id	sid	tid	token	lemma	pos
ger-67	1	1	efficiency	efficiency	NOUN
ger-67	1	2	of	of	ADP
ger-67	1	3	oic	oic	PROPN
ger-67	1	4	secondary	secondary	ADJ
ger-67	1	5	education	education	NOUN
ger-67	1	6	53	53	NUM
ger-67	1	7	global	global	ADJ
ger-67	1	8	education	education	NOUN
ger-67	1	9	review	review	NOUN
ger-67	1	10	is	be	AUX
ger-67	1	11	a	a	DET
ger-67	1	12	publication	publication	NOUN
ger-67	1	13	of	of	ADP
ger-67	1	14	the	the	DET
ger-67	1	15	school	school	NOUN
ger-67	1	16	of	of	ADP
ger-67	1	17	education	education	NOUN
ger-67	1	18	at	at	ADP
ger-67	1	19	mercy	mercy	NOUN
ger-67	1	20	college	college	NOUN
ger-67	1	21	,	,	PUNCT
ger-67	1	22	new	new	PROPN
ger-67	1	23	york	york	PROPN
ger-67	1	24	.	.	PUNCT
ger-67	2	1	this	this	PRON
ger-67	2	2	is	be	AUX
ger-67	2	3	an	an	DET
ger-67	2	4	open	open	ADJ
ger-67	2	5	access	access	NOUN
ger-67	2	6	article	article	NOUN
ger-67	2	7	distributed	distribute	VERB
ger-67	2	8	under	under	ADP
ger-67	2	9	the	the	DET
ger-67	2	10	terms	term	NOUN
ger-67	2	11	of	of	ADP
ger-67	2	12	the	the	DET
ger-67	2	13	creative	creative	ADJ
ger-67	2	14	commons	common	NOUN
ger-67	2	15	attribution	attribution	NOUN
ger-67	2	16	-	-	PUNCT
ger-67	2	17	noncommercial	noncommercial	ADJ
ger-67	2	18	3.0	3.0	NUM
ger-67	2	19	unported	unported	ADJ
ger-67	2	20	license	license	NOUN
ger-67	2	21	,	,	PUNCT
ger-67	2	22	permitting	permit	VERB
ger-67	2	23	all	all	DET
ger-67	2	24	non	non	ADJ
ger-67	2	25	-	-	ADJ
ger-67	2	26	commercial	commercial	ADJ
ger-67	2	27	use	use	NOUN
ger-67	2	28	,	,	PUNCT
ger-67	2	29	distribution	distribution	NOUN
ger-67	2	30	,	,	PUNCT
ger-67	2	31	and	and	CCONJ
ger-67	2	32	reproduction	reproduction	NOUN
ger-67	2	33	in	in	ADP
ger-67	2	34	any	any	DET
ger-67	2	35	medium	medium	NOUN
ger-67	2	36	,	,	PUNCT
ger-67	2	37	provided	provide	VERB
ger-67	2	38	the	the	DET
ger-67	2	39	original	original	ADJ
ger-67	2	40	work	work	NOUN
ger-67	2	41	is	be	AUX
ger-67	2	42	properly	properly	ADV
ger-67	2	43	cited	cite	VERB
ger-67	2	44	.	.	PUNCT
ger-67	3	1	citation	citation	NOUN
ger-67	3	2	:	:	PUNCT
ger-67	4	1	mohd	mohd	PROPN
ger-67	4	2	arshad	arshad	PROPN
ger-67	4	3	,	,	PUNCT
ger-67	4	4	mohd	mohd	PROPN
ger-67	4	5	nahar	nahar	PROPN
ger-67	4	6	(	(	PUNCT
ger-67	4	7	2014	2014	NUM
ger-67	4	8	)	)	PUNCT
ger-67	4	9	.	.	PUNCT
ger-67	5	1	efficiency	efficiency	NOUN
ger-67	5	2	of	of	ADP
ger-67	5	3	secondary	secondary	ADJ
ger-67	5	4	education	education	NOUN
ger-67	5	5	in	in	ADP
ger-67	5	6	selected	select	VERB
ger-67	5	7	oic	oic	PROPN
ger-67	5	8	countries	country	NOUN
ger-67	5	9	.	.	PUNCT
ger-67	6	1	global	global	ADJ
ger-67	6	2	education	education	PROPN
ger-67	6	3	review	review	NOUN
ger-67	6	4	,	,	PUNCT
ger-67	6	5	1	1	NUM
ger-67	6	6	(	(	PUNCT
ger-67	6	7	4	4	NUM
ger-67	6	8	)	)	PUNCT
ger-67	6	9	.	.	PUNCT
ger-67	7	1	53	53	NUM
ger-67	7	2	-	-	SYM
ger-67	7	3	75	75	NUM
ger-67	7	4	.	.	PUNCT
ger-67	8	1	efficiency	efficiency	NOUN
ger-67	8	2	of	of	ADP
ger-67	8	3	secondary	secondary	ADJ
ger-67	8	4	education	education	NOUN
ger-67	8	5	in	in	ADP
ger-67	8	6	selected	select	VERB
ger-67	8	7	oic	oic	PROPN
ger-67	8	8	countries	country	NOUN
ger-67	8	9	mohd	mohd	PROPN
ger-67	8	10	nahar	nahar	PROPN
ger-67	8	11	mohd	mohd	PROPN
ger-67	8	12	arshad	arshad	PROPN
ger-67	8	13	international	international	PROPN
ger-67	8	14	islamic	islamic	PROPN
ger-67	8	15	university	university	PROPN
ger-67	8	16	malaysia	malaysia	PROPN
ger-67	8	17	abstract	abstract	NOUN
ger-67	8	18	the	the	DET
ger-67	8	19	purpose	purpose	NOUN
ger-67	8	20	of	of	ADP
ger-67	8	21	this	this	DET
