id	sid	tid	token	lemma	pos
cet-12560	1	1	microsoft	microsoft	PROPN
cet-12560	1	2	word	word	NOUN
cet-12560	1	3	pres22_0064.docx	pres22_0064.docx	PROPN
cet-12560	1	4	doi	doi	PROPN
cet-12560	1	5	:	:	PUNCT
cet-12560	1	6	10.3303	10.3303	NUM
cet-12560	1	7	/	/	SYM
cet-12560	1	8	cet2294003	cet2294003	NOUN
cet-12560	1	9	paper	paper	NOUN
cet-12560	1	10	received	receive	VERB
cet-12560	1	11	:	:	PUNCT
cet-12560	1	12	25	25	NUM
cet-12560	1	13	april	april	PROPN
cet-12560	1	14	2022	2022	NUM
cet-12560	1	15	;	;	PUNCT
cet-12560	1	16	revised	revise	VERB
cet-12560	1	17	:	:	PUNCT
cet-12560	1	18	30	30	NUM
cet-12560	1	19	may	may	PROPN
cet-12560	1	20	2022	2022	NUM
cet-12560	1	21	;	;	PUNCT
cet-12560	1	22	accepted	accept	VERB
cet-12560	1	23	:	:	PUNCT
cet-12560	1	24	03	03	NUM
cet-12560	1	25	june	june	PROPN
cet-12560	1	26	2022	2022	NUM
cet-12560	1	27	please	please	INTJ
cet-12560	1	28	cite	cite	VERB
cet-12560	1	29	this	this	DET
cet-12560	1	30	article	article	NOUN
cet-12560	1	31	as	as	SCONJ
cet-12560	1	32	:	:	PUNCT
cet-12560	1	33	sadenova	sadenova	PROPN
cet-12560	1	34	m.a	m.a	PROPN
cet-12560	1	35	.	.	PROPN
cet-12560	1	36	,	,	PUNCT
cet-12560	1	37	beisekenov	beisekenov	PROPN
cet-12560	1	38	n.a	n.a	PROPN
cet-12560	1	39	.	.	PROPN
cet-12560	1	40	,	,	PUNCT
cet-12560	1	41	ualiyev	ualiyev	PROPN
cet-12560	1	42	y.t	y.t	PROPN
cet-12560	1	43	.	.	PROPN
cet-12560	1	44	,	,	PUNCT
cet-12560	1	45	kulenova	kulenova	PROPN
cet-12560	1	46	n.a	n.a	PROPN
cet-12560	1	47	.	.	PROPN
cet-12560	1	48	,	,	PUNCT
cet-12560	1	49	varbanov	varbanov	PROPN
cet-12560	1	50	p.s	p.s	INTJ
cet-12560	1	51	.	.	PROPN
cet-12560	1	52	,	,	PUNCT
cet-12560	1	53	2022	2022	NUM
cet-12560	1	54	,	,	PUNCT
cet-12560	1	55	modelling	modelling	NOUN
cet-12560	1	56	of	of	ADP
cet-12560	1	57	forecasting	forecast	VERB
cet-12560	1	58	crop	crop	NOUN
cet-12560	1	59	yields	yield	NOUN
cet-12560	1	60	based	base	VERB
cet-12560	1	61	on	on	ADP
cet-12560	1	62	earth	earth	NOUN
cet-12560	1	63	remote	remote	ADJ
cet-12560	1	64	sensing	sense	VERB
cet-12560	1	65	data	datum	NOUN
cet-12560	1	66	and	and	CCONJ
cet-12560	1	67	remote	remote	ADJ
cet-12560	1	68	sensing	sensing	ADJ
cet-12560	1	69	methods	method	NOUN
cet-12560	1	70	,	,	PUNCT
cet-12560	1	71	chemical	chemical	NOUN
cet-12560	1	72	engineering	engineering	NOUN
cet-12560	1	73	transactions	transaction	NOUN
cet-12560	1	74	,	,	PUNCT
cet-12560	1	75	94	94	NUM
cet-12560	1	76	,	,	PUNCT
cet-12560	1	77	19	19	NUM
cet-12560	1	78	-	-	SYM
cet-12560	1	79	24	24	NUM
cet-12560	1	80	doi:10.3303	doi:10.3303	NOUN
cet-12560	1	81	/	/	SYM
cet-12560	1	82	cet2294003	cet2294003	NOUN
cet-12560	1	83	chemical	chemical	PROPN
cet-12560	1	84	engineering	engineering	NOUN
cet-12560	1	85	transactions	transaction	NOUN
cet-12560	1	86	vol	vol	NOUN
cet-12560	1	87	.	.	PROPN
cet-12560	2	1	94	94	NUM
cet-12560	2	2	,	,	PUNCT
cet-12560	2	3	2022	2022	NUM
cet-12560	2	4	a	a	DET
cet-12560	2	5	publication	publication	NOUN
cet-12560	2	6	of	of	ADP
cet-12560	2	7	the	the	DET
cet-12560	2	8	italian	italian	ADJ
cet-12560	2	9	association	association	NOUN
cet-12560	2	10	of	of	ADP
cet-12560	2	11	chemical	chemical	PROPN
cet-12560	2	12	engineering	engineering	NOUN
cet-12560	2	13	online	online	ADV
cet-12560	2	14	at	at	ADP
cet-12560	2	15	www.cetjournal.it	www.cetjournal.it	PROPN
cet-12560	2	16	guest	guest	NOUN
cet-12560	2	17	editors	editor	NOUN
cet-12560	2	18	:	:	PUNCT
cet-12560	2	19	petar	petar	PROPN
cet-12560	2	20	s.	s.	PROPN
cet-12560	2	21	varbanov	varbanov	PROPN
cet-12560	2	22	,	,	PUNCT
cet-12560	2	23	yee	yee	PROPN
cet-12560	2	24	van	van	PROPN
cet-12560	2	25	fan	fan	PROPN
cet-12560	2	26	,	,	PUNCT
cet-12560	2	27	jiří	jiří	NOUN
cet-12560	2	28	j.	j.	PROPN
cet-12560	2	29	klemeš	klemeš	PROPN
cet-12560	2	30	,	,	PUNCT
cet-12560	3	1	sandro	sandro	PROPN
cet-12560	3	2	nižetić	nižetić	PROPN
cet-12560	4	1	copyright	copyright	PROPN
cet-12560	4	2	©	©	PROPN
cet-12560	4	3	2022	2022	NUM
cet-12560	4	4	,	,	PUNCT
cet-12560	4	5	aidic	aidic	ADJ
cet-12560	4	6	servizi	servizi	PROPN
cet-12560	4	7	s.r.l	s.r.l	NOUN
cet-12560	4	8	.	.	PUNCT
cet-12560	5	1	isbn978	isbn978	PROPN
cet-12560	5	2	-	-	PUNCT
cet-12560	5	3	88	88	NUM
cet-12560	5	4	-	-	PUNCT
cet-12560	5	5	95608	95608	NUM
cet-12560	5	6	-	-	PUNCT
cet-12560	5	7	93	93	NUM
cet-12560	5	8	-	-	PUNCT
cet-12560	5	9	8;issn	8;issn	NOUN
cet-12560	5	10	2283	2283	NUM
cet-12560	5	11	-	-	SYM
cet-12560	5	12	9216	9216	NUM
cet-12560	5	13	modelling	modelling	NOUN
cet-12560	5	14	of	of	ADP
cet-12560	5	15	forecasting	forecast	VERB
cet-12560	5	16	crop	crop	NOUN
cet-12560	5	17	yields	yield	NOUN
cet-12560	5	18	based	base	VERB
cet-12560	5	19	on	on	ADP
cet-12560	5	20	earth	earth	NOUN
cet-12560	5	21	remote	remote	ADJ
cet-12560	5	22	sensing	sense	VERB
cet-12560	5	23	data	datum	NOUN
cet-12560	5	24	and	and	CCONJ
cet-12560	5	25	remote	remote	ADJ
cet-12560	5	26	sensing	sense	VERB
cet-12560	5	27	methods	method	NOUN
cet-12560	5	28	marzhan	marzhan	ADP
cet-12560	5	29	anuarbekovna	anuarbekovna	VERB
cet-12560	5	30	sadenova	sadenova	VERB
cet-12560	5	31	*	*	NOUN
cet-12560	5	32	,	,	PUNCT
cet-12560	5	33	nail	nail	NOUN
cet-12560	5	34	alikuly	alikuly	NOUN
cet-12560	5	35	beisekenov	beisekenov	PROPN
cet-12560	5	36	,	,	PUNCT
cet-12560	5	37	yerbolat	yerbolat	PROPN
cet-12560	5	38	tleubekovich	tleubekovich	PROPN
cet-12560	5	39	ualiyev	ualiyev	PROPN
cet-12560	5	40	,	,	PUNCT
cet-12560	5	41	natalya	natalya	PROPN
cet-12560	5	42	anatolyevna	anatolyevna	VERB
cet-12560	5	43	kulenova	kulenova	PROPN
cet-12560	5	44	,	,	PUNCT
cet-12560	5	45	petar	petar	PROPN
cet-12560	5	46	sabev	sabev	PROPN
cet-12560	5	47	varbanov	varbanov	PROPN
cet-12560	5	48	priority	priority	PROPN
cet-12560	5	49	department	department	PROPN
cet-12560	5	50	centre	centre	NOUN
cet-12560	5	51	«	«	PUNCT
cet-12560	5	52	veritas	verita	NOUN
cet-12560	5	53	»	»	PUNCT
cet-12560	5	54	d.	d.	PROPN
cet-12560	5	55	serikbayev	serikbayev	PROPN
cet-12560	5	56	east	east	PROPN
cet-12560	5	57	kazakhstan	kazakhstan	PROPN
cet-12560	5	58	technical	technical	PROPN
cet-12560	5	59	university	university	PROPN
cet-12560	5	60	,	,	PUNCT
cet-12560	5	61	19	19	NUM
cet-12560	5	62	serikbayev	serikbayev	NOUN
cet-12560	5	63	str	str	NOUN
cet-12560	5	64	.	.	PUNCT
cet-12560	5	65	070000	070000	NUM
cet-12560	5	66	,	,	PUNCT
cet-12560	5	67	ustkamenogorsk	ustkamenogorsk	NOUN
cet-12560	5	68	,	,	PUNCT
cet-12560	5	69	kazakhstan	kazakhstan	PROPN
cet-12560	5	70	msadenova@ektu.kz	msadenova@ektu.kz	PROPN
cet-12560	5	71	in	in	ADP
cet-12560	5	72	this	this	DET
cet-12560	5	73	work	work	NOUN
cet-12560	5	74	,	,	PUNCT
cet-12560	5	75	the	the	DET
cet-12560	5	76	authors	author	NOUN
cet-12560	5	77	proposed	propose	VERB
cet-12560	5	78	a	a	DET
cet-12560	5	79	method	method	NOUN
cet-12560	5	80	of	of	ADP
cet-12560	5	81	determining	determine	VERB
cet-12560	5	82	the	the	DET
cet-12560	5	83	yield	yield	NOUN
cet-12560	5	84	of	of	ADP
cet-12560	5	85	spring	spring	NOUN
cet-12560	5	86	wheat	wheat	NOUN
cet-12560	5	87	based	base	VERB
cet-12560	5	88	on	on	ADP
cet-12560	5	89	the	the	DET
cet-12560	5	90	analysis	analysis	NOUN
cet-12560	5	91	of	of	ADP
cet-12560	5	92	the	the	DET
cet-12560	5	93	dynamics	dynamic	NOUN
cet-12560	5	94	of	of	ADP
cet-12560	5	95	spectral	spectral	ADJ
cet-12560	5	96	parameters	parameter	NOUN
cet-12560	5	97	of	of	ADP
cet-12560	5	98	its	its	PRON
cet-12560	5	99	growth	growth	NOUN
cet-12560	5	100	and	and	CCONJ
cet-12560	5	101	development	development	NOUN
cet-12560	5	102	,	,	PUNCT
cet-12560	5	103	determined	determine	VERB
cet-12560	5	104	by	by	ADP
cet-12560	5	105	multispectral	multispectral	ADJ
cet-12560	5	106	satellite	satellite	NOUN
cet-12560	5	107	images	image	NOUN
cet-12560	5	108	.	.	PUNCT
cet-12560	6	1	it	it	PRON
cet-12560	6	2	was	be	AUX
cet-12560	6	3	found	find	VERB
cet-12560	6	4	that	that	SCONJ
cet-12560	6	5	by	by	ADP
cet-12560	6	6	processing	process	VERB
cet-12560	6	7	the	the	DET
cet-12560	6	8	satellite	satellite	NOUN
cet-12560	6	9	images	image	NOUN
cet-12560	6	10	of	of	ADP
cet-12560	6	11	the	the	DET
cet-12560	6	12	fields	field	NOUN
cet-12560	6	13	in	in	ADP
cet-12560	6	14	selected	select	VERB
cet-12560	6	15	spectral	spectral	ADJ
cet-12560	6	16	regions	region	NOUN
cet-12560	6	17	,	,	PUNCT
cet-12560	6	18	it	it	PRON
cet-12560	6	19	is	be	AUX
cet-12560	6	20	possible	possible	ADJ
cet-12560	6	21	to	to	PART
cet-12560	6	22	estimate	estimate	VERB
cet-12560	6	23	with	with	ADP
cet-12560	6	24	a	a	DET
cet-12560	6	25	high	high	ADJ
cet-12560	6	26	degree	degree	NOUN
cet-12560	6	27	of	of	ADP
cet-12560	6	28	reliability	reliability	NOUN
cet-12560	6	29	the	the	DET
cet-12560	6	30	productivity	productivity	NOUN
cet-12560	6	31	of	of	ADP
cet-12560	6	32	plants	plant	NOUN
cet-12560	6	33	,	,	PUNCT
cet-12560	6	34	biomass	biomass	NOUN
cet-12560	6	35	value	value	NOUN
cet-12560	6	36	,	,	PUNCT
cet-12560	6	37	photosynthesis	photosynthesis	NOUN
cet-12560	6	38	intensity	intensity	NOUN
cet-12560	6	39	and	and	CCONJ
cet-12560	6	40	other	other	ADJ
cet-12560	6	41	parameters	parameter	NOUN
cet-12560	6	42	.	.	PUNCT
cet-12560	7	1	by	by	ADP
cet-12560	7	2	means	mean	NOUN
cet-12560	7	3	of	of	ADP
cet-12560	7	4	mathematical	mathematical	ADJ
cet-12560	7	5	processing	processing	NOUN
cet-12560	7	6	of	of	ADP
cet-12560	7	7	the	the	DET
cet-12560	7	8	statistical	statistical	ADJ
cet-12560	7	9	data	datum	NOUN
cet-12560	7	10	array	array	NOUN
cet-12560	7	11	of	of	ADP
cet-12560	7	12	phosphorus	phosphorus	NOUN
cet-12560	7	13	,	,	PUNCT
cet-12560	7	14	potassium	potassium	NOUN
cet-12560	7	15	and	and	CCONJ
cet-12560	7	16	nitrogen	nitrogen	NOUN
cet-12560	7	17	content	content	NOUN
cet-12560	7	18	in	in	ADP
cet-12560	7	19	the	the	DET
cet-12560	7	20	soil	soil	NOUN
cet-12560	7	21	according	accord	VERB
cet-12560	7	22	to	to	ADP
cet-12560	7	23	the	the	DET
cet-12560	7	24	remote	remote	ADJ
cet-12560	7	25	sensing	sensing	NOUN
cet-12560	7	26	(	(	PUNCT
cet-12560	7	27	rs	rs	NOUN
cet-12560	7	28	)	)	PUNCT
cet-12560	7	29	data	datum	NOUN
cet-12560	7	30	in	in	ADP
cet-12560	7	31	comparison	comparison	NOUN
cet-12560	7	32	with	with	ADP
cet-12560	7	33	the	the	DET
cet-12560	7	34	actual	actual	ADJ
cet-12560	7	35	data	datum	NOUN
cet-12560	7	36	obtained	obtain	VERB
cet-12560	7	37	after	after	ADP
cet-12560	7	38	agrochemical	agrochemical	ADJ
cet-12560	7	39	analysis	analysis	NOUN
cet-12560	7	40	of	of	ADP
cet-12560	7	41	soil	soil	NOUN
cet-12560	7	42	samples	sample	NOUN
cet-12560	7	43	,	,	PUNCT
cet-12560	7	44	the	the	DET
cet-12560	7	45	total	total	ADJ
cet-12560	7	46	value	value	NOUN
cet-12560	7	47	of	of	ADP
cet-12560	7	48	the	the	DET
cet-12560	7	49	average	average	ADJ
cet-12560	7	50	error	error	NOUN
cet-12560	7	51	(	(	PUNCT
cet-12560	7	52	the	the	DET
cet-12560	7	53	average	average	ADJ
cet-12560	7	54	absolute	absolute	ADJ
cet-12560	7	55	error	error	NOUN
cet-12560	7	56	ranging	range	VERB
cet-12560	7	57	from	from	ADP
cet-12560	7	58	24	24	NUM
cet-12560	7	59	to	to	PART
cet-12560	7	60	36	36	NUM
cet-12560	7	61	%	%	NOUN
cet-12560	7	62	for	for	ADP
cet-12560	7	63	the	the	DET
cet-12560	7	64	analysed	analyse	VERB
cet-12560	7	65	period	period	NOUN
cet-12560	7	66	)	)	PUNCT
cet-12560	7	67	was	be	AUX
cet-12560	7	68	calculated	calculate	VERB
cet-12560	7	69	.	.	PUNCT
cet-12560	8	1	using	use	VERB
cet-12560	8	2	remote	remote	ADJ
cet-12560	8	3	sensing	sense	VERB
cet-12560	8	4	data	datum	NOUN
cet-12560	8	5	and	and	CCONJ
cet-12560	8	6	convolutional	convolutional	ADJ
cet-12560	8	7	neural	neural	ADJ
cet-12560	8	8	networks	network	NOUN
cet-12560	8	9	(	(	PUNCT
cet-12560	8	10	cnn	cnn	PROPN
cet-12560	8	11	)	)	PUNCT
cet-12560	8	12	,	,	PUNCT
cet-12560	8	13	the	the	DET
cet-12560	8	14	forecast	forecast	NOUN
cet-12560	8	15	of	of	ADP
cet-12560	8	16	spring	spring	NOUN
cet-12560	8	17	wheat	wheat	NOUN
cet-12560	8	18	yield	yield	NOUN
cet-12560	8	19	in	in	ADP
cet-12560	8	20	the	the	DET
cet-12560	8	21	conditions	condition	NOUN
cet-12560	8	22	of	of	ADP
cet-12560	8	23	soil	soil	NOUN
cet-12560	8	24	and	and	CCONJ
cet-12560	8	25	climatic	climatic	ADJ
cet-12560	8	26	zone	zone	NOUN
cet-12560	8	27	of	of	ADP
cet-12560	8	28	eastern	eastern	PROPN
cet-12560	8	29	kazakhstan	kazakhstan	PROPN
cet-12560	8	30	was	be	AUX
cet-12560	8	31	carried	carry	VERB
cet-12560	8	32	out	out	ADP
cet-12560	8	33	.	.	PUNCT
cet-12560	9	1	the	the	DET
cet-12560	9	2	results	result	NOUN
cet-12560	9	3	obtained	obtain	VERB
cet-12560	9	4	with	with	ADP
cet-12560	9	5	the	the	DET
cet-12560	9	6	predictive	predictive	ADJ
cet-12560	9	7	model	model	NOUN
cet-12560	9	8	are	be	AUX
cet-12560	9	9	close	close	ADJ
cet-12560	9	10	to	to	ADP
cet-12560	9	11	the	the	DET
cet-12560	9	12	actual	actual	ADJ
cet-12560	9	13	yield	yield	NOUN
cet-12560	9	14	results	result	NOUN
cet-12560	9	15	of	of	ADP
cet-12560	9	16	the	the	DET
cet-12560	9	17	previous	previous	ADJ
cet-12560	9	18	year	year	NOUN
cet-12560	9	19	(	(	PUNCT
cet-12560	9	20	the	the	DET
cet-12560	9	21	error	error	NOUN
cet-12560	9	22	smaller	small	ADJ
cet-12560	9	23	than	than	ADP
cet-12560	9	24	9	9	NUM
cet-12560	9	25	%	%	NOUN
cet-12560	9	26	)	)	PUNCT
cet-12560	9	27	,	,	PUNCT
cet-12560	9	28	indicating	indicate	VERB
cet-12560	9	29	the	the	DET
cet-12560	9	30	relationship	relationship	NOUN
cet-12560	9	31	between	between	ADP
cet-12560	9	32	yield	yield	NOUN
cet-12560	9	33	and	and	CCONJ
cet-12560	9	34	agrochemical	agrochemical	ADJ
cet-12560	9	35	analysis	analysis	NOUN
cet-12560	9	36	of	of	ADP
cet-12560	9	37	the	the	DET
cet-12560	9	38	soil	soil	NOUN
cet-12560	9	39	.	.	PUNCT
cet-12560	10	1	1	1	X
cet-12560	10	2	.	.	X
cet-12560	10	3	introduction	introduction	NOUN
cet-12560	10	4	satellite	satellite	NOUN
cet-12560	10	5	methods	method	NOUN
cet-12560	10	6	of	of	ADP
cet-12560	10	7	yield	yield	NOUN
cet-12560	10	8	forecasting	forecasting	NOUN
cet-12560	10	9	are	be	AUX
cet-12560	10	10	the	the	DET
cet-12560	10	11	most	most	ADV
cet-12560	10	12	promising	promising	ADJ
cet-12560	10	13	among	among	ADP
cet-12560	10	14	other	other	ADJ
cet-12560	10	15	methods	method	NOUN
cet-12560	10	16	due	due	ADP
cet-12560	10	17	to	to	ADP
cet-12560	10	18	their	their	PRON
cet-12560	10	19	objectivity	objectivity	NOUN
cet-12560	10	20	,	,	PUNCT
cet-12560	10	21	efficiency	efficiency	NOUN
cet-12560	10	22	,	,	PUNCT
cet-12560	10	23	and	and	CCONJ
cet-12560	10	24	the	the	DET
cet-12560	10	25	possibility	possibility	NOUN
cet-12560	10	26	to	to	PART
cet-12560	10	27	cover	cover	VERB
cet-12560	10	28	large	large	ADJ
cet-12560	10	29	territories	territory	NOUN
cet-12560	10	30	.	.	PUNCT
cet-12560	11	1	the	the	DET
cet-12560	11	2	use	use	NOUN
cet-12560	11	3	of	of	ADP
cet-12560	11	4	the	the	DET
cet-12560	11	5	results	result	NOUN
cet-12560	11	6	of	of	ADP
cet-12560	11	7	yield	yield	NOUN
cet-12560	11	8	forecasting	forecasting	NOUN
cet-12560	11	9	based	base	VERB
cet-12560	11	10	on	on	ADP
cet-12560	11	11	satellite	satellite	NOUN
cet-12560	11	12	data	datum	NOUN
cet-12560	11	13	along	along	ADP
cet-12560	11	14	with	with	ADP
cet-12560	11	15	the	the	DET
cet-12560	11	16	results	result	NOUN
cet-12560	11	17	obtained	obtain	VERB
cet-12560	11	18	by	by	ADP
cet-12560	11	19	other	other	ADJ
cet-12560	11	20	methods	method	NOUN
cet-12560	11	21	allows	allow	VERB
cet-12560	11	22	for	for	ADP
cet-12560	11	23	improving	improve	VERB
cet-12560	11	24	the	the	DET
cet-12560	11	25	quality	quality	NOUN
cet-12560	11	26	of	of	ADP
cet-12560	11	27	forecasts	forecast	NOUN
cet-12560	11	28	and	and	CCONJ
cet-12560	11	29	their	their	PRON
cet-12560	11	30	advance	advance	NOUN
cet-12560	11	31	(	(	PUNCT
cet-12560	11	32	rembold	rembold	NOUN
