id	sid	tid	token	lemma	pos
ajfsoa-308	1	1	in	in	ADP
ajfsoa-308	1	2	ternationa	ternationa	NOUN
ajfsoa-308	1	3	l	l	NOUN
ajfsoa-308	1	4	scholars	scholar	NOUN
ajfsoa-308	1	5	journa	journa	VERB
ajfsoa-308	1	6	ls	ls	ADJ
ajfsoa-308	1	7	african	african	ADJ
ajfsoa-308	1	8	journal	journal	NOUN
ajfsoa-308	1	9	of	of	ADP
ajfsoa-308	1	10	food	food	NOUN
ajfsoa-308	1	11	science	science	NOUN
ajfsoa-308	1	12	research	research	NOUN
ajfsoa-308	1	13	issn	issn	PROPN
ajfsoa-308	1	14	2375	2375	NUM
ajfsoa-308	1	15	-	-	SYM
ajfsoa-308	1	16	0723	0723	NUM
ajfsoa-308	1	17	vol	vol	NOUN
ajfsoa-308	1	18	.	.	NOUN
ajfsoa-308	1	19	7	7	NUM
ajfsoa-308	1	20	(	(	PUNCT
ajfsoa-308	1	21	4	4	NUM
ajfsoa-308	1	22	)	)	PUNCT
ajfsoa-308	1	23	,	,	PUNCT
ajfsoa-308	1	24	pp	pp	PROPN
ajfsoa-308	1	25	.	.	PUNCT
ajfsoa-308	2	1	001	001	NUM
ajfsoa-308	2	2	-	-	PUNCT
ajfsoa-308	2	3	010	010	NUM
ajfsoa-308	2	4	,	,	PUNCT
ajfsoa-308	2	5	april	april	PROPN
ajfsoa-308	2	6	,	,	PUNCT
ajfsoa-308	2	7	2019	2019	NUM
ajfsoa-308	2	8	.	.	PUNCT
ajfsoa-308	3	1	available	available	ADJ
ajfsoa-308	3	2	online	online	ADV
ajfsoa-308	3	3	at	at	ADP
ajfsoa-308	3	4	www.internationalscholarsjournals.org	www.internationalscholarsjournals.org	PROPN
ajfsoa-308	3	5	©	©	PROPN
ajfsoa-308	3	6	international	international	ADJ
ajfsoa-308	3	7	scholars	scholar	NOUN
ajfsoa-308	3	8	journals	journal	NOUN
ajfsoa-308	3	9	author(s	author(s	PROPN
ajfsoa-308	3	10	)	)	PUNCT
ajfsoa-308	3	11	retain	retain	VERB
ajfsoa-308	3	12	the	the	DET
ajfsoa-308	3	13	copyright	copyright	NOUN
ajfsoa-308	3	14	of	of	ADP
ajfsoa-308	3	15	this	this	DET
ajfsoa-308	3	16	article	article	NOUN
ajfsoa-308	3	17	.	.	PUNCT
ajfsoa-308	4	1	full	full	ADJ
ajfsoa-308	4	2	length	length	NOUN
ajfsoa-308	4	3	research	research	NOUN
ajfsoa-308	4	4	paper	paper	NOUN
ajfsoa-308	4	5	attitudes	attitude	NOUN
ajfsoa-308	4	6	towards	towards	ADP
ajfsoa-308	4	7	risk	risk	NOUN
ajfsoa-308	4	8	among	among	ADP
ajfsoa-308	4	9	maize	maize	NOUN
ajfsoa-308	4	10	farmers	farmer	NOUN
ajfsoa-308	4	11	in	in	ADP
ajfsoa-308	4	12	the	the	DET
ajfsoa-308	4	13	dry	dry	ADJ
ajfsoa-308	4	14	savanna	savanna	NOUN
ajfsoa-308	4	15	zone	zone	NOUN
ajfsoa-308	4	16	of	of	ADP
ajfsoa-308	4	17	nigeria	nigeria	PROPN
ajfsoa-308	4	18	:	:	PUNCT
ajfsoa-308	4	19	some	some	DET
ajfsoa-308	4	20	prospective	prospective	ADJ
ajfsoa-308	4	21	policies	policy	NOUN
ajfsoa-308	4	22	for	for	ADP
ajfsoa-308	4	23	improving	improve	VERB
ajfsoa-308	4	24	food	food	NOUN
ajfsoa-308	4	25	production	production	NOUN
ajfsoa-308	4	26	l.	l.	PROPN
ajfsoa-308	4	27	o.	o.	PROPN
ajfsoa-308	4	28	olarinde1	olarinde1	PROPN
ajfsoa-308	4	29	*	*	PROPN
ajfsoa-308	4	30	,	,	PUNCT
ajfsoa-308	4	31	v.	v.	ADP
ajfsoa-308	4	32	m.	m.	NOUN
ajfsoa-308	4	33	manyong2	manyong2	PROPN
ajfsoa-308	4	34	and	and	CCONJ
ajfsoa-308	4	35	j.	j.	PROPN
ajfsoa-308	4	36	o.	o.	PROPN
ajfsoa-308	4	37	akintola3	akintola3	PROPN
ajfsoa-308	4	38	1	1	NUM
ajfsoa-308	4	39	ladoke	ladoke	ADJ
ajfsoa-308	4	40	akintola	akintola	PROPN
ajfsoa-308	4	41	university	university	PROPN
ajfsoa-308	4	42	of	of	ADP
ajfsoa-308	4	43	technology	technology	NOUN
ajfsoa-308	4	44	,	,	PUNCT
ajfsoa-308	4	45	p.	p.	PROPN
ajfsoa-308	4	46	m.	m.	PROPN
ajfsoa-308	4	47	b.	b.	PROPN
ajfsoa-308	5	1	4000	4000	NUM
ajfsoa-308	5	2	ogbomoso	ogbomoso	NOUN
ajfsoa-308	5	3	210001	210001	NUM
ajfsoa-308	5	4	,	,	PUNCT
ajfsoa-308	5	5	oyo	oyo	NOUN
ajfsoa-308	5	6	state	state	NOUN
ajfsoa-308	5	7	,	,	PUNCT
ajfsoa-308	5	8	nigeria	nigeria	PROPN
ajfsoa-308	5	9	.	.	PUNCT
ajfsoa-308	6	1	2	2	NUM
ajfsoa-308	6	2	(	(	PUNCT
ajfsoa-308	6	3	iita	iita	PROPN
ajfsoa-308	6	4	)	)	PUNCT
ajfsoa-308	6	5	–	–	PUNCT
ajfsoa-308	6	6	tanzania	tanzania	PROPN
ajfsoa-308	6	7	,	,	PUNCT
ajfsoa-308	6	8	c	c	PROPN
ajfsoa-308	6	9	/	/	SYM
ajfsoa-308	6	10	o	o	NOUN
ajfsoa-308	6	11	mikocheni	mikocheni	PROPN
ajfsoa-308	6	12	agricultural	agricultural	PROPN
ajfsoa-308	6	13	research	research	PROPN
ajfsoa-308	6	14	institute	institute	PROPN
ajfsoa-308	6	15	,	,	PUNCT
ajfsoa-308	6	16	mwenge	mwenge	VERB
ajfsoa-308	6	17	road	road	NOUN
ajfsoa-308	6	18	,	,	PUNCT
ajfsoa-308	6	19	mikocheni	mikocheni	PROPN
ajfsoa-308	6	20	b	b	PROPN
ajfsoa-308	6	21	,	,	PUNCT
ajfsoa-308	6	22	p.	p.	PROPN
ajfsoa-308	6	23	o.	o.	PROPN
ajfsoa-308	6	24	box	box	PROPN
ajfsoa-308	6	25	6226	6226	NUM
ajfsoa-308	6	26	,	,	PUNCT
ajfsoa-308	6	27	dar	dar	NOUN
ajfsoa-308	6	28	-	-	PUNCT
ajfsoa-308	6	29	es	es	VERB
ajfsoa-308	6	30	salam	salam	PROPN
ajfsoa-308	6	31	,	,	PUNCT
ajfsoa-308	6	32	tanzania	tanzania	PROPN
ajfsoa-308	6	33	.	.	PUNCT
ajfsoa-308	7	1	3	3	NUM
ajfsoa-308	7	2	department	department	NOUN
ajfsoa-308	7	3	.	.	PUNCT
ajfsoa-308	7	4	of	of	ADP
ajfsoa-308	7	5	agricultural	agricultural	ADJ
ajfsoa-308	7	6	economics	economic	NOUN
ajfsoa-308	7	7	,	,	PUNCT
ajfsoa-308	7	8	university	university	NOUN
ajfsoa-308	7	9	of	of	ADP
ajfsoa-308	7	10	ibadan	ibadan	PROPN
ajfsoa-308	7	11	,	,	PUNCT
ajfsoa-308	7	12	nigeria	nigeria	PROPN
ajfsoa-308	7	13	.	.	PUNCT
ajfsoa-308	7	14	accepted	accept	VERB
ajfsoa-308	7	15	08	08	NUM
ajfsoa-308	7	16	january	january	PROPN
ajfsoa-308	7	17	,	,	PUNCT
ajfsoa-308	7	18	2019	2019	NUM
ajfsoa-308	7	19	this	this	DET
ajfsoa-308	7	20	paper	paper	NOUN
ajfsoa-308	7	21	applies	apply	VERB
ajfsoa-308	7	22	econometric	econometric	VERB
ajfsoa-308	7	23	analyses	analysis	NOUN
ajfsoa-308	7	24	to	to	PART
ajfsoa-308	7	25	quantitatively	quantitatively	ADV
ajfsoa-308	7	26	determine	determine	VERB
ajfsoa-308	7	27	the	the	DET
ajfsoa-308	7	28	individual	individual	ADJ
ajfsoa-308	7	29	risk	risk	NOUN
ajfsoa-308	7	30	attitudes	attitude	NOUN
ajfsoa-308	7	31	of	of	ADP
ajfsoa-308	7	32	sampled	sample	VERB
ajfsoa-308	7	33	maize	maize	NOUN
ajfsoa-308	7	34	farmers	farmer	NOUN
ajfsoa-308	7	35	in	in	ADP
ajfsoa-308	7	36	the	the	DET
ajfsoa-308	7	37	dry	dry	ADJ
ajfsoa-308	7	38	savanna	savanna	NOUN
ajfsoa-308	7	39	zone	zone	NOUN
ajfsoa-308	7	40	of	of	ADP
ajfsoa-308	7	41	nigeria	nigeria	PROPN
ajfsoa-308	7	42	.	.	PUNCT
ajfsoa-308	8	1	the	the	DET
ajfsoa-308	8	2	extent	extent	NOUN
ajfsoa-308	8	3	of	of	ADP
ajfsoa-308	8	4	the	the	DET
ajfsoa-308	8	5	risk	risk	NOUN
ajfsoa-308	8	6	attitudes	attitude	NOUN
ajfsoa-308	8	7	are	be	AUX
ajfsoa-308	8	8	then	then	ADV
ajfsoa-308	8	9	made	make	VERB
ajfsoa-308	8	10	the	the	DET
ajfsoa-308	8	11	basis	basis	NOUN
ajfsoa-308	8	12	for	for	ADP
ajfsoa-308	8	13	categorizing	categorize	VERB
ajfsoa-308	8	14	the	the	DET
ajfsoa-308	8	15	farmers	farmer	NOUN
ajfsoa-308	8	16	into	into	ADP
ajfsoa-308	8	17	three	three	NUM
ajfsoa-308	8	18	groups	group	NOUN
ajfsoa-308	8	19	of	of	ADP
ajfsoa-308	8	20	low	low	ADJ
ajfsoa-308	8	21	,	,	PUNCT
ajfsoa-308	8	22	intermediate	intermediate	ADJ
ajfsoa-308	8	23	and	and	CCONJ
ajfsoa-308	8	24	high	high	ADJ
ajfsoa-308	8	25	risk	risk	NOUN
ajfsoa-308	8	26	averse	averse	ADJ
ajfsoa-308	8	27	maize	maize	NOUN
ajfsoa-308	8	28	farmers	farmer	NOUN
ajfsoa-308	8	29	.	.	PUNCT
ajfsoa-308	9	1	this	this	DET
ajfsoa-308	9	2	categorization	categorization	NOUN
ajfsoa-308	9	3	now	now	ADV
ajfsoa-308	9	4	forms	form	VERB
ajfsoa-308	9	5	a	a	DET
ajfsoa-308	9	6	necessary	necessary	ADJ
ajfsoa-308	9	7	condition	condition	NOUN
ajfsoa-308	9	8	for	for	ADP
ajfsoa-308	9	9	improving	improve	VERB
ajfsoa-308	9	10	the	the	DET
ajfsoa-308	9	11	typology	typology	NOUN
ajfsoa-308	9	12	of	of	ADP
ajfsoa-308	9	13	the	the	DET
ajfsoa-308	9	14	farmers	farmer	NOUN
ajfsoa-308	9	15	,	,	PUNCT
ajfsoa-308	9	16	which	which	PRON
ajfsoa-308	9	17	is	be	AUX
ajfsoa-308	9	18	hypothesized	hypothesize	VERB
ajfsoa-308	9	19	to	to	PART
ajfsoa-308	9	20	be	be	AUX
ajfsoa-308	9	21	influenced	influence	VERB
ajfsoa-308	9	22	by	by	ADP
ajfsoa-308	9	23	socioeconomic	socioeconomic	ADJ
ajfsoa-308	9	24	,	,	PUNCT
ajfsoa-308	9	25	demographic	demographic	ADJ
ajfsoa-308	9	26	and	and	CCONJ
ajfsoa-308	9	27	other	other	ADJ
ajfsoa-308	9	28	extrinsic	extrinsic	ADJ
ajfsoa-308	9	29	“	"	PUNCT
ajfsoa-308	9	30	risk	risk	NOUN
ajfsoa-308	9	31	factor	factor	NOUN
ajfsoa-308	9	32	”	"	PUNCT
ajfsoa-308	9	33	.	.	PUNCT
ajfsoa-308	10	1	the	the	DET
ajfsoa-308	10	2	typology	typology	NOUN
ajfsoa-308	10	3	is	be	AUX
ajfsoa-308	10	4	essentially	essentially	ADV
ajfsoa-308	10	5	made	make	VERB
ajfsoa-308	10	6	possible	possible	ADJ
ajfsoa-308	10	7	by	by	ADP
ajfsoa-308	10	8	discriminant	discriminant	ADJ
ajfsoa-308	10	9	analyses	analysis	NOUN
ajfsoa-308	10	10	,	,	PUNCT
ajfsoa-308	10	11	which	which	PRON
ajfsoa-308	10	12	re	re	VERB
ajfsoa-308	10	13	-	-	VERB
ajfsoa-308	10	14	categorized	categorize	VERB
ajfsoa-308	10	15	the	the	DET
ajfsoa-308	10	16	farmers	farmer	NOUN
ajfsoa-308	10	17	into	into	ADP
ajfsoa-308	10	18	their	their	PRON
ajfsoa-308	10	19	appropriate	appropriate	ADJ
ajfsoa-308	10	20	risk	risk	NOUN
ajfsoa-308	10	21	groups	group	NOUN
ajfsoa-308	10	22	.	.	PUNCT
ajfsoa-308	11	1	a	a	DET
ajfsoa-308	11	2	four	four	NUM
ajfsoa-308	11	3	-	-	PUNCT
ajfsoa-308	11	4	stage	stage	NOUN
ajfsoa-308	11	5	sampling	sampling	NOUN
ajfsoa-308	11	6	technique	technique	NOUN
ajfsoa-308	11	7	leading	lead	VERB
ajfsoa-308	11	8	to	to	ADP
ajfsoa-308	11	9	the	the	DET
ajfsoa-308	11	10	selection	selection	NOUN
ajfsoa-308	11	11	of	of	ADP
ajfsoa-308	11	12	a	a	DET
ajfsoa-308	11	13	final	final	ADJ
ajfsoa-308	11	14	sample	sample	NOUN
ajfsoa-308	11	15	of	of	ADP
ajfsoa-308	11	16	about	about	ADV
ajfsoa-308	11	17	350	350	NUM
ajfsoa-308	11	18	maize	maize	NOUN
ajfsoa-308	11	19	farmers	farmer	NOUN
ajfsoa-308	11	20	was	be	AUX
ajfsoa-308	11	21	adopted	adopt	VERB
ajfsoa-308	11	22	.	.	PUNCT
ajfsoa-308	12	1	results	result	NOUN
ajfsoa-308	12	2	show	show	VERB
ajfsoa-308	12	3	that	that	SCONJ
ajfsoa-308	12	4	,	,	PUNCT
ajfsoa-308	12	5	about	about	ADV
ajfsoa-308	12	6	8	8	NUM
ajfsoa-308	12	7	,	,	PUNCT
ajfsoa-308	12	8	42	42	NUM
ajfsoa-308	12	9	%	%	NOUN
ajfsoa-308	12	10	and	and	CCONJ
ajfsoa-308	12	11	50	50	NUM
ajfsoa-308	12	12	%	%	NOUN
ajfsoa-308	12	13	of	of	ADP
ajfsoa-308	12	14	the	the	DET
ajfsoa-308	12	15	farmers	farmer	NOUN
ajfsoa-308	12	16	are	be	AUX
ajfsoa-308	12	17	respectively	respectively	ADV
ajfsoa-308	12	18	lowly	lowly	ADJ
ajfsoa-308	12	19	,	,	PUNCT
ajfsoa-308	12	20	intermediately	intermediately	ADV
ajfsoa-308	12	21	and	and	CCONJ
ajfsoa-308	12	22	highly	highly	ADV
ajfsoa-308	12	23	averse	averse	ADJ
ajfsoa-308	12	24	to	to	PART
ajfsoa-308	12	25	maize	maize	VERB
ajfsoa-308	12	26	risk	risk	NOUN
ajfsoa-308	12	27	.	.	PUNCT
ajfsoa-308	13	1	about	about	ADV
ajfsoa-308	13	2	72	72	NUM
ajfsoa-308	13	3	%	%	NOUN
ajfsoa-308	13	4	of	of	ADP
ajfsoa-308	13	5	the	the	DET
ajfsoa-308	13	6	hypothesized	hypothesized	ADJ
ajfsoa-308	13	7	variables	variable	NOUN
ajfsoa-308	13	8	were	be	AUX
ajfsoa-308	13	9	found	find	VERB
ajfsoa-308	13	10	to	to	PART
ajfsoa-308	13	11	be	be	AUX
ajfsoa-308	13	12	responsible	responsible	ADJ
ajfsoa-308	13	13	for	for	ADP
ajfsoa-308	13	14	the	the	DET
ajfsoa-308	13	15	risk	risk	NOUN
ajfsoa-308	13	16	aversion	aversion	NOUN
ajfsoa-308	13	17	among	among	ADP
ajfsoa-308	13	18	the	the	DET
ajfsoa-308	13	19	sampled	sample	VERB
ajfsoa-308	13	20	farmers	farmer	NOUN
ajfsoa-308	13	21	.	.	PUNCT
ajfsoa-308	14	1	these	these	DET
ajfsoa-308	14	2	variables	variable	NOUN
ajfsoa-308	14	3	are	be	AUX
ajfsoa-308	14	4	the	the	DET
ajfsoa-308	14	5	basis	basis	NOUN
ajfsoa-308	14	6	of	of	ADP
ajfsoa-308	14	7	policy	policy	NOUN
ajfsoa-308	14	8	recommendation	recommendation	NOUN
ajfsoa-308	14	9	to	to	PART
ajfsoa-308	14	10	address	address	VERB
ajfsoa-308	14	11	issues	issue	NOUN
ajfsoa-308	14	12	generated	generate	VERB
ajfsoa-308	14	13	by	by	ADP
ajfsoa-308	14	14	four	four	NUM
ajfsoa-308	14	15	types	type	NOUN
ajfsoa-308	14	16	of	of	ADP
ajfsoa-308	14	17	risks	risk	NOUN
ajfsoa-308	14	18	identified	identify	VERB
ajfsoa-308	14	19	in	in	ADP
ajfsoa-308	14	20	maize	maize	NOUN
ajfsoa-308	14	21	production	production	NOUN
ajfsoa-308	14	22	namely	namely	ADV
ajfsoa-308	14	23	natural	natural	ADJ
ajfsoa-308	14	24	,	,	PUNCT
ajfsoa-308	14	25	social	social	ADJ
ajfsoa-308	14	26	,	,	PUNCT
ajfsoa-308	14	27	economic	economic	ADJ
ajfsoa-308	14	28	and	and	CCONJ
ajfsoa-308	14	29	technical	technical	ADJ
ajfsoa-308	14	30	risks	risk	NOUN
ajfsoa-308	14	31	.	.	PUNCT
ajfsoa-308	15	1	these	these	PRON
ajfsoa-308	15	2	are	be	AUX
ajfsoa-308	15	3	important	important	ADJ
ajfsoa-308	15	4	for	for	ADP
ajfsoa-308	15	5	harnessing	harness	VERB
ajfsoa-308	15	6	crop	crop	NOUN
ajfsoa-308	15	7	technology	technology	NOUN
ajfsoa-308	15	8	and	and	CCONJ
ajfsoa-308	15	9	to	to	PART
ajfsoa-308	15	10	alleviate	alleviate	VERB
ajfsoa-308	15	11	hunger	hunger	NOUN
ajfsoa-308	15	12	and	and	CCONJ
ajfsoa-308	15	13	poverty	poverty	NOUN
ajfsoa-308	15	14	in	in	ADP
ajfsoa-308	15	15	africa	africa	PROPN
ajfsoa-308	15	16	.	.	PUNCT
ajfsoa-308	16	1	key	key	ADJ
ajfsoa-308	16	2	words	word	NOUN
ajfsoa-308	16	3	:	:	PUNCT
ajfsoa-308	16	4	risk	risk	NOUN
ajfsoa-308	16	5	attitudes	attitude	NOUN
ajfsoa-308	16	6	and	and	CCONJ
ajfsoa-308	16	7	factors	factor	NOUN
ajfsoa-308	16	8	,	,	PUNCT
ajfsoa-308	16	9	dry	dry	ADJ
ajfsoa-308	16	10	savanna	savanna	NOUN
ajfsoa-308	16	11	,	,	PUNCT
ajfsoa-308	16	12	nigeria	nigeria	PRON
ajfsoa-308	16	13	,	,	PUNCT
ajfsoa-308	16	14	econometric	econometric	ADJ
ajfsoa-308	16	15	and	and	CCONJ
ajfsoa-308	16	16	discriminant	discriminant	ADJ
ajfsoa-308	16	17	analyses	analysis	NOUN
ajfsoa-308	16	18	and	and	CCONJ
ajfsoa-308	16	19	crop	crop	NOUN
ajfsoa-308	16	20	technology	technology	NOUN
ajfsoa-308	16	21	.	.	PUNCT
ajfsoa-308	17	1	introduction	introduction	NOUN
ajfsoa-308	17	2	the	the	DET
ajfsoa-308	17	3	importance	importance	NOUN
ajfsoa-308	17	4	of	of	ADP
ajfsoa-308	17	5	maize	maize	NOUN
ajfsoa-308	17	6	in	in	ADP
ajfsoa-308	17	7	nigeria	nigeria	PROPN
ajfsoa-308	17	8	can	can	AUX
ajfsoa-308	17	9	not	not	PART
ajfsoa-308	17	10	be	be	AUX
ajfsoa-308	17	11	overemphasized	overemphasize	VERB
ajfsoa-308	17	12	,	,	PUNCT
ajfsoa-308	17	13	with	with	ADP
ajfsoa-308	17	14	the	the	DET
ajfsoa-308	17	15	country	country	NOUN
ajfsoa-308	17	16	producing	produce	VERB
ajfsoa-308	17	17	43	43	NUM
ajfsoa-308	17	18	%	%	NOUN
ajfsoa-308	17	19	of	of	ADP
ajfsoa-308	17	20	maize	maize	NOUN
ajfsoa-308	17	21	grown	grow	VERB
ajfsoa-308	17	22	in	in	ADP
ajfsoa-308	17	23	west	west	PROPN
ajfsoa-308	17	24	africa	africa	PROPN
ajfsoa-308	17	25	.	.	PUNCT
ajfsoa-308	18	1	it	it	PRON
ajfsoa-308	18	2	is	be	AUX
ajfsoa-308	18	3	especially	especially	ADV
ajfsoa-308	18	4	important	important	ADJ
ajfsoa-308	18	5	in	in	ADP
ajfsoa-308	18	6	the	the	DET
ajfsoa-308	18	7	northern	northern	ADJ
ajfsoa-308	18	8	guinea	guinea	NOUN
ajfsoa-308	18	9	savanna	savanna	NOUN
ajfsoa-308	18	10	(	(	PUNCT
ajfsoa-308	18	11	ngs	ng	NOUN
ajfsoa-308	18	12	)	)	PUNCT
ajfsoa-308	18	13	where	where	SCONJ
ajfsoa-308	18	14	it	it	PRON
ajfsoa-308	18	15	is	be	AUX
ajfsoa-308	18	16	one	one	NUM
ajfsoa-308	18	17	of	of	ADP
ajfsoa-308	18	18	the	the	DET
ajfsoa-308	18	19	two	two	NUM
ajfsoa-308	18	20	major	major	ADJ
ajfsoa-308	18	21	crops	crop	NOUN
ajfsoa-308	18	22	in	in	ADP
ajfsoa-308	18	23	about	about	ADV
ajfsoa-308	18	24	40	40	NUM
ajfsoa-308	18	25	%	%	NOUN
ajfsoa-308	18	26	of	of	ADP
ajfsoa-308	18	27	the	the	DET
ajfsoa-308	18	28	area	area	NOUN
ajfsoa-308	18	29	under	under	ADP
ajfsoa-308	18	30	agricul	agricul	NOUN
ajfsoa-308	18	31	-	-	PUNCT
ajfsoa-308	18	32	tural	tural	ADJ
ajfsoa-308	18	33	production	production	NOUN
ajfsoa-308	18	34	(	(	PUNCT
ajfsoa-308	18	35	smith	smith	PROPN
ajfsoa-308	18	36	et	et	PROPN
ajfsoa-308	18	37	al	al	PROPN
ajfsoa-308	18	38	.	.	PROPN
ajfsoa-308	18	39	,	,	PUNCT
ajfsoa-308	18	40	1997	1997	NUM
ajfsoa-308	18	41	)	)	PUNCT
ajfsoa-308	18	42	.	.	PUNCT
ajfsoa-308	19	1	maize	maize	NOUN
ajfsoa-308	19	2	production	production	NOUN
ajfsoa-308	19	3	has	have	AUX
ajfsoa-308	19	4	increased	increase	VERB
ajfsoa-308	19	5	in	in	ADP
ajfsoa-308	19	6	nigeria	nigeria	PROPN
ajfsoa-308	19	7	.	.	PUNCT
ajfsoa-308	20	1	for	for	ADP
ajfsoa-308	20	2	example	example	NOUN
ajfsoa-308	20	3	,	,	PUNCT
ajfsoa-308	20	4	a	a	DET
ajfsoa-308	20	5	seven	seven	NUM
ajfsoa-308	20	6	-	-	ADJ
ajfsoa-308	20	7	fold	fold	ADJ
ajfsoa-308	20	8	increase	increase	NOUN
ajfsoa-308	20	9	in	in	ADP
ajfsoa-308	20	10	production	production	NOUN
ajfsoa-308	20	11	occurred	occur	VERB
ajfsoa-308	20	12	between	between	ADP
ajfsoa-308	20	13	1984	1984	NUM
ajfsoa-308	20	14	and	and	CCONJ
ajfsoa-308	20	15	1994	1994	NUM
ajfsoa-308	20	16	(	(	PUNCT
ajfsoa-308	20	17	table	table	NOUN
ajfsoa-308	20	18	1	1	NUM
ajfsoa-308	20	19	)	)	PUNCT
ajfsoa-308	20	20	.	.	PUNCT
ajfsoa-308	21	1	this	this	DET
ajfsoa-308	21	2	rapid	rapid	ADJ
ajfsoa-308	21	3	growth	growth	NOUN
ajfsoa-308	21	4	,	,	PUNCT
ajfsoa-308	21	5	in	in	ADP
ajfsoa-308	21	6	maize	maize	NOUN
ajfsoa-308	21	7	production	production	NOUN
ajfsoa-308	21	8	occurred	occur	VERB
ajfsoa-308	21	9	mainly	mainly	ADV
ajfsoa-308	21	10	through	through	ADP
ajfsoa-308	21	11	expansion	expansion	NOUN
ajfsoa-308	21	12	of	of	ADP
ajfsoa-308	21	13	areas	area	NOUN
ajfsoa-308	21	14	under	under	ADP
ajfsoa-308	21	15	cultivation	cultivation	NOUN
ajfsoa-308	21	16	(	(	PUNCT
ajfsoa-308	21	17	ajala	ajala	NOUN
ajfsoa-308	21	18	et	et	PROPN
ajfsoa-308	21	19	al	al	PROPN
ajfsoa-308	21	20	.	.	PROPN
ajfsoa-308	21	21	,	,	PUNCT
ajfsoa-308	21	22	1999	1999	NUM
ajfsoa-308	21	23	)	)	PUNCT
ajfsoa-308	21	24	.	.	PUNCT
ajfsoa-308	22	1	the	the	DET
ajfsoa-308	22	2	introduction	introduction	NOUN
ajfsoa-308	22	3	of	of	ADP
ajfsoa-308	22	4	better	well	ADV
ajfsoa-308	22	5	performing	perform	VERB
ajfsoa-308	22	6	improved	improved	ADJ
ajfsoa-308	22	7	varieties	variety	NOUN
ajfsoa-308	22	8	,	,	PUNCT
ajfsoa-308	22	9	availability	availability	NOUN
ajfsoa-308	22	10	of	of	ADP
ajfsoa-308	22	11	fertili	fertili	ADJ
ajfsoa-308	22	12	*	*	PUNCT
ajfsoa-308	22	13	corresponding	correspond	VERB
ajfsoa-308	22	14	author	author	NOUN
ajfsoa-308	22	15	:	:	PUNCT
ajfsoa-308	22	16	email:solarinde8@hotmail.com	email:solarinde8@hotmail.com	X
ajfsoa-308	22	17	,	,	PUNCT
ajfsoa-308	22	18	lolarinde@yahoo.com	lolarinde@yahoo.com	PROPN
ajfsoa-308	22	19	.	.	PUNCT
ajfsoa-308	23	1	tel	tel	ADP
ajfsoa-308	23	2	:	:	PUNCT
ajfsoa-308	23	3	+234	+234	ADJ
ajfsoa-308	23	4	-	-	PUNCT
ajfsoa-308	23	5	0803	0803	NUM
ajfsoa-308	23	6	-	-	SYM
ajfsoa-308	23	7	3786774	3786774	NUM
ajfsoa-308	23	8	zer	zer	NOUN
ajfsoa-308	23	9	at	at	ADP
ajfsoa-308	23	10	highly	highly	ADV
ajfsoa-308	23	11	subsidized	subsidized	ADJ
ajfsoa-308	23	12	prices	price	NOUN
ajfsoa-308	23	13	,	,	PUNCT
ajfsoa-308	23	14	improved	improve	VERB
ajfsoa-308	23	15	extension	extension	NOUN
ajfsoa-308	23	16	services	service	NOUN
ajfsoa-308	23	17	,	,	PUNCT
ajfsoa-308	23	18	and	and	CCONJ
ajfsoa-308	23	19	better	well	ADJ
ajfsoa-308	23	20	infrastructures	infrastructure	NOUN
ajfsoa-308	23	21	such	such	ADJ
ajfsoa-308	23	22	as	as	ADP
ajfsoa-308	23	23	provision	provision	NOUN
ajfsoa-308	23	24	of	of	ADP
ajfsoa-308	23	25	good	good	ADJ
ajfsoa-308	23	26	roads	road	NOUN
ajfsoa-308	23	27	,	,	PUNCT
ajfsoa-308	23	28	further	far	ADV
ajfsoa-308	23	29	triggered	trigger	VERB
ajfsoa-308	23	30	a	a	DET
ajfsoa-308	23	31	successful	successful	ADJ
ajfsoa-308	23	32	maize	maize	NOUN
ajfsoa-308	23	33	expan	expan	NOUN
ajfsoa-308	23	34	-	-	PUNCT
ajfsoa-308	23	35	sion	sion	PROPN
ajfsoa-308	23	36	especially	especially	ADV
ajfsoa-308	23	37	in	in	ADP
ajfsoa-308	23	38	the	the	DET
ajfsoa-308	23	39	ngs	ng	NOUN
ajfsoa-308	23	40	of	of	ADP
ajfsoa-308	23	41	nigeria	nigeria	PROPN
ajfsoa-308	23	42	(	(	PUNCT
ajfsoa-308	23	43	smith	smith	PROPN
ajfsoa-308	23	44	et	et	PROPN
ajfsoa-308	23	45	al	al	PROPN
ajfsoa-308	23	46	.	.	PROPN
ajfsoa-308	23	47	,	,	PUNCT
ajfsoa-308	23	48	1997	1997	NUM
ajfsoa-308	23	49	)	)	PUNCT
ajfsoa-308	23	50	.	.	PUNCT
ajfsoa-308	24	1	the	the	DET
ajfsoa-308	24	2	high	high	ADJ
ajfsoa-308	24	3	yielding	yield	VERB
ajfsoa-308	24	4	varieties	variety	NOUN
ajfsoa-308	24	5	that	that	PRON
ajfsoa-308	24	6	catalyzed	catalyze	VERB
ajfsoa-308	24	7	this	this	DET
ajfsoa-308	24	8	increased	increase	VERB
ajfsoa-308	24	9	production	production	NOUN
ajfsoa-308	24	10	were	be	AUX
ajfsoa-308	24	11	largely	largely	ADV
ajfsoa-308	24	12	derived	derive	VERB
ajfsoa-308	24	13	from	from	ADP
ajfsoa-308	24	14	nigeria	nigeria	PROPN
ajfsoa-308	24	15	composites	composite	VERB
ajfsoa-308	24	16	a	a	PRON
ajfsoa-308	24	17	and	and	CCONJ
ajfsoa-308	24	18	served	serve	VERB
ajfsoa-308	24	19	as	as	ADP
ajfsoa-308	24	20	the	the	DET
ajfsoa-308	24	21	vehicle	vehicle	NOUN
ajfsoa-308	24	22	that	that	PRON
ajfsoa-308	24	23	moved	move	VERB
ajfsoa-308	24	24	maize	maize	NOUN
ajfsoa-308	24	25	research	research	NOUN
ajfsoa-308	24	26	effort	effort	NOUN
ajfsoa-308	24	27	that	that	PRON
ajfsoa-308	24	28	began	begin	VERB
ajfsoa-308	24	29	in	in	ADP
ajfsoa-308	24	30	the	the	DET
ajfsoa-308	24	31	70s	70	NOUN
ajfsoa-308	24	32	and	and	CCONJ
ajfsoa-308	24	33	at	at	ADP
ajfsoa-308	24	34	the	the	DET
ajfsoa-308	24	35	international	international	PROPN
ajfsoa-308	24	36	institute	institute	PROPN
ajfsoa-308	24	37	of	of	ADP
ajfsoa-308	24	38	tropical	tropical	ADJ
ajfsoa-308	24	39	agriculture	agriculture	NOUN
ajfsoa-308	24	40	(	(	PUNCT
ajfsoa-308	24	41	iita	iita	PROPN
ajfsoa-308	24	42	)	)	PUNCT
ajfsoa-308	24	43	in	in	ADP
ajfsoa-308	24	44	1979	1979	NUM
ajfsoa-308	24	45	.	.	PUNCT
ajfsoa-308	25	1	with	with	ADP
ajfsoa-308	25	2	a	a	DET
ajfsoa-308	25	3	financial	financial	ADJ
ajfsoa-308	25	4	support	support	NOUN
ajfsoa-308	25	5	from	from	ADP
ajfsoa-308	25	6	the	the	DET
ajfsoa-308	25	7	federal	federal	ADJ
ajfsoa-308	25	8	government	government	NOUN
ajfsoa-308	25	9	,	,	PUNCT
ajfsoa-308	25	10	iita	iita	PROPN
ajfsoa-308	25	11	released	release	VERB
ajfsoa-308	25	12	its	its	PRON
ajfsoa-308	25	13	first	first	ADJ
ajfsoa-308	25	14	set	set	NOUN
ajfsoa-308	25	15	of	of	ADP
ajfsoa-308	25	16	hybrids	hybrid	NOUN
ajfsoa-308	25	17	for	for	ADP
ajfsoa-308	25	18	testing	testing	NOUN
ajfsoa-308	25	19	in	in	ADP
ajfsoa-308	25	20	1984	1984	NUM
ajfsoa-308	25	21	.	.	PUNCT
ajfsoa-308	26	1	the	the	DET
ajfsoa-308	26	2	first	first	ADJ
ajfsoa-308	26	3	set	set	NOUN
ajfsoa-308	26	4	of	of	ADP
ajfsoa-308	26	5	hybrids	hybrid	NOUN
ajfsoa-308	26	6	gave	give	VERB
ajfsoa-308	26	7	between	between	ADP
ajfsoa-308	26	8	1.5	1.5	NUM
ajfsoa-308	26	9	and	and	CCONJ
ajfsoa-308	26	10	2	2	NUM
ajfsoa-308	26	11	tones	tone	NOUN
ajfsoa-308	26	12	per	per	ADP
ajfsoa-308	26	13	hectare	hectare	NOUN
ajfsoa-308	26	14	,	,	PUNCT
ajfsoa-308	26	15	more	more	ADJ
ajfsoa-308	26	16	grain	grain	NOUN
ajfsoa-308	26	17	yield	yield	NOUN
ajfsoa-308	26	18	than	than	ADP
ajfsoa-308	26	19	the	the	DET
ajfsoa-308	26	20	commonly	commonly	ADV
ajfsoa-308	26	21	grown	grow	VERB
ajfsoa-308	26	22	cultivars	cultivar	NOUN
ajfsoa-308	26	23	tzsr	tzsr	NOUN
ajfsoa-308	26	24	-	-	PUNCT
ajfsoa-308	26	25	w-1	w-1	NOUN
ajfsoa-308	26	26	and	and	CCONJ
ajfsoa-308	26	27	tzb	tzb	NOUN
ajfsoa-308	26	28	of	of	ADP
ajfsoa-308	26	29	that	that	DET
ajfsoa-308	26	30	time	time	NOUN
ajfsoa-308	26	31	(	(	PUNCT
ajfsoa-308	26	32	kim	kim	PROPN
ajfsoa-308	26	33	,	,	PUNCT
ajfsoa-308	26	34	1995	1995	NUM
ajfsoa-308	26	35	)	)	PUNCT
ajfsoa-308	26	36	.	.	PUNCT
ajfsoa-308	27	1	so	so	ADV
ajfsoa-308	27	2	far	far	ADV
ajfsoa-308	27	3	,	,	PUNCT
ajfsoa-308	27	4	the	the	DET
ajfsoa-308	27	5	above	above	ADJ
ajfsoa-308	27	6	assertion	assertion	NOUN
ajfsoa-308	27	7	about	about	ADP
ajfsoa-308	27	8	maize	maize	PROPN
ajfsoa-308	27	9	appears	appear	VERB
ajfsoa-308	27	10	to	to	PART
ajfsoa-308	27	11	be	be	AUX
ajfsoa-308	27	12	commendable	commendable	ADJ
ajfsoa-308	27	13	.	.	PUNCT
ajfsoa-308	28	1	as	as	ADP
ajfsoa-308	28	2	a	a	DET
ajfsoa-308	28	3	matter	matter	NOUN
ajfsoa-308	28	4	of	of	ADP
ajfsoa-308	28	5	fact	fact	NOUN
ajfsoa-308	28	6	,	,	PUNCT
ajfsoa-308	28	7	empirical	empirical	ADJ
ajfsoa-308	28	8	evidences	evidence	NOUN
ajfsoa-308	28	9	table	table	NOUN
ajfsoa-308	28	10	1	1	NUM
ajfsoa-308	28	11	.	.	PUNCT
ajfsoa-308	28	12	area	area	NOUN
ajfsoa-308	28	13	(	(	PUNCT
ajfsoa-308	28	14	„	„	PUNCT
ajfsoa-308	28	15	000	000	NUM
ajfsoa-308	28	16	ha	ha	NOUN
ajfsoa-308	28	17	)	)	PUNCT
ajfsoa-308	28	18	and	and	CCONJ
ajfsoa-308	28	19	production	production	NOUN
ajfsoa-308	28	20	(	(	PUNCT
ajfsoa-308	28	21	„	„	PUNCT
ajfsoa-308	28	22	000tons	000ton	NOUN
ajfsoa-308	28	23	)	)	PUNCT
ajfsoa-308	28	24	figures	figure	NOUN
ajfsoa-308	28	25	for	for	ADP
ajfsoa-308	28	26	maize	maize	NOUN
ajfsoa-308	28	27	in	in	ADP
ajfsoa-308	28	28	nigeria	nigeria	PROPN
ajfsoa-308	28	29	during	during	ADP
ajfsoa-308	28	30	the	the	DET
ajfsoa-308	28	31	1984	1984	NUM
ajfsoa-308	28	32	-	-	SYM
ajfsoa-308	28	33	2005	2005	NUM
ajfsoa-308	28	34	periods	period	NOUN
ajfsoa-308	28	35	.	.	PUNCT
ajfsoa-308	29	1	area	area	NOUN
ajfsoa-308	29	2	production	production	NOUN
ajfsoa-308	29	3	year	year	NOUN
ajfsoa-308	29	4	(	(	PUNCT
ajfsoa-308	29	5	„	„	PUNCT
ajfsoa-308	29	6	000	000	NUM
ajfsoa-308	29	7	ha	ha	NOUN
ajfsoa-308	29	8	)	)	PUNCT
ajfsoa-308	29	9	„	„	PUNCT
ajfsoa-308	29	10	000	000	NUM
ajfsoa-308	29	11	tons	ton	NOUN
ajfsoa-308	29	12	)	)	PUNCT
ajfsoa-308	29	13	1984	1984	NUM
ajfsoa-308	29	14	653	653	NUM
ajfsoa-308	29	15	1025	1025	NUM
ajfsoa-308	29	16	1985	1985	NUM
ajfsoa-308	29	17	758	758	NUM
ajfsoa-308	29	18	1190	1190	NUM
ajfsoa-308	29	19	1986	1986	NUM
ajfsoa-308	29	20	810	810	NUM
ajfsoa-308	29	21	1336	1336	NUM
ajfsoa-308	29	22	1987	1987	NUM
ajfsoa-308	29	23	3108	3108	NUM
ajfsoa-308	29	24	4612	4612	NUM
ajfsoa-308	29	25	1988	1988	NUM
ajfsoa-308	29	26	3212	3212	NUM
ajfsoa-308	29	27	3590	3590	NUM
ajfsoa-308	29	28	1989	1989	NUM
ajfsoa-308	29	29	3590	3590	NUM
ajfsoa-308	29	30	5008	5008	NUM
ajfsoa-308	29	31	1990	1990	NUM
ajfsoa-308	29	32	5101	5101	NUM
ajfsoa-308	29	33	5768	5768	NUM
ajfsoa-308	29	34	1991	1991	NUM
ajfsoa-308	29	35	5112	5112	NUM
ajfsoa-308	29	36	5812	5812	NUM
ajfsoa-308	29	37	1992	1992	NUM
ajfsoa-308	29	38	5223	5223	NUM
ajfsoa-308	29	39	5810	5810	NUM
ajfsoa-308	29	40	1993	1993	NUM
ajfsoa-308	29	41	5309	5309	NUM
ajfsoa-308	29	42	6290	6290	NUM
ajfsoa-308	29	43	1994	1994	NUM
ajfsoa-308	29	44	5426	5426	NUM
ajfsoa-308	29	45	6902	6902	NUM
ajfsoa-308	29	46	1995	1995	NUM
ajfsoa-308	29	47	5472	5472	NUM
ajfsoa-308	29	48	6931	6931	NUM
ajfsoa-308	29	49	1996	1996	NUM
ajfsoa-308	29	50	4273	4273	NUM
ajfsoa-308	29	51	5667	5667	NUM
ajfsoa-308	29	52	1997	1997	NUM
ajfsoa-308	29	53	4200	4200	NUM
ajfsoa-308	29	54	5254	5254	NUM
ajfsoa-308	29	55	1998	1998	NUM
ajfsoa-308	29	56	3884	3884	NUM
ajfsoa-308	29	57	5127	5127	NUM
ajfsoa-308	29	58	1999	1999	NUM
ajfsoa-308	29	59	3965	3965	NUM
ajfsoa-308	29	60	5476	5476	NUM
ajfsoa-308	29	61	2000	2000	NUM
ajfsoa-308	29	62	3999	3999	NUM
ajfsoa-308	29	63	4107	4107	NUM
ajfsoa-308	29	64	2001	2001	NUM
ajfsoa-308	29	65	4041	4041	NUM
ajfsoa-308	29	66	4620	4620	NUM
ajfsoa-308	29	67	2002	2002	NUM
ajfsoa-308	29	68	4490	4490	NUM
ajfsoa-308	29	69	4934	4934	NUM
ajfsoa-308	29	70	2003	2003	NUM
ajfsoa-308	29	71	4700	4700	NUM
ajfsoa-308	29	72	5150	5150	NUM
ajfsoa-308	29	73	2004	2004	NUM
ajfsoa-308	29	74	4466	4466	NUM
ajfsoa-308	29	75	4779	4779	NUM
ajfsoa-308	29	76	2005	2005	NUM
ajfsoa-308	29	77	3589	3589	NUM
ajfsoa-308	29	78	5957	5957	NUM
ajfsoa-308	29	79	source	source	NOUN
ajfsoa-308	29	80	:	:	PUNCT
ajfsoa-308	29	81	faostat	faostat	PROPN
ajfsoa-308	29	82	,	,	PUNCT
ajfsoa-308	29	83	2007	2007	NUM
ajfsoa-308	29	84	.	.	PUNCT
ajfsoa-308	30	1	table	table	NOUN
ajfsoa-308	30	2	2	2	NUM
ajfsoa-308	30	3	.	.	PUNCT
ajfsoa-308	30	4	maize	maize	NOUN
ajfsoa-308	30	5	yield	yield	NOUN
ajfsoa-308	30	6	and	and	CCONJ
ajfsoa-308	30	7	percentage	percentage	NOUN
ajfsoa-308	30	8	area	area	NOUN
ajfsoa-308	30	9	sown	sow	VERB
ajfsoa-308	30	10	to	to	ADP
ajfsoa-308	30	11	hybrid	hybrid	NOUN
ajfsoa-308	30	12	in	in	ADP
ajfsoa-308	30	13	west	west	PROPN
ajfsoa-308	30	14	,	,	PUNCT
ajfsoa-308	30	15	central	central	ADJ
ajfsoa-308	30	16	eastern	eastern	ADJ
ajfsoa-308	30	17	and	and	CCONJ
ajfsoa-308	30	18	southern	southern	PROPN
ajfsoa-308	30	19	africa	africa	PROPN
ajfsoa-308	30	20	.	.	PUNCT
ajfsoa-308	31	1	sub	sub	AUX
ajfsoa-308	31	2	-	-	NOUN
ajfsoa-308	31	3	regions	region	NOUN
ajfsoa-308	31	4	and	and	CCONJ
ajfsoa-308	31	5	yield	yield	NOUN
ajfsoa-308	31	6	area	area	NOUN
ajfsoa-308	31	7	sown	sow	VERB
ajfsoa-308	31	8	to	to	ADP
ajfsoa-308	31	9	countries	country	NOUN
ajfsoa-308	31	10	(	(	PUNCT
ajfsoa-308	31	11	ton	ton	NOUN
ajfsoa-308	31	12	/	/	SYM
ajfsoa-308	31	13	ha	ha	NOUN
ajfsoa-308	31	14	)	)	PUNCT
ajfsoa-308	31	15	hybrid	hybrid	ADJ
ajfsoa-308	31	16	maize	maize	NOUN
ajfsoa-308	31	17	(	(	PUNCT
ajfsoa-308	31	18	%	%	NOUN
ajfsoa-308	31	19	of	of	ADP
ajfsoa-308	31	20	cultivable	cultivable	ADJ
ajfsoa-308	31	21	area	area	NOUN
ajfsoa-308	31	22	)	)	PUNCT
ajfsoa-308	31	23	1	1	NUM
ajfsoa-308	31	24	west	west	PROPN
ajfsoa-308	31	25	/	/	SYM
ajfsoa-308	31	26	africa	africa	PROPN
ajfsoa-308	31	27	(	(	PUNCT
ajfsoa-308	31	28	e.g.	e.g.	ADV
ajfsoa-308	31	29	nigeria	nigeria	PROPN
ajfsoa-308	31	30	)	)	PUNCT
ajfsoa-308	31	31	1.2	1.2	NUM
ajfsoa-308	31	32	2	2	NUM
ajfsoa-308	31	33	2	2	NUM
ajfsoa-308	31	34	central	central	ADJ
ajfsoa-308	31	35	africa	africa	PROPN
ajfsoa-308	31	36	(	(	PUNCT
ajfsoa-308	31	37	e.g.	e.g.	ADV
ajfsoa-308	31	38	cameroon	cameroon	NOUN
ajfsoa-308	31	39	)	)	PUNCT
ajfsoa-308	31	40	0.99	0.99	NUM
ajfsoa-308	31	41	3	3	NUM
ajfsoa-308	31	42	eastern	eastern	PROPN
ajfsoa-308	31	43	africa	africa	PROPN
ajfsoa-308	31	44	(	(	PUNCT
ajfsoa-308	31	45	e.g.	e.g.	ADV
ajfsoa-308	31	46	kenya	kenya	NOUN
ajfsoa-308	31	47	)	)	PUNCT
ajfsoa-308	31	48	1.4	1.4	NUM
ajfsoa-308	31	49	62	62	NUM
ajfsoa-308	31	50	4	4	NUM
ajfsoa-308	31	51	southern	southern	ADJ
ajfsoa-308	31	52	africa	africa	PROPN
ajfsoa-308	31	53	(	(	PUNCT
ajfsoa-308	31	54	e.g.	e.g.	ADV
ajfsoa-308	31	55	zimbabwe	zimbabwe	ADJ
ajfsoa-308	31	56	)	)	PUNCT
ajfsoa-308	31	57	1.5	1.5	NUM
ajfsoa-308	31	58	96	96	NUM
ajfsoa-308	31	59	from	from	ADP
ajfsoa-308	31	60	the	the	DET
ajfsoa-308	31	61	last	last	ADJ
ajfsoa-308	31	62	three	three	NUM
ajfsoa-308	31	63	decades	decade	NOUN
ajfsoa-308	31	64	indicate	indicate	VERB
ajfsoa-308	31	65	a	a	DET
ajfsoa-308	31	66	fair	fair	ADJ
ajfsoa-308	31	67	increase	increase	NOUN
ajfsoa-308	31	68	in	in	ADP
ajfsoa-308	31	69	maize	maize	NOUN
ajfsoa-308	31	70	yield	yield	NOUN
ajfsoa-308	31	71	.	.	PUNCT
ajfsoa-308	32	1	manyong	manyong	INTJ
ajfsoa-308	32	2	et	et	PROPN
ajfsoa-308	32	3	al	al	PROPN
ajfsoa-308	32	4	.	.	PROPN
ajfsoa-308	33	1	(	(	PUNCT
ajfsoa-308	33	2	2003	2003	NUM
ajfsoa-308	33	3	)	)	PUNCT
ajfsoa-308	33	4	,	,	PUNCT
ajfsoa-308	33	5	for	for	ADP
ajfsoa-308	33	6	instance	instance	NOUN
ajfsoa-308	33	7	,	,	PUNCT
ajfsoa-308	33	8	found	find	VERB
ajfsoa-308	33	9	that	that	SCONJ
ajfsoa-308	33	10	maize	maize	NOUN
ajfsoa-308	33	11	yields	yield	NOUN
ajfsoa-308	33	12	increased	increase	VERB
ajfsoa-308	33	13	by	by	ADP
ajfsoa-308	33	14	41	41	NUM
ajfsoa-308	33	15	%	%	NOUN
ajfsoa-308	33	16	from	from	ADP
ajfsoa-308	33	17	1970	1970	NUM
ajfsoa-308	33	18	to	to	ADP
ajfsoa-308	33	19	2000	2000	NUM
ajfsoa-308	33	20	in	in	ADP
ajfsoa-308	33	21	west	west	PROPN
ajfsoa-308	33	22	and	and	CCONJ
ajfsoa-308	33	23	central	central	PROPN
ajfsoa-308	33	24	africa	africa	PROPN
ajfsoa-308	33	25	.	.	PUNCT
ajfsoa-308	34	1	they	they	PRON
ajfsoa-308	34	2	,	,	PUNCT
ajfsoa-308	34	3	however	however	ADV
ajfsoa-308	34	4	,	,	PUNCT
ajfsoa-308	34	5	discovered	discover	VERB
ajfsoa-308	34	6	that	that	SCONJ
ajfsoa-308	34	7	maize	maize	NOUN
ajfsoa-308	34	8	yields	yield	NOUN
ajfsoa-308	34	9	which	which	PRON
ajfsoa-308	34	10	are	be	AUX
ajfsoa-308	34	11	1.2	1.2	NUM
ajfsoa-308	34	12	tons	ton	NOUN
ajfsoa-308	34	13	ha	ha	INTJ
ajfsoa-308	34	14	-1	-1	NOUN
ajfsoa-308	34	15	and	and	CCONJ
ajfsoa-308	34	16	0.99	0.99	NUM
ajfsoa-308	34	17	tons	ton	NOUN
ajfsoa-308	34	18	ha	ha	INTJ
ajfsoa-308	34	19	-1	-1	INTJ
ajfsoa-308	34	20	in	in	ADP
ajfsoa-308	34	21	2000	2000	NUM
ajfsoa-308	34	22	for	for	ADP
ajfsoa-308	34	23	west	west	NOUN
ajfsoa-308	34	24	and	and	CCONJ
ajfsoa-308	34	25	central	central	PROPN
ajfsoa-308	34	26	africa	africa	PROPN
ajfsoa-308	34	27	respectively	respectively	ADV
ajfsoa-308	34	28	remain	remain	VERB
ajfsoa-308	34	29	low	low	ADJ
ajfsoa-308	34	30	as	as	SCONJ
ajfsoa-308	34	31	compared	compare	VERB
ajfsoa-308	34	32	to	to	ADP
ajfsoa-308	34	33	countries	country	NOUN
ajfsoa-308	34	34	in	in	ADP
ajfsoa-308	34	35	eastern	eastern	PROPN
ajfsoa-308	34	36	africa	africa	PROPN
ajfsoa-308	34	37	,	,	PUNCT
ajfsoa-308	34	38	such	such	ADJ
ajfsoa-308	34	39	as	as	ADP
ajfsoa-308	34	40	kenya	kenya	NOUN
ajfsoa-308	34	41	(	(	PUNCT
ajfsoa-308	34	42	1.4	1.4	NUM
ajfsoa-308	34	43	tons	ton	NOUN
ajfsoa-308	34	44	ha	ha	INTJ
ajfsoa-308	34	45	-1	-1	PUNCT
ajfsoa-308	34	46	)	)	PUNCT
ajfsoa-308	34	47	,	,	PUNCT
ajfsoa-308	34	48	and	and	CCONJ
ajfsoa-308	34	49	southern	southern	PROPN
ajfsoa-308	34	50	africa	africa	PROPN
ajfsoa-308	34	51	e.g.	e.g.	ADV
ajfsoa-308	34	52	zimbabwe	zimbabwe	X
ajfsoa-308	34	53	(	(	PUNCT
ajfsoa-308	34	54	1.5	1.5	NUM
ajfsoa-308	34	55	tons	ton	NOUN
ajfsoa-308	34	56	ha	ha	INTJ
ajfsoa-308	34	57	-1	-1	PUNCT
ajfsoa-308	34	58	)	)	PUNCT
ajfsoa-308	34	59	.	.	PUNCT
ajfsoa-308	35	1	they	they	PRON
ajfsoa-308	35	2	opined	opine	VERB
ajfsoa-308	35	3	that	that	SCONJ
ajfsoa-308	35	4	reasons	reason	NOUN
ajfsoa-308	35	5	for	for	ADP
ajfsoa-308	35	6	low	low	ADJ
ajfsoa-308	35	7	yield	yield	NOUN
ajfsoa-308	35	8	in	in	ADP
ajfsoa-308	35	9	west	west	PROPN
ajfsoa-308	35	10	and	and	CCONJ
ajfsoa-308	35	11	central	central	PROPN
ajfsoa-308	35	12	africa	africa	PROPN
ajfsoa-308	35	13	could	could	AUX
ajfsoa-308	35	14	be	be	AUX
ajfsoa-308	35	15	in	in	ADP
ajfsoa-308	35	16	the	the	DET
ajfsoa-308	35	17	little	little	ADJ
ajfsoa-308	35	18	proportion	proportion	NOUN
ajfsoa-308	35	19	of	of	ADP
