id	sid	tid	token	lemma	pos
edu-310	1	1	18	18	NUM
edu-310	1	2	asian	asian	ADJ
edu-310	1	3	journal	journal	NOUN
edu-310	1	4	of	of	ADP
edu-310	1	5	education	education	NOUN
edu-310	1	6	and	and	CCONJ
edu-310	1	7	training	training	NOUN
edu-310	1	8	vol	vol	NOUN
edu-310	1	9	.	.	PROPN
edu-310	1	10	4	4	NUM
edu-310	1	11	,	,	PUNCT
edu-310	1	12	no	no	INTJ
edu-310	1	13	.	.	NOUN
edu-310	1	14	1	1	NUM
edu-310	1	15	,	,	PUNCT
edu-310	1	16	18	18	NUM
edu-310	1	17	-	-	SYM
edu-310	1	18	28	28	NUM
edu-310	1	19	,	,	PUNCT
edu-310	1	20	2018	2018	NUM
edu-310	1	21	issn(e	issn(e	NOUN
edu-310	1	22	)	)	PUNCT
edu-310	1	23	2519	2519	NUM
edu-310	1	24	-	-	SYM
edu-310	1	25	5387	5387	NUM
edu-310	1	26	doi	doi	NOUN
edu-310	1	27	:	:	PUNCT
edu-310	1	28	10.20448	10.20448	NUM
edu-310	1	29	/	/	SYM
edu-310	1	30	journal.522.2018.41.18.28	journal.522.2018.41.18.28	PROPN
edu-310	1	31	test	test	NOUN
edu-310	1	32	of	of	ADP
edu-310	1	33	achievement	achievement	NOUN
edu-310	1	34	in	in	ADP
edu-310	1	35	quantitative	quantitative	ADJ
edu-310	1	36	economics	economic	NOUN
edu-310	1	37	for	for	ADP
edu-310	1	38	secondary	secondary	ADJ
edu-310	1	39	schools	school	NOUN
edu-310	1	40	:	:	PUNCT
edu-310	1	41	construction	construction	NOUN
edu-310	1	42	and	and	CCONJ
edu-310	1	43	validation	validation	NOUN
edu-310	1	44	using	use	VERB
edu-310	1	45	item	item	NOUN
edu-310	1	46	response	response	NOUN
edu-310	1	47	theory	theory	PROPN
edu-310	1	48	lydia	lydia	PROPN
edu-310	1	49	i.	i.	PROPN
edu-310	1	50	eleje1	eleje1	PROPN
edu-310	2	1			PROPN
edu-310	2	2	nkechi	nkechi	PROPN
edu-310	2	3	p.m.	p.m.	INTJ
edu-310	3	1	esomonu2	esomonu2	PROPN
edu-310	4	1	(	(	PUNCT
edu-310	4	2			PROPN
edu-310	4	3	corresponding	correspond	VERB
edu-310	4	4	author	author	NOUN
edu-310	4	5	)	)	PUNCT
edu-310	5	1	1,2department	1,2department	NUM
edu-310	5	2	of	of	ADP
edu-310	5	3	educational	educational	ADJ
edu-310	5	4	foundations	foundation	NOUN
edu-310	5	5	,	,	PUNCT
edu-310	5	6	faculty	faculty	NOUN
edu-310	5	7	of	of	ADP
edu-310	5	8	education	education	NOUN
edu-310	5	9	,	,	PUNCT
edu-310	5	10	nnamdi	nnamdi	PROPN
edu-310	5	11	azikiwe	azikiwe	PROPN
edu-310	5	12	university	university	PROPN
edu-310	5	13	,	,	PUNCT
edu-310	5	14	awka	awka	NOUN
edu-310	5	15	,	,	PUNCT
edu-310	5	16	nigeria	nigeria	PROPN
edu-310	5	17	abstract	abstract	VERB
edu-310	5	18	a	a	DET
edu-310	5	19	test	test	NOUN
edu-310	5	20	to	to	PART
edu-310	5	21	measure	measure	VERB
edu-310	5	22	achievement	achievement	NOUN
edu-310	5	23	in	in	ADP
edu-310	5	24	quantitative	quantitative	ADJ
edu-310	5	25	economics	economic	NOUN
edu-310	5	26	among	among	ADP
edu-310	5	27	secondary	secondary	ADJ
edu-310	5	28	school	school	NOUN
edu-310	5	29	students	student	NOUN
edu-310	5	30	was	be	AUX
edu-310	5	31	developed	develop	VERB
edu-310	5	32	and	and	CCONJ
edu-310	5	33	validated	validate	VERB
edu-310	5	34	in	in	ADP
edu-310	5	35	this	this	DET
edu-310	5	36	study	study	NOUN
edu-310	5	37	.	.	PUNCT
edu-310	6	1	the	the	DET
edu-310	6	2	test	test	NOUN
edu-310	6	3	is	be	AUX
edu-310	6	4	made	make	VERB
edu-310	6	5	up	up	ADP
edu-310	6	6	20	20	NUM
edu-310	6	7	multiple	multiple	ADJ
edu-310	6	8	choice	choice	NOUN
edu-310	6	9	test	test	NOUN
edu-310	6	10	items	item	NOUN
edu-310	6	11	constructed	construct	VERB
edu-310	6	12	based	base	VERB
edu-310	6	13	on	on	ADP
edu-310	6	14	quantitative	quantitative	ADJ
edu-310	6	15	economics	economic	NOUN
edu-310	6	16	sub	sub	NOUN
edu-310	6	17	-	-	NOUN
edu-310	6	18	skills	skill	NOUN
edu-310	6	19	.	.	PUNCT
edu-310	7	1	six	six	NUM
edu-310	7	2	research	research	NOUN
edu-310	7	3	questions	question	NOUN
edu-310	7	4	guided	guide	VERB
edu-310	7	5	the	the	DET
edu-310	7	6	study	study	NOUN
edu-310	7	7	.	.	PUNCT
edu-310	8	1	preliminary	preliminary	ADJ
edu-310	8	2	validation	validation	NOUN
edu-310	8	3	was	be	AUX
edu-310	8	4	done	do	VERB
edu-310	8	5	by	by	ADP
edu-310	8	6	two	two	NUM
edu-310	8	7	experienced	experienced	ADJ
edu-310	8	8	teachers	teacher	NOUN
edu-310	8	9	in	in	ADP
edu-310	8	10	secondary	secondary	ADJ
edu-310	8	11	school	school	NOUN
edu-310	8	12	economics	economic	NOUN
edu-310	8	13	and	and	CCONJ
edu-310	8	14	one	one	NUM
edu-310	8	15	expert	expert	NOUN
edu-310	8	16	in	in	ADP
edu-310	8	17	test	test	NOUN
edu-310	8	18	construction	construction	NOUN
edu-310	8	19	.	.	PUNCT
edu-310	9	1	the	the	DET
edu-310	9	2	pilot	pilot	NOUN
edu-310	9	3	testing	testing	NOUN
edu-310	9	4	was	be	AUX
edu-310	9	5	conducted	conduct	VERB
edu-310	9	6	to	to	PART
edu-310	9	7	ensure	ensure	VERB
edu-310	9	8	compatibility	compatibility	NOUN
edu-310	9	9	of	of	ADP
edu-310	9	10	the	the	DET
edu-310	9	11	test	test	NOUN
edu-310	9	12	items	item	NOUN
edu-310	9	13	while	while	SCONJ
edu-310	9	14	test	test	NOUN
edu-310	9	15	try	try	VERB
edu-310	9	16	-	-	PUNCT
edu-310	9	17	out	out	NOUN
edu-310	9	18	on	on	ADP
edu-310	9	19	515	515	NUM
edu-310	9	20	students	student	NOUN
edu-310	9	21	yielded	yield	VERB
edu-310	9	22	the	the	DET
edu-310	9	23	data	datum	NOUN
edu-310	9	24	for	for	ADP
edu-310	9	25	item	item	NOUN
edu-310	9	26	analysis	analysis	NOUN
edu-310	9	27	.	.	PUNCT
edu-310	10	1	analysis	analysis	NOUN
edu-310	10	2	were	be	AUX
edu-310	10	3	attained	attain	VERB
edu-310	10	4	through	through	ADP
edu-310	10	5	spss	spss	PROPN
edu-310	10	6	and	and	CCONJ
edu-310	10	7	bilog	bilog	VERB
edu-310	10	8	mg	mg	PROPN
edu-310	10	9	using	use	VERB
edu-310	10	10	item	item	NOUN
edu-310	10	11	response	response	NOUN
edu-310	10	12	theory	theory	NOUN
edu-310	10	13	(	(	PUNCT
edu-310	10	14	irt	irt	PROPN
edu-310	10	15	)	)	PUNCT
edu-310	10	16	three	three	NUM
edu-310	10	17	-	-	PUNCT
edu-310	10	18	parameter	parameter	NOUN
edu-310	10	19	logistic	logistic	ADJ
edu-310	10	20	model	model	NOUN
edu-310	10	21	(	(	PUNCT
edu-310	10	22	3pl	3pl	NOUN
edu-310	10	23	)	)	PUNCT
edu-310	10	24	to	to	PART
edu-310	10	25	establish	establish	VERB
edu-310	10	26	item	item	NOUN
edu-310	10	27	difficulty	difficulty	NOUN
edu-310	10	28	,	,	PUNCT
edu-310	10	29	item	item	NOUN
edu-310	10	30	discrimination	discrimination	NOUN
edu-310	10	31	,	,	PUNCT
edu-310	10	32	and	and	CCONJ
edu-310	10	33	the	the	DET
edu-310	10	34	guessing	guess	VERB
edu-310	10	35	value	value	NOUN
edu-310	10	36	.	.	PUNCT
edu-310	11	1	the	the	DET
edu-310	11	2	empirical	empirical	ADJ
edu-310	11	3	reliability	reliability	NOUN
edu-310	11	4	of	of	ADP
edu-310	11	5	the	the	DET
edu-310	11	6	test	test	NOUN
edu-310	11	7	was	be	AUX
edu-310	11	8	0.86	0.86	NUM
edu-310	11	9	.	.	PUNCT
edu-310	12	1	the	the	DET
edu-310	12	2	test	test	NOUN
edu-310	12	3	was	be	AUX
edu-310	12	4	found	find	VERB
edu-310	12	5	to	to	PART
edu-310	12	6	be	be	AUX
edu-310	12	7	of	of	ADP
edu-310	12	8	good	good	ADJ
edu-310	12	9	quality	quality	NOUN
edu-310	12	10	,	,	PUNCT
edu-310	12	11	valid	valid	ADJ
edu-310	12	12	and	and	CCONJ
edu-310	12	13	highly	highly	ADV
edu-310	12	14	reliable	reliable	ADJ
edu-310	12	15	.	.	PUNCT
edu-310	13	1	the	the	DET
edu-310	13	2	test	test	NOUN
edu-310	13	3	is	be	AUX
edu-310	13	4	ready	ready	ADJ
edu-310	13	5	and	and	CCONJ
edu-310	13	6	can	can	AUX
edu-310	13	7	now	now	ADV
edu-310	13	8	be	be	AUX
edu-310	13	9	used	use	VERB
edu-310	13	10	to	to	PART
edu-310	13	11	assess	assess	VERB
edu-310	13	12	students	student	NOUN
edu-310	13	13	’	'	PUNCT
edu-310	13	14	achievement	achievement	NOUN
edu-310	13	15	in	in	ADP
edu-310	13	16	quantitative	quantitative	ADJ
edu-310	13	17	economics	economic	NOUN
edu-310	13	18	in	in	ADP
edu-310	13	19	nigeria	nigeria	PROPN
edu-310	13	20	and	and	CCONJ
edu-310	13	21	other	other	ADJ
edu-310	13	22	countries	country	NOUN
edu-310	13	23	.	.	PUNCT
edu-310	14	1	keywords	keyword	NOUN
edu-310	14	2	:	:	PUNCT
edu-310	14	3	achievement	achievement	NOUN
edu-310	14	4	test	test	NOUN
edu-310	14	5	,	,	PUNCT
edu-310	14	6	quantitative	quantitative	ADJ
edu-310	14	7	economics	economic	NOUN
edu-310	14	8	,	,	PUNCT
edu-310	14	9	irt	irt	PROPN
edu-310	14	10	(	(	PUNCT
edu-310	14	11	item	item	NOUN
edu-310	14	12	response	response	NOUN
edu-310	14	13	theory	theory	NOUN
edu-310	14	14	)	)	PUNCT
edu-310	14	15	,	,	PUNCT
edu-310	14	16	uni	uni	ADJ
edu-310	14	17	-	-	NOUN
edu-310	14	18	dimensionality	dimensionality	NOUN
edu-310	14	19	,	,	PUNCT
edu-310	14	20	reliability	reliability	NOUN
edu-310	14	21	.	.	PUNCT
edu-310	15	1	citation	citation	NOUN
edu-310	16	1	|	|	PROPN
edu-310	16	2	lydia	lydia	PROPN
edu-310	16	3	i.	i.	PROPN
edu-310	16	4	eleje	eleje	PROPN
edu-310	16	5	;	;	PUNCT
edu-310	16	6	nkechi	nkechi	PROPN
edu-310	16	7	p.m.	p.m.	PROPN
edu-310	16	8	esomonu	esomonu	NOUN
edu-310	16	9	(	(	PUNCT
edu-310	16	10	2018	2018	NUM
edu-310	16	11	)	)	PUNCT
edu-310	16	12	.	.	PUNCT
edu-310	17	1	test	test	NOUN
edu-310	17	2	of	of	ADP
edu-310	17	3	achievement	achievement	NOUN
edu-310	17	4	in	in	ADP
edu-310	17	5	quantitative	quantitative	ADJ
edu-310	17	6	economics	economic	NOUN
edu-310	17	7	for	for	ADP
edu-310	17	8	secondary	secondary	ADJ
edu-310	17	9	schools	school	NOUN
edu-310	17	10	:	:	PUNCT
edu-310	17	11	construction	construction	NOUN
edu-310	17	12	and	and	CCONJ
edu-310	17	13	validation	validation	NOUN
edu-310	17	14	using	use	VERB
edu-310	17	15	item	item	NOUN
edu-310	17	16	response	response	NOUN
edu-310	17	17	theory	theory	NOUN
edu-310	17	18	.	.	PUNCT
edu-310	18	1	asian	asian	ADJ
edu-310	18	2	journal	journal	PROPN
edu-310	18	3	of	of	ADP
edu-310	18	4	education	education	NOUN
edu-310	18	5	and	and	CCONJ
edu-310	18	6	training	training	NOUN
edu-310	18	7	,	,	PUNCT
edu-310	18	8	4(1	4(1	NOUN
edu-310	18	9	):	):	PUNCT
edu-310	18	10	18	18	NUM
edu-310	18	11	-	-	SYM
edu-310	18	12	28	28	NUM
edu-310	18	13	.	.	PUNCT
edu-310	19	1	history	history	NOUN
edu-310	19	2	:	:	PUNCT
edu-310	19	3	received	receive	VERB
edu-310	19	4	:	:	PUNCT
edu-310	19	5	4	4	NUM
edu-310	19	6	december	december	PROPN
edu-310	19	7	2017	2017	NUM
edu-310	19	8	revised	revise	VERB
edu-310	19	9	:	:	PUNCT
edu-310	19	10	11	11	NUM
edu-310	19	11	january	january	PROPN
edu-310	19	12	2018	2018	NUM
edu-310	19	13	accepted	accept	VERB
edu-310	19	14	:	:	PUNCT
edu-310	19	15	28	28	NUM
edu-310	19	16	january	january	PROPN
edu-310	19	17	2018	2018	NUM
edu-310	19	18	published	publish	VERB
edu-310	19	19	:	:	PUNCT
edu-310	19	20	25	25	NUM
edu-310	19	21	january	january	PROPN
edu-310	19	22	2018	2018	NUM
edu-310	19	23	licensed	license	VERB
edu-310	19	24	:	:	PUNCT
edu-310	19	25	this	this	DET
edu-310	19	26	work	work	NOUN
edu-310	19	27	is	be	AUX
edu-310	19	28	licensed	license	VERB
edu-310	19	29	under	under	ADP
edu-310	19	30	a	a	DET
edu-310	19	31	creative	creative	ADJ
edu-310	19	32	commons	common	NOUN
edu-310	19	33	attribution	attribution	NOUN
edu-310	19	34	3.0	3.0	NUM
edu-310	19	35	license	license	NOUN
edu-310	19	36	publisher	publisher	NOUN
edu-310	19	37	:	:	PUNCT
edu-310	19	38	asian	asian	ADJ
edu-310	19	39	online	online	PROPN
edu-310	19	40	journal	journal	PROPN
edu-310	19	41	publishing	publishing	NOUN
edu-310	19	42	group	group	NOUN
edu-310	19	43	contribution	contribution	NOUN
edu-310	19	44	/	/	SYM
edu-310	19	45	acknowledgement	acknowledgement	NOUN
edu-310	19	46	:	:	PUNCT
edu-310	19	47	both	both	DET
edu-310	19	48	authors	author	NOUN
edu-310	19	49	contributed	contribute	VERB
edu-310	19	50	to	to	ADP
edu-310	19	51	the	the	DET
edu-310	19	52	conception	conception	NOUN
edu-310	19	53	and	and	CCONJ
edu-310	19	54	design	design	NOUN
edu-310	19	55	of	of	ADP
edu-310	19	56	the	the	DET
edu-310	19	57	study	study	NOUN
edu-310	19	58	.	.	PUNCT
edu-310	20	1	funding	funding	NOUN
edu-310	20	2	:	:	PUNCT
edu-310	20	3	this	this	DET
edu-310	20	4	study	study	NOUN
edu-310	20	5	received	receive	VERB
edu-310	20	6	no	no	DET
edu-310	20	7	specific	specific	ADJ
edu-310	20	8	financial	financial	ADJ
edu-310	20	9	support	support	NOUN
edu-310	20	10	.	.	PUNCT
edu-310	21	1	competing	compete	VERB
edu-310	21	2	interests	interest	NOUN
edu-310	21	3	:	:	PUNCT
edu-310	21	4	the	the	DET
edu-310	21	5	authors	author	NOUN
edu-310	21	6	declare	declare	VERB
edu-310	21	7	that	that	SCONJ
edu-310	21	8	they	they	PRON
edu-310	21	9	have	have	VERB
edu-310	21	10	no	no	DET
edu-310	21	11	conflict	conflict	NOUN
edu-310	21	12	of	of	ADP
edu-310	21	13	interests	interest	NOUN
edu-310	21	14	.	.	PUNCT
edu-310	22	1	transparency	transparency	NOUN
edu-310	22	2	:	:	PUNCT
edu-310	22	3	the	the	DET
edu-310	22	4	authors	author	NOUN
edu-310	22	5	confirm	confirm	VERB
edu-310	22	6	that	that	SCONJ
edu-310	22	7	the	the	DET
edu-310	22	8	manuscript	manuscript	NOUN
edu-310	22	9	is	be	AUX
edu-310	22	10	an	an	DET
edu-310	22	11	honest	honest	ADJ
edu-310	22	12	,	,	PUNCT
edu-310	22	13	accurate	accurate	ADJ
edu-310	22	14	,	,	PUNCT
edu-310	22	15	and	and	CCONJ
edu-310	22	16	transparent	transparent	ADJ
edu-310	22	17	account	account	NOUN
edu-310	22	18	of	of	ADP
edu-310	22	19	the	the	DET
edu-310	22	20	study	study	NOUN
edu-310	22	21	was	be	AUX
edu-310	22	22	reported	report	VERB
edu-310	22	23	;	;	PUNCT
edu-310	22	24	that	that	SCONJ
edu-310	22	25	no	no	DET
edu-310	22	26	vital	vital	ADJ
edu-310	22	27	features	feature	NOUN
edu-310	22	28	of	of	ADP
edu-310	22	29	the	the	DET
edu-310	22	30	study	study	NOUN
edu-310	22	31	have	have	AUX
edu-310	22	32	been	be	AUX
edu-310	22	33	omitted	omit	VERB
edu-310	22	34	;	;	PUNCT
edu-310	22	35	and	and	CCONJ
edu-310	22	36	that	that	SCONJ
edu-310	22	37	any	any	DET
edu-310	22	38	discrepancies	discrepancy	NOUN
edu-310	22	39	from	from	ADP
edu-310	22	40	the	the	DET
edu-310	22	41	study	study	NOUN
edu-310	22	42	as	as	SCONJ
edu-310	22	43	planned	plan	VERB
edu-310	22	44	have	have	AUX
edu-310	22	45	been	be	AUX
edu-310	22	46	explained	explain	VERB
edu-310	22	47	.	.	PUNCT
edu-310	23	1	ethical	ethical	ADJ
edu-310	23	2	:	:	PUNCT
edu-310	23	3	this	this	DET
edu-310	23	4	study	study	NOUN
edu-310	23	5	follows	follow	VERB
edu-310	23	6	all	all	DET
edu-310	23	7	ethical	ethical	ADJ
edu-310	23	8	practices	practice	NOUN
edu-310	23	9	during	during	ADP
edu-310	23	10	writing	writing	NOUN
edu-310	23	11	.	.	PUNCT
edu-310	24	1	contents	content	NOUN
edu-310	24	2	1	1	NUM
edu-310	24	3	.	.	PUNCT
edu-310	25	1	introduction	introduction	NOUN
edu-310	25	2	......................................................................................................................................................................................	......................................................................................................................................................................................	PUNCT
edu-310	26	1	19	19	NUM
edu-310	26	2	2	2	NUM
edu-310	26	3	.	.	PUNCT
edu-310	26	4	literature	literature	PROPN
edu-310	26	5	review	review	PROPN
edu-310	26	6	............................................................................................................................................................................	............................................................................................................................................................................	PROPN
edu-310	26	7	19	19	NUM
edu-310	26	8	3	3	NUM
edu-310	26	9	.	.	PUNCT
edu-310	26	10	method	method	PROPN
edu-310	26	11	...............................................................................................................................................................................................	...............................................................................................................................................................................................	PUNCT
edu-310	26	12	21	21	NUM
edu-310	26	13	4	4	NUM
edu-310	26	14	.	.	PUNCT
edu-310	27	1	results	result	NOUN
edu-310	27	2	................................................................................................................................................................................................	................................................................................................................................................................................................	PUNCT
edu-310	27	3	23	23	NUM
edu-310	27	4	5	5	NUM
edu-310	27	5	.	.	PUNCT
edu-310	28	1	discussion	discussion	NOUN
edu-310	28	2	of	of	ADP
edu-310	28	3	findings	finding	NOUN
edu-310	28	4	....................................................................................................................................................................	....................................................................................................................................................................	PUNCT
edu-310	29	1	24	24	NUM
edu-310	29	2	6	6	NUM
edu-310	29	3	.	.	PUNCT
edu-310	30	1	conclusions	conclusion	NOUN
edu-310	30	2	.......................................................................................................................................................................................	.......................................................................................................................................................................................	PUNCT
edu-310	31	1	24	24	NUM
edu-310	31	2	7	7	NUM
edu-310	31	3	.	.	PUNCT
edu-310	32	1	recommendations	recommendation	NOUN
edu-310	32	2	............................................................................................................................................................................	............................................................................................................................................................................	VERB
edu-310	33	1	24	24	NUM
edu-310	33	2	references	reference	NOUN
edu-310	33	3	..............................................................................................................................................................................................	..............................................................................................................................................................................................	PROPN
edu-310	33	4	24	24	NUM
edu-310	33	5	http://crossmark.crossref.org/dialog/?doi=10.20448/journal.522.2018.41.18.28&domain=pdf&date_stamp=2017-01-14	http://crossmark.crossref.org/dialog/?doi=10.20448/journal.522.2018.41.18.28&domain=pdf&date_stamp=2017-01-14	ADJ
edu-310	33	6	http://creativecommons.org/licenses/by/3.0/	http://creativecommons.org/licenses/by/3.0/	PROPN
edu-310	33	7	http://creativecommons.org/licenses/by/3.0/	http://creativecommons.org/licenses/by/3.0/	PROPN
edu-310	33	8	https://orcid.org/0000-0002-8587-289x	https://orcid.org/0000-0002-8587-289x	PROPN
edu-310	33	9	https	https	NOUN
edu-310	33	10	/	/	SYM
edu-310	33	11	orcid.org/0000	orcid.org/0000	NUM
edu-310	33	12	-	-	PUNCT
edu-310	33	13	0002	0002	NUM
edu-310	33	14	-	-	PUNCT
edu-310	33	15	8682	8682	NUM
edu-310	33	16	-	-	PUNCT
edu-310	33	17	382x	382x	PROPN
edu-310	33	18	https://orcid.org/0000-0002-8587-289x	https://orcid.org/0000-0002-8587-289x	PROPN
edu-310	33	19	https	https	NOUN
edu-310	33	20	/	/	SYM
edu-310	33	21	orcid.org/0000	orcid.org/0000	NUM
edu-310	33	22	-	-	PUNCT
edu-310	33	23	0002	0002	NUM
edu-310	33	24	-	-	PUNCT
edu-310	33	25	8682	8682	NUM
edu-310	33	26	-	-	PUNCT
edu-310	33	27	382x	382x	PROPN
edu-310	33	28	https://orcid.org/0000-0002-8587-289x	https://orcid.org/0000-0002-8587-289x	PROPN
edu-310	33	29	https	https	NOUN
edu-310	33	30	/	/	SYM
edu-310	33	31	orcid.org/0000	orcid.org/0000	NUM
edu-310	33	32	-	-	PUNCT
edu-310	33	33	0002	0002	NUM
edu-310	33	34	-	-	PUNCT
edu-310	33	35	8682	8682	NUM
edu-310	33	36	-	-	PUNCT
edu-310	33	37	382x	382x	NOUN
edu-310	33	38	asian	asian	ADJ
edu-310	33	39	journal	journal	NOUN
edu-310	33	40	of	of	ADP
edu-310	33	41	education	education	NOUN
edu-310	33	42	and	and	CCONJ
edu-310	33	43	training	training	NOUN
edu-310	33	44	,	,	PUNCT
edu-310	33	45	2018	2018	NUM
edu-310	33	46	,	,	PUNCT
edu-310	33	47	4(1	4(1	NOUN
edu-310	33	48	):	):	PUNCT
edu-310	33	49	18	18	NUM
edu-310	33	50	-	-	SYM
edu-310	33	51	28	28	NUM
edu-310	33	52	19	19	NUM
edu-310	33	53	1	1	NUM
edu-310	33	54	.	.	PUNCT
edu-310	33	55	introduction	introduction	NOUN
edu-310	33	56	the	the	DET
edu-310	33	57	teaching	teaching	NOUN
edu-310	33	58	and	and	CCONJ
edu-310	33	59	learning	learning	NOUN
edu-310	33	60	of	of	ADP
edu-310	33	61	economics	economic	NOUN
edu-310	33	62	as	as	ADP
edu-310	33	63	a	a	DET
edu-310	33	64	subject	subject	NOUN
edu-310	33	65	in	in	ADP
edu-310	33	66	nigeria	nigeria	PROPN
edu-310	33	67	and	and	CCONJ
edu-310	33	68	other	other	ADJ
edu-310	33	69	west	west	ADJ
edu-310	33	70	african	african	ADJ
edu-310	33	71	countries	country	NOUN
edu-310	33	72	is	be	AUX
edu-310	33	73	part	part	NOUN
edu-310	33	74	of	of	ADP
edu-310	33	75	the	the	DET
edu-310	33	76	senior	senior	ADJ
edu-310	33	77	secondaryss1	secondaryss1	NOUN
edu-310	33	78	,	,	PUNCT
edu-310	33	79	ss2	ss2	PROPN
edu-310	33	80	and	and	CCONJ
edu-310	33	81	ss3	ss3	PROPN
edu-310	33	82	curriculum	curriculum	NOUN
edu-310	33	83	(	(	PUNCT
edu-310	33	84	federal	federal	ADJ
edu-310	33	85	government	government	NOUN
edu-310	33	86	of	of	ADP
edu-310	33	87	nigeria	nigeria	PROPN
edu-310	33	88	,	,	PUNCT
edu-310	33	89	2004	2004	NUM
edu-310	33	90	)	)	PUNCT
edu-310	33	91	.	.	PUNCT
edu-310	34	1	economics	economic	NOUN
edu-310	34	2	according	accord	VERB
edu-310	34	3	to	to	ADP
edu-310	34	4	kallie	kallie	PROPN
edu-310	34	5	(	(	PUNCT
edu-310	34	6	2015	2015	NUM
edu-310	34	7	)	)	PUNCT
edu-310	34	8	is	be	AUX
edu-310	34	9	a	a	DET
edu-310	34	10	social	social	ADJ
edu-310	34	11	science	science	NOUN
edu-310	34	12	for	for	ADP
edu-310	34	13	analyzing	analyze	VERB
edu-310	34	14	the	the	DET
edu-310	34	15	production	production	NOUN
edu-310	34	16	,	,	PUNCT
edu-310	34	17	distribution	distribution	NOUN
edu-310	34	18	,	,	PUNCT
edu-310	34	19	and	and	CCONJ
edu-310	34	20	consumption	consumption	NOUN
edu-310	34	21	of	of	ADP
edu-310	34	22	goods	good	NOUN
edu-310	34	23	and	and	CCONJ
edu-310	34	24	services	service	NOUN
edu-310	34	25	.	.	PUNCT
edu-310	35	1	economics	economic	NOUN
edu-310	35	2	education	education	NOUN
edu-310	35	3	is	be	AUX
edu-310	35	4	the	the	DET
edu-310	35	5	education	education	NOUN
edu-310	35	6	provided	provide	VERB
edu-310	35	7	for	for	ADP
edu-310	35	8	economics	economic	NOUN
edu-310	35	9	teachers	teacher	NOUN
edu-310	35	10	or	or	CCONJ
edu-310	35	11	would	would	AUX
edu-310	35	12	be	be	AUX
edu-310	35	13	teachers	teacher	NOUN
edu-310	35	14	on	on	ADP
edu-310	35	15	different	different	ADJ
edu-310	35	16	economic	economic	ADJ
edu-310	35	17	issues	issue	NOUN
edu-310	35	18	and	and	CCONJ
edu-310	35	19	problems	problem	NOUN
edu-310	35	20	.	.	PUNCT
edu-310	36	1	it	it	PRON
edu-310	36	2	focuses	focus	VERB
edu-310	36	3	on	on	ADP
edu-310	36	4	the	the	DET
edu-310	36	5	improvement	improvement	NOUN
edu-310	36	6	of	of	ADP
edu-310	36	7	economic	economic	ADJ
edu-310	36	8	curriculum	curriculum	NOUN
edu-310	36	9	materials	material	NOUN
edu-310	36	10	and	and	CCONJ
edu-310	36	11	pedagogy	pedagogy	NOUN
edu-310	36	12	.	.	PUNCT
edu-310	37	1	this	this	PRON
edu-310	37	2	according	accord	VERB
edu-310	37	3	to	to	ADP
edu-310	37	4	babalola	babalola	PROPN
edu-310	37	5	(	(	PUNCT
edu-310	37	6	2003	2003	NUM
edu-310	37	7	)	)	PUNCT
edu-310	37	8	is	be	AUX
edu-310	37	9	the	the	DET
edu-310	37	10	education	education	NOUN
edu-310	37	11	provided	provide	VERB
edu-310	37	12	to	to	PART
edu-310	37	13	assist	assist	VERB
edu-310	37	14	a	a	DET
edu-310	37	15	rational	rational	ADJ
edu-310	37	16	man	man	NOUN
edu-310	37	17	in	in	ADP
edu-310	37	18	organizing	organize	VERB
edu-310	37	19	his	his	PRON
edu-310	37	20	different	different	ADJ
edu-310	37	21	thoughts	thought	NOUN
edu-310	37	22	whenever	whenever	SCONJ
edu-310	37	23	he	he	PRON
edu-310	37	24	is	be	AUX
edu-310	37	25	faced	face	VERB
edu-310	37	26	with	with	ADP
edu-310	37	27	day	day	NOUN
edu-310	37	28	-	-	PUNCT
edu-310	37	29	to	to	ADP
edu-310	37	30	-	-	PUNCT
edu-310	37	31	day	day	NOUN
edu-310	37	32	economic	economic	ADJ
edu-310	37	33	issues	issue	NOUN
edu-310	37	34	and	and	CCONJ
edu-310	37	35	problems	problem	NOUN
edu-310	37	36	.	.	PUNCT
edu-310	38	1	thus	thus	ADV
edu-310	38	2	,	,	PUNCT
edu-310	38	3	economics	economic	NOUN
edu-310	38	4	education	education	NOUN
edu-310	38	5	is	be	AUX
edu-310	38	6	aimed	aim	VERB
edu-310	38	7	at	at	ADP
edu-310	38	8	bringing	bring	VERB
edu-310	38	9	about	about	ADP
edu-310	38	10	desirable	desirable	ADJ
edu-310	38	11	behavioral	behavioral	ADJ
edu-310	38	12	changes	change	NOUN
edu-310	38	13	in	in	ADP
edu-310	38	14	students	student	NOUN
edu-310	38	15	(	(	PUNCT
edu-310	38	16	dike	dike	NOUN
edu-310	38	17	,	,	PUNCT
edu-310	38	18	2002	2002	NUM
edu-310	38	19	)	)	PUNCT
edu-310	38	20	.	.	PUNCT
edu-310	39	1	these	these	DET
edu-310	39	2	behavioral	behavioral	ADJ
edu-310	39	3	changes	change	NOUN
edu-310	39	4	are	be	AUX
edu-310	39	5	quantified	quantify	VERB
edu-310	39	6	and	and	CCONJ
edu-310	39	7	qualified	qualified	ADJ
edu-310	39	8	using	use	VERB
edu-310	39	9	achievement	achievement	NOUN
edu-310	39	10	tests	test	NOUN
edu-310	39	11	.	.	PUNCT
edu-310	40	1	achievement	achievement	NOUN
edu-310	40	2	tests	test	NOUN
edu-310	40	3	are	be	AUX
edu-310	40	4	tests	test	NOUN
edu-310	40	5	given	give	VERB
edu-310	40	6	to	to	PART
edu-310	40	7	assess	assess	VERB
edu-310	40	8	how	how	SCONJ
edu-310	40	9	far	far	ADV
edu-310	40	10	a	a	DET
edu-310	40	11	student	student	NOUN
edu-310	40	12	has	have	AUX
edu-310	40	13	learnt	learn	VERB
edu-310	40	14	what	what	PRON
edu-310	40	15	was	be	AUX
edu-310	40	16	taught	teach	VERB
edu-310	40	17	.	.	PUNCT
edu-310	41	1	they	they	PRON
edu-310	41	2	are	be	AUX
edu-310	41	3	primarily	primarily	ADV
edu-310	41	4	used	use	VERB
edu-310	41	5	in	in	ADP
edu-310	41	6	making	make	VERB
edu-310	41	7	classroom	classroom	NOUN
edu-310	41	8	level	level	NOUN
edu-310	41	9	decisions	decision	NOUN
edu-310	41	10	and	and	CCONJ
edu-310	41	11	are	be	AUX
edu-310	41	12	designed	design	VERB
edu-310	41	13	with	with	ADP
edu-310	41	14	particular	particular	ADJ
edu-310	41	15	reference	reference	NOUN
edu-310	41	16	to	to	ADP
edu-310	41	17	the	the	DET
edu-310	41	18	course	course	NOUN
edu-310	41	19	objectives	objective	VERB
edu-310	41	20	/	/	SYM
edu-310	41	21	learning	learn	VERB
edu-310	41	22	goals	goal	NOUN
edu-310	41	23	of	of	ADP
edu-310	41	24	a	a	DET
edu-310	41	25	specific	specific	ADJ
edu-310	41	26	course	course	NOUN
edu-310	41	27	,	,	PUNCT
edu-310	41	28	study	study	NOUN
edu-310	41	29	program	program	NOUN
edu-310	41	30	or	or	CCONJ
edu-310	41	31	class	class	NOUN
edu-310	41	32	(	(	PUNCT
edu-310	41	33	mahajan	mahajan	PROPN
edu-310	41	34	,	,	PUNCT
edu-310	41	35	2015	2015	NUM
edu-310	41	36	)	)	PUNCT
edu-310	41	37	.	.	PUNCT
edu-310	42	1	such	such	ADJ
edu-310	42	2	tests	test	NOUN
edu-310	42	3	evaluate	evaluate	VERB
edu-310	42	4	students	student	NOUN
edu-310	42	5	’	’	PART
edu-310	42	6	understanding	understanding	NOUN
edu-310	42	7	of	of	ADP
edu-310	42	8	a	a	DET
edu-310	42	9	particular	particular	ADJ
edu-310	42	10	instructional	instructional	ADJ
edu-310	42	11	domain	domain	NOUN
edu-310	42	12	in	in	ADP
edu-310	42	13	order	order	NOUN
edu-310	42	14	to	to	PART
edu-310	42	15	make	make	VERB
edu-310	42	16	decisions	decision	NOUN
edu-310	42	17	regarding	regard	VERB
edu-310	42	18	the	the	DET
edu-310	42	19	advancement	advancement	NOUN
edu-310	42	20	or	or	CCONJ
edu-310	42	21	knowledge	knowledge	NOUN
edu-310	42	22	and	and	CCONJ
edu-310	42	23	skill	skill	NOUN
edu-310	42	24	acquired	acquire	VERB
edu-310	42	25	by	by	ADP
edu-310	42	26	the	the	DET
edu-310	42	27	students	student	NOUN
edu-310	42	28	.	.	PUNCT
edu-310	43	1	achievement	achievement	NOUN
edu-310	43	2	test	test	NOUN
edu-310	43	3	can	can	AUX
edu-310	43	4	be	be	AUX
edu-310	43	5	influenced	influence	VERB
edu-310	43	6	by	by	ADP
edu-310	43	7	certain	certain	ADJ
edu-310	43	8	factors	factor	NOUN
edu-310	43	9	.	.	PUNCT
edu-310	44	1	this	this	PRON
edu-310	44	2	is	be	AUX
edu-310	44	3	supported	support	VERB
edu-310	44	4	in	in	ADP
edu-310	44	5	a	a	DET
edu-310	44	6	research	research	NOUN
edu-310	44	7	by	by	ADP
edu-310	44	8	adhanja	adhanja	PROPN
edu-310	44	9	et	et	PROPN
edu-310	44	10	al	al	PROPN
edu-310	44	11	.	.	PUNCT
edu-310	45	1	(	(	PUNCT
edu-310	45	2	2016	2016	NUM
edu-310	45	3	)	)	PUNCT
edu-310	45	4	and	and	CCONJ
edu-310	45	5	hanzen	hanzen	NOUN
edu-310	45	6	(	(	PUNCT
edu-310	45	7	2000	2000	NUM
edu-310	45	8	)	)	PUNCT
edu-310	45	9	which	which	PRON
edu-310	45	10	shows	show	VERB
edu-310	45	11	that	that	SCONJ
edu-310	45	12	students	student	NOUN
edu-310	45	13	’	'	PUNCT
edu-310	45	14	achievement	achievement	NOUN
edu-310	45	15	is	be	AUX
edu-310	45	16	affected	affect	VERB
edu-310	45	17	by	by	ADP
edu-310	45	18	different	different	ADJ
edu-310	45	19	factors	factor	NOUN
edu-310	45	20	such	such	ADJ
edu-310	45	21	as	as	ADP
edu-310	45	22	learning	learn	VERB
edu-310	45	23	abilities	ability	NOUN
edu-310	45	24	,	,	PUNCT
edu-310	45	25	race	race	NOUN
edu-310	45	26	,	,	PUNCT
edu-310	45	27	gender	gender	NOUN
edu-310	45	28	,	,	PUNCT
edu-310	45	29	sex	sex	NOUN
edu-310	45	30	and	and	CCONJ
edu-310	45	31	socio	socio	NOUN
edu-310	45	32	-	-	PUNCT
edu-310	45	33	economic	economic	ADJ
edu-310	45	34	factors	factor	NOUN
edu-310	45	35	.	.	PUNCT
edu-310	46	1	on	on	ADP
edu-310	46	2	the	the	DET
edu-310	46	3	other	other	ADJ
edu-310	46	4	hand	hand	NOUN
edu-310	46	5	,	,	PUNCT
edu-310	46	6	chansarkar	chansarkar	NOUN
edu-310	46	7	and	and	CCONJ
edu-310	46	8	michaeloudis	michaeloudi	NOUN
edu-310	46	9	(	(	PUNCT
edu-310	46	10	2001	2001	NUM
edu-310	46	11	)	)	PUNCT
edu-310	46	12	explained	explain	VERB
edu-310	46	13	that	that	SCONJ
edu-310	46	14	students	student	NOUN
edu-310	46	15	’	'	PUNCT
edu-310	46	16	achievement	achievement	NOUN
edu-310	46	17	is	be	AUX
edu-310	46	18	not	not	PART
edu-310	46	19	affected	affect	VERB
edu-310	46	20	by	by	ADP
edu-310	46	21	such	such	ADJ
edu-310	46	22	factors	factor	NOUN
edu-310	46	23	as	as	ADP
edu-310	46	24	age	age	NOUN
edu-310	46	25	,	,	PUNCT
edu-310	46	26	sex	sex	NOUN
edu-310	46	27	and	and	CCONJ
edu-310	46	28	place	place	NOUN
edu-310	46	29	of	of	ADP
edu-310	46	30	residence	residence	NOUN
edu-310	46	31	but	but	CCONJ
edu-310	46	32	is	be	AUX
edu-310	46	33	associated	associate	VERB
edu-310	46	34	with	with	ADP
edu-310	46	35	performance	performance	NOUN
edu-310	46	36	in	in	ADP
edu-310	46	37	quantitative	quantitative	ADJ
edu-310	46	38	skills	skill	NOUN
edu-310	46	39	/	/	SYM
edu-310	46	40	subject	subject	NOUN
edu-310	46	41	.	.	PUNCT
edu-310	47	1	they	they	PRON
edu-310	47	2	also	also	ADV
edu-310	47	3	found	find	VERB
edu-310	47	4	out	out	ADP
edu-310	47	5	that	that	SCONJ
edu-310	47	6	those	those	PRON
edu-310	47	7	who	who	PRON
edu-310	47	8	live	live	VERB
edu-310	47	9	near	near	ADP
edu-310	47	10	school	school	NOUN
edu-310	47	11	perform	perform	VERB
edu-310	47	12	better	well	ADV
edu-310	47	13	than	than	ADP
edu-310	47	14	other	other	ADJ
edu-310	47	15	students	student	NOUN
edu-310	47	16	.	.	PUNCT
edu-310	48	1	in	in	ADP
edu-310	48	2	support	support	NOUN
edu-310	48	3	of	of	ADP
edu-310	48	4	chansarkar	chansarkar	NOUN
edu-310	48	5	and	and	CCONJ
edu-310	48	6	mishaeloudis	mishaeloudis	ADJ
edu-310	48	7	view	view	NOUN
edu-310	48	8	,	,	PUNCT
edu-310	48	9	educational	educational	ADJ
edu-310	48	10	testing	testing	NOUN
edu-310	48	11	service	service	NOUN
edu-310	48	12	(	(	PUNCT
edu-310	48	13	1995	1995	NUM
edu-310	48	14	)	)	PUNCT
edu-310	48	15	also	also	ADV
edu-310	48	16	identified	identify	VERB
edu-310	48	17	quantitative	quantitative	ADJ
edu-310	48	18	ability	ability	NOUN
edu-310	48	19	/	/	SYM
edu-310	48	20	skill	skill	NOUN
edu-310	48	21	as	as	ADP
edu-310	48	22	a	a	DET
edu-310	48	23	factor	factor	NOUN
edu-310	48	24	which	which	PRON
edu-310	48	25	could	could	AUX
edu-310	48	26	influence	influence	VERB