cet-12560	11	33	et	et	PROPN
cet-12560	11	34	al	al	PROPN
cet-12560	11	35	.	.	PROPN
cet-12560	11	36	,	,	PUNCT
cet-12560	11	37	2013	2013	NUM
cet-12560	11	38	)	)	PUNCT
cet-12560	11	39	.	.	PUNCT
cet-12560	12	1	over	over	ADP
cet-12560	12	2	the	the	DET
cet-12560	12	3	past	past	ADJ
cet-12560	12	4	decade	decade	NOUN
cet-12560	12	5	,	,	PUNCT
cet-12560	12	6	several	several	ADJ
cet-12560	12	7	methods	method	NOUN
cet-12560	12	8	and	and	CCONJ
cet-12560	12	9	approaches	approach	NOUN
cet-12560	12	10	to	to	ADP
cet-12560	12	11	crop	crop	NOUN
cet-12560	12	12	yield	yield	NOUN
cet-12560	12	13	forecasting	forecasting	NOUN
cet-12560	12	14	have	have	AUX
cet-12560	12	15	been	be	AUX
cet-12560	12	16	formed	form	VERB
cet-12560	12	17	,	,	PUNCT
cet-12560	12	18	the	the	DET
cet-12560	12	19	main	main	ADJ
cet-12560	12	20	among	among	ADP
cet-12560	12	21	which	which	PRON
cet-12560	12	22	are	be	AUX
cet-12560	12	23	:	:	PUNCT
cet-12560	12	24	the	the	DET
cet-12560	12	25	method	method	NOUN
cet-12560	12	26	of	of	ADP
cet-12560	12	27	trend	trend	NOUN
cet-12560	12	28	analysis	analysis	NOUN
cet-12560	12	29	and	and	CCONJ
cet-12560	12	30	cyclicality	cyclicality	NOUN
cet-12560	12	31	in	in	ADP
cet-12560	12	32	yield	yield	NOUN
cet-12560	12	33	dynamics	dynamic	NOUN
cet-12560	12	34	;	;	PUNCT
cet-12560	12	35	the	the	DET
cet-12560	12	36	method	method	NOUN
cet-12560	12	37	based	base	VERB
cet-12560	12	38	on	on	ADP
cet-12560	12	39	identifying	identify	VERB
cet-12560	12	40	the	the	DET
cet-12560	12	41	year	year	NOUN
cet-12560	12	42	-	-	PUNCT
cet-12560	12	43	analogue	analogue	NOUN
cet-12560	12	44	;	;	PUNCT
cet-12560	12	45	modelling	modelling	NOUN
cet-12560	12	46	of	of	ADP
cet-12560	12	47	plant	plant	NOUN
cet-12560	12	48	biomass	biomass	NOUN
cet-12560	12	49	growth	growth	NOUN
cet-12560	12	50	;	;	PUNCT
cet-12560	12	51	the	the	DET
cet-12560	12	52	method	method	NOUN
cet-12560	12	53	based	base	VERB
cet-12560	12	54	on	on	ADP
cet-12560	12	55	the	the	DET
cet-12560	12	56	analysis	analysis	NOUN
cet-12560	12	57	of	of	ADP
cet-12560	12	58	synoptic	synoptic	ADJ
cet-12560	12	59	processes	process	NOUN
cet-12560	12	60	;	;	PUNCT
cet-12560	12	61	regression	regression	NOUN
cet-12560	12	62	method	method	NOUN
cet-12560	12	63	using	use	VERB
cet-12560	12	64	satellite	satellite	NOUN
cet-12560	12	65	data	datum	NOUN
cet-12560	12	66	.	.	PUNCT
cet-12560	13	1	the	the	DET
cet-12560	13	2	approach	approach	NOUN
cet-12560	13	3	based	base	VERB
cet-12560	13	4	on	on	ADP
cet-12560	13	5	regression	regression	NOUN
cet-12560	13	6	analysis	analysis	NOUN
cet-12560	13	7	,	,	PUNCT
cet-12560	13	8	if	if	SCONJ
cet-12560	13	9	a	a	DET
cet-12560	13	10	sufficiently	sufficiently	ADV
cet-12560	13	11	extended	extended	ADJ
cet-12560	13	12	series	series	NOUN
cet-12560	13	13	of	of	ADP
cet-12560	13	14	quality	quality	NOUN
cet-12560	13	15	satellite	satellite	NOUN
cet-12560	13	16	data	datum	NOUN
cet-12560	13	17	is	be	AUX
cet-12560	13	18	available	available	ADJ
cet-12560	13	19	,	,	PUNCT
cet-12560	13	20	can	can	AUX
cet-12560	13	21	provide	provide	VERB
cet-12560	13	22	good	good	ADJ
cet-12560	13	23	results	result	NOUN
cet-12560	13	24	(	(	PUNCT
cet-12560	13	25	bouras	boura	NOUN
cet-12560	13	26	et	et	PROPN
cet-12560	13	27	al	al	PROPN
cet-12560	13	28	.	.	PROPN
cet-12560	13	29	,	,	PUNCT
cet-12560	13	30	2021	2021	NUM
cet-12560	13	31	)	)	PUNCT
cet-12560	13	32	.	.	PUNCT
cet-12560	14	1	many	many	ADJ
cet-12560	14	2	factors	factor	NOUN
cet-12560	14	3	affect	affect	VERB
cet-12560	14	4	crop	crop	NOUN
cet-12560	14	5	yields	yield	NOUN
cet-12560	14	6	,	,	PUNCT
cet-12560	14	7	such	such	ADJ
cet-12560	14	8	as	as	ADP
cet-12560	14	9	crop	crop	NOUN
cet-12560	14	10	genotype	genotype	NOUN
cet-12560	14	11	,	,	PUNCT
cet-12560	14	12	environment	environment	NOUN
cet-12560	14	13	,	,	PUNCT
cet-12560	14	14	and	and	CCONJ
cet-12560	14	15	management	management	NOUN
cet-12560	14	16	practices	practice	NOUN
cet-12560	14	17	.	.	PUNCT
cet-12560	15	1	the	the	DET
cet-12560	15	2	spatially	spatially	ADV
cet-12560	15	3	and	and	CCONJ
cet-12560	15	4	temporally	temporally	ADV
cet-12560	15	5	changing	change	VERB
cet-12560	15	6	environment	environment	NOUN
cet-12560	15	7	has	have	VERB
cet-12560	15	8	a	a	DET
cet-12560	15	9	huge	huge	ADJ
cet-12560	15	10	impact	impact	NOUN
cet-12560	15	11	on	on	ADP
cet-12560	15	12	the	the	DET
cet-12560	15	13	fluctuations	fluctuation	NOUN
cet-12560	15	14	in	in	ADP
cet-12560	15	15	crop	crop	NOUN
cet-12560	15	16	yields	yield	NOUN
cet-12560	15	17	from	from	ADP
cet-12560	15	18	year	year	NOUN
cet-12560	15	19	to	to	ADP
cet-12560	15	20	year	year	NOUN
cet-12560	15	21	and	and	CCONJ
cet-12560	15	22	from	from	ADP
cet-12560	15	23	place	place	NOUN
cet-12560	15	24	to	to	ADP
cet-12560	15	25	place	place	NOUN
cet-12560	15	26	.	.	PUNCT
cet-12560	16	1	under	under	ADP
cet-12560	16	2	such	such	ADJ
cet-12560	16	3	conditions	condition	NOUN
cet-12560	16	4	,	,	PUNCT
cet-12560	16	5	accurate	accurate	ADJ
cet-12560	16	6	forecasting	forecasting	NOUN
cet-12560	16	7	of	of	ADP
cet-12560	16	8	yields	yield	NOUN
cet-12560	16	9	is	be	AUX
cet-12560	16	10	very	very	ADV
cet-12560	16	11	useful	useful	ADJ
cet-12560	16	12	for	for	ADP
cet-12560	16	13	world	world	NOUN
cet-12560	16	14	production	production	NOUN
cet-12560	16	15	and	and	CCONJ
cet-12560	16	16	food	food	NOUN
cet-12560	16	17	.	.	PUNCT
cet-12560	17	1	based	base	VERB
cet-12560	17	2	on	on	ADP
cet-12560	17	3	accurate	accurate	ADJ
cet-12560	17	4	forecasts	forecast	NOUN
cet-12560	17	5	,	,	PUNCT
cet-12560	17	6	import	import	NOUN
cet-12560	17	7	and	and	CCONJ
cet-12560	17	8	export	export	NOUN
cet-12560	17	9	decisions	decision	NOUN
cet-12560	17	10	can	can	AUX
cet-12560	17	11	be	be	AUX
cet-12560	17	12	made	make	VERB
cet-12560	17	13	in	in	ADP
cet-12560	17	14	a	a	DET
cet-12560	17	15	timely	timely	ADJ
cet-12560	17	16	manner	manner	NOUN
cet-12560	17	17	.	.	PUNCT
cet-12560	18	1	farmers	farmer	NOUN
cet-12560	18	2	can	can	AUX
cet-12560	18	3	use	use	VERB
cet-12560	18	4	yield	yield	VERB
cet-12560	18	5	forecasts	forecast	NOUN
cet-12560	18	6	to	to	PART
cet-12560	18	7	make	make	VERB
cet-12560	18	8	informed	informed	ADJ
cet-12560	18	9	management	management	NOUN
cet-12560	18	10	and	and	CCONJ
cet-12560	18	11	financial	financial	ADJ
cet-12560	18	12	decisions	decision	NOUN
cet-12560	18	13	.	.	PUNCT
cet-12560	19	1	it	it	PRON
cet-12560	19	2	is	be	AUX
cet-12560	19	3	possible	possible	ADJ
cet-12560	19	4	to	to	PART
cet-12560	19	5	predict	predict	VERB
cet-12560	19	6	the	the	DET
cet-12560	19	7	performance	performance	NOUN
cet-12560	19	8	of	of	ADP
cet-12560	19	9	new	new	ADJ
cet-12560	19	10	hybrids	hybrid	NOUN
cet-12560	19	11	in	in	ADP
cet-12560	19	12	new	new	ADJ
cet-12560	19	13	and	and	CCONJ
cet-12560	19	14	untested	untested	ADJ
cet-12560	19	15	sites	site	NOUN
cet-12560	19	16	(	(	PUNCT
cet-12560	19	17	khaki	khaki	PROPN
cet-12560	19	18	et	et	PROPN
cet-12560	19	19	al	al	PROPN
cet-12560	19	20	.	.	PROPN
cet-12560	19	21	,	,	PUNCT
cet-12560	19	22	2019	2019	NUM
cet-12560	19	23	)	)	PUNCT
cet-12560	19	24	.	.	PUNCT
cet-12560	20	1	however	however	ADV
cet-12560	20	2	,	,	PUNCT
cet-12560	20	3	successful	successful	ADJ
cet-12560	20	4	yield	yield	NOUN
cet-12560	20	5	prediction	prediction	NOUN
cet-12560	20	6	is	be	AUX
cet-12560	20	7	very	very	ADV
cet-12560	20	8	difficult	difficult	ADJ
cet-12560	20	9	due	due	ADJ
cet-12560	20	10	to	to	ADP
cet-12560	20	11	many	many	ADJ
cet-12560	20	12	complex	complex	ADJ
cet-12560	20	13	factors	factor	NOUN
cet-12560	20	14	.	.	PUNCT
cet-12560	21	1	for	for	ADP
cet-12560	21	2	example	example	NOUN
cet-12560	21	3	,	,	PUNCT
cet-12560	21	4	genotype	genotype	NOUN
cet-12560	21	5	and	and	CCONJ
cet-12560	21	6	environmental	environmental	ADJ
cet-12560	21	7	factors	factor	NOUN
cet-12560	21	8	often	often	ADV
cet-12560	21	9	interact	interact	VERB
cet-12560	21	10	with	with	ADP
cet-12560	21	11	each	each	DET
cet-12560	21	12	other	other	ADJ
cet-12560	21	13	,	,	PUNCT
cet-12560	21	14	making	make	VERB
cet-12560	21	15	yield	yield	NOUN
cet-12560	21	16	prediction	prediction	NOUN
cet-12560	21	17	more	more	ADV
cet-12560	21	18	difficult	difficult	ADJ
cet-12560	21	19	.	.	PUNCT
cet-12560	22	1	environmental	environmental	ADJ
cet-12560	22	2	factors	factor	NOUN
cet-12560	22	3	such	such	ADJ
cet-12560	22	4	as	as	ADP
cet-12560	22	5	weather	weather	NOUN
cet-12560	22	6	components	component	NOUN
cet-12560	22	7	often	often	ADV
cet-12560	22	8	have	have	VERB
cet-12560	22	9	complex	complex	ADJ
cet-12560	22	10	non	non	ADJ
cet-12560	22	11	-	-	ADJ
cet-12560	22	12	linear	linear	ADJ
cet-12560	22	13	effects	effect	NOUN
cet-12560	22	14	that	that	PRON
cet-12560	22	15	are	be	AUX
cet-12560	22	16	difficult	difficult	ADJ
cet-12560	22	17	to	to	PART
cet-12560	22	18	accurately	accurately	ADV
cet-12560	22	19	estimate	estimate	VERB
cet-12560	22	20	.	.	PUNCT
cet-12560	23	1	currently	currently	ADV
cet-12560	23	2	,	,	PUNCT
cet-12560	23	3	works	work	VERB
cet-12560	23	4	on	on	ADP
cet-12560	23	5	the	the	DET
cet-12560	23	6	development	development	NOUN
cet-12560	23	7	of	of	ADP
cet-12560	23	8	this	this	DET
cet-12560	23	9	approach	approach	NOUN
cet-12560	23	10	and	and	CCONJ
cet-12560	23	11	analysis	analysis	NOUN
cet-12560	23	12	of	of	ADP
cet-12560	23	13	the	the	DET
cet-12560	23	14	possibilities	possibility	NOUN
cet-12560	23	15	of	of	ADP
cet-12560	23	16	its	its	PRON
cet-12560	23	17	application	application	NOUN
cet-12560	23	18	for	for	ADP
cet-12560	23	19	yield	yield	NOUN
cet-12560	23	20	forecasting	forecasting	NOUN
cet-12560	23	21	of	of	ADP
cet-12560	23	22	various	various	ADJ
cet-12560	23	23	crops	crop	NOUN
cet-12560	23	24	are	be	AUX
cet-12560	23	25	being	be	AUX
cet-12560	23	26	carried	carry	VERB
cet-12560	23	27	out	out	ADP
cet-12560	23	28	quite	quite	ADV
cet-12560	23	29	actively	actively	ADV
cet-12560	23	30	.	.	PUNCT
cet-12560	24	1	the	the	DET
cet-12560	24	2	need	need	NOUN
cet-12560	24	3	for	for	ADP
cet-12560	24	4	research	research	NOUN
cet-12560	24	5	in	in	ADP
cet-12560	24	6	this	this	DET
cet-12560	24	7	area	area	NOUN
cet-12560	24	8	is	be	AUX
cet-12560	24	9	due	due	ADJ
cet-12560	24	10	to	to	ADP
cet-12560	24	11	unreliable	unreliable	ADJ
cet-12560	24	12	and/or	and/or	CCONJ
cet-12560	24	13	distorted	distorted	ADJ
cet-12560	24	14	information	information	NOUN
cet-12560	24	15	provided	provide	VERB
cet-12560	24	16	by	by	ADP
cet-12560	24	17	land	land	NOUN
cet-12560	24	18	users	user	NOUN
cet-12560	24	19	on	on	ADP
cet-12560	24	20	current	current	ADJ
cet-12560	24	21	crop	crop	NOUN
cet-12560	24	22	yields	yield	NOUN
cet-12560	24	23	as	as	ADV
cet-12560	24	24	well	well	ADV
cet-12560	24	25	as	as	ADP
cet-12560	24	26	the	the	DET
cet-12560	24	27	condition	condition	NOUN
cet-12560	24	28	of	of	ADP
cet-12560	24	29	agricultural	agricultural	ADJ
cet-12560	24	30	lands	land	NOUN
cet-12560	24	31	.	.	PUNCT
cet-12560	25	1	traditional	traditional	ADJ
cet-12560	25	2	cartographic	cartographic	ADJ
cet-12560	25	3	materials	material	NOUN
cet-12560	25	4	in	in	ADP
cet-12560	25	5	the	the	DET
cet-12560	25	6	form	form	NOUN
cet-12560	25	7	of	of	ADP
cet-12560	25	8	land	land	NOUN
cet-12560	25	9	management	management	NOUN
cet-12560	25	10	schemes	scheme	NOUN
cet-12560	25	11	and	and	CCONJ
cet-12560	25	12	household	household	NOUN
cet-12560	25	13	planning	planning	NOUN
cet-12560	25	14	are	be	AUX
cet-12560	25	15	often	often	ADV
cet-12560	25	16	poorly	poorly	ADV
cet-12560	25	17	informative	informative	ADJ
cet-12560	25	18	or	or	CCONJ
cet-12560	25	19	inaccurate	inaccurate	ADJ
cet-12560	25	20	due	due	ADP
cet-12560	25	21	to	to	ADP
cet-12560	25	22	the	the	DET
cet-12560	25	23	use	use	NOUN
cet-12560	25	24	of	of	ADP
cet-12560	25	25	outdated	outdated	ADJ
cet-12560	25	26	,	,	PUNCT
cet-12560	25	27	irrelevant	irrelevant	ADJ
cet-12560	25	28	information	information	NOUN
cet-12560	25	29	bases	basis	NOUN
cet-12560	25	30	.	.	PUNCT
cet-12560	26	1	19	19	NUM
cet-12560	26	2	state	state	NOUN
cet-12560	26	3	statistics	statistic	NOUN
cet-12560	26	4	and	and	CCONJ
cet-12560	26	5	accounting	accounting	NOUN
cet-12560	26	6	of	of	ADP
cet-12560	26	7	agricultural	agricultural	ADJ
cet-12560	26	8	land	land	NOUN
cet-12560	26	9	,	,	PUNCT
cet-12560	26	10	in	in	ADP
cet-12560	26	11	this	this	DET
cet-12560	26	12	case	case	NOUN
cet-12560	26	13	,	,	PUNCT
cet-12560	26	14	become	become	VERB
cet-12560	26	15	biased	biased	ADJ
cet-12560	26	16	,	,	PUNCT
cet-12560	26	17	making	make	VERB
cet-12560	26	18	it	it	PRON
cet-12560	26	19	difficult	difficult	ADJ
cet-12560	26	20	to	to	PART
cet-12560	26	21	assess	assess	VERB
cet-12560	26	22	the	the	DET
cet-12560	26	23	effectiveness	effectiveness	NOUN
cet-12560	26	24	and	and	CCONJ
cet-12560	26	25	control	control	NOUN
cet-12560	26	26	of	of	ADP
cet-12560	26	27	the	the	DET
cet-12560	26	28	yield	yield	NOUN
cet-12560	26	29	and	and	CCONJ
cet-12560	26	30	use	use	NOUN
cet-12560	26	31	of	of	ADP
cet-12560	26	32	agricultural	agricultural	ADJ
cet-12560	26	33	land	land	NOUN
cet-12560	26	34	.	.	PUNCT
cet-12560	27	1	from	from	ADP
cet-12560	27	2	the	the	DET
cet-12560	27	3	results	result	NOUN
cet-12560	27	4	of	of	ADP
cet-12560	27	5	studies	study	NOUN
cet-12560	27	6	given	give	VERB
cet-12560	27	7	in	in	ADP
cet-12560	27	8	(	(	PUNCT
cet-12560	27	9	beisekenov	beisekenov	PROPN
cet-12560	27	10	et	et	PROPN
cet-12560	27	11	al	al	PROPN
cet-12560	27	12	.	.	PROPN
cet-12560	27	13	,	,	PUNCT
cet-12560	27	14	2021a	2021a	NUM
cet-12560	27	15	)	)	PUNCT
cet-12560	27	16	,	,	PUNCT
cet-12560	27	17	annual	annual	ADJ
cet-12560	27	18	yield	yield	NOUN
cet-12560	27	19	fluctuations	fluctuation	NOUN
cet-12560	27	20	are	be	AUX
cet-12560	27	21	quite	quite	ADV
cet-12560	27	22	accurately	accurately	ADV
cet-12560	27	23	predicted	predict	VERB
cet-12560	27	24	by	by	ADP
cet-12560	27	25	spectral	spectral	ADJ
cet-12560	27	26	indices	index	NOUN
cet-12560	27	27	during	during	ADP
cet-12560	27	28	the	the	DET
cet-12560	27	29	growing	grow	VERB
cet-12560	27	30	season	season	NOUN
cet-12560	27	31	,	,	PUNCT
cet-12560	27	32	during	during	ADP
cet-12560	27	33	which	which	PRON
cet-12560	27	34	all	all	DET
cet-12560	27	35	the	the	DET
cet-12560	27	36	vital	vital	ADJ
cet-12560	27	37	processes	process	NOUN
cet-12560	27	38	of	of	ADP
cet-12560	27	39	plants	plant	NOUN
cet-12560	27	40	are	be	AUX
cet-12560	27	41	maximally	maximally	ADV
cet-12560	27	42	manifested	manifest	VERB
cet-12560	27	43	.	.	PUNCT
cet-12560	28	1	according	accord	VERB
cet-12560	28	2	to	to	ADP
cet-12560	28	3	van	van	PROPN
cet-12560	28	4	klompenburg	klompenburg	PROPN
cet-12560	28	5	et	et	PROPN
cet-12560	28	6	al	al	PROPN
cet-12560	28	7	.	.	PROPN
cet-12560	29	1	(	(	PUNCT
cet-12560	29	2	2020	2020	NUM
cet-12560	29	3	)	)	PUNCT
cet-12560	29	4	,	,	PUNCT
cet-12560	29	5	the	the	DET
cet-12560	29	6	widely	widely	ADV
cet-12560	29	7	used	use	VERB
cet-12560	29	8	deep	deep	ADJ
cet-12560	29	9	learning	learning	NOUN
cet-12560	29	10	algorithms	algorithm	NOUN
cet-12560	29	11	for	for	ADP
cet-12560	29	12	crop	crop	NOUN
cet-12560	29	13	yield	yield	NOUN
cet-12560	29	14	prediction	prediction	NOUN
cet-12560	29	15	are	be	AUX
cet-12560	29	16	convolutional	convolutional	ADJ
cet-12560	29	17	neural	neural	ADJ
cet-12560	29	18	networks	network	NOUN
cet-12560	29	19	(	(	PUNCT
cet-12560	29	20	cnn	cnn	PROPN
cet-12560	29	21	)	)	PUNCT
cet-12560	29	22	.	.	PUNCT
cet-12560	30	1	the	the	DET
cet-12560	30	2	results	result	NOUN
cet-12560	30	3	of	of	ADP
cet-12560	30	4	many	many	ADJ
cet-12560	30	5	works	work	NOUN
cet-12560	30	6	show	show	VERB