ger-67	8	22	study	study	NOUN
ger-67	8	23	is	be	AUX
ger-67	8	24	to	to	PART
ger-67	8	25	investigate	investigate	VERB
ger-67	8	26	the	the	DET
ger-67	8	27	level	level	NOUN
ger-67	8	28	of	of	ADP
ger-67	8	29	technical	technical	ADJ
ger-67	8	30	efficiency	efficiency	NOUN
ger-67	8	31	of	of	ADP
ger-67	8	32	secondary	secondary	ADJ
ger-67	8	33	education	education	NOUN
ger-67	8	34	in	in	ADP
ger-67	8	35	16	16	NUM
ger-67	8	36	selected	select	VERB
ger-67	8	37	organisation	organisation	NOUN
ger-67	8	38	of	of	ADP
ger-67	8	39	islamic	islamic	PROPN
ger-67	8	40	conference	conference	PROPN
ger-67	8	41	(	(	PUNCT
ger-67	8	42	oic	oic	PROPN
ger-67	8	43	)	)	PUNCT
ger-67	8	44	countries	country	NOUN
ger-67	8	45	(	(	PUNCT
ger-67	8	46	including	include	VERB
ger-67	8	47	west	west	PROPN
ger-67	8	48	bank	bank	PROPN
ger-67	8	49	and	and	CCONJ
ger-67	8	50	gaza	gaza	PROPN
ger-67	8	51	)	)	PUNCT
ger-67	8	52	.	.	PUNCT
ger-67	9	1	educational	educational	ADJ
ger-67	9	2	efficiency	efficiency	NOUN
ger-67	9	3	has	have	AUX
ger-67	9	4	become	become	VERB
ger-67	9	5	an	an	DET
ger-67	9	6	important	important	ADJ
ger-67	9	7	issue	issue	NOUN
ger-67	9	8	given	give	VERB
ger-67	9	9	many	many	ADJ
ger-67	9	10	countries	country	NOUN
ger-67	9	11	’	'	PUNCT
ger-67	9	12	pressing	press	VERB
ger-67	9	13	levels	level	NOUN
ger-67	9	14	of	of	ADP
ger-67	9	15	public	public	ADJ
ger-67	9	16	deficit	deficit	NOUN
ger-67	9	17	and	and	CCONJ
ger-67	9	18	debt	debt	NOUN
ger-67	9	19	.	.	PUNCT
ger-67	10	1	since	since	SCONJ
ger-67	10	2	the	the	DET
ger-67	10	3	educational	educational	ADJ
ger-67	10	4	sector	sector	NOUN
ger-67	10	5	always	always	ADV
ger-67	10	6	receives	receive	VERB
ger-67	10	7	high	high	ADJ
ger-67	10	8	priority	priority	NOUN
ger-67	10	9	in	in	ADP
ger-67	10	10	budget	budget	NOUN
ger-67	10	11	allocations	allocation	NOUN
ger-67	10	12	,	,	PUNCT
ger-67	10	13	an	an	DET
ger-67	10	14	evaluation	evaluation	NOUN
ger-67	10	15	of	of	ADP
ger-67	10	16	whether	whether	SCONJ
ger-67	10	17	the	the	DET
ger-67	10	18	allocations	allocation	NOUN
ger-67	10	19	made	make	VERB
ger-67	10	20	for	for	ADP
ger-67	10	21	education	education	NOUN
ger-67	10	22	have	have	AUX
ger-67	10	23	been	be	AUX
ger-67	10	24	technically	technically	ADV
ger-67	10	25	efficient	efficient	ADJ
ger-67	10	26	is	be	AUX
ger-67	10	27	important	important	ADJ
ger-67	10	28	.	.	PUNCT
ger-67	11	1	with	with	ADP
ger-67	11	2	budget	budget	NOUN
ger-67	11	3	constraints	constraint	NOUN
ger-67	11	4	and	and	CCONJ
ger-67	11	5	the	the	DET
ger-67	11	6	public	public	NOUN
ger-67	11	7	’s	’s	PART
ger-67	11	8	high	high	ADJ
ger-67	11	9	expectation	expectation	NOUN
ger-67	11	10	to	to	PART
ger-67	11	11	see	see	VERB
ger-67	11	12	a	a	DET
ger-67	11	13	continuous	continuous	ADJ
ger-67	11	14	improvement	improvement	NOUN
ger-67	11	15	in	in	ADP
ger-67	11	16	students	student	NOUN
ger-67	11	17	’	'	PUNCT
ger-67	11	18	academic	academic	ADJ
ger-67	11	19	achievement	achievement	NOUN
ger-67	11	20	,	,	PUNCT
ger-67	11	21	the	the	DET
ger-67	11	22	educational	educational	ADJ
ger-67	11	23	sector	sector	NOUN
ger-67	11	24	has	have	AUX
ger-67	11	25	been	be	AUX
ger-67	11	26	put	put	VERB
ger-67	11	27	under	under	ADP
ger-67	11	28	pressure	pressure	NOUN
ger-67	11	29	to	to	PART
ger-67	11	30	deliver	deliver	VERB
ger-67	11	31	.	.	PUNCT
ger-67	12	1	the	the	DET
ger-67	12	2	study	study	NOUN
ger-67	12	3	employs	employ	VERB
ger-67	12	4	timss	timss	PROPN
ger-67	12	5	2011	2011	NUM
ger-67	12	6	data	datum	NOUN
ger-67	12	7	,	,	PUNCT