ajfsoa-308	35	20	area	area	NOUN
ajfsoa-308	35	21	sown	sow	VERB
ajfsoa-308	35	22	to	to	ADP
ajfsoa-308	35	23	hybrid	hybrid	NOUN
ajfsoa-308	35	24	,	,	PUNCT
ajfsoa-308	35	25	particularly	particularly	ADV
ajfsoa-308	35	26	in	in	ADP
ajfsoa-308	35	27	nigeria	nigeria	PRON
ajfsoa-308	35	28	where	where	SCONJ
ajfsoa-308	35	29	only	only	ADV
ajfsoa-308	35	30	2	2	NUM
ajfsoa-308	35	31	%	%	NOUN
ajfsoa-308	35	32	of	of	ADP
ajfsoa-308	35	33	cultivable	cultivable	ADJ
ajfsoa-308	35	34	area	area	NOUN
ajfsoa-308	35	35	is	be	AUX
ajfsoa-308	35	36	sown	sow	VERB
ajfsoa-308	35	37	to	to	ADP
ajfsoa-308	35	38	hybrid	hybrid	ADJ
ajfsoa-308	35	39	maize	maize	NOUN
ajfsoa-308	35	40	compared	compare	VERB
ajfsoa-308	35	41	to	to	ADP
ajfsoa-308	35	42	kenya	kenya	PROPN
ajfsoa-308	35	43	(	(	PUNCT
ajfsoa-308	35	44	62	62	NUM
ajfsoa-308	35	45	%	%	NOUN
ajfsoa-308	35	46	)	)	PUNCT
ajfsoa-308	35	47	and	and	CCONJ
ajfsoa-308	35	48	zimbabwe	zimbabwe	ADJ
ajfsoa-308	35	49	(	(	PUNCT
ajfsoa-308	35	50	96	96	NUM
ajfsoa-308	35	51	%	%	NOUN
ajfsoa-308	35	52	)	)	PUNCT
ajfsoa-308	35	53	,	,	PUNCT
ajfsoa-308	35	54	(	(	PUNCT
ajfsoa-308	35	55	table	table	NOUN
ajfsoa-308	35	56	2	2	NUM
ajfsoa-308	35	57	)	)	PUNCT
ajfsoa-308	35	58	.	.	PUNCT
ajfsoa-308	36	1	another	another	DET
ajfsoa-308	36	2	major	major	ADJ
ajfsoa-308	36	3	reason	reason	NOUN
ajfsoa-308	36	4	for	for	ADP
ajfsoa-308	36	5	the	the	DET
ajfsoa-308	36	6	low	low	ADJ
ajfsoa-308	36	7	yields	yield	NOUN
ajfsoa-308	36	8	also	also	ADV
ajfsoa-308	36	9	given	give	VERB
ajfsoa-308	36	10	by	by	ADP
ajfsoa-308	36	11	akpoko	akpoko	NOUN
ajfsoa-308	36	12	and	and	CCONJ
ajfsoa-308	36	13	arokoyo	arokoyo	PROPN
ajfsoa-308	36	14	(	(	PUNCT
ajfsoa-308	36	15	1999	1999	NUM
ajfsoa-308	36	16	)	)	PUNCT
ajfsoa-308	36	17	is	be	AUX
ajfsoa-308	36	18	in	in	ADP
ajfsoa-308	36	19	the	the	DET
ajfsoa-308	36	20	low	low	ADJ
ajfsoa-308	36	21	adoption	adoption	NOUN
ajfsoa-308	36	22	rates	rate	NOUN
ajfsoa-308	36	23	of	of	ADP
ajfsoa-308	36	24	recommended	recommend	VERB
ajfsoa-308	36	25	practices	practice	NOUN
ajfsoa-308	36	26	.	.	PUNCT
ajfsoa-308	37	1	the	the	DET
ajfsoa-308	37	2	above	above	ADJ
ajfsoa-308	37	3	technical	technical	ADJ
ajfsoa-308	37	4	problems	problem	NOUN
ajfsoa-308	37	5	are	be	AUX
ajfsoa-308	37	6	gradually	gradually	ADV
ajfsoa-308	37	7	being	be	AUX
ajfsoa-308	37	8	put	put	VERB
ajfsoa-308	37	9	under	under	ADP
ajfsoa-308	37	10	control	control	NOUN
ajfsoa-308	37	11	.	.	PUNCT
ajfsoa-308	38	1	for	for	ADP
ajfsoa-308	38	2	example	example	NOUN
ajfsoa-308	38	3	non	non	X
ajfsoa-308	38	4	–	–	PUNCT
ajfsoa-308	38	5	governmental	governmental	ADJ
ajfsoa-308	38	6	organizations	organization	NOUN
ajfsoa-308	38	7	such	such	ADJ
ajfsoa-308	38	8	as	as	ADP
ajfsoa-308	38	9	sg	sg	PROPN
ajfsoa-308	38	10	2000	2000	NUM
ajfsoa-308	38	11	,	,	PUNCT
ajfsoa-308	38	12	through	through	ADP
ajfsoa-308	38	13	state	state	NOUN
ajfsoa-308	38	14	ministries	ministry	NOUN
ajfsoa-308	38	15	of	of	ADP
ajfsoa-308	38	16	agriculture	agriculture	NOUN
ajfsoa-308	38	17	have	have	AUX
ajfsoa-308	38	18	been	be	AUX
ajfsoa-308	38	19	providing	provide	VERB
ajfsoa-308	38	20	adequate	adequate	ADJ
ajfsoa-308	38	21	technical	technical	ADJ
ajfsoa-308	38	22	support	support	NOUN
ajfsoa-308	38	23	to	to	PART
ajfsoa-308	38	24	ensure	ensure	VERB
ajfsoa-308	38	25	that	that	SCONJ
ajfsoa-308	38	26	improved	improved	ADJ
ajfsoa-308	38	27	varieties	variety	NOUN
ajfsoa-308	38	28	of	of	ADP
ajfsoa-308	38	29	maize	maize	NOUN
ajfsoa-308	38	30	,	,	PUNCT
ajfsoa-308	38	31	especially	especially	ADV
ajfsoa-308	38	32	hybrids	hybrid	NOUN
ajfsoa-308	38	33	are	be	AUX
ajfsoa-308	38	34	grown	grow	VERB
ajfsoa-308	38	35	where	where	SCONJ
ajfsoa-308	38	36	the	the	DET
ajfsoa-308	38	37	environmental	environmental	ADJ
ajfsoa-308	38	38	conditions	condition	NOUN
ajfsoa-308	38	39	have	have	AUX
ajfsoa-308	38	40	been	be	AUX
ajfsoa-308	38	41	found	find	VERB
ajfsoa-308	38	42	to	to	PART
ajfsoa-308	38	43	be	be	AUX
ajfsoa-308	38	44	appropriate	appropriate	ADJ
ajfsoa-308	38	45	for	for	ADP
ajfsoa-308	38	46	their	their	PRON
ajfsoa-308	38	47	growth	growth	NOUN
ajfsoa-308	38	48	.	.	PUNCT
ajfsoa-308	39	1	however	however	ADV
ajfsoa-308	39	2	,	,	PUNCT
ajfsoa-308	39	3	despite	despite	SCONJ
ajfsoa-308	39	4	the	the	DET
ajfsoa-308	39	5	various	various	ADJ
ajfsoa-308	39	6	strategies	strategy	NOUN
ajfsoa-308	39	7	adopted	adopt	VERB
ajfsoa-308	39	8	to	to	PART
ajfsoa-308	39	9	increase	increase	VERB
ajfsoa-308	39	10	maize	maize	NOUN
ajfsoa-308	39	11	production	production	NOUN
ajfsoa-308	39	12	,	,	PUNCT
ajfsoa-308	39	13	the	the	DET
ajfsoa-308	39	14	perceived	perceive	VERB
ajfsoa-308	39	15	susceptibility	susceptibility	NOUN
ajfsoa-308	39	16	of	of	ADP
ajfsoa-308	39	17	maize	maize	NOUN
ajfsoa-308	39	18	varieties	variety	NOUN
ajfsoa-308	39	19	to	to	PART
ajfsoa-308	39	20	risk	risk	VERB
ajfsoa-308	39	21	associated	associate	VERB
ajfsoa-308	39	22	with	with	ADP
ajfsoa-308	39	23	this	this	DET
ajfsoa-308	39	24	crop	crop	NOUN
ajfsoa-308	39	25	has	have	AUX
ajfsoa-308	39	26	made	make	VERB
ajfsoa-308	39	27	most	most	ADJ
ajfsoa-308	39	28	maize	maize	NOUN
ajfsoa-308	39	29	farmers	farmer	NOUN
ajfsoa-308	39	30	to	to	PART
ajfsoa-308	39	31	continue	continue	VERB
ajfsoa-308	39	32	its	its	PRON
ajfsoa-308	39	33	cultivation	cultivation	NOUN
ajfsoa-308	39	34	with	with	ADP
ajfsoa-308	39	35	some	some	DET
ajfsoa-308	39	36	level	level	NOUN
ajfsoa-308	39	37	of	of	ADP
ajfsoa-308	39	38	skeptism	skeptism	NOUN
ajfsoa-308	39	39	.	.	PUNCT
ajfsoa-308	40	1	this	this	PRON
ajfsoa-308	40	2	is	be	AUX
ajfsoa-308	40	3	further	far	ADV
ajfsoa-308	40	4	evidenced	evidence	VERB
ajfsoa-308	40	5	by	by	ADP
ajfsoa-308	40	6	the	the	DET
ajfsoa-308	40	7	declining	decline	VERB
ajfsoa-308	40	8	trend	trend	NOUN
ajfsoa-308	40	9	in	in	ADP
ajfsoa-308	40	10	the	the	DET
ajfsoa-308	40	11	area	area	NOUN
ajfsoa-308	40	12	sown	sow	VERB
ajfsoa-308	40	13	to	to	PART
ajfsoa-308	40	14	maize	maize	VERB
ajfsoa-308	40	15	in	in	ADP
ajfsoa-308	40	16	nigeria	nigeria	PROPN
ajfsoa-308	40	17	and	and	CCONJ
ajfsoa-308	40	18	the	the	DET
ajfsoa-308	40	19	production	production	NOUN
ajfsoa-308	40	20	figures	figure	NOUN
ajfsoa-308	40	21	from	from	ADP
ajfsoa-308	40	22	1995	1995	NUM
ajfsoa-308	40	23	to	to	ADP
ajfsoa-308	40	24	2005	2005	NUM
ajfsoa-308	40	25	(	(	PUNCT
ajfsoa-308	40	26	table	table	NOUN
ajfsoa-308	40	27	1	1	NUM
ajfsoa-308	40	28	)	)	PUNCT
ajfsoa-308	40	29	this	this	DET
ajfsoa-308	40	30	paper	paper	NOUN
ajfsoa-308	40	31	is	be	AUX
ajfsoa-308	40	32	therefore	therefore	ADV
ajfsoa-308	40	33	conceived	conceive	VERB
ajfsoa-308	40	34	to	to	PART
ajfsoa-308	40	35	explore	explore	VERB
ajfsoa-308	40	36	the	the	DET
ajfsoa-308	40	37	factors	factor	NOUN
ajfsoa-308	40	38	influencing	influence	VERB
ajfsoa-308	40	39	the	the	DET
ajfsoa-308	40	40	farmers‟	farmers‟	PROPN
ajfsoa-308	40	41	attitudes	attitude	NOUN
ajfsoa-308	40	42	towards	towards	ADP
ajfsoa-308	40	43	the	the	DET
ajfsoa-308	40	44	risks	risk	NOUN
ajfsoa-308	40	45	associated	associate	VERB
ajfsoa-308	40	46	with	with	ADP
ajfsoa-308	40	47	maize	maize	NOUN
ajfsoa-308	40	48	production	production	NOUN
ajfsoa-308	40	49	in	in	ADP
ajfsoa-308	40	50	the	the	DET
ajfsoa-308	40	51	study	study	NOUN
ajfsoa-308	40	52	area	area	NOUN
ajfsoa-308	40	53	.	.	PUNCT
ajfsoa-308	41	1	these	these	DET
ajfsoa-308	41	2	“	"	PUNCT
ajfsoa-308	41	3	risk	risk	NOUN
ajfsoa-308	41	4	”	"	PUNCT
ajfsoa-308	41	5	factors	factor	NOUN
ajfsoa-308	41	6	are	be	AUX
ajfsoa-308	41	7	clearly	clearly	ADV
ajfsoa-308	41	8	exposed	expose	VERB
ajfsoa-308	41	9	and	and	CCONJ
ajfsoa-308	41	10	employed	employ	VERB
ajfsoa-308	41	11	as	as	ADP
ajfsoa-308	41	12	tools	tool	NOUN
ajfsoa-308	41	13	for	for	ADP
ajfsoa-308	41	14	categorizing	categorize	VERB
ajfsoa-308	41	15	and	and	CCONJ
ajfsoa-308	41	16	re	re	VERB
ajfsoa-308	41	17	-	-	VERB
ajfsoa-308	41	18	aligning	align	VERB
ajfsoa-308	41	19	these	these	DET
ajfsoa-308	41	20	farmers	farmer	NOUN
ajfsoa-308	41	21	in	in	ADP
ajfsoa-308	41	22	their	their	PRON
ajfsoa-308	41	23	proper	proper	ADJ
ajfsoa-308	41	24	and	and	CCONJ
ajfsoa-308	41	25	normative	normative	ADJ
ajfsoa-308	41	26	attitudinal	attitudinal	ADJ
ajfsoa-308	41	27	domains	domain	NOUN
ajfsoa-308	41	28	.	.	PUNCT
ajfsoa-308	42	1	variables	variable	NOUN
ajfsoa-308	42	2	that	that	PRON
ajfsoa-308	42	3	significantly	significantly	ADV
ajfsoa-308	42	4	influence	influence	VERB
ajfsoa-308	42	5	the	the	DET
ajfsoa-308	42	6	risk	risk	NOUN
ajfsoa-308	42	7	aversion	aversion	NOUN
ajfsoa-308	42	8	are	be	AUX
ajfsoa-308	42	9	also	also	ADV
ajfsoa-308	42	10	isolated	isolate	VERB
ajfsoa-308	42	11	.	.	PUNCT
ajfsoa-308	43	1	the	the	DET
ajfsoa-308	43	2	remaining	remain	VERB
ajfsoa-308	43	3	part	part	NOUN
ajfsoa-308	43	4	of	of	ADP
ajfsoa-308	43	5	this	this	DET
ajfsoa-308	43	6	paper	paper	NOUN
ajfsoa-308	43	7	is	be	AUX
ajfsoa-308	43	8	organized	organize	VERB
ajfsoa-308	43	9	as	as	SCONJ
ajfsoa-308	43	10	follows	follow	VERB
ajfsoa-308	43	11	:	:	PUNCT
ajfsoa-308	43	12	section	section	NOUN
ajfsoa-308	43	13	2	2	NUM
ajfsoa-308	43	14	describes	describe	VERB
ajfsoa-308	43	15	the	the	DET
ajfsoa-308	43	16	conceptual	conceptual	ADJ
ajfsoa-308	43	17	and	and	CCONJ
ajfsoa-308	43	18	analytical	analytical	ADJ
ajfsoa-308	43	19	framework	framework	NOUN
ajfsoa-308	43	20	,	,	PUNCT
ajfsoa-308	43	21	section	section	NOUN
ajfsoa-308	43	22	3	3	NUM
ajfsoa-308	43	23	discusses	discuss	VERB
ajfsoa-308	43	24	methodology	methodology	NOUN
ajfsoa-308	43	25	,	,	PUNCT
ajfsoa-308	43	26	and	and	CCONJ
ajfsoa-308	43	27	section	section	NOUN
ajfsoa-308	43	28	4	4	NUM
ajfsoa-308	43	29	presents	present	NOUN
ajfsoa-308	43	30	results	result	NOUN
ajfsoa-308	43	31	from	from	ADP
ajfsoa-308	43	32	this	this	DET
ajfsoa-308	43	33	research	research	NOUN
ajfsoa-308	43	34	.	.	PUNCT
ajfsoa-308	44	1	section	section	NOUN
ajfsoa-308	44	2	5	5	NUM
ajfsoa-308	44	3	makes	make	VERB
ajfsoa-308	44	4	a	a	DET
ajfsoa-308	44	5	concise	concise	ADJ
ajfsoa-308	44	6	discussion	discussion	NOUN
ajfsoa-308	44	7	of	of	ADP
ajfsoa-308	44	8	the	the	DET
ajfsoa-308	44	9	research	research	NOUN
ajfsoa-308	44	10	results	result	NOUN
ajfsoa-308	44	11	and	and	CCONJ
ajfsoa-308	44	12	findings	finding	NOUN
ajfsoa-308	44	13	while	while	SCONJ
ajfsoa-308	44	14	section	section	NOUN
ajfsoa-308	44	15	6	6	NUM
ajfsoa-308	44	16	gives	give	VERB
ajfsoa-308	44	17	the	the	DET
ajfsoa-308	44	18	conclusion	conclusion	NOUN
ajfsoa-308	44	19	and	and	CCONJ
ajfsoa-308	44	20	policy	policy	NOUN
ajfsoa-308	44	21	implications	implication	NOUN
ajfsoa-308	44	22	.	.	PUNCT
ajfsoa-308	45	1	conceptual	conceptual	ADJ
ajfsoa-308	45	2	and	and	CCONJ
ajfsoa-308	45	3	analytical	analytical	ADJ
ajfsoa-308	45	4	framework	framework	NOUN
ajfsoa-308	45	5	risk	risk	NOUN
ajfsoa-308	45	6	attitudes	attitude	NOUN
ajfsoa-308	45	7	are	be	AUX
ajfsoa-308	45	8	implied	imply	VERB
ajfsoa-308	45	9	by	by	ADP
ajfsoa-308	45	10	the	the	DET
ajfsoa-308	45	11	shape	shape	NOUN
ajfsoa-308	45	12	of	of	ADP
ajfsoa-308	45	13	utility	utility	NOUN
ajfsoa-308	45	14	function	function	NOUN
ajfsoa-308	45	15	(	(	PUNCT
ajfsoa-308	45	16	bard	bard	NOUN
ajfsoa-308	45	17	and	and	CCONJ
ajfsoa-308	45	18	barry	barry	PROPN
ajfsoa-308	45	19	,	,	PUNCT
ajfsoa-308	45	20	2001	2001	NUM
ajfsoa-308	45	21	)	)	PUNCT
ajfsoa-308	45	22	for	for	ADP
ajfsoa-308	45	23	example	example	NOUN
ajfsoa-308	45	24	,	,	PUNCT
ajfsoa-308	45	25	if	if	SCONJ
ajfsoa-308	45	26	the	the	DET
ajfsoa-308	45	27	utility	utility	NOUN
ajfsoa-308	45	28	function	function	NOUN
ajfsoa-308	45	29	has	have	VERB
ajfsoa-308	45	30	a	a	DET
ajfsoa-308	45	31	positive	positive	ADJ
ajfsoa-308	45	32	slope	slope	NOUN
ajfsoa-308	45	33	over	over	ADP
ajfsoa-308	45	34	the	the	DET
ajfsoa-308	45	35	range	range	NOUN
ajfsoa-308	45	36	of	of	ADP
ajfsoa-308	45	37	pay	pay	NOUN
ajfsoa-308	45	38	-	-	PUNCT
ajfsoa-308	45	39	offs	off	NOUN
ajfsoa-308	45	40	,	,	PUNCT
ajfsoa-308	45	41	the	the	DET
ajfsoa-308	45	42	implication	implication	NOUN
ajfsoa-308	45	43	is	be	AUX
ajfsoa-308	45	44	that	that	SCONJ
ajfsoa-308	45	45	more	more	ADJ
ajfsoa-308	45	46	payoff	payoff	NOUN
ajfsoa-308	45	47	is	be	AUX
ajfsoa-308	45	48	always	always	ADV
ajfsoa-308	45	49	preferred	prefer	VERB
ajfsoa-308	45	50	to	to	ADP
ajfsoa-308	45	51	less	less	ADJ
ajfsoa-308	45	52	.	.	PUNCT
ajfsoa-308	46	1	preferences	preference	NOUN
ajfsoa-308	46	2	of	of	ADP
ajfsoa-308	46	3	this	this	DET
ajfsoa-308	46	4	kind	kind	NOUN
ajfsoa-308	46	5	are	be	AUX
ajfsoa-308	46	6	normal	normal	ADJ
ajfsoa-308	46	7	for	for	ADP
ajfsoa-308	46	8	money	money	NOUN
ajfsoa-308	46	9	,	,	PUNCT
ajfsoa-308	46	10	but	but	CCONJ
ajfsoa-308	46	11	may	may	AUX
ajfsoa-308	46	12	not	not	PART
ajfsoa-308	46	13	apply	apply	VERB
ajfsoa-308	46	14	for	for	ADP
ajfsoa-308	46	15	other	other	ADJ
ajfsoa-308	46	16	things	thing	NOUN
ajfsoa-308	46	17	.	.	PUNCT
ajfsoa-308	47	1	for	for	ADP
ajfsoa-308	47	2	example	example	NOUN
ajfsoa-308	47	3	many	many	ADJ
ajfsoa-308	47	4	smallholder	smallholder	NOUN
ajfsoa-308	47	5	farmers	farmer	NOUN
ajfsoa-308	47	6	may	may	AUX
ajfsoa-308	47	7	enjoy	enjoy	VERB
ajfsoa-308	47	8	farming	farming	NOUN
ajfsoa-308	47	9	for	for	ADP
ajfsoa-308	47	10	pleasure	pleasure	NOUN
ajfsoa-308	47	11	(	(	PUNCT
ajfsoa-308	47	12	a	a	DET
ajfsoa-308	47	13	way	way	NOUN
ajfsoa-308	47	14	of	of	ADP
ajfsoa-308	47	15	life	life	NOUN
ajfsoa-308	47	16	for	for	ADP
ajfsoa-308	47	17	most	most	ADJ
ajfsoa-308	47	18	rural	rural	ADJ
ajfsoa-308	47	19	farmers	farmer	NOUN
ajfsoa-308	47	20	in	in	ADP
ajfsoa-308	47	21	sub	sub	ADJ
ajfsoa-308	47	22	-	-	ADJ
ajfsoa-308	47	23	saharan	saharan	ADJ
ajfsoa-308	47	24	africa	africa	PROPN
ajfsoa-308	47	25	)	)	PUNCT
ajfsoa-308	47	26	,	,	PUNCT
ajfsoa-308	47	27	but	but	CCONJ
ajfsoa-308	47	28	the	the	DET
ajfsoa-308	47	29	utility	utility	NOUN
ajfsoa-308	47	30	does	do	AUX
ajfsoa-308	47	31	necessarily	necessarily	ADV
ajfsoa-308	47	32	always	always	ADV
ajfsoa-308	47	33	increase	increase	VERB
ajfsoa-308	47	34	with	with	ADP
ajfsoa-308	47	35	the	the	DET
ajfsoa-308	47	36	size	size	NOUN
ajfsoa-308	47	37	of	of	ADP
ajfsoa-308	47	38	the	the	DET
ajfsoa-308	47	39	holding	holding	NOUN
ajfsoa-308	47	40	–	–	PUNCT
ajfsoa-308	47	41	a	a	DET
ajfsoa-308	47	42	large	large	ADJ
ajfsoa-308	47	43	size	size	NOUN
ajfsoa-308	47	44	may	may	AUX
ajfsoa-308	47	45	be	be	AUX
ajfsoa-308	47	46	too	too	ADV
ajfsoa-308	47	47	exhaustive	exhaustive	ADJ
ajfsoa-308	47	48	.	.	PUNCT
ajfsoa-308	48	1	in	in	ADP
ajfsoa-308	48	2	the	the	DET
ajfsoa-308	48	3	language	language	NOUN
ajfsoa-308	48	4	of	of	ADP
ajfsoa-308	48	5	mathematics	mathematic	NOUN
ajfsoa-308	48	6	(	(	PUNCT
ajfsoa-308	48	7	hardaker	hardaker	NOUN
ajfsoa-308	48	8	et	et	PROPN
ajfsoa-308	48	9	al	al	PROPN
ajfsoa-308	48	10	.	.	PROPN
ajfsoa-308	48	11	,	,	PUNCT
ajfsoa-308	48	12	1997	1997	NUM
ajfsoa-308	48	13	)	)	PUNCT
ajfsoa-308	48	14	,	,	PUNCT
ajfsoa-308	48	15	the	the	DET
ajfsoa-308	48	16	characteristic	characteristic	NOUN
ajfsoa-308	48	17	that	that	SCONJ
ajfsoa-308	48	18	more	more	ADJ
ajfsoa-308	48	19	money	money	NOUN
ajfsoa-308	48	20	is	be	AUX
ajfsoa-308	48	21	preferred	prefer	VERB
ajfsoa-308	48	22	to	to	PART
ajfsoa-308	48	23	less	less	ADJ
ajfsoa-308	48	24	may	may	AUX
ajfsoa-308	48	25	be	be	AUX
ajfsoa-308	48	26	written	write	VERB
ajfsoa-308	48	27	as	as	ADP
ajfsoa-308	48	28	;	;	PUNCT
ajfsoa-308	48	29	u	u	NOUN
ajfsoa-308	48	30	(	(	PUNCT
ajfsoa-308	48	31	1	1	NUM
ajfsoa-308	48	32	)	)	PUNCT
ajfsoa-308	48	33	(	(	PUNCT
ajfsoa-308	48	34	w	w	X
ajfsoa-308	48	35	)	)	PUNCT
ajfsoa-308	48	36			PROPN
ajfsoa-308	48	37	0	0	NUM
ajfsoa-308	48	38	;	;	PUNCT
ajfsoa-308	48	39	where	where	SCONJ
ajfsoa-308	48	40	u	u	NOUN
ajfsoa-308	48	41	(	(	PUNCT
ajfsoa-308	48	42	1	1	NUM
ajfsoa-308	48	43	)	)	PUNCT
ajfsoa-308	48	44	(	(	PUNCT
ajfsoa-308	48	45	w	w	NOUN
ajfsoa-308	48	46	)	)	PUNCT
ajfsoa-308	48	47	is	be	AUX
ajfsoa-308	48	48	the	the	DET
ajfsoa-308	48	49	i	i	PROPN
ajfsoa-308	48	50	-	-	PUNCT
ajfsoa-308	48	51	th	th	X
ajfsoa-308	48	52	derivative	derivative	NOUN
ajfsoa-308	48	53	of	of	ADP
ajfsoa-308	48	54	the	the	DET
ajfsoa-308	48	55	utility	utility	NOUN
ajfsoa-308	48	56	(	(	PUNCT
ajfsoa-308	48	57	u	u	NOUN
ajfsoa-308	48	58	)	)	PUNCT
ajfsoa-308	48	59	function	function	NOUN
ajfsoa-308	48	60	for	for	ADP
ajfsoa-308	48	61	wealth	wealth	NOUN
ajfsoa-308	48	62	(	(	PUNCT
ajfsoa-308	48	63	w	w	NOUN
ajfsoa-308	48	64	)	)	PUNCT
ajfsoa-308	48	65	.	.	PUNCT
ajfsoa-308	49	1	(	(	PUNCT
ajfsoa-308	49	2	income	income	NOUN
ajfsoa-308	49	3	can	can	AUX
ajfsoa-308	49	4	be	be	AUX
ajfsoa-308	49	5	substituted	substitute	VERB
ajfsoa-308	49	6	for	for	ADP
ajfsoa-308	49	7	wealth	wealth	NOUN
ajfsoa-308	49	8	here	here	ADV
ajfsoa-308	49	9	)	)	PUNCT
ajfsoa-308	49	10	.	.	PUNCT
ajfsoa-308	50	1	so	so	ADV
ajfsoa-308	50	2	,	,	PUNCT
ajfsoa-308	50	3	if	if	SCONJ
ajfsoa-308	50	4	the	the	DET
ajfsoa-308	50	5	first	first	ADJ
ajfsoa-308	50	6	derivative	derivative	NOUN
ajfsoa-308	50	7	of	of	ADP
ajfsoa-308	50	8	the	the	DET
ajfsoa-308	50	9	utility	utility	NOUN
ajfsoa-308	50	10	func	func	NOUN
ajfsoa-308	50	11	tion	tion	NOUN
ajfsoa-308	50	12	for	for	ADP
ajfsoa-308	50	13	wealth	wealth	NOUN
ajfsoa-308	50	14	is	be	AUX
ajfsoa-308	50	15	positive	positive	ADJ
ajfsoa-308	50	16	(	(	PUNCT
ajfsoa-308	50	17	for	for	ADP
ajfsoa-308	50	18	all	all	DET
ajfsoa-308	50	19	w	w	NOUN
ajfsoa-308	50	20	)	)	PUNCT
ajfsoa-308	50	21	,	,	PUNCT
ajfsoa-308	50	22	then	then	ADV
ajfsoa-308	50	23	it	it	PRON
ajfsoa-308	50	24	represents	represent	VERB
ajfsoa-308	50	25	the	the	DET
ajfsoa-308	50	26	situation	situation	NOUN
ajfsoa-308	50	27	of	of	ADP
ajfsoa-308	50	28	more	more	ADJ
ajfsoa-308	50	29	is	be	AUX
ajfsoa-308	50	30	preferred	prefer	VERB
ajfsoa-308	50	31	to	to	ADP
ajfsoa-308	50	32	less‟.	less‟.	VERB
ajfsoa-308	50	33	similarly	similarly	ADV
ajfsoa-308	50	34	,	,	PUNCT
ajfsoa-308	50	35	risk	risk	VERB
ajfsoa-308	50	36	a	a	DET
ajfsoa-308	50	37	version	version	NOUN
ajfsoa-308	50	38	is	be	AUX
ajfsoa-308	50	39	indicated	indicate	VERB
ajfsoa-308	50	40	by	by	ADP
ajfsoa-308	50	41	a	a	DET
ajfsoa-308	50	42	utility	utility	NOUN
ajfsoa-308	50	43	function	function	NOUN
ajfsoa-308	50	44	that	that	PRON
ajfsoa-308	50	45	shows	show	VERB
ajfsoa-308	50	46	de	de	ADP
ajfsoa-308	50	47	creasing	crease	VERB
ajfsoa-308	50	48	marginal	marginal	ADJ
ajfsoa-308	50	49	utility	utility	NOUN
ajfsoa-308	50	50	as	as	SCONJ
ajfsoa-308	50	51	the	the	DET
ajfsoa-308	50	52	level	level	NOUN
ajfsoa-308	50	53	of	of	ADP
ajfsoa-308	50	54	the	the	DET
ajfsoa-308	50	55	pay	pay	NOUN
ajfsoa-308	50	56	off	off	ADP
ajfsoa-308	50	57	is	be	AUX
ajfsoa-308	50	58	increased	increase	VERB
ajfsoa-308	50	59	,	,	PUNCT
ajfsoa-308	50	60	while	while	SCONJ
ajfsoa-308	50	61	indifference	indifference	NOUN
ajfsoa-308	50	62	(	(	PUNCT
ajfsoa-308	50	63	neutrality	neutrality	NOUN
ajfsoa-308	50	64	)	)	PUNCT
ajfsoa-308	50	65	to	to	PART
ajfsoa-308	50	66	risk	risk	NOUN
ajfsoa-308	50	67	is	be	AUX
ajfsoa-308	50	68	represented	represent	VERB
ajfsoa-308	50	69	by	by	ADP
ajfsoa-308	50	70	a	a	DET
ajfsoa-308	50	71	linear	linear	ADJ
ajfsoa-308	50	72	utility	utility	NOUN
ajfsoa-308	50	73	function	function	NOUN
ajfsoa-308	50	74	.	.	PUNCT
ajfsoa-308	51	1	more	more	ADV
ajfsoa-308	51	2	formally	formally	ADV
ajfsoa-308	51	3	,	,	PUNCT
ajfsoa-308	51	4	in	in	ADP
ajfsoa-308	51	5	terms	term	NOUN
ajfsoa-308	51	6	of	of	ADP
ajfsoa-308	51	7	the	the	DET
ajfsoa-308	51	8	second	second	ADJ
ajfsoa-308	51	9	derivative	derivative	NOUN
ajfsoa-308	51	10	:	:	PUNCT
ajfsoa-308	51	11	1	1	X
ajfsoa-308	51	12	.	.	X
ajfsoa-308	51	13	u	u	NOUN
ajfsoa-308	51	14	(	(	PUNCT
ajfsoa-308	51	15	2	2	NUM
ajfsoa-308	51	16	)	)	PUNCT
ajfsoa-308	51	17	(	(	PUNCT
ajfsoa-308	51	18	w	w	NOUN
ajfsoa-308	51	19	)	)	PUNCT
ajfsoa-308	51	20			PROPN
ajfsoa-308	51	21	0	0	PUNCT
ajfsoa-308	51	22	implies	imply	VERB
ajfsoa-308	51	23	risk	risk	NOUN
ajfsoa-308	51	24	aversion	aversion	NOUN
ajfsoa-308	51	25	(	(	PUNCT
ajfsoa-308	51	26	ce	ce	PROPN
ajfsoa-308	51	27			PROPN
ajfsoa-308	51	28	emv	emv	PROPN
ajfsoa-308	51	29	)	)	PUNCT
ajfsoa-308	51	30	2	2	X
ajfsoa-308	51	31	.	.	X
ajfsoa-308	51	32	u	u	NOUN
ajfsoa-308	51	33	(	(	PUNCT
ajfsoa-308	51	34	2	2	NUM
ajfsoa-308	51	35	)	)	PUNCT
ajfsoa-308	51	36	(	(	PUNCT
ajfsoa-308	51	37	w	w	X
ajfsoa-308	51	38	)	)	PUNCT
ajfsoa-308	51	39			NOUN
ajfsoa-308	51	40	0	0	NUM
ajfsoa-308	51	41	implies	imply	VERB
ajfsoa-308	51	42	risk	risk	NOUN
ajfsoa-308	51	43	indifference	indifference	NOUN
ajfsoa-308	51	44	(	(	PUNCT
ajfsoa-308	51	45	neutrality	neutrality	NOUN
ajfsoa-308	51	46	)	)	PUNCT
ajfsoa-308	51	47	(	(	PUNCT
ajfsoa-308	51	48	ce	ce	PROPN
ajfsoa-308	51	49			PROPN
ajfsoa-308	51	50	emv	emv	PROPN
ajfsoa-308	51	51	)	)	PUNCT
ajfsoa-308	51	52	and	and	CCONJ
ajfsoa-308	51	53	3	3	X
ajfsoa-308	51	54	.	.	X
ajfsoa-308	51	55	u	u	NOUN
ajfsoa-308	51	56	(	(	PUNCT
ajfsoa-308	51	57	2	2	NUM
ajfsoa-308	51	58	)	)	PUNCT
ajfsoa-308	51	59	(	(	PUNCT
ajfsoa-308	51	60	w	w	X
ajfsoa-308	51	61	)	)	PUNCT
ajfsoa-308	51	62			PROPN
ajfsoa-308	51	63	0	0	NUM
ajfsoa-308	51	64	implies	imply	VERB
ajfsoa-308	51	65	risk	risk	NOUN
ajfsoa-308	51	66	preference	preference	NOUN
ajfsoa-308	51	67	(	(	PUNCT
ajfsoa-308	51	68	ce	ce	PROPN
ajfsoa-308	51	69			PROPN
ajfsoa-308	51	70	emv	emv	PROPN
ajfsoa-308	51	71	)	)	PUNCT
ajfsoa-308	52	1	*	*	PUNCT
ajfsoa-308	52	2	ce	ce	PROPN
ajfsoa-308	52	3	and	and	CCONJ
ajfsoa-308	52	4	emv	emv	PROPN
ajfsoa-308	52	5	are	be	AUX
ajfsoa-308	52	6	certainly	certainly	ADV
ajfsoa-308	52	7	equivalence	equivalence	NOUN
ajfsoa-308	52	8	and	and	CCONJ
ajfsoa-308	52	9	expected	expect	VERB
ajfsoa-308	52	10	monetary	monetary	ADJ
ajfsoa-308	52	11	value	value	NOUN
ajfsoa-308	52	12	respectively	respectively	ADV
ajfsoa-308	52	13	.	.	PUNCT
ajfsoa-308	53	1	it	it	PRON
ajfsoa-308	53	2	is	be	AUX
ajfsoa-308	53	3	however	however	ADV
ajfsoa-308	53	4	,	,	PUNCT
ajfsoa-308	53	5	not	not	PART
ajfsoa-308	53	6	feasible	feasible	ADJ
ajfsoa-308	53	7	to	to	PART
ajfsoa-308	53	8	go	go	VERB
ajfsoa-308	53	9	from	from	ADP
ajfsoa-308	53	10	the	the	DET
ajfsoa-308	53	11	shape	shape	NOUN
ajfsoa-308	53	12	of	of	ADP
ajfsoa-308	53	13	the	the	DET
ajfsoa-308	53	14	utility	utility	NOUN
ajfsoa-308	53	15	function	function	NOUN
ajfsoa-308	53	16	to	to	ADP
ajfsoa-308	53	17	some	some	DET
ajfsoa-308	53	18	quantitative	quantitative	ADJ
ajfsoa-308	53	19	measure	measure	NOUN
ajfsoa-308	53	20	of	of	ADP
ajfsoa-308	53	21	the	the	DET
ajfsoa-308	53	22	degree	degree	NOUN
ajfsoa-308	53	23	of	of	ADP
ajfsoa-308	53	24	risk	risk	NOUN
ajfsoa-308	53	25	aversion	aversion	NOUN
ajfsoa-308	53	26	(	(	PUNCT
ajfsoa-308	53	27	or	or	CCONJ
ajfsoa-308	53	28	preference	preference	NOUN
ajfsoa-308	53	29	)	)	PUNCT
ajfsoa-308	53	30	without	without	ADP
ajfsoa-308	53	31	some	some	DET
ajfsoa-308	53	32	bit	bit	NOUN
ajfsoa-308	53	33	of	of	ADP
ajfsoa-308	53	34	complexity	complexity	NOUN
ajfsoa-308	53	35	,	,	PUNCT
ajfsoa-308	53	36	because	because	SCONJ
ajfsoa-308	53	37	of	of	ADP
ajfsoa-308	53	38	the	the	DET
ajfsoa-308	53	39	ordinal	ordinal	ADJ
ajfsoa-308	53	40	scale	scale	NOUN
ajfsoa-308	53	41	used	use	VERB
ajfsoa-308	53	42	for	for	ADP
ajfsoa-308	53	43	utility	utility	NOUN
ajfsoa-308	53	44	.	.	PUNCT
ajfsoa-308	54	1	this	this	DET
ajfsoa-308	54	2	difficulty	difficulty	NOUN
ajfsoa-308	54	3	is	be	AUX
ajfsoa-308	54	4	resolved	resolve	VERB
ajfsoa-308	54	5	by	by	ADP
ajfsoa-308	54	6	a	a	DET
ajfsoa-308	54	7	measure	measure	NOUN
ajfsoa-308	54	8	that	that	PRON
ajfsoa-308	54	9	is	be	AUX
ajfsoa-308	54	10	constant	constant	ADJ
ajfsoa-308	54	11	for	for	ADP
ajfsoa-308	54	12	any	any	DET
ajfsoa-308	54	13	positive	positive	ADJ
ajfsoa-308	54	14	linear	linear	ADJ
ajfsoa-308	54	15	transformation	transformation	NOUN
ajfsoa-308	54	16	of	of	ADP
ajfsoa-308	54	17	u	u	NOUN
ajfsoa-308	54	18	,	,	PUNCT
ajfsoa-308	54	19	known	know	VERB
ajfsoa-308	54	20	as	as	ADP
ajfsoa-308	54	21	the	the	DET
ajfsoa-308	54	22	coefficient	coefficient	NOUN
ajfsoa-308	54	23	of	of	ADP
ajfsoa-308	54	24	absolute	absolute	ADJ
ajfsoa-308	54	25	risk	risk	NOUN
ajfsoa-308	54	26	aversion	aversion	NOUN
ajfsoa-308	54	27	(	(	PUNCT
ajfsoa-308	54	28	cara	cara	INTJ
ajfsoa-308	54	29	)	)	PUNCT
ajfsoa-308	54	30	.	.	PUNCT
ajfsoa-308	55	1	in	in	ADP
ajfsoa-308	55	2	this	this	DET
ajfsoa-308	55	3	study	study	NOUN
ajfsoa-308	55	4	however	however	ADV
ajfsoa-308	55	5	,	,	PUNCT
ajfsoa-308	55	6	a	a	DET
ajfsoa-308	55	7	modification	modification	NOUN
ajfsoa-308	55	8	which	which	PRON
ajfsoa-308	55	9	essentially	essentially	ADV
ajfsoa-308	55	10	results	result	VERB
ajfsoa-308	55	11	into	into	ADP
ajfsoa-308	55	12	some	some	DET
ajfsoa-308	55	13	bit	bit	NOUN
ajfsoa-308	55	14	of	of	ADP
ajfsoa-308	55	15	deviation	deviation	NOUN
ajfsoa-308	55	16	from	from	ADP
ajfsoa-308	55	17	the	the	DET
ajfsoa-308	55	18	above	above	ADJ
ajfsoa-308	55	19	is	be	AUX
ajfsoa-308	55	20	attempted	attempt	VERB
ajfsoa-308	55	21	.	.	PUNCT
ajfsoa-308	56	1	this	this	PRON
ajfsoa-308	56	2	permits	permit	VERB
ajfsoa-308	56	3	an	an	DET
ajfsoa-308	56	4	appropriate	appropriate	ADJ
ajfsoa-308	56	5	and	and	CCONJ
ajfsoa-308	56	6	convincing	convincing	ADJ
ajfsoa-308	56	7	analytical	analytical	ADJ
ajfsoa-308	56	8	framework	framework	NOUN
ajfsoa-308	56	9	which	which	PRON
ajfsoa-308	56	10	captures	capture	VERB
ajfsoa-308	56	11	the	the	DET
ajfsoa-308	56	12	concept	concept	NOUN
ajfsoa-308	56	13	establishing	establish	VERB
ajfsoa-308	56	14	the	the	DET
ajfsoa-308	56	15	present	present	ADJ
ajfsoa-308	56	16	study	study	NOUN
ajfsoa-308	56	17	:	:	PUNCT
ajfsoa-308	56	18	cobb	cobb	PROPN
ajfsoa-308	56	19	-	-	PUNCT
ajfsoa-308	56	20	douglas	douglas	PROPN
ajfsoa-308	56	21	(	(	PUNCT
ajfsoa-308	56	22	log	log	NOUN
ajfsoa-308	56	23	-	-	PUNCT
ajfsoa-308	56	24	linear	linear	NOUN
ajfsoa-308	56	25	)	)	PUNCT
ajfsoa-308	56	26	versus	versus	ADP
ajfsoa-308	56	27	ridge	ridge	NOUN
ajfsoa-308	56	28	regression	regression	NOUN
ajfsoa-308	56	29	risk	risk	NOUN
ajfsoa-308	56	30	is	be	AUX
ajfsoa-308	56	31	introduced	introduce	VERB
ajfsoa-308	56	32	in	in	ADP
ajfsoa-308	56	33	a	a	DET
ajfsoa-308	56	34	model	model	NOUN
ajfsoa-308	56	35	of	of	ADP
ajfsoa-308	56	36	economic	economic	ADJ
ajfsoa-308	56	37	decision	decision	NOUN
ajfsoa-308	56	38	making	make	VERB
ajfsoa-308	56	39	as	as	ADP
ajfsoa-308	56	40	a	a	DET
ajfsoa-308	56	41	“	"	PUNCT
ajfsoa-308	56	42	safety	safety	NOUN
ajfsoa-308	56	43	-	-	PUNCT
ajfsoa-308	56	44	first‟	first‟	NOUN
ajfsoa-308	56	45	rule	rule	NOUN
ajfsoa-308	56	46	.	.	PUNCT
ajfsoa-308	57	1	according	accord	VERB
ajfsoa-308	57	2	to	to	ADP
ajfsoa-308	57	3	this	this	DET
ajfsoa-308	57	4	rule	rule	NOUN
ajfsoa-308	57	5	,	,	PUNCT
ajfsoa-308	57	6	an	an	DET
ajfsoa-308	57	7	important	important	ADJ
ajfsoa-308	57	8	motivating	motivating	NOUN
ajfsoa-308	57	9	force	force	NOUN
ajfsoa-308	57	10	of	of	ADP
ajfsoa-308	57	11	the	the	DET
ajfsoa-308	57	12	decision	decision	NOUN
ajfsoa-308	57	13	maker	maker	NOUN
ajfsoa-308	57	14	in	in	ADP
ajfsoa-308	57	15	managing	manage	VERB
ajfsoa-308	57	16	the	the	DET
ajfsoa-308	57	17	productive	productive	ADJ
ajfsoa-308	57	18	resources	resource	NOUN
ajfsoa-308	57	19	that	that	PRON
ajfsoa-308	57	20	he	he	PRON
ajfsoa-308	57	21	controls	control	VERB
ajfsoa-308	57	22	and	and	CCONJ
ajfsoa-308	57	23	,	,	PUNCT
ajfsoa-308	57	24	in	in	ADP
ajfsoa-308	57	25	particular	particular	ADJ
ajfsoa-308	57	26	,	,	PUNCT
ajfsoa-308	57	27	in	in	ADP
ajfsoa-308	57	28	choosing	choose	VERB
ajfsoa-308	57	29	among	among	ADP
ajfsoa-308	57	30	technological	technological	ADJ
ajfsoa-308	57	31	options	option	NOUN
ajfsoa-308	57	32	is	be	AUX
ajfsoa-308	57	33	the	the	DET
ajfsoa-308	57	34	security	security	NOUN
ajfsoa-308	57	35	of	of	ADP
ajfsoa-308	57	36	generating	generate	VERB
ajfsoa-308	57	37	returns	return	NOUN
ajfsoa-308	57	38	large	large	ADJ
ajfsoa-308	57	39	enough	enough	ADV
ajfsoa-308	57	40	to	to	PART
ajfsoa-308	57	41	cover	cover	VERB
ajfsoa-308	57	42	subsistence	subsistence	NOUN
ajfsoa-308	57	43	needs	need	NOUN
ajfsoa-308	57	44	.	.	PUNCT
ajfsoa-308	58	1	it	it	PRON
ajfsoa-308	58	2	has	have	AUX
ajfsoa-308	58	3	been	be	AUX
ajfsoa-308	58	4	indicated	indicate	VERB
ajfsoa-308	58	5	that	that	SCONJ
ajfsoa-308	58	6	,	,	PUNCT
ajfsoa-308	58	7	safety	safety	NOUN
ajfsoa-308	58	8	-	-	PUNCT
ajfsoa-308	58	9	first	first	ADJ
ajfsoa-308	58	10	criterion	criterion	NOUN
ajfsoa-308	58	11	tends	tend	VERB
ajfsoa-308	58	12	to	to	PART
ajfsoa-308	58	13	be	be	AUX
ajfsoa-308	58	14	followed	follow	VERB
ajfsoa-308	58	15	whenever	whenever	SCONJ
ajfsoa-308	58	16	the	the	DET
ajfsoa-308	58	17	satisfaction	satisfaction	NOUN
ajfsoa-308	58	18	of	of	ADP
ajfsoa-308	58	19	basic	basic	ADJ
ajfsoa-308	58	20	needs	need	NOUN
ajfsoa-308	58	21	may	may	AUX
ajfsoa-308	58	22	be	be	AUX
ajfsoa-308	58	23	at	at	ADP
ajfsoa-308	58	24	risk	risk	NOUN
ajfsoa-308	58	25	(	(	PUNCT
ajfsoa-308	58	26	scandizzo	scandizzo	NOUN
ajfsoa-308	58	27	and	and	CCONJ
ajfsoa-308	58	28	dillon	dillon	PROPN
ajfsoa-308	58	29	,	,	PUNCT
ajfsoa-308	58	30	1976	1976	NUM
ajfsoa-308	58	31	)	)	PUNCT
ajfsoa-308	58	32	.	.	PUNCT
ajfsoa-308	59	1	assuming	assume	VERB
ajfsoa-308	59	2	that	that	SCONJ
ajfsoa-308	59	3	the	the	DET
ajfsoa-308	59	4	safety	safety	NOUN
ajfsoa-308	59	5	-	-	PUNCT
ajfsoa-308	59	6	first	first	ADJ
ajfsoa-308	59	7	model	model	NOUN
ajfsoa-308	59	8	holds	hold	VERB
ajfsoa-308	59	9	,	,	PUNCT
ajfsoa-308	59	10	the	the	DET
ajfsoa-308	59	11	degree	degree	NOUN
ajfsoa-308	59	12	of	of	ADP
ajfsoa-308	59	13	risk	risk	NOUN
ajfsoa-308	59	14	aversion	aversion	NOUN
ajfsoa-308	59	15	manifested	manifest	VERB
ajfsoa-308	59	16	by	by	ADP
ajfsoa-308	59	17	an	an	DET
ajfsoa-308	59	18	individual	individual	ADJ
ajfsoa-308	59	19	farmer	farmer	NOUN
ajfsoa-308	59	20	can	can	AUX
ajfsoa-308	59	21	be	be	AUX
ajfsoa-308	59	22	derived	derive	VERB
ajfsoa-308	59	23	from	from	ADP
ajfsoa-308	59	24	an	an	DET
ajfsoa-308	59	25	observed	observed	ADJ
ajfsoa-308	59	26	behaviour	behaviour	NOUN
ajfsoa-308	59	27	.	.	PUNCT
ajfsoa-308	60	1	given	give	VERB
ajfsoa-308	60	2	a	a	DET
ajfsoa-308	60	3	production	production	NOUN
ajfsoa-308	60	4	technology	technology	NOUN
ajfsoa-308	60	5	,	,	PUNCT
ajfsoa-308	60	6	the	the	DET
ajfsoa-308	60	7	risk	risk	NOUN
ajfsoa-308	60	8	associated	associate	VERB
ajfsoa-308	60	9	with	with	ADP
ajfsoa-308	60	10	production	production	NOUN
ajfsoa-308	60	11	and	and	CCONJ
ajfsoa-308	60	12	market	market	NOUN
ajfsoa-308	60	13	condition	condition	NOUN
ajfsoa-308	60	14	,	,	PUNCT
ajfsoa-308	60	15	the	the	DET
ajfsoa-308	60	16	observed	observed	ADJ
ajfsoa-308	60	17	level	level	NOUN
ajfsoa-308	60	18	of	of	ADP
ajfsoa-308	60	19	factor	factor	NOUN
ajfsoa-308	60	20	use	use	NOUN
ajfsoa-308	60	21	reveals	reveal	VERB
ajfsoa-308	60	22	the	the	DET
ajfsoa-308	60	23	underlying	underlie	VERB
ajfsoa-308	60	24	degree	degree	NOUN
ajfsoa-308	60	25	of	of	ADP
ajfsoa-308	60	26	risk	risk	NOUN
ajfsoa-308	60	27	aversion	aversion	NOUN
ajfsoa-308	60	28	.	.	PUNCT
ajfsoa-308	61	1	this	this	DET
ajfsoa-308	61	2	method	method	NOUN
ajfsoa-308	61	3	involves	involve	VERB
ajfsoa-308	61	4	three	three	NUM
ajfsoa-308	61	5	stages	stage	NOUN
ajfsoa-308	61	6	:	:	PUNCT
ajfsoa-308	61	7	first	first	ADV
ajfsoa-308	61	8	is	be	AUX
ajfsoa-308	61	9	the	the	DET
ajfsoa-308	61	10	estimation	estimation	NOUN
ajfsoa-308	61	11	of	of	ADP
ajfsoa-308	61	12	production	production	NOUN
ajfsoa-308	61	13	functions	function	NOUN
ajfsoa-308	61	14	in	in	ADP
ajfsoa-308	61	15	which	which	PRON
ajfsoa-308	61	16	the	the	DET
ajfsoa-308	61	17	relationship	relationship	NOUN
ajfsoa-308	61	18	between	between	ADP
ajfsoa-308	61	19	the	the	DET
ajfsoa-308	61	20	direct	direct	ADJ
ajfsoa-308	61	21	input	input	NOUN
ajfsoa-308	61	22	vectors	vector	NOUN
ajfsoa-308	61	23	(	(	PUNCT
ajfsoa-308	61	24	x	x	NOUN
ajfsoa-308	61	25	)	)	PUNCT
ajfsoa-308	61	26	and	and	CCONJ
ajfsoa-308	61	27	maize	maize	NOUN
ajfsoa-308	61	28	yields	yield	NOUN
ajfsoa-308	61	29	(	(	PUNCT
ajfsoa-308	61	30	y	y	NOUN
ajfsoa-308	61	31	)	)	PUNCT
ajfsoa-308	61	32	is	be	AUX
ajfsoa-308	61	33	established	establish	VERB
ajfsoa-308	61	34	.	.	PUNCT
ajfsoa-308	62	1	the	the	DET
ajfsoa-308	62	2	data	datum	NOUN
ajfsoa-308	62	3	collected	collect	VERB
ajfsoa-308	62	4	were	be	AUX
ajfsoa-308	62	5	subjected	subject	VERB
ajfsoa-308	62	6	to	to	ADP
ajfsoa-308	62	7	ordinary	ordinary	ADJ
ajfsoa-308	62	8	least	least	ADJ
ajfsoa-308	62	9	square	square	ADJ
ajfsoa-308	62	10	method	method	NOUN
ajfsoa-308	62	11	to	to	PART
ajfsoa-308	62	12	obtain	obtain	VERB
ajfsoa-308	62	13	the	the	DET
ajfsoa-308	62	14	regression	regression	NOUN
ajfsoa-308	62	15	coefficients	coefficient	NOUN
ajfsoa-308	62	16	,	,	PUNCT
ajfsoa-308	62	17	coefficients	coefficient	NOUN
ajfsoa-308	62	18	of	of	ADP
ajfsoa-308	62	19	multiple	multiple	ADJ
ajfsoa-308	62	20	determination	determination	NOUN
ajfsoa-308	62	21	(	(	PUNCT
ajfsoa-308	62	22	r	r	NOUN
ajfsoa-308	62	23	2	2	NUM
ajfsoa-308	62	24	)	)	PUNCT
ajfsoa-308	62	25	,	,	PUNCT
ajfsoa-308	62	26	etc	etc	X
ajfsoa-308	62	27	.	.	X
ajfsoa-308	62	28	implicitly	implicitly	ADV
ajfsoa-308	62	29	,	,	PUNCT
ajfsoa-308	62	30	the	the	DET
ajfsoa-308	62	31	function	function	NOUN
ajfsoa-308	62	32	is	be	AUX
ajfsoa-308	62	33	expressed	express	VERB
ajfsoa-308	62	34	as	as	SCONJ
ajfsoa-308	62	35	follows	follow	VERB
ajfsoa-308	62	36	:	:	PUNCT
ajfsoa-308	63	1	y	y	PROPN
ajfsoa-308	63	2			NUM
ajfsoa-308	63	3	f	f	X
ajfsoa-308	63	4	(	(	PUNCT
ajfsoa-308	63	5	x1	x1	INTJ
ajfsoa-308	63	6	,	,	PUNCT
ajfsoa-308	63	7	x	x	PROPN
ajfsoa-308	63	8	2	2	NUM
ajfsoa-308	63	9	,	,	PUNCT
ajfsoa-308	63	10	x	x	PROPN
ajfsoa-308	63	11	3	3	NUM
ajfsoa-308	63	12	,	,	PUNCT
ajfsoa-308	63	13	x	x	PROPN
ajfsoa-308	63	14	4	4	NUM
ajfsoa-308	63	15	,	,	PUNCT