cet-12560	30	7	that	that	SCONJ
cet-12560	30	8	combining	combine	VERB
cet-12560	30	9	data	datum	NOUN
cet-12560	30	10	from	from	ADP
cet-12560	30	11	several	several	ADJ
cet-12560	30	12	sources	source	NOUN
cet-12560	30	13	is	be	AUX
cet-12560	30	14	superior	superior	ADJ
cet-12560	30	15	to	to	ADP
cet-12560	30	16	models	model	NOUN
cet-12560	30	17	based	base	VERB
cet-12560	30	18	on	on	ADP
cet-12560	30	19	only	only	ADV
cet-12560	30	20	one	one	NUM
cet-12560	30	21	data	datum	NOUN
cet-12560	30	22	set	set	VERB
cet-12560	30	23	.	.	PUNCT
cet-12560	31	1	this	this	DET
cet-12560	31	2	method	method	NOUN
cet-12560	31	3	will	will	AUX
cet-12560	31	4	be	be	AUX
cet-12560	31	5	able	able	ADJ
cet-12560	31	6	to	to	PART
cet-12560	31	7	greatly	greatly	ADV
cet-12560	31	8	facilitate	facilitate	VERB
cet-12560	31	9	the	the	DET
cet-12560	31	10	assessment	assessment	NOUN
cet-12560	31	11	of	of	ADP
cet-12560	31	12	soil	soil	NOUN
cet-12560	31	13	conditions	condition	NOUN
cet-12560	31	14	by	by	ADP
cet-12560	31	15	analysing	analyse	VERB
cet-12560	31	16	land	land	NOUN
cet-12560	31	17	remote	remote	ADJ
cet-12560	31	18	sensing	sense	VERB
cet-12560	31	19	data	datum	NOUN
cet-12560	31	20	,	,	PUNCT
cet-12560	31	21	especially	especially	ADV
cet-12560	31	22	useful	useful	ADJ
cet-12560	31	23	for	for	ADP
cet-12560	31	24	countries	country	NOUN
cet-12560	31	25	with	with	ADP
cet-12560	31	26	large	large	ADJ
cet-12560	31	27	areas	area	NOUN
cet-12560	31	28	of	of	ADP
cet-12560	31	29	cultivated	cultivate	VERB
cet-12560	31	30	land	land	NOUN
cet-12560	31	31	,	,	PUNCT
cet-12560	31	32	where	where	SCONJ
cet-12560	31	33	access	access	NOUN
cet-12560	31	34	to	to	ADP
cet-12560	31	35	soil	soil	NOUN
cet-12560	31	36	samples	sample	NOUN
cet-12560	31	37	is	be	AUX
cet-12560	31	38	difficult	difficult	ADJ
cet-12560	31	39	.	.	PUNCT
cet-12560	32	1	based	base	VERB
cet-12560	32	2	on	on	ADP
cet-12560	32	3	this	this	DET
cet-12560	32	4	analysis	analysis	NOUN
cet-12560	32	5	,	,	PUNCT
cet-12560	32	6	convolutional	convolutional	ADJ
cet-12560	32	7	neural	neural	ADJ
cet-12560	32	8	networks	network	NOUN
cet-12560	32	9	were	be	AUX
cet-12560	32	10	adopted	adopt	VERB
cet-12560	32	11	as	as	ADP
cet-12560	32	12	the	the	DET
cet-12560	32	13	basic	basic	ADJ
cet-12560	32	14	model	model	NOUN
cet-12560	32	15	,	,	PUNCT
cet-12560	32	16	with	with	ADP
cet-12560	32	17	further	further	ADJ
cet-12560	32	18	improvements	improvement	NOUN
cet-12560	32	19	.	.	PUNCT
cet-12560	33	1	the	the	DET
cet-12560	33	2	novelty	novelty	NOUN
cet-12560	33	3	of	of	ADP
cet-12560	33	4	this	this	DET
cet-12560	33	5	study	study	NOUN
cet-12560	33	6	lies	lie	VERB
cet-12560	33	7	in	in	ADP
cet-12560	33	8	the	the	DET
cet-12560	33	9	fact	fact	NOUN
cet-12560	33	10	that	that	SCONJ
cet-12560	33	11	such	such	ADJ
cet-12560	33	12	studies	study	NOUN
cet-12560	33	13	have	have	AUX
cet-12560	33	14	not	not	PART
cet-12560	33	15	previously	previously	ADV
cet-12560	33	16	been	be	AUX
cet-12560	33	17	given	give	VERB
cet-12560	33	18	on	on	ADP
cet-12560	33	19	the	the	DET
cet-12560	33	20	example	example	NOUN
cet-12560	33	21	of	of	ADP
cet-12560	33	22	spring	spring	NOUN
cet-12560	33	23	wheat	wheat	NOUN
cet-12560	33	24	in	in	ADP
cet-12560	33	25	east	east	PROPN
cet-12560	33	26	kazakhstan	kazakhstan	PROPN
cet-12560	33	27	.	.	PUNCT
cet-12560	34	1	the	the	DET
cet-12560	34	2	purpose	purpose	NOUN
cet-12560	34	3	of	of	ADP
cet-12560	34	4	this	this	DET
cet-12560	34	5	work	work	NOUN
cet-12560	34	6	is	be	AUX
cet-12560	34	7	to	to	PART
cet-12560	34	8	assess	assess	VERB
cet-12560	34	9	the	the	DET
cet-12560	34	10	yield	yield	NOUN
cet-12560	34	11	and	and	CCONJ
cet-12560	34	12	current	current	ADJ
cet-12560	34	13	condition	condition	NOUN
cet-12560	34	14	of	of	ADP
cet-12560	34	15	agricultural	agricultural	ADJ
cet-12560	34	16	soils	soil	NOUN
cet-12560	34	17	through	through	ADP
cet-12560	34	18	reliable	reliable	ADJ
cet-12560	34	19	satellite	satellite	NOUN
cet-12560	34	20	land	land	NOUN
cet-12560	34	21	assessment	assessment	NOUN
cet-12560	34	22	based	base	VERB
cet-12560	34	23	on	on	ADP
cet-12560	34	24	the	the	DET
cet-12560	34	25	use	use	NOUN
cet-12560	34	26	of	of	ADP
cet-12560	34	27	remote	remote	ADJ
cet-12560	34	28	sensing	sense	VERB
cet-12560	34	29	data	datum	NOUN
cet-12560	34	30	.	.	PUNCT
cet-12560	35	1	2	2	X
cet-12560	35	2	.	.	X
cet-12560	35	3	object	object	NOUN
cet-12560	35	4	and	and	CCONJ
cet-12560	35	5	methodology	methodology	NOUN
cet-12560	35	6	of	of	ADP
cet-12560	35	7	research	research	NOUN
cet-12560	35	8	the	the	DET
cet-12560	35	9	studied	study	VERB
cet-12560	35	10	site	site	NOUN
cet-12560	35	11	is	be	AUX
cet-12560	35	12	located	locate	VERB
cet-12560	35	13	at	at	ADP
cet-12560	35	14	the	the	DET
cet-12560	35	15	coordinates	coordinate	NOUN
cet-12560	35	16	82.7541	82.7541	NUM
cet-12560	35	17	°	°	NUM
cet-12560	35	18	e	e	NOUN
cet-12560	35	19	and	and	CCONJ
cet-12560	35	20	50.0809	50.0809	NUM
cet-12560	35	21	°	°	NOUN
cet-12560	35	22	n	n	NUM
cet-12560	35	23	and	and	CCONJ
cet-12560	35	24	occupies	occupy	VERB
cet-12560	35	25	an	an	DET
cet-12560	35	26	area	area	NOUN
cet-12560	35	27	of	of	ADP
cet-12560	35	28	126	126	NUM
cet-12560	35	29	ha	ha	INTJ
cet-12560	35	30	on	on	ADP
cet-12560	35	31	the	the	DET
cet-12560	35	32	territory	territory	NOUN
cet-12560	35	33	of	of	ADP
cet-12560	35	34	the	the	DET
cet-12560	35	35	farm	farm	NOUN
cet-12560	35	36	"	"	PUNCT
cet-12560	35	37	oilseeds	oilseed	NOUN
cet-12560	35	38	experimental	experimental	ADJ
cet-12560	35	39	farm	farm	NOUN
cet-12560	35	40	"	"	PUNCT
cet-12560	35	41	(	(	PUNCT
cet-12560	35	42	oef	oef	PROPN
cet-12560	35	43	)	)	PUNCT
cet-12560	35	44	of	of	ADP
cet-12560	35	45	eastern	eastern	PROPN
cet-12560	35	46	kazakhstan	kazakhstan	PROPN
cet-12560	35	47	.	.	PUNCT
cet-12560	36	1	according	accord	VERB
cet-12560	36	2	to	to	ADP
cet-12560	36	3	the	the	DET
cet-12560	36	4	taxonomy	taxonomy	NOUN
cet-12560	36	5	of	of	ADP
cet-12560	36	6	soils	soil	NOUN
cet-12560	36	7	,	,	PUNCT
cet-12560	36	8	the	the	DET
cet-12560	36	9	chernozem	chernozem	ADJ
cet-12560	36	10	type	type	NOUN
cet-12560	36	11	of	of	ADP
cet-12560	36	12	soil	soil	NOUN
cet-12560	36	13	is	be	AUX
cet-12560	36	14	the	the	DET
cet-12560	36	15	dominant	dominant	ADJ
cet-12560	36	16	soil	soil	NOUN
cet-12560	36	17	unit	unit	NOUN
cet-12560	36	18	in	in	ADP
cet-12560	36	19	the	the	DET
cet-12560	36	20	territory	territory	NOUN
cet-12560	36	21	of	of	ADP
cet-12560	36	22	this	this	DET
cet-12560	36	23	site	site	NOUN
cet-12560	36	24	.	.	PUNCT
cet-12560	37	1	the	the	DET
cet-12560	37	2	geographical	geographical	ADJ
cet-12560	37	3	location	location	NOUN
cet-12560	37	4	of	of	ADP
cet-12560	37	5	the	the	DET
cet-12560	37	6	selected	select	VERB
cet-12560	37	7	representative	representative	ADJ
cet-12560	37	8	profiles	profile	NOUN
cet-12560	37	9	is	be	AUX
cet-12560	37	10	shown	show	VERB
cet-12560	37	11	in	in	ADP
cet-12560	37	12	figure	figure	NOUN
cet-12560	37	13	1	1	NUM
cet-12560	37	14	.	.	PUNCT
cet-12560	37	15	figure	figure	NOUN
cet-12560	37	16	1	1	NUM
cet-12560	37	17	:	:	PUNCT
cet-12560	37	18	study	study	NOUN
cet-12560	37	19	area	area	NOUN
cet-12560	37	20	and	and	CCONJ
cet-12560	37	21	experimental	experimental	ADJ
cet-12560	37	22	field	field	NOUN
cet-12560	37	23	(	(	PUNCT
cet-12560	37	24	all	all	DET
cet-12560	37	25	data	datum	NOUN
cet-12560	37	26	was	be	AUX
cet-12560	37	27	obtained	obtain	VERB
cet-12560	37	28	from	from	ADP
cet-12560	37	29	sentinel-2	sentinel-2	ADJ
cet-12560	37	30	satellite	satellite	NOUN
cet-12560	37	31	images	image	NOUN
cet-12560	37	32	)	)	PUNCT
cet-12560	37	33	figure	figure	NOUN
cet-12560	37	34	2	2	NUM
cet-12560	37	35	illustrates	illustrate	VERB
cet-12560	37	36	the	the	DET
cet-12560	37	37	methodology	methodology	NOUN
cet-12560	37	38	for	for	ADP
cet-12560	37	39	the	the	DET
cet-12560	37	40	analysis	analysis	NOUN
cet-12560	37	41	and	and	CCONJ
cet-12560	37	42	calculation	calculation	NOUN
cet-12560	37	43	of	of	ADP
cet-12560	37	44	agrochemical	agrochemical	ADJ
cet-12560	37	45	indicators	indicator	NOUN
cet-12560	37	46	,	,	PUNCT
cet-12560	37	47	the	the	DET
cet-12560	37	48	correlation	correlation	NOUN
cet-12560	37	49	of	of	ADP
cet-12560	37	50	data	datum	NOUN
cet-12560	37	51	obtained	obtain	VERB
cet-12560	37	52	by	by	ADP
cet-12560	37	53	the	the	DET
cet-12560	37	54	method	method	NOUN
cet-12560	37	55	of	of	ADP
cet-12560	37	56	soil	soil	NOUN
cet-12560	37	57	selection	selection	NOUN
cet-12560	37	58	and	and	CCONJ
cet-12560	37	59	also	also	ADV
cet-12560	37	60	using	use	VERB
cet-12560	37	61	land	land	NOUN
cet-12560	37	62	remote	remote	ADJ
cet-12560	37	63	sensing	sense	VERB
cet-12560	37	64	data	datum	NOUN
cet-12560	37	65	.	.	PUNCT
cet-12560	38	1	figure	figure	VERB
cet-12560	38	2	2	2	NUM
cet-12560	38	3	:	:	PUNCT
cet-12560	38	4	methodology	methodology	NOUN
cet-12560	38	5	for	for	ADP
cet-12560	38	6	conducting	conduct	VERB
cet-12560	38	7	the	the	DET
cet-12560	38	8	experiment	experiment	NOUN
cet-12560	38	9	for	for	ADP
cet-12560	38	10	the	the	DET
cet-12560	38	11	analysis	analysis	NOUN
cet-12560	38	12	of	of	ADP
cet-12560	38	13	agrochemical	agrochemical	ADJ
cet-12560	38	14	indicators	indicator	NOUN
cet-12560	38	15	20	20	NUM
cet-12560	38	16	in	in	ADP
cet-12560	38	17	this	this	DET
cet-12560	38	18	study	study	NOUN
cet-12560	38	19	,	,	PUNCT
cet-12560	38	20	agrochemical	agrochemical	ADJ
cet-12560	38	21	indicators	indicator	NOUN
cet-12560	38	22	of	of	ADP
cet-12560	38	23	soil	soil	NOUN
cet-12560	38	24	were	be	AUX
cet-12560	38	25	evaluated	evaluate	VERB
cet-12560	38	26	by	by	ADP
cet-12560	38	27	soil	soil	NOUN
cet-12560	38	28	sampling	sample	VERB
cet-12560	38	29	in	in	ADP
cet-12560	38	30	the	the	DET
cet-12560	38	31	field	field	NOUN
cet-12560	38	32	.	.	PUNCT
cet-12560	39	1	soil	soil	NOUN
cet-12560	39	2	sampling	sample	VERB
cet-12560	39	3	was	be	AUX
cet-12560	39	4	carried	carry	VERB
cet-12560	39	5	out	out	ADP
cet-12560	39	6	on	on	ADP
cet-12560	39	7	september	september	PROPN
cet-12560	39	8	29	29	NUM
cet-12560	39	9	,	,	PUNCT
cet-12560	39	10	2021	2021	NUM
cet-12560	39	11	,	,	PUNCT
cet-12560	39	12	by	by	ADP
cet-12560	39	13	envelope	envelope	NOUN
cet-12560	39	14	method	method	NOUN
cet-12560	39	15	in	in	ADP
cet-12560	39	16	5	5	NUM
cet-12560	39	17	points	point	NOUN
cet-12560	39	18	of	of	ADP
cet-12560	39	19	the	the	DET
cet-12560	39	20	experimental	experimental	ADJ
cet-12560	39	21	plot	plot	NOUN
cet-12560	39	22	presented	present	VERB
cet-12560	39	23	in	in	ADP
cet-12560	39	24	figure	figure	NOUN
cet-12560	39	25	3	3	NUM
cet-12560	39	26	.	.	PUNCT
cet-12560	40	1	the	the	DET
cet-12560	40	2	staging	staging	NOUN
cet-12560	40	3	was	be	AUX
cet-12560	40	4	made	make	VERB
cet-12560	40	5	under	under	ADP
cet-12560	40	6	the	the	DET
cet-12560	40	7	agricultural	agricultural	ADJ
cet-12560	40	8	crop	crop	NOUN
cet-12560	40	9	:	:	PUNCT
cet-12560	40	10	spring	spring	NOUN
cet-12560	40	11	wheat	wheat	NOUN
cet-12560	40	12	.	.	PUNCT
cet-12560	41	1	the	the	DET
cet-12560	41	2	selected	select	VERB
cet-12560	41	3	soil	soil	NOUN
cet-12560	41	4	was	be	AUX
cet-12560	41	5	analysed	analyse	VERB
cet-12560	41	6	using	use	VERB
cet-12560	41	7	machigin	machigin	NOUN
cet-12560	41	8	's	's	PART
cet-12560	41	9	method	method	NOUN
cet-12560	41	10	modified	modify	VERB
cet-12560	41	11	by	by	ADP
cet-12560	41	12	tsinao	tsinao	ADJ
cet-12560	41	13	(	(	PUNCT
cet-12560	41	14	gost	gost	PROPN
cet-12560	41	15	26205	26205	NUM
cet-12560	41	16	-	-	SYM
cet-12560	41	17	91	91	NUM
cet-12560	41	18	,	,	PUNCT
cet-12560	41	19	2020	2020	NUM
cet-12560	41	20	)	)	PUNCT
cet-12560	41	21	for	for	ADP
cet-12560	41	22	exchangeable	exchangeable	ADJ
cet-12560	41	23	potassium	potassium	NOUN
cet-12560	41	24	,	,	PUNCT
cet-12560	41	25	mobile	mobile	ADJ
cet-12560	41	26	phosphorus	phosphorus	NOUN
cet-12560	41	27	and	and	CCONJ
cet-12560	41	28	total	total	ADJ
cet-12560	41	29	nitrogen	nitrogen	NOUN
cet-12560	41	30	.	.	PUNCT
cet-12560	42	1	all	all	DET
cet-12560	42	2	three	three	NUM
cet-12560	42	3	chemical	chemical	ADJ
cet-12560	42	4	elements	element	NOUN
cet-12560	42	5	are	be	AUX
cet-12560	42	6	very	very	ADV
cet-12560	42	7	important	important	ADJ
cet-12560	42	8	for	for	ADP
cet-12560	42	9	productive	productive	ADJ
cet-12560	42	10	growth	growth	NOUN
cet-12560	42	11	and	and	CCONJ
cet-12560	42	12	soil	soil	NOUN
cet-12560	42	13	enrichment	enrichment	NOUN
cet-12560	42	14	.	.	PUNCT
cet-12560	43	1	nitrogen	nitrogen	NOUN
cet-12560	43	2	is	be	AUX
cet-12560	43	3	vital	vital	ADJ
cet-12560	43	4	to	to	ADP
cet-12560	43	5	plants	plant	NOUN
cet-12560	43	6	for	for	ADP
cet-12560	43	7	the	the	DET
cet-12560	43	8	proper	proper	ADJ
cet-12560	43	9	development	development	NOUN
cet-12560	43	10	of	of	ADP
cet-12560	43	11	the	the	DET
cet-12560	43	12	root	root	NOUN
cet-12560	43	13	system	system	NOUN
cet-12560	43	14	.	.	PUNCT
cet-12560	44	1	all	all	DET
cet-12560	44	2	metabolic	metabolic	NOUN
cet-12560	44	3	processes	process	NOUN
cet-12560	44	4	occurring	occur	VERB
cet-12560	44	5	in	in	ADP
cet-12560	44	6	the	the	DET
cet-12560	44	7	plant	plant	NOUN
cet-12560	44	8	body	body	NOUN
cet-12560	44	9	,	,	PUNCT
cet-12560	44	10	from	from	ADP
cet-12560	44	11	chlorophyll	chlorophyll	NOUN
cet-12560	44	12	synthesis	synthesis	NOUN
cet-12560	44	13	to	to	ADP
cet-12560	44	14	vitamin	vitamin	NOUN
cet-12560	44	15	assimilation	assimilation	NOUN
cet-12560	44	16	,	,	PUNCT
cet-12560	44	17	are	be	AUX
cet-12560	44	18	activated	activate	VERB
cet-12560	44	19	by	by	ADP
cet-12560	44	20	nitrogen	nitrogen	NOUN
cet-12560	44	21	.	.	PUNCT
cet-12560	45	1	lack	lack	NOUN
cet-12560	45	2	of	of	ADP
cet-12560	45	3	nitrogen	nitrogen	NOUN
cet-12560	45	4	can	can	AUX
cet-12560	45	5	lead	lead	VERB
cet-12560	45	6	to	to	ADP
cet-12560	45	7	incomplete	incomplete	ADJ
cet-12560	45	8	yields	yield	NOUN
cet-12560	45	9	or	or	CCONJ
cet-12560	45	10	even	even	ADV
cet-12560	45	11	death	death	NOUN
cet-12560	45	12	of	of	ADP
cet-12560	45	13	the	the	DET
cet-12560	45	14	crop	crop	NOUN
cet-12560	45	15	.	.	PUNCT
cet-12560	46	1	phosphorus	phosphorus	NOUN
cet-12560	46	2	,	,	PUNCT
cet-12560	46	3	along	along	ADP
cet-12560	46	4	with	with	ADP
cet-12560	46	5	nitrogen	nitrogen	NOUN
cet-12560	46	6	and	and	CCONJ
cet-12560	46	7	potassium	potassium	NOUN
cet-12560	46	8	,	,	PUNCT
cet-12560	46	9	is	be	AUX
cet-12560	46	10	an	an	DET
cet-12560	46	11	essential	essential	ADJ
cet-12560	46	12	element	element	NOUN
cet-12560	46	13	,	,	PUNCT
cet-12560	46	14	but	but	CCONJ
cet-12560	46	15	for	for	ADP
cet-12560	46	16	successful	successful	ADJ
cet-12560	46	17	growth	growth	NOUN
cet-12560	46	18	and	and	CCONJ
cet-12560	46	19	development	development	NOUN
cet-12560	46	20	,	,	PUNCT
cet-12560	46	21	as	as	ADV
cet-12560	46	22	well	well	ADV
cet-12560	46	23	as	as	ADP
cet-12560	46	24	fruiting	fruiting	NOUN
cet-12560	46	25	,	,	PUNCT
cet-12560	46	26	the	the	DET
cet-12560	46	27	right	right	ADJ
cet-12560	46	28	balance	balance	NOUN
cet-12560	46	29	of	of	ADP
cet-12560	46	30	these	these	DET
cet-12560	46	31	substances	substance	NOUN
cet-12560	46	32	is	be	AUX
cet-12560	46	33	important	important	ADJ
cet-12560	46	34	.	.	PUNCT
cet-12560	47	1	first	first	ADV
cet-12560	47	2	of	of	ADP
cet-12560	47	3	all	all	PRON
cet-12560	47	4	,	,	PUNCT
cet-12560	47	5	it	it	PRON
cet-12560	47	6	is	be	AUX
cet-12560	47	7	to	to	PART
cet-12560	47	8	maintain	maintain	VERB
cet-12560	47	9	the	the	DET
cet-12560	47	10	metabolism	metabolism	NOUN
cet-12560	47	11	and	and	CCONJ
cet-12560	47	12	strength	strength	NOUN
cet-12560	47	13	of	of	ADP
cet-12560	47	14	the	the	DET