ger-67	12	8	involving	involve	VERB
ger-67	12	9	40	40	NUM
ger-67	12	10	countries	country	NOUN
ger-67	12	11	.	.	PUNCT
ger-67	13	1	the	the	DET
ger-67	13	2	technique	technique	NOUN
ger-67	13	3	used	use	VERB
ger-67	13	4	to	to	PART
ger-67	13	5	calculate	calculate	VERB
ger-67	13	6	the	the	DET
ger-67	13	7	level	level	NOUN
ger-67	13	8	of	of	ADP
ger-67	13	9	technical	technical	ADJ
ger-67	13	10	efficiency	efficiency	NOUN
ger-67	13	11	is	be	AUX
ger-67	13	12	data	datum	NOUN
ger-67	13	13	envelopment	envelopment	ADJ
ger-67	13	14	analysis	analysis	NOUN
ger-67	13	15	(	(	PUNCT
ger-67	13	16	dea	dea	NOUN
ger-67	13	17	)	)	PUNCT
ger-67	13	18	.	.	PUNCT
ger-67	14	1	almost	almost	ADV
ger-67	14	2	all	all	PRON
ger-67	14	3	of	of	ADP
ger-67	14	4	the	the	DET
ger-67	14	5	16	16	NUM
ger-67	14	6	selected	select	VERB
ger-67	14	7	oic	oic	PROPN
ger-67	14	8	members	member	NOUN
ger-67	14	9	are	be	AUX
ger-67	14	10	technically	technically	ADV
ger-67	14	11	inefficient	inefficient	ADJ
ger-67	14	12	in	in	ADP
ger-67	14	13	utilising	utilise	VERB
ger-67	14	14	their	their	PRON
ger-67	14	15	educational	educational	ADJ
ger-67	14	16	resources	resource	NOUN
ger-67	14	17	to	to	PART
ger-67	14	18	achieve	achieve	VERB
ger-67	14	19	better	well	ADJ
ger-67	14	20	timss	timss	PROPN
ger-67	14	21	results	result	NOUN
ger-67	14	22	in	in	ADP
ger-67	14	23	comparison	comparison	NOUN
ger-67	14	24	with	with	ADP
ger-67	14	25	the	the	DET
ger-67	14	26	non	non	ADJ
ger-67	14	27	-	-	ADJ
ger-67	14	28	oic	oic	ADJ
ger-67	14	29	countries	country	NOUN
ger-67	14	30	.	.	PUNCT
ger-67	15	1	even	even	ADV
ger-67	15	2	after	after	ADP
ger-67	15	3	controlling	control	VERB
ger-67	15	4	for	for	ADP
ger-67	15	5	environmental	environmental	ADJ
ger-67	15	6	factors	factor	NOUN
ger-67	15	7	,	,	PUNCT
ger-67	15	8	secondary	secondary	ADJ
ger-67	15	9	education	education	NOUN
ger-67	15	10	in	in	ADP
ger-67	15	11	the	the	DET
ger-67	15	12	oic	oic	PROPN
ger-67	15	13	countries	country	NOUN
ger-67	15	14	remains	remain	VERB
ger-67	15	15	technically	technically	ADV
ger-67	15	16	inefficient	inefficient	ADJ
ger-67	15	17	.	.	PUNCT
ger-67	16	1	keywords	keyword	VERB
ger-67	16	2	technical	technical	ADJ
ger-67	16	3	efficiency	efficiency	NOUN
ger-67	16	4	,	,	PUNCT
ger-67	16	5	secondary	secondary	ADJ
ger-67	16	6	education	education	NOUN
ger-67	16	7	,	,	PUNCT
ger-67	16	8	oic	oic	PROPN
ger-67	16	9	countries	country	NOUN
ger-67	16	10	,	,	PUNCT
ger-67	16	11	data	data	VERB
ger-67	16	12	envelopment	envelopment	ADJ
ger-67	16	13	analysis	analysis	NOUN
ger-67	16	14	,	,	PUNCT
ger-67	16	15	timms	timms	ADJ
ger-67	16	16	introduction	introduction	NOUN
ger-67	16	17	the	the	DET
ger-67	16	18	purpose	purpose	NOUN
ger-67	16	19	of	of	ADP
ger-67	16	20	this	this	DET
ger-67	16	21	study	study	NOUN
ger-67	16	22	is	be	AUX
ger-67	16	23	to	to	PART
ger-67	16	24	investigate	investigate	VERB
ger-67	16	25	the	the	DET
ger-67	16	26	level	level	NOUN
ger-67	16	27	of	of	ADP
ger-67	16	28	technical	technical	ADJ
ger-67	16	29	efficiency	efficiency	NOUN
ger-67	16	30	of	of	ADP
ger-67	16	31	secondary	secondary	ADJ
ger-67	16	32	education	education	NOUN
ger-67	16	33	in	in	ADP
ger-67	16	34	the	the	DET
ger-67	16	35	organisation	organisation	NOUN
ger-67	16	36	of	of	ADP
ger-67	16	37	islamic	islamic	PROPN
ger-67	16	38	conference	conference	PROPN
ger-67	16	39	(	(	PUNCT
ger-67	16	40	oic	oic	PROPN
ger-67	16	41	)	)	PUNCT
ger-67	16	42	member	member	NOUN
ger-67	16	43	countries	country	NOUN
ger-67	16	44	in	in	ADP
ger-67	16	45	comparison	comparison	NOUN