ajfsoa-308	63	16	x	x	PROPN
ajfsoa-308	63	17	5	5	NUM
ajfsoa-308	63	18	,	,	PUNCT
ajfsoa-308	63	19	x	x	PROPN
ajfsoa-308	63	20	6	6	NUM
ajfsoa-308	63	21	,	,	PUNCT
ajfsoa-308	63	22	x	x	X
ajfsoa-308	63	23	7	7	NUM
ajfsoa-308	63	24	,	,	PUNCT
ajfsoa-308	63	25	x	x	PROPN
ajfsoa-308	63	26	8	8	NUM
ajfsoa-308	63	27	,	,	PUNCT
ajfsoa-308	63	28	u	u	NOUN
ajfsoa-308	63	29	)	)	PUNCT
ajfsoa-308	63	30	(	(	PUNCT
ajfsoa-308	63	31	1	1	X
ajfsoa-308	63	32	)	)	PUNCT
ajfsoa-308	63	33	where	where	SCONJ
ajfsoa-308	63	34	:	:	PUNCT
ajfsoa-308	63	35	y	y	PROPN
ajfsoa-308	63	36	is	be	AUX
ajfsoa-308	63	37	the	the	DET
ajfsoa-308	63	38	maize	maize	NOUN
ajfsoa-308	63	39	output	output	NOUN
ajfsoa-308	63	40	in	in	ADP
ajfsoa-308	63	41	tons	ton	NOUN
ajfsoa-308	63	42	/	/	SYM
ajfsoa-308	63	43	ha	ha	INTJ
ajfsoa-308	63	44	;	;	PUNCT
ajfsoa-308	63	45	x1=	x1=	PROPN
ajfsoa-308	63	46	the	the	DET
ajfsoa-308	63	47	quantity	quantity	NOUN
ajfsoa-308	63	48	of	of	ADP
ajfsoa-308	63	49	seed	seed	NOUN
ajfsoa-308	63	50	planted	plant	VERB
ajfsoa-308	63	51	in	in	ADP
ajfsoa-308	63	52	kg	kg	PROPN
ajfsoa-308	63	53	/	/	SYM
ajfsoa-308	63	54	ha	ha	INTJ
ajfsoa-308	63	55	;	;	PUNCT
ajfsoa-308	63	56	x2=	x2=	PROPN
ajfsoa-308	63	57	fertilizer	fertilizer	NOUN
ajfsoa-308	63	58	(	(	PUNCT
ajfsoa-308	63	59	npk	npk	NOUN
ajfsoa-308	63	60	)	)	PUNCT
ajfsoa-308	63	61	in	in	ADP
ajfsoa-308	63	62	kg	kg	PROPN
ajfsoa-308	63	63	/	/	SYM
ajfsoa-308	63	64	ha	ha	INTJ
ajfsoa-308	63	65	;	;	PUNCT
ajfsoa-308	63	66	x3=	x3=	X
ajfsoa-308	63	67	fertilizer	fertilizer	NOUN
ajfsoa-308	63	68	(	(	PUNCT
ajfsoa-308	63	69	urea	urea	NOUN
ajfsoa-308	63	70	)	)	PUNCT
ajfsoa-308	63	71	kg	kg	PROPN
ajfsoa-308	63	72	/	/	SYM
ajfsoa-308	63	73	ha	ha	INTJ
ajfsoa-308	63	74	;	;	PUNCT
ajfsoa-308	63	75	x4=	x4=	NOUN
ajfsoa-308	63	76	labour	labour	ADJ
ajfsoa-308	63	77	utilization	utilization	NOUN
ajfsoa-308	63	78	in	in	ADP
ajfsoa-308	63	79	labour	labour	PROPN
ajfsoa-308	63	80	day	day	PROPN
ajfsoa-308	63	81	/	/	SYM
ajfsoa-308	63	82	ha	ha	INTJ
ajfsoa-308	63	83	;	;	PUNCT
ajfsoa-308	63	84	x5=	x5=	NOUN
ajfsoa-308	63	85	insecticide	insecticide	NOUN
ajfsoa-308	63	86	in	in	ADP
ajfsoa-308	63	87	litre	litre	PROPN
ajfsoa-308	63	88	/	/	SYM
ajfsoa-308	63	89	ha	ha	INTJ
ajfsoa-308	63	90	;	;	PUNCT
ajfsoa-308	63	91	x	x	SYM
ajfsoa-308	63	92	6=	6=	ADP
ajfsoa-308	63	93	herbicide	herbicide	NOUN
ajfsoa-308	63	94	in	in	ADP
ajfsoa-308	63	95	litre	litre	PROPN
ajfsoa-308	63	96	/	/	SYM
ajfsoa-308	63	97	ha	ha	INTJ
ajfsoa-308	63	98	;	;	PUNCT
ajfsoa-308	63	99	x7=	x7=	X
ajfsoa-308	63	100	tractor	tractor	NOUN
ajfsoa-308	63	101	in	in	ADP
ajfsoa-308	63	102	hour	hour	NOUN
ajfsoa-308	63	103	/	/	SYM
ajfsoa-308	63	104	ha	ha	INTJ
ajfsoa-308	63	105	;	;	PUNCT
ajfsoa-308	63	106	x8=	x8=	NOUN
ajfsoa-308	63	107	animal	animal	NOUN
ajfsoa-308	63	108	(	(	PUNCT
ajfsoa-308	63	109	traction	traction	NOUN
ajfsoa-308	63	110	)	)	PUNCT
ajfsoa-308	63	111	in	in	ADP
ajfsoa-308	63	112	hour	hour	NOUN
ajfsoa-308	63	113	/	/	SYM
ajfsoa-308	63	114	ha	ha	INTJ
ajfsoa-308	63	115	;	;	PUNCT
ajfsoa-308	63	116	and	and	CCONJ
ajfsoa-308	63	117	u=	u=	DET
ajfsoa-308	63	118	the	the	DET
ajfsoa-308	63	119	error	error	NOUN
ajfsoa-308	63	120	term	term	NOUN
ajfsoa-308	63	121	which	which	PRON
ajfsoa-308	63	122	is	be	AUX
ajfsoa-308	63	123	assumed	assume	VERB
ajfsoa-308	63	124	to	to	PART
ajfsoa-308	63	125	be	be	AUX
ajfsoa-308	63	126	normally	normally	ADV
ajfsoa-308	63	127	distributed	distribute	VERB
ajfsoa-308	63	128	with	with	ADP
ajfsoa-308	63	129	mean	mean	NOUN
ajfsoa-308	63	130	zero	zero	NUM
ajfsoa-308	63	131	and	and	CCONJ
ajfsoa-308	63	132	constant	constant	ADJ
ajfsoa-308	63	133	variance	variance	NOUN
ajfsoa-308	63	134	.	.	PUNCT
ajfsoa-308	64	1	this	this	PRON
ajfsoa-308	64	2	also	also	ADV
ajfsoa-308	64	3	takes	take	VERB
ajfsoa-308	64	4	care	care	NOUN
ajfsoa-308	64	5	of	of	ADP
ajfsoa-308	64	6	all	all	DET
ajfsoa-308	64	7	variables	variable	NOUN
ajfsoa-308	64	8	assumed	assume	VERB
ajfsoa-308	64	9	constant	constant	ADJ
ajfsoa-308	64	10	.	.	PUNCT
ajfsoa-308	65	1	the	the	DET
ajfsoa-308	65	2	second	second	ADJ
ajfsoa-308	65	3	stage	stage	NOUN
ajfsoa-308	65	4	follows	follow	VERB
ajfsoa-308	65	5	from	from	ADP
ajfsoa-308	65	6	the	the	DET
ajfsoa-308	65	7	need	need	NOUN
ajfsoa-308	65	8	to	to	PART
ajfsoa-308	65	9	adjust	adjust	VERB
ajfsoa-308	65	10	the	the	DET
ajfsoa-308	65	11	regression	regression	NOUN
ajfsoa-308	65	12	parameter	parameter	NOUN
ajfsoa-308	65	13	estimates	estimate	NOUN
ajfsoa-308	65	14	because	because	SCONJ
ajfsoa-308	65	15	of	of	ADP
ajfsoa-308	65	16	multicollinearity	multicollinearity	NOUN
ajfsoa-308	65	17	that	that	PRON
ajfsoa-308	65	18	existed	exist	VERB
ajfsoa-308	65	19	between	between	ADP
ajfsoa-308	65	20	variables	variable	NOUN
ajfsoa-308	65	21	x2	x2	PROPN
ajfsoa-308	65	22	and	and	CCONJ
ajfsoa-308	65	23	x3	x3	ADJ
ajfsoa-308	65	24	(	(	PUNCT
ajfsoa-308	65	25	npk	npk	NOUN
ajfsoa-308	65	26	and	and	CCONJ
ajfsoa-308	65	27	urea	urea	NOUN
ajfsoa-308	65	28	)	)	PUNCT
ajfsoa-308	65	29	.	.	PUNCT
ajfsoa-308	66	1	the	the	DET
ajfsoa-308	66	2	lead	lead	ADJ
ajfsoa-308	66	3	equation	equation	NOUN
ajfsoa-308	66	4	was	be	AUX
ajfsoa-308	66	5	then	then	ADV
ajfsoa-308	66	6	subjected	subject	VERB
ajfsoa-308	66	7	to	to	ADP
ajfsoa-308	66	8	a	a	DET
ajfsoa-308	66	9	ridge	ridge	NOUN
ajfsoa-308	66	10	regression	regression	NOUN
ajfsoa-308	66	11	analysis	analysis	NOUN
ajfsoa-308	66	12	to	to	PART
ajfsoa-308	66	13	reduce	reduce	VERB
ajfsoa-308	66	14	the	the	DET
ajfsoa-308	66	15	influence	influence	NOUN
ajfsoa-308	66	16	of	of	ADP
ajfsoa-308	66	17	the	the	DET
ajfsoa-308	66	18	multicollinear	multicollinear	NOUN
ajfsoa-308	66	19	variables	variable	VERB
ajfsoa-308	66	20	on	on	ADP
ajfsoa-308	66	21	the	the	DET
ajfsoa-308	66	22	predictive	predictive	ADJ
ajfsoa-308	66	23	strength	strength	NOUN
ajfsoa-308	66	24	of	of	ADP
ajfsoa-308	66	25	the	the	DET
ajfsoa-308	66	26	equation	equation	NOUN
ajfsoa-308	66	27	.	.	PUNCT
ajfsoa-308	67	1	none	none	NOUN
ajfsoa-308	67	2	of	of	ADP
ajfsoa-308	67	3	these	these	DET
ajfsoa-308	67	4	variables	variable	NOUN
ajfsoa-308	67	5	(	(	PUNCT
ajfsoa-308	67	6	npk	npk	NOUN
ajfsoa-308	67	7	and	and	CCONJ
ajfsoa-308	67	8	urea	urea	NOUN
ajfsoa-308	67	9	)	)	PUNCT
ajfsoa-308	67	10	could	could	AUX
ajfsoa-308	67	11	be	be	AUX
ajfsoa-308	67	12	removed	remove	VERB
ajfsoa-308	67	13	from	from	ADP
ajfsoa-308	67	14	the	the	DET
ajfsoa-308	67	15	production	production	NOUN
ajfsoa-308	67	16	function	function	NOUN
ajfsoa-308	67	17	because	because	SCONJ
ajfsoa-308	67	18	they	they	PRON
ajfsoa-308	67	19	are	be	AUX
ajfsoa-308	67	20	individually	individually	ADV
ajfsoa-308	67	21	,	,	PUNCT
ajfsoa-308	67	22	maize	maize	NOUN
ajfsoa-308	67	23	yield	yield	NOUN
ajfsoa-308	67	24	increasing	increase	VERB
ajfsoa-308	67	25	inputs	input	NOUN
ajfsoa-308	67	26	.	.	PUNCT
ajfsoa-308	68	1	in	in	ADP
ajfsoa-308	68	2	economic	economic	ADJ
ajfsoa-308	68	3	theory	theory	NOUN
ajfsoa-308	68	4	,	,	PUNCT
ajfsoa-308	68	5	multicollinearity	multicollinearity	NOUN
ajfsoa-308	68	6	commonly	commonly	ADV
ajfsoa-308	68	7	occurs	occur	VERB
ajfsoa-308	68	8	because	because	SCONJ
ajfsoa-308	68	9	of	of	ADP
ajfsoa-308	68	10	the	the	DET
ajfsoa-308	68	11	nature	nature	NOUN
ajfsoa-308	68	12	of	of	ADP
ajfsoa-308	68	13	aggregation	aggregation	NOUN
ajfsoa-308	68	14	of	of	ADP
ajfsoa-308	68	15	economic	economic	ADJ
ajfsoa-308	68	16	data	datum	NOUN
ajfsoa-308	68	17	.	.	PUNCT
ajfsoa-308	69	1	most	most	ADJ
ajfsoa-308	69	2	of	of	ADP
ajfsoa-308	69	3	the	the	DET
ajfsoa-308	69	4	explanatory	explanatory	ADJ
ajfsoa-308	69	5	variables	variable	NOUN
ajfsoa-308	69	6	tend	tend	VERB
ajfsoa-308	69	7	to	to	PART
ajfsoa-308	69	8	move	move	VERB
ajfsoa-308	69	9	up	up	ADV
ajfsoa-308	69	10	and	and	CCONJ
ajfsoa-308	69	11	down	down	ADV
ajfsoa-308	69	12	together	together	ADV
ajfsoa-308	69	13	over	over	ADP
ajfsoa-308	69	14	time	time	NOUN
ajfsoa-308	69	15	and	and	CCONJ
ajfsoa-308	69	16	a	a	DET
ajfsoa-308	69	17	number	number	NOUN
ajfsoa-308	69	18	of	of	ADP
ajfsoa-308	69	19	highly	highly	ADV
ajfsoa-308	69	20	correlated	correlate	VERB
ajfsoa-308	69	21	explanatory	explanatory	ADJ
ajfsoa-308	69	22	variables	variable	NOUN
ajfsoa-308	69	23	may	may	AUX
ajfsoa-308	69	24	be	be	AUX
ajfsoa-308	69	25	large	large	ADJ
ajfsoa-308	69	26	relative	relative	ADJ
ajfsoa-308	69	27	to	to	ADP
ajfsoa-308	69	28	the	the	DET
ajfsoa-308	69	29	number	number	NOUN
ajfsoa-308	69	30	of	of	ADP
ajfsoa-308	69	31	observations	observation	NOUN
ajfsoa-308	69	32	.	.	PUNCT
ajfsoa-308	70	1	a	a	DET
ajfsoa-308	70	2	number	number	NOUN
ajfsoa-308	70	3	of	of	ADP
ajfsoa-308	70	4	methods	method	NOUN
ajfsoa-308	70	5	of	of	ADP
ajfsoa-308	70	6	ameliorating	ameliorate	VERB
ajfsoa-308	70	7	multicollinearity	multicollinearity	NOUN
ajfsoa-308	70	8	have	have	AUX
ajfsoa-308	70	9	been	be	AUX
ajfsoa-308	70	10	identified	identify	VERB
ajfsoa-308	70	11	in	in	ADP
ajfsoa-308	70	12	the	the	DET
ajfsoa-308	70	13	literature	literature	NOUN
ajfsoa-308	70	14	.	.	PUNCT
ajfsoa-308	71	1	one	one	NUM
ajfsoa-308	71	2	of	of	ADP
ajfsoa-308	71	3	the	the	DET
ajfsoa-308	71	4	prominent	prominent	NOUN
ajfsoa-308	71	5	among	among	ADP
ajfsoa-308	71	6	these	these	PRON
ajfsoa-308	71	7	is	be	AUX
ajfsoa-308	71	8	the	the	DET
ajfsoa-308	71	9	ridge	ridge	NOUN
ajfsoa-308	71	10	regression	regression	NOUN
ajfsoa-308	71	11	analysis	analysis	NOUN
ajfsoa-308	71	12	.	.	PUNCT
ajfsoa-308	72	1	as	as	SCONJ
ajfsoa-308	72	2	characterized	characterize	VERB
ajfsoa-308	72	3	by	by	ADP
ajfsoa-308	72	4	hoerl	hoerl	NOUN
ajfsoa-308	72	5	and	and	CCONJ
ajfsoa-308	72	6	kenard	kenard	NOUN
ajfsoa-308	72	7	(	(	PUNCT
ajfsoa-308	72	8	1970a	1970a	NUM
ajfsoa-308	72	9	)	)	PUNCT
ajfsoa-308	72	10	,	,	PUNCT
ajfsoa-308	72	11	ridge	ridge	NOUN
ajfsoa-308	72	12	regression	regression	NOUN
ajfsoa-308	72	13	technique	technique	NOUN
ajfsoa-308	72	14	is	be	AUX
ajfsoa-308	72	15	a	a	DET
ajfsoa-308	72	16	way	way	NOUN
ajfsoa-308	72	17	of	of	ADP
ajfsoa-308	72	18	incorporating	incorporate	VERB
ajfsoa-308	72	19	prior	prior	ADJ
ajfsoa-308	72	20	information	information	NOUN
ajfsoa-308	72	21	into	into	ADP
ajfsoa-308	72	22	the	the	DET
ajfsoa-308	72	23	estimation	estimation	NOUN
ajfsoa-308	72	24	procedure	procedure	NOUN
ajfsoa-308	72	25	.	.	PUNCT
ajfsoa-308	73	1	it	it	PRON
ajfsoa-308	73	2	adjusts	adjust	VERB
ajfsoa-308	73	3	the	the	DET
ajfsoa-308	73	4	least	least	ADJ
ajfsoa-308	73	5	squares	square	NOUN
ajfsoa-308	73	6	estimator	estimator	NOUN
ajfsoa-308	73	7	by	by	ADP
ajfsoa-308	73	8	reducing	reduce	VERB
ajfsoa-308	73	9	the	the	DET
ajfsoa-308	73	10	influence	influence	NOUN
ajfsoa-308	73	11	of	of	ADP
ajfsoa-308	73	12	multicollinearity	multicollinearity	NOUN
ajfsoa-308	73	13	on	on	ADP
ajfsoa-308	73	14	the	the	DET
ajfsoa-308	73	15	parameter	parameter	NOUN
ajfsoa-308	73	16	estimates	estimate	NOUN
ajfsoa-308	73	17	,	,	PUNCT
ajfsoa-308	73	18	it	it	PRON
ajfsoa-308	73	19	focuses	focus	VERB
ajfsoa-308	73	20	on	on	ADP
ajfsoa-308	73	21	the	the	DET
ajfsoa-308	73	22	achievement	achievement	NOUN
ajfsoa-308	73	23	of	of	ADP
ajfsoa-308	73	24	small	small	ADJ
ajfsoa-308	73	25	means	mean	NOUN
ajfsoa-308	73	26	square	square	ADJ
ajfsoa-308	73	27	error	error	NOUN
ajfsoa-308	73	28	as	as	ADP
ajfsoa-308	73	29	the	the	DET
ajfsoa-308	73	30	relevant	relevant	ADJ
ajfsoa-308	73	31	criterion	criterion	NOUN
ajfsoa-308	73	32	.	.	PUNCT
ajfsoa-308	74	1	since	since	SCONJ
ajfsoa-308	74	2	a	a	DET
ajfsoa-308	74	3	major	major	ADJ
ajfsoa-308	74	4	reduction	reduction	NOUN
ajfsoa-308	74	5	in	in	ADP
ajfsoa-308	74	6	variance	variance	NOUN
ajfsoa-308	74	7	can	can	AUX
ajfsoa-308	74	8	be	be	AUX
ajfsoa-308	74	9	obtained	obtain	VERB
ajfsoa-308	74	10	as	as	ADP
ajfsoa-308	74	11	a	a	DET
ajfsoa-308	74	12	result	result	NOUN
ajfsoa-308	74	13	of	of	ADP
ajfsoa-308	74	14	allowing	allow	VERB
ajfsoa-308	74	15	a	a	DET
ajfsoa-308	74	16	little	little	ADJ
ajfsoa-308	74	17	bias	bias	NOUN
ajfsoa-308	74	18	,	,	PUNCT
ajfsoa-308	74	19	the	the	DET
ajfsoa-308	74	20	ridge	ridge	NOUN
ajfsoa-308	74	21	estimator	estimator	NOUN
ajfsoa-308	74	22	can	can	AUX
ajfsoa-308	74	23	be	be	AUX
ajfsoa-308	74	24	defined	define	VERB
ajfsoa-308	74	25	as	as	ADP
ajfsoa-308	74	26	a	a	DET
ajfsoa-308	74	27	function	function	NOUN
ajfsoa-308	74	28	of	of	ADP
ajfsoa-308	74	29	ridge	ridge	PROPN
ajfsoa-308	74	30	parameter	parameter	PROPN
ajfsoa-308	74	31	,	,	PUNCT
ajfsoa-308	74	32	whose	whose	DET
ajfsoa-308	74	33	value	value	NOUN
ajfsoa-308	74	34	can	can	AUX
ajfsoa-308	74	35	be	be	AUX
ajfsoa-308	74	36	selected	select	VERB
ajfsoa-308	74	37	by	by	ADP
ajfsoa-308	74	38	the	the	DET
ajfsoa-308	74	39	data	datum	NOUN
ajfsoa-308	74	40	analyst	analyst	NOUN
ajfsoa-308	74	41	.	.	PUNCT
ajfsoa-308	75	1	proper	proper	ADJ
ajfsoa-308	75	2	choice	choice	NOUN
ajfsoa-308	75	3	of	of	ADP
ajfsoa-308	75	4	the	the	DET
ajfsoa-308	75	5	ridge	ridge	NOUN
ajfsoa-308	75	6	parameter	parameter	NOUN
ajfsoa-308	75	7	guarantees	guarantee	VERB
ajfsoa-308	75	8	that	that	SCONJ
ajfsoa-308	75	9	the	the	DET
ajfsoa-308	75	10	ridge	ridge	NOUN
ajfsoa-308	75	11	estimator	estimator	NOUN
ajfsoa-308	75	12	of	of	ADP
ajfsoa-308	75	13	the	the	DET
ajfsoa-308	75	14	regression	regression	NOUN
ajfsoa-308	75	15	coefficient	coefficient	NOUN
ajfsoa-308	75	16	is	be	AUX
ajfsoa-308	75	17	more	more	ADV
ajfsoa-308	75	18	stable	stable	ADJ
ajfsoa-308	75	19	and	and	CCONJ
ajfsoa-308	75	20	accurate	accurate	ADJ
ajfsoa-308	75	21	than	than	ADP
ajfsoa-308	75	22	the	the	DET
ajfsoa-308	75	23	least	least	ADJ
ajfsoa-308	75	24	squares	square	NOUN
ajfsoa-308	75	25	estimators	estimator	NOUN
ajfsoa-308	75	26	and	and	CCONJ
ajfsoa-308	75	27	less	less	ADV
ajfsoa-308	75	28	susceptible	susceptible	ADJ
ajfsoa-308	75	29	to	to	ADP
ajfsoa-308	75	30	data	datum	NOUN
ajfsoa-308	75	31	set	set	VERB
ajfsoa-308	75	32	variation	variation	NOUN
ajfsoa-308	75	33	.	.	PUNCT
ajfsoa-308	76	1	in	in	ADP
ajfsoa-308	76	2	this	this	DET
ajfsoa-308	76	3	study	study	NOUN
ajfsoa-308	76	4	,	,	PUNCT
ajfsoa-308	76	5	the	the	DET
ajfsoa-308	76	6	use	use	NOUN
ajfsoa-308	76	7	of	of	ADP
ajfsoa-308	76	8	ridge	ridge	NOUN
ajfsoa-308	76	9	regression	regression	NOUN
ajfsoa-308	76	10	is	be	AUX
ajfsoa-308	76	11	therefore	therefore	ADV
ajfsoa-308	76	12	justified	justify	VERB
ajfsoa-308	76	13	for	for	ADP
ajfsoa-308	76	14	the	the	DET
ajfsoa-308	76	15	following	follow	VERB
ajfsoa-308	76	16	reasons	reason	NOUN
ajfsoa-308	76	17	:	:	PUNCT
ajfsoa-308	76	18			ADJ
ajfsoa-308	76	19	the	the	DET
ajfsoa-308	76	20	existence	existence	NOUN
ajfsoa-308	76	21	of	of	ADP
ajfsoa-308	76	22	multicollinearity	multicollinearity	NOUN
ajfsoa-308	76	23	has	have	AUX
ajfsoa-308	76	24	been	be	AUX
ajfsoa-308	76	25	established	establish	VERB
ajfsoa-308	76	26	between	between	ADP
ajfsoa-308	76	27	two	two	NUM
ajfsoa-308	76	28	important	important	ADJ
ajfsoa-308	76	29	variables.	variables.	NOUN
ajfsoa-308	76	30			NOUN
ajfsoa-308	76	31	removing	remove	VERB
ajfsoa-308	76	32	the	the	DET
ajfsoa-308	76	33	multicolinear	multicolinear	ADJ
ajfsoa-308	76	34	variables	variable	NOUN
ajfsoa-308	76	35	can	can	AUX
ajfsoa-308	76	36	render	render	VERB
ajfsoa-308	76	37	some	some	DET
ajfsoa-308	76	38	important	important	ADJ
ajfsoa-308	76	39	findings	finding	NOUN
ajfsoa-308	76	40	(	(	PUNCT
ajfsoa-308	76	41	expectation	expectation	NOUN
ajfsoa-308	76	42	)	)	PUNCT
ajfsoa-308	76	43	invalid.	invalid.	PROPN
ajfsoa-308	76	44			NOUN
ajfsoa-308	76	45	ridge	ridge	NOUN
ajfsoa-308	76	46	regression	regression	NOUN
ajfsoa-308	76	47	normally	normally	ADV
ajfsoa-308	76	48	proceeds	proceed	VERB
ajfsoa-308	76	49	from	from	ADP
ajfsoa-308	76	50	the	the	DET
ajfsoa-308	76	51	original	original	ADJ
ajfsoa-308	76	52	ols	ol	NOUN
ajfsoa-308	76	53	estimations	estimation	NOUN
ajfsoa-308	76	54	and	and	CCONJ
ajfsoa-308	76	55	does	do	AUX
ajfsoa-308	76	56	not	not	PART
ajfsoa-308	76	57	require	require	VERB
ajfsoa-308	76	58	any	any	DET
ajfsoa-308	76	59	complex	complex	ADJ
ajfsoa-308	76	60	or	or	CCONJ
ajfsoa-308	76	61	tedious	tedious	ADJ
ajfsoa-308	76	62	analytical	analytical	ADJ
ajfsoa-308	76	63	procedure.	procedure.	PROPN
ajfsoa-308	76	64	results	result	NOUN
ajfsoa-308	76	65	of	of	ADP
ajfsoa-308	76	66	ridge	ridge	NOUN
ajfsoa-308	76	67	regression	regression	NOUN
ajfsoa-308	76	68	analysis	analysis	NOUN
ajfsoa-308	76	69	are	be	AUX
ajfsoa-308	76	70	therefore	therefore	ADV
ajfsoa-308	76	71	expected	expect	VERB
ajfsoa-308	76	72	to	to	PART
ajfsoa-308	76	73	provide	provide	VERB
ajfsoa-308	76	74	to	to	ADP
ajfsoa-308	76	75	a	a	DET
ajfsoa-308	76	76	large	large	ADJ
ajfsoa-308	76	77	extent	extent	NOUN
ajfsoa-308	76	78	,	,	PUNCT
ajfsoa-308	76	79	unbiased	unbiased	ADJ
ajfsoa-308	76	80	,	,	PUNCT
ajfsoa-308	76	81	precise	precise	ADJ
ajfsoa-308	76	82	and	and	CCONJ
ajfsoa-308	76	83	best	good	ADJ
ajfsoa-308	76	84	estimates	estimate	NOUN
ajfsoa-308	76	85	of	of	ADP
ajfsoa-308	76	86	regressors	regressor	NOUN
ajfsoa-308	76	87	employed	employ	VERB
ajfsoa-308	76	88	in	in	ADP
ajfsoa-308	76	89	this	this	DET
ajfsoa-308	76	90	study	study	NOUN
ajfsoa-308	76	91	.	.	PUNCT
ajfsoa-308	77	1	after	after	ADP
ajfsoa-308	77	2	the	the	DET
ajfsoa-308	77	3	determination	determination	NOUN
ajfsoa-308	77	4	of	of	ADP
ajfsoa-308	77	5	the	the	DET
ajfsoa-308	77	6	most	most	ADV
ajfsoa-308	77	7	suitable	suitable	ADJ
ajfsoa-308	77	8	ridge	ridge	NOUN
ajfsoa-308	77	9	parameter	parameter	NOUN
ajfsoa-308	77	10	,	,	PUNCT
ajfsoa-308	77	11	the	the	DET
ajfsoa-308	77	12	third	third	ADJ
ajfsoa-308	77	13	stage	stage	NOUN
ajfsoa-308	77	14	was	be	AUX
ajfsoa-308	77	15	the	the	DET
ajfsoa-308	77	16	selection	selection	NOUN
ajfsoa-308	77	17	of	of	ADP
ajfsoa-308	77	18	the	the	DET
ajfsoa-308	77	19	most	most	ADV
ajfsoa-308	77	20	significant	significant	ADJ
ajfsoa-308	77	21	variable	variable	NOUN
ajfsoa-308	77	22	.	.	PUNCT
ajfsoa-308	78	1	the	the	DET
ajfsoa-308	78	2	most	most	ADV
ajfsoa-308	78	3	significant	significant	ADJ
ajfsoa-308	78	4	determinant	determinant	ADJ
ajfsoa-308	78	5	(	(	PUNCT
ajfsoa-308	78	6	in	in	ADP
ajfsoa-308	78	7	terms	term	NOUN
ajfsoa-308	78	8	of	of	ADP
ajfsoa-308	78	9	direct	direct	ADJ
ajfsoa-308	78	10	variables	variable	NOUN
ajfsoa-308	78	11	)	)	PUNCT
ajfsoa-308	78	12	of	of	ADP
ajfsoa-308	78	13	the	the	DET
ajfsoa-308	78	14	maize	maize	NOUN
ajfsoa-308	78	15	yield	yield	NOUN
ajfsoa-308	78	16	was	be	AUX
ajfsoa-308	78	17	then	then	ADV
ajfsoa-308	78	18	sin	sin	NOUN
ajfsoa-308	78	19	gled	gle	VERB
ajfsoa-308	78	20	out	out	ADP
ajfsoa-308	78	21	to	to	PART
ajfsoa-308	78	22	determine	determine	VERB
ajfsoa-308	78	23	the	the	DET
ajfsoa-308	78	24	levels	level	NOUN
ajfsoa-308	78	25	of	of	ADP
ajfsoa-308	78	26	farmers‟	farmers‟	NOUN
ajfsoa-308	78	27	risk	risk	NOUN
ajfsoa-308	78	28	aversion	aversion	NOUN
ajfsoa-308	78	29	based	base	VERB
ajfsoa-308	78	30	on	on	ADP
ajfsoa-308	78	31	moscardi	moscardi	PROPN
ajfsoa-308	78	32	and	and	CCONJ
ajfsoa-308	78	33	dejanvry	dejanvry	PROPN
ajfsoa-308	78	34	(	(	PUNCT
ajfsoa-308	78	35	1977	1977	NUM
ajfsoa-308	78	36	)	)	PUNCT
ajfsoa-308	78	37	econometric	econometric	ADJ
ajfsoa-308	78	38	approach	approach	NOUN
ajfsoa-308	78	39	.	.	PUNCT
ajfsoa-308	79	1	assume	assume	VERB
ajfsoa-308	79	2	that	that	SCONJ
ajfsoa-308	79	3	the	the	DET
ajfsoa-308	79	4	randomness	randomness	NOUN
ajfsoa-308	79	5	of	of	ADP
ajfsoa-308	79	6	net	net	ADJ
ajfsoa-308	79	7	income	income	NOUN
ajfsoa-308	79	8	that	that	PRON
ajfsoa-308	79	9	a	a	DET
ajfsoa-308	79	10	farmer	farmer	NOUN
ajfsoa-308	79	11	derives	derive	VERB
ajfsoa-308	79	12	from	from	ADP
ajfsoa-308	79	13	yield	yield	NOUN
ajfsoa-308	79	14	uncertainty	uncertainty	NOUN
ajfsoa-308	79	15	and	and	CCONJ
ajfsoa-308	79	16	assume	assume	VERB
ajfsoa-308	79	17	also	also	ADV
ajfsoa-308	79	18	that	that	SCONJ
ajfsoa-308	79	19	from	from	ADP
ajfsoa-308	79	20	the	the	DET
ajfsoa-308	79	21	relationship	relationship	NOUN
ajfsoa-308	79	22	between	between	ADP
ajfsoa-308	79	23	input	input	NOUN
ajfsoa-308	79	24	vector	vector	NOUN
ajfsoa-308	79	25	(	(	PUNCT
ajfsoa-308	79	26	x	x	NOUN
ajfsoa-308	79	27	)	)	PUNCT
ajfsoa-308	79	28	and	and	CCONJ
ajfsoa-308	79	29	yield	yield	NOUN
ajfsoa-308	79	30	(	(	PUNCT
ajfsoa-308	79	31	y	y	NOUN
ajfsoa-308	79	32	)	)	PUNCT
ajfsoa-308	79	33	as	as	SCONJ
ajfsoa-308	79	34	represented	represent	VERB
ajfsoa-308	79	35	by	by	ADP
ajfsoa-308	79	36	(	(	PUNCT
ajfsoa-308	79	37	1	1	NUM
ajfsoa-308	79	38	)	)	PUNCT
ajfsoa-308	79	39	for	for	ADP
ajfsoa-308	79	40	the	the	DET
ajfsoa-308	79	41	production	production	NOUN
ajfsoa-308	79	42	function	function	NOUN
ajfsoa-308	79	43	,	,	PUNCT
ajfsoa-308	79	44	the	the	DET
ajfsoa-308	79	45	coefficient	coefficient	NOUN
ajfsoa-308	79	46	of	of	ADP
ajfsoa-308	79	47	variation	variation	NOUN
ajfsoa-308	79	48	(	(	PUNCT
ajfsoa-308	79	49	cv	cv	NOUN
ajfsoa-308	79	50	)	)	PUNCT
ajfsoa-308	79	51	of	of	ADP
ajfsoa-308	79	52	yield	yield	NOUN
ajfsoa-308	79	53	is	be	AUX
ajfsoa-308	79	54	:	:	PUNCT
ajfsoa-308	79	55			X
ajfsoa-308	79	56	y	y	NUM
ajfsoa-308	79	57	(	(	PUNCT
ajfsoa-308	79	58	2	2	NUM
ajfsoa-308	79	59	)	)	PUNCT
ajfsoa-308	79	60	y	y	NOUN
ajfsoa-308	79	61	where	where	SCONJ
ajfsoa-308	79	62	is	be	AUX
ajfsoa-308	79	63	the	the	DET
ajfsoa-308	79	64	coefficient	coefficient	NOUN
ajfsoa-308	79	65	of	of	ADP
ajfsoa-308	79	66	variation	variation	NOUN
ajfsoa-308	79	67	of	of	ADP
ajfsoa-308	79	68	yield	yield	NOUN
ajfsoa-308	79	69	;	;	PUNCT
ajfsoa-308	79	70			NUM
ajfsoa-308	79	71	y	y	PROPN
ajfsoa-308	79	72	is	be	AUX
ajfsoa-308	79	73	the	the	DET
ajfsoa-308	79	74	standard	standard	ADJ
ajfsoa-308	79	75	deviation	deviation	NOUN
ajfsoa-308	79	76	of	of	ADP
ajfsoa-308	79	77	yield	yield	NOUN
ajfsoa-308	79	78	;	;	PUNCT
ajfsoa-308	79	79	y	y	PROPN
ajfsoa-308	79	80	is	be	AUX
ajfsoa-308	79	81	the	the	DET
ajfsoa-308	79	82	mean	mean	ADJ
ajfsoa-308	79	83	yield	yield	NOUN
ajfsoa-308	79	84	;	;	PUNCT
ajfsoa-308	79	85	and	and	CCONJ
ajfsoa-308	79	86	given	give	VERB
ajfsoa-308	79	87	factor	factor	NOUN
ajfsoa-308	79	88	prices	price	NOUN
ajfsoa-308	79	89	(	(	PUNCT
ajfsoa-308	79	90	pi	pi	NOUN
ajfsoa-308	79	91	)	)	PUNCT
ajfsoa-308	79	92	and	and	CCONJ
ajfsoa-308	79	93	a	a	DET
ajfsoa-308	79	94	given	give	VERB
ajfsoa-308	79	95	product	product	NOUN
ajfsoa-308	79	96	price	price	NOUN
ajfsoa-308	79	97	(	(	PUNCT
ajfsoa-308	79	98	py	py	PROPN
ajfsoa-308	79	99	)	)	PUNCT
ajfsoa-308	79	100	,	,	PUNCT
ajfsoa-308	79	101	the	the	DET
ajfsoa-308	79	102	preference	preference	NOUN
ajfsoa-308	79	103	order	order	NOUN
ajfsoa-308	79	104	can	can	AUX
ajfsoa-308	79	105	be	be	AUX
ajfsoa-308	79	106	maximized	maximize	VERB
ajfsoa-308	79	107	with	with	ADP
ajfsoa-308	79	108	respect	respect	NOUN
ajfsoa-308	79	109	to	to	ADP
ajfsoa-308	79	110	input	input	NOUN
ajfsoa-308	79	111	levels	level	NOUN
ajfsoa-308	79	112	.	.	PUNCT
ajfsoa-308	80	1	the	the	DET
ajfsoa-308	80	2	resulting	result	VERB
ajfsoa-308	80	3	first	first	ADJ
ajfsoa-308	80	4	order	order	NOUN
ajfsoa-308	80	5	conditions	condition	NOUN
ajfsoa-308	80	6	are	be	AUX
ajfsoa-308	80	7	:	:	PUNCT
ajfsoa-308	80	8	p	p	X
ajfsoa-308	80	9	y	y	NOUN
ajfsoa-308	80	10	f	f	X
ajfsoa-308	81	1	i	i	PRON
ajfsoa-308	81	2	y	y	VERB
ajfsoa-308	82	1			INTJ
ajfsoa-308	83	1	p	p	X
ajfsoa-308	83	2	i	i	PRON
ajfsoa-308	83	3	(	(	PUNCT
ajfsoa-308	83	4	3	3	NUM
ajfsoa-308	83	5	)	)	PUNCT
ajfsoa-308	83	6	x	x	SYM
ajfsoa-308	84	1	i	i	PRON
ajfsoa-308	84	2	1	1	NUM
ajfsoa-308	84	3			VERB
ajfsoa-308	84	4			PROPN
ajfsoa-308	84	5	k	k	PROPN
ajfsoa-308	84	6	(	(	PUNCT
ajfsoa-308	84	7	s	s	NOUN
ajfsoa-308	84	8	)	)	PUNCT
ajfsoa-308	84	9	where	where	SCONJ
ajfsoa-308	84	10	pi	pi	NOUN
ajfsoa-308	84	11	is	be	AUX
ajfsoa-308	84	12	the	the	DET
ajfsoa-308	84	13	input	input	NOUN
ajfsoa-308	84	14	price	price	NOUN
ajfsoa-308	84	15	;	;	PUNCT
ajfsoa-308	84	16	xi	xi	NOUN
ajfsoa-308	84	17	,	,	PUNCT
ajfsoa-308	84	18	the	the	DET
ajfsoa-308	84	19	input	input	NOUN
ajfsoa-308	84	20	vector	vector	NOUN
ajfsoa-308	84	21	(	(	PUNCT
ajfsoa-308	84	22	most	most	ADV
ajfsoa-308	84	23	significant	significant	ADJ
ajfsoa-308	84	24	input);py	input);py	NOUN
ajfsoa-308	84	25	,	,	PUNCT
ajfsoa-308	84	26	the	the	DET
ajfsoa-308	84	27	output	output	NOUN
ajfsoa-308	84	28	price	price	NOUN
ajfsoa-308	84	29	;	;	PUNCT
ajfsoa-308	84	30	fi	fi	NOUN
ajfsoa-308	84	31	,	,	PUNCT
ajfsoa-308	84	32	the	the	DET
ajfsoa-308	84	33	elasticity	elasticity	NOUN
ajfsoa-308	84	34	of	of	ADP
ajfsoa-308	84	35	production	production	NOUN
ajfsoa-308	84	36	of	of	ADP
ajfsoa-308	84	37	the	the	DET
ajfsoa-308	84	38	i	i	PROPN
ajfsoa-308	84	39	-	-	PUNCT
ajfsoa-308	84	40	th	th	VERB
ajfsoa-308	84	41	input	input	NOUN
ajfsoa-308	84	42	;	;	PUNCT
ajfsoa-308	84	43	k(s	k(s	PROPN
ajfsoa-308	84	44	)	)	PUNCT
ajfsoa-308	84	45	is	be	AUX
ajfsoa-308	84	46	the	the	DET
ajfsoa-308	84	47	risk	risk	NOUN
ajfsoa-308	84	48	aversion	aversion	NOUN
ajfsoa-308	84	49	parameter	parameter	NOUN
ajfsoa-308	84	50	,	,	PUNCT
ajfsoa-308	84	51	while	while	SCONJ
ajfsoa-308	84	52			PROPN
ajfsoa-308	84	53	and	and	CCONJ
ajfsoa-308	84	54			NOUN
ajfsoa-308	84	55	are	be	AUX
ajfsoa-308	84	56	as	as	ADV
ajfsoa-308	84	57	defined	define	VERB
ajfsoa-308	84	58	in	in	ADP
ajfsoa-308	84	59	equation	equation	NOUN
ajfsoa-308	84	60	(	(	PUNCT
ajfsoa-308	84	61	2	2	NUM
ajfsoa-308	84	62	)	)	PUNCT
ajfsoa-308	84	63	above	above	ADV
ajfsoa-308	84	64	.	.	PUNCT
ajfsoa-308	85	1	the	the	DET
ajfsoa-308	85	2	value	value	NOUN
ajfsoa-308	85	3	of	of	ADP
ajfsoa-308	85	4	the	the	DET
ajfsoa-308	85	5	risk	risk	NOUN
ajfsoa-308	85	6	aversion	aversion	NOUN
ajfsoa-308	85	7	parameter	parameter	NOUN
ajfsoa-308	85	8	was	be	AUX
ajfsoa-308	85	9	deduced	deduce	VERB
ajfsoa-308	85	10	from	from	ADP
ajfsoa-308	85	11	observed	observed	ADJ
ajfsoa-308	85	12	levels	level	NOUN
ajfsoa-308	85	13	of	of	ADP
ajfsoa-308	85	14	products	product	NOUN
ajfsoa-308	85	15	and	and	CCONJ
ajfsoa-308	85	16	inputs	input	NOUN
ajfsoa-308	85	17	by	by	ADP
ajfsoa-308	85	18	solving	solve	VERB
ajfsoa-308	85	19	equation	equation	NOUN
ajfsoa-308	85	20	(	(	PUNCT
ajfsoa-308	85	21	3	3	NUM
ajfsoa-308	85	22	)	)	PUNCT
ajfsoa-308	85	23	as	as	SCONJ
ajfsoa-308	85	24	follows	follow	VERB
ajfsoa-308	85	25	:	:	PUNCT
ajfsoa-308	85	26			NUM
ajfsoa-308	85	27	1	1	NUM
ajfsoa-308	85	28			NOUN
ajfsoa-308	85	29	p	p	NOUN
ajfsoa-308	85	30	x	x	X
ajfsoa-308	85	31	i	i	NOUN
ajfsoa-308	85	32	(	(	PUNCT
ajfsoa-308	85	33	4	4	NUM
ajfsoa-308	85	34	)	)	PUNCT
ajfsoa-308	85	35	k	k	NOUN
ajfsoa-308	85	36	(	(	PUNCT
ajfsoa-308	85	37	s	s	NOUN
ajfsoa-308	85	38	)	)	PUNCT
ajfsoa-308	85	39	1	1	NUM
ajfsoa-308	86	1	i	i	PRON
ajfsoa-308	86	2			PROPN
ajfsoa-308	87	1	py	py	INTJ
ajfsoa-308	87	2	f	f	PROPN
ajfsoa-308	88	1	i	i	PRON
ajfsoa-308	88	2			VERB
ajfsoa-308	88	3	y	y	PROPN
ajfsoa-308	88	4	equation	equation	NOUN
ajfsoa-308	88	5	(	(	PUNCT
ajfsoa-308	88	6	4	4	X
ajfsoa-308	88	7	)	)	PUNCT
ajfsoa-308	88	8	provides	provide	VERB
ajfsoa-308	88	9	a	a	DET
ajfsoa-308	88	10	measure	measure	NOUN
ajfsoa-308	88	11	of	of	ADP
ajfsoa-308	88	12	risk	risk	NOUN
ajfsoa-308	88	13	aversion	aversion	NOUN
ajfsoa-308	88	14	k(s	k(s	PROPN
ajfsoa-308	88	15	)	)	PUNCT
ajfsoa-308	88	16	that	that	PRON
ajfsoa-308	88	17	was	be	AUX
ajfsoa-308	88	18	derived	derive	VERB
ajfsoa-308	88	19	for	for	ADP
ajfsoa-308	88	20	each	each	DET
ajfsoa-308	88	21	farmer	farmer	NOUN
ajfsoa-308	88	22	from	from	ADP
ajfsoa-308	88	23	knowledge	knowledge	NOUN
ajfsoa-308	88	24	of	of	ADP
ajfsoa-308	88	25	production	production	NOUN
ajfsoa-308	88	26	function	function	NOUN
ajfsoa-308	88	27	,	,	PUNCT
ajfsoa-308	88	28	the	the	DET
ajfsoa-308	88	29	coefficient	coefficient	NOUN
ajfsoa-308	88	30	of	of	ADP
ajfsoa-308	88	31	variation	variation	NOUN
ajfsoa-308	88	32	of	of	ADP
ajfsoa-308	88	33	yields	yield	NOUN
ajfsoa-308	88	34	,	,	PUNCT
ajfsoa-308	88	35	product	product	NOUN
ajfsoa-308	88	36	and	and	CCONJ
ajfsoa-308	88	37	factor	factor	NOUN
ajfsoa-308	88	38	prices	price	NOUN
ajfsoa-308	88	39	and	and	CCONJ
ajfsoa-308	88	40	observed	observed	ADJ
ajfsoa-308	88	41	levels	level	NOUN
ajfsoa-308	88	42	of	of	ADP
ajfsoa-308	88	43	factor	factor	NOUN
ajfsoa-308	88	44	use	use	NOUN
ajfsoa-308	88	45	.	.	PUNCT
ajfsoa-308	89	1	following	follow	VERB
ajfsoa-308	89	2	moscardi	moscardi	PROPN
ajfsoa-308	89	3	and	and	CCONJ
ajfsoa-308	89	4	dejanvry	dejanvry	PROPN
ajfsoa-308	89	5	(	(	PUNCT
ajfsoa-308	89	6	1977	1977	NUM
ajfsoa-308	89	7	)	)	PUNCT
ajfsoa-308	89	8	,	,	PUNCT
ajfsoa-308	89	9	the	the	DET
ajfsoa-308	89	10	risk	risk	NOUN
ajfsoa-308	89	11	aversion	aversion	NOUN
ajfsoa-308	89	12	parameter	parameter	PROPN
ajfsoa-308	89	13	k(s	k(s	PROPN
ajfsoa-308	89	14	)	)	PUNCT
ajfsoa-308	89	15	was	be	AUX
ajfsoa-308	89	16	used	use	VERB
ajfsoa-308	89	17	to	to	PART
ajfsoa-308	89	18	classify	classify	VERB
ajfsoa-308	89	19	farmers	farmer	NOUN
ajfsoa-308	89	20	into	into	ADP
ajfsoa-308	89	21	three	three	NUM
ajfsoa-308	89	22	(	(	PUNCT
ajfsoa-308	89	23	3	3	NUM
ajfsoa-308	89	24	)	)	PUNCT
ajfsoa-308	89	25	distinct	distinct	ADJ
ajfsoa-308	89	26	groups	group	NOUN
ajfsoa-308	89	27	:	:	PUNCT
ajfsoa-308	89	28	risk	risk	NOUN
ajfsoa-308	89	29	preferring	prefer	VERB
ajfsoa-308	89	30	–	–	PUNCT
ajfsoa-308	89	31	low	low	ADJ
ajfsoa-308	89	32	risk	risk	NOUN
ajfsoa-308	89	33	–	–	PUNCT
ajfsoa-308	89	34	(	(	PUNCT
ajfsoa-308	89	35	0	0	NUM
ajfsoa-308	89	36	<	<	X
ajfsoa-308	89	37	k(s	k(s	PROPN
ajfsoa-308	89	38	)	)	PUNCT
ajfsoa-308	89	39	<	<	X
ajfsoa-308	89	40	0.4	0.4	NUM
ajfsoa-308	89	41	)	)	PUNCT
ajfsoa-308	89	42	,	,	PUNCT
ajfsoa-308	89	43	risk	risk	NOUN
ajfsoa-308	89	44	neutral	neutral	ADJ
ajfsoa-308	89	45	–	–	PUNCT
ajfsoa-308	89	46	intermediate	intermediate	ADJ
ajfsoa-308	89	47	risk	risk	NOUN
ajfsoa-308	89	48	–	–	PUNCT
ajfsoa-308	89	49	(	(	PUNCT
ajfsoa-308	89	50	0.4	0.4	NUM
ajfsoa-308	89	51	ks	ks	NOUN
ajfsoa-308	89	52	1.2	1.2	NUM
ajfsoa-308	89	53	)	)	PUNCT
ajfsoa-308	89	54	risk	risk	NOUN
ajfsoa-308	89	55	aversion	aversion	NOUN
ajfsoa-308	89	56	–	–	PUNCT
ajfsoa-308	89	57	high	high	ADJ
ajfsoa-308	89	58	risk	risk	NOUN
ajfsoa-308	89	59	–	–	PUNCT
ajfsoa-308	89	60	(	(	PUNCT
ajfsoa-308	89	61	1.2	1.2	NUM
ajfsoa-308	89	62	<	<	X
ajfsoa-308	89	63	k	k	X
ajfsoa-308	89	64	(	(	PUNCT
ajfsoa-308	89	65	s	s	NOUN
ajfsoa-308	89	66	)	)	PUNCT
ajfsoa-308	89	67	<	<	X
ajfsoa-308	89	68	2.0	2.0	NUM
ajfsoa-308	89	69	)	)	PUNCT
ajfsoa-308	89	70	discriminant	discriminant	ADJ
ajfsoa-308	89	71	analysis	analysis	NOUN
ajfsoa-308	89	72	after	after	ADP
ajfsoa-308	89	73	grouping	group	VERB
ajfsoa-308	89	74	the	the	DET
ajfsoa-308	89	75	farmers	farmer	NOUN
ajfsoa-308	89	76	into	into	ADP
ajfsoa-308	89	77	various	various	ADJ
ajfsoa-308	89	78	risk	risk	NOUN
ajfsoa-308	89	79	aversioncategories	aversioncategorie	NOUN
ajfsoa-308	89	80	,	,	PUNCT
ajfsoa-308	89	81	a	a	DET
ajfsoa-308	89	82	discriminant	discriminant	ADJ
ajfsoa-308	89	83	analysis	analysis	NOUN
ajfsoa-308	89	84	was	be	AUX
ajfsoa-308	89	85	carried	carry	VERB
ajfsoa-308	89	86	out	out	ADP
ajfsoa-308	89	87	.	.	PUNCT
ajfsoa-308	90	1	through	through	ADP
ajfsoa-308	90	2	discriminant	discriminant	ADJ
ajfsoa-308	90	3	analysis	analysis	NOUN
ajfsoa-308	90	4	technique	technique	NOUN
ajfsoa-308	90	5	,	,	PUNCT
ajfsoa-308	90	6	one	one	PRON
ajfsoa-308	90	7	may	may	AUX
ajfsoa-308	90	8	classify	classify	VERB
ajfsoa-308	90	9	individual	individual	ADJ
ajfsoa-308	90	10	farmers	farmer	NOUN
ajfsoa-308	90	11	into	into	ADP
ajfsoa-308	90	12	two	two	NUM
ajfsoa-308	90	13	or	or	CCONJ
ajfsoa-308	90	14	more	more	ADJ
ajfsoa-308	90	15	mutually	mutually	ADV
ajfsoa-308	90	16	exclusive	exclusive	ADJ
ajfsoa-308	90	17	and	and	CCONJ
ajfsoa-308	90	18	exhaustive	exhaustive	ADJ
ajfsoa-308	90	19	groups	group	NOUN
ajfsoa-308	90	20	on	on	ADP
ajfsoa-308	90	21	the	the	DET
ajfsoa-308	90	22	basis	basis	NOUN
ajfsoa-308	90	23	of	of	ADP
ajfsoa-308	90	24	a	a	DET
ajfsoa-308	90	25	set	set	NOUN
ajfsoa-308	90	26	of	of	ADP
ajfsoa-308	90	27	independent	independent	ADJ
ajfsoa-308	90	28	variables	variable	NOUN
ajfsoa-308	90	29	.	.	PUNCT
ajfsoa-308	91	1	discriminat	discriminat	NOUN
ajfsoa-308	91	2	analysis	analysis	NOUN
ajfsoa-308	91	3	requires	require	VERB
ajfsoa-308	91	4	interval	interval	NOUN
ajfsoa-308	91	5	independent	independent	ADJ
ajfsoa-308	91	6	variables	variable	NOUN
ajfsoa-308	91	7	and	and	CCONJ
ajfsoa-308	91	8	a	a	DET
ajfsoa-308	91	9	nominal	nominal	ADJ
ajfsoa-308	91	10	dependent	dependent	ADJ
ajfsoa-308	91	11	variable	variable	NOUN
ajfsoa-308	91	12	.	.	PUNCT
ajfsoa-308	92	1	the	the	DET
ajfsoa-308	92	2	usefulness	usefulness	NOUN
ajfsoa-308	92	3	of	of	ADP
ajfsoa-308	92	4	discriminant	discriminant	ADJ
ajfsoa-308	92	5	analysis	analysis	NOUN
ajfsoa-308	92	6	in	in	ADP
ajfsoa-308	92	7	this	this	DET
ajfsoa-308	92	8	study	study	NOUN
ajfsoa-308	92	9	is	be	AUX
ajfsoa-308	92	10	found	find	VERB
ajfsoa-308	92	11	in	in	ADP
ajfsoa-308	92	12	its	its	PRON
ajfsoa-308	92	13	ability	ability	NOUN
ajfsoa-308	92	14	to	to	PART
ajfsoa-308	92	15	validate	validate	VERB
ajfsoa-308	92	16	the	the	DET
ajfsoa-308	92	17	typology	typology	NOUN
ajfsoa-308	92	18	of	of	ADP
ajfsoa-308	92	19	farmers	farmer	NOUN
ajfsoa-308	92	20	;	;	PUNCT
ajfsoa-308	92	21	that	that	PRON
ajfsoa-308	92	22	is	be	AUX
ajfsoa-308	92	23	their	their	PRON
ajfsoa-308	92	24	classification	classification	NOUN
ajfsoa-308	92	25	,	,	PUNCT
ajfsoa-308	92	26	given	give	VERB
ajfsoa-308	92	27	their	their	PRON
ajfsoa-308	92	28	characteristics	characteristic	NOUN
ajfsoa-308	92	29	,	,	PUNCT
ajfsoa-308	92	30	because	because	SCONJ
ajfsoa-308	92	31	of	of	ADP
ajfsoa-308	92	32	the	the	DET
ajfsoa-308	92	33	existence	existence	NOUN
ajfsoa-308	92	34	of	of	ADP
ajfsoa-308	92	35	welldefined	welldefine	VERB
ajfsoa-308	92	36	groups	group	NOUN
