id	sid	tid	token	lemma	pos
cana-3141	1	1	communications	communication	NOUN
cana-3141	1	2	on	on	ADP
cana-3141	1	3	applied	apply	VERB
cana-3141	1	4	nonlinear	nonlinear	ADJ
cana-3141	1	5	analysis	analysis	NOUN
cana-3141	1	6	issn	issn	NOUN
cana-3141	1	7	:	:	PUNCT
cana-3141	1	8	1074	1074	NUM
cana-3141	1	9	-	-	PUNCT
cana-3141	1	10	133x	133x	NUM
cana-3141	1	11	vol	vol	NOUN
cana-3141	1	12	32	32	NUM
cana-3141	1	13	no	no	NOUN
cana-3141	1	14	.	.	PUNCT
cana-3141	2	1	5s	5s	NUM
cana-3141	2	2	(	(	PUNCT
cana-3141	2	3	2025	2025	NUM
cana-3141	2	4	)	)	PUNCT
cana-3141	2	5	432	432	NUM
cana-3141	3	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-3141	3	2	integrating	integrate	VERB
cana-3141	3	3	argonomic	argonomic	ADJ
cana-3141	3	4	method	method	NOUN
cana-3141	3	5	and	and	CCONJ
cana-3141	3	6	yield	yield	VERB
cana-3141	3	7	crop	crop	NOUN
cana-3141	3	8	modelling	modelling	NOUN
cana-3141	3	9	with	with	ADP
cana-3141	3	10	ml	ml	PART
cana-3141	3	11	baseline	baseline	VERB
cana-3141	4	1	dr.v.sujatha	dr.v.sujatha	ADV
cana-3141	4	2	1	1	NUM
cana-3141	4	3	,	,	PUNCT
cana-3141	4	4	r	r	NOUN
cana-3141	4	5	shalini	shalini	NOUN
cana-3141	4	6	2	2	NUM
cana-3141	4	7	,	,	PUNCT
cana-3141	4	8	dr.a.m.arun	dr.a.m.arun	VERB
cana-3141	4	9	mohan	mohan	PROPN
cana-3141	4	10	3,dr.b.komala	3,dr.b.komala	PROPN
cana-3141	4	11	durga	durga	PROPN
cana-3141	4	12	4	4	NUM
cana-3141	4	13	,	,	PUNCT
cana-3141	4	14	adarsh	adarsh	PROPN
cana-3141	4	15	rai	rai	NOUN
cana-3141	4	16	5,dr	5,dr	NUM
cana-3141	4	17	subba	subba	PROPN
cana-3141	4	18	rao	rao	PROPN
cana-3141	4	19	polamuri	polamuri	PROPN
cana-3141	4	20	6	6	NUM
cana-3141	4	21	1	1	NUM
cana-3141	4	22	department	department	NOUN
cana-3141	4	23	of	of	ADP
cana-3141	4	24	computer	computer	NOUN
cana-3141	4	25	science	science	NOUN
cana-3141	4	26	and	and	CCONJ
cana-3141	4	27	engineering	engineering	NOUN
cana-3141	4	28	,	,	PUNCT
cana-3141	4	29	vignan	vignan	NOUN
cana-3141	4	30	's	's	PART
cana-3141	4	31	nirula	nirula	PROPN
cana-3141	4	32	institute	institute	PROPN
cana-3141	4	33	of	of	ADP
cana-3141	4	34	technology	technology	NOUN
cana-3141	4	35	and	and	CCONJ
cana-3141	4	36	science	science	NOUN
cana-3141	4	37	for	for	ADP
cana-3141	4	38	women	woman	NOUN
cana-3141	4	39	,	,	PUNCT
cana-3141	4	40	guntur	guntur	PROPN
cana-3141	4	41	,	,	PUNCT
cana-3141	4	42	india	india	PROPN
cana-3141	4	43	.	.	PUNCT
cana-3141	5	1	sujiekkurthi@gmail.com	sujiekkurthi@gmail.com	X
cana-3141	5	2	2	2	NUM
cana-3141	5	3	department	department	NOUN
cana-3141	5	4	of	of	ADP
cana-3141	5	5	computer	computer	NOUN
cana-3141	5	6	science	science	NOUN
cana-3141	5	7	and	and	CCONJ
cana-3141	5	8	engineering	engineering	NOUN
cana-3141	5	9	,	,	PUNCT
cana-3141	5	10	koneru	koneru	PROPN
cana-3141	5	11	lakshmaiah	lakshmaiah	PROPN
cana-3141	5	12	education	education	PROPN
cana-3141	5	13	foundation	foundation	PROPN
cana-3141	5	14	,	,	PUNCT
cana-3141	5	15	green	green	PROPN
cana-3141	5	16	fileds	fileds	PROPN
cana-3141	5	17	,	,	PUNCT
cana-3141	5	18	vaddeswaram	vaddeswaram	PROPN
cana-3141	5	19	,	,	PUNCT
cana-3141	5	20	india	india	PROPN
cana-3141	5	21	.	.	PUNCT
cana-3141	6	1	spshalinikaran@kluniversity.in	spshalinikaran@kluniversity.in	PROPN
cana-3141	6	2	3	3	NUM
cana-3141	6	3	department	department	NOUN
cana-3141	6	4	of	of	ADP
cana-3141	6	5	civil	civil	ADJ
cana-3141	6	6	engineering	engineering	NOUN
cana-3141	6	7	,	,	PUNCT
cana-3141	6	8	sethu	sethu	PROPN
cana-3141	6	9	institute	institute	PROPN
cana-3141	6	10	of	of	ADP
cana-3141	6	11	technology	technology	PROPN
cana-3141	6	12	,	,	PUNCT
cana-3141	6	13	pulloor	pulloor	NOUN
cana-3141	6	14	,	,	PUNCT
cana-3141	6	15	kariapatti	kariapatti	PROPN
cana-3141	6	16	,	,	PUNCT
cana-3141	6	17	india	india	PROPN
cana-3141	6	18	.	.	PUNCT
cana-3141	7	1	arunmohan@sethu.ac.in	arunmohan@sethu.ac.in	PROPN
cana-3141	7	2	4	4	NUM
cana-3141	7	3	department	department	NOUN
cana-3141	7	4	of	of	ADP
cana-3141	7	5	mathematics	mathematic	NOUN
cana-3141	7	6	,	,	PUNCT
cana-3141	7	7	virudhunagar	virudhunagar	ADJ
cana-3141	7	8	hindu	hindu	NOUN
cana-3141	7	9	nadars	nadar	NOUN
cana-3141	7	10	'	'	PART
cana-3141	7	11	senthikumara	senthikumara	PROPN
cana-3141	7	12	nadar	nadar	PROPN
cana-3141	7	13	college	college	PROPN
cana-3141	7	14	,	,	PUNCT
cana-3141	7	15	virudhunagar	virudhunagar	PROPN
cana-3141	7	16	,	,	PUNCT
cana-3141	7	17	india	india	PROPN
cana-3141	7	18	.	.	PUNCT
cana-3141	8	1	komaladurga.b@vhnsnc.edu.in	komaladurga.b@vhnsnc.edu.in	PROPN
cana-3141	8	2	5	5	NUM
cana-3141	8	3	nitte	nitte	NOUN
cana-3141	8	4	(	(	PUNCT
cana-3141	8	5	deemed	deem	VERB
cana-3141	8	6	to	to	PART
cana-3141	8	7	be	be	AUX
cana-3141	8	8	university	university	NOUN
cana-3141	8	9	)	)	PUNCT
cana-3141	8	10	,	,	PUNCT
cana-3141	8	11	nmam	nmam	PROPN
cana-3141	8	12	institute	institute	PROPN
cana-3141	8	13	of	of	ADP
cana-3141	8	14	technology	technology	PROPN
cana-3141	8	15	,	,	PUNCT
cana-3141	8	16	nitte	nitte	NOUN
cana-3141	8	17	,	,	PUNCT
cana-3141	8	18	karkala	karkala	PROPN
cana-3141	8	19	,	,	PUNCT
cana-3141	8	20	india	india	PROPN
cana-3141	8	21	.	.	PROPN
cana-3141	8	22	adarsh.rai@nitte.edu.in	adarsh.rai@nitte.edu.in	PROPN
cana-3141	8	23	6	6	NUM
cana-3141	8	24	department	department	NOUN
cana-3141	8	25	of	of	ADP
cana-3141	8	26	computer	computer	NOUN
cana-3141	8	27	science	science	NOUN
cana-3141	8	28	and	and	CCONJ
cana-3141	8	29	engineering	engineering	NOUN
cana-3141	8	30	,	,	PUNCT
cana-3141	8	31	aditya	aditya	PROPN
cana-3141	8	32	university	university	PROPN
cana-3141	8	33	,	,	PUNCT
cana-3141	8	34	surampalem	surampalem	NOUN
cana-3141	8	35	,	,	PUNCT
cana-3141	8	36	india	india	PROPN
cana-3141	8	37	.	.	PUNCT
cana-3141	9	1	psr.subbu546@gmail.com	psr.subbu546@gmail.com	PROPN
cana-3141	9	2	article	article	NOUN
cana-3141	9	3	history	history	NOUN
cana-3141	9	4	:	:	PUNCT
cana-3141	9	5	received	receive	VERB
cana-3141	9	6	:	:	PUNCT
cana-3141	9	7	11	11	NUM
cana-3141	9	8	-	-	SYM
cana-3141	9	9	10	10	NUM
cana-3141	9	10	-	-	PUNCT
cana-3141	9	11	2024	2024	NUM
cana-3141	9	12	revised	revise	VERB
cana-3141	9	13	:	:	PUNCT
cana-3141	9	14	27	27	NUM
cana-3141	9	15	-	-	SYM
cana-3141	9	16	11	11	NUM
cana-3141	9	17	-	-	PUNCT
cana-3141	9	18	2024	2024	NUM
cana-3141	9	19	accepted	accept	VERB
cana-3141	9	20	:	:	PUNCT
cana-3141	9	21	09	09	NUM
cana-3141	9	22	-	-	SYM
cana-3141	9	23	12	12	NUM
cana-3141	9	24	-	-	PUNCT
cana-3141	9	25	2024	2024	NUM
cana-3141	9	26	abstract	abstract	NOUN
cana-3141	9	27	:	:	PUNCT
cana-3141	9	28	predicting	predict	VERB
cana-3141	9	29	agricultural	agricultural	ADJ
cana-3141	9	30	yields	yield	NOUN
cana-3141	9	31	using	use	VERB
cana-3141	9	32	machine	machine	NOUN
cana-3141	9	33	learning	learning	NOUN
cana-3141	9	34	has	have	AUX
cana-3141	9	35	been	be	AUX
cana-3141	9	36	the	the	DET
cana-3141	9	37	subject	subject	NOUN
cana-3141	9	38	of	of	ADP
cana-3141	9	39	several	several	ADJ
cana-3141	9	40	research	research	NOUN
cana-3141	9	41	,	,	PUNCT
cana-3141	9	42	most	most	ADJ
cana-3141	9	43	of	of	ADP
cana-3141	9	44	which	which	PRON
cana-3141	9	45	have	have	AUX
cana-3141	9	46	concentrated	concentrate	VERB
cana-3141	9	47	on	on	ADP
cana-3141	9	48	individual	individual	ADJ
cana-3141	9	49	cases	case	NOUN
cana-3141	9	50	.	.	PUNCT
cana-3141	10	1	it	it	PRON
cana-3141	10	2	is	be	AUX
cana-3141	10	3	possible	possible	ADJ
cana-3141	10	4	that	that	SCONJ
cana-3141	10	5	their	their	PRON
cana-3141	10	6	data	datum	NOUN
cana-3141	10	7	and	and	CCONJ
cana-3141	10	8	techniques	technique	NOUN
cana-3141	10	9	wo	will	AUX
cana-3141	10	10	n't	not	PART
cana-3141	10	11	work	work	VERB
cana-3141	10	12	with	with	ADP
cana-3141	10	13	other	other	ADJ
cana-3141	10	14	crops	crop	NOUN
cana-3141	10	15	or	or	CCONJ
cana-3141	10	16	in	in	ADP
cana-3141	10	17	different	different	ADJ
cana-3141	10	18	places	place	NOUN
cana-3141	10	19	.	.	PUNCT
cana-3141	11	1	contrarily	contrarily	ADV
cana-3141	11	2	,	,	PUNCT
cana-3141	11	3	machine	machine	NOUN
cana-3141	11	4	learning	learning	NOUN
cana-3141	11	5	is	be	AUX
cana-3141	11	6	not	not	PART
cana-3141	11	7	used	use	VERB
cana-3141	11	8	by	by	ADP
cana-3141	11	9	operating	operate	VERB
cana-3141	11	10	large	large	ADJ
cana-3141	11	11	-	-	PUNCT
cana-3141	11	12	scale	scale	NOUN
cana-3141	11	13	structures	structure	NOUN
cana-3141	11	14	like	like	ADP
cana-3141	11	15	mars	mar	NOUN
cana-3141	11	16	crops	crop	NOUN
cana-3141	11	17	harvest	harvest	VERB
cana-3141	11	18	foretelling	foretell	VERB
cana-3141	11	19	systems	system	NOUN
cana-3141	11	20	(	(	PUNCT
cana-3141	11	21	mcyfs	mcyfs	ADJ
cana-3141	11	22	)	)	PUNCT
cana-3141	11	23	.	.	PUNCT
cana-3141	12	1	when	when	SCONJ
cana-3141	12	2	there	there	PRON
cana-3141	12	3	is	be	VERB
cana-3141	12	4	a	a	DET
cana-3141	12	5	flood	flood	NOUN
cana-3141	12	6	of	of	ADP
cana-3141	12	7	newly	newly	ADV
cana-3141	12	8	disclosed	disclose	VERB
cana-3141	12	9	data	datum	NOUN
cana-3141	12	10	,	,	PUNCT
cana-3141	12	11	ml	ml	VERB
cana-3141	12	12	becomes	become	VERB
cana-3141	12	13	a	a	DET
cana-3141	12	14	potentially	potentially	ADV
cana-3141	12	15	useful	useful	ADJ
cana-3141	12	16	tool	tool	NOUN
cana-3141	12	17	.	.	PUNCT
cana-3141	13	1	in	in	ADP
cana-3141	13	2	order	order	NOUN
cana-3141	13	3	to	to	PART
cana-3141	13	4	construct	construct	VERB
cana-3141	13	5	a	a	DET
cana-3141	13	6	machine	machine	NOUN
cana-3141	13	7	learning	learn	VERB
cana-3141	13	8	foundation	foundation	NOUN
cana-3141	13	9	for	for	ADP
cana-3141	13	10	huge	huge	ADJ
cana-3141	13	11	-	-	PUNCT
cana-3141	13	12	scale	scale	NOUN
cana-3141	13	13	crop	crop	NOUN
cana-3141	13	14	yield	yield	NOUN
cana-3141	13	15	prediction	prediction	NOUN
cana-3141	13	16	,	,	PUNCT
cana-3141	13	17	researchers	researcher	NOUN
cana-3141	13	18	integrated	integrate	VERB
cana-3141	13	19	agronomic	agronomic	ADJ
cana-3141	13	20	concepts	concept	NOUN
cana-3141	13	21	of	of	ADP
cana-3141	13	22	crop	crop	NOUN
cana-3141	13	23	modelling	modelling	NOUN
cana-3141	13	24	with	with	ADP
cana-3141	13	25	machine	machine	NOUN
cana-3141	13	26	learning	learning	NOUN
cana-3141	13	27	.	.	PUNCT
cana-3141	14	1	a	a	DET
cana-3141	14	2	methodology	methodology	NOUN
cana-3141	14	3	that	that	PRON
cana-3141	14	4	focusses	focusse	VERB
cana-3141	14	5	on	on	ADP
cana-3141	14	6	accuracy	accuracy	NOUN
cana-3141	14	7	,	,	PUNCT
cana-3141	14	8	modularity	modularity	NOUN
cana-3141	14	9	,	,	PUNCT
cana-3141	14	10	and	and	CCONJ
cana-3141	14	11	reusability	reusability	NOUN
cana-3141	14	12	forms	form	VERB
cana-3141	14	13	the	the	DET
cana-3141	14	14	basis	basis	NOUN
cana-3141	14	15	.	.	PUNCT
cana-3141	15	1	researchers	researcher	NOUN
cana-3141	15	2	made	make	VERB
cana-3141	15	3	sure	sure	ADJ
cana-3141	15	4	everything	everything	PRON
cana-3141	15	5	was	be	AUX
cana-3141	15	6	accurate	accurate	ADJ
cana-3141	15	7	by	by	ADP
cana-3141	15	8	using	use	VERB
cana-3141	15	9	machine	machine	NOUN
cana-3141	15	10	learning	learning	NOUN
cana-3141	15	11	without	without	ADP
cana-3141	15	12	leaking	leak	VERB
cana-3141	15	13	any	any	DET
cana-3141	15	14	information	information	NOUN
cana-3141	15	15	and	and	CCONJ
cana-3141	15	16	by	by	ADP
cana-3141	15	17	creating	create	VERB
cana-3141	15	18	characteristics	characteristic	NOUN
cana-3141	15	19	or	or	CCONJ
cana-3141	15	20	predictors	predictor	NOUN
cana-3141	15	21	that	that	PRON
cana-3141	15	22	could	could	AUX
cana-3141	15	23	be	be	AUX
cana-3141	15	24	explained	explain	VERB
cana-3141	15	25	in	in	ADP
cana-3141	15	26	connection	connection	NOUN
cana-3141	15	27	to	to	ADP
cana-3141	15	28	the	the	DET
cana-3141	15	29	development	development	NOUN
cana-3141	15	30	and	and	CCONJ
cana-3141	15	31	growth	growth	NOUN
cana-3141	15	32	of	of	ADP
cana-3141	15	33	crops	crop	NOUN
cana-3141	15	34	.	.	PUNCT
cana-3141	16	1	the	the	DET
cana-3141	16	2	characteristics	characteristic	NOUN
cana-3141	16	3	were	be	AUX
cana-3141	16	4	developed	develop	VERB
cana-3141	16	5	by	by	ADP
cana-3141	16	6	researchers	researcher	NOUN
cana-3141	16	7	using	use	VERB
cana-3141	16	8	information	information	NOUN
cana-3141	16	9	from	from	ADP
cana-3141	16	10	the	the	DET
cana-3141	16	11	mcyfs	mcyfs	ADJ
cana-3141	16	12	database	database	NOUN
cana-3141	16	13	,	,	PUNCT
cana-3141	16	14	which	which	PRON
cana-3141	16	15	included	include	VERB
cana-3141	16	16	meteorological	meteorological	ADJ
cana-3141	16	17	,	,	PUNCT
cana-3141	16	18	remote	remote	ADJ
cana-3141	16	19	sensing	sensing	NOUN
cana-3141	16	20	,	,	PUNCT
cana-3141	16	21	soil	soil	NOUN
cana-3141	16	22	,	,	PUNCT
cana-3141	16	23	and	and	CCONJ
cana-3141	16	24	crop	crop	NOUN
cana-3141	16	25	simulation	simulation	NOUN
cana-3141	16	26	results	result	VERB
cana-3141	16	27	.	.	PUNCT
cana-3141	17	1	the	the	DET
cana-3141	17	2	researcher	researcher	NOUN
cana-3141	17	3	focused	focus	VERB
cana-3141	17	4	on	on	ADP
cana-3141	17	5	a	a	DET
cana-3141	17	6	reusable	reusable	ADJ
cana-3141	17	7	and	and	CCONJ
cana-3141	17	8	modular	modular	ADJ
cana-3141	17	9	procedure	procedure	NOUN
cana-3141	17	10	that	that	PRON
cana-3141	17	11	can	can	AUX
cana-3141	17	12	accommodate	accommodate	VERB
cana-3141	17	13	various	various	ADJ
cana-3141	17	14	crops	crop	NOUN
cana-3141	17	15	and	and	CCONJ
cana-3141	17	16	nations	nation	NOUN
cana-3141	17	17	with	with	ADP
cana-3141	17	18	little	little	ADJ
cana-3141	17	19	configuration	configuration	NOUN
cana-3141	17	20	adjustments	adjustment	NOUN
cana-3141	17	21	.	.	PUNCT
cana-3141	18	1	using	use	VERB
cana-3141	18	2	standard	standard	ADJ
cana-3141	18	3	input	input	NOUN
cana-3141	18	4	data	datum	NOUN
cana-3141	18	5	,	,	PUNCT
cana-3141	18	6	the	the	DET
cana-3141	18	7	method	method	NOUN
cana-3141	18	8	may	may	AUX
cana-3141	18	9	be	be	AUX
cana-3141	18	10	utilised	utilise	VERB
cana-3141	18	11	to	to	PART
cana-3141	18	12	conduct	conduct	VERB
cana-3141	18	13	repeated	repeat	VERB
cana-3141	18	14	tests	test	NOUN
cana-3141	18	15	and	and	CCONJ
cana-3141	18	16	produce	produce	VERB
cana-3141	18	17	repeatable	repeatable	ADJ
cana-3141	18	18	outcomes	outcome	NOUN
cana-3141	18	19	.	.	PUNCT
cana-3141	19	1	the	the	DET
cana-3141	19	2	outcomes	outcome	NOUN
cana-3141	19	3	act	act	VERB
cana-3141	19	4	as	as	ADP
cana-3141	19	5	a	a	DET
cana-3141	19	6	springboard	springboard	NOUN
cana-3141	19	7	for	for	ADP
cana-3141	19	8	more	more	ADJ
cana-3141	19	9	improvements	improvement	NOUN
cana-3141	19	10	.	.	PUNCT
cana-3141	20	1	in	in	ADP
cana-3141	20	2	order	order	NOUN
cana-3141	20	3	to	to	PART
cana-3141	20	4	compare	compare	VERB
cana-3141	20	5	the	the	DET
cana-3141	20	6	performance	performance	NOUN
cana-3141	20	7	,	,	PUNCT
cana-3141	20	8	the	the	DET
cana-3141	20	9	researchers	researcher	NOUN
cana-3141	20	10	used	use	VERB
cana-3141	20	11	a	a	DET
cana-3141	20	12	straightforward	straightforward	ADJ
cana-3141	20	13	strategy	strategy	NOUN
cana-3141	20	14	that	that	PRON
cana-3141	20	15	required	require	VERB
cana-3141	20	16	no	no	DET
cana-3141	20	17	prediction	prediction	NOUN
cana-3141	20	18	skills	skill	NOUN
cana-3141	20	19	and	and	CCONJ
cana-3141	20	20	either	either	CCONJ
cana-3141	20	21	projected	project	VERB
cana-3141	20	22	the	the	DET
cana-3141	20	23	training	training	NOUN
cana-3141	20	24	set	set	NOUN
cana-3141	20	25	's	's	PART
cana-3141	20	26	average	average	NOUN
cana-3141	20	27	for	for	ADP
cana-3141	20	28	3	3	NUM
cana-3141	20	29	countries	country	NOUN
cana-3141	20	30	like	like	ADP
cana-3141	20	31	india	india	PROPN
cana-3141	20	32	(	(	PUNCT
cana-3141	20	33	ind	ind	PROPN
cana-3141	20	34	)	)	PUNCT
cana-3141	20	35	,	,	PUNCT
cana-3141	20	36	spain	spain	PROPN
cana-3141	20	37	(	(	PUNCT
cana-3141	20	38	sp	sp	NOUN
cana-3141	20	39	)	)	PUNCT
cana-3141	20	40	and	and	CCONJ
cana-3141	20	41	ireland	ireland	PROPN
cana-3141	20	42	(	(	PUNCT
cana-3141	20	43	il	il	PROPN
cana-3141	20	44	)	)	PUNCT
cana-3141	20	45	and	and	CCONJ
cana-3141	20	46	5	5	NUM
cana-3141	20	47	crops	crop	NOUN
cana-3141	20	48	like	like	ADP
cana-3141	20	49	springs	spring	NOUN
cana-3141	20	50	barley	barley	PROPN
cana-3141	20	51	,	,	PUNCT
cana-3141	20	52	wheat	wheat	NOUN
cana-3141	20	53	,	,	PUNCT
cana-3141	20	54	sunflower	sunflower	NOUN
cana-3141	20	55	,	,	PUNCT
cana-3141	20	56	potatoes	potato	NOUN
cana-3141	20	57	and	and	CCONJ
cana-3141	20	58	sugar	sugar	NOUN
cana-3141	20	59	beetroot	beetroot	NOUN
cana-3141	20	60	)	)	PUNCT
cana-3141	20	61	.	.	PUNCT
cana-3141	21	1	the	the	DET
cana-3141	21	2	researcher	researcher	NOUN
cana-3141	21	3	forecasted	forecast	VERB
cana-3141	21	4	yield	yield	NOUN
cana-3141	21	5	at	at	ADP
cana-3141	21	6	the	the	DET
cana-3141	21	7	regional	regional	ADJ
cana-3141	21	8	level	level	NOUN
cana-3141	21	9	in	in	ADP
cana-3141	21	10	the	the	DET
cana-3141	21	11	case	case	NOUN
cana-3141	21	12	studies	study	NOUN
cana-3141	21	13	.	.	PUNCT
cana-3141	22	1	additionally	additionally	ADV
cana-3141	22	2	,	,	PUNCT
cana-3141	22	3	the	the	DET
cana-3141	22	4	researchers	researcher	NOUN
cana-3141	22	5	compared	compare	VERB
cana-3141	22	6	the	the	DET
cana-3141	22	7	projections	projection	NOUN
cana-3141	22	8	with	with	ADP
cana-3141	22	9	previous	previous	ADJ
cana-3141	22	10	mcyfs	mcyfs	ADJ
cana-3141	22	11	forecasts	forecast	NOUN
cana-3141	22	12	and	and	CCONJ
cana-3141	22	13	aggregated	aggregate	VERB
cana-3141	22	14	them	they	PRON
cana-3141	22	15	at	at	ADP
cana-3141	22	16	the	the	DET
cana-3141	22	17	national	national	ADJ
cana-3141	22	18	level	level	NOUN
cana-3141	22	19	.	.	PUNCT
cana-3141	23	1	across	across	ADP
cana-3141	23	2	nations	nation	NOUN
cana-3141	23	3	,	,	PUNCT
cana-3141	23	4	the	the	DET
cana-3141	23	5	normalised	normalise	VERB
cana-3141	23	6	rmse	rmse	NOUN
cana-3141	23	7	(	(	PUNCT
cana-3141	23	8	nrmse	nrmse	PROPN
cana-3141	23	9	)	)	PUNCT
cana-3141	23	10	for	for	ADP
cana-3141	23	11	the	the	DET
cana-3141	23	12	beginning	beginning	NOUN
cana-3141	23	13	season	season	NOUN
cana-3141	23	14	forecasts	forecast	NOUN
cana-3141	23	15	was	be	AUX
cana-3141	23	16	similar	similar	ADJ
cana-3141	23	17	.	.	PUNCT
cana-3141	24	1	wheat	wheat	NOUN
cana-3141	24	2	had	have	VERB
cana-3141	24	3	an	an	DET
cana-3141	24	4	nrmse	nrmse	NOUN
cana-3141	24	5	of	of	ADP
cana-3141	24	6	7.88	7.88	NUM
cana-3141	24	7	for	for	ADP
cana-3141	24	8	wheat	wheat	NOUN
cana-3141	24	9	(	(	PUNCT
cana-3141	24	10	ind	ind	NOUN
cana-3141	24	11	)	)	PUNCT
cana-3141	24	12	,	,	PUNCT
cana-3141	24	13	whereas	whereas	SCONJ
cana-3141	24	14	sweet	sweet	ADJ
cana-3141	24	15	beetroot	beetroot	NOUN
cana-3141	24	16	had	have	VERB
cana-3141	24	17	an	an	DET
cana-3141	24	18	nrmse	nrmse	NOUN
cana-3141	24	19	of	of	ADP
cana-3141	24	20	8.22	8.22	NUM
cana-3141	24	21	(	(	PUNCT
cana-3141	24	22	sp	sp	NOUN
cana-3141	24	23	)	)	PUNCT
cana-3141	24	24	.	.	PUNCT
cana-3141	25	1	nrmses	nrmse	NOUN
cana-3141	25	2	for	for	ADP
cana-3141	25	3	potatoes	potato	NOUN
cana-3141	25	4	,	,	PUNCT
cana-3141	25	5	sugar	sugar	NOUN
cana-3141	25	6	beetroot	beetroot	NOUN
cana-3141	25	7	and	and	CCONJ
cana-3141	25	8	wheat	wheat	NOUN
cana-3141	25	9	,	,	PUNCT
cana-3141	25	10	on	on	ADP
cana-3141	25	11	the	the	DET
cana-3141	25	12	other	other	ADJ
cana-3141	25	13	hand	hand	NOUN
cana-3141	25	14	,	,	PUNCT
cana-3141	25	15	were	be	AUX
cana-3141	25	16	double	double	DET
cana-3141	25	17	those	those	PRON
cana-3141	25	18	of	of	ADP
cana-3141	25	19	mcyfs	mcyfs	ADJ
cana-3141	25	20	.	.	PUNCT
cana-3141	26	1	at	at	ADP
cana-3141	26	2	the	the	DET
cana-3141	26	3	conclusion	conclusion	NOUN
cana-3141	26	4	of	of	ADP
cana-3141	26	5	the	the	DET
cana-3141	26	6	season	season	NOUN
cana-3141	26	7	,	,	PUNCT
cana-3141	26	8	nrmses	nrmse	NOUN
cana-3141	26	9	were	be	AUX
cana-3141	26	10	still	still	ADV
cana-3141	26	11	similar	similar	ADJ
cana-3141	26	12	to	to	ADP
cana-3141	26	13	mcyfs	mcyfs	ADJ
cana-3141	26	14	.	.	PUNCT
cana-3141	27	1	adding	add	VERB
cana-3141	27	2	more	more	ADJ
cana-3141	27	3	information	information	NOUN
cana-3141	27	4	foundations	foundation	NOUN
cana-3141	27	5	,	,	PUNCT
cana-3141	27	6	creating	create	VERB
cana-3141	27	7	high	high	ADJ
cana-3141	27	8	analytical	analytical	ADJ
cana-3141	27	9	communications	communication	NOUN
cana-3141	27	10	on	on	ADP
cana-3141	27	11	applied	apply	VERB
cana-3141	27	12	nonlinear	nonlinear	ADJ
cana-3141	27	13	analysis	analysis	NOUN
cana-3141	27	14	issn	issn	NOUN
cana-3141	27	15	:	:	PUNCT
cana-3141	27	16	1074	1074	NUM
cana-3141	27	17	-	-	PUNCT
cana-3141	27	18	133x	133x	NUM
cana-3141	27	19	vol	vol	NOUN
cana-3141	27	20	32	32	NUM
cana-3141	27	21	no	no	NOUN
cana-3141	27	22	.	.	PUNCT
cana-3141	28	1	5s	5s	NUM
cana-3141	28	2	(	(	PUNCT
cana-3141	28	3	2025	2025	NUM
cana-3141	28	4	)	)	PUNCT
cana-3141	28	5	433	433	NUM
cana-3141	29	1	https://internationalpubls.com	https://internationalpubls.com	PROPN
cana-3141	29	2	characteristics	characteristic	NOUN
cana-3141	29	3	&	&	CCONJ
cana-3141	29	4	testing	test	VERB
cana-3141	29	5	various	various	ADJ
cana-3141	29	6	ml	ml	NOUN
cana-3141	29	7	algorithms	algorithm	NOUN
cana-3141	29	8	may	may	AUX
cana-3141	29	9	all	all	PRON
cana-3141	29	10	help	help	VERB
cana-3141	29	11	to	to	PART
cana-3141	29	12	enhance	enhance	VERB
cana-3141	29	13	the	the	DET
cana-3141	29	14	baseline	baseline	NOUN
cana-3141	29	15	.	.	PUNCT
cana-3141	30	1	large	large	ADJ
cana-3141	30	2	-	-	PUNCT
cana-3141	30	3	scale	scale	NOUN
cana-3141	30	4	agricultural	agricultural	ADJ
cana-3141	30	5	harvest	harvest	NOUN
cana-3141	30	6	prediction	prediction	NOUN
cana-3141	30	7	using	use	VERB
cana-3141	30	8	ml	ml	NOUN
cana-3141	30	9	will	will	AUX
cana-3141	30	10	be	be	AUX
cana-3141	30	11	encouraged	encourage	VERB
cana-3141	30	12	by	by	ADP
cana-3141	30	13	the	the	DET
cana-3141	30	14	baseline	baseline	NOUN
cana-3141	30	15	.	.	PUNCT
cana-3141	31	1	keywords	keyword	NOUN
cana-3141	31	2	:	:	PUNCT
cana-3141	31	3	ml	ml	X
cana-3141	31	4	,	,	PUNCT
cana-3141	31	5	crop	crop	NOUN
cana-3141	31	6	,	,	PUNCT
cana-3141	31	7	mcyfs	mcyfs	ADJ
cana-3141	31	8	,	,	PUNCT
cana-3141	31	9	wheat	wheat	NOUN
cana-3141	31	10	,	,	PUNCT
cana-3141	31	11	sugar	sugar	NOUN
cana-3141	31	12	beetroot	beetroot	NOUN
cana-3141	31	13	abstract	abstract	NOUN
cana-3141	31	14	:	:	PUNCT
cana-3141	31	15	1	1	X
cana-3141	31	16	.	.	X
cana-3141	31	17	introduction	introduction	NOUN
cana-3141	31	18	:	:	PUNCT
cana-3141	31	19	predicting	predict	VERB
cana-3141	31	20	agricultural	agricultural	ADJ
cana-3141	31	21	production	production	NOUN
cana-3141	31	22	has	have	AUX
cana-3141	31	23	traditionally	traditionally	ADV
cana-3141	31	24	included	include	VERB
cana-3141	31	25	using	use	VERB
cana-3141	31	26	field	field	NOUN
cana-3141	31	27	surveys	survey	NOUN
cana-3141	31	28	,	,	PUNCT
cana-3141	31	29	models	model	NOUN
cana-3141	31	30	of	of	ADP
cana-3141	31	31	crop	crop	NOUN
cana-3141	31	32	growth	growth	NOUN
cana-3141	31	33	,	,	PUNCT
cana-3141	31	34	remote	remote	ADJ
cana-3141	31	35	sensing	sensing	NOUN
cana-3141	31	36	,	,	PUNCT
cana-3141	31	37	statistical	statistical	ADJ
cana-3141	31	38	models	model	NOUN
cana-3141	31	39	,	,	PUNCT
cana-3141	31	40	or	or	CCONJ
cana-3141	31	41	a	a	DET
cana-3141	31	42	mix	mix	NOUN
cana-3141	31	43	of	of	ADP
cana-3141	31	44	these	these	DET
cana-3141	31	45	methods	method	NOUN
cana-3141	31	46	.	.	PUNCT
cana-3141	32	1	each	each	PRON
cana-3141	32	2	of	of	ADP
cana-3141	32	3	these	these	DET
cana-3141	32	4	approaches	approach	NOUN
cana-3141	32	5	deals	deal	NOUN
cana-3141	32	6	with	with	ADP
cana-3141	32	7	a	a	DET
cana-3141	32	8	little	little	ADJ
cana-3141	32	9	different	different	ADJ
cana-3141	32	10	facet	facet	NOUN
cana-3141	32	11	of	of	ADP
cana-3141	32	12	crop	crop	NOUN
cana-3141	32	13	production	production	NOUN
cana-3141	32	14	prediction	prediction	NOUN
cana-3141	32	15	on	on	ADP
cana-3141	32	16	its	its	PRON
cana-3141	32	17	own	own	ADJ
cana-3141	32	18	.	.	PUNCT
cana-3141	33	1	capturing	capture	VERB
cana-3141	33	2	the	the	DET
cana-3141	33	3	ground	ground	NOUN
cana-3141	33	4	reality	reality	NOUN
cana-3141	33	5	is	be	AUX
cana-3141	33	6	the	the	DET
cana-3141	33	7	goal	goal	NOUN
cana-3141	33	8	of	of	ADP
cana-3141	33	9	field	field	NOUN
cana-3141	33	10	surveys	survey	NOUN
cana-3141	33	11	.	.	PUNCT
cana-3141	34	1	models	model	NOUN
cana-3141	34	2	for	for	ADP
cana-3141	34	3	crop	crop	NOUN
cana-3141	34	4	development	development	NOUN
cana-3141	34	5	and	and	CCONJ
cana-3141	34	6	growth	growth	NOUN
cana-3141	34	7	that	that	PRON
cana-3141	34	8	take	take	VERB
cana-3141	34	9	into	into	ADP
cana-3141	34	10	account	account	NOUN
cana-3141	34	11	the	the	DET
cana-3141	34	12	interplay	interplay	NOUN
cana-3141	34	13	between	between	ADP
cana-3141	34	14	plants	plant	NOUN
cana-3141	34	15	,	,	PUNCT
cana-3141	34	16	their	their	PRON
cana-3141	34	17	environments	environment	NOUN
cana-3141	34	18	,	,	PUNCT
cana-3141	34	19	and	and	CCONJ
cana-3141	34	20	their	their	PRON
cana-3141	34	21	managers	manager	NOUN
cana-3141	34	22	are	be	AUX
cana-3141	34	23	known	know	VERB
cana-3141	34	24	as	as	ADP
cana-3141	34	25	crop	crop	NOUN
cana-3141	34	26	growth	growth	NOUN
cana-3141	34	27	models	model	NOUN
cana-3141	34	28	.	.	PUNCT
cana-3141	35	1	using	use	VERB
cana-3141	35	2	satellite	satellite	NOUN
cana-3141	35	3	data	datum	NOUN
cana-3141	35	4	,	,	PUNCT
cana-3141	35	5	remote	remote	ADJ
cana-3141	35	6	sensing	sense	VERB
cana-3141	35	7	systems	system	NOUN
cana-3141	35	8	may	may	AUX
cana-3141	35	9	assess	assess	VERB
cana-3141	35	10	the	the	DET
cana-3141	35	11	present	present	ADJ
cana-3141	35	12	condition	condition	NOUN
cana-3141	35	13	of	of	ADP
cana-3141	35	14	crops	crop	NOUN
cana-3141	35	15	and	and	CCONJ
cana-3141	35	16	predict	predict	VERB
cana-3141	35	17	their	their	PRON
cana-3141	35	18	ultimate	ultimate	ADJ
cana-3141	35	19	output	output	NOUN
cana-3141	35	20	.	.	PUNCT
cana-3141	36	1	in	in	ADP
cana-3141	36	2	order	order	NOUN
cana-3141	36	3	to	to	PART
cana-3141	36	4	develop	develop	VERB
cana-3141	36	5	linear	linear	ADJ
cana-3141	36	6	correlations	correlation	NOUN
cana-3141	36	7	among	among	ADP
cana-3141	36	8	the	the	DET
cana-3141	36	9	predictors	predictor	NOUN
cana-3141	36	10	and	and	CCONJ
cana-3141	36	11	the	the	DET
cana-3141	36	12	yield	yield	NOUN
cana-3141	36	13	of	of	ADP
cana-3141	36	14	crops	crop	NOUN
cana-3141	36	15	,	,	PUNCT
cana-3141	36	16	arithmetical	arithmetical	ADJ
cana-3141	36	17	replicas	replica	NOUN
cana-3141	36	18	make	make	VERB
cana-3141	36	19	utilize	utilize	NOUN
cana-3141	36	20	of	of	ADP
cana-3141	36	21	meteorological	meteorological	ADJ
cana-3141	36	22	values	value	NOUN
cana-3141	36	23	and	and	CCONJ
cana-3141	36	24	the	the	DET
cana-3141	36	25	outcomes	outcome	NOUN
cana-3141	36	26	of	of	ADP
cana-3141	36	27	the	the	DET
cana-3141	36	28	3	3	NUM
cana-3141	36	29	preceding	precede	VERB
cana-3141	36	30	approaches	approach	NOUN
cana-3141	36	31	as	as	ADP
cana-3141	36	32	interpreters	interpreter	NOUN
cana-3141	36	33	.	.	PUNCT
cana-3141	37	1	in	in	ADP
cana-3141	37	2	order	order	NOUN
cana-3141	37	3	to	to	PART
cana-3141	37	4	construct	construct	VERB
cana-3141	37	5	yield	yield	NOUN
cana-3141	37	6	forecasting	forecasting	NOUN
cana-3141	37	7	models	model	NOUN
cana-3141	37	8	,	,	PUNCT
cana-3141	37	9	recent	recent	ADJ
cana-3141	37	10	research	research	NOUN
cana-3141	37	11	has	have	AUX
cana-3141	37	12	creatively	creatively	ADV
cana-3141	37	13	integrated	integrate	VERB
cana-3141	37	14	several	several	ADJ
cana-3141	37	15	approaches	approach	NOUN
cana-3141	37	16	.	.	PUNCT
cana-3141	38	1	machine	machine	NOUN
cana-3141	38	2	learning	learning	NOUN
cana-3141	38	3	offers	offer	VERB
cana-3141	38	4	a	a	DET
cana-3141	38	5	viable	viable	ADJ
cana-3141	38	6	way	way	NOUN
cana-3141	38	7	to	to	PART
cana-3141	38	8	enhance	enhance	VERB
cana-3141	38	9	crop	crop	NOUN
cana-3141	38	10	production	production	NOUN
cana-3141	38	11	forecasts	forecast	NOUN
cana-3141	38	12	by	by	ADP
cana-3141	38	13	using	use	VERB
cana-3141	38	14	an	an	DET
cana-3141	38	15	empirical	empirical	ADJ
cana-3141	38	16	modelling	modelling	NOUN
cana-3141	38	17	or	or	CCONJ
cana-3141	38	18	data	data	NOUN
cana-3141	38	19	-	-	PUNCT
cana-3141	38	20	driven	drive	VERB
cana-3141	38	21	method	method	NOUN
cana-3141	38	22	to	to	PART
cana-3141	38	23	identify	identify	VERB
cana-3141	38	24	meaningful	meaningful	ADJ
cana-3141	38	25	patterns	pattern	NOUN
