	have	VERB
ajase-2776	232	20	zero	zero	NUM
ajase-2776	232	21	mean	mean	NOUN
ajase-2776	232	22	and	and	CCONJ
ajase-2776	232	23	a	a	DET
ajase-2776	232	24	constant	constant	ADJ
ajase-2776	232	25	variance	variance	NOUN
ajase-2776	232	26	concentrated	concentrate	VERB
ajase-2776	232	27	around	around	ADP
ajase-2776	232	28	2	2	NUM
ajase-2776	232	29	and	and	CCONJ
ajase-2776	232	30	-2	-2	INTJ
ajase-2776	232	31	.	.	PUNCT
ajase-2776	233	1	it	it	PRON
ajase-2776	233	2	can	can	AUX
ajase-2776	233	3	be	be	AUX
ajase-2776	233	4	visualized	visualize	VERB
ajase-2776	233	5	from	from	ADP
ajase-2776	233	6	an	an	DET
ajase-2776	233	7	acf	acf	NOUN
ajase-2776	233	8	plot	plot	NOUN
ajase-2776	233	9	of	of	ADP
ajase-2776	233	10	residuals	residual	NOUN
ajase-2776	233	11	(	(	PUNCT
ajase-2776	233	12	the	the	DET
ajase-2776	233	13	second	second	ADJ
ajase-2776	233	14	panel	panel	NOUN
ajase-2776	233	15	of	of	ADP
ajase-2776	233	16	figure	figure	NOUN
ajase-2776	233	17	13	13	NUM
ajase-2776	233	18	)	)	PUNCT
ajase-2776	233	19	that	that	SCONJ
ajase-2776	233	20	there	there	PRON
ajase-2776	233	21	is	be	VERB
ajase-2776	233	22	no	no	DET
ajase-2776	233	23	autocorrelation	autocorrelation	NOUN
ajase-2776	233	24	among	among	ADP
ajase-2776	233	25	the	the	DET
ajase-2776	233	26	residuals	residual	NOUN
ajase-2776	233	27	;	;	PUNCT
ajase-2776	233	28	the	the	DET
ajase-2776	233	29	autocorrelation	autocorrelation	NOUN
ajase-2776	233	30	is	be	AUX
ajase-2776	233	31	zero	zero	NUM
ajase-2776	233	32	.	.	PUNCT
ajase-2776	234	1	this	this	PRON
ajase-2776	234	2	implies	imply	VERB
ajase-2776	234	3	zero	zero	NUM
ajase-2776	234	4	mean	mean	ADJ
ajase-2776	234	5	and	and	CCONJ
ajase-2776	234	6	constant	constant	ADJ
ajase-2776	234	7	variance	variance	NOUN
ajase-2776	234	8	among	among	ADP
ajase-2776	234	9	the	the	DET
ajase-2776	234	10	residuals	residual	NOUN
ajase-2776	234	11	.	.	PUNCT
ajase-2776	235	1	hence	hence	ADV
ajase-2776	235	2	,	,	PUNCT
ajase-2776	235	3	the	the	DET
ajase-2776	235	4	residuals	residual	NOUN
ajase-2776	235	5	follow	follow	VERB
ajase-2776	235	6	a	a	DET
ajase-2776	235	7	white	white	ADJ
ajase-2776	235	8	noise	noise	NOUN
ajase-2776	235	9	process	process	NOUN
ajase-2776	235	10	.	.	PUNCT
ajase-2776	236	1	the	the	DET
ajase-2776	236	2	adequacy	adequacy	NOUN
ajase-2776	236	3	of	of	ADP
ajase-2776	236	4	the	the	DET
ajase-2776	236	5	model	model	NOUN
ajase-2776	236	6	was	be	AUX
ajase-2776	236	7	also	also	ADV
ajase-2776	236	8	judged	judge	VERB
ajase-2776	236	9	by	by	ADP
ajase-2776	236	10	the	the	DET
ajase-2776	236	11	ljung	ljung	PROPN
ajase-2776	236	12	-	-	PUNCT
ajase-2776	236	13	box	box	NOUN
ajase-2776	236	14	test	test	NOUN
ajase-2776	236	15	and	and	CCONJ
ajase-2776	236	16	the	the	DET
ajase-2776	236	17	box	box	NOUN
ajase-2776	236	18	-	-	PUNCT
ajase-2776	236	19	ljung	ljung	PROPN
ajase-2776	236	20	test	test	NOUN
ajase-2776	236	21	which	which	PRON
ajase-2776	236	22	were	be	AUX
ajase-2776	236	23	used	use	VERB
ajase-2776	236	24	to	to	PART
ajase-2776	236	25	assess	assess	VERB
ajase-2776	236	26	the	the	DET
ajase-2776	236	27	autocorrelation	autocorrelation	NOUN
ajase-2776	236	28	of	of	ADP
ajase-2776	236	29	the	the	DET
ajase-2776	236	30	residuals	residual	NOUN
ajase-2776	236	31	from	from	ADP
ajase-2776	236	32	the	the	DET
ajase-2776	236	33	model	model	NOUN
ajase-2776	236	34	where	where	SCONJ
ajase-2776	236	35	autocorrelation	autocorrelation	NOUN
ajase-2776	236	36	means	mean	VERB
ajase-2776	236	37	that	that	SCONJ
ajase-2776	236	38	the	the	DET
ajase-2776	236	39	values	value	NOUN
ajase-2776	236	40	of	of	ADP
ajase-2776	236	41	the	the	DET
ajase-2776	236	42	series	series	NOUN
ajase-2776	236	43	at	at	ADP
ajase-2776	236	44	different	different	ADJ
ajase-2776	236	45	points	point	NOUN
ajase-2776	236	46	in	in	ADP
ajase-2776	236	47	time	time	NOUN
ajase-2776	236	48	are	be	AUX
ajase-2776	236	49	correlated	correlate	VERB
ajase-2776	236	50	with	with	ADP
ajase-2776	236	51	each	each	DET
ajase-2776	236	52	other	other	ADJ
ajase-2776	236	53	.	.	PUNCT
ajase-2776	237	1	in	in	ADP
ajase-2776	237	2	the	the	DET
ajase-2776	237	3	ljung	ljung	PROPN
ajase-2776	237	4	-	-	PUNCT
ajase-2776	237	5	box	box	NOUN
ajase-2776	237	6	test	test	NOUN
ajase-2776	237	7	,	,	PUNCT
ajase-2776	237	8	the	the	DET
ajase-2776	237	9	test	test	NOUN
ajase-2776	237	10	statistics	statistic	NOUN
ajase-2776	237	11	q	q	X
ajase-2776	237	12	*	*	PUNCT
ajase-2776	237	13	are	be	AUX
ajase-2776	237	14	compared	compare	VERB
ajase-2776	237	15	against	against	ADP
ajase-2776	237	16	a	a	DET
ajase-2776	237	17	chi	chi	ADJ
ajase-2776	237	18	-	-	PUNCT
ajase-2776	237	19	squared	square	VERB
ajase-2776	237	20	distribution	distribution	NOUN
ajase-2776	237	21	with	with	ADP
ajase-2776	237	22	degrees	degree	NOUN
ajase-2776	237	23	of	of	ADP
ajase-2776	237	24	freedom	freedom	NOUN
ajase-2776	237	25	equal	equal	ADJ
ajase-2776	237	26	to	to	ADP
ajase-2776	237	27	the	the	DET
ajase-2776	237	28	number	number	NOUN
ajase-2776	237	29	of	of	ADP
ajase-2776	237	30	lags	lag	NOUN
ajase-2776	237	31	used	use	VERB
ajase-2776	237	32	in	in	ADP
ajase-2776	237	33	the	the	DET
ajase-2776	237	34	test	test	NOUN
ajase-2776	237	35	minus	minus	ADP
ajase-2776	237	36	the	the	DET
ajase-2776	237	37	model	model	NOUN
ajase-2776	237	38	degrees	degree	NOUN
ajase-2776	237	39	of	of	ADP
ajase-2776	237	40	freedom	freedom	NOUN
ajase-2776	237	41	.	.	PUNCT
ajase-2776	238	1	the	the	DET
ajase-2776	238	2	p	p	NOUN
ajase-2776	238	3	-	-	PUNCT
ajase-2776	238	4	value	value	NOUN
ajase-2776	238	5	(	(	PUNCT
ajase-2776	238	6	0.9303	0.9303	NUM
ajase-2776	238	7	)	)	PUNCT
ajase-2776	238	8	obtained	obtain	VERB
ajase-2776	238	9	suggested	suggest	VERB
ajase-2776	238	10	no	no	DET
ajase-2776	238	11	significant	significant	ADJ
ajase-2776	238	12	autocorrelation	autocorrelation	NOUN
ajase-2776	238	13	in	in	ADP
ajase-2776	238	14	the	the	DET
ajase-2776	238	15	residuals	residual	NOUN
ajase-2776	238	16	.	.	PUNCT
ajase-2776	239	1	in	in	ADP
ajase-2776	239	2	the	the	DET
ajase-2776	239	3	box	box	NOUN
ajase-2776	239	4	-	-	PUNCT
ajase-2776	239	5	ljung	ljung	PROPN
ajase-2776	239	6	test	test	NOUN
ajase-2776	239	7	also	also	ADV
ajase-2776	239	8	,	,	PUNCT
ajase-2776	239	9	the	the	DET
ajase-2776	239	10	x	x	ADJ
ajase-2776	239	11	-	-	ADJ
ajase-2776	239	12	squared	square	VERB
ajase-2776	239	13	statistic	statistic	NOUN
ajase-2776	239	14	is	be	AUX
ajase-2776	239	15	compared	compare	VERB
ajase-2776	239	16	against	against	ADP
ajase-2776	239	17	a	a	DET
ajase-2776	239	18	chisquared	chisquared	ADJ
ajase-2776	239	19	distribution	distribution	NOUN
ajase-2776	239	20	.	.	PUNCT
ajase-2776	240	1	the	the	DET
ajase-2776	240	2	p	p	NOUN
ajase-2776	240	3	-	-	PUNCT
ajase-2776	240	4	value	value	NOUN
ajase-2776	240	5	(	(	PUNCT
ajase-2776	240	6	0.7013	0.7013	NUM
ajase-2776	240	7	)	)	PUNCT
ajase-2776	240	8	in	in	ADP
ajase-2776	240	9	this	this	DET
ajase-2776	240	10	test	test	NOUN
ajase-2776	240	11	also	also	ADV
ajase-2776	240	12	indicated	indicate	VERB
ajase-2776	240	13	no	no	DET
ajase-2776	240	14	significant	significant	ADJ
ajase-2776	240	15	autocorrelation	autocorrelation	NOUN
ajase-2776	240	16	in	in	ADP
ajase-2776	240	17	the	the	DET
ajase-2776	240	18	residuals	residual	NOUN
ajase-2776	240	19	.	.	PUNCT
ajase-2776	241	1	this	this	PRON
ajase-2776	241	2	can	can	AUX
ajase-2776	241	3	also	also	ADV
ajase-2776	241	4	be	be	AUX
ajase-2776	241	5	visualized	visualize	VERB
ajase-2776	241	6	from	from	ADP
ajase-2776	241	7	the	the	DET
ajase-2776	241	8	p	p	NOUN
ajase-2776	241	9	-	-	PUNCT
ajase-2776	241	10	value	value	NOUN
ajase-2776	241	11	of	of	ADP
ajase-2776	241	12	the	the	DET
ajase-2776	241	13	residuals	residual	NOUN
ajase-2776	241	14	(	(	PUNCT
ajase-2776	241	15	the	the	DET
ajase-2776	241	16	third	third	ADJ
ajase-2776	241	17	panel	panel	NOUN
ajase-2776	241	18	of	of	ADP
ajase-2776	241	19	figure	figure	NOUN
ajase-2776	241	20	13	13	NUM
ajase-2776	241	21	)	)	PUNCT
ajase-2776	241	22	that	that	SCONJ
ajase-2776	241	23	its	its	PRON
ajase-2776	241	24	value	value	NOUN
ajase-2776	241	25	exceeds	exceed	VERB
ajase-2776	241	26	the	the	DET
ajase-2776	241	27	5	5	NUM
ajase-2776	241	28	%	%	NOUN
ajase-2776	241	29	confidence	confidence	NOUN
ajase-2776	241	30	interval	interval	NOUN
ajase-2776	241	31	showing	show	VERB
ajase-2776	241	32	no	no	DET
ajase-2776	241	33	significant	significant	ADJ
ajase-2776	241	34	departures	departure	NOUN
ajase-2776	241	35	from	from	ADP
ajase-2776	241	36	the	the	DET
ajase-2776	241	37	white	white	ADJ
ajase-2776	241	38	noise	noise	NOUN
ajase-2776	241	39	of	of	ADP
ajase-2776	241	40	the	the	DET
ajase-2776	241	41	residuals	residual	NOUN
ajase-2776	241	42	.	.	PUNCT
ajase-2776	242	1	also	also	ADV
ajase-2776	242	2	,	,	PUNCT
ajase-2776	242	3	from	from	ADP
ajase-2776	242	4	the	the	DET
ajase-2776	242	5	normality	normality	NOUN
ajase-2776	242	6	plot	plot	NOUN
ajase-2776	242	7	of	of	ADP
ajase-2776	242	8	residuals	residual	NOUN
ajase-2776	242	9	(	(	PUNCT
ajase-2776	242	10	figure	figure	NOUN
ajase-2776	242	11	14	14	NUM
ajase-2776	242	12	)	)	PUNCT
ajase-2776	242	13	,	,	PUNCT
ajase-2776	242	14	the	the	DET
ajase-2776	242	15	residuals	residual	NOUN
ajase-2776	242	16	follow	follow	VERB
ajase-2776	242	17	the	the	DET
ajase-2776	242	18	normal	normal	ADJ
ajase-2776	242	19	distribution	distribution	NOUN
ajase-2776	242	20	process	process	NOUN
ajase-2776	242	21	i.e.	i.e.	ADV
ajase-2776	242	22	,	,	PUNCT
ajase-2776	242	23	there	there	PRON
ajase-2776	242	24	is	be	VERB
ajase-2776	242	25	a	a	DET
ajase-2776	242	26	symmetric	symmetric	ADJ
ajase-2776	242	27	distribution	distribution	NOUN
ajase-2776	242	28	of	of	ADP
ajase-2776	242	29	the	the	DET
ajase-2776	242	30	residuals	residual	NOUN
ajase-2776	242	31	around	around	ADP
ajase-2776	242	32	the	the	DET
ajase-2776	242	33	mean	mean	ADJ
ajase-2776	242	34	residual	residual	ADJ
ajase-2776	242	35	.	.	PUNCT
ajase-2776	243	1	thus	thus	ADV
ajase-2776	243	2	,	,	PUNCT
ajase-2776	243	3	sarima	sarima	NOUN
ajase-2776	243	4	(	(	PUNCT
ajase-2776	243	5	0,1,1	0,1,1	NOUN
ajase-2776	243	6	)	)	PUNCT
ajase-2776	243	7	(	(	PUNCT
ajase-2776	243	8	0,0,1	0,0,1	NOUN
ajase-2776	243	9	)	)	PUNCT
ajase-2776	244	1	[	[	X
ajase-2776	244	2	12	12	NUM
ajase-2776	244	3	]	]	PUNCT
ajase-2776	244	4	was	be	AUX
ajase-2776	244	5	selected	select	VERB
ajase-2776	244	6	to	to	PART
ajase-2776	244	7	be	be	AUX
ajase-2776	244	8	the	the	DET
ajase-2776	244	9	best	well	ADV
ajase-2776	244	10	-	-	PUNCT
ajase-2776	244	11	fitting	fit	VERB
ajase-2776	244	12	model	model	NOUN
ajase-2776	244	13	for	for	ADP
ajase-2776	244	14	this	this	DET
ajase-2776	244	15	time	time	NOUN
ajase-2776	244	16	series	series	NOUN
ajase-2776	244	17	.	.	PUNCT
ajase-2776	245	1	forecasts	forecast	NOUN
ajase-2776	245	2	were	be	AUX
ajase-2776	245	3	generated	generate	VERB
ajase-2776	245	4	using	use	VERB
ajase-2776	245	5	the	the	DET
ajase-2776	245	6	fitted	fit	VERB
ajase-2776	245	7	arima	arima	NOUN
ajase-2776	245	8	model	model	NOUN
ajase-2776	245	9	and	and	CCONJ
ajase-2776	245	10	the	the	DET
ajase-2776	245	11	forecasted	forecast	VERB
ajase-2776	245	12	values	value	NOUN
ajase-2776	245	13	were	be	AUX
ajase-2776	245	14	visualized	visualize	VERB
ajase-2776	245	15	(	(	PUNCT
ajase-2776	245	16	figure	figure	NOUN
ajase-2776	245	17	15	15	NUM
ajase-2776	245	18	and	and	CCONJ
ajase-2776	245	19	figure	figure	VERB
ajase-2776	245	20	16	16	NUM
ajase-2776	245	21	)	)	PUNCT
ajase-2776	245	22	.	.	PUNCT
ajase-2776	246	1	the	the	DET
ajase-2776	246	2	forecast	forecast	NOUN
ajase-2776	246	3	values	value	NOUN
ajase-2776	246	4	–	–	PUNCT
ajase-2776	246	5	january	january	NOUN
ajase-2776	246	6	to	to	ADP
ajase-2776	246	7	december	december	PROPN
ajase-2776	246	8	2025	2025	NUM
ajase-2776	246	9	–	–	PUNCT
ajase-2776	246	10	seem	seem	VERB
ajase-2776	246	11	to	to	PART
ajase-2776	246	12	be	be	AUX
ajase-2776	246	13	relatively	relatively	ADV
ajase-2776	246	14	stable	stable	ADJ
ajase-2776	246	15	over	over	ADP
ajase-2776	246	16	the	the	DET
ajase-2776	246	17	period	period	NOUN
ajase-2776	246	18	,	,	PUNCT
ajase-2776	246	19	with	with	ADP
ajase-2776	246	20	a	a	DET
ajase-2776	246	21	slight	slight	ADJ
ajase-2776	246	22	upward	upward	ADJ
ajase-2776	246	23	trend	trend	NOUN
ajase-2776	246	24	.	.	PUNCT
ajase-2776	247	1	the	the	DET
ajase-2776	247	2	forecast	forecast	NOUN
ajase-2776	247	3	values	value	NOUN
ajase-2776	247	4	for	for	ADP
ajase-2776	247	5	each	each	DET
ajase-2776	247	6	month	month	NOUN
ajase-2776	247	7	in	in	ADP
ajase-2776	247	8	the	the	DET
ajase-2776	247	9	first	first	ADJ
ajase-2776	247	10	year	year	NOUN
ajase-2776	247	11	(	(	PUNCT
ajase-2776	247	12	2024	2024	NUM
ajase-2776	247	13	)	)	PUNCT
ajase-2776	247	14	are	be	AUX
ajase-2776	247	15	generally	generally	ADV
ajase-2776	247	16	lower	low	ADJ
ajase-2776	247	17	than	than	ADP
ajase-2776	247	18	those	those	PRON
ajase-2776	247	19	in	in	ADP
ajase-2776	247	20	the	the	DET
ajase-2776	247	21	second	second	ADJ
ajase-2776	247	22	year	year	NOUN
ajase-2776	247	23	(	(	PUNCT
ajase-2776	247	24	2025	2025	NUM
ajase-2776	247	25	)	)	PUNCT
ajase-2776	247	26	(	(	PUNCT
ajase-2776	247	27	table	table	NOUN
ajase-2776	247	28	4	4	NUM
ajase-2776	247	29	)	)	PUNCT
ajase-2776	247	30	.	.	PUNCT
ajase-2776	248	1	pa	pa	PROPN
ajase-2776	248	2	ge	ge	PROPN
ajase-2776	248	3	13	13	NUM
ajase-2776	248	4	2	2	NUM
ajase-2776	248	5	https://journals.e-palli.com/home/index.php/ajase	https://journals.e-palli.com/home/index.php/ajase	PROPN