ajfsoa-308	92	37	.	.	PUNCT
ajfsoa-308	93	1	it	it	PRON
ajfsoa-308	93	2	was	be	AUX
ajfsoa-308	93	3	also	also	ADV
ajfsoa-308	93	4	used	use	VERB
ajfsoa-308	93	5	to	to	PART
ajfsoa-308	93	6	identify	identify	VERB
ajfsoa-308	93	7	the	the	DET
ajfsoa-308	93	8	minimum	minimum	ADJ
ajfsoa-308	93	9	set	set	NOUN
ajfsoa-308	93	10	of	of	ADP
ajfsoa-308	93	11	variables	variable	NOUN
ajfsoa-308	93	12	that	that	PRON
ajfsoa-308	93	13	were	be	AUX
ajfsoa-308	93	14	important	important	ADJ
ajfsoa-308	93	15	for	for	ADP
ajfsoa-308	93	16	discrimination	discrimination	NOUN
ajfsoa-308	93	17	,	,	PUNCT
ajfsoa-308	93	18	and	and	CCONJ
ajfsoa-308	93	19	to	to	PART
ajfsoa-308	93	20	give	give	VERB
ajfsoa-308	93	21	the	the	DET
ajfsoa-308	93	22	probability	probability	NOUN
ajfsoa-308	93	23	of	of	ADP
ajfsoa-308	93	24	each	each	DET
ajfsoa-308	93	25	individual	individual	NOUN
ajfsoa-308	93	26	that	that	PRON
ajfsoa-308	93	27	belonged	belong	VERB
ajfsoa-308	93	28	to	to	ADP
ajfsoa-308	93	29	each	each	DET
ajfsoa-308	93	30	group	group	NOUN
ajfsoa-308	93	31	.	.	PUNCT
ajfsoa-308	94	1	the	the	DET
ajfsoa-308	94	2	model	model	NOUN
ajfsoa-308	94	3	as	as	SCONJ
ajfsoa-308	94	4	applied	apply	VERB
ajfsoa-308	94	5	in	in	ADP
ajfsoa-308	94	6	the	the	DET
ajfsoa-308	94	7	study	study	NOUN
ajfsoa-308	94	8	ensures	ensure	VERB
ajfsoa-308	94	9	separation	separation	NOUN
ajfsoa-308	94	10	among	among	ADP
ajfsoa-308	94	11	the	the	DET
ajfsoa-308	94	12	three	three	NUM
ajfsoa-308	94	13	groups	group	NOUN
ajfsoa-308	94	14	of	of	ADP
ajfsoa-308	94	15	farmers	farmer	NOUN
ajfsoa-308	94	16	that	that	PRON
ajfsoa-308	94	17	would	would	AUX
ajfsoa-308	94	18	have	have	AUX
ajfsoa-308	94	19	earlier	early	ADV
ajfsoa-308	94	20	been	be	AUX
ajfsoa-308	94	21	identified	identify	VERB
ajfsoa-308	94	22	.	.	PUNCT
ajfsoa-308	95	1	the	the	DET
ajfsoa-308	95	2	score	score	NOUN
ajfsoa-308	95	3	on	on	ADP
ajfsoa-308	95	4	the	the	DET
ajfsoa-308	95	5	linear	linear	ADJ
ajfsoa-308	95	6	combination	combination	NOUN
ajfsoa-308	95	7	of	of	ADP
ajfsoa-308	95	8	pxs	pxs	NOUN
ajfsoa-308	95	9	for	for	ADP
ajfsoa-308	95	10	the	the	DET
ajfsoa-308	95	11	i	i	PROPN
ajfsoa-308	95	12	-	-	PUNCT
ajfsoa-308	95	13	th	th	X
ajfsoa-308	95	14	member	member	NOUN
ajfsoa-308	95	15	(	(	PUNCT
ajfsoa-308	95	16	i	i	NOUN
ajfsoa-308	95	17	=	=	NOUN
ajfsoa-308	95	18	1,2,	1,2,	NUM
ajfsoa-308	95	19	…	…	SYM
ajfsoa-308	95	20	.,n	.,n	NUM
ajfsoa-308	95	21	)	)	PUNCT
ajfsoa-308	95	22	of	of	ADP
ajfsoa-308	95	23	group	group	NOUN
ajfsoa-308	95	24	g	g	PROPN
ajfsoa-308	95	25	(	(	PUNCT
ajfsoa-308	95	26	g	g	NOUN
ajfsoa-308	95	27	=	=	SYM
ajfsoa-308	95	28	1,2	1,2	NUM
ajfsoa-308	95	29	…	…	PUNCT
ajfsoa-308	95	30	..	..	PUNCT
ajfsoa-308	95	31	g	g	NOUN
ajfsoa-308	95	32	)	)	PUNCT
ajfsoa-308	95	33	and	and	CCONJ
ajfsoa-308	95	34	variables	variable	NOUN
ajfsoa-308	95	35	x	x	PUNCT
ajfsoa-308	95	36	(	(	PUNCT
ajfsoa-308	95	37	x	x	SYM
ajfsoa-308	95	38	=	=	SYM
ajfsoa-308	95	39	1	1	NUM
ajfsoa-308	95	40	,	,	PUNCT
ajfsoa-308	95	41	2,	2,	NUM
ajfsoa-308	95	42	…	…	SYM
ajfsoa-308	95	43	.p	.p	NOUN
ajfsoa-308	95	44	)	)	PUNCT
ajfsoa-308	95	45	may	may	AUX
ajfsoa-308	95	46	be	be	AUX
ajfsoa-308	95	47	written	write	VERB
ajfsoa-308	95	48	as	as	ADP
ajfsoa-308	95	49	z	z	NOUN
ajfsoa-308	95	50	ig	ig	PROPN
ajfsoa-308	95	51	u	u	X
ajfsoa-308	95	52	i	i	NOUN
ajfsoa-308	95	53	x	x	PROPN
ajfsoa-308	95	54	ilg	ilg	PROPN
ajfsoa-308	95	55	u	u	ADJ
ajfsoa-308	95	56	2	2	NUM
ajfsoa-308	95	57	x	x	SYM
ajfsoa-308	95	58	i2	i2	PROPN
ajfsoa-308	95	59	g	g	PROPN
ajfsoa-308	95	60			PROPN
ajfsoa-308	95	61	....	....	PUNCT
ajfsoa-308	95	62	u	u	NOUN
ajfsoa-308	95	63	p	p	PROPN
ajfsoa-308	95	64	x	x	PROPN
ajfsoa-308	95	65	ipg	ipg	PROPN
ajfsoa-308	95	66	(	(	PUNCT
ajfsoa-308	95	67	5	5	NUM
ajfsoa-308	95	68	)	)	PUNCT
ajfsoa-308	95	69	the	the	DET
ajfsoa-308	95	70	mean	mean	NOUN
ajfsoa-308	95	71	of	of	ADP
ajfsoa-308	95	72	the	the	DET
ajfsoa-308	95	73	random	random	ADJ
ajfsoa-308	95	74	variable	variable	NOUN
ajfsoa-308	95	75	z	z	NOUN
ajfsoa-308	95	76	,	,	PUNCT
ajfsoa-308	95	77	that	that	PRON
ajfsoa-308	95	78	is	be	AUX
ajfsoa-308	95	79	the	the	DET
ajfsoa-308	95	80	mean	mean	NOUN
ajfsoa-308	95	81	of	of	ADP
ajfsoa-308	95	82	the	the	DET
ajfsoa-308	95	83	above	above	ADJ
ajfsoa-308	95	84	linear	linear	ADJ
ajfsoa-308	95	85	combination	combination	NOUN
ajfsoa-308	95	86	,	,	PUNCT
ajfsoa-308	95	87	for	for	ADP
ajfsoa-308	95	88	the	the	DET
ajfsoa-308	95	89	g	g	PROPN
ajfsoa-308	95	90	th	th	X
ajfsoa-308	95	91	group	group	NOUN
ajfsoa-308	95	92	,	,	PUNCT
ajfsoa-308	95	93	may	may	AUX
ajfsoa-308	95	94	be	be	AUX
ajfsoa-308	95	95	denoted	denote	VERB
ajfsoa-308	95	96	by	by	ADP
ajfsoa-308	95	97	zg	zg	PROPN
ajfsoa-308	95	98	.	.	PUNCT
ajfsoa-308	96	1	the	the	DET
ajfsoa-308	96	2	separation	separation	NOUN
ajfsoa-308	96	3	between	between	ADP
ajfsoa-308	96	4	the	the	DET
ajfsoa-308	96	5	groups	group	NOUN
ajfsoa-308	96	6	is	be	AUX
ajfsoa-308	96	7	expressed	express	VERB
ajfsoa-308	96	8	in	in	ADP
ajfsoa-308	96	9	terms	term	NOUN
ajfsoa-308	96	10	of	of	ADP
ajfsoa-308	96	11	the	the	DET
ajfsoa-308	96	12	variability	variability	NOUN
ajfsoa-308	96	13	among	among	ADP
ajfsoa-308	96	14	group	group	NOUN
ajfsoa-308	96	15	means	mean	VERB
ajfsoa-308	96	16	on	on	ADP
ajfsoa-308	96	17	the	the	DET
ajfsoa-308	96	18	variable	variable	ADJ
ajfsoa-308	96	19	z	z	NOUN
ajfsoa-308	96	20	(	(	PUNCT
ajfsoa-308	96	21	lindeman	lindeman	NOUN
ajfsoa-308	96	22	,	,	PUNCT
ajfsoa-308	96	23	merenda	merenda	PROPN
ajfsoa-308	96	24	and	and	CCONJ
ajfsoa-308	96	25	golo	golo	NOUN
ajfsoa-308	96	26	,	,	PUNCT
ajfsoa-308	96	27	1980	1980	NUM
ajfsoa-308	96	28	)	)	PUNCT
ajfsoa-308	96	29	.	.	PUNCT
ajfsoa-308	97	1	this	this	DET
ajfsoa-308	97	2	variability	variability	NOUN
ajfsoa-308	97	3	is	be	AUX
ajfsoa-308	97	4	expressed	express	VERB
ajfsoa-308	97	5	,	,	PUNCT
ajfsoa-308	97	6	as	as	ADP
ajfsoa-308	97	7	in	in	ADP
ajfsoa-308	97	8	the	the	DET
ajfsoa-308	97	9	univariate	univariate	ADJ
ajfsoa-308	97	10	analysis	analysis	NOUN
ajfsoa-308	97	11	of	of	ADP
ajfsoa-308	97	12	variance	variance	NOUN
ajfsoa-308	97	13	,	,	PUNCT
ajfsoa-308	97	14	by	by	ADP
ajfsoa-308	97	15	the	the	DET
ajfsoa-308	97	16	sum	sum	NOUN
ajfsoa-308	97	17	of	of	ADP
ajfsoa-308	97	18	square	square	NOUN
ajfsoa-308	97	19	among	among	ADP
ajfsoa-308	97	20	group	group	NOUN
ajfsoa-308	97	21	means	mean	NOUN
ajfsoa-308	97	22	.	.	PUNCT
ajfsoa-308	98	1	this	this	PRON
ajfsoa-308	98	2	can	can	AUX
ajfsoa-308	98	3	be	be	AUX
ajfsoa-308	98	4	represented	represent	VERB
ajfsoa-308	98	5	as	as	SCONJ
ajfsoa-308	98	6	follows	follow	VERB
ajfsoa-308	98	7	;	;	PUNCT
ajfsoa-308	98	8	ss	ss	DET
ajfsoa-308	98	9	a	a	DET
ajfsoa-308	98	10	ng	ng	NOUN
ajfsoa-308	98	11			NOUN
ajfsoa-308	98	12	g	g	NOUN
ajfsoa-308	98	13			NOUN
ajfsoa-308	98	14	2	2	NOUN
ajfsoa-308	98	15	z	z	PROPN
ajfsoa-308	98	16	z	z	NOUN
ajfsoa-308	98	17	(	(	PUNCT
ajfsoa-308	98	18	6	6	NUM
ajfsoa-308	98	19	)	)	PUNCT
ajfsoa-308	98	20	where	where	SCONJ
ajfsoa-308	98	21	:	:	PUNCT
ajfsoa-308	98	22	ssa	ssa	PROPN
ajfsoa-308	98	23	is	be	AUX
ajfsoa-308	98	24	the	the	DET
ajfsoa-308	98	25	sum	sum	NOUN
ajfsoa-308	98	26	of	of	ADP
ajfsoa-308	98	27	squares	square	NOUN
ajfsoa-308	98	28	among	among	ADP
ajfsoa-308	98	29	groups	group	NOUN
ajfsoa-308	98	30	;	;	PUNCT
ajfsoa-308	98	31	zg	zg	PROPN
ajfsoa-308	98	32	,	,	PUNCT
ajfsoa-308	98	33	the	the	DET
ajfsoa-308	98	34	mean	mean	NOUN
ajfsoa-308	98	35	of	of	ADP
ajfsoa-308	98	36	the	the	DET
ajfsoa-308	98	37	g	g	PROPN
ajfsoa-308	98	38	th	th	X
ajfsoa-308	98	39	group	group	NOUN
ajfsoa-308	98	40	;	;	PUNCT
ajfsoa-308	98	41	z	z	NOUN
ajfsoa-308	98	42	,	,	PUNCT
ajfsoa-308	98	43	the	the	DET
ajfsoa-308	98	44	grand	grand	ADJ
ajfsoa-308	98	45	mean	mean	NOUN
ajfsoa-308	98	46	based	base	VERB
ajfsoa-308	98	47	on	on	ADP
ajfsoa-308	98	48	n	n	NOUN
ajfsoa-308	98	49	=	=	SYM
ajfsoa-308	98	50	n1+n2+	n1+n2+	NOUN
ajfsoa-308	98	51	…	…	SYM
ajfsoa-308	98	52	+ng	+ng	NOUN
ajfsoa-308	98	53	.	.	PUNCT
ajfsoa-308	99	1	here	here	ADV
ajfsoa-308	99	2	,	,	PUNCT
ajfsoa-308	99	3	n1….ng	n1….ng	PROPN
ajfsoa-308	99	4	are	be	AUX
ajfsoa-308	99	5	individuals	individual	NOUN
ajfsoa-308	99	6	in	in	ADP
ajfsoa-308	99	7	all	all	DET
ajfsoa-308	99	8	groups	group	NOUN
ajfsoa-308	99	9	combined	combine	VERB
ajfsoa-308	99	10	.	.	PUNCT
ajfsoa-308	100	1	because	because	SCONJ
ajfsoa-308	100	2	variability	variability	NOUN
ajfsoa-308	100	3	is	be	AUX
ajfsoa-308	100	4	due	due	ADJ
ajfsoa-308	100	5	in	in	ADP
ajfsoa-308	100	6	part	part	NOUN
ajfsoa-308	100	7	to	to	ADP
ajfsoa-308	100	8	variability	variability	NOUN
ajfsoa-308	100	9	among	among	ADP
ajfsoa-308	100	10	individuals	individual	NOUN
ajfsoa-308	100	11	,	,	PUNCT
ajfsoa-308	100	12	the	the	DET
ajfsoa-308	100	13	discriminant	discriminant	ADJ
ajfsoa-308	100	14	criterion	criterion	NOUN
ajfsoa-308	100	15	is	be	AUX
ajfsoa-308	100	16	defined	define	VERB
ajfsoa-308	100	17	as	as	ADP
ajfsoa-308	100	18	the	the	DET
ajfsoa-308	100	19	ratio	ratio	NOUN
ajfsoa-308	100	20	of	of	ADP
ajfsoa-308	100	21	variability	variability	NOUN
ajfsoa-308	100	22	among	among	ADP
ajfsoa-308	100	23	group	group	NOUN
ajfsoa-308	100	24	means	mean	NOUN
ajfsoa-308	100	25	,	,	PUNCT
ajfsoa-308	100	26	ssa	ssa	NOUN
ajfsoa-308	100	27	to	to	ADP
ajfsoa-308	100	28	that	that	PRON
ajfsoa-308	100	29	of	of	ADP
ajfsoa-308	100	30	within	within	ADP
ajfsoa-308	100	31	groups	group	NOUN
ajfsoa-308	100	32	,	,	PUNCT
ajfsoa-308	100	33	ssw	ssw	PROPN
ajfsoa-308	100	34	.	.	PUNCT
ajfsoa-308	101	1	thus	thus	ADV
ajfsoa-308	101	2			VERB
ajfsoa-308	101	3	ss	ss	ADP
ajfsoa-308	101	4	a	a	PRON
ajfsoa-308	101	5	(	(	PUNCT
ajfsoa-308	101	6	7	7	NUM
ajfsoa-308	101	7	)	)	PUNCT
ajfsoa-308	101	8	ssw	ssw	NOUN
ajfsoa-308	101	9	where	where	SCONJ
ajfsoa-308	101	10	ssa	ssa	NOUN
ajfsoa-308	101	11	is	be	AUX
ajfsoa-308	101	12	the	the	DET
ajfsoa-308	101	13	sum	sum	NOUN
ajfsoa-308	101	14	of	of	ADP
ajfsoa-308	101	15	square	square	NOUN
ajfsoa-308	101	16	among	among	ADP
ajfsoa-308	101	17	groups	group	NOUN
ajfsoa-308	101	18	;	;	PUNCT
ajfsoa-308	101	19	ssw	ssw	PROPN
ajfsoa-308	101	20	,	,	PUNCT
ajfsoa-308	101	21	the	the	DET
ajfsoa-308	101	22	sum	sum	NOUN
ajfsoa-308	101	23	of	of	ADP
ajfsoa-308	101	24	square	square	ADJ
ajfsoa-308	101	25	within	within	ADP
ajfsoa-308	101	26	group	group	NOUN
ajfsoa-308	101	27	.	.	PUNCT
ajfsoa-308	102	1	the	the	DET
ajfsoa-308	102	2	values	value	NOUN
ajfsoa-308	102	3	of	of	ADP
ajfsoa-308	102	4	the	the	DET
ajfsoa-308	102	5	u‟s	u‟s	PROPN
ajfsoa-308	102	6	in	in	ADP
ajfsoa-308	102	7	equation	equation	NOUN
ajfsoa-308	102	8	(	(	PUNCT
ajfsoa-308	102	9	5	5	X
ajfsoa-308	102	10	)	)	PUNCT
ajfsoa-308	102	11	are	be	AUX
ajfsoa-308	102	12	chosen	choose	VERB
ajfsoa-308	102	13	to	to	PART
ajfsoa-308	102	14	maximize	maximize	VERB
ajfsoa-308	102	15			ADJ
ajfsoa-308	102	16	.	.	PUNCT
ajfsoa-308	103	1	variable	variable	ADJ
ajfsoa-308	103	2	definition	definition	NOUN
ajfsoa-308	103	3	in	in	ADP
ajfsoa-308	103	4	this	this	DET
ajfsoa-308	103	5	study	study	NOUN
ajfsoa-308	103	6	,	,	PUNCT
ajfsoa-308	103	7	farmers‟	farmers‟	PROPN
ajfsoa-308	103	8	socio	socio	NOUN
ajfsoa-308	103	9	-	-	PUNCT
ajfsoa-308	103	10	economic	economic	ADJ
ajfsoa-308	103	11	,	,	PUNCT
ajfsoa-308	103	12	farming	farming	NOUN
ajfsoa-308	103	13	features	feature	NOUN
ajfsoa-308	103	14	and	and	CCONJ
ajfsoa-308	103	15	institutional	institutional	ADJ
ajfsoa-308	103	16	characteristics	characteristic	NOUN
ajfsoa-308	103	17	were	be	AUX
ajfsoa-308	103	18	employed	employ	VERB
ajfsoa-308	103	19	to	to	PART
ajfsoa-308	103	20	define	define	VERB
ajfsoa-308	103	21	their	their	PRON
ajfsoa-308	103	22	categorical	categorical	ADJ
ajfsoa-308	103	23	and	and	CCONJ
ajfsoa-308	103	24	behavioural	behavioural	ADJ
ajfsoa-308	103	25	attitudes	attitude	NOUN
ajfsoa-308	103	26	.	.	PUNCT
ajfsoa-308	104	1	an	an	DET
ajfsoa-308	104	2	explanation	explanation	NOUN
ajfsoa-308	104	3	for	for	ADP
ajfsoa-308	104	4	the	the	DET
ajfsoa-308	104	5	differential	differential	ADJ
ajfsoa-308	104	6	degree	degree	NOUN
ajfsoa-308	104	7	of	of	ADP
ajfsoa-308	104	8	risk	risk	NOUN
ajfsoa-308	104	9	aversion	aversion	NOUN
ajfsoa-308	104	10	among	among	ADP
ajfsoa-308	104	11	the	the	DET
ajfsoa-308	104	12	farmers	farmer	NOUN
ajfsoa-308	104	13	can	can	AUX
ajfsoa-308	104	14	be	be	AUX
ajfsoa-308	104	15	sought	seek	VERB
ajfsoa-308	104	16	from	from	ADP
ajfsoa-308	104	17	these	these	DET
ajfsoa-308	104	18	characteristics	characteristic	NOUN
ajfsoa-308	104	19	.	.	PUNCT
ajfsoa-308	105	1	discriminant	discriminant	ADJ
ajfsoa-308	105	2	analyses	analysis	NOUN
ajfsoa-308	105	3	were	be	AUX
ajfsoa-308	105	4	then	then	ADV
ajfsoa-308	105	5	conducted	conduct	VERB
ajfsoa-308	105	6	and	and	CCONJ
ajfsoa-308	105	7	their	their	PRON
ajfsoa-308	105	8	functions	function	NOUN
ajfsoa-308	105	9	estimated	estimate	VERB
ajfsoa-308	105	10	to	to	PART
ajfsoa-308	105	11	explore	explore	VERB
ajfsoa-308	105	12	quantitatively	quantitatively	ADV
ajfsoa-308	105	13	the	the	DET
ajfsoa-308	105	14	relation	relation	NOUN
ajfsoa-308	105	15	between	between	ADP
ajfsoa-308	105	16	risk	risk	NOUN
ajfsoa-308	105	17	aversion	aversion	NOUN
ajfsoa-308	105	18	and	and	CCONJ
ajfsoa-308	105	19	the	the	DET
ajfsoa-308	105	20	farmers‟	farmers‟	PROPN
ajfsoa-308	105	21	socio	socio	NOUN
ajfsoa-308	105	22	-	-	PUNCT
ajfsoa-308	105	23	economic	economic	ADJ
ajfsoa-308	105	24	,	,	PUNCT
ajfsoa-308	105	25	institutional	institutional	ADJ
ajfsoa-308	105	26	and	and	CCONJ
ajfsoa-308	105	27	farm	farm	NOUN
ajfsoa-308	105	28	characteristics	characteristic	NOUN
ajfsoa-308	105	29	that	that	PRON
ajfsoa-308	105	30	are	be	AUX
ajfsoa-308	105	31	listed	list	VERB
ajfsoa-308	105	32	below	below	ADV
ajfsoa-308	105	33	.	.	PUNCT
ajfsoa-308	106	1	this	this	PRON
ajfsoa-308	106	2	was	be	AUX
ajfsoa-308	106	3	done	do	VERB
ajfsoa-308	106	4	to	to	PART
ajfsoa-308	106	5	find	find	VERB
ajfsoa-308	106	6	out	out	ADP
ajfsoa-308	106	7	which	which	PRON
ajfsoa-308	106	8	of	of	ADP
ajfsoa-308	106	9	these	these	DET
ajfsoa-308	106	10	factors	factor	NOUN
ajfsoa-308	106	11	(	(	PUNCT
ajfsoa-308	106	12	characteristics	characteristic	NOUN
ajfsoa-308	106	13	)	)	PUNCT
ajfsoa-308	106	14	are	be	AUX
ajfsoa-308	106	15	actually	actually	ADV
ajfsoa-308	106	16	important	important	ADJ
ajfsoa-308	106	17	in	in	ADP
ajfsoa-308	106	18	determining	determine	VERB
ajfsoa-308	106	19	farmers‟	farmers‟	NOUN
ajfsoa-308	106	20	risk	risk	NOUN
ajfsoa-308	106	21	attitudes	attitude	NOUN
ajfsoa-308	106	22	in	in	ADP
ajfsoa-308	106	23	maize	maize	NOUN
ajfsoa-308	106	24	production	production	NOUN
ajfsoa-308	106	25	.	.	PUNCT
ajfsoa-308	107	1	the	the	DET
ajfsoa-308	107	2	independent	independent	ADJ
ajfsoa-308	107	3	socio	socio	NOUN
ajfsoa-308	107	4	economic	economic	ADJ
ajfsoa-308	107	5	,	,	PUNCT
ajfsoa-308	107	6	institutional	institutional	ADJ
ajfsoa-308	107	7	and	and	CCONJ
ajfsoa-308	107	8	farm	farm	NOUN
ajfsoa-308	107	9	(	(	PUNCT
ajfsoa-308	107	10	characteristics	characteristic	NOUN
ajfsoa-308	107	11	)	)	PUNCT
ajfsoa-308	107	12	variables	variable	NOUN
ajfsoa-308	107	13	and	and	CCONJ
ajfsoa-308	107	14	their	their	PRON
ajfsoa-308	107	15	definitions	definition	NOUN
ajfsoa-308	107	16	are	be	AUX
ajfsoa-308	107	17	as	as	SCONJ
ajfsoa-308	107	18	follows	follow	VERB
ajfsoa-308	107	19	:	:	PUNCT
ajfsoa-308	107	20	w1	w1	NOUN
ajfsoa-308	107	21	is	be	AUX
ajfsoa-308	107	22	the	the	DET
ajfsoa-308	107	23	farmer‟s	farmer‟s	ADJ
ajfsoa-308	107	24	age	age	NOUN
ajfsoa-308	107	25	in	in	ADP
ajfsoa-308	107	26	years	year	NOUN
ajfsoa-308	107	27	;	;	PUNCT
ajfsoa-308	107	28	w2	w2	NOUN
ajfsoa-308	107	29	,	,	PUNCT
ajfsoa-308	107	30	the	the	DET
ajfsoa-308	107	31	major	major	ADJ
ajfsoa-308	107	32	occupation	occupation	NOUN
ajfsoa-308	107	33	(	(	PUNCT
ajfsoa-308	107	34	only	only	ADV
ajfsoa-308	107	35	in	in	ADP
ajfsoa-308	107	36	farming	farming	NOUN
ajfsoa-308	107	37	=	=	SYM
ajfsoa-308	107	38	1	1	NUM
ajfsoa-308	107	39	;	;	PUNCT
ajfsoa-308	107	40	others	other	NOUN
ajfsoa-308	107	41	=	=	SYM
ajfsoa-308	107	42	0	0	NUM
ajfsoa-308	107	43	)	)	PUNCT
ajfsoa-308	107	44	;	;	PUNCT
ajfsoa-308	107	45	w3	w3	PROPN
ajfsoa-308	107	46	,	,	PUNCT
ajfsoa-308	107	47	the	the	DET
ajfsoa-308	107	48	years	year	NOUN
ajfsoa-308	107	49	of	of	ADP
ajfsoa-308	107	50	schooling	schooling	NOUN
ajfsoa-308	107	51	;	;	PUNCT
ajfsoa-308	107	52	w4	w4	NOUN
ajfsoa-308	107	53	,	,	PUNCT
ajfsoa-308	107	54	the	the	DET
ajfsoa-308	107	55	household	household	NOUN
ajfsoa-308	107	56	size	size	NOUN
ajfsoa-308	107	57	(	(	PUNCT
ajfsoa-308	107	58	no	no	INTJ
ajfsoa-308	107	59	)	)	PUNCT
ajfsoa-308	107	60	;	;	PUNCT
ajfsoa-308	107	61	w5	w5	PROPN
ajfsoa-308	107	62	,	,	PUNCT
ajfsoa-308	107	63	the	the	DET
ajfsoa-308	107	64	membership	membership	NOUN
ajfsoa-308	107	65	of	of	ADP
ajfsoa-308	107	66	association	association	NOUN
ajfsoa-308	107	67	(	(	PUNCT
ajfsoa-308	107	68	1	1	NUM
ajfsoa-308	107	69	=	=	NOUN
ajfsoa-308	107	70	yes	yes	INTJ
ajfsoa-308	107	71	;	;	PUNCT
ajfsoa-308	107	72	0	0	X
ajfsoa-308	107	73	=	=	SYM
ajfsoa-308	107	74	no	no	NOUN
ajfsoa-308	107	75	)	)	PUNCT
ajfsoa-308	107	76	;	;	PUNCT
ajfsoa-308	108	1	w6	w6	PROPN
ajfsoa-308	108	2	,	,	PUNCT
ajfsoa-308	108	3	the	the	DET
ajfsoa-308	108	4	leadership	leadership	NOUN
ajfsoa-308	108	5	position	position	NOUN
ajfsoa-308	108	6	(	(	PUNCT
ajfsoa-308	108	7	1	1	NUM
ajfsoa-308	108	8	=	=	NOUN
ajfsoa-308	108	9	yes	yes	INTJ
ajfsoa-308	108	10	;	;	PUNCT
ajfsoa-308	108	11	0	0	X
ajfsoa-308	108	12	=	=	SYM
ajfsoa-308	108	13	no	no	NOUN
ajfsoa-308	108	14	)	)	PUNCT
ajfsoa-308	108	15	;	;	PUNCT
ajfsoa-308	108	16	w7	w7	VERB
ajfsoa-308	108	17	,	,	PUNCT
ajfsoa-308	108	18	the	the	DET
ajfsoa-308	108	19	proportion	proportion	NOUN
ajfsoa-308	108	20	of	of	ADP
ajfsoa-308	108	21	maize	maize	NOUN
ajfsoa-308	108	22	farm	farm	NOUN
ajfsoa-308	108	23	to	to	ADP
ajfsoa-308	108	24	total	total	ADJ
ajfsoa-308	108	25	farm	farm	NOUN
ajfsoa-308	108	26	area	area	NOUN
ajfsoa-308	108	27	(	(	PUNCT
ajfsoa-308	108	28	%	%	INTJ
ajfsoa-308	108	29	ha	ha	INTJ
ajfsoa-308	108	30	)	)	PUNCT
ajfsoa-308	108	31	;	;	PUNCT
ajfsoa-308	108	32	w	w	PROPN
ajfsoa-308	108	33	8	8	NUM
ajfsoa-308	108	34	,	,	PUNCT
ajfsoa-308	108	35	the	the	DET
ajfsoa-308	108	36	pro	pro	ADJ
ajfsoa-308	108	37	-	-	NOUN
ajfsoa-308	108	38	portion	portion	NOUN
ajfsoa-308	108	39	of	of	ADP
ajfsoa-308	108	40	maize	maize	NOUN
ajfsoa-308	108	41	income	income	NOUN
ajfsoa-308	108	42	to	to	ADP
ajfsoa-308	108	43	total	total	ADJ
ajfsoa-308	108	44	farm	farm	NOUN
ajfsoa-308	108	45	income	income	NOUN
ajfsoa-308	108	46	(	(	PUNCT
ajfsoa-308	108	47	%	%	INTJ
ajfsoa-308	108	48	naira	naira	NUM
ajfsoa-308	108	49	)	)	PUNCT
ajfsoa-308	108	50	;	;	PUNCT
ajfsoa-308	108	51	w9	w9	PROPN
ajfsoa-308	108	52	,	,	PUNCT
ajfsoa-308	108	53	the	the	DET
ajfsoa-308	108	54	proportion	proportion	NOUN
ajfsoa-308	108	55	of	of	ADP
ajfsoa-308	108	56	maize	maize	NOUN
ajfsoa-308	108	57	income	income	NOUN
ajfsoa-308	108	58	to	to	ADP
ajfsoa-308	108	59	non	non	ADJ
ajfsoa-308	108	60	-	-	ADJ
ajfsoa-308	108	61	farm	farm	ADJ
ajfsoa-308	108	62	income	income	NOUN
ajfsoa-308	108	63	(	(	PUNCT
ajfsoa-308	108	64	%	%	INTJ
ajfsoa-308	108	65	naira	naira	NUM
ajfsoa-308	108	66	)	)	PUNCT
ajfsoa-308	108	67	;	;	PUNCT
ajfsoa-308	108	68	w10	w10	PROPN
ajfsoa-308	108	69	,	,	PUNCT
ajfsoa-308	108	70	the	the	DET
ajfsoa-308	108	71	total	total	ADJ
ajfsoa-308	108	72	number	number	NOUN
ajfsoa-308	108	73	of	of	ADP
ajfsoa-308	108	74	farms	farm	NOUN
ajfsoa-308	108	75	;	;	PUNCT
ajfsoa-308	108	76	w11	w11	PROPN
ajfsoa-308	108	77	,	,	PUNCT
ajfsoa-308	108	78	the	the	DET
ajfsoa-308	108	79	maize	maize	NOUN
ajfsoa-308	108	80	farming	farming	NOUN
ajfsoa-308	108	81	experience	experience	NOUN
ajfsoa-308	108	82	(	(	PUNCT
ajfsoa-308	108	83	years	year	NOUN
ajfsoa-308	108	84	)	)	PUNCT
ajfsoa-308	108	85	;	;	PUNCT
ajfsoa-308	108	86	w12	w12	NOUN
ajfsoa-308	108	87	,	,	PUNCT
ajfsoa-308	108	88	the	the	DET
ajfsoa-308	108	89	adequacy	adequacy	NOUN
ajfsoa-308	108	90	of	of	ADP
ajfsoa-308	108	91	maize	maize	NOUN
ajfsoa-308	108	92	market	market	NOUN
ajfsoa-308	108	93	(	(	PUNCT
ajfsoa-308	108	94	1	1	NUM
ajfsoa-308	108	95	=	=	NOUN
ajfsoa-308	108	96	yes	yes	INTJ
ajfsoa-308	108	97	;	;	PUNCT
ajfsoa-308	108	98	0	0	X
ajfsoa-308	108	99	=	=	SYM
ajfsoa-308	108	100	no	no	NOUN
ajfsoa-308	108	101	)	)	PUNCT
ajfsoa-308	108	102	;	;	PUNCT
ajfsoa-308	108	103	w13	w13	PROPN
ajfsoa-308	108	104	,	,	PUNCT
ajfsoa-308	108	105	the	the	DET
ajfsoa-308	108	106	number	number	NOUN
ajfsoa-308	108	107	of	of	ADP
ajfsoa-308	108	108	motivating	motivate	VERB
ajfsoa-308	108	109	traits	trait	NOUN
ajfsoa-308	108	110	/	/	SYM
ajfsoa-308	108	111	attributes	attribute	NOUN
ajfsoa-308	108	112	of	of	ADP
ajfsoa-308	108	113	maize	maize	NOUN
ajfsoa-308	108	114	;	;	PUNCT
ajfsoa-308	108	115	w14	w14	PROPN
ajfsoa-308	108	116	,	,	PUNCT
ajfsoa-308	108	117	the	the	DET
ajfsoa-308	108	118	number	number	NOUN
ajfsoa-308	108	119	of	of	ADP
ajfsoa-308	108	120	visits	visit	NOUN
ajfsoa-308	108	121	by	by	ADP
ajfsoa-308	108	122	extension	extension	NOUN
ajfsoa-308	108	123	agents	agent	NOUN
ajfsoa-308	108	124	to	to	ADP
ajfsoa-308	108	125	farmers	farmer	NOUN
ajfsoa-308	108	126	per	per	ADP
ajfsoa-308	108	127	cropping	crop	VERB
ajfsoa-308	108	128	season	season	NOUN
ajfsoa-308	108	129	;	;	PUNCT
ajfsoa-308	108	130	w15	w15	PROPN
ajfsoa-308	108	131	,	,	PUNCT
ajfsoa-308	108	132	the	the	DET
ajfsoa-308	108	133	per	per	ADP
ajfsoa-308	108	134	capita	capita	X
ajfsoa-308	108	135	household	household	NOUN
ajfsoa-308	108	136	food	food	NOUN
ajfsoa-308	108	137	expenditure	expenditure	NOUN
ajfsoa-308	108	138	(	(	PUNCT
ajfsoa-308	108	139	naira	naira	PROPN
ajfsoa-308	108	140	)	)	PUNCT
ajfsoa-308	108	141	;	;	PUNCT
ajfsoa-308	108	142	w16	w16	NOUN
ajfsoa-308	108	143	,	,	PUNCT
ajfsoa-308	108	144	the	the	DET
ajfsoa-308	108	145	first	first	ADJ
ajfsoa-308	108	146	level	level	NOUN
ajfsoa-308	108	147	probability	probability	NOUN
ajfsoa-308	108	148	of	of	ADP
ajfsoa-308	108	149	sales	sale	NOUN
ajfsoa-308	108	150	(	(	PUNCT
ajfsoa-308	108	151	%	%	INTJ
ajfsoa-308	108	152	)	)	PUNCT
ajfsoa-308	108	153	;	;	PUNCT
ajfsoa-308	108	154	w17	w17	PROPN
ajfsoa-308	108	155	,	,	PUNCT
ajfsoa-308	108	156	the	the	DET
ajfsoa-308	108	157	second	second	ADJ
ajfsoa-308	108	158	level	level	NOUN
ajfsoa-308	108	159	probability	probability	NOUN
ajfsoa-308	108	160	of	of	ADP
ajfsoa-308	108	161	sales	sale	NOUN
ajfsoa-308	108	162	(	(	PUNCT
ajfsoa-308	108	163	%	%	INTJ
ajfsoa-308	108	164	)	)	PUNCT
ajfsoa-308	108	165	(	(	PUNCT
ajfsoa-308	108	166	see	see	VERB
ajfsoa-308	108	167	olarinde	olarinde	PROPN
ajfsoa-308	108	168	,	,	PUNCT
ajfsoa-308	108	169	2004	2004	NUM
ajfsoa-308	108	170	for	for	ADP
ajfsoa-308	108	171	details	detail	NOUN
ajfsoa-308	108	172	of	of	ADP
ajfsoa-308	108	173	the	the	DET
ajfsoa-308	108	174	determination	determination	NOUN
ajfsoa-308	108	175	of	of	ADP
ajfsoa-308	108	176	the	the	DET
ajfsoa-308	108	177	probabilities	probability	NOUN
ajfsoa-308	108	178	of	of	ADP
ajfsoa-308	108	179	sales	sale	NOUN
ajfsoa-308	108	180	)	)	PUNCT
ajfsoa-308	108	181	;	;	PUNCT
ajfsoa-308	108	182	w18	w18	NOUN
ajfsoa-308	108	183	,	,	PUNCT
ajfsoa-308	108	184	the	the	DET
ajfsoa-308	108	185	number	number	NOUN
ajfsoa-308	108	186	of	of	ADP
ajfsoa-308	108	187	risk	risk	NOUN
ajfsoa-308	108	188	types	type	NOUN
ajfsoa-308	108	189	faced	face	VERB
ajfsoa-308	108	190	by	by	ADP
ajfsoa-308	108	191	farmers	farmer	NOUN
ajfsoa-308	108	192	.	.	PUNCT
ajfsoa-308	109	1	the	the	DET
ajfsoa-308	109	2	grouping	group	VERB
ajfsoa-308	109	3	variables	variable	NOUN
ajfsoa-308	109	4	are	be	AUX
ajfsoa-308	109	5	the	the	DET
ajfsoa-308	109	6	farmers‟	farmers‟	NOUN
ajfsoa-308	109	7	risk	risk	NOUN
ajfsoa-308	109	8	groups	group	NOUN
ajfsoa-308	109	9	.	.	PUNCT
ajfsoa-308	110	1	they	they	PRON
ajfsoa-308	110	2	were	be	AUX
ajfsoa-308	110	3	classified	classify	VERB
ajfsoa-308	110	4	as	as	SCONJ
ajfsoa-308	110	5	follows	follow	VERB
ajfsoa-308	110	6	:	:	PUNCT
ajfsoa-308	110	7	group	group	NOUN
ajfsoa-308	110	8	1	1	NUM
ajfsoa-308	110	9	–	–	PUNCT
ajfsoa-308	110	10	risk	risk	NOUN
ajfsoa-308	110	11	preferers	preferer	NOUN
ajfsoa-308	110	12	;	;	PUNCT
ajfsoa-308	110	13	group	group	NOUN
ajfsoa-308	110	14	2	2	NUM
ajfsoa-308	110	15	–	–	PUNCT
ajfsoa-308	110	16	risk	risk	NOUN
ajfsoa-308	110	17	neutral	neutral	NOUN
ajfsoa-308	110	18	;	;	PUNCT
ajfsoa-308	110	19	group	group	NOUN
ajfsoa-308	110	20	3	3	NUM
ajfsoa-308	110	21	–	–	PUNCT
ajfsoa-308	110	22	risk	risk	NOUN
ajfsoa-308	110	23	averters	averter	NOUN
ajfsoa-308	110	24	.	.	PUNCT
ajfsoa-308	111	1	the	the	DET
ajfsoa-308	111	2	listed	list	VERB
ajfsoa-308	111	3	socio	socio	NOUN
ajfsoa-308	111	4	-	-	PUNCT
ajfsoa-308	111	5	economic	economic	ADJ
ajfsoa-308	111	6	and	and	CCONJ
ajfsoa-308	111	7	farm	farm	NOUN
ajfsoa-308	111	8	characteristics	characteristic	NOUN
ajfsoa-308	111	9	(	(	PUNCT
ajfsoa-308	111	10	variables	variable	NOUN
ajfsoa-308	111	11	)	)	PUNCT
ajfsoa-308	111	12	are	be	AUX
ajfsoa-308	111	13	essentially	essentially	ADV
ajfsoa-308	111	14	labeled	label	VERB
ajfsoa-308	111	15	“	"	PUNCT
ajfsoa-308	111	16	risk	risk	NOUN
ajfsoa-308	111	17	factors	factor	NOUN
ajfsoa-308	111	18	”	"	PUNCT
ajfsoa-308	111	19	,	,	PUNCT
ajfsoa-308	111	20	i.e	i.e	ADJ
ajfsoa-308	111	21	they	they	PRON
ajfsoa-308	111	22	either	either	CCONJ
ajfsoa-308	111	23	positively	positively	ADV
ajfsoa-308	111	24	or	or	CCONJ
ajfsoa-308	111	25	negatively	negatively	ADV
ajfsoa-308	111	26	influence	influence	VERB
ajfsoa-308	111	27	farmers‟	farmers‟	NOUN
ajfsoa-308	111	28	riskaverse	riskaverse	NOUN
ajfsoa-308	111	29	behaviours	behaviour	NOUN
ajfsoa-308	111	30	(	(	PUNCT
ajfsoa-308	111	31	table	table	NOUN
ajfsoa-308	111	32	6	6	NUM
ajfsoa-308	111	33	)	)	PUNCT
ajfsoa-308	111	34	.	.	PUNCT
ajfsoa-308	112	1	it	it	PRON
ajfsoa-308	112	2	is	be	AUX
ajfsoa-308	112	3	expected	expect	VERB
ajfsoa-308	112	4	that	that	SCONJ
ajfsoa-308	112	5	the	the	DET
ajfsoa-308	112	6	discriminant	discriminant	NOUN
ajfsoa-308	112	7	function	function	NOUN
ajfsoa-308	112	8	estimates	estimate	NOUN
ajfsoa-308	112	9	would	would	AUX
ajfsoa-308	112	10	assign	assign	VERB
ajfsoa-308	112	11	the	the	DET
ajfsoa-308	112	12	maize	maize	NOUN
ajfsoa-308	112	13	farmers	farmer	NOUN
ajfsoa-308	112	14	to	to	ADP
ajfsoa-308	112	15	the	the	DET
ajfsoa-308	112	16	same	same	ADJ
ajfsoa-308	112	17	group	group	NOUN
ajfsoa-308	112	18	as	as	SCONJ
ajfsoa-308	112	19	would	would	AUX
ajfsoa-308	112	20	have	have	AUX
ajfsoa-308	112	21	done	do	VERB
ajfsoa-308	112	22	the	the	DET
ajfsoa-308	112	23	classification	classification	NOUN
ajfsoa-308	112	24	variables	variable	NOUN
ajfsoa-308	112	25	(	(	PUNCT
ajfsoa-308	112	26	parameter	parameter	NOUN
ajfsoa-308	112	27	k	k	PROPN
ajfsoa-308	112	28	)	)	PUNCT
ajfsoa-308	112	29	.	.	PUNCT
ajfsoa-308	113	1	methodology	methodology	NOUN
ajfsoa-308	113	2	the	the	DET
ajfsoa-308	113	3	study	study	NOUN
ajfsoa-308	113	4	was	be	AUX
ajfsoa-308	113	5	conducted	conduct	VERB
ajfsoa-308	113	6	in	in	ADP
ajfsoa-308	113	7	kaduna	kaduna	PROPN
ajfsoa-308	113	8	state	state	PROPN
ajfsoa-308	113	9	of	of	ADP
ajfsoa-308	113	10	nigeria	nigeria	PROPN
ajfsoa-308	113	11	.	.	PUNCT
ajfsoa-308	114	1	kaduna	kaduna	PROPN
ajfsoa-308	114	2	state	state	PROPN
ajfsoa-308	114	3	is	be	AUX
ajfsoa-308	114	4	located	locate	VERB
ajfsoa-308	114	5	in	in	ADP
ajfsoa-308	114	6	dry	dry	ADJ
ajfsoa-308	114	7	savanna	savanna	NOUN
ajfsoa-308	114	8	ecological	ecological	ADJ
ajfsoa-308	114	9	zone	zone	NOUN
ajfsoa-308	114	10	of	of	ADP
ajfsoa-308	114	11	nigeria	nigeria	PROPN
ajfsoa-308	114	12	.	.	PUNCT
ajfsoa-308	115	1	it	it	PRON
ajfsoa-308	115	2	has	have	VERB
ajfsoa-308	115	3	a	a	DET
ajfsoa-308	115	4	rainfall	rainfall	NOUN
ajfsoa-308	115	5	range	range	NOUN
ajfsoa-308	115	6	of	of	ADP
ajfsoa-308	115	7	950	950	NUM
ajfsoa-308	115	8	-	-	SYM
ajfsoa-308	115	9	1500	1500	NUM
ajfsoa-308	115	10	mm	mm	NOUN
ajfsoa-308	115	11	with	with	ADP
ajfsoa-308	115	12	a	a	DET
ajfsoa-308	115	13	growing	grow	VERB
ajfsoa-308	115	14	period	period	NOUN
ajfsoa-308	115	15	of	of	ADP
ajfsoa-308	115	16	6	6	NUM
ajfsoa-308	115	17	-	-	SYM
ajfsoa-308	115	18	8	8	NUM
ajfsoa-308	115	19	months	month	NOUN
ajfsoa-308	115	20	.	.	PUNCT
ajfsoa-308	116	1	a	a	DET
ajfsoa-308	116	2	multistage	multistage	NOUN
ajfsoa-308	116	3	sampling	sample	VERB
ajfsoa-308	116	4	technique	technique	NOUN
ajfsoa-308	116	5	with	with	ADP
ajfsoa-308	116	6	probabilities	probability	NOUN
ajfsoa-308	116	7	proportional	proportional	ADJ
ajfsoa-308	116	8	to	to	ADP
ajfsoa-308	116	9	sizes	size	NOUN
ajfsoa-308	116	10	was	be	AUX
ajfsoa-308	116	11	adopted	adopt	VERB
ajfsoa-308	116	12	to	to	PART
ajfsoa-308	116	13	choose	choose	VERB
ajfsoa-308	116	14	a	a	DET
ajfsoa-308	116	15	final	final	ADJ
ajfsoa-308	116	16	sample	sample	NOUN
ajfsoa-308	116	17	of	of	ADP
ajfsoa-308	116	18	about	about	ADV
ajfsoa-308	116	19	350	350	NUM
ajfsoa-308	116	20	farmers	farmer	NOUN
ajfsoa-308	116	21	on	on	ADP
ajfsoa-308	116	22	which	which	PRON
ajfsoa-308	116	23	questionnaire	questionnaire	NOUN
ajfsoa-308	116	24	schedule	schedule	NOUN
ajfsoa-308	116	25	was	be	AUX
ajfsoa-308	116	26	administered	administer	VERB
ajfsoa-308	116	27	[	[	PUNCT
ajfsoa-308	116	28	the	the	DET
ajfsoa-308	116	29	sampling	sample	VERB
ajfsoa-308	116	30	stages	stage	NOUN
ajfsoa-308	116	31	involved	involve	VERB
ajfsoa-308	116	32	the	the	DET
ajfsoa-308	116	33	selection	selection	NOUN
ajfsoa-308	116	34	of	of	ADP
ajfsoa-308	116	35	:	:	PUNCT
ajfsoa-308	116	36			X
ajfsoa-308	116	37	all	all	DET
ajfsoa-308	116	38	agricultural	agricultural	ADJ
ajfsoa-308	116	39	development	development	NOUN
ajfsoa-308	116	40	programme	programme	NOUN
ajfsoa-308	116	41	-	-	PUNCT
ajfsoa-308	116	42	adpzones	adpzone	NOUN
ajfsoa-308	116	43	in	in	ADP
ajfsoa-308	116	44	the	the	DET
ajfsoa-308	116	45	state.	state.	PROPN
ajfsoa-308	116	46			NOUN
ajfsoa-308	116	47	local	local	ADJ
ajfsoa-308	116	48	government	government	NOUN
ajfsoa-308	116	49	areas	area	NOUN
ajfsoa-308	116	50	-	-	PUNCT
ajfsoa-308	116	51	lgasfrom	lgasfrom	NOUN
ajfsoa-308	116	52	the	the	DET
ajfsoa-308	116	53	selected	select	VERB
ajfsoa-308	116	54	adps.	adps.	NOUN
ajfsoa-308	116	55			NOUN
ajfsoa-308	116	56	villages	village	NOUN
ajfsoa-308	116	57	from	from	ADP
ajfsoa-308	116	58	the	the	DET
ajfsoa-308	116	59	selected	select	VERB
ajfsoa-308	116	60	lgas	lgas	NOUN
ajfsoa-308	116	61	and	and	CCONJ
ajfsoa-308	116	62	finally	finally	ADV
ajfsoa-308	116	63	,	,	PUNCT
ajfsoa-308	116	64	selection	selection	NOUN
ajfsoa-308	116	65	of	of	ADP
ajfsoa-308	116	66	farm	farm	NOUN
ajfsoa-308	116	67	families	family	NOUN
ajfsoa-308	116	68	from	from	ADP
ajfsoa-308	116	69	the	the	DET
ajfsoa-308	116	70	selected	select	VERB
ajfsoa-308	116	71	villages].	villages].	NOUN
ajfsoa-308	116	72	data	datum	NOUN
ajfsoa-308	116	73	were	be	AUX
ajfsoa-308	116	74	collected	collect	VERB
ajfsoa-308	116	75	on	on	ADP
ajfsoa-308	116	76	direct	direct	ADJ
ajfsoa-308	116	77	or	or	CCONJ
ajfsoa-308	116	78	tractable	tractable	ADJ
ajfsoa-308	116	79	inputs	input	NOUN
ajfsoa-308	116	80	that	that	PRON
ajfsoa-308	116	81	are	be	AUX
ajfsoa-308	116	82	assume-	assume-	X
ajfsoa-308	116	83	ed	ed	NOUN
ajfsoa-308	116	84	to	to	PART
ajfsoa-308	116	85	affect	affect	VERB
ajfsoa-308	116	86	maize	maize	NOUN
ajfsoa-308	116	87	yields	yield	NOUN
ajfsoa-308	116	88	,	,	PUNCT
ajfsoa-308	116	89	and	and	CCONJ
ajfsoa-308	116	90	on	on	ADP
ajfsoa-308	116	91	socio	socio	NOUN
ajfsoa-308	116	92	-	-	PUNCT
ajfsoa-308	116	93	economic	economic	ADJ
ajfsoa-308	116	94	and	and	CCONJ
ajfsoa-308	116	95	institutional	institutional	ADJ
ajfsoa-308	116	96	factors	factor	NOUN
ajfsoa-308	116	97	,	,	PUNCT
ajfsoa-308	116	98	and	and	CCONJ
ajfsoa-308	116	99	“	"	PUNCT
ajfsoa-308	116	100	risk	risk	NOUN
ajfsoa-308	116	101	variables	variable	NOUN
ajfsoa-308	116	102	”	"	PUNCT
ajfsoa-308	116	103	.	.	PUNCT
ajfsoa-308	117	1	these	these	DET
ajfsoa-308	117	2	data	datum	NOUN
ajfsoa-308	117	3	were	be	AUX
ajfsoa-308	117	4	analyzed	analyze	VERB
ajfsoa-308	117	5	with	with	ADP
ajfsoa-308	117	6	descriptive	descriptive	ADJ
ajfsoa-308	117	7	statistics	statistic	NOUN
ajfsoa-308	117	8	,	,	PUNCT
ajfsoa-308	117	9	ordinary	ordinary	ADJ
ajfsoa-308	117	10	least	least	ADV
ajfsoa-308	117	11	square	square	ADJ
ajfsoa-308	117	12	and	and	CCONJ
ajfsoa-308	117	13	ridge	ridge	NOUN
ajfsoa-308	117	14	regressions	regression	NOUN
ajfsoa-308	117	15	and	and	CCONJ
ajfsoa-308	117	16	a	a	DET
ajfsoa-308	117	17	two	two	NUM
ajfsoa-308	117	18	-	-	PUNCT
ajfsoa-308	117	19	level	level	NOUN
ajfsoa-308	117	20	of	of	ADP
ajfsoa-308	117	21	step	step	NOUN
ajfsoa-308	117	22	-	-	PUNCT
ajfsoa-308	117	23	wise	wise	ADJ
ajfsoa-308	117	24	discriminant	discriminant	NOUN
ajfsoa-308	117	25	analyses	analysis	NOUN
ajfsoa-308	117	26	.	.	PUNCT
ajfsoa-308	118	1	results	result	VERB
ajfsoa-308	118	2	description	description	NOUN
ajfsoa-308	118	3	of	of	ADP
ajfsoa-308	118	4	typical	typical	ADJ
ajfsoa-308	118	5	risk	risk	NOUN
ajfsoa-308	118	6	affecting	affect	VERB
ajfsoa-308	118	7	maize	maize	NOUN
ajfsoa-308	118	8	production	production	NOUN
ajfsoa-308	118	9	in	in	ADP
ajfsoa-308	118	10	the	the	DET
ajfsoa-308	118	11	study	study	NOUN
ajfsoa-308	118	12	area	area	NOUN
ajfsoa-308	118	13	farmers	farmer	NOUN
ajfsoa-308	118	14	listed	list	VERB
ajfsoa-308	118	15	several	several	ADJ
ajfsoa-308	118	16	risk	risk	NOUN
ajfsoa-308	118	17	types	type	NOUN
ajfsoa-308	118	18	affecting	affect	VERB
ajfsoa-308	118	19	maize	maize	NOUN
ajfsoa-308	118	20	production	production	NOUN
ajfsoa-308	118	21	,	,	PUNCT
ajfsoa-308	118	22	which	which	PRON
ajfsoa-308	118	23	belong	belong	VERB