cana-3141	38	26	and	and	CCONJ
cana-3141	38	27	correlations	correlation	NOUN
cana-3141	38	28	in	in	ADP
cana-3141	38	29	input	input	NOUN
cana-3141	38	30	data	datum	NOUN
cana-3141	38	31	.	.	PUNCT
cana-3141	39	1	a	a	DET
cana-3141	39	2	function	function	NOUN
cana-3141	39	3	that	that	PRON
cana-3141	39	4	connects	connect	VERB
cana-3141	39	5	characteristics	characteristic	NOUN
cana-3141	39	6	to	to	ADP
cana-3141	39	7	tags	tag	NOUN
cana-3141	39	8	,	,	PUNCT
cana-3141	39	9	such	such	ADJ
cana-3141	39	10	crop	crop	NOUN
cana-3141	39	11	yield	yield	NOUN
cana-3141	39	12	,	,	PUNCT
cana-3141	39	13	is	be	AUX
cana-3141	39	14	approximated	approximate	VERB
cana-3141	39	15	by	by	ADP
cana-3141	39	16	machine	machine	NOUN
cana-3141	39	17	learning	learn	VERB
cana-3141	39	18	techniques	technique	NOUN
cana-3141	39	19	.	.	PUNCT
cana-3141	40	1	the	the	DET
cana-3141	40	2	results	result	NOUN
cana-3141	40	3	of	of	ADP
cana-3141	40	4	alternative	alternative	ADJ
cana-3141	40	5	techniques	technique	NOUN
cana-3141	40	6	may	may	AUX
cana-3141	40	7	be	be	AUX
cana-3141	40	8	used	use	VERB
cana-3141	40	9	as	as	ADP
cana-3141	40	10	features	feature	NOUN
cana-3141	40	11	by	by	ADP
cana-3141	40	12	machine	machine	NOUN
cana-3141	40	13	learning	learning	NOUN
cana-3141	40	14	algorithms	algorithm	NOUN
cana-3141	40	15	,	,	PUNCT
cana-3141	40	16	much	much	ADV
cana-3141	40	17	as	as	ADP
cana-3141	40	18	in	in	ADP
cana-3141	40	19	statistical	statistical	ADJ
cana-3141	40	20	models	model	NOUN
cana-3141	40	21	.	.	PUNCT
cana-3141	41	1	moreover	moreover	ADV
cana-3141	41	2	,	,	PUNCT
cana-3141	41	3	there	there	PRON
cana-3141	41	4	are	be	VERB
cana-3141	41	5	a	a	DET
cana-3141	41	6	number	number	NOUN
cana-3141	41	7	of	of	ADP
cana-3141	41	8	clear	clear	ADJ
cana-3141	41	9	advantages	advantage	NOUN
cana-3141	41	10	to	to	ADP
cana-3141	41	11	machine	machine	NOUN
cana-3141	41	12	learning	learning	NOUN
cana-3141	41	13	algorithms	algorithm	NOUN
cana-3141	41	14	,	,	PUNCT
cana-3141	41	15	including	include	VERB
cana-3141	41	16	the	the	DET
cana-3141	41	17	ability	ability	NOUN
cana-3141	41	18	to	to	PART
cana-3141	41	19	models	model	VERB
cana-3141	41	20	non	non	ADJ
cana-3141	41	21	-	-	ADJ
cana-3141	41	22	linear	linear	ADJ
cana-3141	41	23	relationships	relationship	NOUN
cana-3141	41	24	between	between	ADP
cana-3141	41	25	various	various	ADJ
cana-3141	41	26	data	datum	NOUN
cana-3141	41	27	sources	source	NOUN
cana-3141	41	28	,	,	PUNCT
cana-3141	41	29	the	the	DET
cana-3141	41	30	fact	fact	NOUN
cana-3141	41	31	that	that	SCONJ
cana-3141	41	32	they	they	PRON
cana-3141	41	33	perform	perform	VERB
cana-3141	41	34	better	well	ADV
cana-3141	41	35	overall	overall	ADV
cana-3141	41	36	with	with	ADP
cana-3141	41	37	more	more	ADJ
cana-3141	41	38	training	training	NOUN
cana-3141	41	39	data	datum	NOUN
cana-3141	41	40	,	,	PUNCT
cana-3141	41	41	and	and	CCONJ
cana-3141	41	42	the	the	DET
cana-3141	41	43	ability	ability	NOUN
cana-3141	41	44	to	to	PART
cana-3141	41	45	become	become	VERB
cana-3141	41	46	resilient	resilient	ADJ
cana-3141	41	47	to	to	ADP
cana-3141	41	48	noisy	noisy	ADJ
cana-3141	41	49	data	datum	NOUN
cana-3141	41	50	through	through	ADP
cana-3141	41	51	the	the	DET
cana-3141	41	52	use	use	NOUN
cana-3141	41	53	of	of	ADP
cana-3141	41	54	regularisation	regularisation	NOUN
cana-3141	41	55	techniques	technique	NOUN
cana-3141	41	56	that	that	PRON
cana-3141	41	57	reduce	reduce	VERB
cana-3141	41	58	variance	variance	NOUN
cana-3141	41	59	and	and	CCONJ
cana-3141	41	60	generalisation	generalisation	NOUN
cana-3141	41	61	error	error	NOUN
cana-3141	41	62	.	.	PUNCT
cana-3141	42	1	in	in	ADP
cana-3141	42	2	order	order	NOUN
cana-3141	42	3	to	to	PART
cana-3141	42	4	provide	provide	VERB
cana-3141	42	5	accurate	accurate	ADJ
cana-3141	42	6	agricultural	agricultural	ADJ
cana-3141	42	7	production	production	NOUN
cana-3141	42	8	forecasts	forecast	NOUN
cana-3141	42	9	,	,	PUNCT
cana-3141	42	10	machine	machine	NOUN
cana-3141	42	11	learning	learning	NOUN
cana-3141	42	12	may	may	AUX
cana-3141	42	13	integrate	integrate	VERB
cana-3141	42	14	the	the	DET
cana-3141	42	15	advantages	advantage	NOUN
cana-3141	42	16	of	of	ADP
cana-3141	42	17	existing	exist	VERB
cana-3141	42	18	techniques	technique	NOUN
cana-3141	42	19	,	,	PUNCT
cana-3141	42	20	such	such	ADJ
cana-3141	42	21	as	as	ADP
cana-3141	42	22	remote	remote	ADJ
cana-3141	42	23	sensing	sensing	NOUN
cana-3141	42	24	and	and	CCONJ
cana-3141	42	25	crop	crop	NOUN
cana-3141	42	26	growth	growth	NOUN
cana-3141	42	27	models	model	NOUN
cana-3141	42	28	,	,	PUNCT
cana-3141	42	29	with	with	ADP
cana-3141	42	30	data	data	NOUN
cana-3141	42	31	-	-	PUNCT
cana-3141	42	32	driven	drive	VERB
cana-3141	42	33	modelling	modelling	NOUN
cana-3141	42	34	.	.	PUNCT
cana-3141	43	1	to	to	PART
cana-3141	43	2	better	well	ADV
cana-3141	43	3	recognize	recognize	VERB
cana-3141	43	4	the	the	DET
cana-3141	43	5	utility	utility	NOUN
cana-3141	43	6	of	of	ADP
cana-3141	43	7	different	different	ADJ
cana-3141	43	8	information	information	NOUN
cana-3141	43	9	sources	source	NOUN
cana-3141	43	10	,	,	PUNCT
cana-3141	43	11	interpreters	interpreter	NOUN
cana-3141	43	12	and	and	CCONJ
cana-3141	43	13	ml	ml	NOUN
cana-3141	43	14	techniques	technique	NOUN
cana-3141	43	15	of	of	ADP
cana-3141	43	16	various	various	ADJ
cana-3141	43	17	crops	crop	NOUN
cana-3141	43	18	across	across	ADP
cana-3141	43	19	geographical	geographical	ADJ
cana-3141	43	20	&	&	CCONJ
cana-3141	43	21	progressive	progressive	ADJ
cana-3141	43	22	contexts	context	NOUN
cana-3141	43	23	,	,	PUNCT
cana-3141	43	24	this	this	DET
cana-3141	43	25	study	study	NOUN
cana-3141	43	26	aims	aim	VERB
cana-3141	43	27	to	to	PART
cana-3141	43	28	talk	talk	VERB
cana-3141	43	29	about	about	ADP
cana-3141	43	30	the	the	DET
cana-3141	43	31	requirement	requirement	NOUN
cana-3141	43	32	for	for	ADP
cana-3141	43	33	modular	modular	ADJ
cana-3141	43	34	&	&	CCONJ
cana-3141	43	35	recyclable	recyclable	ADJ
cana-3141	43	36	processes	process	NOUN
cana-3141	43	37	.	.	PUNCT
cana-3141	44	1	with	with	ADP
cana-3141	44	2	reusable	reusable	ADJ
cana-3141	44	3	processes	process	NOUN
cana-3141	44	4	,	,	PUNCT
cana-3141	44	5	scientists	scientist	NOUN
cana-3141	44	6	might	might	AUX
cana-3141	44	7	use	use	VERB
cana-3141	44	8	standard	standard	ADJ
cana-3141	44	9	input	input	NOUN
cana-3141	44	10	data	datum	NOUN
cana-3141	44	11	to	to	PART
cana-3141	44	12	conduct	conduct	VERB
cana-3141	44	13	repeated	repeat	VERB
cana-3141	44	14	tests	test	NOUN
cana-3141	44	15	with	with	ADP
cana-3141	44	16	consistent	consistent	ADJ
cana-3141	44	17	outcomes	outcome	NOUN
cana-3141	44	18	,	,	PUNCT
cana-3141	44	19	like	like	ADP
cana-3141	44	20	early	early	ADJ
cana-3141	44	21	season	season	NOUN
cana-3141	44	22	&	&	CCONJ
cana-3141	44	23	season	season	PROPN
cana-3141	44	24	end	end	NOUN
cana-3141	44	25	forecasts	forecast	NOUN
cana-3141	44	26	,	,	PUNCT
cana-3141	44	27	across	across	ADP
cana-3141	44	28	many	many	ADJ
cana-3141	44	29	yields	yield	NOUN
cana-3141	44	30	&	&	CCONJ
cana-3141	44	31	nations	nation	NOUN
cana-3141	44	32	.	.	PUNCT
cana-3141	45	1	through	through	ADP
cana-3141	45	2	the	the	DET
cana-3141	45	3	incorporation	incorporation	NOUN
cana-3141	45	4	of	of	ADP
cana-3141	45	5	fresh	fresh	ADJ
cana-3141	45	6	data	datum	NOUN
cana-3141	45	7	sources	source	NOUN
cana-3141	45	8	,	,	PUNCT
cana-3141	45	9	enhanced	enhance	VERB
cana-3141	45	10	features	feature	NOUN
cana-3141	45	11	,	,	PUNCT
cana-3141	45	12	and	and	CCONJ
cana-3141	45	13	various	various	ADJ
cana-3141	45	14	optimisations	optimisation	NOUN
cana-3141	45	15	,	,	PUNCT
cana-3141	45	16	the	the	DET
cana-3141	45	17	models	model	NOUN
cana-3141	45	18	have	have	VERB
cana-3141	45	19	the	the	DET
cana-3141	45	20	potential	potential	NOUN
cana-3141	45	21	to	to	PART
cana-3141	45	22	be	be	AUX
cana-3141	45	23	enhanced	enhance	VERB
cana-3141	45	24	for	for	ADP
cana-3141	45	25	certain	certain	ADJ
cana-3141	45	26	crops	crop	NOUN
cana-3141	45	27	and	and	CCONJ
cana-3141	45	28	geographical	geographical	ADJ
cana-3141	45	29	areas	area	NOUN
cana-3141	45	30	.	.	PUNCT
cana-3141	46	1	machine	machine	NOUN
cana-3141	46	2	learning	learning	NOUN
cana-3141	46	3	is	be	AUX
cana-3141	46	4	n't	not	PART
cana-3141	46	5	used	use	VERB
cana-3141	46	6	by	by	ADP
cana-3141	46	7	operational	operational	ADJ
cana-3141	46	8	systems	system	NOUN
cana-3141	46	9	researchers	researcher	NOUN
cana-3141	46	10	,	,	PUNCT
cana-3141	46	11	however	however	ADV
cana-3141	46	12	.	.	PUNCT
cana-3141	47	1	weather	weather	PROPN
cana-3141	47	2	data	data	PROPN
cana-3141	47	3	,	,	PUNCT
cana-3141	47	4	field	field	NOUN
cana-3141	47	5	examination	examination	NOUN
cana-3141	47	6	findings	finding	NOUN
cana-3141	47	7	,	,	PUNCT
cana-3141	47	8	yield	yield	VERB
cana-3141	47	9	development	development	NOUN
cana-3141	47	10	design	design	NOUN
cana-3141	47	11	results	result	NOUN
cana-3141	47	12	,	,	PUNCT
cana-3141	47	13	remote	remote	ADJ
cana-3141	47	14	detector	detector	NOUN
cana-3141	47	15	&	&	CCONJ
cana-3141	47	16	harvest	harvest	PROPN
cana-3141	47	17	statistics	statistic	NOUN
cana-3141	47	18	are	be	AUX
cana-3141	47	19	all	all	PRON
cana-3141	47	20	used	use	VERB
cana-3141	47	21	to	to	PART
cana-3141	47	22	create	create	VERB
cana-3141	47	23	statistical	statistical	ADJ
cana-3141	47	24	models	model	NOUN
cana-3141	47	25	.	.	PUNCT
cana-3141	48	1	a	a	DET
cana-3141	48	2	possible	possible	ADJ
cana-3141	48	3	approach	approach	NOUN
cana-3141	48	4	is	be	AUX
cana-3141	48	5	machine	machine	NOUN
cana-3141	48	6	learning	learning	NOUN
cana-3141	48	7	,	,	PUNCT
cana-3141	48	8	particularly	particularly	ADV
cana-3141	48	9	when	when	SCONJ
cana-3141	48	10	a	a	DET
cana-3141	48	11	lot	lot	NOUN
cana-3141	48	12	of	of	ADP
cana-3141	48	13	information	information	NOUN
cana-3141	48	14	is	be	AUX
cana-3141	48	15	being	be	AUX
cana-3141	48	16	gathered	gather	VERB
cana-3141	48	17	and	and	CCONJ
cana-3141	48	18	made	make	VERB
cana-3141	48	19	available	available	ADJ
cana-3141	48	20	to	to	ADP
cana-3141	48	21	the	the	DET
cana-3141	48	22	public	public	NOUN
cana-3141	48	23	.	.	PUNCT
cana-3141	49	1	machine	machine	NOUN
cana-3141	49	2	learning	learning	NOUN
cana-3141	49	3	would	would	AUX
cana-3141	49	4	be	be	AUX
cana-3141	49	5	encouraged	encourage	VERB
cana-3141	49	6	to	to	PART
cana-3141	49	7	be	be	AUX
cana-3141	49	8	used	use	VERB
cana-3141	49	9	in	in	ADP
cana-3141	49	10	large	large	ADJ
cana-3141	49	11	-	-	PUNCT
cana-3141	49	12	scale	scale	NOUN
cana-3141	49	13	agricultural	agricultural	ADJ
cana-3141	49	14	yield	yield	NOUN
cana-3141	49	15	forecasting	forecasting	NOUN
cana-3141	49	16	via	via	ADP
cana-3141	49	17	a	a	DET
cana-3141	49	18	returnable	returnable	ADJ
cana-3141	49	19	&	&	CCONJ
cana-3141	49	20	extendable	extendable	ADJ
cana-3141	49	21	approach	approach	NOUN
cana-3141	49	22	with	with	ADP
cana-3141	49	23	respect	respect	NOUN
cana-3141	49	24	to	to	ADP
cana-3141	49	25	inputs	input	NOUN
cana-3141	49	26	comparable	comparable	ADJ
cana-3141	49	27	to	to	ADP
cana-3141	49	28	mcyfs	mcyfs	ADJ
cana-3141	49	29	.	.	PUNCT
cana-3141	50	1	communications	communication	NOUN
cana-3141	50	2	on	on	ADP
cana-3141	50	3	applied	apply	VERB
cana-3141	50	4	nonlinear	nonlinear	ADJ
cana-3141	50	5	analysis	analysis	NOUN
cana-3141	50	6	issn	issn	NOUN
cana-3141	50	7	:	:	PUNCT
cana-3141	50	8	1074	1074	NUM
cana-3141	50	9	-	-	PUNCT
cana-3141	50	10	133x	133x	NUM
cana-3141	50	11	vol	vol	NOUN
cana-3141	50	12	32	32	NUM
cana-3141	50	13	no	no	NOUN
cana-3141	50	14	.	.	PUNCT
cana-3141	51	1	5s	5s	NUM
cana-3141	51	2	(	(	PUNCT
cana-3141	51	3	2025	2025	NUM
cana-3141	51	4	)	)	PUNCT
cana-3141	51	5	434	434	NUM
cana-3141	51	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3141	51	7	researcher	researcher	NOUN
cana-3141	51	8	provide	provide	VERB
cana-3141	51	9	a	a	DET
cana-3141	51	10	ml	ml	X
cana-3141	51	11	foundation	foundation	NOUN
cana-3141	51	12	for	for	ADP
cana-3141	51	13	large	large	ADJ
cana-3141	51	14	-	-	PUNCT
cana-3141	51	15	scale	scale	NOUN
cana-3141	51	16	predictions	prediction	NOUN
cana-3141	51	17	of	of	ADP
cana-3141	51	18	agricultural	agricultural	ADJ
cana-3141	51	19	yields	yield	NOUN
cana-3141	51	20	at	at	ADP
cana-3141	51	21	the	the	DET
cana-3141	51	22	beginning	beginning	NOUN
cana-3141	51	23	and	and	CCONJ
cana-3141	51	24	conclusion	conclusion	NOUN
cana-3141	51	25	of	of	ADP
cana-3141	51	26	the	the	DET
cana-3141	51	27	season	season	NOUN
cana-3141	51	28	.	.	PUNCT
cana-3141	52	1	a	a	DET
cana-3141	52	2	generic	generic	ADJ
cana-3141	52	3	machine	machine	NOUN
cana-3141	52	4	learning	learn	VERB
cana-3141	52	5	methodology	methodology	NOUN
cana-3141	52	6	with	with	ADP
cana-3141	52	7	an	an	DET
cana-3141	52	8	emphasis	emphasis	NOUN
cana-3141	52	9	on	on	ADP
cana-3141	52	10	(	(	PUNCT
cana-3141	52	11	i	i	NOUN
cana-3141	52	12	)	)	PUNCT
cana-3141	52	13	accuracy	accuracy	NOUN
cana-3141	52	14	,	,	PUNCT
cana-3141	52	15	(	(	PUNCT
cana-3141	52	16	ii	ii	NOUN
cana-3141	52	17	)	)	PUNCT
cana-3141	52	18	modularity	modularity	NOUN
cana-3141	52	19	,	,	PUNCT
cana-3141	52	20	and	and	CCONJ
cana-3141	52	21	(	(	PUNCT
cana-3141	52	22	iii	iii	NOUN
cana-3141	52	23	)	)	PUNCT
cana-3141	52	24	reusability	reusability	NOUN
cana-3141	52	25	serves	serve	VERB
cana-3141	52	26	as	as	ADP
cana-3141	52	27	the	the	DET
cana-3141	52	28	foundation	foundation	NOUN
cana-3141	52	29	.	.	PUNCT
cana-3141	53	1	the	the	DET
cana-3141	53	2	primary	primary	ADJ
cana-3141	53	3	goals	goal	NOUN
cana-3141	53	4	of	of	ADP
cana-3141	53	5	our	our	PRON
cana-3141	53	6	approach	approach	NOUN
cana-3141	53	7	are	be	AUX
cana-3141	53	8	using	use	VERB
cana-3141	53	9	ml	ml	NOUN
cana-3141	53	10	in	in	ADP
cana-3141	53	11	a	a	DET
cana-3141	53	12	way	way	NOUN
cana-3141	53	13	that	that	PRON
cana-3141	53	14	prevents	prevent	VERB
cana-3141	53	15	data	datum	NOUN
cana-3141	53	16	leakage	leakage	NOUN
cana-3141	53	17	from	from	ADP
cana-3141	53	18	the	the	DET
cana-3141	53	19	test	test	NOUN
cana-3141	53	20	set	set	VERB
cana-3141	53	21	and	and	CCONJ
cana-3141	53	22	developing	develop	VERB
cana-3141	53	23	attributes	attribute	NOUN
cana-3141	53	24	that	that	PRON
cana-3141	53	25	can	can	AUX
cana-3141	53	26	explain	explain	VERB
cana-3141	53	27	the	the	DET
cana-3141	53	28	development	development	NOUN
cana-3141	53	29	and	and	CCONJ
cana-3141	53	30	growth	growth	NOUN
cana-3141	53	31	of	of	ADP
cana-3141	53	32	crops	crop	NOUN
cana-3141	53	33	according	accord	VERB
cana-3141	53	34	to	to	ADP
cana-3141	53	35	agronomic	agronomic	ADJ
cana-3141	53	36	concepts	concept	NOUN
cana-3141	53	37	from	from	ADP
cana-3141	53	38	crop	crop	NOUN
cana-3141	53	39	modelling	modelling	NOUN
cana-3141	53	40	.	.	PUNCT
cana-3141	54	1	second	second	ADJ
cana-3141	54	2	,	,	PUNCT
cana-3141	54	3	a	a	DET
cana-3141	54	4	modular	modular	ADJ
cana-3141	54	5	architecture	architecture	NOUN
cana-3141	54	6	makes	make	VERB
cana-3141	54	7	it	it	PRON
cana-3141	54	8	easy	easy	ADJ
cana-3141	54	9	to	to	PART
cana-3141	54	10	include	include	VERB
cana-3141	54	11	new	new	ADJ
cana-3141	54	12	data	datum	NOUN
cana-3141	54	13	sources	source	NOUN
cana-3141	54	14	,	,	PUNCT
cana-3141	54	15	build	build	VERB
cana-3141	54	16	better	well	ADJ
cana-3141	54	17	features	feature	NOUN
cana-3141	54	18	,	,	PUNCT
cana-3141	54	19	and	and	CCONJ
cana-3141	54	20	test	test	VERB
cana-3141	54	21	out	out	ADP
cana-3141	54	22	various	various	ADJ
cana-3141	54	23	machine	machine	NOUN
cana-3141	54	24	learning	learning	NOUN
cana-3141	54	25	approaches	approach	NOUN
cana-3141	54	26	,	,	PUNCT
cana-3141	54	27	all	all	PRON
cana-3141	54	28	of	of	ADP
cana-3141	54	29	which	which	PRON
cana-3141	54	30	may	may	AUX
cana-3141	54	31	enhance	enhance	VERB
cana-3141	54	32	or	or	CCONJ
cana-3141	54	33	expand	expand	VERB
cana-3141	54	34	the	the	DET
cana-3141	54	35	process	process	NOUN
cana-3141	54	36	.	.	PUNCT
cana-3141	55	1	thirdly	thirdly	ADV
cana-3141	55	2	,	,	PUNCT
cana-3141	55	3	reusability	reusability	NOUN
cana-3141	55	4	takes	take	VERB
cana-3141	55	5	into	into	ADP
cana-3141	55	6	account	account	NOUN
cana-3141	55	7	the	the	DET
cana-3141	55	8	fact	fact	NOUN
cana-3141	55	9	that	that	SCONJ
cana-3141	55	10	the	the	DET
cana-3141	55	11	process	process	NOUN
cana-3141	55	12	may	may	AUX
cana-3141	55	13	be	be	AUX
cana-3141	55	14	easily	easily	ADV
cana-3141	55	15	adapted	adapt	VERB
cana-3141	55	16	to	to	ADP
cana-3141	55	17	other	other	ADJ
cana-3141	55	18	crops	crop	NOUN
cana-3141	55	19	and	and	CCONJ
cana-3141	55	20	regions	region	NOUN
cana-3141	55	21	by	by	ADP
cana-3141	55	22	making	make	VERB
cana-3141	55	23	little	little	ADJ
cana-3141	55	24	adjustments	adjustment	NOUN
cana-3141	55	25	to	to	ADP
cana-3141	55	26	the	the	DET
cana-3141	55	27	setup	setup	NOUN
cana-3141	55	28	.	.	PUNCT
cana-3141	56	1	additional	additional	ADJ
cana-3141	56	2	optimisations	optimisation	NOUN
cana-3141	56	3	might	might	AUX
cana-3141	56	4	be	be	AUX
cana-3141	56	5	based	base	VERB
cana-3141	56	6	on	on	ADP
cana-3141	56	7	the	the	DET
cana-3141	56	8	given	give	VERB
cana-3141	56	9	findings	finding	NOUN
cana-3141	56	10	.	.	PUNCT
cana-3141	57	1	the	the	DET
cana-3141	57	2	ml	ml	NOUN
cana-3141	57	3	was	be	AUX
cana-3141	57	4	tried	try	VERB
cana-3141	57	5	on	on	ADP
cana-3141	57	6	5	5	NUM
cana-3141	57	7	crops	crop	NOUN
cana-3141	57	8	like	like	ADP
cana-3141	57	9	spring	spring	NOUN
cana-3141	57	10	barley	barley	NOUN
cana-3141	57	11	,	,	PUNCT
cana-3141	57	12	sunflower	sunflower	NOUN
cana-3141	57	13	,	,	PUNCT
cana-3141	57	14	wheat	wheat	NOUN
cana-3141	57	15	,	,	PUNCT
cana-3141	57	16	sugar	sugar	NOUN
cana-3141	57	17	beetroot	beetroot	NOUN
cana-3141	57	18	&	&	CCONJ
cana-3141	57	19	potatoes	potato	NOUN
cana-3141	57	20	from	from	ADP
cana-3141	57	21	3	3	NUM
cana-3141	57	22	nations	nation	NOUN
cana-3141	57	23	such	such	ADJ
cana-3141	57	24	as	as	ADP
cana-3141	57	25	ind	ind	NOUN
cana-3141	57	26	,	,	PUNCT
cana-3141	57	27	sp	sp	ADP
cana-3141	57	28	and	and	CCONJ
cana-3141	57	29	il	il	PROPN
cana-3141	57	30	.	.	PROPN
cana-3141	57	31	to	to	PART
cana-3141	57	32	guess	guess	VERB
cana-3141	57	33	the	the	DET
cana-3141	57	34	crop	crop	NOUN
cana-3141	57	35	harvest	harvest	NOUN
cana-3141	57	36	at	at	ADP
cana-3141	57	37	the	the	DET
cana-3141	57	38	nuts2	nuts2	ADJ
cana-3141	57	39	and	and	CCONJ
cana-3141	57	40	nuts3	nuts3	NOUN
cana-3141	57	41	at	at	ADP
cana-3141	57	42	the	the	DET
cana-3141	57	43	beginning	beginning	NOUN
cana-3141	57	44	and	and	CCONJ
cana-3141	57	45	end	end	NOUN
cana-3141	57	46	of	of	ADP
cana-3141	57	47	the	the	DET
cana-3141	57	48	season	season	NOUN
cana-3141	57	49	,	,	PUNCT
cana-3141	57	50	researcher	researcher	NOUN
cana-3141	57	51	did	do	VERB
cana-3141	57	52	tests	test	NOUN
cana-3141	57	53	.	.	PUNCT
cana-3141	58	1	a	a	DET
cana-3141	58	2	simple	simple	ADJ
cana-3141	58	3	method	method	NOUN
cana-3141	58	4	that	that	PRON
cana-3141	58	5	ca	can	AUX
cana-3141	58	6	n't	not	PART
cana-3141	58	7	make	make	VERB
cana-3141	58	8	predictions	prediction	NOUN
cana-3141	58	9	,	,	PUNCT
cana-3141	58	10	that	that	PRON
cana-3141	58	11	is	be	AUX
cana-3141	58	12	called	call	VERB
cana-3141	58	13	as	as	ADP
cana-3141	58	14	the	the	DET
cana-3141	58	15	"	"	PUNCT
cana-3141	58	16	null	null	ADJ
cana-3141	58	17	"	"	PUNCT
cana-3141	58	18	method	method	NOUN
cana-3141	58	19	,	,	PUNCT
cana-3141	58	20	was	be	AUX
cana-3141	58	21	used	use	VERB
cana-3141	58	22	to	to	PART
cana-3141	58	23	compare	compare	VERB
cana-3141	58	24	the	the	DET
cana-3141	58	25	area	area	NOUN
cana-3141	58	26	forecasts	forecast	NOUN
cana-3141	58	27	.	.	PUNCT
cana-3141	59	1	either	either	CCONJ
cana-3141	59	2	a	a	DET
cana-3141	59	3	straight	straight	ADJ
cana-3141	59	4	-	-	PUNCT
cana-3141	59	5	line	line	NOUN
cana-3141	59	6	trend	trend	NOUN
cana-3141	59	7	in	in	ADP
cana-3141	59	8	yield	yield	NOUN
cana-3141	59	9	or	or	CCONJ
cana-3141	59	10	the	the	DET
cana-3141	59	11	mean	mean	NOUN
cana-3141	59	12	of	of	ADP
cana-3141	59	13	the	the	DET
cana-3141	59	14	training	training	NOUN
cana-3141	59	15	dataset	dataset	NOUN
cana-3141	59	16	was	be	AUX
cana-3141	59	17	what	what	PRON
cana-3141	59	18	the	the	DET
cana-3141	59	19	null	null	ADJ
cana-3141	59	20	technique	technique	NOUN
cana-3141	59	21	estimated	estimate	VERB
cana-3141	59	22	.	.	PUNCT
cana-3141	60	1	to	to	PART
cana-3141	60	2	make	make	VERB
cana-3141	60	3	things	thing	NOUN
cana-3141	60	4	even	even	ADV
cana-3141	60	5	better	well	ADJ
cana-3141	60	6	,	,	PUNCT
cana-3141	60	7	researcher	researcher	NOUN
cana-3141	60	8	compared	compare	VERB
cana-3141	60	9	the	the	DET
cana-3141	60	10	data	datum	NOUN
cana-3141	60	11	to	to	ADP
cana-3141	60	12	previous	previous	ADJ
cana-3141	60	13	mcyfs	mcyfs	ADJ
cana-3141	60	14	expectations	expectation	NOUN
cana-3141	60	15	at	at	ADP
cana-3141	60	16	the	the	DET
cana-3141	60	17	national	national	ADJ
cana-3141	60	18	(	(	PUNCT
cana-3141	60	19	nuts0	nuts0	NOUN
cana-3141	60	20	)	)	PUNCT
cana-3141	60	21	level	level	NOUN
cana-3141	60	22	.	.	PUNCT
cana-3141	61	1	the	the	DET
cana-3141	61	2	rest	rest	NOUN
cana-3141	61	3	of	of	ADP
cana-3141	61	4	the	the	DET
cana-3141	61	5	article	article	NOUN
cana-3141	61	6	is	be	AUX
cana-3141	61	7	structured	structure	VERB
cana-3141	61	8	like	like	ADP
cana-3141	61	9	this	this	PRON
cana-3141	61	10	:	:	PUNCT
cana-3141	61	11	part	part	NOUN
cana-3141	61	12	2	2	NUM
cana-3141	61	13	lays	lay	VERB
cana-3141	61	14	out	out	ADP
cana-3141	61	15	the	the	DET
cana-3141	61	16	process	process	NOUN
cana-3141	61	17	;	;	PUNCT
cana-3141	61	18	part	part	NOUN
cana-3141	61	19	3	3	NUM
cana-3141	61	20	shows	show	VERB
cana-3141	61	21	the	the	DET
cana-3141	61	22	outcomes	outcome	NOUN
cana-3141	61	23	;	;	PUNCT
cana-3141	61	24	part	part	NOUN
cana-3141	61	25	4	4	NUM
cana-3141	61	26	talks	talk	NOUN
cana-3141	61	27	about	about	ADP
cana-3141	61	28	the	the	DET
cana-3141	61	29	outcomes	outcome	NOUN
cana-3141	61	30	and	and	CCONJ
cana-3141	61	31	potential	potential	ADJ
cana-3141	61	32	future	future	ADJ
cana-3141	61	33	study	study	NOUN
cana-3141	61	34	directions	direction	NOUN
cana-3141	61	35	;	;	PUNCT
cana-3141	61	36	and	and	CCONJ
cana-3141	61	37	section	section	NOUN
cana-3141	61	38	5	5	NUM
cana-3141	61	39	gives	give	VERB
cana-3141	61	40	a	a	DET
cana-3141	61	41	brief	brief	ADJ
cana-3141	61	42	summary	summary	NOUN
cana-3141	61	43	of	of	ADP
cana-3141	61	44	our	our	PRON
cana-3141	61	45	findings	finding	NOUN
cana-3141	61	46	.	.	PUNCT
cana-3141	62	1	2	2	X
cana-3141	62	2	.	.	X
cana-3141	62	3	methodology	methodology	NOUN
cana-3141	62	4	:	:	PUNCT
cana-3141	62	5	the	the	DET
cana-3141	62	6	researchers	researcher	NOUN
cana-3141	62	7	used	use	VERB
cana-3141	62	8	mcyfs	mcyfs	ADJ
cana-3141	62	9	data	datum	NOUN
cana-3141	62	10	to	to	PART
cana-3141	62	11	create	create	VERB
cana-3141	62	12	a	a	DET
cana-3141	62	13	machine	machine	NOUN
cana-3141	62	14	learning	learn	VERB
cana-3141	62	15	methodology	methodology	NOUN
cana-3141	62	16	for	for	ADP
cana-3141	62	17	agricultural	agricultural	ADJ
cana-3141	62	18	yield	yield	NOUN
cana-3141	62	19	prediction	prediction	NOUN
cana-3141	62	20	.	.	PUNCT
cana-3141	63	1	using	use	VERB
cana-3141	63	2	a2	a2	PROPN
cana-3141	63	3	or	or	CCONJ
cana-3141	63	4	a3	a3	VERB
cana-3141	63	5	agricultural	agricultural	ADJ
cana-3141	63	6	yield	yield	NOUN
cana-3141	63	7	predictions	prediction	NOUN
cana-3141	63	8	for	for	ADP
cana-3141	63	9	5	5	NUM
cana-3141	63	10	crops	crop	NOUN
cana-3141	63	11	and	and	CCONJ
cana-3141	63	12	3	3	NUM
cana-3141	63	13	nations	nation	NOUN
cana-3141	63	14	,	,	PUNCT
cana-3141	63	15	the	the	DET
cana-3141	63	16	researcher	researcher	NOUN
cana-3141	63	17	assessed	assess	VERB
cana-3141	63	18	the	the	DET
cana-3141	63	19	procedure	procedure	NOUN
cana-3141	63	20	.	.	PUNCT
cana-3141	64	1	researchers	researcher	NOUN
cana-3141	64	2	experimented	experiment	VERB
cana-3141	64	3	with	with	ADP
cana-3141	64	4	utilising	utilise	VERB
cana-3141	64	5	the	the	DET
cana-3141	64	6	anticipated	anticipate	VERB
cana-3141	64	7	yield	yield	NOUN
cana-3141	64	8	trend	trend	NOUN
cana-3141	64	9	from	from	ADP
cana-3141	64	10	prior	prior	ADJ
cana-3141	64	11	years	year	NOUN
cana-3141	64	12	to	to	PART
cana-3141	64	13	forecast	forecast	VERB
cana-3141	64	14	early	early	ADJ
cana-3141	64	15	season	season	NOUN
cana-3141	64	16	and	and	CCONJ
cana-3141	64	17	season	season	NOUN
cana-3141	64	18	end	end	NOUN
cana-3141	64	19	crop	crop	NOUN
cana-3141	64	20	yields	yield	NOUN
cana-3141	64	21	for	for	ADP
cana-3141	64	22	each	each	DET
cana-3141	64	23	crop	crop	NOUN
cana-3141	64	24	&	&	CCONJ
cana-3141	64	25	nation	nation	NOUN
cana-3141	64	26	.	.	PUNCT
cana-3141	65	1	the	the	DET
cana-3141	65	2	"	"	PUNCT
cana-3141	65	3	null	null	ADJ
cana-3141	65	4	"	"	PUNCT
cana-3141	65	5	technique	technique	NOUN
cana-3141	65	6	,	,	PUNCT
cana-3141	65	7	which	which	PRON
cana-3141	65	8	is	be	AUX
cana-3141	65	9	a	a	DET
cana-3141	65	10	straightforward	straightforward	ADJ
cana-3141	65	11	approach	approach	NOUN
cana-3141	65	12	that	that	PRON
cana-3141	65	13	requires	require	VERB
cana-3141	65	14	no	no	DET
cana-3141	65	15	prediction	prediction	NOUN
cana-3141	65	16	expertise	expertise	NOUN
cana-3141	65	17	,	,	PUNCT
cana-3141	65	18	was	be	AUX
cana-3141	65	19	used	use	VERB
cana-3141	65	20	to	to	PART
cana-3141	65	21	assess	assess	VERB
cana-3141	65	22	the	the	DET
cana-3141	65	23	regional	regional	ADJ
cana-3141	65	24	predictions	prediction	NOUN
cana-3141	65	25	for	for	ADP
cana-3141	65	26	each	each	DET
cana-3141	65	27	experiment	experiment	NOUN
cana-3141	65	28	.	.	PUNCT
cana-3141	66	1	additionally	additionally	ADV
cana-3141	66	2	,	,	PUNCT
cana-3141	66	3	the	the	DET
cana-3141	66	4	predictions	prediction	NOUN
cana-3141	66	5	were	be	AUX
cana-3141	66	6	aggregated	aggregate	VERB
cana-3141	66	7	to	to	ADP
cana-3141	66	8	the	the	DET
cana-3141	66	9	national	national	ADJ
cana-3141	66	10	s0	s0	PROPN
cana-3141	66	11	levels	level	NOUN
cana-3141	66	12	and	and	CCONJ
cana-3141	66	13	compared	compare	VERB
cana-3141	66	14	with	with	ADP
cana-3141	66	15	previous	previous	ADJ
cana-3141	66	16	mcyfs	mcyfs	ADJ
cana-3141	66	17	forecasts	forecast	NOUN
cana-3141	66	18	.	.	PUNCT
cana-3141	67	1	the	the	DET
cana-3141	67	2	researcher	researcher	NOUN
cana-3141	67	3	built	build	VERB
cana-3141	67	4	the	the	DET
cana-3141	67	5	process	process	NOUN
cana-3141	67	6	using	use	VERB
cana-3141	67	7	precision	precision	NOUN
cana-3141	67	8	,	,	PUNCT
cana-3141	67	9	modularity	modularity	NOUN
cana-3141	67	10	,	,	PUNCT
cana-3141	67	11	and	and	CCONJ
cana-3141	67	12	reusability	reusability	NOUN
cana-3141	67	13	as	as	ADP
cana-3141	67	14	its	its	PRON
cana-3141	67	15	guiding	guide	VERB
cana-3141	67	16	principles	principle	NOUN
cana-3141	67	17	.	.	PUNCT
cana-3141	68	1	two	two	NUM
cana-3141	68	2	components	component	NOUN
cana-3141	68	3	make	make	VERB
cana-3141	68	4	up	up	ADP
cana-3141	68	5	the	the	DET
cana-3141	68	6	whole	whole	ADJ
cana-3141	68	7	process	process	NOUN
cana-3141	68	8	.	.	PUNCT
cana-3141	69	1	feature	feature	NOUN
cana-3141	69	2	design	design	NOUN
cana-3141	69	3	and	and	CCONJ
cana-3141	69	4	pre	pre	ADJ
cana-3141	69	5	-	-	ADJ
cana-3141	69	6	processing	processing	ADJ
cana-3141	69	7	make	make	NOUN
cana-3141	69	8	up	up	ADP
cana-3141	69	9	the	the	DET
cana-3141	69	10	first	first	ADJ
cana-3141	69	11	section	section	NOUN
cana-3141	69	12	.	.	PUNCT
cana-3141	70	1	ml	ml	PROPN
cana-3141	70	2	is	be	AUX
cana-3141	70	3	a	a	DET
cana-3141	70	4	component	component	NOUN
cana-3141	70	5	of	of	ADP
cana-3141	70	6	the	the	DET
cana-3141	70	7	second	second	ADJ
cana-3141	70	8	section	section	NOUN
cana-3141	70	9	.	.	PUNCT
cana-3141	71	1	2.1	2.1	NUM
cana-3141	71	2	.	.	PUNCT
cana-3141	71	3	architecture	architecture	NOUN
cana-3141	71	4	of	of	ADP
cana-3141	71	5	work	work	NOUN
cana-3141	71	6	processes	process	NOUN
cana-3141	71	7	:	:	PUNCT
cana-3141	71	8	2.1.1	2.1.1	NUM
cana-3141	71	9	precision	precision	NOUN
cana-3141	71	10	ml	ml	X
cana-3141	71	11	without	without	ADP
cana-3141	71	12	data	datum	NOUN
cana-3141	71	13	outflow	outflow	NOUN
cana-3141	71	14	:	:	PUNCT
cana-3141	71	15	crop	crop	NOUN