edu-310	48	27	students	student	NOUN
edu-310	48	28	’	'	PUNCT
edu-310	48	29	achievement	achievement	NOUN
edu-310	48	30	in	in	ADP
edu-310	48	31	a	a	DET
edu-310	48	32	school	school	NOUN
edu-310	48	33	subject	subject	NOUN
edu-310	48	34	.	.	PUNCT
edu-310	49	1	dolado	dolado	PROPN
edu-310	49	2	and	and	CCONJ
edu-310	49	3	morales	morale	NOUN
edu-310	49	4	(	(	PUNCT
edu-310	49	5	2008	2008	NUM
edu-310	49	6	)	)	PUNCT
edu-310	49	7	specifically	specifically	ADV
edu-310	49	8	pointed	point	VERB
edu-310	49	9	out	out	ADP
edu-310	49	10	ability	ability	NOUN
edu-310	49	11	in	in	ADP
edu-310	49	12	calculations	calculation	NOUN
edu-310	49	13	/	/	SYM
edu-310	49	14	mathematics	mathematic	NOUN
edu-310	49	15	as	as	ADP
edu-310	49	16	a	a	DET
edu-310	49	17	factor	factor	NOUN
edu-310	49	18	affecting	affect	VERB
edu-310	49	19	performance	performance	NOUN
edu-310	49	20	in	in	ADP
edu-310	49	21	economics	economic	NOUN
edu-310	49	22	.	.	PUNCT
edu-310	50	1	quantitative	quantitative	ADJ
edu-310	50	2	ability	ability	NOUN
edu-310	50	3	is	be	AUX
edu-310	50	4	seen	see	VERB
edu-310	50	5	as	as	ADP
edu-310	50	6	a	a	DET
edu-310	50	7	measure	measure	NOUN
edu-310	50	8	of	of	ADP
edu-310	50	9	a	a	DET
edu-310	50	10	student	student	NOUN
edu-310	50	11	’s	’s	PART
edu-310	50	12	ability	ability	NOUN
edu-310	50	13	/	/	SYM
edu-310	50	14	skill	skill	NOUN
edu-310	50	15	to	to	PART
edu-310	50	16	apply	apply	VERB
edu-310	50	17	knowledge	knowledge	NOUN
edu-310	50	18	of	of	ADP
edu-310	50	19	mathematical	mathematical	ADJ
edu-310	50	20	concepts	concept	NOUN
edu-310	50	21	and	and	CCONJ
edu-310	50	22	principles	principle	NOUN
edu-310	50	23	,	,	PUNCT
edu-310	50	24	to	to	PART
edu-310	50	25	demonstrate	demonstrate	VERB
edu-310	50	26	flexibility	flexibility	NOUN
edu-310	50	27	in	in	ADP
edu-310	50	28	thinking	thinking	NOUN
edu-310	50	29	,	,	PUNCT
edu-310	50	30	to	to	PART
edu-310	50	31	identify	identify	VERB
edu-310	50	32	critical	critical	ADJ
edu-310	50	33	features	feature	NOUN
edu-310	50	34	on	on	ADP
edu-310	50	35	new	new	ADJ
edu-310	50	36	situations	situation	NOUN
edu-310	50	37	,	,	PUNCT
edu-310	50	38	to	to	PART
edu-310	50	39	make	make	VERB
edu-310	50	40	correct	correct	ADJ
edu-310	50	41	generalizations	generalization	NOUN
edu-310	50	42	,	,	PUNCT
edu-310	50	43	and	and	CCONJ
edu-310	50	44	to	to	PART
edu-310	50	45	compare	compare	VERB
edu-310	50	46	mathematical	mathematical	ADJ
edu-310	50	47	expressions	expression	NOUN
edu-310	50	48	(	(	PUNCT
edu-310	50	49	ets	et	NOUN
edu-310	50	50	,	,	PUNCT
edu-310	50	51	1995	1995	NUM
edu-310	50	52	;	;	PUNCT
edu-310	50	53	dolado	dolado	NOUN
edu-310	50	54	and	and	CCONJ
edu-310	50	55	morales	morale	NOUN
edu-310	50	56	,	,	PUNCT
edu-310	50	57	2008	2008	NUM
edu-310	50	58	)	)	PUNCT
edu-310	50	59	.	.	PUNCT
edu-310	51	1	quantitative	quantitative	ADJ
edu-310	51	2	skills	skill	NOUN
edu-310	51	3	involve	involve	VERB
edu-310	51	4	the	the	DET
edu-310	51	5	ability	ability	NOUN
edu-310	51	6	to	to	PART
edu-310	51	7	solve	solve	VERB
edu-310	51	8	numerical	numerical	ADJ
edu-310	51	9	problems	problem	NOUN
edu-310	51	10	easily	easily	ADV
edu-310	51	11	.	.	PUNCT
edu-310	52	1	to	to	ADP
edu-310	52	2	some	some	DET
edu-310	52	3	people	people	NOUN
edu-310	52	4	,	,	PUNCT
edu-310	52	5	quantitative	quantitative	ADJ
edu-310	52	6	ability	ability	NOUN
edu-310	52	7	also	also	ADV
edu-310	52	8	means	mean	VERB
edu-310	52	9	that	that	SCONJ
edu-310	52	10	they	they	PRON
edu-310	52	11	are	be	AUX
edu-310	52	12	able	able	ADJ
edu-310	52	13	to	to	PART
edu-310	52	14	separate	separate	VERB
edu-310	52	15	a	a	DET
edu-310	52	16	whole	whole	NOUN
edu-310	52	17	into	into	ADP
edu-310	52	18	its	its	PRON
edu-310	52	19	constituent	constituent	ADJ
edu-310	52	20	parts	part	NOUN
edu-310	52	21	more	more	ADV
edu-310	52	22	readily	readily	ADV
edu-310	52	23	than	than	ADP
edu-310	52	24	others	other	NOUN
edu-310	52	25	.	.	PUNCT
edu-310	53	1	it	it	PRON
edu-310	53	2	includes	include	VERB
edu-310	53	3	arriving	arrive	VERB
edu-310	53	4	at	at	ADP
edu-310	53	5	mathematical	mathematical	ADJ
edu-310	53	6	/	/	SYM
edu-310	53	7	calculative	calculative	ADJ
edu-310	53	8	solutions	solution	NOUN
edu-310	53	9	to	to	ADP
edu-310	53	10	problems	problem	NOUN
edu-310	53	11	,	,	PUNCT
edu-310	53	12	as	as	ADV
edu-310	53	13	well	well	ADV
edu-310	53	14	as	as	ADP
edu-310	53	15	basic	basic	ADJ
edu-310	53	16	adding	adding	NOUN
edu-310	53	17	,	,	PUNCT
edu-310	53	18	subtracting	subtracting	ADJ
edu-310	53	19	,	,	PUNCT
edu-310	53	20	multiplying	multiplying	NOUN
edu-310	53	21	and	and	CCONJ
edu-310	53	22	dividing	dividing	NOUN
edu-310	53	23	(	(	PUNCT
edu-310	53	24	adu	adu	PROPN
edu-310	53	25	et	et	PROPN
edu-310	53	26	al	al	PROPN
edu-310	53	27	.	.	PROPN
edu-310	53	28	,	,	PUNCT
edu-310	53	29	2009	2009	NUM
edu-310	53	30	)	)	PUNCT
edu-310	53	31	.	.	PUNCT
edu-310	54	1	since	since	SCONJ
edu-310	54	2	the	the	DET
edu-310	54	3	introduction	introduction	NOUN
edu-310	54	4	of	of	ADP
edu-310	54	5	a	a	DET
edu-310	54	6	new	new	ADJ
edu-310	54	7	economics	economic	NOUN
edu-310	54	8	syllabus	syllabus	NOUN
edu-310	54	9	which	which	PRON
edu-310	54	10	incorporated	incorporate	VERB
edu-310	54	11	some	some	DET
edu-310	54	12	elements	element	NOUN
edu-310	54	13	of	of	ADP
edu-310	54	14	quantitative	quantitative	ADJ
edu-310	54	15	/	/	SYM
edu-310	54	16	calculations	calculation	NOUN
edu-310	54	17	into	into	ADP
edu-310	54	18	the	the	DET
edu-310	54	19	subject	subject	NOUN
edu-310	54	20	,	,	PUNCT
edu-310	54	21	students	student	NOUN
edu-310	54	22	’	'	PUNCT
edu-310	54	23	achievement	achievement	NOUN
edu-310	54	24	in	in	ADP
edu-310	54	25	economics	economic	NOUN
edu-310	54	26	has	have	AUX
edu-310	54	27	not	not	PART
edu-310	54	28	been	be	AUX
edu-310	54	29	as	as	ADV
edu-310	54	30	good	good	ADJ
edu-310	54	31	as	as	SCONJ
edu-310	54	32	it	it	PRON
edu-310	54	33	has	have	AUX
edu-310	54	34	been	be	AUX
edu-310	54	35	before	before	ADV
edu-310	54	36	.	.	PUNCT
edu-310	55	1	this	this	DET
edu-310	55	2	new	new	ADJ
edu-310	55	3	syllabus	syllabus	NOUN
edu-310	55	4	has	have	AUX
edu-310	55	5	been	be	AUX
edu-310	55	6	a	a	DET
edu-310	55	7	challenge	challenge	NOUN
edu-310	55	8	for	for	ADP
edu-310	55	9	the	the	DET
edu-310	55	10	economics	economics	NOUN
edu-310	55	11	students	student	NOUN
edu-310	55	12	in	in	ADP
edu-310	55	13	the	the	DET
edu-310	55	14	senior	senior	ADJ
edu-310	55	15	secondary	secondary	ADJ
edu-310	55	16	classes	class	NOUN
edu-310	55	17	partly	partly	ADV
edu-310	55	18	as	as	ADP
edu-310	55	19	a	a	DET
edu-310	55	20	result	result	NOUN
edu-310	55	21	of	of	ADP
edu-310	55	22	the	the	DET
edu-310	55	23	carry	carry	NOUN
edu-310	55	24	over	over	ADP
edu-310	55	25	effects	effect	NOUN
edu-310	55	26	of	of	ADP
edu-310	55	27	the	the	DET
edu-310	55	28	negative	negative	ADJ
edu-310	55	29	attitudes	attitude	NOUN
edu-310	55	30	which	which	PRON
edu-310	55	31	they	they	PRON
edu-310	55	32	have	have	VERB
edu-310	55	33	towards	towards	ADP
edu-310	55	34	quantitative	quantitative	ADJ
edu-310	55	35	/	/	SYM
edu-310	55	36	calculations	calculation	NOUN
edu-310	55	37	(	(	PUNCT
edu-310	55	38	adu	adu	PROPN
edu-310	55	39	et	et	PROPN
edu-310	55	40	al	al	PROPN
edu-310	55	41	.	.	PROPN
edu-310	55	42	,	,	PUNCT
edu-310	55	43	2009	2009	NUM
edu-310	55	44	)	)	PUNCT
edu-310	55	45	.	.	PUNCT
edu-310	56	1	consequently	consequently	ADV
edu-310	56	2	,	,	PUNCT
edu-310	56	3	the	the	DET
edu-310	56	4	comments	comment	NOUN
edu-310	56	5	made	make	VERB
edu-310	56	6	by	by	ADP
edu-310	56	7	west	west	PROPN
edu-310	56	8	africa	africa	PROPN
edu-310	56	9	examination	examination	PROPN
edu-310	56	10	council	council	PROPN
edu-310	56	11	(	(	PUNCT
edu-310	56	12	waec	waec	NOUN
edu-310	56	13	)	)	PUNCT
edu-310	56	14	chief	chief	ADJ
edu-310	56	15	examiners	examiner	NOUN
edu-310	56	16	tend	tend	VERB
edu-310	56	17	to	to	PART
edu-310	56	18	portray	portray	VERB
edu-310	56	19	the	the	DET
edu-310	56	20	impact	impact	NOUN
edu-310	56	21	of	of	ADP
edu-310	56	22	quantitative	quantitative	ADJ
edu-310	56	23	ability	ability	NOUN
edu-310	56	24	on	on	ADP
edu-310	56	25	students	student	NOUN
edu-310	56	26	’	'	PUNCT
edu-310	56	27	achievement	achievement	NOUN
edu-310	56	28	in	in	ADP
edu-310	56	29	economics	economic	NOUN
edu-310	56	30	.	.	PUNCT
edu-310	57	1	in	in	ADP
edu-310	57	2	west	west	ADJ
edu-310	57	3	african	african	PROPN
edu-310	57	4	examination	examination	PROPN
edu-310	57	5	council	council	PROPN
edu-310	57	6	(	(	PUNCT
edu-310	57	7	waec	waec	PROPN
edu-310	57	8	)	)	PUNCT
edu-310	57	9	(	(	PUNCT
edu-310	57	10	2010	2010	NUM
edu-310	57	11	)	)	PUNCT
edu-310	57	12	and	and	CCONJ
edu-310	57	13	waec	waec	NOUN
edu-310	57	14	(	(	PUNCT
edu-310	57	15	2012	2012	NUM
edu-310	57	16	)	)	PUNCT
edu-310	57	17	the	the	DET
edu-310	57	18	chief	chief	ADJ
edu-310	57	19	examiners	examiner	NOUN
edu-310	57	20	’	'	PUNCT
edu-310	57	21	in	in	ADP
edu-310	57	22	their	their	PRON
edu-310	57	23	reports	report	NOUN
edu-310	57	24	specifically	specifically	ADV
edu-310	57	25	categorized	categorize	VERB
edu-310	57	26	students	student	NOUN
edu-310	57	27	’	’	PART
edu-310	57	28	weaknesses	weakness	NOUN
edu-310	57	29	as	as	ADP
edu-310	57	30	:	:	PUNCT
edu-310	57	31	i.	i.	NOUN
edu-310	57	32	calculationsmajority	calculationsmajority	NOUN
edu-310	57	33	of	of	ADP
edu-310	57	34	the	the	DET
edu-310	57	35	students	student	NOUN
edu-310	57	36	/	/	SYM
edu-310	57	37	candidates	candidate	NOUN
edu-310	57	38	were	be	AUX
edu-310	57	39	unable	unable	ADJ
edu-310	57	40	to	to	PART
edu-310	57	41	carry	carry	VERB
edu-310	57	42	out	out	ADP
edu-310	57	43	simple	simple	ADJ
edu-310	57	44	calculations	calculation	NOUN
edu-310	57	45	.	.	PUNCT
edu-310	58	1	a	a	DET
edu-310	58	2	question	question	NOUN
edu-310	58	3	in	in	ADP
edu-310	58	4	price	price	NOUN
edu-310	58	5	elasticity	elasticity	NOUN
edu-310	58	6	of	of	ADP
edu-310	58	7	demand	demand	NOUN
edu-310	58	8	was	be	AUX
edu-310	58	9	attempted	attempt	VERB
edu-310	58	10	poorly	poorly	ADV
edu-310	58	11	by	by	ADP
edu-310	58	12	very	very	ADV
edu-310	58	13	few	few	ADJ
edu-310	58	14	candidates	candidate	NOUN
edu-310	58	15	.	.	PUNCT
edu-310	59	1	ii	ii	X
edu-310	59	2	.	.	PUNCT
edu-310	60	1	poor	poor	ADJ
edu-310	60	2	graph	graph	NOUN
edu-310	60	3	/	/	SYM
edu-310	60	4	curve	curve	NOUN
edu-310	60	5	analysiscandidates	analysiscandidate	NOUN
edu-310	60	6	attempted	attempt	VERB
edu-310	60	7	unsatisfactorily	unsatisfactorily	ADV
edu-310	60	8	to	to	PART
edu-310	60	9	draw	draw	VERB
edu-310	60	10	and	and	CCONJ
edu-310	60	11	analyze	analyze	VERB
edu-310	60	12	graphs	graph	NOUN
edu-310	60	13	/	/	SYM
edu-310	60	14	curves	curve	NOUN
edu-310	60	15	.	.	PUNCT
edu-310	61	1	the	the	DET
edu-310	61	2	chief	chief	ADJ
edu-310	61	3	examiners	examiner	NOUN
edu-310	61	4	’	'	PUNCT
edu-310	61	5	also	also	ADV
edu-310	61	6	suggested	suggest	VERB
edu-310	61	7	that	that	SCONJ
edu-310	61	8	students	student	NOUN
edu-310	61	9	should	should	AUX
edu-310	61	10	be	be	AUX
edu-310	61	11	encouraged	encourage	VERB
edu-310	61	12	to	to	PART
edu-310	61	13	develop	develop	VERB
edu-310	61	14	their	their	PRON
edu-310	61	15	quantitative	quantitative	ADJ
edu-310	61	16	skills	skill	NOUN
edu-310	61	17	/	/	SYM
edu-310	61	18	ability	ability	NOUN
edu-310	61	19	in	in	ADP
edu-310	61	20	economics	economic	NOUN
edu-310	61	21	before	before	ADP
edu-310	61	22	the	the	DET
edu-310	61	23	examinations	examination	NOUN
edu-310	61	24	.	.	PUNCT
edu-310	62	1	the	the	DET
edu-310	62	2	need	need	NOUN
edu-310	62	3	for	for	SCONJ
edu-310	62	4	students	student	NOUN
edu-310	62	5	to	to	PART
edu-310	62	6	develop	develop	VERB
edu-310	62	7	their	their	PRON
edu-310	62	8	quantitative	quantitative	ADJ
edu-310	62	9	skills	skill	NOUN
edu-310	62	10	in	in	ADP
edu-310	62	11	economics	economic	NOUN
edu-310	62	12	was	be	AUX
edu-310	62	13	also	also	ADV
edu-310	62	14	emphasized	emphasize	VERB
edu-310	62	15	by	by	ADP
edu-310	62	16	osadebe	osadebe	NOUN
edu-310	62	17	(	(	PUNCT
edu-310	62	18	2014	2014	NUM
edu-310	62	19	)	)	PUNCT
edu-310	62	20	.	.	PUNCT
edu-310	63	1	osadebe	osadebe	PROPN
edu-310	63	2	pointed	point	VERB
edu-310	63	3	out	out	ADP
edu-310	63	4	that	that	SCONJ
edu-310	63	5	a	a	DET
edu-310	63	6	good	good	ADJ
edu-310	63	7	knowledge	knowledge	NOUN
edu-310	63	8	in	in	ADP
edu-310	63	9	quantitative	quantitative	ADJ
edu-310	63	10	economics	economic	NOUN
edu-310	63	11	at	at	ADP
edu-310	63	12	senior	senior	ADJ
edu-310	63	13	secondary	secondary	ADJ
edu-310	63	14	will	will	AUX
edu-310	63	15	later	later	ADV
edu-310	63	16	help	help	VERB
edu-310	63	17	students	student	NOUN
edu-310	63	18	in	in	ADP
edu-310	63	19	tertiary	tertiary	ADJ
edu-310	63	20	schools	school	NOUN
edu-310	63	21	to	to	PART
edu-310	63	22	study	study	VERB
edu-310	63	23	economics	economic	NOUN
edu-310	63	24	,	,	PUNCT
edu-310	63	25	banking	banking	NOUN
edu-310	63	26	,	,	PUNCT
edu-310	63	27	finance	finance	NOUN
edu-310	63	28	,	,	PUNCT
edu-310	63	29	accounting	accounting	NOUN
edu-310	63	30	and	and	CCONJ
edu-310	63	31	other	other	ADJ
edu-310	63	32	related	related	ADJ
edu-310	63	33	courses	course	NOUN
edu-310	63	34	involving	involve	VERB
edu-310	63	35	calculations	calculation	NOUN
edu-310	63	36	.	.	PUNCT
edu-310	64	1	hence	hence	ADV
edu-310	64	2	,	,	PUNCT
edu-310	64	3	there	there	PRON
edu-310	64	4	is	be	VERB
edu-310	64	5	need	need	NOUN
edu-310	64	6	for	for	SCONJ
edu-310	64	7	a	a	DET
edu-310	64	8	quality	quality	NOUN
edu-310	64	9	tests	test	NOUN
edu-310	64	10	of	of	ADP
edu-310	64	11	achievement	achievement	NOUN
edu-310	64	12	in	in	ADP
edu-310	64	13	quantitative	quantitative	ADJ
edu-310	64	14	economics	economic	NOUN
edu-310	64	15	to	to	PART
edu-310	64	16	enable	enable	VERB
edu-310	64	17	senior	senior	ADJ
edu-310	64	18	secondary	secondary	ADJ
edu-310	64	19	economics	economic	NOUN
edu-310	64	20	teachers	teacher	NOUN
edu-310	64	21	’	'	PUNCT
edu-310	64	22	asses	asse	VERB
edu-310	64	23	their	their	PRON
edu-310	64	24	students	student	NOUN
edu-310	64	25	’	'	PUNCT
edu-310	64	26	level	level	NOUN
edu-310	64	27	of	of	ADP
edu-310	64	28	performance	performance	NOUN
edu-310	64	29	/	/	SYM
edu-310	64	30	achievement	achievement	NOUN
edu-310	64	31	in	in	ADP
edu-310	64	32	quantitative	quantitative	ADJ
edu-310	64	33	economics	economic	NOUN
edu-310	64	34	prior	prior	ADV
edu-310	64	35	to	to	ADP
edu-310	64	36	external	external	ADJ
edu-310	64	37	examinations	examination	NOUN
edu-310	64	38	.	.	PUNCT
edu-310	65	1	to	to	PART
edu-310	65	2	ensure	ensure	VERB
edu-310	65	3	the	the	DET
edu-310	65	4	quality	quality	NOUN
edu-310	65	5	of	of	ADP
edu-310	65	6	the	the	DET
edu-310	65	7	test	test	NOUN
edu-310	65	8	of	of	ADP
edu-310	65	9	achievement	achievement	NOUN
edu-310	65	10	in	in	ADP
edu-310	65	11	quantitative	quantitative	ADJ
edu-310	65	12	economics	economic	NOUN
edu-310	65	13	being	be	AUX
edu-310	65	14	developed	develop	VERB
edu-310	65	15	,	,	PUNCT
edu-310	65	16	item	item	NOUN
edu-310	65	17	analysis	analysis	NOUN
edu-310	65	18	of	of	ADP
edu-310	65	19	students	student	NOUN
edu-310	65	20	’	'	PUNCT
edu-310	65	21	responses	response	NOUN
edu-310	65	22	to	to	ADP
edu-310	65	23	the	the	DET
edu-310	65	24	test	test	NOUN
edu-310	65	25	items	item	NOUN
edu-310	65	26	were	be	AUX
edu-310	65	27	carried	carry	VERB
edu-310	65	28	out	out	ADP
edu-310	65	29	using	use	VERB
edu-310	65	30	item	item	NOUN
edu-310	65	31	response	response	NOUN
edu-310	65	32	theory	theory	NOUN
edu-310	65	33	(	(	PUNCT
edu-310	65	34	irt	irt	PROPN
edu-310	65	35	)	)	PUNCT
edu-310	65	36	.	.	PUNCT
edu-310	66	1	although	although	SCONJ
edu-310	66	2	eleje	eleje	VERB
edu-310	66	3	et	et	PROPN
edu-310	66	4	al	al	PROPN
edu-310	66	5	.	.	PUNCT
edu-310	67	1	(	(	PUNCT
edu-310	67	2	2016	2016	NUM
edu-310	67	3	)	)	PUNCT
edu-310	67	4	developed	develop	VERB
edu-310	67	5	and	and	CCONJ
edu-310	67	6	validated	validate	VERB
edu-310	67	7	diagnostic	diagnostic	ADJ
edu-310	67	8	economics	economic	NOUN
edu-310	67	9	test	test	NOUN
edu-310	67	10	on	on	ADP
edu-310	67	11	three	three	NUM
edu-310	67	12	content	content	NOUN
edu-310	67	13	areas	area	NOUN
edu-310	67	14	and	and	CCONJ
edu-310	67	15	esomonu	esomonu	NOUN
edu-310	67	16	and	and	CCONJ
edu-310	67	17	eleje	eleje	VERB
edu-310	67	18	(	(	PUNCT
edu-310	67	19	2017	2017	NUM
edu-310	67	20	)	)	PUNCT
edu-310	67	21	also	also	ADV
edu-310	67	22	developed	develop	VERB
edu-310	67	23	and	and	CCONJ
edu-310	67	24	validated	validate	VERB
edu-310	67	25	diagnostic	diagnostic	ADJ
edu-310	67	26	quantitative	quantitative	ADJ
edu-310	67	27	economics	economic	NOUN
edu-310	67	28	skill	skill	NOUN
edu-310	67	29	test	test	NOUN
edu-310	67	30	using	use	VERB
edu-310	67	31	irt	irt	PRON
edu-310	67	32	,	,	PUNCT
edu-310	67	33	these	these	DET
edu-310	67	34	tests	test	NOUN
edu-310	67	35	were	be	AUX
edu-310	67	36	diagnostic	diagnostic	ADJ
edu-310	67	37	tests	test	NOUN
edu-310	67	38	not	not	PART
edu-310	67	39	achievement	achievement	NOUN
edu-310	67	40	test	test	NOUN
edu-310	67	41	.	.	PUNCT
edu-310	68	1	so	so	ADV
edu-310	68	2	,	,	PUNCT
edu-310	68	3	there	there	PRON
edu-310	68	4	is	be	VERB
edu-310	68	5	lack	lack	NOUN
edu-310	68	6	of	of	ADP
edu-310	68	7	test	test	NOUN
edu-310	68	8	of	of	ADP
edu-310	68	9	achievement	achievement	NOUN
edu-310	68	10	in	in	ADP
edu-310	68	11	quantitative	quantitative	ADJ
edu-310	68	12	economics	economic	NOUN
edu-310	68	13	for	for	ADP
edu-310	68	14	secondary	secondary	ADJ
edu-310	68	15	schools	school	NOUN
edu-310	68	16	to	to	ADP
edu-310	68	17	the	the	DET
edu-310	68	18	best	good	ADJ
edu-310	68	19	of	of	ADP
edu-310	68	20	our	our	PRON
edu-310	68	21	knowledge	knowledge	NOUN
edu-310	68	22	.	.	PUNCT
edu-310	69	1	in	in	ADP
edu-310	69	2	essence	essence	NOUN
edu-310	69	3	,	,	PUNCT
edu-310	69	4	the	the	DET
edu-310	69	5	construction	construction	NOUN
edu-310	69	6	and	and	CCONJ
edu-310	69	7	validation	validation	NOUN
edu-310	69	8	of	of	ADP
edu-310	69	9	test	test	NOUN
edu-310	69	10	of	of	ADP
edu-310	69	11	achievement	achievement	NOUN
edu-310	69	12	in	in	ADP
edu-310	69	13	quantitative	quantitative	ADJ
edu-310	69	14	economics	economic	NOUN
edu-310	69	15	has	have	AUX
edu-310	69	16	not	not	PART
edu-310	69	17	been	be	AUX
edu-310	69	18	researched	research	VERB
edu-310	69	19	on	on	ADP
edu-310	69	20	,	,	PUNCT
edu-310	69	21	thereby	thereby	ADV
edu-310	69	22	constituting	constitute	VERB
edu-310	69	23	an	an	DET
edu-310	69	24	educational	educational	ADJ
edu-310	69	25	need	need	NOUN
edu-310	69	26	.	.	PUNCT
edu-310	70	1	the	the	DET
edu-310	70	2	researchers	researcher	NOUN
edu-310	70	3	hence	hence	ADV
edu-310	70	4	deem	deem	VERB
edu-310	70	5	it	it	PRON
edu-310	70	6	necessary	necessary	ADJ
edu-310	70	7	to	to	PART
edu-310	70	8	construct	construct	VERB
edu-310	70	9	and	and	CCONJ
edu-310	70	10	validate	validate	VERB
edu-310	70	11	test	test	NOUN
edu-310	70	12	of	of	ADP
edu-310	70	13	achievement	achievement	NOUN
edu-310	70	14	in	in	ADP
edu-310	70	15	quantitative	quantitative	ADJ
edu-310	70	16	economics	economic	NOUN
edu-310	70	17	for	for	ADP
edu-310	70	18	secondary	secondary	ADJ
edu-310	70	19	schools	school	NOUN
edu-310	70	20	using	use	VERB
edu-310	70	21	item	item	NOUN
edu-310	70	22	response	response	NOUN
edu-310	70	23	theory	theory	NOUN
edu-310	70	24	(	(	PUNCT
edu-310	70	25	irt	irt	PROPN
edu-310	70	26	)	)	PUNCT
edu-310	70	27	.	.	PUNCT
edu-310	71	1	the	the	DET
edu-310	71	2	objective	objective	NOUN
edu-310	71	3	of	of	ADP
edu-310	71	4	this	this	DET
edu-310	71	5	study	study	NOUN
edu-310	71	6	therefore	therefore	ADV
edu-310	71	7	,	,	PUNCT
edu-310	71	8	is	be	AUX
edu-310	71	9	to	to	PART
edu-310	71	10	construct	construct	VERB
edu-310	71	11	and	and	CCONJ
edu-310	71	12	validate	validate	VERB
edu-310	71	13	test	test	NOUN
edu-310	71	14	of	of	ADP
edu-310	71	15	achievement	achievement	NOUN
edu-310	71	16	in	in	ADP
edu-310	71	17	quantitative	quantitative	ADJ
edu-310	71	18	economics	economic	NOUN
edu-310	71	19	(	(	PUNCT
edu-310	71	20	taqe	taqe	NOUN
edu-310	71	21	)	)	PUNCT
edu-310	71	22	for	for	ADP
edu-310	71	23	secondary	secondary	ADJ
edu-310	71	24	schools	school	NOUN
edu-310	71	25	using	use	VERB
edu-310	71	26	irt	irt	PRON
edu-310	71	27	.	.	PUNCT
edu-310	72	1	based	base	VERB
edu-310	72	2	on	on	ADP
edu-310	72	3	the	the	DET
edu-310	72	4	objective	objective	NOUN
edu-310	72	5	stated	state	VERB
edu-310	72	6	above	above	ADV
edu-310	72	7	,	,	PUNCT
edu-310	72	8	the	the	DET
edu-310	72	9	study	study	NOUN
edu-310	72	10	sought	seek	VERB
edu-310	72	11	answers	answer	NOUN
edu-310	72	12	to	to	ADP
edu-310	72	13	the	the	DET
edu-310	72	14	following	follow	VERB
edu-310	72	15	research	research	NOUN
edu-310	72	16	questions	question	NOUN
edu-310	72	17	:	:	PUNCT
edu-310	72	18	1	1	X
edu-310	72	19	.	.	X
edu-310	72	20	is	be	AUX
edu-310	72	21	the	the	DET
edu-310	72	22	test	test	NOUN
edu-310	72	23	unidimensional	unidimensional	ADJ
edu-310	72	24	?	?	PUNCT
edu-310	73	1	2	2	NUM
edu-310	73	2	.	.	NOUN
edu-310	73	3	which	which	PRON
edu-310	73	4	of	of	ADP
edu-310	73	5	the	the	DET
edu-310	73	6	irt	irt	PROPN
edu-310	73	7	model	model	NOUN
edu-310	73	8	represents	represent	VERB
edu-310	73	9	a	a	DET
edu-310	73	10	better	well	ADJ
edu-310	73	11	fit	fit	NOUN
edu-310	73	12	for	for	ADP
edu-310	73	13	the	the	DET
edu-310	73	14	test	test	NOUN
edu-310	73	15	data	datum	NOUN
edu-310	73	16	?	?	PUNCT
edu-310	74	1	3	3	X
edu-310	74	2	.	.	X
edu-310	74	3	what	what	PRON
edu-310	74	4	are	be	AUX
edu-310	74	5	the	the	DET
edu-310	74	6	test	test	NOUN
edu-310	74	7	item	item	NOUN
edu-310	74	8	threshold	threshold	NOUN
edu-310	74	9	levels	level	NOUN
edu-310	74	10	?	?	PUNCT
edu-310	75	1	4	4	X
edu-310	75	2	.	.	X
edu-310	75	3	what	what	PRON
edu-310	75	4	are	be	AUX
edu-310	75	5	the	the	DET
edu-310	75	6	test	test	NOUN
edu-310	75	7	item	item	NOUN
edu-310	75	8	slope	slope	NOUN
edu-310	75	9	values	value	NOUN
edu-310	75	10	?	?	PUNCT
edu-310	76	1	5	5	X
edu-310	76	2	.	.	X
edu-310	76	3	what	what	PRON
edu-310	76	4	are	be	AUX
edu-310	76	5	the	the	DET
edu-310	76	6	test	test	NOUN
edu-310	76	7	item	item	NOUN
edu-310	76	8	guessing	guess	VERB
edu-310	76	9	values	value	NOUN
edu-310	76	10	?	?	PUNCT
edu-310	77	1	6	6	NUM
edu-310	77	2	.	.	X
edu-310	78	1	how	how	SCONJ
edu-310	78	2	reliable	reliable	ADJ
edu-310	78	3	is	be	AUX
edu-310	78	4	the	the	DET
edu-310	78	5	entire	entire	ADJ
edu-310	78	6	test	test	NOUN
edu-310	78	7	according	accord	VERB
edu-310	78	8	to	to	ADP
edu-310	78	9	irt	irt	PROPN
edu-310	78	10	model	model	PROPN
edu-310	78	11	?	?	PUNCT
edu-310	79	1	2	2	X
edu-310	79	2	.	.	X
edu-310	79	3	literature	literature	NOUN
edu-310	79	4	review	review	VERB
edu-310	79	5	the	the	DET
edu-310	79	6	literature	literature	NOUN
edu-310	79	7	was	be	AUX
edu-310	79	8	reviewed	review	VERB
edu-310	79	9	based	base	VERB
edu-310	79	10	on	on	ADP
edu-310	79	11	the	the	DET
edu-310	79	12	following	follow	VERB
edu-310	79	13	sub	sub	NOUN
edu-310	79	14	-	-	NOUN
edu-310	79	15	headings	heading	NOUN
edu-310	79	16	:	:	PUNCT
edu-310	79	17	item	item	NOUN
edu-310	79	18	response	response	NOUN
edu-310	79	19	theory	theory	NOUN
edu-310	79	20	(	(	PUNCT
edu-310	79	21	irt	irt	PROPN
edu-310	79	22	)	)	PUNCT
edu-310	79	23	the	the	DET
edu-310	79	24	a	a	DET
edu-310	79	25	parameter	parameter	NOUN
edu-310	79	26	asian	asian	ADJ
edu-310	79	27	journal	journal	NOUN
edu-310	79	28	of	of	ADP
edu-310	79	29	education	education	NOUN
edu-310	79	30	and	and	CCONJ
edu-310	79	31	training	training	NOUN
edu-310	79	32	,	,	PUNCT
edu-310	79	33	2018	2018	NUM
edu-310	79	34	,	,	PUNCT
edu-310	79	35	4(1	4(1	NOUN
edu-310	79	36	):	):	PUNCT
edu-310	79	37	18	18	NUM
edu-310	79	38	-	-	SYM
edu-310	79	39	28	28	NUM
edu-310	79	40	20	20	NUM
edu-310	79	41	the	the	DET
edu-310	79	42	b	b	PROPN
edu-310	79	43	parameter	parameter	NOUN
edu-310	79	44	the	the	DET
edu-310	79	45	c	c	PROPN
edu-310	79	46	parameter	parameter	PROPN
edu-310	79	47	quantitative	quantitative	ADJ
edu-310	79	48	economics	economic	NOUN
edu-310	79	49	skill	skill	NOUN
edu-310	79	50	validity	validity	NOUN
edu-310	79	51	of	of	ADP
edu-310	79	52	the	the	DET
edu-310	79	53	test	test	NOUN
edu-310	79	54	reliability	reliability	NOUN
edu-310	79	55	of	of	ADP
edu-310	79	56	the	the	DET
edu-310	79	57	test	test	NOUN
edu-310	79	58	2.1	2.1	NUM
edu-310	79	59	.	.	PUNCT
edu-310	80	1	item	item	NOUN
edu-310	80	2	response	response	NOUN
edu-310	80	3	theory	theory	NOUN
edu-310	80	4	(	(	PUNCT
edu-310	80	5	irt	irt	PROPN
edu-310	80	6	)	)	PUNCT
edu-310	80	7	thorpe	thorpe	PROPN
edu-310	80	8	and	and	CCONJ
edu-310	80	9	favia	favia	PROPN
edu-310	80	10	(	(	PUNCT
edu-310	80	11	2012	2012	NUM
edu-310	80	12	)	)	PUNCT
edu-310	80	13	describe	describe	VERB
edu-310	80	14	item	item	NOUN
edu-310	80	15	response	response	NOUN
edu-310	80	16	theory	theory	NOUN
edu-310	80	17	(	(	PUNCT
edu-310	80	18	irt	irt	PROPN
edu-310	80	19	)	)	PUNCT
edu-310	80	20	as	as	ADP
edu-310	80	21	a	a	DET
edu-310	80	22	collection	collection	NOUN
edu-310	80	23	of	of	ADP
edu-310	80	24	measurement	measurement	NOUN
edu-310	80	25	models	model	NOUN
edu-310	80	26	that	that	PRON
edu-310	80	27	try	try	VERB
edu-310	80	28	to	to	PART
edu-310	80	29	explain	explain	VERB
edu-310	80	30	the	the	DET
edu-310	80	31	connection	connection	NOUN
edu-310	80	32	between	between	ADP
edu-310	80	33	observed	observe	VERB
edu-310	80	34	item	item	NOUN
edu-310	80	35	responses	response	NOUN
edu-310	80	36	on	on	ADP
edu-310	80	37	a	a	DET
edu-310	80	38	scale	scale	NOUN
edu-310	80	39	and	and	CCONJ
edu-310	80	40	an	an	DET
edu-310	80	41	underlying	underlie	VERB
edu-310	80	42	construct	construct	NOUN
edu-310	80	43	.	.	PUNCT
edu-310	81	1	irt	irt	PROPN
edu-310	81	2	models	model	NOUN
edu-310	81	3	are	be	AUX
edu-310	81	4	mathematical	mathematical	ADJ
edu-310	81	5	equations	equation	NOUN
edu-310	81	6	that	that	PRON
edu-310	81	7	specifically	specifically	ADV
edu-310	81	8	describe	describe	VERB
edu-310	81	9	the	the	DET
edu-310	81	10	association	association	NOUN
edu-310	81	11	between	between	ADP
edu-310	81	12	subjects	subject	NOUN
edu-310	81	13	’	'	PUNCT
edu-310	81	14	levels	level	NOUN
edu-310	81	15	on	on	ADP
edu-310	81	16	a	a	DET
edu-310	81	17	latent	latent	NOUN
edu-310	81	18	variable	variable	NOUN
edu-310	81	19	and	and	CCONJ
edu-310	81	20	the	the	DET
edu-310	81	21	probability	probability	NOUN
edu-310	81	22	of	of	ADP
edu-310	81	23	a	a	DET
edu-310	81	24	particular	particular	ADJ
edu-310	81	25	response	response	NOUN
edu-310	81	26	to	to	ADP
edu-310	81	27	an	an	DET
edu-310	81	28	item	item	NOUN
edu-310	81	29	,	,	PUNCT
edu-310	81	30	using	use	VERB
edu-310	81	31	a	a	DET
edu-310	81	32	non	non	ADJ
edu-310	81	33	-	-	ADJ
edu-310	81	34	linear	linear	ADJ
edu-310	81	35	monotonic	monotonic	ADJ
edu-310	81	36	function	function	NOUN
edu-310	81	37	(	(	PUNCT
edu-310	81	38	hays	hay	NOUN
edu-310	81	39	et	et	NOUN
edu-310	81	40	al	al	PROPN
edu-310	81	41	.	.	PROPN
edu-310	81	42	,	,	PUNCT
edu-310	81	43	2009	2009	NUM
edu-310	81	44	)	)	PUNCT
edu-310	81	45	.	.	PUNCT
edu-310	82	1	as	as	SCONJ
edu-310	82	2	a	a	DET
edu-310	82	3	measurement	measurement	NOUN
edu-310	82	4	theory	theory	NOUN
edu-310	82	5	irt	irt	PROPN
edu-310	82	6	aids	aid	VERB
edu-310	82	7	to	to	PART
edu-310	82	8	develop	develop	VERB
edu-310	82	9	an	an	DET
edu-310	82	10	educational	educational	ADJ
edu-310	82	11	measurement	measurement	NOUN
edu-310	82	12	scale	scale	NOUN
edu-310	82	13	that	that	PRON
edu-310	82	14	has	have	VERB
edu-310	82	15	ratio	ratio	NOUN
edu-310	82	16	scale	scale	NOUN
edu-310	82	17	,	,	PUNCT
edu-310	82	18	sample	sample	NOUN
edu-310	82	19	independent	independent	ADJ
edu-310	82	20	attributes	attribute	NOUN
edu-310	82	21	and	and	CCONJ
edu-310	82	22	students	student	NOUN
edu-310	82	23	’	'	PUNCT
edu-310	82	24	ability	ability	NOUN
edu-310	82	25	reported	report	VERB
edu-310	82	26	on	on	ADP
edu-310	82	27	both	both	DET
edu-310	82	28	item	item	NOUN
edu-310	82	29	and	and	CCONJ
edu-310	82	30	total	total	ADJ
edu-310	82	31	instrument	instrument	NOUN
edu-310	82	32	levels	level	NOUN
edu-310	82	33	(	(	PUNCT
edu-310	82	34	ani	ani	ADP
edu-310	82	35	,	,	PUNCT
edu-310	82	36	2014	2014	NUM
edu-310	82	37	)	)	PUNCT
edu-310	82	38	.	.	PUNCT
edu-310	83	1	irt	irt	PROPN
edu-310	83	2	makes	make	VERB
edu-310	83	3	it	it	PRON
edu-310	83	4	possible	possible	ADJ
edu-310	83	5	to	to	PART
edu-310	83	6	estimate	estimate	VERB
edu-310	83	7	and	and	CCONJ
edu-310	83	8	interpret	interpret	VERB
edu-310	83	9	item	item	NOUN
edu-310	83	10	statistics	statistic	NOUN
edu-310	83	11	referred	refer	VERB
edu-310	83	12	to	to	ADP
edu-310	83	13	as	as	ADP
edu-310	83	14	parameters	parameter	NOUN
edu-310	83	15	.	.	PUNCT
edu-310	84	1	in	in	ADP
edu-310	84	2	irt	irt	PROPN
edu-310	84	3	,	,	PUNCT
edu-310	84	4	parameters	parameter	NOUN
edu-310	84	5	of	of	ADP
edu-310	84	6	the	the	DET
edu-310	84	7	persons	person	NOUN
edu-310	84	8	are	be	AUX
edu-310	84	9	invariant	invariant	ADJ
edu-310	84	10	across	across	ADP
edu-310	84	11	items	item	NOUN
edu-310	84	12	,	,	PUNCT
edu-310	84	13	and	and	CCONJ
edu-310	84	14	parameters	parameter	NOUN
edu-310	84	15	of	of	ADP
edu-310	84	16	the	the	DET
edu-310	84	17	items	item	NOUN
edu-310	84	18	are	be	AUX
edu-310	84	19	invariant	invariant	ADJ
edu-310	84	20	in	in	ADP
edu-310	84	21	different	different	ADJ
edu-310	84	22	populations	population	NOUN
edu-310	84	23	of	of	ADP
edu-310	84	24	persons	person	NOUN
edu-310	84	25	.	.	PUNCT
edu-310	85	1	thus	thus	ADV
edu-310	85	2	it	it	PRON
edu-310	85	3	brings	bring	VERB
edu-310	85	4	greater	great	ADJ
edu-310	85	5	flexibility	flexibility	NOUN
edu-310	85	6	and	and	CCONJ
edu-310	85	7	provides	provide	VERB
edu-310	85	8	more	more	ADV
edu-310	85	9	sophisticated	sophisticated	ADJ
edu-310	85	10	information	information	NOUN
edu-310	85	11	which	which	PRON
edu-310	85	12	allows	allow	VERB
edu-310	85	13	for	for	ADP
edu-310	85	14	the	the	DET
edu-310	85	15	improvement	improvement	NOUN
edu-310	85	16	of	of	ADP
edu-310	85	17	the	the	DET
edu-310	85	18	reliability	reliability	NOUN
edu-310	85	19	of	of	ADP
edu-310	85	20	an	an	DET
edu-310	85	21	assessment	assessment	NOUN
edu-310	85	22	(	(	PUNCT
edu-310	85	23	ani	ani	INTJ
edu-310	85	24	,	,	PUNCT
edu-310	85	25	2014	2014	NUM
edu-310	85	26	)	)	PUNCT
edu-310	85	27	.	.	PUNCT
edu-310	86	1	item	item	NOUN
edu-310	86	2	parameters	parameter	NOUN
edu-310	86	3	in	in	ADP
edu-310	86	4	irt	irt	PROPN
edu-310	86	5	are	be	AUX
edu-310	86	6	estimated	estimate	VERB
edu-310	86	7	directly	directly	ADV
edu-310	86	8	using	use	VERB
edu-310	86	9	three	three	NUM
edu-310	86	10	logistic	logistic	ADJ
edu-310	86	11	models	model	NOUN
edu-310	86	12	instead	instead	ADV
edu-310	86	13	of	of	ADP
edu-310	86	14	proportions	proportion	NOUN
edu-310	86	15	(	(	PUNCT
edu-310	86	16	difficulty	difficulty	NOUN
edu-310	86	17	or	or	CCONJ
edu-310	86	18	threshold	threshold	NOUN
edu-310	86	19	)	)	PUNCT
edu-310	86	20	and	and	CCONJ
edu-310	86	21	item	item	NOUN
edu-310	86	22	-	-	PUNCT
edu-310	86	23	scale	scale	NOUN
edu-310	86	24	correlations	correlation	NOUN
edu-310	86	25	(	(	PUNCT
edu-310	86	26	discrimination	discrimination	NOUN
edu-310	86	27	)	)	PUNCT
edu-310	86	28	(	(	PUNCT
edu-310	86	29	adedoyin	adedoyin	NOUN
edu-310	86	30	and	and	CCONJ
edu-310	86	31	mokobi	mokobi	NOUN
edu-310	86	32	,	,	PUNCT
edu-310	86	33	2013	2013	NUM
edu-310	86	34	)	)	PUNCT
edu-310	86	35	.	.	PUNCT
edu-310	87	1	in	in	ADP
edu-310	87	2	one	one	NUM
edu-310	87	3	-	-	PUNCT
edu-310	87	4	parameter	parameter	NOUN
edu-310	87	5	logistic	logistic	NOUN
edu-310	87	6	(	(	PUNCT
edu-310	87	7	1pl	1pl	ADJ
edu-310	87	8	)	)	PUNCT
edu-310	87	9	model	model	NOUN
edu-310	87	10	,	,	PUNCT
edu-310	87	11	items	item	NOUN
edu-310	87	12	are	be	AUX
edu-310	87	13	only	only	ADV
edu-310	87	14	described	describe	VERB
edu-310	87	15	by	by	ADP
edu-310	87	16	a	a	DET
edu-310	87	17	single	single	ADJ
edu-310	87	18	parameter	parameter	NOUN
edu-310	87	19	in	in	ADP