cet-12560	47	15	growing	grow	VERB
cet-12560	47	16	plant	plant	NOUN
cet-12560	47	17	.	.	PUNCT
cet-12560	48	1	also	also	ADV
cet-12560	48	2	,	,	PUNCT
cet-12560	48	3	phosphorus	phosphorus	NOUN
cet-12560	48	4	is	be	AUX
cet-12560	48	5	involved	involve	VERB
cet-12560	48	6	in	in	ADP
cet-12560	48	7	the	the	DET
cet-12560	48	8	regulation	regulation	NOUN
cet-12560	48	9	of	of	ADP
cet-12560	48	10	plant	plant	NOUN
cet-12560	48	11	respiration	respiration	NOUN
cet-12560	48	12	.	.	PUNCT
cet-12560	49	1	phosphorus	phosphorus	NOUN
cet-12560	49	2	is	be	AUX
cet-12560	49	3	important	important	ADJ
cet-12560	49	4	for	for	ADP
cet-12560	49	5	the	the	DET
cet-12560	49	6	normal	normal	ADJ
cet-12560	49	7	development	development	NOUN
cet-12560	49	8	of	of	ADP
cet-12560	49	9	roots	root	NOUN
cet-12560	49	10	and	and	CCONJ
cet-12560	49	11	reproductive	reproductive	ADJ
cet-12560	49	12	organs	organ	NOUN
cet-12560	49	13	of	of	ADP
cet-12560	49	14	crops	crop	NOUN
cet-12560	49	15	.	.	PUNCT
cet-12560	50	1	potassium	potassium	NOUN
cet-12560	50	2	,	,	PUNCT
cet-12560	50	3	along	along	ADP
cet-12560	50	4	with	with	ADP
cet-12560	50	5	nitrogen	nitrogen	NOUN
cet-12560	50	6	and	and	CCONJ
cet-12560	50	7	phosphorus	phosphorus	NOUN
cet-12560	50	8	,	,	PUNCT
cet-12560	50	9	are	be	AUX
cet-12560	50	10	among	among	ADP
cet-12560	50	11	the	the	DET
cet-12560	50	12	major	major	ADJ
cet-12560	50	13	plant	plant	NOUN
cet-12560	50	14	nutrients	nutrient	NOUN
cet-12560	50	15	.	.	PUNCT
cet-12560	51	1	this	this	DET
cet-12560	51	2	important	important	ADJ
cet-12560	51	3	component	component	NOUN
cet-12560	51	4	helps	help	VERB
cet-12560	51	5	regulate	regulate	VERB
cet-12560	51	6	plant	plant	NOUN
cet-12560	51	7	water	water	NOUN
cet-12560	51	8	balance	balance	NOUN
cet-12560	51	9	through	through	ADP
cet-12560	51	10	roots	root	NOUN
cet-12560	51	11	(	(	PUNCT
cet-12560	51	12	osmotic	osmotic	ADJ
cet-12560	51	13	gradient	gradient	NOUN
cet-12560	51	14	)	)	PUNCT
cet-12560	51	15	and	and	CCONJ
cet-12560	51	16	leaf	leaf	NOUN
cet-12560	51	17	stomata	stomata	NOUN
cet-12560	51	18	functioning	function	VERB
cet-12560	51	19	.	.	PUNCT
cet-12560	52	1	potassium	potassium	NOUN
cet-12560	52	2	promotes	promote	VERB
cet-12560	52	3	starch	starch	NOUN
cet-12560	52	4	and	and	CCONJ
cet-12560	52	5	sugar	sugar	NOUN
cet-12560	52	6	accumulation	accumulation	NOUN
cet-12560	52	7	in	in	ADP
cet-12560	52	8	fruits	fruit	NOUN
cet-12560	52	9	and	and	CCONJ
cet-12560	52	10	increases	increase	VERB
cet-12560	52	11	plant	plant	NOUN
cet-12560	52	12	resistance	resistance	NOUN
cet-12560	52	13	to	to	ADP
cet-12560	52	14	fungal	fungal	ADJ
cet-12560	52	15	and	and	CCONJ
cet-12560	52	16	microbial	microbial	ADJ
cet-12560	52	17	diseases	disease	NOUN
cet-12560	52	18	and	and	CCONJ
cet-12560	52	19	insect	insect	NOUN
cet-12560	52	20	damage	damage	NOUN
cet-12560	52	21	.	.	PUNCT
cet-12560	53	1	adequate	adequate	ADJ
cet-12560	53	2	levels	level	NOUN
cet-12560	53	3	of	of	ADP
cet-12560	53	4	potassium	potassium	NOUN
cet-12560	53	5	increase	increase	NOUN
cet-12560	53	6	carbohydrate	carbohydrate	NOUN
cet-12560	53	7	production	production	NOUN
cet-12560	53	8	and	and	CCONJ
cet-12560	53	9	transport	transport	NOUN
cet-12560	53	10	in	in	ADP
cet-12560	53	11	the	the	DET
cet-12560	53	12	plant	plant	NOUN
cet-12560	53	13	.	.	PUNCT
cet-12560	54	1	potassium	potassium	NOUN
cet-12560	54	2	plays	play	VERB
cet-12560	54	3	an	an	DET
cet-12560	54	4	important	important	ADJ
cet-12560	54	5	role	role	NOUN
cet-12560	54	6	in	in	ADP
cet-12560	54	7	increasing	increase	VERB
cet-12560	54	8	plant	plant	NOUN
cet-12560	54	9	resistance	resistance	NOUN
cet-12560	54	10	to	to	ADP
cet-12560	54	11	low	low	ADJ
cet-12560	54	12	temperatures	temperature	NOUN
cet-12560	54	13	,	,	PUNCT
cet-12560	54	14	salinity	salinity	NOUN
cet-12560	54	15	,	,	PUNCT
cet-12560	54	16	drought	drought	NOUN
cet-12560	54	17	and	and	CCONJ
cet-12560	54	18	disease	disease	NOUN
cet-12560	54	19	.	.	PUNCT
cet-12560	55	1	based	base	VERB
cet-12560	55	2	on	on	ADP
cet-12560	55	3	the	the	DET
cet-12560	55	4	qgis	qgis	PROPN
cet-12560	55	5	survey	survey	PROPN
cet-12560	55	6	data	data	PROPN
cet-12560	55	7	,	,	PUNCT
cet-12560	55	8	an	an	DET
cet-12560	55	9	agrochemical	agrochemical	ADJ
cet-12560	55	10	cartogram	cartogram	NOUN
cet-12560	55	11	was	be	AUX
cet-12560	55	12	developed	develop	VERB
cet-12560	55	13	.	.	PUNCT
cet-12560	56	1	figure	figure	VERB
cet-12560	56	2	3	3	NUM
cet-12560	56	3	:	:	PUNCT
cet-12560	56	4	soil	soil	NOUN
cet-12560	56	5	sampling	sample	VERB
cet-12560	56	6	points	point	NOUN
cet-12560	56	7	at	at	ADP
cet-12560	56	8	the	the	DET
cet-12560	56	9	experimental	experimental	ADJ
cet-12560	56	10	site	site	NOUN
cet-12560	56	11	(	(	PUNCT
cet-12560	56	12	all	all	DET
cet-12560	56	13	data	datum	NOUN
cet-12560	56	14	was	be	AUX
cet-12560	56	15	obtained	obtain	VERB
cet-12560	56	16	from	from	ADP
cet-12560	56	17	sentinel-2	sentinel-2	ADJ
cet-12560	56	18	satellite	satellite	NOUN
cet-12560	56	19	images	image	NOUN
cet-12560	56	20	)	)	PUNCT
cet-12560	56	21	a	a	DET
cet-12560	56	22	similar	similar	ADJ
cet-12560	56	23	cartogram	cartogram	NOUN
cet-12560	56	24	was	be	AUX
cet-12560	56	25	constructed	construct	VERB
cet-12560	56	26	using	use	VERB
cet-12560	56	27	remote	remote	ADJ
cet-12560	56	28	sensing	sense	VERB
cet-12560	56	29	data	datum	NOUN
cet-12560	56	30	.	.	PUNCT
cet-12560	57	1	sixteen	sixteen	NUM
cet-12560	57	2	-	-	PUNCT
cet-12560	57	3	day	day	NOUN
cet-12560	57	4	composite	composite	ADJ
cet-12560	57	5	images	image	NOUN
cet-12560	57	6	with	with	ADP
cet-12560	57	7	250	250	NUM
cet-12560	57	8	m	m	NOUN
cet-12560	57	9	resolution	resolution	NOUN
cet-12560	57	10	from	from	ADP
cet-12560	57	11	the	the	DET
cet-12560	57	12	sentnel-2	sentnel-2	NUM
cet-12560	57	13	satellite	satellite	NOUN
cet-12560	57	14	were	be	AUX
cet-12560	57	15	used	use	VERB
cet-12560	57	16	as	as	ADP
cet-12560	57	17	remote	remote	ADJ
cet-12560	57	18	sensing	sense	VERB
cet-12560	57	19	data	datum	NOUN
cet-12560	57	20	.	.	PUNCT
cet-12560	58	1	agrochemical	agrochemical	ADJ
cet-12560	58	2	indices	index	NOUN
cet-12560	58	3	on	on	ADP
cet-12560	58	4	the	the	DET
cet-12560	58	5	experimental	experimental	ADJ
cet-12560	58	6	plot	plot	NOUN
cet-12560	58	7	were	be	AUX
cet-12560	58	8	evaluated	evaluate	VERB
cet-12560	58	9	using	use	VERB
cet-12560	58	10	spectral	spectral	ADJ
cet-12560	58	11	indices	index	NOUN
cet-12560	58	12	:	:	PUNCT
cet-12560	58	13	ndvi	ndvi	PROPN
cet-12560	58	14	vegetative	vegetative	ADJ
cet-12560	58	15	development	development	NOUN
cet-12560	58	16	of	of	ADP
cet-12560	58	17	plants	plant	NOUN
cet-12560	58	18	;	;	PUNCT
cet-12560	58	19	ndwi	ndwi	NOUN
cet-12560	58	20	normalised	normalise	VERB
cet-12560	58	21	difference	difference	NOUN
cet-12560	58	22	water	water	NOUN
cet-12560	58	23	index	index	NOUN
cet-12560	58	24	,	,	PUNCT
cet-12560	58	25	swir	swir	ADJ
cet-12560	58	26	short	short	ADJ
cet-12560	58	27	-	-	PUNCT
cet-12560	58	28	wave	wave	NOUN
cet-12560	58	29	infrared	infrared	ADJ
cet-12560	58	30	range	range	NOUN
cet-12560	58	31	;	;	PUNCT
cet-12560	58	32	msavi	msavi	VERB
cet-12560	58	33	modified	modify	VERB
cet-12560	58	34	soil	soil	NOUN
cet-12560	58	35	vegetation	vegetation	NOUN
cet-12560	58	36	index	index	NOUN
cet-12560	58	37	;	;	PUNCT
cet-12560	58	38	reci	reci	PROPN
cet-12560	58	39	chlorophyll	chlorophyll	NOUN
cet-12560	58	40	index	index	NOUN
cet-12560	58	41	,	,	PUNCT
cet-12560	58	42	as	as	ADV
cet-12560	58	43	well	well	ADV
cet-12560	58	44	as	as	ADP
cet-12560	58	45	the	the	DET
cet-12560	58	46	elevation	elevation	NOUN
cet-12560	58	47	map	map	NOUN
cet-12560	58	48	.	.	PUNCT
cet-12560	59	1	the	the	DET
cet-12560	59	2	main	main	ADJ
cet-12560	59	3	idea	idea	NOUN
cet-12560	59	4	of	of	ADP
cet-12560	59	5	the	the	DET
cet-12560	59	6	technique	technique	NOUN
cet-12560	59	7	is	be	AUX
cet-12560	59	8	an	an	DET
cet-12560	59	9	original	original	ADJ
cet-12560	59	10	approach	approach	NOUN
cet-12560	59	11	to	to	ADP
cet-12560	59	12	the	the	DET
cet-12560	59	13	analysis	analysis	NOUN
cet-12560	59	14	of	of	ADP
cet-12560	59	15	agrochemical	agrochemical	ADJ
cet-12560	59	16	elements	element	NOUN
cet-12560	59	17	using	use	VERB
cet-12560	59	18	land	land	NOUN
cet-12560	59	19	remote	remote	ADJ
cet-12560	59	20	sensing	sense	VERB
cet-12560	59	21	data	datum	NOUN
cet-12560	59	22	using	use	VERB
cet-12560	59	23	multispectral	multispectral	ADJ
cet-12560	59	24	images	image	NOUN
cet-12560	59	25	from	from	ADP
cet-12560	59	26	the	the	DET
cet-12560	59	27	sentinel-2	sentinel-2	ADJ
cet-12560	59	28	satellite	satellite	NOUN
cet-12560	59	29	using	use	VERB
cet-12560	59	30	cnn	cnn	PROPN
cet-12560	59	31	eq.(1	eq.(1	ADJ
cet-12560	59	32	)	)	PUNCT
cet-12560	59	33	.	.	PUNCT
cet-12560	60	1	𝑓(𝑝,𝑚𝑖𝑛,𝑚𝑎𝑥	𝑓(𝑝,𝑚𝑖𝑛,𝑚𝑎𝑥	NUM
cet-12560	60	2	)	)	PUNCT
cet-12560	60	3	=	=	SYM
cet-12560	60	4	𝑝	𝑝	NOUN
cet-12560	60	5	−𝑚𝑖𝑛	−𝑚𝑖𝑛	NOUN
cet-12560	60	6	𝑚𝑎𝑥	𝑚𝑎𝑥	ADJ
cet-12560	60	7	−𝑚𝑖𝑛	−𝑚𝑖𝑛	NOUN
cet-12560	60	8	(	(	PUNCT
cet-12560	60	9	1	1	NUM
cet-12560	60	10	)	)	PUNCT
cet-12560	60	11	where	where	SCONJ
cet-12560	60	12	𝑓	𝑓	PRON
cet-12560	60	13	is	be	AUX
cet-12560	60	14	the	the	DET
cet-12560	60	15	normalisation	normalisation	NOUN
cet-12560	60	16	function	function	NOUN
cet-12560	60	17	;	;	PUNCT
cet-12560	60	18	𝑝	𝑝	NOUN
cet-12560	60	19	is	be	AUX
cet-12560	60	20	the	the	DET
cet-12560	60	21	value	value	NOUN
cet-12560	60	22	of	of	ADP
cet-12560	60	23	the	the	DET
cet-12560	60	24	spectral	spectral	ADJ
cet-12560	60	25	index	index	NOUN
cet-12560	60	26	(	(	PUNCT
cet-12560	60	27	space	space	NOUN
cet-12560	60	28	image	image	NOUN
cet-12560	60	29	)	)	PUNCT
cet-12560	60	30	;	;	PUNCT
cet-12560	60	31	𝑚𝑖𝑛	𝑚𝑖𝑛	NOUN
cet-12560	60	32	–	–	PUNCT
cet-12560	60	33	minimum	minimum	ADJ
cet-12560	60	34	pixel	pixel	NOUN
cet-12560	60	35	value	value	NOUN
cet-12560	60	36	of	of	ADP
cet-12560	60	37	0	0	NUM
cet-12560	60	38	;	;	PUNCT
cet-12560	60	39	𝑚𝑎𝑥	𝑚𝑎𝑥	PRON
cet-12560	60	40	maximum	maximum	ADJ
cet-12560	60	41	pixel	pixel	NOUN
cet-12560	60	42	value	value	NOUN
cet-12560	60	43	of	of	ADP
cet-12560	60	44	255	255	NUM
cet-12560	60	45	.	.	PUNCT
cet-12560	61	1	the	the	DET
cet-12560	61	2	input	input	NOUN
cet-12560	61	3	layer	layer	NOUN
cet-12560	61	4	takes	take	VERB
cet-12560	61	5	into	into	ADP
cet-12560	61	6	account	account	NOUN
cet-12560	61	7	the	the	DET
cet-12560	61	8	two	two	NUM
cet-12560	61	9	-	-	PUNCT
cet-12560	61	10	dimensional	dimensional	ADJ
cet-12560	61	11	image	image	NOUN
cet-12560	61	12	topology	topology	NOUN
cet-12560	61	13	and	and	CCONJ
cet-12560	61	14	consists	consist	VERB
cet-12560	61	15	of	of	ADP
cet-12560	61	16	several	several	ADJ
cet-12560	61	17	maps	map	NOUN
cet-12560	61	18	(	(	PUNCT
cet-12560	61	19	matrices	matrix	NOUN
cet-12560	61	20	)	)	PUNCT
cet-12560	61	21	,	,	PUNCT
cet-12560	61	22	consisting	consist	VERB
cet-12560	61	23	of	of	ADP
cet-12560	61	24	3	3	NUM
cet-12560	61	25	maps	map	NOUN
cet-12560	61	26	,	,	PUNCT
cet-12560	61	27	where	where	SCONJ
cet-12560	61	28	each	each	DET
cet-12560	61	29	map	map	NOUN
cet-12560	61	30	corresponds	correspond	VERB
cet-12560	61	31	to	to	ADP
cet-12560	61	32	an	an	DET
cet-12560	61	33	image	image	NOUN
cet-12560	61	34	with	with	ADP
cet-12560	61	35	a	a	DET
cet-12560	61	36	specific	specific	ADJ
cet-12560	61	37	channel	channel	NOUN
cet-12560	61	38	(	(	PUNCT
cet-12560	61	39	red	red	ADJ
cet-12560	61	40	,	,	PUNCT
cet-12560	61	41	blue	blue	ADJ
cet-12560	61	42	and	and	CCONJ
cet-12560	61	43	green	green	ADJ
cet-12560	61	44	)	)	PUNCT
cet-12560	61	45	.	.	PUNCT
cet-12560	62	1	the	the	DET
cet-12560	62	2	input	input	NOUN
cet-12560	62	3	data	datum	NOUN
cet-12560	62	4	for	for	ADP
cet-12560	62	5	each	each	DET
cet-12560	62	6	specific	specific	ADJ
cet-12560	62	7	pixel	pixel	NOUN
cet-12560	62	8	value	value	NOUN
cet-12560	62	9	is	be	AUX
cet-12560	62	10	normalised	normalise	VERB
cet-12560	62	11	to	to	ADP
cet-12560	62	12	a	a	DET
cet-12560	62	13	range	range	NOUN
cet-12560	62	14	of	of	ADP
cet-12560	62	15	0	0	NUM
cet-12560	62	16	to	to	PART
cet-12560	62	17	1	1	NUM
cet-12560	62	18	.	.	SYM
cet-12560	62	19	3	3	NUM
cet-12560	62	20	results	result	NOUN
cet-12560	62	21	and	and	CCONJ
cet-12560	62	22	discussion	discussion	NOUN
cet-12560	62	23	agrochemical	agrochemical	ADJ
cet-12560	62	24	indicators	indicator	NOUN
cet-12560	62	25	of	of	ADP
cet-12560	62	26	soil	soil	NOUN
cet-12560	62	27	are	be	AUX
cet-12560	62	28	an	an	DET
cet-12560	62	29	important	important	ADJ
cet-12560	62	30	characteristic	characteristic	NOUN
cet-12560	62	31	for	for	ADP
cet-12560	62	32	differentiated	differentiated	ADJ
cet-12560	62	33	fertiliser	fertiliser	NOUN
cet-12560	62	34	application	application	NOUN
cet-12560	62	35	.	.	PUNCT
cet-12560	63	1	if	if	SCONJ
cet-12560	63	2	a	a	DET
cet-12560	63	3	single	single	ADJ
cet-12560	63	4	fertiliser	fertiliser	NOUN
cet-12560	63	5	rate	rate	NOUN
cet-12560	63	6	is	be	AUX
cet-12560	63	7	used	use	VERB
cet-12560	63	8	in	in	ADP
cet-12560	63	9	a	a	DET
cet-12560	63	10	field	field	NOUN
cet-12560	63	11	,	,	PUNCT
cet-12560	63	12	some	some	DET
cet-12560	63	13	areas	area	NOUN
cet-12560	63	14	may	may	AUX
cet-12560	63	15	have	have	VERB
cet-12560	63	16	an	an	DET
cet-12560	63	17	excess	excess	NOUN
cet-12560	63	18	of	of	ADP
cet-12560	63	19	nutrients	nutrient	NOUN
cet-12560	63	20	in	in	ADP
cet-12560	63	21	other	other	ADJ
cet-12560	63	22	areas	area	NOUN
cet-12560	63	23	,	,	PUNCT
cet-12560	63	24	a	a	DET
cet-12560	63	25	deficit	deficit	NOUN
cet-12560	63	26	.	.	PUNCT
cet-12560	64	1	differentiated	differentiated	ADJ
cet-12560	64	2	fertiliser	fertiliser	NOUN
cet-12560	64	3	application	application	NOUN
cet-12560	64	4	takes	take	VERB
cet-12560	64	5	into	into	ADP
cet-12560	64	6	account	account	NOUN
cet-12560	64	7	the	the	DET
cet-12560	64	8	heterogeneity	heterogeneity	NOUN
cet-12560	64	9	of	of	ADP
cet-12560	64	10	the	the	DET
cet-12560	64	11	soil	soil	NOUN
cet-12560	64	12	and	and	CCONJ
cet-12560	64	13	chooses	choose	VERB
cet-12560	64	14	the	the	DET
cet-12560	64	15	exact	exact	ADJ
cet-12560	64	16	fertiliser	fertiliser	NOUN
cet-12560	64	17	rates	rate	NOUN
cet-12560	64	18	for	for	ADP
cet-12560	64	19	all	all	DET
cet-12560	64	20	areas	area	NOUN
cet-12560	64	21	of	of	ADP
cet-12560	64	22	the	the	DET
cet-12560	64	23	field	field	NOUN
cet-12560	64	24	.	.	PUNCT
cet-12560	65	1	according	accord	VERB
cet-12560	65	2	to	to	ADP
cet-12560	65	3	the	the	DET
cet-12560	65	4	results	result	NOUN
cet-12560	65	5	of	of	ADP
cet-12560	65	6	agrochemical	agrochemical	ADJ
cet-12560	65	7	analysis	analysis	NOUN
cet-12560	65	8	on	on	ADP
cet-12560	65	9	selected	select	VERB
cet-12560	65	10	soils	soil	NOUN
cet-12560	65	11	,	,	PUNCT
cet-12560	65	12	all	all	DET
cet-12560	65	13	three	three	NUM
cet-12560	65	14	elements	element	NOUN
cet-12560	65	15	:	:	PUNCT
cet-12560	65	16	exchangeable	exchangeable	ADJ
cet-12560	65	17	potassium	potassium	NOUN
cet-12560	65	18	,	,	PUNCT
cet-12560	65	19	mobile	mobile	ADJ
cet-12560	65	20	phosphorus	phosphorus	NOUN
cet-12560	65	21	and	and	CCONJ
cet-12560	65	22	total	total	ADJ
cet-12560	65	23	nitrogen	nitrogen	NOUN
cet-12560	65	24	,	,	PUNCT
cet-12560	65	25	showed	show	VERB
cet-12560	65	26	excessive	excessive	ADJ
cet-12560	65	27	content	content	NOUN
cet-12560	65	28	of	of	ADP
cet-12560	65	29	substances	substance	NOUN
cet-12560	65	30	in	in	ADP
cet-12560	65	31	the	the	DET
cet-12560	65	32	soil	soil	NOUN
cet-12560	65	33	relative	relative	ADJ
cet-12560	65	34	to	to	ADP
cet-12560	65	35	the	the	DET
cet-12560	65	36	norm	norm	NOUN
cet-12560	65	37	.	.	PUNCT