ajase-2776	248	6	am	am	NOUN
ajase-2776	248	7	.	.	PUNCT
ajase-2776	249	1	j.	j.	PROPN
ajase-2776	249	2	appl	appl	PROPN
ajase-2776	249	3	.	.	PROPN
ajase-2776	250	1	stat	stat	PROPN
ajase-2776	250	2	.	.	PUNCT
ajase-2776	251	1	econ	econ	PROPN
ajase-2776	251	2	.	.	PUNCT
ajase-2776	252	1	3(1	3(1	NUM
ajase-2776	252	2	)	)	PUNCT
ajase-2776	252	3	124	124	NUM
ajase-2776	252	4	-	-	SYM
ajase-2776	252	5	135	135	NUM
ajase-2776	252	6	,	,	PUNCT
ajase-2776	252	7	2024	2024	NUM
ajase-2776	252	8	figure	figure	NOUN
ajase-2776	252	9	13	13	NUM
ajase-2776	252	10	:	:	PUNCT
ajase-2776	252	11	ljung	ljung	PROPN
ajase-2776	252	12	-	-	PUNCT
ajase-2776	252	13	box	box	NOUN
ajase-2776	252	14	test	test	NOUN
ajase-2776	252	15	of	of	ADP
ajase-2776	252	16	the	the	DET
ajase-2776	252	17	seasonally	seasonally	ADV
ajase-2776	252	18	adjusted	adjust	VERB
ajase-2776	252	19	monthly	monthly	ADJ
ajase-2776	252	20	global	global	ADJ
ajase-2776	252	21	price	price	NOUN
ajase-2776	252	22	of	of	ADP
ajase-2776	252	23	corn	corn	NOUN
ajase-2776	252	24	(	(	PUNCT
ajase-2776	252	25	january	january	PROPN
ajase-2776	252	26	2014	2014	NUM
ajase-2776	252	27	~	~	PUNCT
ajase-2776	252	28	december	december	PROPN
ajase-2776	252	29	2023	2023	NUM
ajase-2776	252	30	)	)	PUNCT
ajase-2776	252	31	source	source	NOUN
ajase-2776	252	32	:	:	PUNCT
ajase-2776	252	33	own	own	ADJ
ajase-2776	252	34	computation	computation	NOUN
ajase-2776	252	35	based	base	VERB
ajase-2776	252	36	on	on	ADP
ajase-2776	252	37	fred	fred	PROPN
ajase-2776	252	38	(	(	PUNCT
ajase-2776	252	39	january	january	PROPN
ajase-2776	252	40	2014	2014	NUM
ajase-2776	252	41	~	~	PUNCT
ajase-2776	252	42	december	december	PROPN
ajase-2776	252	43	2023	2023	NUM
ajase-2776	252	44	)	)	PUNCT
ajase-2776	252	45	data	datum	NOUN
ajase-2776	252	46	figure	figure	NOUN
ajase-2776	252	47	14	14	NUM
ajase-2776	252	48	:	:	PUNCT
ajase-2776	252	49	residual	residual	ADJ
ajase-2776	252	50	plots	plot	NOUN
ajase-2776	252	51	of	of	ADP
ajase-2776	252	52	the	the	DET
ajase-2776	252	53	seasonally	seasonally	ADV
ajase-2776	252	54	adjusted	adjust	VERB
ajase-2776	252	55	monthly	monthly	ADJ
ajase-2776	252	56	global	global	ADJ
ajase-2776	252	57	price	price	NOUN
ajase-2776	252	58	of	of	ADP
ajase-2776	252	59	corn	corn	NOUN
ajase-2776	252	60	(	(	PUNCT
ajase-2776	252	61	january	january	PROPN
ajase-2776	252	62	2014	2014	NUM
ajase-2776	252	63	~	~	PUNCT
ajase-2776	252	64	december	december	PROPN
ajase-2776	252	65	2023	2023	NUM
ajase-2776	252	66	)	)	PUNCT
ajase-2776	252	67	source	source	NOUN
ajase-2776	252	68	:	:	PUNCT
ajase-2776	252	69	own	own	ADJ
ajase-2776	252	70	computation	computation	NOUN
ajase-2776	252	71	based	base	VERB
ajase-2776	252	72	on	on	ADP
ajase-2776	252	73	fred	fred	PROPN
ajase-2776	252	74	(	(	PUNCT
ajase-2776	252	75	january	january	PROPN
ajase-2776	252	76	2014	2014	NUM
ajase-2776	252	77	~	~	PUNCT
ajase-2776	252	78	december	december	PROPN
ajase-2776	252	79	2023	2023	NUM
ajase-2776	252	80	)	)	PUNCT
ajase-2776	252	81	data	datum	NOUN
ajase-2776	252	82	table	table	NOUN
ajase-2776	252	83	4	4	NUM
ajase-2776	252	84	:	:	PUNCT
ajase-2776	252	85	the	the	DET
ajase-2776	252	86	forecasted	forecast	VERB
ajase-2776	252	87	monthly	monthly	ADJ
ajase-2776	252	88	global	global	ADJ
ajase-2776	252	89	price	price	NOUN
ajase-2776	252	90	of	of	ADP
ajase-2776	252	91	corn	corn	NOUN
ajase-2776	252	92	for	for	ADP
ajase-2776	252	93	2024	2024	NUM
ajase-2776	252	94	and	and	CCONJ
ajase-2776	252	95	2025	2025	NUM
ajase-2776	252	96	month	month	NOUN
ajase-2776	252	97	point	point	NOUN
ajase-2776	252	98	forecast	forecast	NOUN
ajase-2776	252	99	lower	low	ADJ
ajase-2776	252	100	95	95	NUM
ajase-2776	252	101	%	%	NOUN
ajase-2776	252	102	confidence	confidence	NOUN
ajase-2776	252	103	limit	limit	NOUN
ajase-2776	252	104	upper	upper	ADJ
ajase-2776	252	105	95	95	NUM
ajase-2776	252	106	%	%	NOUN
ajase-2776	252	107	confidence	confidence	NOUN
ajase-2776	252	108	limit	limit	NOUN
ajase-2776	252	109	2024	2024	NUM
ajase-2776	252	110	2025	2025	NUM
ajase-2776	252	111	2024	2024	NUM
ajase-2776	252	112	2025	2025	NUM
ajase-2776	252	113	2024	2024	NUM
ajase-2776	252	114	2025	2025	NUM
ajase-2776	252	115	january	january	PROPN
ajase-2776	252	116	211.4124	211.4124	NUM
ajase-2776	252	117	238.2565	238.2565	NUM
ajase-2776	252	118	191.2432	191.2432	NUM
ajase-2776	252	119	138.4384	138.4384	NUM
ajase-2776	252	120	231.5816	231.5816	NUM
ajase-2776	252	121	338.0746	338.0746	NUM
ajase-2776	252	122	february	february	NOUN
ajase-2776	252	123	212.1315	212.1315	NUM
ajase-2776	252	124	238.2565	238.2565	NUM
ajase-2776	252	125	176.9903	176.9903	NUM
ajase-2776	252	126	136.8447	136.8447	NUM
ajase-2776	252	127	247.2727	247.2727	NUM
ajase-2776	252	128	339.6682	339.6682	NUM
ajase-2776	252	129	march	march	NOUN
ajase-2776	252	130	212.5306	212.5306	NUM
ajase-2776	252	131	238.2565	238.2565	NUM
ajase-2776	252	132	167.1102	167.1102	NUM
ajase-2776	252	133	135.2757	135.2757	NUM
ajase-2776	252	134	257.9509	257.9509	NUM
ajase-2776	252	135	341.2373	341.2373	NUM
ajase-2776	252	136	april	april	PROPN
ajase-2776	252	137	208.9084	208.9084	NUM
ajase-2776	252	138	238.2565	238.2565	NUM
ajase-2776	252	139	155.1393	155.1393	NUM
ajase-2776	252	140	133.7303	133.7303	NUM
ajase-2776	252	141	262.6775	262.6775	NUM
ajase-2776	252	142	342.7827	342.7827	NUM
ajase-2776	252	143	pa	pa	PROPN
ajase-2776	252	144	ge	ge	PROPN
ajase-2776	252	145	13	13	NUM
ajase-2776	252	146	3	3	NUM
ajase-2776	252	147	https://journals.e-palli.com/home/index.php/ajase	https://journals.e-palli.com/home/index.php/ajase	PROPN
ajase-2776	252	148	am	am	NOUN
ajase-2776	252	149	.	.	PUNCT
ajase-2776	253	1	j.	j.	PROPN
ajase-2776	253	2	appl	appl	PROPN
ajase-2776	253	3	.	.	PROPN
ajase-2776	254	1	stat	stat	PROPN
ajase-2776	254	2	.	.	PUNCT
ajase-2776	255	1	econ	econ	PROPN
ajase-2776	255	2	.	.	PUNCT
ajase-2776	256	1	3(1	3(1	NUM
ajase-2776	256	2	)	)	PUNCT
ajase-2776	256	3	124	124	NUM
ajase-2776	256	4	-	-	SYM
ajase-2776	256	5	135	135	NUM
ajase-2776	256	6	,	,	PUNCT
ajase-2776	256	7	2024	2024	NUM
ajase-2776	256	8	may	may	AUX
ajase-2776	256	9	217.2596	217.2596	NUM
ajase-2776	256	10	238.2565	238.2565	NUM
ajase-2776	256	11	156.2742	156.2742	NUM
ajase-2776	256	12	132.2074	132.2074	NUM
ajase-2776	256	13	278.2450	278.2450	NUM
ajase-2776	256	14	344.3056	344.3056	NUM
ajase-2776	256	15	june	june	PROPN
ajase-2776	256	16	219.4492	219.4492	NUM
ajase-2776	256	17	238.2565	238.2565	NUM
ajase-2776	256	18	152.0154	152.0154	NUM
ajase-2776	256	19	130.7060	130.7060	NUM
ajase-2776	256	20	286.8831	286.8831	NUM
ajase-2776	256	21	345.8070	345.8070	NUM
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ajase-2776	256	23	229.7617	229.7617	NUM
ajase-2776	256	24	238.2565	238.2565	NUM
ajase-2776	256	25	156.4444	156.4444	NUM
ajase-2776	256	26	129.2253	129.2253	NUM
ajase-2776	256	27	303.0790	303.0790	NUM
ajase-2776	256	28	347.2877	347.2877	NUM
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ajase-2776	256	30	236.5466	236.5466	NUM
ajase-2776	256	31	238.2565	238.2565	NUM
ajase-2776	256	32	157.7841	157.7841	NUM
ajase-2776	256	33	127.7644	127.7644	NUM
ajase-2776	256	34	315.3091	315.3091	NUM
ajase-2776	256	35	348.7486	348.7486	NUM
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ajase-2776	256	37	227.4025	227.4025	NUM
ajase-2776	256	38	238.2565	238.2565	NUM
ajase-2776	256	39	143.5477	143.5477	NUM
ajase-2776	256	40	126.3226	126.3226	NUM
ajase-2776	256	41	311.2574	311.2574	NUM
ajase-2776	256	42	350.1904	350.1904	NUM
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ajase-2776	256	44	228.1253	228.1253	NUM
ajase-2776	256	45	238.2565	238.2565	NUM
ajase-2776	256	46	139.4701	139.4701	NUM
ajase-2776	256	47	124.8992	124.8992	NUM
ajase-2776	256	48	316.7805	316.7805	NUM
ajase-2776	256	49	351.6138	351.6138	NUM
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ajase-2776	256	51	235.2223	235.2223	NUM
ajase-2776	256	52	238.2565	238.2565	NUM
ajase-2776	256	53	142.0137	142.0137	NUM
ajase-2776	256	54	123.4934	123.4934	NUM
ajase-2776	256	55	328.4309	328.4309	NUM
ajase-2776	256	56	353.0196	353.0196	NUM
ajase-2776	256	57	december	december	PROPN
ajase-2776	256	58	237.9829	237.9829	NUM
ajase-2776	256	59	238.2565	238.2565	NUM
ajase-2776	256	60	140.4332	140.4332	NUM
ajase-2776	256	61	122.1046	122.1046	NUM
ajase-2776	256	62	335.5326	335.5326	NUM
ajase-2776	256	63	354.4084	354.4084	NUM
ajase-2776	256	64	source	source	NOUN
ajase-2776	256	65	:	:	PUNCT
ajase-2776	256	66	own	own	ADJ
ajase-2776	256	67	computation	computation	NOUN
ajase-2776	256	68	based	base	VERB
ajase-2776	256	69	on	on	ADP
ajase-2776	256	70	fred	fred	PROPN
ajase-2776	256	71	(	(	PUNCT
ajase-2776	256	72	january	january	PROPN
ajase-2776	256	73	2014	2014	NUM
ajase-2776	256	74	~	~	PUNCT
ajase-2776	256	75	december	december	PROPN
ajase-2776	256	76	2023	2023	NUM
ajase-2776	256	77	)	)	PUNCT
ajase-2776	256	78	data	datum	NOUN
ajase-2776	256	79	figure	figure	NOUN
ajase-2776	256	80	15	15	NUM
ajase-2776	256	81	:	:	PUNCT
ajase-2776	256	82	forecasted	forecast	VERB
ajase-2776	256	83	monthly	monthly	ADJ
ajase-2776	256	84	global	global	ADJ
ajase-2776	256	85	price	price	NOUN
ajase-2776	256	86	of	of	ADP
ajase-2776	256	87	corn	corn	NOUN
ajase-2776	256	88	under	under	ADP
ajase-2776	256	89	upper	upper	ADJ
ajase-2776	256	90	and	and	CCONJ
ajase-2776	256	91	lower	low	ADJ
ajase-2776	256	92	confidence	confidence	NOUN
ajase-2776	256	93	levels	level	NOUN
ajase-2776	256	94	source	source	NOUN
ajase-2776	256	95	:	:	PUNCT
ajase-2776	256	96	own	own	ADJ
ajase-2776	256	97	computation	computation	NOUN
ajase-2776	256	98	based	base	VERB
ajase-2776	256	99	on	on	ADP
ajase-2776	256	100	fred	fred	PROPN
ajase-2776	256	101	(	(	PUNCT
ajase-2776	256	102	january	january	PROPN
ajase-2776	256	103	2014	2014	NUM
ajase-2776	256	104	~	~	PUNCT
ajase-2776	256	105	december	december	PROPN
ajase-2776	256	106	2023	2023	NUM
ajase-2776	256	107	)	)	PUNCT
ajase-2776	256	108	data	datum	NOUN
ajase-2776	256	109	figure	figure	NOUN
ajase-2776	256	110	16	16	NUM
ajase-2776	256	111	:	:	PUNCT
ajase-2776	256	112	observed	observe	VERB
ajase-2776	256	113	and	and	CCONJ
ajase-2776	256	114	the	the	DET
ajase-2776	256	115	forecasted	forecast	VERB
ajase-2776	256	116	monthly	monthly	ADJ
ajase-2776	256	117	global	global	ADJ
ajase-2776	256	118	price	price	NOUN
ajase-2776	256	119	of	of	ADP
ajase-2776	256	120	corn	corn	NOUN
ajase-2776	256	121	source	source	NOUN
ajase-2776	256	122	:	:	PUNCT
ajase-2776	256	123	own	own	ADJ
ajase-2776	256	124	computation	computation	NOUN
ajase-2776	256	125	based	base	VERB
ajase-2776	256	126	on	on	ADP
ajase-2776	256	127	fred	fred	PROPN
ajase-2776	256	128	(	(	PUNCT
ajase-2776	256	129	january	january	PROPN
ajase-2776	256	130	2014	2014	NUM
ajase-2776	256	131	~	~	PUNCT
ajase-2776	256	132	december	december	PROPN
ajase-2776	256	133	2023	2023	NUM
ajase-2776	256	134	)	)	PUNCT
ajase-2776	256	135	data	data	VERB
ajase-2776	256	136	the	the	DET
ajase-2776	256	137	fluctuations	fluctuation	NOUN
ajase-2776	256	138	in	in	ADP
ajase-2776	256	139	global	global	ADJ
ajase-2776	256	140	corn	corn	NOUN
ajase-2776	256	141	prices	price	NOUN
ajase-2776	256	142	over	over	ADP
ajase-2776	256	143	the	the	DET
ajase-2776	256	144	years	year	NOUN
ajase-2776	256	145	reflect	reflect	VERB
ajase-2776	256	146	the	the	DET
ajase-2776	256	147	intricate	intricate	ADJ
ajase-2776	256	148	interplay	interplay	NOUN
ajase-2776	256	149	of	of	ADP
ajase-2776	256	150	multifaceted	multifaceted	ADJ
ajase-2776	256	151	factors	factor	NOUN
ajase-2776	256	152	,	,	PUNCT
ajase-2776	256	153	necessitating	necessitate	VERB
ajase-2776	256	154	a	a	DET
ajase-2776	256	155	comprehensive	comprehensive	ADJ
ajase-2776	256	156	understanding	understanding	NOUN
ajase-2776	256	157	of	of	ADP
ajase-2776	256	158	the	the	DET
ajase-2776	256	159	market	market	NOUN
ajase-2776	256	160	dynamics	dynamic	NOUN
ajase-2776	256	161	.	.	PUNCT
ajase-2776	257	1	global	global	ADJ
ajase-2776	257	2	demand	demand	NOUN
ajase-2776	257	3	for	for	ADP
ajase-2776	257	4	corn	corn	NOUN
ajase-2776	257	5	is	be	AUX
ajase-2776	257	6	influenced	influence	VERB
ajase-2776	257	7	by	by	ADP
ajase-2776	257	8	diverse	diverse	ADJ
ajase-2776	257	9	factors	factor	NOUN
ajase-2776	257	10	,	,	PUNCT
ajase-2776	257	11	including	include	VERB
ajase-2776	257	12	population	population	NOUN
ajase-2776	257	13	growth	growth	NOUN
ajase-2776	257	14	,	,	PUNCT
ajase-2776	257	15	dietary	dietary	ADJ
ajase-2776	257	16	preferences	preference	NOUN
ajase-2776	257	17	,	,	PUNCT
ajase-2776	257	18	industrial	industrial	ADJ
ajase-2776	257	19	uses	use	NOUN
ajase-2776	257	20	,	,	PUNCT
ajase-2776	257	21	and	and	CCONJ
ajase-2776	257	22	government	government	NOUN
ajase-2776	257	23	policies	policy	NOUN
ajase-2776	257	24	related	relate	VERB
ajase-2776	257	25	to	to	ADP
ajase-2776	257	26	biofuel	biofuel	NOUN
ajase-2776	257	27	production	production	NOUN
ajase-2776	257	28	and	and	CCONJ
ajase-2776	257	29	food	food	NOUN
ajase-2776	257	30	security	security	NOUN
ajase-2776	257	31	.	.	PUNCT
ajase-2776	258	1	shifts	shift	NOUN
ajase-2776	258	2	in	in	ADP
ajase-2776	258	3	these	these	DET
ajase-2776	258	4	demand	demand	NOUN
ajase-2776	258	5	drivers	driver	NOUN
ajase-2776	258	6	can	can	AUX
ajase-2776	258	7	lead	lead	VERB
ajase-2776	258	8	to	to	ADP
ajase-2776	258	9	significant	significant	ADJ
ajase-2776	258	10	price	price	NOUN
ajase-2776	258	11	fluctuations	fluctuation	NOUN