edu-310	87	20	terms	term	NOUN
edu-310	87	21	of	of	ADP
edu-310	87	22	location	location	NOUN
edu-310	87	23	or	or	CCONJ
edu-310	87	24	difficulty	difficulty	NOUN
edu-310	87	25	(	(	PUNCT
edu-310	87	26	b	b	NOUN
edu-310	87	27	)	)	PUNCT
edu-310	87	28	while	while	SCONJ
edu-310	87	29	the	the	DET
edu-310	87	30	slopes	slope	NOUN
edu-310	87	31	(	(	PUNCT
edu-310	87	32	discrimination	discrimination	NOUN
edu-310	87	33	)	)	PUNCT
edu-310	87	34	are	be	AUX
edu-310	87	35	held	hold	VERB
edu-310	87	36	constant	constant	ADJ
edu-310	87	37	.	.	PUNCT
edu-310	88	1	the	the	DET
edu-310	88	2	two	two	NUM
edu-310	88	3	-	-	PUNCT
edu-310	88	4	parameter	parameter	NOUN
edu-310	88	5	logistic	logistic	NOUN
edu-310	88	6	(	(	PUNCT
edu-310	88	7	2pl	2pl	ADJ
edu-310	88	8	)	)	PUNCT
edu-310	88	9	model	model	NOUN
edu-310	88	10	not	not	PART
edu-310	88	11	only	only	ADV
edu-310	88	12	checks	check	NOUN
edu-310	88	13	for	for	ADP
edu-310	88	14	the	the	DET
edu-310	88	15	item	item	NOUN
edu-310	88	16	difficulty	difficulty	NOUN
edu-310	88	17	but	but	CCONJ
edu-310	88	18	also	also	ADV
edu-310	88	19	assess	assess	VERB
edu-310	88	20	each	each	DET
edu-310	88	21	item	item	NOUN
edu-310	88	22	’s	’s	PART
edu-310	88	23	level	level	NOUN
edu-310	88	24	of	of	ADP
edu-310	88	25	discrimination	discrimination	NOUN
edu-310	88	26	between	between	ADP
edu-310	88	27	high	high	ADJ
edu-310	88	28	and	and	CCONJ
edu-310	88	29	low	low	ADJ
edu-310	88	30	ability	ability	NOUN
edu-310	88	31	students	student	NOUN
edu-310	88	32	while	while	SCONJ
edu-310	88	33	the	the	DET
edu-310	88	34	three	three	NUM
edu-310	88	35	-	-	PUNCT
edu-310	88	36	parameter	parameter	NOUN
edu-310	88	37	logistic	logistic	NOUN
edu-310	88	38	(	(	PUNCT
edu-310	88	39	3pl	3pl	ADJ
edu-310	88	40	)	)	PUNCT
edu-310	88	41	model	model	NOUN
edu-310	88	42	adds	add	VERB
edu-310	88	43	a	a	DET
edu-310	88	44	third	third	ADJ
edu-310	88	45	item	item	NOUN
edu-310	88	46	parameter	parameter	NOUN
edu-310	88	47	which	which	PRON
edu-310	88	48	is	be	AUX
edu-310	88	49	called	call	VERB
edu-310	88	50	pseudo	pseudo	NOUN
edu-310	88	51	-	-	PUNCT
edu-310	88	52	guessing	guess	VERB
edu-310	88	53	parameter	parameter	NOUN
edu-310	88	54	that	that	PRON
edu-310	88	55	reflects	reflect	VERB
edu-310	88	56	the	the	DET
edu-310	88	57	probability	probability	NOUN
edu-310	88	58	that	that	SCONJ
edu-310	88	59	an	an	DET
edu-310	88	60	examinee	examinee	NOUN
edu-310	88	61	with	with	ADP
edu-310	88	62	a	a	DET
edu-310	88	63	very	very	ADV
edu-310	88	64	low	low	ADJ
edu-310	88	65	trait	trait	NOUN
edu-310	88	66	level	level	NOUN
edu-310	88	67	will	will	AUX
edu-310	88	68	correctly	correctly	ADV
edu-310	88	69	answer	answer	VERB
edu-310	88	70	an	an	DET
edu-310	88	71	item	item	NOUN
edu-310	88	72	solely	solely	ADV
edu-310	88	73	by	by	ADP
edu-310	88	74	guessing	guess	VERB
edu-310	88	75	.	.	PUNCT
edu-310	89	1	this	this	PRON
edu-310	89	2	according	accord	VERB
edu-310	89	3	to	to	ADP
edu-310	89	4	ani	ani	X
edu-310	89	5	(	(	PUNCT
edu-310	89	6	2014	2014	NUM
edu-310	89	7	)	)	PUNCT
edu-310	89	8	implies	imply	VERB
edu-310	89	9	that	that	SCONJ
edu-310	89	10	students	student	NOUN
edu-310	89	11	can	can	AUX
edu-310	89	12	through	through	ADP
edu-310	89	13	guessing	guess	VERB
edu-310	89	14	answer	answer	VERB
edu-310	89	15	an	an	DET
edu-310	89	16	item	item	NOUN
edu-310	89	17	correctly	correctly	ADV
edu-310	89	18	in	in	ADP
edu-310	89	19	an	an	DET
edu-310	89	20	achievement	achievement	NOUN
edu-310	89	21	test	test	NOUN
edu-310	89	22	.	.	PUNCT
edu-310	90	1	2.2	2.2	NUM
edu-310	90	2	.	.	PUNCT
edu-310	91	1	the	the	DET
edu-310	91	2	a	a	DET
edu-310	91	3	parameter	parameter	NOUN
edu-310	91	4	the	the	DET
edu-310	91	5	a	a	DET
edu-310	91	6	parameter	parameter	NOUN
edu-310	91	7	is	be	AUX
edu-310	91	8	a	a	DET
edu-310	91	9	measure	measure	NOUN
edu-310	91	10	that	that	PRON
edu-310	91	11	can	can	AUX
edu-310	91	12	be	be	AUX
edu-310	91	13	graphically	graphically	ADV
edu-310	91	14	expressed	express	VERB
edu-310	91	15	by	by	ADP
edu-310	91	16	the	the	DET
edu-310	91	17	steepness	steepness	NOUN
edu-310	91	18	of	of	ADP
edu-310	91	19	the	the	DET
edu-310	91	20	item	item	NOUN
edu-310	91	21	characteristic	characteristic	ADJ
edu-310	91	22	curve	curve	NOUN
edu-310	91	23	(	(	PUNCT
edu-310	91	24	icc	icc	PROPN
edu-310	91	25	)	)	PUNCT
edu-310	91	26	.	.	PUNCT
edu-310	92	1	the	the	DET
edu-310	92	2	a	a	DET
edu-310	92	3	parameter	parameter	NOUN
edu-310	92	4	also	also	ADV
edu-310	92	5	known	know	VERB
edu-310	92	6	as	as	ADP
edu-310	92	7	item	item	NOUN
edu-310	92	8	discrimination	discrimination	NOUN
edu-310	92	9	(	(	PUNCT
edu-310	92	10	slope	slope	NOUN
edu-310	92	11	)	)	PUNCT
edu-310	92	12	shows	show	VERB
edu-310	92	13	how	how	SCONJ
edu-310	92	14	well	well	ADV
edu-310	92	15	an	an	DET
edu-310	92	16	item	item	NOUN
edu-310	92	17	can	can	AUX
edu-310	92	18	differentiates	differentiate	VERB
edu-310	92	19	among	among	ADP
edu-310	92	20	respondents	respondent	NOUN
edu-310	92	21	with	with	ADP
edu-310	92	22	abilities	ability	NOUN
edu-310	92	23	to	to	ADP
edu-310	92	24	the	the	DET
edu-310	92	25	left	left	NOUN
edu-310	92	26	of	of	ADP
edu-310	92	27	the	the	DET
edu-310	92	28	item	item	NOUN
edu-310	92	29	location	location	NOUN
edu-310	92	30	from	from	ADP
edu-310	92	31	those	those	PRON
edu-310	92	32	with	with	ADP
edu-310	92	33	abilities	ability	NOUN
edu-310	92	34	to	to	ADP
edu-310	92	35	the	the	DET
edu-310	92	36	right	right	NOUN
edu-310	92	37	of	of	ADP
edu-310	92	38	the	the	DET
edu-310	92	39	item	item	NOUN
edu-310	92	40	location	location	NOUN
edu-310	92	41	(	(	PUNCT
edu-310	92	42	thorpe	thorpe	PROPN
edu-310	92	43	and	and	CCONJ
edu-310	92	44	favia	favia	PROPN
edu-310	92	45	,	,	PUNCT
edu-310	92	46	2012	2012	NUM
edu-310	92	47	)	)	PUNCT
edu-310	92	48	.	.	PUNCT
edu-310	93	1	if	if	SCONJ
edu-310	93	2	a	a	DET
edu-310	93	3	parameter	parameter	NOUN
edu-310	93	4	value	value	NOUN
edu-310	93	5	is	be	AUX
edu-310	93	6	positive	positive	ADJ
edu-310	93	7	,	,	PUNCT
edu-310	93	8	it	it	PRON
edu-310	93	9	implies	imply	VERB
edu-310	93	10	that	that	SCONJ
edu-310	93	11	students	student	NOUN
edu-310	93	12	’	'	PUNCT
edu-310	93	13	of	of	ADP
edu-310	93	14	higher	high	ADJ
edu-310	93	15	ability	ability	NOUN
edu-310	93	16	have	have	VERB
edu-310	93	17	a	a	DET
edu-310	93	18	high	high	ADJ
edu-310	93	19	probability	probability	NOUN
edu-310	93	20	of	of	ADP
edu-310	93	21	answering	answer	VERB
edu-310	93	22	an	an	DET
edu-310	93	23	item	item	NOUN
edu-310	93	24	correctly	correctly	ADV
edu-310	93	25	and	and	CCONJ
edu-310	93	26	students	student	NOUN
edu-310	93	27	’	'	PUNCT
edu-310	93	28	of	of	ADP
edu-310	93	29	lower	low	ADJ
edu-310	93	30	ability	ability	NOUN
edu-310	93	31	have	have	VERB
edu-310	93	32	a	a	DET
edu-310	93	33	low	low	ADJ
edu-310	93	34	probability	probability	NOUN
edu-310	93	35	to	to	PART
edu-310	93	36	answer	answer	VERB
edu-310	93	37	an	an	DET
edu-310	93	38	item	item	NOUN
edu-310	93	39	correctly	correctly	ADV
edu-310	93	40	.	.	PUNCT
edu-310	94	1	when	when	SCONJ
edu-310	94	2	a	a	DET
edu-310	94	3	parameter	parameter	NOUN
edu-310	94	4	value	value	NOUN
edu-310	94	5	is	be	AUX
edu-310	94	6	negative	negative	ADJ
edu-310	94	7	,	,	PUNCT
edu-310	94	8	it	it	PRON
edu-310	94	9	indicates	indicate	VERB
edu-310	94	10	that	that	SCONJ
edu-310	94	11	students	student	NOUN
edu-310	94	12	’	'	PUNCT
edu-310	94	13	with	with	ADP
edu-310	94	14	high	high	ADJ
edu-310	94	15	ability	ability	NOUN
edu-310	94	16	have	have	VERB
edu-310	94	17	a	a	DET
edu-310	94	18	low	low	ADJ
edu-310	94	19	probability	probability	NOUN
edu-310	94	20	of	of	ADP
edu-310	94	21	answering	answer	VERB
edu-310	94	22	an	an	DET
edu-310	94	23	item	item	NOUN
edu-310	94	24	correctly	correctly	ADV
edu-310	94	25	while	while	SCONJ
edu-310	94	26	students	student	NOUN
edu-310	94	27	’	'	PUNCT
edu-310	94	28	with	with	ADP
edu-310	94	29	low	low	ADJ
edu-310	94	30	ability	ability	NOUN
edu-310	94	31	have	have	VERB
edu-310	94	32	a	a	DET
edu-310	94	33	higher	high	ADJ
edu-310	94	34	probability	probability	NOUN
edu-310	94	35	of	of	ADP
edu-310	94	36	answering	answer	VERB
edu-310	94	37	an	an	DET
edu-310	94	38	item	item	NOUN
edu-310	94	39	correctly	correctly	ADV
edu-310	94	40	.	.	PUNCT
edu-310	95	1	a	a	DET
edu-310	95	2	high	high	ADJ
edu-310	95	3	discrimination	discrimination	NOUN
edu-310	95	4	value	value	NOUN
edu-310	95	5	indicates	indicate	VERB
edu-310	95	6	that	that	SCONJ
edu-310	95	7	the	the	DET
edu-310	95	8	item	item	NOUN
edu-310	95	9	discriminates	discriminate	VERB
edu-310	95	10	well	well	ADV
edu-310	95	11	among	among	ADP
edu-310	95	12	low	low	ADJ
edu-310	95	13	and	and	CCONJ
edu-310	95	14	high	high	ADJ
edu-310	95	15	skilled	skilled	ADJ
edu-310	95	16	students	student	NOUN
edu-310	95	17	.	.	PUNCT
edu-310	96	1	the	the	DET
edu-310	96	2	discrimination	discrimination	NOUN
edu-310	96	3	values	value	NOUN
edu-310	96	4	(	(	PUNCT
edu-310	96	5	parameter	parameter	NOUN
edu-310	96	6	a	a	NOUN
edu-310	96	7	-	-	PUNCT
edu-310	96	8	values	value	NOUN
edu-310	96	9	)	)	PUNCT
edu-310	96	10	of	of	ADP
edu-310	96	11	good	good	ADJ
edu-310	96	12	items	item	NOUN
edu-310	96	13	according	accord	VERB
edu-310	96	14	to	to	ADP
edu-310	96	15	adedoyin	adedoyin	NOUN
edu-310	96	16	and	and	CCONJ
edu-310	96	17	mokobi	mokobi	PROPN
edu-310	96	18	(	(	PUNCT
edu-310	96	19	2013	2013	NUM
edu-310	96	20	)	)	PUNCT
edu-310	96	21	ranges	range	VERB
edu-310	96	22	from	from	ADP
edu-310	96	23	0.5	0.5	NUM
edu-310	96	24	to	to	ADP
edu-310	96	25	2	2	NUM
edu-310	96	26	.	.	PUNCT
edu-310	97	1	if	if	SCONJ
edu-310	97	2	the	the	DET
edu-310	97	3	values	value	NOUN
edu-310	97	4	of	of	ADP
edu-310	97	5	the	the	DET
edu-310	97	6	item	item	NOUN
edu-310	97	7	discrimination	discrimination	NOUN
edu-310	97	8	a	a	PRON
edu-310	97	9	is	be	AUX
edu-310	97	10	above	above	ADP
edu-310	97	11	1	1	NUM
edu-310	97	12	,	,	PUNCT
edu-310	97	13	this	this	PRON
edu-310	97	14	is	be	AUX
edu-310	97	15	normally	normally	ADV
edu-310	97	16	desirable	desirable	ADJ
edu-310	97	17	value	value	NOUN
edu-310	97	18	for	for	ADP
edu-310	97	19	a	a	DET
edu-310	97	20	good	good	ADJ
edu-310	97	21	test	test	NOUN
edu-310	97	22	item	item	NOUN
edu-310	97	23	.	.	PUNCT
edu-310	98	1	baker	baker	PROPN
edu-310	98	2	(	(	PUNCT
edu-310	98	3	2001	2001	NUM
edu-310	98	4	)	)	PUNCT
edu-310	98	5	describes	describe	VERB
edu-310	98	6	the	the	DET
edu-310	98	7	range	range	NOUN
edu-310	98	8	and	and	CCONJ
edu-310	98	9	interpretation	interpretation	NOUN
edu-310	98	10	of	of	ADP
edu-310	98	11	values	value	NOUN
edu-310	98	12	for	for	ADP
edu-310	98	13	item	item	NOUN
edu-310	98	14	discrimination	discrimination	NOUN
edu-310	98	15	as	as	SCONJ
edu-310	98	16	follows	follow	VERB
edu-310	98	17	:	:	PUNCT
edu-310	98	18	very	very	ADV
edu-310	98	19	low	low	ADJ
edu-310	98	20	;	;	PUNCT
edu-310	98	21	.01	.01	NUM
edu-310	98	22	.34	.34	NUM
edu-310	98	23	,	,	PUNCT
edu-310	98	24	low	low	ADJ
edu-310	98	25	;	;	PUNCT
edu-310	98	26	.35	.35	NUM
edu-310	98	27	.64	.64	NUM
edu-310	98	28	,	,	PUNCT
edu-310	98	29	moderate	moderate	ADJ
edu-310	98	30	;	;	PUNCT
edu-310	98	31	.65	.65	NUM
edu-310	98	32	1.34	1.34	NUM
edu-310	98	33	high	high	ADJ
edu-310	98	34	;	;	PUNCT
edu-310	98	35	1.35	1.35	NUM
edu-310	98	36	1.69	1.69	NUM
edu-310	98	37	and	and	CCONJ
edu-310	98	38	very	very	ADV
edu-310	98	39	high	high	ADJ
edu-310	98	40	;	;	PUNCT
edu-310	98	41	1.70	1.70	NUM
edu-310	98	42	and	and	CCONJ
edu-310	98	43	above	above	ADV
edu-310	98	44	.	.	PUNCT
edu-310	99	1	2.3	2.3	NUM
edu-310	99	2	.	.	PUNCT
edu-310	100	1	the	the	DET
edu-310	100	2	b	b	PROPN
edu-310	100	3	parameter	parameter	NOUN
edu-310	100	4	the	the	DET
edu-310	100	5	b	b	PROPN
edu-310	100	6	parameter	parameter	NOUN
edu-310	100	7	also	also	ADV
edu-310	100	8	known	know	VERB
edu-310	100	9	as	as	ADP
edu-310	100	10	item	item	NOUN
edu-310	100	11	difficulty	difficulty	NOUN
edu-310	100	12	(	(	PUNCT
edu-310	100	13	threshold	threshold	NOUN
edu-310	100	14	)	)	PUNCT
edu-310	100	15	,	,	PUNCT
edu-310	100	16	is	be	AUX
edu-310	100	17	a	a	DET
edu-310	100	18	location	location	NOUN
edu-310	100	19	index	index	NOUN
edu-310	100	20	along	along	ADP
edu-310	100	21	the	the	DET
edu-310	100	22	x	x	NOUN
edu-310	100	23	-	-	NOUN
edu-310	100	24	axis	axis	NOUN
edu-310	100	25	that	that	PRON
edu-310	100	26	tells	tell	VERB
edu-310	100	27	us	we	PRON
edu-310	100	28	how	how	SCONJ
edu-310	100	29	easy	easy	ADJ
edu-310	100	30	or	or	CCONJ
edu-310	100	31	how	how	SCONJ
edu-310	100	32	difficult	difficult	ADJ
edu-310	100	33	an	an	DET
edu-310	100	34	item	item	NOUN
edu-310	100	35	is	be	AUX
edu-310	100	36	.	.	PUNCT
edu-310	101	1	the	the	DET
edu-310	101	2	index	index	NOUN
edu-310	101	3	of	of	ADP
edu-310	101	4	an	an	DET
edu-310	101	5	item	item	NOUN
edu-310	101	6	’s	’s	PART
edu-310	101	7	location	location	NOUN
edu-310	101	8	is	be	AUX
edu-310	101	9	the	the	DET
edu-310	101	10	point	point	NOUN
edu-310	101	11	on	on	ADP
edu-310	101	12	the	the	DET
edu-310	101	13	x	x	NOUN
edu-310	101	14	-	-	NOUN
edu-310	101	15	axis	axis	NOUN
edu-310	101	16	at	at	ADP
edu-310	101	17	which	which	PRON
edu-310	101	18	the	the	DET
edu-310	101	19	curve	curve	NOUN
edu-310	101	20	crosses	cross	VERB
edu-310	101	21	the	the	DET
edu-310	101	22	0.5	0.5	NUM
edu-310	101	23	probability	probability	NOUN
edu-310	101	24	value	value	NOUN
edu-310	101	25	on	on	ADP
edu-310	101	26	the	the	DET
edu-310	101	27	yaxis	yaxis	NOUN
edu-310	101	28	.	.	PUNCT
edu-310	102	1	negative	negative	ADJ
edu-310	102	2	difficulty	difficulty	NOUN
edu-310	102	3	estimates	estimate	NOUN
edu-310	102	4	indicate	indicate	VERB
edu-310	102	5	that	that	SCONJ
edu-310	102	6	the	the	DET
edu-310	102	7	items	item	NOUN
edu-310	102	8	are	be	AUX
edu-310	102	9	easy	easy	ADJ
edu-310	102	10	while	while	SCONJ
edu-310	102	11	positive	positive	ADJ
edu-310	102	12	difficulty	difficulty	NOUN
edu-310	102	13	estimates	estimate	NOUN
edu-310	102	14	indicate	indicate	VERB
edu-310	102	15	that	that	SCONJ
edu-310	102	16	the	the	DET
edu-310	102	17	items	item	NOUN
edu-310	102	18	are	be	AUX
edu-310	102	19	hard	hard	ADJ
edu-310	102	20	.	.	PUNCT
edu-310	103	1	an	an	DET
edu-310	103	2	easy	easy	ADJ
edu-310	103	3	item	item	NOUN
edu-310	103	4	functions	function	NOUN
edu-310	103	5	among	among	ADP
edu-310	103	6	the	the	DET
edu-310	103	7	low	low	ADJ
edu-310	103	8	-	-	PUNCT
edu-310	103	9	ability	ability	NOUN
edu-310	103	10	examinees	examinee	NOUN
edu-310	103	11	;	;	PUNCT
edu-310	103	12	a	a	DET
edu-310	103	13	difficult	difficult	ADJ
edu-310	103	14	item	item	NOUN
edu-310	103	15	functions	function	NOUN
edu-310	103	16	among	among	ADP
edu-310	103	17	the	the	DET
edu-310	103	18	high	high	ADJ
edu-310	103	19	-	-	PUNCT
edu-310	103	20	ability	ability	NOUN
edu-310	103	21	examinees	examinee	NOUN
edu-310	103	22	(	(	PUNCT
edu-310	103	23	baker	baker	PROPN
edu-310	103	24	,	,	PUNCT
edu-310	103	25	2001	2001	NUM
edu-310	103	26	;	;	PUNCT
edu-310	103	27	thorpe	thorpe	PROPN
edu-310	103	28	and	and	CCONJ
edu-310	103	29	favia	favia	PROPN
edu-310	103	30	,	,	PUNCT
edu-310	103	31	2012	2012	NUM
edu-310	103	32	)	)	PUNCT
edu-310	103	33	.	.	PUNCT
edu-310	104	1	the	the	DET
edu-310	104	2	values	value	NOUN
edu-310	104	3	of	of	ADP
edu-310	104	4	b	b	NOUN
edu-310	104	5	greater	great	ADJ
edu-310	104	6	than	than	ADP
edu-310	104	7	1	1	NUM
edu-310	104	8	indicate	indicate	VERB
edu-310	104	9	a	a	DET
edu-310	104	10	very	very	ADV
edu-310	104	11	difficult	difficult	ADJ
edu-310	104	12	item	item	NOUN
edu-310	104	13	and	and	CCONJ
edu-310	104	14	items	item	NOUN
edu-310	104	15	with	with	ADP
edu-310	104	16	low	low	ADJ
edu-310	104	17	b	b	PROPN
edu-310	104	18	values	value	NOUN
edu-310	104	19	below	below	ADV
edu-310	104	20	-1	-1	PUNCT
edu-310	104	21	indicate	indicate	VERB
edu-310	104	22	easy	easy	ADJ
edu-310	104	23	items	item	NOUN
edu-310	104	24	.	.	PUNCT
edu-310	105	1	when	when	SCONJ
edu-310	105	2	the	the	DET
edu-310	105	3	values	value	NOUN
edu-310	105	4	of	of	ADP
edu-310	105	5	b	b	NOUN
edu-310	105	6	are	be	AUX
edu-310	105	7	between	between	ADP
edu-310	105	8	-0.5	-0.5	PROPN
edu-310	105	9	and	and	CCONJ
edu-310	105	10	0.5	0.5	NUM
edu-310	105	11	,	,	PUNCT
edu-310	105	12	then	then	ADV
edu-310	105	13	the	the	DET
edu-310	105	14	test	test	NOUN
edu-310	105	15	items	item	NOUN
edu-310	105	16	with	with	ADP
edu-310	105	17	such	such	ADJ
edu-310	105	18	difficulty	difficulty	NOUN
edu-310	105	19	indexes	index	NOUN
edu-310	105	20	have	have	VERB
edu-310	105	21	medium	medium	ADJ
edu-310	105	22	difficulty	difficulty	NOUN
edu-310	105	23	level	level	NOUN
edu-310	105	24	.	.	PUNCT
edu-310	106	1	baker	baker	PROPN
edu-310	106	2	(	(	PUNCT
edu-310	106	3	2001	2001	NUM
edu-310	106	4	)	)	PUNCT
edu-310	106	5	pointed	point	VERB
edu-310	106	6	out	out	ADP
edu-310	106	7	that	that	SCONJ
edu-310	106	8	theoretically	theoretically	ADV
edu-310	106	9	,	,	PUNCT
edu-310	106	10	difficulty	difficulty	NOUN
edu-310	106	11	values	value	NOUN
edu-310	106	12	can	can	AUX
edu-310	106	13	range	range	VERB
edu-310	106	14	from	from	ADP
edu-310	106	15	00	00	NUM
edu-310	106	16	to	to	ADP
edu-310	106	17	+	+	ADV
edu-310	106	18	00	00	NUM
edu-310	106	19	,	,	PUNCT
edu-310	106	20	in	in	ADP
edu-310	106	21	practice	practice	NOUN
edu-310	106	22	,	,	PUNCT
edu-310	106	23	difficulty	difficulty	NOUN
edu-310	106	24	values	value	NOUN
edu-310	106	25	usually	usually	ADV
edu-310	106	26	are	be	AUX
edu-310	106	27	in	in	ADP
edu-310	106	28	the	the	DET
edu-310	106	29	range	range	NOUN
edu-310	106	30	of	of	ADP
edu-310	106	31	3	3	NUM
edu-310	106	32	to	to	ADP
edu-310	106	33	+	+	NOUN
edu-310	107	1	3	3	X
edu-310	107	2	.	.	NOUN
edu-310	107	3	ceniza	ceniza	NOUN
edu-310	107	4	and	and	CCONJ
edu-310	107	5	cereno	cereno	PROPN
edu-310	107	6	(	(	PUNCT
edu-310	107	7	2012	2012	NUM
edu-310	107	8	)	)	PUNCT
edu-310	107	9	gave	give	VERB
edu-310	107	10	the	the	DET
edu-310	107	11	interpretation	interpretation	NOUN
edu-310	107	12	for	for	ADP
edu-310	107	13	values	value	NOUN
edu-310	107	14	of	of	ADP
edu-310	107	15	item	item	NOUN
edu-310	107	16	threshold	threshold	NOUN
edu-310	107	17	/	/	SYM
edu-310	107	18	difficulty	difficulty	NOUN
edu-310	107	19	(	(	PUNCT
edu-310	107	20	b	b	NOUN
edu-310	107	21	-	-	PUNCT
edu-310	107	22	values	value	NOUN
edu-310	107	23	)	)	PUNCT
edu-310	107	24	as	as	SCONJ
edu-310	107	25	follows	follow	VERB
edu-310	107	26	:	:	PUNCT
edu-310	107	27	very	very	ADV
edu-310	107	28	easy	easy	ADJ
edu-310	107	29	=	=	SYM
edu-310	107	30	less	less	ADJ
edu-310	107	31	than	than	ADP
edu-310	107	32	-2	-2	INTJ
edu-310	107	33	,	,	PUNCT
edu-310	107	34	easy	easy	ADJ
edu-310	107	35	=	=	SYM
edu-310	107	36	-0.50	-0.50	PROPN
edu-310	107	37	to	to	ADP
edu-310	107	38	-2.00	-2.00	NUM
edu-310	107	39	,	,	PUNCT
edu-310	107	40	average	average	ADJ
edu-310	107	41	=	=	ADJ
edu-310	107	42	-0.49	-0.49	NOUN
edu-310	107	43	to	to	ADP
edu-310	107	44	0.49	0.49	NUM
edu-310	107	45	,	,	PUNCT
edu-310	108	1	difficult	difficult	ADJ
edu-310	108	2	=	=	SYM
edu-310	108	3	0.50	0.50	NUM
edu-310	108	4	to	to	ADP
edu-310	108	5	2.00	2.00	NUM
edu-310	108	6	and	and	CCONJ
edu-310	108	7	very	very	ADV
edu-310	108	8	difficult	difficult	ADJ
edu-310	108	9	=	=	SYM
edu-310	108	10	greater	great	ADJ
edu-310	108	11	than	than	ADP
edu-310	108	12	2.00	2.00	NUM
edu-310	108	13	.	.	PUNCT
edu-310	109	1	2.4	2.4	NUM
edu-310	109	2	.	.	PUNCT
edu-310	110	1	the	the	DET
edu-310	110	2	c	c	PROPN
edu-310	110	3	parameter	parameter	NOUN
edu-310	110	4	the	the	DET
edu-310	110	5	c	c	PROPN
edu-310	110	6	parameter	parameter	NOUN
edu-310	110	7	also	also	ADV
edu-310	110	8	known	know	VERB
edu-310	110	9	as	as	ADP
edu-310	110	10	a	a	DET
edu-310	110	11	pseudo	pseudo	NOUN
edu-310	110	12	-	-	PUNCT
edu-310	110	13	guessing	guess	VERB
edu-310	110	14	parameter	parameter	NOUN
edu-310	110	15	(	(	PUNCT
edu-310	110	16	thorpe	thorpe	PROPN
edu-310	110	17	and	and	CCONJ
edu-310	110	18	favia	favia	PROPN
edu-310	110	19	,	,	PUNCT
edu-310	110	20	2012	2012	NUM
edu-310	110	21	)	)	PUNCT
edu-310	110	22	is	be	AUX
edu-310	110	23	the	the	DET
edu-310	110	24	likelihood	likelihood	NOUN
edu-310	110	25	that	that	SCONJ
edu-310	110	26	an	an	DET
edu-310	110	27	examinee	examinee	NOUN
edu-310	110	28	with	with	ADP
edu-310	110	29	very	very	ADV
edu-310	110	30	low	low	ADJ
edu-310	110	31	ability	ability	NOUN
edu-310	110	32	can	can	AUX
edu-310	110	33	guess	guess	VERB
edu-310	110	34	the	the	DET
edu-310	110	35	correct	correct	ADJ
edu-310	110	36	response	response	NOUN
edu-310	110	37	to	to	ADP
edu-310	110	38	an	an	DET
edu-310	110	39	item	item	NOUN
edu-310	110	40	and	and	CCONJ
edu-310	110	41	therefore	therefore	ADV
edu-310	110	42	has	have	VERB
edu-310	110	43	a	a	DET
edu-310	110	44	greater	great	ADJ
edu-310	110	45	-	-	PUNCT
edu-310	110	46	than	than	ADP
edu-310	110	47	-	-	PUNCT
edu-310	110	48	zero	zero	NUM
edu-310	110	49	probability	probability	NOUN
edu-310	110	50	of	of	ADP
edu-310	110	51	answering	answer	VERB
edu-310	110	52	correctly	correctly	ADV
edu-310	110	53	.	.	PUNCT
edu-310	111	1	an	an	DET
edu-310	111	2	examinee	examinee	NOUN
edu-310	111	3	who	who	PRON
edu-310	111	4	randomly	randomly	VERB
edu-310	111	5	selects	select	VERB
edu-310	111	6	responses	response	NOUN
edu-310	111	7	to	to	ADP
edu-310	111	8	items	item	NOUN
edu-310	111	9	of	of	ADP
edu-310	111	10	four	four	NUM
edu-310	111	11	options	option	NOUN
edu-310	111	12	can	can	AUX
edu-310	111	13	answer	answer	VERB
edu-310	111	14	these	these	DET
edu-310	111	15	items	item	NOUN
edu-310	111	16	correctly	correctly	ADV
edu-310	111	17	about	about	ADV
edu-310	111	18	1	1	NUM
edu-310	111	19	out	out	ADP
edu-310	111	20	of	of	ADP
edu-310	111	21	4	4	NUM
edu-310	111	22	times	time	NOUN
edu-310	111	23	,	,	PUNCT
edu-310	111	24	meaning	mean	VERB
edu-310	111	25	that	that	SCONJ
edu-310	111	26	the	the	DET
edu-310	111	27	probability	probability	NOUN
edu-310	111	28	of	of	ADP
edu-310	111	29	guessing	guess	VERB
edu-310	111	30	correctly	correctly	ADV
edu-310	111	31	is	be	AUX
edu-310	111	32	about	about	ADV
edu-310	111	33	0.25	0.25	NUM
edu-310	111	34	.	.	PUNCT
edu-310	112	1	harris	harris	PROPN
edu-310	112	2	(	(	PUNCT
edu-310	112	3	1989	1989	NUM
edu-310	112	4	)	)	PUNCT
edu-310	112	5	concluded	conclude	VERB
edu-310	112	6	that	that	SCONJ
edu-310	112	7	the	the	DET
edu-310	112	8	items	item	NOUN
edu-310	112	9	with	with	ADP
edu-310	112	10	0.30	0.30	NUM
edu-310	112	11	or	or	CCONJ
edu-310	112	12	greater	great	ADJ
edu-310	112	13	c	c	NOUN
edu-310	112	14	-	-	PUNCT
edu-310	112	15	values	value	NOUN
edu-310	112	16	are	be	AUX
edu-310	112	17	considered	consider	VERB
edu-310	112	18	not	not	PART
edu-310	112	19	very	very	ADV
edu-310	112	20	good	good	ADJ
edu-310	112	21	,	,	PUNCT
edu-310	112	22	rather	rather	ADV
edu-310	112	23	cvalues	cvalue	NOUN
edu-310	112	24	of	of	ADP
edu-310	112	25	0.20	0.20	NUM
edu-310	112	26	or	or	CCONJ
edu-310	112	27	lower	low	ADJ
edu-310	112	28	are	be	AUX
edu-310	112	29	desirable	desirable	ADJ
edu-310	112	30	.	.	PUNCT
edu-310	113	1	in	in	ADP
edu-310	113	2	like	like	ADP
edu-310	113	3	manner	manner	NOUN
edu-310	113	4	,	,	PUNCT
edu-310	113	5	akindele	akindele	NOUN
edu-310	113	6	(	(	PUNCT
edu-310	113	7	2003	2003	NUM
edu-310	113	8	)	)	PUNCT
edu-310	113	9	also	also	ADV
edu-310	113	10	noted	note	VERB
edu-310	113	11	that	that	SCONJ
edu-310	113	12	items	item	NOUN
edu-310	113	13	do	do	AUX
edu-310	113	14	not	not	PART
edu-310	113	15	have	have	VERB
edu-310	113	16	perfect	perfect	ADJ
edu-310	113	17	cvalues	cvalue	NOUN
edu-310	113	18	because	because	SCONJ
edu-310	113	19	examinees	examinee	NOUN
edu-310	113	20	do	do	AUX
edu-310	113	21	not	not	PART
edu-310	113	22	guess	guess	VERB
edu-310	113	23	randomly	randomly	ADV
edu-310	113	24	when	when	SCONJ
edu-310	113	25	they	they	PRON
edu-310	113	26	do	do	AUX
edu-310	113	27	not	not	PART
edu-310	113	28	know	know	VERB
edu-310	113	29	the	the	DET
edu-310	113	30	answer	answer	NOUN
edu-310	113	31	.	.	PUNCT
edu-310	114	1	2.5	2.5	NUM
edu-310	114	2	.	.	PUNCT
edu-310	115	1	quantitative	quantitative	ADJ
edu-310	115	2	economics	economics	NOUN
edu-310	115	3	skills	skill	VERB
edu-310	115	4	quantitative	quantitative	ADJ
edu-310	115	5	skills	skill	NOUN
edu-310	115	6	involves	involve	VERB
edu-310	115	7	the	the	DET
edu-310	115	8	ability	ability	NOUN
edu-310	115	9	to	to	PART
edu-310	115	10	solve	solve	VERB
edu-310	115	11	numerical	numerical	ADJ
edu-310	115	12	problems	problem	NOUN
edu-310	115	13	easily	easily	ADV
edu-310	115	14	.	.	PUNCT
edu-310	116	1	it	it	PRON
edu-310	116	2	entails	entail	VERB
edu-310	116	3	being	be	AUX
edu-310	116	4	able	able	ADJ
edu-310	116	5	to	to	PART
edu-310	116	6	separate	separate	VERB
edu-310	116	7	a	a	DET
edu-310	116	8	whole	whole	NOUN
edu-310	116	9	into	into	ADP
edu-310	116	10	its	its	PRON
edu-310	116	11	constituent	constituent	ADJ
edu-310	116	12	parts	part	NOUN
edu-310	116	13	more	more	ADV
edu-310	116	14	readily	readily	ADV
edu-310	116	15	than	than	ADP
edu-310	116	16	others	other	NOUN
edu-310	116	17	.	.	PUNCT
edu-310	117	1	it	it	PRON
edu-310	117	2	includes	include	VERB
edu-310	117	3	arriving	arrive	VERB
edu-310	117	4	at	at	ADP
edu-310	117	5	mathematical	mathematical	ADJ
edu-310	117	6	/	/	SYM
edu-310	117	7	calculative	calculative	ADJ
edu-310	117	8	solutions	solution	NOUN
edu-310	117	9	to	to	ADP
edu-310	117	10	problems	problem	NOUN
edu-310	117	11	,	,	PUNCT
edu-310	117	12	as	as	ADV
edu-310	117	13	well	well	ADV
edu-310	117	14	as	as	ADP
edu-310	117	15	basic	basic	ADJ
edu-310	117	16	adding	adding	NOUN
edu-310	117	17	,	,	PUNCT
edu-310	117	18	subtracting	subtracting	ADJ
edu-310	117	19	,	,	PUNCT
edu-310	117	20	multiplying	multiplying	NOUN
edu-310	117	21	and	and	CCONJ
edu-310	117	22	dividing	dividing	NOUN
edu-310	117	23	(	(	PUNCT
edu-310	117	24	adu	adu	PROPN
edu-310	117	25	et	et	PROPN
edu-310	117	26	al	al	PROPN
edu-310	117	27	.	.	PROPN
edu-310	117	28	,	,	PUNCT
edu-310	117	29	2009	2009	NUM
edu-310	117	30	;	;	PUNCT
edu-310	117	31	riley	riley	NOUN
edu-310	117	32	,	,	PUNCT
edu-310	117	33	2015	2015	NUM
edu-310	117	34	)	)	PUNCT
edu-310	117	35	.	.	PUNCT
edu-310	118	1	the	the	DET
edu-310	118	2	quantitative	quantitative	ADJ
edu-310	118	3	skills	skill	NOUN
edu-310	118	4	in	in	ADP
edu-310	118	5	secondary	secondary	ADJ
edu-310	118	6	economics	economic	NOUN
edu-310	118	7	as	as	SCONJ
edu-310	118	8	listed	list	VERB
edu-310	118	9	by	by	ADP
edu-310	118	10	riley	riley	PROPN
edu-310	118	11	(	(	PUNCT
edu-310	118	12	2015	2015	NUM
edu-310	118	13	)	)	PUNCT
edu-310	118	14	are	be	AUX
edu-310	118	15	as	as	SCONJ
edu-310	118	16	follows	follow	VERB
edu-310	118	17	:	:	PUNCT
edu-310	118	18	a	a	X
edu-310	118	19	)	)	PUNCT
edu-310	118	20	calculate	calculate	NOUN
edu-310	118	21	,	,	PUNCT
edu-310	118	22	use	use	VERB
edu-310	118	23	and	and	CCONJ
edu-310	118	24	understand	understand	VERB
edu-310	118	25	ratios	ratio	NOUN
edu-310	118	26	and	and	CCONJ
edu-310	118	27	fractions	fraction	NOUN
edu-310	118	28	b	b	NOUN
edu-310	118	29	)	)	PUNCT
edu-310	118	30	calculate	calculate	NOUN
edu-310	118	31	,	,	PUNCT
edu-310	118	32	use	use	VERB
edu-310	118	33	and	and	CCONJ
edu-310	118	34	understand	understand	VERB
edu-310	118	35	percentages	percentage	NOUN
edu-310	118	36	and	and	CCONJ
edu-310	118	37	percentage	percentage	NOUN
edu-310	118	38	changes	change	NOUN
edu-310	118	39	asian	asian	ADJ
edu-310	118	40	journal	journal	NOUN
edu-310	118	41	of	of	ADP
edu-310	118	42	education	education	NOUN
edu-310	118	43	and	and	CCONJ
edu-310	118	44	training	training	NOUN
edu-310	118	45	,	,	PUNCT
edu-310	118	46	2018	2018	NUM
edu-310	118	47	,	,	PUNCT
edu-310	118	48	4(1	4(1	NOUN
edu-310	118	49	):	):	PUNCT
edu-310	118	50	18	18	NUM
edu-310	118	51	-	-	SYM
edu-310	118	52	28	28	NUM
edu-310	118	53	21	21	NUM
edu-310	118	54	c	c	NOUN
edu-310	118	55	)	)	PUNCT
edu-310	118	56	understand	understand	VERB
edu-310	118	57	and	and	CCONJ
edu-310	118	58	use	use	VERB
edu-310	118	59	the	the	DET
edu-310	118	60	terms	term	NOUN
edu-310	119	1	mean	mean	VERB
edu-310	119	2	,	,	PUNCT
edu-310	119	3	median	median	ADJ
edu-310	119	4	and	and	CCONJ
edu-310	119	5	relevant	relevant	ADJ
edu-310	119	6	quartiles	quartile	NOUN
edu-310	119	7	d	d	NOUN
edu-310	119	8	)	)	PUNCT
edu-310	119	9	construct	construct	VERB
edu-310	119	10	and	and	CCONJ
edu-310	119	11	interpret	interpret	VERB
edu-310	119	12	a	a	DET
edu-310	119	13	range	range	NOUN
edu-310	119	14	of	of	ADP
edu-310	119	15	standard	standard	ADJ
edu-310	119	16	graphical	graphical	ADJ
edu-310	119	17	forms	form	NOUN
edu-310	119	18	e	e	NOUN
edu-310	119	19	)	)	PUNCT
edu-310	119	20	calculate	calculate	VERB
edu-310	119	21	and	and	CCONJ
edu-310	119	22	interpret	interpret	VERB
edu-310	119	23	index	index	NOUN
edu-310	119	24	numbers	number	NOUN
edu-310	119	25	f	f	NOUN
edu-310	119	26	)	)	PUNCT
edu-310	119	27	calculate	calculate	NOUN
edu-310	119	28	cost	cost	NOUN
edu-310	119	29	,	,	PUNCT
edu-310	119	30	revenue	revenue	NOUN
edu-310	119	31	and	and	CCONJ
edu-310	119	32	profit	profit	NOUN
edu-310	119	33	(	(	PUNCT
edu-310	119	34	marginal	marginal	ADJ
edu-310	119	35	,	,	PUNCT
edu-310	119	36	average	average	ADJ
edu-310	119	37	,	,	PUNCT
edu-310	119	38	totals	total	NOUN
edu-310	119	39	)	)	PUNCT
edu-310	119	40	g	g	NOUN
edu-310	119	41	)	)	PUNCT
edu-310	119	42	make	make	VERB
edu-310	119	43	calculations	calculation	NOUN
edu-310	119	44	to	to	PART
edu-310	119	45	convert	convert	VERB
edu-310	119	46	from	from	ADP
edu-310	119	47	money	money	NOUN
edu-310	119	48	to	to	ADP
edu-310	119	49	real	real	ADJ
edu-310	119	50	terms	term	NOUN
edu-310	119	51	h	h	NOUN
edu-310	119	52	)	)	PUNCT
edu-310	119	53	make	make	VERB
edu-310	119	54	calculations	calculation	NOUN
edu-310	119	55	of	of	ADP
edu-310	119	56	elasticity	elasticity	NOUN
edu-310	119	57	and	and	CCONJ
edu-310	119	58	interpret	interpret	VERB
edu-310	119	59	the	the	DET
edu-310	119	60	result	result	NOUN
edu-310	119	61	i	i	PROPN
edu-310	119	62	)	)	PUNCT
edu-310	119	63	interpret	interpret	VERB
edu-310	119	64	,	,	PUNCT
edu-310	119	65	apply	apply	VERB
edu-310	119	66	and	and	CCONJ
edu-310	119	67	analyze	analyze	VERB
edu-310	119	68	information	information	NOUN
edu-310	119	69	in	in	ADP
edu-310	119	70	written	write	VERB
edu-310	119	71	,	,	PUNCT
edu-310	119	72	graphical	graphical	ADJ
edu-310	119	73	and	and	CCONJ
edu-310	119	74	numerical	numerical	ADJ
edu-310	119	75	forms	form	NOUN
edu-310	119	76	,	,	PUNCT
edu-310	119	77	riley	riley	NOUN
edu-310	119	78	(	(	PUNCT
edu-310	119	79	2015	2015	NUM
edu-310	119	80	)	)	PUNCT
edu-310	119	81	.	.	PUNCT
edu-310	120	1	2.6	2.6	NUM
edu-310	120	2	.	.	PUNCT
edu-310	120	3	validity	validity	NOUN
edu-310	120	4	of	of	ADP
edu-310	120	5	the	the	DET
edu-310	120	6	test	test	NOUN
edu-310	120	7	the	the	DET
edu-310	120	8	validity	validity	NOUN
edu-310	120	9	of	of	ADP
edu-310	120	10	the	the	DET
edu-310	120	11	test	test	NOUN
edu-310	120	12	developed	develop	VERB
edu-310	120	13	using	use	VERB
edu-310	120	14	irt	irt	PROPN
edu-310	120	15	is	be	AUX
edu-310	120	16	dependent	dependent	ADJ
edu-310	120	17	on	on	ADP
edu-310	120	18	the	the	DET
edu-310	120	19	extent	extent	NOUN
edu-310	120	20	to	to	PART
edu-310	120	21	which	which	PRON
edu-310	120	22	the	the	DET
edu-310	120	23	students	student	NOUN
edu-310	120	24	’	’	PART
edu-310	120	25	responses	response	NOUN
edu-310	120	26	(	(	PUNCT
edu-310	120	27	data	datum	NOUN
edu-310	120	28	)	)	PUNCT
edu-310	120	29	fit	fit	VERB
edu-310	120	30	the	the	DET
edu-310	120	31	model	model	NOUN
edu-310	120	32	or	or	CCONJ
edu-310	120	33	if	if	SCONJ
edu-310	120	34	the	the	DET
edu-310	120	35	model	model	NOUN
edu-310	120	36	is	be	AUX
edu-310	120	37	appropriate	appropriate	ADJ
edu-310	120	38	for	for	ADP
edu-310	120	39	the	the	DET
edu-310	120	40	data	datum	NOUN
edu-310	120	41	.	.	PUNCT
edu-310	121	1	goodness	goodness	NOUN
edu-310	121	2	of	of	ADP
edu-310	121	3	fit	fit	ADJ
edu-310	121	4	statistics	statistic	NOUN
edu-310	121	5	can	can	AUX