cet-12560	66	1	cartogram	cartogram	NOUN
cet-12560	66	2	based	base	VERB
cet-12560	66	3	on	on	ADP
cet-12560	66	4	actual	actual	ADJ
cet-12560	66	5	agrochemical	agrochemical	ADJ
cet-12560	66	6	data	datum	NOUN
cet-12560	66	7	obtained	obtain	VERB
cet-12560	66	8	during	during	ADP
cet-12560	66	9	soil	soil	NOUN
cet-12560	66	10	21	21	NUM
cet-12560	66	11	sampling	sampling	NOUN
cet-12560	66	12	is	be	AUX
cet-12560	66	13	presented	present	VERB
cet-12560	66	14	in	in	ADP
cet-12560	66	15	figure	figure	NOUN
cet-12560	66	16	4	4	NUM
cet-12560	66	17	.	.	PUNCT
cet-12560	66	18	figure	figure	VERB
cet-12560	66	19	5	5	NUM
cet-12560	66	20	shows	show	VERB
cet-12560	66	21	spectral	spectral	ADJ
cet-12560	66	22	indices	index	NOUN
cet-12560	66	23	characterising	characterise	VERB
cet-12560	66	24	the	the	DET
cet-12560	66	25	state	state	NOUN
cet-12560	66	26	of	of	ADP
cet-12560	66	27	vegetation	vegetation	NOUN
cet-12560	66	28	in	in	ADP
cet-12560	66	29	the	the	DET
cet-12560	66	30	experimental	experimental	ADJ
cet-12560	66	31	field	field	NOUN
cet-12560	66	32	calculated	calculate	VERB
cet-12560	66	33	and	and	CCONJ
cet-12560	66	34	presented	present	VERB
cet-12560	66	35	by	by	ADP
cet-12560	66	36	the	the	DET
cet-12560	66	37	authors	author	NOUN
cet-12560	66	38	of	of	ADP
cet-12560	66	39	the	the	DET
cet-12560	66	40	article	article	NOUN
cet-12560	66	41	based	base	VERB
cet-12560	66	42	on	on	ADP
cet-12560	66	43	the	the	DET
cet-12560	66	44	processing	processing	NOUN
cet-12560	66	45	of	of	ADP
cet-12560	66	46	images	image	NOUN
cet-12560	66	47	received	receive	VERB
cet-12560	66	48	from	from	ADP
cet-12560	66	49	sentinel-2	sentinel-2	ADJ
cet-12560	66	50	satellite	satellite	NOUN
cet-12560	66	51	,	,	PUNCT
cet-12560	66	52	which	which	PRON
cet-12560	66	53	are	be	AUX
cet-12560	66	54	in	in	ADP
cet-12560	66	55	the	the	DET
cet-12560	66	56	public	public	ADJ
cet-12560	66	57	domain	domain	NOUN
cet-12560	66	58	.	.	PUNCT
cet-12560	67	1	colour	colour	NOUN
cet-12560	67	2	gradation	gradation	NOUN
cet-12560	67	3	from	from	ADP
cet-12560	67	4	light	light	ADJ
cet-12560	67	5	blue	blue	ADJ
cet-12560	67	6	to	to	ADP
cet-12560	67	7	dark	dark	ADJ
cet-12560	67	8	green	green	ADJ
cet-12560	67	9	on	on	ADP
cet-12560	67	10	the	the	DET
cet-12560	67	11	analysed	analyse	VERB
cet-12560	67	12	cartograms	cartogram	NOUN
cet-12560	67	13	reflects	reflect	VERB
cet-12560	67	14	the	the	DET
cet-12560	67	15	content	content	NOUN
cet-12560	67	16	of	of	ADP
cet-12560	67	17	a	a	DET
cet-12560	67	18	quantitative	quantitative	ADJ
cet-12560	67	19	indicator	indicator	NOUN
cet-12560	67	20	of	of	ADP
cet-12560	67	21	one	one	NUM
cet-12560	67	22	or	or	CCONJ
cet-12560	67	23	another	another	DET
cet-12560	67	24	agrochemical	agrochemical	ADJ
cet-12560	67	25	indicator	indicator	NOUN
cet-12560	67	26	.	.	PUNCT
cet-12560	68	1	figure	figure	VERB
cet-12560	68	2	4	4	NUM
cet-12560	68	3	:	:	PUNCT
cet-12560	68	4	cartogram	cartogram	NOUN
cet-12560	68	5	of	of	ADP
cet-12560	68	6	the	the	DET
cet-12560	68	7	content	content	NOUN
cet-12560	68	8	of	of	ADP
cet-12560	68	9	agrochemical	agrochemical	ADJ
cet-12560	68	10	indicators	indicator	NOUN
cet-12560	68	11	in	in	ADP
cet-12560	68	12	the	the	DET
cet-12560	68	13	soil	soil	NOUN
cet-12560	68	14	on	on	ADP
cet-12560	68	15	selected	select	VERB
cet-12560	68	16	samples	sample	NOUN
cet-12560	68	17	of	of	ADP
cet-12560	68	18	the	the	DET
cet-12560	68	19	experimental	experimental	ADJ
cet-12560	68	20	field	field	NOUN
cet-12560	68	21	(	(	PUNCT
cet-12560	68	22	all	all	DET
cet-12560	68	23	data	datum	NOUN
cet-12560	68	24	were	be	AUX
cet-12560	68	25	obtained	obtain	VERB
cet-12560	68	26	from	from	ADP
cet-12560	68	27	sentinel-2	sentinel-2	ADJ
cet-12560	68	28	satellite	satellite	NOUN
cet-12560	68	29	images	image	NOUN
cet-12560	68	30	)	)	PUNCT
cet-12560	68	31	figure	figure	NOUN
cet-12560	68	32	4	4	NUM
cet-12560	68	33	shows	show	VERB
cet-12560	68	34	a	a	PRON
cet-12560	68	35	)	)	PUNCT
cet-12560	68	36	a	a	DET
cet-12560	68	37	cartogram	cartogram	NOUN
cet-12560	68	38	of	of	ADP
cet-12560	68	39	the	the	DET
cet-12560	68	40	content	content	NOUN
cet-12560	68	41	of	of	ADP
cet-12560	68	42	mobile	mobile	ADJ
cet-12560	68	43	phosphorus	phosphorus	NOUN
cet-12560	68	44	in	in	ADP
cet-12560	68	45	the	the	DET
cet-12560	68	46	soil	soil	NOUN
cet-12560	68	47	(	(	PUNCT
cet-12560	68	48	mg/100	mg/100	VERB
cet-12560	68	49	g	g	NOUN
cet-12560	68	50	)	)	PUNCT
cet-12560	68	51	;	;	PUNCT
cet-12560	68	52	b	b	X
cet-12560	68	53	)	)	PUNCT
cet-12560	68	54	a	a	DET
cet-12560	68	55	cartogram	cartogram	NOUN
cet-12560	68	56	of	of	ADP
cet-12560	68	57	exchangeable	exchangeable	ADJ
cet-12560	68	58	potassium	potassium	NOUN
cet-12560	68	59	in	in	ADP
cet-12560	68	60	the	the	DET
cet-12560	68	61	soil	soil	NOUN
cet-12560	68	62	(	(	PUNCT
cet-12560	68	63	mg/100	mg/100	VERB
cet-12560	68	64	g	g	NOUN
cet-12560	68	65	)	)	PUNCT
cet-12560	68	66	;	;	PUNCT
cet-12560	68	67	c	c	X
cet-12560	68	68	)	)	PUNCT
cet-12560	68	69	a	a	DET
cet-12560	68	70	cartogram	cartogram	NOUN
cet-12560	68	71	of	of	ADP
cet-12560	68	72	total	total	ADJ
cet-12560	68	73	nitrogen	nitrogen	NOUN
cet-12560	68	74	in	in	ADP
cet-12560	68	75	the	the	DET
cet-12560	68	76	soil	soil	NOUN
cet-12560	68	77	(	(	PUNCT
cet-12560	68	78	mg/100	mg/100	VERB
cet-12560	68	79	g	g	NOUN
cet-12560	68	80	)	)	PUNCT
cet-12560	68	81	.	.	PUNCT
cet-12560	69	1	figure	figure	VERB
cet-12560	69	2	5	5	NUM
cet-12560	69	3	:	:	PUNCT
cet-12560	69	4	spectral	spectral	ADJ
cet-12560	69	5	indices	index	NOUN
cet-12560	69	6	map	map	NOUN
cet-12560	69	7	of	of	ADP
cet-12560	69	8	the	the	DET
cet-12560	69	9	test	test	NOUN
cet-12560	69	10	site	site	NOUN
cet-12560	69	11	(	(	PUNCT
cet-12560	69	12	all	all	DET
cet-12560	69	13	data	datum	NOUN
cet-12560	69	14	were	be	AUX
cet-12560	69	15	obtained	obtain	VERB
cet-12560	69	16	from	from	ADP
cet-12560	69	17	sentinel-2	sentinel-2	ADJ
cet-12560	69	18	satellite	satellite	NOUN
cet-12560	69	19	images	image	NOUN
cet-12560	69	20	)	)	PUNCT
cet-12560	69	21	a)-ndvi	a)-ndvi	NUM
cet-12560	69	22	;	;	PUNCT
cet-12560	69	23	b	b	X
cet-12560	69	24	)	)	PUNCT
cet-12560	69	25	-ndre	-ndre	PROPN
cet-12560	69	26	;	;	PUNCT
cet-12560	69	27	c	c	X
cet-12560	69	28	)	)	PUNCT
cet-12560	69	29	msavi	msavi	NOUN
cet-12560	69	30	;	;	PUNCT
cet-12560	69	31	d	d	X
cet-12560	69	32	)	)	PUNCT
cet-12560	69	33	reci	reci	NOUN
cet-12560	69	34	;	;	PUNCT
cet-12560	69	35	e	e	X
cet-12560	69	36	)	)	PUNCT
cet-12560	69	37	-ndwi	-ndwi	PROPN
cet-12560	69	38	;	;	PUNCT
cet-12560	69	39	f	f	X
cet-12560	69	40	)	)	PUNCT
cet-12560	69	41	elevation	elevation	NOUN
cet-12560	69	42	map	map	NOUN
cet-12560	69	43	table	table	NOUN
cet-12560	69	44	1	1	NUM
cet-12560	69	45	:	:	PUNCT
cet-12560	69	46	percentage	percentage	NOUN
cet-12560	69	47	comparison	comparison	NOUN
cet-12560	69	48	of	of	ADP
cet-12560	69	49	the	the	DET
cet-12560	69	50	ratio	ratio	NOUN
cet-12560	69	51	of	of	ADP
cet-12560	69	52	agrochemical	agrochemical	ADJ
cet-12560	69	53	indicators	indicator	NOUN
cet-12560	69	54	of	of	ADP
cet-12560	69	55	soil	soil	NOUN
cet-12560	69	56	composition	composition	NOUN
cet-12560	69	57	obtained	obtain	VERB
cet-12560	69	58	by	by	ADP
cet-12560	69	59	rse	rse	NOUN
cet-12560	69	60	and	and	CCONJ
cet-12560	69	61	results	result	NOUN
cet-12560	69	62	obtained	obtain	VERB
cet-12560	69	63	by	by	ADP
cet-12560	69	64	chemical	chemical	ADJ
cet-12560	69	65	soil	soil	NOUN
cet-12560	69	66	analysis	analysis	NOUN
cet-12560	69	67	collection	collection	NOUN
cet-12560	69	68	points	point	NOUN
cet-12560	69	69	nitrogen	nitrogen	NOUN
cet-12560	69	70	(	(	PUNCT
cet-12560	69	71	n	n	CCONJ
cet-12560	69	72	)	)	PUNCT
cet-12560	69	73	,	,	PUNCT
cet-12560	69	74	mg/100	mg/100	VERB
cet-12560	69	75	g	g	PROPN
cet-12560	69	76	of	of	ADP
cet-12560	69	77	soil	soil	NOUN
cet-12560	69	78	deviation	deviation	NOUN
cet-12560	69	79	%	%	NOUN
cet-12560	69	80	phosphorus	phosphorus	NOUN
cet-12560	69	81	(	(	PUNCT
cet-12560	69	82	p2o5	p2o5	PROPN
cet-12560	69	83	)	)	PUNCT
cet-12560	69	84	,	,	PUNCT
cet-12560	69	85	mg/100	mg/100	VERB
cet-12560	69	86	g	g	PROPN
cet-12560	69	87	of	of	ADP
cet-12560	69	88	soil	soil	NOUN
cet-12560	69	89	deviation	deviation	NOUN
cet-12560	69	90	%	%	NOUN
cet-12560	69	91	potassium	potassium	NOUN
cet-12560	69	92	(	(	PUNCT
cet-12560	69	93	k2o	k2o	NOUN
cet-12560	69	94	)	)	PUNCT
cet-12560	69	95	,	,	PUNCT
cet-12560	69	96	mg/100	mg/100	VERB
cet-12560	69	97	g	g	PROPN
cet-12560	69	98	of	of	ADP
cet-12560	69	99	soil	soil	NOUN
cet-12560	69	100	deviation	deviation	NOUN
cet-12560	69	101	%	%	NOUN
cet-12560	69	102	measured	measure	VERB
cet-12560	69	103	rse	rse	ADJ
cet-12560	69	104	measured	measure	VERB
cet-12560	69	105	rse	rse	NOUN
cet-12560	69	106	measured	measure	VERB
cet-12560	69	107	rse	rse	NOUN
cet-12560	69	108	1	1	NUM
cet-12560	69	109	210	210	NUM
cet-12560	69	110	142	142	NUM
cet-12560	69	111	47.89	47.89	NUM
cet-12560	69	112	13.1	13.1	NUM
cet-12560	69	113	8.5	8.5	NUM
cet-12560	69	114	54.12	54.12	NUM
cet-12560	69	115	72.6	72.6	NUM
cet-12560	69	116	60.6	60.6	NUM
cet-12560	69	117	19.8	19.8	NUM
cet-12560	69	118	2	2	NUM
cet-12560	69	119	220	220	NUM
cet-12560	69	120	134	134	NUM
cet-12560	69	121	64.18	64.18	NUM
cet-12560	69	122	12.9	12.9	NUM
cet-12560	69	123	10.4	10.4	NUM
cet-12560	69	124	24.04	24.04	NUM
cet-12560	69	125	51.7	51.7	NUM
cet-12560	69	126	46.8	46.8	NUM
cet-12560	69	127	10.47	10.47	NUM
cet-12560	69	128	3	3	NUM
cet-12560	69	129	230	230	NUM
cet-12560	69	130	148	148	NUM
cet-12560	69	131	55.41	55.41	NUM
cet-12560	69	132	18.6	18.6	NUM
cet-12560	69	133	12.6	12.6	NUM
cet-12560	69	134	47.62	47.62	NUM
cet-12560	69	135	52.8	52.8	NUM
cet-12560	69	136	45.2	45.2	NUM
cet-12560	69	137	16.81	16.81	NUM
cet-12560	69	138	4	4	NUM
cet-12560	69	139	220	220	NUM
cet-12560	69	140	195	195	NUM
cet-12560	69	141	12.82	12.82	NUM
cet-12560	69	142	12.6	12.6	NUM
cet-12560	69	143	9.8	9.8	NUM
cet-12560	69	144	28.57	28.57	NUM
cet-12560	69	145	64.4	64.4	NUM
cet-12560	69	146	50.7	50.7	NUM
cet-12560	69	147	27.02	27.02	NUM
cet-12560	69	148	5	5	NUM
cet-12560	69	149	230	230	NUM
cet-12560	69	150	160	160	NUM
cet-12560	69	151	43.75	43.75	NUM
cet-12560	69	152	12.8	12.8	NUM
cet-12560	69	153	7.8	7.8	NUM
cet-12560	69	154	64.1	64.1	NUM
cet-12560	69	155	50.6	50.6	NUM
cet-12560	69	156	43.2	43.2	NUM
cet-12560	69	157	17.13	17.13	NUM
cet-12560	69	158	these	these	DET
cet-12560	69	159	spectral	spectral	ADJ
cet-12560	69	160	indices	index	NOUN
cet-12560	69	161	quantitatively	quantitatively	ADV
cet-12560	69	162	depend	depend	VERB
cet-12560	69	163	on	on	ADP
cet-12560	69	164	canopy	canopy	NOUN
cet-12560	69	165	structure	structure	NOUN
cet-12560	69	166	,	,	PUNCT
cet-12560	69	167	optical	optical	ADJ
cet-12560	69	168	properties	property	NOUN
cet-12560	69	169	of	of	ADP
cet-12560	69	170	plant	plant	NOUN
cet-12560	69	171	elements	element	NOUN
cet-12560	69	172	such	such	ADJ
cet-12560	69	173	as	as	ADP
cet-12560	69	174	the	the	DET
cet-12560	69	175	angle	angle	NOUN
cet-12560	69	176	of	of	ADP
cet-12560	69	177	the	the	DET
cet-12560	69	178	sun	sun	NOUN
cet-12560	69	179	,	,	PUNCT
cet-12560	69	180	atmospheric	atmospheric	ADJ
cet-12560	69	181	conditions	condition	NOUN
cet-12560	69	182	,	,	PUNCT
cet-12560	69	183	and	and	CCONJ
cet-12560	69	184	angular	angular	ADJ
cet-12560	69	185	configuration	configuration	NOUN
cet-12560	69	186	in	in	ADP
cet-12560	69	187	general	general	ADJ
cet-12560	69	188	,	,	PUNCT
cet-12560	69	189	as	as	ADV
cet-12560	69	190	well	well	ADV
cet-12560	69	191	as	as	ADP
cet-12560	69	192	biophysical	biophysical	ADJ
cet-12560	69	193	parameters	parameter	NOUN
cet-12560	69	194	characterising	characterise	VERB
cet-12560	69	195	the	the	DET
cet-12560	69	196	projective	projective	ADJ
cet-12560	69	197	coverage	coverage	NOUN
cet-12560	69	198	of	of	ADP
cet-12560	69	199	the	the	DET
cet-12560	69	200	soil	soil	NOUN
cet-12560	69	201	surface	surface	NOUN
cet-12560	69	202	,	,	PUNCT
cet-12560	69	203	calculated	calculate	VERB
cet-12560	69	204	on	on	ADP
cet-12560	69	205	the	the	DET
cet-12560	69	206	basis	basis	NOUN
cet-12560	69	207	of	of	ADP
cet-12560	69	208	remote	remote	ADJ
cet-12560	69	209	sensing	sense	VERB
cet-12560	69	210	data	datum	NOUN
cet-12560	69	211	.	.	PUNCT
cet-12560	70	1	by	by	ADP
cet-12560	70	2	statistical	statistical	ADJ
cet-12560	70	3	processing	processing	NOUN
cet-12560	70	4	of	of	ADP
cet-12560	70	5	the	the	DET
cet-12560	70	6	data	datum	NOUN
cet-12560	70	7	obtained	obtain	VERB
cet-12560	70	8	by	by	ADP
cet-12560	70	9	direct	direct	ADJ
cet-12560	70	10	experiment	experiment	NOUN
cet-12560	70	11	with	with	ADP
cet-12560	70	12	soil	soil	NOUN
cet-12560	70	13	sampling	sampling	NOUN
cet-12560	70	14	and	and	CCONJ
cet-12560	70	15	analysis	analysis	NOUN
cet-12560	70	16	of	of	ADP
cet-12560	70	17	satellite	satellite	NOUN
cet-12560	70	18	images	image	NOUN
cet-12560	70	19	,	,	PUNCT
cet-12560	70	20	the	the	DET
cet-12560	70	21	correlation	correlation	NOUN
cet-12560	70	22	and	and	CCONJ
cet-12560	70	23	deviations	deviation	NOUN
cet-12560	70	24	of	of	ADP
cet-12560	70	25	data	datum	NOUN
cet-12560	70	26	stacks	stack	NOUN
cet-12560	70	27	,	,	PUNCT
cet-12560	70	28	with	with	ADP
cet-12560	70	29	similar	similar	ADJ
cet-12560	70	30	evaluation	evaluation	NOUN
cet-12560	70	31	criteria	criterion	NOUN
cet-12560	70	32	,	,	PUNCT
cet-12560	70	33	as	as	ADV
cet-12560	70	34	well	well	ADV
cet-12560	70	35	as	as	ADP
cet-12560	70	36	units	unit	NOUN
cet-12560	70	37	of	of	ADP
cet-12560	70	38	values	value	NOUN
cet-12560	70	39	,	,	PUNCT
cet-12560	70	40	are	be	AUX
cet-12560	70	41	calculated	calculate	VERB
cet-12560	70	42	.	.	PUNCT
cet-12560	71	1	this	this	DET
cet-12560	71	2	method	method	NOUN
cet-12560	71	3	is	be	AUX
cet-12560	71	4	used	use	VERB
cet-12560	71	5	in	in	ADP
cet-12560	71	6	modelling	modelling	NOUN
cet-12560	71	7	and	and	CCONJ
cet-12560	71	8	forecasting	forecasting	NOUN
cet-12560	71	9	spring	spring	NOUN
cet-12560	71	10	wheat	wheat	NOUN
cet-12560	71	11	yield	yield	NOUN
cet-12560	71	12	.	.	PUNCT
cet-12560	72	1	based	base	VERB
cet-12560	72	2	on	on	ADP
cet-12560	72	3	the	the	DET
cet-12560	72	4	results	result	NOUN
cet-12560	72	5	of	of	ADP
cet-12560	72	6	the	the	DET
cet-12560	72	7	calculation	calculation	NOUN
cet-12560	72	8	and	and	CCONJ
cet-12560	72	9	analysis	analysis	NOUN
cet-12560	72	10	of	of	ADP
cet-12560	72	11	agrochemical	agrochemical	ADJ
cet-12560	72	12	indicators	indicator	NOUN
cet-12560	72	13	using	use	VERB
cet-12560	72	14	multispectral	multispectral	ADJ
cet-12560	72	15	images	image	NOUN
cet-12560	72	16	from	from	ADP
cet-12560	72	17	sentinel-2	sentinel-2	ADJ
cet-12560	72	18	satellite	satellite	NOUN
cet-12560	72	19	,	,	PUNCT
cet-12560	72	20	a	a	DET
cet-12560	72	21	large	large	ADJ
cet-12560	72	22	number	number	NOUN
cet-12560	72	23	of	of	ADP
cet-12560	72	24	spectral	spectral	ADJ
cet-12560	72	25	indicators	indicator	NOUN
cet-12560	72	26	were	be	AUX
cet-12560	72	27	extracted	extract	VERB
cet-12560	72	28	with	with	ADP
cet-12560	72	29	the	the	DET
cet-12560	72	30	selection	selection	NOUN
cet-12560	72	31	of	of	ADP
cet-12560	72	32	required	required	ADJ
cet-12560	72	33	parameters	parameter	NOUN
cet-12560	72	34	.	.	PUNCT
cet-12560	73	1	an	an	DET
cet-12560	73	2	artificial	artificial	ADJ
cet-12560	73	3	neural	neural	ADJ
cet-12560	73	4	network	network	NOUN
cet-12560	73	5	architecture	architecture	NOUN
cet-12560	73	6	based	base	VERB
cet-12560	73	7	on	on	ADP
cet-12560	73	8	convolutional	convolutional	ADJ
cet-12560	73	9	neural	neural	ADJ
cet-12560	73	10	networks	network	NOUN