ajase-2776	258	12	,	,	PUNCT
ajase-2776	258	13	affecting	affect	VERB
ajase-2776	258	14	stakeholders	stakeholder	NOUN
ajase-2776	258	15	across	across	ADP
ajase-2776	258	16	the	the	DET
ajase-2776	258	17	corn	corn	NOUN
ajase-2776	258	18	supply	supply	NOUN
ajase-2776	258	19	chain	chain	NOUN
ajase-2776	258	20	,	,	PUNCT
ajase-2776	258	21	from	from	ADP
ajase-2776	258	22	producers	producer	NOUN
ajase-2776	258	23	to	to	ADP
ajase-2776	258	24	consumers	consumer	NOUN
ajase-2776	258	25	.	.	PUNCT
ajase-2776	259	1	disruptions	disruption	NOUN
ajase-2776	259	2	in	in	ADP
ajase-2776	259	3	supply	supply	NOUN
ajase-2776	259	4	chains	chain	NOUN
ajase-2776	259	5	,	,	PUNCT
ajase-2776	259	6	whether	whether	SCONJ
ajase-2776	259	7	due	due	ADJ
ajase-2776	259	8	to	to	ADP
ajase-2776	259	9	natural	natural	ADJ
ajase-2776	259	10	disasters	disaster	NOUN
ajase-2776	259	11	,	,	PUNCT
ajase-2776	259	12	trade	trade	NOUN
ajase-2776	259	13	conflicts	conflict	NOUN
ajase-2776	259	14	,	,	PUNCT
ajase-2776	259	15	or	or	CCONJ
ajase-2776	259	16	logistical	logistical	ADJ
ajase-2776	259	17	challenges	challenge	NOUN
ajase-2776	259	18	,	,	PUNCT
ajase-2776	259	19	can	can	AUX
ajase-2776	259	20	have	have	VERB
ajase-2776	259	21	profound	profound	ADJ
ajase-2776	259	22	effects	effect	NOUN
ajase-2776	259	23	on	on	ADP
ajase-2776	259	24	corn	corn	NOUN
ajase-2776	259	25	prices	price	NOUN
ajase-2776	259	26	.	.	PUNCT
ajase-2776	260	1	for	for	ADP
ajase-2776	260	2	instance	instance	NOUN
ajase-2776	260	3	,	,	PUNCT
ajase-2776	260	4	extreme	extreme	ADJ
ajase-2776	260	5	weather	weather	NOUN
ajase-2776	260	6	events	event	NOUN
ajase-2776	260	7	,	,	PUNCT
ajase-2776	260	8	such	such	ADJ
ajase-2776	260	9	as	as	ADP
ajase-2776	260	10	droughts	drought	NOUN
ajase-2776	260	11	or	or	CCONJ
ajase-2776	260	12	floods	flood	NOUN
ajase-2776	260	13	,	,	PUNCT
ajase-2776	260	14	can	can	AUX
ajase-2776	260	15	disrupt	disrupt	VERB
ajase-2776	260	16	corn	corn	NOUN
ajase-2776	260	17	production	production	NOUN
ajase-2776	260	18	,	,	PUNCT
ajase-2776	260	19	leading	lead	VERB
ajase-2776	260	20	to	to	ADP
ajase-2776	260	21	reduced	reduce	VERB
ajase-2776	260	22	yields	yield	NOUN
ajase-2776	260	23	and	and	CCONJ
ajase-2776	260	24	increased	increase	VERB
ajase-2776	260	25	prices	price	NOUN
ajase-2776	260	26	.	.	PUNCT
ajase-2776	261	1	similarly	similarly	ADV
ajase-2776	261	2	,	,	PUNCT
ajase-2776	261	3	trade	trade	NOUN
ajase-2776	261	4	tensions	tension	NOUN
ajase-2776	261	5	between	between	ADP
ajase-2776	261	6	major	major	ADJ
ajase-2776	261	7	cornproducing	cornproducing	NOUN
ajase-2776	261	8	countries	country	NOUN
ajase-2776	261	9	can	can	AUX
ajase-2776	261	10	impact	impact	VERB
ajase-2776	261	11	market	market	NOUN
ajase-2776	261	12	access	access	NOUN
ajase-2776	261	13	and	and	CCONJ
ajase-2776	261	14	trade	trade	NOUN
ajase-2776	261	15	flows	flow	NOUN
ajase-2776	261	16	,	,	PUNCT
ajase-2776	261	17	affecting	affect	VERB
ajase-2776	261	18	price	price	NOUN
ajase-2776	261	19	dynamics	dynamic	NOUN
ajase-2776	261	20	on	on	ADP
ajase-2776	261	21	a	a	DET
ajase-2776	261	22	global	global	ADJ
ajase-2776	261	23	scale	scale	NOUN
ajase-2776	261	24	.	.	PUNCT
ajase-2776	262	1	geopolitical	geopolitical	ADJ
ajase-2776	262	2	events	event	NOUN
ajase-2776	262	3	and	and	CCONJ
ajase-2776	262	4	policy	policy	NOUN
ajase-2776	262	5	decisions	decision	NOUN
ajase-2776	262	6	also	also	ADV
ajase-2776	262	7	play	play	VERB
ajase-2776	262	8	a	a	DET
ajase-2776	262	9	crucial	crucial	ADJ
ajase-2776	262	10	role	role	NOUN
ajase-2776	262	11	in	in	ADP
ajase-2776	262	12	shaping	shape	VERB
ajase-2776	262	13	corn	corn	NOUN
ajase-2776	262	14	prices	price	NOUN
ajase-2776	262	15	.	.	PUNCT
ajase-2776	263	1	changes	change	NOUN
ajase-2776	263	2	in	in	ADP
ajase-2776	263	3	trade	trade	NOUN
ajase-2776	263	4	agreements	agreement	NOUN
ajase-2776	263	5	,	,	PUNCT
ajase-2776	263	6	tariffs	tariff	NOUN
ajase-2776	263	7	,	,	PUNCT
ajase-2776	263	8	and	and	CCONJ
ajase-2776	263	9	subsidies	subsidy	NOUN
ajase-2776	263	10	can	can	AUX
ajase-2776	263	11	influence	influence	VERB
ajase-2776	263	12	market	market	NOUN
ajase-2776	263	13	conditions	condition	NOUN
ajase-2776	263	14	,	,	PUNCT
ajase-2776	263	15	creating	create	VERB
ajase-2776	263	16	uncertainties	uncertainty	NOUN
ajase-2776	263	17	for	for	ADP
ajase-2776	263	18	market	market	NOUN
ajase-2776	263	19	participants	participant	NOUN
ajase-2776	263	20	.	.	PUNCT
ajase-2776	264	1	moreover	moreover	ADV
ajase-2776	264	2	,	,	PUNCT
ajase-2776	264	3	government	government	NOUN
ajase-2776	264	4	policies	policy	NOUN
ajase-2776	264	5	promoting	promote	VERB
ajase-2776	264	6	or	or	CCONJ
ajase-2776	264	7	restricting	restrict	VERB
ajase-2776	264	8	the	the	DET
ajase-2776	264	9	use	use	NOUN
ajase-2776	264	10	of	of	ADP
ajase-2776	264	11	corn	corn	NOUN
ajase-2776	264	12	-	-	PUNCT
ajase-2776	264	13	based	base	VERB
ajase-2776	264	14	ethanol	ethanol	NOUN
ajase-2776	264	15	as	as	ADP
ajase-2776	264	16	a	a	DET
ajase-2776	264	17	renewable	renewable	ADJ
ajase-2776	264	18	fuel	fuel	NOUN
ajase-2776	264	19	source	source	NOUN
ajase-2776	264	20	can	can	AUX
ajase-2776	264	21	impact	impact	VERB
ajase-2776	264	22	both	both	DET
ajase-2776	264	23	demand	demand	NOUN
ajase-2776	264	24	and	and	CCONJ
ajase-2776	264	25	prices	price	NOUN
ajase-2776	264	26	in	in	ADP
ajase-2776	264	27	the	the	DET
ajase-2776	264	28	corn	corn	NOUN
ajase-2776	264	29	market	market	NOUN
ajase-2776	264	30	.	.	PUNCT
ajase-2776	265	1	disease	disease	NOUN
ajase-2776	265	2	outbreaks	outbreak	NOUN
ajase-2776	265	3	,	,	PUNCT
ajase-2776	265	4	such	such	ADJ
ajase-2776	265	5	as	as	ADP
ajase-2776	265	6	the	the	DET
ajase-2776	265	7	spread	spread	NOUN
ajase-2776	265	8	of	of	ADP
ajase-2776	265	9	corn	corn	NOUN
ajase-2776	265	10	diseases	disease	NOUN
ajase-2776	265	11	or	or	CCONJ
ajase-2776	265	12	pests	pest	NOUN
ajase-2776	265	13	,	,	PUNCT
ajase-2776	265	14	pose	pose	VERB
ajase-2776	265	15	additional	additional	ADJ
ajase-2776	265	16	challenges	challenge	NOUN
ajase-2776	265	17	to	to	ADP
ajase-2776	265	18	corn	corn	NOUN
ajase-2776	265	19	production	production	NOUN
ajase-2776	265	20	and	and	CCONJ
ajase-2776	265	21	prices	price	NOUN
ajase-2776	265	22	.	.	PUNCT
ajase-2776	266	1	crop	crop	NOUN
ajase-2776	266	2	diseases	disease	NOUN
ajase-2776	266	3	can	can	AUX
ajase-2776	266	4	devastate	devastate	VERB
ajase-2776	266	5	yields	yield	NOUN
ajase-2776	266	6	,	,	PUNCT
ajase-2776	266	7	leading	lead	VERB
ajase-2776	266	8	to	to	ADP
ajase-2776	266	9	supply	supply	NOUN
ajase-2776	266	10	shortages	shortage	NOUN
ajase-2776	266	11	and	and	CCONJ
ajase-2776	266	12	price	price	NOUN
ajase-2776	266	13	spikes	spike	NOUN
ajase-2776	266	14	.	.	PUNCT
ajase-2776	267	1	furthermore	furthermore	ADV
ajase-2776	267	2	,	,	PUNCT
ajase-2776	267	3	the	the	DET
ajase-2776	267	4	emergence	emergence	NOUN
ajase-2776	267	5	of	of	ADP
ajase-2776	267	6	new	new	ADJ
ajase-2776	267	7	pests	pest	NOUN
ajase-2776	267	8	or	or	CCONJ
ajase-2776	267	9	pathogens	pathogen	NOUN
ajase-2776	267	10	can	can	AUX
ajase-2776	267	11	necessitate	necessitate	VERB
ajase-2776	267	12	costly	costly	ADJ
ajase-2776	267	13	control	control	NOUN
ajase-2776	267	14	measures	measure	NOUN
ajase-2776	267	15	,	,	PUNCT
ajase-2776	267	16	adding	add	VERB
ajase-2776	267	17	to	to	ADP
ajase-2776	267	18	production	production	NOUN
ajase-2776	267	19	costs	cost	NOUN
ajase-2776	267	20	and	and	CCONJ
ajase-2776	267	21	potentially	potentially	ADV
ajase-2776	267	22	driving	drive	VERB
ajase-2776	267	23	up	up	ADP
ajase-2776	267	24	prices	price	NOUN
ajase-2776	267	25	for	for	ADP
ajase-2776	267	26	consumers	consumer	NOUN
ajase-2776	267	27	.	.	PUNCT
ajase-2776	268	1	sudden	sudden	ADJ
ajase-2776	268	2	climate	climate	NOUN
ajase-2776	268	3	changes	change	NOUN
ajase-2776	268	4	,	,	PUNCT
ajase-2776	268	5	including	include	VERB
ajase-2776	268	6	shifts	shift	NOUN
ajase-2776	268	7	in	in	ADP
ajase-2776	268	8	temperature	temperature	NOUN
ajase-2776	268	9	and	and	CCONJ
ajase-2776	268	10	precipitation	precipitation	NOUN
ajase-2776	268	11	patterns	pattern	NOUN
ajase-2776	268	12	,	,	PUNCT
ajase-2776	268	13	pose	pose	VERB
ajase-2776	268	14	significant	significant	ADJ
ajase-2776	268	15	risks	risk	NOUN
ajase-2776	268	16	to	to	ADP
ajase-2776	268	17	corn	corn	NOUN
ajase-2776	268	18	production	production	NOUN
ajase-2776	268	19	worldwide	worldwide	ADV
ajase-2776	268	20	.	.	PUNCT
ajase-2776	269	1	climate	climate	NOUN
ajase-2776	269	2	variability	variability	NOUN
ajase-2776	269	3	and	and	CCONJ
ajase-2776	269	4	extreme	extreme	ADJ
ajase-2776	269	5	weather	weather	NOUN
ajase-2776	269	6	events	event	NOUN
ajase-2776	269	7	,	,	PUNCT
ajase-2776	269	8	exacerbated	exacerbate	VERB
ajase-2776	269	9	by	by	ADP
ajase-2776	269	10	climate	climate	NOUN
ajase-2776	269	11	change	change	NOUN
ajase-2776	269	12	,	,	PUNCT
ajase-2776	269	13	can	can	AUX
ajase-2776	269	14	disrupt	disrupt	VERB
ajase-2776	269	15	planting	planting	NOUN
ajase-2776	269	16	schedules	schedule	NOUN
ajase-2776	269	17	,	,	PUNCT
ajase-2776	269	18	reduce	reduce	VERB
ajase-2776	269	19	yields	yield	NOUN
ajase-2776	269	20	,	,	PUNCT
ajase-2776	269	21	and	and	CCONJ
ajase-2776	269	22	increase	increase	VERB
ajase-2776	269	23	the	the	DET
ajase-2776	269	24	likelihood	likelihood	NOUN
ajase-2776	269	25	of	of	ADP
ajase-2776	269	26	crop	crop	NOUN
ajase-2776	269	27	failures	failure	NOUN
ajase-2776	269	28	.	.	PUNCT
ajase-2776	270	1	these	these	DET
ajase-2776	270	2	climate	climate	NOUN
ajase-2776	270	3	-	-	PUNCT
ajase-2776	270	4	related	relate	VERB
ajase-2776	270	5	risks	risk	NOUN
ajase-2776	270	6	underscore	underscore	VERB
ajase-2776	270	7	the	the	DET
ajase-2776	270	8	importance	importance	NOUN
ajase-2776	270	9	of	of	ADP
ajase-2776	270	10	adaptive	adaptive	ADJ
ajase-2776	270	11	strategies	strategy	NOUN
ajase-2776	270	12	and	and	CCONJ
ajase-2776	270	13	resilience	resilience	NOUN
ajase-2776	270	14	-	-	PUNCT
ajase-2776	270	15	building	building	NOUN
ajase-2776	270	16	efforts	effort	NOUN
ajase-2776	270	17	within	within	ADP
ajase-2776	270	18	the	the	DET
ajase-2776	270	19	agricultural	agricultural	ADJ
ajase-2776	270	20	sector	sector	NOUN
ajase-2776	270	21	to	to	PART
ajase-2776	270	22	mitigate	mitigate	VERB
ajase-2776	270	23	the	the	DET
ajase-2776	270	24	impacts	impact	NOUN
ajase-2776	270	25	of	of	ADP
ajase-2776	270	26	climate	climate	NOUN
ajase-2776	270	27	change	change	NOUN
ajase-2776	270	28	on	on	ADP
ajase-2776	270	29	corn	corn	NOUN
ajase-2776	270	30	prices	price	NOUN
ajase-2776	270	31	and	and	CCONJ
ajase-2776	270	32	food	food	NOUN
ajase-2776	270	33	security	security	NOUN
ajase-2776	270	34	.	.	PUNCT
ajase-2776	271	1	in	in	ADP
ajase-2776	271	2	recent	recent	ADJ
ajase-2776	271	3	years	year	NOUN
ajase-2776	271	4	,	,	PUNCT
ajase-2776	271	5	the	the	DET
ajase-2776	271	6	growing	grow	VERB
ajase-2776	271	7	demand	demand	NOUN
ajase-2776	271	8	for	for	ADP
ajase-2776	271	9	corn	corn	NOUN
ajase-2776	271	10	-	-	PUNCT
ajase-2776	271	11	based	base	VERB
ajase-2776	271	12	products	product	NOUN
ajase-2776	271	13	,	,	PUNCT
ajase-2776	271	14	such	such	ADJ
ajase-2776	271	15	as	as	ADP
ajase-2776	271	16	ethanol	ethanol	NOUN
ajase-2776	271	17	and	and	CCONJ
ajase-2776	271	18	animal	animal	NOUN
ajase-2776	271	19	feed	feed	NOUN
ajase-2776	271	20	,	,	PUNCT
ajase-2776	271	21	has	have	AUX
ajase-2776	271	22	contributed	contribute	VERB
ajase-2776	271	23	to	to	ADP
ajase-2776	271	24	increased	increase	VERB
ajase-2776	271	25	competition	competition	NOUN
ajase-2776	271	26	for	for	ADP
ajase-2776	271	27	corn	corn	NOUN
ajase-2776	271	28	resources	resource	NOUN
ajase-2776	271	29	.	.	PUNCT
ajase-2776	272	1	the	the	DET
ajase-2776	272	2	expansion	expansion	NOUN
ajase-2776	272	3	of	of	ADP
ajase-2776	272	4	biofuel	biofuel	NOUN
ajase-2776	272	5	production	production	NOUN
ajase-2776	272	6	,	,	PUNCT
ajase-2776	272	7	driven	drive	VERB
ajase-2776	272	8	by	by	ADP
ajase-2776	272	9	renewable	renewable	ADJ
ajase-2776	272	10	energy	energy	NOUN
ajase-2776	272	11	policies	policy	NOUN
ajase-2776	272	12	and	and	CCONJ
ajase-2776	272	13	environmental	environmental	ADJ
ajase-2776	272	14	concerns	concern	NOUN
ajase-2776	272	15	,	,	PUNCT
ajase-2776	272	16	has	have	AUX
ajase-2776	272	17	led	lead	VERB
ajase-2776	272	18	to	to	ADP
ajase-2776	272	19	a	a	DET
ajase-2776	272	20	surge	surge	NOUN
ajase-2776	272	21	in	in	ADP
ajase-2776	272	22	corn	corn	NOUN
ajase-2776	272	23	consumption	consumption	NOUN
ajase-2776	272	24	for	for	ADP
ajase-2776	272	25	ethanol	ethanol	NOUN
ajase-2776	272	26	production	production	NOUN
ajase-2776	272	27	.	.	PUNCT
ajase-2776	273	1	this	this	DET
ajase-2776	273	2	heightened	heighten	VERB
ajase-2776	273	3	demand	demand	NOUN
ajase-2776	273	4	for	for	ADP
ajase-2776	273	5	corn	corn	NOUN
ajase-2776	273	6	in	in	ADP
ajase-2776	273	7	non	non	ADJ
ajase-2776	273	8	-	-	ADJ
ajase-2776	273	9	food	food	ADJ
ajase-2776	273	10	sectors	sector	NOUN
ajase-2776	273	11	has	have	VERB
ajase-2776	273	12	implications	implication	NOUN
ajase-2776	273	13	for	for	ADP
ajase-2776	273	14	food	food	NOUN
ajase-2776	273	15	prices	price	NOUN
ajase-2776	273	16	and	and	CCONJ
ajase-2776	273	17	market	market	NOUN
ajase-2776	273	18	dynamics	dynamic	NOUN
ajase-2776	273	19	,	,	PUNCT
ajase-2776	273	20	underscoring	underscore	VERB
ajase-2776	273	21	the	the	DET
ajase-2776	273	22	need	need	NOUN
ajase-2776	273	23	for	for	ADP