edu-310	121	6	be	be	AUX
edu-310	121	7	used	use	VERB
edu-310	121	8	to	to	PART
edu-310	121	9	test	test	VERB
edu-310	121	10	for	for	ADP
edu-310	121	11	the	the	DET
edu-310	121	12	model	model	NOUN
edu-310	121	13	fit	fit	ADJ
edu-310	121	14	to	to	ADP
edu-310	121	15	the	the	DET
edu-310	121	16	data	datum	NOUN
edu-310	121	17	.	.	PUNCT
edu-310	122	1	but	but	CCONJ
edu-310	122	2	,	,	PUNCT
edu-310	122	3	-2log	-2log	PROPN
edu-310	122	4	likelihood	likelihood	NOUN
edu-310	122	5	value	value	NOUN
edu-310	122	6	is	be	AUX
edu-310	122	7	commonly	commonly	ADV
edu-310	122	8	used	use	VERB
edu-310	122	9	in	in	ADP
edu-310	122	10	bilog	bilog	NOUN
edu-310	122	11	mg	mg	PROPN
edu-310	122	12	to	to	PART
edu-310	122	13	check	check	VERB
edu-310	122	14	the	the	DET
edu-310	122	15	goodness	goodness	NOUN
edu-310	122	16	of	of	ADP
edu-310	122	17	model	model	NOUN
edu-310	122	18	fit	fit	PROPN
edu-310	122	19	,	,	PUNCT
edu-310	122	20	where	where	SCONJ
edu-310	122	21	higher	high	ADJ
edu-310	122	22	values	value	NOUN
edu-310	122	23	indicate	indicate	VERB
edu-310	122	24	a	a	DET
edu-310	122	25	poorer	poor	ADJ
edu-310	122	26	fit	fit	NOUN
edu-310	122	27	of	of	ADP
edu-310	122	28	the	the	DET
edu-310	122	29	data	datum	NOUN
edu-310	122	30	to	to	ADP
edu-310	122	31	the	the	DET
edu-310	122	32	model	model	NOUN
edu-310	122	33	.	.	PUNCT
edu-310	123	1	comparing	compare	VERB
edu-310	123	2	the	the	DET
edu-310	123	3	values	value	NOUN
edu-310	123	4	from	from	ADP
edu-310	123	5	different	different	ADJ
edu-310	123	6	models	model	NOUN
edu-310	123	7	can	can	AUX
edu-310	123	8	indicate	indicate	VERB
edu-310	123	9	which	which	DET
edu-310	123	10	model	model	NOUN
edu-310	123	11	represents	represent	VERB
edu-310	123	12	a	a	DET
edu-310	123	13	better	well	ADJ
edu-310	123	14	fit	fit	NOUN
edu-310	123	15	(	(	PUNCT
edu-310	123	16	thorpe	thorpe	PROPN
edu-310	123	17	and	and	CCONJ
edu-310	123	18	favia	favia	PROPN
edu-310	123	19	,	,	PUNCT
edu-310	123	20	2012	2012	NUM
edu-310	123	21	;	;	PUNCT
edu-310	124	1	rijn	rijn	PROPN
edu-310	124	2	et	et	PROPN
edu-310	124	3	al	al	PROPN
edu-310	124	4	.	.	PROPN
edu-310	124	5	,	,	PUNCT
edu-310	124	6	2016	2016	NUM
edu-310	124	7	)	)	PUNCT
edu-310	124	8	.	.	PUNCT
edu-310	125	1	the	the	DET
edu-310	125	2	analysis	analysis	NOUN
edu-310	125	3	of	of	ADP
edu-310	125	4	model	model	NOUN
edu-310	125	5	fit	fit	NOUN
edu-310	125	6	is	be	AUX
edu-310	125	7	a	a	DET
edu-310	125	8	check	check	NOUN
edu-310	125	9	on	on	ADP
edu-310	125	10	internal	internal	ADJ
edu-310	125	11	validity	validity	NOUN
edu-310	125	12	(	(	PUNCT
edu-310	125	13	obinne	obinne	PROPN
edu-310	125	14	,	,	PUNCT
edu-310	125	15	2013	2013	NUM
edu-310	125	16	)	)	PUNCT
edu-310	125	17	.	.	PUNCT
edu-310	126	1	according	accord	VERB
edu-310	126	2	to	to	ADP
edu-310	126	3	korashy	korashy	PROPN
edu-310	126	4	(	(	PUNCT
edu-310	126	5	1995	1995	NUM
edu-310	126	6	)	)	PUNCT
edu-310	126	7	if	if	SCONJ
edu-310	126	8	the	the	DET
edu-310	126	9	model	model	NOUN
edu-310	126	10	fit	fit	NOUN
edu-310	126	11	is	be	AUX
edu-310	126	12	acceptable	acceptable	ADJ
edu-310	126	13	,	,	PUNCT
edu-310	126	14	then	then	ADV
edu-310	126	15	the	the	DET
edu-310	126	16	item	item	NOUN
edu-310	126	17	is	be	AUX
edu-310	126	18	valid	valid	ADJ
edu-310	126	19	.	.	PUNCT
edu-310	127	1	however	however	ADV
edu-310	127	2	,	,	PUNCT
edu-310	127	3	the	the	DET
edu-310	127	4	smallest	small	ADJ
edu-310	127	5	-2log	-2log	NUM
edu-310	127	6	likelihood	likelihood	NOUN
edu-310	127	7	value	value	NOUN
edu-310	127	8	is	be	AUX
edu-310	127	9	the	the	DET
edu-310	127	10	best	good	ADJ
edu-310	127	11	(	(	PUNCT
edu-310	127	12	thorpe	thorpe	PROPN
edu-310	127	13	and	and	CCONJ
edu-310	127	14	favia	favia	PROPN
edu-310	127	15	,	,	PUNCT
edu-310	127	16	2012	2012	NUM
edu-310	127	17	)	)	PUNCT
edu-310	127	18	.	.	PUNCT
edu-310	128	1	three	three	NUM
edu-310	128	2	parameter	parameter	NOUN
edu-310	128	3	logistic	logistic	ADJ
edu-310	128	4	model	model	NOUN
edu-310	128	5	was	be	AUX
edu-310	128	6	used	use	VERB
edu-310	128	7	in	in	ADP
edu-310	128	8	this	this	DET
edu-310	128	9	study	study	NOUN
edu-310	128	10	because	because	SCONJ
edu-310	128	11	it	it	PRON
edu-310	128	12	has	have	VERB
edu-310	128	13	the	the	DET
edu-310	128	14	lowest	low	ADJ
edu-310	128	15	-2log	-2log	NUM
edu-310	128	16	likelihood	likelihood	NOUN
edu-310	128	17	value	value	NOUN
edu-310	128	18	.	.	PUNCT
edu-310	129	1	2.7	2.7	NUM
edu-310	129	2	.	.	PUNCT
edu-310	129	3	reliability	reliability	NOUN
edu-310	129	4	of	of	ADP
edu-310	129	5	the	the	DET
edu-310	129	6	test	test	NOUN
edu-310	129	7	reliability	reliability	NOUN
edu-310	129	8	refers	refer	VERB
edu-310	129	9	to	to	ADP
edu-310	129	10	the	the	DET
edu-310	129	11	consistency	consistency	NOUN
edu-310	129	12	of	of	ADP
edu-310	129	13	a	a	DET
edu-310	129	14	measuring	measure	VERB
edu-310	129	15	instrument	instrument	NOUN
edu-310	129	16	.	.	PUNCT
edu-310	130	1	a	a	DET
edu-310	130	2	test	test	NOUN
edu-310	130	3	is	be	AUX
edu-310	130	4	considered	consider	VERB
edu-310	130	5	reliable	reliable	ADJ
edu-310	130	6	if	if	SCONJ
edu-310	130	7	the	the	DET
edu-310	130	8	same	same	ADJ
edu-310	130	9	result	result	NOUN
edu-310	130	10	is	be	AUX
edu-310	130	11	approximately	approximately	ADV
edu-310	130	12	gotten	get	VERB
edu-310	130	13	repeatedly	repeatedly	ADV
edu-310	130	14	(	(	PUNCT
edu-310	130	15	cherry	cherry	NOUN
edu-310	130	16	,	,	PUNCT
edu-310	130	17	2009	2009	NUM
edu-310	130	18	)	)	PUNCT
edu-310	130	19	.	.	PUNCT
edu-310	131	1	unlike	unlike	ADP
edu-310	131	2	classical	classical	ADJ
edu-310	131	3	test	test	NOUN
edu-310	131	4	theory	theory	NOUN
edu-310	131	5	that	that	PRON
edu-310	131	6	requires	require	VERB
edu-310	131	7	another	another	DET
edu-310	131	8	test	test	NOUN
edu-310	131	9	for	for	ADP
edu-310	131	10	reliability	reliability	NOUN
edu-310	131	11	,	,	PUNCT
edu-310	131	12	irt	irt	PROPN
edu-310	131	13	has	have	VERB
edu-310	131	14	a	a	DET
edu-310	131	15	local	local	ADJ
edu-310	131	16	reliability	reliability	NOUN
edu-310	131	17	.	.	PUNCT
edu-310	132	1	that	that	PRON
edu-310	132	2	is	is	ADV
edu-310	132	3	,	,	PUNCT
edu-310	132	4	an	an	DET
edu-310	132	5	amount	amount	NOUN
edu-310	132	6	of	of	ADP
edu-310	132	7	information	information	NOUN
edu-310	132	8	at	at	ADP
edu-310	132	9	each	each	DET
edu-310	132	10	point	point	NOUN
edu-310	132	11	of	of	ADP
edu-310	132	12	underlying	underlie	VERB
edu-310	132	13	continuum	continuum	ADJ
edu-310	132	14	(	(	PUNCT
edu-310	132	15	ceniza	ceniza	NOUN
edu-310	132	16	and	and	CCONJ
edu-310	132	17	cereno	cereno	NOUN
edu-310	132	18	,	,	PUNCT
edu-310	132	19	2012	2012	NUM
edu-310	132	20	)	)	PUNCT
edu-310	132	21	.	.	PUNCT
edu-310	133	1	with	with	ADP
edu-310	133	2	irt	irt	PROPN
edu-310	133	3	model	model	PROPN
edu-310	133	4	,	,	PUNCT
edu-310	133	5	each	each	DET
edu-310	133	6	item	item	NOUN
edu-310	133	7	of	of	ADP
edu-310	133	8	the	the	DET
edu-310	133	9	test	test	NOUN
edu-310	133	10	contained	contain	VERB
edu-310	133	11	information	information	NOUN
edu-310	133	12	.	.	PUNCT
edu-310	134	1	for	for	ADP
edu-310	134	2	each	each	DET
edu-310	134	3	parameter	parameter	PROPN
edu-310	134	4	logistic	logistic	ADJ
edu-310	134	5	model	model	NOUN
edu-310	134	6	,	,	PUNCT
edu-310	134	7	bilog	bilog	PROPN
edu-310	134	8	mg	mg	PROPN
edu-310	134	9	computed	compute	VERB
edu-310	134	10	an	an	DET
edu-310	134	11	empirical	empirical	ADJ
edu-310	134	12	reliability	reliability	NOUN
edu-310	134	13	index	index	NOUN
edu-310	134	14	.	.	PUNCT
edu-310	135	1	a	a	DET
edu-310	135	2	reliability	reliability	NOUN
edu-310	135	3	index	index	NOUN
edu-310	135	4	within	within	ADP
edu-310	135	5	the	the	DET
edu-310	135	6	range	range	NOUN
edu-310	135	7	of	of	ADP
edu-310	135	8	0.81to	0.81to	NOUN
edu-310	135	9	1.0	1.0	NUM
edu-310	135	10	indicates	indicate	VERB
edu-310	135	11	high	high	ADJ
edu-310	135	12	reliability	reliability	NOUN
edu-310	135	13	;	;	PUNCT
edu-310	135	14	0.61	0.61	NUM
edu-310	135	15	to	to	PART
edu-310	135	16	0.80	0.80	NUM
edu-310	135	17	shows	show	VERB
edu-310	135	18	a	a	DET
edu-310	135	19	moderate	moderate	ADJ
edu-310	135	20	reliability	reliability	NOUN
edu-310	135	21	;	;	PUNCT
edu-310	135	22	0.41	0.41	NUM
edu-310	135	23	to	to	PART
edu-310	135	24	0.60	0.60	NUM
edu-310	135	25	means	mean	VERB
edu-310	135	26	fair	fair	ADJ
edu-310	135	27	reliability	reliability	NOUN
edu-310	135	28	;	;	PUNCT
edu-310	135	29	0.10	0.10	NUM
edu-310	135	30	to	to	PART
edu-310	135	31	0.40	0.40	NUM
edu-310	135	32	means	mean	VERB
edu-310	135	33	slight	slight	ADJ
edu-310	135	34	reliability	reliability	NOUN
edu-310	135	35	and	and	CCONJ
edu-310	135	36	less	less	ADJ
edu-310	135	37	than	than	ADP
edu-310	135	38	0.10	0.10	NUM
edu-310	135	39	means	mean	VERB
edu-310	135	40	virtually	virtually	ADV
edu-310	135	41	no	no	DET
edu-310	135	42	reliability	reliability	NOUN
edu-310	135	43	.	.	PUNCT
edu-310	136	1	3	3	X
edu-310	136	2	.	.	X
edu-310	136	3	method	method	VERB
edu-310	136	4	the	the	DET
edu-310	136	5	study	study	NOUN
edu-310	136	6	is	be	AUX
edu-310	136	7	an	an	DET
edu-310	136	8	instrumentation	instrumentation	NOUN
edu-310	136	9	research	research	NOUN
edu-310	136	10	.	.	PUNCT
edu-310	137	1	it	it	PRON
edu-310	137	2	is	be	AUX
edu-310	137	3	an	an	DET
edu-310	137	4	instrumentation	instrumentation	NOUN
edu-310	137	5	research	research	NOUN
edu-310	137	6	since	since	SCONJ
edu-310	137	7	the	the	DET
edu-310	137	8	objective	objective	NOUN
edu-310	137	9	of	of	ADP
edu-310	137	10	the	the	DET
edu-310	137	11	study	study	NOUN
edu-310	137	12	is	be	AUX
edu-310	137	13	to	to	PART
edu-310	137	14	construct	construct	VERB
edu-310	137	15	,	,	PUNCT
edu-310	137	16	validate	validate	VERB
edu-310	137	17	and	and	CCONJ
edu-310	137	18	produce	produce	VERB
edu-310	137	19	a	a	DET
edu-310	137	20	valid	valid	ADJ
edu-310	137	21	and	and	CCONJ
edu-310	137	22	reliable	reliable	ADJ
edu-310	137	23	test	test	NOUN
edu-310	137	24	assessing	assess	VERB
edu-310	137	25	students	student	NOUN
edu-310	137	26	’	'	PUNCT
edu-310	137	27	achievement	achievement	NOUN
edu-310	137	28	in	in	ADP
edu-310	137	29	quantitative	quantitative	ADJ
edu-310	137	30	economics	economic	NOUN
edu-310	137	31	.	.	PUNCT
edu-310	138	1	the	the	DET
edu-310	138	2	researchers	researcher	NOUN
edu-310	138	3	constructed	construct	VERB
edu-310	138	4	and	and	CCONJ
edu-310	138	5	validated	validated	ADJ
edu-310	138	6	test	test	NOUN
edu-310	138	7	of	of	ADP
edu-310	138	8	achievement	achievement	NOUN
edu-310	138	9	in	in	ADP
edu-310	138	10	quantitative	quantitative	ADJ
edu-310	138	11	economics	economic	NOUN
edu-310	138	12	for	for	ADP
edu-310	138	13	secondary	secondary	ADJ
edu-310	138	14	schools	school	NOUN
edu-310	138	15	by	by	ADP
edu-310	138	16	following	follow	VERB
edu-310	138	17	these	these	DET
edu-310	138	18	test	test	NOUN
edu-310	138	19	development	development	NOUN
edu-310	138	20	stages	stage	NOUN
edu-310	138	21	which	which	PRON
edu-310	138	22	are	be	AUX
edu-310	138	23	discussed	discuss	VERB
edu-310	138	24	thereafter	thereafter	ADV
edu-310	138	25	:	:	PUNCT
edu-310	138	26	•	•	ADP
edu-310	138	27	planning	plan	VERB
edu-310	138	28	the	the	DET
edu-310	138	29	test	test	NOUN
edu-310	138	30	•	•	NOUN
edu-310	138	31	constructing	construct	VERB
edu-310	138	32	the	the	DET
edu-310	138	33	test	test	NOUN
edu-310	138	34	•	•	NOUN
edu-310	138	35	initial	initial	ADJ
edu-310	138	36	validation	validation	NOUN
edu-310	138	37	of	of	ADP
edu-310	138	38	the	the	DET
edu-310	138	39	test	test	NOUN
edu-310	138	40	•	•	NOUN
edu-310	138	41	pilot	pilot	NOUN
edu-310	138	42	testing	testing	NOUN
edu-310	138	43	•	•	ADP
edu-310	138	44	the	the	DET
edu-310	138	45	test	test	NOUN
edu-310	138	46	try	try	VERB
edu-310	138	47	-	-	PUNCT
edu-310	138	48	out	out	ADP
edu-310	138	49	•	•	NOUN
edu-310	138	50	item	item	NOUN
edu-310	138	51	analysis	analysis	NOUN
edu-310	138	52	•	•	NOUN
edu-310	138	53	selection	selection	NOUN
edu-310	138	54	of	of	ADP
edu-310	138	55	good	good	ADJ
edu-310	138	56	items	item	NOUN
edu-310	138	57	3.1	3.1	NUM
edu-310	138	58	.	.	PUNCT
edu-310	138	59	planning	plan	VERB
edu-310	138	60	the	the	DET
edu-310	138	61	test	test	NOUN
edu-310	138	62	planning	plan	VERB
edu-310	138	63	the	the	DET
edu-310	138	64	test	test	NOUN
edu-310	138	65	involves	involve	VERB
edu-310	138	66	identification	identification	NOUN
edu-310	138	67	of	of	ADP
edu-310	138	68	the	the	DET
edu-310	138	69	study	study	NOUN
edu-310	138	70	population	population	NOUN
edu-310	138	71	,	,	PUNCT
edu-310	138	72	sample	sample	NOUN
edu-310	138	73	and	and	CCONJ
edu-310	138	74	sampling	sample	VERB
edu-310	138	75	technique	technique	NOUN
edu-310	138	76	,	,	PUNCT
edu-310	138	77	and	and	CCONJ
edu-310	138	78	the	the	DET
edu-310	138	79	test	test	NOUN
edu-310	138	80	content	content	NOUN
edu-310	138	81	.	.	PUNCT
edu-310	139	1	a	a	DET
edu-310	139	2	total	total	NOUN
edu-310	139	3	of	of	ADP
edu-310	139	4	515	515	NUM
edu-310	139	5	students	student	NOUN
edu-310	139	6	were	be	AUX
edu-310	139	7	randomly	randomly	ADV
edu-310	139	8	selected	select	VERB
edu-310	139	9	from	from	ADP
edu-310	139	10	all	all	DET
edu-310	139	11	the	the	DET
edu-310	139	12	senior	senior	ADJ
edu-310	139	13	secondary	secondary	ADJ
edu-310	139	14	three	three	NUM
edu-310	139	15	(	(	PUNCT
edu-310	139	16	ss3	ss3	NOUN
edu-310	139	17	)	)	PUNCT
edu-310	139	18	economics	economic	NOUN
edu-310	139	19	students	student	NOUN
edu-310	139	20	in	in	ADP
edu-310	139	21	anambra	anambra	PROPN
edu-310	139	22	state	state	PROPN
edu-310	139	23	in	in	ADP
edu-310	139	24	south	south	PROPN
edu-310	139	25	-	-	PUNCT
edu-310	139	26	east	east	NOUN
edu-310	139	27	nigeria	nigeria	PROPN
edu-310	139	28	as	as	ADP
edu-310	139	29	the	the	DET
edu-310	139	30	test	test	NOUN
edu-310	139	31	try	try	VERB
edu-310	139	32	-	-	PUNCT
edu-310	139	33	out	out	ADP
edu-310	139	34	sample	sample	NOUN
edu-310	139	35	.	.	PUNCT
edu-310	140	1	the	the	DET
edu-310	140	2	test	test	NOUN
edu-310	140	3	content	content	NOUN
edu-310	140	4	area	area	NOUN
edu-310	140	5	is	be	AUX
edu-310	140	6	based	base	VERB
edu-310	140	7	on	on	ADP
edu-310	140	8	the	the	DET
edu-310	140	9	quantitative	quantitative	ADJ
edu-310	140	10	sub	sub	NOUN
edu-310	140	11	-	-	NOUN
edu-310	140	12	skills	skill	NOUN
edu-310	140	13	in	in	ADP
edu-310	140	14	secondary	secondary	ADJ
edu-310	140	15	economics	economic	NOUN
edu-310	140	16	as	as	SCONJ
edu-310	140	17	given	give	VERB
edu-310	140	18	by	by	ADP
edu-310	140	19	riley	riley	NOUN
edu-310	140	20	(	(	PUNCT
edu-310	140	21	2015	2015	NUM
edu-310	140	22	)	)	PUNCT
edu-310	140	23	.	.	PUNCT
edu-310	141	1	table	table	NOUN
edu-310	141	2	2	2	NUM
edu-310	141	3	shows	show	VERB
edu-310	141	4	various	various	ADJ
edu-310	141	5	units	unit	NOUN
edu-310	141	6	of	of	ADP
edu-310	141	7	the	the	DET
edu-310	141	8	quantitative	quantitative	ADJ
edu-310	141	9	economics	economic	NOUN
edu-310	141	10	sub	sub	NOUN
edu-310	141	11	-	-	NOUN
edu-310	141	12	skills	skill	NOUN
edu-310	141	13	listed	list	VERB
edu-310	141	14	along	along	ADP
edu-310	141	15	the	the	DET
edu-310	141	16	rows	row	NOUN
edu-310	141	17	while	while	SCONJ
edu-310	141	18	different	different	ADJ
edu-310	141	19	educational	educational	ADJ
edu-310	141	20	objectives	objective	NOUN
edu-310	141	21	to	to	PART
edu-310	141	22	be	be	AUX
edu-310	141	23	tested	test	VERB
edu-310	141	24	were	be	AUX
edu-310	141	25	listed	list	VERB
edu-310	141	26	along	along	ADP
edu-310	141	27	the	the	DET
edu-310	141	28	columns	column	NOUN
edu-310	141	29	.	.	PUNCT
edu-310	142	1	table-1	table-1	NUM
edu-310	142	2	.	.	PUNCT
edu-310	143	1	economics	economic	NOUN
edu-310	143	2	achievement	achievement	NOUN
edu-310	143	3	test	test	NOUN
edu-310	143	4	table	table	NOUN
edu-310	143	5	of	of	ADP
edu-310	143	6	specification	specification	NOUN
edu-310	143	7	content	content	NOUN
edu-310	143	8	know	know	VERB
edu-310	143	9	com	com	NOUN
edu-310	143	10	appli	appli	PROPN
edu-310	143	11	interpr	interpr	PROPN
edu-310	143	12	total	total	NOUN
edu-310	143	13	calculate	calculate	NOUN
edu-310	143	14	,	,	PUNCT
edu-310	143	15	use	use	NOUN
edu-310	143	16	and	and	CCONJ
edu-310	143	17	understand	understand	VERB
edu-310	143	18	ratios	ratio	NOUN
edu-310	143	19	and	and	CCONJ
edu-310	143	20	fractions	fraction	NOUN
edu-310	143	21	1	1	NUM
edu-310	143	22	2	2	NUM
edu-310	143	23	3	3	NUM
edu-310	143	24	calculate	calculate	NOUN
edu-310	143	25	,	,	PUNCT
edu-310	143	26	use	use	VERB
edu-310	143	27	and	and	CCONJ
edu-310	143	28	understand	understand	VERB
edu-310	143	29	%	%	NOUN
edu-310	143	30	and	and	CCONJ
edu-310	143	31	%	%	NOUN
edu-310	143	32	changes	change	NOUN
edu-310	143	33	1	1	NUM
edu-310	143	34	3	3	NUM
edu-310	143	35	4	4	NUM
edu-310	143	36	understand	understand	VERB
edu-310	143	37	and	and	CCONJ
edu-310	143	38	use	use	VERB
edu-310	143	39	mean	mean	VERB
edu-310	143	40	,	,	PUNCT
edu-310	143	41	median	median	ADJ
edu-310	143	42	and	and	CCONJ
edu-310	143	43	relevant	relevant	ADJ
edu-310	143	44	quartiles	quartile	NOUN
edu-310	143	45	2	2	NUM
edu-310	143	46	1	1	NUM
edu-310	143	47	3	3	NUM
edu-310	143	48	construct	construct	NOUN
edu-310	143	49	&	&	CCONJ
edu-310	143	50	interpret	interpret	VERB
edu-310	143	51	a	a	DET
edu-310	143	52	range	range	NOUN
edu-310	143	53	of	of	ADP
edu-310	143	54	standard	standard	ADJ
edu-310	143	55	graphical	graphical	ADJ
edu-310	143	56	forms	form	NOUN
edu-310	143	57	1	1	NUM
edu-310	143	58	2	2	NUM
edu-310	143	59	2	2	NUM
edu-310	143	60	5	5	NUM
edu-310	143	61	calculate	calculate	NOUN
edu-310	143	62	and	and	CCONJ
edu-310	143	63	interpret	interpret	VERB
edu-310	143	64	index	index	NOUN
edu-310	143	65	numbers	number	NOUN
edu-310	143	66	1	1	NUM
edu-310	143	67	1	1	NUM
edu-310	143	68	2	2	NUM
edu-310	143	69	calculate	calculate	NOUN
edu-310	143	70	cost	cost	NOUN
edu-310	143	71	,	,	PUNCT
edu-310	143	72	revenue	revenue	NOUN
edu-310	143	73	&	&	CCONJ
edu-310	143	74	profit	profit	PROPN
edu-310	143	75	(	(	PUNCT
edu-310	143	76	marginal	marginal	ADJ
edu-310	143	77	,	,	PUNCT
edu-310	143	78	average	average	ADJ
edu-310	143	79	&	&	CCONJ
edu-310	143	80	totals	total	NOUN
edu-310	143	81	)	)	PUNCT
edu-310	143	82	1	1	NUM
edu-310	143	83	1	1	NUM
edu-310	143	84	2	2	NUM
edu-310	143	85	make	make	VERB
edu-310	143	86	calculations	calculation	NOUN
edu-310	143	87	to	to	PART
edu-310	143	88	convert	convert	VERB
edu-310	143	89	money	money	NOUN
edu-310	143	90	to	to	ADP
edu-310	143	91	real	real	ADJ
edu-310	143	92	terms	term	NOUN
edu-310	143	93	2	2	NUM
edu-310	143	94	1	1	NUM
edu-310	143	95	3	3	NUM
edu-310	143	96	make	make	VERB
edu-310	143	97	calculations	calculation	NOUN
edu-310	143	98	of	of	ADP
edu-310	143	99	elastitcity	elastitcity	NOUN
edu-310	143	100	&	&	CCONJ
edu-310	143	101	interpret	interpret	VERB
edu-310	143	102	the	the	DET
edu-310	143	103	result	result	NOUN
edu-310	143	104	2	2	NUM
edu-310	143	105	2	2	NUM
edu-310	143	106	1	1	NUM
edu-310	143	107	1	1	NUM
edu-310	143	108	6	6	NUM
edu-310	143	109	interpret	interpret	NOUN
edu-310	143	110	,	,	PUNCT
edu-310	143	111	apply	apply	VERB
edu-310	143	112	and	and	CCONJ
edu-310	143	113	analyze	analyze	VERB
edu-310	143	114	numerical	numerical	ADJ
edu-310	143	115	forms	form	NOUN
edu-310	143	116	1	1	NUM
edu-310	143	117	1	1	NUM
edu-310	143	118	2	2	NUM
edu-310	143	119	total	total	NOUN
edu-310	143	120	9	9	NUM
edu-310	143	121	6	6	NUM
edu-310	143	122	11	11	NUM
edu-310	143	123	5	5	NUM
edu-310	143	124	30	30	NUM
edu-310	143	125	abbreviations	abbreviation	NOUN
edu-310	143	126	:	:	PUNCT
edu-310	143	127	know	know	VERB
edu-310	143	128	=	=	SYM
edu-310	143	129	knowledge	knowledge	NOUN
edu-310	143	130	;	;	PUNCT
edu-310	143	131	com	com	NOUN
edu-310	143	132	=	=	NOUN
edu-310	143	133	comprehension	comprehension	NOUN
edu-310	143	134	;	;	PUNCT
edu-310	143	135	appli	appli	PROPN
edu-310	143	136	=	=	SYM
edu-310	143	137	application	application	NOUN
edu-310	143	138	;	;	PUNCT
edu-310	143	139	interpr	interpr	NOUN
edu-310	143	140	=	=	NOUN
edu-310	143	141	interpretation	interpretation	NOUN
edu-310	143	142	.	.	PUNCT
edu-310	144	1	3.2	3.2	NUM
edu-310	144	2	.	.	PUNCT
edu-310	145	1	constructing	construct	VERB
edu-310	145	2	the	the	DET
edu-310	145	3	test	test	NOUN
edu-310	145	4	the	the	DET
edu-310	145	5	researchers	researcher	NOUN
edu-310	145	6	constructed	construct	VERB
edu-310	145	7	30	30	NUM
edu-310	145	8	multiple	multiple	ADJ
edu-310	145	9	choice	choice	NOUN
edu-310	145	10	format	format	NOUN
edu-310	145	11	objective	objective	ADJ
edu-310	145	12	test	test	NOUN
edu-310	145	13	items	item	NOUN
edu-310	145	14	that	that	PRON
edu-310	145	15	is	be	AUX
edu-310	145	16	in	in	ADP
edu-310	145	17	line	line	NOUN
edu-310	145	18	with	with	ADP
edu-310	145	19	the	the	DET
edu-310	145	20	table	table	NOUN
edu-310	145	21	of	of	ADP
edu-310	145	22	specifications	specification	NOUN
edu-310	145	23	using	use	VERB
edu-310	145	24	economics	economic	NOUN
edu-310	145	25	text	text	NOUN
edu-310	145	26	books	book	NOUN
edu-310	145	27	recommended	recommend	VERB
edu-310	145	28	by	by	ADP
edu-310	145	29	the	the	DET
edu-310	145	30	ministry	ministry	PROPN
edu-310	145	31	of	of	ADP
edu-310	145	32	education	education	PROPN
edu-310	145	33	(	(	PUNCT
edu-310	145	34	anyaele	anyaele	PROPN
edu-310	145	35	,	,	PUNCT
edu-310	145	36	2003	2003	NUM
edu-310	145	37	;	;	PUNCT
edu-310	145	38	anyanwuocha	anyanwuocha	NOUN
edu-310	145	39	,	,	PUNCT
edu-310	145	40	2006	2006	NUM
edu-310	145	41	)	)	PUNCT
edu-310	145	42	.	.	PUNCT
edu-310	146	1	the	the	DET
edu-310	146	2	items	item	NOUN
edu-310	146	3	of	of	ADP
edu-310	146	4	test	test	NOUN
edu-310	146	5	of	of	ADP
edu-310	146	6	achievement	achievement	NOUN
edu-310	146	7	in	in	ADP
edu-310	146	8	quantitative	quantitative	ADJ
edu-310	146	9	economics	economic	NOUN
edu-310	146	10	(	(	PUNCT
edu-310	146	11	taqe	taqe	NOUN
edu-310	146	12	)	)	PUNCT
edu-310	146	13	constructed	construct	VERB
edu-310	146	14	were	be	AUX
edu-310	146	15	based	base	VERB
edu-310	146	16	on	on	ADP
edu-310	146	17	the	the	DET
edu-310	146	18	secondary	secondary	ADJ
edu-310	146	19	economics	economic	NOUN
edu-310	146	20	quantitative	quantitative	ADJ
edu-310	146	21	sub	sub	NOUN
edu-310	146	22	-	-	NOUN
edu-310	146	23	skills	skill	NOUN
edu-310	146	24	as	as	SCONJ
edu-310	146	25	stipulated	stipulate	VERB
edu-310	146	26	by	by	ADP
edu-310	146	27	riley	riley	PROPN
edu-310	146	28	(	(	PUNCT
edu-310	146	29	2015	2015	NUM
edu-310	146	30	)	)	PUNCT
edu-310	146	31	(	(	PUNCT
edu-310	146	32	see	see	VERB
edu-310	146	33	table	table	NOUN
edu-310	146	34	1	1	NUM
edu-310	146	35	)	)	PUNCT
edu-310	146	36	and	and	CCONJ
edu-310	146	37	guidelines	guideline	NOUN
edu-310	146	38	given	give	VERB
edu-310	146	39	by	by	ADP
edu-310	146	40	alderson	alderson	PROPN
edu-310	146	41	(	(	PUNCT
edu-310	146	42	2005	2005	NUM
edu-310	146	43	)	)	PUNCT
edu-310	146	44	and	and	CCONJ
edu-310	146	45	winarni	winarni	PROPN
edu-310	146	46	(	(	PUNCT
edu-310	146	47	2002	2002	NUM
edu-310	146	48	)	)	PUNCT
edu-310	146	49	.	.	PUNCT
edu-310	147	1	asian	asian	ADJ
edu-310	147	2	journal	journal	PROPN
edu-310	147	3	of	of	ADP
edu-310	147	4	education	education	NOUN
edu-310	147	5	and	and	CCONJ
edu-310	147	6	training	training	NOUN
edu-310	147	7	,	,	PUNCT
edu-310	147	8	2018	2018	NUM
edu-310	147	9	,	,	PUNCT
edu-310	147	10	4(1	4(1	NOUN
edu-310	147	11	):	):	PUNCT
edu-310	147	12	18	18	NUM
edu-310	147	13	-	-	SYM
edu-310	147	14	28	28	NUM
edu-310	147	15	22	22	NUM
edu-310	147	16	3.3	3.3	NUM
edu-310	147	17	.	.	PUNCT
edu-310	148	1	initial	initial	ADJ
edu-310	148	2	validation	validation	NOUN
edu-310	148	3	of	of	ADP
edu-310	148	4	the	the	DET
edu-310	148	5	test	test	NOUN
edu-310	148	6	in	in	ADP
edu-310	148	7	its	its	PRON
edu-310	148	8	initial	initial	ADJ
edu-310	148	9	stage	stage	NOUN
edu-310	148	10	,	,	PUNCT
edu-310	148	11	the	the	DET
edu-310	148	12	30	30	NUM
edu-310	148	13	items	item	NOUN
edu-310	148	14	constructed	construct	VERB
edu-310	148	15	were	be	AUX
edu-310	148	16	face	face	NOUN
edu-310	148	17	and	and	CCONJ
edu-310	148	18	content	content	NOUN
edu-310	148	19	validated	validate	VERB
edu-310	148	20	by	by	ADP
edu-310	148	21	one	one	NUM
edu-310	148	22	expert	expert	NOUN
edu-310	148	23	in	in	ADP
edu-310	148	24	educational	educational	ADJ
edu-310	148	25	measurement	measurement	NOUN
edu-310	148	26	,	,	PUNCT
edu-310	148	27	evaluation	evaluation	NOUN
edu-310	148	28	and	and	CCONJ
edu-310	148	29	research	research	NOUN
edu-310	148	30	,	,	PUNCT
edu-310	148	31	and	and	CCONJ
edu-310	148	32	two	two	NUM
edu-310	148	33	experienced	experienced	ADJ
edu-310	148	34	secondary	secondary	ADJ
edu-310	148	35	economics	economic	NOUN
edu-310	148	36	teachers	teacher	NOUN
edu-310	148	37	.	.	PUNCT
edu-310	149	1	their	their	PRON
edu-310	149	2	expert	expert	NOUN
edu-310	149	3	observations	observation	NOUN
edu-310	149	4	,	,	PUNCT
edu-310	149	5	comments	comment	NOUN
edu-310	149	6	and	and	CCONJ
edu-310	149	7	suggestions	suggestion	NOUN
edu-310	149	8	were	be	AUX
edu-310	149	9	used	use	VERB
edu-310	149	10	in	in	ADP
edu-310	149	11	the	the	DET
edu-310	149	12	modifications	modification	NOUN
edu-310	149	13	of	of	ADP
edu-310	149	14	the	the	DET
edu-310	149	15	test	test	NOUN
edu-310	149	16	.	.	PUNCT
edu-310	150	1	3.4	3.4	NUM
edu-310	150	2	.	.	PUNCT
edu-310	150	3	pilot	pilot	NOUN
edu-310	150	4	testing	testing	NOUN
edu-310	150	5	in	in	ADP
edu-310	150	6	its	its	PRON
edu-310	150	7	preliminary	preliminary	ADJ
edu-310	150	8	stage	stage	NOUN
edu-310	150	9	,	,	PUNCT
edu-310	150	10	the	the	DET
edu-310	150	11	30	30	NUM
edu-310	150	12	items	item	NOUN
edu-310	150	13	constructed	construct	VERB
edu-310	150	14	were	be	AUX
edu-310	150	15	pilot	pilot	NOUN
edu-310	150	16	tested	test	VERB
edu-310	150	17	on	on	ADP
edu-310	150	18	few	few	ADJ
edu-310	150	19	ss3	ss3	NOUN
edu-310	150	20	economics	economic	NOUN
edu-310	150	21	students	student	NOUN
edu-310	150	22	to	to	PART
edu-310	150	23	check	check	VERB
edu-310	150	24	grammatical	grammatical	ADJ
edu-310	150	25	error	error	NOUN
edu-310	150	26	and	and	CCONJ
edu-310	150	27	compatibility	compatibility	NOUN
edu-310	150	28	of	of	ADP
edu-310	150	29	test	test	NOUN
edu-310	150	30	of	of	ADP
edu-310	150	31	achievement	achievement	NOUN
edu-310	150	32	in	in	ADP
edu-310	150	33	quantitative	quantitative	ADJ
edu-310	150	34	economics	economic	NOUN
edu-310	150	35	skill	skill	NOUN
edu-310	150	36	items	item	NOUN
edu-310	150	37	.	.	PUNCT
edu-310	151	1	3.5	3.5	NUM
edu-310	151	2	.	.	PUNCT
edu-310	152	1	the	the	DET
edu-310	152	2	test	test	NOUN
edu-310	152	3	try	try	VERB
edu-310	152	4	-	-	PUNCT
edu-310	152	5	out	out	ADP
edu-310	152	6	the	the	DET
edu-310	152	7	test	test	NOUN
edu-310	152	8	was	be	AUX
edu-310	152	9	tried	try	VERB
edu-310	152	10	out	out	ADP
edu-310	152	11	on	on	ADP
edu-310	152	12	515	515	NUM
edu-310	152	13	ss3	ss3	NOUN
edu-310	152	14	economics	economic	NOUN
edu-310	152	15	students	student	NOUN
edu-310	152	16	.	.	PUNCT
edu-310	153	1	the	the	DET
edu-310	153	2	test	test	NOUN
edu-310	153	3	try	try	VERB
edu-310	153	4	-	-	PUNCT
edu-310	153	5	out	out	NOUN
edu-310	153	6	yielded	yield	VERB
edu-310	153	7	the	the	DET
edu-310	153	8	data	datum	NOUN
edu-310	153	9	for	for	ADP
edu-310	153	10	item	item	NOUN
edu-310	153	11	analysis	analysis	NOUN
edu-310	153	12	.	.	PUNCT
edu-310	154	1	3.6	3.6	NUM
edu-310	154	2	.	.	PUNCT
edu-310	155	1	item	item	NOUN
edu-310	155	2	analysis	analysis	NOUN
edu-310	155	3	the	the	DET
edu-310	155	4	students	student	NOUN
edu-310	155	5	’	’	PART
edu-310	155	6	responses	response	NOUN
edu-310	155	7	to	to	ADP
edu-310	155	8	the	the	DET
edu-310	155	9	30	30	NUM
edu-310	155	10	items	item	NOUN
edu-310	155	11	of	of	ADP
edu-310	155	12	the	the	DET
edu-310	155	13	test	test	NOUN
edu-310	155	14	of	of	ADP
edu-310	155	15	achievement	achievement	NOUN
edu-310	155	16	in	in	ADP
edu-310	155	17	quantitative	quantitative	ADJ
edu-310	155	18	economics	economic	NOUN
edu-310	155	19	(	(	PUNCT
edu-310	155	20	taqe	taqe	NOUN
edu-310	155	21	)	)	PUNCT
edu-310	155	22	were	be	AUX
edu-310	155	23	subjected	subject	VERB
edu-310	155	24	to	to	PART
edu-310	155	25	item	item	VERB
edu-310	155	26	analysis	analysis	NOUN
edu-310	155	27	using	use	VERB
edu-310	155	28	item	item	NOUN
edu-310	155	29	response	response	NOUN
edu-310	155	30	theory	theory	NOUN
edu-310	155	31	(	(	PUNCT
edu-310	155	32	irt	irt	PROPN
edu-310	155	33	)	)	PUNCT
edu-310	155	34	to	to	PART
edu-310	155	35	ensure	ensure	VERB
edu-310	155	36	the	the	DET
edu-310	155	37	quality	quality	NOUN
edu-310	155	38	of	of	ADP
edu-310	155	39	the	the	DET
edu-310	155	40	items	item	NOUN
edu-310	155	41	.	.	PUNCT
edu-310	156	1	the	the	DET
edu-310	156	2	items	item	NOUN
edu-310	156	3	of	of	ADP
edu-310	156	4	the	the	DET
edu-310	156	5	test	test	NOUN
edu-310	156	6	were	be	AUX
edu-310	156	7	first	first	ADV
edu-310	156	8	checked	check	VERB
edu-310	156	9	to	to	PART
edu-310	156	10	determine	determine	VERB
edu-310	156	11	the	the	DET
edu-310	156	12	dominance	dominance	NOUN
edu-310	156	13	of	of	ADP
edu-310	156	14	the	the	DET
edu-310	156	15	first	first	ADJ
edu-310	156	16	factor	factor	NOUN
edu-310	156	17	(	(	PUNCT
edu-310	156	18	uni	uni	ADJ
edu-310	156	19	-	-	NOUN
edu-310	156	20	dimensionality	dimensionality	NOUN
edu-310	156	21	)	)	PUNCT
edu-310	156	22	,	,	PUNCT
edu-310	156	23	secondly	secondly	ADV
edu-310	156	24	assessed	assess	VERB
edu-310	156	25	for	for	ADP
edu-310	156	26	model	model	NOUN
edu-310	156	27	fit	fit	NOUN
edu-310	156	28	,	,	PUNCT
edu-310	156	29	before	before	SCONJ
edu-310	156	30	irt	irt	PROPN
edu-310	156	31	psychometric	psychometric	ADJ
edu-310	156	32	analysis	analysis	NOUN
edu-310	156	33	were	be	AUX
edu-310	156	34	done	do	VERB
edu-310	156	35	to	to	PART
edu-310	156	36	estimate	estimate	VERB
edu-310	156	37	the	the	DET
edu-310	156	38	test	test	NOUN
edu-310	156	39	items	item	NOUN
edu-310	156	40	parameters	parameter	NOUN
edu-310	156	41	(	(	PUNCT
edu-310	156	42	a	a	DET
edu-310	156	43	,	,	PUNCT
edu-310	156	44	b	b	NOUN
edu-310	156	45	,	,	PUNCT
edu-310	156	46	c	c	NOUN
edu-310	156	47	-	-	PUNCT
edu-310	156	48	values	value	NOUN
edu-310	156	49	)	)	PUNCT
edu-310	156	50	using	use	VERB
edu-310	156	51	data	datum	NOUN
edu-310	156	52	from	from	ADP
edu-310	156	53	students	student	NOUN
edu-310	156	54	’	'	PUNCT
edu-310	156	55	responses	response	NOUN
edu-310	156	56	.	.	PUNCT
edu-310	157	1	test	test	NOUN
edu-310	157	2	for	for	ADP
edu-310	157	3	uni	uni	ADJ
edu-310	157	4	-	-	NOUN
edu-310	157	5	dimensionality	dimensionality	NOUN
edu-310	157	6	in	in	ADP
edu-310	157	7	this	this	DET
edu-310	157	8	study	study	NOUN
edu-310	157	9	was	be	AUX
edu-310	157	10	exploratory	exploratory	ADJ
edu-310	157	11	factor	factor	NOUN
edu-310	157	12	analysis	analysis	NOUN
edu-310	157	13	.	.	PUNCT
edu-310	158	1	it	it	PRON
edu-310	158	2	is	be	AUX
edu-310	158	3	to	to	PART
edu-310	158	4	find	find	VERB
edu-310	158	5	out	out	ADP
edu-310	158	6	if	if	SCONJ
edu-310	158	7	there	there	PRON
edu-310	158	8	exist	exist	VERB
edu-310	158	9	a	a	DET
edu-310	158	10	dominant	dominant	ADJ
edu-310	158	11	trait	trait	NOUN
edu-310	158	12	underlining	underline	VERB
edu-310	158	13	achievement	achievement	NOUN
edu-310	158	14	in	in	ADP
edu-310	158	15	quantitative	quantitative	ADJ
edu-310	158	16	economics	economic	NOUN
edu-310	158	17	assessed	assess	VERB
edu-310	158	18	by	by	ADP
edu-310	158	19	the	the	DET
edu-310	158	20	taqe	taqe	NOUN
edu-310	158	21	.	.	PUNCT
edu-310	159	1	test	test	NOUN
edu-310	159	2	for	for	ADP
edu-310	159	3	model	model	NOUN
edu-310	159	4	fit	fit	NOUN
edu-310	159	5	was	be	AUX
edu-310	159	6	also	also	ADV
edu-310	159	7	assessed	assess	VERB
edu-310	159	8	by	by	ADP
edu-310	159	9	comparing	compare	VERB
edu-310	159	10	the	the	DET
edu-310	159	11	values	value	NOUN
edu-310	159	12	of	of	ADP
edu-310	159	13	-2log	-2log	PROPN
edu-310	159	14	likelihood	likelihood	NOUN
edu-310	159	15	from	from	ADP
edu-310	159	16	different	different	ADJ