cet-12560	73	11	was	be	AUX
cet-12560	73	12	developed	develop	VERB
cet-12560	73	13	to	to	PART
cet-12560	73	14	calculate	calculate	VERB
cet-12560	73	15	the	the	DET
cet-12560	73	16	agrochemical	agrochemical	ADJ
cet-12560	73	17	data	datum	NOUN
cet-12560	73	18	.	.	PUNCT
cet-12560	74	1	as	as	ADP
cet-12560	74	2	input	input	NOUN
cet-12560	74	3	data	datum	NOUN
cet-12560	74	4	,	,	PUNCT
cet-12560	74	5	we	we	PRON
cet-12560	74	6	used	use	VERB
cet-12560	74	7	spring	spring	NOUN
cet-12560	74	8	wheat	wheat	NOUN
cet-12560	74	9	yield	yield	NOUN
cet-12560	74	10	data	datum	NOUN
cet-12560	74	11	,	,	PUNCT
cet-12560	74	12	agrochemical	agrochemical	ADJ
cet-12560	74	13	data	datum	NOUN
cet-12560	74	14	for	for	ADP
cet-12560	74	15	the	the	DET
cet-12560	74	16	previous	previous	ADJ
cet-12560	74	17	year	year	NOUN
cet-12560	74	18	,	,	PUNCT
cet-12560	74	19	as	as	ADV
cet-12560	74	20	well	well	ADV
cet-12560	74	21	as	as	ADP
cet-12560	74	22	meteorological	meteorological	ADJ
cet-12560	74	23	data	datum	NOUN
cet-12560	74	24	for	for	ADP
cet-12560	74	25	the	the	DET
cet-12560	74	26	experimental	experimental	ADJ
cet-12560	74	27	site	site	NOUN
cet-12560	74	28	.	.	PUNCT
cet-12560	75	1	according	accord	VERB
cet-12560	75	2	to	to	ADP
cet-12560	75	3	the	the	DET
cet-12560	75	4	results	result	NOUN
cet-12560	75	5	of	of	ADP
cet-12560	75	6	agrochemical	agrochemical	ADJ
cet-12560	75	7	analysis	analysis	NOUN
cet-12560	75	8	according	accord	VERB
cet-12560	75	9	to	to	ADP
cet-12560	75	10	rs	rs	PROPN
cet-12560	75	11	data	datum	NOUN
cet-12560	75	12	,	,	PUNCT
cet-12560	75	13	all	all	DET
cet-12560	75	14	three	three	NUM
cet-12560	75	15	elements	element	NOUN
cet-12560	75	16	:	:	PUNCT
cet-12560	75	17	exchangeable	exchangeable	ADJ
cet-12560	75	18	potassium	potassium	NOUN
cet-12560	75	19	,	,	PUNCT
cet-12560	75	20	mobile	mobile	ADJ
cet-12560	75	21	phosphorus	phosphorus	NOUN
cet-12560	75	22	and	and	CCONJ
cet-12560	75	23	total	total	ADJ
cet-12560	75	24	nitrogen	nitrogen	NOUN
cet-12560	75	25	,	,	PUNCT
cet-12560	75	26	showed	show	VERB
cet-12560	75	27	a	a	DET
cet-12560	75	28	similar	similar	ADJ
cet-12560	75	29	excess	excess	NOUN
cet-12560	75	30	in	in	ADP
cet-12560	75	31	the	the	DET
cet-12560	75	32	soil	soil	NOUN
cet-12560	75	33	relative	relative	ADJ
cet-12560	75	34	to	to	ADP
cet-12560	75	35	the	the	DET
cet-12560	75	36	norm	norm	NOUN
cet-12560	75	37	.	.	PUNCT
cet-12560	76	1	according	accord	VERB
cet-12560	76	2	to	to	ADP
cet-12560	76	3	the	the	DET
cet-12560	76	4	results	result	NOUN
cet-12560	76	5	of	of	ADP
cet-12560	76	6	agrochemical	agrochemical	ADJ
cet-12560	76	7	indicators	indicator	NOUN
cet-12560	76	8	using	use	VERB
cet-12560	76	9	rs	rs	PROPN
cet-12560	76	10	data	datum	NOUN
cet-12560	76	11	,	,	PUNCT
cet-12560	76	12	a	a	DET
cet-12560	76	13	comparative	comparative	ADJ
cet-12560	76	14	analysis	analysis	NOUN
cet-12560	76	15	with	with	ADP
cet-12560	76	16	the	the	DET
cet-12560	76	17	actual	actual	ADJ
cet-12560	76	18	results	result	NOUN
cet-12560	76	19	of	of	ADP
cet-12560	76	20	agrochemical	agrochemical	ADJ
cet-12560	76	21	analysis	analysis	NOUN
cet-12560	76	22	was	be	AUX
cet-12560	76	23	carried	carry	VERB
cet-12560	76	24	out	out	ADP
cet-12560	76	25	.	.	PUNCT
cet-12560	77	1	the	the	DET
cet-12560	77	2	result	result	NOUN
cet-12560	77	3	of	of	ADP
cet-12560	77	4	this	this	DET
cet-12560	77	5	comparison	comparison	NOUN
cet-12560	77	6	is	be	AUX
cet-12560	77	7	presented	present	VERB
cet-12560	77	8	in	in	ADP
cet-12560	77	9	table	table	NOUN
cet-12560	77	10	1	1	NUM
cet-12560	77	11	.	.	PUNCT
cet-12560	78	1	according	accord	VERB
cet-12560	78	2	to	to	ADP
cet-12560	78	3	the	the	DET
cet-12560	78	4	results	result	NOUN
cet-12560	78	5	of	of	ADP
cet-12560	78	6	the	the	DET
cet-12560	78	7	comparative	comparative	ADJ
cet-12560	78	8	analysis	analysis	NOUN
cet-12560	78	9	presented	present	VERB
cet-12560	78	10	in	in	ADP
cet-12560	78	11	table	table	NOUN
cet-12560	78	12	1	1	NUM
cet-12560	78	13	,	,	PUNCT
cet-12560	78	14	22	22	NUM
cet-12560	78	15	the	the	DET
cet-12560	78	16	total	total	ADJ
cet-12560	78	17	value	value	NOUN
cet-12560	78	18	of	of	ADP
cet-12560	78	19	the	the	DET
cet-12560	78	20	average	average	ADJ
cet-12560	78	21	error	error	NOUN
cet-12560	78	22	of	of	ADP
cet-12560	78	23	the	the	DET
cet-12560	78	24	result	result	NOUN
cet-12560	78	25	obtained	obtain	VERB
cet-12560	78	26	with	with	ADP
cet-12560	78	27	the	the	DET
cet-12560	78	28	help	help	NOUN
cet-12560	78	29	of	of	ADP
cet-12560	78	30	remote	remote	ADJ
cet-12560	78	31	sensing	sensing	NOUN
cet-12560	78	32	relative	relative	ADJ
cet-12560	78	33	to	to	ADP
cet-12560	78	34	the	the	DET
cet-12560	78	35	actual	actual	ADJ
cet-12560	78	36	data	datum	NOUN
cet-12560	78	37	was	be	AUX
cet-12560	78	38	,	,	PUNCT
cet-12560	78	39	on	on	ADP
cet-12560	78	40	average	average	ADJ
cet-12560	78	41	,	,	PUNCT
cet-12560	78	42	43	43	NUM
cet-12560	78	43	%	%	NOUN
cet-12560	78	44	.	.	PUNCT
cet-12560	79	1	despite	despite	SCONJ
cet-12560	79	2	such	such	DET
cet-12560	79	3	a	a	DET
cet-12560	79	4	high	high	ADJ
cet-12560	79	5	deviation	deviation	NOUN
cet-12560	79	6	,	,	PUNCT
cet-12560	79	7	the	the	DET
cet-12560	79	8	value	value	NOUN
cet-12560	79	9	of	of	ADP
cet-12560	79	10	the	the	DET
cet-12560	79	11	average	average	ADJ
cet-12560	79	12	error	error	NOUN
cet-12560	79	13	from	from	ADP
cet-12560	79	14	the	the	DET
cet-12560	79	15	actual	actual	ADJ
cet-12560	79	16	data	data	NOUN
cet-12560	79	17	is	be	AUX
cet-12560	79	18	quite	quite	ADV
cet-12560	79	19	acceptable	acceptable	ADJ
cet-12560	79	20	and	and	CCONJ
cet-12560	79	21	fairly	fairly	ADV
cet-12560	79	22	well	well	ADV
cet-12560	79	23	reflects	reflect	VERB
cet-12560	79	24	the	the	DET
cet-12560	79	25	excessive	excessive	ADJ
cet-12560	79	26	amount	amount	NOUN
cet-12560	79	27	of	of	ADP
cet-12560	79	28	elements	element	NOUN
cet-12560	79	29	in	in	ADP
cet-12560	79	30	the	the	DET
cet-12560	79	31	soil	soil	NOUN
cet-12560	79	32	.	.	PUNCT
cet-12560	80	1	from	from	ADP
cet-12560	80	2	the	the	DET
cet-12560	80	3	data	datum	NOUN
cet-12560	80	4	in	in	ADP
cet-12560	80	5	table	table	NOUN
cet-12560	80	6	1	1	NUM
cet-12560	80	7	,	,	PUNCT
cet-12560	80	8	it	it	PRON
cet-12560	80	9	is	be	AUX
cet-12560	80	10	clearly	clearly	ADV
cet-12560	80	11	visible	visible	ADJ
cet-12560	80	12	how	how	SCONJ
cet-12560	80	13	the	the	DET
cet-12560	80	14	indicator	indicator	NOUN
cet-12560	80	15	of	of	ADP
cet-12560	80	16	total	total	ADJ
cet-12560	80	17	nitrogen	nitrogen	NOUN
cet-12560	80	18	obtained	obtain	VERB
cet-12560	80	19	from	from	ADP
cet-12560	80	20	remote	remote	ADJ
cet-12560	80	21	sensing	sensing	NOUN
cet-12560	80	22	,	,	PUNCT
cet-12560	80	23	compared	compare	VERB
cet-12560	80	24	to	to	ADP
cet-12560	80	25	the	the	DET
cet-12560	80	26	other	other	ADJ
cet-12560	80	27	elements	element	NOUN
cet-12560	80	28	,	,	PUNCT
cet-12560	80	29	significantly	significantly	ADV
cet-12560	80	30	deviated	deviate	VERB
cet-12560	80	31	from	from	ADP
cet-12560	80	32	the	the	DET
cet-12560	80	33	actual	actual	ADJ
cet-12560	80	34	figures	figure	NOUN
cet-12560	80	35	by	by	ADP
cet-12560	80	36	more	more	ADJ
cet-12560	80	37	than	than	ADP
cet-12560	80	38	55	55	NUM
cet-12560	80	39	%	%	NOUN
cet-12560	80	40	,	,	PUNCT
cet-12560	80	41	and	and	CCONJ
cet-12560	80	42	this	this	DET
cet-12560	80	43	case	case	NOUN
cet-12560	80	44	is	be	AUX
cet-12560	80	45	justified	justify	VERB
cet-12560	80	46	by	by	ADP
cet-12560	80	47	the	the	DET
cet-12560	80	48	data	datum	NOUN
cet-12560	80	49	of	of	ADP
cet-12560	80	50	agrochemical	agrochemical	ADJ
cet-12560	80	51	analysis	analysis	NOUN
cet-12560	80	52	for	for	ADP
cet-12560	80	53	the	the	DET
cet-12560	80	54	last	last	ADJ
cet-12560	80	55	year	year	NOUN
cet-12560	80	56	used	use	VERB
cet-12560	80	57	as	as	ADP
cet-12560	80	58	an	an	DET
cet-12560	80	59	input	input	NOUN
cet-12560	80	60	parameter	parameter	NOUN
cet-12560	80	61	.	.	PUNCT
cet-12560	81	1	the	the	DET
cet-12560	81	2	availability	availability	NOUN
cet-12560	81	3	of	of	ADP
cet-12560	81	4	more	more	ADJ
cet-12560	81	5	input	input	NOUN
cet-12560	81	6	data	datum	NOUN
cet-12560	81	7	for	for	ADP
cet-12560	81	8	the	the	DET
cet-12560	81	9	machine	machine	NOUN
cet-12560	81	10	learning	learning	NOUN
cet-12560	81	11	model	model	NOUN
cet-12560	81	12	would	would	AUX
cet-12560	81	13	increase	increase	VERB
cet-12560	81	14	the	the	DET
cet-12560	81	15	probability	probability	NOUN
cet-12560	81	16	of	of	ADP
cet-12560	81	17	a	a	DET
cet-12560	81	18	more	more	ADV
cet-12560	81	19	accurate	accurate	ADJ
cet-12560	81	20	analysis	analysis	NOUN
cet-12560	81	21	of	of	ADP
cet-12560	81	22	agrochemical	agrochemical	ADJ
cet-12560	81	23	indicators	indicator	NOUN
cet-12560	81	24	using	use	VERB
cet-12560	81	25	rs	rs	ADJ
cet-12560	81	26	data	datum	NOUN
cet-12560	81	27	.	.	PUNCT
cet-12560	82	1	the	the	DET
cet-12560	82	2	developed	develop	VERB
cet-12560	82	3	method	method	NOUN
cet-12560	82	4	was	be	AUX
cet-12560	82	5	created	create	VERB
cet-12560	82	6	as	as	ADP
cet-12560	82	7	an	an	DET
cet-12560	82	8	alternative	alternative	ADJ
cet-12560	82	9	way	way	NOUN
cet-12560	82	10	of	of	ADP
cet-12560	82	11	obtaining	obtain	VERB
cet-12560	82	12	agrochemical	agrochemical	ADJ
cet-12560	82	13	indicators	indicator	NOUN
cet-12560	82	14	for	for	ADP
cet-12560	82	15	farmers	farmer	NOUN
cet-12560	82	16	in	in	ADP
cet-12560	82	17	case	case	NOUN
cet-12560	82	18	of	of	ADP
cet-12560	82	19	a	a	DET
cet-12560	82	20	hard	hard	ADJ
cet-12560	82	21	-	-	PUNCT
cet-12560	82	22	to	to	AUX
cet-12560	82	23	-	-	PUNCT
cet-12560	82	24	reach	reach	VERB
cet-12560	82	25	site	site	NOUN
cet-12560	82	26	and	and	CCONJ
cet-12560	82	27	also	also	ADV
cet-12560	82	28	allows	allow	VERB
cet-12560	82	29	saving	save	VERB
cet-12560	82	30	money	money	NOUN
cet-12560	82	31	due	due	ADP
cet-12560	82	32	to	to	ADP
cet-12560	82	33	more	more	ADV
cet-12560	82	34	accurate	accurate	ADJ
cet-12560	82	35	determination	determination	NOUN
cet-12560	82	36	of	of	ADP
cet-12560	82	37	soil	soil	NOUN
cet-12560	82	38	composition	composition	NOUN
cet-12560	82	39	and	and	CCONJ
cet-12560	82	40	quantity	quantity	NOUN
cet-12560	82	41	of	of	ADP
cet-12560	82	42	fertilisers	fertiliser	NOUN
cet-12560	82	43	.	.	PUNCT
cet-12560	83	1	as	as	ADP
cet-12560	83	2	a	a	DET
cet-12560	83	3	result	result	NOUN
cet-12560	83	4	,	,	PUNCT
cet-12560	83	5	this	this	DET
cet-12560	83	6	method	method	NOUN
cet-12560	83	7	eliminates	eliminate	VERB
cet-12560	83	8	the	the	DET
cet-12560	83	9	need	need	NOUN
cet-12560	83	10	for	for	ADP
cet-12560	83	11	annual	annual	ADJ
cet-12560	83	12	soil	soil	NOUN
cet-12560	83	13	sampling	sample	VERB
cet-12560	83	14	on	on	ADP
cet-12560	83	15	agricultural	agricultural	ADJ
cet-12560	83	16	lands	land	NOUN
cet-12560	83	17	.	.	PUNCT
cet-12560	84	1	in	in	ADP
cet-12560	84	2	order	order	NOUN
cet-12560	84	3	to	to	PART
cet-12560	84	4	obtain	obtain	VERB
cet-12560	84	5	a	a	DET
cet-12560	84	6	reliable	reliable	ADJ
cet-12560	84	7	yield	yield	NOUN
cet-12560	84	8	forecast	forecast	NOUN
cet-12560	84	9	for	for	ADP
cet-12560	84	10	the	the	DET
cet-12560	84	11	next	next	ADJ
cet-12560	84	12	year	year	NOUN
cet-12560	84	13	,	,	PUNCT
cet-12560	84	14	a	a	DET
cet-12560	84	15	model	model	NOUN
cet-12560	84	16	based	base	VERB
cet-12560	84	17	on	on	ADP
cet-12560	84	18	a	a	DET
cet-12560	84	19	machine	machine	NOUN
cet-12560	84	20	learning	learn	VERB
cet-12560	84	21	cnn	cnn	PROPN
cet-12560	84	22	was	be	AUX
cet-12560	84	23	built	build	VERB
cet-12560	84	24	based	base	VERB
cet-12560	84	25	on	on	ADP
cet-12560	84	26	spectral	spectral	ADJ
cet-12560	84	27	indices	index	NOUN
cet-12560	84	28	,	,	PUNCT
cet-12560	84	29	actual	actual	ADJ
cet-12560	84	30	yields	yield	NOUN
cet-12560	84	31	of	of	ADP
cet-12560	84	32	previous	previous	ADJ
cet-12560	84	33	years	year	NOUN
cet-12560	84	34	,	,	PUNCT
cet-12560	84	35	meteorological	meteorological	ADJ
cet-12560	84	36	data	datum	NOUN
cet-12560	84	37	,	,	PUNCT
cet-12560	84	38	and	and	CCONJ
cet-12560	84	39	agrochemical	agrochemical	ADJ
cet-12560	84	40	indicators	indicator	NOUN
cet-12560	84	41	.	.	PUNCT
cet-12560	85	1	in	in	ADP
cet-12560	85	2	the	the	DET
cet-12560	85	3	first	first	ADJ
cet-12560	85	4	phase	phase	NOUN
cet-12560	85	5	of	of	ADP
cet-12560	85	6	the	the	DET
cet-12560	85	7	study	study	NOUN
cet-12560	85	8	,	,	PUNCT
cet-12560	85	9	a	a	DET
cet-12560	85	10	large	large	ADJ
cet-12560	85	11	number	number	NOUN
cet-12560	85	12	of	of	ADP
cet-12560	85	13	spectral	spectral	ADJ
cet-12560	85	14	indices	index	NOUN
cet-12560	85	15	were	be	AUX
cet-12560	85	16	extracted	extract	VERB
cet-12560	85	17	from	from	ADP
cet-12560	85	18	the	the	DET
cet-12560	85	19	obtained	obtain	VERB
cet-12560	85	20	images	image	NOUN
cet-12560	85	21	with	with	ADP
cet-12560	85	22	the	the	DET
cet-12560	85	23	selection	selection	NOUN
cet-12560	85	24	of	of	ADP
cet-12560	85	25	necessary	necessary	ADJ
cet-12560	85	26	parameters	parameter	NOUN
cet-12560	85	27	.	.	PUNCT
cet-12560	86	1	data	datum	NOUN
cet-12560	86	2	on	on	ADP
cet-12560	86	3	agrochemical	agrochemical	ADJ
cet-12560	86	4	indicators	indicator	NOUN
cet-12560	86	5	,	,	PUNCT
cet-12560	86	6	weather	weather	NOUN
cet-12560	86	7	,	,	PUNCT
cet-12560	86	8	actual	actual	ADJ
cet-12560	86	9	crops	crop	NOUN
cet-12560	86	10	and	and	CCONJ
cet-12560	86	11	spectral	spectral	ADJ
cet-12560	86	12	data	datum	NOUN
cet-12560	86	13	were	be	AUX
cet-12560	86	14	collected	collect	VERB
cet-12560	86	15	.	.	PUNCT
cet-12560	87	1	a	a	DET
cet-12560	87	2	cnn	cnn	PROPN
cet-12560	87	3	based	base	VERB
cet-12560	87	4	method	method	NOUN
cet-12560	87	5	was	be	AUX
cet-12560	87	6	used	use	VERB
cet-12560	87	7	as	as	ADP
cet-12560	87	8	a	a	DET
cet-12560	87	9	machine	machine	NOUN
cet-12560	87	10	learning	learn	VERB
cet-12560	87	11	algorithm	algorithm	NOUN
cet-12560	87	12	.	.	PUNCT
cet-12560	88	1	this	this	DET
cet-12560	88	2	algorithm	algorithm	NOUN
cet-12560	88	3	showed	show	VERB
cet-12560	88	4	good	good	ADJ
cet-12560	88	5	yield	yield	NOUN
cet-12560	88	6	prediction	prediction	NOUN
cet-12560	88	7	results	result	NOUN
cet-12560	88	8	in	in	ADP
cet-12560	88	9	a	a	DET
cet-12560	88	10	paper	paper	NOUN
cet-12560	88	11	by	by	ADP
cet-12560	88	12	van	van	PROPN
cet-12560	88	13	klompenburg	klompenburg	PROPN
cet-12560	88	14	et	et	PROPN
cet-12560	88	15	al	al	PROPN
cet-12560	88	16	.	.	PROPN
cet-12560	89	1	(	(	PUNCT
cet-12560	89	2	2020	2020	NUM
cet-12560	89	3	)	)	PUNCT
cet-12560	89	4	.	.	PUNCT
cet-12560	90	1	for	for	ADP
cet-12560	90	2	the	the	DET
cet-12560	90	3	convolutional	convolutional	ADJ
cet-12560	90	4	neural	neural	ADJ
cet-12560	90	5	network	network	NOUN
cet-12560	90	6	,	,	PUNCT
cet-12560	90	7	the	the	DET
cet-12560	90	8	number	number	NOUN
cet-12560	90	9	of	of	ADP
cet-12560	90	10	output	output	NOUN
cet-12560	90	11	features	feature	NOUN
cet-12560	90	12	in	in	ADP
cet-12560	90	13	each	each	DET
cet-12560	90	14	dimension	dimension	NOUN
cet-12560	90	15	can	can	AUX
cet-12560	90	16	be	be	AUX
cet-12560	90	17	calculated	calculate	VERB
cet-12560	90	18	using	use	VERB
cet-12560	90	19	equation	equation	NOUN
cet-12560	90	20	2	2	NUM
cet-12560	90	21	below	below	ADV
cet-12560	90	22	:	:	PUNCT
cet-12560	90	23	𝑛	𝑛	X
cet-12560	90	24	!	!	PUNCT
cet-12560	90	25	"	"	PUNCT
cet-12560	90	26	#	#	NOUN
cet-12560	90	27	=	=	NOUN
cet-12560	90	28	𝑛$%	𝑛$%	NOUN
cet-12560	90	29	+	+	NUM
cet-12560	90	30	2𝑝	2𝑝	NOUN
cet-12560	91	1	−	−	NOUN
cet-12560	91	2	𝑘	𝑘	INTJ
cet-12560	91	3	𝑠	𝑠	PROPN
cet-12560	91	4	2	2	NUM
cet-12560	91	5	+	+	CCONJ
cet-12560	91	6	1	1	NUM