ger-67	16	46	with	with	ADP
ger-67	16	47	other	other	ADJ
ger-67	16	48	countries	country	NOUN
ger-67	16	49	.	.	PUNCT
ger-67	17	1	educational	educational	ADJ
ger-67	17	2	efficiency	efficiency	NOUN
ger-67	17	3	has	have	AUX
ger-67	17	4	become	become	VERB
ger-67	17	5	an	an	DET
ger-67	17	6	important	important	ADJ
ger-67	17	7	issue	issue	NOUN
ger-67	17	8	given	give	VERB
ger-67	17	9	many	many	ADJ
ger-67	17	10	countries	country	NOUN
ger-67	17	11	’	'	PUNCT
ger-67	17	12	pressing	press	VERB
ger-67	17	13	levels	level	NOUN
ger-67	17	14	of	of	ADP
ger-67	17	15	public	public	ADJ
ger-67	17	16	deficit	deficit	NOUN
ger-67	17	17	and	and	CCONJ
ger-67	17	18	debt	debt	NOUN
ger-67	17	19	.	.	PUNCT
ger-67	18	1	since	since	SCONJ
ger-67	18	2	the	the	DET
ger-67	18	3	educational	educational	ADJ
ger-67	18	4	sector	sector	NOUN
ger-67	18	5	always	always	ADV
ger-67	18	6	receives	receive	VERB
ger-67	18	7	high	high	ADJ
ger-67	18	8	priority	priority	NOUN
ger-67	18	9	in	in	ADP
ger-67	18	10	budget	budget	NOUN
ger-67	18	11	allocations	allocation	NOUN
ger-67	18	12	,	,	PUNCT
ger-67	18	13	an	an	DET
ger-67	18	14	evaluation	evaluation	NOUN
ger-67	18	15	of	of	ADP
ger-67	18	16	whether	whether	SCONJ
ger-67	18	17	the	the	DET
ger-67	18	18	allocations	allocation	NOUN
ger-67	18	19	made	make	VERB
ger-67	18	20	for	for	ADP
ger-67	18	21	education	education	NOUN
ger-67	18	22	have	have	AUX
ger-67	18	23	been	be	AUX
ger-67	18	24	technically	technically	ADV
ger-67	18	25	efficient	efficient	ADJ
ger-67	18	26	is	be	AUX
ger-67	18	27	important	important	ADJ
ger-67	18	28	.	.	PUNCT
ger-67	19	1	with	with	ADP
ger-67	19	2	budget	budget	NOUN
ger-67	19	3	constraints	constraint	NOUN
ger-67	19	4	and	and	CCONJ
ger-67	19	5	the	the	DET
ger-67	19	6	public	public	NOUN
ger-67	19	7	’s	’s	PART
ger-67	19	8	high	high	ADJ
ger-67	19	9	expectations	expectation	NOUN
ger-67	19	10	to	to	PART
ger-67	19	11	see	see	VERB
ger-67	19	12	a	a	DET
ger-67	19	13	continuous	continuous	ADJ
ger-67	19	14	improvement	improvement	NOUN
ger-67	19	15	in	in	ADP
ger-67	19	16	students	student	NOUN
ger-67	19	17	’	'	PUNCT
ger-67	19	18	academic	academic	ADJ
ger-67	19	19	achievement	achievement	NOUN
ger-67	19	20	,	,	PUNCT
ger-67	19	21	governments	government	NOUN
ger-67	19	22	have	have	AUX
ger-67	19	23	been	be	AUX
ger-67	19	24	put	put	VERB
ger-67	19	25	under	under	ADP
ger-67	19	26	pressure	pressure	NOUN
ger-67	19	27	to	to	PART
ger-67	19	28	deliver	deliver	VERB
ger-67	19	29	higher	high	ADJ
ger-67	19	30	educational	educational	ADJ
ger-67	19	31	outcomes	outcome	NOUN
ger-67	19	32	.	.	PUNCT
ger-67	20	1	with	with	ADP
ger-67	20	2	cross	cross	ADJ
ger-67	20	3	-	-	ADJ
ger-67	20	4	country	country	ADJ
ger-67	20	5	data	datum	NOUN
ger-67	20	6	,	,	PUNCT
ger-67	20	7	the	the	DET
ger-67	20	8	level	level	NOUN
ger-67	20	9	of	of	ADP
ger-67	20	10	technical	technical	ADJ
ger-67	20	11	efficiency	efficiency	NOUN
ger-67	20	12	in	in	ADP
ger-67	20	13	the	the	DET
ger-67	20	14	oic	oic	PROPN
ger-67	20	15	countries	country	NOUN
ger-67	20	16	’	'	PUNCT
ger-67	20	17	educational	educational	ADJ
ger-67	20	18	sectors	sector	NOUN
ger-67	20	19	can	can	AUX
ger-67	20	20	be	be	AUX
ger-67	20	21	assessed	assess	VERB
ger-67	20	22	against	against	ADP
ger-67	20	23	those	those	PRON
ger-67	20	24	of	of	ADP
ger-67	20	25	other	other	ADJ
ger-67	20	26	countries	country	NOUN
ger-67	20	27	(	(	PUNCT
ger-67	20	28	among	among	ADP
ger-67	20	29	the	the	DET
ger-67	20	30	oic	oic	PROPN
ger-67	20	31	and	and	CCONJ
ger-67	20	32	non	non	ADJ
ger-67	20	33	-	-	ADJ