edu-310	159	17	models	model	NOUN
edu-310	159	18	to	to	PART
edu-310	159	19	indicate	indicate	VERB
edu-310	159	20	which	which	DET
edu-310	159	21	model	model	NOUN
edu-310	159	22	represents	represent	VERB
edu-310	159	23	a	a	DET
edu-310	159	24	better	well	ADJ
edu-310	159	25	fit	fit	NOUN
edu-310	159	26	for	for	ADP
edu-310	159	27	the	the	DET
edu-310	159	28	data	datum	NOUN
edu-310	159	29	.	.	PUNCT
edu-310	160	1	the	the	DET
edu-310	160	2	thirty	thirty	NUM
edu-310	160	3	(	(	PUNCT
edu-310	160	4	30	30	NUM
edu-310	160	5	)	)	PUNCT
edu-310	160	6	items	item	NOUN
edu-310	160	7	of	of	ADP
edu-310	160	8	test	test	NOUN
edu-310	160	9	of	of	ADP
edu-310	160	10	achievement	achievement	NOUN
edu-310	160	11	in	in	ADP
edu-310	160	12	quantitative	quantitative	ADJ
edu-310	160	13	economics	economic	NOUN
edu-310	160	14	were	be	AUX
edu-310	160	15	subjected	subject	VERB
edu-310	160	16	to	to	PART
edu-310	160	17	irt	irt	VERB
edu-310	160	18	psychometric	psychometric	ADJ
edu-310	160	19	analysis	analysis	NOUN
edu-310	160	20	using	use	VERB
edu-310	160	21	bilog	bilog	NOUN
edu-310	160	22	mg	mg	PROPN
edu-310	160	23	software	software	NOUN
edu-310	160	24	to	to	PART
edu-310	160	25	estimate	estimate	VERB
edu-310	160	26	item	item	NOUN
edu-310	160	27	threshold	threshold	NOUN
edu-310	160	28	,	,	PUNCT
edu-310	160	29	slope	slope	NOUN
edu-310	160	30	and	and	CCONJ
edu-310	160	31	asymptote	asymptote	ADJ
edu-310	160	32	(	(	PUNCT
edu-310	160	33	difficulty	difficulty	NOUN
edu-310	160	34	,	,	PUNCT
edu-310	160	35	discrimination	discrimination	NOUN
edu-310	160	36	and	and	CCONJ
edu-310	160	37	guessing	guessing	NOUN
edu-310	160	38	)	)	PUNCT
edu-310	160	39	values	value	NOUN
edu-310	160	40	.	.	PUNCT
edu-310	161	1	3.7	3.7	NUM
edu-310	161	2	.	.	PUNCT
edu-310	161	3	selection	selection	NOUN
edu-310	161	4	of	of	ADP
edu-310	161	5	good	good	ADJ
edu-310	161	6	items	item	NOUN
edu-310	161	7	items	item	NOUN
edu-310	161	8	retained	retain	VERB
edu-310	161	9	in	in	ADP
edu-310	161	10	the	the	DET
edu-310	161	11	final	final	ADJ
edu-310	161	12	output	output	NOUN
edu-310	161	13	of	of	ADP
edu-310	161	14	the	the	DET
edu-310	161	15	test	test	NOUN
edu-310	161	16	were	be	AUX
edu-310	161	17	based	base	VERB
edu-310	161	18	on	on	ADP
edu-310	161	19	the	the	DET
edu-310	161	20	verbal	verbal	ADJ
edu-310	161	21	interpretation	interpretation	NOUN
edu-310	161	22	of	of	ADP
edu-310	161	23	each	each	DET
edu-310	161	24	item	item	NOUN
edu-310	161	25	as	as	SCONJ
edu-310	161	26	illustrated	illustrate	VERB
edu-310	161	27	by	by	ADP
edu-310	161	28	ceniza	ceniza	NOUN
edu-310	161	29	and	and	CCONJ
edu-310	161	30	cereno	cereno	PROPN
edu-310	161	31	(	(	PUNCT
edu-310	161	32	2012	2012	NUM
edu-310	161	33	)	)	PUNCT
edu-310	161	34	in	in	ADP
edu-310	161	35	table	table	NOUN
edu-310	161	36	2	2	NUM
edu-310	161	37	below	below	ADV
edu-310	161	38	.	.	PUNCT
edu-310	162	1	the	the	DET
edu-310	162	2	20	20	NUM
edu-310	162	3	items	item	NOUN
edu-310	162	4	that	that	PRON
edu-310	162	5	was	be	AUX
edu-310	162	6	included	include	VERB
edu-310	162	7	in	in	ADP
edu-310	162	8	the	the	DET
edu-310	162	9	final	final	ADJ
edu-310	162	10	output	output	NOUN
edu-310	162	11	of	of	ADP
edu-310	162	12	the	the	DET
edu-310	162	13	taqe	taqe	NOUN
edu-310	162	14	were	be	AUX
edu-310	162	15	arranged	arrange	VERB
edu-310	162	16	in	in	ADP
edu-310	162	17	-	-	PUNCT
edu-310	162	18	line	line	NOUN
edu-310	162	19	with	with	ADP
edu-310	162	20	the	the	DET
edu-310	162	21	quantitative	quantitative	ADJ
edu-310	162	22	sub	sub	NOUN
edu-310	162	23	-	-	NOUN
edu-310	162	24	skills	skill	NOUN
edu-310	162	25	in	in	ADP
edu-310	162	26	secondary	secondary	ADJ
edu-310	162	27	economics	economic	NOUN
edu-310	162	28	.	.	PUNCT
edu-310	163	1	table-2	table-2	NUM
edu-310	163	2	.	.	PUNCT
edu-310	163	3	decision	decision	NOUN
edu-310	163	4	table	table	NOUN
edu-310	163	5	of	of	ADP
edu-310	163	6	difficulty	difficulty	NOUN
edu-310	163	7	and	and	CCONJ
edu-310	163	8	discrimination	discrimination	NOUN
edu-310	163	9	indices	index	NOUN
edu-310	163	10	difficulty	difficulty	NOUN
edu-310	163	11	level	level	NOUN
edu-310	163	12	discrimination	discrimination	NOUN
edu-310	163	13	level	level	NOUN
edu-310	163	14	decision	decision	NOUN
edu-310	163	15	easy	easy	ADJ
edu-310	163	16	low	low	ADJ
edu-310	163	17	moderate	moderate	ADJ
edu-310	163	18	high	high	ADJ
edu-310	163	19	revise	revise	NOUN
edu-310	163	20	retain	retain	VERB
edu-310	163	21	retain	retain	VERB
edu-310	163	22	average	average	ADJ
edu-310	163	23	low	low	ADJ
edu-310	163	24	moderate	moderate	ADJ
edu-310	163	25	high	high	ADJ
edu-310	163	26	revise	revise	NOUN
edu-310	163	27	retain	retain	VERB
edu-310	163	28	retain	retain	VERB
edu-310	163	29	difficult	difficult	ADJ
edu-310	163	30	low	low	ADJ
edu-310	163	31	moderate	moderate	ADJ
edu-310	163	32	high	high	ADJ
edu-310	163	33	revise	revise	NOUN
edu-310	163	34	retain	retain	VERB
edu-310	163	35	retain	retain	VERB
edu-310	163	36	source	source	NOUN
edu-310	163	37	:	:	PUNCT
edu-310	163	38	ceniza	ceniza	NOUN
edu-310	163	39	and	and	CCONJ
edu-310	163	40	cereno	cereno	PROPN
edu-310	163	41	(	(	PUNCT
edu-310	163	42	2012	2012	NUM
edu-310	163	43	)	)	PUNCT
edu-310	163	44	table-3	table-3	NUM
edu-310	163	45	.	.	PUNCT
edu-310	164	1	total	total	ADJ
edu-310	164	2	variance	variance	NOUN
edu-310	164	3	explained	explain	VERB
edu-310	164	4	by	by	ADP
edu-310	164	5	the	the	DET
edu-310	164	6	result	result	NOUN
edu-310	164	7	of	of	ADP
edu-310	164	8	factor	factor	NOUN
edu-310	164	9	analysis	analysis	NOUN
edu-310	164	10	initial	initial	ADJ
edu-310	164	11	eigenvalues	eigenvalue	NOUN
edu-310	164	12	component	component	NOUN
edu-310	164	13	total	total	ADJ
edu-310	164	14	%	%	NOUN
edu-310	164	15	of	of	ADP
edu-310	164	16	variance	variance	NOUN
edu-310	164	17	cumulative	cumulative	ADJ
edu-310	164	18	%	%	NOUN
edu-310	164	19	1	1	NUM
edu-310	164	20	7.407	7.407	NUM
edu-310	164	21	24.691	24.691	NUM
edu-310	165	1	24.691	24.691	NUM
edu-310	165	2	2	2	NUM
edu-310	165	3	2.359	2.359	NUM
edu-310	165	4	7.863	7.863	NUM
edu-310	165	5	32.554	32.554	NUM
edu-310	165	6	3	3	NUM
edu-310	165	7	1.648	1.648	NUM
edu-310	165	8	5.494	5.494	NUM
edu-310	165	9	38.048	38.048	NUM
edu-310	165	10	4	4	NUM
edu-310	165	11	1.372	1.372	NUM
edu-310	165	12	4.573	4.573	NUM
edu-310	165	13	42.620	42.620	NUM
edu-310	165	14	5	5	NUM
edu-310	165	15	1.240	1.240	NUM
edu-310	165	16	4.132	4.132	NUM
edu-310	165	17	46.752	46.752	NUM
edu-310	165	18	6	6	NUM
edu-310	165	19	1.130	1.130	NUM
edu-310	165	20	3.767	3.767	NUM
edu-310	165	21	50.519	50.519	NUM
edu-310	165	22	7	7	NUM
edu-310	165	23	1.077	1.077	NUM
edu-310	165	24	3.589	3.589	NUM
edu-310	165	25	54.108	54.108	NUM
edu-310	165	26	8	8	NUM
edu-310	165	27	.997	.997	NUM
edu-310	165	28	3.323	3.323	NUM
edu-310	165	29	57.430	57.430	NUM
edu-310	165	30	9	9	NUM
edu-310	165	31	.933	.933	NUM
edu-310	165	32	3.109	3.109	NUM
edu-310	165	33	60.540	60.540	NUM
edu-310	165	34	10	10	NUM
edu-310	165	35	.864	.864	NUM
edu-310	165	36	2.881	2.881	NUM
edu-310	165	37	63.420	63.420	NUM
edu-310	165	38	11	11	NUM
edu-310	165	39	.814	.814	NUM
edu-310	165	40	2.713	2.713	NUM
edu-310	165	41	66.133	66.133	NUM
edu-310	165	42	12	12	NUM
edu-310	165	43	.768	.768	NUM
edu-310	165	44	2.560	2.560	NUM
edu-310	165	45	68.693	68.693	NUM
edu-310	165	46	13	13	NUM
edu-310	165	47	.756	.756	NUM
edu-310	165	48	2.520	2.520	NUM
edu-310	165	49	71.213	71.213	NUM
edu-310	165	50	14	14	NUM
edu-310	165	51	.731	.731	NUM
edu-310	165	52	2.437	2.437	NUM
edu-310	165	53	73.650	73.650	NUM
edu-310	165	54	15	15	NUM
edu-310	165	55	.701	.701	NUM
edu-310	165	56	2.337	2.337	NUM
edu-310	165	57	75.987	75.987	NUM
edu-310	165	58	16	16	NUM
edu-310	165	59	.628	.628	NUM
edu-310	165	60	2.093	2.093	NUM
edu-310	165	61	78.080	78.080	NUM
edu-310	165	62	17	17	NUM
edu-310	165	63	.607	.607	NUM
edu-310	166	1	2.024	2.024	NUM
edu-310	166	2	80.103	80.103	NUM
edu-310	166	3	18	18	NUM
edu-310	166	4	.583	.583	NUM
edu-310	166	5	1.942	1.942	NUM
edu-310	166	6	82.045	82.045	NUM
edu-310	166	7	19	19	NUM
edu-310	166	8	.558	.558	NUM
edu-310	166	9	1.861	1.861	NUM
edu-310	166	10	83.906	83.906	NUM
edu-310	166	11	20	20	NUM
edu-310	166	12	.530	.530	NUM
edu-310	166	13	1.765	1.765	NUM
edu-310	166	14	85.671	85.671	NUM
edu-310	166	15	21	21	NUM
edu-310	166	16	.517	.517	NUM
edu-310	166	17	1.724	1.724	NUM
edu-310	166	18	87.395	87.395	NUM
edu-310	166	19	22	22	NUM
edu-310	166	20	.498	.498	NUM
edu-310	166	21	1.659	1.659	NUM
edu-310	166	22	89.054	89.054	NUM
edu-310	166	23	23	23	NUM
edu-310	166	24	.487	.487	NUM
edu-310	166	25	1.622	1.622	NUM
edu-310	166	26	90.677	90.677	NUM
edu-310	166	27	24	24	NUM
edu-310	166	28	.473	.473	NUM
edu-310	166	29	1.576	1.576	NUM
edu-310	166	30	92.253	92.253	NUM
edu-310	166	31	25	25	NUM
edu-310	166	32	.458	.458	NUM
edu-310	166	33	1.526	1.526	NUM
edu-310	166	34	93.779	93.779	NUM
edu-310	166	35	26	26	NUM
edu-310	166	36	.412	.412	NUM
edu-310	166	37	1.372	1.372	NUM
edu-310	166	38	95.151	95.151	NUM
edu-310	166	39	27	27	NUM
edu-310	166	40	.387	.387	NUM
edu-310	166	41	1.289	1.289	NUM
edu-310	166	42	96.440	96.440	NUM
edu-310	166	43	28	28	NUM
edu-310	166	44	.379	.379	NUM
edu-310	166	45	1.263	1.263	NUM
edu-310	166	46	97.704	97.704	NUM
edu-310	166	47	29	29	NUM
edu-310	166	48	.368	.368	NUM
edu-310	166	49	1.227	1.227	NUM
edu-310	166	50	98.931	98.931	NUM
edu-310	166	51	30	30	NUM
edu-310	166	52	.321	.321	NUM
edu-310	166	53	1.069	1.069	NUM
edu-310	166	54	100.000	100.000	NUM
edu-310	166	55	extraction	extraction	NOUN
edu-310	166	56	method	method	NOUN
edu-310	166	57	:	:	PUNCT
edu-310	166	58	principal	principal	ADJ
edu-310	166	59	component	component	NOUN
edu-310	166	60	analysis	analysis	NOUN
edu-310	166	61	.	.	PUNCT
edu-310	167	1	asian	asian	ADJ
edu-310	167	2	journal	journal	PROPN
edu-310	167	3	of	of	ADP
edu-310	167	4	education	education	NOUN
edu-310	167	5	and	and	CCONJ
edu-310	167	6	training	training	NOUN
edu-310	167	7	,	,	PUNCT
edu-310	167	8	2018	2018	NUM
edu-310	167	9	,	,	PUNCT
edu-310	167	10	4(1	4(1	NOUN
edu-310	167	11	):	):	PUNCT
edu-310	167	12	18	18	NUM
edu-310	167	13	-	-	SYM
edu-310	167	14	28	28	NUM
edu-310	167	15	23	23	NUM
edu-310	167	16	4	4	NUM
edu-310	167	17	.	.	PUNCT
edu-310	167	18	results	result	VERB
edu-310	167	19	4.1	4.1	NUM
edu-310	167	20	.	.	PUNCT
edu-310	168	1	research	research	NOUN
edu-310	168	2	question	question	NOUN
edu-310	168	3	1	1	NUM
edu-310	168	4	is	be	AUX
edu-310	168	5	the	the	DET
edu-310	168	6	test	test	NOUN
edu-310	168	7	uni	uni	ADJ
edu-310	168	8	-	-	ADJ
edu-310	168	9	dimensional	dimensional	ADJ
edu-310	168	10	?	?	PUNCT
edu-310	168	11	table	table	NOUN
edu-310	168	12	3	3	NUM
edu-310	168	13	is	be	AUX
edu-310	168	14	the	the	DET
edu-310	168	15	result	result	NOUN
edu-310	168	16	of	of	ADP
edu-310	168	17	exploratory	exploratory	ADJ
edu-310	168	18	factor	factor	NOUN
edu-310	168	19	analysis	analysis	NOUN
edu-310	168	20	done	do	VERB
edu-310	168	21	on	on	ADP
edu-310	168	22	test	test	NOUN
edu-310	168	23	of	of	ADP
edu-310	168	24	achievement	achievement	NOUN
edu-310	168	25	in	in	ADP
edu-310	168	26	quantitative	quantitative	ADJ
edu-310	168	27	economics	economic	NOUN
edu-310	168	28	(	(	PUNCT
edu-310	168	29	taqe	taqe	NOUN
edu-310	168	30	)	)	PUNCT
edu-310	168	31	for	for	ADP
edu-310	168	32	uni	uni	ADJ
edu-310	168	33	-	-	ADJ
edu-310	168	34	dimensionality	dimensionality	NOUN
edu-310	168	35	assessment	assessment	NOUN
edu-310	168	36	.	.	PUNCT
edu-310	169	1	the	the	DET
edu-310	169	2	result	result	NOUN
edu-310	169	3	shows	show	VERB
edu-310	169	4	that	that	SCONJ
edu-310	169	5	taqe	taqe	NOUN
edu-310	169	6	had	have	VERB
edu-310	169	7	six	six	NUM
edu-310	169	8	eigen	eigen	PROPN
edu-310	169	9	values	value	NOUN
edu-310	169	10	greater	great	ADJ
edu-310	169	11	than	than	ADP
edu-310	169	12	one	one	NUM
edu-310	169	13	and	and	CCONJ
edu-310	169	14	the	the	DET
edu-310	169	15	remaining	remain	VERB
edu-310	169	16	twenty	twenty	NUM
edu-310	169	17	four	four	NUM
edu-310	169	18	values	value	NOUN
edu-310	169	19	less	less	ADJ
edu-310	169	20	than	than	ADP
edu-310	169	21	one	one	NUM
edu-310	169	22	.	.	PUNCT
edu-310	170	1	the	the	DET
edu-310	170	2	first	first	ADJ
edu-310	170	3	eigen	eigen	PROPN
edu-310	170	4	value	value	NOUN
edu-310	170	5	is	be	AUX
edu-310	170	6	7.407	7.407	NUM
edu-310	170	7	,	,	PUNCT
edu-310	170	8	followed	follow	VERB
edu-310	170	9	by	by	ADP
edu-310	170	10	2.359	2.359	NUM
edu-310	170	11	,	,	PUNCT
edu-310	170	12	1.648	1.648	NUM
edu-310	170	13	,	,	PUNCT
edu-310	170	14	1.372	1.372	NUM
edu-310	170	15	,	,	PUNCT
edu-310	170	16	1.240	1.240	NUM
edu-310	170	17	,	,	PUNCT
edu-310	170	18	etc	etc	X
edu-310	170	19	.	.	X
edu-310	171	1	4.2	4.2	NUM
edu-310	171	2	.	.	PUNCT
edu-310	172	1	research	research	NOUN
edu-310	172	2	question	question	NOUN
edu-310	172	3	2	2	NUM
edu-310	172	4	which	which	PRON
edu-310	172	5	of	of	ADP
edu-310	172	6	the	the	DET
edu-310	172	7	irt	irt	PROPN
edu-310	172	8	model	model	NOUN
edu-310	172	9	represents	represent	VERB
edu-310	172	10	a	a	DET
edu-310	172	11	better	well	ADJ
edu-310	172	12	fit	fit	NOUN
edu-310	172	13	for	for	ADP
edu-310	172	14	the	the	DET
edu-310	172	15	taqe	taqe	NOUN
edu-310	172	16	data	datum	NOUN
edu-310	172	17	?	?	PUNCT
edu-310	173	1	table-4	table-4	NOUN
edu-310	173	2	.	.	PUNCT
edu-310	173	3	model	model	PROPN
edu-310	173	4	fit	fit	ADJ
edu-310	173	5	information	information	NOUN
edu-310	173	6	-2log	-2log	PROPN
edu-310	173	7	likelihood1	likelihood1	X
edu-310	173	8	-	-	PUNCT
edu-310	173	9	pl	pl	PROPN
edu-310	173	10	=	=	SYM
edu-310	173	11	17773.820	17773.820	PROPN
edu-310	173	12	-2log	-2log	PUNCT
edu-310	173	13	likelihood2	likelihood2	NOUN
edu-310	173	14	-	-	PUNCT
edu-310	173	15	pl	pl	NOUN
edu-310	173	16	=	=	SYM
edu-310	173	17	17370.596	17370.596	NUM
edu-310	173	18	-2log	-2log	PUNCT
edu-310	173	19	likelihood3	likelihood3	PROPN
edu-310	173	20	-	-	PUNCT
edu-310	173	21	pl	pl	PROPN
edu-310	173	22	=	=	SYM
edu-310	173	23	17140.261	17140.261	PROPN
edu-310	173	24	source	source	NOUN
edu-310	173	25	:	:	PUNCT
edu-310	173	26	results	result	NOUN
edu-310	173	27	from	from	ADP
edu-310	173	28	bilog	bilog	NOUN
edu-310	173	29	mg	mg	PROPN
edu-310	173	30	analysis	analysis	NOUN
edu-310	173	31	three	three	NUM
edu-310	173	32	(	(	PUNCT
edu-310	173	33	3	3	NUM
edu-310	173	34	)	)	PUNCT
edu-310	173	35	parameter	parameter	NOUN
edu-310	173	36	logistic	logistic	ADJ
edu-310	173	37	model	model	NOUN
edu-310	173	38	in	in	ADP
edu-310	173	39	table	table	NOUN
edu-310	173	40	4	4	NUM
edu-310	173	41	had	have	VERB
edu-310	173	42	the	the	DET
edu-310	173	43	lowest	low	ADJ
edu-310	173	44	-2log	-2log	PROPN
edu-310	173	45	likelihood	likelihood	NOUN
edu-310	173	46	.	.	PUNCT
edu-310	174	1	4.3	4.3	NUM
edu-310	174	2	.	.	PUNCT
edu-310	175	1	research	research	NOUN
edu-310	175	2	questions	question	NOUN
edu-310	175	3	3	3	NUM
edu-310	175	4	,	,	PUNCT
edu-310	175	5	4	4	NUM
edu-310	175	6	and	and	CCONJ
edu-310	175	7	5	5	NUM
edu-310	175	8	what	what	PRON
edu-310	175	9	are	be	AUX
edu-310	175	10	the	the	DET
edu-310	175	11	item	item	NOUN
edu-310	175	12	threshold	threshold	NOUN
edu-310	175	13	,	,	PUNCT
edu-310	175	14	slope	slope	NOUN
edu-310	175	15	and	and	CCONJ
edu-310	175	16	guessing	guess	VERB
edu-310	175	17	values	value	NOUN
edu-310	175	18	/	/	SYM
edu-310	175	19	levels	level	NOUN
edu-310	175	20	of	of	ADP
edu-310	175	21	dqest	dqest	NOUN
edu-310	175	22	items	item	NOUN
edu-310	175	23	based	base	VERB
edu-310	175	24	on	on	ADP
edu-310	175	25	three	three	NUM
edu-310	175	26	parameter	parameter	NOUN
edu-310	175	27	logistic	logistic	ADJ
edu-310	175	28	(	(	PUNCT
edu-310	175	29	3pl	3pl	ADJ
edu-310	175	30	)	)	PUNCT
edu-310	175	31	model	model	NOUN
edu-310	175	32	?	?	PUNCT
edu-310	176	1	table-5	table-5	PROPN
edu-310	176	2	.	.	PUNCT
edu-310	176	3	item	item	NOUN
edu-310	176	4	threshold	threshold	NOUN
edu-310	176	5	(	(	PUNCT
edu-310	176	6	difficulty	difficulty	NOUN
edu-310	176	7	estimates	estimate	VERB
edu-310	176	8	)	)	PUNCT
edu-310	176	9	,	,	PUNCT
edu-310	176	10	slope	slope	NOUN
edu-310	176	11	(	(	PUNCT
edu-310	176	12	discrimination	discrimination	NOUN
edu-310	176	13	)	)	PUNCT
edu-310	176	14	,	,	PUNCT
edu-310	176	15	and	and	CCONJ
edu-310	176	16	asymptote	asymptote	X
edu-310	176	17	(	(	PUNCT
edu-310	176	18	guessing	guess	VERB
edu-310	176	19	)	)	PUNCT
edu-310	176	20	values	value	NOUN
edu-310	176	21	of	of	ADP
edu-310	176	22	dqest	dqest	NOUN
edu-310	176	23	items	item	NOUN
edu-310	176	24	.	.	PUNCT
edu-310	177	1	item	item	NOUN
edu-310	177	2	threshold	threshold	NOUN
edu-310	177	3	(	(	PUNCT
edu-310	177	4	difficulty	difficulty	NOUN
edu-310	177	5	)	)	PUNCT
edu-310	177	6	difficulty	difficulty	NOUN
edu-310	177	7	level	level	NOUN
edu-310	177	8	slope	slope	NOUN
edu-310	177	9	(	(	PUNCT
edu-310	177	10	discrimination	discrimination	NOUN
edu-310	177	11	)	)	PUNCT
edu-310	177	12	discrimination	discrimination	NOUN
edu-310	177	13	level	level	NOUN
edu-310	177	14	asymptote	asymptote	NOUN
edu-310	177	15	(	(	PUNCT
edu-310	177	16	guessing	guess	VERB
edu-310	177	17	)	)	PUNCT
edu-310	177	18	remark	remark	NOUN
edu-310	177	19	1	1	NUM
edu-310	177	20	0.16	0.16	NUM
edu-310	177	21	average	average	ADJ
edu-310	177	22	0.21	0.21	NUM
edu-310	177	23	low	low	ADJ
edu-310	177	24	0.08	0.08	NUM
edu-310	177	25	revise	revise	NOUN
edu-310	177	26	2	2	NUM
edu-310	177	27	0.13	0.13	NUM
edu-310	177	28	average	average	NOUN
edu-310	177	29	0.16	0.16	NUM
edu-310	177	30	low	low	ADJ
edu-310	177	31	0.06	0.06	NUM
edu-310	177	32	reject	reject	VERB
edu-310	177	33	3	3	NUM
edu-310	177	34	0.12	0.12	NUM
edu-310	177	35	average	average	NOUN
edu-310	177	36	0.20	0.20	NUM
edu-310	177	37	low	low	ADJ
edu-310	177	38	0.06	0.06	NUM
edu-310	177	39	revise	revise	NOUN
edu-310	177	40	4	4	NUM
edu-310	177	41	0.10	0.10	NUM
edu-310	177	42	average	average	ADJ
edu-310	177	43	0.20	0.20	NUM
edu-310	177	44	low	low	ADJ
edu-310	177	45	0.05	0.05	NUM
edu-310	177	46	revise	revise	NOUN
edu-310	177	47	5	5	NUM
edu-310	177	48	0.11	0.11	NUM
edu-310	177	49	average	average	NOUN
edu-310	177	50	0.20	0.20	NUM
edu-310	177	51	low	low	ADJ
edu-310	177	52	0.05	0.05	NUM
edu-310	177	53	revise	revise	NOUN
edu-310	177	54	6	6	NUM
edu-310	177	55	0.12	0.12	NUM
edu-310	177	56	average	average	NOUN
edu-310	177	57	2.47	2.47	NUM
edu-310	177	58	very	very	ADV
edu-310	177	59	high	high	ADJ
edu-310	177	60	0.02	0.02	NUM
edu-310	177	61	reject	reject	VERB
edu-310	177	62	7	7	NUM
edu-310	177	63	0.06	0.06	NUM
edu-310	177	64	average	average	ADJ
edu-310	177	65	2.29	2.29	NUM
edu-310	177	66	very	very	ADV
edu-310	177	67	high	high	ADJ
edu-310	177	68	0.02	0.02	NUM
edu-310	177	69	reject	reject	VERB
edu-310	177	70	8	8	NUM
edu-310	177	71	0.47	0.47	NUM
edu-310	177	72	average	average	NOUN
edu-310	177	73	0.08	0.08	NUM
edu-310	177	74	low	low	ADJ
edu-310	177	75	0.08	0.08	NUM
edu-310	177	76	reject	reject	NOUN
edu-310	177	77	9	9	NUM
edu-310	177	78	0.38	0.38	NUM
edu-310	177	79	average	average	NOUN
edu-310	177	80	0.07	0.07	NUM
edu-310	177	81	low	low	ADJ
edu-310	177	82	0.07	0.07	NUM
edu-310	177	83	reject	reject	VERB
edu-310	177	84	10	10	NUM
edu-310	177	85	0.61	0.61	NUM
edu-310	177	86	difficult	difficult	ADJ
edu-310	177	87	0.05	0.05	NUM
edu-310	177	88	low	low	ADJ
edu-310	177	89	0.09	0.09	NUM
edu-310	177	90	reject	reject	VERB
edu-310	177	91	11	11	NUM
edu-310	177	92	0.51	0.51	NUM
edu-310	177	93	difficult	difficult	ADJ
edu-310	177	94	0.09	0.09	NUM
edu-310	177	95	low	low	ADJ
edu-310	177	96	0.07	0.07	NUM
edu-310	177	97	reject	reject	VERB
edu-310	177	98	12	12	NUM
edu-310	177	99	0.08	0.08	NUM
edu-310	177	100	average	average	ADJ
edu-310	177	101	1.15	1.15	NUM
edu-310	177	102	moderate	moderate	ADJ
edu-310	177	103	0.03	0.03	NUM
edu-310	177	104	retain	retain	VERB
edu-310	177	105	13	13	NUM
edu-310	177	106	0.08	0.08	NUM
edu-310	177	107	average	average	ADJ
edu-310	177	108	1.53	1.53	NUM
edu-310	177	109	high	high	ADJ
edu-310	177	110	0.04	0.04	NUM
edu-310	177	111	retain	retain	VERB
edu-310	177	112	14	14	NUM
edu-310	177	113	0.08	0.08	NUM
edu-310	177	114	average	average	ADJ
edu-310	177	115	0.24	0.24	NUM
edu-310	177	116	low	low	ADJ
edu-310	177	117	0.05	0.05	NUM
edu-310	177	118	revise	revise	NOUN
edu-310	177	119	15	15	NUM
edu-310	177	120	0.12	0.12	NUM
edu-310	177	121	average	average	NOUN
edu-310	177	122	2.21	2.21	NUM
edu-310	177	123	very	very	ADV
edu-310	177	124	high	high	ADJ
edu-310	177	125	0.01	0.01	NUM
edu-310	177	126	reject	reject	VERB
edu-310	177	127	16	16	NUM
edu-310	177	128	0.06	0.06	NUM
edu-310	177	129	average	average	ADJ
edu-310	177	130	1.20	1.20	NUM
edu-310	177	131	moderate	moderate	ADJ
edu-310	177	132	0.02	0.02	NUM
edu-310	177	133	retain	retain	VERB
edu-310	177	134	17	17	NUM
edu-310	177	135	0.07	0.07	NUM
edu-310	177	136	average	average	ADJ
edu-310	177	137	0.35	0.35	NUM
edu-310	177	138	moderate	moderate	ADJ
edu-310	177	139	0.04	0.04	NUM
edu-310	177	140	retain	retain	VERB
edu-310	177	141	18	18	NUM
edu-310	177	142	0.06	0.06	NUM
edu-310	177	143	average	average	ADJ
edu-310	177	144	1.08	1.08	NUM
edu-310	177	145	moderate	moderate	ADJ
edu-310	177	146	0.02	0.02	NUM
edu-310	177	147	retain	retain	VERB
edu-310	177	148	19	19	NUM
edu-310	177	149	0.06	0.06	NUM
edu-310	177	150	average	average	NOUN
edu-310	177	151	2.17	2.17	NUM
edu-310	177	152	very	very	ADV
edu-310	177	153	high	high	ADJ
edu-310	177	154	0.02	0.02	NUM
edu-310	177	155	revise	revise	NOUN
edu-310	177	156	20	20	NUM
edu-310	177	157	0.10	0.10	NUM
edu-310	177	158	average	average	ADJ
edu-310	177	159	0.24	0.24	NUM
edu-310	177	160	low	low	ADJ
edu-310	177	161	0.05	0.05	NUM
edu-310	177	162	revise	revise	NOUN
edu-310	177	163	21	21	NUM
edu-310	177	164	0.09	0.09	NUM
edu-310	177	165	average	average	ADJ
edu-310	177	166	0.31	0.31	NUM
edu-310	177	167	low	low	ADJ
edu-310	177	168	0.04	0.04	NUM
edu-310	177	169	revise	revise	NOUN
edu-310	177	170	22	22	NUM
edu-310	177	171	0.09	0.09	NUM
edu-310	177	172	average	average	NOUN
edu-310	177	173	0.25	0.25	NUM
edu-310	177	174	low	low	ADJ
edu-310	177	175	0.04	0.04	NUM
edu-310	177	176	revise	revise	NOUN
edu-310	177	177	23	23	NUM
edu-310	177	178	0.08	0.08	NUM
edu-310	177	179	average	average	ADJ
edu-310	177	180	2.73	2.73	NUM
edu-310	177	181	very	very	ADV
edu-310	177	182	high	high	ADJ
edu-310	177	183	0.02	0.02	NUM
edu-310	177	184	reject	reject	VERB
edu-310	177	185	24	24	NUM
edu-310	177	186	0.10	0.10	NUM
edu-310	177	187	average	average	ADJ
edu-310	177	188	2.55	2.55	NUM
edu-310	177	189	very	very	ADV
edu-310	177	190	high	high	ADJ
edu-310	177	191	0.02	0.02	NUM
edu-310	177	192	reject	reject	VERB
edu-310	177	193	25	25	NUM
edu-310	177	194	0.07	0.07	NUM
edu-310	177	195	average	average	NOUN
edu-310	177	196	0.45	0.45	NUM
edu-310	177	197	moderate	moderate	ADJ
edu-310	177	198	0.03	0.03	NUM
edu-310	177	199	retain	retain	VERB
edu-310	177	200	26	26	NUM
edu-310	177	201	0.11	0.11	NUM
edu-310	177	202	average	average	ADJ
edu-310	177	203	0.46	0.46	NUM
edu-310	177	204	moderate	moderate	ADJ
edu-310	177	205	0.04	0.04	NUM
edu-310	177	206	retain	retain	VERB
edu-310	177	207	27	27	NUM
edu-310	177	208	0.07	0.07	NUM
edu-310	177	209	average	average	ADJ
edu-310	177	210	1.14	1.14	NUM
edu-310	177	211	moderate	moderate	ADJ
edu-310	177	212	0.03	0.03	NUM
edu-310	177	213	retain	retain	VERB
edu-310	177	214	28	28	NUM
edu-310	177	215	0.09	0.09	NUM
edu-310	177	216	average	average	ADJ
edu-310	177	217	0.37	0.37	NUM
edu-310	177	218	moderate	moderate	ADJ
edu-310	177	219	0.03	0.03	NUM
edu-310	177	220	retain	retain	VERB
edu-310	177	221	29	29	NUM
edu-310	177	222	0.09	0.09	NUM
edu-310	177	223	average	average	NOUN
edu-310	177	224	0.91	0.91	NUM
edu-310	177	225	moderate	moderate	ADJ
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edu-310	177	227	retain	retain	VERB
edu-310	177	228	30	30	NUM
edu-310	177	229	0.06	0.06	NUM
edu-310	177	230	average	average	ADJ
edu-310	177	231	1.57	1.57	NUM
edu-310	177	232	high	high	ADJ
edu-310	177	233	0.02	0.02	NUM
edu-310	177	234	retain	retain	NOUN
edu-310	177	235	source	source	NOUN
edu-310	177	236	:	:	PUNCT
edu-310	177	237	results	result	NOUN
edu-310	177	238	from	from	ADP
edu-310	177	239	dqest	dqest	NOUN
edu-310	177	240	item	item	NOUN
edu-310	177	241	analysis	analysis	NOUN
edu-310	177	242	based	base	VERB
edu-310	177	243	on	on	ADP
edu-310	177	244	3pl	3pl	ADJ
edu-310	177	245	model	model	NOUN
edu-310	177	246	as	as	ADP
edu-310	177	247	table	table	NOUN
edu-310	177	248	5	5	NUM
edu-310	177	249	shows	show	NOUN
edu-310	177	250	,	,	PUNCT
edu-310	177	251	the	the	DET
edu-310	177	252	item	item	NOUN
edu-310	177	253	threshold	threshold	NOUN
edu-310	177	254	(	(	PUNCT
edu-310	177	255	difficulty	difficulty	NOUN
edu-310	177	256	)	)	PUNCT
edu-310	177	257	and	and	CCONJ
edu-310	177	258	item	item	NOUN
edu-310	177	259	slope	slope	NOUN
edu-310	177	260	(	(	PUNCT
edu-310	177	261	discrimination	discrimination	NOUN
edu-310	177	262	)	)	PUNCT
edu-310	177	263	values	value	NOUN
edu-310	177	264	indicated	indicate	VERB
edu-310	177	265	that	that	SCONJ
edu-310	177	266	eleven	eleven	NUM
edu-310	177	267	(	(	PUNCT
edu-310	177	268	11	11	NUM
edu-310	177	269	)	)	PUNCT
edu-310	177	270	items	item	NOUN
edu-310	177	271	be	be	AUX
edu-310	177	272	retained	retain	VERB
edu-310	177	273	while	while	SCONJ
edu-310	177	274	nine	nine	NUM
edu-310	177	275	(	(	PUNCT
edu-310	177	276	9	9	NUM
edu-310	177	277	)	)	PUNCT
edu-310	177	278	items	item	NOUN
edu-310	177	279	(	(	PUNCT
edu-310	177	280	1	1	NUM
edu-310	177	281	,	,	PUNCT
edu-310	177	282	3	3	NUM
edu-310	177	283	,	,	PUNCT
edu-310	177	284	4	4	NUM
edu-310	177	285	,	,	PUNCT
edu-310	177	286	5	5	NUM
edu-310	177	287	,	,	PUNCT
edu-310	177	288	14	14	NUM
edu-310	177	289	,	,	PUNCT
edu-310	177	290	19	19	NUM
edu-310	177	291	,	,	PUNCT
edu-310	177	292	20	20	NUM
edu-310	177	293	,	,	PUNCT
edu-310	177	294	21	21	NUM
edu-310	177	295	and	and	CCONJ
edu-310	177	296	22	22	NUM
edu-310	177	297	)	)	PUNCT
edu-310	177	298	be	be	AUX
edu-310	177	299	revised	revise	VERB
edu-310	177	300	.	.	PUNCT
edu-310	178	1	the	the	DET
edu-310	178	2	range	range	NOUN
edu-310	178	3	of	of	ADP
edu-310	178	4	the	the	DET
edu-310	178	5	guessing	guess	VERB
edu-310	178	6	value	value	NOUN
edu-310	178	7	were	be	AUX
edu-310	178	8	within	within	ADP
edu-310	178	9	0.00	0.00	NUM
edu-310	178	10	to	to	PART
edu-310	178	11	0.09	0.09	NUM
edu-310	178	12	.	.	PUNCT
edu-310	179	1	4.4	4.4	NUM
edu-310	179	2	.	.	PUNCT
edu-310	180	1	research	research	NOUN
edu-310	180	2	question	question	NOUN
edu-310	180	3	6	6	NUM
edu-310	180	4	how	how	SCONJ
edu-310	180	5	reliable	reliable	ADJ
edu-310	180	6	is	be	AUX
edu-310	180	7	the	the	DET
edu-310	180	8	entire	entire	ADJ
edu-310	180	9	test	test	NOUN
edu-310	180	10	according	accord	VERB
edu-310	180	11	to	to	ADP
edu-310	180	12	irt	irt	PROPN
edu-310	180	13	model	model	PROPN
edu-310	180	14	?	?	PUNCT
edu-310	181	1	table-6	table-6	PROPN
edu-310	181	2	.	.	PUNCT
edu-310	181	3	summary	summary	NOUN
edu-310	181	4	statistics	statistic	NOUN
edu-310	181	5	from	from	ADP
edu-310	181	6	item	item	NOUN
edu-310	181	7	analysis	analysis	NOUN
edu-310	181	8	results	result	NOUN
edu-310	181	9	n	n	PRON
edu-310	181	10	515	515	NUM
edu-310	181	11	mean	mean	ADJ
edu-310	181	12	-0.009	-0.009	PUNCT
edu-310	181	13	standard	standard	ADJ
edu-310	181	14	deviation	deviation	NOUN
edu-310	181	15	1.012	1.012	NUM
edu-310	181	16	variance	variance	NOUN
edu-310	181	17	0.1407	0.1407	NUM
edu-310	181	18	empirical	empirical	ADJ
edu-310	181	19	reliability	reliability	NOUN
edu-310	181	20	0.8629	0.8629	NUM
edu-310	181	21	source	source	NOUN
edu-310	181	22	:	:	PUNCT
edu-310	181	23	results	result	NOUN
edu-310	181	24	from	from	ADP
edu-310	181	25	bilog	bilog	NOUN
edu-310	181	26	mg	mg	PROPN
edu-310	181	27	analysis	analysis	NOUN
edu-310	181	28	asian	asian	ADJ
edu-310	181	29	journal	journal	NOUN
edu-310	181	30	of	of	ADP
edu-310	181	31	education	education	NOUN
edu-310	181	32	and	and	CCONJ
edu-310	181	33	training	training	NOUN
edu-310	181	34	,	,	PUNCT
edu-310	181	35	2018	2018	NUM
edu-310	181	36	,	,	PUNCT
edu-310	181	37	4(1	4(1	NOUN
edu-310	181	38	):	):	PUNCT
edu-310	181	39	18	18	NUM
edu-310	181	40	-	-	SYM
edu-310	181	41	28	28	NUM
edu-310	181	42	24	24	NUM
edu-310	181	43	the	the	DET
edu-310	181	44	empirical	empirical	ADJ
edu-310	181	45	reliability	reliability	NOUN
edu-310	181	46	index	index	NOUN
edu-310	181	47	as	as	SCONJ
edu-310	181	48	given	give	VERB
edu-310	181	49	by	by	ADP
edu-310	181	50	bilog	bilog	NOUN
edu-310	181	51	mg	mg	PROPN
edu-310	181	52	in	in	ADP
edu-310	181	53	the	the	DET
edu-310	181	54	three	three	NUM
edu-310	181	55	parameter	parameter	NOUN
edu-310	181	56	logistic	logistic	ADJ
edu-310	181	57	model	model	NOUN
edu-310	181	58	is	be	AUX
edu-310	181	59	0.86	0.86	NUM
edu-310	181	60	.	.	PUNCT
edu-310	182	1	5	5	NUM
edu-310	182	2	.	.	X
edu-310	182	3	discussion	discussion	NOUN
edu-310	182	4	of	of	ADP
edu-310	182	5	findings	finding	NOUN
edu-310	182	6	the	the	DET
edu-310	182	7	discussion	discussion	NOUN
edu-310	182	8	of	of	ADP
edu-310	182	9	findings	finding	NOUN
edu-310	182	10	from	from	ADP
edu-310	182	11	this	this	DET
edu-310	182	12	study	study	NOUN
edu-310	182	13	was	be	AUX
edu-310	182	14	based	base	VERB
edu-310	182	15	on	on	ADP
edu-310	182	16	the	the	DET
edu-310	182	17	results	result	NOUN
edu-310	182	18	gotten	get	VERB
edu-310	182	19	from	from	ADP
edu-310	182	20	assessment	assessment	NOUN
edu-310	182	21	of	of	ADP
edu-310	182	22	dimensionality	dimensionality	NOUN
edu-310	182	23	,	,	PUNCT
edu-310	182	24	model	model	NOUN
edu-310	182	25	fit	fit	PROPN
edu-310	182	26	,	,	PUNCT
edu-310	182	27	item	item	NOUN
edu-310	182	28	threshold	threshold	NOUN
edu-310	182	29	(	(	PUNCT
edu-310	182	30	difficulty	difficulty	NOUN
edu-310	182	31	)	)	PUNCT
edu-310	182	32	,	,	PUNCT
edu-310	182	33	slope	slope	NOUN
edu-310	182	34	(	(	PUNCT
edu-310	182	35	discrimination	discrimination	NOUN
edu-310	182	36	)	)	PUNCT
edu-310	182	37	,	,	PUNCT
edu-310	182	38	guessing	guess	VERB
edu-310	182	39	,	,	PUNCT
edu-310	182	40	and	and	CCONJ
edu-310	182	41	reliability	reliability	NOUN
edu-310	182	42	values	value	NOUN
edu-310	182	43	of	of	ADP
edu-310	182	44	test	test	NOUN
edu-310	182	45	of	of	ADP
edu-310	182	46	achievement	achievement	NOUN
edu-310	182	47	in	in	ADP
edu-310	182	48	quantitative	quantitative	ADJ
edu-310	182	49	economics	economic	NOUN
edu-310	182	50	(	(	PUNCT
edu-310	182	51	taqe	taqe	NOUN
edu-310	182	52	)	)	PUNCT
edu-310	182	53	.	.	PUNCT
edu-310	183	1	table	table	NOUN
edu-310	183	2	3	3	NUM
edu-310	183	3	result	result	NOUN
edu-310	183	4	is	be	AUX
edu-310	183	5	the	the	DET
edu-310	183	6	exploratory	exploratory	ADJ
edu-310	183	7	factor	factor	NOUN
edu-310	183	8	analysis	analysis	NOUN
edu-310	183	9	done	do	VERB
edu-310	183	10	to	to	PART
edu-310	183	11	assess	assess	VERB
edu-310	183	12	the	the	DET
edu-310	183	13	test	test	NOUN
edu-310	183	14	’s	’s	PART
edu-310	183	15	dimensionality	dimensionality	NOUN
edu-310	183	16	.	.	PUNCT
edu-310	184	1	the	the	DET
edu-310	184	2	findings	finding	NOUN
edu-310	184	3	from	from	ADP
edu-310	184	4	the	the	DET
edu-310	184	5	table	table	NOUN
edu-310	184	6	3	3	NUM
edu-310	184	7	shows	show	VERB
edu-310	184	8	that	that	SCONJ
edu-310	184	9	the	the	DET
edu-310	184	10	first	first	ADJ
edu-310	184	11	seven	seven	NUM
edu-310	184	12	(	(	PUNCT
edu-310	184	13	7.407	7.407	NUM
edu-310	184	14	,	,	PUNCT
edu-310	184	15	2.359	2.359	NUM
edu-310	184	16	,	,	PUNCT
edu-310	184	17	1.648	1.648	NUM
edu-310	184	18	,	,	PUNCT
edu-310	184	19	1.372	1.372	NUM
edu-310	184	20	,	,	PUNCT
edu-310	184	21	1.240	1.240	NUM
edu-310	184	22	,	,	PUNCT
edu-310	184	23	1.130	1.130	NUM
edu-310	184	24	and	and	CCONJ
edu-310	184	25	1.077	1.077	NUM
edu-310	184	26	)	)	PUNCT
edu-310	184	27	eigen	eigen	PROPN
edu-310	184	28	values	value	NOUN
edu-310	184	29	were	be	AUX
edu-310	184	30	greater	great	ADJ
edu-310	184	31	than	than	ADP