cana-3141	71	16	yield	yield	NOUN
cana-3141	71	17	prediction	prediction	NOUN
cana-3141	71	18	was	be	AUX
cana-3141	71	19	done	do	VERB
cana-3141	71	20	by	by	ADP
cana-3141	71	21	the	the	DET
cana-3141	71	22	researcher	researcher	NOUN
cana-3141	71	23	using	use	VERB
cana-3141	71	24	supervised	supervised	ADJ
cana-3141	71	25	learning	learning	NOUN
cana-3141	71	26	,	,	PUNCT
cana-3141	71	27	most	most	ADV
cana-3141	71	28	especially	especially	ADV
cana-3141	71	29	supervised	supervised	ADJ
cana-3141	71	30	regression	regression	NOUN
cana-3141	71	31	.	.	PUNCT
cana-3141	72	1	training	training	NOUN
cana-3141	72	2	examples	example	NOUN
cana-3141	72	3	that	that	PRON
cana-3141	72	4	have	have	VERB
cana-3141	72	5	both	both	DET
cana-3141	72	6	features	feature	NOUN
cana-3141	72	7	and	and	CCONJ
cana-3141	72	8	labels	label	NOUN
cana-3141	72	9	,	,	PUNCT
cana-3141	72	10	like	like	ADP
cana-3141	72	11	yield	yield	NOUN
cana-3141	72	12	statistics	statistic	NOUN
cana-3141	72	13	,	,	PUNCT
cana-3141	72	14	are	be	AUX
cana-3141	72	15	essential	essential	ADJ
cana-3141	72	16	for	for	ADP
cana-3141	72	17	supervised	supervised	ADJ
cana-3141	72	18	learning	learning	NOUN
cana-3141	72	19	in	in	ADP
cana-3141	72	20	order	order	NOUN
cana-3141	72	21	to	to	PART
cana-3141	72	22	teach	teach	VERB
cana-3141	72	23	a	a	DET
cana-3141	72	24	purpose	purpose	NOUN
cana-3141	72	25	which	which	PRON
cana-3141	72	26	connects	connect	VERB
cana-3141	72	27	attributes	attribute	NOUN
cana-3141	72	28	with	with	ADP
cana-3141	72	29	tags	tag	NOUN
cana-3141	72	30	.	.	PUNCT
cana-3141	73	1	to	to	PART
cana-3141	73	2	create	create	VERB
cana-3141	73	3	training	training	NOUN
cana-3141	73	4	and	and	CCONJ
cana-3141	73	5	test	test	NOUN
cana-3141	73	6	sets	set	NOUN
cana-3141	73	7	,	,	PUNCT
cana-3141	73	8	the	the	DET
cana-3141	73	9	researchers	researcher	NOUN
cana-3141	73	10	divided	divide	VERB
cana-3141	73	11	the	the	DET
cana-3141	73	12	whole	whole	ADJ
cana-3141	73	13	dataset	dataset	NOUN
cana-3141	73	14	.	.	PUNCT
cana-3141	74	1	the	the	DET
cana-3141	74	2	researcher	researcher	NOUN
cana-3141	74	3	expanded	expand	VERB
cana-3141	74	4	the	the	DET
cana-3141	74	5	test	test	NOUN
cana-3141	74	6	dataset	dataset	VERB
cana-3141	74	7	to	to	PART
cana-3141	74	8	comprise	comprise	VERB
cana-3141	74	9	the	the	DET
cana-3141	74	10	last	last	ADJ
cana-3141	74	11	several	several	ADJ
cana-3141	74	12	years	year	NOUN
cana-3141	74	13	used	use	VERB
cana-3141	74	14	for	for	ADP
cana-3141	74	15	each	each	DET
cana-3141	74	16	location	location	NOUN
cana-3141	74	17	in	in	ADP
cana-3141	74	18	order	order	NOUN
cana-3141	74	19	to	to	PART
cana-3141	74	20	use	use	VERB
cana-3141	74	21	the	the	DET
cana-3141	74	22	yield	yield	NOUN
cana-3141	74	23	trend	trend	NOUN
cana-3141	74	24	(	(	PUNCT
cana-3141	74	25	figure	figure	NOUN
cana-3141	74	26	1	1	NUM
cana-3141	74	27	)	)	PUNCT
cana-3141	74	28	.	.	PUNCT
cana-3141	75	1	this	this	DET
cana-3141	75	2	restriction	restriction	NOUN
cana-3141	75	3	was	be	AUX
cana-3141	75	4	necessary	necessary	ADJ
cana-3141	75	5	because	because	SCONJ
cana-3141	75	6	include	include	VERB
cana-3141	75	7	earlier	early	ADJ
cana-3141	75	8	years	year	NOUN
cana-3141	75	9	into	into	ADP
cana-3141	75	10	the	the	DET
cana-3141	75	11	assessment	assessment	NOUN
cana-3141	75	12	sample	sample	NOUN
cana-3141	75	13	would	would	AUX
cana-3141	75	14	lead	lead	VERB
cana-3141	75	15	to	to	ADP
cana-3141	75	16	knowledge	knowledge	NOUN
cana-3141	75	17	leakage	leakage	NOUN
cana-3141	75	18	,	,	PUNCT
cana-3141	75	19	and	and	CCONJ
cana-3141	75	20	subsequent	subsequent	ADJ
cana-3141	75	21	years	year	NOUN
cana-3141	75	22	would	would	AUX
cana-3141	75	23	incorporate	incorporate	VERB
cana-3141	75	24	yields	yield	NOUN
cana-3141	75	25	trend	trend	NOUN
cana-3141	75	26	estimates	estimate	NOUN
cana-3141	75	27	from	from	ADP
cana-3141	75	28	earlier	early	ADJ
cana-3141	75	29	years	year	NOUN
cana-3141	75	30	.	.	PUNCT
cana-3141	76	1	communications	communication	NOUN
cana-3141	76	2	on	on	ADP
cana-3141	76	3	applied	apply	VERB
cana-3141	76	4	nonlinear	nonlinear	ADJ
cana-3141	76	5	analysis	analysis	NOUN
cana-3141	76	6	issn	issn	NOUN
cana-3141	76	7	:	:	PUNCT
cana-3141	76	8	1074	1074	NUM
cana-3141	76	9	-	-	PUNCT
cana-3141	76	10	133x	133x	NUM
cana-3141	76	11	vol	vol	NOUN
cana-3141	76	12	32	32	NUM
cana-3141	76	13	no	no	NOUN
cana-3141	76	14	.	.	PUNCT
cana-3141	77	1	5s	5s	NUM
cana-3141	77	2	(	(	PUNCT
cana-3141	77	3	2025	2025	NUM
cana-3141	77	4	)	)	PUNCT
cana-3141	77	5	435	435	NUM
cana-3141	77	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3141	77	7	the	the	DET
cana-3141	77	8	researcher	researcher	NOUN
cana-3141	77	9	may	may	AUX
cana-3141	77	10	have	have	AUX
cana-3141	77	11	adopted	adopt	VERB
cana-3141	77	12	random	random	ADJ
cana-3141	77	13	splits	split	NOUN
cana-3141	77	14	in	in	ADP
cana-3141	77	15	place	place	NOUN
cana-3141	77	16	of	of	ADP
cana-3141	77	17	the	the	DET
cana-3141	77	18	yield	yield	NOUN
cana-3141	77	19	trend	trend	NOUN
cana-3141	77	20	analysis	analysis	NOUN
cana-3141	77	21	.	.	PUNCT
cana-3141	78	1	for	for	ADP
cana-3141	78	2	comparing	compare	VERB
cana-3141	78	3	the	the	DET
cana-3141	78	4	predictions	prediction	NOUN
cana-3141	78	5	with	with	ADP
cana-3141	78	6	mcyfs	mcyfs	ADJ
cana-3141	78	7	,	,	PUNCT
cana-3141	78	8	however	however	ADV
cana-3141	78	9	,	,	PUNCT
cana-3141	78	10	the	the	DET
cana-3141	78	11	researchers	researcher	NOUN
cana-3141	78	12	need	need	VERB
cana-3141	78	13	identical	identical	ADJ
cana-3141	78	14	test	test	NOUN
cana-3141	78	15	years	year	NOUN
cana-3141	78	16	for	for	ADP
cana-3141	78	17	every	every	DET
cana-3141	78	18	location	location	NOUN
cana-3141	78	19	.	.	PUNCT
cana-3141	79	1	thus	thus	ADV
cana-3141	79	2	,	,	PUNCT
cana-3141	79	3	using	use	VERB
cana-3141	79	4	n	n	PRON
cana-3141	79	5	as	as	ADP
cana-3141	79	6	defined	define	VERB
cana-3141	79	7	by	by	ADP
cana-3141	79	8	the	the	DET
cana-3141	79	9	test	test	NOUN
cana-3141	79	10	percent	percent	NOUN
cana-3141	79	11	,	,	PUNCT
cana-3141	79	12	the	the	DET
cana-3141	79	13	researcher	researcher	NOUN
cana-3141	79	14	added	add	VERB
cana-3141	79	15	to	to	ADP
cana-3141	79	16	the	the	DET
cana-3141	79	17	test	test	NOUN
cana-3141	79	18	set	set	VERB
cana-3141	79	19	every	every	DET
cana-3141	79	20	nth	nth	NOUN
cana-3141	79	21	year	year	NOUN
cana-3141	79	22	.	.	PUNCT
cana-3141	80	1	29	29	NUM
cana-3141	80	2	%	%	NOUN
cana-3141	80	3	of	of	ADP
cana-3141	80	4	the	the	DET
cana-3141	80	5	data	datum	NOUN
cana-3141	80	6	was	be	AUX
cana-3141	80	7	set	set	VERB
cana-3141	80	8	aside	aside	ADV
cana-3141	80	9	for	for	ADP
cana-3141	80	10	testing	testing	NOUN
cana-3141	80	11	and	and	CCONJ
cana-3141	80	12	71	71	NUM
cana-3141	80	13	%	%	NOUN
cana-3141	80	14	for	for	ADP
cana-3141	80	15	training	training	NOUN
cana-3141	80	16	in	in	ADP
cana-3141	80	17	both	both	DET
cana-3141	80	18	scenarios	scenario	NOUN
cana-3141	80	19	.	.	PUNCT
cana-3141	81	1	figure	figure	NOUN
cana-3141	81	2	1	1	NUM
cana-3141	81	3	illustrates	illustrate	VERB
cana-3141	81	4	the	the	DET
cana-3141	81	5	division	division	NOUN
cana-3141	81	6	of	of	ADP
cana-3141	81	7	training	training	NOUN
cana-3141	81	8	dataset	dataset	NOUN
cana-3141	81	9	&	&	CCONJ
cana-3141	81	10	test	test	NOUN
cana-3141	81	11	datasets	dataset	NOUN
cana-3141	81	12	.	.	PUNCT
cana-3141	82	1	researcher	researcher	PROPN
cana-3141	82	2	utilised	utilise	VERB
cana-3141	82	3	the	the	DET
cana-3141	82	4	test	test	NOUN
cana-3141	82	5	dataset	dataset	VERB
cana-3141	82	6	for	for	ADP
cana-3141	82	7	the	the	DET
cana-3141	82	8	last	last	ADJ
cana-3141	82	9	assessment	assessment	NOUN
cana-3141	82	10	and	and	CCONJ
cana-3141	82	11	the	the	DET
cana-3141	82	12	training	training	NOUN
cana-3141	82	13	dataset	dataset	VERB
cana-3141	82	14	to	to	PART
cana-3141	82	15	train	train	VERB
cana-3141	82	16	&	&	CCONJ
cana-3141	82	17	optimise	optimise	VERB
cana-3141	82	18	a	a	DET
cana-3141	82	19	system	system	NOUN
cana-3141	82	20	.	.	PUNCT
cana-3141	83	1	the	the	DET
cana-3141	83	2	researchers	researcher	NOUN
cana-3141	83	3	separated	separate	VERB
cana-3141	83	4	the	the	DET
cana-3141	83	5	information	information	NOUN
cana-3141	83	6	into	into	ADP
cana-3141	83	7	test	test	NOUN
cana-3141	83	8	and	and	CCONJ
cana-3141	83	9	training	training	NOUN
cana-3141	83	10	sets	set	NOUN
cana-3141	83	11	before	before	ADP
cana-3141	83	12	beginning	begin	VERB
cana-3141	83	13	feature	feature	NOUN
cana-3141	83	14	design	design	NOUN
cana-3141	83	15	.	.	PUNCT
cana-3141	84	1	only	only	ADV
cana-3141	84	2	the	the	DET
cana-3141	84	3	training	training	NOUN
cana-3141	84	4	set	set	NOUN
cana-3141	84	5	was	be	AUX
cana-3141	84	6	used	use	VERB
cana-3141	84	7	by	by	ADP
cana-3141	84	8	the	the	DET
cana-3141	84	9	researcher	researcher	NOUN
cana-3141	84	10	to	to	PART
cana-3141	84	11	compute	compute	VERB
cana-3141	84	12	indicator	indicator	NOUN
cana-3141	84	13	statistics	statistic	NOUN
cana-3141	84	14	and	and	CCONJ
cana-3141	84	15	infer	infer	VERB
cana-3141	84	16	the	the	DET
cana-3141	84	17	crop	crop	NOUN
cana-3141	84	18	calendar	calendar	NOUN
cana-3141	84	19	.	.	PUNCT
cana-3141	85	1	in	in	ADP
cana-3141	85	2	order	order	NOUN
cana-3141	85	3	to	to	PART
cana-3141	85	4	prevent	prevent	VERB
cana-3141	85	5	data	datum	NOUN
cana-3141	85	6	loss	loss	NOUN
cana-3141	85	7	during	during	ADP
cana-3141	85	8	training	training	NOUN
cana-3141	85	9	and	and	CCONJ
cana-3141	85	10	feature	feature	NOUN
cana-3141	85	11	selection	selection	NOUN
cana-3141	85	12	,	,	PUNCT
cana-3141	85	13	researchers	researcher	NOUN
cana-3141	85	14	-	-	PUNCT
cana-3141	85	15	built	build	VERB
cana-3141	85	16	pipelines	pipeline	NOUN
cana-3141	85	17	that	that	PRON
cana-3141	85	18	included	include	VERB
cana-3141	85	19	scaling	scaling	NOUN
cana-3141	85	20	features	feature	NOUN
cana-3141	85	21	,	,	PUNCT
cana-3141	85	22	selecting	select	VERB
cana-3141	85	23	features	feature	NOUN
cana-3141	85	24	,	,	PUNCT
cana-3141	85	25	and	and	CCONJ
cana-3141	85	26	training	training	NOUN
cana-3141	85	27	.	.	PUNCT
cana-3141	86	1	each	each	DET
cana-3141	86	2	optimisation	optimisation	NOUN
cana-3141	86	3	and	and	CCONJ
cana-3141	86	4	training	training	NOUN
cana-3141	86	5	step	step	NOUN
cana-3141	86	6	was	be	AUX
cana-3141	86	7	guaranteed	guarantee	VERB
cana-3141	86	8	to	to	PART
cana-3141	86	9	utilise	utilise	VERB
cana-3141	86	10	only	only	ADV
cana-3141	86	11	training	train	VERB
cana-3141	86	12	data	datum	NOUN
cana-3141	86	13	by	by	ADP
cana-3141	86	14	the	the	DET
cana-3141	86	15	pipelines	pipeline	NOUN
cana-3141	86	16	.	.	PUNCT
cana-3141	87	1	in	in	ADP
cana-3141	87	2	essence	essence	NOUN
cana-3141	87	3	,	,	PUNCT
cana-3141	87	4	the	the	DET
cana-3141	87	5	training	training	NOUN
cana-3141	87	6	set	set	NOUN
cana-3141	87	7	taught	teach	VERB
cana-3141	87	8	the	the	DET
cana-3141	87	9	model	model	NOUN
cana-3141	87	10	how	how	SCONJ
cana-3141	87	11	to	to	PART
cana-3141	87	12	scale	scale	VERB
cana-3141	87	13	features	feature	NOUN
cana-3141	87	14	,	,	PUNCT
cana-3141	87	15	how	how	SCONJ
cana-3141	87	16	many	many	ADJ
cana-3141	87	17	features	feature	VERB
cana-3141	87	18	to	to	PART
cana-3141	87	19	use	use	VERB
cana-3141	87	20	,	,	PUNCT
cana-3141	87	21	and	and	CCONJ
cana-3141	87	22	how	how	SCONJ
cana-3141	87	23	to	to	ADP
cana-3141	87	24	weight	weight	NOUN
cana-3141	87	25	features	feature	NOUN
cana-3141	87	26	.	.	PUNCT
cana-3141	88	1	the	the	DET
cana-3141	88	2	hyperparameters	hyperparameter	NOUN
cana-3141	88	3	were	be	AUX
cana-3141	88	4	fine	fine	ADV
cana-3141	88	5	-	-	PUNCT
cana-3141	88	6	tuned	tune	VERB
cana-3141	88	7	with	with	ADP
cana-3141	88	8	the	the	DET
cana-3141	88	9	help	help	NOUN
cana-3141	88	10	of	of	ADP
cana-3141	88	11	the	the	DET
cana-3141	88	12	training	training	NOUN
cana-3141	88	13	set	set	VERB
cana-3141	88	14	alone	alone	ADV
cana-3141	88	15	,	,	PUNCT
cana-3141	88	16	according	accord	VERB
cana-3141	88	17	to	to	ADP
cana-3141	88	18	the	the	DET
cana-3141	88	19	researchers	researcher	NOUN
cana-3141	88	20	.	.	PUNCT
cana-3141	89	1	the	the	DET
cana-3141	89	2	pipeline	pipeline	NOUN
cana-3141	89	3	was	be	AUX
cana-3141	89	4	executed	execute	VERB
cana-3141	89	5	for	for	ADP
cana-3141	89	6	every	every	DET
cana-3141	89	7	iteration	iteration	NOUN
cana-3141	89	8	of	of	ADP
cana-3141	89	9	6	6	NUM
cana-3141	89	10	-	-	ADJ
cana-3141	89	11	fold	fold	ADJ
cana-3141	89	12	cross	cross	NOUN
cana-3141	89	13	-	-	NOUN
cana-3141	89	14	validations	validation	NOUN
cana-3141	89	15	while	while	SCONJ
cana-3141	89	16	optimising	optimise	VERB
cana-3141	89	17	the	the	DET
cana-3141	89	18	hyperparameters	hyperparameter	NOUN
cana-3141	89	19	.	.	PUNCT
cana-3141	90	1	for	for	ADP
cana-3141	90	2	this	this	DET
cana-3141	90	3	reason	reason	NOUN
cana-3141	90	4	,	,	PUNCT
cana-3141	90	5	researcher	researcher	NOUN
cana-3141	90	6	used	use	VERB
cana-3141	90	7	the	the	DET
cana-3141	90	8	training	training	NOUN
cana-3141	90	9	folds	fold	NOUN
cana-3141	90	10	to	to	PART
cana-3141	90	11	execute	execute	VERB
cana-3141	90	12	the	the	DET
cana-3141	90	13	pipeline	pipeline	NOUN
cana-3141	90	14	steps	step	NOUN
cana-3141	90	15	and	and	CCONJ
cana-3141	90	16	the	the	DET
cana-3141	90	17	test	test	NOUN
cana-3141	90	18	folds	fold	NOUN
cana-3141	90	19	to	to	PART
cana-3141	90	20	assess	assess	VERB
cana-3141	90	21	the	the	DET
cana-3141	90	22	trained	train	VERB
cana-3141	90	23	model	model	NOUN
cana-3141	90	24	.	.	PUNCT
cana-3141	91	1	2.2	2.2	NUM
cana-3141	91	2	.	.	PUNCT
cana-3141	91	3	modularity	modularity	NOUN
cana-3141	91	4	:	:	PUNCT
cana-3141	91	5	the	the	DET
cana-3141	91	6	researcher	researcher	NOUN
cana-3141	91	7	concentrated	concentrate	VERB
cana-3141	91	8	on	on	ADP
cana-3141	91	9	keeping	keep	VERB
cana-3141	91	10	the	the	DET
cana-3141	91	11	baseline	baseline	NOUN
cana-3141	91	12	comparatively	comparatively	ADV
cana-3141	91	13	simple	simple	ADJ
cana-3141	91	14	to	to	PART
cana-3141	91	15	expand	expand	VERB
cana-3141	91	16	and	and	CCONJ
cana-3141	91	17	enhance	enhance	VERB
cana-3141	91	18	in	in	ADP
cana-3141	91	19	order	order	NOUN
cana-3141	91	20	to	to	PART
cana-3141	91	21	promote	promote	VERB
cana-3141	91	22	modularity	modularity	NOUN
cana-3141	91	23	.	.	PUNCT
cana-3141	92	1	researcher	researcher	NOUN
cana-3141	92	2	reduced	reduce	VERB
cana-3141	92	3	the	the	DET
cana-3141	92	4	interdependence	interdependence	NOUN
cana-3141	92	5	between	between	ADP
cana-3141	92	6	the	the	DET
cana-3141	92	7	workflow	workflow	NOUN
cana-3141	92	8	's	's	PART
cana-3141	92	9	subsequent	subsequent	ADJ
cana-3141	92	10	steps	step	NOUN
cana-3141	92	11	.	.	PUNCT
cana-3141	93	1	to	to	PART
cana-3141	93	2	enable	enable	VERB
cana-3141	93	3	the	the	DET
cana-3141	93	4	pointers	pointer	NOUN
cana-3141	93	5	used	use	VERB
cana-3141	93	6	for	for	ADP
cana-3141	93	7	attributes	attribute	NOUN
cana-3141	93	8	plan	plan	VERB
cana-3141	93	9	to	to	PART
cana-3141	93	10	alter	alter	VERB
cana-3141	93	11	without	without	ADP
cana-3141	93	12	impacting	impact	VERB
cana-3141	93	13	the	the	DET
cana-3141	93	14	process	process	NOUN
cana-3141	93	15	,	,	PUNCT
cana-3141	93	16	the	the	DET
cana-3141	93	17	researcher	researcher	NOUN
cana-3141	93	18	selected	select	VERB
cana-3141	93	19	extensible	extensible	ADJ
cana-3141	93	20	data	datum	NOUN
cana-3141	93	21	structures	structure	NOUN
cana-3141	93	22	.	.	PUNCT
cana-3141	94	1	enhancing	enhance	VERB
cana-3141	94	2	current	current	ADJ
cana-3141	94	3	ones	one	NOUN
cana-3141	94	4	with	with	ADP
cana-3141	94	5	fresh	fresh	ADJ
cana-3141	94	6	information	information	NOUN
cana-3141	94	7	served	serve	VERB
cana-3141	94	8	as	as	ADP
cana-3141	94	9	the	the	DET
cana-3141	94	10	aim	aim	NOUN
cana-3141	94	11	.	.	PUNCT
cana-3141	95	1	extreme	extreme	ADJ
cana-3141	95	2	circumstances	circumstance	NOUN
cana-3141	95	3	characteristics	characteristic	NOUN
cana-3141	95	4	,	,	PUNCT
cana-3141	95	5	for	for	ADP
cana-3141	95	6	instance	instance	NOUN
cana-3141	95	7	,	,	PUNCT
cana-3141	95	8	count	count	VERB
cana-3141	95	9	days	day	NOUN
cana-3141	95	10	with	with	ADP
cana-3141	95	11	values	value	NOUN
cana-3141	95	12	between	between	ADP
cana-3141	95	13	plus	plus	CCONJ
cana-3141	95	14	or	or	CCONJ
cana-3141	95	15	minus	minus	ADP
cana-3141	95	16	one	one	NUM
cana-3141	95	17	and	and	CCONJ
cana-3141	95	18	plus	plus	CCONJ
cana-3141	95	19	or	or	CCONJ
cana-3141	95	20	minus	minus	CCONJ
cana-3141	95	21	two	two	NUM
cana-3141	95	22	sd	sd	NOUN
cana-3141	95	23	from	from	ADP
cana-3141	95	24	the	the	DET
cana-3141	95	25	mean	mean	ADJ
cana-3141	95	26	value	value	NOUN
cana-3141	95	27	.	.	PUNCT
cana-3141	96	1	the	the	DET
cana-3141	96	2	method	method	NOUN
cana-3141	96	3	is	be	AUX
cana-3141	96	4	general	general	ADJ
cana-3141	96	5	and	and	CCONJ
cana-3141	96	6	reusable	reusable	ADJ
cana-3141	96	7	due	due	ADP
cana-3141	96	8	to	to	ADP
cana-3141	96	9	the	the	DET
cana-3141	96	10	usage	usage	NOUN
cana-3141	96	11	of	of	ADP
cana-3141	96	12	indicator	indicator	NOUN
cana-3141	96	13	mean	mean	NOUN
cana-3141	96	14	and	and	CCONJ
cana-3141	96	15	sd	sd	NOUN
cana-3141	96	16	.	.	PUNCT
cana-3141	97	1	however	however	ADV
cana-3141	97	2	,	,	PUNCT
cana-3141	97	3	such	such	ADJ
cana-3141	97	4	information	information	NOUN
cana-3141	97	5	might	might	AUX
cana-3141	97	6	be	be	AUX
cana-3141	97	7	useful	useful	ADJ
cana-3141	97	8	to	to	PART
cana-3141	97	9	physically	physically	ADV
cana-3141	97	10	build	build	VERB
cana-3141	97	11	high	high	ADJ
cana-3141	97	12	precise	precise	ADJ
cana-3141	97	13	and	and	CCONJ
cana-3141	97	14	analytical	analytical	ADJ
cana-3141	97	15	features	feature	NOUN
cana-3141	97	16	if	if	SCONJ
cana-3141	97	17	crop	crop	NOUN
cana-3141	97	18	-	-	PUNCT
cana-3141	97	19	specific	specific	ADJ
cana-3141	97	20	thresholds	threshold	NOUN
cana-3141	97	21	for	for	ADP
cana-3141	97	22	various	various	ADJ
cana-3141	97	23	pointers	pointer	NOUN
cana-3141	97	24	are	be	AUX
cana-3141	97	25	known	know	VERB
cana-3141	97	26	.	.	PUNCT
cana-3141	98	1	figure	figure	NOUN
cana-3141	98	2	2	2	NUM
cana-3141	98	3	shows	show	VERB
cana-3141	98	4	the	the	DET
cana-3141	98	5	setting	set	VERB
cana-3141	98	6	choices	choice	NOUN
cana-3141	98	7	that	that	PRON
cana-3141	98	8	the	the	DET
cana-3141	98	9	researchers	researcher	NOUN
cana-3141	98	10	used	use	VERB
cana-3141	98	11	to	to	PART
cana-3141	98	12	regulate	regulate	VERB
cana-3141	98	13	the	the	DET
cana-3141	98	14	flow	flow	NOUN
cana-3141	98	15	of	of	ADP
cana-3141	98	16	data	datum	NOUN
cana-3141	98	17	during	during	ADP
cana-3141	98	18	the	the	DET
cana-3141	98	19	different	different	ADJ
cana-3141	98	20	tests	test	NOUN
cana-3141	98	21	.	.	PUNCT
cana-3141	99	1	as	as	ADP
cana-3141	99	2	an	an	DET
cana-3141	99	3	example	example	NOUN
cana-3141	99	4	,	,	PUNCT
cana-3141	99	5	geographical	geographical	ADJ
cana-3141	99	6	data	datum	NOUN
cana-3141	99	7	on	on	ADP
cana-3141	99	8	the	the	DET
cana-3141	99	9	centres	centre	NOUN
cana-3141	99	10	of	of	ADP
cana-3141	99	11	regions	region	NOUN
cana-3141	99	12	was	be	AUX
cana-3141	99	13	optionally	optionally	ADV
cana-3141	99	14	provided	provide	VERB
cana-3141	99	15	but	but	CCONJ
cana-3141	99	16	not	not	PART
cana-3141	99	17	included	include	VERB
cana-3141	99	18	by	by	ADP
cana-3141	99	19	default	default	NOUN
cana-3141	99	20	.	.	PUNCT
cana-3141	100	1	the	the	DET
cana-3141	100	2	procedure	procedure	NOUN
cana-3141	100	3	remained	remain	VERB
cana-3141	100	4	same	same	ADJ
cana-3141	100	5	;	;	PUNCT
cana-3141	100	6	but	but	CCONJ
cana-3141	100	7	,	,	PUNCT
cana-3141	100	8	by	by	ADP
cana-3141	100	9	modifying	modify	VERB
cana-3141	100	10	the	the	DET
cana-3141	100	11	configuration	configuration	NOUN
cana-3141	100	12	settings	setting	NOUN
cana-3141	100	13	and	and	CCONJ
cana-3141	100	14	executing	execute	VERB
cana-3141	100	15	the	the	DET
cana-3141	100	16	workflow	workflow	NOUN
cana-3141	100	17	,	,	PUNCT
cana-3141	100	18	other	other	ADJ
cana-3141	100	19	experiments	experiment	NOUN
cana-3141	100	20	could	could	AUX
cana-3141	100	21	be	be	AUX
cana-3141	100	22	done	do	VERB
cana-3141	100	23	.	.	PUNCT
cana-3141	101	1	more	more	ADV
cana-3141	101	2	so	so	ADV
cana-3141	101	3	,	,	PUNCT
cana-3141	101	4	machine	machine	NOUN
cana-3141	101	5	learning	learning	NOUN
cana-3141	101	6	could	could	AUX
cana-3141	101	7	be	be	AUX
cana-3141	101	8	integrated	integrate	VERB
cana-3141	101	9	into	into	ADP
cana-3141	101	10	the	the	DET
cana-3141	101	11	workflow	workflow	NOUN
cana-3141	101	12	without	without	ADP
cana-3141	101	13	requiring	require	VERB
cana-3141	101	14	preprocessing	preprocessing	NOUN
cana-3141	101	15	or	or	CCONJ
cana-3141	101	16	feature	feature	NOUN
cana-3141	101	17	design	design	NOUN
cana-3141	101	18	if	if	SCONJ
cana-3141	101	19	the	the	DET
cana-3141	101	20	produced	produce	VERB
cana-3141	101	21	features	feature	NOUN
cana-3141	101	22	were	be	AUX
cana-3141	101	23	stored	store	VERB
cana-3141	101	24	in	in	ADP
cana-3141	101	25	a	a	DET
cana-3141	101	26	file	file	NOUN
cana-3141	101	27	and	and	CCONJ
cana-3141	101	28	then	then	ADV
cana-3141	101	29	uploaded	upload	VERB
cana-3141	101	30	to	to	PART
cana-3141	101	31	use	use	VERB
cana-3141	101	32	in	in	ADP
cana-3141	101	33	ml	ml	ADP
cana-3141	101	34	.	.	PUNCT
cana-3141	102	1	in	in	ADP
cana-3141	102	2	a	a	DET
cana-3141	102	3	similar	similar	ADJ
cana-3141	102	4	vein	vein	NOUN
cana-3141	102	5	,	,	PUNCT
cana-3141	102	6	mcyfs	mcyfs	PROPN
cana-3141	102	7	might	might	AUX
cana-3141	102	8	be	be	AUX
cana-3141	102	9	used	use	VERB
cana-3141	102	10	to	to	PART
cana-3141	102	11	compare	compare	VERB
cana-3141	102	12	machine	machine	NOUN
cana-3141	102	13	learning	learn	VERB
cana-3141	102	14	algorithm	algorithm	NOUN
cana-3141	102	15	predictions	prediction	NOUN
cana-3141	102	16	that	that	PRON
cana-3141	102	17	were	be	AUX
cana-3141	102	18	stored	store	VERB
cana-3141	102	19	to	to	ADP
cana-3141	102	20	a	a	DET
cana-3141	102	21	file	file	NOUN
cana-3141	102	22	.	.	PUNCT
cana-3141	103	1	0	0	NUM
cana-3141	103	2	10	10	NUM
cana-3141	103	3	20	20	NUM
cana-3141	103	4	30	30	NUM
cana-3141	103	5	40	40	NUM
cana-3141	103	6	50	50	NUM
cana-3141	103	7	60	60	NUM
cana-3141	103	8	70	70	NUM
cana-3141	103	9	80	80	NUM
cana-3141	103	10	training	training	NOUN
cana-3141	103	11	set	set	NOUN
cana-3141	103	12	test	test	NOUN
cana-3141	103	13	set	set	VERB
cana-3141	103	14	communications	communication	NOUN
cana-3141	103	15	on	on	ADP
cana-3141	103	16	applied	apply	VERB
cana-3141	103	17	nonlinear	nonlinear	ADJ
cana-3141	103	18	analysis	analysis	NOUN
cana-3141	103	19	issn	issn	NOUN
cana-3141	103	20	:	:	PUNCT
cana-3141	103	21	1074	1074	NUM
cana-3141	103	22	-	-	PUNCT
cana-3141	103	23	133x	133x	NUM
cana-3141	103	24	vol	vol	NOUN
cana-3141	103	25	32	32	NUM
cana-3141	103	26	no	no	NOUN
cana-3141	103	27	.	.	PUNCT
cana-3141	104	1	5s	5s	NUM
cana-3141	104	2	(	(	PUNCT
cana-3141	104	3	2025	2025	NUM
cana-3141	104	4	)	)	PUNCT
cana-3141	104	5	436	436	NUM
cana-3141	105	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-3141	105	2	figure	figure	NOUN
cana-3141	105	3	2	2	NUM
cana-3141	105	4	schematic	schematic	ADJ
cana-3141	105	5	diagram	diagram	NOUN
cana-3141	105	6	for	for	ADP
cana-3141	105	7	test	test	NOUN
cana-3141	105	8	configurations	configuration	NOUN
cana-3141	105	9	.	.	PUNCT
cana-3141	106	1	it	it	PRON
cana-3141	106	2	's	be	AUX
cana-3141	106	3	possible	possible	ADJ
cana-3141	106	4	to	to	PART
cana-3141	106	5	try	try	VERB
cana-3141	106	6	out	out	ADP
cana-3141	106	7	different	different	ADJ
cana-3141	106	8	algorithms	algorithm	NOUN
cana-3141	106	9	because	because	SCONJ
cana-3141	106	10	researcher	researcher	NOUN
cana-3141	106	11	designed	design	VERB
cana-3141	106	12	the	the	DET
cana-3141	106	13	feature	feature	NOUN
cana-3141	106	14	selection	selection	NOUN
cana-3141	106	15	and	and	CCONJ
cana-3141	106	16	forecast	forecast	NOUN
cana-3141	106	17	algorithms	algorithm	NOUN
cana-3141	106	18	in	in	ADP
cana-3141	106	19	a	a	DET
cana-3141	106	20	way	way	NOUN
cana-3141	106	21	that	that	PRON
cana-3141	106	22	can	can	AUX
cana-3141	106	23	be	be	AUX
cana-3141	106	24	expanded	expand	VERB
cana-3141	106	25	and	and	CCONJ
cana-3141	106	26	modified	modify	VERB
cana-3141	106	27	.	.	PUNCT
cana-3141	107	1	given	give	VERB
cana-3141	107	2	the	the	DET
cana-3141	107	3	number	number	NOUN
cana-3141	107	4	of	of	ADP
cana-3141	107	5	attributes	attribute	NOUN
cana-3141	107	6	to	to	PART
cana-3141	107	7	choose	choose	VERB
cana-3141	107	8	,	,	PUNCT
cana-3141	107	9	feature	feature	NOUN
cana-3141	107	10	selection	selection	NOUN
cana-3141	107	11	methods	method	NOUN
cana-3141	107	12	could	could	AUX
cana-3141	107	13	be	be	AUX
cana-3141	107	14	added	add	VERB
cana-3141	107	15	.	.	PUNCT
cana-3141	108	1	set	set	VERB
cana-3141	108	2	some	some	DET
cana-3141	108	3	hyperparameters	hyperparameter	NOUN
cana-3141	108	4	to	to	ADP
cana-3141	108	5	their	their	PRON
cana-3141	108	6	fixed	fix	VERB
cana-3141	108	7	values	value	NOUN
cana-3141	108	8	&	&	CCONJ
cana-3141	108	9	tell	tell	VERB
cana-3141	108	10	the	the	DET
cana-3141	108	11	computer	computer	NOUN
cana-3141	108	12	the	the	DET
cana-3141	108	13	variables	variable	NOUN
cana-3141	108	14	for	for	ADP
cana-3141	108	15	various	various	ADJ
cana-3141	108	16	hyperparameters	hyperparameter	NOUN
cana-3141	108	17	for	for	ADP
cana-3141	108	18	optimise	optimise	NOUN
cana-3141	108	19	.	.	PUNCT
cana-3141	109	1	this	this	DET
cana-3141	109	2	way	way	NOUN
cana-3141	109	3	,	,	PUNCT
cana-3141	109	4	forecast	forecast	NOUN
cana-3141	109	5	algorithms	algorithm	NOUN
cana-3141	109	6	could	could	AUX
cana-3141	109	7	be	be	AUX
cana-3141	109	8	added	add	VERB
cana-3141	109	9	.	.	PUNCT
cana-3141	110	1	researcher	researcher	NOUN
cana-3141	110	2	made	make	VERB
cana-3141	110	3	listings	listing	NOUN
cana-3141	110	4	that	that	PRON
cana-3141	110	5	could	could	AUX
cana-3141	110	6	be	be	AUX
cana-3141	110	7	grown	grow	VERB
cana-3141	110	8	or	or	CCONJ
cana-3141	110	9	shrunk	shrink	VERB
cana-3141	110	10	to	to	PART
cana-3141	110	11	show	show	VERB
cana-3141	110	12	a	a	DET
cana-3141	110	13	range	range	NOUN
cana-3141	110	14	of	of	ADP
cana-3141	110	15	values	value	NOUN
cana-3141	110	16	for	for	ADP
cana-3141	110	17	hyperparameters	hyperparameter	NOUN
cana-3141	110	18	.	.	PUNCT
cana-3141	111	1	2.3	2.3	NUM
cana-3141	111	2	.	.	PUNCT
cana-3141	111	3	reusability	reusability	NOUN
cana-3141	111	4	:	:	PUNCT
cana-3141	111	5	researcher	researcher	NOUN
cana-3141	111	6	created	create	VERB
cana-3141	111	7	a	a	DET
cana-3141	111	8	procedure	procedure	NOUN
cana-3141	111	9	that	that	PRON
cana-3141	111	10	can	can	AUX
cana-3141	111	11	be	be	AUX
cana-3141	111	12	applied	apply	VERB
cana-3141	111	13	to	to	ADP
cana-3141	111	14	many	many	ADJ
cana-3141	111	15	crops	crop	NOUN
cana-3141	111	16	and	and	CCONJ
cana-3141	111	17	nations	nation	NOUN
cana-3141	111	18	.	.	PUNCT
cana-3141	112	1	to	to	PART
cana-3141	112	2	reduce	reduce	VERB
cana-3141	112	3	the	the	DET
cana-3141	112	4	quantity	quantity	NOUN
cana-3141	112	5	of	of	ADP
cana-3141	112	6	input	input	NOUN
cana-3141	112	7	needed	need	VERB
cana-3141	112	8	to	to	PART
cana-3141	112	9	execute	execute	VERB
cana-3141	112	10	the	the	DET
cana-3141	112	11	process	process	NOUN
cana-3141	112	12	,	,	PUNCT
cana-3141	112	13	data	datum	NOUN
cana-3141	112	14	homogenisation	homogenisation	NOUN
cana-3141	112	15	is	be	AUX
cana-3141	112	16	used	use	VERB
cana-3141	112	17	to	to	PART
cana-3141	112	18	standardise	standardise	VERB
cana-3141	112	19	the	the	DET
cana-3141	112	20	filenames	filename	NOUN
cana-3141	112	21	,	,	PUNCT
cana-3141	112	22	file	file	NOUN
cana-3141	112	23	formats	format	NOUN
cana-3141	112	24	,	,	PUNCT
cana-3141	112	25	and	and	CCONJ
cana-3141	112	26	data	datum	NOUN
cana-3141	112	27	fields	field	NOUN
cana-3141	112	28	.	.	PUNCT
cana-3141	113	1	for	for	ADP
cana-3141	113	2	many	many	ADJ
cana-3141	113	3	case	case	NOUN
cana-3141	113	4	studies	study	NOUN
cana-3141	113	5	,	,	PUNCT
cana-3141	113	6	identical	identical	ADJ
cana-3141	113	7	feature	feature	NOUN
cana-3141	113	8	design	design	NOUN
cana-3141	113	9	is	be	AUX
cana-3141	113	10	used	use	VERB
cana-3141	113	11	.	.	PUNCT
cana-3141	114	1	the	the	DET