ger-67	20	34	oic	oic	ADJ
ger-67	20	35	countries	country	NOUN
ger-67	20	36	)	)	PUNCT
ger-67	20	37	.	.	PUNCT
ger-67	21	1	the	the	DET
ger-67	21	2	findings	finding	NOUN
ger-67	21	3	of	of	ADP
ger-67	21	4	the	the	DET
ger-67	21	5	study	study	NOUN
ger-67	21	6	_	_	PUNCT
ger-67	22	1	_	_	PUNCT
ger-67	23	1	_	_	PUNCT
ger-67	24	1	_	_	PUNCT
ger-67	25	1	_	_	PUNCT
ger-67	26	1	_	_	PUNCT
ger-67	27	1	_	_	PUNCT
ger-67	28	1	_	_	PUNCT
ger-67	29	1	_	_	PUNCT
ger-67	30	1	_	_	PUNCT
ger-67	31	1	_	_	PUNCT
ger-67	32	1	_	_	PUNCT
ger-67	33	1	_	_	PUNCT
ger-67	34	1	_	_	PUNCT
ger-67	35	1	_	_	PUNCT
ger-67	36	1	_	_	PUNCT
ger-67	37	1	_	_	PUNCT
ger-67	38	1	_	_	PUNCT
ger-67	39	1	_	_	PUNCT
ger-67	40	1	_	_	PUNCT
ger-67	41	1	_	_	PUNCT
ger-67	42	1	_	_	PUNCT
ger-67	43	1	_	_	PUNCT
ger-67	44	1	_	_	PUNCT
ger-67	45	1	_	_	PUNCT
ger-67	46	1	_	_	PUNCT
ger-67	47	1	_	_	PUNCT
ger-67	48	1	_	_	PUNCT
ger-67	49	1	_	_	PUNCT
ger-67	50	1	_	_	PUNCT
ger-67	50	2	corresponding	correspond	VERB
ger-67	50	3	author	author	NOUN
ger-67	50	4	:	:	PUNCT
ger-67	50	5	mohd	mohd	PROPN
ger-67	50	6	nahar	nahar	PROPN
ger-67	50	7	mohd	mohd	PROPN
ger-67	50	8	arshad	arshad	PROPN
ger-67	50	9	,	,	PUNCT
ger-67	50	10	deparment	deparment	NOUN
ger-67	50	11	of	of	ADP
ger-67	50	12	economics	economics	PROPN
ger-67	50	13	international	international	PROPN
ger-67	50	14	islamic	islamic	PROPN
ger-67	50	15	university	university	PROPN
ger-67	50	16	malaysia	malaysia	PROPN
ger-67	50	17	,	,	PUNCT
ger-67	50	18	53100	53100	NUM
ger-67	50	19	kuala	kuala	PROPN
ger-67	50	20	lumpur	lumpur	PROPN
ger-67	50	21	,	,	PUNCT
ger-67	50	22	malaysia	malaysia	PROPN
ger-67	50	23	email	email	NOUN
ger-67	50	24	:	:	PUNCT
ger-67	50	25	ma.nahar@iium.edu.my	ma.nahar@iium.edu.my	PROPN
ger-67	50	26	54	54	NUM
ger-67	50	27	global	global	ADJ
ger-67	50	28	education	education	NOUN
ger-67	50	29	review	review	NOUN
ger-67	50	30	1(4	1(4	NUM
ger-67	50	31	)	)	PUNCT
ger-67	50	32	are	be	AUX
ger-67	50	33	important	important	ADJ
ger-67	50	34	in	in	SCONJ
ger-67	50	35	that	that	SCONJ
ger-67	50	36	they	they	PRON
ger-67	50	37	provide	provide	VERB
ger-67	50	38	information	information	NOUN
ger-67	50	39	about	about	ADP
ger-67	50	40	these	these	DET
ger-67	50	41	countries	country	NOUN
ger-67	50	42	’	'	PUNCT
ger-67	50	43	level	level	NOUN
ger-67	50	44	of	of	ADP
ger-67	50	45	efficiency	efficiency	NOUN
ger-67	50	46	in	in	ADP
ger-67	50	47	resource	resource	NOUN
ger-67	50	48	utilisation	utilisation	NOUN
ger-67	50	49	when	when	SCONJ
ger-67	50	50	it	it	PRON
ger-67	50	51	comes	come	VERB
ger-67	50	52	to	to	ADP
ger-67	50	53	promoting	promote	VERB
ger-67	50	54	student	student	NOUN
ger-67	50	55	academic	academic	ADJ
ger-67	50	56	achievement	achievement	NOUN
ger-67	50	57	.	.	PUNCT
ger-67	51	1	in	in	ADP
ger-67	51	2	order	order	NOUN
ger-67	51	3	to	to	PART
ger-67	51	4	remain	remain	VERB
ger-67	51	5	competitive	competitive	ADJ
ger-67	51	6	,	,	PUNCT
ger-67	51	7	the	the	DET
ger-67	51	8	members	member	NOUN
ger-67	51	9	of	of	ADP
ger-67	51	10	the	the	DET
ger-67	51	11	oic	oic	PROPN
ger-67	51	12	need	need	NOUN
ger-67	51	13	to	to	PART
ger-67	51	14	address	address	VERB
ger-67	51	15	the	the	DET
ger-67	51	16	issue	issue	NOUN
ger-67	51	17	of	of	ADP
ger-67	51	18	the	the	DET
ger-67	51	19	existing	exist	VERB
ger-67	51	20	educational	educational	ADJ
ger-67	51	21	gap	gap	NOUN
ger-67	51	22	.	.	PUNCT
ger-67	52	1	according	accord	VERB
ger-67	52	2	to	to	ADP
ger-67	52	3	the	the	DET
ger-67	52	4	un	un	PROPN
ger-67	52	5	2010	2010	NUM
ger-67	52	6	millennium	millennium	PROPN