ajase-2776	273	24	integrated	integrated	ADJ
ajase-2776	273	25	approaches	approach	NOUN
ajase-2776	273	26	to	to	PART
ajase-2776	273	27	balance	balance	VERB
ajase-2776	273	28	competing	compete	VERB
ajase-2776	273	29	demands	demand	NOUN
ajase-2776	273	30	for	for	ADP
ajase-2776	273	31	corn	corn	NOUN
ajase-2776	273	32	resources	resource	NOUN
ajase-2776	273	33	.	.	PUNCT
ajase-2776	274	1	moreover	moreover	ADV
ajase-2776	274	2	,	,	PUNCT
ajase-2776	274	3	speculation	speculation	NOUN
ajase-2776	274	4	in	in	ADP
ajase-2776	274	5	commodity	commodity	NOUN
ajase-2776	274	6	markets	market	NOUN
ajase-2776	274	7	can	can	AUX
ajase-2776	274	8	pa	pa	PROPN
ajase-2776	274	9	ge	ge	PROPN
ajase-2776	275	1	13	13	NUM
ajase-2776	275	2	4	4	NUM
ajase-2776	275	3	https://journals.e-palli.com/home/index.php/ajase	https://journals.e-palli.com/home/index.php/ajase	PROPN
ajase-2776	275	4	am	am	NOUN
ajase-2776	275	5	.	.	PUNCT
ajase-2776	276	1	j.	j.	PROPN
ajase-2776	276	2	appl	appl	PROPN
ajase-2776	276	3	.	.	PROPN
ajase-2776	277	1	stat	stat	PROPN
ajase-2776	277	2	.	.	PUNCT
ajase-2776	278	1	econ	econ	PROPN
ajase-2776	278	2	.	.	PUNCT
ajase-2776	279	1	3(1	3(1	NUM
ajase-2776	279	2	)	)	PUNCT
ajase-2776	279	3	124	124	NUM
ajase-2776	279	4	-	-	SYM
ajase-2776	279	5	135	135	NUM
ajase-2776	279	6	,	,	PUNCT
ajase-2776	279	7	2024	2024	NUM
ajase-2776	279	8	exacerbate	exacerbate	ADJ
ajase-2776	279	9	price	price	NOUN
ajase-2776	279	10	volatility	volatility	NOUN
ajase-2776	279	11	,	,	PUNCT
ajase-2776	279	12	amplifying	amplify	VERB
ajase-2776	279	13	the	the	DET
ajase-2776	279	14	effects	effect	NOUN
ajase-2776	279	15	of	of	ADP
ajase-2776	279	16	supply	supply	NOUN
ajase-2776	279	17	and	and	CCONJ
ajase-2776	279	18	demand	demand	NOUN
ajase-2776	279	19	shocks	shock	NOUN
ajase-2776	279	20	on	on	ADP
ajase-2776	279	21	corn	corn	NOUN
ajase-2776	279	22	prices	price	NOUN
ajase-2776	279	23	.	.	PUNCT
ajase-2776	280	1	financial	financial	ADJ
ajase-2776	280	2	market	market	NOUN
ajase-2776	280	3	participants	participant	NOUN
ajase-2776	280	4	,	,	PUNCT
ajase-2776	280	5	including	include	VERB
ajase-2776	280	6	investors	investor	NOUN
ajase-2776	280	7	and	and	CCONJ
ajase-2776	280	8	hedge	hedge	NOUN
ajase-2776	280	9	funds	fund	NOUN
ajase-2776	280	10	,	,	PUNCT
ajase-2776	280	11	engage	engage	VERB
ajase-2776	280	12	in	in	ADP
ajase-2776	280	13	trading	trading	NOUN
ajase-2776	280	14	corn	corn	NOUN
ajase-2776	280	15	futures	future	NOUN
ajase-2776	280	16	and	and	CCONJ
ajase-2776	280	17	derivatives	derivative	NOUN
ajase-2776	280	18	,	,	PUNCT
ajase-2776	280	19	seeking	seek	VERB
ajase-2776	280	20	to	to	PART
ajase-2776	280	21	profit	profit	VERB
ajase-2776	280	22	from	from	ADP
ajase-2776	280	23	price	price	NOUN
ajase-2776	280	24	movements	movement	NOUN
ajase-2776	280	25	.	.	PUNCT
ajase-2776	281	1	however	however	ADV
ajase-2776	281	2	,	,	PUNCT
ajase-2776	281	3	speculative	speculative	ADJ
ajase-2776	281	4	activities	activity	NOUN
ajase-2776	281	5	can	can	AUX
ajase-2776	281	6	introduce	introduce	VERB
ajase-2776	281	7	additional	additional	ADJ
ajase-2776	281	8	uncertainties	uncertainty	NOUN
ajase-2776	281	9	and	and	CCONJ
ajase-2776	281	10	distortions	distortion	NOUN
ajase-2776	281	11	into	into	ADP
ajase-2776	281	12	the	the	DET
ajase-2776	281	13	corn	corn	NOUN
ajase-2776	281	14	market	market	NOUN
ajase-2776	281	15	,	,	PUNCT
ajase-2776	281	16	leading	lead	VERB
ajase-2776	281	17	to	to	ADP
ajase-2776	281	18	heightened	heighten	VERB
ajase-2776	281	19	price	price	NOUN
ajase-2776	281	20	volatility	volatility	NOUN
ajase-2776	281	21	and	and	CCONJ
ajase-2776	281	22	market	market	NOUN
ajase-2776	281	23	inefficiencies	inefficiency	NOUN
ajase-2776	281	24	.	.	PUNCT
ajase-2776	282	1	in	in	ADP
ajase-2776	282	2	light	light	NOUN
ajase-2776	282	3	of	of	ADP
ajase-2776	282	4	these	these	DET
ajase-2776	282	5	complex	complex	ADJ
ajase-2776	282	6	dynamics	dynamic	NOUN
ajase-2776	282	7	,	,	PUNCT
ajase-2776	282	8	forecasting	forecast	VERB
ajase-2776	282	9	corn	corn	NOUN
ajase-2776	282	10	prices	price	NOUN
ajase-2776	282	11	becomes	become	VERB
ajase-2776	282	12	imperative	imperative	ADJ
ajase-2776	282	13	for	for	ADP
ajase-2776	282	14	stakeholders	stakeholder	NOUN
ajase-2776	282	15	across	across	ADP
ajase-2776	282	16	the	the	DET
ajase-2776	282	17	corn	corn	NOUN
ajase-2776	282	18	supply	supply	NOUN
ajase-2776	282	19	chain	chain	NOUN
ajase-2776	282	20	.	.	PUNCT
ajase-2776	283	1	accurate	accurate	ADJ
ajase-2776	283	2	price	price	NOUN
ajase-2776	283	3	forecasts	forecast	NOUN
ajase-2776	283	4	enable	enable	VERB
ajase-2776	283	5	farmers	farmer	NOUN
ajase-2776	283	6	to	to	PART
ajase-2776	283	7	make	make	VERB
ajase-2776	283	8	informed	informed	ADJ
ajase-2776	283	9	decisions	decision	NOUN
ajase-2776	283	10	regarding	regard	VERB
ajase-2776	283	11	planting	planting	NOUN
ajase-2776	283	12	,	,	PUNCT
ajase-2776	283	13	input	input	NOUN
ajase-2776	283	14	use	use	NOUN
ajase-2776	283	15	,	,	PUNCT
ajase-2776	283	16	and	and	CCONJ
ajase-2776	283	17	marketing	marketing	NOUN
ajase-2776	283	18	strategies	strategy	NOUN
ajase-2776	283	19	.	.	PUNCT
ajase-2776	284	1	similarly	similarly	ADV
ajase-2776	284	2	,	,	PUNCT
ajase-2776	284	3	policymakers	policymaker	NOUN
ajase-2776	284	4	rely	rely	VERB
ajase-2776	284	5	on	on	ADP
ajase-2776	284	6	price	price	NOUN
ajase-2776	284	7	forecasts	forecast	NOUN
ajase-2776	284	8	to	to	PART
ajase-2776	284	9	formulate	formulate	VERB
ajase-2776	284	10	agricultural	agricultural	ADJ
ajase-2776	284	11	policies	policy	NOUN
ajase-2776	284	12	,	,	PUNCT
ajase-2776	284	13	manage	manage	VERB
ajase-2776	284	14	food	food	NOUN
ajase-2776	284	15	security	security	NOUN
ajase-2776	284	16	risks	risk	NOUN
ajase-2776	284	17	,	,	PUNCT
ajase-2776	284	18	and	and	CCONJ
ajase-2776	284	19	mitigate	mitigate	VERB
ajase-2776	284	20	market	market	NOUN
ajase-2776	284	21	disruptions	disruption	NOUN
ajase-2776	284	22	.	.	PUNCT
ajase-2776	285	1	additionally	additionally	ADV
ajase-2776	285	2	,	,	PUNCT
ajase-2776	285	3	consumers	consumer	NOUN
ajase-2776	285	4	and	and	CCONJ
ajase-2776	285	5	food	food	NOUN
ajase-2776	285	6	industry	industry	NOUN
ajase-2776	285	7	stakeholders	stakeholder	NOUN
ajase-2776	285	8	use	use	VERB
ajase-2776	285	9	price	price	NOUN
ajase-2776	285	10	forecasts	forecast	NOUN
ajase-2776	285	11	to	to	PART
ajase-2776	285	12	anticipate	anticipate	VERB
ajase-2776	285	13	changes	change	NOUN
ajase-2776	285	14	in	in	ADP
ajase-2776	285	15	food	food	NOUN
ajase-2776	285	16	prices	price	NOUN
ajase-2776	285	17	and	and	CCONJ
ajase-2776	285	18	adjust	adjust	VERB
ajase-2776	285	19	consumption	consumption	NOUN
ajase-2776	285	20	patterns	pattern	NOUN
ajase-2776	285	21	accordingly	accordingly	ADV
ajase-2776	285	22	.	.	PUNCT
ajase-2776	286	1	given	give	VERB
ajase-2776	286	2	the	the	DET
ajase-2776	286	3	importance	importance	NOUN
ajase-2776	286	4	of	of	ADP
ajase-2776	286	5	price	price	NOUN
ajase-2776	286	6	forecasting	forecasting	NOUN
ajase-2776	286	7	in	in	ADP
ajase-2776	286	8	navigating	navigate	VERB
ajase-2776	286	9	the	the	DET
ajase-2776	286	10	uncertainties	uncertainty	NOUN
ajase-2776	286	11	of	of	ADP
ajase-2776	286	12	the	the	DET
ajase-2776	286	13	corn	corn	NOUN
ajase-2776	286	14	market	market	NOUN
ajase-2776	286	15	,	,	PUNCT
ajase-2776	286	16	researchers	researcher	NOUN
ajase-2776	286	17	have	have	AUX
ajase-2776	286	18	developed	develop	VERB
ajase-2776	286	19	and	and	CCONJ
ajase-2776	286	20	applied	apply	VERB
ajase-2776	286	21	various	various	ADJ
ajase-2776	286	22	time	time	NOUN
ajase-2776	286	23	series	series	PROPN
ajase-2776	286	24	forecasting	forecasting	NOUN
ajase-2776	286	25	models	model	NOUN
ajase-2776	286	26	to	to	PART
ajase-2776	286	27	predict	predict	VERB
ajase-2776	286	28	corn	corn	NOUN
ajase-2776	286	29	prices	price	NOUN
ajase-2776	286	30	.	.	PUNCT
ajase-2776	287	1	these	these	DET
ajase-2776	287	2	models	model	NOUN
ajase-2776	287	3	utilize	utilize	VERB
ajase-2776	287	4	historical	historical	ADJ
ajase-2776	287	5	price	price	NOUN
ajase-2776	287	6	data	datum	NOUN
ajase-2776	287	7	,	,	PUNCT
ajase-2776	287	8	along	along	ADP
ajase-2776	287	9	with	with	ADP
ajase-2776	287	10	relevant	relevant	ADJ
ajase-2776	287	11	explanatory	explanatory	ADJ
ajase-2776	287	12	variables	variable	NOUN
ajase-2776	287	13	,	,	PUNCT
ajase-2776	287	14	to	to	PART
ajase-2776	287	15	generate	generate	VERB
ajase-2776	287	16	forecasts	forecast	NOUN
ajase-2776	287	17	of	of	ADP
ajase-2776	287	18	future	future	ADJ
ajase-2776	287	19	price	price	NOUN
ajase-2776	287	20	movements	movement	NOUN
ajase-2776	287	21	.	.	PUNCT
ajase-2776	288	1	by	by	ADP
ajase-2776	288	2	evaluating	evaluate	VERB
ajase-2776	288	3	the	the	DET
ajase-2776	288	4	performance	performance	NOUN
ajase-2776	288	5	of	of	ADP
ajase-2776	288	6	different	different	ADJ
ajase-2776	288	7	forecasting	forecasting	NOUN
ajase-2776	288	8	models	model	NOUN
ajase-2776	288	9	and	and	CCONJ
ajase-2776	288	10	refining	refine	VERB
ajase-2776	288	11	their	their	PRON
ajase-2776	288	12	methodologies	methodology	NOUN
ajase-2776	288	13	,	,	PUNCT
ajase-2776	288	14	researchers	researcher	NOUN
ajase-2776	288	15	aim	aim	VERB
ajase-2776	288	16	to	to	PART
ajase-2776	288	17	enhance	enhance	VERB
ajase-2776	288	18	the	the	DET
ajase-2776	288	19	accuracy	accuracy	NOUN
ajase-2776	288	20	and	and	CCONJ
ajase-2776	288	21	reliability	reliability	NOUN
ajase-2776	288	22	of	of	ADP
ajase-2776	288	23	corn	corn	NOUN
ajase-2776	288	24	price	price	NOUN
ajase-2776	288	25	forecasts	forecast	NOUN
ajase-2776	288	26	,	,	PUNCT
ajase-2776	288	27	thereby	thereby	ADV
ajase-2776	288	28	empowering	empower	VERB
ajase-2776	288	29	stakeholders	stakeholder	NOUN
ajase-2776	288	30	to	to	PART
ajase-2776	288	31	make	make	VERB
ajase-2776	288	32	informed	informed	ADJ
ajase-2776	288	33	decisions	decision	NOUN
ajase-2776	288	34	in	in	ADP
ajase-2776	288	35	an	an	DET
ajase-2776	288	36	increasingly	increasingly	ADV
ajase-2776	288	37	complex	complex	ADJ
ajase-2776	288	38	and	and	CCONJ
ajase-2776	288	39	dynamic	dynamic	ADJ
ajase-2776	288	40	market	market	NOUN
ajase-2776	288	41	environment	environment	NOUN
ajase-2776	288	42	.	.	PUNCT
ajase-2776	289	1	conclusion	conclusion	VERB
ajase-2776	289	2	the	the	DET
ajase-2776	289	3	price	price	NOUN
ajase-2776	289	4	of	of	ADP
ajase-2776	289	5	corn	corn	NOUN
ajase-2776	289	6	has	have	AUX
ajase-2776	289	7	exhibited	exhibit	VERB
ajase-2776	289	8	fluctuations	fluctuation	NOUN
ajase-2776	289	9	over	over	ADP
ajase-2776	289	10	the	the	DET
ajase-2776	289	11	years	year	NOUN
ajase-2776	289	12	,	,	PUNCT
ajase-2776	289	13	starting	start	VERB
ajase-2776	289	14	from	from	ADP
ajase-2776	289	15	a	a	DET
ajase-2776	289	16	relatively	relatively	ADV
ajase-2776	289	17	low	low	ADJ
ajase-2776	289	18	point	point	NOUN
ajase-2776	289	19	in	in	ADP
ajase-2776	289	20	early	early	ADJ
ajase-2776	289	21	2014	2014	NUM
ajase-2776	289	22	and	and	CCONJ
ajase-2776	289	23	steadily	steadily	ADV
ajase-2776	289	24	increasing	increase	VERB
ajase-2776	289	25	,	,	PUNCT
ajase-2776	289	26	peaking	peak	VERB
ajase-2776	289	27	around	around	ADP
ajase-2776	289	28	march	march	NOUN
ajase-2776	289	29	of	of	ADP
ajase-2776	289	30	that	that	DET
ajase-2776	289	31	year	year	NOUN
ajase-2776	289	32	.	.	PUNCT
ajase-2776	290	1	these	these	DET
ajase-2776	290	2	elevated	elevated	ADJ
ajase-2776	290	3	prices	price	NOUN
ajase-2776	290	4	persisted	persist	VERB
ajase-2776	290	5	throughout	throughout	ADP
ajase-2776	290	6	2014	2014	NUM
ajase-2776	290	7	until	until	ADP
ajase-2776	290	8	mid	mid	NOUN
ajase-2776	290	9	-	-	NOUN
ajase-2776	290	10	march	march	NOUN
ajase-2776	290	11	of	of	ADP
ajase-2776	290	12	2015	2015	NUM
ajase-2776	290	13	,	,	PUNCT
ajase-2776	290	14	after	after	ADP
ajase-2776	290	15	which	which	PRON
ajase-2776	290	16	they	they	PRON
ajase-2776	290	17	began	begin	VERB
ajase-2776	290	18	to	to	PART
ajase-2776	290	19	decline	decline	VERB
ajase-2776	290	20	,	,	PUNCT
ajase-2776	290	21	reaching	reach	VERB
ajase-2776	290	22	a	a	DET
ajase-2776	290	23	nadir	nadir	NOUN
ajase-2776	290	24	in	in	ADP
ajase-2776	290	25	mid-2016	mid-2016	NOUN
ajase-2776	290	26	.	.	PUNCT
ajase-2776	291	1	subsequently	subsequently	ADV
ajase-2776	291	2	,	,	PUNCT
ajase-2776	291	3	from	from	ADP
ajase-2776	291	4	late	late	ADJ
ajase-2776	291	5	2016	2016	NUM
ajase-2776	291	6	to	to	ADP
ajase-2776	291	7	2017	2017	NUM
ajase-2776	291	8	,	,	PUNCT
ajase-2776	291	9	global	global	ADJ
ajase-2776	291	10	corn	corn	NOUN
ajase-2776	291	11	prices	price	NOUN
ajase-2776	291	12	displayed	display	VERB
ajase-2776	291	13	some	some	DET
ajase-2776	291	14	volatility	volatility	NOUN
ajase-2776	291	15	but	but	CCONJ
ajase-2776	291	16	maintained	maintain	VERB
ajase-2776	291	17	a	a	DET
ajase-2776	291	18	moderate	moderate	ADJ
ajase-2776	291	19	and	and	CCONJ
ajase-2776	291	20	stable	stable	ADJ
ajase-2776	291	21	trajectory	trajectory	NOUN
ajase-2776	291	22	compared	compare	VERB
ajase-2776	291	23	to	to	ADP
ajase-2776	291	24	the	the	DET
ajase-2776	291	25	preceding	precede	VERB
ajase-2776	291	26	years	year	NOUN
ajase-2776	291	27	of	of	ADP
ajase-2776	291	28	2014	2014	NUM
ajase-2776	291	29	and	and	CCONJ
ajase-2776	291	30	2015	2015	NUM
ajase-2776	291	31	.	.	PUNCT
ajase-2776	292	1	from	from	ADP
ajase-2776	292	2	2018	2018	NUM
ajase-2776	292	3	to	to	ADP
ajase-2776	292	4	early	early	ADJ
ajase-2776	292	5	2019	2019	NUM
ajase-2776	292	6	,	,	PUNCT