cana-3141	114	2	procedure	procedure	NOUN
cana-3141	114	3	was	be	AUX
cana-3141	114	4	made	make	VERB
cana-3141	114	5	feasible	feasible	ADJ
cana-3141	114	6	by	by	ADP
cana-3141	114	7	data	datum	NOUN
cana-3141	114	8	homogenisation	homogenisation	NOUN
cana-3141	114	9	and	and	CCONJ
cana-3141	114	10	configuration	configuration	NOUN
cana-3141	114	11	choices	choice	NOUN
cana-3141	114	12	for	for	ADP
cana-3141	114	13	crop	crop	NOUN
cana-3141	114	14	name	name	NOUN
cana-3141	114	15	,	,	PUNCT
cana-3141	114	16	country	country	NOUN
cana-3141	114	17	,	,	PUNCT
cana-3141	114	18	and	and	CCONJ
cana-3141	114	19	nuts	nuts	ADJ
cana-3141	114	20	level	level	NOUN
cana-3141	114	21	.	.	PUNCT
cana-3141	115	1	the	the	DET
cana-3141	115	2	researchers	researcher	NOUN
cana-3141	115	3	consulted	consult	VERB
cana-3141	115	4	a	a	DET
cana-3141	115	5	wide	wide	ADJ
cana-3141	115	6	range	range	NOUN
cana-3141	115	7	of	of	ADP
cana-3141	115	8	sources	source	NOUN
cana-3141	115	9	,	,	PUNCT
cana-3141	115	10	including	include	VERB
cana-3141	115	11	the	the	DET
cana-3141	115	12	results	result	NOUN
cana-3141	115	13	of	of	ADP
cana-3141	115	14	the	the	DET
cana-3141	115	15	wofost	wofost	NOUN
cana-3141	115	16	crop	crop	NOUN
cana-3141	115	17	growth	growth	NOUN
cana-3141	115	18	model	model	NOUN
cana-3141	115	19	,	,	PUNCT
cana-3141	115	20	data	datum	NOUN
cana-3141	115	21	from	from	ADP
cana-3141	115	22	weather	weather	NOUN
cana-3141	115	23	stations	station	NOUN
cana-3141	115	24	,	,	PUNCT
cana-3141	115	25	soil	soil	NOUN
cana-3141	115	26	samples	sample	NOUN
cana-3141	115	27	,	,	PUNCT
cana-3141	115	28	regional	regional	ADJ
cana-3141	115	29	centres	centre	NOUN
cana-3141	115	30	,	,	PUNCT
cana-3141	115	31	modelled	model	VERB
cana-3141	115	32	crop	crop	NOUN
cana-3141	115	33	area	area	NOUN
cana-3141	115	34	fractions	fraction	NOUN
cana-3141	115	35	,	,	PUNCT
cana-3141	115	36	and	and	CCONJ
cana-3141	115	37	yield	yield	VERB
cana-3141	115	38	figures	figure	NOUN
cana-3141	115	39	from	from	ADP
cana-3141	115	40	other	other	ADJ
cana-3141	115	41	nations	nation	NOUN
cana-3141	115	42	.	.	PUNCT
cana-3141	116	1	the	the	DET
cana-3141	116	2	researchers	researcher	NOUN
cana-3141	116	3	trained	train	VERB
cana-3141	116	4	their	their	PRON
cana-3141	116	5	model	model	NOUN
cana-3141	116	6	using	use	VERB
cana-3141	116	7	71	71	NUM
cana-3141	116	8	%	%	NOUN
cana-3141	116	9	of	of	ADP
cana-3141	116	10	the	the	DET
cana-3141	116	11	data	datum	NOUN
cana-3141	116	12	,	,	PUNCT
cana-3141	116	13	whereas	whereas	SCONJ
cana-3141	116	14	they	they	PRON
cana-3141	116	15	tested	test	VERB
cana-3141	116	16	it	it	PRON
cana-3141	116	17	using	use	VERB
cana-3141	116	18	29	29	NUM
cana-3141	116	19	%	%	NOUN
cana-3141	116	20	.	.	PUNCT
cana-3141	117	1	since	since	SCONJ
cana-3141	117	2	it	it	PRON
cana-3141	117	3	was	be	AUX
cana-3141	117	4	not	not	PART
cana-3141	117	5	apparent	apparent	ADJ
cana-3141	117	6	if	if	SCONJ
cana-3141	117	7	region	region	NOUN
cana-3141	117	8	centroids	centroid	NOUN
cana-3141	117	9	added	add	VERB
cana-3141	117	10	information	information	NOUN
cana-3141	117	11	not	not	PART
cana-3141	117	12	found	find	VERB
cana-3141	117	13	in	in	ADP
cana-3141	117	14	wofost	wofost	NOUN
cana-3141	117	15	results	result	NOUN
cana-3141	117	16	and	and	CCONJ
cana-3141	117	17	weather	weather	NOUN
cana-3141	117	18	observations	observation	NOUN
cana-3141	117	19	,	,	PUNCT
cana-3141	117	20	they	they	PRON
cana-3141	117	21	were	be	AUX
cana-3141	117	22	not	not	PART
cana-3141	117	23	utilised	utilise	VERB
cana-3141	117	24	by	by	ADP
cana-3141	117	25	default	default	NOUN
cana-3141	117	26	.	.	PUNCT
cana-3141	118	1	researcher	researcher	NOUN
cana-3141	118	2	used	use	VERB
cana-3141	118	3	14	14	NUM
cana-3141	118	4	case	case	NOUN
cana-3141	118	5	studies	study	NOUN
cana-3141	118	6	and	and	CCONJ
cana-3141	118	7	conducted	conduct	VERB
cana-3141	118	8	five	five	NUM
cana-3141	118	9	tests	test	NOUN
cana-3141	118	10	for	for	SCONJ
cana-3141	118	11	each	each	PRON
cana-3141	118	12	to	to	PART
cana-3141	118	13	confirm	confirm	VERB
cana-3141	118	14	the	the	DET
cana-3141	118	15	machine	machine	NOUN
cana-3141	118	16	learning	learn	VERB
cana-3141	118	17	workflow	workflow	NOUN
cana-3141	118	18	's	's	PART
cana-3141	118	19	precision	precision	NOUN
cana-3141	118	20	,	,	PUNCT
cana-3141	118	21	flexibility	flexibility	NOUN
cana-3141	118	22	,	,	PUNCT
cana-3141	118	23	and	and	CCONJ
cana-3141	118	24	reusability	reusability	NOUN
cana-3141	118	25	.	.	PUNCT
cana-3141	119	1	in	in	ADP
cana-3141	119	2	order	order	NOUN
cana-3141	119	3	to	to	PART
cana-3141	119	4	confirm	confirm	VERB
cana-3141	119	5	that	that	SCONJ
cana-3141	119	6	the	the	DET
cana-3141	119	7	characteristics	characteristic	NOUN
cana-3141	119	8	are	be	AUX
cana-3141	119	9	explainable	explainable	ADJ
cana-3141	119	10	,	,	PUNCT
cana-3141	119	11	researchers	researcher	NOUN
cana-3141	119	12	first	first	ADV
cana-3141	119	13	tallied	tally	VERB
cana-3141	119	14	the	the	DET
cana-3141	119	15	frequency	frequency	NOUN
cana-3141	119	16	of	of	ADP
cana-3141	119	17	certain	certain	ADJ
cana-3141	119	18	attributes	attribute	NOUN
cana-3141	119	19	for	for	ADP
cana-3141	119	20	every	every	DET
cana-3141	119	21	crop	crop	NOUN
cana-3141	119	22	across	across	ADP
cana-3141	119	23	various	various	ADJ
cana-3141	119	24	nations	nation	NOUN
cana-3141	119	25	and	and	CCONJ
cana-3141	119	26	algorithms	algorithm	NOUN
cana-3141	119	27	.	.	PUNCT
cana-3141	120	1	a	a	DET
cana-3141	120	2	thorough	thorough	ADJ
cana-3141	120	3	examination	examination	NOUN
cana-3141	120	4	of	of	ADP
cana-3141	120	5	feature	feature	NOUN
cana-3141	120	6	significance	significance	NOUN
cana-3141	120	7	was	be	AUX
cana-3141	120	8	postponed	postpone	VERB
cana-3141	120	9	for	for	ADP
cana-3141	120	10	further	further	ADJ
cana-3141	120	11	study	study	NOUN
cana-3141	120	12	.	.	PUNCT
cana-3141	121	1	second	second	ADJ
cana-3141	121	2	,	,	PUNCT
cana-3141	121	3	for	for	ADP
cana-3141	121	4	each	each	DET
cana-3141	121	5	crop	crop	NOUN
cana-3141	121	6	and	and	CCONJ
cana-3141	121	7	nation	nation	NOUN
cana-3141	121	8	,	,	PUNCT
cana-3141	121	9	researchers	researcher	NOUN
cana-3141	121	10	conducted	conduct	VERB
cana-3141	121	11	five	five	NUM
cana-3141	121	12	tests	test	NOUN
cana-3141	121	13	with	with	ADP
cana-3141	121	14	choices	choice	NOUN
cana-3141	121	15	for	for	ADP
cana-3141	121	16	utilising	utilise	VERB
cana-3141	121	17	production	production	NOUN
cana-3141	121	18	trends	trend	NOUN
cana-3141	121	19	(	(	PUNCT
cana-3141	121	20	yes	yes	INTJ
cana-3141	121	21	or	or	CCONJ
cana-3141	121	22	no	no	NOUN
cana-3141	121	23	)	)	PUNCT
cana-3141	121	24	and	and	CCONJ
cana-3141	121	25	early	early	ADJ
cana-3141	121	26	seasons	season	NOUN
cana-3141	121	27	forecast	forecast	NOUN
cana-3141	121	28	(	(	PUNCT
cana-3141	121	29	yes	yes	INTJ
cana-3141	121	30	or	or	CCONJ
cana-3141	121	31	no	no	NOUN
cana-3141	121	32	)	)	PUNCT
cana-3141	121	33	in	in	ADP
cana-3141	121	34	order	order	NOUN
cana-3141	121	35	to	to	PART
cana-3141	121	36	confirm	confirm	VERB
cana-3141	121	37	the	the	DET
cana-3141	121	38	workflow	workflow	NOUN
cana-3141	121	39	's	's	PART
cana-3141	121	40	flexibility	flexibility	NOUN
cana-3141	121	41	.	.	PUNCT
cana-3141	122	1	researchers	researcher	NOUN
cana-3141	122	2	utilised	utilise	VERB
cana-3141	122	3	information	information	NOUN
cana-3141	122	4	from	from	ADP
cana-3141	122	5	the	the	DET
cana-3141	122	6	current	current	ADJ
cana-3141	122	7	season	season	NOUN
cana-3141	122	8	for	for	ADP
cana-3141	122	9	a	a	DET
cana-3141	122	10	maximum	maximum	NOUN
cana-3141	122	11	of	of	ADP
cana-3141	122	12	thirty	thirty	NUM
cana-3141	122	13	days	day	NOUN
cana-3141	122	14	after	after	ADP
cana-3141	122	15	planting	plant	VERB
cana-3141	122	16	to	to	PART
cana-3141	122	17	anticipate	anticipate	VERB
cana-3141	122	18	the	the	DET
cana-3141	122	19	early	early	ADJ
cana-3141	122	20	season	season	NOUN
cana-3141	122	21	.	.	PUNCT
cana-3141	123	1	up	up	ADP
cana-3141	123	2	to	to	ADP
cana-3141	123	3	the	the	DET
cana-3141	123	4	conclusion	conclusion	NOUN
cana-3141	123	5	of	of	ADP
cana-3141	123	6	the	the	DET
cana-3141	123	7	harvest	harvest	NOUN
cana-3141	123	8	window	window	NOUN
cana-3141	123	9	,	,	PUNCT
cana-3141	123	10	researcher	researcher	NOUN
cana-3141	123	11	utilised	utilise	VERB
cana-3141	123	12	current	current	ADJ
cana-3141	123	13	season	season	NOUN
cana-3141	123	14	data	datum	NOUN
cana-3141	123	15	to	to	PART
cana-3141	123	16	make	make	VERB
cana-3141	123	17	end	end	NOUN
cana-3141	123	18	-	-	PUNCT
cana-3141	123	19	of	of	ADP
cana-3141	123	20	-	-	PUNCT
cana-3141	123	21	season	season	NOUN
cana-3141	123	22	predictions	prediction	NOUN
cana-3141	123	23	.	.	PUNCT
cana-3141	124	1	third	third	ADJ
cana-3141	124	2	,	,	PUNCT
cana-3141	124	3	researchers	researcher	NOUN
cana-3141	124	4	conducted	conduct	VERB
cana-3141	124	5	five	five	NUM
cana-3141	124	6	trials	trial	NOUN
cana-3141	124	7	for	for	ADP
cana-3141	124	8	fourteen	fourteen	NUM
cana-3141	124	9	case	case	NOUN
cana-3141	124	10	studies	study	NOUN
cana-3141	124	11	consisting	consist	VERB
cana-3141	124	12	of	of	ADP
cana-3141	124	13	potatoes	potato	NOUN
cana-3141	124	14	,	,	PUNCT
cana-3141	124	15	sugar	sugar	NOUN
cana-3141	124	16	beetroot	beetroot	NOUN
cana-3141	124	17	,	,	PUNCT
cana-3141	124	18	sunflower	sunflower	NOUN
cana-3141	124	19	,	,	PUNCT
cana-3141	124	20	wheat	wheat	NOUN
cana-3141	124	21	and	and	CCONJ
cana-3141	124	22	spring	spring	NOUN
cana-3141	124	23	barley	barley	NOUN
cana-3141	124	24	in	in	ADP
cana-3141	124	25	order	order	NOUN
cana-3141	124	26	to	to	PART
cana-3141	124	27	confirm	confirm	VERB
cana-3141	124	28	reusability	reusability	NOUN
cana-3141	124	29	.	.	PUNCT
cana-3141	125	1	wheat	wheat	NOUN
cana-3141	125	2	was	be	AUX
cana-3141	125	3	used	use	VERB
cana-3141	125	4	to	to	PART
cana-3141	125	5	evaluate	evaluate	VERB
cana-3141	125	6	the	the	DET
cana-3141	125	7	workflow	workflow	NOUN
cana-3141	125	8	's	's	PART
cana-3141	125	9	optional	optional	ADJ
cana-3141	125	10	components	component	NOUN
cana-3141	125	11	.	.	PUNCT
cana-3141	126	1	estimates	estimate	VERB
cana-3141	126	2	communications	communication	NOUN
cana-3141	126	3	on	on	ADP
cana-3141	126	4	applied	apply	VERB
cana-3141	126	5	nonlinear	nonlinear	ADJ
cana-3141	126	6	analysis	analysis	NOUN
cana-3141	126	7	issn	issn	NOUN
cana-3141	126	8	:	:	PUNCT
cana-3141	126	9	1074	1074	NUM
cana-3141	126	10	-	-	PUNCT
cana-3141	126	11	133x	133x	NUM
cana-3141	126	12	vol	vol	NOUN
cana-3141	126	13	32	32	NUM
cana-3141	126	14	no	no	NOUN
cana-3141	126	15	.	.	PUNCT
cana-3141	127	1	5s	5s	NUM
cana-3141	127	2	(	(	PUNCT
cana-3141	127	3	2025	2025	NUM
cana-3141	127	4	)	)	PUNCT
cana-3141	127	5	437	437	NUM
cana-3141	127	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3141	127	7	were	be	AUX
cana-3141	127	8	made	make	VERB
cana-3141	127	9	at	at	ADP
cana-3141	127	10	nuts2	nuts2	PROPN
cana-3141	127	11	&	&	CCONJ
cana-3141	127	12	nuts3	nuts3	PROPN
cana-3141	127	13	for	for	ADP
cana-3141	127	14	different	different	ADJ
cana-3141	127	15	nations	nation	NOUN
cana-3141	127	16	.	.	PUNCT
cana-3141	128	1	overall	overall	ADV
cana-3141	128	2	,	,	PUNCT
cana-3141	128	3	researcher	researcher	NOUN
cana-3141	128	4	used	use	VERB
cana-3141	128	5	five	five	NUM
cana-3141	128	6	crops	crop	NOUN
cana-3141	128	7	,	,	PUNCT
cana-3141	128	8	two	two	NUM
cana-3141	128	9	nuts	nuts	ADJ
cana-3141	128	10	levels	level	NOUN
cana-3141	128	11	,	,	PUNCT
cana-3141	128	12	and	and	CCONJ
cana-3141	128	13	several	several	ADJ
cana-3141	128	14	nations	nation	NOUN
cana-3141	128	15	to	to	PART
cana-3141	128	16	evaluate	evaluate	VERB
cana-3141	128	17	the	the	DET
cana-3141	128	18	procedure	procedure	NOUN
cana-3141	128	19	.	.	PUNCT
cana-3141	129	1	ridge	ridge	NOUN
cana-3141	129	2	regression	regression	PROPN
cana-3141	129	3	,	,	PUNCT
cana-3141	129	4	k	k	X
cana-3141	129	5	-	-	PUNCT
cana-3141	129	6	nearest	near	ADJ
cana-3141	129	7	neighbours	neighbour	NOUN
cana-3141	129	8	regression	regression	NOUN
cana-3141	129	9	,	,	PUNCT
cana-3141	129	10	svm	svm	VERB
cana-3141	129	11	regression	regression	PROPN
cana-3141	129	12	&	&	CCONJ
cana-3141	129	13	gradient	gradient	ADJ
cana-3141	129	14	boosted	boost	VERB
cana-3141	129	15	decision	decision	NOUN
cana-3141	129	16	trees	tree	NOUN
cana-3141	129	17	analysis	analysis	NOUN
cana-3141	129	18	were	be	AUX
cana-3141	129	19	the	the	DET
cana-3141	129	20	four	four	NUM
cana-3141	129	21	machine	machine	NOUN
cana-3141	129	22	learning	learn	VERB
cana-3141	129	23	algorithms	algorithm	NOUN
cana-3141	129	24	that	that	PRON
cana-3141	129	25	are	be	AUX
cana-3141	129	26	tested	test	VERB
cana-3141	129	27	for	for	ADP
cana-3141	129	28	their	their	PRON
cana-3141	129	29	ability	ability	NOUN
cana-3141	129	30	to	to	PART
cana-3141	129	31	forecast	forecast	VERB
cana-3141	129	32	crop	crop	NOUN
cana-3141	129	33	production	production	NOUN
cana-3141	129	34	.	.	PUNCT
cana-3141	130	1	different	different	ADJ
cana-3141	130	2	algorithms	algorithm	NOUN
cana-3141	130	3	'	'	PART
cana-3141	130	4	approaches	approach	NOUN
cana-3141	130	5	to	to	ADP
cana-3141	130	6	learning	learn	VERB
cana-3141	130	7	feature	feature	NOUN
cana-3141	130	8	-	-	PUNCT
cana-3141	130	9	label	label	NOUN
cana-3141	130	10	associations	association	NOUN
cana-3141	130	11	are	be	AUX
cana-3141	130	12	reflected	reflect	VERB
cana-3141	130	13	in	in	ADP
cana-3141	130	14	these	these	DET
cana-3141	130	15	strategies	strategy	NOUN
cana-3141	130	16	.	.	PUNCT
cana-3141	131	1	ml	ml	ADP
cana-3141	131	2	algorithms	algorithms	PROPN
cana-3141	131	3	'	'	PART
cana-3141	131	4	predictions	prediction	NOUN
cana-3141	131	5	are	be	AUX
cana-3141	131	6	contrasted	contrast	VERB
cana-3141	131	7	with	with	ADP
cana-3141	131	8	a	a	DET
cana-3141	131	9	basic	basic	ADJ
cana-3141	131	10	,	,	PUNCT
cana-3141	131	11	skill	skill	NOUN
cana-3141	131	12	-	-	PUNCT
cana-3141	131	13	free	free	ADJ
cana-3141	131	14	technique	technique	NOUN
cana-3141	131	15	.	.	PUNCT
cana-3141	132	1	without	without	ADP
cana-3141	132	2	yield	yield	NOUN
cana-3141	132	3	trend	trend	NOUN
cana-3141	132	4	,	,	PUNCT
cana-3141	132	5	the	the	DET
cana-3141	132	6	null	null	ADJ
cana-3141	132	7	technique	technique	NOUN
cana-3141	132	8	was	be	AUX
cana-3141	132	9	just	just	ADV
cana-3141	132	10	the	the	DET
cana-3141	132	11	zero	zero	NUM
cana-3141	132	12	r	r	NOUN
cana-3141	132	13	algorithm	algorithm	NOUN
cana-3141	132	14	,	,	PUNCT
cana-3141	132	15	which	which	PRON
cana-3141	132	16	takes	take	VERB
cana-3141	132	17	the	the	DET
cana-3141	132	18	training	training	NOUN
cana-3141	132	19	set	set	VERB
cana-3141	132	20	average	average	NOUN
cana-3141	132	21	into	into	ADP
cana-3141	132	22	account	account	NOUN
cana-3141	132	23	while	while	SCONJ
cana-3141	132	24	making	make	VERB
cana-3141	132	25	predictions	prediction	NOUN
cana-3141	132	26	.	.	PUNCT
cana-3141	133	1	the	the	DET
cana-3141	133	2	linear	linear	ADJ
cana-3141	133	3	harvest	harvest	NOUN
cana-3141	133	4	pattern	pattern	NOUN
cana-3141	133	5	derived	derive	VERB
cana-3141	133	6	from	from	ADP
cana-3141	133	7	a	a	DET
cana-3141	133	8	five	five	NUM
cana-3141	133	9	-	-	PUNCT
cana-3141	133	10	year	year	NOUN
cana-3141	133	11	period	period	NOUN
cana-3141	133	12	was	be	AUX
cana-3141	133	13	predicted	predict	VERB
cana-3141	133	14	by	by	ADP
cana-3141	133	15	the	the	DET
cana-3141	133	16	null	null	ADJ
cana-3141	133	17	approach	approach	NOUN
cana-3141	133	18	if	if	SCONJ
cana-3141	133	19	harvest	harvest	NOUN
cana-3141	133	20	pattern	pattern	NOUN
cana-3141	133	21	is	be	AUX
cana-3141	133	22	employed	employ	VERB
cana-3141	133	23	.	.	PUNCT
cana-3141	134	1	the	the	DET
cana-3141	134	2	reliability	reliability	NOUN
cana-3141	134	3	,	,	PUNCT
cana-3141	134	4	validity	validity	NOUN
cana-3141	134	5	,	,	PUNCT
cana-3141	134	6	and	and	CCONJ
cana-3141	134	7	accuracy	accuracy	NOUN
cana-3141	134	8	of	of	ADP
cana-3141	134	9	each	each	DET
cana-3141	134	10	algorithm	algorithm	NOUN
cana-3141	134	11	were	be	AUX
cana-3141	134	12	assessed	assess	VERB
cana-3141	134	13	by	by	ADP
cana-3141	134	14	calculating	calculate	VERB
cana-3141	134	15	their	their	PRON
cana-3141	134	16	mae	mae	PROPN
cana-3141	134	17	,	,	PUNCT
cana-3141	134	18	mpe	mpe	PROPN
cana-3141	134	19	,	,	PUNCT
cana-3141	134	20	rmse	rmse	NOUN
cana-3141	134	21	,	,	PUNCT
cana-3141	134	22	and	and	CCONJ
cana-3141	134	23	coefficient	coefficient	NOUN
cana-3141	134	24	of	of	ADP
cana-3141	134	25	determination	determination	NOUN
cana-3141	134	26	.	.	PUNCT
cana-3141	135	1	the	the	DET
cana-3141	135	2	normalised	normalise	VERB
cana-3141	135	3	versions	version	NOUN
cana-3141	135	4	of	of	ADP
cana-3141	135	5	mae	mae	PROPN
cana-3141	135	6	&	&	CCONJ
cana-3141	135	7	rmse	rmse	PROPN
cana-3141	135	8	were	be	AUX
cana-3141	135	9	used	use	VERB
cana-3141	135	10	to	to	PART
cana-3141	135	11	compare	compare	VERB
cana-3141	135	12	the	the	DET
cana-3141	135	13	two	two	NUM
cana-3141	135	14	.	.	PUNCT
cana-3141	136	1	in	in	ADP
cana-3141	136	2	order	order	NOUN
cana-3141	136	3	to	to	PART
cana-3141	136	4	get	get	VERB
cana-3141	136	5	the	the	DET
cana-3141	136	6	normalised	normalise	VERB
cana-3141	136	7	errors	error	NOUN
cana-3141	136	8	,	,	PUNCT
cana-3141	136	9	researcher	researcher	NOUN
cana-3141	136	10	divided	divide	VERB
cana-3141	136	11	the	the	DET
cana-3141	136	12	mean	mean	ADJ
cana-3141	136	13	error	error	NOUN
cana-3141	136	14	by	by	ADP
cana-3141	136	15	the	the	DET
cana-3141	136	16	mean	mean	ADJ
cana-3141	136	17	yield	yield	NOUN
cana-3141	136	18	of	of	ADP
cana-3141	136	19	the	the	DET
cana-3141	136	20	information	information	NOUN
cana-3141	136	21	sample	sample	NOUN
cana-3141	136	22	.	.	PUNCT
cana-3141	137	1	2.4	2.4	NUM
cana-3141	137	2	.	.	PUNCT
cana-3141	138	1	compared	compare	VERB
cana-3141	138	2	to	to	ADP
cana-3141	138	3	the	the	DET
cana-3141	138	4	predictions	prediction	NOUN
cana-3141	138	5	of	of	ADP
cana-3141	138	6	mcyfs	mcyfs	ADJ
cana-3141	138	7	:	:	PUNCT
cana-3141	138	8	to	to	PART
cana-3141	138	9	total	total	VERB
cana-3141	138	10	the	the	DET
cana-3141	138	11	crop	crop	NOUN
cana-3141	138	12	harvest	harvest	NOUN
cana-3141	138	13	forecasts	forecast	NOUN
cana-3141	138	14	from	from	ADP
cana-3141	138	15	nuts0	nuts0	NOUN
cana-3141	138	16	to	to	ADP
cana-3141	138	17	nuts3	nuts3	PROPN
cana-3141	138	18	,	,	PUNCT
cana-3141	138	19	researcher	researcher	NOUN
cana-3141	138	20	had	have	VERB
cana-3141	138	21	to	to	PART
cana-3141	138	22	modify	modify	VERB
cana-3141	138	23	the	the	DET
cana-3141	138	24	training	training	NOUN
cana-3141	138	25	and	and	CCONJ
cana-3141	138	26	test	test	NOUN
cana-3141	138	27	divides	divide	NOUN
cana-3141	138	28	.	.	PUNCT
cana-3141	139	1	the	the	DET
cana-3141	139	2	test	test	NOUN
cana-3141	139	3	dataset	dataset	NOUN
cana-3141	139	4	needed	need	VERB
cana-3141	139	5	to	to	PART
cana-3141	139	6	comprise	comprise	VERB
cana-3141	139	7	a	a	DET
cana-3141	139	8	similar	similar	ADJ
cana-3141	139	9	set	set	NOUN
cana-3141	139	10	of	of	ADP
cana-3141	139	11	years	year	NOUN
cana-3141	139	12	for	for	ADP
cana-3141	139	13	every	every	DET
cana-3141	139	14	area	area	NOUN
cana-3141	139	15	.	.	PUNCT
cana-3141	140	1	certain	certain	ADJ
cana-3141	140	2	locations	location	NOUN
cana-3141	140	3	and	and	CCONJ
cana-3141	140	4	test	test	NOUN
cana-3141	140	5	years	year	NOUN
cana-3141	140	6	did	do	AUX
cana-3141	140	7	not	not	PART
cana-3141	140	8	appear	appear	VERB
cana-3141	140	9	in	in	ADP
cana-3141	140	10	forecasts	forecast	NOUN
cana-3141	140	11	when	when	SCONJ
cana-3141	140	12	researcher	researcher	NOUN
cana-3141	140	13	set	set	VERB
cana-3141	140	14	the	the	DET
cana-3141	140	15	test	test	NOUN
cana-3141	140	16	years	year	NOUN
cana-3141	140	17	to	to	PART
cana-3141	140	18	be	be	AUX
cana-3141	140	19	the	the	DET
cana-3141	140	20	same	same	ADJ
cana-3141	140	21	.	.	PUNCT
cana-3141	141	1	two	two	NUM
cana-3141	141	2	methods	method	NOUN
cana-3141	141	3	are	be	AUX
cana-3141	141	4	used	use	VERB
cana-3141	141	5	to	to	PART
cana-3141	141	6	fill	fill	VERB
cana-3141	141	7	in	in	ADP
cana-3141	141	8	the	the	DET
cana-3141	141	9	missing	miss	VERB
cana-3141	141	10	predictions	prediction	NOUN
cana-3141	141	11	.	.	PUNCT
cana-3141	142	1	first	first	ADV
cana-3141	142	2	,	,	PUNCT
cana-3141	142	3	the	the	DET
cana-3141	142	4	mean	mean	NOUN
cana-3141	142	5	for	for	ADP
cana-3141	142	6	the	the	DET
cana-3141	142	7	remaining	remain	VERB
cana-3141	142	8	years	year	NOUN
cana-3141	142	9	is	be	AUX
cana-3141	142	10	used	use	VERB
cana-3141	142	11	to	to	PART
cana-3141	142	12	fill	fill	VERB
cana-3141	142	13	in	in	ADP
cana-3141	142	14	the	the	DET
cana-3141	142	15	missing	miss	VERB
cana-3141	142	16	number	number	NOUN
cana-3141	142	17	if	if	SCONJ
cana-3141	142	18	the	the	DET
cana-3141	142	19	area	area	NOUN
cana-3141	142	20	had	have	VERB
cana-3141	142	21	projections	projection	NOUN
cana-3141	142	22	for	for	ADP
cana-3141	142	23	previous	previous	ADJ
cana-3141	142	24	test	test	NOUN
cana-3141	142	25	years	year	NOUN
cana-3141	142	26	.	.	PUNCT
cana-3141	143	1	second	second	ADJ
cana-3141	143	2	,	,	PUNCT
cana-3141	143	3	the	the	DET
cana-3141	143	4	area	area	NOUN
cana-3141	143	5	percentages	percentage	NOUN
cana-3141	143	6	of	of	ADP
cana-3141	143	7	other	other	ADJ
cana-3141	143	8	siblings	sibling	NOUN
cana-3141	143	9	’	'	PUNCT
cana-3141	143	10	areas	area	NOUN
cana-3141	143	11	and	and	CCONJ
cana-3141	143	12	disregarded	disregard	VERB
cana-3141	143	13	the	the	DET
cana-3141	143	14	region	region	NOUN
cana-3141	143	15	are	be	AUX
cana-3141	143	16	modified	modify	VERB
cana-3141	143	17	if	if	SCONJ
cana-3141	143	18	it	it	PRON
cana-3141	143	19	had	have	VERB
cana-3141	143	20	no	no	DET
cana-3141	143	21	forecasts	forecast	NOUN
cana-3141	143	22	at	at	ADV
cana-3141	143	23	all	all	ADV
cana-3141	143	24	.	.	PUNCT
cana-3141	144	1	2.5	2.5	NUM
cana-3141	144	2	.	.	PUNCT
cana-3141	145	1	execution	execution	NOUN
cana-3141	145	2	:	:	PUNCT
cana-3141	145	3	for	for	ADP
cana-3141	145	4	data	data	NOUN
cana-3141	145	5	preparation	preparation	NOUN
cana-3141	145	6	and	and	CCONJ
cana-3141	145	7	feature	feature	NOUN
cana-3141	145	8	creation	creation	NOUN
cana-3141	145	9	,	,	PUNCT
cana-3141	145	10	apache	apache	NOUN
cana-3141	145	11	spark	spark	NOUN
cana-3141	145	12	dataframes	dataframe	NOUN
cana-3141	145	13	is	be	AUX
cana-3141	145	14	used	use	VERB
cana-3141	145	15	.	.	PUNCT
cana-3141	146	1	to	to	PART
cana-3141	146	2	apply	apply	VERB
cana-3141	146	3	machine	machine	NOUN
cana-3141	146	4	learning	learning	NOUN
cana-3141	146	5	,	,	PUNCT
cana-3141	146	6	the	the	DET
cana-3141	146	7	scikit	scikit	NOUN
cana-3141	146	8	-	-	PUNCT
cana-3141	146	9	learn	learn	VERB
cana-3141	146	10	python	python	NOUN
cana-3141	146	11	tool	tool	NOUN
cana-3141	146	12	is	be	AUX
cana-3141	146	13	employed	employ	VERB
cana-3141	146	14	.	.	PUNCT
cana-3141	147	1	google	google	PROPN
cana-3141	147	2	colaboratory	colaboratory	PROPN
cana-3141	147	3	is	be	AUX
cana-3141	147	4	used	use	VERB
cana-3141	147	5	to	to	PART
cana-3141	147	6	build	build	VERB
cana-3141	147	7	and	and	CCONJ
cana-3141	147	8	test	test	VERB
cana-3141	147	9	the	the	DET
cana-3141	147	10	process	process	NOUN
cana-3141	147	11	,	,	PUNCT
cana-3141	147	12	and	and	CCONJ
cana-3141	147	13	finally	finally	ADV
cana-3141	147	14	the	the	DET
cana-3141	147	15	google	google	PROPN
cana-3141	147	16	dataproc	dataproc	NOUN
cana-3141	147	17	cluster	cluster	PROPN
cana-3141	147	18	&	&	CCONJ
cana-3141	147	19	microsoft	microsoft	PROPN
cana-3141	147	20	azure	azure	PROPN
cana-3141	147	21	databricks	databrick	NOUN
cana-3141	147	22	are	be	AUX
cana-3141	147	23	utilized	utilize	VERB
cana-3141	147	24	to	to	PART
cana-3141	147	25	conduct	conduct	VERB
cana-3141	147	26	the	the	DET
cana-3141	147	27	various	various	ADJ
cana-3141	147	28	tests	test	NOUN
cana-3141	147	29	.	.	PUNCT
cana-3141	148	1	3	3	X
cana-3141	148	2	.	.	X
cana-3141	148	3	results	result	NOUN
cana-3141	148	4	:	:	PUNCT
cana-3141	148	5	for	for	ADP
cana-3141	148	6	each	each	DET
cana-3141	148	7	crop	crop	NOUN
cana-3141	148	8	,	,	PUNCT
cana-3141	148	9	researchers	researcher	NOUN
cana-3141	148	10	examined	examine	VERB
cana-3141	148	11	feature	feature	NOUN
cana-3141	148	12	selection	selection	NOUN
cana-3141	148	13	frequencies	frequency	NOUN
cana-3141	148	14	across	across	ADP
cana-3141	148	15	several	several	ADJ
cana-3141	148	16	nations	nation	NOUN
cana-3141	148	17	and	and	CCONJ
cana-3141	148	18	techniques	technique	NOUN
cana-3141	148	19	to	to	PART
cana-3141	148	20	confirm	confirm	VERB
cana-3141	148	21	the	the	DET
cana-3141	148	22	explainability	explainability	NOUN
cana-3141	148	23	of	of	ADP
cana-3141	148	24	characteristics	characteristic	NOUN
cana-3141	148	25	.	.	PUNCT
cana-3141	149	1	to	to	PART
cana-3141	149	2	illustrate	illustrate	VERB
cana-3141	149	3	modularity	modularity	NOUN
cana-3141	149	4	and	and	CCONJ
cana-3141	149	5	reusability	reusability	NOUN
cana-3141	149	6	,	,	PUNCT
cana-3141	149	7	researchers	researcher	NOUN
cana-3141	149	8	conducted	conduct	VERB
cana-3141	149	9	5	5	NUM
cana-3141	149	10	trials	trial	NOUN
cana-3141	149	11	for	for	ADP
cana-3141	149	12	each	each	PRON
cana-3141	149	13	of	of	ADP
cana-3141	149	14	the	the	DET
cana-3141	149	15	15	15	NUM
cana-3141	149	16	crop	crop	NOUN
cana-3141	149	17	&	&	CCONJ
cana-3141	149	18	country	country	NOUN
cana-3141	149	19	groupings	grouping	NOUN
cana-3141	149	20	like	like	ADP
cana-3141	149	21	spring	spring	NOUN
cana-3141	149	22	barley	barley	NOUN
cana-3141	149	23	,	,	PUNCT
cana-3141	149	24	sunflower	sunflower	NOUN
cana-3141	149	25	,	,	PUNCT
cana-3141	149	26	wheat	wheat	NOUN
cana-3141	149	27	,	,	PUNCT
cana-3141	149	28	sugar	sugar	NOUN
cana-3141	149	29	beetroot	beetroot	NOUN
cana-3141	149	30	,	,	PUNCT
cana-3141	149	31	and	and	CCONJ
cana-3141	149	32	potatoes	potato	NOUN
cana-3141	149	33	with	with	ADP
cana-3141	149	34	the	the	DET
cana-3141	149	35	choices	choice	NOUN
cana-3141	149	36	to	to	PART
cana-3141	149	37	utilise	utilise	VERB
cana-3141	149	38	yield	yield	NOUN
cana-3141	149	39	pattern	pattern	NOUN
cana-3141	149	40	(	(	PUNCT
cana-3141	149	41	yes	yes	INTJ
cana-3141	149	42	/	/	SYM
cana-3141	149	43	no	no	NOUN
cana-3141	149	44	)	)	PUNCT
cana-3141	149	45	&	&	CCONJ
cana-3141	149	46	to	to	PART
cana-3141	149	47	forecast	forecast	VERB
cana-3141	149	48	early	early	ADV
cana-3141	149	49	in	in	ADP
cana-3141	149	50	the	the	DET
cana-3141	149	51	season	season	NOUN
cana-3141	149	52	(	(	PUNCT
cana-3141	149	53	yes	yes	INTJ
cana-3141	149	54	/	/	SYM
cana-3141	149	55	no	no	NOUN
cana-3141	149	56	)	)	PUNCT
cana-3141	149	57	.	.	PUNCT
cana-3141	150	1	future	future	ADJ
cana-3141	150	2	projections	projection	NOUN
cana-3141	150	3	at	at	ADP
cana-3141	150	4	nuts2	nuts2	ADV
cana-3141	150	5	and	and	CCONJ
cana-3141	150	6	nuts3	nuts3	PROPN
cana-3141	150	7	.	.	PUNCT
cana-3141	151	1	the	the	DET
cana-3141	151	2	findings	finding	NOUN
cana-3141	151	3	were	be	AUX
cana-3141	151	4	compared	compare	VERB
cana-3141	151	5	to	to	ADP
cana-3141	151	6	previous	previous	ADJ
cana-3141	151	7	mcyfs	mcyfs	ADJ
cana-3141	151	8	projections	projection	NOUN
cana-3141	151	9	and	and	CCONJ
cana-3141	151	10	totalled	total	VERB
cana-3141	151	11	at	at	ADP
cana-3141	151	12	the	the	DET
cana-3141	151	13	national	national	ADJ
cana-3141	151	14	level	level	NOUN
cana-3141	151	15	.	.	PUNCT
cana-3141	152	1	for	for	ADP
cana-3141	152	2	several	several	ADJ
cana-3141	152	3	case	case	NOUN
cana-3141	152	4	studies	study	NOUN
cana-3141	152	5	,	,	PUNCT
cana-3141	152	6	the	the	DET
cana-3141	152	7	researchers	researcher	NOUN
cana-3141	152	8	offer	offer	VERB
cana-3141	152	9	the	the	DET
cana-3141	152	10	normalised	normalise	VERB
cana-3141	152	11	rmse	rmse	NOUN
cana-3141	152	12	in	in	ADP
cana-3141	152	13	this	this	DET
cana-3141	152	14	section	section	NOUN
cana-3141	152	15	.	.	PUNCT
cana-3141	153	1	3.1	3.1	NUM
cana-3141	153	2	.	.	PUNCT
cana-3141	154	1	the	the	DET
cana-3141	154	2	frequency	frequency	NOUN
cana-3141	154	3	of	of	ADP
cana-3141	154	4	feature	feature	NOUN
cana-3141	154	5	selection	selection	NOUN
cana-3141	154	6	:	:	PUNCT
cana-3141	154	7	water	water	NOUN