ger-67	52	7	development	development	NOUN
ger-67	52	8	goals	goal	NOUN
ger-67	52	9	(	(	PUNCT
ger-67	52	10	united	united	PROPN
ger-67	52	11	nation	nation	PROPN
ger-67	52	12	,	,	PUNCT
ger-67	52	13	2010	2010	NUM
ger-67	52	14	)	)	PUNCT
ger-67	52	15	,	,	PUNCT
ger-67	52	16	there	there	PRON
ger-67	52	17	has	have	AUX
ger-67	52	18	been	be	AUX
ger-67	52	19	a	a	DET
ger-67	52	20	significant	significant	ADJ
ger-67	52	21	gap	gap	NOUN
ger-67	52	22	in	in	ADP
ger-67	52	23	the	the	DET
ger-67	52	24	distribution	distribution	NOUN
ger-67	52	25	of	of	ADP
ger-67	52	26	students	student	NOUN
ger-67	52	27	’	'	PUNCT
ger-67	52	28	academic	academic	ADJ
ger-67	52	29	achievement	achievement	NOUN
ger-67	52	30	,	,	PUNCT
ger-67	52	31	especially	especially	ADV
ger-67	52	32	between	between	ADP
ger-67	52	33	the	the	DET
ger-67	52	34	first	first	ADJ
ger-67	52	35	-	-	PUNCT
ger-67	52	36	tier	tier	NOUN
ger-67	52	37	(	(	PUNCT
ger-67	52	38	i.e.	i.e.	X
ger-67	52	39	australia	australia	PROPN
ger-67	52	40	,	,	PUNCT
ger-67	52	41	south	south	PROPN
ger-67	52	42	korea	korea	PROPN
ger-67	52	43	,	,	PUNCT
ger-67	52	44	singapore	singapore	PROPN
ger-67	52	45	,	,	PUNCT
ger-67	52	46	and	and	CCONJ
ger-67	52	47	taiwan	taiwan	PROPN
ger-67	52	48	)	)	PUNCT
ger-67	52	49	and	and	CCONJ
ger-67	52	50	the	the	DET
ger-67	52	51	second	second	ADJ
ger-67	52	52	-	-	PUNCT
ger-67	52	53	tier	tier	NOUN
ger-67	52	54	economies	economy	NOUN
ger-67	52	55	(	(	PUNCT
ger-67	52	56	i.e.	i.e.	X
ger-67	52	57	indonesia	indonesia	PROPN
ger-67	52	58	,	,	PUNCT
ger-67	52	59	iran	iran	PROPN
ger-67	52	60	,	,	PUNCT
ger-67	52	61	jordan	jordan	PROPN
ger-67	52	62	,	,	PUNCT
ger-67	52	63	kazakhstan	kazakhstan	PROPN
ger-67	52	64	,	,	PUNCT
ger-67	52	65	lebanon	lebanon	PROPN
ger-67	52	66	,	,	PUNCT
ger-67	52	67	malaysia	malaysia	PROPN
ger-67	52	68	,	,	PUNCT
ger-67	52	69	morocco	morocco	PROPN
ger-67	52	70	,	,	PUNCT
ger-67	52	71	syria	syria	PROPN
ger-67	52	72	,	,	PUNCT
ger-67	52	73	tunisia	tunisia	PROPN
ger-67	52	74	,	,	PUNCT
ger-67	52	75	and	and	CCONJ
ger-67	52	76	turkey	turkey	PROPN
ger-67	52	77	)	)	PUNCT
ger-67	52	78	.	.	PUNCT
ger-67	53	1	the	the	DET
ger-67	53	2	gap	gap	NOUN
ger-67	53	3	,	,	PUNCT
ger-67	53	4	according	accord	VERB
ger-67	53	5	to	to	ADP
ger-67	53	6	the	the	DET
ger-67	53	7	report	report	NOUN
ger-67	53	8	,	,	PUNCT
ger-67	53	9	needs	need	VERB
ger-67	53	10	to	to	PART
ger-67	53	11	be	be	AUX
ger-67	53	12	reduced	reduce	VERB
ger-67	53	13	,	,	PUNCT
ger-67	53	14	given	give	VERB
ger-67	53	15	the	the	DET
ger-67	53	16	constricted	constrict	VERB
ger-67	53	17	resources	resource	NOUN
ger-67	53	18	.	.	PUNCT
ger-67	54	1	the	the	DET
ger-67	54	2	focus	focus	NOUN
ger-67	54	3	of	of	ADP
ger-67	54	4	this	this	DET
ger-67	54	5	study	study	NOUN
ger-67	54	6	is	be	AUX
ger-67	54	7	on	on	ADP
ger-67	54	8	secondary	secondary	ADJ
ger-67	54	9	education	education	NOUN
ger-67	54	10	.	.	PUNCT
ger-67	55	1	schultz	schultz	PROPN
ger-67	55	2	(	(	PUNCT
ger-67	55	3	1963	1963	NUM
ger-67	55	4	)	)	PUNCT
ger-67	55	5	points	point	VERB
ger-67	55	6	out	out	ADP
ger-67	55	7	that	that	SCONJ
ger-67	55	8	while	while	SCONJ
ger-67	55	9	primary	primary	ADJ
ger-67	55	10	education	education	NOUN
ger-67	55	11	might	might	AUX
ger-67	55	12	suffice	suffice	VERB
ger-67	55	13	for	for	ADP
ger-67	55	14	basic	basic	ADJ
ger-67	55	15	production	production	NOUN
ger-67	55	16	of	of	ADP
ger-67	55	17	goods	good	NOUN
ger-67	55	18	and	and	CCONJ
ger-67	55	19	services	service	NOUN
ger-67	55	20	,	,	PUNCT
ger-67	55	21	workers	worker	NOUN