ajfsoa-308	118	24	to	to	ADP
ajfsoa-308	118	25	four	four	NUM
ajfsoa-308	118	26	groups	group	NOUN
ajfsoa-308	118	27	:	:	PUNCT
ajfsoa-308	118	28	natural	natural	ADJ
ajfsoa-308	118	29	,	,	PUNCT
ajfsoa-308	118	30	social	social	ADJ
ajfsoa-308	118	31	economic	economic	ADJ
ajfsoa-308	118	32	and	and	CCONJ
ajfsoa-308	118	33	technical	technical	ADJ
ajfsoa-308	118	34	.	.	PUNCT
ajfsoa-308	119	1	natural	natural	ADJ
ajfsoa-308	119	2	risks	risk	NOUN
ajfsoa-308	119	3	these	these	PRON
ajfsoa-308	119	4	were	be	AUX
ajfsoa-308	119	5	drought	drought	NOUN
ajfsoa-308	119	6	,	,	PUNCT
ajfsoa-308	119	7	flood	flood	NOUN
ajfsoa-308	119	8	,	,	PUNCT
ajfsoa-308	119	9	wind	wind	NOUN
ajfsoa-308	119	10	and	and	CCONJ
ajfsoa-308	119	11	storm	storm	NOUN
ajfsoa-308	119	12	,	,	PUNCT
ajfsoa-308	119	13	disease	disease	NOUN
ajfsoa-308	119	14	and	and	CCONJ
ajfsoa-308	119	15	pests	pest	NOUN
ajfsoa-308	119	16	.	.	PUNCT
ajfsoa-308	120	1	a	a	DET
ajfsoa-308	120	2	large	large	ADJ
ajfsoa-308	120	3	majority	majority	NOUN
ajfsoa-308	120	4	of	of	ADP
ajfsoa-308	120	5	respondents	respondent	NOUN
ajfsoa-308	120	6	(	(	PUNCT
ajfsoa-308	120	7	73	73	NUM
ajfsoa-308	120	8	%	%	NOUN
ajfsoa-308	120	9	)	)	PUNCT
ajfsoa-308	120	10	had	have	VERB
ajfsoa-308	120	11	their	their	PRON
ajfsoa-308	120	12	crops	crop	NOUN
ajfsoa-308	120	13	affected	affect	VERB
ajfsoa-308	120	14	by	by	ADP
ajfsoa-308	120	15	drought	drought	NOUN
ajfsoa-308	120	16	,	,	PUNCT
ajfsoa-308	120	17	40	40	NUM
ajfsoa-308	120	18	%	%	NOUN
ajfsoa-308	120	19	by	by	ADP
ajfsoa-308	120	20	flood	flood	NOUN
ajfsoa-308	120	21	,	,	PUNCT
ajfsoa-308	120	22	49	49	NUM
ajfsoa-308	120	23	%	%	NOUN
ajfsoa-308	120	24	by	by	ADP
ajfsoa-308	120	25	wind	wind	NOUN
ajfsoa-308	120	26	and	and	CCONJ
ajfsoa-308	120	27	storms	storm	NOUN
ajfsoa-308	120	28	and	and	CCONJ
ajfsoa-308	120	29	63	63	NUM
ajfsoa-308	120	30	%	%	NOUN
ajfsoa-308	120	31	by	by	ADP
ajfsoa-308	120	32	diseases	disease	NOUN
ajfsoa-308	120	33	and	and	CCONJ
ajfsoa-308	120	34	pests	pest	NOUN
ajfsoa-308	120	35	.	.	PUNCT
ajfsoa-308	121	1	the	the	DET
ajfsoa-308	121	2	implication	implication	NOUN
ajfsoa-308	121	3	of	of	ADP
ajfsoa-308	121	4	this	this	PRON
ajfsoa-308	121	5	is	be	AUX
ajfsoa-308	121	6	that	that	SCONJ
ajfsoa-308	121	7	crop	crop	NOUN
ajfsoa-308	121	8	yield	yield	NOUN
ajfsoa-308	121	9	could	could	AUX
ajfsoa-308	121	10	be	be	AUX
ajfsoa-308	121	11	low	low	ADJ
ajfsoa-308	121	12	due	due	ADP
ajfsoa-308	121	13	to	to	ADP
ajfsoa-308	121	14	the	the	DET
ajfsoa-308	121	15	negative	negative	ADJ
ajfsoa-308	121	16	effects	effect	NOUN
ajfsoa-308	121	17	of	of	ADP
ajfsoa-308	121	18	these	these	DET
ajfsoa-308	121	19	natural	natural	ADJ
ajfsoa-308	121	20	occurrences	occurrence	NOUN
ajfsoa-308	121	21	.	.	PUNCT
ajfsoa-308	122	1	typical	typical	ADJ
ajfsoa-308	122	2	negative	negative	ADJ
ajfsoa-308	122	3	effects	effect	NOUN
ajfsoa-308	122	4	would	would	AUX
ajfsoa-308	122	5	obviously	obviously	ADV
ajfsoa-308	122	6	be	be	AUX
ajfsoa-308	122	7	caused	cause	VERB
ajfsoa-308	122	8	by	by	ADP
ajfsoa-308	122	9	drought	drought	NOUN
ajfsoa-308	122	10	,	,	PUNCT
ajfsoa-308	122	11	disease	disease	NOUN
ajfsoa-308	122	12	and	and	CCONJ
ajfsoa-308	122	13	pests	pest	NOUN
ajfsoa-308	122	14	.	.	PUNCT
ajfsoa-308	123	1	social	social	ADJ
ajfsoa-308	123	2	risks	risk	NOUN
ajfsoa-308	123	3	these	these	PRON
ajfsoa-308	123	4	refer	refer	VERB
ajfsoa-308	123	5	to	to	ADP
ajfsoa-308	123	6	theft	theft	NOUN
ajfsoa-308	123	7	of	of	ADP
ajfsoa-308	123	8	produce	produce	NOUN
ajfsoa-308	123	9	,	,	PUNCT
ajfsoa-308	123	10	bush	bush	NOUN
ajfsoa-308	123	11	fire	fire	NOUN
ajfsoa-308	123	12	,	,	PUNCT
ajfsoa-308	123	13	invasion	invasion	NOUN
ajfsoa-308	123	14	of	of	ADP
ajfsoa-308	123	15	farms	farm	NOUN
ajfsoa-308	123	16	by	by	ADP
ajfsoa-308	123	17	cows	cow	NOUN
ajfsoa-308	123	18	.	.	PUNCT
ajfsoa-308	124	1	about	about	ADV
ajfsoa-308	124	2	58	58	NUM
ajfsoa-308	124	3	%	%	NOUN
ajfsoa-308	124	4	of	of	ADP
ajfsoa-308	124	5	the	the	DET
ajfsoa-308	124	6	respondents	respondent	NOUN
ajfsoa-308	124	7	were	be	AUX
ajfsoa-308	124	8	affected	affect	VERB
ajfsoa-308	124	9	by	by	ADP
ajfsoa-308	124	10	theft	theft	NOUN
ajfsoa-308	124	11	of	of	ADP
ajfsoa-308	124	12	produce	produce	NOUN
ajfsoa-308	124	13	,	,	PUNCT
ajfsoa-308	124	14	53.7	53.7	NUM
ajfsoa-308	124	15	%	%	NOUN
ajfsoa-308	124	16	by	by	ADP
ajfsoa-308	124	17	bush	bush	PROPN
ajfsoa-308	124	18	fire	fire	NOUN
ajfsoa-308	124	19	and	and	CCONJ
ajfsoa-308	124	20	65.8	65.8	NUM
ajfsoa-308	124	21	%	%	NOUN
ajfsoa-308	124	22	had	have	VERB
ajfsoa-308	124	23	their	their	PRON
ajfsoa-308	124	24	farms	farm	NOUN
ajfsoa-308	124	25	invaded	invade	VERB
ajfsoa-308	124	26	by	by	ADP
ajfsoa-308	124	27	cows	cow	NOUN
ajfsoa-308	124	28	.	.	PUNCT
ajfsoa-308	125	1	that	that	SCONJ
ajfsoa-308	125	2	most	most	ADJ
ajfsoa-308	125	3	farms	farm	NOUN
ajfsoa-308	125	4	were	be	AUX
ajfsoa-308	125	5	invaded	invade	VERB
ajfsoa-308	125	6	by	by	ADP
ajfsoa-308	125	7	crows	crow	NOUN
ajfsoa-308	125	8	in	in	ADP
ajfsoa-308	125	9	the	the	DET
ajfsoa-308	125	10	study	study	NOUN
ajfsoa-308	125	11	area	area	NOUN
ajfsoa-308	125	12	is	be	AUX
ajfsoa-308	125	13	expected	expect	VERB
ajfsoa-308	125	14	,	,	PUNCT
ajfsoa-308	125	15	besides	besides	SCONJ
ajfsoa-308	125	16	arable	arable	ADJ
ajfsoa-308	125	17	crop	crop	NOUN
ajfsoa-308	125	18	farming	farming	NOUN
ajfsoa-308	125	19	,	,	PUNCT
ajfsoa-308	125	20	the	the	DET
ajfsoa-308	125	21	next	next	ADJ
ajfsoa-308	125	22	most	most	ADV
ajfsoa-308	125	23	prominent	prominent	ADJ
ajfsoa-308	125	24	occupation	occupation	NOUN
ajfsoa-308	125	25	is	be	AUX
ajfsoa-308	125	26	cattle	cattle	NOUN
ajfsoa-308	125	27	rearing	rear	VERB
ajfsoa-308	125	28	and	and	CCONJ
ajfsoa-308	125	29	that	that	PRON
ajfsoa-308	125	30	explains	explain	VERB
ajfsoa-308	125	31	why	why	SCONJ
ajfsoa-308	125	32	almost	almost	ADV
ajfsoa-308	125	33	2/3	2/3	NUM
ajfsoa-308	125	34	of	of	ADP
ajfsoa-308	125	35	the	the	DET
ajfsoa-308	125	36	sampled	sample	VERB
ajfsoa-308	125	37	farmers	farmer	NOUN
ajfsoa-308	125	38	had	have	VERB
ajfsoa-308	125	39	their	their	PRON
ajfsoa-308	125	40	farms	farm	NOUN
ajfsoa-308	125	41	invaded	invade	VERB
ajfsoa-308	125	42	by	by	ADP
ajfsoa-308	125	43	crows	crow	NOUN
ajfsoa-308	125	44	.	.	PUNCT
ajfsoa-308	126	1	the	the	DET
ajfsoa-308	126	2	invasion	invasion	NOUN
ajfsoa-308	126	3	of	of	ADP
ajfsoa-308	126	4	farms	farm	NOUN
ajfsoa-308	126	5	is	be	AUX
ajfsoa-308	126	6	not	not	PART
ajfsoa-308	126	7	without	without	ADP
ajfsoa-308	126	8	losses	loss	NOUN
ajfsoa-308	126	9	of	of	ADP
ajfsoa-308	126	10	crops	crop	NOUN
ajfsoa-308	126	11	in	in	ADP
ajfsoa-308	126	12	most	most	ADJ
ajfsoa-308	126	13	cases	case	NOUN
ajfsoa-308	126	14	as	as	SCONJ
ajfsoa-308	126	15	they	they	PRON
ajfsoa-308	126	16	(	(	PUNCT
ajfsoa-308	126	17	cows	cow	NOUN
ajfsoa-308	126	18	)	)	PUNCT
ajfsoa-308	126	19	tend	tend	VERB
ajfsoa-308	126	20	to	to	PART
ajfsoa-308	126	21	graze	graze	VERB
ajfsoa-308	126	22	on	on	ADP
ajfsoa-308	126	23	raw	raw	ADJ
ajfsoa-308	126	24	crops	crop	NOUN
ajfsoa-308	126	25	consumed	consume	VERB
ajfsoa-308	126	26	by	by	ADP
ajfsoa-308	126	27	humans	human	NOUN
ajfsoa-308	126	28	.	.	PUNCT
ajfsoa-308	127	1	this	this	PRON
ajfsoa-308	127	2	could	could	AUX
ajfsoa-308	127	3	be	be	AUX
ajfsoa-308	127	4	a	a	DET
ajfsoa-308	127	5	major	major	ADJ
ajfsoa-308	127	6	problem	problem	NOUN
ajfsoa-308	127	7	facing	face	VERB
ajfsoa-308	127	8	the	the	DET
ajfsoa-308	127	9	farmers	farmer	NOUN
ajfsoa-308	127	10	to	to	ADP
ajfsoa-308	127	11	the	the	DET
ajfsoa-308	127	12	extent	extent	NOUN
ajfsoa-308	127	13	of	of	ADP
ajfsoa-308	127	14	bringing	bring	VERB
ajfsoa-308	127	15	down	down	ADP
ajfsoa-308	127	16	yields	yield	NOUN
ajfsoa-308	127	17	drastically	drastically	ADV
ajfsoa-308	127	18	,	,	PUNCT
ajfsoa-308	127	19	especially	especially	ADV
ajfsoa-308	127	20	in	in	ADP
ajfsoa-308	127	21	the	the	DET
ajfsoa-308	127	22	drier	dry	ADJ
ajfsoa-308	127	23	parts	part	NOUN
ajfsoa-308	127	24	of	of	ADP
ajfsoa-308	127	25	the	the	DET
ajfsoa-308	127	26	study	study	NOUN
ajfsoa-308	127	27	area	area	NOUN
ajfsoa-308	127	28	.	.	PUNCT
ajfsoa-308	128	1	newspapers	newspaper	NOUN
ajfsoa-308	128	2	repeatedly	repeatedly	ADV
ajfsoa-308	128	3	reported	report	VERB
ajfsoa-308	128	4	clashes	clash	NOUN
ajfsoa-308	128	5	among	among	ADP
ajfsoa-308	128	6	livestock	livestock	NOUN
ajfsoa-308	128	7	owners	owner	NOUN
ajfsoa-308	128	8	and	and	CCONJ
ajfsoa-308	128	9	crop	crop	NOUN
ajfsoa-308	128	10	farmers	farmer	NOUN
ajfsoa-308	128	11	in	in	ADP
ajfsoa-308	128	12	the	the	DET
ajfsoa-308	128	13	savannas	savanna	NOUN
ajfsoa-308	128	14	of	of	ADP
ajfsoa-308	128	15	west	west	PROPN
ajfsoa-308	128	16	africa	africa	PROPN
ajfsoa-308	128	17	.	.	PUNCT
ajfsoa-308	129	1	economic	economic	ADJ
ajfsoa-308	129	2	risks	risk	NOUN
ajfsoa-308	129	3	two	two	NUM
ajfsoa-308	129	4	major	major	ADJ
ajfsoa-308	129	5	types	type	NOUN
ajfsoa-308	129	6	of	of	ADP
ajfsoa-308	129	7	economic	economic	ADJ
ajfsoa-308	129	8	risks	risk	NOUN
ajfsoa-308	129	9	were	be	AUX
ajfsoa-308	129	10	identified	identify	VERB
ajfsoa-308	129	11	during	during	ADP
ajfsoa-308	129	12	the	the	DET
ajfsoa-308	129	13	survey	survey	NOUN
ajfsoa-308	129	14	period	period	NOUN
ajfsoa-308	129	15	.	.	PUNCT
ajfsoa-308	130	1	the	the	DET
ajfsoa-308	130	2	most	most	ADV
ajfsoa-308	130	3	important	important	ADJ
ajfsoa-308	130	4	was	be	AUX
ajfsoa-308	130	5	the	the	DET
ajfsoa-308	130	6	maize	maize	NOUN
ajfsoa-308	130	7	producer	producer	NOUN
ajfsoa-308	130	8	price	price	NOUN
ajfsoa-308	130	9	fluctuation	fluctuation	NOUN
ajfsoa-308	130	10	.	.	PUNCT
ajfsoa-308	131	1	many	many	ADJ
ajfsoa-308	131	2	of	of	ADP
ajfsoa-308	131	3	the	the	DET
ajfsoa-308	131	4	farmers	farmer	NOUN
ajfsoa-308	131	5	(	(	PUNCT
ajfsoa-308	131	6	73	73	NUM
ajfsoa-308	131	7	%	%	NOUN
ajfsoa-308	131	8	)	)	PUNCT
ajfsoa-308	131	9	do	do	AUX
ajfsoa-308	131	10	not	not	PART
ajfsoa-308	131	11	either	either	ADV
ajfsoa-308	131	12	get	get	VERB
ajfsoa-308	131	13	good	good	ADJ
ajfsoa-308	131	14	prices	price	NOUN
ajfsoa-308	131	15	for	for	ADP
ajfsoa-308	131	16	their	their	PRON
ajfsoa-308	131	17	maize	maize	NOUN
ajfsoa-308	131	18	output	output	NOUN
ajfsoa-308	131	19	or	or	CCONJ
ajfsoa-308	131	20	that	that	SCONJ
ajfsoa-308	131	21	their	their	PRON
ajfsoa-308	131	22	particular	particular	ADJ
ajfsoa-308	131	23	breed	breed	NOUN
ajfsoa-308	131	24	of	of	ADP
ajfsoa-308	131	25	maize	maize	NOUN
ajfsoa-308	131	26	was	be	AUX
ajfsoa-308	131	27	not	not	PART
ajfsoa-308	131	28	adequately	adequately	ADV
ajfsoa-308	131	29	patronized	patronize	VERB
ajfsoa-308	131	30	during	during	ADP
ajfsoa-308	131	31	the	the	DET
ajfsoa-308	131	32	season	season	NOUN
ajfsoa-308	131	33	to	to	PART
ajfsoa-308	131	34	command	command	VERB
ajfsoa-308	131	35	moderate	moderate	ADJ
ajfsoa-308	131	36	market	market	NOUN
ajfsoa-308	131	37	prices	price	NOUN
ajfsoa-308	131	38	.	.	PUNCT
ajfsoa-308	132	1	the	the	DET
ajfsoa-308	132	2	other	other	ADJ
ajfsoa-308	132	3	risk	risk	NOUN
ajfsoa-308	132	4	type	type	NOUN
ajfsoa-308	132	5	in	in	ADP
ajfsoa-308	132	6	this	this	DET
ajfsoa-308	132	7	category	category	NOUN
ajfsoa-308	132	8	is	be	AUX
ajfsoa-308	132	9	that	that	SCONJ
ajfsoa-308	132	10	farmers	farmer	NOUN
ajfsoa-308	132	11	(	(	PUNCT
ajfsoa-308	132	12	38	38	NUM
ajfsoa-308	132	13	%	%	NOUN
ajfsoa-308	132	14	)	)	PUNCT
ajfsoa-308	132	15	had	have	VERB
ajfsoa-308	132	16	insufficient	insufficient	ADJ
ajfsoa-308	132	17	supply	supply	NOUN
ajfsoa-308	132	18	of	of	ADP
ajfsoa-308	132	19	maize	maize	NOUN
ajfsoa-308	132	20	seeds	seed	NOUN
ajfsoa-308	132	21	which	which	PRON
ajfsoa-308	132	22	resulted	result	VERB
ajfsoa-308	132	23	mostly	mostly	ADV
ajfsoa-308	132	24	in	in	ADP
ajfsoa-308	132	25	reduced	reduced	ADJ
ajfsoa-308	132	26	output	output	NOUN
ajfsoa-308	132	27	.	.	PUNCT
ajfsoa-308	133	1	most	most	ADJ
ajfsoa-308	133	2	incidence	incidence	NOUN
ajfsoa-308	133	3	of	of	ADP
ajfsoa-308	133	4	risks	risk	NOUN
ajfsoa-308	133	5	result	result	VERB
ajfsoa-308	133	6	in	in	ADP
ajfsoa-308	133	7	low	low	ADJ
ajfsoa-308	133	8	income	income	NOUN
ajfsoa-308	133	9	because	because	SCONJ
ajfsoa-308	133	10	economic	economic	ADJ
ajfsoa-308	133	11	risks	risk	NOUN
ajfsoa-308	133	12	are	be	AUX
ajfsoa-308	133	13	viable	viable	ADJ
ajfsoa-308	133	14	and	and	CCONJ
ajfsoa-308	133	15	important	important	ADJ
ajfsoa-308	133	16	components	component	NOUN
ajfsoa-308	133	17	in	in	ADP
ajfsoa-308	133	18	any	any	DET
ajfsoa-308	133	19	enterprise	enterprise	NOUN
ajfsoa-308	133	20	.	.	PUNCT
ajfsoa-308	134	1	technical	technical	ADJ
ajfsoa-308	134	2	risks	risk	NOUN
ajfsoa-308	134	3	these	these	PRON
ajfsoa-308	134	4	are	be	AUX
ajfsoa-308	134	5	necessarily	necessarily	ADV
ajfsoa-308	134	6	risk	risk	NOUN
ajfsoa-308	134	7	types	type	NOUN
ajfsoa-308	134	8	that	that	PRON
ajfsoa-308	134	9	affect	affect	VERB
ajfsoa-308	134	10	production	production	NOUN
ajfsoa-308	134	11	process	process	NOUN
ajfsoa-308	134	12	.	.	PUNCT
ajfsoa-308	135	1	the	the	DET
ajfsoa-308	135	2	most	most	ADV
ajfsoa-308	135	3	important	important	ADJ
ajfsoa-308	135	4	is	be	AUX
ajfsoa-308	135	5	the	the	DET
ajfsoa-308	135	6	insufficient	insufficient	ADJ
ajfsoa-308	135	7	and	and	CCONJ
ajfsoa-308	135	8	untimely	untimely	ADJ
ajfsoa-308	135	9	supply	supply	NOUN
ajfsoa-308	135	10	of	of	ADP
ajfsoa-308	135	11	inorganic	inorganic	ADJ
ajfsoa-308	135	12	fertilizers	fertilizer	NOUN
ajfsoa-308	135	13	(	(	PUNCT
ajfsoa-308	135	14	84	84	NUM
ajfsoa-308	135	15	%	%	NOUN
ajfsoa-308	135	16	of	of	ADP
ajfsoa-308	135	17	farmers	farmer	NOUN
ajfsoa-308	135	18	)	)	PUNCT
ajfsoa-308	135	19	.	.	PUNCT
ajfsoa-308	136	1	table	table	NOUN
ajfsoa-308	136	2	3	3	NUM
ajfsoa-308	136	3	.	.	PUNCT
ajfsoa-308	136	4	frequency	frequency	NOUN
ajfsoa-308	136	5	distribution	distribution	NOUN
ajfsoa-308	136	6	of	of	ADP
ajfsoa-308	136	7	maize	maize	NOUN
ajfsoa-308	136	8	farmers	farmer	NOUN
ajfsoa-308	136	9	by	by	ADP
ajfsoa-308	136	10	risk	risk	NOUN
ajfsoa-308	136	11	groups	group	NOUN
ajfsoa-308	136	12	(	(	PUNCT
ajfsoa-308	136	13	based	base	VERB
ajfsoa-308	136	14	on	on	ADP
ajfsoa-308	136	15	the	the	DET
ajfsoa-308	136	16	risk	risk	NOUN
ajfsoa-308	136	17	parameter	parameter	NOUN
ajfsoa-308	136	18	,	,	PUNCT
ajfsoa-308	136	19	k	k	NOUN
ajfsoa-308	136	20	)	)	PUNCT
ajfsoa-308	136	21	.	.	PUNCT
ajfsoa-308	137	1	risk	risk	NOUN
ajfsoa-308	137	2	averse	averse	ADJ
ajfsoa-308	137	3	frequency	frequency	NOUN
ajfsoa-308	137	4	percentage	percentage	NOUN
ajfsoa-308	137	5	cumulative	cumulative	NOUN
ajfsoa-308	137	6	group	group	NOUN
ajfsoa-308	137	7	percentage	percentage	NOUN
ajfsoa-308	137	8	low	low	ADJ
ajfsoa-308	137	9	21	21	NUM
ajfsoa-308	137	10	6.03	6.03	NUM
ajfsoa-308	137	11	6.03	6.03	NUM
ajfsoa-308	137	12	medium	medium	NOUN
ajfsoa-308	137	13	138	138	NUM
ajfsoa-308	137	14	39.66	39.66	NUM
ajfsoa-308	137	15	45.69	45.69	NUM
ajfsoa-308	137	16	high	high	ADJ
ajfsoa-308	137	17	189	189	NUM
ajfsoa-308	137	18	54.31	54.31	NUM
ajfsoa-308	137	19	100.00	100.00	NUM
ajfsoa-308	137	20	total	total	NOUN
ajfsoa-308	137	21	348	348	NUM
ajfsoa-308	137	22	100.00	100.00	NUM
ajfsoa-308	137	23	though	though	SCONJ
ajfsoa-308	137	24	fertilizer	fertilizer	NOUN
ajfsoa-308	137	25	is	be	AUX
ajfsoa-308	137	26	purportedly	purportedly	ADV
ajfsoa-308	137	27	supplied	supply	VERB
ajfsoa-308	137	28	to	to	ADP
ajfsoa-308	137	29	the	the	DET
ajfsoa-308	137	30	farmers	farmer	NOUN
ajfsoa-308	137	31	by	by	ADP
ajfsoa-308	137	32	the	the	DET
ajfsoa-308	137	33	kaduna	kaduna	PROPN
ajfsoa-308	137	34	state	state	PROPN
ajfsoa-308	137	35	agricultural	agricultural	ADJ
ajfsoa-308	137	36	development	development	NOUN
ajfsoa-308	137	37	project	project	NOUN
ajfsoa-308	137	38	(	(	PUNCT
ajfsoa-308	137	39	kadp	kadp	PROPN
ajfsoa-308	137	40	)	)	PUNCT
ajfsoa-308	137	41	,	,	PUNCT
ajfsoa-308	137	42	the	the	DET
ajfsoa-308	137	43	methods	method	NOUN
ajfsoa-308	137	44	and	and	CCONJ
ajfsoa-308	137	45	channels	channel	NOUN
ajfsoa-308	137	46	of	of	ADP
ajfsoa-308	137	47	distribution	distribution	NOUN
ajfsoa-308	137	48	are	be	AUX
ajfsoa-308	137	49	not	not	PART
ajfsoa-308	137	50	efficient	efficient	ADJ
ajfsoa-308	137	51	to	to	PART
ajfsoa-308	137	52	respond	respond	VERB
ajfsoa-308	137	53	to	to	ADP
ajfsoa-308	137	54	the	the	DET
ajfsoa-308	137	55	farmers‟	farmers‟	NOUN
ajfsoa-308	137	56	needs	need	NOUN
ajfsoa-308	137	57	.	.	PUNCT
ajfsoa-308	138	1	other	other	ADJ
ajfsoa-308	138	2	important	important	ADJ
ajfsoa-308	138	3	technical	technical	ADJ
ajfsoa-308	138	4	risks	risk	NOUN
ajfsoa-308	138	5	are	be	AUX
ajfsoa-308	138	6	poor	poor	ADJ
ajfsoa-308	138	7	or	or	CCONJ
ajfsoa-308	138	8	declining	decline	VERB
ajfsoa-308	138	9	soil	soil	NOUN
ajfsoa-308	138	10	fertility	fertility	NOUN
ajfsoa-308	138	11	(	(	PUNCT
ajfsoa-308	138	12	58	58	NUM
ajfsoa-308	138	13	%	%	NOUN
ajfsoa-308	138	14	)	)	PUNCT
ajfsoa-308	138	15	,	,	PUNCT
ajfsoa-308	138	16	insufficient	insufficient	ADJ
ajfsoa-308	138	17	credit	credit	NOUN
ajfsoa-308	138	18	(	(	PUNCT
ajfsoa-308	138	19	68	68	NUM
ajfsoa-308	138	20	%	%	NOUN
ajfsoa-308	138	21	)	)	PUNCT
ajfsoa-308	138	22	,	,	PUNCT
ajfsoa-308	138	23	inadequate	inadequate	ADJ
ajfsoa-308	138	24	processing	processing	NOUN
ajfsoa-308	138	25	facilities	facility	NOUN
ajfsoa-308	138	26	(	(	PUNCT
ajfsoa-308	138	27	41	41	NUM
ajfsoa-308	138	28	%	%	NOUN
ajfsoa-308	138	29	)	)	PUNCT
ajfsoa-308	138	30	,	,	PUNCT
ajfsoa-308	138	31	insufficient	insufficient	ADJ
ajfsoa-308	138	32	chemicals	chemical	NOUN
ajfsoa-308	138	33	(	(	PUNCT
ajfsoa-308	138	34	25	25	NUM
ajfsoa-308	138	35	%	%	NOUN
ajfsoa-308	138	36	)	)	PUNCT
ajfsoa-308	138	37	and	and	CCONJ
ajfsoa-308	138	38	lack	lack	NOUN
ajfsoa-308	138	39	of	of	ADP
ajfsoa-308	138	40	spraying	spray	VERB
ajfsoa-308	138	41	equipment	equipment	NOUN
ajfsoa-308	138	42	(	(	PUNCT
ajfsoa-308	138	43	24	24	NUM
ajfsoa-308	138	44	%	%	NOUN
ajfsoa-308	138	45	)	)	PUNCT
ajfsoa-308	138	46	.	.	PUNCT
ajfsoa-308	139	1	measurement	measurement	NOUN
ajfsoa-308	139	2	of	of	ADP
ajfsoa-308	139	3	risk	risk	NOUN
ajfsoa-308	139	4	and	and	CCONJ
ajfsoa-308	139	5	categorization	categorization	NOUN
ajfsoa-308	139	6	of	of	ADP
ajfsoa-308	139	7	risk	risk	NOUN
ajfsoa-308	139	8	averse	averse	ADJ
ajfsoa-308	139	9	farmers	farmer	NOUN
ajfsoa-308	139	10	two	two	NUM
ajfsoa-308	139	11	functional	functional	ADJ
ajfsoa-308	139	12	forms	form	NOUN
ajfsoa-308	139	13	were	be	AUX
ajfsoa-308	139	14	tested	test	VERB
ajfsoa-308	139	15	:	:	PUNCT
ajfsoa-308	139	16	the	the	DET
ajfsoa-308	139	17	exponential	exponential	ADJ
ajfsoa-308	139	18	and	and	CCONJ
ajfsoa-308	139	19	power	power	NOUN
ajfsoa-308	139	20	functions	function	NOUN
ajfsoa-308	139	21	.	.	PUNCT
ajfsoa-308	140	1	these	these	PRON
ajfsoa-308	140	2	were	be	AUX
ajfsoa-308	140	3	linearized	linearize	VERB
ajfsoa-308	140	4	by	by	ADP
ajfsoa-308	140	5	the	the	DET
ajfsoa-308	140	6	logarithm	logarithm	NOUN
ajfsoa-308	140	7	transformations	transformation	NOUN
ajfsoa-308	140	8	to	to	PART
ajfsoa-308	140	9	make	make	VERB
ajfsoa-308	140	10	them	they	PRON
ajfsoa-308	140	11	amenable	amenable	ADJ
ajfsoa-308	140	12	to	to	ADP
ajfsoa-308	140	13	ordinary	ordinary	ADJ
ajfsoa-308	140	14	least	least	ADJ
ajfsoa-308	140	15	square	square	ADJ
ajfsoa-308	140	16	(	(	PUNCT
ajfsoa-308	140	17	ols	ol	NOUN
ajfsoa-308	140	18	)	)	PUNCT
ajfsoa-308	140	19	estimation	estimation	NOUN
ajfsoa-308	140	20	procedure	procedure	NOUN
ajfsoa-308	140	21	.	.	PUNCT
ajfsoa-308	141	1	the	the	DET
ajfsoa-308	141	2	double	double	ADJ
ajfsoa-308	141	3	logari	logari	NOUN
ajfsoa-308	141	4	thm	thm	PROPN
ajfsoa-308	141	5	(	(	PUNCT
ajfsoa-308	141	6	log	log	NOUN
ajfsoa-308	141	7	-	-	PUNCT
ajfsoa-308	141	8	linear	linear	NOUN
ajfsoa-308	141	9	)	)	PUNCT
ajfsoa-308	141	10	function	function	NOUN
ajfsoa-308	141	11	had	have	VERB
ajfsoa-308	141	12	the	the	DET
ajfsoa-308	141	13	best	good	ADJ
ajfsoa-308	141	14	fit	fit	NOUN
ajfsoa-308	141	15	with	with	ADP
ajfsoa-308	141	16	r	r	NOUN
ajfsoa-308	141	17	2	2	NUM
ajfsoa-308	141	18	=	=	SYM
ajfsoa-308	141	19	0.8117	0.8117	NUM
ajfsoa-308	141	20	and	and	CCONJ
ajfsoa-308	141	21	se	se	X
ajfsoa-308	141	22	=	=	SYM
ajfsoa-308	141	23	0.8177	0.8177	NUM
ajfsoa-308	141	24	.	.	PUNCT
ajfsoa-308	142	1	a	a	DET
ajfsoa-308	142	2	ridge	ridge	NOUN
ajfsoa-308	142	3	regression	regression	NOUN
ajfsoa-308	142	4	analysis	analysis	NOUN
ajfsoa-308	142	5	was	be	AUX
ajfsoa-308	142	6	performed	perform	VERB
ajfsoa-308	142	7	to	to	PART
ajfsoa-308	142	8	re	re	VERB
ajfsoa-308	142	9	-	-	VERB
ajfsoa-308	142	10	estimate	estimate	VERB
ajfsoa-308	142	11	the	the	DET
ajfsoa-308	142	12	parameters	parameter	NOUN
ajfsoa-308	142	13	of	of	ADP
ajfsoa-308	142	14	the	the	DET
ajfsoa-308	142	15	double	double	ADJ
ajfsoa-308	142	16	logarithmic	logarithmic	ADJ
ajfsoa-308	142	17	production	production	NOUN
ajfsoa-308	142	18	function	function	NOUN
ajfsoa-308	142	19	in	in	ADP
ajfsoa-308	142	20	order	order	NOUN
ajfsoa-308	142	21	to	to	PART
ajfsoa-308	142	22	address	address	VERB
ajfsoa-308	142	23	the	the	DET
ajfsoa-308	142	24	issue	issue	NOUN
ajfsoa-308	142	25	of	of	ADP
ajfsoa-308	142	26	multicolinearity	multicolinearity	NOUN
ajfsoa-308	142	27	between	between	ADP
ajfsoa-308	142	28	two	two	NUM
ajfsoa-308	142	29	variables	variable	NOUN
ajfsoa-308	142	30	(	(	PUNCT
ajfsoa-308	142	31	npk	npk	NOUN
ajfsoa-308	142	32	and	and	CCONJ
ajfsoa-308	142	33	urea	urea	NOUN
ajfsoa-308	142	34	)	)	PUNCT
ajfsoa-308	142	35	and	and	CCONJ
ajfsoa-308	142	36	to	to	PART
ajfsoa-308	142	37	identify	identify	VERB
ajfsoa-308	142	38	the	the	DET
ajfsoa-308	142	39	most	most	ADV
ajfsoa-308	142	40	significant	significant	ADJ
ajfsoa-308	142	41	input	input	NOUN
ajfsoa-308	142	42	for	for	ADP
ajfsoa-308	142	43	increasing	increase	VERB
ajfsoa-308	142	44	maize	maize	NOUN
ajfsoa-308	142	45	yields	yield	NOUN
ajfsoa-308	142	46	in	in	ADP
ajfsoa-308	142	47	the	the	DET
ajfsoa-308	142	48	study	study	NOUN
ajfsoa-308	142	49	area	area	NOUN
ajfsoa-308	142	50	.	.	PUNCT
ajfsoa-308	143	1	the	the	DET
ajfsoa-308	143	2	results	result	NOUN
ajfsoa-308	143	3	of	of	ADP
ajfsoa-308	143	4	the	the	DET
ajfsoa-308	143	5	ridge	ridge	NOUN
ajfsoa-308	143	6	regression	regression	NOUN
ajfsoa-308	143	7	are	be	AUX
ajfsoa-308	143	8	:	:	PUNCT
ajfsoa-308	143	9	in	in	ADP
ajfsoa-308	143	10	y=	y=	NUM
ajfsoa-308	143	11	5.3094	5.3094	NUM
ajfsoa-308	143	12	+	+	CCONJ
ajfsoa-308	143	13	0.26778inx1	0.26778inx1	NUM
ajfsoa-308	143	14	+0.35467x2	+0.35467x2	ADJ
ajfsoa-308	143	15	0.0027683inx3	0.0027683inx3	NUM
ajfsoa-308	144	1	+	+	NOUN
ajfsoa-308	144	2	0.17451inx4	0.17451inx4	X
ajfsoa-308	144	3	(	(	PUNCT
ajfsoa-308	144	4	39.6520	39.6520	NUM
ajfsoa-308	144	5	)	)	PUNCT
ajfsoa-308	144	6	(	(	PUNCT
ajfsoa-308	144	7	14.0937	14.0937	NUM
ajfsoa-308	144	8	)	)	PUNCT
ajfsoa-308	144	9	*	*	PUNCT
ajfsoa-308	145	1	*	*	PUNCT
ajfsoa-308	145	2	(	(	PUNCT
ajfsoa-308	145	3	10.7476	10.7476	NUM
ajfsoa-308	145	4	)	)	PUNCT
ajfsoa-308	145	5	*	*	PUNCT
ajfsoa-308	145	6	*	*	PUNCT
ajfsoa-308	145	7	(	(	PUNCT
ajfsoa-308	145	8	1.4000	1.4000	NUM
ajfsoa-308	145	9	)	)	PUNCT
ajfsoa-308	145	10	(	(	PUNCT
ajfsoa-308	145	11	10.2653	10.2653	NUM
ajfsoa-308	145	12	)	)	PUNCT
ajfsoa-308	145	13	*	*	PUNCT
ajfsoa-308	145	14	*	*	AUX
ajfsoa-308	145	15	-0.50327inx5	-0.50327inx5	NOUN
ajfsoa-308	145	16	+	+	X
ajfsoa-308	145	17	0.07019inx6	0.07019inx6	NOUN
ajfsoa-308	145	18	–	–	PUNCT
ajfsoa-308	145	19	0.03994inx7	0.03994inx7	NUM
ajfsoa-308	146	1	+	+	CCONJ
ajfsoa-308	146	2	0.00123inx8	0.00123inx8	NUM
ajfsoa-308	146	3	(	(	PUNCT
ajfsoa-308	146	4	8)	8)	NUM
ajfsoa-308	146	5	(	(	PUNCT
ajfsoa-308	146	6	3.5929	3.5929	NUM
ajfsoa-308	146	7	)	)	PUNCT
ajfsoa-308	146	8	(	(	PUNCT
ajfsoa-308	146	9	6.3818	6.3818	NUM
ajfsoa-308	146	10	)	)	PUNCT
ajfsoa-308	146	11	*	*	PUNCT
ajfsoa-308	146	12	*	*	PUNCT
ajfsoa-308	146	13	(	(	PUNCT
ajfsoa-308	146	14	3.6272	3.6272	NUM
ajfsoa-308	146	15	)	)	PUNCT
ajfsoa-308	146	16	*	*	PUNCT
ajfsoa-308	146	17	(	(	PUNCT
ajfsoa-308	146	18	0.4000	0.4000	NUM
ajfsoa-308	146	19	)	)	PUNCT
ajfsoa-308	146	20	r	r	NOUN
ajfsoa-308	146	21	2	2	NUM
ajfsoa-308	146	22	=	=	SYM
ajfsoa-308	146	23	0.805	0.805	NUM
ajfsoa-308	146	24	;	;	PUNCT
ajfsoa-308	146	25	ridge	ridge	NOUN
ajfsoa-308	146	26	parameter	parameter	NOUN
ajfsoa-308	146	27	=	=	NOUN
ajfsoa-308	146	28	0.1	0.1	NUM
ajfsoa-308	146	29	.	.	PUNCT
ajfsoa-308	147	1	where	where	SCONJ
ajfsoa-308	147	2	:	:	PUNCT
ajfsoa-308	147	3	*	*	PUNCT
ajfsoa-308	147	4	=	=	PUNCT
ajfsoa-308	147	5	variable	variable	ADJ
ajfsoa-308	147	6	significant	significant	ADJ
ajfsoa-308	147	7	at	at	ADP
ajfsoa-308	147	8	p	p	X
ajfsoa-308	147	9	<	<	X
ajfsoa-308	147	10	0.05	0.05	NUM
ajfsoa-308	147	11	*	*	PUNCT
ajfsoa-308	147	12	*	*	PUNCT
ajfsoa-308	148	1	=	=	PRON
ajfsoa-308	148	2	variable	variable	ADJ
ajfsoa-308	148	3	significant	significant	ADJ
ajfsoa-308	148	4	at	at	ADP
ajfsoa-308	148	5	p	p	X
ajfsoa-308	148	6	<	<	X
ajfsoa-308	148	7	0.001	0.001	NUM
ajfsoa-308	148	8	figures	figure	NOUN
ajfsoa-308	148	9	in	in	ADP
ajfsoa-308	148	10	parenthesis	parenthesis	NOUN
ajfsoa-308	148	11	are	be	AUX
ajfsoa-308	148	12	t	t	NOUN
ajfsoa-308	148	13	-	-	PUNCT
ajfsoa-308	148	14	values	value	NOUN
ajfsoa-308	148	15	.	.	PUNCT
ajfsoa-308	149	1	seed	seed	NOUN
ajfsoa-308	149	2	(	(	PUNCT
ajfsoa-308	149	3	x	x	NOUN
ajfsoa-308	149	4	1	1	X
ajfsoa-308	149	5	)	)	PUNCT
ajfsoa-308	149	6	was	be	AUX
ajfsoa-308	149	7	found	find	VERB
ajfsoa-308	149	8	to	to	PART
ajfsoa-308	149	9	be	be	AUX
ajfsoa-308	149	10	the	the	DET
ajfsoa-308	149	11	most	most	ADV
ajfsoa-308	149	12	important	important	ADJ
ajfsoa-308	149	13	input	input	NOUN
ajfsoa-308	149	14	affecting	affect	VERB
ajfsoa-308	149	15	maize	maize	NOUN
ajfsoa-308	149	16	yield	yield	NOUN
ajfsoa-308	149	17	.	.	PUNCT
ajfsoa-308	150	1	based	base	VERB
ajfsoa-308	150	2	on	on	ADP
ajfsoa-308	150	3	the	the	DET
ajfsoa-308	150	4	procedure	procedure	NOUN
ajfsoa-308	150	5	of	of	ADP
ajfsoa-308	150	6	equation	equation	NOUN
ajfsoa-308	150	7	(	(	PUNCT
ajfsoa-308	150	8	4	4	NUM
ajfsoa-308	150	9	)	)	PUNCT
ajfsoa-308	150	10	,	,	PUNCT
ajfsoa-308	150	11	a	a	DET
ajfsoa-308	150	12	risk	risk	NOUN
ajfsoa-308	150	13	-	-	PUNCT
ajfsoa-308	150	14	aversion	aversion	NOUN
ajfsoa-308	150	15	parameter	parameter	NOUN
ajfsoa-308	150	16	,	,	PUNCT
ajfsoa-308	150	17	k	k	PROPN
ajfsoa-308	150	18	for	for	ADP
ajfsoa-308	150	19	each	each	DET
ajfsoa-308	150	20	maize	maize	NOUN
ajfsoa-308	150	21	farmer	farmer	NOUN
ajfsoa-308	150	22	was	be	AUX
ajfsoa-308	150	23	estimated	estimate	VERB
ajfsoa-308	150	24	and	and	CCONJ
ajfsoa-308	150	25	used	use	VERB
ajfsoa-308	150	26	to	to	PART
ajfsoa-308	150	27	classify	classify	VERB
ajfsoa-308	150	28	maize	maize	NOUN
ajfsoa-308	150	29	farmers	farmer	NOUN
ajfsoa-308	150	30	into	into	ADP
ajfsoa-308	150	31	there	there	ADV
ajfsoa-308	150	32	risk	risk	NOUN
ajfsoa-308	150	33	-	-	PUNCT
ajfsoa-308	150	34	averse	averse	ADJ
ajfsoa-308	150	35	groups	group	NOUN
ajfsoa-308	150	36	.	.	PUNCT
ajfsoa-308	151	1	the	the	DET
ajfsoa-308	151	2	results	result	NOUN
ajfsoa-308	151	3	obtained	obtain	VERB
ajfsoa-308	151	4	show	show	VERB
ajfsoa-308	151	5	that	that	SCONJ
ajfsoa-308	151	6	6.03	6.03	NUM
ajfsoa-308	151	7	,	,	PUNCT
ajfsoa-308	151	8	39.66	39.66	NUM
ajfsoa-308	151	9	and	and	CCONJ
ajfsoa-308	151	10	54.31	54.31	NUM
ajfsoa-308	151	11	%	%	NOUN
ajfsoa-308	151	12	of	of	ADP
ajfsoa-308	151	13	farmers	farmer	NOUN
ajfsoa-308	151	14	are	be	AUX
ajfsoa-308	151	15	low	low	ADJ
ajfsoa-308	151	16	,	,	PUNCT
ajfsoa-308	151	17	medium	medium	ADJ
ajfsoa-308	151	18	and	and	CCONJ
ajfsoa-308	151	19	high	high	ADJ
ajfsoa-308	151	20	risk	risk	NOUN
ajfsoa-308	151	21	-	-	PUNCT
ajfsoa-308	151	22	averse	averse	ADJ
ajfsoa-308	151	23	respectively	respectively	ADV
ajfsoa-308	151	24	(	(	PUNCT
ajfsoa-308	151	25	table	table	NOUN
ajfsoa-308	151	26	3	3	NUM
ajfsoa-308	151	27	)	)	PUNCT
ajfsoa-308	151	28	.	.	PUNCT
ajfsoa-308	152	1	validation	validation	NOUN
ajfsoa-308	152	2	of	of	ADP
ajfsoa-308	152	3	the	the	DET
ajfsoa-308	152	4	categorization	categorization	NOUN
ajfsoa-308	152	5	of	of	ADP
ajfsoa-308	152	6	the	the	DET
ajfsoa-308	152	7	risk	risk	NOUN
ajfsoa-308	152	8	averse	averse	ADJ
ajfsoa-308	152	9	farmer‟s	farmer‟s	PROPN
ajfsoa-308	152	10	group	group	NOUN
ajfsoa-308	152	11	the	the	DET
ajfsoa-308	152	12	above	above	ADJ
ajfsoa-308	152	13	classification	classification	NOUN
ajfsoa-308	152	14	of	of	ADP
ajfsoa-308	152	15	farmers	farmer	NOUN
ajfsoa-308	152	16	in	in	ADP
ajfsoa-308	152	17	table	table	NOUN
ajfsoa-308	152	18	3	3	NUM
ajfsoa-308	152	19	based	base	VERB
ajfsoa-308	152	20	on	on	ADP
ajfsoa-308	152	21	the	the	DET
ajfsoa-308	152	22	risk	risk	NOUN
ajfsoa-308	152	23	parameter	parameter	NOUN
ajfsoa-308	152	24	was	be	AUX
ajfsoa-308	152	25	validated	validate	VERB
ajfsoa-308	152	26	through	through	ADP
ajfsoa-308	152	27	discriminant	discriminant	ADJ
ajfsoa-308	152	28	analysis	analysis	NOUN
ajfsoa-308	152	29	using	use	VERB
ajfsoa-308	152	30	a	a	DET
ajfsoa-308	152	31	set	set	NOUN
ajfsoa-308	152	32	of	of	ADP
ajfsoa-308	152	33	18	18	NUM
ajfsoa-308	152	34	variables	variable	NOUN
ajfsoa-308	152	35	that	that	PRON
ajfsoa-308	152	36	were	be	AUX
ajfsoa-308	152	37	hypothesized	hypothesize	VERB
ajfsoa-308	152	38	to	to	PART
ajfsoa-308	152	39	discriminate	discriminate	VERB
ajfsoa-308	152	40	between	between	ADP
ajfsoa-308	152	41	the	the	DET
ajfsoa-308	152	42	three	three	NUM
ajfsoa-308	152	43	groups	group	NOUN
ajfsoa-308	152	44	of	of	ADP
ajfsoa-308	152	45	risk	risk	NOUN
ajfsoa-308	152	46	averse	averse	ADJ
ajfsoa-308	152	47	farmers	farmer	NOUN
ajfsoa-308	152	48	(	(	PUNCT
ajfsoa-308	152	49	see	see	VERB
ajfsoa-308	152	50	section	section	NOUN
ajfsoa-308	152	51	2	2	NUM
ajfsoa-308	152	52	)	)	PUNCT
ajfsoa-308	152	53	.	.	PUNCT
ajfsoa-308	153	1	results	result	NOUN
ajfsoa-308	153	2	show	show	VERB
ajfsoa-308	153	3	that	that	SCONJ
ajfsoa-308	153	4	this	this	DET
ajfsoa-308	153	5	typology	typology	NOUN
ajfsoa-308	153	6	was	be	AUX
ajfsoa-308	153	7	effective	effective	ADJ
ajfsoa-308	153	8	because	because	SCONJ
ajfsoa-308	153	9	more	more	ADJ
ajfsoa-308	153	10	than	than	ADP
ajfsoa-308	153	11	60	60	NUM
ajfsoa-308	153	12	%	%	NOUN
ajfsoa-308	153	13	of	of	ADP
ajfsoa-308	153	14	farmers	farmer	NOUN
ajfsoa-308	153	15	were	be	AUX
ajfsoa-308	153	16	correctly	correctly	ADV
ajfsoa-308	153	17	classified	classify	VERB
ajfsoa-308	153	18	into	into	ADP
ajfsoa-308	153	19	their	their	PRON
ajfsoa-308	153	20	respective	respective	ADJ
ajfsoa-308	153	21	riskaverse	riskaverse	NOUN
ajfsoa-308	153	22	groups	group	NOUN
ajfsoa-308	153	23	(	(	PUNCT
ajfsoa-308	153	24	table	table	NOUN
ajfsoa-308	153	25	4	4	NUM
ajfsoa-308	153	26	)	)	PUNCT
ajfsoa-308	153	27	.	.	PUNCT
ajfsoa-308	154	1	these	these	DET
ajfsoa-308	154	2	results	result	NOUN
ajfsoa-308	154	3	also	also	ADV
ajfsoa-308	154	4	indicate	indicate	VERB
ajfsoa-308	154	5	that	that	SCONJ
ajfsoa-308	154	6	the	the	DET
ajfsoa-308	154	7	classification	classification	NOUN
ajfsoa-308	154	8	can	can	AUX
ajfsoa-308	154	9	be	be	AUX
ajfsoa-308	154	10	improved	improve	VERB
ajfsoa-308	154	11	upon	upon	SCONJ
ajfsoa-308	154	12	because	because	SCONJ
ajfsoa-308	154	13	the	the	DET
ajfsoa-308	154	14	size	size	NOUN
ajfsoa-308	154	15	of	of	ADP
ajfsoa-308	154	16	each	each	DET
ajfsoa-308	154	17	group	group	NOUN
ajfsoa-308	154	18	has	have	AUX
ajfsoa-308	154	19	changed	change	VERB
ajfsoa-308	154	20	using	use	VERB
ajfsoa-308	154	21	the	the	DET
ajfsoa-308	154	22	predicted	predict	VERB
ajfsoa-308	154	23	group	group	NOUN
ajfsoa-308	154	24	membership	membership	NOUN
ajfsoa-308	154	25	of	of	ADP
ajfsoa-308	154	26	farmers	farmer	NOUN
ajfsoa-308	154	27	.	.	PUNCT
ajfsoa-308	155	1	the	the	DET
ajfsoa-308	155	2	number	number	NOUN
ajfsoa-308	155	3	of	of	ADP
ajfsoa-308	155	4	low	low	ADJ
ajfsoa-308	155	5	risk	risk	NOUN
ajfsoa-308	155	6	averse	averse	ADJ
ajfsoa-308	155	7	group	group	NOUN
ajfsoa-308	155	8	of	of	ADP
ajfsoa-308	155	9	maize	maize	NOUN
ajfsoa-308	155	10	farmers	farmer	NOUN
ajfsoa-308	155	11	was	be	AUX
ajfsoa-308	155	12	increased	increase	VERB
ajfsoa-308	155	13	from	from	ADP
ajfsoa-308	155	14	21	21	NUM
ajfsoa-308	155	15	to	to	ADP
ajfsoa-308	155	16	31	31	NUM
ajfsoa-308	155	17	,	,	PUNCT
ajfsoa-308	155	18	that	that	PRON
ajfsoa-308	155	19	of	of	ADP
ajfsoa-308	155	20	medium	medium	ADJ
ajfsoa-308	155	21	group	group	NOUN
ajfsoa-308	155	22	from	from	ADP
ajfsoa-308	155	23	138	138	NUM
ajfsoa-308	155	24	to	to	ADP
ajfsoa-308	155	25	148	148	NUM
ajfsoa-308	155	26	,	,	PUNCT
ajfsoa-308	155	27	and	and	CCONJ
ajfsoa-308	155	28	the	the	DET
ajfsoa-308	155	29	high	high	ADJ
ajfsoa-308	155	30	risk	risk	NOUN
ajfsoa-308	155	31	averse	averse	ADJ
ajfsoa-308	155	32	group	group	NOUN
ajfsoa-308	155	33	,	,	PUNCT
ajfsoa-308	155	34	reduced	reduce	VERB
ajfsoa-308	155	35	from	from	ADP
ajfsoa-308	155	36	189	189	NUM
ajfsoa-308	155	37	to	to	ADP
ajfsoa-308	155	38	169	169	NUM
ajfsoa-308	155	39	.	.	PUNCT
ajfsoa-308	156	1	as	as	ADP
ajfsoa-308	156	2	a	a	DET
ajfsoa-308	156	3	result	result	NOUN
ajfsoa-308	156	4	of	of	ADP
ajfsoa-308	156	5	the	the	DET
ajfsoa-308	156	6	step	step	NOUN
ajfsoa-308	156	7	-	-	PUNCT
ajfsoa-308	156	8	wise	wise	ADJ
ajfsoa-308	156	9	nature	nature	NOUN
ajfsoa-308	156	10	of	of	ADP
ajfsoa-308	156	11	the	the	DET
ajfsoa-308	156	12	discriminant	discriminant	ADJ
ajfsoa-308	156	13	analysis	analysis	NOUN
ajfsoa-308	156	14	,	,	PUNCT
ajfsoa-308	156	15	these	these	DET
ajfsoa-308	156	16	grouping	grouping	NOUN
ajfsoa-308	156	17	were	be	AUX
ajfsoa-308	156	18	considered	consider	VERB
ajfsoa-308	156	19	as	as	ADP
ajfsoa-308	156	20	an	an	DET
ajfsoa-308	156	21	improvement	improvement	NOUN
ajfsoa-308	156	22	over	over	ADP