ajase-2776	292	7	corn	corn	NOUN
ajase-2776	292	8	’s	’s	PART
ajase-2776	292	9	price	price	NOUN
ajase-2776	292	10	gradually	gradually	ADV
ajase-2776	292	11	increased	increase	VERB
ajase-2776	292	12	,	,	PUNCT
ajase-2776	292	13	reaching	reach	VERB
ajase-2776	292	14	a	a	DET
ajase-2776	292	15	relatively	relatively	ADV
ajase-2776	292	16	high	high	ADJ
ajase-2776	292	17	point	point	NOUN
ajase-2776	292	18	by	by	ADP
ajase-2776	292	19	early	early	ADJ
ajase-2776	292	20	2019	2019	NUM
ajase-2776	292	21	.	.	PUNCT
ajase-2776	293	1	during	during	ADP
ajase-2776	293	2	the	the	DET
ajase-2776	293	3	period	period	NOUN
ajase-2776	293	4	from	from	ADP
ajase-2776	293	5	mid2019	mid2019	NOUN
ajase-2776	293	6	to	to	ADP
ajase-2776	293	7	2020	2020	NUM
ajase-2776	293	8	,	,	PUNCT
ajase-2776	293	9	there	there	PRON
ajase-2776	293	10	were	be	VERB
ajase-2776	293	11	some	some	DET
ajase-2776	293	12	fluctuations	fluctuation	NOUN
ajase-2776	293	13	in	in	ADP
ajase-2776	293	14	price	price	NOUN
ajase-2776	293	15	,	,	PUNCT
ajase-2776	293	16	but	but	CCONJ
ajase-2776	293	17	overall	overall	ADJ
ajase-2776	293	18	stability	stability	NOUN
ajase-2776	293	19	within	within	ADP
ajase-2776	293	20	a	a	DET
ajase-2776	293	21	moderate	moderate	ADJ
ajase-2776	293	22	range	range	NOUN
ajase-2776	293	23	was	be	AUX
ajase-2776	293	24	observed	observe	VERB
ajase-2776	293	25	.	.	PUNCT
ajase-2776	294	1	however	however	ADV
ajase-2776	294	2	,	,	PUNCT
ajase-2776	294	3	from	from	ADP
ajase-2776	294	4	mid-2020	mid-2020	PROPN
ajase-2776	294	5	onwards	onwards	ADP
ajase-2776	294	6	,	,	PUNCT
ajase-2776	294	7	a	a	DET
ajase-2776	294	8	significant	significant	ADJ
ajase-2776	294	9	surge	surge	NOUN
ajase-2776	294	10	in	in	ADP
ajase-2776	294	11	corn	corn	NOUN
ajase-2776	294	12	prices	price	NOUN
ajase-2776	294	13	ensued	ensue	VERB
ajase-2776	294	14	,	,	PUNCT
ajase-2776	294	15	culminating	culminate	VERB
ajase-2776	294	16	in	in	ADP
ajase-2776	294	17	a	a	DET
ajase-2776	294	18	record	record	NOUN
ajase-2776	294	19	high	high	ADJ
ajase-2776	294	20	by	by	ADP
ajase-2776	294	21	early	early	ADJ
ajase-2776	294	22	2022	2022	NUM
ajase-2776	294	23	,	,	PUNCT
ajase-2776	294	24	followed	follow	VERB
ajase-2776	294	25	by	by	ADP
ajase-2776	294	26	a	a	DET
ajase-2776	294	27	gradual	gradual	ADJ
ajase-2776	294	28	decline	decline	NOUN
ajase-2776	294	29	to	to	ADP
ajase-2776	294	30	lower	low	ADJ
ajase-2776	294	31	levels	level	NOUN
ajase-2776	294	32	by	by	ADP
ajase-2776	294	33	early	early	ADJ
ajase-2776	294	34	2024	2024	NUM
ajase-2776	294	35	.	.	PUNCT
ajase-2776	295	1	the	the	DET
ajase-2776	295	2	application	application	NOUN
ajase-2776	295	3	of	of	ADP
ajase-2776	295	4	the	the	DET
ajase-2776	295	5	box	box	NOUN
ajase-2776	295	6	-	-	PUNCT
ajase-2776	295	7	jenkins	jenkins	PROPN
ajase-2776	295	8	methodology	methodology	NOUN
ajase-2776	295	9	in	in	ADP
ajase-2776	295	10	time	time	NOUN
ajase-2776	295	11	series	series	PROPN
ajase-2776	295	12	forecasting	forecasting	NOUN
ajase-2776	295	13	effectively	effectively	ADV
ajase-2776	295	14	identified	identify	VERB
ajase-2776	295	15	a	a	DET
ajase-2776	295	16	seasonal	seasonal	ADJ
ajase-2776	295	17	pattern	pattern	NOUN
ajase-2776	295	18	in	in	ADP
ajase-2776	295	19	global	global	ADJ
ajase-2776	295	20	corn	corn	NOUN
ajase-2776	295	21	prices	price	NOUN
ajase-2776	295	22	,	,	PUNCT
ajase-2776	295	23	resulting	result	VERB
ajase-2776	295	24	in	in	ADP
ajase-2776	295	25	an	an	DET
ajase-2776	295	26	arima	arima	NOUN
ajase-2776	295	27	(	(	PUNCT
ajase-2776	295	28	0,1,1)(0,0,1)[12	0,1,1)(0,0,1)[12	PROPN
ajase-2776	295	29	]	]	PUNCT
ajase-2776	295	30	model	model	NOUN
ajase-2776	295	31	.	.	PUNCT
ajase-2776	296	1	furthermore	furthermore	ADV
ajase-2776	296	2	,	,	PUNCT
ajase-2776	296	3	the	the	DET
ajase-2776	296	4	model	model	NOUN
ajase-2776	296	5	pinpointed	pinpoint	VERB
ajase-2776	296	6	the	the	DET
ajase-2776	296	7	influence	influence	NOUN
ajase-2776	296	8	of	of	ADP
ajase-2776	296	9	a	a	DET
ajase-2776	296	10	first	first	ADJ
ajase-2776	296	11	-	-	PUNCT
ajase-2776	296	12	order	order	NOUN
ajase-2776	296	13	non	non	ADJ
ajase-2776	296	14	-	-	ADJ
ajase-2776	296	15	seasonal	seasonal	ADJ
ajase-2776	296	16	moving	move	VERB
ajase-2776	296	17	average	average	ADJ
ajase-2776	296	18	term	term	NOUN
ajase-2776	296	19	and	and	CCONJ
ajase-2776	296	20	a	a	DET
ajase-2776	296	21	first	first	ADJ
ajase-2776	296	22	-	-	PUNCT
ajase-2776	296	23	order	order	NOUN
ajase-2776	296	24	seasonal	seasonal	ADJ
ajase-2776	296	25	moving	move	VERB
ajase-2776	296	26	average	average	ADJ
ajase-2776	296	27	component	component	NOUN
ajase-2776	296	28	on	on	ADP
ajase-2776	296	29	the	the	DET
ajase-2776	296	30	series	series	NOUN
ajase-2776	296	31	.	.	PUNCT
ajase-2776	297	1	the	the	DET
ajase-2776	297	2	validation	validation	NOUN
ajase-2776	297	3	of	of	ADP
ajase-2776	297	4	the	the	DET
ajase-2776	297	5	model	model	NOUN
ajase-2776	297	6	’s	’s	PART
ajase-2776	297	7	accuracy	accuracy	NOUN
ajase-2776	297	8	was	be	AUX
ajase-2776	297	9	conducted	conduct	VERB
ajase-2776	297	10	through	through	ADP
ajase-2776	297	11	the	the	DET
ajase-2776	297	12	analysis	analysis	NOUN
ajase-2776	297	13	of	of	ADP
ajase-2776	297	14	the	the	DET
ajase-2776	297	15	ljung	ljung	ADJ
ajase-2776	297	16	–	–	PUNCT
ajase-2776	297	17	box	box	NOUN
ajase-2776	297	18	q	q	NOUN
ajase-2776	297	19	–	–	PUNCT
ajase-2776	297	20	test	test	NOUN
ajase-2776	297	21	and	and	CCONJ
ajase-2776	297	22	aic	aic	PROPN
ajase-2776	297	23	value	value	NOUN
ajase-2776	297	24	.	.	PUNCT
ajase-2776	298	1	such	such	ADJ
ajase-2776	298	2	forecasting	forecasting	NOUN
ajase-2776	298	3	endeavors	endeavor	NOUN
ajase-2776	298	4	offer	offer	VERB
ajase-2776	298	5	substantial	substantial	ADJ
ajase-2776	298	6	benefits	benefit	NOUN
ajase-2776	298	7	to	to	ADP
ajase-2776	298	8	farmers	farmer	NOUN
ajase-2776	298	9	,	,	PUNCT
ajase-2776	298	10	stakeholders	stakeholder	NOUN
ajase-2776	298	11	,	,	PUNCT
ajase-2776	298	12	policymakers	policymaker	NOUN
ajase-2776	298	13	,	,	PUNCT
ajase-2776	298	14	and	and	CCONJ
ajase-2776	298	15	investors	investor	NOUN
ajase-2776	298	16	alike	alike	ADV
ajase-2776	298	17	.	.	PUNCT
ajase-2776	299	1	these	these	DET
ajase-2776	299	2	forecasts	forecast	NOUN
ajase-2776	299	3	provide	provide	VERB
ajase-2776	299	4	farmers	farmer	NOUN
ajase-2776	299	5	and	and	CCONJ
ajase-2776	299	6	stakeholders	stakeholder	NOUN
ajase-2776	299	7	with	with	ADP
ajase-2776	299	8	valuable	valuable	ADJ
ajase-2776	299	9	insights	insight	NOUN
ajase-2776	299	10	for	for	ADP
ajase-2776	299	11	price	price	NOUN
ajase-2776	299	12	adjustments	adjustment	NOUN
ajase-2776	299	13	,	,	PUNCT
ajase-2776	299	14	while	while	SCONJ
ajase-2776	299	15	policymakers	policymaker	NOUN
ajase-2776	299	16	can	can	AUX
ajase-2776	299	17	utilize	utilize	VERB
ajase-2776	299	18	this	this	DET
ajase-2776	299	19	information	information	NOUN
ajase-2776	299	20	to	to	PART
ajase-2776	299	21	formulate	formulate	VERB
ajase-2776	299	22	well	well	ADV
ajase-2776	299	23	-	-	PUNCT
ajase-2776	299	24	informed	inform	VERB
ajase-2776	299	25	marketing	marketing	NOUN
ajase-2776	299	26	strategies	strategy	NOUN
ajase-2776	299	27	.	.	PUNCT
ajase-2776	300	1	additionally	additionally	ADV
ajase-2776	300	2	,	,	PUNCT
ajase-2776	300	3	investors	investor	NOUN
ajase-2776	300	4	can	can	AUX
ajase-2776	300	5	leverage	leverage	VERB
ajase-2776	300	6	these	these	DET
ajase-2776	300	7	forecasts	forecast	NOUN
ajase-2776	300	8	to	to	PART
ajase-2776	300	9	make	make	VERB
ajase-2776	300	10	prudent	prudent	ADJ
ajase-2776	300	11	decisions	decision	NOUN
ajase-2776	300	12	regarding	regard	VERB
ajase-2776	300	13	their	their	PRON
ajase-2776	300	14	investment	investment	NOUN
ajase-2776	300	15	choices	choice	NOUN
ajase-2776	300	16	.	.	PUNCT
ajase-2776	301	1	this	this	DET
ajase-2776	301	2	comprehensive	comprehensive	ADJ
ajase-2776	301	3	approach	approach	NOUN
ajase-2776	301	4	to	to	ADP
ajase-2776	301	5	price	price	NOUN
ajase-2776	301	6	forecasting	forecasting	NOUN
ajase-2776	301	7	enhances	enhance	VERB
ajase-2776	301	8	decision	decision	NOUN
ajase-2776	301	9	-	-	PUNCT
ajase-2776	301	10	making	make	VERB
ajase-2776	301	11	processes	process	NOUN
ajase-2776	301	12	across	across	ADP
ajase-2776	301	13	various	various	ADJ
ajase-2776	301	14	sectors	sector	NOUN
ajase-2776	301	15	,	,	PUNCT
ajase-2776	301	16	facilitating	facilitate	VERB
ajase-2776	301	17	more	more	ADV
ajase-2776	301	18	effective	effective	ADJ
ajase-2776	301	19	resource	resource	NOUN
ajase-2776	301	20	allocation	allocation	NOUN
ajase-2776	301	21	and	and	CCONJ
ajase-2776	301	22	risk	risk	NOUN
ajase-2776	301	23	management	management	NOUN
ajase-2776	301	24	strategies	strategy	NOUN
ajase-2776	301	25	.	.	PUNCT
ajase-2776	302	1	therefore	therefore	ADV
ajase-2776	302	2	,	,	PUNCT
ajase-2776	302	3	by	by	ADP
ajase-2776	302	4	furnishing	furnish	VERB
ajase-2776	302	5	insights	insight	NOUN
ajase-2776	302	6	for	for	ADP
ajase-2776	302	7	price	price	NOUN
ajase-2776	302	8	adjustments	adjustment	NOUN
ajase-2776	302	9	,	,	PUNCT
ajase-2776	302	10	informing	inform	VERB
ajase-2776	302	11	marketing	marketing	NOUN
ajase-2776	302	12	strategies	strategy	NOUN
ajase-2776	302	13	,	,	PUNCT
ajase-2776	302	14	and	and	CCONJ
ajase-2776	302	15	aiding	aid	VERB
ajase-2776	302	16	investment	investment	NOUN
ajase-2776	302	17	decisions	decision	NOUN
ajase-2776	302	18	,	,	PUNCT
ajase-2776	302	19	these	these	DET
ajase-2776	302	20	forecasts	forecast	NOUN
ajase-2776	302	21	contribute	contribute	VERB
ajase-2776	302	22	to	to	ADP
ajase-2776	302	23	more	more	ADV
ajase-2776	302	24	informed	informed	ADJ
ajase-2776	302	25	decisionmaking	decisionmake	VERB
ajase-2776	302	26	processes	process	NOUN
ajase-2776	302	27	across	across	ADP
ajase-2776	302	28	sectors	sector	NOUN
ajase-2776	302	29	,	,	PUNCT
ajase-2776	302	30	ultimately	ultimately	ADV
ajase-2776	302	31	improving	improve	VERB
ajase-2776	302	32	resource	resource	NOUN
ajase-2776	302	33	allocation	allocation	NOUN
ajase-2776	302	34	and	and	CCONJ
ajase-2776	302	35	risk	risk	NOUN
ajase-2776	302	36	management	management	NOUN
ajase-2776	302	37	strategies	strategy	NOUN
ajase-2776	302	38	.	.	PUNCT
ajase-2776	303	1	references	reference	NOUN
ajase-2776	303	2	adams	adams	PROPN
ajase-2776	303	3	,	,	PUNCT
ajase-2776	303	4	s.	s.	PROPN
ajase-2776	303	5	o.	o.	PROPN
ajase-2776	303	6	,	,	PUNCT
ajase-2776	303	7	mustapha	mustapha	PROPN
ajase-2776	303	8	,	,	PUNCT
ajase-2776	303	9	b.	b.	PROPN
ajase-2776	303	10	,	,	PUNCT
ajase-2776	303	11	&	&	CCONJ
ajase-2776	303	12	alumbugu	alumbugu	PROPN
ajase-2776	303	13	,	,	PUNCT
ajase-2776	303	14	a.	a.	NOUN
ajase-2776	303	15	i.	i.	PROPN
ajase-2776	303	16	(	(	PUNCT
ajase-2776	303	17	2019	2019	NUM
ajase-2776	303	18	)	)	PUNCT
ajase-2776	303	19	.	.	PUNCT
ajase-2776	304	1	seasonal	seasonal	ADJ
ajase-2776	304	2	autoregressive	autoregressive	ADJ
ajase-2776	304	3	integrated	integrated	ADJ
ajase-2776	304	4	moving	move	VERB
ajase-2776	304	5	average	average	ADJ
ajase-2776	304	6	(	(	PUNCT
ajase-2776	304	7	sarima	sarima	NOUN
ajase-2776	304	8	)	)	PUNCT
ajase-2776	304	9	model	model	NOUN
ajase-2776	304	10	for	for	ADP
ajase-2776	304	11	the	the	DET
ajase-2776	304	12	analysis	analysis	NOUN
ajase-2776	304	13	of	of	ADP
ajase-2776	304	14	frequency	frequency	NOUN
ajase-2776	304	15	of	of	ADP
ajase-2776	304	16	monthly	monthly	ADJ
ajase-2776	304	17	rainfall	rainfall	NOUN
ajase-2776	304	18	in	in	ADP
ajase-2776	304	19	osun	osun	PROPN
ajase-2776	304	20	state	state	PROPN
ajase-2776	304	21	,	,	PUNCT
ajase-2776	304	22	nigeria	nigeria	PROPN
ajase-2776	304	23	.	.	PUNCT
ajase-2776	305	1	physical	physical	PROPN
ajase-2776	305	2	science	science	PROPN
ajase-2776	305	3	international	international	PROPN
ajase-2776	305	4	journal	journal	NOUN
ajase-2776	305	5	.	.	PUNCT
ajase-2776	306	1	https://doi.org/10.9734/	https://doi.org/10.9734/	PROPN
ajase-2776	306	2	psij/2019	psij/2019	PROPN
ajase-2776	306	3	/	/	SYM
ajase-2776	306	4	v22i430139	v22i430139	NOUN
ajase-2776	306	5	asamoah	asamoah	NOUN
ajase-2776	306	6	-	-	PUNCT
ajase-2776	306	7	boaheng	boaheng	NOUN
ajase-2776	306	8	,	,	PUNCT
ajase-2776	306	9	m.	m.	NOUN
ajase-2776	306	10	(	(	PUNCT
ajase-2776	306	11	2014	2014	NUM
ajase-2776	306	12	)	)	PUNCT
ajase-2776	306	13	.	.	PUNCT
ajase-2776	307	1	using	use	VERB
ajase-2776	307	2	sarima	sarima	NOUN
ajase-2776	307	3	to	to	PART
ajase-2776	307	4	forecast	forecast	VERB
ajase-2776	307	5	monthly	monthly	ADJ
ajase-2776	307	6	mean	mean	NOUN
ajase-2776	307	7	surface	surface	NOUN
ajase-2776	307	8	air	air	NOUN
ajase-2776	307	9	temperature	temperature	NOUN
ajase-2776	307	10	in	in	ADP
ajase-2776	307	11	the	the	DET
ajase-2776	307	12	ashanti	ashanti	ADJ
ajase-2776	307	13	region	region	NOUN
ajase-2776	307	14	of	of	ADP
ajase-2776	307	15	ghana	ghana	PROPN
ajase-2776	307	16	.	.	PUNCT
ajase-2776	308	1	international	international	ADJ
ajase-2776	308	2	journal	journal	PROPN
ajase-2776	308	3	of	of	ADP
ajase-2776	308	4	statistics	statistic	NOUN
ajase-2776	308	5	and	and	CCONJ
ajase-2776	308	6	applications	application	NOUN
ajase-2776	308	7	,	,	PUNCT
ajase-2776	308	8	4(6	4(6	NUM
ajase-2776	308	9	)	)	PUNCT
ajase-2776	308	10	,	,	PUNCT
ajase-2776	308	11	292–298	292–298	NUM
ajase-2776	308	12	.	.	PUNCT
ajase-2776	309	1	https://doi	https://doi	PROPN
ajase-2776	309	2	.	.	PUNCT
ajase-2776	309	3	org/10.5923	org/10.5923	PROPN
ajase-2776	309	4	/	/	SYM
ajase-2776	309	5	j.statistics.20140406.06	j.statistics.20140406.06	PROPN