cana-3141	154	8	-	-	PUNCT
cana-3141	154	9	holding	hold	VERB
cana-3141	154	10	capacity	capacity	NOUN
cana-3141	154	11	of	of	ADP
cana-3141	154	12	the	the	DET
cana-3141	154	13	soil	soil	NOUN
cana-3141	154	14	was	be	AUX
cana-3141	154	15	always	always	ADV
cana-3141	154	16	chosen	choose	VERB
cana-3141	154	17	,	,	PUNCT
cana-3141	154	18	according	accord	VERB
cana-3141	154	19	to	to	ADP
cana-3141	154	20	feature	feature	NOUN
cana-3141	154	21	selection	selection	NOUN
cana-3141	154	22	criteria	criterion	NOUN
cana-3141	154	23	for	for	ADP
cana-3141	154	24	potatoes	potato	NOUN
cana-3141	154	25	.	.	PUNCT
cana-3141	155	1	likewise	likewise	ADV
cana-3141	155	2	,	,	PUNCT
cana-3141	155	3	every	every	DET
cana-3141	155	4	characteristic	characteristic	NOUN
cana-3141	155	5	for	for	ADP
cana-3141	155	6	the	the	DET
cana-3141	155	7	pre	pre	ADJ
cana-3141	155	8	-	-	ADJ
cana-3141	155	9	planting	planting	ADJ
cana-3141	155	10	time	time	NOUN
cana-3141	155	11	was	be	AUX
cana-3141	155	12	chosen	choose	VERB
cana-3141	155	13	a	a	DET
cana-3141	155	14	lot	lot	NOUN
cana-3141	155	15	.	.	PUNCT
cana-3141	156	1	the	the	DET
cana-3141	156	2	average	average	ADJ
cana-3141	156	3	and	and	CCONJ
cana-3141	156	4	extreme	extreme	ADJ
cana-3141	156	5	temperatures	temperature	NOUN
cana-3141	156	6	and	and	CCONJ
cana-3141	156	7	precipitation	precipitation	NOUN
cana-3141	156	8	were	be	AUX
cana-3141	156	9	significant	significant	ADJ
cana-3141	156	10	during	during	ADP
cana-3141	156	11	the	the	DET
cana-3141	156	12	planting	planting	NOUN
cana-3141	156	13	window	window	NOUN
cana-3141	156	14	.	.	PUNCT
cana-3141	157	1	for	for	ADP
cana-3141	157	2	the	the	DET
cana-3141	157	3	vegetative	vegetative	ADJ
cana-3141	157	4	phase	phase	NOUN
cana-3141	157	5	,	,	PUNCT
cana-3141	157	6	the	the	DET
cana-3141	157	7	most	most	ADV
cana-3141	157	8	often	often	ADV
cana-3141	157	9	chosen	choose	VERB
cana-3141	157	10	characteristics	characteristic	NOUN
cana-3141	157	11	were	be	AUX
cana-3141	157	12	the	the	DET
cana-3141	157	13	average	average	ADJ
cana-3141	157	14	temperature	temperature	NOUN
cana-3141	157	15	,	,	PUNCT
cana-3141	157	16	water	water	NOUN
cana-3141	157	17	-	-	PUNCT
cana-3141	157	18	limited	limit	VERB
cana-3141	157	19	yielding	yield	VERB
cana-3141	157	20	biomass	biomass	NOUN
cana-3141	157	21	,	,	PUNCT
cana-3141	157	22	leaf	leaf	NOUN
cana-3141	157	23	surface	surface	NOUN
cana-3141	157	24	index	index	NOUN
cana-3141	157	25	,	,	PUNCT
cana-3141	157	26	and	and	CCONJ
cana-3141	157	27	percent	percent	NOUN
cana-3141	157	28	of	of	ADP
cana-3141	157	29	absorbed	absorb	VERB
cana-3141	157	30	photosynthesis	photosynthesis	NOUN
cana-3141	157	31	-	-	PUNCT
cana-3141	157	32	active	active	ADJ
cana-3141	157	33	radiation	radiation	NOUN
cana-3141	157	34	(	(	PUNCT
cana-3141	157	35	fapar	fapar	NOUN
cana-3141	157	36	)	)	PUNCT
cana-3141	157	37	.	.	PUNCT
cana-3141	158	1	the	the	DET
cana-3141	158	2	communications	communication	NOUN
cana-3141	158	3	on	on	ADP
cana-3141	158	4	applied	apply	VERB
cana-3141	158	5	nonlinear	nonlinear	ADJ
cana-3141	158	6	analysis	analysis	NOUN
cana-3141	158	7	issn	issn	NOUN
cana-3141	158	8	:	:	PUNCT
cana-3141	158	9	1074	1074	NUM
cana-3141	158	10	-	-	PUNCT
cana-3141	158	11	133x	133x	NUM
cana-3141	158	12	vol	vol	NOUN
cana-3141	158	13	32	32	NUM
cana-3141	158	14	no	no	NOUN
cana-3141	158	15	.	.	PUNCT
cana-3141	159	1	5s	5s	NUM
cana-3141	159	2	(	(	PUNCT
cana-3141	159	3	2025	2025	NUM
cana-3141	159	4	)	)	PUNCT
cana-3141	159	5	438	438	NUM
cana-3141	159	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3141	159	7	blossoming	blossoming	NOUN
cana-3141	159	8	phase	phase	NOUN
cana-3141	159	9	depended	depend	VERB
cana-3141	159	10	on	on	ADP
cana-3141	159	11	precipitation	precipitation	NOUN
cana-3141	159	12	and	and	CCONJ
cana-3141	159	13	extremes	extreme	NOUN
cana-3141	159	14	in	in	ADP
cana-3141	159	15	maximum	maximum	ADJ
cana-3141	159	16	temperature	temperature	NOUN
cana-3141	159	17	.	.	PUNCT
cana-3141	160	1	water	water	NOUN
cana-3141	160	2	-	-	PUNCT
cana-3141	160	3	restricted	restrict	VERB
cana-3141	160	4	harvest	harvest	NOUN
cana-3141	160	5	biomass	biomass	NOUN
cana-3141	160	6	,	,	PUNCT
cana-3141	160	7	total	total	ADJ
cana-3141	160	8	water	water	NOUN
cana-3141	160	9	usage	usage	NOUN
cana-3141	160	10	&	&	CCONJ
cana-3141	160	11	yield	yield	NOUN
cana-3141	160	12	storing	storing	NOUN
cana-3141	160	13	were	be	AUX
cana-3141	160	14	all	all	PRON
cana-3141	160	15	crucial	crucial	ADJ
cana-3141	160	16	fapar	fapar	NOUN
cana-3141	160	17	&	&	CCONJ
cana-3141	160	18	wofost	wofost	VERB
cana-3141	160	19	metrics	metric	NOUN
cana-3141	160	20	during	during	ADP
cana-3141	160	21	the	the	DET
cana-3141	160	22	yield	yield	NOUN
cana-3141	160	23	formation	formation	NOUN
cana-3141	160	24	phase	phase	NOUN
cana-3141	160	25	.	.	PUNCT
cana-3141	161	1	lastly	lastly	ADV
cana-3141	161	2	,	,	PUNCT
cana-3141	161	3	the	the	DET
cana-3141	161	4	harvest	harvest	NOUN
cana-3141	161	5	window	window	NOUN
cana-3141	161	6	was	be	AUX
cana-3141	161	7	influenced	influence	VERB
cana-3141	161	8	by	by	ADP
cana-3141	161	9	the	the	DET
cana-3141	161	10	average	average	ADJ
cana-3141	161	11	and	and	CCONJ
cana-3141	161	12	exceptional	exceptional	ADJ
cana-3141	161	13	precipitation	precipitation	NOUN
cana-3141	161	14	.	.	PUNCT
cana-3141	162	1	in	in	ADP
cana-3141	162	2	general	general	ADJ
cana-3141	162	3	,	,	PUNCT
cana-3141	162	4	the	the	DET
cana-3141	162	5	variables	variable	NOUN
cana-3141	162	6	influencing	influence	VERB
cana-3141	162	7	the	the	DET
cana-3141	162	8	development	development	NOUN
cana-3141	162	9	of	of	ADP
cana-3141	162	10	crops	crop	NOUN
cana-3141	162	11	during	during	ADP
cana-3141	162	12	these	these	DET
cana-3141	162	13	times	time	NOUN
cana-3141	162	14	align	align	VERB
cana-3141	162	15	with	with	ADP
cana-3141	162	16	feature	feature	NOUN
cana-3141	162	17	selection	selection	NOUN
cana-3141	162	18	frequencies	frequency	NOUN
cana-3141	162	19	.	.	PUNCT
cana-3141	163	1	extremes	extreme	NOUN
cana-3141	163	2	in	in	ADP
cana-3141	163	3	precipitation	precipitation	NOUN
cana-3141	163	4	during	during	ADP
cana-3141	163	5	the	the	DET
cana-3141	163	6	planting	planting	NOUN
cana-3141	163	7	and	and	CCONJ
cana-3141	163	8	harvest	harvest	NOUN
cana-3141	163	9	windows	window	NOUN
cana-3141	163	10	,	,	PUNCT
cana-3141	163	11	as	as	ADV
cana-3141	163	12	well	well	ADV
cana-3141	163	13	as	as	ADP
cana-3141	163	14	temperature	temperature	NOUN
cana-3141	163	15	during	during	ADP
cana-3141	163	16	the	the	DET
cana-3141	163	17	blooming	blooming	ADJ
cana-3141	163	18	period	period	NOUN
cana-3141	163	19	,	,	PUNCT
cana-3141	163	20	are	be	AUX
cana-3141	163	21	known	know	VERB
cana-3141	163	22	to	to	PART
cana-3141	163	23	affect	affect	VERB
cana-3141	163	24	crop	crop	NOUN
cana-3141	163	25	production	production	NOUN
cana-3141	163	26	.	.	PUNCT
cana-3141	164	1	3.2	3.2	NUM
cana-3141	164	2	.	.	PUNCT
cana-3141	164	3	trends	trend	NOUN
cana-3141	164	4	in	in	ADP
cana-3141	164	5	yield	yield	NOUN
cana-3141	164	6	as	as	SCONJ
cana-3141	164	7	opposed	oppose	VERB
cana-3141	164	8	to	to	ADP
cana-3141	164	9	no	no	DET
cana-3141	164	10	trend	trend	NOUN
cana-3141	164	11	:	:	PUNCT
cana-3141	164	12	researchers	researcher	NOUN
cana-3141	164	13	contrasted	contrast	VERB
cana-3141	164	14	the	the	DET
cana-3141	164	15	null	null	ADJ
cana-3141	164	16	method	method	NOUN
cana-3141	164	17	's	's	PART
cana-3141	164	18	production	production	NOUN
cana-3141	164	19	pattern	pattern	NOUN
cana-3141	164	20	(	(	PUNCT
cana-3141	164	21	yes	yes	INTJ
cana-3141	164	22	or	or	CCONJ
cana-3141	164	23	no	no	NOUN
cana-3141	164	24	)	)	PUNCT
cana-3141	164	25	end	end	NOUN
cana-3141	164	26	-	-	PUNCT
cana-3141	164	27	of	of	ADP
cana-3141	164	28	-	-	PUNCT
cana-3141	164	29	season	season	NOUN
cana-3141	164	30	forecasts	forecast	NOUN
cana-3141	164	31	with	with	ADP
cana-3141	164	32	those	those	PRON
cana-3141	164	33	using	use	VERB
cana-3141	164	34	the	the	DET
cana-3141	164	35	gradients	gradient	NOUN
cana-3141	164	36	boosted	boost	VERB
cana-3141	164	37	decision	decision	NOUN
cana-3141	164	38	diagrams	diagram	NOUN
cana-3141	164	39	(	(	PUNCT
cana-3141	164	40	gbdt	gbdt	NOUN
cana-3141	164	41	)	)	PUNCT
cana-3141	164	42	approach	approach	NOUN
cana-3141	164	43	(	(	PUNCT
cana-3141	164	44	figure	figure	NOUN
cana-3141	164	45	3	3	NUM
cana-3141	164	46	)	)	PUNCT
cana-3141	164	47	.	.	PUNCT
cana-3141	165	1	for	for	ADP
cana-3141	165	2	the	the	DET
cana-3141	165	3	most	most	ADJ
cana-3141	165	4	part	part	NOUN
cana-3141	165	5	,	,	PUNCT
cana-3141	165	6	gbdt	gbdt	PROPN
cana-3141	165	7	outperformed	outperform	VERB
cana-3141	165	8	competing	compete	VERB
cana-3141	165	9	algorithms	algorithm	NOUN
cana-3141	165	10	,	,	PUNCT
cana-3141	165	11	therefore	therefore	ADV
cana-3141	165	12	researcher	researcher	NOUN
cana-3141	165	13	went	go	VERB
cana-3141	165	14	with	with	ADP
cana-3141	165	15	it	it	PRON
cana-3141	165	16	.	.	PUNCT
cana-3141	166	1	machine	machine	NOUN
cana-3141	166	2	learning	learning	NOUN
cana-3141	166	3	outperformed	outperform	VERB
cana-3141	166	4	the	the	DET
cana-3141	166	5	null	null	ADJ
cana-3141	166	6	technique	technique	NOUN
cana-3141	166	7	in	in	ADP
cana-3141	166	8	most	most	ADJ
cana-3141	166	9	cases	case	NOUN
cana-3141	166	10	,	,	PUNCT
cana-3141	166	11	with	with	ADP
cana-3141	166	12	the	the	DET
cana-3141	166	13	exception	exception	NOUN
cana-3141	166	14	of	of	ADP
cana-3141	166	15	sugar	sugar	NOUN
cana-3141	166	16	beets	beet	NOUN
cana-3141	166	17	and	and	CCONJ
cana-3141	166	18	mape	mape	NOUN
cana-3141	166	19	for	for	ADP
cana-3141	166	20	potatoes	potato	NOUN
cana-3141	166	21	,	,	PUNCT
cana-3141	166	22	which	which	PRON
cana-3141	166	23	showed	show	VERB
cana-3141	166	24	a	a	DET
cana-3141	166	25	"	"	PUNCT
cana-3141	166	26	yield	yield	NOUN
cana-3141	166	27	trend	trend	NOUN
cana-3141	166	28	"	"	PUNCT
cana-3141	166	29	rather	rather	ADV
cana-3141	166	30	than	than	ADP
cana-3141	166	31	a	a	DET
cana-3141	166	32	"	"	PUNCT
cana-3141	166	33	no	no	DET
cana-3141	166	34	yield	yield	NOUN
cana-3141	166	35	trend	trend	NOUN
cana-3141	166	36	"	"	PUNCT
cana-3141	166	37	.	.	PUNCT
cana-3141	167	1	this	this	DET
cana-3141	167	2	"	"	PUNCT
cana-3141	167	3	yield	yield	NOUN
cana-3141	167	4	trend	trend	NOUN
cana-3141	167	5	"	"	PUNCT
cana-3141	167	6	vs.	vs.	X
cana-3141	167	7	"	"	PUNCT
cana-3141	167	8	no	no	DET
cana-3141	167	9	yield	yield	NOUN
cana-3141	167	10	trend	trend	NOUN
cana-3141	167	11	"	"	PUNCT
cana-3141	167	12	comparison	comparison	NOUN
cana-3141	167	13	is	be	AUX
cana-3141	167	14	flawed	flawed	ADJ
cana-3141	167	15	due	due	ADP
cana-3141	167	16	to	to	ADP
cana-3141	167	17	the	the	DET
cana-3141	167	18	fact	fact	NOUN
cana-3141	167	19	that	that	SCONJ
cana-3141	167	20	the	the	DET
cana-3141	167	21	two	two	NUM
cana-3141	167	22	sets	set	NOUN
cana-3141	167	23	of	of	ADP
cana-3141	167	24	data	datum	NOUN
cana-3141	167	25	used	use	VERB
cana-3141	167	26	for	for	ADP
cana-3141	167	27	training	training	NOUN
cana-3141	167	28	and	and	CCONJ
cana-3141	167	29	testing	testing	NOUN
cana-3141	167	30	are	be	AUX
cana-3141	167	31	different	different	ADJ
cana-3141	167	32	.	.	PUNCT
cana-3141	168	1	however	however	ADV
cana-3141	168	2	,	,	PUNCT
cana-3141	168	3	there	there	PRON
cana-3141	168	4	was	be	VERB
cana-3141	168	5	little	little	ADJ
cana-3141	168	6	difference	difference	NOUN
cana-3141	168	7	between	between	ADP
cana-3141	168	8	the	the	DET
cana-3141	168	9	two	two	NUM
cana-3141	168	10	sets	set	NOUN
cana-3141	168	11	of	of	ADP
cana-3141	168	12	error	error	NOUN
cana-3141	168	13	data	datum	NOUN
cana-3141	168	14	,	,	PUNCT
cana-3141	168	15	suggesting	suggest	VERB
cana-3141	168	16	that	that	SCONJ
cana-3141	168	17	machine	machine	NOUN
cana-3141	168	18	learning	learning	NOUN
cana-3141	168	19	may	may	AUX
cana-3141	168	20	be	be	AUX
cana-3141	168	21	used	use	VERB
cana-3141	168	22	with	with	ADP
cana-3141	168	23	or	or	CCONJ
cana-3141	168	24	without	without	ADP
cana-3141	168	25	productivity	productivity	NOUN
cana-3141	168	26	trends	trend	NOUN
cana-3141	168	27	.	.	PUNCT
cana-3141	169	1	the	the	DET
cana-3141	169	2	test	test	NOUN
cana-3141	169	3	set	set	VERB
cana-3141	169	4	for	for	ADP
cana-3141	169	5	the	the	DET
cana-3141	169	6	yield	yield	NOUN
cana-3141	169	7	trend	trend	NOUN
cana-3141	169	8	includes	include	VERB
cana-3141	169	9	the	the	DET
cana-3141	169	10	last	last	ADJ
cana-3141	169	11	years	year	NOUN
cana-3141	169	12	that	that	PRON
cana-3141	169	13	were	be	AUX
cana-3141	169	14	available	available	ADJ
cana-3141	169	15	.	.	PUNCT
cana-3141	170	1	for	for	ADP
cana-3141	170	2	this	this	DET
cana-3141	170	3	reason	reason	NOUN
cana-3141	170	4	,	,	PUNCT
cana-3141	170	5	forecasts	forecast	NOUN
cana-3141	170	6	based	base	VERB
cana-3141	170	7	on	on	ADP
cana-3141	170	8	a	a	DET
cana-3141	170	9	yield	yield	NOUN
cana-3141	170	10	pattern	pattern	NOUN
cana-3141	170	11	would	would	AUX
cana-3141	170	12	be	be	AUX
cana-3141	170	13	practical	practical	ADJ
cana-3141	170	14	.	.	PUNCT
cana-3141	171	1	for	for	ADP
cana-3141	171	2	years	year	NOUN
cana-3141	171	3	that	that	PRON
cana-3141	171	4	are	be	AUX
cana-3141	171	5	absent	absent	ADJ
cana-3141	171	6	in	in	ADP
cana-3141	171	7	the	the	DET
cana-3141	171	8	forecast	forecast	NOUN
cana-3141	171	9	,	,	PUNCT
cana-3141	171	10	the	the	DET
cana-3141	171	11	"	"	PUNCT
cana-3141	171	12	no	no	DET
cana-3141	171	13	yield	yield	NOUN
cana-3141	171	14	trend	trend	NOUN
cana-3141	171	15	"	"	PUNCT
cana-3141	171	16	method	method	NOUN
cana-3141	171	17	may	may	AUX
cana-3141	171	18	be	be	AUX
cana-3141	171	19	helpful	helpful	ADJ
cana-3141	171	20	.	.	PUNCT
cana-3141	172	1	figure	figure	VERB
cana-3141	172	2	3	3	NUM
cana-3141	172	3	depicts	depict	VERB
cana-3141	172	4	comparison	comparison	NOUN
cana-3141	172	5	of	of	ADP
cana-3141	172	6	yield	yield	NOUN
cana-3141	172	7	pattern	pattern	NOUN
cana-3141	172	8	vs	vs	ADP
cana-3141	172	9	no	no	DET
cana-3141	172	10	yield	yield	NOUN
cana-3141	172	11	pattern	pattern	NOUN
cana-3141	172	12	.	.	PUNCT
cana-3141	173	1	3.3	3.3	NUM
cana-3141	173	2	.	.	PUNCT
cana-3141	173	3	comparison	comparison	NOUN
cana-3141	173	4	between	between	ADP
cana-3141	173	5	season	season	NOUN
cana-3141	173	6	-	-	PUNCT
cana-3141	173	7	ending	ending	NOUN
cana-3141	173	8	and	and	CCONJ
cana-3141	173	9	beginning	begin	VERB
cana-3141	173	10	estimates	estimate	NOUN
cana-3141	173	11	:	:	PUNCT
cana-3141	173	12	using	use	VERB
cana-3141	173	13	yield	yield	NOUN
cana-3141	173	14	trend	trend	NOUN
cana-3141	173	15	to	to	PART
cana-3141	173	16	make	make	VERB
cana-3141	173	17	early	early	ADJ
cana-3141	173	18	season	season	NOUN
cana-3141	173	19	estimates	estimate	NOUN
cana-3141	173	20	(	(	PUNCT
cana-3141	173	21	figure	figure	NOUN
cana-3141	173	22	4	4	NUM
cana-3141	173	23	)	)	PUNCT
cana-3141	173	24	showed	show	VERB
cana-3141	173	25	that	that	SCONJ
cana-3141	173	26	the	the	DET
cana-3141	173	27	baseline	baseline	NOUN
cana-3141	173	28	method	method	NOUN
cana-3141	173	29	might	might	AUX
cana-3141	173	30	make	make	VERB
cana-3141	173	31	better	well	ADJ
cana-3141	173	32	early	early	ADJ
cana-3141	173	33	season	season	NOUN
cana-3141	173	34	forecasts	forecast	NOUN
cana-3141	173	35	than	than	ADP
cana-3141	173	36	the	the	DET
cana-3141	173	37	null	null	ADJ
cana-3141	173	38	technique	technique	NOUN
cana-3141	173	39	.	.	PUNCT
cana-3141	174	1	researcher	researcher	NOUN
cana-3141	174	2	chose	choose	VERB
cana-3141	174	3	to	to	PART
cana-3141	174	4	compare	compare	VERB
cana-3141	174	5	gbdt	gbdt	NOUN
cana-3141	174	6	to	to	ADP
cana-3141	174	7	other	other	ADJ
cana-3141	174	8	algorithms	algorithm	NOUN
cana-3141	174	9	because	because	SCONJ
cana-3141	174	10	,	,	PUNCT
cana-3141	174	11	in	in	ADP
cana-3141	174	12	most	most	ADJ
cana-3141	174	13	situations	situation	NOUN
cana-3141	174	14	,	,	PUNCT
cana-3141	174	15	it	it	PRON
cana-3141	174	16	worked	work	VERB
cana-3141	174	17	better	well	ADV
cana-3141	174	18	than	than	ADP
cana-3141	174	19	the	the	DET
cana-3141	174	20	others	other	NOUN
cana-3141	174	21	.	.	PUNCT
cana-3141	175	1	in	in	ADP
cana-3141	175	2	every	every	DET
cana-3141	175	3	case	case	NOUN
cana-3141	175	4	except	except	SCONJ
cana-3141	175	5	for	for	ADP
cana-3141	175	6	mape	mape	NOUN
cana-3141	175	7	for	for	ADP
cana-3141	175	8	potatoes	potato	NOUN
cana-3141	175	9	(	(	PUNCT
cana-3141	175	10	fr	fr	PROPN
cana-3141	175	11	)	)	PUNCT
cana-3141	175	12	,	,	PUNCT
cana-3141	175	13	the	the	DET
cana-3141	175	14	normalised	normalise	VERB
cana-3141	175	15	rmse	rmse	NOUN
cana-3141	175	16	and	and	CCONJ
cana-3141	175	17	mape	mape	NOUN
cana-3141	175	18	outcomes	outcome	NOUN
cana-3141	175	19	for	for	ADP
cana-3141	175	20	ml	ml	NOUN
cana-3141	175	21	was	be	AUX
cana-3141	175	22	lower	low	ADJ
cana-3141	175	23	compared	compare	VERB
cana-3141	175	24	to	to	ADP
cana-3141	175	25	those	those	PRON
cana-3141	175	26	for	for	ADP
cana-3141	175	27	the	the	DET
cana-3141	175	28	null	null	ADJ
cana-3141	175	29	technique	technique	NOUN
cana-3141	175	30	.	.	PUNCT
cana-3141	176	1	the	the	DET
cana-3141	176	2	null	null	ADJ
cana-3141	176	3	method	method	NOUN
cana-3141	176	4	used	use	VERB
cana-3141	176	5	a	a	DET
cana-3141	176	6	linear	linear	ADJ
cana-3141	176	7	5	5	NUM
cana-3141	176	8	-	-	PUNCT
cana-3141	176	9	year	year	NOUN
cana-3141	176	10	pattern	pattern	NOUN
cana-3141	176	11	to	to	PART
cana-3141	176	12	guess	guess	VERB
cana-3141	176	13	the	the	DET
cana-3141	176	14	return	return	NOUN
cana-3141	176	15	.	.	PUNCT
cana-3141	177	1	predictions	prediction	NOUN
cana-3141	177	2	for	for	ADP
cana-3141	177	3	the	the	DET
cana-3141	177	4	early	early	ADJ
cana-3141	177	5	season	season	NOUN
cana-3141	177	6	were	be	AUX
cana-3141	177	7	developed	develop	VERB
cana-3141	177	8	30	30	NUM
cana-3141	177	9	days	day	NOUN
cana-3141	177	10	after	after	SCONJ
cana-3141	177	11	gardens	garden	NOUN
cana-3141	177	12	were	be	AUX
cana-3141	177	13	planted	plant	VERB
cana-3141	177	14	.	.	PUNCT
cana-3141	178	1	when	when	SCONJ
cana-3141	178	2	the	the	DET
cana-3141	178	3	harvest	harvest	NOUN
cana-3141	178	4	window	window	NOUN
cana-3141	178	5	closed	close	VERB
cana-3141	178	6	,	,	PUNCT
cana-3141	178	7	statements	statement	NOUN
cana-3141	178	8	were	be	AUX
cana-3141	178	9	made	make	VERB
cana-3141	178	10	about	about	ADP
cana-3141	178	11	the	the	DET
cana-3141	178	12	season	season	NOUN
cana-3141	178	13	end	end	NOUN
cana-3141	178	14	.	.	PUNCT
cana-3141	179	1	estimation	estimation	NOUN
cana-3141	179	2	for	for	ADP
cana-3141	179	3	the	the	DET
cana-3141	179	4	beginning	beginning	NOUN
cana-3141	179	5	&	&	CCONJ
cana-3141	179	6	end	end	NOUN
cana-3141	179	7	of	of	ADP
cana-3141	179	8	the	the	DET
cana-3141	179	9	season	season	NOUN
cana-3141	179	10	both	both	PRON
cana-3141	179	11	used	use	VERB
cana-3141	179	12	data	datum	NOUN
cana-3141	179	13	from	from	ADP
cana-3141	179	14	the	the	DET
cana-3141	179	15	earth	earth	NOUN
cana-3141	179	16	,	,	PUNCT
cana-3141	179	17	five	five	NUM
cana-3141	179	18	previous	previous	ADJ
cana-3141	179	19	years	year	NOUN
cana-3141	179	20	'	'	PART
cana-3141	179	21	yields	yield	NOUN
cana-3141	179	22	,	,	PUNCT
cana-3141	179	23	and	and	CCONJ
cana-3141	179	24	information	information	NOUN
cana-3141	179	25	about	about	ADP
cana-3141	179	26	the	the	DET
cana-3141	179	27	current	current	ADJ
cana-3141	179	28	season	season	NOUN
cana-3141	179	29	up	up	ADP
cana-3141	179	30	to	to	ADP
cana-3141	179	31	the	the	DET
cana-3141	179	32	forecast	forecast	NOUN
cana-3141	179	33	dekad	dekad	NOUN
cana-3141	179	34	.	.	PUNCT
cana-3141	180	1	the	the	DET
cana-3141	180	2	machine	machine	NOUN
cana-3141	180	3	learning	learn	VERB
cana-3141	180	4	standard	standard	ADJ
cana-3141	180	5	error	error	NOUN
cana-3141	180	6	numbers	number	NOUN
cana-3141	180	7	got	get	VERB
cana-3141	180	8	a	a	DET
cana-3141	180	9	little	little	ADJ
cana-3141	180	10	better	well	ADJ
cana-3141	180	11	across	across	ADP
cana-3141	180	12	the	the	DET
cana-3141	180	13	duration	duration	NOUN
cana-3141	180	14	of	of	ADP
cana-3141	180	15	the	the	DET
cana-3141	180	16	season	season	NOUN
cana-3141	180	17	,	,	PUNCT
cana-3141	180	18	except	except	SCONJ
cana-3141	180	19	for	for	ADP
cana-3141	180	20	spring	spring	NOUN
cana-3141	180	21	barley	barley	NOUN
cana-3141	180	22	.	.	PUNCT
cana-3141	181	1	communications	communication	NOUN
cana-3141	181	2	on	on	ADP
cana-3141	181	3	applied	apply	VERB
cana-3141	181	4	nonlinear	nonlinear	ADJ
cana-3141	181	5	analysis	analysis	NOUN
cana-3141	181	6	issn	issn	NOUN
cana-3141	181	7	:	:	PUNCT
cana-3141	181	8	1074	1074	NUM
cana-3141	181	9	-	-	PUNCT
cana-3141	181	10	133x	133x	NUM
cana-3141	181	11	vol	vol	NOUN
cana-3141	181	12	32	32	NUM
cana-3141	181	13	no	no	NOUN
cana-3141	181	14	.	.	PUNCT
cana-3141	182	1	5s	5s	NUM
cana-3141	182	2	(	(	PUNCT
cana-3141	182	3	2025	2025	NUM
cana-3141	182	4	)	)	PUNCT
cana-3141	182	5	439	439	NUM
cana-3141	182	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3141	182	7	figure	figure	NOUN
cana-3141	182	8	4	4	NUM
cana-3141	182	9	illustrates	illustrate	VERB
cana-3141	182	10	early	early	ADJ
cana-3141	182	11	season	season	NOUN
cana-3141	182	12	estimation	estimation	NOUN
cana-3141	182	13	by	by	ADP
cana-3141	182	14	five	five	NUM
cana-3141	182	15	year	year	NOUN
cana-3141	182	16	production	production	NOUN
cana-3141	182	17	pattern	pattern	NOUN
cana-3141	182	18	.	.	PUNCT
cana-3141	183	1	3.4	3.4	NUM
cana-3141	183	2	.	.	PUNCT
cana-3141	183	3	evaluation	evaluation	NOUN
cana-3141	183	4	with	with	ADP
cana-3141	183	5	mcyfs	mcyfs	ADJ
cana-3141	183	6	projections	projection	NOUN
cana-3141	183	7	:	:	PUNCT
cana-3141	183	8	the	the	DET
cana-3141	183	9	ml	ml	NOUN
cana-3141	183	10	initial	initial	ADJ
cana-3141	183	11	findings	finding	NOUN
cana-3141	183	12	were	be	AUX
cana-3141	183	13	added	add	VERB
cana-3141	183	14	up	up	ADP
cana-3141	183	15	to	to	ADP
cana-3141	183	16	nuts0	nuts0	NOUN
cana-3141	183	17	,	,	PUNCT
cana-3141	183	18	and	and	CCONJ
cana-3141	183	19	they	they	PRON
cana-3141	183	20	were	be	AUX
cana-3141	183	21	compared	compare	VERB
cana-3141	183	22	to	to	ADP
cana-3141	183	23	past	past	ADJ
cana-3141	183	24	mcyfs	mcyfs	ADJ
cana-3141	183	25	estimates	estimate	NOUN
cana-3141	183	26	.	.	PUNCT
cana-3141	184	1	researcher	researcher	NOUN
cana-3141	184	2	contrasted	contrast	VERB
cana-3141	184	3	the	the	DET
cana-3141	184	4	estimates	estimate	NOUN
cana-3141	184	5	for	for	ADP
cana-3141	184	6	ml	ml	NOUN
cana-3141	184	7	algorithms	algorithm	NOUN
cana-3141	184	8	utilising	utilise	VERB
cana-3141	184	9	the	the	DET
cana-3141	184	10	yield	yield	NOUN
cana-3141	184	11	trend	trend	NOUN
cana-3141	184	12	because	because	SCONJ
cana-3141	184	13	the	the	DET
cana-3141	184	14	mcyfs	mcyfs	ADJ
cana-3141	184	15	method	method	NOUN
cana-3141	184	16	searches	search	NOUN
cana-3141	184	17	for	for	ADP
cana-3141	184	18	patterns	pattern	NOUN
cana-3141	184	19	.	.	PUNCT
cana-3141	185	1	researcher	researcher	NOUN
cana-3141	185	2	compared	compare	VERB
cana-3141	185	3	the	the	DET
cana-3141	185	4	results	result	NOUN
cana-3141	185	5	with	with	ADP
cana-3141	185	6	estimates	estimate	NOUN
cana-3141	185	7	from	from	ADP
cana-3141	185	8	the	the	DET
cana-3141	185	9	most	most	ADV
cana-3141	185	10	efficient	efficient	ADJ
cana-3141	185	11	machine	machine	NOUN
cana-3141	185	12	learning	learn	VERB
cana-3141	185	13	algorithm	algorithm	NOUN
cana-3141	185	14	.	.	PUNCT
cana-3141	186	1	the	the	DET
cana-3141	186	2	method	method	NOUN
cana-3141	186	3	that	that	PRON
cana-3141	186	4	was	be	AUX
cana-3141	186	5	chosen	choose	VERB
cana-3141	186	6	for	for	ADP
cana-3141	186	7	each	each	DET
cana-3141	186	8	case	case	NOUN
cana-3141	186	9	study	study	NOUN
cana-3141	186	10	was	be	AUX
cana-3141	186	11	different	different	ADJ
cana-3141	186	12	.	.	PUNCT
cana-3141	187	1	looking	look	VERB
cana-3141	187	2	at	at	ADP
cana-3141	187	3	the	the	DET
cana-3141	187	4	early	early	ADJ
cana-3141	187	5	year	year	NOUN
cana-3141	187	6	,	,	PUNCT
cana-3141	187	7	compared	compare	VERB
cana-3141	187	8	mcyfs	mcyfs	ADJ
cana-3141	187	9	predictions	prediction	NOUN
cana-3141	187	10	from	from	ADP
cana-3141	187	11	the	the	DET
cana-3141	187	12	most	most	ADV
cana-3141	187	13	recent	recent	ADJ
cana-3141	187	14	dekad	dekad	NOUN
cana-3141	187	15	with	with	ADP
cana-3141	187	16	machine	machine	NOUN
cana-3141	187	17	learning	learn	VERB
cana-3141	187	18	predictions	prediction	NOUN
cana-3141	187	19	for	for	ADP
cana-3141	187	20	thirty	thirty	NUM
cana-3141	187	21	days	day	NOUN
cana-3141	187	22	after	after	ADP
cana-3141	187	23	planting	plant	VERB
cana-3141	187	24	(	(	PUNCT
cana-3141	187	25	figure	figure	NOUN
cana-3141	187	26	5	5	NUM
cana-3141	187	27	)	)	PUNCT
cana-3141	187	28	.	.	PUNCT
cana-3141	188	1	figure	figure	NOUN
cana-3141	188	2	5	5	NUM
cana-3141	188	3	demonstrates	demonstrate	VERB
cana-3141	188	4	nutso	nutso	ADJ
cana-3141	188	5	forecasts	forecast	NOUN
cana-3141	188	6	using	use	VERB
cana-3141	188	7	yield	yield	NOUN
cana-3141	188	8	trend	trend	NOUN
cana-3141	188	9	in	in	ADP
cana-3141	188	10	comparison	comparison	NOUN
cana-3141	188	11	to	to	ADP
cana-3141	188	12	mcyfs	mcyfs	ADJ
cana-3141	188	13	.	.	PUNCT
cana-3141	189	1	additionally	additionally	ADV
cana-3141	189	2	,	,	PUNCT
cana-3141	189	3	researcher	researcher	NOUN
cana-3141	189	4	looked	look	VERB
cana-3141	189	5	at	at	ADP
cana-3141	189	6	the	the	DET
cana-3141	189	7	last	last	ADJ
cana-3141	189	8	mcyfs	mcyfs	ADJ
cana-3141	189	9	estimate	estimate	NOUN
cana-3141	189	10	for	for	ADP
cana-3141	189	11	the	the	DET
cana-3141	189	12	year	year	NOUN
cana-3141	189	13	and	and	CCONJ
cana-3141	189	14	compared	compare	VERB
cana-3141	189	15	it	it	PRON
cana-3141	189	16	to	to	ADP
cana-3141	189	17	estimates	estimate	NOUN
cana-3141	189	18	made	make	VERB
cana-3141	189	19	by	by	ADP
cana-3141	189	20	ml	ml	NOUN
cana-3141	189	21	at	at	ADP
cana-3141	189	22	the	the	DET
cana-3141	189	23	close	close	NOUN
cana-3141	189	24	of	of	ADP
cana-3141	189	25	the	the	DET
cana-3141	189	26	harvesting	harvesting	NOUN
cana-3141	189	27	window	window	NOUN
cana-3141	189	28	(	(	PUNCT
cana-3141	189	29	figure	figure	NOUN
cana-3141	189	30	6	6	NUM
cana-3141	189	31	)	)	PUNCT
cana-3141	189	32	.	.	PUNCT
cana-3141	190	1	as	as	SCONJ
cana-3141	190	2	the	the	DET
cana-3141	190	3	season	season	NOUN
cana-3141	190	4	started	start	VERB
cana-3141	190	5	,	,	PUNCT
cana-3141	190	6	the	the	DET
cana-3141	190	7	machine	machine	NOUN
cana-3141	190	8	learning	learn	VERB
cana-3141	190	9	average	average	NOUN
cana-3141	190	10	did	do	VERB
cana-3141	190	11	about	about	ADP
cana-3141	190	12	the	the	DET
cana-3141	190	13	same	same	ADJ
cana-3141	190	14	as	as	ADP
cana-3141	190	15	mcyfs	mcyfs	ADJ
cana-3141	190	16	.	.	PUNCT
cana-3141	191	1	all	all	DET
cana-3141	191	2	five	five	NUM
cana-3141	191	3	crops	crop	NOUN
cana-3141	191	4	in	in	ADP
cana-3141	191	5	ind	ind	NOUN
cana-3141	191	6	,	,	PUNCT
cana-3141	191	7	sugar	sugar	NOUN
cana-3141	191	8	beets	beet	NOUN
cana-3141	191	9	,	,	PUNCT
cana-3141	191	10	potatoes	potato	NOUN
cana-3141	191	11	,	,	PUNCT
cana-3141	191	12	and	and	CCONJ
cana-3141	191	13	barley	barley	NOUN
cana-3141	191	14	in	in	ADP
cana-3141	191	15	sp	sp	NOUN
cana-3141	191	16	,	,	PUNCT
cana-3141	191	17	and	and	CCONJ
cana-3141	191	18	wheat	wheat	NOUN
cana-3141	191	19	,	,	PUNCT
cana-3141	191	20	spring	spring	NOUN
cana-3141	191	21	barley	barley	NOUN
cana-3141	191	22	,	,	PUNCT
cana-3141	191	23	and	and	CCONJ
cana-3141	191	24	sunflower	sunflower	NOUN
cana-3141	191	25	in	in	ADP
cana-3141	191	26	il	il	PROPN
cana-3141	191	27	were	be	AUX
cana-3141	191	28	predicted	predict	VERB
cana-3141	191	29	to	to	PART
cana-3141	191	30	be	be	AUX
cana-3141	191	31	almost	almost	ADV
cana-3141	191	32	the	the	DET
cana-3141	191	33	same	same	ADJ
cana-3141	191	34	.	.	PUNCT
cana-3141	192	1	as	as	ADP
cana-3141	192	2	an	an	DET
cana-3141	192	3	example	example	NOUN
cana-3141	192	4	,	,	PUNCT
cana-3141	192	5	the	the	DET
cana-3141	192	6	normalised	normalise	VERB
cana-3141	192	7	rmse	rmse	NOUN
cana-3141	192	8	for	for	ADP
cana-3141	192	9	wheat	wheat	NOUN
cana-3141	192	10	(	(	PUNCT
cana-3141	192	11	ind	ind	NOUN