ajfsoa-308	156	23	the	the	DET
ajfsoa-308	156	24	initial	initial	ADJ
ajfsoa-308	156	25	classification	classification	NOUN
ajfsoa-308	156	26	by	by	ADP
ajfsoa-308	156	27	the	the	DET
ajfsoa-308	156	28	risk	risk	NOUN
ajfsoa-308	156	29	parameter	parameter	NOUN
ajfsoa-308	156	30	,	,	PUNCT
ajfsoa-308	156	31	k.	k.	PROPN
ajfsoa-308	156	32	by	by	ADP
ajfsoa-308	156	33	implication	implication	NOUN
ajfsoa-308	156	34	,	,	PUNCT
ajfsoa-308	156	35	farmers	farmer	NOUN
ajfsoa-308	156	36	are	be	AUX
ajfsoa-308	156	37	now	now	ADV
ajfsoa-308	156	38	better	well	ADV
ajfsoa-308	156	39	placed	place	VERB
ajfsoa-308	156	40	in	in	ADP
ajfsoa-308	156	41	their	their	PRON
ajfsoa-308	156	42	actual	actual	ADJ
ajfsoa-308	156	43	groups	group	NOUN
ajfsoa-308	156	44	with	with	ADP
ajfsoa-308	156	45	higher	high	ADJ
ajfsoa-308	156	46	probabilities	probability	NOUN
ajfsoa-308	156	47	of	of	ADP
ajfsoa-308	156	48	belonging	belong	VERB
ajfsoa-308	156	49	to	to	ADP
ajfsoa-308	156	50	them	they	PRON
ajfsoa-308	156	51	.	.	PUNCT
ajfsoa-308	157	1	improvement	improvement	NOUN
ajfsoa-308	157	2	in	in	ADP
ajfsoa-308	157	3	the	the	DET
ajfsoa-308	157	4	typology	typology	NOUN
ajfsoa-308	157	5	of	of	ADP
ajfsoa-308	157	6	risk	risk	NOUN
ajfsoa-308	157	7	-	-	PUNCT
ajfsoa-308	157	8	groups	group	NOUN
ajfsoa-308	157	9	of	of	ADP
ajfsoa-308	157	10	maize	maize	NOUN
ajfsoa-308	157	11	farmers	farmer	NOUN
ajfsoa-308	157	12	in	in	ADP
ajfsoa-308	157	13	a	a	DET
ajfsoa-308	157	14	discriminant	discriminant	ADJ
ajfsoa-308	157	15	analysis	analysis	NOUN
ajfsoa-308	157	16	,	,	PUNCT
ajfsoa-308	157	17	each	each	DET
ajfsoa-308	157	18	maize	maize	NOUN
ajfsoa-308	157	19	farmer	farmer	NOUN
ajfsoa-308	157	20	was	be	AUX
ajfsoa-308	157	21	classified	classify	VERB
ajfsoa-308	157	22	into	into	ADP
ajfsoa-308	157	23	a	a	DET
ajfsoa-308	157	24	risk	risk	NOUN
ajfsoa-308	157	25	-	-	PUNCT
ajfsoa-308	157	26	averse	averse	ADJ
ajfsoa-308	157	27	group	group	NOUN
ajfsoa-308	157	28	where	where	SCONJ
ajfsoa-308	157	29	its	its	PRON
ajfsoa-308	157	30	posteriori	posteriori	NOUN
ajfsoa-308	157	31	probability	probability	NOUN
ajfsoa-308	157	32	is	be	AUX
ajfsoa-308	157	33	the	the	DET
ajfsoa-308	157	34	highest	high	ADJ
ajfsoa-308	157	35	.	.	PUNCT
ajfsoa-308	158	1	the	the	PRON
ajfsoa-308	158	2	higher	high	ADJ
ajfsoa-308	158	3	the	the	DET
ajfsoa-308	158	4	probability	probability	NOUN
ajfsoa-308	158	5	,	,	PUNCT
ajfsoa-308	158	6	the	the	DET
ajfsoa-308	158	7	best	good	ADJ
ajfsoa-308	158	8	a	a	DET
ajfsoa-308	158	9	farmers	farmer	NOUN
ajfsoa-308	158	10	is	be	AUX
ajfsoa-308	158	11	typical	typical	ADJ
ajfsoa-308	158	12	of	of	ADP
ajfsoa-308	158	13	the	the	DET
ajfsoa-308	158	14	group	group	NOUN
ajfsoa-308	158	15	to	to	PART
ajfsoa-308	158	16	which	which	PRON
ajfsoa-308	158	17	he	he	PRON
ajfsoa-308	158	18	belongs	belong	VERB
ajfsoa-308	158	19	.	.	PUNCT
ajfsoa-308	159	1	using	use	VERB
ajfsoa-308	159	2	the	the	DET
ajfsoa-308	159	3	posteriori	posteriori	NOUN
ajfsoa-308	159	4	probability	probability	NOUN
ajfsoa-308	159	5	of	of	ADP
ajfsoa-308	159	6	at	at	ADV
ajfsoa-308	159	7	least	least	ADV
ajfsoa-308	159	8	80	80	NUM
ajfsoa-308	159	9	%	%	NOUN
ajfsoa-308	159	10	of	of	ADP
ajfsoa-308	159	11	each	each	DET
ajfsoa-308	159	12	farmer	farmer	NOUN
ajfsoa-308	159	13	in	in	ADP
ajfsoa-308	159	14	one	one	NUM
ajfsoa-308	159	15	of	of	ADP
ajfsoa-308	159	16	the	the	DET
ajfsoa-308	159	17	three	three	NUM
ajfsoa-308	159	18	groups	group	NOUN
ajfsoa-308	159	19	from	from	ADP
ajfsoa-308	159	20	the	the	DET
ajfsoa-308	159	21	level	level	NOUN
ajfsoa-308	159	22	w	w	NOUN
ajfsoa-308	159	23	discriminant	discriminant	ADJ
ajfsoa-308	159	24	analysis	analysis	NOUN
ajfsoa-308	159	25	(	(	PUNCT
ajfsoa-308	159	26	table	table	NOUN
ajfsoa-308	159	27	4	4	NUM
ajfsoa-308	159	28	)	)	PUNCT
ajfsoa-308	159	29	,	,	PUNCT
ajfsoa-308	159	30	a	a	DET
ajfsoa-308	159	31	level	level	NOUN
ajfsoa-308	159	32	2	2	NUM
ajfsoa-308	159	33	-	-	PUNCT
ajfsoa-308	159	34	discriminant	discriminant	NOUN
ajfsoa-308	159	35	analysis	analysis	NOUN
ajfsoa-308	159	36	resulted	result	VERB
ajfsoa-308	159	37	in	in	ADP
ajfsoa-308	159	38	an	an	DET
ajfsoa-308	159	39	improvement	improvement	NOUN
ajfsoa-308	159	40	in	in	ADP
ajfsoa-308	159	41	the	the	DET
ajfsoa-308	159	42	classification	classification	NOUN
ajfsoa-308	159	43	of	of	ADP
ajfsoa-308	159	44	maize	maize	NOUN
ajfsoa-308	159	45	farmers	farmer	NOUN
ajfsoa-308	159	46	into	into	ADP
ajfsoa-308	159	47	risk	risk	NOUN
ajfsoa-308	159	48	-	-	PUNCT
ajfsoa-308	159	49	averse	averse	ADJ
ajfsoa-308	159	50	groups	group	NOUN
ajfsoa-308	159	51	(	(	PUNCT
ajfsoa-308	159	52	table	table	NOUN
ajfsoa-308	159	53	5	5	NUM
ajfsoa-308	159	54	)	)	PUNCT
ajfsoa-308	159	55	.	.	PUNCT
ajfsoa-308	160	1	the	the	DET
ajfsoa-308	160	2	level	level	NOUN
ajfsoa-308	160	3	2	2	NUM
ajfsoa-308	160	4	discriminant	discriminant	NOUN
ajfsoa-308	160	5	analysis	analysis	NOUN
ajfsoa-308	160	6	indicated	indicate	VERB
ajfsoa-308	160	7	an	an	DET
ajfsoa-308	160	8	overall	overall	ADJ
ajfsoa-308	160	9	rate	rate	NOUN
ajfsoa-308	160	10	of	of	ADP
ajfsoa-308	160	11	90.2	90.2	NUM
ajfsoa-308	160	12	%	%	NOUN
ajfsoa-308	160	13	of	of	ADP
ajfsoa-308	160	14	farmers	farmer	NOUN
ajfsoa-308	160	15	correctly	correctly	ADV
ajfsoa-308	160	16	classified	classify	VERB
ajfsoa-308	160	17	in	in	ADP
ajfsoa-308	160	18	their	their	PRON
ajfsoa-308	160	19	respective	respective	ADJ
ajfsoa-308	160	20	groups	group	NOUN
ajfsoa-308	160	21	,	,	PUNCT
ajfsoa-308	160	22	which	which	PRON
ajfsoa-308	160	23	is	be	AUX
ajfsoa-308	160	24	an	an	DET
ajfsoa-308	160	25	improvement	improvement	NOUN
ajfsoa-308	160	26	to	to	ADP
ajfsoa-308	160	27	the	the	DET
ajfsoa-308	160	28	rate	rate	NOUN
ajfsoa-308	160	29	of	of	ADP
ajfsoa-308	160	30	60	60	NUM
ajfsoa-308	160	31	%	%	NOUN
ajfsoa-308	160	32	from	from	ADP
ajfsoa-308	160	33	the	the	DET
ajfsoa-308	160	34	level	level	NOUN
ajfsoa-308	160	35	1	1	NUM
ajfsoa-308	160	36	analysis	analysis	NOUN
ajfsoa-308	160	37	.	.	PUNCT
ajfsoa-308	161	1	further	further	ADJ
ajfsoa-308	161	2	analysis	analysis	NOUN
ajfsoa-308	161	3	did	do	AUX
ajfsoa-308	161	4	not	not	PART
ajfsoa-308	161	5	yield	yield	VERB
ajfsoa-308	161	6	any	any	DET
ajfsoa-308	161	7	better	well	ADJ
ajfsoa-308	161	8	results	result	NOUN
ajfsoa-308	161	9	,	,	PUNCT
ajfsoa-308	161	10	which	which	PRON
ajfsoa-308	161	11	could	could	AUX
ajfsoa-308	161	12	not	not	PART
ajfsoa-308	161	13	be	be	AUX
ajfsoa-308	161	14	of	of	ADP
ajfsoa-308	161	15	significant	significant	ADJ
ajfsoa-308	161	16	improvement	improvement	NOUN
ajfsoa-308	161	17	over	over	ADP
ajfsoa-308	161	18	the	the	DET
ajfsoa-308	161	19	second	second	ADJ
ajfsoa-308	161	20	step	step	NOUN
ajfsoa-308	161	21	-	-	PUNCT
ajfsoa-308	161	22	wise	wise	ADJ
ajfsoa-308	161	23	discriminate	discriminate	VERB
ajfsoa-308	161	24	analysis	analysis	NOUN
ajfsoa-308	161	25	.	.	PUNCT
ajfsoa-308	162	1	therefore	therefore	ADV
ajfsoa-308	162	2	the	the	DET
ajfsoa-308	162	3	result	result	NOUN
ajfsoa-308	162	4	obtained	obtain	VERB
ajfsoa-308	162	5	in	in	ADP
ajfsoa-308	162	6	the	the	DET
ajfsoa-308	162	7	level	level	NOUN
ajfsoa-308	162	8	2	2	NUM
ajfsoa-308	162	9	discriminant	discriminant	NOUN
ajfsoa-308	162	10	analysis	analysis	NOUN
ajfsoa-308	162	11	was	be	AUX
ajfsoa-308	162	12	taken	take	VERB
ajfsoa-308	162	13	as	as	ADP
ajfsoa-308	162	14	the	the	DET
ajfsoa-308	162	15	authentic	authentic	ADJ
ajfsoa-308	162	16	and	and	CCONJ
ajfsoa-308	162	17	valid	valid	ADJ
ajfsoa-308	162	18	risk	risk	NOUN
ajfsoa-308	162	19	averse	averse	ADJ
ajfsoa-308	162	20	farmer‟s	farmer‟s	ADJ
ajfsoa-308	162	21	groups	group	NOUN
ajfsoa-308	162	22	.	.	PUNCT
ajfsoa-308	163	1	the	the	DET
ajfsoa-308	163	2	following	follow	VERB
ajfsoa-308	163	3	are	be	AUX
ajfsoa-308	163	4	the	the	DET
ajfsoa-308	163	5	outcome	outcome	NOUN
ajfsoa-308	163	6	:	:	PUNCT
ajfsoa-308	163	7	low	low	ADJ
ajfsoa-308	163	8	risk	risk	NOUN
ajfsoa-308	163	9	=	=	NOUN
ajfsoa-308	163	10	27	27	NUM
ajfsoa-308	163	11	,	,	PUNCT
ajfsoa-308	163	12	medium	medium	ADJ
ajfsoa-308	163	13	risk	risk	NOUN
ajfsoa-308	163	14	=	=	SYM
ajfsoa-308	163	15	14	14	NUM
ajfsoa-308	163	16	and	and	CCONJ
ajfsoa-308	163	17	high	high	ADJ
ajfsoa-308	163	18	risk	risk	NOUN
ajfsoa-308	163	19	=	=	SYM
ajfsoa-308	163	20	178	178	NUM
ajfsoa-308	163	21	(	(	PUNCT
ajfsoa-308	163	22	table	table	NOUN
ajfsoa-308	163	23	5	5	NUM
ajfsoa-308	163	24	)	)	PUNCT
ajfsoa-308	163	25	.	.	PUNCT
ajfsoa-308	164	1	a	a	DET
ajfsoa-308	164	2	priori	priori	ADJ
ajfsoa-308	164	3	behavioural	behavioural	ADJ
ajfsoa-308	164	4	expectations	expectation	NOUN
ajfsoa-308	164	5	of	of	ADP
ajfsoa-308	164	6	discriminating	discriminate	VERB
ajfsoa-308	164	7	variables	variable	NOUN
ajfsoa-308	164	8	and	and	CCONJ
ajfsoa-308	164	9	their	their	PRON
ajfsoa-308	164	10	benchmark	benchmark	ADJ
ajfsoa-308	164	11	characteristics	characteristic	NOUN
ajfsoa-308	164	12	a	a	DET
ajfsoa-308	164	13	set	set	NOUN
ajfsoa-308	164	14	of	of	ADP
ajfsoa-308	164	15	18	18	NUM
ajfsoa-308	164	16	variables	variable	NOUN
ajfsoa-308	164	17	,	,	PUNCT
ajfsoa-308	164	18	hypothesized	hypothesize	VERB
ajfsoa-308	164	19	a	a	DET
ajfsoa-308	164	20	priori	priori	NOUN
ajfsoa-308	164	21	to	to	PART
ajfsoa-308	164	22	discriminate	discriminate	VERB
ajfsoa-308	164	23	between	between	ADP
ajfsoa-308	164	24	the	the	DET
ajfsoa-308	164	25	three	three	NUM
ajfsoa-308	164	26	groups	group	NOUN
ajfsoa-308	164	27	of	of	ADP
ajfsoa-308	164	28	farmers	farmer	NOUN
ajfsoa-308	164	29	,	,	PUNCT
ajfsoa-308	164	30	were	be	AUX
ajfsoa-308	164	31	included	include	VERB
ajfsoa-308	164	32	in	in	ADP
ajfsoa-308	164	33	the	the	DET
ajfsoa-308	164	34	discriminant	discriminant	NOUN
ajfsoa-308	164	35	analyses	analyse	VERB
ajfsoa-308	164	36	for	for	ADP
ajfsoa-308	164	37	both	both	CCONJ
ajfsoa-308	164	38	validation	validation	NOUN
ajfsoa-308	164	39	and	and	CCONJ
ajfsoa-308	164	40	improvement	improvement	NOUN
ajfsoa-308	164	41	of	of	ADP
ajfsoa-308	164	42	typologies	typology	NOUN
ajfsoa-308	164	43	.	.	PUNCT
ajfsoa-308	165	1	these	these	DET
ajfsoa-308	165	2	variables	variable	NOUN
ajfsoa-308	165	3	include	include	VERB
ajfsoa-308	165	4	socio	socio	NOUN
ajfsoa-308	165	5	-	-	PUNCT
ajfsoa-308	165	6	economic	economic	ADJ
ajfsoa-308	165	7	characteristics	characteristic	NOUN
ajfsoa-308	165	8	of	of	ADP
ajfsoa-308	165	9	respondents	respondent	NOUN
ajfsoa-308	165	10	,	,	PUNCT
ajfsoa-308	165	11	farming	farming	NOUN
ajfsoa-308	165	12	features	feature	NOUN
ajfsoa-308	165	13	and	and	CCONJ
ajfsoa-308	165	14	institutional	institutional	ADJ
ajfsoa-308	165	15	factors	factor	NOUN
ajfsoa-308	165	16	(	(	PUNCT
ajfsoa-308	165	17	these	these	DET
ajfsoa-308	165	18	variables	variable	NOUN
ajfsoa-308	165	19	are	be	AUX
ajfsoa-308	165	20	as	as	ADP
ajfsoa-308	165	21	table	table	NOUN
ajfsoa-308	165	22	4	4	NUM
ajfsoa-308	165	23	.	.	PUNCT
ajfsoa-308	165	24	validation	validation	NOUN
ajfsoa-308	165	25	of	of	ADP
ajfsoa-308	165	26	groups	group	NOUN
ajfsoa-308	165	27	of	of	ADP
ajfsoa-308	165	28	maize	maize	NOUN
ajfsoa-308	165	29	farmers	farmer	NOUN
ajfsoa-308	165	30	(	(	PUNCT
ajfsoa-308	165	31	based	base	VERB
ajfsoa-308	165	32	on	on	ADP
ajfsoa-308	165	33	discriminant	discriminant	ADJ
ajfsoa-308	165	34	analysis	analysis	NOUN
ajfsoa-308	165	35	level	level	NOUN
ajfsoa-308	165	36	one	one	NUM
ajfsoa-308	165	37	)	)	PUNCT
ajfsoa-308	165	38	.	.	PUNCT
ajfsoa-308	166	1	actual	actual	ADJ
ajfsoa-308	166	2	group	group	NOUN
ajfsoa-308	166	3	membership	membership	NOUN
ajfsoa-308	166	4	predicted	predict	VERB
ajfsoa-308	166	5	group	group	NOUN
ajfsoa-308	166	6	membership	membership	NOUN
ajfsoa-308	166	7	group	group	PROPN
ajfsoa-308	166	8	no	no	INTJ
ajfsoa-308	166	9	.	.	PUNCT
ajfsoa-308	167	1	of	of	ADP
ajfsoa-308	167	2	cases	case	NOUN
ajfsoa-308	167	3	low	low	ADJ
ajfsoa-308	167	4	risk	risk	NOUN
ajfsoa-308	167	5	medium	medium	ADJ
ajfsoa-308	167	6	high	high	ADJ
ajfsoa-308	167	7	risk	risk	NOUN
ajfsoa-308	167	8	low	low	ADJ
ajfsoa-308	167	9	21	21	NUM
ajfsoa-308	167	10	7	7	NUM
ajfsoa-308	167	11	(	(	PUNCT
ajfsoa-308	167	12	33.3	33.3	NUM
ajfsoa-308	167	13	%	%	NOUN
ajfsoa-308	167	14	)	)	PUNCT
ajfsoa-308	167	15	9	9	NUM
ajfsoa-308	167	16	(	(	PUNCT
ajfsoa-308	167	17	42.9	42.9	NUM
ajfsoa-308	167	18	%	%	NOUN
ajfsoa-308	167	19	)	)	PUNCT
ajfsoa-308	167	20	5	5	NUM
ajfsoa-308	167	21	(	(	PUNCT
ajfsoa-308	167	22	23.8	23.8	NUM
ajfsoa-308	167	23	%	%	NOUN
ajfsoa-308	167	24	)	)	PUNCT
ajfsoa-308	167	25	medium	medium	NOUN
ajfsoa-308	167	26	138	138	NUM
ajfsoa-308	167	27	14	14	NUM
ajfsoa-308	167	28	(	(	PUNCT
ajfsoa-308	167	29	10.1	10.1	NUM
ajfsoa-308	167	30	%	%	NOUN
ajfsoa-308	167	31	)	)	PUNCT
ajfsoa-308	167	32	81	81	NUM
ajfsoa-308	167	33	(	(	PUNCT
ajfsoa-308	167	34	58.7	58.7	NUM
ajfsoa-308	167	35	%	%	NOUN
ajfsoa-308	167	36	)	)	PUNCT
ajfsoa-308	167	37	43	43	NUM
ajfsoa-308	167	38	(	(	PUNCT
ajfsoa-308	167	39	31.2	31.2	NUM
ajfsoa-308	167	40	%	%	NOUN
ajfsoa-308	167	41	)	)	PUNCT
ajfsoa-308	167	42	high	high	ADJ
ajfsoa-308	167	43	189	189	NUM
ajfsoa-308	167	44	10	10	NUM
ajfsoa-308	167	45	(	(	PUNCT
ajfsoa-308	167	46	5.3	5.3	NUM
ajfsoa-308	167	47	%	%	NOUN
ajfsoa-308	167	48	)	)	PUNCT
ajfsoa-308	167	49	58	58	NUM
ajfsoa-308	167	50	(	(	PUNCT
ajfsoa-308	167	51	30.7	30.7	NUM
ajfsoa-308	167	52	%	%	NOUN
ajfsoa-308	167	53	)	)	PUNCT
ajfsoa-308	167	54	121	121	NUM
ajfsoa-308	167	55	(	(	PUNCT
ajfsoa-308	167	56	64.0	64.0	NUM
ajfsoa-308	167	57	%	%	NOUN
ajfsoa-308	167	58	)	)	PUNCT
ajfsoa-308	167	59	total	total	NOUN
ajfsoa-308	167	60	348	348	NUM
ajfsoa-308	167	61	31	31	NUM
ajfsoa-308	167	62	(	(	PUNCT
ajfsoa-308	167	63	8.9	8.9	NUM
ajfsoa-308	167	64	%	%	NOUN
ajfsoa-308	167	65	)	)	PUNCT
ajfsoa-308	167	66	148	148	NUM
ajfsoa-308	167	67	(	(	PUNCT
ajfsoa-308	167	68	42.2	42.2	NUM
ajfsoa-308	167	69	%	%	NOUN
ajfsoa-308	167	70	)	)	PUNCT
ajfsoa-308	167	71	169	169	NUM
ajfsoa-308	167	72	(	(	PUNCT
ajfsoa-308	167	73	41.7	41.7	NUM
ajfsoa-308	167	74	%	%	NOUN
ajfsoa-308	167	75	)	)	PUNCT
ajfsoa-308	167	76	percentage	percentage	NOUN
ajfsoa-308	167	77	of	of	ADP
ajfsoa-308	167	78	actual	actual	ADJ
ajfsoa-308	167	79	(	(	PUNCT
ajfsoa-308	167	80	original	original	ADJ
ajfsoa-308	167	81	)	)	PUNCT
ajfsoa-308	167	82	farmers	farmer	NOUN
ajfsoa-308	167	83	correctly	correctly	ADV
ajfsoa-308	167	84	classified	classify	VERB
ajfsoa-308	167	85	=	=	SYM
ajfsoa-308	167	86	60.1	60.1	NUM
ajfsoa-308	167	87	.	.	PUNCT
ajfsoa-308	168	1	note	note	NOUN
ajfsoa-308	168	2	:	:	PUNCT
ajfsoa-308	168	3	read	read	VERB
ajfsoa-308	168	4	percentages	percentage	NOUN
ajfsoa-308	168	5	along	along	ADP
ajfsoa-308	168	6	the	the	DET
ajfsoa-308	168	7	row	row	NOUN
ajfsoa-308	168	8	table	table	NOUN
ajfsoa-308	168	9	5	5	NUM
ajfsoa-308	168	10	.	.	PUNCT
ajfsoa-308	168	11	improvement	improvement	NOUN
ajfsoa-308	168	12	in	in	ADP
ajfsoa-308	168	13	the	the	DET
ajfsoa-308	168	14	typology	typology	NOUN
ajfsoa-308	168	15	of	of	ADP
ajfsoa-308	168	16	groups	group	NOUN
ajfsoa-308	168	17	of	of	ADP
ajfsoa-308	168	18	maize	maize	NOUN
ajfsoa-308	168	19	farmers	farmer	NOUN
ajfsoa-308	168	20	(	(	PUNCT
ajfsoa-308	168	21	base	base	NOUN
ajfsoa-308	168	22	on	on	ADP
ajfsoa-308	168	23	discriminant	discriminant	ADJ
ajfsoa-308	168	24	analysis	analysis	NOUN
ajfsoa-308	168	25	level	level	NOUN
ajfsoa-308	168	26	two	two	NUM
ajfsoa-308	168	27	)	)	PUNCT
ajfsoa-308	168	28	.	.	PUNCT
ajfsoa-308	169	1	actual	actual	ADJ
ajfsoa-308	169	2	group	group	NOUN
ajfsoa-308	169	3	membership	membership	NOUN
ajfsoa-308	169	4	predicted	predict	VERB
ajfsoa-308	169	5	group	group	NOUN
ajfsoa-308	169	6	membership	membership	NOUN
ajfsoa-308	169	7	group	group	PROPN
ajfsoa-308	169	8	no	no	INTJ
ajfsoa-308	169	9	.	.	PUNCT
ajfsoa-308	170	1	of	of	ADP
ajfsoa-308	170	2	cases	case	NOUN
ajfsoa-308	170	3	low	low	ADJ
ajfsoa-308	170	4	risk	risk	NOUN
ajfsoa-308	170	5	medium	medium	ADJ
ajfsoa-308	170	6	high	high	ADJ
ajfsoa-308	170	7	risk	risk	NOUN
ajfsoa-308	170	8	low	low	ADJ
ajfsoa-308	170	9	31	31	NUM
ajfsoa-308	170	10	25	25	NUM
ajfsoa-308	170	11	(	(	PUNCT
ajfsoa-308	170	12	80.6	80.6	NUM
ajfsoa-308	170	13	%	%	NOUN
ajfsoa-308	170	14	)	)	PUNCT
ajfsoa-308	170	15	3	3	NUM
ajfsoa-308	170	16	(	(	PUNCT
ajfsoa-308	170	17	9.7	9.7	NUM
ajfsoa-308	170	18	%	%	NOUN
ajfsoa-308	170	19	)	)	PUNCT
ajfsoa-308	170	20	3	3	NUM
ajfsoa-308	170	21	(	(	PUNCT
ajfsoa-308	170	22	9.7	9.7	NUM
ajfsoa-308	170	23	%	%	NOUN
ajfsoa-308	170	24	)	)	PUNCT
ajfsoa-308	170	25	medium	medium	NOUN
ajfsoa-308	170	26	148	148	NUM
ajfsoa-308	170	27	0	0	NUM
ajfsoa-308	170	28	(	(	PUNCT
ajfsoa-308	170	29	0.0	0.0	NUM
ajfsoa-308	170	30	%	%	NOUN
ajfsoa-308	170	31	)	)	PUNCT
ajfsoa-308	170	32	132	132	NUM
ajfsoa-308	170	33	(	(	PUNCT
ajfsoa-308	170	34	89.0	89.0	NUM
ajfsoa-308	170	35	%	%	NOUN
ajfsoa-308	170	36	)	)	PUNCT
ajfsoa-308	170	37	16	16	NUM
ajfsoa-308	170	38	(	(	PUNCT
ajfsoa-308	170	39	11.0	11.0	NUM
ajfsoa-308	170	40	%	%	NOUN
ajfsoa-308	170	41	)	)	PUNCT
ajfsoa-308	170	42	high	high	ADJ
ajfsoa-308	170	43	169	169	NUM
ajfsoa-308	170	44	2	2	NUM
ajfsoa-308	170	45	(	(	PUNCT
ajfsoa-308	170	46	1.2	1.2	NUM
ajfsoa-308	170	47	%	%	NOUN
ajfsoa-308	170	48	)	)	PUNCT
ajfsoa-308	170	49	10	10	NUM
ajfsoa-308	170	50	(	(	PUNCT
ajfsoa-308	170	51	5.8	5.8	NUM
ajfsoa-308	170	52	%	%	NOUN
ajfsoa-308	170	53	)	)	PUNCT
ajfsoa-308	170	54	157	157	NUM
ajfsoa-308	170	55	(	(	PUNCT
ajfsoa-308	170	56	93.0	93.0	NUM
ajfsoa-308	170	57	%	%	NOUN
ajfsoa-308	170	58	)	)	PUNCT
ajfsoa-308	170	59	total	total	NOUN
ajfsoa-308	170	60	348	348	NUM
ajfsoa-308	170	61	27	27	NUM
ajfsoa-308	170	62	(	(	PUNCT
ajfsoa-308	170	63	7.8	7.8	NUM
ajfsoa-308	170	64	%	%	NOUN
ajfsoa-308	170	65	)	)	PUNCT
ajfsoa-308	170	66	145	145	NUM
ajfsoa-308	170	67	(	(	PUNCT
ajfsoa-308	170	68	41.7	41.7	NUM
ajfsoa-308	170	69	%	%	NOUN
ajfsoa-308	170	70	)	)	PUNCT
ajfsoa-308	170	71	176	176	NUM
ajfsoa-308	170	72	(	(	PUNCT
ajfsoa-308	170	73	50.5	50.5	NUM
ajfsoa-308	170	74	%	%	NOUN
ajfsoa-308	170	75	)	)	PUNCT
ajfsoa-308	170	76	percentage	percentage	NOUN
ajfsoa-308	170	77	of	of	ADP
ajfsoa-308	170	78	actual	actual	ADJ
ajfsoa-308	170	79	9original	9original	NUM
ajfsoa-308	170	80	)	)	PUNCT
ajfsoa-308	170	81	farmer	farmer	NOUN
ajfsoa-308	170	82	correctly	correctly	ADV
ajfsoa-308	170	83	classified	classify	VERB
ajfsoa-308	170	84	=	=	ADJ
ajfsoa-308	170	85	90.2	90.2	NUM
ajfsoa-308	170	86	.	.	PUNCT
ajfsoa-308	171	1	note	note	NOUN
ajfsoa-308	171	2	:	:	PUNCT
ajfsoa-308	171	3	read	read	VERB
ajfsoa-308	171	4	percentages	percentage	NOUN
ajfsoa-308	171	5	along	along	ADP
ajfsoa-308	171	6	the	the	DET
ajfsoa-308	171	7	row	row	NOUN
ajfsoa-308	171	8	described	describe	VERB
ajfsoa-308	171	9	in	in	ADP
ajfsoa-308	171	10	section	section	NOUN
ajfsoa-308	171	11	2	2	NUM
ajfsoa-308	171	12	)	)	PUNCT
ajfsoa-308	171	13	.	.	PUNCT
ajfsoa-308	172	1	the	the	DET
ajfsoa-308	172	2	individual	individual	ADJ
ajfsoa-308	172	3	expectation	expectation	NOUN
ajfsoa-308	172	4	of	of	ADP
ajfsoa-308	172	5	these	these	DET
ajfsoa-308	172	6	variables	variable	NOUN
ajfsoa-308	172	7	is	be	AUX
ajfsoa-308	172	8	based	base	VERB
ajfsoa-308	172	9	on	on	ADP
ajfsoa-308	172	10	some	some	DET
ajfsoa-308	172	11	intrinsic	intrinsic	ADJ
ajfsoa-308	172	12	and	and	CCONJ
ajfsoa-308	172	13	extrinsic	extrinsic	ADJ
ajfsoa-308	172	14	relationship	relationship	NOUN
ajfsoa-308	172	15	between	between	ADP
ajfsoa-308	172	16	them	they	PRON
ajfsoa-308	172	17	and	and	CCONJ
ajfsoa-308	172	18	risk	risk	NOUN
ajfsoa-308	172	19	aversion	aversion	NOUN
ajfsoa-308	172	20	.	.	PUNCT
ajfsoa-308	173	1	these	these	DET
ajfsoa-308	173	2	expectations	expectation	NOUN
ajfsoa-308	173	3	are	be	AUX
ajfsoa-308	173	4	indicated	indicate	VERB
ajfsoa-308	173	5	alongside	alongside	ADP
ajfsoa-308	173	6	their	their	PRON
ajfsoa-308	173	7	benchmark	benchmark	ADJ
ajfsoa-308	173	8	values	value	NOUN
ajfsoa-308	173	9	for	for	ADP
ajfsoa-308	173	10	the	the	DET
ajfsoa-308	173	11	survey	survey	NOUN
ajfsoa-308	173	12	period	period	NOUN
ajfsoa-308	173	13	(	(	PUNCT
ajfsoa-308	173	14	table	table	NOUN
ajfsoa-308	173	15	6	6	NUM
ajfsoa-308	173	16	)	)	PUNCT
ajfsoa-308	173	17	.	.	PUNCT
ajfsoa-308	174	1	discriminating	discriminate	VERB
ajfsoa-308	174	2	variables	variable	NOUN
ajfsoa-308	174	3	in	in	ADP
ajfsoa-308	174	4	order	order	NOUN
ajfsoa-308	174	5	to	to	PART
ajfsoa-308	174	6	identify	identify	VERB
ajfsoa-308	174	7	the	the	DET
ajfsoa-308	174	8	minimum	minimum	ADJ
ajfsoa-308	174	9	set	set	NOUN
ajfsoa-308	174	10	of	of	ADP
ajfsoa-308	174	11	variables	variable	NOUN
ajfsoa-308	174	12	that	that	PRON
ajfsoa-308	174	13	are	be	AUX
ajfsoa-308	174	14	important	important	ADJ
ajfsoa-308	174	15	for	for	ADP
ajfsoa-308	174	16	discrimination	discrimination	NOUN
ajfsoa-308	174	17	,	,	PUNCT
ajfsoa-308	174	18	and	and	CCONJ
ajfsoa-308	174	19	in	in	ADP
ajfsoa-308	174	20	effect	effect	NOUN
ajfsoa-308	174	21	the	the	DET
ajfsoa-308	174	22	extent	extent	NOUN
ajfsoa-308	174	23	of	of	ADP
ajfsoa-308	174	24	their	their	PRON
ajfsoa-308	174	25	significant	significant	ADJ
ajfsoa-308	174	26	in	in	ADP
ajfsoa-308	174	27	discriminating	discriminate	VERB
ajfsoa-308	174	28	,	,	PUNCT
ajfsoa-308	174	29	a	a	DET
ajfsoa-308	174	30	test	test	NOUN
ajfsoa-308	174	31	was	be	AUX
ajfsoa-308	174	32	conducted	conduct	VERB
ajfsoa-308	174	33	on	on	ADP
ajfsoa-308	174	34	the	the	DET
ajfsoa-308	174	35	coefficient	coefficient	NOUN
ajfsoa-308	174	36	of	of	ADP
ajfsoa-308	174	37	variables	variable	NOUN
ajfsoa-308	174	38	for	for	ADP
ajfsoa-308	174	39	their	their	PRON
ajfsoa-308	174	40	statistical	statistical	ADJ
ajfsoa-308	174	41	significance	significance	NOUN
ajfsoa-308	174	42	.	.	PUNCT
ajfsoa-308	175	1	the	the	DET
ajfsoa-308	175	2	,	,	PUNCT
ajfsoa-308	175	3	wilks‟	wilks‟	PROPN
ajfsoa-308	175	4	lambda	lambda	NOUN
ajfsoa-308	175	5	and	and	CCONJ
ajfsoa-308	175	6	the	the	DET
ajfsoa-308	175	7	significance	significance	NOUN
ajfsoa-308	175	8	level	level	NOUN
ajfsoa-308	175	9	of	of	ADP
ajfsoa-308	175	10	each	each	DET
ajfsoa-308	175	11	variable	variable	NOUN
ajfsoa-308	175	12	are	be	AUX
ajfsoa-308	175	13	presented	present	VERB
ajfsoa-308	175	14	in	in	ADP
ajfsoa-308	175	15	table	table	NOUN
ajfsoa-308	175	16	7	7	NUM
ajfsoa-308	175	17	.	.	PUNCT
ajfsoa-308	176	1	the	the	DET
ajfsoa-308	176	2	results	result	NOUN
ajfsoa-308	176	3	indicate	indicate	VERB
ajfsoa-308	176	4	that	that	SCONJ
ajfsoa-308	176	5	thirteen	thirteen	NUM
ajfsoa-308	176	6	(	(	PUNCT
ajfsoa-308	176	7	about	about	ADV
ajfsoa-308	176	8	72	72	NUM
ajfsoa-308	176	9	%	%	NOUN
ajfsoa-308	176	10	)	)	PUNCT
ajfsoa-308	176	11	out	out	ADP
ajfsoa-308	176	12	of	of	ADP
ajfsoa-308	176	13	the	the	DET
ajfsoa-308	176	14	eighteen	eighteen	NUM
ajfsoa-308	176	15	variables	variable	NOUN
ajfsoa-308	176	16	are	be	AUX
ajfsoa-308	176	17	statistically	statistically	ADV
ajfsoa-308	176	18	significant	significant	ADJ
ajfsoa-308	176	19	at	at	ADP
ajfsoa-308	176	20	a	a	DET
ajfsoa-308	176	21	minimum	minimum	NOUN
ajfsoa-308	176	22	of	of	ADP
ajfsoa-308	176	23	5	5	NUM
ajfsoa-308	176	24	%	%	NOUN
ajfsoa-308	176	25	level	level	NOUN
ajfsoa-308	176	26	of	of	ADP
ajfsoa-308	176	27	probability	probability	NOUN
ajfsoa-308	176	28	.	.	PUNCT
ajfsoa-308	177	1	they	they	PRON
ajfsoa-308	177	2	are	be	AUX
ajfsoa-308	177	3	:	:	PUNCT
ajfsoa-308	177	4	total	total	ADJ
ajfsoa-308	177	5	number	number	NOUN
ajfsoa-308	177	6	of	of	ADP
ajfsoa-308	177	7	farms	farm	NOUN
ajfsoa-308	177	8	owned	own	VERB
ajfsoa-308	177	9	by	by	ADP
ajfsoa-308	177	10	a	a	DET
ajfsoa-308	177	11	farmer	farmer	NOUN
ajfsoa-308	177	12	,	,	PUNCT
ajfsoa-308	177	13	first	first	ADJ
ajfsoa-308	177	14	level	level	NOUN
ajfsoa-308	177	15	probabilities	probability	NOUN
ajfsoa-308	177	16	of	of	ADP
ajfsoa-308	177	17	sales	sale	NOUN
ajfsoa-308	177	18	,	,	PUNCT
ajfsoa-308	177	19	number	number	NOUN
ajfsoa-308	177	20	of	of	ADP
ajfsoa-308	177	21	visits	visit	NOUN
ajfsoa-308	177	22	by	by	ADP
ajfsoa-308	177	23	extension	extension	NOUN
ajfsoa-308	177	24	agents	agent	NOUN
ajfsoa-308	177	25	to	to	ADP
ajfsoa-308	177	26	farmers	farmer	NOUN
ajfsoa-308	177	27	per	per	ADP
ajfsoa-308	177	28	cropping	crop	VERB
ajfsoa-308	177	29	season	season	NOUN
ajfsoa-308	177	30	,	,	PUNCT
ajfsoa-308	177	31	maize	maize	NOUN
ajfsoa-308	177	32	farming	farming	NOUN
ajfsoa-308	177	33	experience	experience	NOUN
ajfsoa-308	177	34	,	,	PUNCT
ajfsoa-308	177	35	adequacy	adequacy	NOUN
ajfsoa-308	177	36	of	of	ADP
ajfsoa-308	177	37	maize	maize	NOUN
ajfsoa-308	177	38	market	market	NOUN
ajfsoa-308	177	39	,	,	PUNCT
ajfsoa-308	177	40	number	number	NOUN
ajfsoa-308	177	41	of	of	ADP
ajfsoa-308	177	42	risk	risk	NOUN
ajfsoa-308	177	43	types	type	NOUN
ajfsoa-308	177	44	faced	face	VERB
ajfsoa-308	177	45	by	by	ADP
ajfsoa-308	177	46	the	the	DET
ajfsoa-308	177	47	farmer	farmer	NOUN
ajfsoa-308	177	48	,	,	PUNCT
ajfsoa-308	177	49	age	age	NOUN
ajfsoa-308	177	50	,	,	PUNCT
ajfsoa-308	177	51	second	second	ADJ
ajfsoa-308	177	52	level	level	NOUN
ajfsoa-308	177	53	probabilities	probability	NOUN
ajfsoa-308	177	54	of	of	ADP
ajfsoa-308	177	55	sales	sale	NOUN
ajfsoa-308	177	56	,	,	PUNCT
ajfsoa-308	177	57	household	household	NOUN
ajfsoa-308	177	58	size	size	NOUN
ajfsoa-308	177	59	,	,	PUNCT
ajfsoa-308	177	60	leadership	leadership	NOUN
ajfsoa-308	177	61	position	position	NOUN
ajfsoa-308	177	62	,	,	PUNCT
ajfsoa-308	177	63	number	number	NOUN
ajfsoa-308	177	64	of	of	ADP
ajfsoa-308	177	65	motivating	motivate	VERB
ajfsoa-308	177	66	traits	trait	NOUN
ajfsoa-308	177	67	/	/	SYM
ajfsoa-308	177	68	attributes	attribute	NOUN
ajfsoa-308	177	69	of	of	ADP
ajfsoa-308	177	70	maize	maize	NOUN
ajfsoa-308	177	71	breed	breed	NOUN
ajfsoa-308	177	72	,	,	PUNCT
ajfsoa-308	177	73	proportion	proportion	NOUN
ajfsoa-308	177	74	of	of	ADP
ajfsoa-308	177	75	maize	maize	NOUN
ajfsoa-308	177	76	to	to	ADP
ajfsoa-308	177	77	total	total	ADJ
ajfsoa-308	177	78	farm	farm	NOUN
ajfsoa-308	177	79	area	area	NOUN
ajfsoa-308	177	80	,	,	PUNCT
ajfsoa-308	177	81	proportion	proportion	NOUN
ajfsoa-308	177	82	of	of	ADP
ajfsoa-308	177	83	maize	maize	NOUN
ajfsoa-308	177	84	income	income	NOUN
ajfsoa-308	177	85	to	to	ADP
ajfsoa-308	177	86	total	total	ADJ
ajfsoa-308	177	87	income	income	NOUN
ajfsoa-308	177	88	.	.	PUNCT
ajfsoa-308	178	1	discussion	discussion	NOUN
ajfsoa-308	178	2	from	from	ADP
ajfsoa-308	178	3	our	our	PRON
ajfsoa-308	178	4	study	study	NOUN
ajfsoa-308	178	5	,	,	PUNCT
ajfsoa-308	178	6	the	the	DET
ajfsoa-308	178	7	critical	critical	ADJ
ajfsoa-308	178	8	variables	variable	NOUN
ajfsoa-308	178	9	that	that	PRON
ajfsoa-308	178	10	are	be	AUX
ajfsoa-308	178	11	important	important	ADJ
ajfsoa-308	178	12	in	in	ADP
ajfsoa-308	178	13	distinguishing	distinguish	VERB
ajfsoa-308	178	14	the	the	DET
ajfsoa-308	178	15	sample	sample	NOUN
ajfsoa-308	178	16	farmers	farmer	NOUN
ajfsoa-308	178	17	into	into	ADP
ajfsoa-308	178	18	low	low	ADJ
ajfsoa-308	178	19	,	,	PUNCT
ajfsoa-308	178	20	medium	medium	ADJ
ajfsoa-308	178	21	and	and	CCONJ
ajfsoa-308	178	22	high	high	ADJ
ajfsoa-308	178	23	risk	risk	NOUN
ajfsoa-308	178	24	averse	averse	ADJ
ajfsoa-308	178	25	maize	maize	NOUN
ajfsoa-308	178	26	farmers	farmer	NOUN
ajfsoa-308	178	27	are	be	AUX
ajfsoa-308	178	28	equally	equally	ADV
ajfsoa-308	178	29	vital	vital	ADJ
ajfsoa-308	178	30	in	in	ADP
ajfsoa-308	178	31	the	the	DET
ajfsoa-308	178	32	design	design	NOUN
ajfsoa-308	178	33	of	of	ADP
ajfsoa-308	178	34	any	any	DET
ajfsoa-308	178	35	plan	plan	NOUN
ajfsoa-308	178	36	that	that	PRON
ajfsoa-308	178	37	can	can	AUX
ajfsoa-308	178	38	gear	gear	VERB
ajfsoa-308	178	39	the	the	DET
ajfsoa-308	178	40	farmers	farmer	NOUN
ajfsoa-308	178	41	to	to	PART
ajfsoa-308	178	42	accept	accept	VERB
ajfsoa-308	178	43	innovations	innovation	NOUN
ajfsoa-308	178	44	tailored	tailor	VERB
ajfsoa-308	178	45	towards	towards	ADP
ajfsoa-308	178	46	increased	increase	VERB
ajfsoa-308	178	47	maize	maize	NOUN
ajfsoa-308	178	48	production	production	NOUN
ajfsoa-308	178	49	.	.	PUNCT
ajfsoa-308	179	1	among	among	ADP
ajfsoa-308	179	2	the	the	DET
ajfsoa-308	179	3	discriminating	discriminating	ADJ
ajfsoa-308	179	4	variables	variable	NOUN
ajfsoa-308	179	5	that	that	PRON
ajfsoa-308	179	6	were	be	AUX
ajfsoa-308	179	7	found	find	VERB
ajfsoa-308	179	8	to	to	PART
ajfsoa-308	179	9	be	be	AUX
ajfsoa-308	179	10	significant	significant	ADJ
ajfsoa-308	179	11	included	include	VERB
ajfsoa-308	179	12	first	first	ADJ
ajfsoa-308	179	13	and	and	CCONJ
ajfsoa-308	179	14	second	second	ADJ
ajfsoa-308	179	15	levels	level	NOUN
ajfsoa-308	179	16	of	of	ADP
ajfsoa-308	179	17	probabilities	probability	NOUN
ajfsoa-308	179	18	of	of	ADP
ajfsoa-308	179	19	sales	sale	NOUN
ajfsoa-308	179	20	,	,	PUNCT
ajfsoa-308	179	21	maize	maize	NOUN
ajfsoa-308	179	22	farming	farming	NOUN
ajfsoa-308	179	23	experience	experience	NOUN
ajfsoa-308	179	24	,	,	PUNCT
ajfsoa-308	179	25	age	age	NOUN
ajfsoa-308	179	26	,	,	PUNCT
ajfsoa-308	179	27	household	household	NOUN
ajfsoa-308	179	28	size	size	NOUN
ajfsoa-308	179	29	,	,	PUNCT
ajfsoa-308	179	30	leadership	leadership	NOUN
ajfsoa-308	179	31	position	position	NOUN
ajfsoa-308	179	32	and	and	CCONJ
ajfsoa-308	179	33	proportion	proportion	NOUN
ajfsoa-308	179	34	of	of	ADP
ajfsoa-308	179	35	maize	maize	NOUN
ajfsoa-308	179	36	to	to	ADP
ajfsoa-308	179	37	total	total	ADJ
ajfsoa-308	179	38	farm	farm	NOUN
ajfsoa-308	179	39	income	income	NOUN
ajfsoa-308	179	40	.	.	PUNCT
ajfsoa-308	180	1	these	these	DET
ajfsoa-308	180	2	variables	variable	NOUN
ajfsoa-308	180	3	essentially	essentially	ADV
ajfsoa-308	180	4	constitute	constitute	VERB
ajfsoa-308	180	5	socioeconomic	socioeconomic	ADJ
ajfsoa-308	180	6	factors	factor	NOUN
ajfsoa-308	180	7	of	of	ADP
ajfsoa-308	180	8	the	the	DET
ajfsoa-308	180	9	risk	risk	NOUN
ajfsoa-308	180	10	averse	averse	ADJ
ajfsoa-308	180	11	producers	producer	NOUN
ajfsoa-308	180	12	.	.	PUNCT
ajfsoa-308	181	1	the	the	DET
ajfsoa-308	181	2	prominence	prominence	NOUN
ajfsoa-308	181	3	of	of	ADP
ajfsoa-308	181	4	the	the	DET
ajfsoa-308	181	5	above	above	ADJ
ajfsoa-308	181	6	variables	variable	NOUN
ajfsoa-308	181	7	among	among	ADP
ajfsoa-308	181	8	those	those	PRON
ajfsoa-308	181	9	that	that	PRON
ajfsoa-308	181	10	are	be	AUX
ajfsoa-308	181	11	significant	significant	ADJ
ajfsoa-308	181	12	can	can	AUX
ajfsoa-308	181	13	not	not	PART
ajfsoa-308	181	14	be	be	AUX
ajfsoa-308	181	15	overemphasized	overemphasize	VERB
ajfsoa-308	181	16	.	.	PUNCT
ajfsoa-308	182	1	for	for	ADP
ajfsoa-308	182	2	example	example	NOUN
ajfsoa-308	182	3	the	the	DET
ajfsoa-308	182	4	first	first	ADJ
ajfsoa-308	182	5	and	and	CCONJ
ajfsoa-308	182	6	second	second	ADJ
ajfsoa-308	182	7	levels	level	NOUN
ajfsoa-308	182	8	of	of	ADP
ajfsoa-308	182	9	probabilities	probability	NOUN
ajfsoa-308	182	10	of	of	ADP
ajfsoa-308	182	11	sales	sale	NOUN
ajfsoa-308	182	12	are	be	AUX
ajfsoa-308	182	13	the	the	DET
ajfsoa-308	182	14	extent	extent	NOUN
ajfsoa-308	182	15	of	of	ADP
ajfsoa-308	182	16	farmers‟	farmers‟	NOUN
ajfsoa-308	182	17	willingness	willingness	NOUN
ajfsoa-308	182	18	(	(	PUNCT
ajfsoa-308	182	19	lottery	lottery	NOUN
ajfsoa-308	182	20	levels	level	NOUN
ajfsoa-308	182	21	one	one	NUM
ajfsoa-308	182	22	and	and	CCONJ
ajfsoa-308	182	23	two	two	NUM
ajfsoa-308	182	24	of	of	ADP
ajfsoa-308	182	25	maize	maize	NOUN
ajfsoa-308	182	26	market	market	NOUN
ajfsoa-308	182	27	speculation	speculation	NOUN
ajfsoa-308	182	28	)	)	PUNCT
ajfsoa-308	182	29	to	to	PART
ajfsoa-308	182	30	sell	sell	VERB
ajfsoa-308	182	31	their	their	PRON
ajfsoa-308	182	32	maize	maize	NOUN
ajfsoa-308	182	33	output	output	NOUN
ajfsoa-308	182	34	in	in	ADP
ajfsoa-308	182	35	the	the	DET
ajfsoa-308	182	36	face	face	NOUN
ajfsoa-308	182	37	of	of	ADP
ajfsoa-308	182	38	estimated	estimate	VERB
ajfsoa-308	182	39	risk	risk	NOUN
ajfsoa-308	182	40	of	of	ADP
ajfsoa-308	182	41	loosing	loose	VERB
ajfsoa-308	182	42	specific	specific	ADJ
ajfsoa-308	182	43	amount	amount	NOUN
ajfsoa-308	182	44	of	of	ADP
ajfsoa-308	182	45	money	money	NOUN
ajfsoa-308	182	46	.	.	PUNCT
ajfsoa-308	183	1	these	these	DET
ajfsoa-308	183	2	factors	factor	NOUN
ajfsoa-308	183	3	call	call	VERB
ajfsoa-308	183	4	for	for	ADP
ajfsoa-308	183	5	steady	steady	ADJ
ajfsoa-308	183	6	and	and	CCONJ
ajfsoa-308	183	7	consistent	consistent	ADJ
ajfsoa-308	183	8	market	market	NOUN
ajfsoa-308	183	9	conditions	condition	NOUN
ajfsoa-308	183	10	.	.	PUNCT
ajfsoa-308	184	1	fluctuations	fluctuation	NOUN
ajfsoa-308	184	2	in	in	ADP
ajfsoa-308	184	3	farm	farm	NOUN
ajfsoa-308	184	4	incomes	income	NOUN
ajfsoa-308	184	5	,	,	PUNCT
ajfsoa-308	184	6	most	most	ADV
ajfsoa-308	184	7	especially	especially	ADV
ajfsoa-308	184	8	those	those	PRON
ajfsoa-308	184	9	that	that	PRON
ajfsoa-308	184	10	result	result	VERB
ajfsoa-308	184	11	in	in	ADP
ajfsoa-308	184	12	terrible	terrible	ADJ
ajfsoa-308	184	13	loss	loss	NOUN
ajfsoa-308	184	14	may	may	AUX
ajfsoa-308	184	15	present	present	VERB
ajfsoa-308	184	16	difficult	difficult	ADJ
ajfsoa-308	184	17	welfare	welfare	NOUN
ajfsoa-308	184	18	problems	problem	NOUN
ajfsoa-308	184	19	for	for	ADP
ajfsoa-308	184	20	farmers	farmer	NOUN
ajfsoa-308	184	21	,	,	PUNCT
ajfsoa-308	184	22	especially	especially	ADV
ajfsoa-308	184	23	with	with	ADP
ajfsoa-308	184	24	peasants	peasant	NOUN
ajfsoa-308	184	25	.	.	PUNCT
ajfsoa-308	185	1	the	the	DET
ajfsoa-308	185	2	above	above	ADJ
ajfsoa-308	185	3	“	"	PUNCT
ajfsoa-308	185	4	risk	risk	NOUN
ajfsoa-308	185	5	factors	factor	NOUN
ajfsoa-308	185	6	”	"	PUNCT
ajfsoa-308	185	7	can	can	AUX
ajfsoa-308	185	8	also	also	ADV
ajfsoa-308	185	9	impact	impact	VERB
ajfsoa-308	185	10	on	on	ADP
ajfsoa-308	185	11	the	the	DET
ajfsoa-308	185	12	social	social	ADJ
ajfsoa-308	185	13	,	,	PUNCT
ajfsoa-308	185	14	cultural	cultural	ADJ