ger-67	55	22	with	with	ADP
ger-67	55	23	secondary	secondary	ADJ
ger-67	55	24	education	education	NOUN
ger-67	55	25	can	can	AUX
ger-67	55	26	use	use	VERB
ger-67	55	27	technology	technology	NOUN
ger-67	55	28	in	in	ADP
ger-67	55	29	the	the	DET
ger-67	55	30	workplace	workplace	NOUN
ger-67	55	31	,	,	PUNCT
ger-67	55	32	while	while	SCONJ
ger-67	55	33	tertiary	tertiary	ADJ
ger-67	55	34	education	education	NOUN
ger-67	55	35	is	be	AUX
ger-67	55	36	considered	consider	VERB
ger-67	55	37	important	important	ADJ
ger-67	55	38	in	in	ADP
ger-67	55	39	the	the	DET
ger-67	55	40	process	process	NOUN
ger-67	55	41	of	of	ADP
ger-67	55	42	inventing	invent	VERB
ger-67	55	43	and	and	CCONJ
ger-67	55	44	innovating	innovate	VERB
ger-67	55	45	technology	technology	NOUN
ger-67	55	46	.	.	PUNCT
ger-67	56	1	in	in	ADP
ger-67	56	2	other	other	ADJ
ger-67	56	3	words	word	NOUN
ger-67	56	4	,	,	PUNCT
ger-67	56	5	the	the	DET
ger-67	56	6	level	level	NOUN
ger-67	56	7	of	of	ADP
ger-67	56	8	economic	economic	ADJ
ger-67	56	9	advancement	advancement	NOUN
ger-67	56	10	needs	need	VERB
ger-67	56	11	to	to	PART
ger-67	56	12	be	be	AUX
ger-67	56	13	backed	back	VERB
ger-67	56	14	up	up	ADP
ger-67	56	15	with	with	ADP
ger-67	56	16	a	a	DET
ger-67	56	17	proportionally	proportionally	ADV
ger-67	56	18	qualified	qualified	ADJ
ger-67	56	19	workforce	workforce	NOUN
ger-67	56	20	.	.	PUNCT
ger-67	57	1	since	since	SCONJ
ger-67	57	2	most	most	ADJ
ger-67	57	3	of	of	ADP
ger-67	57	4	the	the	DET
ger-67	57	5	oic	oic	PROPN
ger-67	57	6	countries	country	NOUN
ger-67	57	7	fall	fall	VERB
ger-67	57	8	under	under	ADP
ger-67	57	9	the	the	DET
ger-67	57	10	category	category	NOUN
ger-67	57	11	of	of	ADP
ger-67	57	12	“	"	PUNCT
ger-67	57	13	developing	develop	VERB
ger-67	57	14	economy	economy	NOUN
ger-67	57	15	,	,	PUNCT
ger-67	57	16	”	"	PUNCT
ger-67	57	17	secondary	secondary	ADJ
ger-67	57	18	education	education	NOUN
ger-67	57	19	remains	remain	VERB
ger-67	57	20	a	a	DET
ger-67	57	21	crucial	crucial	ADJ
ger-67	57	22	stage	stage	NOUN
ger-67	57	23	for	for	SCONJ
ger-67	57	24	the	the	DET
ger-67	57	25	oic	oic	PROPN
ger-67	57	26	members	member	NOUN
ger-67	57	27	to	to	PART
ger-67	57	28	develop	develop	VERB
ger-67	57	29	their	their	PRON
ger-67	57	30	human	human	ADJ
ger-67	57	31	capital	capital	NOUN
ger-67	57	32	as	as	ADP
ger-67	57	33	a	a	DET
ger-67	57	34	natural	natural	ADJ
ger-67	57	35	progression	progression	NOUN
ger-67	57	36	towards	towards	ADP
ger-67	57	37	becoming	become	VERB
ger-67	57	38	a	a	DET
ger-67	57	39	developed	developed	ADJ
ger-67	57	40	economy	economy	NOUN
ger-67	57	41	.	.	PUNCT
ger-67	58	1	for	for	ADP
ger-67	58	2	that	that	DET
ger-67	58	3	matter	matter	NOUN
ger-67	58	4	,	,	PUNCT
ger-67	58	5	an	an	DET
ger-67	58	6	evaluation	evaluation	NOUN
ger-67	58	7	of	of	ADP
ger-67	58	8	whether	whether	SCONJ
ger-67	58	9	the	the	DET
ger-67	58	10	investments	investment	NOUN
ger-67	58	11	made	make	VERB
ger-67	58	12	in	in	ADP
ger-67	58	13	these	these	DET
ger-67	58	14	countries	country	NOUN
ger-67	58	15	’	'	PUNCT
ger-67	58	16	secondary	secondary	ADJ
ger-67	58	17	education	education	NOUN
ger-67	58	18	systems	system	NOUN
ger-67	58	19	are	be	AUX
ger-67	58	20	efficient	efficient	ADJ
ger-67	58	21	merits	merit	NOUN
ger-67	58	22	further	further	ADJ
ger-67	58	23	scrutiny	scrutiny	NOUN
ger-67	58	24	.	.	PUNCT
ger-67	59	1	for	for	ADP
ger-67	59	2	the	the	DET
ger-67	59	3	study	study	NOUN
ger-67	59	4	,	,	PUNCT
ger-67	59	5	secondary	secondary	ADJ
ger-67	59	6	students	student	NOUN
ger-67	59	7	’	'	PUNCT