cana-3141	192	12	)	)	PUNCT
cana-3141	192	13	was	be	AUX
cana-3141	192	14	7.88	7.88	NUM
cana-3141	192	15	(	(	PUNCT
cana-3141	192	16	6.33	6.33	NUM
cana-3141	192	17	for	for	ADP
cana-3141	192	18	mcyfs	mcyfs	ADJ
cana-3141	192	19	)	)	PUNCT
cana-3141	192	20	,	,	PUNCT
cana-3141	192	21	sugar	sugar	NOUN
cana-3141	192	22	beet	beet	NOUN
cana-3141	192	23	(	(	PUNCT
cana-3141	192	24	sp	sp	NOUN
cana-3141	192	25	)	)	PUNCT
cana-3141	192	26	was	be	AUX
cana-3141	192	27	8.22	8.22	NUM
cana-3141	192	28	(	(	PUNCT
cana-3141	192	29	8.80	8.80	NUM
cana-3141	192	30	for	for	ADP
cana-3141	192	31	mcyfs	mcyfs	ADJ
cana-3141	192	32	)	)	PUNCT
cana-3141	192	33	,	,	PUNCT
cana-3141	192	34	and	and	CCONJ
cana-3141	192	35	sunflower	sunflower	NOUN
cana-3141	192	36	(	(	PUNCT
cana-3141	192	37	il	il	PROPN
cana-3141	192	38	)	)	PUNCT
cana-3141	192	39	was	be	AUX
cana-3141	192	40	10.64	10.64	NUM
cana-3141	192	41	(	(	PUNCT
cana-3141	192	42	10.92	10.92	NUM
cana-3141	192	43	for	for	ADP
cana-3141	192	44	mcyfs	mcyfs	ADJ
cana-3141	192	45	)	)	PUNCT
cana-3141	192	46	.	.	PUNCT
cana-3141	193	1	the	the	DET
cana-3141	193	2	normalised	normalise	VERB
cana-3141	193	3	rmse	rmse	NOUN
cana-3141	193	4	for	for	ADP
cana-3141	193	5	wheat	wheat	NOUN
cana-3141	193	6	(	(	PUNCT
cana-3141	193	7	sp	sp	NOUN
cana-3141	193	8	)	)	PUNCT
cana-3141	193	9	was	be	AUX
cana-3141	193	10	16.39	16.39	NUM
cana-3141	193	11	(	(	PUNCT
cana-3141	193	12	6.22	6.22	NUM
cana-3141	193	13	mcyfs	mcyfs	NOUN
cana-3141	193	14	)	)	PUNCT
cana-3141	193	15	,	,	PUNCT
cana-3141	193	16	and	and	CCONJ
cana-3141	193	17	for	for	ADP
cana-3141	193	18	sugar	sugar	NOUN
cana-3141	193	19	beetroot	beetroot	NOUN
cana-3141	193	20	(	(	PUNCT
cana-3141	193	21	il	il	PROPN
cana-3141	193	22	)	)	PUNCT
cana-3141	193	23	was	be	AUX
cana-3141	193	24	14.33	14.33	NUM
cana-3141	193	25	(	(	PUNCT
cana-3141	193	26	mcyfs	mcyfs	ADJ
cana-3141	193	27	7.43	7.43	NUM
cana-3141	193	28	)	)	PUNCT
cana-3141	193	29	,	,	PUNCT
cana-3141	193	30	indicating	indicate	VERB
cana-3141	193	31	significantly	significantly	ADV
cana-3141	193	32	worse	bad	ADJ
cana-3141	193	33	predictions	prediction	NOUN
cana-3141	193	34	compared	compare	VERB
cana-3141	193	35	to	to	ADP
cana-3141	193	36	sp	sp	ADP
cana-3141	193	37	and	and	CCONJ
cana-3141	193	38	il	il	PROPN
cana-3141	193	39	,	,	PUNCT
cana-3141	193	40	respectively	respectively	ADV
cana-3141	193	41	.	.	PUNCT
cana-3141	194	1	figures	figure	NOUN
cana-3141	194	2	4	4	NUM
cana-3141	194	3	and	and	CCONJ
cana-3141	194	4	5	5	NUM
cana-3141	194	5	show	show	VERB
cana-3141	194	6	that	that	SCONJ
cana-3141	194	7	as	as	SCONJ
cana-3141	194	8	the	the	DET
cana-3141	194	9	season	season	NOUN
cana-3141	194	10	went	go	VERB
cana-3141	194	11	on	on	ADV
cana-3141	194	12	,	,	PUNCT
cana-3141	194	13	mcyfs	mcyfs	ADJ
cana-3141	194	14	projections	projection	NOUN
cana-3141	194	15	became	become	VERB
cana-3141	194	16	substantially	substantially	ADV
cana-3141	194	17	better	well	ADJ
cana-3141	194	18	,	,	PUNCT
cana-3141	194	19	whereas	whereas	SCONJ
cana-3141	194	20	machine	machine	NOUN
cana-3141	194	21	learning	learn	VERB
cana-3141	194	22	predictions	prediction	NOUN
cana-3141	194	23	did	do	AUX
cana-3141	194	24	n't	not	PART
cana-3141	194	25	get	get	VERB
cana-3141	194	26	much	much	ADV
cana-3141	194	27	better	well	ADJ
cana-3141	194	28	.	.	PUNCT
cana-3141	195	1	normalised	normalise	VERB
cana-3141	195	2	rmse	rmse	PROPN
cana-3141	195	3	in	in	ADP
cana-3141	195	4	wheat	wheat	NOUN
cana-3141	195	5	(	(	PUNCT
cana-3141	195	6	ind	ind	NOUN
cana-3141	195	7	)	)	PUNCT
cana-3141	195	8	(	(	PUNCT
cana-3141	195	9	mcyfs	mcyfs	ADJ
cana-3141	195	10	5.49	5.49	NUM
cana-3141	195	11	)	)	PUNCT
cana-3141	195	12	,	,	PUNCT
cana-3141	195	13	for	for	ADP
cana-3141	195	14	example	example	NOUN
cana-3141	195	15	,	,	PUNCT
cana-3141	195	16	was	be	AUX
cana-3141	195	17	3.06	3.06	NUM
cana-3141	195	18	,	,	PUNCT
cana-3141	195	19	indicating	indicate	VERB
cana-3141	195	20	that	that	SCONJ
cana-3141	195	21	ind	ind	NOUN
cana-3141	195	22	predictions	prediction	NOUN
cana-3141	195	23	were	be	AUX
cana-3141	195	24	similar	similar	ADJ
cana-3141	195	25	to	to	ADP
cana-3141	195	26	mcyfs	mcyfs	ADJ
cana-3141	195	27	;	;	PUNCT
cana-3141	195	28	however	however	ADV
cana-3141	195	29	,	,	PUNCT
cana-3141	195	30	sp	sp	ADP
cana-3141	195	31	and	and	CCONJ
cana-3141	195	32	il	il	PROPN
cana-3141	195	33	predictions	prediction	NOUN
cana-3141	195	34	were	be	AUX
cana-3141	195	35	inferior	inferior	ADJ
cana-3141	195	36	.	.	PUNCT
cana-3141	196	1	soil	soil	NOUN
cana-3141	196	2	data	data	PROPN
cana-3141	196	3	,	,	PUNCT
cana-3141	196	4	weather	weather	NOUN
cana-3141	196	5	observations	observation	NOUN
cana-3141	196	6	,	,	PUNCT
cana-3141	196	7	wofost	wofost	VERB
cana-3141	196	8	outputs	output	NOUN
cana-3141	196	9	,	,	PUNCT
cana-3141	196	10	and	and	CCONJ
cana-3141	196	11	remote	remote	ADJ
cana-3141	196	12	sensing	sense	VERB
cana-3141	196	13	indicators	indicator	NOUN
cana-3141	196	14	were	be	AUX
cana-3141	196	15	the	the	DET
cana-3141	196	16	same	same	ADJ
cana-3141	196	17	data	datum	NOUN
cana-3141	196	18	sources	source	NOUN
cana-3141	196	19	utilised	utilise	VERB
cana-3141	196	20	by	by	ADP
cana-3141	196	21	the	the	DET
cana-3141	196	22	baseline	baseline	NOUN
cana-3141	196	23	all	all	DET
cana-3141	196	24	season	season	NOUN
cana-3141	196	25	long	long	ADV
cana-3141	196	26	.	.	PUNCT
cana-3141	197	1	in	in	ADP
cana-3141	197	2	contrast	contrast	NOUN
cana-3141	197	3	,	,	PUNCT
cana-3141	197	4	mcyfs	mcyfs	ADJ
cana-3141	197	5	updates	update	VERB
cana-3141	197	6	its	its	PRON
cana-3141	197	7	communications	communication	NOUN
cana-3141	197	8	on	on	ADP
cana-3141	197	9	applied	apply	VERB
cana-3141	197	10	nonlinear	nonlinear	ADJ
cana-3141	197	11	analysis	analysis	NOUN
cana-3141	197	12	issn	issn	NOUN
cana-3141	197	13	:	:	PUNCT
cana-3141	197	14	1074	1074	NUM
cana-3141	197	15	-	-	PUNCT
cana-3141	197	16	133x	133x	NUM
cana-3141	197	17	vol	vol	NOUN
cana-3141	197	18	32	32	NUM
cana-3141	197	19	no	no	NOUN
cana-3141	197	20	.	.	PUNCT
cana-3141	198	1	5s	5s	NUM
cana-3141	198	2	(	(	PUNCT
cana-3141	198	3	2025	2025	NUM
cana-3141	198	4	)	)	PUNCT
cana-3141	198	5	440	440	NUM
cana-3141	199	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-3141	199	2	projections	projection	NOUN
cana-3141	199	3	by	by	ADP
cana-3141	199	4	consulting	consult	VERB
cana-3141	199	5	additional	additional	ADJ
cana-3141	199	6	sources	source	NOUN
cana-3141	199	7	of	of	ADP
cana-3141	199	8	information	information	NOUN
cana-3141	199	9	,	,	PUNCT
cana-3141	199	10	such	such	ADJ
cana-3141	199	11	as	as	ADP
cana-3141	199	12	agricultural	agricultural	ADJ
cana-3141	199	13	periodicals	periodical	NOUN
cana-3141	199	14	and	and	CCONJ
cana-3141	199	15	news	news	NOUN
cana-3141	199	16	articles	article	NOUN
cana-3141	199	17	.	.	PUNCT
cana-3141	200	1	furthermore	furthermore	ADV
cana-3141	200	2	,	,	PUNCT
cana-3141	200	3	mcyfs	mcyfs	ADJ
cana-3141	200	4	analysts	analyst	NOUN
cana-3141	200	5	play	play	VERB
cana-3141	200	6	a	a	DET
cana-3141	200	7	crucial	crucial	ADJ
cana-3141	200	8	role	role	NOUN
cana-3141	200	9	in	in	ADP
cana-3141	200	10	determining	determine	VERB
cana-3141	200	11	which	which	PRON
cana-3141	200	12	underlying	underlie	VERB
cana-3141	200	13	feature	feature	NOUN
cana-3141	200	14	data	datum	NOUN
cana-3141	200	15	best	well	ADV
cana-3141	200	16	explains	explain	VERB
cana-3141	200	17	crop	crop	NOUN
cana-3141	200	18	development	development	NOUN
cana-3141	200	19	&	&	CCONJ
cana-3141	200	20	harvests	harvest	NOUN
cana-3141	200	21	,	,	PUNCT
cana-3141	200	22	and	and	CCONJ
cana-3141	200	23	in	in	ADP
cana-3141	200	24	selecting	select	VERB
cana-3141	200	25	the	the	DET
cana-3141	200	26	right	right	ADJ
cana-3141	200	27	statistical	statistical	ADJ
cana-3141	200	28	system	system	NOUN
cana-3141	200	29	to	to	PART
cana-3141	200	30	provide	provide	VERB
cana-3141	200	31	accurate	accurate	ADJ
cana-3141	200	32	yield	yield	NOUN
cana-3141	200	33	predictions	prediction	NOUN
cana-3141	200	34	.	.	PUNCT
cana-3141	201	1	figure	figure	NOUN
cana-3141	201	2	6	6	NUM
cana-3141	201	3	illustrates	illustrate	VERB
cana-3141	201	4	the	the	DET
cana-3141	201	5	estimation	estimation	NOUN
cana-3141	201	6	of	of	ADP
cana-3141	201	7	season	season	NOUN
cana-3141	201	8	end	end	NOUN
cana-3141	201	9	using	use	VERB
cana-3141	201	10	a	a	DET
cana-3141	201	11	5	5	NUM
cana-3141	201	12	-	-	PUNCT
cana-3141	201	13	year	year	NOUN
cana-3141	201	14	production	production	NOUN
cana-3141	201	15	pattern	pattern	NOUN
cana-3141	201	16	.	.	PUNCT
cana-3141	202	1	4	4	X
cana-3141	202	2	.	.	X
cana-3141	202	3	discussion	discussion	NOUN
cana-3141	202	4	:	:	PUNCT
cana-3141	202	5	preciseness	preciseness	NOUN
cana-3141	202	6	,	,	PUNCT
cana-3141	202	7	flexibility	flexibility	NOUN
cana-3141	202	8	,	,	PUNCT
cana-3141	202	9	and	and	CCONJ
cana-3141	202	10	reusability	reusability	NOUN
cana-3141	202	11	were	be	AUX
cana-3141	202	12	the	the	DET
cana-3141	202	13	three	three	NUM
cana-3141	202	14	main	main	ADJ
cana-3141	202	15	ideas	idea	NOUN
cana-3141	202	16	that	that	PRON
cana-3141	202	17	guided	guide	VERB
cana-3141	202	18	the	the	DET
cana-3141	202	19	creation	creation	NOUN
cana-3141	202	20	of	of	ADP
cana-3141	202	21	the	the	DET
cana-3141	202	22	machine	machine	NOUN
cana-3141	202	23	learning	learn	VERB
cana-3141	202	24	standard	standard	NOUN
cana-3141	202	25	.	.	PUNCT
cana-3141	203	1	before	before	SCONJ
cana-3141	203	2	researcher	researcher	NOUN
cana-3141	203	3	used	use	VERB
cana-3141	203	4	machine	machine	NOUN
cana-3141	203	5	learning	learning	NOUN
cana-3141	203	6	,	,	PUNCT
cana-3141	203	7	we	we	PRON
cana-3141	203	8	made	make	VERB
cana-3141	203	9	sure	sure	ADJ
cana-3141	203	10	that	that	SCONJ
cana-3141	203	11	the	the	DET
cana-3141	203	12	features	feature	NOUN
cana-3141	203	13	we	we	PRON
cana-3141	203	14	designed	design	VERB
cana-3141	203	15	could	could	AUX
cana-3141	203	16	be	be	AUX
cana-3141	203	17	explained	explain	VERB
cana-3141	203	18	and	and	CCONJ
cana-3141	203	19	that	that	SCONJ
cana-3141	203	20	there	there	PRON
cana-3141	203	21	was	be	VERB
cana-3141	203	22	no	no	DET
cana-3141	203	23	information	information	NOUN
cana-3141	203	24	leaking	leak	VERB
cana-3141	203	25	.	.	PUNCT
cana-3141	204	1	feature	feature	NOUN
cana-3141	204	2	sets	set	NOUN
cana-3141	204	3	made	make	VERB
cana-3141	204	4	from	from	ADP
cana-3141	204	5	numbers	number	NOUN
cana-3141	204	6	from	from	ADP
cana-3141	204	7	past	past	ADJ
cana-3141	204	8	years	year	NOUN
cana-3141	204	9	,	,	PUNCT
cana-3141	204	10	like	like	ADP
cana-3141	204	11	the	the	DET
cana-3141	204	12	yield	yield	NOUN
cana-3141	204	13	pattern	pattern	NOUN
cana-3141	204	14	,	,	PUNCT
cana-3141	204	15	are	be	AUX
cana-3141	204	16	used	use	VERB
cana-3141	204	17	if	if	SCONJ
cana-3141	204	18	analysing	analyse	VERB
cana-3141	204	19	time	time	NOUN
cana-3141	204	20	series	series	PROPN
cana-3141	204	21	data	data	PROPN
cana-3141	204	22	,	,	PUNCT
cana-3141	204	23	like	like	ADP
cana-3141	204	24	crop	crop	NOUN
cana-3141	204	25	yield	yield	NOUN
cana-3141	204	26	.	.	PUNCT
cana-3141	205	1	there	there	PRON
cana-3141	205	2	needs	need	VERB
cana-3141	205	3	to	to	PART
cana-3141	205	4	be	be	AUX
cana-3141	205	5	extra	extra	ADJ
cana-3141	205	6	care	care	NOUN
cana-3141	205	7	taken	take	VERB
cana-3141	205	8	to	to	PART
cana-3141	205	9	keep	keep	VERB
cana-3141	205	10	information	information	NOUN
cana-3141	205	11	from	from	ADP
cana-3141	205	12	earlier	early	ADJ
cana-3141	205	13	years	year	NOUN
cana-3141	205	14	from	from	ADP
cana-3141	205	15	getting	get	VERB
cana-3141	205	16	out	out	ADP
cana-3141	205	17	when	when	SCONJ
cana-3141	205	18	it	it	PRON
cana-3141	205	19	's	be	AUX
cana-3141	205	20	included	include	VERB
cana-3141	205	21	in	in	ADP
cana-3141	205	22	features	feature	NOUN
cana-3141	205	23	.	.	PUNCT
cana-3141	206	1	to	to	PART
cana-3141	206	2	make	make	VERB
cana-3141	206	3	sure	sure	ADJ
cana-3141	206	4	that	that	SCONJ
cana-3141	206	5	data	datum	NOUN
cana-3141	206	6	from	from	ADP
cana-3141	206	7	the	the	DET
cana-3141	206	8	test	test	NOUN
cana-3141	206	9	dataset	dataset	NOUN
cana-3141	206	10	is	be	AUX
cana-3141	206	11	not	not	PART
cana-3141	206	12	utilised	utilise	VERB
cana-3141	206	13	during	during	ADP
cana-3141	206	14	training	training	NOUN
cana-3141	206	15	,	,	PUNCT
cana-3141	206	16	the	the	DET
cana-3141	206	17	baseline	baseline	NOUN
cana-3141	206	18	has	have	VERB
cana-3141	206	19	a	a	DET
cana-3141	206	20	time	time	NOUN
cana-3141	206	21	-	-	PUNCT
cana-3141	206	22	dependent	dependent	ADJ
cana-3141	206	23	training	training	NOUN
cana-3141	206	24	&	&	CCONJ
cana-3141	206	25	testing	testing	NOUN
cana-3141	206	26	divide	divide	NOUN
cana-3141	206	27	and	and	CCONJ
cana-3141	206	28	a	a	DET
cana-3141	206	29	k	k	ADJ
cana-3141	206	30	-	-	ADJ
cana-3141	206	31	fold	fold	ADJ
cana-3141	206	32	slide	slide	NOUN
cana-3141	206	33	authentication	authentication	NOUN
cana-3141	206	34	.	.	PUNCT
cana-3141	207	1	to	to	PART
cana-3141	207	2	let	let	VERB
cana-3141	207	3	the	the	DET
cana-3141	207	4	process	process	NOUN
cana-3141	207	5	change	change	VERB
cana-3141	207	6	over	over	ADP
cana-3141	207	7	time	time	NOUN
cana-3141	207	8	and	and	CCONJ
cana-3141	207	9	to	to	PART
cana-3141	207	10	try	try	VERB
cana-3141	207	11	out	out	ADP
cana-3141	207	12	different	different	ADJ
cana-3141	207	13	setups	setup	NOUN
cana-3141	207	14	,	,	PUNCT
cana-3141	207	15	we	we	PRON
cana-3141	207	16	put	put	VERB
cana-3141	207	17	a	a	DET
cana-3141	207	18	lot	lot	NOUN
cana-3141	207	19	of	of	ADP
cana-3141	207	20	emphasis	emphasis	NOUN
cana-3141	207	21	on	on	ADP
cana-3141	207	22	flexibility	flexibility	NOUN
cana-3141	207	23	.	.	PUNCT
cana-3141	208	1	for	for	ADP
cana-3141	208	2	each	each	DET
cana-3141	208	3	case	case	NOUN
cana-3141	208	4	study	study	NOUN
cana-3141	208	5	,	,	PUNCT
cana-3141	208	6	the	the	DET
cana-3141	208	7	process	process	NOUN
cana-3141	208	8	allows	allow	VERB
cana-3141	208	9	for	for	ADP
cana-3141	208	10	small	small	ADJ
cana-3141	208	11	changes	change	NOUN
cana-3141	208	12	that	that	PRON
cana-3141	208	13	make	make	VERB
cana-3141	208	14	the	the	DET
cana-3141	208	15	baseline	baseline	NOUN
cana-3141	208	16	longer	long	ADJ
cana-3141	208	17	and	and	CCONJ
cana-3141	208	18	better	well	ADV
cana-3141	208	19	.	.	PUNCT
cana-3141	209	1	finally	finally	ADV
cana-3141	209	2	,	,	PUNCT
cana-3141	209	3	we	we	PRON
cana-3141	209	4	made	make	VERB
cana-3141	209	5	sure	sure	ADJ
cana-3141	209	6	that	that	SCONJ
cana-3141	209	7	the	the	DET
cana-3141	209	8	process	process	NOUN
cana-3141	209	9	could	could	AUX
cana-3141	209	10	be	be	AUX
cana-3141	209	11	used	use	VERB
cana-3141	209	12	again	again	ADV
cana-3141	209	13	and	and	CCONJ
cana-3141	209	14	again	again	ADV
cana-3141	209	15	for	for	ADP
cana-3141	209	16	different	different	ADJ
cana-3141	209	17	things	thing	NOUN
cana-3141	209	18	and	and	CCONJ
cana-3141	209	19	places	place	NOUN
cana-3141	209	20	.	.	PUNCT
cana-3141	210	1	there	there	PRON
cana-3141	210	2	will	will	AUX
cana-3141	210	3	be	be	AUX
cana-3141	210	4	fewer	fewer	ADV
cana-3141	210	5	centralised	centralised	ADJ
cana-3141	210	6	and	and	CCONJ
cana-3141	210	7	similar	similar	ADJ
cana-3141	210	8	software	software	NOUN
cana-3141	210	9	solutions	solution	NOUN
cana-3141	210	10	because	because	SCONJ
cana-3141	210	11	of	of	ADP
cana-3141	210	12	the	the	DET
cana-3141	210	13	focus	focus	NOUN
cana-3141	210	14	on	on	ADP
cana-3141	210	15	flexibility	flexibility	NOUN
cana-3141	210	16	and	and	CCONJ
cana-3141	210	17	reusability	reusability	NOUN
cana-3141	210	18	.	.	PUNCT
cana-3141	211	1	this	this	PRON
cana-3141	211	2	will	will	AUX
cana-3141	211	3	increase	increase	VERB
cana-3141	211	4	the	the	DET
cana-3141	211	5	reuse	reuse	NOUN
cana-3141	211	6	of	of	ADP
cana-3141	211	7	models	model	NOUN
cana-3141	211	8	and	and	CCONJ
cana-3141	211	9	software	software	NOUN
cana-3141	211	10	.	.	PUNCT
cana-3141	212	1	the	the	DET
cana-3141	212	2	feature	feature	NOUN
cana-3141	212	3	design	design	NOUN
cana-3141	212	4	process	process	NOUN
cana-3141	212	5	,	,	PUNCT
cana-3141	212	6	which	which	PRON
cana-3141	212	7	continues	continue	VERB
cana-3141	212	8	by	by	ADP
cana-3141	212	9	picking	pick	VERB
cana-3141	212	10	attributes	attribute	NOUN
cana-3141	212	11	later	later	ADV
cana-3141	212	12	in	in	ADP
cana-3141	212	13	the	the	DET
cana-3141	212	14	workflow	workflow	NOUN
cana-3141	212	15	,	,	PUNCT
cana-3141	212	16	is	be	AUX
cana-3141	212	17	one	one	NUM
cana-3141	212	18	of	of	ADP
cana-3141	212	19	the	the	DET
cana-3141	212	20	baseline	baseline	NOUN
cana-3141	212	21	's	's	PART
cana-3141	212	22	major	major	ADJ
cana-3141	212	23	innovations	innovation	NOUN
cana-3141	212	24	.	.	PUNCT
cana-3141	213	1	using	use	VERB
cana-3141	213	2	agronomic	agronomic	ADJ
cana-3141	213	3	concepts	concept	NOUN
cana-3141	213	4	from	from	ADP
cana-3141	213	5	crop	crop	NOUN
cana-3141	213	6	modelling	modelling	NOUN
cana-3141	213	7	,	,	PUNCT
cana-3141	213	8	researcher	researcher	NOUN
cana-3141	213	9	created	create	VERB
cana-3141	213	10	characteristics	characteristic	NOUN
cana-3141	213	11	.	.	PUNCT
cana-3141	214	1	researchers	researcher	NOUN
cana-3141	214	2	determined	determine	VERB
cana-3141	214	3	which	which	DET
cana-3141	214	4	indicators	indicator	NOUN
cana-3141	214	5	had	have	VERB
cana-3141	214	6	an	an	DET
cana-3141	214	7	impact	impact	NOUN
cana-3141	214	8	on	on	ADP
cana-3141	214	9	crops	crop	NOUN
cana-3141	214	10	at	at	ADP
cana-3141	214	11	various	various	ADJ
cana-3141	214	12	times	time	NOUN
cana-3141	214	13	of	of	ADP
cana-3141	214	14	the	the	DET
cana-3141	214	15	crop	crop	NOUN
cana-3141	214	16	cycle	cycle	NOUN
cana-3141	214	17	.	.	PUNCT
cana-3141	215	1	in	in	ADP
cana-3141	215	2	order	order	NOUN
cana-3141	215	3	to	to	PART
cana-3141	215	4	cater	cater	VERB
cana-3141	215	5	for	for	ADP
cana-3141	215	6	harsh	harsh	ADJ
cana-3141	215	7	situations	situation	NOUN
cana-3141	215	8	,	,	PUNCT
cana-3141	215	9	researcher	researcher	NOUN
cana-3141	215	10	additionally	additionally	ADV
cana-3141	215	11	implemented	implement	VERB
cana-3141	215	12	features	feature	NOUN
cana-3141	215	13	.	.	PUNCT
cana-3141	216	1	the	the	DET
cana-3141	216	2	method	method	NOUN
cana-3141	216	3	was	be	AUX
cana-3141	216	4	general	general	ADJ
cana-3141	216	5	and	and	CCONJ
cana-3141	216	6	reusable	reusable	ADJ
cana-3141	216	7	since	since	SCONJ
cana-3141	216	8	features	feature	NOUN
cana-3141	216	9	for	for	ADP
cana-3141	216	10	severe	severe	ADJ
cana-3141	216	11	situations	situation	NOUN
cana-3141	216	12	depended	depend	VERB
cana-3141	216	13	on	on	ADP
cana-3141	216	14	the	the	DET
cana-3141	216	15	mean	mean	ADJ
cana-3141	216	16	&	&	CCONJ
cana-3141	216	17	standard	standard	ADJ
cana-3141	216	18	deviations	deviation	NOUN
cana-3141	216	19	of	of	ADP
cana-3141	216	20	indicators	indicator	NOUN
cana-3141	216	21	.	.	PUNCT
cana-3141	217	1	researcher	researcher	NOUN
cana-3141	217	2	investigated	investigate	VERB
cana-3141	217	3	the	the	DET
cana-3141	217	4	range	range	NOUN
cana-3141	217	5	of	of	ADP
cana-3141	217	6	thresholds	threshold	NOUN
cana-3141	217	7	for	for	ADP
cana-3141	217	8	severe	severe	ADJ
cana-3141	217	9	situations	situation	NOUN
cana-3141	217	10	by	by	ADP
cana-3141	217	11	generating	generate	VERB
cana-3141	217	12	a	a	DET
cana-3141	217	13	huge	huge	ADJ
cana-3141	217	14	quantity	quantity	NOUN
cana-3141	217	15	of	of	ADP
cana-3141	217	16	attributes	attribute	NOUN
cana-3141	217	17	,	,	PUNCT
cana-3141	217	18	&	&	CCONJ
cana-3141	217	19	researcher	researcher	PROPN
cana-3141	217	20	used	use	VERB
cana-3141	217	21	attribute	attribute	NOUN
cana-3141	217	22	choice	choice	NOUN
cana-3141	217	23	to	to	PART
cana-3141	217	24	determine	determine	VERB
cana-3141	217	25	the	the	DET
cana-3141	217	26	proper	proper	ADJ
cana-3141	217	27	thresholds	threshold	NOUN
cana-3141	217	28	.	.	PUNCT
cana-3141	218	1	in	in	ADP
cana-3141	218	2	a	a	DET
cana-3141	218	3	similar	similar	ADJ
cana-3141	218	4	vein	vein	NOUN
cana-3141	218	5	,	,	PUNCT
cana-3141	218	6	choose	choose	VERB
cana-3141	218	7	the	the	DET
cana-3141	218	8	best	good	ADJ
cana-3141	218	9	predicted	predict	VERB
cana-3141	218	10	ones	one	NOUN
cana-3141	218	11	by	by	ADP
cana-3141	218	12	hand	hand	NOUN
cana-3141	218	13	rather	rather	ADV
cana-3141	218	14	than	than	ADP
cana-3141	218	15	relying	rely	VERB
cana-3141	218	16	on	on	ADP
cana-3141	218	17	experts	expert	NOUN
cana-3141	218	18	.	.	PUNCT
cana-3141	219	1	in	in	ADP
cana-3141	219	2	order	order	NOUN
cana-3141	219	3	to	to	PART
cana-3141	219	4	identify	identify	VERB
cana-3141	219	5	the	the	DET
cana-3141	219	6	characteristics	characteristic	NOUN
cana-3141	219	7	that	that	PRON
cana-3141	219	8	account	account	VERB
cana-3141	219	9	for	for	ADP
cana-3141	219	10	yield	yield	NOUN
cana-3141	219	11	variability	variability	NOUN
cana-3141	219	12	for	for	ADP
cana-3141	219	13	every	every	DET
cana-3141	219	14	crop	crop	NOUN
cana-3141	219	15	and	and	CCONJ
cana-3141	219	16	nation	nation	NOUN
cana-3141	219	17	,	,	PUNCT
cana-3141	219	18	a	a	DET
cana-3141	219	19	datadriven	datadriven	ADJ
cana-3141	219	20	method	method	NOUN
cana-3141	219	21	is	be	AUX
cana-3141	219	22	utilized	utilize	VERB
cana-3141	219	23	.	.	PUNCT
cana-3141	220	1	in	in	ADP
cana-3141	220	2	order	order	NOUN
cana-3141	220	3	to	to	PART
cana-3141	220	4	forecast	forecast	VERB
cana-3141	220	5	agricultural	agricultural	ADJ
cana-3141	220	6	production	production	NOUN
cana-3141	220	7	,	,	PUNCT
cana-3141	220	8	researcher	researcher	NOUN
cana-3141	220	9	used	use	VERB
cana-3141	220	10	supervised	supervised	ADJ
cana-3141	220	11	machine	machine	NOUN
cana-3141	220	12	learning	learning	NOUN
cana-3141	220	13	,	,	PUNCT
cana-3141	220	14	that	that	PRON
cana-3141	220	15	is	be	AUX
cana-3141	220	16	very	very	ADV
cana-3141	220	17	data	data	NOUN
cana-3141	220	18	-	-	PUNCT
cana-3141	220	19	dependent	dependent	ADJ
cana-3141	220	20	,	,	PUNCT
cana-3141	220	21	and	and	CCONJ
cana-3141	220	22	ran	run	VERB
cana-3141	220	23	the	the	DET
cana-3141	220	24	baseline	baseline	NOUN
cana-3141	220	25	.	.	PUNCT
cana-3141	221	1	when	when	SCONJ
cana-3141	221	2	the	the	DET
cana-3141	221	3	training	training	NOUN
cana-3141	221	4	set	set	NOUN
cana-3141	221	5	is	be	AUX
cana-3141	221	6	an	an	DET
cana-3141	221	7	accurate	accurate	ADJ
cana-3141	221	8	representation	representation	NOUN
cana-3141	221	9	of	of	ADP
cana-3141	221	10	the	the	DET
cana-3141	221	11	whole	whole	ADJ
cana-3141	221	12	dataset	dataset	NOUN
cana-3141	221	13	and	and	CCONJ
cana-3141	221	14	the	the	DET
cana-3141	221	15	training	training	NOUN
cana-3141	221	16	labels	label	NOUN
cana-3141	221	17	are	be	AUX
cana-3141	221	18	trustworthy	trustworthy	ADJ
cana-3141	221	19	,	,	PUNCT
cana-3141	221	20	supervised	supervised	ADJ
cana-3141	221	21	learning	learn	VERB
cana-3141	221	22	algorithms	algorithm	NOUN
cana-3141	221	23	perform	perform	VERB
cana-3141	221	24	very	very	ADV
cana-3141	221	25	well	well	ADV
cana-3141	221	26	as	as	ADP
cana-3141	221	27	predictors	predictor	NOUN
cana-3141	221	28	.	.	PUNCT
cana-3141	222	1	researcher	researcher	NOUN
cana-3141	222	2	opted	opt	VERB
cana-3141	222	3	to	to	PART
cana-3141	222	4	forecast	forecast	VERB
cana-3141	222	5	agricultural	agricultural	ADJ
cana-3141	222	6	production	production	NOUN
cana-3141	222	7	on	on	ADP
cana-3141	222	8	a	a	DET
cana-3141	222	9	sub	sub	ADJ
cana-3141	222	10	-	-	ADJ
cana-3141	222	11	country	country	ADJ
cana-3141	222	12	scale	scale	NOUN
cana-3141	222	13	&	&	CCONJ
cana-3141	222	14	pooled	pool	VERB
cana-3141	222	15	communications	communication	NOUN
cana-3141	222	16	on	on	ADP
cana-3141	222	17	applied	apply	VERB
cana-3141	222	18	nonlinear	nonlinear	ADJ
cana-3141	222	19	analysis	analysis	NOUN
cana-3141	222	20	issn	issn	NOUN
cana-3141	222	21	:	:	PUNCT
cana-3141	222	22	1074	1074	NUM
cana-3141	222	23	-	-	PUNCT
cana-3141	222	24	133x	133x	NUM
cana-3141	222	25	vol	vol	NOUN
cana-3141	222	26	32	32	NUM
cana-3141	222	27	no	no	NOUN
cana-3141	222	28	.	.	PUNCT
cana-3141	223	1	5s	5s	NUM
cana-3141	223	2	(	(	PUNCT
cana-3141	223	3	2025	2025	NUM
cana-3141	223	4	)	)	PUNCT
cana-3141	223	5	441	441	NUM
cana-3141	223	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3141	223	7	information	information	NOUN
cana-3141	223	8	from	from	ADP
cana-3141	223	9	many	many	ADJ
cana-3141	223	10	locations	location	NOUN
cana-3141	223	11	to	to	PART
cana-3141	223	12	guarantee	guarantee	VERB
cana-3141	223	13	a	a	DET
cana-3141	223	14	substantial	substantial	ADJ
cana-3141	223	15	set	set	NOUN
cana-3141	223	16	.	.	PUNCT
cana-3141	224	1	national	national	ADJ
cana-3141	224	2	-	-	PUNCT
cana-3141	224	3	level	level	NOUN
cana-3141	224	4	mcyfs	mcyfs	ADJ
cana-3141	224	5	projections	projection	NOUN
cana-3141	224	6	are	be	AUX
cana-3141	224	7	based	base	VERB
cana-3141	224	8	on	on	ADP
cana-3141	224	9	data	datum	NOUN
cana-3141	224	10	on	on	ADP
cana-3141	224	11	agricultural	agricultural	ADJ
cana-3141	224	12	yields	yield	NOUN
cana-3141	224	13	.	.	PUNCT
cana-3141	225	1	statistics	statistic	NOUN
cana-3141	225	2	on	on	ADP
cana-3141	225	3	yields	yield	NOUN
cana-3141	225	4	at	at	ADP
cana-3141	225	5	the	the	DET
cana-3141	225	6	subnational	subnational	ADJ
cana-3141	225	7	level	level	NOUN
cana-3141	225	8	are	be	AUX
cana-3141	225	9	less	less	ADV
cana-3141	225	10	often	often	ADV
cana-3141	225	11	updated	update	VERB
cana-3141	225	12	and	and	CCONJ
cana-3141	225	13	might	might	AUX
cana-3141	225	14	differ	differ	VERB
cana-3141	225	15	across	across	ADP
cana-3141	225	16	nations	nation	NOUN
cana-3141	225	17	and	and	CCONJ
cana-3141	225	18	types	type	NOUN
cana-3141	225	19	of	of	ADP
cana-3141	225	20	crops	crop	NOUN
cana-3141	225	21	.	.	PUNCT
cana-3141	226	1	data	datum	NOUN
cana-3141	226	2	from	from	ADP
cana-3141	226	3	prior	prior	ADJ
cana-3141	226	4	years	year	NOUN
cana-3141	226	5	is	be	AUX
cana-3141	226	6	duplicated	duplicate	VERB
cana-3141	226	7	in	in	ADP
cana-3141	226	8	some	some	DET
cana-3141	226	9	locations	location	NOUN
cana-3141	226	10	,	,	PUNCT
cana-3141	226	11	while	while	SCONJ
cana-3141	226	12	missing	missing	ADJ
cana-3141	226	13	data	datum	NOUN
cana-3141	226	14	is	be	AUX
cana-3141	226	15	present	present	ADJ
cana-3141	226	16	in	in	ADP
cana-3141	226	17	others	other	NOUN
cana-3141	226	18	.	.	PUNCT
cana-3141	227	1	thus	thus	ADV
cana-3141	227	2	,	,	PUNCT
cana-3141	227	3	the	the	DET
cana-3141	227	4	trade	trade	NOUN
cana-3141	227	5	-	-	PUNCT
cana-3141	227	6	off	off	NOUN
cana-3141	227	7	between	between	ADP
cana-3141	227	8	data	datum	NOUN
cana-3141	227	9	amount	amount	NOUN
cana-3141	227	10	and	and	CCONJ
cana-3141	227	11	data	datum	NOUN
cana-3141	227	12	quality	quality	NOUN
cana-3141	227	13	is	be	AUX
cana-3141	227	14	shown	show	VERB
cana-3141	227	15	by	by	ADP
cana-3141	227	16	regional	regional	ADJ
cana-3141	227	17	agricultural	agricultural	ADJ
cana-3141	227	18	production	production	NOUN
cana-3141	227	19	forecast	forecast	NOUN
cana-3141	227	20	.	.	PUNCT
cana-3141	228	1	however	however	ADV
cana-3141	228	2	,	,	PUNCT
cana-3141	228	3	particularly	particularly	ADV
cana-3141	228	4	in	in	ADP
cana-3141	228	5	early	early	ADJ
cana-3141	228	6	season	season	NOUN
cana-3141	228	7	,	,	PUNCT
cana-3141	228	8	the	the	DET
cana-3141	228	9	combined	combined	ADJ
cana-3141	228	10	nuts0	nuts0	PROPN
cana-3141	228	11	ml	ml	NOUN
cana-3141	228	12	projections	projection	NOUN
cana-3141	228	13	were	be	AUX
cana-3141	228	14	encouraging	encouraging	ADJ
cana-3141	228	15	.	.	PUNCT
cana-3141	229	1	the	the	DET
cana-3141	229	2	baseline	baseline	ADJ
cana-3141	229	3	output	output	NOUN
cana-3141	229	4	was	be	AUX
cana-3141	229	5	similar	similar	ADJ
cana-3141	229	6	to	to	ADP
cana-3141	229	7	mcyfs	mcyfs	ADJ
cana-3141	229	8	for	for	ADP
cana-3141	229	9	ind	ind	NOUN
cana-3141	229	10	(	(	PUNCT
cana-3141	229	11	all	all	PRON
cana-3141	229	12	4	4	NUM
cana-3141	229	13	crops	crop	NOUN
cana-3141	229	14	)	)	PUNCT
cana-3141	229	15	,	,	PUNCT
cana-3141	229	16	sp	sp	ADP
cana-3141	229	17	(	(	PUNCT
cana-3141	229	18	spring	spring	NOUN
cana-3141	229	19	barley	barley	NOUN
cana-3141	229	20	,	,	PUNCT