ajfsoa-308	185	15	and	and	CCONJ
ajfsoa-308	185	16	economic	economic	ADJ
ajfsoa-308	185	17	status	status	NOUN
ajfsoa-308	185	18	of	of	ADP
ajfsoa-308	185	19	farmers	farmer	NOUN
ajfsoa-308	185	20	to	to	ADP
ajfsoa-308	185	21	the	the	DET
ajfsoa-308	185	22	extent	extent	NOUN
ajfsoa-308	185	23	of	of	ADP
ajfsoa-308	185	24	reducing	reduce	VERB
ajfsoa-308	185	25	farm	farm	NOUN
ajfsoa-308	185	26	incomes	income	NOUN
ajfsoa-308	185	27	that	that	PRON
ajfsoa-308	185	28	have	have	VERB
ajfsoa-308	185	29	negative	negative	ADJ
ajfsoa-308	185	30	multiplier	multipli	ADJ
ajfsoa-308	185	31	effect	effect	NOUN
ajfsoa-308	185	32	on	on	ADP
ajfsoa-308	185	33	the	the	DET
ajfsoa-308	185	34	total	total	ADJ
ajfsoa-308	185	35	income	income	NOUN
ajfsoa-308	185	36	and	and	CCONJ
ajfsoa-308	185	37	employment	employment	NOUN
ajfsoa-308	185	38	for	for	ADP
ajfsoa-308	185	39	many	many	ADJ
ajfsoa-308	185	40	household	household	NOUN
ajfsoa-308	185	41	that	that	PRON
ajfsoa-308	185	42	are	be	AUX
ajfsoa-308	185	43	directly	directly	ADV
ajfsoa-308	185	44	linked	link	VERB
ajfsoa-308	185	45	to	to	ADP
ajfsoa-308	185	46	the	the	DET
ajfsoa-308	185	47	peasants	peasant	NOUN
ajfsoa-308	185	48	.	.	PUNCT
ajfsoa-308	186	1	a	a	DET
ajfsoa-308	186	2	number	number	NOUN
ajfsoa-308	186	3	of	of	ADP
ajfsoa-308	186	4	farming	farming	NOUN
ajfsoa-308	186	5	features	feature	NOUN
ajfsoa-308	186	6	were	be	AUX
ajfsoa-308	186	7	also	also	ADV
ajfsoa-308	186	8	found	find	VERB
ajfsoa-308	186	9	to	to	PART
ajfsoa-308	186	10	be	be	AUX
ajfsoa-308	186	11	important	important	ADJ
ajfsoa-308	186	12	in	in	ADP
ajfsoa-308	186	13	discriminating	discriminate	VERB
ajfsoa-308	186	14	between	between	ADP
ajfsoa-308	186	15	the	the	DET
ajfsoa-308	186	16	risk	risk	NOUN
ajfsoa-308	186	17	averse	averse	ADJ
ajfsoa-308	186	18	maize	maize	NOUN
ajfsoa-308	186	19	farmers	farmer	NOUN
ajfsoa-308	186	20	.	.	PUNCT
ajfsoa-308	187	1	these	these	PRON
ajfsoa-308	187	2	were	be	AUX
ajfsoa-308	187	3	the	the	DET
ajfsoa-308	187	4	total	total	ADJ
ajfsoa-308	187	5	number	number	NOUN
ajfsoa-308	187	6	of	of	ADP
ajfsoa-308	187	7	farms	farm	NOUN
ajfsoa-308	187	8	that	that	PRON
ajfsoa-308	187	9	a	a	DET
ajfsoa-308	187	10	farmer	farmer	NOUN
ajfsoa-308	187	11	possesses	possesse	NOUN
ajfsoa-308	187	12	,	,	PUNCT
ajfsoa-308	187	13	number	number	NOUN
ajfsoa-308	187	14	or	or	CCONJ
ajfsoa-308	187	15	risk	risk	NOUN
ajfsoa-308	187	16	types	type	NOUN
ajfsoa-308	187	17	faced	face	VERB
ajfsoa-308	187	18	by	by	ADP
ajfsoa-308	187	19	farmers	farmer	NOUN
ajfsoa-308	187	20	,	,	PUNCT
ajfsoa-308	187	21	number	number	NOUN
ajfsoa-308	187	22	of	of	ADP
ajfsoa-308	187	23	motivating	motivating	NOUN
ajfsoa-308	187	24	traits	trait	NOUN
ajfsoa-308	187	25	or	or	CCONJ
ajfsoa-308	187	26	attributes	attribute	NOUN
ajfsoa-308	187	27	of	of	ADP
ajfsoa-308	187	28	maize	maize	NOUN
ajfsoa-308	187	29	and	and	CCONJ
ajfsoa-308	187	30	proportion	proportion	NOUN
ajfsoa-308	187	31	of	of	ADP
ajfsoa-308	187	32	maize	maize	NOUN
ajfsoa-308	187	33	to	to	ADP
ajfsoa-308	187	34	total	total	ADJ
ajfsoa-308	187	35	farm	farm	NOUN
ajfsoa-308	187	36	area	area	NOUN
ajfsoa-308	187	37	.	.	PUNCT
ajfsoa-308	188	1	these	these	DET
ajfsoa-308	188	2	features	feature	NOUN
ajfsoa-308	188	3	are	be	AUX
ajfsoa-308	188	4	table	table	NOUN
ajfsoa-308	188	5	6	6	NUM
ajfsoa-308	188	6	.	.	PUNCT
ajfsoa-308	188	7	benchmark	benchmark	ADJ
ajfsoa-308	188	8	characteristics	characteristic	NOUN
ajfsoa-308	188	9	of	of	ADP
ajfsoa-308	188	10	risk	risk	NOUN
ajfsoa-308	188	11	averse	averse	ADJ
ajfsoa-308	188	12	groups	group	NOUN
ajfsoa-308	188	13	.	.	PUNCT
ajfsoa-308	189	1	risk	risk	NOUN
ajfsoa-308	189	2	averse	averse	ADJ
ajfsoa-308	189	3	group	group	NOUN
ajfsoa-308	189	4	expected	expect	VERB
ajfsoa-308	189	5	variables	variable	NOUN
ajfsoa-308	189	6	sign	sign	VERB
ajfsoa-308	189	7	low	low	ADJ
ajfsoa-308	189	8	medium	medium	ADJ
ajfsoa-308	189	9	high	high	ADJ
ajfsoa-308	189	10	age	age	NOUN
ajfsoa-308	189	11	(	(	PUNCT
ajfsoa-308	189	12	years	year	NOUN
ajfsoa-308	189	13	)	)	PUNCT
ajfsoa-308	190	1	+	+	CCONJ
ajfsoa-308	190	2	50.69	50.69	NUM
ajfsoa-308	190	3	43.36	43.36	NUM
ajfsoa-308	190	4	42.88	42.88	NUM
ajfsoa-308	190	5	major	major	ADJ
ajfsoa-308	190	6	occupation	occupation	NOUN
ajfsoa-308	190	7	(	(	PUNCT
ajfsoa-308	190	8	farming	farming	NOUN
ajfsoa-308	190	9	=	=	SYM
ajfsoa-308	190	10	1	1	NUM
ajfsoa-308	190	11	;	;	PUNCT
ajfsoa-308	190	12	others	other	NOUN
ajfsoa-308	190	13	0	0	NUM
ajfsoa-308	190	14	)	)	PUNCT
ajfsoa-308	190	15	+	+	CCONJ
ajfsoa-308	190	16	0.74	0.74	NUM
ajfsoa-308	190	17	0.74	0.74	NUM
ajfsoa-308	190	18	0.74	0.74	NUM
ajfsoa-308	190	19	years	year	NOUN
ajfsoa-308	190	20	of	of	ADP
ajfsoa-308	190	21	schooling	schooling	NOUN
ajfsoa-308	190	22	6.62	6.62	NUM
ajfsoa-308	190	23	5.93	5.93	NUM
ajfsoa-308	190	24	6.09	6.09	NUM
ajfsoa-308	190	25	household	household	NOUN
ajfsoa-308	190	26	size	size	NOUN
ajfsoa-308	190	27	(	(	PUNCT
ajfsoa-308	190	28	no	no	NOUN
ajfsoa-308	190	29	)	)	PUNCT
ajfsoa-308	191	1	+	+	ADJ
ajfsoa-308	191	2	(	(	PUNCT
ajfsoa-308	191	3	-	-	PUNCT
ajfsoa-308	191	4	)	)	PUNCT
ajfsoa-308	191	5	17.50	17.50	NUM
ajfsoa-308	191	6	13.05	13.05	NUM
ajfsoa-308	191	7	11.70	11.70	NUM
ajfsoa-308	191	8	membership	membership	NOUN
ajfsoa-308	191	9	of	of	ADP
ajfsoa-308	191	10	association	association	NOUN
ajfsoa-308	191	11	(	(	PUNCT
ajfsoa-308	191	12	1	1	NUM
ajfsoa-308	191	13	=	=	NOUN
ajfsoa-308	191	14	yes	yes	INTJ
ajfsoa-308	191	15	;	;	PUNCT
ajfsoa-308	191	16	0	0	X
ajfsoa-308	191	17	=	=	SYM
ajfsoa-308	191	18	(	(	PUNCT
ajfsoa-308	191	19	no	no	INTJ
ajfsoa-308	191	20	)	)	PUNCT
ajfsoa-308	191	21	0.46	0.46	NUM
ajfsoa-308	191	22	0.59	0.59	NUM
ajfsoa-308	191	23	0.50	0.50	NUM
ajfsoa-308	191	24	leadership	leadership	NOUN
ajfsoa-308	191	25	position	position	NOUN
ajfsoa-308	191	26	(	(	PUNCT
ajfsoa-308	191	27	1	1	NUM
ajfsoa-308	191	28	=	=	NOUN
ajfsoa-308	191	29	yes	yes	INTJ
ajfsoa-308	191	30	;	;	PUNCT
ajfsoa-308	191	31	0	0	X
ajfsoa-308	191	32	=	=	SYM
ajfsoa-308	191	33	no	no	NOUN
ajfsoa-308	191	34	)	)	PUNCT
ajfsoa-308	191	35	0.31	0.31	NUM
ajfsoa-308	191	36	0.46	0.46	NUM
ajfsoa-308	191	37	0.26	0.26	NUM
ajfsoa-308	191	38	proportion	proportion	NOUN
ajfsoa-308	191	39	of	of	ADP
ajfsoa-308	191	40	maize	maize	NOUN
ajfsoa-308	191	41	to	to	ADP
ajfsoa-308	191	42	total	total	ADJ
ajfsoa-308	191	43	farm	farm	NOUN
ajfsoa-308	191	44	area	area	NOUN
ajfsoa-308	191	45	(	(	PUNCT
ajfsoa-308	191	46	%	%	INTJ
ajfsoa-308	191	47	ha	ha	INTJ
ajfsoa-308	191	48	)	)	PUNCT
ajfsoa-308	191	49	52.31	52.31	NUM
ajfsoa-308	191	50	49.59	49.59	NUM
ajfsoa-308	191	51	42.46	42.46	NUM
ajfsoa-308	191	52	proportion	proportion	NOUN
ajfsoa-308	191	53	of	of	ADP
ajfsoa-308	191	54	maize	maize	NOUN
ajfsoa-308	191	55	income	income	NOUN
ajfsoa-308	191	56	to	to	ADP
ajfsoa-308	191	57	non	non	ADJ
ajfsoa-308	191	58	-	-	ADJ
ajfsoa-308	191	59	farm	farm	ADJ
ajfsoa-308	191	60	income	income	NOUN
ajfsoa-308	191	61	(	(	PUNCT
ajfsoa-308	191	62	%	%	INTJ
ajfsoa-308	191	63	naira	naira	ADJ
ajfsoa-308	191	64	)	)	PUNCT
ajfsoa-308	191	65	51.57	51.57	NUM
ajfsoa-308	191	66	36.36	36.36	NUM
ajfsoa-308	191	67	43.20	43.20	NUM
ajfsoa-308	191	68	proportion	proportion	NOUN
ajfsoa-308	191	69	of	of	ADP
ajfsoa-308	191	70	maize	maize	NOUN
ajfsoa-308	191	71	income	income	NOUN
ajfsoa-308	191	72	to	to	ADP
ajfsoa-308	191	73	non	non	ADJ
ajfsoa-308	191	74	-	-	ADJ
ajfsoa-308	191	75	farm	farm	ADJ
ajfsoa-308	191	76	income	income	NOUN
ajfsoa-308	191	77	(	(	PUNCT
ajfsoa-308	191	78	%	%	NOUN
ajfsoa-308	191	79	naira	naira	NOUN
ajfsoa-308	191	80	)	)	PUNCT
ajfsoa-308	191	81	361.61	361.61	NUM
ajfsoa-308	191	82	251.69	251.69	NUM
ajfsoa-308	191	83	299.08	299.08	NUM
ajfsoa-308	191	84	total	total	ADJ
ajfsoa-308	191	85	number	number	NOUN
ajfsoa-308	191	86	of	of	ADP
ajfsoa-308	191	87	farms	farm	NOUN
ajfsoa-308	191	88	11.42	11.42	NUM
ajfsoa-308	191	89	4.82	4.82	NUM
ajfsoa-308	191	90	3.76	3.76	NUM
ajfsoa-308	191	91	maize	maize	NOUN
ajfsoa-308	191	92	farming	farming	NOUN
ajfsoa-308	191	93	experience	experience	NOUN
ajfsoa-308	191	94	(	(	PUNCT
ajfsoa-308	191	95	years	year	NOUN
ajfsoa-308	191	96	)	)	PUNCT
ajfsoa-308	191	97	23.62	23.62	NUM
ajfsoa-308	191	98	13.92	13.92	NUM
ajfsoa-308	191	99	15.96	15.96	NUM
ajfsoa-308	191	100	adequacy	adequacy	NOUN
ajfsoa-308	191	101	of	of	ADP
ajfsoa-308	191	102	maize	maize	NOUN
ajfsoa-308	191	103	market	market	NOUN
ajfsoa-308	191	104	(	(	PUNCT
ajfsoa-308	191	105	1	1	NUM
ajfsoa-308	191	106	=	=	SYM
ajfsoa-308	191	107	yes	yes	INTJ
ajfsoa-308	191	108	;	;	PUNCT
ajfsoa-308	191	109	0	0	X
ajfsoa-308	191	110	=	=	SYM
ajfsoa-308	191	111	no	no	NOUN
ajfsoa-308	191	112	)	)	PUNCT
ajfsoa-308	191	113	0.12	0.12	NUM
ajfsoa-308	191	114	0.47	0.47	NUM
ajfsoa-308	191	115	0.25	0.25	NUM
ajfsoa-308	191	116	number	number	NOUN
ajfsoa-308	191	117	of	of	ADP
ajfsoa-308	191	118	motivating	motivate	VERB
ajfsoa-308	191	119	traits	trait	NOUN
ajfsoa-308	191	120	/	/	SYM
ajfsoa-308	191	121	attributes	attribute	NOUN
ajfsoa-308	191	122	of	of	ADP
ajfsoa-308	191	123	maize	maize	NOUN
ajfsoa-308	191	124	1.50	1.50	NUM
ajfsoa-308	191	125	2.15	2.15	NUM
ajfsoa-308	191	126	2.20	2.20	NUM
ajfsoa-308	191	127	table	table	NOUN
ajfsoa-308	191	128	7	7	NUM
ajfsoa-308	191	129	.	.	PUNCT
ajfsoa-308	191	130	wilk‟s	wilk‟s	X
ajfsoa-308	191	131	lambda	lambda	ADJ
ajfsoa-308	191	132	statistics	statistic	NOUN
ajfsoa-308	191	133	and	and	CCONJ
ajfsoa-308	191	134	levels	level	NOUN
ajfsoa-308	191	135	of	of	ADP
ajfsoa-308	191	136	significance	significance	NOUN
ajfsoa-308	191	137	of	of	ADP
ajfsoa-308	191	138	discriminating	discriminate	VERB
ajfsoa-308	191	139	variables	variable	NOUN
ajfsoa-308	191	140	(	(	PUNCT
ajfsoa-308	191	141	with	with	ADP
ajfsoa-308	191	142	2	2	NUM
ajfsoa-308	191	143	and	and	CCONJ
ajfsoa-308	191	144	214	214	NUM
ajfsoa-308	191	145	degree	degree	NOUN
ajfsoa-308	191	146	of	of	ADP
ajfsoa-308	191	147	freedom	freedom	NOUN
ajfsoa-308	191	148	)	)	PUNCT
ajfsoa-308	191	149	for	for	ADP
ajfsoa-308	191	150	level	level	NOUN
ajfsoa-308	191	151	two	two	NUM
ajfsoa-308	191	152	discriminant	discriminant	ADJ
ajfsoa-308	191	153	analysis	analysis	NOUN
ajfsoa-308	191	154	.	.	PUNCT
ajfsoa-308	192	1	variables	variable	NOUN
ajfsoa-308	192	2	significance	significance	NOUN
ajfsoa-308	192	3	wilks	wilk	NOUN
ajfsoa-308	192	4	lambda	lambda	ADJ
ajfsoa-308	192	5	total	total	ADJ
ajfsoa-308	192	6	number	number	NOUN
ajfsoa-308	192	7	of	of	ADP
ajfsoa-308	192	8	farms	farm	NOUN
ajfsoa-308	192	9	*	*	NOUN
ajfsoa-308	192	10	0.600	0.600	NUM
ajfsoa-308	192	11	0.000	0.000	NUM
ajfsoa-308	192	12	first	first	ADJ
ajfsoa-308	192	13	level	level	NOUN
ajfsoa-308	192	14	probability	probability	NOUN
ajfsoa-308	192	15	of	of	ADP
ajfsoa-308	192	16	sales	sale	NOUN
ajfsoa-308	192	17	(	(	PUNCT
ajfsoa-308	192	18	%	%	NOUN
ajfsoa-308	192	19	)	)	PUNCT
ajfsoa-308	192	20	*	*	PUNCT
ajfsoa-308	192	21	0.704	0.704	NUM
ajfsoa-308	192	22	0.000	0.000	NUM
ajfsoa-308	192	23	number	number	NOUN
ajfsoa-308	192	24	of	of	ADP
ajfsoa-308	192	25	visits	visit	NOUN
ajfsoa-308	192	26	by	by	ADP
ajfsoa-308	192	27	extension	extension	NOUN
ajfsoa-308	192	28	agents	agent	NOUN
ajfsoa-308	192	29	to	to	ADP
ajfsoa-308	192	30	farmers	farmer	NOUN
ajfsoa-308	192	31	per	per	ADP
ajfsoa-308	192	32	cropping	crop	VERB
ajfsoa-308	192	33	season	season	NOUN
ajfsoa-308	192	34	*	*	PROPN
ajfsoa-308	192	35	0.808	0.808	NUM
ajfsoa-308	192	36	0.000	0.000	NUM
ajfsoa-308	192	37	maize	maize	NOUN
ajfsoa-308	192	38	farming	farming	NOUN
ajfsoa-308	192	39	experience	experience	NOUN
ajfsoa-308	192	40	(	(	PUNCT
ajfsoa-308	192	41	years	year	NOUN
ajfsoa-308	192	42	)	)	PUNCT
ajfsoa-308	192	43	*	*	SYM
ajfsoa-308	192	44	0.912	0.912	NUM
ajfsoa-308	192	45	0.000	0.000	NUM
ajfsoa-308	192	46	adequacy	adequacy	NOUN
ajfsoa-308	192	47	of	of	ADP
ajfsoa-308	192	48	maize	maize	NOUN
ajfsoa-308	192	49	market	market	NOUN
ajfsoa-308	192	50	(	(	PUNCT
ajfsoa-308	192	51	1	1	NUM
ajfsoa-308	192	52	=	=	NOUN
ajfsoa-308	192	53	yes	yes	INTJ
ajfsoa-308	192	54	;	;	PUNCT
ajfsoa-308	192	55	0	0	X
ajfsoa-308	193	1	=	=	SYM
ajfsoa-308	193	2	no	no	NOUN
ajfsoa-308	193	3	)	)	PUNCT
ajfsoa-308	193	4	*	*	NOUN
ajfsoa-308	193	5	0.924	0.924	NUM
ajfsoa-308	193	6	0.000	0.000	NUM
ajfsoa-308	193	7	number	number	NOUN
ajfsoa-308	193	8	of	of	ADP
ajfsoa-308	193	9	risk	risk	NOUN
ajfsoa-308	193	10	types	type	NOUN
ajfsoa-308	193	11	faced	face	VERB
ajfsoa-308	193	12	by	by	ADP
ajfsoa-308	193	13	farmers	farmer	NOUN
ajfsoa-308	193	14	*	*	NOUN
ajfsoa-308	193	15	0.925	0.925	NUM
ajfsoa-308	193	16	0.000	0.000	NUM
ajfsoa-308	193	17	age	age	NOUN
ajfsoa-308	193	18	(	(	PUNCT
ajfsoa-308	193	19	years	year	NOUN
ajfsoa-308	193	20	)	)	PUNCT
ajfsoa-308	193	21	*	*	NUM
ajfsoa-308	193	22	0.929	0.929	NUM
ajfsoa-308	193	23	0.000	0.000	NUM
ajfsoa-308	193	24	second	second	ADJ
ajfsoa-308	193	25	level	level	NOUN
ajfsoa-308	193	26	probability	probability	NOUN
ajfsoa-308	193	27	of	of	ADP
ajfsoa-308	193	28	sales	sale	NOUN
ajfsoa-308	193	29	(	(	PUNCT
ajfsoa-308	193	30	%	%	NOUN
ajfsoa-308	193	31	)	)	PUNCT
ajfsoa-308	193	32	*	*	PUNCT
ajfsoa-308	193	33	0.936	0.936	NUM
ajfsoa-308	193	34	0.001	0.001	NUM
ajfsoa-308	193	35	household	household	NOUN
ajfsoa-308	193	36	size	size	NOUN
ajfsoa-308	193	37	(	(	PUNCT
ajfsoa-308	193	38	no	no	INTJ
ajfsoa-308	193	39	.	.	PUNCT
ajfsoa-308	193	40	)	)	PUNCT
ajfsoa-308	194	1	*	*	PUNCT
ajfsoa-308	194	2	0.938	0.938	NUM
ajfsoa-308	194	3	0.001	0.001	NUM
ajfsoa-308	194	4	leadership	leadership	NOUN
ajfsoa-308	194	5	position	position	NOUN
ajfsoa-308	194	6	(	(	PUNCT
ajfsoa-308	194	7	1	1	NUM
ajfsoa-308	194	8	=	=	NOUN
ajfsoa-308	194	9	yes	yes	INTJ
ajfsoa-308	194	10	;	;	PUNCT
ajfsoa-308	194	11	0	0	X
ajfsoa-308	194	12	=	=	SYM
ajfsoa-308	194	13	no	no	NOUN
ajfsoa-308	194	14	)	)	PUNCT
ajfsoa-308	194	15	*	*	PUNCT
ajfsoa-308	194	16	0.960	0.960	NUM
ajfsoa-308	194	17	0.013	0.013	NUM
ajfsoa-308	194	18	number	number	NOUN
ajfsoa-308	194	19	of	of	ADP
ajfsoa-308	194	20	motivating	motivate	VERB
ajfsoa-308	194	21	traits	trait	NOUN
ajfsoa-308	194	22	/	/	SYM
ajfsoa-308	194	23	attributes	attribute	NOUN
ajfsoa-308	194	24	of	of	ADP
ajfsoa-308	194	25	maize	maize	NOUN
ajfsoa-308	194	26	*	*	PUNCT
ajfsoa-308	194	27	0.961	0.961	NUM
ajfsoa-308	194	28	0.014	0.014	NUM
ajfsoa-308	194	29	proportion	proportion	NOUN
ajfsoa-308	194	30	of	of	ADP
ajfsoa-308	194	31	maize	maize	NOUN
ajfsoa-308	194	32	to	to	ADP
ajfsoa-308	194	33	total	total	ADJ
ajfsoa-308	194	34	farm	farm	NOUN
ajfsoa-308	194	35	area	area	NOUN
ajfsoa-308	194	36	(	(	PUNCT
ajfsoa-308	194	37	%	%	INTJ
ajfsoa-308	194	38	ha	ha	INTJ
ajfsoa-308	194	39	)	)	PUNCT
ajfsoa-308	194	40	*	*	NOUN
ajfsoa-308	194	41	0.969	0.969	NUM
ajfsoa-308	194	42	0.035	0.035	NUM
ajfsoa-308	194	43	proportion	proportion	NOUN
ajfsoa-308	194	44	of	of	ADP
ajfsoa-308	194	45	maize	maize	NOUN
ajfsoa-308	194	46	income	income	NOUN
ajfsoa-308	194	47	to	to	ADP
ajfsoa-308	194	48	total	total	ADJ
ajfsoa-308	194	49	farm	farm	NOUN
ajfsoa-308	194	50	income	income	NOUN
ajfsoa-308	194	51	(	(	PUNCT
ajfsoa-308	194	52	%	%	INTJ
ajfsoa-308	194	53	naira	naira	NUM
ajfsoa-308	194	54	)	)	PUNCT
ajfsoa-308	194	55	*	*	SYM
ajfsoa-308	194	56	0.969	0.969	NUM
ajfsoa-308	194	57	0.035	0.035	NUM
ajfsoa-308	194	58	membership	membership	NOUN
ajfsoa-308	194	59	of	of	ADP
ajfsoa-308	194	60	association	association	NOUN
ajfsoa-308	194	61	(	(	PUNCT
ajfsoa-308	194	62	1	1	NUM
ajfsoa-308	194	63	=	=	NOUN
ajfsoa-308	194	64	yes	yes	INTJ
ajfsoa-308	194	65	;	;	PUNCT
ajfsoa-308	194	66	0	0	X
ajfsoa-308	194	67	=	=	SYM
ajfsoa-308	194	68	no	no	NOUN
ajfsoa-308	194	69	)	)	PUNCT
ajfsoa-308	194	70	0.991	0.991	NUM
ajfsoa-308	194	71	0.377	0.377	NUM
ajfsoa-308	194	72	years	year	NOUN
ajfsoa-308	194	73	of	of	ADP
ajfsoa-308	194	74	schooling	school	VERB
ajfsoa-308	194	75	0.994	0.994	NUM
ajfsoa-308	194	76	0.523	0.523	NUM
ajfsoa-308	194	77	proportion	proportion	NOUN
ajfsoa-308	194	78	of	of	ADP
ajfsoa-308	194	79	maize	maize	NOUN
ajfsoa-308	194	80	to	to	ADP
ajfsoa-308	194	81	non	non	ADJ
ajfsoa-308	194	82	-	-	ADJ
ajfsoa-308	194	83	farm	farm	ADJ
ajfsoa-308	194	84	income	income	NOUN
ajfsoa-308	194	85	(	(	PUNCT
ajfsoa-308	194	86	%	%	INTJ
ajfsoa-308	194	87	naira	naira	ADJ
ajfsoa-308	194	88	)	)	PUNCT
ajfsoa-308	194	89	0.994	0.994	NUM
ajfsoa-308	194	90	0.530	0.530	NUM
ajfsoa-308	194	91	per	per	ADP
ajfsoa-308	194	92	capita	capita	X
ajfsoa-308	194	93	household	household	NOUN
ajfsoa-308	194	94	food	food	NOUN
ajfsoa-308	194	95	expenditure	expenditure	NOUN
ajfsoa-308	194	96	(	(	PUNCT
ajfsoa-308	194	97	naira	naira	PROPN
ajfsoa-308	194	98	)	)	PUNCT
ajfsoa-308	194	99	0.996	0.996	NUM
ajfsoa-308	194	100	0.622	0.622	NUM
ajfsoa-308	194	101	major	major	ADJ
ajfsoa-308	194	102	occupation	occupation	NOUN
ajfsoa-308	194	103	(	(	PUNCT
ajfsoa-308	194	104	farming	farming	NOUN
ajfsoa-308	194	105	=	=	SYM
ajfsoa-308	194	106	1	1	NUM
ajfsoa-308	194	107	;	;	PUNCT
ajfsoa-308	194	108	others	other	NOUN
ajfsoa-308	194	109	=	=	SYM
ajfsoa-308	194	110	0	0	NUM
ajfsoa-308	194	111	)	)	PUNCT
ajfsoa-308	194	112	0.999	0.999	NUM
ajfsoa-308	194	113	0.942	0.942	NUM
ajfsoa-308	194	114	*	*	PUNCT
ajfsoa-308	194	115	statistically	statistically	ADV
ajfsoa-308	194	116	significant	significant	ADJ
ajfsoa-308	194	117	variables	variable	NOUN
ajfsoa-308	194	118	important	important	ADJ
ajfsoa-308	194	119	in	in	ADP
ajfsoa-308	194	120	determining	determine	VERB
ajfsoa-308	194	121	the	the	DET
ajfsoa-308	194	122	basic	basic	ADJ
ajfsoa-308	194	123	attitudes	attitude	NOUN
ajfsoa-308	194	124	of	of	ADP
ajfsoa-308	194	125	the	the	DET
ajfsoa-308	194	126	farmers	farmer	NOUN
ajfsoa-308	194	127	towards	towards	ADP
ajfsoa-308	194	128	maize	maize	NOUN
ajfsoa-308	194	129	risk	risk	NOUN
ajfsoa-308	194	130	.	.	PUNCT
ajfsoa-308	195	1	for	for	ADP
ajfsoa-308	195	2	instance	instance	NOUN
ajfsoa-308	195	3	the	the	PRON
ajfsoa-308	195	4	larger	large	ADJ
ajfsoa-308	195	5	the	the	DET
ajfsoa-308	195	6	proportion	proportion	NOUN
ajfsoa-308	195	7	of	of	ADP
ajfsoa-308	195	8	maize	maize	NOUN
ajfsoa-308	195	9	farm	farm	NOUN
ajfsoa-308	195	10	total	total	NOUN
ajfsoa-308	195	11	farm	farm	NOUN
ajfsoa-308	195	12	area	area	NOUN
ajfsoa-308	195	13	cultivated	cultivate	VERB
ajfsoa-308	195	14	by	by	ADP
ajfsoa-308	195	15	farmers	farmer	NOUN
ajfsoa-308	195	16	,	,	PUNCT
ajfsoa-308	195	17	the	the	DET
ajfsoa-308	195	18	less	less	ADV
ajfsoa-308	195	19	likely	likely	ADJ
ajfsoa-308	195	20	the	the	DET
ajfsoa-308	195	21	farmer	farmer	NOUN
ajfsoa-308	195	22	would	would	AUX
ajfsoa-308	195	23	avoid	avoid	VERB
ajfsoa-308	195	24	taking	take	VERB
ajfsoa-308	195	25	risk	risk	NOUN
ajfsoa-308	195	26	.	.	PUNCT
ajfsoa-308	196	1	other	other	ADJ
ajfsoa-308	196	2	farm	farm	NOUN
ajfsoa-308	196	3	ing	ing	NOUN
ajfsoa-308	196	4	features	feature	NOUN
ajfsoa-308	196	5	that	that	PRON
ajfsoa-308	196	6	are	be	AUX
ajfsoa-308	196	7	important	important	ADJ
ajfsoa-308	196	8	are	be	AUX
ajfsoa-308	196	9	closely	closely	ADV
ajfsoa-308	196	10	linked	link	VERB
ajfsoa-308	196	11	with	with	ADP
ajfsoa-308	196	12	the	the	DET
ajfsoa-308	196	13	total	total	ADJ
ajfsoa-308	196	14	number	number	NOUN
ajfsoa-308	196	15	of	of	ADP
ajfsoa-308	196	16	farms	farm	NOUN
ajfsoa-308	196	17	.	.	PUNCT
ajfsoa-308	197	1	in	in	ADP
ajfsoa-308	197	2	this	this	DET
ajfsoa-308	197	3	regard	regard	NOUN
ajfsoa-308	197	4	,	,	PUNCT
ajfsoa-308	197	5	spatial	spatial	ADJ
ajfsoa-308	197	6	diversifycation	diversifycation	NOUN
ajfsoa-308	197	7	of	of	ADP
ajfsoa-308	197	8	crop	crop	NOUN
ajfsoa-308	197	9	production	production	NOUN
ajfsoa-308	197	10	is	be	AUX
ajfsoa-308	197	11	an	an	DET
ajfsoa-308	197	12	important	important	ADJ
ajfsoa-308	197	13	strategy	strategy	NOUN
ajfsoa-308	197	14	in	in	ADP
ajfsoa-308	197	15	mitigating	mitigate	VERB
ajfsoa-308	197	16	risks	risk	NOUN
ajfsoa-308	197	17	in	in	ADP
ajfsoa-308	197	18	maize	maize	NOUN
ajfsoa-308	197	19	production	production	NOUN
ajfsoa-308	197	20	.	.	PUNCT
ajfsoa-308	198	1	the	the	DET
ajfsoa-308	198	2	geographic	geographic	ADJ
ajfsoa-308	198	3	spread	spread	NOUN
ajfsoa-308	198	4	of	of	ADP
ajfsoa-308	198	5	fields	field	NOUN
ajfsoa-308	198	6	allows	allow	VERB
ajfsoa-308	198	7	farmers	farmer	NOUN
ajfsoa-308	198	8	to	to	PART
ajfsoa-308	198	9	exploit	exploit	VERB
ajfsoa-308	198	10	better	well	ADJ
ajfsoa-308	198	11	the	the	DET
ajfsoa-308	198	12	heterogeneity	heterogeneity	NOUN
ajfsoa-308	198	13	in	in	ADP
ajfsoa-308	198	14	bio	bio	ADJ
ajfsoa-308	198	15	-	-	ADJ
ajfsoa-308	198	16	physical	physical	ADJ
ajfsoa-308	198	17	resources	resource	NOUN
ajfsoa-308	198	18	(	(	PUNCT
ajfsoa-308	198	19	water	water	NOUN
ajfsoa-308	198	20	,	,	PUNCT
ajfsoa-308	198	21	soil	soil	NOUN
ajfsoa-308	198	22	fertility	fertility	NOUN
ajfsoa-308	198	23	,	,	PUNCT
ajfsoa-308	198	24	pests	pest	NOUN
ajfsoa-308	198	25	control	control	NOUN
ajfsoa-308	198	26	,	,	PUNCT
ajfsoa-308	198	27	etc	etc	X
ajfsoa-308	198	28	)	)	PUNCT
ajfsoa-308	198	29	for	for	ADP
ajfsoa-308	198	30	an	an	DET
ajfsoa-308	198	31	increased	increase	VERB
ajfsoa-308	198	32	production	production	NOUN
ajfsoa-308	198	33	of	of	ADP
ajfsoa-308	198	34	maize	maize	NOUN
ajfsoa-308	198	35	.	.	PUNCT
ajfsoa-308	199	1	generally	generally	ADV
ajfsoa-308	199	2	,	,	PUNCT
ajfsoa-308	199	3	mixed	mixed	ADJ
ajfsoa-308	199	4	cropping	cropping	NOUN
ajfsoa-308	199	5	allows	allow	VERB
ajfsoa-308	199	6	more	more	ADV
ajfsoa-308	199	7	productive	productive	ADJ
ajfsoa-308	199	8	and	and	CCONJ
ajfsoa-308	199	9	sustainable	sustainable	ADJ
ajfsoa-308	199	10	crop	crop	NOUN
ajfsoa-308	199	11	production	production	NOUN
ajfsoa-308	199	12	through	through	ADP
ajfsoa-308	199	13	complementary	complementary	ADJ
ajfsoa-308	199	14	roles	role	NOUN
ajfsoa-308	199	15	of	of	ADP
ajfsoa-308	199	16	components	component	NOUN
ajfsoa-308	199	17	in	in	ADP
ajfsoa-308	199	18	the	the	DET
ajfsoa-308	199	19	same	same	ADJ
ajfsoa-308	199	20	piece	piece	NOUN
ajfsoa-308	199	21	of	of	ADP
ajfsoa-308	199	22	land	land	NOUN
ajfsoa-308	199	23	;	;	PUNCT
ajfsoa-308	199	24	reduced	reduced	ADJ
ajfsoa-308	199	25	labour	labour	NOUN
ajfsoa-308	199	26	,	,	PUNCT
ajfsoa-308	199	27	control	control	NOUN
ajfsoa-308	199	28	of	of	ADP
ajfsoa-308	199	29	weeds	weed	NOUN
ajfsoa-308	199	30	,	,	PUNCT
ajfsoa-308	199	31	etc	etc	X
ajfsoa-308	199	32	.	.	X
ajfsoa-308	200	1	lastly	lastly	ADV
ajfsoa-308	200	2	,	,	PUNCT
ajfsoa-308	200	3	institutional	institutional	ADJ
ajfsoa-308	200	4	factors	factor	NOUN
ajfsoa-308	200	5	such	such	ADJ
ajfsoa-308	200	6	as	as	ADP
ajfsoa-308	200	7	number	number	NOUN
ajfsoa-308	200	8	of	of	ADP
ajfsoa-308	200	9	visits	visit	NOUN
ajfsoa-308	200	10	by	by	ADP
ajfsoa-308	200	11	extension	extension	NOUN
ajfsoa-308	200	12	agents	agent	NOUN
ajfsoa-308	200	13	to	to	ADP
ajfsoa-308	200	14	farmer	farmer	NOUN
ajfsoa-308	200	15	per	per	ADP
ajfsoa-308	200	16	cropping	crop	VERB
ajfsoa-308	200	17	season	season	NOUN
ajfsoa-308	200	18	and	and	CCONJ
ajfsoa-308	200	19	adequacy	adequacy	NOUN
ajfsoa-308	200	20	of	of	ADP
ajfsoa-308	200	21	maize	maize	NOUN
ajfsoa-308	200	22	market	market	NOUN
ajfsoa-308	200	23	are	be	AUX
ajfsoa-308	200	24	also	also	ADV
ajfsoa-308	200	25	significant	significant	ADJ
ajfsoa-308	200	26	.	.	PUNCT
ajfsoa-308	201	1	the	the	DET
ajfsoa-308	201	2	reliance	reliance	NOUN
ajfsoa-308	201	3	of	of	ADP
ajfsoa-308	201	4	farmers	farmer	NOUN
ajfsoa-308	201	5	on	on	ADP
ajfsoa-308	201	6	innovational	innovational	ADJ
ajfsoa-308	201	7	information	information	NOUN
ajfsoa-308	201	8	comes	come	VERB
ajfsoa-308	201	9	into	into	ADP
ajfsoa-308	201	10	play	play	NOUN
ajfsoa-308	201	11	here	here	ADV
ajfsoa-308	201	12	.	.	PUNCT
ajfsoa-308	202	1	this	this	PRON
ajfsoa-308	202	2	suggests	suggest	VERB
ajfsoa-308	202	3	a	a	DET
ajfsoa-308	202	4	reinforcement	reinforcement	NOUN
ajfsoa-308	202	5	of	of	ADP
ajfsoa-308	202	6	the	the	DET
ajfsoa-308	202	7	extension	extension	NOUN
ajfsoa-308	202	8	systems	system	NOUN
ajfsoa-308	202	9	,	,	PUNCT
ajfsoa-308	202	10	both	both	PRON
ajfsoa-308	202	11	private	private	ADJ
ajfsoa-308	202	12	and	and	CCONJ
ajfsoa-308	202	13	public	public	ADJ
ajfsoa-308	202	14	.	.	PUNCT
ajfsoa-308	203	1	also	also	ADV
ajfsoa-308	203	2	ready	ready	ADJ
ajfsoa-308	203	3	and	and	CCONJ
ajfsoa-308	203	4	good	good	ADJ
ajfsoa-308	203	5	market	market	NOUN
ajfsoa-308	203	6	for	for	ADP
ajfsoa-308	203	7	farm	farm	NOUN
ajfsoa-308	203	8	produce	produce	NOUN
ajfsoa-308	203	9	is	be	AUX
ajfsoa-308	203	10	usually	usually	ADV
ajfsoa-308	203	11	an	an	DET
ajfsoa-308	203	12	issue	issue	NOUN
ajfsoa-308	203	13	of	of	ADP
ajfsoa-308	203	14	worry	worry	NOUN
ajfsoa-308	203	15	for	for	ADP
ajfsoa-308	203	16	farmers	farmer	NOUN
ajfsoa-308	203	17	in	in	ADP
ajfsoa-308	203	18	africa	africa	PROPN
ajfsoa-308	203	19	.	.	PUNCT
ajfsoa-308	204	1	year	year	NOUN
ajfsoa-308	204	2	-	-	PUNCT
ajfsoa-308	204	3	in	in	ADP
ajfsoa-308	204	4	-	-	PUNCT
ajfsoa-308	204	5	year	year	NOUN
ajfsoa-308	204	6	-out	-out	NOUN
ajfsoa-308	204	7	,	,	PUNCT
ajfsoa-308	204	8	peasants	peasant	NOUN
ajfsoa-308	204	9	loose	loose	VERB
ajfsoa-308	204	10	big	big	ADJ
ajfsoa-308	204	11	sum	sum	NOUN
ajfsoa-308	204	12	of	of	ADP
ajfsoa-308	204	13	money	money	NOUN
ajfsoa-308	204	14	because	because	SCONJ
ajfsoa-308	204	15	they	they	PRON
ajfsoa-308	204	16	can	can	AUX
ajfsoa-308	204	17	not	not	PART
ajfsoa-308	204	18	either	either	CCONJ
ajfsoa-308	204	19	sell	sell	VERB
ajfsoa-308	204	20	their	their	PRON
ajfsoa-308	204	21	produce	produce	NOUN
ajfsoa-308	204	22	at	at	ADP
ajfsoa-308	204	23	an	an	DET
ajfsoa-308	204	24	optimum	optimum	ADJ
ajfsoa-308	204	25	price	price	NOUN
ajfsoa-308	204	26	or	or	CCONJ
ajfsoa-308	204	27	preserve	preserve	VERB
ajfsoa-308	204	28	these	these	DET
ajfsoa-308	204	29	produce	produce	NOUN
ajfsoa-308	204	30	for	for	ADP
ajfsoa-308	204	31	an	an	DET
ajfsoa-308	204	32	increase	increase	NOUN
ajfsoa-308	204	33	in	in	ADP
ajfsoa-308	204	34	market	market	NOUN
ajfsoa-308	204	35	worth	worth	ADJ
ajfsoa-308	204	36	.	.	PUNCT
ajfsoa-308	205	1	in	in	ADP
ajfsoa-308	205	2	summary	summary	NOUN
ajfsoa-308	205	3	the	the	DET
ajfsoa-308	205	4	issues	issue	NOUN
ajfsoa-308	205	5	highlighted	highlight	VERB
ajfsoa-308	205	6	earlier	early	ADV
ajfsoa-308	205	7	on	on	ADV
ajfsoa-308	205	8	,	,	PUNCT
ajfsoa-308	205	9	pertaining	pertain	VERB
ajfsoa-308	205	10	to	to	ADP
ajfsoa-308	205	11	the	the	DET
ajfsoa-308	205	12	natural	natural	ADJ
ajfsoa-308	205	13	,	,	PUNCT
ajfsoa-308	205	14	economic	economic	ADJ
ajfsoa-308	205	15	and	and	CCONJ
ajfsoa-308	205	16	technical	technical	ADJ
ajfsoa-308	205	17	risks	risk	NOUN
ajfsoa-308	205	18	are	be	AUX
ajfsoa-308	205	19	most	most	ADV
ajfsoa-308	205	20	often	often	ADV
ajfsoa-308	205	21	embedded	embed	VERB
ajfsoa-308	205	22	in	in	ADP
ajfsoa-308	205	23	the	the	DET
ajfsoa-308	205	24	agricultural	agricultural	ADJ
ajfsoa-308	205	25	sector	sector	NOUN
ajfsoa-308	205	26	of	of	ADP
ajfsoa-308	205	27	most	most	ADJ
ajfsoa-308	205	28	developing	develop	VERB
ajfsoa-308	205	29	countries	country	NOUN
ajfsoa-308	205	30	.	.	PUNCT
ajfsoa-308	206	1	in	in	ADP
ajfsoa-308	206	2	the	the	DET
ajfsoa-308	206	3	area	area	NOUN
ajfsoa-308	206	4	of	of	ADP
ajfsoa-308	206	5	input	input	NOUN
ajfsoa-308	206	6	supply	supply	NOUN
ajfsoa-308	206	7	,	,	PUNCT
ajfsoa-308	206	8	there	there	PRON
ajfsoa-308	206	9	is	be	VERB
ajfsoa-308	206	10	need	need	NOUN
ajfsoa-308	206	11	to	to	PART
ajfsoa-308	206	12	recognize	recognize	VERB
ajfsoa-308	206	13	that	that	DET
ajfsoa-308	206	14	purchase	purchase	NOUN
ajfsoa-308	206	15	of	of	ADP
ajfsoa-308	206	16	new	new	ADJ
ajfsoa-308	206	17	product	product	NOUN
ajfsoa-308	206	18	may	may	AUX
ajfsoa-308	206	19	be	be	AUX
ajfsoa-308	206	20	a	a	DET
ajfsoa-308	206	21	risky	risky	ADJ
ajfsoa-308	206	22	decision	decision	NOUN
ajfsoa-308	206	23	for	for	ADP
ajfsoa-308	206	24	farmers	farmer	NOUN
ajfsoa-308	206	25	.	.	PUNCT
ajfsoa-308	207	1	thus	thus	ADV
ajfsoa-308	207	2	it	it	PRON
ajfsoa-308	207	3	may	may	AUX
ajfsoa-308	207	4	be	be	AUX
ajfsoa-308	207	5	possible	possible	ADJ
ajfsoa-308	207	6	to	to	PART
ajfsoa-308	207	7	present	present	VERB
ajfsoa-308	207	8	information	information	NOUN
ajfsoa-308	207	9	and	and	CCONJ
ajfsoa-308	207	10	advice	advice	NOUN
ajfsoa-308	207	11	in	in	ADP
ajfsoa-308	207	12	ways	way	NOUN
ajfsoa-308	207	13	that	that	PRON
ajfsoa-308	207	14	better	well	ADV
ajfsoa-308	207	15	portray	portray	VERB
ajfsoa-308	207	16	the	the	DET
ajfsoa-308	207	17	risks	risk	NOUN
ajfsoa-308	207	18	involved	involve	VERB
ajfsoa-308	207	19	and	and	CCONJ
ajfsoa-308	207	20	that	that	PRON
ajfsoa-308	207	21	permit	permit	VERB
ajfsoa-308	207	22	a	a	DET
ajfsoa-308	207	23	farmer	farmer	NOUN
ajfsoa-308	207	24	to	to	PART
ajfsoa-308	207	25	decide	decide	VERB
ajfsoa-308	207	26	more	more	ADV
ajfsoa-308	207	27	easily	easily	ADV
ajfsoa-308	207	28	which	which	DET
ajfsoa-308	207	29	choices	choice	NOUN
ajfsoa-308	207	30	best	good	ADJ
ajfsoa-308	207	31	suit	suit	VERB
ajfsoa-308	207	32	his	his	PRON
ajfsoa-308	207	33	particular	particular	ADJ
ajfsoa-308	207	34	circumstances	circumstance	NOUN
ajfsoa-308	207	35	and	and	CCONJ
ajfsoa-308	207	36	risk	risk	NOUN
ajfsoa-308	207	37	-	-	PUNCT
ajfsoa-308	207	38	bearing	bear	VERB
ajfsoa-308	207	39	capacity	capacity	NOUN
ajfsoa-308	207	40	.	.	PUNCT
ajfsoa-308	208	1	agricultural	agricultural	ADJ
ajfsoa-308	208	2	extension	extension	NOUN
ajfsoa-308	208	3	or	or	CCONJ
ajfsoa-308	208	4	research	research	NOUN
ajfsoa-308	208	5	workers	worker	NOUN
ajfsoa-308	208	6	may	may	AUX
ajfsoa-308	208	7	need	need	VERB
ajfsoa-308	208	8	to	to	PART
ajfsoa-308	208	9	give	give	VERB
ajfsoa-308	208	10	more	more	ADJ
ajfsoa-308	208	11	thought	thought	NOUN
ajfsoa-308	208	12	to	to	ADP
ajfsoa-308	208	13	farmers‟	farmers‟	NOUN
ajfsoa-308	208	14	aspects	aspect	NOUN
ajfsoa-308	208	15	,	,	PUNCT
ajfsoa-308	208	16	especially	especially	ADV
ajfsoa-308	208	17	those	those	PRON
ajfsoa-308	208	18	that	that	PRON
ajfsoa-308	208	19	impinge	impinge	VERB
ajfsoa-308	208	20	on	on	ADP
ajfsoa-308	208	21	the	the	DET
ajfsoa-308	208	22	development	development	NOUN
ajfsoa-308	208	23	of	of	ADP
ajfsoa-308	208	24	improved	improved	ADJ
ajfsoa-308	208	25	farming	farming	NOUN
ajfsoa-308	208	26	methods	method	NOUN
ajfsoa-308	208	27	.	.	PUNCT
ajfsoa-308	209	1	agricultural	agricultural	ADJ
ajfsoa-308	209	2	policy	policy	NOUN
ajfsoa-308	209	3	makers	maker	NOUN
ajfsoa-308	209	4	and	and	CCONJ
ajfsoa-308	209	5	planners	planner	NOUN
ajfsoa-308	209	6	also	also	ADV
ajfsoa-308	209	7	need	need	VERB
ajfsoa-308	209	8	to	to	PART
ajfsoa-308	209	9	account	account	VERB
ajfsoa-308	209	10	for	for	ADP
ajfsoa-308	209	11	risk	risk	NOUN
ajfsoa-308	209	12	and	and	CCONJ
ajfsoa-308	209	13	farmer‟s	farmer‟s	ADJ
ajfsoa-308	209	14	response	response	NOUN
ajfsoa-308	209	15	to	to	ADP
ajfsoa-308	209	16	it	it	PRON
ajfsoa-308	209	17	.	.	PUNCT
ajfsoa-308	210	1	conclusion	conclusion	NOUN
ajfsoa-308	210	2	and	and	CCONJ
ajfsoa-308	210	3	policy	policy	NOUN
ajfsoa-308	210	4	suggestions	suggestion	NOUN
ajfsoa-308	210	5	farmers	farmer	NOUN
ajfsoa-308	210	6	are	be	AUX
ajfsoa-308	210	7	facing	face	VERB
ajfsoa-308	210	8	different	different	ADJ
ajfsoa-308	210	9	types	type	NOUN
ajfsoa-308	210	10	of	of	ADP
ajfsoa-308	210	11	risk	risk	NOUN
ajfsoa-308	210	12	in	in	ADP
ajfsoa-308	210	13	maize	maize	NOUN
ajfsoa-308	210	14	production	production	NOUN
ajfsoa-308	210	15	:	:	PUNCT
ajfsoa-308	210	16	natural	natural	ADJ
ajfsoa-308	210	17	,	,	PUNCT
ajfsoa-308	210	18	social	social	ADJ
ajfsoa-308	210	19	,	,	PUNCT
ajfsoa-308	210	20	economic	economic	ADJ
ajfsoa-308	210	21	and	and	CCONJ
ajfsoa-308	210	22	those	those	PRON
ajfsoa-308	210	23	related	relate	VERB
ajfsoa-308	210	24	to	to	ADP
ajfsoa-308	210	25	crop	crop	NOUN
ajfsoa-308	210	26	production	production	NOUN
ajfsoa-308	210	27	(	(	PUNCT
ajfsoa-308	210	28	technical	technical	ADJ
ajfsoa-308	210	29	)	)	PUNCT
ajfsoa-308	210	30	.	.	PUNCT
ajfsoa-308	211	1	specifically	specifically	ADV
ajfsoa-308	211	2	,	,	PUNCT
ajfsoa-308	211	3	the	the	DET
ajfsoa-308	211	4	following	following	NOUN
ajfsoa-308	211	5	are	be	AUX
ajfsoa-308	211	6	suggested	suggest	VERB
ajfsoa-308	211	7	:	:	PUNCT
ajfsoa-308	211	8	the	the	DET
ajfsoa-308	211	9	problem	problem	NOUN
ajfsoa-308	211	10	of	of	ADP
ajfsoa-308	211	11	natural	natural	ADJ
ajfsoa-308	211	12	risk	risk	NOUN
ajfsoa-308	211	13	for	for	ADP
ajfsoa-308	211	14	example	example	NOUN
ajfsoa-308	211	15	,	,	PUNCT
ajfsoa-308	211	16	could	could	AUX
ajfsoa-308	211	17	be	be	AUX
ajfsoa-308	211	18	addressed	address	VERB
ajfsoa-308	211	19	through	through	ADP
ajfsoa-308	211	20	technological	technological	ADJ
ajfsoa-308	211	21	changes	change	NOUN
ajfsoa-308	211	22	,	,	PUNCT
ajfsoa-308	211	23	such	such	ADJ
ajfsoa-308	211	24	as	as	ADP
ajfsoa-308	211	25	breeding	breed	VERB
ajfsoa-308	211	26	for	for	ADP
ajfsoa-308	211	27	drought	drought	NOUN
ajfsoa-308	211	28	tolerance	tolerance	NOUN
ajfsoa-308	211	29	,	,	PUNCT
ajfsoa-308	211	30	resistance	resistance	NOUN
ajfsoa-308	211	31	to	to	ADP
ajfsoa-308	211	32	pests	pest	NOUN
ajfsoa-308	211	33	and	and	CCONJ
ajfsoa-308	211	34	diseases	disease	NOUN
ajfsoa-308	211	35	,	,	PUNCT
ajfsoa-308	211	36	and	and	CCONJ
ajfsoa-308	211	37	dwarf	dwarf	VERB
ajfsoa-308	211	38	varieties	variety	NOUN
ajfsoa-308	211	39	.	.	PUNCT
ajfsoa-308	212	1	for	for	ADP
ajfsoa-308	212	2	social	social	ADJ
ajfsoa-308	212	3	risks	risk	NOUN
ajfsoa-308	212	4	,	,	PUNCT
ajfsoa-308	212	5	institutional	institutional	ADJ
ajfsoa-308	212	6	and	and	CCONJ
ajfsoa-308	212	7	policy	policy	NOUN
ajfsoa-308	212	8	interventions	intervention	NOUN
ajfsoa-308	212	9	that	that	PRON