ajase-2776	309	6	avalos	avalos	PROPN
ajase-2776	309	7	,	,	PUNCT
ajase-2776	309	8	f.	f.	PROPN
ajase-2776	309	9	,	,	PUNCT
ajase-2776	309	10	&	&	CCONJ
ajase-2776	309	11	huang	huang	PROPN
ajase-2776	309	12	,	,	PUNCT
ajase-2776	309	13	w.	w.	PROPN
ajase-2776	309	14	(	(	PUNCT
ajase-2776	309	15	2022	2022	NUM
ajase-2776	309	16	)	)	PUNCT
ajase-2776	309	17	.	.	PUNCT
ajase-2776	310	1	commodity	commodity	NOUN
ajase-2776	310	2	markets	market	NOUN
ajase-2776	310	3	:	:	PUNCT
ajase-2776	310	4	shocks	shock	NOUN
ajase-2776	310	5	and	and	CCONJ
ajase-2776	310	6	spillovers	spillover	NOUN
ajase-2776	310	7	.	.	PUNCT
ajase-2776	311	1	bis	bis	PROPN
ajase-2776	311	2	quarterly	quarterly	ADJ
ajase-2776	311	3	review	review	NOUN
ajase-2776	311	4	,	,	PUNCT
ajase-2776	311	5	19	19	NUM
ajase-2776	311	6	,	,	PUNCT
ajase-2776	311	7	15–29	15–29	NUM
ajase-2776	311	8	.	.	PUNCT
ajase-2776	312	1	https://www.bis.org/publ/qtrpdf/r_qt2209b.pdf	https://www.bis.org/publ/qtrpdf/r_qt2209b.pdf	PROPN
ajase-2776	312	2	baker	baker	PROPN
ajase-2776	312	3	,	,	PUNCT
ajase-2776	312	4	a.	a.	PROPN
ajase-2776	312	5	,	,	PUNCT
ajase-2776	312	6	&	&	CCONJ
ajase-2776	312	7	zahniser	zahniser	PROPN
ajase-2776	312	8	,	,	PUNCT
ajase-2776	312	9	s.	s.	PROPN
ajase-2776	312	10	(	(	PUNCT
ajase-2776	312	11	2006	2006	NUM
ajase-2776	312	12	)	)	PUNCT
ajase-2776	312	13	.	.	PUNCT
ajase-2776	313	1	ethanol	ethanol	NOUN
ajase-2776	313	2	reshapes	reshape	VERB
ajase-2776	313	3	the	the	DET
ajase-2776	313	4	corn	corn	NOUN
ajase-2776	313	5	market	market	NOUN
ajase-2776	313	6	.	.	PUNCT
ajase-2776	314	1	amber	amber	PROPN
ajase-2776	314	2	waves	wave	NOUN
ajase-2776	314	3	:	:	PUNCT
ajase-2776	314	4	the	the	DET
ajase-2776	314	5	economics	economic	NOUN
ajase-2776	314	6	of	of	ADP
ajase-2776	314	7	food	food	NOUN
ajase-2776	314	8	,	,	PUNCT
ajase-2776	314	9	farming	farming	NOUN
ajase-2776	314	10	,	,	PUNCT
ajase-2776	314	11	natural	natural	ADJ
ajase-2776	314	12	resources	resource	NOUN
ajase-2776	314	13	and	and	CCONJ
ajase-2776	314	14	rural	rural	ADJ
ajase-2776	314	15	america	america	PROPN
ajase-2776	314	16	.	.	PUNCT
ajase-2776	315	1	https://www.ers.usda.gov/amber-waves/2006/	https://www.ers.usda.gov/amber-waves/2006/	VERB
ajase-2776	315	2	april	april	PROPN
ajase-2776	315	3	/	/	SYM
ajase-2776	315	4	ethanol	ethanol	NOUN
ajase-2776	315	5	-	-	PUNCT
ajase-2776	315	6	reshapes	reshape	VERB
ajase-2776	315	7	-	-	PUNCT
ajase-2776	315	8	the	the	DET
ajase-2776	315	9	-	-	PUNCT
ajase-2776	315	10	corn	corn	NOUN
ajase-2776	315	11	-	-	PUNCT
ajase-2776	315	12	market/	market/	NUM
ajase-2776	315	13	baladina	baladina	PROPN
ajase-2776	315	14	,	,	PUNCT
ajase-2776	315	15	n.	n.	NOUN
ajase-2776	315	16	,	,	PUNCT
ajase-2776	315	17	sugiharto	sugiharto	NOUN
ajase-2776	315	18	,	,	PUNCT
ajase-2776	315	19	a.	a.	NOUN
ajase-2776	315	20	n.	n.	PROPN
ajase-2776	315	21	,	,	PUNCT
ajase-2776	315	22	anindita	anindita	PROPN
ajase-2776	315	23	,	,	PUNCT
ajase-2776	315	24	r.	r.	PROPN
ajase-2776	315	25	,	,	PUNCT
ajase-2776	315	26	&	&	CCONJ
ajase-2776	315	27	laili	laili	NOUN
ajase-2776	315	28	,	,	PUNCT
ajase-2776	315	29	f.	f.	PROPN
ajase-2776	315	30	(	(	PUNCT
ajase-2776	315	31	2021	2021	NUM
ajase-2776	315	32	)	)	PUNCT
ajase-2776	315	33	.	.	PUNCT
ajase-2776	316	1	price	price	NOUN
ajase-2776	316	2	volatility	volatility	NOUN
ajase-2776	316	3	of	of	ADP
ajase-2776	316	4	maize	maize	NOUN
ajase-2776	316	5	and	and	CCONJ
ajase-2776	316	6	animal	animal	NOUN
ajase-2776	316	7	protein	protein	NOUN
ajase-2776	316	8	commodities	commodity	NOUN
ajase-2776	316	9	in	in	ADP
ajase-2776	316	10	indonesia	indonesia	PROPN
ajase-2776	316	11	during	during	ADP
ajase-2776	316	12	the	the	DET
ajase-2776	316	13	covid-19	covid-19	PROPN
ajase-2776	316	14	season	season	NOUN
ajase-2776	316	15	.	.	PUNCT
ajase-2776	317	1	iop	iop	PROPN
ajase-2776	317	2	conference	conference	PROPN
ajase-2776	317	3	series	series	PROPN
ajase-2776	317	4	:	:	PUNCT
ajase-2776	317	5	earth	earth	NOUN
ajase-2776	317	6	and	and	CCONJ
ajase-2776	317	7	environmental	environmental	ADJ
ajase-2776	317	8	science	science	NOUN
ajase-2776	317	9	,	,	PUNCT
ajase-2776	317	10	803(1	803(1	NUM
ajase-2776	317	11	)	)	PUNCT
ajase-2776	317	12	,	,	PUNCT
ajase-2776	317	13	012060	012060	NUM
ajase-2776	317	14	.	.	PUNCT
ajase-2776	318	1	https://doi.org/10.1088/17551315/803/1/012060	https://doi.org/10.1088/17551315/803/1/012060	NOUN
ajase-2776	318	2	beghin	beghin	PROPN
ajase-2776	318	3	,	,	PUNCT
ajase-2776	318	4	j.	j.	PROPN
ajase-2776	318	5	c.	c.	PROPN
ajase-2776	318	6	,	,	PUNCT
ajase-2776	318	7	&	&	CCONJ
ajase-2776	318	8	timalsina	timalsina	PROPN
ajase-2776	318	9	,	,	PUNCT
ajase-2776	318	10	s.	s.	PROPN
ajase-2776	318	11	(	(	PUNCT
ajase-2776	318	12	2020	2020	NUM
ajase-2776	318	13	)	)	PUNCT
ajase-2776	318	14	.	.	PUNCT
ajase-2776	319	1	the	the	DET
ajase-2776	319	2	impact	impact	NOUN
ajase-2776	319	3	of	of	ADP
ajase-2776	319	4	the	the	DET
ajase-2776	319	5	covid-19	covid-19	PROPN
ajase-2776	319	6	crisis	crisis	NOUN
ajase-2776	319	7	on	on	ADP
ajase-2776	319	8	nebraska	nebraska	PROPN
ajase-2776	319	9	’s	’s	PART
ajase-2776	319	10	ethanol	ethanol	NOUN
ajase-2776	319	11	industry	industry	NOUN
ajase-2776	319	12	.	.	PUNCT
ajase-2776	320	1	cornhusker	cornhusker	PROPN
ajase-2776	320	2	economics	economics	PROPN
ajase-2776	320	3	,	,	PUNCT
ajase-2776	320	4	1056	1056	NUM
ajase-2776	320	5	.	.	PUNCT
ajase-2776	321	1	https://agecon.unl.edu/	https://agecon.unl.edu/	PROPN
ajase-2776	321	2	cornhuskereconomics	cornhuskereconomic	NOUN
ajase-2776	321	3	brandt	brandt	PROPN
ajase-2776	321	4	,	,	PUNCT
ajase-2776	321	5	j.	j.	PROPN
ajase-2776	321	6	a.	a.	PROPN
ajase-2776	321	7	,	,	PUNCT
ajase-2776	321	8	&	&	CCONJ
ajase-2776	321	9	bessler	bessler	PROPN
ajase-2776	321	10	,	,	PUNCT
ajase-2776	321	11	d.	d.	PROPN
ajase-2776	321	12	a.	a.	PROPN
ajase-2776	321	13	(	(	PUNCT
ajase-2776	321	14	1983	1983	NUM
ajase-2776	321	15	)	)	PUNCT
ajase-2776	321	16	.	.	PUNCT
ajase-2776	322	1	price	price	NOUN
ajase-2776	322	2	forecasting	forecasting	NOUN
ajase-2776	322	3	and	and	CCONJ
ajase-2776	322	4	evaluation	evaluation	NOUN
ajase-2776	322	5	:	:	PUNCT
ajase-2776	322	6	an	an	DET
ajase-2776	322	7	application	application	NOUN
ajase-2776	322	8	in	in	ADP
ajase-2776	322	9	agriculture	agriculture	NOUN
ajase-2776	322	10	.	.	PUNCT
ajase-2776	323	1	journal	journal	PROPN
ajase-2776	323	2	of	of	ADP
ajase-2776	323	3	forecasting	forecasting	NOUN
ajase-2776	323	4	,	,	PUNCT
ajase-2776	323	5	2(3	2(3	NUM
ajase-2776	323	6	)	)	PUNCT
ajase-2776	323	7	,	,	PUNCT
ajase-2776	323	8	237–248	237–248	NUM
ajase-2776	323	9	.	.	PUNCT
ajase-2776	324	1	https://doi.org/10.1002/	https://doi.org/10.1002/	PROPN
ajase-2776	324	2	for.3980020306	for.3980020306	PROPN
ajase-2776	324	3	chandran	chandran	PROPN
ajase-2776	324	4	,	,	PUNCT
ajase-2776	324	5	k.	k.	PROPN
ajase-2776	324	6	p.	p.	PROPN
ajase-2776	324	7	,	,	PUNCT
ajase-2776	324	8	&	&	CCONJ
ajase-2776	324	9	pandey	pandey	PROPN
ajase-2776	324	10	,	,	PUNCT
ajase-2776	324	11	n.	n.	PROPN
ajase-2776	324	12	k.	k.	PROPN
ajase-2776	324	13	(	(	PUNCT
ajase-2776	324	14	2007	2007	NUM
ajase-2776	324	15	)	)	PUNCT
ajase-2776	324	16	.	.	PUNCT
ajase-2776	325	1	potato	potato	NOUN
ajase-2776	325	2	price	price	NOUN
ajase-2776	325	3	forecasting	forecasting	NOUN
ajase-2776	325	4	using	use	VERB
ajase-2776	325	5	seasonal	seasonal	ADJ
ajase-2776	325	6	arima	arima	PROPN
ajase-2776	325	7	approach	approach	NOUN
ajase-2776	325	8	.	.	PUNCT
ajase-2776	326	1	potato	potato	PROPN
ajase-2776	326	2	journal	journal	NOUN
ajase-2776	326	3	,	,	PUNCT
ajase-2776	326	4	34(1–2	34(1–2	NUM
ajase-2776	326	5	)	)	PUNCT
ajase-2776	326	6	.	.	PUNCT
ajase-2776	327	1	https://epubs.icar.org.in/index.php/	https://epubs.icar.org.in/index.php/	ADP
ajase-2776	327	2	potatoj	potatoj	NOUN
ajase-2776	327	3	/	/	SYM
ajase-2776	327	4	article	article	NOUN
ajase-2776	327	5	/	/	SYM
ajase-2776	327	6	view/33141	view/33141	ADJ
ajase-2776	327	7	chen	chen	PROPN
ajase-2776	327	8	,	,	PUNCT
ajase-2776	327	9	p.	p.	PROPN
ajase-2776	327	10	,	,	PUNCT
ajase-2776	327	11	niu	niu	PROPN
ajase-2776	327	12	,	,	PUNCT
ajase-2776	327	13	a.	a.	PROPN
ajase-2776	327	14	,	,	PUNCT
ajase-2776	327	15	liu	liu	PROPN
ajase-2776	327	16	,	,	PUNCT
ajase-2776	327	17	d.	d.	PROPN
ajase-2776	327	18	,	,	PUNCT
ajase-2776	327	19	jiang	jiang	PROPN
ajase-2776	327	20	,	,	PUNCT
ajase-2776	327	21	w.	w.	PROPN
ajase-2776	327	22	,	,	PUNCT
ajase-2776	327	23	&	&	CCONJ
ajase-2776	327	24	ma	ma	PROPN
ajase-2776	327	25	,	,	PUNCT
ajase-2776	327	26	b.	b.	PROPN
ajase-2776	327	27	(	(	PUNCT
ajase-2776	327	28	2018	2018	NUM
ajase-2776	327	29	)	)	PUNCT
ajase-2776	327	30	.	.	PUNCT
ajase-2776	328	1	time	time	NOUN
ajase-2776	328	2	series	series	PROPN
ajase-2776	328	3	forecasting	forecasting	NOUN
ajase-2776	328	4	of	of	ADP
ajase-2776	328	5	temperatures	temperature	NOUN
ajase-2776	328	6	using	use	VERB
ajase-2776	328	7	sarima	sarima	NOUN
ajase-2776	328	8	:	:	PUNCT
ajase-2776	328	9	an	an	DET
ajase-2776	328	10	example	example	NOUN
ajase-2776	328	11	from	from	ADP
ajase-2776	328	12	nanjing	nanjing	PROPN
ajase-2776	328	13	.	.	PUNCT
ajase-2776	329	1	iop	iop	PROPN
ajase-2776	329	2	conference	conference	PROPN
ajase-2776	329	3	series	series	PROPN
ajase-2776	329	4	:	:	PUNCT
ajase-2776	329	5	materials	material	NOUN
ajase-2776	329	6	science	science	NOUN
ajase-2776	329	7	and	and	CCONJ
ajase-2776	329	8	engineering	engineering	NOUN
ajase-2776	329	9	,	,	PUNCT
ajase-2776	329	10	394	394	NUM
ajase-2776	329	11	,	,	PUNCT
ajase-2776	329	12	052024	052024	NUM
ajase-2776	329	13	.	.	PUNCT
ajase-2776	330	1	https://	https://	PROPN
ajase-2776	330	2	pa	pa	PROPN
ajase-2776	330	3	ge	ge	PROPN
ajase-2776	330	4	13	13	NUM
ajase-2776	330	5	5	5	NUM
ajase-2776	330	6	https://journals.e-palli.com/home/index.php/ajase	https://journals.e-palli.com/home/index.php/ajase	PROPN
ajase-2776	330	7	am	be	AUX
ajase-2776	330	8	.	.	PUNCT
ajase-2776	331	1	j.	j.	PROPN
ajase-2776	331	2	appl	appl	PROPN
ajase-2776	331	3	.	.	PROPN
ajase-2776	332	1	stat	stat	PROPN
ajase-2776	332	2	.	.	PUNCT
ajase-2776	333	1	econ	econ	PROPN
ajase-2776	333	2	.	.	PUNCT
ajase-2776	334	1	3(1	3(1	NUM
ajase-2776	334	2	)	)	PUNCT
ajase-2776	334	3	124	124	NUM
ajase-2776	334	4	-	-	SYM
ajase-2776	334	5	135	135	NUM
ajase-2776	334	6	,	,	PUNCT
ajase-2776	334	7	2024	2024	NUM
ajase-2776	334	8	doi.org/10.1088/1757-899x/394/5/052024	doi.org/10.1088/1757-899x/394/5/052024	ADJ
ajase-2776	334	9	chi	chi	NOUN
ajase-2776	334	10	,	,	PUNCT
ajase-2776	334	11	y.	y.	PROPN
ajase-2776	334	12	n.	n.	PROPN
ajase-2776	334	13	(	(	PUNCT
ajase-2776	334	14	2021	2021	NUM
ajase-2776	334	15	)	)	PUNCT
ajase-2776	334	16	.	.	PUNCT
ajase-2776	335	1	time	time	NOUN
ajase-2776	335	2	series	series	PROPN
ajase-2776	335	3	forecasting	forecasting	NOUN
ajase-2776	335	4	of	of	ADP
ajase-2776	335	5	global	global	ADJ
ajase-2776	335	6	price	price	NOUN
ajase-2776	335	7	of	of	ADP
ajase-2776	335	8	soybeans	soybean	NOUN
ajase-2776	335	9	using	use	VERB
ajase-2776	335	10	a	a	DET
ajase-2776	335	11	hybrid	hybrid	ADJ
ajase-2776	335	12	sarima	sarima	NOUN
ajase-2776	335	13	and	and	CCONJ
ajase-2776	335	14	narnn	narnn	VERB
ajase-2776	335	15	model	model	NOUN
ajase-2776	335	16	:	:	PUNCT
ajase-2776	335	17	time	time	NOUN
ajase-2776	335	18	series	series	PROPN
ajase-2776	335	19	forecasting	forecasting	NOUN
ajase-2776	335	20	of	of	ADP
ajase-2776	335	21	global	global	ADJ
ajase-2776	335	22	price	price	NOUN
ajase-2776	335	23	of	of	ADP
ajase-2776	335	24	soybeans	soybean	NOUN
ajase-2776	335	25	.	.	PUNCT
ajase-2776	336	1	data	datum	NOUN
ajase-2776	336	2	science	science	PROPN
ajase-2776	336	3	:	:	PUNCT
ajase-2776	336	4	journal	journal	NOUN
ajase-2776	336	5	of	of	ADP
ajase-2776	336	6	computing	computing	NOUN
ajase-2776	336	7	and	and	CCONJ
ajase-2776	336	8	applied	apply	VERB
ajase-2776	336	9	informatics	informatic	NOUN
ajase-2776	336	10	,	,	PUNCT
ajase-2776	336	11	5(2	5(2	NUM
ajase-2776	336	12	)	)	PUNCT
ajase-2776	336	13	,	,	PUNCT
ajase-2776	336	14	85–101	85–101	NUM
ajase-2776	336	15	.	.	PUNCT
ajase-2776	337	1	https://doi.org/10.32734/	https://doi.org/10.32734/	PROPN
ajase-2776	337	2	jocai.v5.i2	jocai.v5.i2	PROPN
ajase-2776	337	3	-	-	PUNCT
ajase-2776	337	4	5674	5674	NUM
ajase-2776	337	5	darekar	darekar	NOUN
ajase-2776	337	6	,	,	PUNCT
ajase-2776	337	7	a.	a.	PROPN
ajase-2776	337	8	,	,	PUNCT
ajase-2776	337	9	&	&	CCONJ
ajase-2776	337	10	reddy	reddy	PROPN
ajase-2776	337	11	,	,	PUNCT
ajase-2776	337	12	a.	a.	NOUN
ajase-2776	337	13	a.	a.	NOUN
ajase-2776	337	14	(	(	PUNCT
ajase-2776	337	15	2017	2017	NUM
ajase-2776	337	16	)	)	PUNCT
ajase-2776	337	17	.	.	PUNCT
ajase-2776	338	1	price	price	NOUN
ajase-2776	338	2	forecasting	forecasting	NOUN
ajase-2776	338	3	of	of	ADP
ajase-2776	338	4	maize	maize	NOUN
ajase-2776	338	5	in	in	ADP
ajase-2776	338	6	major	major	ADJ
ajase-2776	338	7	states	state	NOUN
ajase-2776	338	8	.	.	PUNCT
ajase-2776	339	1	maize	maize	PROPN
ajase-2776	339	2	journal	journal	PROPN
ajase-2776	339	3	,	,	PUNCT
ajase-2776	339	4	6(1	6(1	NUM
ajase-2776	339	5	)	)	PUNCT
ajase-2776	339	6	,	,	PUNCT
ajase-2776	339	7	1–5	1–5	X
ajase-2776	339	8	.	.	PUNCT
ajase-2776	340	1	https://	https://	PROPN
ajase-2776	340	2	www.researchgate.net/publication/325755970	www.researchgate.net/publication/325755970	PROPN
ajase-2776	340	3	divisekara	divisekara	PROPN
ajase-2776	340	4	,	,	PUNCT
ajase-2776	340	5	r.	r.	PROPN
ajase-2776	340	6	w.	w.	PROPN