edu-310	184	32	one	one	NUM
edu-310	184	33	and	and	CCONJ
edu-310	184	34	the	the	DET
edu-310	184	35	first	first	ADJ
edu-310	184	36	eigen	eigen	PROPN
edu-310	184	37	value	value	NOUN
edu-310	184	38	which	which	PRON
edu-310	184	39	was	be	AUX
edu-310	184	40	7.407	7.407	NUM
edu-310	184	41	explained	explain	VERB
edu-310	184	42	24.691	24.691	NUM
edu-310	184	43	%	%	NOUN
edu-310	184	44	of	of	ADP
edu-310	184	45	the	the	DET
edu-310	184	46	variance	variance	NOUN
edu-310	184	47	in	in	ADP
edu-310	184	48	the	the	DET
edu-310	184	49	data	datum	NOUN
edu-310	184	50	set	set	VERB
edu-310	184	51	.	.	PUNCT
edu-310	185	1	the	the	DET
edu-310	185	2	rest	rest	NOUN
edu-310	185	3	of	of	ADP
edu-310	185	4	the	the	DET
edu-310	185	5	variance	variance	NOUN
edu-310	185	6	was	be	AUX
edu-310	185	7	explained	explain	VERB
edu-310	185	8	by	by	ADP
edu-310	185	9	the	the	DET
edu-310	185	10	other	other	ADJ
edu-310	185	11	29	29	NUM
edu-310	185	12	eigen	eigen	PROPN
edu-310	185	13	values	value	NOUN
edu-310	185	14	.	.	PUNCT
edu-310	186	1	this	this	PRON
edu-310	186	2	is	be	AUX
edu-310	186	3	an	an	DET
edu-310	186	4	indication	indication	NOUN
edu-310	186	5	that	that	SCONJ
edu-310	186	6	a	a	DET
edu-310	186	7	dominant	dominant	ADJ
edu-310	186	8	component	component	NOUN
edu-310	186	9	or	or	CCONJ
edu-310	186	10	factor	factor	NOUN
edu-310	186	11	referred	refer	VERB
edu-310	186	12	to	to	ADP
edu-310	186	13	as	as	SCONJ
edu-310	186	14	the	the	DET
edu-310	186	15	ability	ability	NOUN
edu-310	186	16	measured	measure	VERB
edu-310	186	17	by	by	ADP
edu-310	186	18	the	the	DET
edu-310	186	19	test	test	NOUN
edu-310	186	20	exist	exist	VERB
edu-310	186	21	among	among	ADP
edu-310	186	22	the	the	DET
edu-310	186	23	items	item	NOUN
edu-310	186	24	(	(	PUNCT
edu-310	186	25	hambleton	hambleton	PROPN
edu-310	186	26	et	et	PROPN
edu-310	186	27	al	al	PROPN
edu-310	186	28	.	.	PROPN
edu-310	186	29	,	,	PUNCT
edu-310	186	30	1991	1991	NUM
edu-310	186	31	)	)	PUNCT
edu-310	186	32	.	.	PUNCT
edu-310	187	1	thus	thus	ADV
edu-310	187	2	,	,	PUNCT
edu-310	187	3	test	test	NOUN
edu-310	187	4	of	of	ADP
edu-310	187	5	achievement	achievement	NOUN
edu-310	187	6	in	in	ADP
edu-310	187	7	quantitative	quantitative	ADJ
edu-310	187	8	economics	economic	NOUN
edu-310	187	9	developed	develop	VERB
edu-310	187	10	had	have	VERB
edu-310	187	11	quantitative	quantitative	ADJ
edu-310	187	12	economics	economic	NOUN
edu-310	187	13	as	as	ADP
edu-310	187	14	a	a	DET
edu-310	187	15	dominant	dominant	ADJ
edu-310	187	16	factor	factor	NOUN
edu-310	187	17	.	.	PUNCT
edu-310	188	1	this	this	PRON
edu-310	188	2	is	be	AUX
edu-310	188	3	supported	support	VERB
edu-310	188	4	by	by	ADP
edu-310	188	5	rijn	rijn	PROPN
edu-310	188	6	et	et	PROPN
edu-310	188	7	al	al	PROPN
edu-310	188	8	.	.	PROPN
edu-310	189	1	(	(	PUNCT
edu-310	189	2	2016	2016	NUM
edu-310	189	3	)	)	PUNCT
edu-310	189	4	.	.	PUNCT
edu-310	190	1	they	they	PRON
edu-310	190	2	pointed	point	VERB
edu-310	190	3	out	out	ADP
edu-310	190	4	that	that	DET
edu-310	190	5	violation	violation	NOUN
edu-310	190	6	of	of	ADP
edu-310	190	7	dimensionality	dimensionality	NOUN
edu-310	190	8	assumption	assumption	NOUN
edu-310	190	9	would	would	AUX
edu-310	190	10	result	result	VERB
edu-310	190	11	in	in	ADP
edu-310	190	12	inadequacy	inadequacy	NOUN
edu-310	190	13	of	of	ADP
edu-310	190	14	the	the	DET
edu-310	190	15	model	model	NOUN
edu-310	190	16	in	in	ADP
edu-310	190	17	describing	describe	VERB
edu-310	190	18	the	the	DET
edu-310	190	19	data	datum	NOUN
edu-310	190	20	and	and	CCONJ
edu-310	190	21	hence	hence	ADV
edu-310	190	22	unreliable	unreliable	ADJ
edu-310	190	23	estimation	estimation	NOUN
edu-310	190	24	of	of	ADP
edu-310	190	25	the	the	DET
edu-310	190	26	examinee	examinee	NOUN
edu-310	190	27	’s	’s	PART
edu-310	190	28	ability	ability	NOUN
edu-310	190	29	and	and	CCONJ
edu-310	190	30	the	the	DET
edu-310	190	31	correct	correct	ADJ
edu-310	190	32	specification	specification	NOUN
edu-310	190	33	of	of	ADP
edu-310	190	34	the	the	DET
edu-310	190	35	number	number	NOUN
edu-310	190	36	of	of	ADP
edu-310	190	37	the	the	DET
edu-310	190	38	latent	latent	NOUN
edu-310	190	39	dimensions	dimension	NOUN
edu-310	190	40	is	be	AUX
edu-310	190	41	directly	directly	ADV
edu-310	190	42	tied	tie	VERB
edu-310	190	43	to	to	ADP
edu-310	190	44	the	the	DET
edu-310	190	45	construct	construct	NOUN
edu-310	190	46	validity	validity	NOUN
edu-310	190	47	of	of	ADP
edu-310	190	48	the	the	DET
edu-310	190	49	test	test	NOUN
edu-310	190	50	.	.	PUNCT
edu-310	191	1	as	as	SCONJ
edu-310	191	2	seen	see	VERB
edu-310	191	3	in	in	ADP
edu-310	191	4	table	table	NOUN
edu-310	191	5	4	4	NUM
edu-310	191	6	,	,	PUNCT
edu-310	191	7	-2log	-2log	NUM
edu-310	191	8	likelihood	likelihood	NOUN
edu-310	191	9	value	value	NOUN
edu-310	191	10	for	for	ADP
edu-310	191	11	irt	irt	PROPN
edu-310	191	12	one	one	NUM
edu-310	191	13	parameter	parameter	NOUN
edu-310	191	14	(	(	PUNCT
edu-310	191	15	1pl	1pl	NOUN
edu-310	191	16	)	)	PUNCT
edu-310	191	17	,	,	PUNCT
edu-310	191	18	two	two	NUM
edu-310	191	19	parameter	parameter	NOUN
edu-310	191	20	(	(	PUNCT
edu-310	191	21	2pl	2pl	ADJ
edu-310	191	22	)	)	PUNCT
edu-310	191	23	and	and	CCONJ
edu-310	191	24	three	three	NUM
edu-310	191	25	parameter	parameter	NOUN
edu-310	191	26	(	(	PUNCT
edu-310	191	27	3pl	3pl	ADJ
edu-310	191	28	)	)	PUNCT
edu-310	191	29	logistic	logistic	ADJ
edu-310	191	30	models	model	NOUN
edu-310	191	31	were	be	AUX
edu-310	191	32	17773.820	17773.820	NUM
edu-310	191	33	,	,	PUNCT
edu-310	191	34	17370.596	17370.596	NUM
edu-310	191	35	and	and	CCONJ
edu-310	191	36	17140.261	17140.261	NUM
edu-310	191	37	respectively	respectively	ADV
edu-310	191	38	.	.	PUNCT
edu-310	192	1	3pl	3pl	NOUN
edu-310	192	2	with	with	ADP
edu-310	192	3	the	the	DET
edu-310	192	4	lowest	low	ADJ
edu-310	192	5	2log	2log	NUM
edu-310	192	6	likelihood	likelihood	NOUN
edu-310	192	7	value	value	NOUN
edu-310	192	8	represents	represent	VERB
edu-310	192	9	the	the	DET
edu-310	192	10	model	model	NOUN
edu-310	192	11	with	with	ADP
edu-310	192	12	a	a	DET
edu-310	192	13	better	well	ADJ
edu-310	192	14	fit	fit	NOUN
edu-310	192	15	for	for	ADP
edu-310	192	16	the	the	DET
edu-310	192	17	test	test	NOUN
edu-310	192	18	items	item	NOUN
edu-310	192	19	.	.	PUNCT
edu-310	193	1	the	the	DET
edu-310	193	2	essence	essence	NOUN
edu-310	193	3	of	of	ADP
edu-310	193	4	using	use	VERB
edu-310	193	5	the	the	DET
edu-310	193	6	best	good	ADJ
edu-310	193	7	model	model	NOUN
edu-310	193	8	fit	fit	NOUN
edu-310	193	9	for	for	ADP
edu-310	193	10	the	the	DET
edu-310	193	11	items	item	NOUN
edu-310	193	12	according	accord	VERB
edu-310	193	13	to	to	ADP
edu-310	193	14	thorpe	thorpe	PROPN
edu-310	193	15	and	and	CCONJ
edu-310	193	16	favia	favia	PROPN
edu-310	193	17	(	(	PUNCT
edu-310	193	18	2012	2012	NUM
edu-310	193	19	)	)	PUNCT
edu-310	193	20	is	be	AUX
edu-310	193	21	to	to	PART
edu-310	193	22	ensure	ensure	VERB
edu-310	193	23	the	the	DET
edu-310	193	24	validity	validity	NOUN
edu-310	193	25	of	of	ADP
edu-310	193	26	the	the	DET
edu-310	193	27	test	test	NOUN
edu-310	193	28	items	item	NOUN
edu-310	193	29	.	.	PUNCT
edu-310	194	1	hence	hence	ADV
edu-310	194	2	,	,	PUNCT
edu-310	194	3	three	three	NUM
edu-310	194	4	parameter	parameter	NOUN
edu-310	194	5	logistic	logistic	NOUN
edu-310	194	6	(	(	PUNCT
edu-310	194	7	3pl	3pl	ADJ
edu-310	194	8	)	)	PUNCT
edu-310	194	9	model	model	NOUN
edu-310	194	10	was	be	AUX
edu-310	194	11	used	use	VERB
edu-310	194	12	in	in	ADP
edu-310	194	13	this	this	DET
edu-310	194	14	study	study	NOUN
edu-310	194	15	to	to	PART
edu-310	194	16	estimate	estimate	VERB
edu-310	194	17	the	the	DET
edu-310	194	18	item	item	NOUN
edu-310	194	19	parameters	parameter	NOUN
edu-310	194	20	.	.	PUNCT
edu-310	195	1	also	also	ADV
edu-310	195	2	,	,	PUNCT
edu-310	195	3	the	the	DET
edu-310	195	4	values	value	NOUN
edu-310	195	5	of	of	ADP
edu-310	195	6	taqe	taqe	NOUN
edu-310	195	7	irt	irt	VERB
edu-310	195	8	analysis	analysis	NOUN
edu-310	195	9	of	of	ADP
edu-310	195	10	item	item	NOUN
edu-310	195	11	parameters	parameter	NOUN
edu-310	195	12	as	as	SCONJ
edu-310	195	13	seen	see	VERB
edu-310	195	14	in	in	ADP
edu-310	195	15	table	table	NOUN
edu-310	195	16	5	5	NUM
edu-310	195	17	revealed	reveal	VERB
edu-310	195	18	that	that	SCONJ
edu-310	195	19	eleven	eleven	NUM
edu-310	195	20	(	(	PUNCT
edu-310	195	21	11	11	NUM
edu-310	195	22	)	)	PUNCT
edu-310	195	23	items	item	NOUN
edu-310	195	24	be	be	AUX
edu-310	195	25	retained	retain	VERB
edu-310	195	26	,	,	PUNCT
edu-310	195	27	nine	nine	NUM
edu-310	195	28	(	(	PUNCT
edu-310	195	29	9	9	NUM
edu-310	195	30	)	)	PUNCT
edu-310	195	31	items	item	NOUN
edu-310	195	32	be	be	AUX
edu-310	195	33	revised	revise	VERB
edu-310	195	34	and	and	CCONJ
edu-310	195	35	ten	ten	NUM
edu-310	195	36	(	(	PUNCT
edu-310	195	37	10	10	NUM
edu-310	195	38	)	)	PUNCT
edu-310	195	39	items	item	NOUN
edu-310	195	40	be	be	AUX
edu-310	195	41	rejected	reject	VERB
edu-310	195	42	.	.	PUNCT
edu-310	196	1	the	the	DET
edu-310	196	2	selection	selection	NOUN
edu-310	196	3	of	of	ADP
edu-310	196	4	11	11	NUM
edu-310	196	5	items	item	NOUN
edu-310	196	6	retained	retain	VERB
edu-310	196	7	based	base	VERB
edu-310	196	8	on	on	ADP
edu-310	196	9	the	the	DET
edu-310	196	10	bvalue	bvalue	NOUN
edu-310	196	11	range	range	NOUN
edu-310	196	12	of	of	ADP
edu-310	196	13	-2	-2	NOUN
edu-310	196	14	to	to	ADP
edu-310	196	15	+2	+2	PROPN
edu-310	196	16	and	and	CCONJ
edu-310	196	17	a	a	DET
edu-310	196	18	-	-	PUNCT
edu-310	196	19	value	value	NOUN
edu-310	196	20	range	range	NOUN
edu-310	196	21	of	of	ADP
edu-310	196	22	0.01	0.01	NUM
edu-310	196	23	.34	.34	NUM
edu-310	196	24	as	as	ADP
edu-310	196	25	low	low	ADJ
edu-310	196	26	,	,	PUNCT
edu-310	196	27	0.35	0.35	NUM
edu-310	196	28	1.34	1.34	NUM
edu-310	196	29	as	as	ADP
edu-310	196	30	moderate	moderate	ADJ
edu-310	196	31	,	,	PUNCT
edu-310	196	32	1.35	1.35	NUM
edu-310	196	33	2.00	2.00	NUM
edu-310	196	34	as	as	ADV
edu-310	196	35	high	high	ADJ
edu-310	196	36	,	,	PUNCT
edu-310	196	37	2.01	2.01	NUM
edu-310	196	38	and	and	CCONJ
edu-310	196	39	above	above	ADV
edu-310	196	40	as	as	ADP
edu-310	196	41	very	very	ADV
edu-310	196	42	high	high	ADJ
edu-310	196	43	was	be	AUX
edu-310	196	44	in	in	ADP
edu-310	196	45	agreement	agreement	NOUN
edu-310	196	46	with	with	ADP
edu-310	196	47	the	the	DET
edu-310	196	48	criteria	criterion	NOUN
edu-310	196	49	description	description	NOUN
edu-310	196	50	of	of	ADP
edu-310	196	51	baker	baker	PROPN
edu-310	196	52	(	(	PUNCT
edu-310	196	53	2001	2001	NUM
edu-310	196	54	)	)	PUNCT
edu-310	196	55	.	.	PUNCT
edu-310	197	1	the	the	DET
edu-310	197	2	9	9	NUM
edu-310	197	3	items	item	NOUN
edu-310	197	4	numbering	number	VERB
edu-310	197	5	1	1	NUM
edu-310	197	6	,	,	PUNCT
edu-310	197	7	3	3	NUM
edu-310	197	8	,	,	PUNCT
edu-310	197	9	4	4	NUM
edu-310	197	10	,	,	PUNCT
edu-310	197	11	5	5	NUM
edu-310	197	12	,	,	PUNCT
edu-310	197	13	14	14	NUM
edu-310	197	14	,	,	PUNCT
edu-310	197	15	19	19	NUM
edu-310	197	16	,	,	PUNCT
edu-310	197	17	20	20	NUM
edu-310	197	18	,	,	PUNCT
edu-310	197	19	21	21	NUM
edu-310	197	20	,	,	PUNCT
edu-310	197	21	22	22	NUM
edu-310	197	22	,	,	PUNCT
edu-310	197	23	were	be	AUX
edu-310	197	24	modified	modify	VERB
edu-310	197	25	or	or	CCONJ
edu-310	197	26	revised	revise	VERB
edu-310	197	27	and	and	CCONJ
edu-310	197	28	then	then	ADV
edu-310	197	29	added	add	VERB
edu-310	197	30	to	to	ADP
edu-310	197	31	the	the	DET
edu-310	197	32	final	final	ADJ
edu-310	197	33	output	output	NOUN
edu-310	197	34	of	of	ADP
edu-310	197	35	the	the	DET
edu-310	197	36	test	test	NOUN
edu-310	197	37	.	.	PUNCT
edu-310	198	1	the	the	DET
edu-310	198	2	twenty	twenty	NUM
edu-310	198	3	(	(	PUNCT
edu-310	198	4	20	20	NUM
edu-310	198	5	)	)	PUNCT
edu-310	198	6	items	item	NOUN
edu-310	198	7	that	that	PRON
edu-310	198	8	made	make	VERB
edu-310	198	9	up	up	ADP
edu-310	198	10	the	the	DET
edu-310	198	11	final	final	ADJ
edu-310	198	12	output	output	NOUN
edu-310	198	13	of	of	ADP
edu-310	198	14	taqe	taqe	NOUN
edu-310	198	15	had	have	VERB
edu-310	198	16	a	a	DET
edu-310	198	17	desirable	desirable	ADJ
edu-310	198	18	guessing	guessing	NOUN
edu-310	198	19	value	value	NOUN
edu-310	198	20	,	,	PUNCT
edu-310	198	21	that	that	ADV
edu-310	198	22	is	is	ADV
edu-310	198	23	,	,	PUNCT
edu-310	198	24	the	the	DET
edu-310	198	25	probability	probability	NOUN
edu-310	198	26	of	of	ADP
edu-310	198	27	getting	get	VERB
edu-310	198	28	the	the	DET
edu-310	198	29	answer	answer	NOUN
edu-310	198	30	correctly	correctly	ADV
edu-310	198	31	by	by	ADP
edu-310	198	32	mere	mere	ADJ
edu-310	198	33	guessing	guessing	NOUN
edu-310	198	34	was	be	AUX
edu-310	198	35	low	low	ADJ
edu-310	198	36	.	.	PUNCT
edu-310	199	1	the	the	DET
edu-310	199	2	findings	finding	NOUN
edu-310	199	3	of	of	ADP
edu-310	199	4	this	this	DET
edu-310	199	5	study	study	NOUN
edu-310	199	6	are	be	AUX
edu-310	199	7	in	in	ADP
edu-310	199	8	line	line	NOUN
edu-310	199	9	with	with	ADP
edu-310	199	10	that	that	PRON
edu-310	199	11	of	of	ADP
edu-310	199	12	ani	ani	X
edu-310	199	13	(	(	PUNCT
edu-310	199	14	2014	2014	NUM
edu-310	199	15	)	)	PUNCT
edu-310	199	16	and	and	CCONJ
edu-310	199	17	adedoyin	adedoyin	NOUN
edu-310	199	18	and	and	CCONJ
edu-310	199	19	mokobi	mokobi	PROPN
edu-310	199	20	(	(	PUNCT
edu-310	199	21	2013	2013	NUM
edu-310	199	22	)	)	PUNCT
edu-310	199	23	.	.	PUNCT
edu-310	200	1	the	the	DET
edu-310	200	2	empirical	empirical	ADJ
edu-310	200	3	reliability	reliability	NOUN
edu-310	200	4	index	index	NOUN
edu-310	200	5	of	of	ADP
edu-310	200	6	taqe	taqe	NOUN
edu-310	200	7	as	as	ADP
edu-310	200	8	seen	see	VERB
edu-310	200	9	table	table	NOUN
edu-310	200	10	6	6	NUM
edu-310	200	11	is	be	AUX
edu-310	200	12	0.8629	0.8629	NUM
edu-310	200	13	(	(	PUNCT
edu-310	200	14	approximately	approximately	ADV
edu-310	200	15	0.86	0.86	NUM
edu-310	200	16	)	)	PUNCT
edu-310	200	17	.	.	PUNCT
edu-310	201	1	this	this	PRON
edu-310	201	2	indicates	indicate	VERB
edu-310	201	3	86	86	NUM
edu-310	201	4	%	%	NOUN
edu-310	201	5	certainty	certainty	NOUN
edu-310	201	6	of	of	ADP
edu-310	201	7	the	the	DET
edu-310	201	8	consistency	consistency	NOUN
edu-310	201	9	of	of	ADP
edu-310	201	10	the	the	DET
edu-310	201	11	test	test	NOUN
edu-310	201	12	items	item	NOUN
edu-310	201	13	in	in	ADP
edu-310	201	14	yielding	yield	VERB
edu-310	201	15	approximately	approximately	ADV
edu-310	201	16	same	same	ADJ
edu-310	201	17	result	result	NOUN
edu-310	201	18	repeatedly	repeatedly	ADV
edu-310	201	19	and	and	CCONJ
edu-310	201	20	that	that	SCONJ
edu-310	201	21	the	the	DET
edu-310	201	22	reliability	reliability	NOUN
edu-310	201	23	of	of	ADP
edu-310	201	24	test	test	NOUN
edu-310	201	25	of	of	ADP
edu-310	201	26	achievement	achievement	NOUN
edu-310	201	27	in	in	ADP
edu-310	201	28	quantitative	quantitative	ADJ
edu-310	201	29	economics	economic	NOUN
edu-310	201	30	(	(	PUNCT
edu-310	201	31	taqe	taqe	NOUN
edu-310	201	32	)	)	PUNCT
edu-310	201	33	developed	develop	VERB
edu-310	201	34	was	be	AUX
edu-310	201	35	high	high	ADJ
edu-310	201	36	.	.	PUNCT
edu-310	202	1	thus	thus	ADV
edu-310	202	2	,	,	PUNCT
edu-310	202	3	the	the	DET
edu-310	202	4	output	output	NOUN
edu-310	202	5	of	of	ADP
edu-310	202	6	this	this	DET
edu-310	202	7	study	study	NOUN
edu-310	202	8	will	will	AUX
edu-310	202	9	provide	provide	VERB
edu-310	202	10	a	a	DET
edu-310	202	11	valuable	valuable	ADJ
edu-310	202	12	instrument	instrument	NOUN
edu-310	202	13	in	in	ADP
edu-310	202	14	the	the	DET
edu-310	202	15	field	field	NOUN
edu-310	202	16	of	of	ADP
edu-310	202	17	economics	economic	NOUN
edu-310	202	18	education	education	NOUN
edu-310	202	19	in	in	ADP
edu-310	202	20	nigeria	nigeria	PROPN
edu-310	202	21	and	and	CCONJ
edu-310	202	22	other	other	ADJ
edu-310	202	23	countries	country	NOUN
edu-310	202	24	.	.	PUNCT
edu-310	203	1	6	6	X
edu-310	203	2	.	.	X
edu-310	203	3	conclusions	conclusion	NOUN
edu-310	203	4	the	the	DET
edu-310	203	5	growing	grow	VERB
edu-310	203	6	interest	interest	NOUN
edu-310	203	7	in	in	ADP
edu-310	203	8	the	the	DET
edu-310	203	9	use	use	NOUN
edu-310	203	10	of	of	ADP
edu-310	203	11	irt	irt	PROPN
edu-310	203	12	is	be	AUX
edu-310	203	13	an	an	DET
edu-310	203	14	evidence	evidence	NOUN
edu-310	203	15	of	of	ADP
edu-310	203	16	the	the	DET
edu-310	203	17	growth	growth	NOUN
edu-310	203	18	in	in	ADP
edu-310	203	19	psychometrics	psychometric	NOUN
edu-310	203	20	,	,	PUNCT
edu-310	203	21	and	and	CCONJ
edu-310	203	22	computer	computer	NOUN
edu-310	203	23	adaptive	adaptive	ADJ
edu-310	203	24	testing	testing	NOUN
edu-310	203	25	in	in	ADP
edu-310	203	26	particular	particular	ADJ
edu-310	203	27	(	(	PUNCT
edu-310	203	28	embretson	embretson	NOUN
edu-310	203	29	and	and	CCONJ
edu-310	203	30	reise	reise	NOUN
edu-310	203	31	,	,	PUNCT
edu-310	203	32	2000	2000	NUM
edu-310	203	33	)	)	PUNCT
edu-310	203	34	.	.	PUNCT
edu-310	204	1	according	accord	VERB
edu-310	204	2	to	to	ADP
edu-310	204	3	hays	hay	NOUN
edu-310	204	4	et	et	PROPN
edu-310	204	5	al	al	PROPN
edu-310	204	6	.	.	PROPN
edu-310	205	1	(	(	PUNCT
edu-310	205	2	2000	2000	NUM
edu-310	205	3	)	)	PUNCT
edu-310	205	4	irt	irt	PROPN
edu-310	205	5	has	have	VERB
edu-310	205	6	a	a	DET
edu-310	205	7	number	number	NOUN
edu-310	205	8	of	of	ADP
edu-310	205	9	potential	potential	ADJ
edu-310	205	10	advantages	advantage	NOUN
edu-310	205	11	over	over	ADP
edu-310	205	12	ctt	ctt	PROPN
edu-310	205	13	in	in	ADP
edu-310	205	14	assessing	assess	VERB
edu-310	205	15	learning	learning	NOUN
edu-310	205	16	,	,	PUNCT
edu-310	205	17	in	in	ADP
edu-310	205	18	developing	develop	VERB
edu-310	205	19	better	well	ADJ
edu-310	205	20	measures	measure	NOUN
edu-310	205	21	and	and	CCONJ
edu-310	205	22	in	in	ADP
edu-310	205	23	assessing	assess	VERB
edu-310	205	24	change	change	NOUN
edu-310	205	25	over	over	ADP
edu-310	205	26	time	time	NOUN
edu-310	205	27	.	.	PUNCT
edu-310	206	1	its	its	PRON
edu-310	206	2	models	model	NOUN
edu-310	206	3	yield	yield	VERB
edu-310	206	4	invariant	invariant	ADJ
edu-310	206	5	item	item	NOUN
edu-310	206	6	and	and	CCONJ
edu-310	206	7	latent	latent	NOUN
edu-310	206	8	trait	trait	NOUN
edu-310	206	9	estimates	estimate	NOUN
edu-310	206	10	.	.	PUNCT
edu-310	207	1	irt	irt	PROPN
edu-310	207	2	psychometric	psychometric	ADJ
edu-310	207	3	methodologies	methodology	NOUN
edu-310	207	4	have	have	AUX
edu-310	207	5	been	be	AUX
edu-310	207	6	used	use	VERB
edu-310	207	7	to	to	PART
edu-310	207	8	solve	solve	VERB
edu-310	207	9	assessment	assessment	NOUN
edu-310	207	10	challenges	challenge	NOUN
edu-310	207	11	as	as	SCONJ
edu-310	207	12	identified	identify	VERB
edu-310	207	13	by	by	ADP
edu-310	207	14	aiken	aiken	PROPN
edu-310	207	15	(	(	PUNCT
edu-310	207	16	2003	2003	NUM
edu-310	207	17	)	)	PUNCT
edu-310	207	18	and	and	CCONJ
edu-310	207	19	cook	cook	VERB
edu-310	207	20	et	et	PROPN
edu-310	207	21	al	al	PROPN
edu-310	207	22	.	.	PUNCT
edu-310	208	1	(	(	PUNCT
edu-310	208	2	2003	2003	NUM
edu-310	208	3	)	)	PUNCT
edu-310	208	4	.	.	PUNCT
edu-310	209	1	since	since	SCONJ
edu-310	209	2	educational	educational	ADJ
edu-310	209	3	tests	test	NOUN
edu-310	209	4	are	be	AUX
edu-310	209	5	the	the	DET
edu-310	209	6	main	main	ADJ
edu-310	209	7	source	source	NOUN
edu-310	209	8	of	of	ADP
edu-310	209	9	information	information	NOUN
edu-310	209	10	about	about	ADP
edu-310	209	11	student	student	NOUN
edu-310	209	12	achievement	achievement	NOUN
edu-310	209	13	in	in	ADP
edu-310	209	14	schools	school	NOUN
edu-310	209	15	and	and	CCONJ
edu-310	209	16	in	in	ADP
edu-310	209	17	the	the	DET
edu-310	209	18	context	context	NOUN
edu-310	209	19	of	of	ADP
edu-310	209	20	large	large	ADJ
edu-310	209	21	-	-	PUNCT
edu-310	209	22	scale	scale	NOUN
edu-310	209	23	testing	testing	NOUN
edu-310	209	24	the	the	DET
edu-310	209	25	analysis	analysis	NOUN
edu-310	209	26	of	of	ADP
edu-310	209	27	test	test	NOUN
edu-310	209	28	data	datum	NOUN
edu-310	209	29	is	be	AUX
edu-310	209	30	essential	essential	ADJ
edu-310	209	31	in	in	ADP
edu-310	209	32	determining	determine	VERB
edu-310	209	33	the	the	DET
edu-310	209	34	quality	quality	NOUN
edu-310	209	35	of	of	ADP
edu-310	209	36	the	the	DET
edu-310	209	37	test	test	NOUN
edu-310	209	38	and	and	CCONJ
edu-310	209	39	the	the	DET
edu-310	209	40	information	information	NOUN
edu-310	209	41	the	the	DET
edu-310	209	42	test	test	NOUN
edu-310	209	43	generates	generate	VERB
edu-310	209	44	.	.	PUNCT
edu-310	210	1	the	the	DET
edu-310	210	2	worth	worth	NOUN
edu-310	210	3	of	of	ADP
edu-310	210	4	any	any	DET
edu-310	210	5	educational	educational	ADJ
edu-310	210	6	assessment	assessment	NOUN
edu-310	210	7	endeavor	endeavor	NOUN
edu-310	210	8	depends	depend	VERB
edu-310	210	9	on	on	ADP
edu-310	210	10	the	the	DET
edu-310	210	11	instruments	instrument	NOUN
edu-310	210	12	i.e.	i.e.	X
edu-310	210	13	the	the	DET
edu-310	210	14	tools	tool	NOUN
edu-310	210	15	and	and	CCONJ
edu-310	210	16	techniques	technique	NOUN
edu-310	210	17	used	use	VERB
edu-310	210	18	,	,	PUNCT
edu-310	210	19	if	if	SCONJ
edu-310	210	20	these	these	DET
edu-310	210	21	instruments	instrument	NOUN
edu-310	210	22	are	be	AUX
edu-310	210	23	poorly	poorly	ADV
edu-310	210	24	designed	design	VERB
edu-310	210	25	,	,	PUNCT
edu-310	210	26	the	the	DET
edu-310	210	27	assessment	assessment	NOUN
edu-310	210	28	can	can	AUX
edu-310	210	29	be	be	AUX
edu-310	210	30	a	a	DET
edu-310	210	31	waste	waste	NOUN
edu-310	210	32	of	of	ADP
edu-310	210	33	time	time	NOUN
edu-310	210	34	and	and	CCONJ
edu-310	210	35	money	money	NOUN
edu-310	210	36	(	(	PUNCT
edu-310	210	37	adedoyin	adedoyin	NOUN
edu-310	210	38	and	and	CCONJ
edu-310	210	39	mokobi	mokobi	NOUN
edu-310	210	40	,	,	PUNCT
edu-310	210	41	2013	2013	NUM
edu-310	210	42	)	)	PUNCT
edu-310	210	43	.	.	PUNCT
edu-310	211	1	based	base	VERB
edu-310	211	2	on	on	ADP
edu-310	211	3	the	the	DET
edu-310	211	4	findings	finding	NOUN
edu-310	211	5	of	of	ADP
edu-310	211	6	this	this	DET
edu-310	211	7	study	study	NOUN
edu-310	211	8	,	,	PUNCT
edu-310	211	9	in	in	ADP
edu-310	211	10	terms	term	NOUN
edu-310	211	11	of	of	ADP
edu-310	211	12	results	result	NOUN
edu-310	211	13	from	from	ADP
edu-310	211	14	dimensionality	dimensionality	NOUN
edu-310	211	15	assessment	assessment	NOUN
edu-310	211	16	,	,	PUNCT
edu-310	211	17	model	model	NOUN
edu-310	211	18	fit	fit	ADJ
edu-310	211	19	assessment	assessment	NOUN
edu-310	211	20	,	,	PUNCT
edu-310	211	21	values	value	NOUN
edu-310	211	22	from	from	ADP
edu-310	211	23	irt	irt	PROPN
edu-310	211	24	analysis	analysis	NOUN
edu-310	211	25	of	of	ADP
edu-310	211	26	item	item	NOUN
edu-310	211	27	threshold	threshold	NOUN
edu-310	211	28	,	,	PUNCT
edu-310	211	29	slope	slope	NOUN
edu-310	211	30	,	,	PUNCT
edu-310	211	31	guessing	guessing	NOUN
edu-310	211	32	,	,	PUNCT
edu-310	211	33	and	and	CCONJ
edu-310	211	34	reliability	reliability	NOUN
edu-310	211	35	,	,	PUNCT
edu-310	211	36	the	the	DET
edu-310	211	37	researchers	researcher	NOUN
edu-310	211	38	therefore	therefore	ADV
edu-310	211	39	conclude	conclude	VERB
edu-310	211	40	that	that	SCONJ
edu-310	211	41	the	the	DET
edu-310	211	42	test	test	NOUN
edu-310	211	43	of	of	ADP
edu-310	211	44	achievement	achievement	NOUN
edu-310	211	45	in	in	ADP
edu-310	211	46	quantitative	quantitative	ADJ
edu-310	211	47	economics	economic	NOUN
edu-310	211	48	developed	develop	VERB
edu-310	211	49	is	be	AUX
edu-310	211	50	uni	uni	ADJ
edu-310	211	51	-	-	ADJ
edu-310	211	52	dimensional	dimensional	ADJ
edu-310	211	53	,	,	PUNCT
edu-310	211	54	valid	valid	ADJ
edu-310	211	55	,	,	PUNCT
edu-310	211	56	highly	highly	ADV
edu-310	211	57	reliable	reliable	ADJ
edu-310	211	58	and	and	CCONJ
edu-310	211	59	fair	fair	ADJ
edu-310	211	60	.	.	PUNCT
edu-310	212	1	thus	thus	ADV
edu-310	212	2	,	,	PUNCT
edu-310	212	3	taqe	taqe	NOUN
edu-310	212	4	is	be	AUX
edu-310	212	5	of	of	ADP
edu-310	212	6	good	good	ADJ
edu-310	212	7	quality	quality	NOUN
edu-310	212	8	and	and	CCONJ
edu-310	212	9	can	can	AUX
edu-310	212	10	now	now	ADV
edu-310	212	11	be	be	AUX
edu-310	212	12	used	use	VERB
edu-310	212	13	for	for	ADP
edu-310	212	14	assessment	assessment	NOUN
edu-310	212	15	of	of	ADP
edu-310	212	16	student	student	NOUN
edu-310	212	17	’s	’s	PART
edu-310	212	18	achievement	achievement	NOUN
edu-310	212	19	in	in	ADP
edu-310	212	20	quantitative	quantitative	ADJ
edu-310	212	21	economics	economic	NOUN
edu-310	212	22	.	.	PUNCT
edu-310	213	1	hence	hence	ADV
edu-310	213	2	,	,	PUNCT
edu-310	213	3	it	it	PRON
edu-310	213	4	is	be	AUX
edu-310	213	5	a	a	DET
edu-310	213	6	test	test	NOUN
edu-310	213	7	instrument	instrument	NOUN
edu-310	213	8	that	that	PRON
edu-310	213	9	can	can	AUX
edu-310	213	10	measure	measure	VERB
edu-310	213	11	achievement	achievement	NOUN
edu-310	213	12	in	in	ADP
edu-310	213	13	quantitative	quantitative	ADJ
edu-310	213	14	economics	economic	NOUN
edu-310	213	15	among	among	ADP
edu-310	213	16	secondary	secondary	ADJ
edu-310	213	17	schools	school	NOUN
edu-310	213	18	in	in	ADP
edu-310	213	19	nigeria	nigeria	PROPN
edu-310	213	20	,	,	PUNCT
edu-310	213	21	and	and	CCONJ
edu-310	213	22	other	other	ADJ
edu-310	213	23	countries	country	NOUN
edu-310	213	24	.	.	PUNCT
edu-310	214	1	7	7	X
edu-310	214	2	.	.	PUNCT
edu-310	214	3	recommendations	recommendation	NOUN
edu-310	214	4	based	base	VERB
edu-310	214	5	on	on	ADP
edu-310	214	6	the	the	DET
edu-310	214	7	findings	finding	NOUN
edu-310	214	8	and	and	CCONJ
edu-310	214	9	conclusions	conclusion	NOUN
edu-310	214	10	of	of	ADP
edu-310	214	11	this	this	DET
edu-310	214	12	study	study	NOUN
edu-310	214	13	,	,	PUNCT
edu-310	214	14	the	the	DET
edu-310	214	15	researchers	researcher	NOUN
edu-310	214	16	’	'	PUNCT
edu-310	214	17	recommend	recommend	VERB
edu-310	214	18	that	that	SCONJ
edu-310	214	19	the	the	DET
edu-310	214	20	developed	developed	ADJ
edu-310	214	21	test	test	NOUN
edu-310	214	22	of	of	ADP
edu-310	214	23	achievement	achievement	NOUN
edu-310	214	24	in	in	ADP
edu-310	214	25	quantitative	quantitative	ADJ
edu-310	214	26	economics	economic	NOUN
edu-310	214	27	(	(	PUNCT
edu-310	214	28	taqe	taqe	NOUN
edu-310	214	29	)	)	PUNCT
edu-310	214	30	be	be	AUX
edu-310	214	31	used	use	VERB
edu-310	214	32	by	by	ADP
edu-310	214	33	the	the	DET
edu-310	214	34	examinees	examinee	NOUN
edu-310	214	35	,	,	PUNCT
edu-310	214	36	teachers	teacher	NOUN
edu-310	214	37	,	,	PUNCT
edu-310	214	38	school	school	NOUN
edu-310	214	39	authorities	authority	NOUN
edu-310	214	40	,	,	PUNCT
edu-310	214	41	etc	etc	X
edu-310	214	42	.	.	X
edu-310	214	43	,	,	PUNCT
edu-310	214	44	to	to	PART
edu-310	214	45	assess	assess	VERB
edu-310	214	46	students	student	NOUN
edu-310	214	47	’	'	PUNCT
edu-310	214	48	achievement	achievement	NOUN
edu-310	214	49	in	in	ADP
edu-310	214	50	secondary	secondary	ADJ
edu-310	214	51	school	school	NOUN
edu-310	214	52	quantitative	quantitative	ADJ
edu-310	214	53	economics	economic	NOUN
edu-310	214	54	.	.	PUNCT
edu-310	215	1	references	reference	NOUN
edu-310	215	2	adedoyin	adedoyin	PROPN
edu-310	215	3	,	,	PUNCT
edu-310	215	4	o.o	o.o	PROPN
edu-310	215	5	.	.	PROPN
edu-310	215	6	and	and	CCONJ
edu-310	215	7	t.	t.	PROPN
edu-310	215	8	mokobi	mokobi	PROPN
edu-310	215	9	,	,	PUNCT
edu-310	215	10	2013	2013	NUM
edu-310	215	11	.	.	PUNCT
edu-310	216	1	using	use	VERB
edu-310	216	2	irt	irt	PROPN
edu-310	216	3	psychometric	psychometric	ADJ
edu-310	216	4	analysis	analysis	NOUN
edu-310	216	5	in	in	ADP
edu-310	216	6	examining	examine	VERB
edu-310	216	7	the	the	DET
edu-310	216	8	quality	quality	NOUN
edu-310	216	9	of	of	ADP
edu-310	216	10	junior	junior	ADJ
edu-310	216	11	certificate	certificate	NOUN
edu-310	216	12	mathematics	mathematic	NOUN
edu-310	216	13	multiple	multiple	ADJ
edu-310	216	14	choice	choice	NOUN
edu-310	216	15	examination	examination	NOUN
edu-310	216	16	test	test	NOUN
edu-310	216	17	items	item	NOUN
edu-310	216	18	.	.	PUNCT
edu-310	217	1	international	international	ADJ
edu-310	217	2	journal	journal	PROPN
edu-310	217	3	of	of	ADP
edu-310	217	4	asian	asian	ADJ
edu-310	217	5	social	social	ADJ
edu-310	217	6	science	science	NOUN
edu-310	217	7	,	,	PUNCT
edu-310	217	8	3(4	3(4	NUM
edu-310	217	9	):	):	PUNCT
edu-310	217	10	992	992	NUM
edu-310	217	11	-	-	SYM
edu-310	217	12	1011	1011	NUM
edu-310	217	13	.	.	PUNCT
edu-310	218	1	view	view	NOUN
edu-310	218	2	at	at	ADP
edu-310	218	3	google	google	PROPN
edu-310	218	4	scholar	scholar	NOUN
edu-310	218	5	adhanja	adhanja	NOUN
edu-310	218	6	,	,	PUNCT
edu-310	218	7	r.a	r.a	PROPN
edu-310	218	8	.	.	PROPN
edu-310	218	9	,	,	PUNCT
edu-310	218	10	p.o	p.o	PROPN
edu-310	218	11	.	.	PROPN
edu-310	218	12	nyakan	nyakan	PROPN
edu-310	218	13	and	and	CCONJ
edu-310	218	14	j.m.o	j.m.o	PROPN
edu-310	218	15	.	.	PROPN
edu-310	218	16	yambo	yambo	PROPN
edu-310	218	17	,	,	PUNCT
edu-310	218	18	2016	2016	NUM
edu-310	218	19	.	.	PUNCT
edu-310	219	1	family	family	NOUN
edu-310	219	2	based	base	VERB
edu-310	219	3	socio	socio	NOUN
edu-310	219	4	-	-	PUNCT
edu-310	219	5	economic	economic	ADJ
edu-310	219	6	factors	factor	NOUN
edu-310	219	7	that	that	PRON
edu-310	219	8	affect	affect	VERB
edu-310	219	9	students	student	NOUN
edu-310	219	10	’	'	PUNCT
edu-310	219	11	academic	academic	ADJ
edu-310	219	12	performance	performance	NOUN
edu-310	219	13	in	in	ADP
edu-310	219	14	public	public	ADJ
edu-310	219	15	secondry	secondry	PROPN
edu-310	219	16	schools	school	NOUN
edu-310	219	17	in	in	ADP
edu-310	219	18	rongo	rongo	PROPN
edu-310	219	19	subcounty	subcounty	PROPN
edu-310	219	20	,	,	PUNCT
edu-310	219	21	migori	migori	NOUN
edu-310	219	22	county	county	PROPN
edu-310	219	23	,	,	PUNCT
edu-310	219	24	kenya	kenya	PROPN
edu-310	219	25	.	.	PUNCT
edu-310	220	1	international	international	ADJ
edu-310	220	2	journal	journal	PROPN
edu-310	220	3	of	of	ADP
edu-310	220	4	research	research	NOUN
edu-310	220	5	and	and	CCONJ
edu-310	220	6	development	development	NOUN
edu-310	220	7	organization	organization	NOUN
edu-310	220	8	,	,	PUNCT
edu-310	220	9	2(3	2(3	NUM
edu-310	220	10	):	):	PUNCT
edu-310	220	11	99	99	NUM
edu-310	220	12	-	-	SYM
edu-310	220	13	12	12	NUM
edu-310	220	14	.	.	PUNCT
edu-310	221	1	view	view	NOUN
edu-310	221	2	at	at	ADP
edu-310	221	3	google	google	PROPN
edu-310	221	4	scholar	scholar	NOUN
edu-310	221	5	adu	adu	PROPN
edu-310	221	6	,	,	PUNCT
edu-310	221	7	e.o	e.o	PROPN
edu-310	221	8	.	.	PROPN
edu-310	221	9	,	,	PUNCT
edu-310	221	10	s.a	s.a	PROPN
edu-310	221	11	.	.	PROPN
edu-310	221	12	ojelabi	ojelabi	PROPN
edu-310	221	13	and	and	CCONJ
edu-310	221	14	a.	a.	PROPN
edu-310	221	15	hammed	ham	VERB
edu-310	221	16	,	,	PUNCT
edu-310	221	17	2009	2009	NUM
edu-310	221	18	.	.	PUNCT
edu-310	222	1	quantitative	quantitative	ADJ
edu-310	222	2	ability	ability	NOUN
edu-310	222	3	as	as	ADP
edu-310	222	4	correlates	correlate	NOUN
edu-310	222	5	of	of	ADP
edu-310	222	6	students	student	NOUN
edu-310	222	7	’	'	PUNCT
edu-310	222	8	academic	academic	ADJ
edu-310	222	9	achievement	achievement	NOUN
edu-310	222	10	in	in	ADP
edu-310	222	11	secondary	secondary	ADJ
edu-310	222	12	school	school	NOUN
edu-310	222	13	economics	economic	NOUN
edu-310	222	14	.	.	PUNCT
edu-310	223	1	an	an	DET
edu-310	223	2	international	international	ADJ
edu-310	223	3	multi	multi	ADJ
edu-310	223	4	-	-	ADJ
edu-310	223	5	disciplinary	disciplinary	ADJ
edu-310	223	6	journal	journal	NOUN
edu-310	223	7	ethiopia	ethiopia	PROPN
edu-310	223	8	,	,	PUNCT
edu-310	223	9	3(2	3(2	NUM
edu-310	223	10	):	):	PUNCT
edu-310	223	11	322	322	NUM
edu-310	223	12	-	-	SYM
edu-310	223	13	333	333	NUM
edu-310	223	14	.	.	PUNCT
edu-310	224	1	view	view	NOUN
edu-310	224	2	at	at	ADP
edu-310	224	3	google	google	PROPN
edu-310	224	4	scholar	scholar	NOUN
edu-310	224	5	|	|	ADV
edu-310	224	6	view	view	NOUN
edu-310	224	7	at	at	ADP
edu-310	224	8	publisher	publisher	NOUN
edu-310	224	9	aiken	aiken	PROPN
edu-310	224	10	,	,	PUNCT
edu-310	224	11	l.r	l.r	PROPN
edu-310	224	12	.	.	PROPN