cet-12560	91	7	(	(	PUNCT
cet-12560	91	8	2	2	NUM
cet-12560	91	9	)	)	PUNCT
cet-12560	91	10	where	where	SCONJ
cet-12560	91	11	nin	nin	ADJ
cet-12560	91	12	number	number	NOUN
cet-12560	91	13	of	of	ADP
cet-12560	91	14	input	input	NOUN
cet-12560	91	15	functions	function	NOUN
cet-12560	91	16	;	;	PUNCT
cet-12560	91	17	nout	nout	VERB
cet-12560	91	18	number	number	NOUN
cet-12560	91	19	of	of	ADP
cet-12560	91	20	output	output	NOUN
cet-12560	91	21	functions	function	NOUN
cet-12560	91	22	;	;	PUNCT
cet-12560	91	23	k	k	PROPN
cet-12560	91	24	convolution	convolution	NOUN
cet-12560	91	25	kernel	kernel	PROPN
cet-12560	91	26	size	size	NOUN
cet-12560	91	27	;	;	PUNCT
cet-12560	91	28	p	p	NOUN
cet-12560	91	29	convolution	convolution	NOUN
cet-12560	91	30	size	size	NOUN
cet-12560	91	31	;	;	PUNCT
cet-12560	91	32	s	s	X
cet-12560	91	33	convolution	convolution	NOUN
cet-12560	91	34	step	step	NOUN
cet-12560	91	35	size	size	NOUN
cet-12560	91	36	.	.	PUNCT
cet-12560	92	1	as	as	SCONJ
cet-12560	92	2	input	input	NOUN
cet-12560	92	3	functions	function	NOUN
cet-12560	92	4	into	into	ADP
cet-12560	92	5	the	the	DET
cet-12560	92	6	equation	equation	NOUN
cet-12560	92	7	are	be	AUX
cet-12560	92	8	used	use	VERB
cet-12560	92	9	:	:	PUNCT
cet-12560	92	10	weather	weather	NOUN
cet-12560	92	11	data	data	PROPN
cet-12560	92	12	,	,	PUNCT
cet-12560	92	13	yield	yield	NOUN
cet-12560	92	14	data	datum	NOUN
cet-12560	92	15	,	,	PUNCT
cet-12560	92	16	spectral	spectral	ADJ
cet-12560	92	17	indices	index	NOUN
cet-12560	92	18	,	,	PUNCT
cet-12560	92	19	and	and	CCONJ
cet-12560	92	20	agrochemical	agrochemical	ADJ
cet-12560	92	21	indicators	indicator	NOUN
cet-12560	92	22	.	.	PUNCT
cet-12560	93	1	the	the	DET
cet-12560	93	2	coefficient	coefficient	NOUN
cet-12560	93	3	of	of	ADP
cet-12560	93	4	determination	determination	NOUN
cet-12560	93	5	(	(	PUNCT
cet-12560	93	6	r2	r2	PROPN
cet-12560	93	7	)	)	PUNCT
cet-12560	93	8	was	be	AUX
cet-12560	93	9	used	use	VERB
cet-12560	93	10	to	to	PART
cet-12560	93	11	evaluate	evaluate	VERB
cet-12560	93	12	the	the	DET
cet-12560	93	13	performance	performance	NOUN
cet-12560	93	14	of	of	ADP
cet-12560	93	15	the	the	DET
cet-12560	93	16	developed	develop	VERB
cet-12560	93	17	model	model	NOUN
cet-12560	93	18	in	in	ADP
cet-12560	93	19	this	this	DET
cet-12560	93	20	study	study	NOUN
cet-12560	93	21	;	;	PUNCT
cet-12560	93	22	this	this	DET
cet-12560	93	23	algorithm	algorithm	NOUN
cet-12560	93	24	showed	show	VERB
cet-12560	93	25	some	some	PRON
cet-12560	93	26	of	of	ADP
cet-12560	93	27	the	the	DET
cet-12560	93	28	best	good	ADJ
cet-12560	93	29	results	result	NOUN
cet-12560	93	30	in	in	ADP
cet-12560	93	31	the	the	DET
cet-12560	93	32	work	work	NOUN
cet-12560	93	33	of	of	ADP
cet-12560	93	34	beisekenov	beisekenov	PROPN
cet-12560	93	35	et	et	PROPN
cet-12560	93	36	al	al	PROPN
cet-12560	93	37	.	.	PROPN
cet-12560	94	1	(	(	PUNCT
cet-12560	94	2	2021b	2021b	NUM
cet-12560	94	3	)	)	PUNCT
cet-12560	94	4	.	.	PUNCT
cet-12560	95	1	the	the	DET
cet-12560	95	2	coefficient	coefficient	NOUN
cet-12560	95	3	algorithm	algorithm	NOUN
cet-12560	95	4	(	(	PUNCT
cet-12560	95	5	r2	r2	PROPN
cet-12560	95	6	)	)	PUNCT
cet-12560	95	7	reflects	reflect	VERB
cet-12560	95	8	the	the	DET
cet-12560	95	9	degree	degree	NOUN
cet-12560	95	10	of	of	ADP
cet-12560	95	11	a	a	DET
cet-12560	95	12	linear	linear	ADJ
cet-12560	95	13	relationship	relationship	NOUN
cet-12560	95	14	between	between	ADP
cet-12560	95	15	the	the	DET
cet-12560	95	16	observed	observe	VERB
cet-12560	95	17	and	and	CCONJ
cet-12560	95	18	predicted	predict	VERB
cet-12560	95	19	yields	yield	NOUN
cet-12560	95	20	of	of	ADP
cet-12560	95	21	spring	spring	NOUN
cet-12560	95	22	wheat	wheat	NOUN
cet-12560	95	23	(	(	PUNCT
cet-12560	95	24	3	3	NUM
cet-12560	95	25	equation	equation	NOUN
cet-12560	95	26	)	)	PUNCT
cet-12560	95	27	.	.	PUNCT
cet-12560	96	1	𝑅	𝑅	PROPN
cet-12560	96	2	&	&	CCONJ
cet-12560	96	3	=	=	SYM
cet-12560	96	4	(	(	PUNCT
cet-12560	96	5	∑	∑	PROPN
cet-12560	96	6	(	(	PUNCT
cet-12560	96	7	𝑂$	𝑂$	PROPN
cet-12560	96	8	−𝑂7	−𝑂7	PROPN
cet-12560	96	9	)	)	PUNCT
cet-12560	96	10	(	(	PUNCT
cet-12560	96	11	𝐹$	𝐹$	NUM
cet-12560	96	12	−	−	NOUN
cet-12560	96	13	𝐹7)%	𝐹7)%	INTJ
cet-12560	96	14	$	$	SYM
cet-12560	96	15	'	'	PUNCT
cet-12560	96	16	(	(	PUNCT
cet-12560	96	17	)	)	PUNCT
cet-12560	96	18	&	&	CCONJ
cet-12560	96	19	∑	∑	PROPN
cet-12560	96	20	(	(	PUNCT
cet-12560	96	21	𝑂$	𝑂$	PROPN
cet-12560	96	22	−𝑂7)&%	−𝑂7)&%	NUM
cet-12560	96	23	$	$	SYM
cet-12560	96	24	'	'	NUM
cet-12560	96	25	(	(	PUNCT
cet-12560	96	26	∑	∑	PUNCT
cet-12560	96	27	(	(	PUNCT
cet-12560	96	28	𝐹$	𝐹$	NUM
cet-12560	96	29	−	−	PROPN
cet-12560	96	30	𝐹7)&%	𝐹7)&%	PROPN
cet-12560	96	31	$	$	SYM
cet-12560	96	32	'	'	NUM
cet-12560	96	33	(	(	PUNCT
cet-12560	96	34	(	(	PUNCT
cet-12560	96	35	3	3	X
cet-12560	96	36	)	)	PUNCT
cet-12560	96	37	an	an	DET
cet-12560	96	38	overview	overview	NOUN
cet-12560	96	39	of	of	ADP
cet-12560	96	40	the	the	DET
cet-12560	96	41	method	method	NOUN
cet-12560	96	42	of	of	ADP
cet-12560	96	43	yield	yield	NOUN
cet-12560	96	44	forecasting	forecasting	NOUN
cet-12560	96	45	from	from	ADP
cet-12560	96	46	multispectral	multispectral	ADJ
cet-12560	96	47	images	image	NOUN
cet-12560	96	48	using	use	VERB
cet-12560	96	49	convolutional	convolutional	ADJ
cet-12560	96	50	neural	neural	ADJ
cet-12560	96	51	networks	network	NOUN
cet-12560	96	52	is	be	AUX
cet-12560	96	53	presented	present	VERB
cet-12560	96	54	as	as	ADP
cet-12560	96	55	a	a	DET
cet-12560	96	56	flowchart	flowchart	NOUN
cet-12560	96	57	in	in	ADP
cet-12560	96	58	figure	figure	NOUN
cet-12560	96	59	6	6	NUM
cet-12560	96	60	.	.	PUNCT
cet-12560	96	61	figure	figure	VERB
cet-12560	96	62	6	6	NUM
cet-12560	96	63	:	:	PUNCT
cet-12560	96	64	method	method	NOUN
cet-12560	96	65	of	of	ADP
cet-12560	96	66	yield	yield	NOUN
cet-12560	96	67	forecasting	forecasting	NOUN
cet-12560	96	68	from	from	ADP
cet-12560	96	69	multispectral	multispectral	ADJ
cet-12560	96	70	satellite	satellite	NOUN
cet-12560	96	71	images	image	NOUN
cet-12560	96	72	using	use	VERB
cet-12560	96	73	a	a	DET
cet-12560	96	74	multivariate	multivariate	NOUN
cet-12560	96	75	linear	linear	NOUN
cet-12560	96	76	regression	regression	NOUN
cet-12560	96	77	method	method	NOUN
cet-12560	96	78	as	as	ADP
cet-12560	96	79	a	a	DET
cet-12560	96	80	result	result	NOUN
cet-12560	96	81	of	of	ADP
cet-12560	96	82	applying	apply	VERB
cet-12560	96	83	the	the	DET
cet-12560	96	84	developed	develop	VERB
cet-12560	96	85	mathematical	mathematical	ADJ
cet-12560	96	86	model	model	NOUN
cet-12560	96	87	for	for	ADP
cet-12560	96	88	predicting	predict	VERB
cet-12560	96	89	the	the	DET
cet-12560	96	90	yield	yield	NOUN
cet-12560	96	91	of	of	ADP
cet-12560	96	92	grain	grain	NOUN
cet-12560	96	93	crops	crop	NOUN
cet-12560	96	94	,	,	PUNCT
cet-12560	96	95	the	the	DET
cet-12560	96	96	value	value	NOUN
cet-12560	96	97	of	of	ADP
cet-12560	96	98	the	the	DET
cet-12560	96	99	average	average	ADJ
cet-12560	96	100	absolute	absolute	ADJ
cet-12560	96	101	error	error	NOUN
cet-12560	96	102	was	be	AUX
cet-12560	96	103	0.59	0.59	NUM
cet-12560	96	104	8.9	8.9	NUM
cet-12560	96	105	%	%	NOUN
cet-12560	96	106	/y	/y	PUNCT
cet-12560	96	107	.	.	PUNCT
cet-12560	97	1	in	in	ADP
cet-12560	97	2	the	the	DET
cet-12560	97	3	simulated	simulated	ADJ
cet-12560	97	4	period	period	NOUN
cet-12560	97	5	.	.	PUNCT
cet-12560	98	1	the	the	DET
cet-12560	98	2	developed	develop	VERB
cet-12560	98	3	algorithm	algorithm	NOUN
cet-12560	98	4	for	for	ADP
cet-12560	98	5	determining	determine	VERB
cet-12560	98	6	the	the	DET
cet-12560	98	7	yield	yield	NOUN
cet-12560	98	8	showed	show	VERB
cet-12560	98	9	fairly	fairly	ADV
cet-12560	98	10	good	good	ADJ
cet-12560	98	11	accuracy	accuracy	NOUN
cet-12560	98	12	on	on	ADP
cet-12560	98	13	a	a	DET
cet-12560	98	14	grain	grain	NOUN
cet-12560	98	15	crop	crop	NOUN
cet-12560	98	16	spring	spring	NOUN
cet-12560	98	17	wheat	wheat	NOUN
cet-12560	98	18	.	.	PUNCT
cet-12560	99	1	the	the	DET
cet-12560	99	2	result	result	NOUN
cet-12560	99	3	was	be	AUX
cet-12560	99	4	evaluated	evaluate	VERB
cet-12560	99	5	using	use	VERB
cet-12560	99	6	a	a	DET
cet-12560	99	7	matrix	matrix	NOUN
cet-12560	99	8	assessment	assessment	NOUN
cet-12560	99	9	based	base	VERB
cet-12560	99	10	on	on	ADP
cet-12560	99	11	the	the	DET
cet-12560	99	12	algorithm	algorithm	NOUN
cet-12560	99	13	of	of	ADP
cet-12560	99	14	the	the	DET
cet-12560	99	15	coefficient	coefficient	NOUN
cet-12560	99	16	of	of	ADP
cet-12560	99	17	determination	determination	NOUN
cet-12560	99	18	r2	r2	NOUN
cet-12560	99	19	method	method	NOUN
cet-12560	99	20	.	.	PUNCT
cet-12560	100	1	23	23	NUM
cet-12560	100	2	4	4	NUM
cet-12560	100	3	.	.	PUNCT
cet-12560	100	4	conclusion	conclusion	NOUN
cet-12560	100	5	based	base	VERB
cet-12560	100	6	on	on	ADP
cet-12560	100	7	the	the	DET
cet-12560	100	8	results	result	NOUN
cet-12560	100	9	of	of	ADP
cet-12560	100	10	computational	computational	ADJ
cet-12560	100	11	experiments	experiment	NOUN
cet-12560	100	12	,	,	PUNCT
cet-12560	100	13	the	the	DET
cet-12560	100	14	possibility	possibility	NOUN
cet-12560	100	15	of	of	ADP
cet-12560	100	16	predicting	predict	VERB
cet-12560	100	17	the	the	DET
cet-12560	100	18	yield	yield	NOUN
cet-12560	100	19	from	from	ADP
cet-12560	100	20	multispectral	multispectral	ADJ
cet-12560	100	21	satellite	satellite	NOUN
cet-12560	100	22	images	image	NOUN
cet-12560	100	23	using	use	VERB
cet-12560	100	24	real	real	ADJ
cet-12560	100	25	statistical	statistical	ADJ
cet-12560	100	26	data	datum	NOUN
cet-12560	100	27	on	on	ADP
cet-12560	100	28	the	the	DET
cet-12560	100	29	yield	yield	NOUN
cet-12560	100	30	of	of	ADP
cet-12560	100	31	spring	spring	NOUN
cet-12560	100	32	wheat	wheat	NOUN
cet-12560	100	33	in	in	ADP
cet-12560	100	34	east	east	PROPN
cet-12560	100	35	kazakhstan	kazakhstan	PROPN
cet-12560	100	36	has	have	AUX
cet-12560	100	37	been	be	AUX
cet-12560	100	38	demonstrated	demonstrate	VERB
cet-12560	100	39	.	.	PUNCT
cet-12560	101	1	an	an	DET
cet-12560	101	2	analysis	analysis	NOUN
cet-12560	101	3	of	of	ADP
cet-12560	101	4	the	the	DET
cet-12560	101	5	accuracy	accuracy	NOUN
cet-12560	101	6	of	of	ADP
cet-12560	101	7	yield	yield	NOUN
cet-12560	101	8	forecasting	forecasting	NOUN
cet-12560	101	9	was	be	AUX
cet-12560	101	10	carried	carry	VERB
cet-12560	101	11	out	out	ADP
cet-12560	101	12	,	,	PUNCT
cet-12560	101	13	which	which	PRON
cet-12560	101	14	showed	show	VERB
cet-12560	101	15	fairly	fairly	ADV
cet-12560	101	16	good	good	ADJ
cet-12560	101	17	estimates	estimate	NOUN
cet-12560	101	18	using	use	VERB
cet-12560	101	19	remote	remote	ADJ
cet-12560	101	20	sensing	sense	VERB
cet-12560	101	21	data	datum	NOUN
cet-12560	101	22	.	.	PUNCT
cet-12560	102	1	in	in	ADP
cet-12560	102	2	further	further	ADJ
cet-12560	102	3	studies	study	NOUN
cet-12560	102	4	,	,	PUNCT
cet-12560	102	5	it	it	PRON
cet-12560	102	6	is	be	AUX
cet-12560	102	7	planned	plan	VERB
cet-12560	102	8	to	to	PART
cet-12560	102	9	modify	modify	VERB
cet-12560	102	10	the	the	DET
cet-12560	102	11	constructed	construct	VERB
cet-12560	102	12	models	model	NOUN
cet-12560	102	13	to	to	PART
cet-12560	102	14	improve	improve	VERB
cet-12560	102	15	the	the	DET
cet-12560	102	16	accuracy	accuracy	NOUN
cet-12560	102	17	and	and	CCONJ
cet-12560	102	18	generalization	generalization	NOUN
cet-12560	102	19	in	in	ADP
cet-12560	102	20	predicting	predict	VERB
cet-12560	102	21	yields	yield	NOUN
cet-12560	102	22	within	within	ADP
cet-12560	102	23	the	the	DET
cet-12560	102	24	framework	framework	NOUN
cet-12560	102	25	of	of	ADP
cet-12560	102	26	the	the	DET
cet-12560	102	27	formulated	formulated	ADJ
cet-12560	102	28	research	research	NOUN
cet-12560	102	29	areas	area	NOUN
cet-12560	102	30	.	.	PUNCT
cet-12560	103	1	compared	compare	VERB
cet-12560	103	2	with	with	ADP
cet-12560	103	3	the	the	DET
cet-12560	103	4	data	datum	NOUN
cet-12560	103	5	obtained	obtain	VERB
cet-12560	103	6	by	by	ADP
cet-12560	103	7	taking	take	VERB
cet-12560	103	8	soil	soil	NOUN
cet-12560	103	9	samples	sample	NOUN
cet-12560	103	10	and	and	CCONJ
cet-12560	103	11	using	use	VERB
cet-12560	103	12	the	the	DET
cet-12560	103	13	analysis	analysis	NOUN
cet-12560	103	14	of	of	ADP
cet-12560	103	15	remote	remote	ADJ
cet-12560	103	16	sensing	sense	VERB
cet-12560	103	17	data	datum	NOUN
cet-12560	103	18	,	,	PUNCT
cet-12560	103	19	the	the	DET
cet-12560	103	20	total	total	ADJ
cet-12560	103	21	value	value	NOUN
cet-12560	103	22	of	of	ADP
cet-12560	103	23	the	the	DET
cet-12560	103	24	average	average	ADJ
cet-12560	103	25	error	error	NOUN
cet-12560	103	26	of	of	ADP
cet-12560	103	27	the	the	DET
cet-12560	103	28	obtained	obtain	VERB
cet-12560	103	29	data	datum	NOUN
cet-12560	103	30	on	on	ADP
cet-12560	103	31	the	the	DET
cet-12560	103	32	content	content	NOUN
cet-12560	103	33	of	of	ADP
cet-12560	103	34	exchangeable	exchangeable	ADJ
cet-12560	103	35	potassium	potassium	NOUN
cet-12560	103	36	,	,	PUNCT
cet-12560	103	37	mobile	mobile	ADJ
cet-12560	103	38	phosphorus	phosphorus	NOUN
cet-12560	103	39	and	and	CCONJ
cet-12560	103	40	total	total	ADJ
cet-12560	103	41	nitrogen	nitrogen	NOUN
cet-12560	103	42	in	in	ADP
cet-12560	103	43	the	the	DET
cet-12560	103	44	soil	soil	NOUN
cet-12560	103	45	was	be	AUX
cet-12560	103	46	about	about	ADV
cet-12560	103	47	24	24	NUM
cet-12560	103	48	-	-	SYM
cet-12560	103	49	36	36	NUM
cet-12560	103	50	%	%	NOUN
cet-12560	103	51	.	.	PUNCT
cet-12560	104	1	the	the	DET
cet-12560	104	2	resulting	result	VERB
cet-12560	104	3	indicator	indicator	NOUN
cet-12560	104	4	of	of	ADP
cet-12560	104	5	deviation	deviation	NOUN
cet-12560	104	6	compared	compare	VERB
cet-12560	104	7	to	to	ADP
cet-12560	104	8	the	the	DET
cet-12560	104	9	actual	actual	ADJ
cet-12560	104	10	indicators	indicator	NOUN
cet-12560	104	11	is	be	AUX
cet-12560	104	12	within	within	ADP
cet-12560	104	13	acceptable	acceptable	ADJ
cet-12560	104	14	values	value	NOUN
cet-12560	104	15	,	,	PUNCT
cet-12560	104	16	which	which	PRON
cet-12560	104	17	indicates	indicate	VERB
cet-12560	104	18	the	the	DET
cet-12560	104	19	feasibility	feasibility	NOUN
cet-12560	104	20	of	of	ADP
cet-12560	104	21	using	use	VERB
cet-12560	104	22	this	this	DET
cet-12560	104	23	method	method	NOUN
cet-12560	104	24	.	.	PUNCT
cet-12560	105	1	as	as	ADP
cet-12560	105	2	a	a	DET
cet-12560	105	3	result	result	NOUN
cet-12560	105	4	of	of	ADP
cet-12560	105	5	the	the	DET
cet-12560	105	6	study	study	NOUN
cet-12560	105	7	,	,	PUNCT
cet-12560	105	8	the	the	DET
cet-12560	105	9	developed	develop	VERB
cet-12560	105	10	mathematical	mathematical	ADJ
cet-12560	105	11	model	model	NOUN
cet-12560	105	12	for	for	ADP
cet-12560	105	13	predicting	predict	VERB
cet-12560	105	14	grain	grain	NOUN
cet-12560	105	15	crop	crop	NOUN
cet-12560	105	16	yield	yield	NOUN
cet-12560	105	17	showed	show	VERB
cet-12560	105	18	the	the	DET
cet-12560	105	19	value	value	NOUN
cet-12560	105	20	of	of	ADP
cet-12560	105	21	the	the	DET
cet-12560	105	22	average	average	ADJ
cet-12560	105	23	absolute	absolute	ADJ
cet-12560	105	24	error	error	NOUN
cet-12560	105	25	of	of	ADP
cet-12560	105	26	0.59	0.59	NUM
cet-12560	105	27	8.9	8.9	NUM
cet-12560	105	28	%	%	NOUN
cet-12560	105	29	/y	/y	PUNCT
cet-12560	105	30	.	.	PUNCT
cet-12560	106	1	in	in	ADP
cet-12560	106	2	the	the	DET
cet-12560	106	3	simulated	simulated	ADJ
cet-12560	106	4	period	period	NOUN
cet-12560	106	5	by	by	ADP
cet-12560	106	6	using	use	VERB
cet-12560	106	7	the	the	DET
cet-12560	106	8	calculation	calculation	NOUN
cet-12560	106	9	of	of	ADP
cet-12560	106	10	machine	machine	NOUN