ajase-2776	340	7	,	,	PUNCT
ajase-2776	340	8	jayasinghe	jayasinghe	PROPN
ajase-2776	340	9	,	,	PUNCT
ajase-2776	340	10	g.	g.	PROPN
ajase-2776	340	11	,	,	PUNCT
ajase-2776	340	12	&	&	CCONJ
ajase-2776	340	13	kumari	kumari	PROPN
ajase-2776	340	14	,	,	PUNCT
ajase-2776	340	15	k.	k.	PROPN
ajase-2776	340	16	(	(	PUNCT
ajase-2776	340	17	2020	2020	NUM
ajase-2776	340	18	)	)	PUNCT
ajase-2776	340	19	.	.	PUNCT
ajase-2776	341	1	forecasting	forecast	VERB
ajase-2776	341	2	the	the	DET
ajase-2776	341	3	red	red	ADJ
ajase-2776	341	4	lentils	lentil	NOUN
ajase-2776	341	5	commodity	commodity	NOUN
ajase-2776	341	6	market	market	NOUN
ajase-2776	341	7	price	price	NOUN
ajase-2776	341	8	using	use	VERB
ajase-2776	341	9	sarima	sarima	NOUN
ajase-2776	341	10	models	model	NOUN
ajase-2776	341	11	.	.	PUNCT
ajase-2776	342	1	sn	sn	PROPN
ajase-2776	342	2	business	business	PROPN
ajase-2776	342	3	&	&	CCONJ
ajase-2776	342	4	economics	economic	NOUN
ajase-2776	342	5	,	,	PUNCT
ajase-2776	342	6	1(1	1(1	NUM
ajase-2776	342	7	)	)	PUNCT
ajase-2776	342	8	,	,	PUNCT
ajase-2776	342	9	20	20	NUM
ajase-2776	342	10	.	.	PUNCT
ajase-2776	343	1	https://doi.org/10.1007/s43546-020-00020-x	https://doi.org/10.1007/s43546-020-00020-x	PROPN
ajase-2776	343	2	dohlman	dohlman	NOUN
ajase-2776	343	3	,	,	PUNCT
ajase-2776	343	4	e.	e.	PROPN
ajase-2776	343	5	,	,	PUNCT
ajase-2776	343	6	hansen	hansen	PROPN
ajase-2776	343	7	,	,	PUNCT
ajase-2776	343	8	j.	j.	PROPN
ajase-2776	343	9	,	,	PUNCT
ajase-2776	343	10	&	&	CCONJ
ajase-2776	343	11	chambers	chamber	NOUN
ajase-2776	343	12	,	,	PUNCT
ajase-2776	343	13	w.	w.	NOUN
ajase-2776	343	14	(	(	PUNCT
ajase-2776	343	15	2024	2024	NUM
ajase-2776	343	16	)	)	PUNCT
ajase-2776	343	17	.	.	PUNCT
ajase-2776	344	1	usda	usda	PROPN
ajase-2776	344	2	agricultural	agricultural	ADJ
ajase-2776	344	3	projections	projection	NOUN
ajase-2776	344	4	to	to	ADP
ajase-2776	344	5	2033	2033	NUM
ajase-2776	344	6	interagency	interagency	NOUN
ajase-2776	344	7	agricultural	agricultural	ADJ
ajase-2776	344	8	projections	projection	NOUN
ajase-2776	344	9	committee	committee	NOUN
ajase-2776	344	10	acknowledgments	acknowledgment	NOUN
ajase-2776	344	11	and	and	CCONJ
ajase-2776	344	12	contacts	contact	NOUN
ajase-2776	344	13	.	.	PUNCT
ajase-2776	345	1	https://www.ers	https://www.er	NOUN
ajase-2776	345	2	.	.	PUNCT
ajase-2776	346	1	usda.gov/webdocs/outlooks/108567/oce-2024-01	usda.gov/webdocs/outlooks/108567/oce-2024-01	NOUN
ajase-2776	346	2	.	.	PUNCT
ajase-2776	347	1	pdf?v=9694.8	pdf?v=9694.8	VERB
ajase-2776	347	2	elleby	elleby	PROPN
ajase-2776	347	3	,	,	PUNCT
ajase-2776	347	4	c.	c.	PROPN
ajase-2776	347	5	,	,	PUNCT
ajase-2776	347	6	domínguez	domínguez	NOUN
ajase-2776	347	7	,	,	PUNCT
ajase-2776	347	8	i.	i.	PROPN
ajase-2776	347	9	p.	p.	PROPN
ajase-2776	347	10	,	,	PUNCT
ajase-2776	347	11	adenauer	adenauer	PROPN
ajase-2776	347	12	,	,	PUNCT
ajase-2776	347	13	m.	m.	NOUN
ajase-2776	347	14	,	,	PUNCT
ajase-2776	347	15	&	&	CCONJ
ajase-2776	347	16	genovese	genovese	NOUN
ajase-2776	347	17	,	,	PUNCT
ajase-2776	347	18	g.	g.	PROPN
ajase-2776	347	19	(	(	PUNCT
ajase-2776	347	20	2020	2020	NUM
ajase-2776	347	21	)	)	PUNCT
ajase-2776	347	22	.	.	PUNCT
ajase-2776	348	1	impacts	impact	NOUN
ajase-2776	348	2	of	of	ADP
ajase-2776	348	3	the	the	DET
ajase-2776	348	4	covid-19	covid-19	PROPN
ajase-2776	348	5	pandemic	pandemic	NOUN
ajase-2776	348	6	on	on	ADP
ajase-2776	348	7	the	the	DET
ajase-2776	348	8	global	global	ADJ
ajase-2776	348	9	agricultural	agricultural	ADJ
ajase-2776	348	10	markets	market	NOUN
ajase-2776	348	11	.	.	PUNCT
ajase-2776	349	1	environmental	environmental	ADJ
ajase-2776	349	2	and	and	CCONJ
ajase-2776	349	3	resource	resource	NOUN
ajase-2776	349	4	economics	economic	NOUN
ajase-2776	349	5	,	,	PUNCT
ajase-2776	349	6	76(4	76(4	NUM
ajase-2776	349	7	)	)	PUNCT
ajase-2776	349	8	,	,	PUNCT
ajase-2776	349	9	1067–1079	1067–1079	NUM
ajase-2776	349	10	.	.	PUNCT
ajase-2776	350	1	https://doi	https://doi	NOUN
ajase-2776	350	2	.	.	PUNCT
ajase-2776	350	3	org/10.1007	org/10.1007	PROPN
ajase-2776	350	4	/	/	SYM
ajase-2776	350	5	s10640	s10640	NOUN
ajase-2776	350	6	-	-	PUNCT
ajase-2776	350	7	020	020	NUM
ajase-2776	350	8	-	-	PUNCT
ajase-2776	350	9	00473	00473	NUM
ajase-2776	350	10	-	-	PUNCT
ajase-2776	350	11	6	6	NUM
ajase-2776	350	12	fauziah	fauziah	NOUN
ajase-2776	350	13	,	,	PUNCT
ajase-2776	350	14	l.	l.	PROPN
ajase-2776	350	15	,	,	PUNCT
ajase-2776	350	16	anggraeni	anggraeni	PROPN
ajase-2776	350	17	,	,	PUNCT
ajase-2776	350	18	l.	l.	PROPN
ajase-2776	350	19	,	,	PUNCT
ajase-2776	350	20	latifah	latifah	PROPN
ajase-2776	350	21	,	,	PUNCT
ajase-2776	350	22	e.	e.	PROPN
ajase-2776	350	23	,	,	PUNCT
ajase-2776	350	24	istiqomah	istiqomah	PROPN
ajase-2776	350	25	,	,	PUNCT
ajase-2776	350	26	n.	n.	NOUN
ajase-2776	350	27	,	,	PUNCT
ajase-2776	350	28	&	&	CCONJ
ajase-2776	350	29	khamidah	khamidah	PROPN
ajase-2776	350	30	,	,	PUNCT
ajase-2776	350	31	a.	a.	NOUN
ajase-2776	350	32	(	(	PUNCT
ajase-2776	350	33	2023	2023	NUM
ajase-2776	350	34	)	)	PUNCT
ajase-2776	350	35	.	.	PUNCT
ajase-2776	351	1	increased	increase	VERB
ajase-2776	351	2	yield	yield	NOUN
ajase-2776	351	3	and	and	CCONJ
ajase-2776	351	4	quality	quality	NOUN
ajase-2776	351	5	of	of	ADP
ajase-2776	351	6	corn	corn	NOUN
ajase-2776	351	7	by	by	ADP
ajase-2776	351	8	inorganic	inorganic	ADJ
ajase-2776	351	9	fertilizers	fertilizer	NOUN
ajase-2776	351	10	and	and	CCONJ
ajase-2776	351	11	utilization	utilization	NOUN
ajase-2776	351	12	of	of	ADP
ajase-2776	351	13	corn	corn	NOUN
ajase-2776	351	14	as	as	ADP
ajase-2776	351	15	food	food	NOUN
ajase-2776	351	16	to	to	PART
ajase-2776	351	17	support	support	VERB
ajase-2776	351	18	food	food	NOUN
ajase-2776	351	19	security	security	NOUN
ajase-2776	351	20	.	.	PUNCT
ajase-2776	352	1	iop	iop	PROPN
ajase-2776	352	2	conference	conference	PROPN
ajase-2776	352	3	series	series	PROPN
ajase-2776	352	4	:	:	PUNCT
ajase-2776	352	5	earth	earth	NOUN
ajase-2776	352	6	and	and	CCONJ
ajase-2776	352	7	environmental	environmental	ADJ
ajase-2776	352	8	science	science	NOUN
ajase-2776	352	9	,	,	PUNCT
ajase-2776	352	10	1253(1	1253(1	NUM
ajase-2776	352	11	)	)	PUNCT
ajase-2776	352	12	,	,	PUNCT
ajase-2776	352	13	012129	012129	NUM
ajase-2776	352	14	.	.	PUNCT
ajase-2776	353	1	https://doi.org/10.1088/17551315/1253/1/012129	https://doi.org/10.1088/17551315/1253/1/012129	ADJ
ajase-2776	353	2	goryunov	goryunov	NOUN
ajase-2776	353	3	,	,	PUNCT
ajase-2776	353	4	e.	e.	PROPN
ajase-2776	353	5	l.	l.	PROPN
ajase-2776	353	6	,	,	PUNCT
ajase-2776	353	7	drobyshevsky	drobyshevsky	PROPN
ajase-2776	353	8	,	,	PUNCT
ajase-2776	353	9	s.	s.	PROPN
ajase-2776	353	10	m.	m.	PROPN
ajase-2776	353	11	,	,	PUNCT
ajase-2776	353	12	kudrin	kudrin	PROPN
ajase-2776	353	13	,	,	PUNCT
ajase-2776	353	14	a.	a.	PROPN
ajase-2776	353	15	l.	l.	PROPN
ajase-2776	353	16	,	,	PUNCT
ajase-2776	353	17	&	&	CCONJ
ajase-2776	353	18	trunin	trunin	PROPN
ajase-2776	353	19	,	,	PUNCT
ajase-2776	353	20	p.	p.	NOUN
ajase-2776	353	21	v.	v.	PROPN
ajase-2776	353	22	(	(	PUNCT
ajase-2776	353	23	2023	2023	NUM
ajase-2776	353	24	)	)	PUNCT
ajase-2776	353	25	.	.	PUNCT
ajase-2776	354	1	factors	factor	NOUN
ajase-2776	354	2	of	of	ADP
ajase-2776	354	3	global	global	ADJ
ajase-2776	354	4	inflation	inflation	NOUN
ajase-2776	354	5	in	in	ADP
ajase-2776	354	6	2021–2022	2021–2022	NOUN
ajase-2776	354	7	.	.	PUNCT
ajase-2776	355	1	russian	russian	ADJ
ajase-2776	355	2	journal	journal	PROPN
ajase-2776	355	3	of	of	ADP
ajase-2776	355	4	economics	economic	NOUN
ajase-2776	355	5	,	,	PUNCT
ajase-2776	355	6	9(3	9(3	NUM
ajase-2776	355	7	)	)	PUNCT
ajase-2776	355	8	,	,	PUNCT
ajase-2776	355	9	219–244	219–244	NUM
ajase-2776	355	10	.	.	PUNCT
ajase-2776	356	1	https://doi.org/10.32609/j.ruje.9.111967	https://doi.org/10.32609/j.ruje.9.111967	PROPN
ajase-2776	356	2	liu	liu	PROPN
ajase-2776	356	3	,	,	PUNCT
ajase-2776	356	4	s.	s.	PROPN
ajase-2776	356	5	,	,	PUNCT
ajase-2776	356	6	liu	liu	PROPN
ajase-2776	356	7	,	,	PUNCT
ajase-2776	356	8	d.	d.	PROPN
ajase-2776	356	9	,	,	PUNCT
ajase-2776	356	10	&	&	CCONJ
ajase-2776	356	11	ge	ge	PROPN
ajase-2776	356	12	,	,	PUNCT
ajase-2776	356	13	s.	s.	PROPN
ajase-2776	356	14	(	(	PUNCT
ajase-2776	356	15	2024	2024	NUM
ajase-2776	356	16	)	)	PUNCT
ajase-2776	356	17	.	.	PUNCT
ajase-2776	357	1	impact	impact	NOUN
ajase-2776	357	2	of	of	ADP
ajase-2776	357	3	external	external	ADJ
ajase-2776	357	4	shocks	shock	NOUN
ajase-2776	357	5	on	on	ADP
ajase-2776	357	6	international	international	ADJ
ajase-2776	357	7	corn	corn	NOUN
ajase-2776	357	8	price	price	NOUN
ajase-2776	357	9	fluctuations	fluctuation	NOUN
ajase-2776	357	10	.	.	PUNCT
ajase-2776	358	1	agricultural	agricultural	ADJ
ajase-2776	358	2	economics	economic	NOUN
ajase-2776	358	3	,	,	PUNCT
ajase-2776	358	4	70(1	70(1	NOUN
ajase-2776	358	5	)	)	PUNCT
ajase-2776	358	6	,	,	PUNCT
ajase-2776	358	7	1–11	1–11	PROPN
ajase-2776	358	8	.	.	PUNCT
ajase-2776	359	1	https://doi	https://doi	PROPN
ajase-2776	359	2	.	.	PUNCT
ajase-2776	359	3	org/10.17221/318/2023	org/10.17221/318/2023	NOUN
ajase-2776	359	4	-	-	PUNCT
ajase-2776	359	5	agricecon	agricecon	NOUN
ajase-2776	359	6	ljung	ljung	PROPN
ajase-2776	359	7	,	,	PUNCT
ajase-2776	359	8	g.	g.	PROPN
ajase-2776	359	9	m.	m.	PROPN
ajase-2776	359	10	,	,	PUNCT
ajase-2776	359	11	&	&	CCONJ
ajase-2776	359	12	box	box	PROPN
ajase-2776	359	13	,	,	PUNCT
ajase-2776	359	14	g.	g.	PROPN
ajase-2776	359	15	e.	e.	PROPN
ajase-2776	359	16	p.	p.	PROPN
ajase-2776	359	17	(	(	PUNCT
ajase-2776	359	18	1978	1978	NUM
ajase-2776	359	19	)	)	PUNCT
ajase-2776	359	20	.	.	PUNCT
ajase-2776	360	1	on	on	ADP
ajase-2776	360	2	a	a	DET
ajase-2776	360	3	measure	measure	NOUN
ajase-2776	360	4	of	of	ADP
ajase-2776	360	5	lack	lack	NOUN
ajase-2776	360	6	of	of	ADP
ajase-2776	360	7	fit	fit	ADJ
ajase-2776	360	8	in	in	ADP
ajase-2776	360	9	time	time	NOUN
ajase-2776	360	10	series	series	NOUN
ajase-2776	360	11	models	model	NOUN
ajase-2776	360	12	.	.	PUNCT
ajase-2776	361	1	biometrika	biometrika	NOUN
ajase-2776	361	2	,	,	PUNCT
ajase-2776	361	3	65(2	65(2	NOUN
ajase-2776	361	4	)	)	PUNCT
ajase-2776	361	5	,	,	PUNCT
ajase-2776	361	6	297–303	297–303	NUM
ajase-2776	361	7	.	.	PUNCT
ajase-2776	362	1	https://doi.org/10.1093/biomet/65.2.297	https://doi.org/10.1093/biomet/65.2.297	PROPN
ajase-2776	362	2	lv	lv	PROPN
ajase-2776	362	3	,	,	PUNCT
ajase-2776	362	4	j.	j.	PROPN
ajase-2776	362	5	,	,	PUNCT
ajase-2776	362	6	&	&	CCONJ
ajase-2776	362	7	wu	wu	PROPN
ajase-2776	362	8	,	,	PUNCT
ajase-2776	362	9	x.	x.	NOUN
ajase-2776	362	10	(	(	PUNCT
ajase-2776	362	11	2022	2022	NUM
ajase-2776	362	12	)	)	PUNCT
ajase-2776	362	13	.	.	PUNCT
ajase-2776	363	1	corn	corn	NOUN
ajase-2776	363	2	price	price	NOUN
ajase-2776	363	3	prediction	prediction	NOUN
ajase-2776	363	4	in	in	ADP
ajase-2776	363	5	china	china	PROPN
ajase-2776	363	6	’s	’s	PART
ajase-2776	363	7	futures	future	NOUN
ajase-2776	363	8	market	market	NOUN
ajase-2776	363	9	during	during	ADP
ajase-2776	363	10	covid-19	covid-19	PROPN
ajase-2776	363	11	.	.	PUNCT
ajase-2776	363	12	acade	acade	PROPN
ajase-2776	363	13	j	j	PROPN
ajase-2776	363	14	business	business	NOUN
ajase-2776	363	15	manag	manag	NOUN
ajase-2776	363	16	,	,	PUNCT
ajase-2776	363	17	4(11	4(11	NUM
ajase-2776	363	18	)	)	PUNCT
ajase-2776	363	19	,	,	PUNCT
ajase-2776	363	20	7–12	7–12	PROPN
ajase-2776	363	21	.	.	PUNCT
ajase-2776	364	1	https://doi.org/10.25236/	https://doi.org/10.25236/	PROPN
ajase-2776	364	2	ajbm.2022.041102	ajbm.2022.041102	PROPN
ajase-2776	364	3	mcgonigle	mcgonigle	PROPN
ajase-2776	364	4	,	,	PUNCT
ajase-2776	364	5	e.	e.	PROPN
ajase-2776	364	6	t.	t.	PROPN
ajase-2776	364	7	,	,	PUNCT
ajase-2776	364	8	killick	killick	PROPN
ajase-2776	364	9	,	,	PUNCT
ajase-2776	364	10	r.	r.	PROPN
ajase-2776	364	11	,	,	PUNCT
ajase-2776	364	12	&	&	CCONJ
ajase-2776	364	13	nunes	nunes	PROPN
ajase-2776	364	14	,	,	PUNCT
ajase-2776	364	15	m.	m.	NOUN
ajase-2776	364	16	a.	a.	NOUN
ajase-2776	364	17	(	(	PUNCT
ajase-2776	364	18	2022	2022	NUM
ajase-2776	364	19	)	)	PUNCT
ajase-2776	364	20	.	.	PUNCT
ajase-2776	365	1	modelling	model	VERB
ajase-2776	365	2	time	time	NOUN
ajase-2776	365	3	-	-	PUNCT
ajase-2776	365	4	varying	vary	VERB
ajase-2776	365	5	first	first	ADJ
ajase-2776	365	6	and	and	CCONJ
ajase-2776	365	7	second	second	ADJ
ajase-2776	365	8	-	-	PUNCT
ajase-2776	365	9	order	order	NOUN
ajase-2776	365	10	structure	structure	NOUN
ajase-2776	365	11	of	of	ADP
ajase-2776	365	12	time	time	NOUN
ajase-2776	365	13	series	series	NOUN
ajase-2776	365	14	via	via	ADP
ajase-2776	365	15	wavelets	wavelet	NOUN
ajase-2776	365	16	and	and	CCONJ
ajase-2776	365	17	differencing	differencing	NOUN
ajase-2776	365	18	.	.	PUNCT
ajase-2776	366	1	electronic	electronic	ADJ
ajase-2776	366	2	journal	journal	NOUN
ajase-2776	366	3	of	of	ADP
ajase-2776	366	4	statistics	statistic	NOUN
ajase-2776	366	5	,	,	PUNCT
ajase-2776	366	6	16(2	16(2	NUM
ajase-2776	366	7	)	)	PUNCT
ajase-2776	366	8	,	,	PUNCT
ajase-2776	366	9	4398–4448	4398–4448	NUM
ajase-2776	366	10	.	.	PUNCT
ajase-2776	367	1	https://doi.org/10.1214/22-ejs2044	https://doi.org/10.1214/22-ejs2044	PROPN
ajase-2776	367	2	montgomery	montgomery	PROPN
ajase-2776	367	3	,	,	PUNCT
ajase-2776	367	4	d.	d.	PROPN
ajase-2776	367	5	c.	c.	PROPN
ajase-2776	367	6	,	,	PUNCT
ajase-2776	367	7	jennings	jennings	PROPN
ajase-2776	367	8	,	,	PUNCT
ajase-2776	367	9	c.	c.	PROPN
ajase-2776	367	10	l.	l.	PROPN
ajase-2776	367	11	,	,	PUNCT