cana-3141	229	21	potatoes	potato	NOUN
cana-3141	229	22	and	and	CCONJ
cana-3141	229	23	sugar	sugar	NOUN
cana-3141	229	24	beetroot	beetroot	NOUN
cana-3141	229	25	)	)	PUNCT
cana-3141	229	26	,	,	PUNCT
cana-3141	229	27	&	&	CCONJ
cana-3141	229	28	il	il	PROPN
cana-3141	229	29	(	(	PUNCT
cana-3141	229	30	wheat	wheat	NOUN
cana-3141	229	31	,	,	PUNCT
cana-3141	229	32	sunflowers	sunflower	NOUN
cana-3141	229	33	and	and	CCONJ
cana-3141	229	34	spring	spring	NOUN
cana-3141	229	35	barley	barley	NOUN
cana-3141	229	36	)	)	PUNCT
cana-3141	229	37	(	(	PUNCT
cana-3141	229	38	see	see	VERB
cana-3141	229	39	figure	figure	NOUN
cana-3141	229	40	5	5	NUM
cana-3141	229	41	)	)	PUNCT
cana-3141	229	42	.	.	PUNCT
cana-3141	230	1	in	in	ADP
cana-3141	230	2	terms	term	NOUN
cana-3141	230	3	of	of	ADP
cana-3141	230	4	approach	approach	NOUN
cana-3141	230	5	,	,	PUNCT
cana-3141	230	6	mcyfs	mcyfs	ADJ
cana-3141	230	7	trains	train	NOUN
cana-3141	230	8	models	model	NOUN
cana-3141	230	9	for	for	ADP
cana-3141	230	10	the	the	DET
cana-3141	230	11	next	next	ADJ
cana-3141	230	12	year	year	NOUN
cana-3141	230	13	using	use	VERB
cana-3141	230	14	data	datum	NOUN
cana-3141	230	15	from	from	ADP
cana-3141	230	16	every	every	DET
cana-3141	230	17	prior	prior	ADJ
cana-3141	230	18	year	year	NOUN
cana-3141	230	19	.	.	PUNCT
cana-3141	231	1	in	in	ADP
cana-3141	231	2	contrasting	contrast	VERB
cana-3141	231	3	the	the	DET
cana-3141	231	4	outcomes	outcome	NOUN
cana-3141	231	5	of	of	ADP
cana-3141	231	6	the	the	DET
cana-3141	231	7	baseline	baseline	PROPN
cana-3141	231	8	&	&	CCONJ
cana-3141	231	9	the	the	DET
cana-3141	231	10	mcyfs	mcyfs	ADJ
cana-3141	231	11	projections	projection	NOUN
cana-3141	231	12	,	,	PUNCT
cana-3141	231	13	such	such	ADJ
cana-3141	231	14	variations	variation	NOUN
cana-3141	231	15	in	in	ADP
cana-3141	231	16	data	datum	NOUN
cana-3141	231	17	and	and	CCONJ
cana-3141	231	18	methodology	methodology	NOUN
cana-3141	231	19	should	should	AUX
cana-3141	231	20	be	be	AUX
cana-3141	231	21	taken	take	VERB
cana-3141	231	22	into	into	ADP
cana-3141	231	23	account	account	NOUN
cana-3141	231	24	.	.	PUNCT
cana-3141	232	1	to	to	PART
cana-3141	232	2	further	far	ADV
cana-3141	232	3	understand	understand	VERB
cana-3141	232	4	how	how	SCONJ
cana-3141	232	5	machine	machine	NOUN
cana-3141	232	6	learning	learning	NOUN
cana-3141	232	7	might	might	AUX
cana-3141	232	8	enhance	enhance	VERB
cana-3141	232	9	agricultural	agricultural	ADJ
cana-3141	232	10	production	production	NOUN
cana-3141	232	11	estimates	estimate	NOUN
cana-3141	232	12	,	,	PUNCT
cana-3141	232	13	future	future	ADJ
cana-3141	232	14	studies	study	NOUN
cana-3141	232	15	should	should	AUX
cana-3141	232	16	analyse	analyse	VERB
cana-3141	232	17	the	the	DET
cana-3141	232	18	effects	effect	NOUN
cana-3141	232	19	of	of	ADP
cana-3141	232	20	various	various	ADJ
cana-3141	232	21	features	feature	NOUN
cana-3141	232	22	,	,	PUNCT
cana-3141	232	23	algorithms	algorithm	NOUN
cana-3141	232	24	,	,	PUNCT
cana-3141	232	25	hyperparameters	hyperparameter	NOUN
cana-3141	232	26	,	,	PUNCT
cana-3141	232	27	and	and	CCONJ
cana-3141	232	28	regularisation	regularisation	NOUN
cana-3141	232	29	approaches	approach	NOUN
cana-3141	232	30	,	,	PUNCT
cana-3141	232	31	as	as	ADV
cana-3141	232	32	well	well	ADV
cana-3141	232	33	as	as	ADP
cana-3141	232	34	ways	way	NOUN
cana-3141	232	35	to	to	PART
cana-3141	232	36	fix	fix	VERB
cana-3141	232	37	data	datum	NOUN
cana-3141	232	38	quality	quality	NOUN
cana-3141	232	39	.	.	PUNCT
cana-3141	233	1	when	when	SCONJ
cana-3141	233	2	dealing	deal	VERB
cana-3141	233	3	with	with	ADP
cana-3141	233	4	specific	specific	ADJ
cana-3141	233	5	crops	crop	NOUN
cana-3141	233	6	or	or	CCONJ
cana-3141	233	7	nations	nation	NOUN
cana-3141	233	8	,	,	PUNCT
cana-3141	233	9	it	it	PRON
cana-3141	233	10	may	may	AUX
cana-3141	233	11	be	be	AUX
cana-3141	233	12	more	more	ADV
cana-3141	233	13	prudent	prudent	ADJ
cana-3141	233	14	to	to	PART
cana-3141	233	15	use	use	VERB
cana-3141	233	16	sub	sub	ADJ
cana-3141	233	17	-	-	ADJ
cana-3141	233	18	national	national	ADJ
cana-3141	233	19	level	level	NOUN
cana-3141	233	20	data	datum	NOUN
cana-3141	233	21	for	for	ADP
cana-3141	233	22	agricultural	agricultural	ADJ
cana-3141	233	23	yield	yield	NOUN
cana-3141	233	24	forecast	forecast	NOUN
cana-3141	233	25	rather	rather	ADV
cana-3141	233	26	than	than	ADP
cana-3141	233	27	national	national	ADJ
cana-3141	233	28	level	level	NOUN
cana-3141	233	29	statistics	statistic	NOUN
cana-3141	233	30	.	.	PUNCT
cana-3141	234	1	there	there	PRON
cana-3141	234	2	is	be	VERB
cana-3141	234	3	the	the	DET
cana-3141	234	4	possibility	possibility	NOUN
cana-3141	234	5	that	that	SCONJ
cana-3141	234	6	regional	regional	ADJ
cana-3141	234	7	analyses	analysis	NOUN
cana-3141	234	8	and	and	CCONJ
cana-3141	234	9	the	the	DET
cana-3141	234	10	combined	combine	VERB
cana-3141	234	11	national	national	ADJ
cana-3141	234	12	yield	yield	NOUN
cana-3141	234	13	projections	projection	NOUN
cana-3141	234	14	will	will	AUX
cana-3141	234	15	be	be	AUX
cana-3141	234	16	more	more	ADV
cana-3141	234	17	precise	precise	ADJ
cana-3141	234	18	.	.	PUNCT
cana-3141	235	1	these	these	DET
cana-3141	235	2	studies	study	NOUN
cana-3141	235	3	would	would	AUX
cana-3141	235	4	build	build	VERB
cana-3141	235	5	on	on	ADP
cana-3141	235	6	top	top	NOUN
cana-3141	235	7	of	of	ADP
cana-3141	235	8	the	the	DET
cana-3141	235	9	machine	machine	NOUN
cana-3141	235	10	learning	learning	NOUN
cana-3141	235	11	norm	norm	NOUN
cana-3141	235	12	.	.	PUNCT
cana-3141	236	1	the	the	DET
cana-3141	236	2	baseline	baseline	NOUN
cana-3141	236	3	might	might	AUX
cana-3141	236	4	be	be	AUX
cana-3141	236	5	used	use	VERB
cana-3141	236	6	right	right	ADV
cana-3141	236	7	away	away	ADV
cana-3141	236	8	to	to	ADP
cana-3141	236	9	crops	crop	NOUN
cana-3141	236	10	&	&	CCONJ
cana-3141	236	11	nations	nation	NOUN
cana-3141	236	12	that	that	PRON
cana-3141	236	13	are	be	AUX
cana-3141	236	14	covered	cover	VERB
cana-3141	236	15	by	by	ADP
cana-3141	236	16	mcyfs	mcyfs	ADJ
cana-3141	236	17	because	because	SCONJ
cana-3141	236	18	it	it	PRON
cana-3141	236	19	is	be	AUX
cana-3141	236	20	based	base	VERB
cana-3141	236	21	on	on	ADP
cana-3141	236	22	statistics	statistic	NOUN
cana-3141	236	23	from	from	ADP
cana-3141	236	24	mcyfs	mcyfs	PROPN
cana-3141	236	25	.	.	PUNCT
cana-3141	237	1	researcher	researcher	NOUN
cana-3141	237	2	can	can	AUX
cana-3141	237	3	also	also	ADV
cana-3141	237	4	use	use	VERB
cana-3141	237	5	the	the	DET
cana-3141	237	6	baseline	baseline	NOUN
cana-3141	237	7	for	for	ADP
cana-3141	237	8	situations	situation	NOUN
cana-3141	237	9	where	where	SCONJ
cana-3141	237	10	similar	similar	ADJ
cana-3141	237	11	crop	crop	NOUN
cana-3141	237	12	development	development	NOUN
cana-3141	237	13	and	and	CCONJ
cana-3141	237	14	yield	yield	NOUN
cana-3141	237	15	markers	marker	NOUN
cana-3141	237	16	can	can	AUX
cana-3141	237	17	be	be	AUX
cana-3141	237	18	obtained	obtain	VERB
cana-3141	237	19	from	from	ADP
cana-3141	237	20	other	other	ADJ
cana-3141	237	21	crop	crop	NOUN
cana-3141	237	22	modelling	modelling	NOUN
cana-3141	237	23	models	model	NOUN
cana-3141	237	24	.	.	PUNCT
cana-3141	238	1	these	these	PRON
cana-3141	238	2	could	could	AUX
cana-3141	238	3	be	be	AUX
cana-3141	238	4	dry	dry	ADJ
cana-3141	238	5	mass	mass	NOUN
cana-3141	238	6	harvest	harvest	NOUN
cana-3141	238	7	biomass	biomass	NOUN
cana-3141	238	8	,	,	PUNCT
cana-3141	238	9	leaf	leaf	NOUN
cana-3141	238	10	surface	surface	NOUN
cana-3141	238	11	,	,	PUNCT
cana-3141	238	12	or	or	CCONJ
cana-3141	238	13	growing	grow	VERB
cana-3141	238	14	phase	phase	NOUN
cana-3141	238	15	.	.	PUNCT
cana-3141	239	1	if	if	SCONJ
cana-3141	239	2	information	information	NOUN
cana-3141	239	3	about	about	ADP
cana-3141	239	4	the	the	DET
cana-3141	239	5	balance	balance	NOUN
cana-3141	239	6	of	of	ADP
cana-3141	239	7	the	the	DET
cana-3141	239	8	countries	country	NOUN
cana-3141	239	9	comes	come	VERB
cana-3141	239	10	in	in	ADP
cana-3141	239	11	a	a	DET
cana-3141	239	12	manner	manner	NOUN
cana-3141	239	13	alike	alike	ADV
cana-3141	239	14	to	to	ADP
cana-3141	239	15	mcyfs	mcyfs	ADJ
cana-3141	239	16	,	,	PUNCT
cana-3141	239	17	the	the	DET
cana-3141	239	18	machine	machine	NOUN
cana-3141	239	19	learning	learn	VERB
cana-3141	239	20	standard	standard	NOUN
cana-3141	239	21	will	will	AUX
cana-3141	239	22	be	be	AUX
cana-3141	239	23	useful	useful	ADJ
cana-3141	239	24	.	.	PUNCT
cana-3141	240	1	in	in	ADP
cana-3141	240	2	terms	term	NOUN
cana-3141	240	3	of	of	ADP
cana-3141	240	4	fit	fit	NOUN
cana-3141	240	5	-	-	PUNCT
cana-3141	240	6	for	for	ADP
cana-3141	240	7	-	-	PUNCT
cana-3141	240	8	purpose	purpose	NOUN
cana-3141	240	9	optimisations	optimisation	NOUN
cana-3141	240	10	and	and	CCONJ
cana-3141	240	11	basic	basic	ADJ
cana-3141	240	12	design	design	NOUN
cana-3141	240	13	principles	principle	NOUN
cana-3141	240	14	,	,	PUNCT
cana-3141	240	15	the	the	DET
cana-3141	240	16	baseline	baseline	NOUN
cana-3141	240	17	offers	offer	VERB
cana-3141	240	18	plenty	plenty	NOUN
cana-3141	240	19	of	of	ADP
cana-3141	240	20	space	space	NOUN
cana-3141	240	21	for	for	ADP
cana-3141	240	22	development	development	NOUN
cana-3141	240	23	.	.	PUNCT
cana-3141	241	1	according	accord	VERB
cana-3141	241	2	to	to	ADP
cana-3141	241	3	our	our	PRON
cana-3141	241	4	experience	experience	NOUN
cana-3141	241	5	,	,	PUNCT
cana-3141	241	6	there	there	PRON
cana-3141	241	7	are	be	VERB
cana-3141	241	8	at	at	ADV
cana-3141	241	9	least	least	ADJ
cana-3141	241	10	five	five	NUM
cana-3141	241	11	approaches	approach	NOUN
cana-3141	241	12	to	to	PART
cana-3141	241	13	enhance	enhance	VERB
cana-3141	241	14	the	the	DET
cana-3141	241	15	baseline	baseline	NOUN
cana-3141	241	16	.	.	PUNCT
cana-3141	242	1	first	first	ADV
cana-3141	242	2	,	,	PUNCT
cana-3141	242	3	the	the	DET
cana-3141	242	4	standard	standard	NOUN
cana-3141	242	5	of	of	ADP
cana-3141	242	6	training	training	NOUN
cana-3141	242	7	data	datum	NOUN
cana-3141	242	8	may	may	AUX
cana-3141	242	9	be	be	AUX
cana-3141	242	10	enhanced	enhance	VERB
cana-3141	242	11	by	by	ADP
cana-3141	242	12	the	the	DET
cana-3141	242	13	identification	identification	NOUN
cana-3141	242	14	of	of	ADP
cana-3141	242	15	outliers	outlier	NOUN
cana-3141	242	16	&	&	CCONJ
cana-3141	242	17	duplicate	duplicate	ADJ
cana-3141	242	18	data	datum	NOUN
cana-3141	242	19	.	.	PUNCT
cana-3141	243	1	second	second	ADJ
cana-3141	243	2	,	,	PUNCT
cana-3141	243	3	to	to	PART
cana-3141	243	4	create	create	VERB
cana-3141	243	5	a	a	DET
cana-3141	243	6	more	more	ADV
cana-3141	243	7	optimised	optimise	VERB
cana-3141	243	8	machine	machine	NOUN
cana-3141	243	9	learning	learning	NOUN
cana-3141	243	10	model	model	NOUN
cana-3141	243	11	,	,	PUNCT
cana-3141	243	12	the	the	DET
cana-3141	243	13	effects	effect	NOUN
cana-3141	243	14	of	of	ADP
cana-3141	243	15	various	various	ADJ
cana-3141	243	16	features	feature	NOUN
cana-3141	243	17	,	,	PUNCT
cana-3141	243	18	algorithms	algorithm	NOUN
cana-3141	243	19	,	,	PUNCT
cana-3141	243	20	hyperparameters	hyperparameter	NOUN
cana-3141	243	21	,	,	PUNCT
cana-3141	243	22	and	and	CCONJ
cana-3141	243	23	regularisation	regularisation	NOUN
cana-3141	243	24	techniques	technique	NOUN
cana-3141	243	25	might	might	AUX
cana-3141	243	26	be	be	AUX
cana-3141	243	27	examined	examine	VERB
cana-3141	243	28	.	.	PUNCT
cana-3141	244	1	third	third	ADV
cana-3141	244	2	,	,	PUNCT
cana-3141	244	3	by	by	ADP
cana-3141	244	4	using	use	VERB
cana-3141	244	5	the	the	DET
cana-3141	244	6	proper	proper	ADJ
cana-3141	244	7	data	datum	NOUN
cana-3141	244	8	homogenisation	homogenisation	NOUN
cana-3141	244	9	and	and	CCONJ
cana-3141	244	10	preprocessing	preprocessing	NOUN
cana-3141	244	11	,	,	PUNCT
cana-3141	244	12	additional	additional	ADJ
cana-3141	244	13	data	datum	NOUN
cana-3141	244	14	sources	source	NOUN
cana-3141	244	15	might	might	AUX
cana-3141	244	16	be	be	AUX
cana-3141	244	17	incorporated	incorporate	VERB
cana-3141	244	18	.	.	PUNCT
cana-3141	245	1	feature	feature	NOUN
cana-3141	245	2	design	design	NOUN
cana-3141	245	3	is	be	AUX
cana-3141	245	4	another	another	DET
cana-3141	245	5	point	point	NOUN
cana-3141	245	6	to	to	PART
cana-3141	245	7	take	take	VERB
cana-3141	245	8	into	into	ADP
cana-3141	245	9	account	account	NOUN
cana-3141	245	10	.	.	PUNCT
cana-3141	246	1	certain	certain	ADJ
cana-3141	246	2	data	datum	NOUN
cana-3141	246	3	sources	source	NOUN
cana-3141	246	4	may	may	AUX
cana-3141	246	5	be	be	AUX
cana-3141	246	6	utilised	utilise	VERB
cana-3141	246	7	as	as	ADP
cana-3141	246	8	features	feature	NOUN
cana-3141	246	9	right	right	ADV
cana-3141	246	10	away	away	ADV
cana-3141	246	11	,	,	PUNCT
cana-3141	246	12	while	while	SCONJ
cana-3141	246	13	others	other	NOUN
cana-3141	246	14	need	need	VERB
cana-3141	246	15	careful	careful	ADJ
cana-3141	246	16	feature	feature	NOUN
cana-3141	246	17	design	design	NOUN
cana-3141	246	18	.	.	PUNCT
cana-3141	247	1	fourth	fourth	ADJ
cana-3141	247	2	,	,	PUNCT
cana-3141	247	3	certain	certain	ADJ
cana-3141	247	4	more	more	ADJ
cana-3141	247	5	information	information	NOUN
cana-3141	247	6	may	may	AUX
cana-3141	247	7	improve	improve	VERB
cana-3141	247	8	the	the	DET
cana-3141	247	9	accuracy	accuracy	NOUN
cana-3141	247	10	of	of	ADP
cana-3141	247	11	feature	feature	NOUN
cana-3141	247	12	design	design	NOUN
cana-3141	247	13	.	.	PUNCT
cana-3141	248	1	researcher	researcher	NOUN
cana-3141	248	2	use	use	VERB
cana-3141	248	3	wofost	wofost	NOUN
cana-3141	248	4	results	result	NOUN
cana-3141	248	5	to	to	PART
cana-3141	248	6	derive	derive	VERB
cana-3141	248	7	the	the	DET
cana-3141	248	8	national	national	ADJ
cana-3141	248	9	agricultural	agricultural	ADJ
cana-3141	248	10	calendar	calendar	NOUN
cana-3141	248	11	in	in	ADP
cana-3141	248	12	the	the	DET
cana-3141	248	13	baseline	baseline	NOUN
cana-3141	248	14	.	.	PUNCT
cana-3141	249	1	when	when	SCONJ
cana-3141	249	2	the	the	DET
cana-3141	249	3	nation	nation	NOUN
cana-3141	249	4	encompasses	encompass	VERB
cana-3141	249	5	many	many	ADJ
cana-3141	249	6	agro	agro	ADJ
cana-3141	249	7	-	-	PUNCT
cana-3141	249	8	ecological	ecological	ADJ
cana-3141	249	9	zones	zone	NOUN
cana-3141	249	10	,	,	PUNCT
cana-3141	249	11	a	a	DET
cana-3141	249	12	crop	crop	NOUN
cana-3141	249	13	calendar	calendar	NOUN
cana-3141	249	14	might	might	AUX
cana-3141	249	15	be	be	AUX
cana-3141	249	16	created	create	VERB
cana-3141	249	17	for	for	ADP
cana-3141	249	18	each	each	DET
cana-3141	249	19	area	area	NOUN
cana-3141	249	20	.	.	PUNCT
cana-3141	250	1	the	the	DET
cana-3141	250	2	crop	crop	NOUN
cana-3141	250	3	calendar	calendar	NOUN
cana-3141	250	4	might	might	AUX
cana-3141	250	5	be	be	AUX
cana-3141	250	6	defined	define	VERB
cana-3141	250	7	by	by	ADP
cana-3141	250	8	remote	remote	ADJ
cana-3141	250	9	sensing	sensing	NOUN
cana-3141	250	10	,	,	PUNCT
cana-3141	250	11	phenological	phenological	ADJ
cana-3141	250	12	databases	database	NOUN
cana-3141	250	13	,	,	PUNCT
cana-3141	250	14	or	or	CCONJ
cana-3141	250	15	more	more	ADV
cana-3141	250	16	precise	precise	ADJ
cana-3141	250	17	sowing	sowing	NOUN
cana-3141	250	18	and	and	CCONJ
cana-3141	250	19	harvest	harvest	NOUN
cana-3141	250	20	dates	date	NOUN
cana-3141	250	21	.	.	PUNCT
cana-3141	251	1	likewise	likewise	ADV
cana-3141	251	2	,	,	PUNCT
cana-3141	251	3	severe	severe	ADJ
cana-3141	251	4	circumstances	circumstance	NOUN
cana-3141	251	5	might	might	AUX
cana-3141	251	6	be	be	AUX
cana-3141	251	7	defined	define	VERB
cana-3141	251	8	by	by	ADP
cana-3141	251	9	crop	crop	NOUN
cana-3141	251	10	-	-	PUNCT
cana-3141	251	11	specific	specific	ADJ
cana-3141	251	12	criteria	criterion	NOUN
cana-3141	251	13	.	.	PUNCT
cana-3141	252	1	fifth	fifth	ADJ
cana-3141	252	2	,	,	PUNCT
cana-3141	252	3	more	more	ADV
cana-3141	252	4	sophisticated	sophisticated	ADJ
cana-3141	252	5	features	feature	NOUN
cana-3141	252	6	that	that	SCONJ
cana-3141	252	7	record	record	NOUN
cana-3141	252	8	changes	change	NOUN
cana-3141	252	9	in	in	ADP
cana-3141	252	10	patterns	pattern	NOUN
cana-3141	252	11	of	of	ADP
cana-3141	252	12	cropping	crop	VERB
cana-3141	252	13	and	and	CCONJ
cana-3141	252	14	include	include	VERB
cana-3141	252	15	climate	climate	NOUN
cana-3141	252	16	or	or	CCONJ
cana-3141	252	17	soil	soil	NOUN
cana-3141	252	18	data	datum	NOUN
cana-3141	252	19	from	from	ADP
cana-3141	252	20	prior	prior	ADJ
cana-3141	252	21	years	year	NOUN
cana-3141	252	22	might	might	AUX
cana-3141	252	23	be	be	AUX
cana-3141	252	24	created	create	VERB
cana-3141	252	25	.	.	PUNCT
cana-3141	253	1	some	some	DET
cana-3141	253	2	technological	technological	ADJ
cana-3141	253	3	restrictions	restriction	NOUN
cana-3141	253	4	are	be	AUX
cana-3141	253	5	also	also	ADV
cana-3141	253	6	present	present	ADJ
cana-3141	253	7	in	in	ADP
cana-3141	253	8	the	the	DET
cana-3141	253	9	machine	machine	NOUN
cana-3141	253	10	learning	learn	VERB
cana-3141	253	11	baseline	baseline	NOUN
cana-3141	253	12	.	.	PUNCT
cana-3141	254	1	to	to	PART
cana-3141	254	2	begin	begin	VERB
cana-3141	254	3	,	,	PUNCT
cana-3141	254	4	there	there	PRON
cana-3141	254	5	is	be	VERB
cana-3141	254	6	no	no	DET
cana-3141	254	7	one	one	NUM
cana-3141	254	8	-	-	PUNCT
cana-3141	254	9	size	size	NOUN
cana-3141	254	10	-	-	PUNCT
cana-3141	254	11	fits	fit	VERB
cana-3141	254	12	-	-	PUNCT
cana-3141	254	13	all	all	PRON
cana-3141	254	14	approach	approach	NOUN
cana-3141	254	15	to	to	ADP
cana-3141	254	16	data	datum	NOUN
cana-3141	254	17	preparation	preparation	NOUN
cana-3141	254	18	in	in	ADP
cana-3141	254	19	the	the	DET
cana-3141	254	20	baseline	baseline	NOUN
cana-3141	254	21	.	.	PUNCT
cana-3141	255	1	in	in	ADP
cana-3141	255	2	order	order	NOUN
cana-3141	255	3	to	to	PART
cana-3141	255	4	meet	meet	VERB
cana-3141	255	5	the	the	DET
cana-3141	255	6	standards	standard	NOUN
cana-3141	255	7	of	of	ADP
cana-3141	255	8	the	the	DET
cana-3141	255	9	baseline	baseline	NOUN
cana-3141	255	10	,	,	PUNCT
cana-3141	255	11	data	datum	NOUN
cana-3141	255	12	from	from	ADP
cana-3141	255	13	specific	specific	ADJ
cana-3141	255	14	nations	nation	NOUN
cana-3141	255	15	and	and	CCONJ
cana-3141	255	16	crops	crop	NOUN
cana-3141	255	17	may	may	AUX
cana-3141	255	18	need	need	VERB
cana-3141	255	19	substantial	substantial	ADJ
cana-3141	255	20	preprocessing	preprocessing	NOUN
cana-3141	255	21	.	.	PUNCT
cana-3141	256	1	in	in	ADP
cana-3141	256	2	addition	addition	NOUN
cana-3141	256	3	,	,	PUNCT
cana-3141	256	4	extremely	extremely	ADV
cana-3141	256	5	massive	massive	ADJ
cana-3141	256	6	data	data	NOUN
cana-3141	256	7	analysis	analysis	NOUN
cana-3141	256	8	does	do	AUX
cana-3141	256	9	not	not	PART
cana-3141	256	10	use	use	VERB
cana-3141	256	11	the	the	DET
cana-3141	256	12	baseline	baseline	NOUN
cana-3141	256	13	.	.	PUNCT
cana-3141	257	1	researchers	researcher	NOUN
cana-3141	257	2	used	use	VERB
cana-3141	257	3	scikit	scikit	NOUN
cana-3141	257	4	-	-	PUNCT
cana-3141	257	5	learning	learning	NOUN
cana-3141	257	6	for	for	ADP
cana-3141	257	7	picking	pick	VERB
cana-3141	257	8	features	feature	NOUN
cana-3141	257	9	and	and	CCONJ
cana-3141	257	10	machine	machine	NOUN
cana-3141	257	11	learning	learning	NOUN
cana-3141	257	12	,	,	PUNCT
cana-3141	257	13	however	however	ADV
cana-3141	257	14	spark	spark	NOUN
cana-3141	257	15	data	datum	NOUN
cana-3141	257	16	frames	frame	NOUN
cana-3141	257	17	were	be	AUX
cana-3141	257	18	utilised	utilise	VERB
cana-3141	257	19	for	for	ADP
cana-3141	257	20	dispersed	disperse	VERB
cana-3141	257	21	preprocessing	preprocessing	NOUN
cana-3141	257	22	communications	communication	NOUN
cana-3141	257	23	on	on	ADP
cana-3141	257	24	applied	apply	VERB
cana-3141	257	25	nonlinear	nonlinear	ADJ
cana-3141	257	26	analysis	analysis	NOUN
cana-3141	257	27	issn	issn	NOUN
cana-3141	257	28	:	:	PUNCT
cana-3141	257	29	1074	1074	NUM
cana-3141	257	30	-	-	PUNCT
cana-3141	257	31	133x	133x	NUM
cana-3141	257	32	vol	vol	NOUN
cana-3141	257	33	32	32	NUM
cana-3141	257	34	no	no	NOUN
cana-3141	257	35	.	.	PUNCT
cana-3141	258	1	5s	5s	NUM
cana-3141	258	2	(	(	PUNCT
cana-3141	258	3	2025	2025	NUM
cana-3141	258	4	)	)	PUNCT
cana-3141	258	5	442	442	NUM
cana-3141	258	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3141	258	7	and	and	CCONJ
cana-3141	258	8	feature	feature	NOUN
cana-3141	258	9	creation	creation	NOUN
cana-3141	258	10	.	.	PUNCT
cana-3141	259	1	while	while	SCONJ
cana-3141	259	2	optimising	optimise	VERB
cana-3141	259	3	hyperparameters	hyperparameter	NOUN
cana-3141	259	4	or	or	CCONJ
cana-3141	259	5	running	run	VERB
cana-3141	259	6	several	several	ADJ
cana-3141	259	7	algorithms	algorithm	NOUN
cana-3141	259	8	,	,	PUNCT
cana-3141	259	9	scikit	scikit	NOUN
cana-3141	259	10	-	-	PUNCT
cana-3141	259	11	learn	learn	NOUN
cana-3141	259	12	does	do	AUX
cana-3141	259	13	not	not	PART
cana-3141	259	14	divide	divide	VERB
cana-3141	259	15	up	up	ADP
cana-3141	259	16	data	datum	NOUN
cana-3141	259	17	and	and	CCONJ
cana-3141	259	18	calculations	calculation	NOUN
cana-3141	259	19	.	.	PUNCT
cana-3141	260	1	feature	feature	NOUN
cana-3141	260	2	selection	selection	NOUN
cana-3141	260	3	was	be	AUX
cana-3141	260	4	the	the	DET
cana-3141	260	5	primary	primary	ADJ
cana-3141	260	6	motivation	motivation	NOUN
cana-3141	260	7	for	for	ADP
cana-3141	260	8	using	use	VERB
cana-3141	260	9	scikitlearn	scikitlearn	NOUN
cana-3141	260	10	as	as	SCONJ
cana-3141	260	11	opposed	oppose	VERB
cana-3141	260	12	to	to	ADP
cana-3141	260	13	the	the	DET
cana-3141	260	14	spark	spark	NOUN
cana-3141	260	15	machine	machine	NOUN
cana-3141	260	16	learning	learning	NOUN
cana-3141	260	17	package	package	NOUN
cana-3141	260	18	.	.	PUNCT
cana-3141	261	1	the	the	DET
cana-3141	261	2	necessary	necessary	ADJ
cana-3141	261	3	features	feature	NOUN
cana-3141	261	4	may	may	AUX
cana-3141	261	5	be	be	AUX
cana-3141	261	6	added	add	VERB
cana-3141	261	7	to	to	PART
cana-3141	261	8	spark	spark	VERB
cana-3141	261	9	mllib	mllib	PROPN
cana-3141	261	10	in	in	ADP
cana-3141	261	11	a	a	DET
cana-3141	261	12	future	future	ADJ
cana-3141	261	13	version	version	NOUN
cana-3141	261	14	.	.	PUNCT
cana-3141	262	1	whatever	whatever	PRON
cana-3141	262	2	the	the	DET
cana-3141	262	3	case	case	NOUN
cana-3141	262	4	may	may	AUX
cana-3141	262	5	be	be	AUX
cana-3141	262	6	,	,	PUNCT
cana-3141	262	7	moving	move	VERB
cana-3141	262	8	the	the	DET
cana-3141	262	9	workflow	workflow	NOUN
cana-3141	262	10	's	's	PART
cana-3141	262	11	machine	machine	NOUN
cana-3141	262	12	learning	learn	VERB
cana-3141	262	13	operations	operation	NOUN
cana-3141	262	14	to	to	ADP
cana-3141	262	15	a	a	DET
cana-3141	262	16	distributed	distribute	VERB
cana-3141	262	17	environment	environment	NOUN
cana-3141	262	18	might	might	AUX
cana-3141	262	19	be	be	AUX
cana-3141	262	20	the	the	DET
cana-3141	262	21	subject	subject	NOUN
cana-3141	262	22	of	of	ADP
cana-3141	262	23	future	future	ADJ
cana-3141	262	24	studies	study	NOUN
cana-3141	262	25	.	.	PUNCT
cana-3141	263	1	5	5	X
cana-3141	263	2	.	.	X
cana-3141	263	3	conclusions	conclusion	NOUN
cana-3141	263	4	:	:	PUNCT
cana-3141	263	5	researcher	researcher	NOUN
cana-3141	263	6	created	create	VERB
cana-3141	263	7	a	a	DET
cana-3141	263	8	machine	machine	NOUN
cana-3141	263	9	learning	learn	VERB
cana-3141	263	10	methodology	methodology	NOUN
cana-3141	263	11	for	for	ADP
cana-3141	263	12	crop	crop	NOUN
cana-3141	263	13	production	production	NOUN
cana-3141	263	14	prediction	prediction	NOUN
cana-3141	263	15	that	that	PRON
cana-3141	263	16	is	be	AUX
cana-3141	263	17	reusable	reusable	ADJ
cana-3141	263	18	and	and	CCONJ
cana-3141	263	19	modular	modular	ADJ
cana-3141	263	20	,	,	PUNCT
cana-3141	263	21	and	and	CCONJ
cana-3141	263	22	researcher	researcher	NOUN
cana-3141	263	23	tested	test	VERB
cana-3141	263	24	it	it	PRON
cana-3141	263	25	using	use	VERB
cana-3141	263	26	case	case	NOUN
cana-3141	263	27	studies	study	NOUN
cana-3141	263	28	.	.	PUNCT
cana-3141	264	1	overall	overall	ADJ
cana-3141	264	2	,	,	PUNCT
cana-3141	264	3	researchers	researcher	NOUN
cana-3141	264	4	discovered	discover	VERB
cana-3141	264	5	that	that	SCONJ
cana-3141	264	6	crop	crop	NOUN
cana-3141	264	7	production	production	NOUN
cana-3141	264	8	can	can	AUX
cana-3141	264	9	be	be	AUX
cana-3141	264	10	predicted	predict	VERB
cana-3141	264	11	at	at	ADP
cana-3141	264	12	the	the	DET
cana-3141	264	13	sub	sub	ADJ
cana-3141	264	14	-	-	ADJ
cana-3141	264	15	national	national	ADJ
cana-3141	264	16	level	level	NOUN
cana-3141	264	17	utilising	utilise	VERB
cana-3141	264	18	explainable	explainable	ADJ
cana-3141	264	19	characteristics	characteristic	NOUN
cana-3141	264	20	created	create	VERB
cana-3141	264	21	using	use	VERB
cana-3141	264	22	crop	crop	NOUN
cana-3141	264	23	modelling	modelling	NOUN
cana-3141	264	24	concepts	concept	NOUN
cana-3141	264	25	.	.	PUNCT
cana-3141	265	1	in	in	ADP
cana-3141	265	2	the	the	DET
cana-3141	265	3	majority	majority	NOUN
cana-3141	265	4	of	of	ADP
cana-3141	265	5	instances	instance	NOUN
cana-3141	265	6	,	,	PUNCT
cana-3141	265	7	the	the	DET
cana-3141	265	8	ml	ml	X
cana-3141	265	9	baseline	baseline	PROPN
cana-3141	265	10	outperformed	outperform	VERB
cana-3141	265	11	mcyfs	mcyfs	ADJ
cana-3141	265	12	for	for	ADP
cana-3141	265	13	early	early	ADJ
cana-3141	265	14	season	season	NOUN
cana-3141	265	15	forecasts	forecast	NOUN
cana-3141	265	16	.	.	PUNCT
cana-3141	266	1	as	as	SCONJ
cana-3141	266	2	the	the	DET
cana-3141	266	3	season	season	NOUN
cana-3141	266	4	went	go	VERB
cana-3141	266	5	on	on	ADP
cana-3141	266	6	,	,	PUNCT
cana-3141	266	7	there	there	PRON
cana-3141	266	8	was	be	VERB
cana-3141	266	9	potential	potential	ADJ
cana-3141	266	10	for	for	ADP
cana-3141	266	11	improvement	improvement	NOUN
cana-3141	266	12	.	.	PUNCT
cana-3141	267	1	machine	machine	NOUN
cana-3141	267	2	learning	learning	NOUN
cana-3141	267	3	-	-	PUNCT
cana-3141	267	4	based	base	VERB
cana-3141	267	5	sub	sub	ADJ
cana-3141	267	6	-	-	ADJ
cana-3141	267	7	national	national	ADJ
cana-3141	267	8	yield	yield	NOUN
cana-3141	267	9	prediction	prediction	NOUN
cana-3141	267	10	is	be	AUX
cana-3141	267	11	a	a	DET
cana-3141	267	12	promising	promising	ADJ
cana-3141	267	13	future	future	ADJ
cana-3141	267	14	strategy	strategy	NOUN
cana-3141	267	15	for	for	ADP
cana-3141	267	16	crops	crop	NOUN
cana-3141	267	17	and	and	CCONJ
cana-3141	267	18	nations	nation	NOUN
cana-3141	267	19	with	with	ADP
cana-3141	267	20	reliable	reliable	ADJ
cana-3141	267	21	regional	regional	ADJ
cana-3141	267	22	data	datum	NOUN
cana-3141	267	23	.	.	PUNCT
cana-3141	268	1	in	in	ADP
cana-3141	268	2	addition	addition	NOUN
cana-3141	268	3	to	to	ADP
cana-3141	268	4	fixing	fix	VERB
cana-3141	268	5	problems	problem	NOUN
cana-3141	268	6	with	with	ADP
cana-3141	268	7	data	datum	NOUN
cana-3141	268	8	quality	quality	NOUN
cana-3141	268	9	,	,	PUNCT
cana-3141	268	10	there	there	PRON
cana-3141	268	11	are	be	VERB
cana-3141	268	12	three	three	NUM
cana-3141	268	13	primary	primary	ADJ
cana-3141	268	14	approaches	approach	NOUN
cana-3141	268	15	to	to	PART
cana-3141	268	16	enhance	enhance	VERB
cana-3141	268	17	the	the	DET
cana-3141	268	18	baseline	baseline	NOUN
cana-3141	268	19	:	:	PUNCT
cana-3141	268	20	incorporating	incorporate	VERB
cana-3141	268	21	more	more	ADJ
cana-3141	268	22	information	information	NOUN
cana-3141	268	23	sources	source	NOUN
cana-3141	268	24	,	,	PUNCT
cana-3141	268	25	creating	create	VERB
cana-3141	268	26	high	high	ADJ
cana-3141	268	27	analytical	analytical	ADJ
cana-3141	268	28	characteristics	characteristic	NOUN
cana-3141	268	29	&	&	CCONJ
cana-3141	268	30	testing	test	VERB
cana-3141	268	31	various	various	ADJ
cana-3141	268	32	algorithms	algorithm	NOUN
cana-3141	268	33	.	.	PUNCT
cana-3141	269	1	investigating	investigate	VERB
cana-3141	269	2	ml	ml	NOUN
cana-3141	269	3	's	's	PART
cana-3141	269	4	potential	potential	NOUN
cana-3141	269	5	for	for	ADP
cana-3141	269	6	large	large	ADJ
cana-3141	269	7	-	-	PUNCT
cana-3141	269	8	scale	scale	NOUN
cana-3141	269	9	agricultural	agricultural	ADJ
cana-3141	269	10	production	production	NOUN
cana-3141	269	11	forecasting	forecasting	NOUN
cana-3141	269	12	begins	begin	VERB
cana-3141	269	13	with	with	ADP