edu-310	224	13	,	,	PUNCT
edu-310	224	14	2003	2003	NUM
edu-310	224	15	.	.	PUNCT
edu-310	225	1	psychological	psychological	ADJ
edu-310	225	2	testing	testing	NOUN
edu-310	225	3	and	and	CCONJ
edu-310	225	4	assessment	assessment	NOUN
edu-310	225	5	.	.	PUNCT
edu-310	226	1	11th	11th	ADJ
edu-310	226	2	edn	edn	NOUN
edu-310	226	3	.	.	PUNCT
edu-310	226	4	,	,	PUNCT
edu-310	226	5	boston	boston	PROPN
edu-310	226	6	:	:	PUNCT
edu-310	226	7	allen	allen	PROPN
edu-310	226	8	&	&	CCONJ
edu-310	226	9	bacon	bacon	PROPN
edu-310	226	10	.	.	PUNCT
edu-310	227	1	akindele	akindele	PROPN
edu-310	227	2	,	,	PUNCT
edu-310	227	3	b.p	b.p	PROPN
edu-310	227	4	.	.	PROPN
edu-310	227	5	,	,	PUNCT
edu-310	227	6	2003	2003	NUM
edu-310	227	7	.	.	PUNCT
edu-310	228	1	the	the	DET
edu-310	228	2	development	development	NOUN
edu-310	228	3	of	of	ADP
edu-310	228	4	an	an	DET
edu-310	228	5	item	item	NOUN
edu-310	228	6	bank	bank	NOUN
edu-310	228	7	for	for	ADP
edu-310	228	8	selection	selection	NOUN
edu-310	228	9	tests	test	NOUN
edu-310	228	10	into	into	ADP
edu-310	228	11	nigerian	nigerian	ADJ
edu-310	228	12	universities	university	NOUN
edu-310	228	13	:	:	PUNCT
edu-310	228	14	an	an	DET
edu-310	228	15	exploratory	exploratory	ADJ
edu-310	228	16	study	study	NOUN
edu-310	228	17	.	.	PUNCT
edu-310	229	1	(	(	PUNCT
edu-310	229	2	unpublished	unpublished	ADJ
edu-310	229	3	doctoral	doctoral	ADJ
edu-310	229	4	dissertation	dissertation	NOUN
edu-310	229	5	)	)	PUNCT
edu-310	229	6	.	.	PUNCT
edu-310	230	1	nigeria	nigeria	PROPN
edu-310	230	2	:	:	PUNCT
edu-310	230	3	university	university	NOUN
edu-310	230	4	of	of	ADP
edu-310	230	5	ibadan	ibadan	PROPN
edu-310	230	6	.	.	PUNCT
edu-310	231	1	alderson	alderson	PROPN
edu-310	231	2	,	,	PUNCT
edu-310	231	3	j.c	j.c	PROPN
edu-310	231	4	.	.	PROPN
edu-310	231	5	,	,	PUNCT
edu-310	231	6	2005	2005	NUM
edu-310	231	7	.	.	PUNCT
edu-310	232	1	diagnosing	diagnose	VERB
edu-310	232	2	foreign	foreign	ADJ
edu-310	232	3	language	language	NOUN
edu-310	232	4	proficiency	proficiency	NOUN
edu-310	232	5	:	:	PUNCT
edu-310	232	6	the	the	DET
edu-310	232	7	interface	interface	NOUN
edu-310	232	8	between	between	ADP
edu-310	232	9	learning	learning	NOUN
edu-310	232	10	and	and	CCONJ
edu-310	232	11	assessment	assessment	NOUN
edu-310	232	12	.	.	PUNCT
edu-310	233	1	london	london	PROPN
edu-310	233	2	:	:	PUNCT
edu-310	233	3	continuum	continuum	PROPN
edu-310	233	4	.	.	PROPN
edu-310	234	1	ani	ani	PROPN
edu-310	234	2	,	,	PUNCT
edu-310	234	3	e.n	e.n	PROPN
edu-310	234	4	.	.	PROPN
edu-310	234	5	,	,	PUNCT
edu-310	234	6	2014	2014	NUM
edu-310	234	7	.	.	PUNCT
edu-310	235	1	application	application	NOUN
edu-310	235	2	of	of	ADP
edu-310	235	3	item	item	NOUN
edu-310	235	4	response	response	NOUN
edu-310	235	5	theory	theory	NOUN
edu-310	235	6	i	i	PRON
edu-310	235	7	the	the	DET
edu-310	235	8	development	development	NOUN
edu-310	235	9	and	and	CCONJ
edu-310	235	10	validation	validation	NOUN
edu-310	235	11	of	of	ADP
edu-310	235	12	multiple	multiple	ADJ
edu-310	235	13	choice	choice	NOUN
edu-310	235	14	test	test	NOUN
edu-310	235	15	in	in	ADP
edu-310	235	16	economics	economic	NOUN
edu-310	235	17	.	.	PUNCT
edu-310	236	1	(	(	PUNCT
edu-310	236	2	master	master	NOUN
edu-310	236	3	’s	’s	PART
edu-310	236	4	thesis	thesis	NOUN
edu-310	236	5	)	)	PUNCT
edu-310	236	6	.	.	PUNCT
edu-310	237	1	university	university	PROPN
edu-310	237	2	of	of	ADP
edu-310	237	3	nigeria	nigeria	PROPN
edu-310	237	4	,	,	PUNCT
edu-310	237	5	nsukka	nsukka	PROPN
edu-310	237	6	.	.	PUNCT
edu-310	238	1	anyaele	anyaele	PROPN
edu-310	238	2	,	,	PUNCT
edu-310	238	3	j.u	j.u	PROPN
edu-310	238	4	.	.	PROPN
edu-310	238	5	,	,	PUNCT
edu-310	238	6	2003	2003	NUM
edu-310	238	7	.	.	PUNCT
edu-310	239	1	comprehensive	comprehensive	ADJ
edu-310	239	2	economics	economic	NOUN
edu-310	239	3	for	for	ADP
edu-310	239	4	senior	senior	ADJ
edu-310	239	5	secondary	secondary	ADJ
edu-310	239	6	schools	school	NOUN
edu-310	239	7	.	.	PUNCT
edu-310	240	1	kwara	kwara	PROPN
edu-310	240	2	:	:	PUNCT
edu-310	240	3	a.	a.	PROPN
edu-310	240	4	johnson	johnson	PROPN
edu-310	240	5	publishers	publisher	NOUN
edu-310	240	6	limited	limit	VERB
edu-310	240	7	.	.	PUNCT
edu-310	241	1	anyanwuocha	anyanwuocha	PROPN
edu-310	241	2	,	,	PUNCT
edu-310	241	3	r.a.i	r.a.i	ADJ
edu-310	241	4	.	.	PUNCT
edu-310	241	5	,	,	PUNCT
edu-310	241	6	2006	2006	NUM
edu-310	241	7	.	.	PUNCT
edu-310	242	1	fundamentals	fundamental	NOUN
edu-310	242	2	of	of	ADP
edu-310	242	3	economics	economic	NOUN
edu-310	242	4	for	for	ADP
edu-310	242	5	senior	senior	ADJ
edu-310	242	6	secondary	secondary	ADJ
edu-310	242	7	schools	school	NOUN
edu-310	242	8	.	.	PUNCT
edu-310	243	1	owerri	owerri	PROPN
edu-310	243	2	:	:	PUNCT
edu-310	243	3	africana	africana	PROPN
edu-310	243	4	first	first	ADJ
edu-310	243	5	publishers	publisher	NOUN
edu-310	243	6	limited	limit	VERB
edu-310	243	7	.	.	PUNCT
edu-310	244	1	babalola	babalola	PROPN
edu-310	244	2	,	,	PUNCT
edu-310	244	3	j.b	j.b	PROPN
edu-310	244	4	.	.	PROPN
edu-310	244	5	,	,	PUNCT
edu-310	244	6	2003	2003	NUM
edu-310	244	7	.	.	PUNCT
edu-310	245	1	budget	budget	NOUN
edu-310	245	2	preparation	preparation	NOUN
edu-310	245	3	and	and	CCONJ
edu-310	245	4	expenditure	expenditure	NOUN
edu-310	245	5	control	control	NOUN
edu-310	245	6	in	in	ADP
edu-310	245	7	education	education	NOUN
edu-310	245	8	.	.	PUNCT
edu-310	246	1	in	in	ADP
edu-310	246	2	babalola	babalola	PROPN
edu-310	246	3	j.b	j.b	PROPN
edu-310	246	4	.	.	PUNCT
edu-310	247	1	(	(	PUNCT
edu-310	247	2	ed	ed	NOUN
edu-310	247	3	)	)	PUNCT
edu-310	247	4	,	,	PUNCT
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edu-310	247	7	in	in	ADP
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edu-310	247	10	.	.	PUNCT
edu-310	248	1	ibadan	ibadan	PROPN
edu-310	248	2	:	:	PUNCT
edu-310	248	3	awemark	awemark	PROPN
edu-310	248	4	industrial	industrial	ADJ
edu-310	248	5	printers	printer	NOUN
edu-310	248	6	.	.	PUNCT
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edu-310	249	3	https://scholar.google.com/scholar?hl=en&q=quantitative%20ability%20as%20correlates%20of%20students’%20academic%20achievement%20in%20secondary%20school%20economics	https://scholar.google.com/scholar?hl=en&q=quantitative%20ability%20as%20correlates%20of%20students’%20academic%20achievement%20in%20secondary%20school%20economics	PROPN
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edu-310	249	5	asian	asian	ADJ
edu-310	249	6	journal	journal	NOUN
edu-310	249	7	of	of	ADP
edu-310	249	8	education	education	NOUN
edu-310	249	9	and	and	CCONJ
edu-310	249	10	training	training	NOUN
edu-310	249	11	,	,	PUNCT
edu-310	249	12	2018	2018	NUM
edu-310	249	13	,	,	PUNCT
edu-310	249	14	4(1	4(1	NOUN
edu-310	249	15	):	):	PUNCT
edu-310	249	16	18	18	NUM
edu-310	249	17	-	-	SYM
edu-310	249	18	28	28	NUM
edu-310	249	19	25	25	NUM
edu-310	249	20	baker	baker	PROPN
edu-310	249	21	,	,	PUNCT
edu-310	249	22	f.b	f.b	PROPN
edu-310	249	23	.	.	PROPN
edu-310	249	24	,	,	PUNCT
edu-310	249	25	2001	2001	NUM
edu-310	249	26	.	.	PUNCT
edu-310	250	1	the	the	DET
edu-310	250	2	basics	basic	NOUN
edu-310	250	3	of	of	ADP
edu-310	250	4	item	item	NOUN
edu-310	250	5	response	response	NOUN
edu-310	250	6	theory	theory	NOUN
edu-310	250	7	.	.	PUNCT
edu-310	251	1	2nd	2nd	ADJ
edu-310	251	2	edn	edn	PROPN
edu-310	251	3	.	.	PUNCT
edu-310	252	1	,	,	PUNCT
edu-310	252	2	united	united	PROPN
edu-310	252	3	states	states	PROPN
edu-310	252	4	of	of	ADP
edu-310	252	5	america	america	PROPN
edu-310	252	6	:	:	PUNCT
edu-310	252	7	eric	eric	PROPN
edu-310	252	8	clearinghouse	clearinghouse	PROPN
edu-310	252	9	on	on	ADP
edu-310	252	10	assessment	assessment	NOUN
edu-310	252	11	and	and	CCONJ
edu-310	252	12	evaluation	evaluation	NOUN
edu-310	252	13	.	.	PUNCT
edu-310	253	1	ceniza	ceniza	PROPN
edu-310	253	2	,	,	PUNCT
edu-310	253	3	j.c	j.c	PROPN
edu-310	253	4	.	.	PROPN
edu-310	253	5	and	and	CCONJ
edu-310	253	6	d.c	d.c	PROPN
edu-310	253	7	.	.	PROPN
edu-310	253	8	cereno	cereno	PROPN
edu-310	253	9	,	,	PUNCT
edu-310	253	10	2012	2012	NUM
edu-310	253	11	.	.	PUNCT
edu-310	254	1	development	development	NOUN
edu-310	254	2	of	of	ADP
edu-310	254	3	mathematic	mathematic	ADJ
edu-310	254	4	diagnostic	diagnostic	ADJ
edu-310	254	5	test	test	NOUN
edu-310	254	6	for	for	ADP
edu-310	254	7	dorshs	dorshs	NOUN
edu-310	254	8	.	.	PUNCT
edu-310	255	1	available	available	ADJ
edu-310	255	2	from	from	ADP
edu-310	255	3	http://www.doscst.edu.ph/index.ph[/academics/graduateschool/publication/category/5-volum-1-issue-1-2012	http://www.doscst.edu.ph/index.ph[/academics/graduateschool/publication/category/5-volum-1-issue-1-2012	NOUN
edu-310	255	4	?	?	PUNCT
edu-310	256	1	chansarkar	chansarkar	NOUN
edu-310	256	2	,	,	PUNCT
edu-310	256	3	b.a	b.a	PROPN
edu-310	256	4	.	.	PROPN
edu-310	256	5	and	and	CCONJ
edu-310	256	6	a.	a.	NOUN
edu-310	256	7	michaeloudis	michaeloudi	NOUN
edu-310	256	8	,	,	PUNCT
edu-310	256	9	2001	2001	NUM
edu-310	256	10	.	.	PUNCT
edu-310	257	1	student	student	NOUN
edu-310	257	2	profiles	profile	NOUN
edu-310	257	3	and	and	CCONJ
edu-310	257	4	factors	factor	NOUN
edu-310	257	5	affecting	affect	VERB
edu-310	257	6	performance	performance	NOUN
edu-310	257	7	.	.	PUNCT
edu-310	258	1	international	international	ADJ
edu-310	258	2	journal	journal	PROPN
edu-310	258	3	of	of	ADP
edu-310	258	4	mathematics	mathematic	NOUN
edu-310	258	5	,	,	PUNCT
edu-310	258	6	education	education	NOUN
edu-310	258	7	,	,	PUNCT
edu-310	258	8	science	science	NOUN
edu-310	258	9	&	&	CCONJ
edu-310	258	10	technology	technology	PROPN
edu-310	258	11	,	,	PUNCT
edu-310	258	12	32(1	32(1	NUM
edu-310	258	13	):	):	PUNCT
edu-310	258	14	97	97	NUM
edu-310	258	15	-	-	SYM
edu-310	258	16	104	104	NUM
edu-310	258	17	.	.	PUNCT
edu-310	259	1	view	view	NOUN
edu-310	259	2	at	at	ADP
edu-310	259	3	google	google	PROPN
edu-310	259	4	scholar	scholar	NOUN
edu-310	259	5	|	|	ADV
edu-310	259	6	view	view	NOUN
edu-310	259	7	at	at	ADP
edu-310	259	8	publisher	publisher	NOUN
edu-310	259	9	cherry	cherry	NOUN
edu-310	259	10	,	,	PUNCT
edu-310	259	11	k.	k.	PROPN
edu-310	259	12	,	,	PUNCT
edu-310	259	13	2009	2009	NUM
edu-310	259	14	.	.	PUNCT
edu-310	260	1	reliability	reliability	NOUN
edu-310	260	2	–	–	PUNCT
edu-310	260	3	what	what	PRON
edu-310	260	4	is	be	AUX
edu-310	260	5	reliability	reliability	NOUN
edu-310	260	6	?	?	PUNCT
edu-310	261	1	available	available	ADJ
edu-310	261	2	from	from	ADP
edu-310	261	3	http://psychology.about.com/od/researchmethods/.	http://psychology.about.com/od/researchmethods/.	NOUN
edu-310	261	4	cook	cook	NOUN
edu-310	261	5	,	,	PUNCT
edu-310	261	6	k.f	k.f	PROPN
edu-310	261	7	.	.	PROPN
edu-310	261	8	,	,	PUNCT
edu-310	261	9	p.o	p.o	PROPN
edu-310	261	10	.	.	PROPN
edu-310	261	11	monahan	monahan	PROPN
edu-310	261	12	and	and	CCONJ
edu-310	261	13	c.a	c.a	PROPN
edu-310	261	14	.	.	PROPN
edu-310	261	15	mchorney	mchorney	PROPN
edu-310	261	16	,	,	PUNCT
edu-310	261	17	2003	2003	NUM
edu-310	261	18	.	.	PUNCT
edu-310	262	1	delicate	delicate	ADJ
edu-310	262	2	balance	balance	NOUN
edu-310	262	3	between	between	ADP
edu-310	262	4	theory	theory	NOUN
edu-310	262	5	and	and	CCONJ
edu-310	262	6	practice	practice	NOUN
edu-310	262	7	:	:	PUNCT
edu-310	262	8	health	health	NOUN
edu-310	262	9	status	status	NOUN
edu-310	262	10	assessment	assessment	NOUN
edu-310	262	11	and	and	CCONJ
edu-310	262	12	item	item	NOUN
edu-310	262	13	response	response	NOUN
edu-310	262	14	theory	theory	NOUN
edu-310	262	15	.	.	PUNCT
edu-310	263	1	medical	medical	ADJ
edu-310	263	2	care	care	PROPN
edu-310	263	3	,	,	PUNCT
edu-310	263	4	41(5	41(5	NUM
edu-310	263	5	):	):	PUNCT
edu-310	263	6	571	571	NUM
edu-310	263	7	-	-	SYM
edu-310	263	8	571	571	NUM
edu-310	263	9	.	.	PUNCT
edu-310	264	1	view	view	NOUN
edu-310	264	2	at	at	ADP
edu-310	264	3	google	google	PROPN
edu-310	264	4	scholar	scholar	NOUN
edu-310	264	5	|	|	ADV
edu-310	264	6	view	view	NOUN
edu-310	264	7	at	at	ADP
edu-310	264	8	publisher	publisher	NOUN
edu-310	264	9	dike	dike	NOUN
edu-310	264	10	,	,	PUNCT
edu-310	264	11	v.	v.	ADP
edu-310	264	12	,	,	PUNCT
edu-310	264	13	2002	2002	NUM
edu-310	264	14	.	.	PUNCT
edu-310	265	1	the	the	DET
edu-310	265	2	state	state	NOUN
edu-310	265	3	of	of	ADP
edu-310	265	4	education	education	NOUN
edu-310	265	5	in	in	ADP
edu-310	265	6	nigeria	nigeria	PROPN
edu-310	265	7	and	and	CCONJ
edu-310	265	8	the	the	DET
edu-310	265	9	health	health	NOUN
edu-310	265	10	if	if	SCONJ
edu-310	265	11	the	the	DET
edu-310	265	12	nation	nation	NOUN
edu-310	265	13	.	.	PUNCT
edu-310	266	1	available	available	ADJ
edu-310	266	2	from	from	ADP
edu-310	266	3	www.africaeconomicanalysis	www.africaeconomicanalysis	NOUN
edu-310	266	4	.	.	PUNCT
edu-310	267	1	dolado	dolado	PROPN
edu-310	267	2	,	,	PUNCT
edu-310	267	3	j.j	j.j	PROPN
edu-310	267	4	.	.	PROPN
edu-310	267	5	and	and	CCONJ
edu-310	267	6	e.	e.	PROPN
edu-310	267	7	morales	morales	PROPN
edu-310	267	8	,	,	PUNCT
edu-310	267	9	2008	2008	NUM
edu-310	267	10	.	.	PUNCT
edu-310	268	1	which	which	DET
edu-310	268	2	factors	factor	NOUN
edu-310	268	3	determine	determine	VERB
edu-310	268	4	academic	academic	ADJ
edu-310	268	5	achievement	achievement	NOUN
edu-310	268	6	of	of	ADP
edu-310	268	7	economics	economic	NOUN
edu-310	268	8	freshers	fresher	NOUN
edu-310	268	9	?	?	PUNCT
edu-310	269	1	some	some	DET
edu-310	269	2	spanish	spanish	ADJ
edu-310	269	3	evidence	evidence	NOUN
edu-310	269	4	.	.	PUNCT
edu-310	270	1	available	available	ADJ
edu-310	270	2	from	from	ADP
edu-310	270	3	www.eco.uc3m.es/temp/dolado/dolado_morales_ie_fv.pdf	www.eco.uc3m.es/temp/dolado/dolado_morales_ie_fv.pdf	PROPN
edu-310	270	4	.	.	PUNCT
edu-310	271	1	educational	educational	ADJ
edu-310	271	2	testing	testing	NOUN
edu-310	271	3	service	service	NOUN
edu-310	271	4	,	,	PUNCT
edu-310	271	5	1995	1995	NUM
edu-310	271	6	.	.	PUNCT
edu-310	272	1	comprehensive	comprehensive	ADJ
edu-310	272	2	testing	testing	NOUN
edu-310	272	3	program	program	NOUN
edu-310	272	4	iii	iii	NUM
edu-310	272	5	technical	technical	ADJ
edu-310	272	6	manual	manual	NOUN
edu-310	272	7	.	.	PUNCT
edu-310	273	1	princeton	princeton	PROPN
edu-310	273	2	,	,	PUNCT
edu-310	273	3	nj	nj	PROPN
edu-310	273	4	:	:	PUNCT
edu-310	273	5	author	author	NOUN
edu-310	273	6	.	.	PUNCT
edu-310	274	1	eleje	eleje	PROPN
edu-310	274	2	,	,	PUNCT
edu-310	274	3	l.i	l.i	PROPN
edu-310	274	4	.	.	PROPN
edu-310	274	5	,	,	PUNCT
edu-310	274	6	n.p.m	n.p.m	PROPN
edu-310	274	7	.	.	PUNCT
edu-310	274	8	esomonu	esomonu	PROPN
edu-310	274	9	,	,	PUNCT
edu-310	274	10	n.n	n.n	PROPN
edu-310	274	11	.	.	PROPN
edu-310	274	12	agu	agu	PROPN
edu-310	274	13	,	,	PUNCT
edu-310	274	14	r.o	r.o	PROPN
edu-310	274	15	.	.	PROPN
edu-310	274	16	okoye	okoye	PROPN
edu-310	274	17	,	,	PUNCT
edu-310	274	18	e.	e.	PROPN
edu-310	274	19	obasi	obasi	PROPN
edu-310	274	20	and	and	CCONJ
edu-310	274	21	f.e	f.e	PROPN
edu-310	274	22	.	.	PROPN
edu-310	274	23	onah	onah	PROPN
edu-310	274	24	,	,	PUNCT
edu-310	274	25	2016	2016	NUM
edu-310	274	26	.	.	PUNCT
edu-310	275	1	development	development	NOUN
edu-310	275	2	and	and	CCONJ
edu-310	275	3	validation	validation	NOUN
edu-310	275	4	of	of	ADP
edu-310	275	5	diagnostic	diagnostic	ADJ
edu-310	275	6	economics	economic	NOUN
edu-310	275	7	test	test	NOUN
edu-310	275	8	for	for	ADP
edu-310	275	9	secondary	secondary	ADJ
edu-310	275	10	schools	school	NOUN
edu-310	275	11	.	.	PUNCT
edu-310	276	1	world	world	PROPN
edu-310	276	2	journal	journal	PROPN
edu-310	276	3	of	of	ADP
edu-310	276	4	education	education	NOUN
edu-310	276	5	,	,	PUNCT
edu-310	276	6	6(3	6(3	NUM
edu-310	276	7	):	):	PUNCT
edu-310	276	8	90	90	NUM
edu-310	276	9	-	-	PUNCT
edu-310	276	10	116	116	NUM
edu-310	276	11	.	.	PUNCT
edu-310	277	1	view	view	NOUN
edu-310	277	2	at	at	ADP
edu-310	277	3	google	google	PROPN
edu-310	277	4	scholar	scholar	NOUN
edu-310	277	5	|	|	ADV
edu-310	277	6	view	view	NOUN
edu-310	277	7	at	at	ADP
edu-310	277	8	publisher	publisher	PROPN
edu-310	277	9	embretson	embretson	PROPN
edu-310	277	10	,	,	PUNCT
edu-310	277	11	s.e	s.e	PROPN
edu-310	277	12	.	.	PROPN
edu-310	277	13	and	and	CCONJ
edu-310	277	14	s.p	s.p	PROPN
edu-310	277	15	.	.	PUNCT
edu-310	277	16	reise	reise	NOUN
edu-310	277	17	,	,	PUNCT
edu-310	277	18	2000	2000	NUM
edu-310	277	19	.	.	PUNCT
edu-310	278	1	item	item	NOUN
edu-310	278	2	response	response	NOUN
edu-310	278	3	theory	theory	NOUN
edu-310	278	4	for	for	ADP
edu-310	278	5	psychologists	psychologist	NOUN
edu-310	278	6	.	.	PUNCT
edu-310	279	1	mahwal	mahwal	PROPN
edu-310	279	2	,	,	PUNCT
edu-310	279	3	nj	nj	PROPN
edu-310	279	4	:	:	PUNCT
edu-310	279	5	erlbaum	erlbaum	PROPN
edu-310	279	6	.	.	PUNCT
edu-310	280	1	esomonu	esomonu	NOUN
edu-310	280	2	,	,	PUNCT
edu-310	280	3	n.p.m	n.p.m	NOUN
edu-310	280	4	.	.	PUNCT
edu-310	281	1	and	and	CCONJ
edu-310	281	2	l.i	l.i	PROPN
edu-310	281	3	.	.	PROPN
edu-310	281	4	eleje	eleje	ADJ
edu-310	281	5	,	,	PUNCT
edu-310	281	6	2017	2017	NUM
edu-310	281	7	.	.	PUNCT
edu-310	282	1	diagnostic	diagnostic	ADJ
edu-310	282	2	quantitative	quantitative	ADJ
edu-310	282	3	economics	economic	NOUN
edu-310	282	4	skill	skill	NOUN
edu-310	282	5	test	test	NOUN
edu-310	282	6	for	for	ADP
edu-310	282	7	secondary	secondary	ADJ
edu-310	282	8	schools	school	NOUN
edu-310	282	9	:	:	PUNCT
edu-310	282	10	development	development	NOUN
edu-310	282	11	and	and	CCONJ
edu-310	282	12	validation	validation	NOUN
edu-310	282	13	using	use	VERB
edu-310	282	14	item	item	NOUN
edu-310	282	15	response	response	NOUN
edu-310	282	16	theory	theory	NOUN
edu-310	282	17	.	.	PUNCT
edu-310	283	1	journal	journal	PROPN
edu-310	283	2	of	of	ADP
edu-310	283	3	education	education	NOUN
edu-310	283	4	and	and	CCONJ
edu-310	283	5	practice	practice	NOUN
edu-310	283	6	,	,	PUNCT
edu-310	283	7	8(22	8(22	NUM
edu-310	283	8	):	):	PUNCT
edu-310	283	9	110	110	NUM
edu-310	283	10	-	-	SYM
edu-310	283	11	125	125	NUM
edu-310	283	12	.	.	PUNCT
edu-310	284	1	federal	federal	ADJ
edu-310	284	2	government	government	NOUN
edu-310	284	3	of	of	ADP
edu-310	284	4	nigeria	nigeria	PROPN
edu-310	284	5	,	,	PUNCT
edu-310	284	6	2004	2004	NUM
edu-310	284	7	.	.	PUNCT
edu-310	285	1	national	national	ADJ
edu-310	285	2	policy	policy	NOUN
edu-310	285	3	on	on	ADP
edu-310	285	4	education	education	NOUN
edu-310	285	5	.	.	PUNCT
edu-310	286	1	lagos	lago	NOUN
edu-310	286	2	:	:	PUNCT
edu-310	286	3	nigeria	nigeria	PROPN
edu-310	286	4	educational	educational	ADJ
edu-310	286	5	research	research	PROPN
edu-310	286	6	and	and	CCONJ
edu-310	286	7	development	development	PROPN
edu-310	286	8	council	council	PROPN
edu-310	286	9	press	press	PROPN
edu-310	286	10	.	.	PUNCT
edu-310	287	1	hambleton	hambleton	PROPN
edu-310	287	2	,	,	PUNCT
edu-310	287	3	r.k	r.k	PROPN
edu-310	287	4	.	.	PROPN
edu-310	287	5	,	,	PUNCT
edu-310	287	6	h.	h.	PROPN
edu-310	287	7	swaminathan	swaminathan	PROPN
edu-310	287	8	and	and	CCONJ
edu-310	287	9	h.j	h.j	PROPN
edu-310	287	10	.	.	PROPN
edu-310	287	11	rogers	rogers	PROPN
edu-310	287	12	,	,	PUNCT
edu-310	287	13	1991	1991	NUM
edu-310	287	14	.	.	PUNCT
edu-310	288	1	fundamentals	fundamental	NOUN
edu-310	288	2	of	of	ADP
edu-310	288	3	item	item	NOUN
edu-310	288	4	response	response	NOUN
edu-310	288	5	theory	theory	NOUN
edu-310	288	6	.	.	PUNCT
edu-310	289	1	newbury	newbury	PROPN
edu-310	289	2	park	park	PROPN
edu-310	289	3	,	,	PUNCT
edu-310	289	4	ca	can	AUX
edu-310	289	5	:	:	PUNCT
edu-310	289	6	sage	sage	NOUN
edu-310	289	7	publications	publication	NOUN
edu-310	289	8	.	.	PUNCT
edu-310	290	1	hanzen	hanzen	NOUN
edu-310	290	2	,	,	PUNCT
edu-310	290	3	j.b	j.b	PROPN
edu-310	290	4	.	.	PROPN
edu-310	290	5	,	,	PUNCT
edu-310	290	6	2000	2000	NUM
edu-310	290	7	.	.	PUNCT
edu-310	291	1	student	student	NOUN
edu-310	291	2	performance	performance	NOUN
edu-310	291	3	and	and	CCONJ
edu-310	291	4	student	student	NOUN
edu-310	291	5	growth	growth	NOUN
edu-310	291	6	as	as	ADP
edu-310	291	7	measure	measure	NOUN
edu-310	291	8	of	of	ADP
edu-310	291	9	success	success	NOUN
edu-310	291	10	:	:	PUNCT
edu-310	291	11	an	an	DET
edu-310	291	12	evaluator	evaluator	NOUN
edu-310	291	13	’s	’s	PART
edu-310	291	14	perspective	perspective	NOUN
edu-310	291	15	.	.	PUNCT
edu-310	292	1	paper	paper	NOUN
edu-310	292	2	presented	present	VERB
edu-310	292	3	at	at	ADP
edu-310	292	4	annual	annual	ADJ
edu-310	292	5	meeting	meeting	NOUN
edu-310	292	6	of	of	ADP
edu-310	292	7	the	the	DET
edu-310	292	8	american	american	PROPN
edu-310	292	9	educational	educational	PROPN
edu-310	292	10	research	research	PROPN
edu-310	292	11	association	association	PROPN
edu-310	292	12	.	.	PUNCT
edu-310	293	1	new	new	ADJ
edu-310	293	2	oceans	ocean	NOUN
edu-310	293	3	,	,	PUNCT
edu-310	293	4	louisiana	louisiana	PROPN
edu-310	293	5	,	,	PUNCT
edu-310	293	6	april	april	PROPN
edu-310	293	7	2000	2000	NUM
edu-310	293	8	.	.	PUNCT
edu-310	294	1	harris	harris	PROPN
edu-310	294	2	,	,	PUNCT
edu-310	294	3	d.	d.	PROPN
edu-310	294	4	,	,	PUNCT
edu-310	294	5	1989	1989	NUM
edu-310	294	6	.	.	PUNCT
edu-310	295	1	comparison	comparison	NOUN
edu-310	295	2	of	of	ADP
edu-310	295	3	1‐	1‐	NUM
edu-310	295	4	,	,	PUNCT
edu-310	295	5	2‐	2‐	NUM
edu-310	295	6	,	,	PUNCT
edu-310	295	7	and	and	CCONJ
edu-310	295	8	3‐parameter	3‐parameter	PROPN
edu-310	295	9	irt	irt	PROPN
edu-310	295	10	models	model	NOUN
edu-310	295	11	.	.	PUNCT
edu-310	296	1	educational	educational	ADJ
edu-310	296	2	measurement	measurement	NOUN
edu-310	296	3	:	:	PUNCT
edu-310	296	4	issues	issue	NOUN
edu-310	296	5	and	and	CCONJ
edu-310	296	6	practice	practice	NOUN
edu-310	296	7	,	,	PUNCT
edu-310	296	8	8(1	8(1	NOUN
edu-310	296	9	):	):	PUNCT
edu-310	296	10	35	35	NUM
edu-310	296	11	-	-	SYM
edu-310	296	12	41	41	NUM
edu-310	296	13	.	.	PUNCT
edu-310	297	1	view	view	NOUN
edu-310	297	2	at	at	ADP
edu-310	297	3	google	google	PROPN
edu-310	297	4	scholar	scholar	NOUN
edu-310	297	5	|	|	ADV
edu-310	297	6	view	view	NOUN
edu-310	297	7	at	at	ADP
edu-310	297	8	publisher	publisher	NOUN
edu-310	297	9	hays	hay	NOUN
edu-310	297	10	,	,	PUNCT
edu-310	297	11	r.d	r.d	PROPN
edu-310	297	12	.	.	PROPN
edu-310	297	13	,	,	PUNCT
edu-310	297	14	j.b	j.b	PROPN
edu-310	297	15	.	.	PROPN
edu-310	297	16	bjorner	bjorner	PROPN
edu-310	297	17	,	,	PUNCT
edu-310	297	18	d.a	d.a	PROPN
edu-310	297	19	.	.	PROPN
edu-310	297	20	revicki	revicki	PROPN
edu-310	297	21	,	,	PUNCT
edu-310	297	22	k.l	k.l	PROPN
edu-310	297	23	.	.	PROPN
edu-310	297	24	spritzer	spritzer	PROPN
edu-310	297	25	and	and	CCONJ
edu-310	297	26	d.	d.	PROPN
edu-310	297	27	cella	cella	PROPN
edu-310	297	28	,	,	PUNCT
edu-310	297	29	2009	2009	NUM
edu-310	297	30	.	.	PUNCT
edu-310	298	1	development	development	NOUN
edu-310	298	2	of	of	ADP
edu-310	298	3	physical	physical	ADJ
edu-310	298	4	and	and	CCONJ
edu-310	298	5	mental	mental	ADJ
edu-310	298	6	health	health	NOUN
edu-310	298	7	summary	summary	NOUN
edu-310	298	8	scores	score	NOUN
edu-310	298	9	from	from	ADP
edu-310	298	10	the	the	DET
edu-310	298	11	patient	patient	NOUN
edu-310	298	12	-	-	PUNCT
edu-310	298	13	reported	report	VERB
edu-310	298	14	outcomes	outcome	NOUN
edu-310	298	15	measurement	measurement	NOUN
edu-310	298	16	information	information	NOUN
edu-310	298	17	system	system	NOUN
edu-310	298	18	(	(	PUNCT
edu-310	298	19	promis	promis	NOUN
edu-310	298	20	)	)	PUNCT
edu-310	298	21	global	global	ADJ
edu-310	298	22	items	item	NOUN
edu-310	298	23	.	.	PUNCT
edu-310	299	1	quality	quality	NOUN
edu-310	299	2	of	of	ADP
edu-310	299	3	life	life	NOUN
edu-310	299	4	research	research	NOUN
edu-310	299	5	,	,	PUNCT
edu-310	299	6	18(7	18(7	NUM
edu-310	299	7	):	):	PUNCT
edu-310	299	8	873–880	873–880	NUM
edu-310	299	9	.	.	PUNCT
edu-310	300	1	view	view	NOUN
edu-310	300	2	at	at	ADP
edu-310	300	3	google	google	PROPN
edu-310	300	4	scholar	scholar	NOUN
edu-310	300	5	|	|	ADV
edu-310	300	6	view	view	NOUN
edu-310	300	7	at	at	ADP
edu-310	300	8	publisher	publisher	NOUN
edu-310	300	9	hays	hay	NOUN
edu-310	300	10	,	,	PUNCT
edu-310	300	11	r.d	r.d	PROPN
edu-310	300	12	.	.	PROPN
edu-310	300	13	,	,	PUNCT
edu-310	300	14	l.s	l.s	PROPN
edu-310	300	15	.	.	PROPN
edu-310	300	16	morales	morale	NOUN
edu-310	300	17	and	and	CCONJ
edu-310	300	18	s.p	s.p	PROPN
edu-310	300	19	.	.	PROPN
edu-310	300	20	reise	reise	NOUN
edu-310	300	21	,	,	PUNCT
edu-310	300	22	2000	2000	NUM
edu-310	300	23	.	.	PUNCT
edu-310	301	1	item	item	NOUN
edu-310	301	2	response	response	NOUN
edu-310	301	3	theory	theory	NOUN
edu-310	301	4	and	and	CCONJ
edu-310	301	5	health	health	NOUN
edu-310	301	6	outcomes	outcome	NOUN
edu-310	301	7	measurement	measurement	VERB
edu-310	301	8	in	in	ADP
edu-310	301	9	the	the	DET
edu-310	301	10	21st	21st	ADJ
edu-310	301	11	century	century	NOUN
edu-310	301	12	.	.	PUNCT
edu-310	302	1	medical	medical	ADJ
edu-310	302	2	care	care	NOUN
edu-310	302	3	,	,	PUNCT
edu-310	302	4	38(9	38(9	NOUN
edu-310	302	5	):	):	PUNCT
edu-310	302	6	1128	1128	NUM
edu-310	302	7	-	-	SYM
edu-310	302	8	1142	1142	NUM
edu-310	302	9	.	.	PUNCT
edu-310	303	1	view	view	NOUN
edu-310	303	2	at	at	ADP
edu-310	303	3	google	google	PROPN
edu-310	303	4	scholar	scholar	NOUN
edu-310	303	5	|	|	ADV
edu-310	303	6	view	view	NOUN
edu-310	303	7	at	at	ADP
edu-310	303	8	publisher	publisher	PROPN
edu-310	303	9	kallie	kallie	PROPN
edu-310	303	10	,	,	PUNCT
edu-310	303	11	w.	w.	PROPN
edu-310	303	12	,	,	PUNCT
edu-310	303	13	2015	2015	NUM
edu-310	303	14	.	.	PUNCT
edu-310	304	1	what	what	PRON
edu-310	304	2	is	be	AUX
edu-310	304	3	economics	economic	NOUN
edu-310	304	4	?	?	PUNCT
edu-310	305	1	ddefinition	ddefinition	NOUN
edu-310	305	2	and	and	CCONJ
edu-310	305	3	principles	principle	NOUN
edu-310	305	4	.	.	PUNCT
edu-310	306	1	study	study	NOUN
edu-310	306	2	.	.	PUNCT
edu-310	307	1	available	available	ADJ
edu-310	307	2	from	from	ADP
edu-310	307	3	com	com	NOUN
edu-310	307	4	/	/	SYM
edu-310	307	5	academy	academy	NOUN
edu-310	307	6	/	/	SYM
edu-310	307	7	lesson	lesson	NOUN
edu-310	307	8	/	/	SYM
edu-310	307	9	what	what	PRON
edu-310	307	10	-	-	PUNCT
edu-310	307	11	is	be	AUX
edu-310	307	12	-	-	PUNCT
edu-310	307	13	economics	economics	NOUN
edu-310	307	14	-	-	PUNCT
edu-310	307	15	definitionprinciples	definitionprinciple	NOUN
edu-310	307	16	-	-	PUNCT
edu-310	307	17	quiz.html	quiz.html	NUM
edu-310	307	18	.	.	PUNCT
edu-310	308	1	korashy	korashy	PROPN
edu-310	308	2	,	,	PUNCT
edu-310	308	3	a.f	a.f	PROPN
edu-310	308	4	.	.	PROPN
edu-310	308	5	,	,	PUNCT
edu-310	308	6	1995	1995	NUM
edu-310	308	7	.	.	PUNCT
edu-310	309	1	applying	apply	VERB
edu-310	309	2	the	the	DET
edu-310	309	3	rash	rash	ADJ
edu-310	309	4	model	model	NOUN
edu-310	309	5	to	to	ADP
edu-310	309	6	the	the	DET
edu-310	309	7	selection	selection	NOUN
edu-310	309	8	of	of	ADP
edu-310	309	9	items	item	NOUN
edu-310	309	10	for	for	ADP
edu-310	309	11	mental	mental	ADJ
edu-310	309	12	ability	ability	NOUN
edu-310	309	13	test	test	NOUN
edu-310	309	14	.	.	PUNCT
edu-310	310	1	educational	educational	ADJ
edu-310	310	2	and	and	CCONJ
edu-310	310	3	psychological	psychological	ADJ
edu-310	310	4	measurement	measurement	NOUN
edu-310	310	5	,	,	PUNCT
edu-310	310	6	55(5	55(5	NUM
edu-310	310	7	):	):	PUNCT
edu-310	310	8	753	753	NUM
edu-310	310	9	-	-	SYM
edu-310	310	10	763	763	NUM
edu-310	310	11	.	.	PUNCT
edu-310	311	1	view	view	NOUN
edu-310	311	2	at	at	ADP
edu-310	311	3	google	google	PROPN
edu-310	311	4	scholar	scholar	NOUN
edu-310	311	5	|	|	ADV
edu-310	311	6	view	view	NOUN
edu-310	311	7	at	at	ADP
edu-310	311	8	publisher	publisher	PROPN
edu-310	311	9	mahajan	mahajan	PROPN
edu-310	311	10	,	,	PUNCT
edu-310	311	11	g.	g.	PROPN
edu-310	311	12	,	,	PUNCT
edu-310	311	13	2015	2015	NUM
edu-310	311	14	.	.	PUNCT
edu-310	312	1	construction	construction	NOUN
edu-310	312	2	and	and	CCONJ
edu-310	312	3	validation	validation	NOUN
edu-310	312	4	of	of	ADP
edu-310	312	5	achievement	achievement	NOUN
edu-310	312	6	test	test	NOUN
edu-310	312	7	in	in	ADP
edu-310	312	8	economics	economic	NOUN
edu-310	312	9	.	.	PUNCT
edu-310	313	1	international	international	ADJ
edu-310	313	2	journal	journal	PROPN
edu-310	313	3	of	of	ADP
edu-310	313	4	humanities	humanity	NOUN
edu-310	313	5	and	and	CCONJ
edu-310	313	6	social	social	ADJ
edu-310	313	7	sciences	science	NOUN
edu-310	313	8	studies	study	NOUN
edu-310	313	9	,	,	PUNCT
edu-310	313	10	1(6	1(6	NUM
edu-310	313	11	):	):	PUNCT
edu-310	313	12	54	54	NUM
edu-310	313	13	-	-	SYM
edu-310	313	14	60	60	NUM
edu-310	313	15	.	.	PUNCT
edu-310	314	1	view	view	NOUN
edu-310	314	2	at	at	ADP
edu-310	314	3	google	google	PROPN
edu-310	314	4	scholar	scholar	PROPN
edu-310	314	5	obinne	obinne	PROPN
edu-310	314	6	,	,	PUNCT
edu-310	314	7	a.d.e	a.d.e	PROPN
edu-310	314	8	.	.	PROPN
edu-310	314	9	,	,	PUNCT
edu-310	314	10	2013	2013	NUM
edu-310	314	11	.	.	PUNCT
edu-310	315	1	test	test	NOUN
edu-310	315	2	item	item	NOUN
edu-310	315	3	validity	validity	NOUN
edu-310	315	4	:	:	PUNCT
edu-310	315	5	item	item	NOUN
edu-310	315	6	response	response	NOUN
edu-310	315	7	theory	theory	NOUN
edu-310	315	8	(	(	PUNCT
edu-310	315	9	irt	irt	PROPN
edu-310	315	10	)	)	PUNCT
edu-310	315	11	perspective	perspective	NOUN
edu-310	315	12	for	for	ADP
edu-310	315	13	nigeria	nigeria	PROPN
edu-310	315	14	.	.	PUNCT
edu-310	316	1	research	research	NOUN
edu-310	316	2	journal	journal	PROPN
edu-310	316	3	in	in	ADP
edu-310	316	4	organizational	organizational	ADJ
edu-310	316	5	psychology	psychology	NOUN
edu-310	316	6	and	and	CCONJ
edu-310	316	7	educational	educational	ADJ
edu-310	316	8	studies	study	NOUN
edu-310	316	9	,	,	PUNCT
edu-310	316	10	2(1	2(1	NUM
edu-310	316	11	):	):	PUNCT
edu-310	316	12	1	1	NUM
edu-310	316	13	-	-	SYM
edu-310	316	14	6	6	NUM
edu-310	316	15	.	.	PUNCT
edu-310	316	16	view	view	NOUN
edu-310	316	17	at	at	ADP
edu-310	316	18	google	google	PROPN
edu-310	316	19	scholar	scholar	NOUN
edu-310	316	20	osadebe	osadebe	NOUN
edu-310	316	21	,	,	PUNCT
edu-310	316	22	p.u	p.u	PROPN
edu-310	316	23	.	.	PROPN
edu-310	316	24	,	,	PUNCT
edu-310	316	25	2014	2014	NUM
edu-310	316	26	.	.	PUNCT
edu-310	317	1	construction	construction	NOUN
edu-310	317	2	of	of	ADP
edu-310	317	3	economics	economic	NOUN
edu-310	317	4	achievement	achievement	NOUN
edu-310	317	5	test	test	NOUN
edu-310	317	6	for	for	ADP
edu-310	317	7	assessment	assessment	NOUN
edu-310	317	8	of	of	ADP
edu-310	317	9	students	student	NOUN
edu-310	317	10	.	.	PUNCT
edu-310	318	1	world	world	PROPN
edu-310	318	2	journal	journal	PROPN
edu-310	318	3	of	of	ADP
edu-310	318	4	education	education	NOUN
edu-310	318	5	,	,	PUNCT
edu-310	318	6	4(2	4(2	NUM
edu-310	318	7	):	):	PUNCT
edu-310	318	8	58	58	NUM
edu-310	318	9	-	-	SYM
edu-310	318	10	64	64	NUM
edu-310	318	11	.	.	PUNCT
edu-310	319	1	view	view	NOUN
edu-310	319	2	at	at	ADP
edu-310	319	3	google	google	PROPN
edu-310	319	4	scholar	scholar	NOUN
edu-310	319	5	|	|	ADV
edu-310	319	6	view	view	NOUN
edu-310	319	7	at	at	ADP
edu-310	319	8	publisher	publisher	PROPN
edu-310	319	9	rijn	rijn	PROPN
edu-310	319	10	,	,	PUNCT
edu-310	319	11	r.w	r.w	PROPN
edu-310	319	12	.	.	PROPN
edu-310	319	13	,	,	PUNCT
edu-310	319	14	s.	s.	PROPN
edu-310	319	15	sinharay	sinharay	PROPN
edu-310	319	16	,	,	PUNCT
edu-310	319	17	s.j	s.j	PROPN
edu-310	319	18	.	.	PROPN
edu-310	319	19	haberman	haberman	PROPN
edu-310	319	20	and	and	CCONJ
edu-310	319	21	m.s	m.s	PROPN
edu-310	319	22	.	.	PROPN
edu-310	319	23	johnson	johnson	PROPN
edu-310	319	24	,	,	PUNCT
edu-310	319	25	2016	2016	NUM
edu-310	319	26	.	.	PUNCT
edu-310	320	1	assessment	assessment	NOUN
edu-310	320	2	of	of	ADP
edu-310	320	3	fit	fit	NOUN
edu-310	320	4	of	of	ADP
edu-310	320	5	item	item	NOUN
edu-310	320	6	response	response	NOUN
edu-310	320	7	theory	theory	NOUN
edu-310	320	8	models	model	NOUN
edu-310	320	9	used	use	VERB
edu-310	320	10	in	in	ADP
edu-310	320	11	large	large	ADJ
edu-310	320	12	-	-	PUNCT
edu-310	320	13	scale	scale	NOUN
edu-310	320	14	educational	educational	ADJ
edu-310	320	15	survey	survey	NOUN