ajfsoa-308	212	10	regulate	regulate	VERB
ajfsoa-308	212	11	the	the	DET
ajfsoa-308	212	12	movement	movement	NOUN
ajfsoa-308	212	13	of	of	ADP
ajfsoa-308	212	14	animals	animal	NOUN
ajfsoa-308	212	15	and	and	CCONJ
ajfsoa-308	212	16	authorized	authorize	VERB
ajfsoa-308	212	17	periods	period	NOUN
ajfsoa-308	212	18	for	for	ADP
ajfsoa-308	212	19	bush	bush	PROPN
ajfsoa-308	212	20	fire	fire	NOUN
ajfsoa-308	212	21	could	could	AUX
ajfsoa-308	212	22	contribute	contribute	VERB
ajfsoa-308	212	23	to	to	PART
ajfsoa-308	212	24	address	address	VERB
ajfsoa-308	212	25	issues	issue	NOUN
ajfsoa-308	212	26	generated	generate	VERB
ajfsoa-308	212	27	by	by	ADP
ajfsoa-308	212	28	these	these	DET
ajfsoa-308	212	29	types	type	NOUN
ajfsoa-308	212	30	of	of	ADP
ajfsoa-308	212	31	social	social	ADJ
ajfsoa-308	212	32	risks	risk	NOUN
ajfsoa-308	212	33	.	.	PUNCT
ajfsoa-308	213	1	however	however	ADV
ajfsoa-308	213	2	a	a	DET
ajfsoa-308	213	3	sustainable	sustainable	ADJ
ajfsoa-308	213	4	solution	solution	NOUN
ajfsoa-308	213	5	would	would	AUX
ajfsoa-308	213	6	be	be	AUX
ajfsoa-308	213	7	in	in	ADP
ajfsoa-308	213	8	the	the	DET
ajfsoa-308	213	9	“	"	PUNCT
ajfsoa-308	213	10	sedentarisation	sedentarisation	NOUN
ajfsoa-308	213	11	”	"	PUNCT
ajfsoa-308	213	12	of	of	ADP
ajfsoa-308	213	13	livestock	livestock	NOUN
ajfsoa-308	213	14	through	through	ADP
ajfsoa-308	213	15	the	the	DET
ajfsoa-308	213	16	intensification	intensification	NOUN
ajfsoa-308	213	17	of	of	ADP
ajfsoa-308	213	18	crop	crop	NOUN
ajfsoa-308	213	19	-	-	PUNCT
ajfsoa-308	213	20	livestock	livestock	NOUN
ajfsoa-308	213	21	integration	integration	NOUN
ajfsoa-308	213	22	.	.	PUNCT
ajfsoa-308	214	1	for	for	ADP
ajfsoa-308	214	2	economic	economic	ADJ
ajfsoa-308	214	3	risks	risk	NOUN
ajfsoa-308	214	4	,	,	PUNCT
ajfsoa-308	214	5	farmers	farmer	NOUN
ajfsoa-308	214	6	need	need	VERB
ajfsoa-308	214	7	to	to	PART
ajfsoa-308	214	8	get	get	VERB
ajfsoa-308	214	9	better	well	ADV
ajfsoa-308	214	10	organized	organize	VERB
ajfsoa-308	214	11	in	in	ADP
ajfsoa-308	214	12	order	order	NOUN
ajfsoa-308	214	13	to	to	PART
ajfsoa-308	214	14	impact	impact	VERB
ajfsoa-308	214	15	on	on	ADP
ajfsoa-308	214	16	markets	market	NOUN
ajfsoa-308	214	17	.	.	PUNCT
ajfsoa-308	215	1	the	the	DET
ajfsoa-308	215	2	study	study	NOUN
ajfsoa-308	215	3	area	area	NOUN
ajfsoa-308	215	4	represents	represent	VERB
ajfsoa-308	215	5	the	the	DET
ajfsoa-308	215	6	maize	maize	NOUN
ajfsoa-308	215	7	basket	basket	NOUN
ajfsoa-308	215	8	of	of	ADP
ajfsoa-308	215	9	nigeria	nigeria	PROPN
ajfsoa-308	215	10	.	.	PUNCT
ajfsoa-308	216	1	yet	yet	ADV
ajfsoa-308	216	2	,	,	PUNCT
ajfsoa-308	216	3	maize	maize	NOUN
ajfsoa-308	216	4	farmers	farmer	NOUN
ajfsoa-308	216	5	have	have	VERB
ajfsoa-308	216	6	no	no	DET
ajfsoa-308	216	7	strong	strong	ADJ
ajfsoa-308	216	8	association	association	NOUN
ajfsoa-308	216	9	to	to	PART
ajfsoa-308	216	10	protect	protect	VERB
ajfsoa-308	216	11	their	their	PRON
ajfsoa-308	216	12	interest	interest	NOUN
ajfsoa-308	216	13	.	.	PUNCT
ajfsoa-308	217	1	this	this	DET
ajfsoa-308	217	2	institutional	institutional	ADJ
ajfsoa-308	217	3	innovation	innovation	NOUN
ajfsoa-308	217	4	,	,	PUNCT
ajfsoa-308	217	5	once	once	ADV
ajfsoa-308	217	6	implemented	implement	VERB
ajfsoa-308	217	7	would	would	AUX
ajfsoa-308	217	8	greatly	greatly	ADV
ajfsoa-308	217	9	contribute	contribute	VERB
ajfsoa-308	217	10	to	to	ADP
ajfsoa-308	217	11	addressing	address	VERB
ajfsoa-308	217	12	the	the	DET
ajfsoa-308	217	13	above	above	ADJ
ajfsoa-308	217	14	economic	economic	ADJ
ajfsoa-308	217	15	risks	risk	NOUN
ajfsoa-308	217	16	.	.	PUNCT
ajfsoa-308	218	1	finally	finally	ADV
ajfsoa-308	218	2	,	,	PUNCT
ajfsoa-308	218	3	for	for	ADP
ajfsoa-308	218	4	the	the	DET
ajfsoa-308	218	5	risks	risk	NOUN
ajfsoa-308	218	6	that	that	PRON
ajfsoa-308	218	7	are	be	AUX
ajfsoa-308	218	8	related	relate	VERB
ajfsoa-308	218	9	to	to	ADP
ajfsoa-308	218	10	production	production	NOUN
ajfsoa-308	218	11	processes	process	NOUN
ajfsoa-308	218	12	,	,	PUNCT
ajfsoa-308	218	13	addressing	address	VERB
ajfsoa-308	218	14	production	production	NOUN
ajfsoa-308	218	15	issues	issue	NOUN
ajfsoa-308	218	16	from	from	ADP
ajfsoa-308	218	17	technical	technical	ADJ
ajfsoa-308	218	18	risks	risk	NOUN
ajfsoa-308	218	19	would	would	AUX
ajfsoa-308	218	20	require	require	VERB
ajfsoa-308	218	21	a	a	DET
ajfsoa-308	218	22	combination	combination	NOUN
ajfsoa-308	218	23	of	of	ADP
ajfsoa-308	218	24	technological	technological	ADJ
ajfsoa-308	218	25	changes	change	NOUN
ajfsoa-308	218	26	and	and	CCONJ
ajfsoa-308	218	27	policy	policy	NOUN
ajfsoa-308	218	28	interventions	intervention	NOUN
ajfsoa-308	218	29	.	.	PUNCT
ajfsoa-308	219	1	the	the	DET
ajfsoa-308	219	2	step	step	NOUN
ajfsoa-308	219	3	-	-	PUNCT
ajfsoa-308	219	4	wise	wise	ADJ
ajfsoa-308	219	5	discriminant	discriminant	NOUN
ajfsoa-308	219	6	analyses	analyse	VERB
ajfsoa-308	219	7	in	in	ADP
ajfsoa-308	219	8	addition	addition	NOUN
ajfsoa-308	219	9	to	to	ADP
ajfsoa-308	219	10	the	the	DET
ajfsoa-308	219	11	earlier	early	ADJ
ajfsoa-308	219	12	regression	regression	NOUN
ajfsoa-308	219	13	criterion	criterion	NOUN
ajfsoa-308	219	14	,	,	PUNCT
ajfsoa-308	219	15	used	use	VERB
ajfsoa-308	219	16	in	in	ADP
ajfsoa-308	219	17	estimating	estimate	VERB
ajfsoa-308	219	18	risk	risk	NOUN
ajfsoa-308	219	19	aversion	aversion	NOUN
ajfsoa-308	219	20	levels	level	NOUN
ajfsoa-308	219	21	and	and	CCONJ
ajfsoa-308	219	22	the	the	DET
ajfsoa-308	219	23	consequent	consequent	ADJ
ajfsoa-308	219	24	categorization	categorization	NOUN
ajfsoa-308	219	25	of	of	ADP
ajfsoa-308	219	26	the	the	DET
ajfsoa-308	219	27	sampled	sample	VERB
ajfsoa-308	219	28	farmers	farmer	NOUN
ajfsoa-308	219	29	,	,	PUNCT
ajfsoa-308	219	30	make	make	VERB
ajfsoa-308	219	31	us	we	PRON
ajfsoa-308	219	32	to	to	PART
ajfsoa-308	219	33	conclude	conclude	VERB
ajfsoa-308	219	34	that	that	SCONJ
ajfsoa-308	219	35	farmers‟	farmers‟	NOUN
ajfsoa-308	219	36	risk	risk	NOUN
ajfsoa-308	219	37	attitudes	attitude	NOUN
ajfsoa-308	219	38	are	be	AUX
ajfsoa-308	219	39	directly	directly	ADV
ajfsoa-308	219	40	responsible	responsible	ADJ
ajfsoa-308	219	41	for	for	ADP
ajfsoa-308	219	42	their	their	PRON
ajfsoa-308	219	43	levels	level	NOUN
ajfsoa-308	219	44	of	of	ADP
ajfsoa-308	219	45	maize	maize	NOUN
ajfsoa-308	219	46	cultivation	cultivation	NOUN
ajfsoa-308	219	47	.	.	PUNCT
ajfsoa-308	220	1	the	the	DET
ajfsoa-308	220	2	risk	risk	NOUN
ajfsoa-308	220	3	aversion	aversion	NOUN
ajfsoa-308	220	4	levels	level	NOUN
ajfsoa-308	220	5	resulting	result	VERB
ajfsoa-308	220	6	from	from	ADP
ajfsoa-308	220	7	the	the	DET
ajfsoa-308	220	8	interaction	interaction	NOUN
ajfsoa-308	220	9	of	of	ADP
ajfsoa-308	220	10	perceived	perceive	VERB
ajfsoa-308	220	11	socio	socio	NOUN
ajfsoa-308	220	12	economic	economic	ADJ
ajfsoa-308	220	13	,	,	PUNCT
ajfsoa-308	220	14	institutional	institutional	ADJ
ajfsoa-308	220	15	and	and	CCONJ
ajfsoa-308	220	16	farm	farm	NOUN
ajfsoa-308	220	17	characteristics	characteristic	NOUN
ajfsoa-308	220	18	that	that	PRON
ajfsoa-308	220	19	characterize	characterize	VERB
ajfsoa-308	220	20	farming	farming	NOUN
ajfsoa-308	220	21	households	household	NOUN
ajfsoa-308	220	22	.	.	PUNCT
ajfsoa-308	221	1	the	the	DET
ajfsoa-308	221	2	risk	risk	NOUN
ajfsoa-308	221	3	aversion	aversion	NOUN
ajfsoa-308	221	4	levels	level	NOUN
ajfsoa-308	221	5	also	also	ADV
ajfsoa-308	221	6	substantiate	substantiate	VERB
ajfsoa-308	221	7	the	the	DET
ajfsoa-308	221	8	fact	fact	NOUN
ajfsoa-308	221	9	that	that	SCONJ
ajfsoa-308	221	10	sustainability	sustainability	NOUN
ajfsoa-308	221	11	of	of	ADP
ajfsoa-308	221	12	maize	maize	NOUN
ajfsoa-308	221	13	can	can	AUX
ajfsoa-308	221	14	be	be	AUX
ajfsoa-308	221	15	achieved	achieve	VERB
ajfsoa-308	221	16	by	by	ADP
ajfsoa-308	221	17	tailoring	tailor	VERB
ajfsoa-308	221	18	the	the	DET
ajfsoa-308	221	19	design	design	NOUN
ajfsoa-308	221	20	of	of	ADP
ajfsoa-308	221	21	the	the	DET
ajfsoa-308	221	22	programme	programme	NOUN
ajfsoa-308	221	23	to	to	ADP
ajfsoa-308	221	24	the	the	DET
ajfsoa-308	221	25	needs	need	NOUN
ajfsoa-308	221	26	of	of	ADP
ajfsoa-308	221	27	small	small	ADJ
ajfsoa-308	221	28	-	-	PUNCT
ajfsoa-308	221	29	holder	holder	NOUN
ajfsoa-308	221	30	farmers	farmer	NOUN
ajfsoa-308	221	31	based	base	VERB
ajfsoa-308	221	32	on	on	ADP
ajfsoa-308	221	33	implications	implication	NOUN
ajfsoa-308	221	34	of	of	ADP
ajfsoa-308	221	35	these	these	DET
ajfsoa-308	221	36	factors	factor	NOUN
ajfsoa-308	221	37	on	on	ADP
ajfsoa-308	221	38	the	the	DET
ajfsoa-308	221	39	farmers‟	farmers‟	NOUN
ajfsoa-308	221	40	behaviours	behaviour	NOUN
ajfsoa-308	221	41	.	.	PUNCT
ajfsoa-308	222	1	in	in	ADP
ajfsoa-308	222	2	this	this	DET
ajfsoa-308	222	3	study	study	NOUN
ajfsoa-308	222	4	,	,	PUNCT
ajfsoa-308	222	5	we	we	PRON
ajfsoa-308	222	6	have	have	AUX
ajfsoa-308	222	7	identified	identify	VERB
ajfsoa-308	222	8	variables	variable	NOUN
ajfsoa-308	222	9	that	that	PRON
ajfsoa-308	222	10	ultimately	ultimately	ADV
ajfsoa-308	222	11	define	define	VERB
ajfsoa-308	222	12	the	the	DET
ajfsoa-308	222	13	behaviours	behaviour	NOUN
ajfsoa-308	222	14	of	of	ADP
ajfsoa-308	222	15	the	the	DET
ajfsoa-308	222	16	three	three	NUM
ajfsoa-308	222	17	categories	category	NOUN
ajfsoa-308	222	18	of	of	ADP
ajfsoa-308	222	19	riskaverse	riskaverse	NOUN
ajfsoa-308	222	20	maize	maize	NOUN
ajfsoa-308	222	21	farmers	farmer	NOUN
ajfsoa-308	222	22	.	.	PUNCT
ajfsoa-308	223	1	since	since	SCONJ
ajfsoa-308	223	2	risk	risk	NOUN
ajfsoa-308	223	3	can	can	AUX
ajfsoa-308	223	4	not	not	PART
ajfsoa-308	223	5	be	be	AUX
ajfsoa-308	223	6	totally	totally	ADV
ajfsoa-308	223	7	eradicated	eradicate	VERB
ajfsoa-308	223	8	because	because	SCONJ
ajfsoa-308	223	9	of	of	ADP
ajfsoa-308	223	10	its	its	PRON
ajfsoa-308	223	11	intrinsic	intrinsic	ADJ
ajfsoa-308	223	12	component	component	NOUN
ajfsoa-308	223	13	,	,	PUNCT
ajfsoa-308	223	14	the	the	DET
ajfsoa-308	223	15	above	above	ADV
ajfsoa-308	223	16	can	can	AUX
ajfsoa-308	223	17	serve	serve	VERB
ajfsoa-308	223	18	as	as	ADP
ajfsoa-308	223	19	a	a	DET
ajfsoa-308	223	20	basis	basis	NOUN
ajfsoa-308	223	21	to	to	PART
ajfsoa-308	223	22	define	define	VERB
ajfsoa-308	223	23	policies	policy	NOUN
ajfsoa-308	223	24	that	that	PRON
ajfsoa-308	223	25	can	can	AUX
ajfsoa-308	223	26	help	help	VERB
ajfsoa-308	223	27	in	in	ADP
ajfsoa-308	223	28	reducing	reduce	VERB
ajfsoa-308	223	29	risk	risk	NOUN
ajfsoa-308	223	30	to	to	ADP
ajfsoa-308	223	31	an	an	DET
ajfsoa-308	223	32	acceptable	acceptable	ADJ
ajfsoa-308	223	33	minimum	minimum	NOUN
ajfsoa-308	223	34	.	.	PUNCT
ajfsoa-308	224	1	policies	policy	NOUN
ajfsoa-308	224	2	that	that	PRON
ajfsoa-308	224	3	incorporate	incorporate	VERB
ajfsoa-308	224	4	the	the	DET
ajfsoa-308	224	5	risk	risk	NOUN
ajfsoa-308	224	6	aversion	aversion	NOUN
ajfsoa-308	224	7	indices	index	NOUN
ajfsoa-308	224	8	and	and	CCONJ
ajfsoa-308	224	9	those	those	PRON
ajfsoa-308	224	10	that	that	PRON
ajfsoa-308	224	11	encompass	encompass	VERB
ajfsoa-308	224	12	the	the	DET
ajfsoa-308	224	13	elements	element	NOUN
ajfsoa-308	224	14	of	of	ADP
ajfsoa-308	224	15	natural	natural	ADJ
ajfsoa-308	224	16	,	,	PUNCT
ajfsoa-308	224	17	social	social	ADJ
ajfsoa-308	224	18	,	,	PUNCT
ajfsoa-308	224	19	economic	economic	ADJ
ajfsoa-308	224	20	and	and	CCONJ
ajfsoa-308	224	21	technical	technical	ADJ
ajfsoa-308	224	22	risks	risk	NOUN
ajfsoa-308	224	23	,	,	PUNCT
ajfsoa-308	224	24	and	and	CCONJ
ajfsoa-308	224	25	their	their	PRON
ajfsoa-308	224	26	controlling	controlling	NOUN
ajfsoa-308	224	27	measures	measure	NOUN
ajfsoa-308	224	28	as	as	SCONJ
ajfsoa-308	224	29	identified	identify	VERB
ajfsoa-308	224	30	in	in	ADP
ajfsoa-308	224	31	this	this	DET
ajfsoa-308	224	32	study	study	NOUN
ajfsoa-308	224	33	should	should	AUX
ajfsoa-308	224	34	be	be	AUX
ajfsoa-308	224	35	put	put	VERB
ajfsoa-308	224	36	in	in	ADP
ajfsoa-308	224	37	place	place	NOUN
ajfsoa-308	224	38	.	.	PUNCT
ajfsoa-308	225	1	such	such	ADJ
ajfsoa-308	225	2	policies	policy	NOUN
ajfsoa-308	225	3	should	should	AUX
ajfsoa-308	225	4	also	also	ADV
ajfsoa-308	225	5	be	be	AUX
ajfsoa-308	225	6	tailored	tailor	VERB
ajfsoa-308	225	7	to	to	ADP
ajfsoa-308	225	8	the	the	DET
ajfsoa-308	225	9	risk	risk	NOUN
ajfsoa-308	225	10	averse	averse	ADJ
ajfsoa-308	225	11	attitude	attitude	NOUN
ajfsoa-308	225	12	of	of	ADP
ajfsoa-308	225	13	the	the	DET
ajfsoa-308	225	14	three	three	NUM
ajfsoa-308	225	15	categories	category	NOUN
ajfsoa-308	225	16	of	of	ADP
ajfsoa-308	225	17	maize	maize	NOUN
ajfsoa-308	225	18	producers	producer	NOUN
ajfsoa-308	225	19	on	on	ADP
ajfsoa-308	225	20	the	the	DET
ajfsoa-308	225	21	basis	basis	NOUN
ajfsoa-308	225	22	of	of	ADP
ajfsoa-308	225	23	the	the	DET
ajfsoa-308	225	24	socio	socio	NOUN
ajfsoa-308	225	25	-	-	PUNCT
ajfsoa-308	225	26	economic	economic	ADJ
ajfsoa-308	225	27	,	,	PUNCT
ajfsoa-308	225	28	institutional	institutional	ADJ
ajfsoa-308	225	29	and	and	CCONJ
ajfsoa-308	225	30	farm	farm	NOUN
ajfsoa-308	225	31	characteristics	characteristic	NOUN
ajfsoa-308	225	32	that	that	PRON
ajfsoa-308	225	33	influence	influence	VERB
ajfsoa-308	225	34	their	their	PRON
ajfsoa-308	225	35	attitudes	attitude	NOUN
ajfsoa-308	225	36	.	.	PUNCT
ajfsoa-308	226	1	for	for	ADP
ajfsoa-308	226	2	example	example	NOUN
ajfsoa-308	226	3	,	,	PUNCT
ajfsoa-308	226	4	policies	policy	NOUN
ajfsoa-308	226	5	that	that	PRON
ajfsoa-308	226	6	appeal	appeal	VERB
ajfsoa-308	226	7	to	to	ADP
ajfsoa-308	226	8	the	the	DET
ajfsoa-308	226	9	high	high	ADJ
ajfsoa-308	226	10	risk	risk	NOUN
ajfsoa-308	226	11	farmers	farmer	NOUN
ajfsoa-308	226	12	,	,	PUNCT
ajfsoa-308	226	13	rendering	render	VERB
ajfsoa-308	226	14	them	they	PRON
ajfsoa-308	226	15	to	to	PART
ajfsoa-308	226	16	be	be	AUX
ajfsoa-308	226	17	less	less	ADV
ajfsoa-308	226	18	averse	averse	ADJ
ajfsoa-308	226	19	will	will	AUX
ajfsoa-308	226	20	automatically	automatically	ADV
ajfsoa-308	226	21	render	render	VERB
ajfsoa-308	226	22	the	the	DET
ajfsoa-308	226	23	low	low	ADJ
ajfsoa-308	226	24	risk	risk	NOUN
ajfsoa-308	226	25	farmers	farmer	NOUN
ajfsoa-308	226	26	more	more	ADJ
ajfsoa-308	226	27	risk	risk	NOUN
ajfsoa-308	226	28	loving	love	VERB
ajfsoa-308	226	29	.	.	PUNCT
ajfsoa-308	227	1	in	in	ADP
ajfsoa-308	227	2	this	this	DET
ajfsoa-308	227	3	way	way	NOUN
ajfsoa-308	227	4	,	,	PUNCT
ajfsoa-308	227	5	it	it	PRON
ajfsoa-308	227	6	is	be	AUX
ajfsoa-308	227	7	possible	possible	ADJ
ajfsoa-308	227	8	to	to	PART
ajfsoa-308	227	9	set	set	VERB
ajfsoa-308	227	10	up	up	ADP
ajfsoa-308	227	11	development	development	NOUN
ajfsoa-308	227	12	plans	plan	NOUN
ajfsoa-308	227	13	that	that	PRON
ajfsoa-308	227	14	are	be	AUX
ajfsoa-308	227	15	important	important	ADJ
ajfsoa-308	227	16	for	for	ADP
ajfsoa-308	227	17	harnessing	harness	VERB
ajfsoa-308	227	18	maize	maize	NOUN
ajfsoa-308	227	19	technology	technology	NOUN
ajfsoa-308	227	20	to	to	PART
ajfsoa-308	227	21	alleviate	alleviate	VERB
ajfsoa-308	227	22	hunger	hunger	NOUN
ajfsoa-308	227	23	.	.	PUNCT
ajfsoa-308	228	1	references	reference	NOUN
ajfsoa-308	228	2	ajala	ajala	VERB
ajfsoa-308	228	3	so	so	ADV
ajfsoa-308	228	4	,	,	PUNCT
ajfsoa-308	228	5	menkir	menkir	NOUN
ajfsoa-308	228	6	a	a	X
ajfsoa-308	228	7	,	,	PUNCT
ajfsoa-308	228	8	king	king	NOUN
ajfsoa-308	228	9	jg	jg	PROPN
ajfsoa-308	228	10	(	(	PUNCT
ajfsoa-308	228	11	1999	1999	NUM
ajfsoa-308	228	12	)	)	PUNCT
ajfsoa-308	228	13	.	.	PUNCT
ajfsoa-308	229	1	fertility	fertility	NOUN
ajfsoa-308	229	2	requirements	requirement	NOUN
ajfsoa-308	229	3	of	of	ADP
ajfsoa-308	229	4	openpollinated	openpollinated	ADJ
ajfsoa-308	229	5	and	and	CCONJ
ajfsoa-308	229	6	hybrid	hybrid	ADJ
ajfsoa-308	229	7	maize	maize	NOUN
ajfsoa-308	229	8	genotypes	genotype	NOUN
ajfsoa-308	229	9	.	.	PUNCT
ajfsoa-308	230	1	paper	paper	NOUN
ajfsoa-308	230	2	presented	present	VERB
ajfsoa-308	230	3	at	at	ADP
ajfsoa-308	230	4	the	the	DET
ajfsoa-308	230	5	sasakawa	sasakawa	NOUN
ajfsoa-308	230	6	global	global	ADJ
ajfsoa-308	230	7	2000	2000	NUM
ajfsoa-308	230	8	national	national	ADJ
ajfsoa-308	230	9	maize	maize	NOUN
ajfsoa-308	230	10	workshop	workshop	NOUN
ajfsoa-308	230	11	abu	abu	PROPN
ajfsoa-308	230	12	,	,	PUNCT
ajfsoa-308	230	13	zaria	zaria	PROPN
ajfsoa-308	230	14	nigeira	nigeira	PROPN
ajfsoa-308	230	15	.	.	PUNCT
ajfsoa-308	231	1	akpoko	akpoko	PROPN
ajfsoa-308	231	2	jg	jg	PROPN
ajfsoa-308	231	3	,	,	PUNCT
ajfsoa-308	231	4	arokoyo	arokoyo	PROPN
ajfsoa-308	231	5	jt	jt	PROPN
ajfsoa-308	231	6	(	(	PUNCT
ajfsoa-308	231	7	1999	1999	NUM
ajfsoa-308	231	8	)	)	PUNCT
ajfsoa-308	231	9	.	.	PUNCT
ajfsoa-308	232	1	maize	maize	NOUN
ajfsoa-308	232	2	technology	technology	NOUN
ajfsoa-308	232	3	adoption	adoption	NOUN
ajfsoa-308	232	4	among	among	ADP
ajfsoa-308	232	5	farmers	farmer	NOUN
ajfsoa-308	232	6	in	in	ADP
ajfsoa-308	232	7	kaduna	kaduna	PROPN
ajfsoa-308	232	8	adp	adp	PROPN
ajfsoa-308	232	9	villages	village	NOUN
ajfsoa-308	232	10	.	.	PUNCT
ajfsoa-308	233	1	in	in	ADP
ajfsoa-308	233	2	badu	badu	NOUN
ajfsoa-308	233	3	-	-	PUNCT
ajfsoa-308	233	4	apraku	apraku	NOUN
ajfsoa-308	233	5	,	,	PUNCT
ajfsoa-308	233	6	b	b	NOUN
ajfsoa-308	233	7	,	,	PUNCT
ajfsoa-308	233	8	fakorede	fakorede	ADJ
ajfsoa-308	233	9	mab	mab	PROPN
ajfsoa-308	233	10	,	,	PUNCT
ajfsoa-308	233	11	ouedraogo	ouedraogo	PROPN
ajfsoa-308	233	12	m	m	PROPN
ajfsoa-308	233	13	,	,	PUNCT
ajfsoa-308	233	14	quin	quin	PROPN
ajfsoa-308	233	15	fm	fm	PROPN
ajfsoa-308	233	16	(	(	PUNCT
ajfsoa-308	233	17	eds	ed	NOUN
ajfsoa-308	233	18	)	)	PUNCT
ajfsoa-308	233	19	strategy	strategy	NOUN
ajfsoa-308	233	20	for	for	ADP
ajfsoa-308	233	21	sustainable	sustainable	ADJ
ajfsoa-308	233	22	maize	maize	NOUN
ajfsoa-308	233	23	production	production	NOUN
ajfsoa-308	233	24	in	in	ADP
ajfsoa-308	233	25	west	west	NOUN
ajfsoa-308	233	26	and	and	CCONJ
ajfsoa-308	233	27	central	central	PROPN
ajfsoa-308	233	28	africa	africa	PROPN
ajfsoa-308	233	29	,	,	PUNCT
ajfsoa-308	233	30	proceedings	proceeding	NOUN
ajfsoa-308	233	31	of	of	ADP
ajfsoa-308	233	32	a	a	DET
ajfsoa-308	233	33	regional	regional	ADJ
ajfsoa-308	233	34	maize	maize	NOUN
ajfsoa-308	233	35	workshop	workshop	NOUN
ajfsoa-308	233	36	.	.	PUNCT
ajfsoa-308	234	1	iita	iita	PROPN
ajfsoa-308	234	2	-	-	PUNCT
ajfsoa-308	234	3	cotonou	cotonou	PROPN
ajfsoa-308	234	4	,	,	PUNCT
ajfsoa-308	234	5	benin	benin	PROPN
ajfsoa-308	234	6	republic	republic	NOUN
ajfsoa-308	234	7	,	,	PUNCT
ajfsoa-308	234	8	21	21	NUM
ajfsoa-308	234	9	-	-	SYM
ajfsoa-308	234	10	25	25	NUM
ajfsoa-308	234	11	april	april	PROPN
ajfsoa-308	234	12	1997	1997	NUM
ajfsoa-308	234	13	.	.	PUNCT
ajfsoa-308	235	1	wecaman	wecaman	ADJ
ajfsoa-308	235	2	/	/	SYM
ajfsoa-308	235	3	iita	iita	NOUN
ajfsoa-308	235	4	.	.	PUNCT
ajfsoa-308	236	1	pp	pp	ADV
ajfsoa-308	236	2	.	.	PUNCT
ajfsoa-308	237	1	426	426	NUM
ajfsoa-308	237	2	-	-	SYM
ajfsoa-308	237	3	433	433	NUM
ajfsoa-308	237	4	.	.	PUNCT
ajfsoa-308	238	1	bard	bard	ADJ
ajfsoa-308	238	2	sk	sk	PROPN
ajfsoa-308	238	3	,	,	PUNCT
ajfsoa-308	238	4	barry	barry	PROPN
ajfsoa-308	238	5	pi	pi	PROPN
ajfsoa-308	238	6	(	(	PUNCT
ajfsoa-308	238	7	2001	2001	NUM
ajfsoa-308	238	8	)	)	PUNCT
ajfsoa-308	238	9	.	.	PUNCT
ajfsoa-308	239	1	assessing	assess	VERB
ajfsoa-308	239	2	farmers‟	farmers‟	NOUN
ajfsoa-308	239	3	attitudes	attitude	NOUN
ajfsoa-308	239	4	towards	towards	ADP
ajfsoa-308	239	5	risk	risk	NOUN
ajfsoa-308	239	6	using	use	VERB
ajfsoa-308	239	7	the	the	DET
ajfsoa-308	239	8	“	"	PUNCT
ajfsoa-308	239	9	closing	closing	NOUN
ajfsoa-308	239	10	-	-	PUNCT
ajfsoa-308	239	11	in	in	ADP
ajfsoa-308	239	12	”	"	PUNCT
ajfsoa-308	239	13	method	method	NOUN
ajfsoa-308	239	14	.	.	PUNCT
ajfsoa-308	240	1	j.agric	j.agric	NUM
ajfsoa-308	240	2	.	.	PUNCT
ajfsoa-308	241	1	res	re	NOUN
ajfsoa-308	241	2	.	.	PROPN
ajfsoa-308	241	3	econ	econ	PROPN
ajfsoa-308	241	4	.	.	PUNCT
ajfsoa-308	242	1	(	(	PUNCT
ajfsoa-308	242	2	food	food	NOUN
ajfsoa-308	242	3	and	and	CCONJ
ajfsoa-308	242	4	agriculture	agriculture	NOUN
ajfsoa-308	242	5	organization	organization	NOUN
ajfsoa-308	242	6	)	)	PUNCT
ajfsoa-308	242	7	,	,	PUNCT
ajfsoa-308	242	8	fao	fao	PROPN
ajfsoa-308	242	9	(	(	PUNCT
ajfsoa-308	242	10	2006	2006	NUM
ajfsoa-308	242	11	)	)	PUNCT
ajfsoa-308	242	12	,	,	PUNCT
ajfsoa-308	242	13	faostat	faostat	PROPN
ajfsoa-308	242	14	,	,	PUNCT
ajfsoa-308	242	15	website	website	NOUN
ajfsoa-308	242	16	2007	2007	NUM
ajfsoa-308	242	17	.	.	PUNCT
ajfsoa-308	243	1	26(1	26(1	NUM
ajfsoa-308	243	2	):	):	PUNCT
ajfsoa-308	243	3	248	248	NUM
ajfsoa-308	243	4	-	-	SYM
ajfsoa-308	243	5	260	260	NUM
ajfsoa-308	243	6	.	.	PUNCT
ajfsoa-308	244	1	hardaker	hardaker	PROPN
ajfsoa-308	244	2	jb	jb	PROPN
ajfsoa-308	244	3	,	,	PUNCT
ajfsoa-308	244	4	huire	huire	PROPN
ajfsoa-308	244	5	bm	bm	PROPN
ajfsoa-308	244	6	,	,	PUNCT
ajfsoa-308	244	7	anderson	anderson	PROPN
ajfsoa-308	244	8	jr	jr	PROPN
ajfsoa-308	244	9	(	(	PUNCT
ajfsoa-308	244	10	1997	1997	NUM
ajfsoa-308	244	11	)	)	PUNCT
ajfsoa-308	244	12	.	.	PUNCT
ajfsoa-308	245	1	coping	cope	VERB
ajfsoa-308	245	2	with	with	ADP
ajfsoa-308	245	3	risk	risk	NOUN
ajfsoa-308	245	4	in	in	ADP
ajfsoa-308	245	5	agriculture	agriculture	NOUN
ajfsoa-308	245	6	.	.	PUNCT
ajfsoa-308	246	1	cab	cab	PROPN
ajfsoa-308	246	2	international	international	PROPN
ajfsoa-308	246	3	,	,	PUNCT
ajfsoa-308	246	4	wallingford	wallingford	PROPN
ajfsoa-308	246	5	,	,	PUNCT
ajfsoa-308	246	6	oxon	oxon	PROPN
ajfsoa-308	246	7	,	,	PUNCT
ajfsoa-308	246	8	ox108de	ox108de	PROPN
ajfsoa-308	246	9	,	,	PUNCT
ajfsoa-308	246	10	uk	uk	PROPN
ajfsoa-308	246	11	.	.	PROPN
ajfsoa-308	246	12	hoeri	hoeri	PROPN
ajfsoa-308	246	13	ae	ae	PROPN
ajfsoa-308	246	14	,	,	PUNCT
ajfsoa-308	246	15	kennard	kennard	PROPN
ajfsoa-308	246	16	rw	rw	PROPN
ajfsoa-308	246	17	(	(	PUNCT
ajfsoa-308	246	18	1970a	1970a	NUM
ajfsoa-308	246	19	)	)	PUNCT
ajfsoa-308	246	20	.	.	PUNCT
ajfsoa-308	247	1	ridge	ridge	NOUN
ajfsoa-308	247	2	regression	regression	PROPN
ajfsoa-308	247	3	:	:	PUNCT
ajfsoa-308	247	4	biased	biased	ADJ
ajfsoa-308	247	5	estimation	estimation	NOUN
ajfsoa-308	247	6	for	for	ADP
ajfsoa-308	247	7	non	non	ADJ
ajfsoa-308	247	8	-	-	ADJ
ajfsoa-308	247	9	orthogonal	orthogonal	ADJ
ajfsoa-308	247	10	problems	problem	NOUN
ajfsoa-308	247	11	.	.	PUNCT
ajfsoa-308	248	1	technometrics	technometric	NOUN
ajfsoa-308	248	2	,	,	PUNCT
ajfsoa-308	248	3	18	18	NUM
ajfsoa-308	248	4	:	:	SYM
ajfsoa-308	248	5	425	425	NUM
ajfsoa-308	248	6	-	-	SYM
ajfsoa-308	248	7	437	437	NUM
ajfsoa-308	248	8	.	.	PUNCT
ajfsoa-308	249	1	kim	kim	PROPN
ajfsoa-308	249	2	sk	sk	PROPN
ajfsoa-308	249	3	(	(	PUNCT
ajfsoa-308	249	4	1995	1995	NUM
ajfsoa-308	249	5	)	)	PUNCT
ajfsoa-308	249	6	.	.	PUNCT
ajfsoa-308	250	1	achievements	achievement	NOUN
ajfsoa-308	250	2	,	,	PUNCT
ajfsoa-308	250	3	challenges	challenge	NOUN
ajfsoa-308	250	4	and	and	CCONJ
ajfsoa-308	250	5	future	future	ADJ
ajfsoa-308	250	6	direction	direction	NOUN
ajfsoa-308	250	7	of	of	ADP
ajfsoa-308	250	8	hybrid	hybrid	ADJ
ajfsoa-308	250	9	maize	maize	NOUN
ajfsoa-308	250	10	researcher	researcher	NOUN
ajfsoa-308	250	11	and	and	CCONJ
ajfsoa-308	250	12	production	production	NOUN
ajfsoa-308	250	13	in	in	ADP
ajfsoa-308	250	14	west	west	NOUN
ajfsoa-308	250	15	and	and	CCONJ
ajfsoa-308	250	16	central	central	PROPN
ajfsoa-308	250	17	africa	africa	PROPN
ajfsoa-308	250	18	.	.	PUNCT
ajfsoa-308	251	1	in	in	ADP
ajfsoa-308	251	2	b.	b.	PROPN
ajfsoa-308	251	3	badu	badu	PROPN
ajfsoa-308	251	4	-	-	PUNCT
ajfsoa-308	251	5	apraku	apraku	PROPN
ajfsoa-308	251	6	,	,	PUNCT
ajfsoa-308	251	7	b	b	NOUN
ajfsoa-308	251	8	,	,	PUNCT
ajfsoa-308	251	9	fakorede	fakorede	ADJ
ajfsoa-308	251	10	mab	mab	PROPN
ajfsoa-308	251	11	,	,	PUNCT
ajfsoa-308	251	12	ouedraogo	ouedraogo	PROPN
ajfsoa-308	251	13	m	m	PROPN
ajfsoa-308	251	14	,	,	PUNCT
ajfsoa-308	251	15	quin	quin	PROPN
ajfsoa-308	251	16	fm	fm	PROPN
ajfsoa-308	251	17	(	(	PUNCT
ajfsoa-308	251	18	eds	eds	PROPN
ajfsoa-308	251	19	)	)	PUNCT
ajfsoa-308	251	20	contributing	contribute	VERB
ajfsoa-308	251	21	to	to	ADP
ajfsoa-308	251	22	food	food	NOUN
ajfsoa-308	251	23	self	self	NOUN
ajfsoa-308	251	24	sufficiency	sufficiency	NOUN
ajfsoa-308	251	25	:	:	PUNCT
ajfsoa-308	251	26	maize	maize	NOUN
ajfsoa-308	251	27	research	research	NOUN
ajfsoa-308	251	28	and	and	CCONJ
ajfsoa-308	251	29	development	development	NOUN
ajfsoa-308	251	30	in	in	ADP
ajfsoa-308	251	31	west	west	NOUN
ajfsoa-308	251	32	and	and	CCONJ
ajfsoa-308	251	33	central	central	PROPN
ajfsoa-308	251	34	africa	africa	PROPN
ajfsoa-308	251	35	.	.	PUNCT
ajfsoa-308	252	1	proceedings	proceeding	NOUN
ajfsoa-308	252	2	of	of	ADP
ajfsoa-308	252	3	a	a	DET
ajfsoa-308	252	4	regional	regional	ADJ
ajfsoa-308	252	5	maize	maize	NOUN
ajfsoa-308	252	6	workshop	workshop	NOUN
ajfsoa-308	252	7	iita	iita	NOUN
ajfsoa-308	252	8	cotonu	cotonu	NOUN
ajfsoa-308	252	9	,	,	PUNCT
ajfsoa-308	252	10	benin	benin	PROPN
ajfsoa-308	252	11	republic	republic	NOUN
ajfsoa-308	252	12	.	.	PUNCT
ajfsoa-308	253	1	29	29	NUM
ajfsoa-308	253	2	may-2	may-2	NUM
ajfsoa-308	253	3	june	june	PROPN
ajfsoa-308	253	4	1995	1995	NUM
ajfsoa-308	253	5	.	.	PUNCT
ajfsoa-308	254	1	wecamn	wecamn	NOUN
ajfsoa-308	254	2	/	/	SYM
ajfsoa-308	254	3	iita	iita	PROPN
ajfsoa-308	254	4	pp	pp	X
ajfsoa-308	254	5	.	.	PUNCT
ajfsoa-308	255	1	42	42	NUM
ajfsoa-308	255	2	-	-	SYM
ajfsoa-308	255	3	28	28	NUM
ajfsoa-308	255	4	lindeman	lindeman	PROPN
ajfsoa-308	255	5	rh	rh	PROPN
ajfsoa-308	255	6	,	,	PUNCT
ajfsoa-308	255	7	merenda	merenda	PROPN
ajfsoa-308	255	8	pf	pf	PROPN
ajfsoa-308	255	9	,	,	PUNCT
ajfsoa-308	255	10	golo	golo	PROPN
ajfsoa-308	255	11	rz	rz	PROPN
ajfsoa-308	255	12	(	(	PUNCT
ajfsoa-308	255	13	1980	1980	NUM
ajfsoa-308	255	14	)	)	PUNCT
ajfsoa-308	255	15	.	.	PUNCT
ajfsoa-308	256	1	introduction	introduction	NOUN
ajfsoa-308	256	2	to	to	PART
ajfsoa-308	256	3	bivariate	bivariate	VERB
ajfsoa-308	256	4	and	and	CCONJ
ajfsoa-308	256	5	multivariate	multivariate	VERB
ajfsoa-308	256	6	analysis	analysis	NOUN
ajfsoa-308	256	7	.	.	PUNCT
ajfsoa-308	257	1	scott	scott	PROPN
ajfsoa-308	257	2	,	,	PUNCT
ajfsoa-308	257	3	foresman	foresman	NOUN
ajfsoa-308	257	4	and	and	CCONJ
ajfsoa-308	257	5	company	company	NOUN
ajfsoa-308	257	6	,	,	PUNCT
ajfsoa-308	257	7	u.s.a	u.s.a	PROPN
ajfsoa-308	257	8	.	.	PUNCT
ajfsoa-308	257	9	manyong	manyong	PROPN
ajfsoa-308	257	10	vm	vm	PROPN
ajfsoa-308	257	11	,	,	PUNCT
ajfsoa-308	257	12	makinde	makinde	PROPN
ajfsoa-308	257	13	ko	ko	PROPN
ajfsoa-308	257	14	,	,	PUNCT
ajfsoa-308	257	15	coulibaly	coulibaly	NOUN
ajfsoa-308	257	16	o	o	NOUN
ajfsoa-308	257	17	(	(	PUNCT
ajfsoa-308	257	18	2003	2003	NUM
ajfsoa-308	257	19	)	)	PUNCT
ajfsoa-308	257	20	.	.	PUNCT
ajfsoa-308	258	1	economic	economic	ADJ
ajfsoa-308	258	2	gains	gain	NOUN
ajfsoa-308	258	3	from	from	ADP
ajfsoa-308	258	4	maize	maize	NOUN
ajfsoa-308	258	5	research	research	NOUN
ajfsoa-308	258	6	in	in	ADP
ajfsoa-308	258	7	west	west	NOUN
ajfsoa-308	258	8	and	and	CCONJ
ajfsoa-308	258	9	ventral	ventral	ADJ
ajfsoa-308	258	10	africa	africa	PROPN
ajfsoa-308	258	11	:	:	PUNCT
ajfsoa-308	258	12	an	an	DET
ajfsoa-308	258	13	overview	overview	NOUN
ajfsoa-308	258	14	.	.	PUNCT
ajfsoa-308	259	1	in	in	ADP
ajfsoa-308	259	2	b.baduapraku	b.baduapraku	PROPN
ajfsoa-308	259	3	,	,	PUNCT
ajfsoa-308	259	4	m.a.b	m.a.b	NOUN
ajfsoa-308	259	5	.	.	PUNCT
ajfsoa-308	259	6	fakorede	fakorede	PROPN
ajfsoa-308	259	7	m	m	VERB
ajfsoa-308	259	8	ouedraogo	ouedraogo	NOUN
ajfsoa-308	259	9	,	,	PUNCT
ajfsoa-308	259	10	rj	rj	PROPN
ajfsoa-308	259	11	carsky	carsky	PROPN
ajfsoa-308	259	12	,	,	PUNCT
ajfsoa-308	259	13	a	a	DET
ajfsoa-308	259	14	menkir	menkir	NOUN
ajfsoa-308	259	15	.	.	PUNCT
ajfsoa-308	260	1	(	(	PUNCT
ajfsoa-308	260	2	eds	ed	NOUN
ajfsoa-308	260	3	)	)	PUNCT
ajfsoa-308	260	4	,	,	PUNCT
ajfsoa-308	260	5	maize	maize	NOUN
ajfsoa-308	260	6	revolution	revolution	NOUN
ajfsoa-308	260	7	in	in	ADP
ajfsoa-308	260	8	west	west	PROPN
ajfsoa-308	260	9	and	and	CCONJ
ajfsoa-308	260	10	central	central	PROPN
ajfsoa-308	260	11	africa	africa	PROPN
ajfsoa-308	260	12	collaborative	collaborative	PROPN
ajfsoa-308	260	13	maize	maize	PROPN
ajfsoa-308	260	14	research	research	NOUN
ajfsoa-308	260	15	network	network	NOUN
ajfsoa-308	260	16	.	.	PUNCT
ajfsoa-308	261	1	iita	iita	PROPN
ajfsoa-308	261	2	,	,	PUNCT
ajfsoa-308	261	3	pp	pp	X
ajfsoa-308	261	4	.	.	PUNCT
ajfsoa-308	262	1	66	66	NUM
ajfsoa-308	262	2	-	-	SYM
ajfsoa-308	262	3	80	80	NUM
ajfsoa-308	262	4	.	.	PUNCT
ajfsoa-308	263	1	moscardi	moscardi	PROPN
ajfsoa-308	263	2	e	e	X
ajfsoa-308	263	3	,	,	PUNCT
ajfsoa-308	263	4	janvry	janvry	PROPN
ajfsoa-308	263	5	a	a	PRON
ajfsoa-308	263	6	(	(	PUNCT
ajfsoa-308	263	7	1977	1977	NUM
ajfsoa-308	263	8	)	)	PUNCT
ajfsoa-308	263	9	.	.	PUNCT
ajfsoa-308	264	1	attitudes	attitude	NOUN
ajfsoa-308	264	2	towards	towards	ADP
ajfsoa-308	264	3	risk	risk	NOUN
ajfsoa-308	264	4	among	among	ADP
ajfsoa-308	264	5	peasants	peasant	NOUN
ajfsoa-308	264	6	;	;	PUNCT
ajfsoa-308	264	7	an	an	DET
ajfsoa-308	264	8	econometric	econometric	ADJ
ajfsoa-308	264	9	approach	approach	NOUN
ajfsoa-308	264	10	.	.	PUNCT
ajfsoa-308	265	1	am	be	AUX
ajfsoa-308	265	2	.	.	PUNCT
ajfsoa-308	266	1	j.	j.	PROPN
ajfsoa-308	266	2	agric	agric	PROPN
ajfsoa-308	266	3	.	.	PUNCT
ajfsoa-308	267	1	econs	econ	NOUN
ajfsoa-308	267	2	.	.	PUNCT
ajfsoa-308	268	1	59(4	59(4	NUM
ajfsoa-308	268	2	):	):	PUNCT
ajfsoa-308	268	3	710	710	NUM
ajfsoa-308	268	4	-	-	SYM
ajfsoa-308	268	5	716	716	NUM
ajfsoa-308	268	6	.	.	PUNCT
ajfsoa-308	269	1	olarinde	olarinde	PROPN
ajfsoa-308	269	2	lo	lo	PROPN
ajfsoa-308	269	3	(	(	PUNCT
ajfsoa-308	269	4	2004	2004	NUM
ajfsoa-308	269	5	)	)	PUNCT
ajfsoa-308	269	6	.	.	PUNCT
ajfsoa-308	270	1	resource	resource	NOUN
ajfsoa-308	270	2	optimization	optimization	NOUN
ajfsoa-308	270	3	strategies	strategy	NOUN
ajfsoa-308	270	4	under	under	ADP
ajfsoa-308	270	5	differential	differential	ADJ
ajfsoa-308	270	6	risk	risk	NOUN
ajfsoa-308	270	7	attitudes	attitude	NOUN
ajfsoa-308	270	8	among	among	ADP
ajfsoa-308	270	9	maize	maize	NOUN
ajfsoa-308	270	10	farmers	farmer	NOUN
ajfsoa-308	270	11	in	in	ADP
ajfsoa-308	270	12	kaduna	kaduna	PROPN
ajfsoa-308	270	13	state	state	PROPN
ajfsoa-308	270	14	,	,	PUNCT
ajfsoa-308	270	15	nigeria	nigeria	PROPN
ajfsoa-308	270	16	.	.	PUNCT
ajfsoa-308	271	1	unpublished	unpublished	PROPN
ajfsoa-308	271	2	ph.d	ph.d	PROPN
ajfsoa-308	271	3	.	.	PUNCT
ajfsoa-308	272	1	thesis	thesis	NOUN
ajfsoa-308	272	2	,	,	PUNCT
ajfsoa-308	272	3	university	university	NOUN
ajfsoa-308	272	4	of	of	ADP
ajfsoa-308	272	5	ibadan	ibadan	PROPN
ajfsoa-308	272	6	,	,	PUNCT
ajfsoa-308	272	7	nigeria	nigeria	PROPN
ajfsoa-308	272	8	.	.	PUNCT
ajfsoa-308	273	1	scandizzo	scandizzo	PROPN
ajfsoa-308	273	2	pl	pl	PROPN
ajfsoa-308	273	3	,	,	PUNCT
ajfsoa-308	273	4	dillon	dillon	PROPN
ajfsoa-308	273	5	jl	jl	PROPN
ajfsoa-308	273	6	(	(	PUNCT
ajfsoa-308	273	7	1976	1976	NUM
ajfsoa-308	273	8	)	)	PUNCT
ajfsoa-308	273	9	.	.	PUNCT
ajfsoa-308	274	1	peasant	peasant	NOUN
ajfsoa-308	274	2	agriculture	agriculture	NOUN
ajfsoa-308	274	3	and	and	CCONJ
ajfsoa-308	274	4	risk	risk	NOUN
ajfsoa-308	274	5	preference	preference	NOUN
ajfsoa-308	274	6	in	in	ADP
ajfsoa-308	274	7	north	north	PROPN
ajfsoa-308	274	8	east	east	PROPN
ajfsoa-308	274	9	brazil	brazil	PROPN
ajfsoa-308	274	10	:	:	PUNCT
ajfsoa-308	274	11	a	a	DET
ajfsoa-308	274	12	statistical	statistical	ADJ
ajfsoa-308	274	13	sampling	sampling	NOUN
ajfsoa-308	274	14	approach	approach	NOUN
ajfsoa-308	274	15	.	.	PUNCT
ajfsoa-308	275	1	paper	paper	NOUN
ajfsoa-308	275	2	presented	present	VERB
ajfsoa-308	275	3	at	at	ADP
ajfsoa-308	275	4	cimmyt	cimmyt	NOUN
ajfsoa-308	275	5	risk	risk	NOUN
ajfsoa-308	275	6	conference	conference	NOUN
ajfsoa-308	275	7	el	el	PROPN
ajfsoa-308	275	8	batah	batah	PROPN
ajfsoa-308	275	9	,	,	PUNCT
ajfsoa-308	275	10	mexico	mexico	PROPN
ajfsoa-308	275	11	,	,	PUNCT
ajfsoa-308	275	12	9	9	NUM
ajfsoa-308	275	13	th	th	NUM
ajfsoa-308	275	14	-15	-15	PUNCT
ajfsoa-308	275	15	th	th	NUM
ajfsoa-308	275	16	march	march	NOUN
ajfsoa-308	275	17	.	.	PUNCT
ajfsoa-308	276	1	smith	smith	PROPN
ajfsoa-308	276	2	jg	jg	PROPN
ajfsoa-308	276	3	weber	weber	PROPN
ajfsoa-308	276	4	,	,	PUNCT
ajfsoa-308	276	5	mv	mv	PROPN
ajfsoa-308	276	6	manyong	manyong	PROPN
ajfsoa-308	276	7	,	,	PUNCT
ajfsoa-308	276	8	mab	mab	VERB
ajfsoa-308	276	9	fakorede	fakorede	NOUN
ajfsoa-308	276	10	(	(	PUNCT
ajfsoa-308	276	11	1997	1997	NUM
ajfsoa-308	276	12	)	)	PUNCT
ajfsoa-308	276	13	.	.	PUNCT
ajfsoa-308	277	1	fostering	foster	VERB
ajfsoa-308	277	2	sustainable	sustainable	ADJ
ajfsoa-308	277	3	increase	increase	NOUN
ajfsoa-308	277	4	in	in	ADP
ajfsoa-308	277	5	maize	maize	NOUN
ajfsoa-308	277	6	productivity	productivity	NOUN
ajfsoa-308	277	7	in	in	ADP
ajfsoa-308	277	8	nigeria	nigeria	PROPN
ajfsoa-308	277	9	,	,	PUNCT
ajfsoa-308	277	10	.	.	PUNCT
ajfsoa-308	278	1	in	in	ADP
ajfsoa-308	278	2	byerle	byerle	PROPN
ajfsoa-308	278	3	d	d	PROPN
ajfsoa-308	278	4	,	,	PUNCT
ajfsoa-308	278	5	eicher	eicher	PROPN
ajfsoa-308	278	6	ck	ck	PROPN
ajfsoa-308	278	7	(	(	PUNCT
ajfsoa-308	278	8	eds	ed	NOUN
ajfsoa-308	278	9	)	)	PUNCT
ajfsoa-308	278	10	.	.	PUNCT
ajfsoa-308	279	1	africa‟s	africa‟s	X
ajfsoa-308	279	2	emerging	emerge	VERB
ajfsoa-308	279	3	maize	maize	NOUN
ajfsoa-308	279	4	revolution	revolution	NOUN
ajfsoa-308	279	5	.	.	PUNCT
ajfsoa-308	280	1	lunne	lunne	ADJ
ajfsoa-308	280	2	rienner	rienner	NOUN
ajfsoa-308	280	3	publishers	publisher	NOUN
ajfsoa-308	280	4	,	,	PUNCT
ajfsoa-308	280	5	london	london	PROPN
ajfsoa-308	280	6	.	.	PUNCT
ajfsoa-308	281	1	pp	pp	X
ajfsoa-308	281	2	.	.	PUNCT
ajfsoa-308	282	1	101	101	NUM
ajfsoa-308	282	2	-	-	SYM
ajfsoa-308	282	3	125	125	NUM
ajfsoa-308	282	4	.	.	PUNCT