ajase-2776	367	12	&	&	CCONJ
ajase-2776	367	13	kulahci	kulahci	PROPN
ajase-2776	367	14	,	,	PUNCT
ajase-2776	367	15	m.	m.	NOUN
ajase-2776	367	16	(	(	PUNCT
ajase-2776	367	17	2015	2015	NUM
ajase-2776	367	18	)	)	PUNCT
ajase-2776	367	19	.	.	PUNCT
ajase-2776	368	1	introduction	introduction	NOUN
ajase-2776	368	2	to	to	ADP
ajase-2776	368	3	time	time	NOUN
ajase-2776	368	4	series	series	NOUN
ajase-2776	368	5	analysis	analysis	NOUN
ajase-2776	368	6	and	and	CCONJ
ajase-2776	368	7	forecasting	forecasting	NOUN
ajase-2776	368	8	.	.	PUNCT
ajase-2776	369	1	john	john	PROPN
ajase-2776	369	2	wiley	wiley	PROPN
ajase-2776	369	3	&	&	CCONJ
ajase-2776	369	4	sons	son	NOUN
ajase-2776	369	5	.	.	PUNCT
ajase-2776	370	1	mutwiri	mutwiri	PROPN
ajase-2776	370	2	,	,	PUNCT
ajase-2776	370	3	r.	r.	PROPN
ajase-2776	370	4	m.	m.	PROPN
ajase-2776	370	5	(	(	PUNCT
ajase-2776	370	6	2019	2019	NUM
ajase-2776	370	7	)	)	PUNCT
ajase-2776	370	8	.	.	PUNCT
ajase-2776	371	1	forecasting	forecasting	NOUN
ajase-2776	371	2	of	of	ADP
ajase-2776	371	3	tomatoes	tomato	NOUN
ajase-2776	371	4	wholesale	wholesale	ADJ
ajase-2776	371	5	prices	price	NOUN
ajase-2776	371	6	of	of	ADP
ajase-2776	371	7	nairobi	nairobi	PROPN
ajase-2776	371	8	in	in	ADP
ajase-2776	371	9	kenya	kenya	PROPN
ajase-2776	371	10	:	:	PUNCT
ajase-2776	371	11	time	time	NOUN
ajase-2776	371	12	series	series	PROPN
ajase-2776	371	13	analysis	analysis	NOUN
ajase-2776	371	14	using	use	VERB
ajase-2776	371	15	sarima	sarima	NOUN
ajase-2776	371	16	model	model	NOUN
ajase-2776	371	17	.	.	PUNCT
ajase-2776	372	1	https://doi.org/10.11648/j	https://doi.org/10.11648/j	PROPN
ajase-2776	372	2	.	.	PUNCT
ajase-2776	373	1	ijsd.20190503.11	ijsd.20190503.11	PROPN
ajase-2776	373	2	phillips	phillips	PROPN
ajase-2776	373	3	,	,	PUNCT
ajase-2776	373	4	p.	p.	PROPN
ajase-2776	373	5	c.	c.	PROPN
ajase-2776	373	6	b.	b.	PROPN
ajase-2776	373	7	,	,	PUNCT
ajase-2776	373	8	&	&	CCONJ
ajase-2776	373	9	perron	perron	PROPN
ajase-2776	373	10	,	,	PUNCT
ajase-2776	373	11	p.	p.	NOUN
ajase-2776	373	12	(	(	PUNCT
ajase-2776	373	13	1988	1988	NUM
ajase-2776	373	14	)	)	PUNCT
ajase-2776	373	15	.	.	PUNCT
ajase-2776	374	1	testing	test	VERB
ajase-2776	374	2	for	for	ADP
ajase-2776	374	3	a	a	DET
ajase-2776	374	4	unit	unit	NOUN
ajase-2776	374	5	root	root	NOUN
ajase-2776	374	6	in	in	ADP
ajase-2776	374	7	time	time	NOUN
ajase-2776	374	8	series	series	PROPN
ajase-2776	374	9	regression	regression	PROPN
ajase-2776	374	10	.	.	PUNCT
ajase-2776	375	1	biometrika	biometrika	NOUN
ajase-2776	375	2	,	,	PUNCT
ajase-2776	375	3	75(2	75(2	NUM
ajase-2776	375	4	)	)	PUNCT
ajase-2776	375	5	,	,	PUNCT
ajase-2776	375	6	335	335	NUM
ajase-2776	375	7	–	–	PUNCT
ajase-2776	375	8	346	346	NUM
ajase-2776	375	9	.	.	PUNCT
ajase-2776	376	1	https://doi.org/10.1093/biomet/75.2.335	https://doi.org/10.1093/biomet/75.2.335	NUM
ajase-2776	376	2	schmitz	schmitz	PROPN
ajase-2776	376	3	,	,	PUNCT
ajase-2776	376	4	a.	a.	NOUN
ajase-2776	376	5	,	,	PUNCT
ajase-2776	376	6	moss	moss	NOUN
ajase-2776	376	7	,	,	PUNCT
ajase-2776	376	8	c.	c.	PROPN
ajase-2776	376	9	b.	b.	PROPN
ajase-2776	376	10	,	,	PUNCT
ajase-2776	376	11	&	&	CCONJ
ajase-2776	376	12	schmitz	schmitz	PROPN
ajase-2776	376	13	,	,	PUNCT
ajase-2776	376	14	t.	t.	PROPN
ajase-2776	376	15	g.	g.	PROPN
ajase-2776	376	16	(	(	PUNCT
ajase-2776	376	17	2020	2020	NUM
ajase-2776	376	18	)	)	PUNCT
ajase-2776	376	19	.	.	PUNCT
ajase-2776	377	1	the	the	DET
ajase-2776	377	2	economic	economic	ADJ
ajase-2776	377	3	effects	effect	NOUN
ajase-2776	377	4	of	of	ADP
ajase-2776	377	5	covid-19	covid-19	PROPN
ajase-2776	377	6	on	on	ADP
ajase-2776	377	7	the	the	DET
ajase-2776	377	8	producers	producer	NOUN
ajase-2776	377	9	of	of	ADP
ajase-2776	377	10	ethanol	ethanol	NOUN
ajase-2776	377	11	,	,	PUNCT
ajase-2776	377	12	corn	corn	NOUN
ajase-2776	377	13	,	,	PUNCT
ajase-2776	377	14	gasoline	gasoline	NOUN
ajase-2776	377	15	,	,	PUNCT
ajase-2776	377	16	and	and	CCONJ
ajase-2776	377	17	oil	oil	NOUN
ajase-2776	377	18	.	.	PUNCT
ajase-2776	378	1	journal	journal	PROPN
ajase-2776	378	2	of	of	ADP
ajase-2776	378	3	agricultural	agricultural	PROPN
ajase-2776	378	4	&	&	CCONJ
ajase-2776	378	5	food	food	PROPN
ajase-2776	378	6	industrial	industrial	PROPN
ajase-2776	378	7	organization	organization	NOUN
ajase-2776	378	8	,	,	PUNCT
ajase-2776	378	9	18(2	18(2	NUM
ajase-2776	378	10	)	)	PUNCT
ajase-2776	378	11	,	,	PUNCT
ajase-2776	378	12	20200025	20200025	NUM
ajase-2776	378	13	.	.	PUNCT
ajase-2776	379	1	https://doi.org/10.1515/jafio-2020-0025	https://doi.org/10.1515/jafio-2020-0025	PROPN
ajase-2776	379	2	sharma	sharma	PROPN
ajase-2776	379	3	,	,	PUNCT
ajase-2776	379	4	h.	h.	PROPN
ajase-2776	379	5	,	,	PUNCT
ajase-2776	379	6	&	&	CCONJ
ajase-2776	379	7	burark	burark	PROPN
ajase-2776	379	8	,	,	PUNCT
ajase-2776	379	9	s.	s.	PROPN
ajase-2776	379	10	s.	s.	PROPN
ajase-2776	379	11	(	(	PUNCT
ajase-2776	379	12	2015	2015	NUM
ajase-2776	379	13	)	)	PUNCT
ajase-2776	379	14	.	.	PUNCT
ajase-2776	380	1	bajra	bajra	NOUN
ajase-2776	380	2	price	price	NOUN
ajase-2776	380	3	forecasting	forecasting	NOUN
ajase-2776	380	4	in	in	ADP
ajase-2776	380	5	chomu	chomu	PROPN
ajase-2776	380	6	market	market	NOUN
ajase-2776	380	7	of	of	ADP
ajase-2776	380	8	jaipur	jaipur	PROPN
ajase-2776	380	9	district	district	NOUN
ajase-2776	380	10	:	:	PUNCT
ajase-2776	380	11	an	an	DET
ajase-2776	380	12	application	application	NOUN
ajase-2776	380	13	of	of	ADP
ajase-2776	380	14	sarima	sarima	NOUN
ajase-2776	380	15	model	model	NOUN
ajase-2776	380	16	.	.	PUNCT
ajase-2776	381	1	agricultural	agricultural	ADJ
ajase-2776	381	2	situation	situation	NOUN
ajase-2776	381	3	in	in	ADP
ajase-2776	381	4	india	india	PROPN
ajase-2776	381	5	,	,	PUNCT
ajase-2776	381	6	71(11	71(11	NUM
ajase-2776	381	7	)	)	PUNCT
ajase-2776	381	8	,	,	PUNCT
ajase-2776	381	9	7–12	7–12	PROPN
ajase-2776	381	10	.	.	PUNCT
ajase-2776	382	1	uga	uga	PROPN
ajase-2776	382	2	cooperative	cooperative	ADJ
ajase-2776	382	3	extension	extension	NOUN
ajase-2776	382	4	.	.	PUNCT
ajase-2776	383	1	(	(	PUNCT
ajase-2776	383	2	2024	2024	NUM
ajase-2776	383	3	,	,	PUNCT
ajase-2776	383	4	january	january	PROPN
ajase-2776	383	5	22	22	NUM
ajase-2776	383	6	)	)	PUNCT
ajase-2776	383	7	.	.	PUNCT
ajase-2776	384	1	2024	2024	NUM
ajase-2776	384	2	corn	corn	NOUN
ajase-2776	384	3	,	,	PUNCT
ajase-2776	384	4	soybean	soybean	NOUN
ajase-2776	384	5	,	,	PUNCT
ajase-2776	384	6	and	and	CCONJ
ajase-2776	384	7	wheat	wheat	NOUN
ajase-2776	384	8	outlook	outlook	NOUN
ajase-2776	384	9	.	.	PUNCT
ajase-2776	385	1	uga	uga	ADJ
ajase-2776	385	2	cooperative	cooperative	ADJ
ajase-2776	385	3	extension	extension	NOUN
ajase-2776	385	4	.	.	PUNCT
ajase-2776	386	1	https://extension.uga.edu/	https://extension.uga.edu/	ADJ
ajase-2776	386	2	publications	publication	NOUN
ajase-2776	386	3	/	/	SYM
ajase-2776	386	4	detail.html?number	detail.html?number	PROPN
ajase-2776	386	5	=	=	NOUN
ajase-2776	386	6	ap130	ap130	NOUN
ajase-2776	386	7	-	-	PUNCT
ajase-2776	386	8	2	2	NUM
ajase-2776	386	9	-	-	PUNCT
ajase-2776	386	10	06	06	NUM
ajase-2776	386	11	vaswani	vaswani	NOUN
ajase-2776	386	12	,	,	PUNCT
ajase-2776	386	13	a.	a.	NOUN
ajase-2776	386	14	,	,	PUNCT
ajase-2776	386	15	prasad	prasad	PROPN
ajase-2776	386	16	,	,	PUNCT
ajase-2776	386	17	p.	p.	PROPN
ajase-2776	386	18	c.	c.	PROPN
ajase-2776	386	19	,	,	PUNCT
ajase-2776	386	20	&	&	CCONJ
ajase-2776	386	21	padhi	padhi	PROPN
ajase-2776	386	22	,	,	PUNCT
ajase-2776	386	23	p.	p.	PROPN
ajase-2776	386	24	k.	k.	PROPN
ajase-2776	387	1	(	(	PUNCT
ajase-2776	387	2	2023	2023	NUM
ajase-2776	387	3	)	)	PUNCT
ajase-2776	387	4	.	.	PUNCT
ajase-2776	388	1	time	time	NOUN
ajase-2776	388	2	series	series	PROPN
ajase-2776	388	3	analysis	analysis	NOUN
ajase-2776	388	4	:	:	PUNCT
ajase-2776	388	5	an	an	DET
ajase-2776	388	6	application	application	NOUN
ajase-2776	388	7	of	of	ADP
ajase-2776	388	8	sarima	sarima	PROPN
ajase-2776	388	9	godel	godel	PROPN
ajase-2776	388	10	in	in	ADP
ajase-2776	388	11	general	general	ADJ
ajase-2776	388	12	trade	trade	NOUN
ajase-2776	388	13	to	to	PART
ajase-2776	388	14	forecast	forecast	VERB
ajase-2776	388	15	sales	sale	NOUN
ajase-2776	388	16	.	.	PUNCT
ajase-2776	389	1	journal	journal	PROPN
ajase-2776	389	2	of	of	ADP
ajase-2776	389	3	university	university	PROPN
ajase-2776	389	4	of	of	ADP
ajase-2776	389	5	shanghai	shanghai	PROPN
ajase-2776	389	6	for	for	ADP
ajase-2776	389	7	science	science	NOUN
ajase-2776	389	8	and	and	CCONJ
ajase-2776	389	9	technology	technology	NOUN
ajase-2776	389	10	,	,	PUNCT
ajase-2776	389	11	25(3	25(3	NUM
ajase-2776	389	12	)	)	PUNCT
ajase-2776	389	13	.	.	PUNCT
ajase-2776	390	1	https://jusst	https://jusst	NOUN
ajase-2776	390	2	.	.	PUNCT
ajase-2776	390	3	org	org	PROPN
ajase-2776	390	4	/	/	SYM
ajase-2776	390	5	wp	wp	PROPN
ajase-2776	390	6	-	-	PUNCT
ajase-2776	390	7	content	content	NOUN
ajase-2776	390	8	/	/	SYM
ajase-2776	390	9	uploads/2023/03	uploads/2023/03	NOUN
ajase-2776	390	10	/	/	SYM
ajase-2776	390	11	time	time	NOUN
ajase-2776	390	12	-	-	PUNCT
ajase-2776	390	13	seriesanalysis	seriesanalysis	NOUN
ajase-2776	390	14	-	-	PUNCT
ajase-2776	390	15	an	an	DET
ajase-2776	390	16	-	-	PUNCT
ajase-2776	390	17	application	application	NOUN
ajase-2776	390	18	-	-	PUNCT
ajase-2776	390	19	of	of	ADP
ajase-2776	390	20	-	-	PUNCT
ajase-2776	390	21	sarima.pdf	sarima.pdf	NOUN
ajase-2776	390	22	wheals	wheal	NOUN
ajase-2776	390	23	,	,	PUNCT
ajase-2776	390	24	a.	a.	PROPN
ajase-2776	390	25	e.	e.	PROPN
ajase-2776	390	26	,	,	PUNCT
ajase-2776	390	27	basso	basso	PROPN
ajase-2776	390	28	,	,	PUNCT
ajase-2776	390	29	l.	l.	PROPN
ajase-2776	390	30	c.	c.	PROPN
ajase-2776	390	31	,	,	PUNCT
ajase-2776	390	32	alves	alves	PROPN
ajase-2776	390	33	,	,	PUNCT
ajase-2776	390	34	d.	d.	PROPN
ajase-2776	390	35	m.	m.	PROPN
ajase-2776	390	36	g.	g.	PROPN
ajase-2776	390	37	,	,	PUNCT
ajase-2776	390	38	&	&	CCONJ
ajase-2776	390	39	amorim	amorim	PROPN
ajase-2776	390	40	,	,	PUNCT
ajase-2776	390	41	h.	h.	PROPN
ajase-2776	390	42	v.	v.	PROPN
ajase-2776	390	43	(	(	PUNCT
ajase-2776	390	44	1999	1999	NUM
ajase-2776	390	45	)	)	PUNCT
ajase-2776	390	46	.	.	PUNCT
ajase-2776	391	1	fuel	fuel	NOUN
ajase-2776	391	2	ethanol	ethanol	NOUN
ajase-2776	391	3	after	after	ADP
ajase-2776	391	4	25	25	NUM
ajase-2776	391	5	years	year	NOUN
ajase-2776	391	6	.	.	PUNCT
ajase-2776	392	1	trends	trend	NOUN
ajase-2776	392	2	in	in	ADP
ajase-2776	392	3	biotechnology	biotechnology	NOUN
ajase-2776	392	4	,	,	PUNCT
ajase-2776	392	5	17(12	17(12	NUM
ajase-2776	392	6	)	)	PUNCT
ajase-2776	392	7	,	,	PUNCT
ajase-2776	392	8	482–487	482–487	NUM
ajase-2776	392	9	.	.	PUNCT
ajase-2776	393	1	https://doi	https://doi	X
ajase-2776	393	2	.	.	PUNCT
ajase-2776	393	3	org/10.1016	org/10.1016	PROPN
ajase-2776	393	4	/	/	SYM
ajase-2776	393	5	s0167	s0167	PROPN
ajase-2776	393	6	-	-	PUNCT
ajase-2776	393	7	7799(99)01384	7799(99)01384	PROPN
ajase-2776	393	8	-	-	SYM
ajase-2776	393	9	0	0	NUM
ajase-2776	393	10	young	young	ADJ
ajase-2776	393	11	,	,	PUNCT
ajase-2776	393	12	w.	w.	PROPN
ajase-2776	393	13	l.	l.	PROPN
ajase-2776	393	14	(	(	PUNCT
ajase-2776	393	15	1977	1977	NUM
ajase-2776	393	16	)	)	PUNCT
ajase-2776	393	17	.	.	PUNCT
ajase-2776	394	1	the	the	DET
ajase-2776	394	2	box	box	NOUN
ajase-2776	394	3	-	-	PUNCT
ajase-2776	394	4	jenkins	jenkin	NOUN
ajase-2776	394	5	approach	approach	NOUN
ajase-2776	394	6	to	to	ADP
ajase-2776	394	7	time	time	NOUN
ajase-2776	394	8	series	series	NOUN
ajase-2776	394	9	analysis	analysis	NOUN
ajase-2776	394	10	and	and	CCONJ
ajase-2776	394	11	forecasting	forecasting	NOUN
ajase-2776	394	12	:	:	PUNCT
ajase-2776	394	13	principles	principle	NOUN
ajase-2776	394	14	and	and	CCONJ
ajase-2776	394	15	applications	application	NOUN
ajase-2776	394	16	.	.	PUNCT
ajase-2776	395	1	rairo	rairo	NOUN
ajase-2776	395	2	-	-	PUNCT
ajase-2776	395	3	operations	operation	NOUN
ajase-2776	395	4	researchrecherche	researchrecherche	NOUN
ajase-2776	395	5	opérationnelle	opérationnelle	NOUN
ajase-2776	395	6	,	,	PUNCT
ajase-2776	395	7	11(2	11(2	NOUN
ajase-2776	395	8	)	)	PUNCT
ajase-2776	395	9	,	,	PUNCT
ajase-2776	395	10	129–143	129–143	NUM
ajase-2776	395	11	.	.	PUNCT
ajase-2776	396	1	https://doi	https://doi	X
ajase-2776	396	2	.	.	PUNCT
ajase-2776	396	3	org/10.1051	org/10.1051	PROPN
ajase-2776	396	4	/	/	SYM
ajase-2776	396	5	ro/1977110201291	ro/1977110201291	PROPN
ajase-2776	396	6	yu	yu	PROPN
ajase-2776	396	7	,	,	PUNCT
ajase-2776	396	8	j.-k	j.-k	PROPN
ajase-2776	396	9	.	.	PUNCT
ajase-2776	396	10	,	,	PUNCT
ajase-2776	396	11	&	&	CCONJ
ajase-2776	396	12	moon	moon	PROPN
ajase-2776	396	13	,	,	PUNCT
ajase-2776	396	14	y.-s	y.-	NOUN
ajase-2776	396	15	.	.	PUNCT
ajase-2776	397	1	(	(	PUNCT
ajase-2776	397	2	2021	2021	NUM
ajase-2776	397	3	)	)	PUNCT
ajase-2776	397	4	.	.	PUNCT
ajase-2776	398	1	corn	corn	NOUN
ajase-2776	398	2	starch	starch	NOUN
ajase-2776	398	3	:	:	PUNCT
ajase-2776	398	4	quality	quality	NOUN
ajase-2776	398	5	and	and	CCONJ
ajase-2776	398	6	quantity	quantity	NOUN
ajase-2776	398	7	improvement	improvement	NOUN
ajase-2776	398	8	for	for	ADP
ajase-2776	398	9	industrial	industrial	ADJ
ajase-2776	398	10	uses	use	NOUN
ajase-2776	398	11	.	.	PUNCT
ajase-2776	399	1	plants	plant	NOUN
ajase-2776	399	2	,	,	PUNCT
ajase-2776	399	3	11(1	11(1	NUM
ajase-2776	399	4	)	)	PUNCT
ajase-2776	399	5	,	,	PUNCT
ajase-2776	399	6	92	92	NUM
ajase-2776	399	7	.	.	PUNCT
ajase-2776	400	1	https://doi.org/10.3390/plants11010092	https://doi.org/10.3390/plants11010092	PROPN