edu-310	320	16	assessments	assessment	NOUN
edu-310	320	17	.	.	PUNCT
edu-310	321	1	large	large	ADJ
edu-310	321	2	-	-	PUNCT
edu-310	321	3	scale	scale	NOUN
edu-310	321	4	assessments	assessment	NOUN
edu-310	321	5	in	in	ADP
edu-310	321	6	education	education	NOUN
edu-310	321	7	,	,	PUNCT
edu-310	321	8	4(1	4(1	NOUN
edu-310	321	9	):	):	PUNCT
edu-310	321	10	1	1	NUM
edu-310	321	11	-	-	SYM
edu-310	321	12	23	23	NUM
edu-310	321	13	.	.	PUNCT
edu-310	322	1	view	view	NOUN
edu-310	322	2	at	at	ADP
edu-310	322	3	google	google	PROPN
edu-310	322	4	scholar	scholar	NOUN
edu-310	322	5	|	|	ADV
edu-310	322	6	view	view	NOUN
edu-310	322	7	at	at	ADP
edu-310	322	8	publisher	publisher	PROPN
edu-310	322	9	riley	riley	PROPN
edu-310	322	10	,	,	PUNCT
edu-310	322	11	j.	j.	PROPN
edu-310	322	12	,	,	PUNCT
edu-310	322	13	2015	2015	NUM
edu-310	322	14	.	.	PUNCT
edu-310	323	1	teaching	teach	VERB
edu-310	323	2	the	the	DET
edu-310	323	3	new	new	ADJ
edu-310	323	4	a	a	DET
edu-310	323	5	level	level	NOUN
edu-310	323	6	economics	economic	NOUN
edu-310	323	7	:	:	PUNCT
edu-310	323	8	mastering	master	VERB
edu-310	323	9	quantitative	quantitative	ADJ
edu-310	323	10	methods	method	NOUN
edu-310	323	11	.	.	PUNCT
edu-310	324	1	available	available	ADJ
edu-310	324	2	from	from	ADP
edu-310	324	3	http	http	ADJ
edu-310	324	4	/	/	SYM
edu-310	324	5	beta.tutor2u.net	beta.tutor2u.net	NOUN
edu-310	324	6	/	/	SYM
edu-310	324	7	economics/	economics/	NUM
edu-310	324	8	…	…	PUNCT
edu-310	324	9	/teaching	/teaching	NOUN
edu-310	324	10	-	-	PUNCT
edu-310	324	11	the	the	DET
edu-310	324	12	-	-	PUNCT
edu-310	324	13	new	new	ADJ
edu-310	324	14	-	-	PUNCT
edu-310	324	15	a	a	DET
edu-310	324	16	-	-	PUNCT
edu-310	324	17	level	level	NOUN
edu-310	324	18	-	-	PUNCT
edu-310	324	19	economics	economics	NOUN
edu-310	324	20	-	-	PUNCT
edu-310	324	21	mastering	mastering	NOUN
edu-310	324	22	.	.	PUNCT
edu-310	325	1	thorpe	thorpe	PROPN
edu-310	325	2	,	,	PUNCT
edu-310	325	3	g.l	g.l	PROPN
edu-310	325	4	.	.	PROPN
edu-310	325	5	and	and	CCONJ
edu-310	325	6	a.	a.	NOUN
edu-310	325	7	favia	favia	PROPN
edu-310	325	8	,	,	PUNCT
edu-310	325	9	2012	2012	NUM
edu-310	325	10	.	.	PUNCT
edu-310	326	1	data	datum	NOUN
edu-310	326	2	analysis	analysis	NOUN
edu-310	326	3	using	use	VERB
edu-310	326	4	item	item	NOUN
edu-310	326	5	response	response	NOUN
edu-310	326	6	theory	theory	NOUN
edu-310	326	7	methodology	methodology	NOUN
edu-310	326	8	:	:	PUNCT
edu-310	326	9	an	an	DET
edu-310	326	10	introduction	introduction	NOUN
edu-310	326	11	to	to	ADP
edu-310	326	12	selected	select	VERB
edu-310	326	13	programs	program	NOUN
edu-310	326	14	and	and	CCONJ
edu-310	326	15	applications	application	NOUN
edu-310	326	16	.	.	PUNCT
edu-310	327	1	psychology	psychology	NOUN
edu-310	327	2	faculty	faculty	NOUN
edu-310	327	3	scholarship	scholarship	NOUN
edu-310	327	4	:	:	PUNCT
edu-310	327	5	1	1	NUM
edu-310	327	6	-	-	SYM
edu-310	327	7	34	34	NUM
edu-310	327	8	.	.	PUNCT
edu-310	327	9	waec	waec	PROPN
edu-310	327	10	,	,	PUNCT
edu-310	327	11	2012	2012	NUM
edu-310	327	12	.	.	PUNCT
edu-310	328	1	chief	chief	ADJ
edu-310	328	2	examiners	examiner	NOUN
edu-310	328	3	’	’	PART
edu-310	328	4	report	report	NOUN
edu-310	328	5	.	.	PUNCT
edu-310	329	1	west	west	ADJ
edu-310	329	2	african	african	PROPN
edu-310	329	3	examination	examination	PROPN
edu-310	329	4	council	council	PROPN
edu-310	329	5	(	(	PUNCT
edu-310	329	6	waec	waec	PROPN
edu-310	329	7	)	)	PUNCT
edu-310	329	8	,	,	PUNCT
edu-310	329	9	2010	2010	NUM
edu-310	329	10	.	.	PUNCT
edu-310	330	1	chief	chief	ADJ
edu-310	330	2	examiners	examiner	NOUN
edu-310	330	3	’	’	PART
edu-310	330	4	report	report	NOUN
edu-310	330	5	.	.	PUNCT
edu-310	331	1	available	available	ADJ
edu-310	331	2	from	from	ADP
edu-310	331	3	https://lifemagnanimous.files.wordpress.com/2013/06/chief-examiners-report-report-for-the-dec-2010-lshsce.pdf	https://lifemagnanimous.files.wordpress.com/2013/06/chief-examiners-report-report-for-the-dec-2010-lshsce.pdf	PROPN
edu-310	331	4	.	.	PUNCT
edu-310	332	1	winarni	winarni	PROPN
edu-310	332	2	,	,	PUNCT
edu-310	332	3	i.	i.	PROPN
edu-310	332	4	,	,	PUNCT
edu-310	332	5	2002	2002	NUM
edu-310	332	6	.	.	PUNCT
edu-310	333	1	the	the	DET
edu-310	333	2	development	development	NOUN
edu-310	333	3	of	of	ADP
edu-310	333	4	a	a	DET
edu-310	333	5	diagnostic	diagnostic	ADJ
edu-310	333	6	reading	reading	NOUN
edu-310	333	7	test	test	NOUN
edu-310	333	8	of	of	ADP
edu-310	333	9	english	english	PROPN
edu-310	333	10	for	for	ADP
edu-310	333	11	the	the	DET
edu-310	333	12	students	student	NOUN
edu-310	333	13	of	of	ADP
edu-310	333	14	medical	medical	ADJ
edu-310	333	15	faculty	faculty	NOUN
edu-310	333	16	.	.	PUNCT
edu-310	334	1	malang	malang	PROPN
edu-310	334	2	:	:	PUNCT
edu-310	334	3	brawijaya	brawijaya	PROPN
edu-310	334	4	university	university	NOUN
edu-310	334	5	.	.	PUNCT
edu-310	335	1	appendix	appendix	VERB
edu-310	335	2	a	a	DET
edu-310	335	3	test	test	NOUN
edu-310	335	4	of	of	ADP
edu-310	335	5	achievement	achievement	NOUN
edu-310	335	6	in	in	ADP
edu-310	335	7	quantitative	quantitative	ADJ
edu-310	335	8	economics	economic	NOUN
edu-310	335	9	(	(	PUNCT
edu-310	335	10	taqe	taqe	NOUN
edu-310	335	11	)	)	PUNCT
edu-310	335	12	for	for	ADP
edu-310	335	13	secondary	secondary	ADJ
edu-310	335	14	schools	school	NOUN
edu-310	335	15	if	if	SCONJ
edu-310	335	16	the	the	DET
edu-310	335	17	demand	demand	NOUN
edu-310	335	18	and	and	CCONJ
edu-310	335	19	supply	supply	NOUN
edu-310	335	20	equations	equation	NOUN
edu-310	335	21	for	for	ADP
edu-310	335	22	commodity	commodity	NOUN
edu-310	335	23	x	x	PRON
edu-310	335	24	are	be	AUX
edu-310	335	25	represented	represent	VERB
edu-310	335	26	by	by	ADP
edu-310	335	27	d	d	PROPN
edu-310	335	28	=	=	SYM
edu-310	335	29	10–1/3p	10–1/3p	NUM
edu-310	335	30	;	;	PUNCT
edu-310	335	31	s	s	NOUN
edu-310	335	32	=	=	SYM
edu-310	335	33	9	9	NUM
edu-310	335	34	-	-	SYM
edu-310	335	35	1/4p	1/4p	NUM
edu-310	335	36	.	.	PUNCT
edu-310	336	1	1	1	X
edu-310	336	2	.	.	X
edu-310	336	3	determine	determine	VERB
edu-310	336	4	the	the	DET
edu-310	336	5	equilibrium	equilibrium	NOUN
edu-310	336	6	quantity	quantity	NOUN
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edu-310	336	9	x.	x.	NOUN
edu-310	337	1	(	(	PUNCT
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edu-310	337	5	(	(	PUNCT
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edu-310	337	7	)	)	PUNCT
edu-310	337	8	4	4	NUM
edu-310	337	9	(	(	PUNCT
edu-310	337	10	c	c	NOUN
edu-310	337	11	)	)	PUNCT
edu-310	337	12	10	10	NUM
edu-310	337	13	(	(	PUNCT
edu-310	337	14	d	d	NOUN
edu-310	337	15	)	)	PUNCT
edu-310	337	16	6	6	NUM
edu-310	337	17	age	age	NOUN
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edu-310	337	21	a	a	DET
edu-310	337	22	state	state	NOUN
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edu-310	337	25	17	17	NUM
edu-310	337	26	-	-	SYM
edu-310	337	27	35	35	NUM
edu-310	337	28	36	36	NUM
edu-310	337	29	-	-	SYM
edu-310	337	30	65	65	NUM
edu-310	337	31	66	66	NUM
edu-310	337	32	and	and	CCONJ
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edu-310	337	35	15000	15000	NUM
edu-310	337	36	10000	10000	NUM
edu-310	337	37	20000	20000	NUM
edu-310	337	38	5000	5000	NUM
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edu-310	337	40	.	.	PUNCT
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edu-310	338	5	_	_	PUNCT
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edu-310	339	1	_	_	PUNCT
edu-310	339	2	_	_	PUNCT
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edu-310	341	1	(	(	PUNCT
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edu-310	341	5	(	(	PUNCT
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edu-310	341	7	)	)	PUNCT
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edu-310	341	11	)	)	PUNCT
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edu-310	341	30	quantity	quantity	NOUN
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edu-310	341	37	35	35	NUM
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edu-310	341	84	pie	pie	NOUN
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edu-310	342	13	https://scholar.google.com/scholar?hl=en&q=comparison%20of%201‐,%202‐,%20and%203‐parameter%20irt%20models	https://scholar.google.com/scholar?hl=en&q=comparison%20of%201‐,%202‐,%20and%203‐parameter%20irt%20model	NOUN
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edu-310	342	16	https://scholar.google.com/scholar?hl=en&q=development%20of%20physical%20and%20mental%20health%20summary%20scores%20from%20the%20patient-reported%20outcomes%20measurement%20information%20system%20(promis)%20global%20items	https://scholar.google.com/scholar?hl=en&q=development%20of%20physical%20and%20mental%20health%20summary%20scores%20from%20the%20patient-reported%20outcomes%20measurement%20information%20system%20(promis)%20global%20item	NOUN
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edu-310	343	8	https://scholar.google.com/scholar?hl=en&q=construction%20of%20economics%20achievement%20test%20for%20assessment%20of%20students	https://scholar.google.com/scholar?hl=en&q=construction%20of%20economics%20achievement%20test%20for%20assessment%20of%20student	VERB
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edu-310	356	6	ebo	ebo	PROPN
edu-310	356	7	’s	’s	PART
edu-310	356	8	demand	demand	NOUN
edu-310	356	9	schedule	schedule	NOUN
edu-310	356	10	has	have	VERB
edu-310	356	11	_	_	NOUN
edu-310	356	12	_	_	PUNCT
edu-310	357	1	_	_	PUNCT
edu-310	358	1	_	_	PUNCT
edu-310	359	1	_	_	PUNCT
edu-310	360	1	slope	slope	NOUN
edu-310	360	2	.	.	PUNCT
edu-310	361	1	(	(	PUNCT
edu-310	361	2	a	a	X
edu-310	361	3	)	)	PUNCT
edu-310	361	4	lower	low	ADJ
edu-310	361	5	(	(	PUNCT
edu-310	361	6	b	b	NOUN
edu-310	361	7	)	)	PUNCT
edu-310	361	8	higher	high	ADJ
edu-310	361	9	(	(	PUNCT
edu-310	361	10	c	c	NOUN
edu-310	361	11	)	)	PUNCT
edu-310	361	12	nagative	nagative	ADJ
edu-310	361	13	(	(	PUNCT
edu-310	361	14	d	d	NOUN
edu-310	361	15	)	)	PUNCT
edu-310	361	16	positive	positive	ADJ
edu-310	361	17	use	use	NOUN
edu-310	361	18	the	the	DET
edu-310	361	19	diagram	diagram	NOUN
edu-310	361	20	below	below	ADV
edu-310	361	21	to	to	PART
edu-310	361	22	answer	answer	VERB
edu-310	361	23	questions	question	NOUN
edu-310	361	24	12	12	NUM
edu-310	361	25	and	and	CCONJ
edu-310	361	26	13	13	NUM
edu-310	361	27	price	price	NOUN
edu-310	361	28	per	per	ADP
edu-310	361	29	bottle	bottle	NOUN
edu-310	361	30	n	n	DET
edu-310	361	31	total	total	ADJ
edu-310	361	32	quantity	quantity	NOUN
edu-310	361	33	bought	buy	VERB
edu-310	361	34	per	per	ADP
edu-310	361	35	week	week	NOUN
edu-310	361	36	100	100	NUM
edu-310	361	37	6	6	NUM
edu-310	361	38	90	90	NUM
edu-310	361	39	10	10	NUM
edu-310	361	40	80	80	NUM
edu-310	361	41	15	15	NUM
edu-310	361	42	70	70	NUM
edu-310	361	43	20	20	NUM
edu-310	361	44	60	60	NUM
edu-310	361	45	25	25	NUM
edu-310	361	46	50	50	NUM
edu-310	361	47	30	30	NUM
edu-310	361	48	asian	asian	ADJ
edu-310	361	49	journal	journal	NOUN
edu-310	361	50	of	of	ADP
edu-310	361	51	education	education	NOUN
edu-310	361	52	and	and	CCONJ
edu-310	361	53	training	training	NOUN
edu-310	361	54	,	,	PUNCT
edu-310	361	55	2018	2018	NUM
edu-310	361	56	,	,	PUNCT
edu-310	361	57	4(1	4(1	NOUN
edu-310	361	58	):	):	PUNCT
edu-310	361	59	18	18	NUM
edu-310	361	60	-	-	SYM
edu-310	361	61	28	28	NUM
edu-310	361	62	27	27	NUM
edu-310	361	63	9	9	NUM
edu-310	361	64	at	at	ADP
edu-310	361	65	0p2	0p2	NUM
edu-310	361	66	,	,	PUNCT
edu-310	361	67	fg	fg	PROPN
edu-310	361	68	illustrates	illustrate	VERB
edu-310	361	69	_	_	PUNCT
edu-310	361	70	_	_	PUNCT
edu-310	362	1	_	_	PUNCT
edu-310	363	1	_	_	PUNCT
edu-310	364	1	_	_	PUNCT
edu-310	365	1	_	_	PUNCT
edu-310	366	1	_	_	PUNCT
edu-310	366	2	(	(	PUNCT
edu-310	366	3	a)excess	a)excess	NOUN
edu-310	366	4	demand	demand	NOUN
edu-310	366	5	(	(	PUNCT
edu-310	366	6	b)quantity	b)quantity	NOUN
edu-310	366	7	supplied	supply	VERB
edu-310	366	8	(	(	PUNCT
edu-310	366	9	c)equilibrium	c)equilibrium	NOUN
edu-310	366	10	quantity	quantity	NOUN
edu-310	366	11	(	(	PUNCT
edu-310	366	12	d	d	NOUN
edu-310	366	13	)	)	PUNCT
edu-310	366	14	excess	excess	ADJ
edu-310	366	15	supply	supply	NOUN
edu-310	366	16	10	10	NUM
edu-310	366	17	d1d1	d1d1	NOUN
edu-310	366	18	in	in	ADP
edu-310	366	19	the	the	DET
edu-310	366	20	diagram	diagram	NOUN
edu-310	366	21	above	above	ADP
edu-310	366	22	implies	imply	VERB
edu-310	366	23	(	(	PUNCT
edu-310	366	24	a	a	X
edu-310	366	25	)	)	PUNCT
edu-310	366	26	increase	increase	NOUN
edu-310	366	27	in	in	ADP
edu-310	366	28	demand	demand	NOUN
edu-310	366	29	(	(	PUNCT
edu-310	366	30	b	b	NOUN
edu-310	366	31	)	)	PUNCT
edu-310	366	32	decrease	decrease	NOUN
edu-310	366	33	in	in	ADP
edu-310	366	34	demand	demand	NOUN
edu-310	366	35	(	(	PUNCT
edu-310	366	36	c	c	NOUN
edu-310	366	37	)	)	PUNCT
edu-310	366	38	increase	increase	NOUN
edu-310	366	39	in	in	ADP
edu-310	366	40	quantity	quantity	NOUN
edu-310	366	41	demanded	demand	VERB
edu-310	366	42	(	(	PUNCT
edu-310	366	43	d	d	NOUN
edu-310	366	44	)	)	PUNCT
edu-310	366	45	decrease	decrease	NOUN
edu-310	366	46	in	in	ADP
edu-310	366	47	quantity	quantity	NOUN
edu-310	366	48	demanded	demand	VERB
edu-310	366	49	11	11	NUM
edu-310	366	50	if	if	SCONJ
edu-310	366	51	the	the	DET
edu-310	366	52	price	price	NOUN
edu-310	366	53	of	of	ADP
edu-310	366	54	a	a	DET
edu-310	366	55	litre	litre	NOUN
edu-310	366	56	of	of	ADP
edu-310	366	57	fuel	fuel	NOUN
edu-310	366	58	was	be	AUX
edu-310	366	59	n50	n50	NOUN
edu-310	366	60	in	in	ADP
edu-310	366	61	2016	2016	NUM
edu-310	366	62	but	but	CCONJ
edu-310	366	63	rose	rise	VERB
edu-310	366	64	to	to	ADP
edu-310	366	65	n80	n80	NOUN
edu-310	366	66	in	in	ADP
edu-310	366	67	2017	2017	NUM
edu-310	366	68	,	,	PUNCT
edu-310	366	69	the	the	DET
edu-310	366	70	index	index	NOUN
edu-310	366	71	number	number	NOUN
edu-310	366	72	will	will	AUX
edu-310	366	73	be	be	AUX
edu-310	366	74	(	(	PUNCT
edu-310	366	75	a	a	X
edu-310	366	76	)	)	PUNCT
edu-310	366	77	150	150	NUM
edu-310	366	78	(	(	PUNCT
edu-310	366	79	b	b	NOUN
edu-310	366	80	)	)	PUNCT
edu-310	366	81	140	140	NUM
edu-310	366	82	(	(	PUNCT
edu-310	366	83	c	c	NOUN
edu-310	366	84	)	)	PUNCT
edu-310	366	85	160	160	NUM
edu-310	366	86	(	(	PUNCT
edu-310	366	87	d	d	NOUN
edu-310	366	88	)	)	PUNCT
edu-310	366	89	175	175	NUM
edu-310	366	90	12	12	NUM
edu-310	366	91	the	the	DET
edu-310	366	92	answer	answer	NOUN
edu-310	366	93	above	above	ADV
edu-310	366	94	justifies	justify	VERB
edu-310	366	95	that	that	SCONJ
edu-310	366	96	the	the	DET
edu-310	366	97	value	value	NOUN
edu-310	366	98	of	of	ADP
edu-310	366	99	money	money	NOUN
edu-310	366	100	(	(	PUNCT
edu-310	366	101	a)fell	a)fell	ADV
edu-310	366	102	by	by	ADP
edu-310	366	103	62.5	62.5	NUM
edu-310	366	104	%	%	NOUN
edu-310	366	105	(	(	PUNCT
edu-310	366	106	b	b	NOUN
edu-310	366	107	)	)	PUNCT
edu-310	366	108	fell	fall	VERB
edu-310	366	109	by	by	ADP
edu-310	366	110	61.5	61.5	NUM
edu-310	366	111	%	%	NOUN
edu-310	366	112	(	(	PUNCT
edu-310	366	113	c)rise	c)rise	NOUN
edu-310	366	114	by	by	ADP
edu-310	366	115	62.5	62.5	NUM
edu-310	366	116	%	%	NOUN
edu-310	366	117	(	(	PUNCT
edu-310	366	118	d	d	NOUN
edu-310	366	119	)	)	PUNCT
edu-310	366	120	rise	rise	NOUN
edu-310	366	121	by	by	ADP
edu-310	366	122	61.5	61.5	NUM
edu-310	366	123	%	%	NOUN
edu-310	366	124	use	use	NOUN
edu-310	366	125	the	the	DET
edu-310	366	126	table	table	NOUN
edu-310	366	127	below	below	ADV
edu-310	366	128	to	to	PART
edu-310	366	129	answer	answer	VERB
edu-310	366	130	questions	question	NOUN
edu-310	366	131	14	14	NUM
edu-310	366	132	and	and	CCONJ
edu-310	366	133	15	15	NUM
edu-310	366	134	.	.	PUNCT
edu-310	367	1	output	output	NOUN
edu-310	367	2	of	of	ADP
edu-310	367	3	rice	rice	NOUN
edu-310	367	4	(	(	PUNCT
edu-310	367	5	kg	kg	NOUN
edu-310	367	6	)	)	PUNCT
edu-310	367	7	total	total	ADJ
edu-310	367	8	revenue	revenue	NOUN
edu-310	367	9	n	n	CCONJ
edu-310	367	10	marginal	marginal	ADJ
edu-310	367	11	revenue	revenue	NOUN
edu-310	367	12	n	n	PRON
edu-310	367	13	total	total	ADJ
edu-310	367	14	cost	cost	NOUN
edu-310	367	15	n	n	CCONJ
edu-310	367	16	marginal	marginal	ADJ
edu-310	367	17	cost	cost	NOUN
edu-310	367	18	n	n	PROPN
edu-310	367	19	10	10	NUM
edu-310	367	20	150	150	NUM
edu-310	367	21	250	250	NUM
edu-310	367	22	20	20	NUM
edu-310	367	23	200	200	NUM
edu-310	367	24	5	5	NUM
edu-310	367	25	300	300	NUM
edu-310	367	26	5	5	NUM
edu-310	367	27	30	30	NUM
edu-310	367	28	350	350	NUM
edu-310	367	29	15	15	NUM
edu-310	367	30	430	430	NUM
edu-310	367	31	13	13	NUM
edu-310	367	32	40	40	NUM
edu-310	367	33	450	450	NUM
edu-310	367	34	f	f	NOUN
edu-310	367	35	500	500	NUM
edu-310	367	36	7	7	NUM
edu-310	367	37	50	50	NUM
edu-310	367	38	550	550	NUM
edu-310	367	39	10	10	NUM
edu-310	367	40	550	550	NUM
edu-310	367	41	m	m	NOUN
edu-310	367	42	60	60	NUM
edu-310	367	43	600	600	NUM
edu-310	367	44	5	5	NUM
edu-310	367	45	580	580	NUM
edu-310	367	46	3	3	NUM
edu-310	367	47	70	70	NUM
edu-310	367	48	630	630	NUM
edu-310	367	49	x	x	SYM
edu-310	367	50	700	700	NUM
edu-310	367	51	12	12	NUM
edu-310	367	52	13	13	NUM
edu-310	367	53	find	find	VERB
edu-310	367	54	the	the	DET
edu-310	367	55	values	value	NOUN
edu-310	367	56	of	of	ADP
edu-310	367	57	x	x	X
edu-310	367	58	and	and	CCONJ
edu-310	367	59	m	m	PROPN
edu-310	367	60	(	(	PUNCT
edu-310	367	61	a)5	a)5	PROPN
edu-310	367	62	and	and	CCONJ
edu-310	367	63	5	5	NUM
edu-310	367	64	(	(	PUNCT
edu-310	367	65	b	b	NOUN
edu-310	367	66	)	)	PUNCT
edu-310	367	67	7	7	NUM
edu-310	367	68	and	and	CCONJ
edu-310	367	69	3	3	NUM
edu-310	367	70	(	(	PUNCT
edu-310	367	71	c	c	NOUN
edu-310	367	72	)	)	PUNCT
edu-310	367	73	10	10	NUM
edu-310	367	74	and	and	CCONJ
edu-310	367	75	5	5	NUM
edu-310	367	76	(	(	PUNCT
edu-310	367	77	d	d	NOUN
edu-310	367	78	)	)	PUNCT
edu-310	367	79	3	3	NUM
edu-310	367	80	and	and	CCONJ
edu-310	367	81	5	5	NUM
edu-310	367	82	14	14	NUM
edu-310	367	83	what	what	PRON
edu-310	367	84	will	will	AUX
edu-310	367	85	be	be	AUX
edu-310	367	86	the	the	DET
edu-310	367	87	profit	profit	NOUN
edu-310	367	88	maximising	maximise	VERB
edu-310	367	89	output	output	NOUN
edu-310	367	90	of	of	ADP
edu-310	367	91	this	this	DET
edu-310	367	92	firm	firm	NOUN
edu-310	367	93	?	?	PUNCT
edu-310	368	1	(	(	PUNCT
edu-310	368	2	a	a	X
edu-310	368	3	)	)	PUNCT
edu-310	368	4	10	10	NUM
edu-310	368	5	(	(	PUNCT
edu-310	368	6	b	b	NOUN
edu-310	368	7	)	)	PUNCT
edu-310	368	8	30	30	NUM
edu-310	368	9	(	(	PUNCT
edu-310	368	10	c	c	NOUN
edu-310	368	11	)	)	PUNCT
edu-310	368	12	50	50	NUM
edu-310	368	13	(	(	PUNCT
edu-310	368	14	d	d	NOUN
edu-310	368	15	)	)	PUNCT
edu-310	368	16	70	70	NUM
edu-310	368	17	a	a	DET
edu-310	368	18	country	country	NOUN
edu-310	368	19	produced	produce	VERB
edu-310	368	20	12	12	NUM
edu-310	368	21	tons	ton	NOUN
edu-310	368	22	of	of	ADP
edu-310	368	23	goods	good	NOUN
edu-310	368	24	at	at	ADP
edu-310	368	25	2005	2005	NUM
edu-310	368	26	market	market	NOUN
edu-310	368	27	price	price	NOUN
edu-310	368	28	and	and	CCONJ
edu-310	368	29	in	in	ADP
edu-310	368	30	2010	2010	NUM
edu-310	368	31	the	the	DET
edu-310	368	32	country	country	NOUN
edu-310	368	33	’s	’s	PART
edu-310	368	34	output	output	NOUN
edu-310	368	35	remains	remain	VERB
edu-310	368	36	12tons	12ton	NOUN
edu-310	368	37	,	,	PUNCT
edu-310	368	38	assuming	assume	VERB
edu-310	368	39	the	the	DET
edu-310	368	40	price	price	NOUN
edu-310	368	41	rose	rise	VERB
edu-310	368	42	by	by	ADP
edu-310	368	43	50	50	NUM
edu-310	368	44	%	%	NOUN
edu-310	368	45	in	in	ADP
edu-310	368	46	2010	2010	NUM
edu-310	368	47	.	.	PUNCT
edu-310	369	1	using	use	VERB
edu-310	369	2	2005	2005	NUM
edu-310	369	3	as	as	ADP
edu-310	369	4	the	the	DET
edu-310	369	5	base	base	NOUN
edu-310	369	6	year	year	NOUN
edu-310	369	7	,	,	PUNCT
edu-310	369	8	15	15	NUM
edu-310	369	9	calculate	calculate	VERB
edu-310	369	10	the	the	DET
edu-310	369	11	price	price	NOUN
edu-310	369	12	index	index	NOUN
edu-310	369	13	for	for	ADP
edu-310	369	14	2010	2010	NUM
edu-310	369	15	(	(	PUNCT
edu-310	369	16	a	a	X
edu-310	369	17	)	)	PUNCT
edu-310	369	18	150	150	NUM
edu-310	369	19	(	(	PUNCT
edu-310	369	20	b)100(c	b)100(c	PROPN
edu-310	369	21	)	)	PUNCT
edu-310	369	22	120(d	120(d	NUM
edu-310	369	23	)	)	PUNCT
edu-310	369	24	200	200	NUM
edu-310	369	25	16	16	NUM
edu-310	369	26	calculate	calculate	VERB
edu-310	369	27	the	the	DET
edu-310	369	28	norminal	norminal	ADJ
edu-310	369	29	value	value	NOUN
edu-310	369	30	of	of	ADP
edu-310	369	31	the	the	DET
edu-310	369	32	output	output	NOUN
edu-310	369	33	in	in	ADP
edu-310	369	34	2005	2005	NUM
edu-310	369	35	and	and	CCONJ
edu-310	369	36	2010	2010	NUM
edu-310	369	37	(	(	PUNCT
edu-310	369	38	a	a	NOUN
edu-310	369	39	)	)	PUNCT
edu-310	369	40	n1200	n1200	PROPN
edu-310	369	41	and	and	CCONJ
edu-310	369	42	n1500	n1500	PROPN
edu-310	369	43	(	(	PUNCT
edu-310	369	44	b	b	NOUN
edu-310	369	45	)	)	PUNCT
edu-310	369	46	n1200	n1200	PROPN
edu-310	369	47	and	and	CCONJ
edu-310	369	48	n1200	n1200	PROPN
edu-310	369	49	(	(	PUNCT
edu-310	369	50	c	c	NOUN
edu-310	369	51	)	)	PUNCT
edu-310	369	52	n1000	n1000	PROPN
edu-310	369	53	and	and	CCONJ
edu-310	369	54	n1200	n1200	PRON
edu-310	369	55	(	(	PUNCT
edu-310	369	56	d	d	NOUN
edu-310	369	57	)	)	PUNCT
edu-310	369	58	n1000	n1000	NUM
edu-310	369	59	and	and	CCONJ
edu-310	369	60	n1500	n1500	NUM
edu-310	369	61	17	17	NUM
edu-310	369	62	derive	derive	VERB
edu-310	369	63	the	the	DET
edu-310	369	64	real	real	ADJ
edu-310	369	65	value	value	NOUN
edu-310	369	66	of	of	ADP
edu-310	369	67	the	the	DET
edu-310	369	68	output	output	NOUN
edu-310	369	69	in	in	ADP
edu-310	369	70	2010	2010	NUM
edu-310	369	71	(	(	PUNCT
edu-310	369	72	a)n1800	a)n1800	PROPN
edu-310	369	73	(	(	PUNCT
edu-310	369	74	b	b	NOUN
edu-310	369	75	)	)	PUNCT
edu-310	369	76	n1200	n1200	PROPN
edu-310	369	77	(	(	PUNCT
edu-310	369	78	c	c	X
edu-310	369	79	)	)	PUNCT
edu-310	369	80	n1000	n1000	NOUN
edu-310	369	81	(	(	PUNCT
edu-310	369	82	d	d	X
edu-310	369	83	)	)	PUNCT
edu-310	369	84	n1500	n1500	PROPN
edu-310	369	85	if	if	SCONJ
edu-310	369	86	the	the	DET
edu-310	369	87	weekly	weekly	ADJ
edu-310	369	88	income	income	NOUN
edu-310	369	89	of	of	ADP
edu-310	369	90	a	a	DET
edu-310	369	91	consumer	consumer	NOUN
edu-310	369	92	increased	increase	VERB
edu-310	369	93	from	from	ADP
edu-310	369	94	n15	n15	PROPN
edu-310	369	95	to	to	ADP
edu-310	369	96	n20	n20	NOUN
edu-310	369	97	,	,	PUNCT
edu-310	369	98	and	and	CCONJ
edu-310	369	99	quantity	quantity	NOUN
edu-310	369	100	of	of	ADP
edu-310	369	101	goods	good	NOUN
edu-310	369	102	bought	buy	VERB
edu-310	369	103	per	per	ADP
edu-310	369	104	week	week	NOUN
edu-310	369	105	increased	increase	VERB
edu-310	369	106	from	from	ADP
edu-310	369	107	10	10	NUM
edu-310	369	108	to	to	PART
edu-310	369	109	15	15	NUM
edu-310	369	110	.	.	NOUN
edu-310	369	111	18	18	NUM
edu-310	369	112	the	the	DET
edu-310	369	113	income	income	NOUN
edu-310	369	114	elasticity	elasticity	NOUN
edu-310	369	115	of	of	ADP
edu-310	369	116	demand	demand	NOUN
edu-310	369	117	for	for	ADP
edu-310	369	118	this	this	DET
edu-310	369	119	consumer	consumer	NOUN
edu-310	369	120	is	be	AUX
edu-310	369	121	_	_	NOUN
edu-310	369	122	_	_	PUNCT
edu-310	370	1	_	_	PUNCT
edu-310	371	1	_	_	PUNCT
edu-310	372	1	_	_	PUNCT
edu-310	373	1	_	_	PUNCT
edu-310	374	1	_	_	PUNCT
edu-310	375	1	_	_	PUNCT
edu-310	376	1	demand	demand	NOUN
edu-310	376	2	.	.	PUNCT
edu-310	377	1	(	(	PUNCT
edu-310	377	2	a	a	X
edu-310	377	3	)	)	PUNCT
edu-310	377	4	inelastic	inelastic	ADJ
edu-310	377	5	(	(	PUNCT
edu-310	377	6	b	b	NOUN
edu-310	377	7	)	)	PUNCT
edu-310	377	8	elastic	elastic	ADJ
edu-310	377	9	(	(	PUNCT
edu-310	377	10	c	c	NOUN
edu-310	377	11	)	)	PUNCT
edu-310	377	12	unitary	unitary	ADJ
edu-310	377	13	elastic	elastic	ADJ
edu-310	377	14	(	(	PUNCT
edu-310	377	15	d	d	NOUN
edu-310	377	16	)	)	PUNCT
edu-310	377	17	zero	zero	NUM
edu-310	377	18	elastic	elastic	NOUN
edu-310	377	19	if	if	SCONJ
edu-310	377	20	the	the	DET
edu-310	377	21	price	price	NOUN
edu-310	377	22	of	of	ADP
edu-310	377	23	commodity	commodity	NOUN
edu-310	377	24	y	y	PROPN
edu-310	377	25	increased	increase	VERB
edu-310	377	26	from	from	ADP
edu-310	377	27	30k	30k	NUM
edu-310	377	28	to	to	ADP
edu-310	377	29	35k	35k	NOUN
edu-310	377	30	per	per	ADP
edu-310	377	31	unit	unit	NOUN
edu-310	377	32	and	and	CCONJ
edu-310	377	33	the	the	DET
edu-310	377	34	quantity	quantity	NOUN
edu-310	377	35	of	of	ADP
edu-310	377	36	another	another	DET
edu-310	377	37	commodity	commodity	NOUN
edu-310	377	38	x	x	PRON
edu-310	377	39	bought	bought	AUX
edu-310	377	40	increased	increase	VERB
edu-310	377	41	from	from	ADP
edu-310	377	42	120	120	NUM
edu-310	377	43	to	to	PART
edu-310	377	44	150	150	NUM
edu-310	377	45	.	.	PUNCT
edu-310	378	1	19	19	NUM
edu-310	379	1	the	the	DET
edu-310	379	2	demand	demand	NOUN
edu-310	379	3	for	for	ADP
edu-310	379	4	commodity	commodity	NOUN
edu-310	379	5	x	x	PUNCT
edu-310	379	6	is	be	AUX
edu-310	379	7	_	_	NOUN
edu-310	379	8	_	_	PUNCT
edu-310	380	1	_	_	PUNCT
edu-310	381	1	_	_	PUNCT
edu-310	382	1	_	_	PUNCT
edu-310	383	1	_	_	PUNCT
edu-310	384	1	_	_	PUNCT
edu-310	385	1	_	_	PUNCT
edu-310	386	1	_	_	PUNCT
edu-310	387	1	_	_	PUNCT
edu-310	388	1	_	_	PUNCT
edu-310	388	2	demand	demand	NOUN
edu-310	388	3	.	.	PUNCT
edu-310	389	1	asian	asian	ADJ
edu-310	389	2	journal	journal	PROPN
edu-310	389	3	of	of	ADP
edu-310	389	4	education	education	NOUN
edu-310	389	5	and	and	CCONJ
edu-310	389	6	training	training	NOUN
edu-310	389	7	,	,	PUNCT
edu-310	389	8	2018	2018	NUM
edu-310	389	9	,	,	PUNCT
edu-310	389	10	4(1	4(1	NOUN
edu-310	389	11	):	):	PUNCT
edu-310	389	12	18	18	NUM
edu-310	389	13	-	-	SYM
edu-310	389	14	28	28	NUM
edu-310	389	15	28	28	NUM
edu-310	389	16	(	(	PUNCT
edu-310	389	17	a	a	NOUN
edu-310	389	18	)	)	PUNCT
edu-310	389	19	elastic	elastic	ADJ
edu-310	389	20	(	(	PUNCT
edu-310	389	21	b	b	NOUN
edu-310	389	22	)	)	PUNCT
edu-310	389	23	inelastic	inelastic	ADJ
edu-310	389	24	(	(	PUNCT
edu-310	389	25	c	c	NOUN
edu-310	389	26	)	)	PUNCT
edu-310	389	27	unitary	unitary	ADJ
edu-310	389	28	elastic	elastic	ADJ
edu-310	389	29	(	(	PUNCT
edu-310	389	30	d	d	NOUN
edu-310	389	31	)	)	PUNCT
edu-310	389	32	fairly	fairly	ADV
edu-310	389	33	inelastic	inelastic	ADJ
edu-310	389	34	use	use	NOUN
edu-310	389	35	the	the	DET
edu-310	389	36	table	table	NOUN
edu-310	389	37	below	below	ADV
edu-310	389	38	to	to	PART
edu-310	389	39	answer	answer	VERB
edu-310	389	40	question	question	NOUN
edu-310	389	41	29	29	NUM
edu-310	389	42	and	and	CCONJ
edu-310	389	43	30	30	NUM
edu-310	389	44	item	item	NOUN
edu-310	389	45	n	n	NOUN
edu-310	389	46	million	million	NUM
edu-310	389	47	final	final	ADJ
edu-310	389	48	consumption	consumption	NOUN
edu-310	389	49	expenditure	expenditure	NOUN
edu-310	389	50	500	500	NUM
edu-310	389	51	gross	gross	ADJ
edu-310	389	52	private	private	ADJ
edu-310	389	53	investment	investment	NOUN
edu-310	389	54	150	150	NUM
edu-310	389	55	government	government	NOUN
edu-310	389	56	purchases	purchase	VERB
edu-310	389	57	300	300	NUM
edu-310	389	58	depreciation	depreciation	NOUN
edu-310	389	59	25	25	NUM
edu-310	389	60	net	net	ADJ
edu-310	389	61	factor	factor	NOUN
edu-310	389	62	income	income	NOUN
edu-310	389	63	-10	-10	PUNCT
edu-310	389	64	20	20	NUM
edu-310	389	65	the	the	DET
edu-310	389	66	net	net	ADJ
edu-310	389	67	capital	capital	NOUN
edu-310	389	68	formation	formation	NOUN
edu-310	389	69	is	be	AUX
edu-310	389	70	(	(	PUNCT
edu-310	389	71	a	a	X
edu-310	389	72	)	)	PUNCT
edu-310	390	1	n115	n115	NUM
edu-310	390	2	m	m	PROPN
edu-310	390	3	(	(	PUNCT
edu-310	390	4	b	b	NOUN
edu-310	390	5	)	)	PUNCT
edu-310	390	6	n125	n125	PROPN
edu-310	390	7	m	m	PROPN
edu-310	390	8	(	(	PUNCT
edu-310	390	9	c	c	NOUN
edu-310	390	10	)	)	PUNCT
edu-310	390	11	n915	n915	NUM
edu-310	390	12	m	m	PROPN
edu-310	390	13	(	(	PUNCT
edu-310	390	14	d	d	NOUN
edu-310	390	15	)	)	PUNCT
edu-310	390	16	n925	n925	PROPN
edu-310	390	17	m	m	NOUN
edu-310	390	18	appendix	appendix	NOUN
edu-310	390	19	b	b	NOUN
edu-310	390	20	test	test	NOUN
edu-310	390	21	of	of	ADP
edu-310	390	22	achievement	achievement	NOUN
edu-310	390	23	in	in	ADP
edu-310	390	24	quantitative	quantitative	ADJ
edu-310	390	25	economic	economic	ADJ
edu-310	390	26	(	(	PUNCT
edu-310	390	27	taqe	taqe	NOUN
edu-310	390	28	)	)	PUNCT
edu-310	390	29	answer	answer	NOUN
edu-310	390	30	(	(	PUNCT
edu-310	390	31	key	key	NOUN
edu-310	390	32	)	)	PUNCT
edu-310	390	33	for	for	ADP
edu-310	390	34	twenty	twenty	NUM
edu-310	390	35	(	(	PUNCT
edu-310	390	36	20	20	NUM
edu-310	390	37	)	)	PUNCT
edu-310	390	38	multiple	multiple	ADJ
edu-310	390	39	choice	choice	NOUN
edu-310	390	40	test	test	NOUN
edu-310	390	41	items	item	NOUN
edu-310	390	42	item	item	VERB
edu-310	390	43	key	key	ADJ
edu-310	390	44	item	item	NOUN
edu-310	390	45	key	key	ADJ
edu-310	390	46	new	new	ADJ
edu-310	390	47	old	old	ADJ
edu-310	390	48	new	new	ADJ
edu-310	390	49	old	old	ADJ
edu-310	390	50	1	1	NUM
edu-310	390	51	1	1	NUM
edu-310	390	52	d	d	SYM
edu-310	390	53	11	11	NUM
edu-310	390	54	19	19	NUM
edu-310	390	55	c	c	NOUN
edu-310	390	56	2	2	NUM
edu-310	390	57	3	3	NUM
edu-310	390	58	a	a	DET
edu-310	390	59	12	12	NUM
edu-310	390	60	20	20	NUM
edu-310	390	61	a	a	DET
edu-310	390	62	3	3	NUM
edu-310	390	63	4	4	NUM
edu-310	390	64	a	a	DET
edu-310	390	65	13	13	NUM
edu-310	390	66	21	21	NUM
edu-310	390	67	d	d	SYM
edu-310	390	68	4	4	NUM
edu-310	390	69	5	5	NUM
edu-310	390	70	d	d	SYM
edu-310	390	71	14	14	NUM
edu-310	390	72	22	22	NUM
edu-310	390	73	c	c	NOUN
edu-310	390	74	5	5	NUM
edu-310	390	75	12	12	NUM
edu-310	390	76	b	b	SYM
edu-310	390	77	15	15	NUM
edu-310	390	78	25	25	NUM
edu-310	390	79	a	a	DET
edu-310	390	80	6	6	NUM
edu-310	390	81	13	13	NUM
edu-310	390	82	b	b	NOUN
edu-310	390	83	16	16	NUM
edu-310	390	84	26	26	NUM
edu-310	390	85	a	a	DET
edu-310	390	86	7	7	NUM
edu-310	390	87	14	14	NUM
edu-310	390	88	c	c	NOUN
edu-310	390	89	17	17	NUM
edu-310	390	90	27	27	NUM
edu-310	390	91	b	b	NOUN
edu-310	390	92	8	8	NUM
edu-310	390	93	16	16	NUM
edu-310	390	94	c	c	NOUN
edu-310	390	95	18	18	NUM
edu-310	390	96	28	28	NUM
edu-310	390	97	b	b	NOUN
edu-310	390	98	9	9	NUM
edu-310	390	99	17	17	NUM
edu-310	390	100	d	d	SYM
edu-310	390	101	19	19	NUM
edu-310	390	102	29	29	NUM
edu-310	390	103	a	a	DET
edu-310	390	104	10	10	NUM
edu-310	390	105	18	18	NUM
edu-310	390	106	a	a	DET
edu-310	390	107	20	20	NUM
edu-310	390	108	30	30	NUM
edu-310	390	109	c	c	NOUN
edu-310	390	110	asian	asian	PROPN
edu-310	390	111	online	online	PROPN
edu-310	390	112	journal	journal	PROPN
edu-310	390	113	publishing	publishing	NOUN
edu-310	390	114	group	group	NOUN
edu-310	390	115	is	be	AUX
edu-310	390	116	not	not	PART
edu-310	390	117	responsible	responsible	ADJ
edu-310	390	118	or	or	CCONJ
edu-310	390	119	answerable	answerable	ADJ
edu-310	390	120	for	for	ADP
edu-310	390	121	any	any	DET
edu-310	390	122	loss	loss	NOUN
edu-310	390	123	,	,	PUNCT
edu-310	390	124	damage	damage	NOUN
edu-310	390	125	or	or	CCONJ
edu-310	390	126	liability	liability	NOUN
edu-310	390	127	,	,	PUNCT
edu-310	390	128	etc	etc	X
edu-310	390	129	.	.	X
edu-310	390	130	caused	cause	VERB
edu-310	390	131	in	in	ADP
edu-310	390	132	relation	relation	NOUN
edu-310	390	133	to	to	PART
edu-310	390	134	/	/	PUNCT
edu-310	390	135	arising	arise	VERB
edu-310	390	136	out	out	ADP
edu-310	390	137	of	of	ADP
edu-310	390	138	the	the	DET
edu-310	390	139	use	use	NOUN
edu-310	390	140	of	of	ADP
edu-310	390	141	the	the	DET
edu-310	390	142	content	content	NOUN
edu-310	390	143	.	.	PUNCT
edu-310	391	1	any	any	DET
edu-310	391	2	queries	query	NOUN
edu-310	391	3	should	should	AUX
edu-310	391	4	be	be	AUX
edu-310	391	5	directed	direct	VERB
edu-310	391	6	to	to	ADP
edu-310	391	7	the	the	DET
edu-310	391	8	corresponding	corresponding	ADJ
edu-310	391	9	author	author	NOUN
edu-310	391	10	of	of	ADP
edu-310	391	11	the	the	DET
edu-310	391	12	article	article	NOUN
edu-310	391	13	.	.	PUNCT