cet-12560	106	11	learning	learn	VERB
cet-12560	106	12	algorithm	algorithm	NOUN
cet-12560	106	13	:	:	PUNCT
cet-12560	106	14	the	the	DET
cet-12560	106	15	coefficient	coefficient	NOUN
cet-12560	106	16	of	of	ADP
cet-12560	106	17	determination	determination	NOUN
cet-12560	106	18	r2	r2	NOUN
cet-12560	106	19	.	.	PUNCT
cet-12560	107	1	the	the	DET
cet-12560	107	2	results	result	NOUN
cet-12560	107	3	of	of	ADP
cet-12560	107	4	the	the	DET
cet-12560	107	5	study	study	NOUN
cet-12560	107	6	showed	show	VERB
cet-12560	107	7	that	that	SCONJ
cet-12560	107	8	the	the	DET
cet-12560	107	9	use	use	NOUN
cet-12560	107	10	of	of	ADP
cet-12560	107	11	remote	remote	ADJ
cet-12560	107	12	sensing	sense	VERB
cet-12560	107	13	methods	method	NOUN
cet-12560	107	14	makes	make	VERB
cet-12560	107	15	it	it	PRON
cet-12560	107	16	possible	possible	ADJ
cet-12560	107	17	to	to	PART
cet-12560	107	18	carry	carry	VERB
cet-12560	107	19	out	out	ADP
cet-12560	107	20	a	a	DET
cet-12560	107	21	qualitative	qualitative	ADJ
cet-12560	107	22	analysis	analysis	NOUN
cet-12560	107	23	of	of	ADP
cet-12560	107	24	the	the	DET
cet-12560	107	25	ecological	ecological	ADJ
cet-12560	107	26	state	state	NOUN
cet-12560	107	27	and	and	CCONJ
cet-12560	107	28	assessment	assessment	NOUN
cet-12560	107	29	of	of	ADP
cet-12560	107	30	agricultural	agricultural	ADJ
cet-12560	107	31	lands	land	NOUN
cet-12560	107	32	.	.	PUNCT
cet-12560	108	1	the	the	DET
cet-12560	108	2	developed	develop	VERB
cet-12560	108	3	method	method	NOUN
cet-12560	108	4	allows	allow	VERB
cet-12560	108	5	farmers	farmer	NOUN
cet-12560	108	6	to	to	PART
cet-12560	108	7	save	save	VERB
cet-12560	108	8	money	money	NOUN
cet-12560	108	9	by	by	ADP
cet-12560	108	10	more	more	ADV
cet-12560	108	11	accurately	accurately	ADV
cet-12560	108	12	determining	determine	VERB
cet-12560	108	13	the	the	DET
cet-12560	108	14	composition	composition	NOUN
cet-12560	108	15	and	and	CCONJ
cet-12560	108	16	the	the	DET
cet-12560	108	17	amount	amount	NOUN
cet-12560	108	18	of	of	ADP
cet-12560	108	19	fertilisers	fertiliser	NOUN
cet-12560	108	20	in	in	ADP
cet-12560	108	21	the	the	DET
cet-12560	108	22	soil	soil	NOUN
cet-12560	108	23	.	.	PUNCT
cet-12560	109	1	future	future	ADJ
cet-12560	109	2	work	work	NOUN
cet-12560	109	3	should	should	AUX
cet-12560	109	4	focus	focus	VERB
cet-12560	109	5	on	on	ADP
cet-12560	109	6	developing	develop	VERB
cet-12560	109	7	a	a	DET
cet-12560	109	8	method	method	NOUN
cet-12560	109	9	for	for	ADP
cet-12560	109	10	targeting	target	VERB
cet-12560	109	11	and	and	CCONJ
cet-12560	109	12	assessing	assess	VERB
cet-12560	109	13	the	the	DET
cet-12560	109	14	savings	saving	NOUN
cet-12560	109	15	,	,	PUNCT
cet-12560	109	16	as	as	ADV
cet-12560	109	17	well	well	ADV
cet-12560	109	18	as	as	ADP
cet-12560	109	19	a	a	DET
cet-12560	109	20	mechanism	mechanism	NOUN
cet-12560	109	21	for	for	ADP
cet-12560	109	22	updating	update	VERB
cet-12560	109	23	and	and	CCONJ
cet-12560	109	24	improving	improve	VERB
cet-12560	109	25	the	the	DET
cet-12560	109	26	model	model	NOUN
cet-12560	109	27	with	with	ADP
cet-12560	109	28	new	new	ADJ
cet-12560	109	29	data	datum	NOUN
cet-12560	109	30	.	.	PUNCT
cet-12560	110	1	the	the	DET
cet-12560	110	2	results	result	NOUN
cet-12560	110	3	are	be	AUX
cet-12560	110	4	especially	especially	ADV
cet-12560	110	5	useful	useful	ADJ
cet-12560	110	6	for	for	ADP
cet-12560	110	7	countries	country	NOUN
cet-12560	110	8	with	with	ADP
cet-12560	110	9	large	large	ADJ
cet-12560	110	10	areas	area	NOUN
cet-12560	110	11	of	of	ADP
cet-12560	110	12	cultivated	cultivate	VERB
cet-12560	110	13	land	land	NOUN
cet-12560	110	14	where	where	SCONJ
cet-12560	110	15	access	access	NOUN
cet-12560	110	16	to	to	ADP
cet-12560	110	17	soil	soil	NOUN
cet-12560	110	18	samples	sample	NOUN
cet-12560	110	19	is	be	AUX
cet-12560	110	20	difficult	difficult	ADJ
cet-12560	110	21	.	.	PUNCT
cet-12560	111	1	acknowledgements	acknowledgement	NOUN
cet-12560	111	2	this	this	DET
cet-12560	111	3	research	research	NOUN
cet-12560	111	4	has	have	AUX
cet-12560	111	5	been	be	AUX
cet-12560	111	6	supported	support	VERB
cet-12560	111	7	by	by	ADP
cet-12560	111	8	the	the	DET
cet-12560	111	9	project	project	NOUN
cet-12560	111	10	br10865102	br10865102	NOUN
cet-12560	111	11	"	"	PUNCT
cet-12560	111	12	development	development	NOUN
cet-12560	111	13	of	of	ADP
cet-12560	111	14	technologies	technology	NOUN
cet-12560	111	15	for	for	ADP
cet-12560	111	16	remote	remote	ADJ
cet-12560	111	17	sensing	sensing	NOUN
cet-12560	111	18	of	of	ADP
cet-12560	111	19	the	the	DET
cet-12560	111	20	earth	earth	NOUN
cet-12560	111	21	(	(	PUNCT
cet-12560	111	22	rse	rse	NOUN
cet-12560	111	23	)	)	PUNCT
cet-12560	111	24	to	to	PART
cet-12560	111	25	improve	improve	VERB
cet-12560	111	26	agricultural	agricultural	ADJ
cet-12560	111	27	management	management	NOUN
cet-12560	111	28	"	"	PUNCT
cet-12560	111	29	,	,	PUNCT
cet-12560	111	30	funded	fund	VERB
cet-12560	111	31	by	by	ADP
cet-12560	111	32	the	the	DET
cet-12560	111	33	ministry	ministry	PROPN
cet-12560	111	34	of	of	ADP
cet-12560	111	35	agriculture	agriculture	PROPN
cet-12560	111	36	of	of	ADP
cet-12560	111	37	the	the	DET
cet-12560	111	38	republic	republic	NOUN
cet-12560	111	39	of	of	ADP
cet-12560	111	40	kazakhstan	kazakhstan	PROPN
cet-12560	111	41	references	reference	NOUN
cet-12560	111	42	beisekenov	beisekenov	PROPN
cet-12560	111	43	n.a	n.a	PROPN
cet-12560	111	44	.	.	PROPN
cet-12560	111	45	,	,	PUNCT
cet-12560	111	46	sadenova	sadenova	PROPN
cet-12560	111	47	m.a	m.a	PROPN
cet-12560	111	48	.	.	PROPN
cet-12560	111	49	,	,	PUNCT
cet-12560	111	50	kulenova	kulenova	PROPN
cet-12560	111	51	n.	n.	PROPN
cet-12560	111	52	a.	a.	PROPN
cet-12560	111	53	,	,	PUNCT
cet-12560	111	54	mukhtarkanovna	mukhtarkanovna	VERB
cet-12560	111	55	m.a	m.a	PROPN
cet-12560	111	56	.	.	PROPN
cet-12560	111	57	,	,	PUNCT
cet-12560	111	58	2021a	2021a	NUM
cet-12560	111	59	.	.	PUNCT
cet-12560	112	1	development	development	NOUN
cet-12560	112	2	of	of	ADP
cet-12560	112	3	a	a	DET
cet-12560	112	4	preliminary	preliminary	ADJ
cet-12560	112	5	version	version	NOUN
cet-12560	112	6	of	of	ADP
cet-12560	112	7	a	a	DET
cet-12560	112	8	model	model	NOUN
cet-12560	112	9	for	for	ADP
cet-12560	112	10	machine	machine	NOUN
cet-12560	112	11	learning	learning	NOUN
cet-12560	112	12	in	in	ADP
cet-12560	112	13	predicting	predict	VERB
cet-12560	112	14	yield	yield	NOUN
cet-12560	112	15	on	on	ADP
cet-12560	112	16	the	the	DET
cet-12560	112	17	example	example	NOUN
cet-12560	112	18	of	of	ADP
cet-12560	112	19	wheat	wheat	NOUN
cet-12560	112	20	in	in	ADP
cet-12560	112	21	the	the	DET
cet-12560	112	22	conditions	condition	NOUN
cet-12560	112	23	of	of	ADP
cet-12560	112	24	east	east	PROPN
cet-12560	112	25	kazakhstan	kazakhstan	PROPN
cet-12560	112	26	.	.	PUNCT
cet-12560	113	1	2021	2021	NUM
cet-12560	113	2	16th	16th	ADJ
cet-12560	113	3	international	international	ADJ
cet-12560	113	4	conference	conference	NOUN
cet-12560	113	5	on	on	ADP
cet-12560	113	6	electronics	electronic	NOUN
cet-12560	113	7	computer	computer	NOUN
cet-12560	113	8	and	and	CCONJ
cet-12560	113	9	computation	computation	NOUN
cet-12560	113	10	(	(	PUNCT
cet-12560	113	11	icecco	icecco	PROPN
cet-12560	113	12	)	)	PUNCT
cet-12560	113	13	,	,	PUNCT
cet-12560	113	14	16	16	NUM
cet-12560	113	15	,	,	PUNCT
cet-12560	113	16	doi	doi	NOUN
cet-12560	113	17	:	:	PUNCT
cet-12560	113	18	10.1109	10.1109	NUM
cet-12560	113	19	/	/	SYM
cet-12560	113	20	icecco53203.2021.9663758	icecco53203.2021.9663758	NOUN
cet-12560	113	21	.	.	PUNCT
cet-12560	114	1	beisekenov	beisekenov	PROPN
cet-12560	114	2	n.a	n.a	PROPN
cet-12560	114	3	.	.	PROPN
cet-12560	114	4	,	,	PUNCT
cet-12560	114	5	sadenova	sadenova	PROPN
cet-12560	115	1	m.a	m.a	PROPN
cet-12560	115	2	.	.	PROPN
cet-12560	115	3	,	,	PUNCT
cet-12560	115	4	varbanov	varbanov	PROPN
cet-12560	115	5	p.s	p.s	INTJ
cet-12560	115	6	.	.	PROPN
cet-12560	115	7	,	,	PUNCT
cet-12560	115	8	2021b	2021b	NUM
cet-12560	115	9	.	.	PUNCT
cet-12560	116	1	mathematical	mathematical	ADJ
cet-12560	116	2	optimization	optimization	NOUN
cet-12560	116	3	as	as	ADP
cet-12560	116	4	a	a	DET
cet-12560	116	5	tool	tool	NOUN
cet-12560	116	6	for	for	ADP
cet-12560	116	7	the	the	DET
cet-12560	116	8	development	development	NOUN
cet-12560	116	9	of	of	ADP
cet-12560	116	10	"	"	PUNCT
cet-12560	116	11	smart	smart	ADJ
cet-12560	116	12	"	"	PUNCT
cet-12560	116	13	agriculture	agriculture	NOUN
cet-12560	116	14	in	in	ADP
cet-12560	116	15	kazakhstan	kazakhstan	PROPN
cet-12560	116	16	,	,	PUNCT
cet-12560	116	17	chemical	chemical	NOUN
cet-12560	116	18	engineering	engineering	NOUN
cet-12560	116	19	transactions	transaction	NOUN
cet-12560	116	20	,	,	PUNCT
cet-12560	116	21	88	88	NUM
cet-12560	116	22	,	,	PUNCT
cet-12560	116	23	1219	1219	NUM
cet-12560	116	24	-	-	SYM
cet-12560	116	25	1224	1224	NUM
cet-12560	116	26	.	.	PUNCT
cet-12560	117	1	bouras	boura	NOUN
cet-12560	117	2	eh	eh	INTJ
cet-12560	117	3	.	.	PROPN
cet-12560	117	4	,	,	PUNCT
cet-12560	117	5	jarlan	jarlan	PROPN
cet-12560	117	6	l.	l.	PROPN
cet-12560	117	7	,	,	PUNCT
cet-12560	117	8	er	er	INTJ
cet-12560	117	9	-	-	PUNCT
cet-12560	117	10	raki	raki	NOUN
cet-12560	117	11	s.	s.	PROPN
cet-12560	117	12	,	,	PUNCT
cet-12560	117	13	balaghi	balaghi	PROPN
cet-12560	117	14	r.	r.	PROPN
cet-12560	117	15	,	,	PUNCT
cet-12560	117	16	amazirh	amazirh	PROPN
cet-12560	117	17	a.	a.	PROPN
cet-12560	117	18	,	,	PUNCT
cet-12560	117	19	richard	richard	PROPN
cet-12560	117	20	b.	b.	PROPN
cet-12560	117	21	,	,	PUNCT
cet-12560	117	22	khabba	khabba	PROPN
cet-12560	117	23	s.	s.	PROPN
cet-12560	117	24	,	,	PUNCT
cet-12560	117	25	2021	2021	NUM
cet-12560	117	26	.	.	PUNCT
cet-12560	118	1	cereal	cereal	NOUN
cet-12560	118	2	yield	yield	NOUN
cet-12560	118	3	forecasting	forecasting	NOUN
cet-12560	118	4	with	with	ADP
cet-12560	118	5	satellite	satellite	NOUN
cet-12560	118	6	drought	drought	NOUN
cet-12560	118	7	-	-	PUNCT
cet-12560	118	8	based	base	VERB
cet-12560	118	9	indices	index	NOUN
cet-12560	118	10	,	,	PUNCT
cet-12560	118	11	weather	weather	NOUN
cet-12560	118	12	data	datum	NOUN
cet-12560	118	13	and	and	CCONJ
cet-12560	118	14	regional	regional	ADJ
cet-12560	118	15	climate	climate	NOUN
cet-12560	118	16	indices	index	NOUN
cet-12560	118	17	using	use	VERB
cet-12560	118	18	machine	machine	NOUN
cet-12560	118	19	learning	learning	NOUN
cet-12560	118	20	in	in	ADP
cet-12560	118	21	morocco	morocco	PROPN
cet-12560	118	22	.	.	PUNCT
cet-12560	119	1	remote	remote	ADJ
cet-12560	119	2	sensing	sensing	NOUN
cet-12560	119	3	.	.	PUNCT
cet-12560	120	1	13(16)3101	13(16)3101	NUM
cet-12560	120	2	,	,	PUNCT
cet-12560	120	3	doi	doi	NOUN
cet-12560	120	4	:	:	PUNCT
cet-12560	120	5	10.3390	10.3390	NUM
cet-12560	120	6	/	/	SYM
cet-12560	120	7	rs13163101	rs13163101	NOUN
cet-12560	120	8	.	.	PUNCT
cet-12560	121	1	gost	gost	PROPN
cet-12560	121	2	26205	26205	NUM
cet-12560	121	3	-	-	SYM
cet-12560	121	4	91	91	NUM
cet-12560	121	5	,	,	PUNCT
cet-12560	121	6	2020	2020	NUM
cet-12560	121	7	.	.	PUNCT
cet-12560	122	1	determination	determination	NOUN
cet-12560	122	2	of	of	ADP
cet-12560	122	3	mobile	mobile	ADJ
cet-12560	122	4	phosphorus	phosphorus	NOUN
cet-12560	122	5	and	and	CCONJ
cet-12560	122	6	potassium	potassium	NOUN
cet-12560	122	7	in	in	ADP
cet-12560	122	8	carbonate	carbonate	NOUN
cet-12560	122	9	soils	soil	NOUN
cet-12560	122	10	by	by	ADP
cet-12560	122	11	the	the	DET
cet-12560	122	12	machigin	machigin	NOUN
cet-12560	122	13	method	method	NOUN
cet-12560	122	14	in	in	ADP
cet-12560	122	15	the	the	DET
cet-12560	122	16	modification	modification	NOUN
cet-12560	122	17	of	of	ADP
cet-12560	122	18	tsinao	tsinao	NOUN
cet-12560	122	19	:	:	PUNCT
cet-12560	122	20	gost	gost	PROPN
cet-12560	122	21	26205	26205	NUM
cet-12560	122	22	-	-	SYM
cet-12560	122	23	91	91	NUM
cet-12560	122	24	,	,	PUNCT
cet-12560	122	25	moscow	moscow	PROPN
cet-12560	122	26	,	,	PUNCT
cet-12560	122	27	2020	2020	NUM
cet-12560	122	28	(	(	PUNCT
cet-12560	122	29	in	in	ADP
cet-12560	122	30	russian	russian	NOUN
cet-12560	122	31	)	)	PUNCT
cet-12560	122	32	.	.	PUNCT
cet-12560	123	1	khaki	khaki	PROPN
cet-12560	123	2	s.	s.	PROPN
cet-12560	123	3	,	,	PUNCT
cet-12560	123	4	wang	wang	PROPN
cet-12560	123	5	l.	l.	PROPN
cet-12560	123	6	,	,	PUNCT
cet-12560	123	7	archontouli	archontouli	PROPN
cet-12560	123	8	s.v	s.v	PROPN
cet-12560	123	9	.	.	PROPN
cet-12560	123	10	,	,	PUNCT
cet-12560	123	11	2020	2020	NUM
cet-12560	123	12	.	.	PUNCT
cet-12560	124	1	a	a	DET
cet-12560	124	2	cnn	cnn	PROPN
cet-12560	124	3	-	-	PUNCT
cet-12560	124	4	rnn	rnn	NOUN
cet-12560	124	5	framework	framework	NOUN
cet-12560	124	6	for	for	ADP
cet-12560	124	7	crop	crop	NOUN
cet-12560	124	8	yield	yield	NOUN
cet-12560	124	9	prediction	prediction	NOUN
cet-12560	124	10	.	.	PUNCT
cet-12560	125	1	frontiers	frontier	NOUN
cet-12560	125	2	in	in	ADP
cet-12560	125	3	plant	plant	NOUN
cet-12560	125	4	science	science	NOUN
cet-12560	125	5	,	,	PUNCT
cet-12560	125	6	10	10	NUM
cet-12560	125	7	,	,	PUNCT
cet-12560	125	8	1750	1750	NUM
cet-12560	125	9	.	.	PUNCT
cet-12560	126	1	rembold	rembold	ADJ
cet-12560	126	2	f	f	PROPN
cet-12560	126	3	,	,	PUNCT
cet-12560	126	4	atzberger	atzberger	ADJ
cet-12560	126	5	c	c	NOUN
cet-12560	126	6	,	,	PUNCT
cet-12560	126	7	savin	savin	PROPN
cet-12560	126	8	i	i	PROPN
cet-12560	126	9	,	,	PUNCT
cet-12560	126	10	rojas	rojas	PROPN
cet-12560	126	11	o.	o.	PROPN
cet-12560	126	12	,	,	PUNCT
cet-12560	126	13	2013	2013	NUM
cet-12560	126	14	.	.	PUNCT
cet-12560	127	1	using	use	VERB
cet-12560	127	2	low	low	ADJ
cet-12560	127	3	resolution	resolution	NOUN
cet-12560	127	4	satellite	satellite	NOUN
cet-12560	127	5	imagery	imagery	NOUN
cet-12560	127	6	for	for	ADP
cet-12560	127	7	yield	yield	NOUN
cet-12560	127	8	prediction	prediction	NOUN
cet-12560	127	9	and	and	CCONJ
cet-12560	127	10	yield	yield	VERB
cet-12560	127	11	anomaly	anomaly	NOUN
cet-12560	127	12	detection	detection	NOUN
cet-12560	127	13	.	.	PUNCT
cet-12560	128	1	remote	remote	ADJ
cet-12560	128	2	sensing	sensing	NOUN
cet-12560	128	3	,	,	PUNCT
cet-12560	128	4	5(4	5(4	NUM
cet-12560	128	5	)	)	PUNCT
cet-12560	128	6	,	,	PUNCT
cet-12560	128	7	1704	1704	NUM
cet-12560	128	8	-	-	SYM
cet-12560	128	9	1733	1733	NUM
cet-12560	128	10	,	,	PUNCT
cet-12560	128	11	doi	doi	NOUN
cet-12560	128	12	:	:	PUNCT
cet-12560	128	13	10.3390	10.3390	NUM
cet-12560	128	14	/	/	SYM
cet-12560	128	15	rs5041704	rs5041704	ADJ
cet-12560	128	16	.	.	PUNCT
cet-12560	129	1	van	van	PROPN
cet-12560	129	2	klompenburg	klompenburg	PROPN
cet-12560	129	3	t.	t.	PROPN
cet-12560	129	4	,	,	PUNCT
cet-12560	129	5	kassahun	kassahun	PROPN
cet-12560	129	6	a.	a.	PROPN
cet-12560	129	7	,	,	PUNCT
cet-12560	129	8	catal	catal	PROPN
cet-12560	129	9	c.	c.	PROPN
cet-12560	129	10	,	,	PUNCT
cet-12560	129	11	2020	2020	NUM
cet-12560	129	12	.	.	PUNCT
cet-12560	130	1	crop	crop	NOUN
cet-12560	130	2	yield	yield	NOUN
cet-12560	130	3	prediction	prediction	NOUN
cet-12560	130	4	using	use	VERB
cet-12560	130	5	machine	machine	NOUN
cet-12560	130	6	learning	learning	NOUN
cet-12560	130	7	.	.	PUNCT
cet-12560	131	1	a	a	DET
cet-12560	131	2	systematic	systematic	ADJ
cet-12560	131	3	literature	literature	NOUN
cet-12560	131	4	review	review	NOUN
cet-12560	131	5	.	.	PUNCT
cet-12560	132	1	computers	computer	NOUN
cet-12560	132	2	and	and	CCONJ
cet-12560	132	3	electronics	electronic	NOUN
cet-12560	132	4	in	in	ADP
cet-12560	132	5	agriculture	agriculture	NOUN
cet-12560	132	6	.	.	PUNCT
cet-12560	133	1	177.105709	177.105709	NUM
cet-12560	133	2	.	.	PROPN
cet-12560	133	3	24	24	NUM