cana-3141	269	14	the	the	DET
cana-3141	269	15	machine	machine	NOUN
cana-3141	269	16	learning	learn	VERB
cana-3141	269	17	baseline	baseline	NOUN
cana-3141	269	18	.	.	PUNCT
cana-3141	270	1	reference	reference	NOUN
cana-3141	270	2	:	:	PUNCT
cana-3141	271	1	[	[	X
cana-3141	271	2	1	1	NUM
cana-3141	271	3	]	]	X
cana-3141	271	4	bregaglio	bregaglio	NOUN
cana-3141	271	5	,	,	PUNCT
cana-3141	271	6	simone	simone	PROPN
cana-3141	271	7	,	,	PUNCT
cana-3141	271	8	et	et	PROPN
cana-3141	271	9	al	al	PROPN
cana-3141	271	10	.	.	PUNCT
cana-3141	272	1	"	"	PUNCT
cana-3141	272	2	improving	improve	VERB
cana-3141	272	3	crop	crop	NOUN
cana-3141	272	4	yield	yield	NOUN
cana-3141	272	5	prediction	prediction	NOUN
cana-3141	272	6	accuracy	accuracy	NOUN
cana-3141	272	7	by	by	ADP
cana-3141	272	8	embedding	embed	VERB
cana-3141	272	9	phenological	phenological	ADJ
cana-3141	272	10	heterogeneity	heterogeneity	NOUN
cana-3141	272	11	into	into	ADP
cana-3141	272	12	model	model	NOUN
cana-3141	272	13	parameter	parameter	NOUN
cana-3141	272	14	sets	set	NOUN
cana-3141	272	15	.	.	PUNCT
cana-3141	272	16	"	"	PUNCT
cana-3141	273	1	agricultural	agricultural	ADJ
cana-3141	273	2	systems	system	NOUN
cana-3141	273	3	209	209	NUM
cana-3141	273	4	(	(	PUNCT
cana-3141	273	5	2023	2023	NUM
cana-3141	273	6	):	):	PUNCT
cana-3141	273	7	103666	103666	NUM
cana-3141	273	8	.	.	PUNCT
cana-3141	274	1	[	[	X
cana-3141	274	2	2	2	NUM
cana-3141	274	3	]	]	X
cana-3141	274	4	feng	feng	X
cana-3141	274	5	,	,	PUNCT
cana-3141	274	6	puyu	puyu	PROPN
cana-3141	274	7	,	,	PUNCT
cana-3141	274	8	et	et	PROPN
cana-3141	274	9	al	al	PROPN
cana-3141	274	10	.	.	PUNCT
cana-3141	275	1	"	"	PUNCT
cana-3141	275	2	incorporating	incorporate	VERB
cana-3141	275	3	machine	machine	NOUN
cana-3141	275	4	learning	learning	NOUN
cana-3141	275	5	with	with	ADP
cana-3141	275	6	biophysical	biophysical	ADJ
cana-3141	275	7	model	model	NOUN
cana-3141	275	8	can	can	AUX
cana-3141	275	9	improve	improve	VERB
cana-3141	275	10	the	the	DET
cana-3141	275	11	evaluation	evaluation	NOUN
cana-3141	275	12	of	of	ADP
cana-3141	275	13	climate	climate	NOUN
cana-3141	275	14	extremes	extreme	NOUN
cana-3141	275	15	impacts	impact	NOUN
cana-3141	275	16	on	on	ADP
cana-3141	275	17	wheat	wheat	NOUN
cana-3141	275	18	yield	yield	NOUN
cana-3141	275	19	in	in	ADP
cana-3141	275	20	south	south	ADJ
cana-3141	275	21	-	-	PUNCT
cana-3141	275	22	eastern	eastern	PROPN
cana-3141	275	23	australia	australia	PROPN
cana-3141	275	24	.	.	PUNCT
cana-3141	275	25	"	"	PUNCT
cana-3141	276	1	agricultural	agricultural	ADJ
cana-3141	276	2	and	and	CCONJ
cana-3141	276	3	forest	forest	NOUN
cana-3141	276	4	meteorology	meteorology	NOUN
cana-3141	276	5	275	275	NUM
cana-3141	276	6	(	(	PUNCT
cana-3141	276	7	2019	2019	NUM
cana-3141	276	8	):	):	PUNCT
cana-3141	276	9	100113	100113	NUM
cana-3141	276	10	.	.	PUNCT
cana-3141	277	1	[	[	X
cana-3141	277	2	3	3	NUM
cana-3141	277	3	]	]	PUNCT
cana-3141	277	4	a.	a.	PROPN
cana-3141	277	5	betts	betts	PROPN
cana-3141	277	6	,	,	PUNCT
cana-3141	277	7	richard	richard	PROPN
cana-3141	277	8	.	.	PUNCT
cana-3141	278	1	"	"	PUNCT
cana-3141	278	2	integrated	integrate	VERB
cana-3141	278	3	approaches	approach	NOUN
cana-3141	278	4	to	to	ADP
cana-3141	278	5	climate	climate	NOUN
cana-3141	278	6	–	–	PUNCT
cana-3141	278	7	crop	crop	NOUN
cana-3141	278	8	modelling	modelling	NOUN
cana-3141	278	9	:	:	PUNCT
cana-3141	278	10	needs	need	NOUN
cana-3141	278	11	and	and	CCONJ
cana-3141	278	12	challenges	challenge	NOUN
cana-3141	278	13	.	.	PUNCT
cana-3141	278	14	"	"	PUNCT
cana-3141	279	1	philosophical	philosophical	ADJ
cana-3141	279	2	transactions	transaction	NOUN
cana-3141	279	3	of	of	ADP
cana-3141	279	4	the	the	DET
cana-3141	279	5	royal	royal	ADJ
cana-3141	279	6	society	society	NOUN
cana-3141	279	7	b	b	NOUN
cana-3141	279	8	:	:	PUNCT
cana-3141	279	9	biological	biological	ADJ
cana-3141	279	10	sciences	science	NOUN
cana-3141	279	11	360.1463	360.1463	NUM
cana-3141	279	12	(	(	PUNCT
cana-3141	279	13	2005	2005	NUM
cana-3141	279	14	):	):	PUNCT
cana-3141	279	15	2049	2049	NUM
cana-3141	279	16	-	-	SYM
cana-3141	279	17	2065	2065	NUM
cana-3141	279	18	.	.	PUNCT
cana-3141	280	1	[	[	X
cana-3141	280	2	4	4	X
cana-3141	280	3	]	]	X
cana-3141	280	4	mirshekarnezhad	mirshekarnezhad	NOUN
cana-3141	280	5	,	,	PUNCT
cana-3141	280	6	babak	babak	NOUN
cana-3141	280	7	.	.	PUNCT
cana-3141	281	1	"	"	PUNCT
cana-3141	281	2	integrating	integrate	VERB
cana-3141	281	3	agrotechnical	agrotechnical	ADJ
cana-3141	281	4	practices	practice	NOUN
cana-3141	281	5	to	to	PART
cana-3141	281	6	optimize	optimize	VERB
cana-3141	281	7	maize	maize	NOUN
cana-3141	281	8	yield	yield	NOUN
cana-3141	281	9	potentials	potential	NOUN
cana-3141	281	10	in	in	ADP
cana-3141	281	11	a	a	DET
cana-3141	281	12	regional	regional	ADJ
cana-3141	281	13	variable	variable	ADJ
cana-3141	281	14	climate	climate	NOUN
cana-3141	281	15	:	:	PUNCT
cana-3141	281	16	dssat	dssat	NOUN
cana-3141	281	17	and	and	CCONJ
cana-3141	281	18	python	python	NOUN
cana-3141	281	19	tools	tool	NOUN
cana-3141	281	20	.	.	PUNCT
cana-3141	281	21	"	"	PUNCT
cana-3141	281	22	cereal	cereal	NOUN
cana-3141	281	23	research	research	NOUN
cana-3141	281	24	communications	communication	NOUN
cana-3141	281	25	52.1	52.1	NUM
cana-3141	281	26	(	(	PUNCT
cana-3141	281	27	2024	2024	NUM
cana-3141	281	28	):	):	PUNCT
cana-3141	281	29	301	301	NUM
cana-3141	281	30	-	-	SYM
cana-3141	281	31	312	312	NUM
cana-3141	281	32	.	.	PUNCT
cana-3141	282	1	[	[	X
cana-3141	282	2	5	5	NUM
cana-3141	282	3	]	]	PUNCT
cana-3141	282	4	shook	shake	VERB
cana-3141	282	5	,	,	PUNCT
cana-3141	282	6	johnathon	johnathon	PROPN
cana-3141	282	7	,	,	PUNCT
cana-3141	282	8	et	et	PROPN
cana-3141	282	9	al	al	PROPN
cana-3141	282	10	.	.	PUNCT
cana-3141	283	1	"	"	PUNCT
cana-3141	283	2	crop	crop	NOUN
cana-3141	283	3	yield	yield	NOUN
cana-3141	283	4	prediction	prediction	NOUN
cana-3141	283	5	integrating	integrating	NOUN
cana-3141	283	6	genotype	genotype	NOUN
cana-3141	283	7	and	and	CCONJ
cana-3141	283	8	weather	weather	NOUN
cana-3141	283	9	variables	variable	NOUN
cana-3141	283	10	using	use	VERB
cana-3141	283	11	deep	deep	ADJ
cana-3141	283	12	learning	learning	NOUN
cana-3141	283	13	.	.	PUNCT
cana-3141	283	14	"	"	PUNCT
cana-3141	283	15	plos	plo	VERB
cana-3141	283	16	one	one	NUM
cana-3141	283	17	16.6	16.6	NUM
cana-3141	283	18	(	(	PUNCT
cana-3141	283	19	2021	2021	NUM
cana-3141	283	20	):	):	PUNCT
cana-3141	283	21	e0252402	e0252402	NOUN
cana-3141	283	22	.	.	PUNCT
cana-3141	284	1	[	[	X
cana-3141	284	2	6	6	NUM
cana-3141	284	3	]	]	SYM
cana-3141	284	4	kadiyala	kadiyala	NOUN
cana-3141	284	5	,	,	PUNCT
cana-3141	284	6	m.	m.	NOUN
cana-3141	284	7	d.	d.	PROPN
cana-3141	284	8	m.	m.	PROPN
cana-3141	284	9	,	,	PUNCT
cana-3141	284	10	et	et	PROPN
cana-3141	284	11	al	al	PROPN
cana-3141	284	12	.	.	PUNCT
cana-3141	285	1	"	"	PUNCT
cana-3141	285	2	an	an	DET
cana-3141	285	3	integrated	integrate	VERB
cana-3141	285	4	crop	crop	NOUN
cana-3141	285	5	model	model	NOUN
cana-3141	285	6	and	and	CCONJ
cana-3141	285	7	gis	gis	NOUN
cana-3141	285	8	decision	decision	NOUN
cana-3141	285	9	support	support	NOUN
cana-3141	285	10	system	system	NOUN
cana-3141	285	11	for	for	ADP
cana-3141	285	12	assisting	assist	VERB
cana-3141	285	13	agronomic	agronomic	ADJ
cana-3141	285	14	decision	decision	NOUN
cana-3141	285	15	making	make	VERB
cana-3141	285	16	under	under	ADP
cana-3141	285	17	climate	climate	NOUN
cana-3141	285	18	change	change	NOUN
cana-3141	285	19	.	.	PUNCT
cana-3141	285	20	"	"	PUNCT
cana-3141	286	1	science	science	NOUN
cana-3141	286	2	of	of	ADP
cana-3141	286	3	the	the	DET
cana-3141	286	4	total	total	ADJ
cana-3141	286	5	environment	environment	NOUN
cana-3141	286	6	521	521	NUM
cana-3141	286	7	(	(	PUNCT
cana-3141	286	8	2015	2015	NUM
cana-3141	286	9	):	):	PUNCT
cana-3141	286	10	123	123	NUM
cana-3141	286	11	-	-	SYM
cana-3141	286	12	134	134	NUM
cana-3141	286	13	.	.	PUNCT
cana-3141	287	1	[	[	X
cana-3141	287	2	7	7	X
cana-3141	287	3	]	]	X
cana-3141	287	4	von	von	PROPN
cana-3141	287	5	bloh	bloh	PROPN
cana-3141	287	6	,	,	PUNCT
cana-3141	287	7	malte	malte	PROPN
cana-3141	287	8	,	,	PUNCT
cana-3141	287	9	david	david	PROPN
cana-3141	287	10	lobell	lobell	PROPN
cana-3141	287	11	,	,	PUNCT
cana-3141	287	12	and	and	CCONJ
cana-3141	287	13	senthold	senthold	PROPN
cana-3141	287	14	asseng	asseng	PROPN
cana-3141	287	15	.	.	PUNCT
cana-3141	288	1	"	"	PUNCT
cana-3141	288	2	knowledge	knowledge	NOUN
cana-3141	288	3	informed	inform	VERB
cana-3141	288	4	hybrid	hybrid	ADJ
cana-3141	288	5	machine	machine	NOUN
cana-3141	288	6	learning	learning	NOUN
cana-3141	288	7	in	in	ADP
cana-3141	288	8	agricultural	agricultural	ADJ
cana-3141	288	9	yield	yield	NOUN
cana-3141	288	10	prediction	prediction	NOUN
cana-3141	288	11	.	.	PUNCT
cana-3141	288	12	"	"	PUNCT
cana-3141	288	13	computers	computer	NOUN
cana-3141	288	14	and	and	CCONJ
cana-3141	288	15	electronics	electronic	NOUN
cana-3141	288	16	in	in	ADP
cana-3141	288	17	agriculture	agriculture	NOUN
cana-3141	288	18	227	227	NUM
cana-3141	288	19	(	(	PUNCT
cana-3141	288	20	2024	2024	NUM
cana-3141	288	21	):	):	PUNCT
cana-3141	288	22	109606	109606	NUM
cana-3141	288	23	.	.	PUNCT
cana-3141	289	1	[	[	X
cana-3141	289	2	8	8	NUM
cana-3141	289	3	]	]	X
cana-3141	289	4	reynolds	reynolds	PROPN
cana-3141	289	5	,	,	PUNCT
cana-3141	289	6	matthew	matthew	PROPN
cana-3141	289	7	,	,	PUNCT
cana-3141	289	8	et	et	PROPN
cana-3141	289	9	al	al	PROPN
cana-3141	289	10	.	.	PUNCT
cana-3141	290	1	"	"	PUNCT
cana-3141	290	2	role	role	NOUN
cana-3141	290	3	of	of	ADP
cana-3141	290	4	modelling	modelling	NOUN
cana-3141	290	5	in	in	ADP
cana-3141	290	6	international	international	ADJ
cana-3141	290	7	crop	crop	NOUN
cana-3141	290	8	research	research	NOUN
cana-3141	290	9	:	:	PUNCT
cana-3141	290	10	overview	overview	NOUN
cana-3141	290	11	and	and	CCONJ
cana-3141	290	12	some	some	DET
cana-3141	290	13	case	case	NOUN
cana-3141	290	14	studies	study	NOUN
cana-3141	290	15	.	.	PUNCT
cana-3141	290	16	"	"	PUNCT
cana-3141	291	1	agronomy	agronomy	NOUN
cana-3141	291	2	8.12	8.12	NUM
cana-3141	291	3	(	(	PUNCT
cana-3141	291	4	2018	2018	NUM
cana-3141	291	5	):	):	PUNCT
cana-3141	291	6	291	291	NUM
cana-3141	291	7	.	.	PUNCT
cana-3141	292	1	[	[	X
cana-3141	292	2	9	9	NUM
cana-3141	292	3	]	]	X
cana-3141	292	4	shahhosseini	shahhosseini	PROPN
cana-3141	292	5	,	,	PUNCT
cana-3141	292	6	mohsen	mohsen	PROPN
cana-3141	292	7	,	,	PUNCT
cana-3141	292	8	guiping	guipe	VERB
cana-3141	292	9	hu	hu	PROPN
cana-3141	292	10	,	,	PUNCT
cana-3141	292	11	and	and	CCONJ
cana-3141	292	12	sotirios	sotirio	NOUN
cana-3141	292	13	v.	v.	ADP
cana-3141	292	14	archontoulis	archontoulis	PROPN
cana-3141	292	15	.	.	PUNCT
cana-3141	293	1	"	"	PUNCT
cana-3141	293	2	forecasting	forecast	VERB
cana-3141	293	3	corn	corn	NOUN
cana-3141	293	4	yield	yield	NOUN
cana-3141	293	5	with	with	ADP
cana-3141	293	6	machine	machine	NOUN
cana-3141	293	7	learning	learning	NOUN
cana-3141	293	8	ensembles	ensemble	NOUN
cana-3141	293	9	.	.	PUNCT
cana-3141	293	10	"	"	PUNCT
cana-3141	293	11	frontiers	frontier	NOUN
cana-3141	293	12	in	in	ADP
cana-3141	293	13	plant	plant	NOUN
cana-3141	293	14	science	science	NOUN
cana-3141	293	15	11	11	NUM
cana-3141	293	16	(	(	PUNCT
cana-3141	293	17	2020	2020	NUM
cana-3141	293	18	):	):	PUNCT
cana-3141	293	19	1120	1120	NUM
cana-3141	293	20	.	.	PUNCT
cana-3141	294	1	[	[	X
cana-3141	294	2	10	10	NUM
cana-3141	294	3	]	]	X
cana-3141	294	4	torgbor	torgbor	NOUN
cana-3141	294	5	,	,	PUNCT
cana-3141	294	6	benjamin	benjamin	PROPN
cana-3141	294	7	adjah	adjah	PROPN
cana-3141	294	8	,	,	PUNCT
cana-3141	294	9	et	et	PROPN
cana-3141	294	10	al	al	PROPN
cana-3141	294	11	.	.	PUNCT
cana-3141	295	1	"	"	PUNCT
cana-3141	295	2	integrating	integrate	VERB
cana-3141	295	3	remote	remote	ADJ
cana-3141	295	4	sensing	sensing	NOUN
cana-3141	295	5	and	and	CCONJ
cana-3141	295	6	weather	weather	NOUN
cana-3141	295	7	variables	variable	NOUN
cana-3141	295	8	for	for	ADP
cana-3141	295	9	mango	mango	NOUN
cana-3141	295	10	yield	yield	NOUN
cana-3141	295	11	prediction	prediction	NOUN
cana-3141	295	12	using	use	VERB
cana-3141	295	13	a	a	DET
cana-3141	295	14	machine	machine	NOUN
cana-3141	295	15	learning	learning	NOUN
cana-3141	295	16	approach	approach	NOUN
cana-3141	295	17	.	.	PUNCT
cana-3141	295	18	"	"	PUNCT
cana-3141	296	1	remote	remote	ADJ
cana-3141	296	2	sensing	sense	VERB
cana-3141	296	3	15.12	15.12	NUM
cana-3141	296	4	(	(	PUNCT
cana-3141	296	5	2023	2023	NUM
cana-3141	296	6	):	):	PUNCT
cana-3141	296	7	3075	3075	NUM
cana-3141	296	8	.	.	PUNCT
cana-3141	297	1	[	[	X
cana-3141	297	2	11	11	NUM
cana-3141	297	3	]	]	X
cana-3141	297	4	zhang	zhang	PROPN
cana-3141	297	5	,	,	PUNCT
cana-3141	297	6	liangliang	liangliang	PROPN
cana-3141	297	7	,	,	PUNCT
cana-3141	297	8	et	et	PROPN
cana-3141	297	9	al	al	PROPN
cana-3141	297	10	.	.	PUNCT
cana-3141	298	1	"	"	PUNCT
cana-3141	298	2	planning	plan	VERB
cana-3141	298	3	maize	maize	NOUN
cana-3141	298	4	hybrids	hybrid	NOUN
cana-3141	298	5	adaptation	adaptation	NOUN
cana-3141	298	6	to	to	ADP
cana-3141	298	7	future	future	ADJ
cana-3141	298	8	climate	climate	NOUN
cana-3141	298	9	change	change	NOUN
cana-3141	298	10	by	by	ADP
cana-3141	298	11	integrating	integrate	VERB
cana-3141	298	12	crop	crop	NOUN
cana-3141	298	13	modelling	modelling	NOUN
cana-3141	298	14	with	with	ADP
cana-3141	298	15	machine	machine	NOUN
cana-3141	298	16	learning	learning	NOUN
cana-3141	298	17	.	.	PUNCT
cana-3141	298	18	"	"	PUNCT
cana-3141	299	1	environmental	environmental	ADJ
cana-3141	299	2	research	research	NOUN
cana-3141	299	3	letters	letter	NOUN
cana-3141	299	4	16.12	16.12	NUM
cana-3141	299	5	(	(	PUNCT
cana-3141	299	6	2021	2021	NUM
cana-3141	299	7	):	):	PUNCT
cana-3141	299	8	124043	124043	NUM
cana-3141	299	9	.	.	PUNCT
cana-3141	300	1	[	[	X
cana-3141	300	2	12	12	NUM
cana-3141	300	3	]	]	X
cana-3141	300	4	kumar	kumar	PROPN
cana-3141	300	5	,	,	PUNCT
cana-3141	300	6	k.	k.	PROPN
cana-3141	300	7	nanda	nanda	PROPN
cana-3141	300	8	,	,	PUNCT
cana-3141	300	9	adarsh	adarsh	PROPN
cana-3141	300	10	vijayan	vijayan	PROPN
cana-3141	300	11	pillai	pillai	PROPN
cana-3141	300	12	,	,	PUNCT
cana-3141	300	13	and	and	CCONJ
cana-3141	300	14	mk	mk	PROPN
cana-3141	300	15	badri	badri	PROPN
cana-3141	300	16	narayanan	narayanan	PROPN
cana-3141	300	17	.	.	PUNCT
cana-3141	301	1	"	"	PUNCT
cana-3141	301	2	withdrawn	withdraw	VERB
cana-3141	301	3	:	:	PUNCT
cana-3141	301	4	smart	smart	ADJ
cana-3141	301	5	agriculture	agriculture	NOUN
cana-3141	301	6	using	use	VERB
cana-3141	301	7	iot	iot	NOUN
cana-3141	301	8	.	.	PUNCT
cana-3141	301	9	"	"	PUNCT
cana-3141	302	1	(	(	PUNCT
cana-3141	302	2	2021	2021	NUM
cana-3141	302	3	)	)	PUNCT
cana-3141	302	4	.	.	PUNCT
cana-3141	303	1	[	[	X
cana-3141	303	2	13	13	NUM
cana-3141	303	3	]	]	X
cana-3141	303	4	crane	crane	NOUN
cana-3141	303	5	-	-	PUNCT
cana-3141	303	6	droesch	droesch	PROPN
cana-3141	303	7	,	,	PUNCT
cana-3141	303	8	andrew	andrew	PROPN
cana-3141	303	9	.	.	PUNCT
cana-3141	304	1	"	"	PUNCT
cana-3141	304	2	machine	machine	NOUN
cana-3141	304	3	learning	learning	NOUN
cana-3141	304	4	methods	method	NOUN
cana-3141	304	5	for	for	ADP
cana-3141	304	6	crop	crop	NOUN
cana-3141	304	7	yield	yield	NOUN
cana-3141	304	8	prediction	prediction	NOUN
cana-3141	304	9	and	and	CCONJ
cana-3141	304	10	climate	climate	NOUN
cana-3141	304	11	change	change	NOUN
cana-3141	304	12	impact	impact	NOUN
cana-3141	304	13	assessment	assessment	NOUN
cana-3141	304	14	in	in	ADP
cana-3141	304	15	agriculture	agriculture	NOUN
cana-3141	304	16	.	.	PUNCT
cana-3141	304	17	"	"	PUNCT
cana-3141	305	1	environmental	environmental	ADJ
cana-3141	305	2	research	research	NOUN
cana-3141	305	3	letters	letter	NOUN
cana-3141	305	4	13.11	13.11	NUM
cana-3141	305	5	(	(	PUNCT
cana-3141	305	6	2018	2018	NUM
cana-3141	305	7	):	):	PUNCT
cana-3141	305	8	114003	114003	NUM
cana-3141	305	9	.	.	PUNCT
cana-3141	306	1	communications	communication	NOUN
cana-3141	306	2	on	on	ADP
cana-3141	306	3	applied	apply	VERB
cana-3141	306	4	nonlinear	nonlinear	ADJ
cana-3141	306	5	analysis	analysis	NOUN
cana-3141	306	6	issn	issn	NOUN
cana-3141	306	7	:	:	PUNCT
cana-3141	306	8	1074	1074	NUM
cana-3141	306	9	-	-	PUNCT
cana-3141	306	10	133x	133x	NUM
cana-3141	306	11	vol	vol	NOUN
cana-3141	306	12	32	32	NUM
cana-3141	306	13	no	no	NOUN
cana-3141	306	14	.	.	PUNCT
cana-3141	307	1	5s	5s	NUM
cana-3141	307	2	(	(	PUNCT
cana-3141	307	3	2025	2025	NUM
cana-3141	307	4	)	)	PUNCT
cana-3141	307	5	443	443	NUM
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cana-3141	308	1	[	[	X
cana-3141	308	2	14	14	NUM
cana-3141	308	3	]	]	PUNCT
cana-3141	308	4	basso	basso	NOUN
cana-3141	308	5	,	,	PUNCT
cana-3141	308	6	bruno	bruno	PROPN
cana-3141	308	7	,	,	PUNCT
cana-3141	308	8	and	and	CCONJ
cana-3141	308	9	lin	lin	PROPN
cana-3141	308	10	liu	liu	PROPN
cana-3141	308	11	.	.	PUNCT
cana-3141	309	1	"	"	PUNCT
cana-3141	309	2	seasonal	seasonal	ADJ
cana-3141	309	3	crop	crop	NOUN
cana-3141	309	4	yield	yield	NOUN
cana-3141	309	5	forecast	forecast	NOUN
cana-3141	309	6	:	:	PUNCT
cana-3141	309	7	methods	method	NOUN
cana-3141	309	8	,	,	PUNCT
cana-3141	309	9	applications	application	NOUN
cana-3141	309	10	,	,	PUNCT
cana-3141	309	11	and	and	CCONJ
cana-3141	309	12	accuracies	accuracy	NOUN
cana-3141	309	13	.	.	PUNCT
cana-3141	309	14	"	"	PUNCT
cana-3141	309	15	advances	advance	NOUN
cana-3141	309	16	in	in	ADP
cana-3141	309	17	agronomy	agronomy	NOUN
cana-3141	309	18	154	154	NUM
cana-3141	309	19	(	(	PUNCT
cana-3141	309	20	2019	2019	NUM
cana-3141	309	21	):	):	PUNCT
cana-3141	309	22	201	201	NUM
cana-3141	309	23	-	-	SYM
cana-3141	309	24	255	255	NUM
cana-3141	309	25	.	.	PUNCT
cana-3141	310	1	[	[	X
cana-3141	310	2	15	15	NUM
cana-3141	310	3	]	]	PUNCT
cana-3141	310	4	rajulu	rajulu	VERB
cana-3141	310	5	,	,	PUNCT
cana-3141	310	6	g.	g.	PROPN
cana-3141	310	7	govinda	govinda	PROPN
cana-3141	310	8	,	,	PUNCT
cana-3141	310	9	m.	m.	PROPN
cana-3141	310	10	jamuna	jamuna	PROPN
cana-3141	310	11	rani	rani	PROPN
cana-3141	310	12	,	,	PUNCT
cana-3141	310	13	d.	d.	PROPN
cana-3141	310	14	deepa	deepa	PROPN
cana-3141	310	15	,	,	PUNCT
cana-3141	310	16	udit	udit	PROPN
cana-3141	310	17	mamodiya	mamodiya	PROPN
cana-3141	310	18	,	,	PUNCT
cana-3141	310	19	radhika	radhika	PROPN
cana-3141	310	20	g.	g.	PROPN
cana-3141	310	21	deshmukh	deshmukh	PROPN
cana-3141	310	22	,	,	PUNCT
cana-3141	310	23	and	and	CCONJ
cana-3141	310	24	t.	t.	PROPN
cana-3141	310	25	rajasanthosh	rajasanthosh	PROPN
cana-3141	310	26	kumar	kumar	PROPN
cana-3141	310	27	.	.	PUNCT
cana-3141	311	1	"	"	PUNCT
cana-3141	311	2	cloud	cloud	NOUN
cana-3141	311	3	-	-	PUNCT
cana-3141	311	4	computed	compute	VERB
cana-3141	311	5	solar	solar	ADJ
cana-3141	311	6	tracking	tracking	NOUN
cana-3141	311	7	system	system	NOUN
cana-3141	311	8	.	.	PUNCT
cana-3141	311	9	"	"	PUNCT
cana-3141	312	1	computer	computer	NOUN
cana-3141	312	2	communication	communication	NOUN
cana-3141	312	3	,	,	PUNCT
cana-3141	312	4	networking	networking	NOUN
cana-3141	312	5	and	and	CCONJ
cana-3141	312	6	iot	iot	NOUN
cana-3141	312	7	2	2	NUM
cana-3141	312	8	(	(	PUNCT
cana-3141	312	9	2021	2021	NUM
cana-3141	312	10	):	):	PUNCT
cana-3141	312	11	75	75	NUM
cana-3141	312	12	.	.	PUNCT
cana-3141	313	1	[	[	X
cana-3141	313	2	16	16	NUM
cana-3141	313	3	]	]	X
cana-3141	313	4	morales	morale	NOUN
cana-3141	313	5	,	,	PUNCT
cana-3141	313	6	alejandro	alejandro	NOUN
cana-3141	313	7	,	,	PUNCT
cana-3141	313	8	and	and	CCONJ
cana-3141	313	9	francisco	francisco	PROPN
cana-3141	313	10	j.	j.	PROPN
cana-3141	313	11	villalobos	villalobos	PROPN
cana-3141	313	12	.	.	PUNCT
cana-3141	314	1	"	"	PUNCT
cana-3141	314	2	using	use	VERB
cana-3141	314	3	machine	machine	NOUN
cana-3141	314	4	learning	learning	NOUN
cana-3141	314	5	for	for	ADP
cana-3141	314	6	crop	crop	NOUN
cana-3141	314	7	yield	yield	NOUN
cana-3141	314	8	prediction	prediction	NOUN
cana-3141	314	9	in	in	ADP
cana-3141	314	10	the	the	DET
cana-3141	314	11	past	past	NOUN
cana-3141	314	12	or	or	CCONJ
cana-3141	314	13	the	the	DET
cana-3141	314	14	future	future	NOUN
cana-3141	314	15	.	.	PUNCT
cana-3141	314	16	"	"	PUNCT
cana-3141	314	17	frontiers	frontier	NOUN
cana-3141	314	18	in	in	ADP
cana-3141	314	19	plant	plant	NOUN
cana-3141	314	20	science	science	NOUN
cana-3141	314	21	14	14	NUM
cana-3141	314	22	(	(	PUNCT
cana-3141	314	23	2023	2023	NUM
cana-3141	314	24	):	):	PUNCT
cana-3141	314	25	1128388	1128388	NUM
cana-3141	314	26	.	.	PUNCT
cana-3141	315	1	[	[	X
cana-3141	315	2	17	17	NUM
cana-3141	315	3	]	]	X
cana-3141	315	4	mewada	mewada	PROPN
cana-3141	315	5	,	,	PUNCT
cana-3141	315	6	shivlal	shivlal	PROPN
cana-3141	315	7	,	,	PUNCT
cana-3141	315	8	et	et	PROPN
cana-3141	315	9	al	al	PROPN
cana-3141	315	10	.	.	PUNCT
cana-3141	316	1	"	"	PUNCT
cana-3141	316	2	smart	smart	ADJ
cana-3141	316	3	diagnostic	diagnostic	ADJ
cana-3141	316	4	expert	expert	NOUN
cana-3141	316	5	system	system	NOUN
cana-3141	316	6	for	for	ADP
cana-3141	316	7	defect	defect	NOUN
cana-3141	316	8	in	in	ADP
cana-3141	316	9	forging	forge	VERB
cana-3141	316	10	process	process	NOUN
cana-3141	316	11	by	by	ADP
cana-3141	316	12	using	use	VERB
cana-3141	316	13	machine	machine	NOUN
cana-3141	316	14	learning	learning	NOUN
cana-3141	316	15	process	process	NOUN
cana-3141	316	16	.	.	PUNCT
cana-3141	316	17	"	"	PUNCT
cana-3141	317	1	journal	journal	NOUN
cana-3141	317	2	of	of	ADP
cana-3141	317	3	nanomaterials	nanomaterial	NOUN
cana-3141	317	4	2022.1	2022.1	NUM
cana-3141	317	5	(	(	PUNCT
cana-3141	317	6	2022	2022	NUM
cana-3141	317	7	):	):	PUNCT
cana-3141	317	8	2567194	2567194	NUM
cana-3141	317	9	.	.	PUNCT
cana-3141	318	1	[	[	X
cana-3141	318	2	18	18	NUM
cana-3141	318	3	]	]	SYM
cana-3141	318	4	resop	resop	NOUN
cana-3141	318	5	,	,	PUNCT
cana-3141	318	6	jonathan	jonathan	PROPN
cana-3141	318	7	p.	p.	PROPN
cana-3141	318	8	,	,	PUNCT
cana-3141	318	9	et	et	PROPN
cana-3141	318	10	al	al	PROPN
cana-3141	318	11	.	.	PUNCT
cana-3141	319	1	"	"	PUNCT
cana-3141	319	2	combining	combine	VERB
cana-3141	319	3	explanatory	explanatory	ADJ
cana-3141	319	4	crop	crop	NOUN
cana-3141	319	5	models	model	NOUN
cana-3141	319	6	with	with	ADP
cana-3141	319	7	geospatial	geospatial	ADJ
cana-3141	319	8	data	datum	NOUN
cana-3141	319	9	for	for	ADP
cana-3141	319	10	regional	regional	ADJ
cana-3141	319	11	analyses	analysis	NOUN
cana-3141	319	12	of	of	ADP
cana-3141	319	13	crop	crop	NOUN
cana-3141	319	14	yield	yield	NOUN
cana-3141	319	15	using	use	VERB
cana-3141	319	16	field	field	NOUN
cana-3141	319	17	-	-	PUNCT
cana-3141	319	18	scale	scale	NOUN
cana-3141	319	19	modeling	modeling	NOUN
cana-3141	319	20	units	unit	NOUN
cana-3141	319	21	.	.	PUNCT
cana-3141	319	22	"	"	PUNCT
cana-3141	319	23	computers	computer	NOUN
cana-3141	319	24	and	and	CCONJ
cana-3141	319	25	electronics	electronic	NOUN
cana-3141	319	26	in	in	ADP
cana-3141	319	27	agriculture	agriculture	NOUN
cana-3141	319	28	89	89	NUM
cana-3141	319	29	(	(	PUNCT
cana-3141	319	30	2012	2012	NUM
cana-3141	319	31	):	):	PUNCT
cana-3141	319	32	51	51	NUM
cana-3141	319	33	-	-	SYM
cana-3141	319	34	61	61	NUM
cana-3141	319	35	.	.	PUNCT
cana-3141	320	1	[	[	X
cana-3141	320	2	19	19	NUM
cana-3141	320	3	]	]	PUNCT
cana-3141	320	4	p.	p.	NOUN
cana-3141	320	5	patro	patro	PROPN
cana-3141	320	6	,	,	PUNCT
cana-3141	320	7	r.	r.	PROPN
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cana-3141	320	10	r.	r.	PROPN
cana-3141	320	11	sathya	sathya	PROPN
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cana-3141	320	13	k.	k.	PROPN
cana-3141	320	14	kumar	kumar	PROPN
cana-3141	320	15	,	,	PUNCT
cana-3141	320	16	t.	t.	PROPN
cana-3141	320	17	r.	r.	PROPN
cana-3141	320	18	kumar	kumar	PROPN
cana-3141	320	19	and	and	CCONJ
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cana-3141	320	21	v.	v.	PROPN
cana-3141	320	22	s.	s.	PROPN
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cana-3141	320	25	"	"	PUNCT
cana-3141	320	26	a	a	DET
cana-3141	320	27	hybrid	hybrid	ADJ
cana-3141	320	28	approach	approach	NOUN
cana-3141	320	29	estimates	estimate	VERB
cana-3141	320	30	the	the	DET
cana-3141	320	31	real	real	ADJ
cana-3141	320	32	-	-	PUNCT
cana-3141	320	33	time	time	NOUN
cana-3141	320	34	health	health	NOUN
cana-3141	320	35	state	state	NOUN
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cana-3141	320	37	a	a	DET
cana-3141	320	38	bearing	bearing	NOUN
cana-3141	320	39	by	by	ADP
cana-3141	320	40	accelerated	accelerate	VERB
cana-3141	320	41	degradation	degradation	NOUN
cana-3141	320	42	tests	test	NOUN
cana-3141	320	43	,	,	PUNCT
cana-3141	320	44	machine	machine	NOUN
cana-3141	320	45	learning	learning	NOUN
cana-3141	320	46	,	,	PUNCT
cana-3141	320	47	"	"	PUNCT
cana-3141	320	48	2021	2021	NUM
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cana-3141	320	54	technologies	technology	NOUN
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cana-3141	320	57	,	,	PUNCT
cana-3141	320	58	electrical	electrical	ADJ
cana-3141	320	59	and	and	CCONJ
cana-3141	320	60	electronics	electronics	NOUN
cana-3141	320	61	(	(	PUNCT
cana-3141	320	62	icstcee	icstcee	NOUN
cana-3141	320	63	)	)	PUNCT
cana-3141	320	64	,	,	PUNCT
cana-3141	320	65	bengaluru	bengaluru	PROPN
cana-3141	320	66	,	,	PUNCT
cana-3141	320	67	india	india	PROPN
cana-3141	320	68	,	,	PUNCT
cana-3141	320	69	2021	2021	NUM
cana-3141	320	70	,	,	PUNCT
cana-3141	320	71	pp	pp	ADJ
cana-3141	320	72	.	.	PUNCT
cana-3141	321	1	1	1	NUM
cana-3141	321	2	-	-	SYM
cana-3141	321	3	9	9	NUM
cana-3141	321	4	,	,	PUNCT
cana-3141	321	5	doi	doi	NOUN
cana-3141	321	6	:	:	PUNCT
cana-3141	321	7	10.1109	10.1109	NUM
cana-3141	321	8	/	/	SYM
cana-3141	321	9	icstcee54422.2021.9708591	icstcee54422.2021.9708591	PROPN
cana-3141	321	10	.	.	PUNCT
cana-3141	322	1	[	[	X
cana-3141	322	2	20	20	NUM
cana-3141	322	3	]	]	SYM
cana-3141	322	4	mamassi	mamassi	NOUN
cana-3141	322	5	,	,	PUNCT
cana-3141	322	6	achraf	achraf	PROPN
cana-3141	322	7	,	,	PUNCT
cana-3141	322	8	et	et	PROPN
cana-3141	322	9	al	al	PROPN
cana-3141	322	10	.	.	PUNCT
cana-3141	323	1	"	"	PUNCT
cana-3141	323	2	a	a	DET
cana-3141	323	3	comparison	comparison	NOUN
cana-3141	323	4	of	of	ADP
cana-3141	323	5	empirical	empirical	ADJ
cana-3141	323	6	and	and	CCONJ
cana-3141	323	7	mechanistic	mechanistic	ADJ
cana-3141	323	8	models	model	NOUN
cana-3141	323	9	for	for	ADP
cana-3141	323	10	wheat	wheat	NOUN
cana-3141	323	11	yield	yield	NOUN
cana-3141	323	12	prediction	prediction	NOUN
cana-3141	323	13	at	at	ADP
cana-3141	323	14	field	field	NOUN
cana-3141	323	15	level	level	NOUN
cana-3141	323	16	in	in	ADP
cana-3141	323	17	moroccan	moroccan	ADJ
cana-3141	323	18	rainfed	rainfed	PROPN
cana-3141	323	19	areas	area	NOUN
cana-3141	323	20	.	.	PUNCT
cana-3141	323	21	"	"	PUNCT
cana-3141	324	1	in	in	ADP
cana-3141	324	2	silico	silico	NOUN
cana-3141	324	3	plants	plant	VERB
cana-3141	324	4	6.1	6.1	NUM
cana-3141	324	5	(	(	PUNCT
cana-3141	324	6	2024	2024	NUM
cana-3141	324	7	):	):	PUNCT
cana-3141	324	8	diad020	diad020	PROPN
cana-3141	324	9	.	.	PUNCT
cana-3141	325	1	[	[	X
cana-3141	325	2	21	21	NUM
cana-3141	325	3	]	]	X
cana-3141	325	4	grassini	grassini	X
cana-3141	325	5	,	,	PUNCT
cana-3141	325	6	patricio	patricio	PROPN
cana-3141	325	7	,	,	PUNCT
cana-3141	325	8	et	et	PROPN
cana-3141	325	9	al	al	PROPN
cana-3141	325	10	.	.	PUNCT
cana-3141	326	1	"	"	PUNCT
cana-3141	326	2	integrating	integrate	VERB
cana-3141	326	3	agronomy	agronomy	NOUN
cana-3141	326	4	and	and	CCONJ
cana-3141	326	5	machine	machine	NOUN
cana-3141	326	6	learning	learn	VERB
cana-3141	326	7	to	to	PART
cana-3141	326	8	generate	generate	VERB
cana-3141	326	9	high	high	ADJ
cana-3141	326	10	-	-	PUNCT
cana-3141	326	11	resolution	resolution	NOUN
cana-3141	326	12	global	global	ADJ
cana-3141	326	13	maps	map	NOUN
cana-3141	326	14	of	of	ADP
cana-3141	326	15	yield	yield	NOUN
cana-3141	326	16	potential	potential	NOUN
cana-3141	326	17	with	with	ADP
cana-3141	326	18	local	local	ADJ
cana-3141	326	19	relevance	relevance	NOUN
cana-3141	326	20	.	.	PUNCT
cana-3141	326	21	"	"	PUNCT
cana-3141	327	1	(	(	PUNCT
cana-3141	327	2	2024	2024	NUM
cana-3141	327	3	)	)	PUNCT
cana-3141	327	4	.	.	PUNCT