ger-67	59	8	achievements	achievement	NOUN
ger-67	59	9	in	in	ADP
ger-67	59	10	mathematics	mathematic	NOUN
ger-67	59	11	and	and	CCONJ
ger-67	59	12	science	science	NOUN
ger-67	59	13	on	on	ADP
ger-67	59	14	the	the	DET
ger-67	59	15	trends	trend	NOUN
ger-67	59	16	in	in	ADP
ger-67	59	17	international	international	ADJ
ger-67	59	18	mathematics	mathematic	NOUN
ger-67	59	19	and	and	CCONJ
ger-67	59	20	science	science	NOUN
ger-67	59	21	study	study	NOUN
ger-67	59	22	(	(	PUNCT
ger-67	59	23	timss	timss	PROPN
ger-67	59	24	)	)	PUNCT
ger-67	59	25	are	be	AUX
ger-67	59	26	employed	employ	VERB
ger-67	59	27	.	.	PUNCT
ger-67	60	1	timss	timss	PROPN
ger-67	60	2	is	be	AUX
ger-67	60	3	an	an	DET
ger-67	60	4	international	international	ADJ
ger-67	60	5	mathematics	mathematic	NOUN
ger-67	60	6	and	and	CCONJ
ger-67	60	7	science	science	NOUN
ger-67	60	8	examination	examination	NOUN
ger-67	60	9	involving	involve	VERB
ger-67	60	10	students	student	NOUN
ger-67	60	11	in	in	ADP
ger-67	60	12	the	the	DET
ger-67	60	13	fourth	fourth	ADJ
ger-67	60	14	and	and	CCONJ
ger-67	60	15	eighth	eighth	ADJ
ger-67	60	16	grades	grade	NOUN
ger-67	60	17	from	from	ADP
ger-67	60	18	countries	country	NOUN
ger-67	60	19	all	all	ADV
ger-67	60	20	over	over	ADP
ger-67	60	21	the	the	DET
ger-67	60	22	world	world	NOUN
ger-67	60	23	.	.	PUNCT
ger-67	61	1	it	it	PRON
ger-67	61	2	provides	provide	VERB
ger-67	61	3	reliable	reliable	ADJ
ger-67	61	4	and	and	CCONJ
ger-67	61	5	comparable	comparable	ADJ
ger-67	61	6	data	datum	NOUN
ger-67	61	7	to	to	ADP
ger-67	61	8	measure	measure	NOUN
ger-67	61	9	countries	country	NOUN
ger-67	61	10	’	'	PUNCT
ger-67	61	11	performance	performance	NOUN
ger-67	61	12	in	in	ADP
ger-67	61	13	mathematics	mathematic	NOUN
ger-67	61	14	and	and	CCONJ
ger-67	61	15	science	science	NOUN
ger-67	61	16	.	.	PUNCT
ger-67	62	1	timss	timss	PROPN
ger-67	62	2	data	datum	NOUN
ger-67	62	3	have	have	AUX
ger-67	62	4	been	be	AUX
ger-67	62	5	collected	collect	VERB
ger-67	62	6	in	in	ADP
ger-67	62	7	1995	1995	NUM
ger-67	62	8	,	,	PUNCT
ger-67	62	9	1999	1999	NUM
ger-67	62	10	,	,	PUNCT
ger-67	62	11	2003	2003	NUM
ger-67	62	12	,	,	PUNCT
ger-67	62	13	2007	2007	NUM
ger-67	62	14	,	,	PUNCT
ger-67	62	15	and	and	CCONJ
ger-67	62	16	2011	2011	NUM
ger-67	62	17	.	.	PUNCT
ger-67	63	1	in	in	ADP
ger-67	63	2	2011	2011	NUM
ger-67	63	3	,	,	PUNCT
ger-67	63	4	more	more	ADJ
ger-67	63	5	than	than	ADP
ger-67	63	6	60	60	NUM
ger-67	63	7	countries	country	NOUN
ger-67	63	8	participated	participate	VERB
ger-67	63	9	in	in	ADP
ger-67	63	10	timss	timss	NOUN
ger-67	63	11	,	,	PUNCT
ger-67	63	12	involving	involve	VERB
ger-67	63	13	more	more	ADJ
ger-67	63	14	than	than	ADP
ger-67	63	15	500,000	500,000	NUM
ger-67	63	16	students	student	NOUN
ger-67	63	17	.	.	PUNCT
ger-67	64	1	an	an	DET
ger-67	64	2	international	international	ADJ
ger-67	64	3	assessment	assessment	NOUN
ger-67	64	4	such	such	ADJ
ger-67	64	5	as	as	ADP
ger-67	64	6	timss	timss	PROPN
ger-67	64	7	offers	offer	VERB
ger-67	64	8	a	a	DET
ger-67	64	9	unique	unique	ADJ
ger-67	64	10	opportunity	opportunity	NOUN
ger-67	64	11	to	to	PART
ger-67	64	12	compare	compare	VERB
ger-67	64	13	the	the	DET
ger-67	64	14	performance	performance	NOUN
ger-67	64	15	of	of	ADP
ger-67	64	16	students	student	NOUN
ger-67	64	17	from	from	ADP
ger-67	64	18	each	each	DET
ger-67	64	19	participating	participate	VERB
ger-67	64	20	country	country	NOUN
ger-67	64	21	at	at	ADP
ger-67	64	22	a	a	DET
ger-67	64	23	global	global	ADJ
ger-67	64	24	standard	standard	NOUN
ger-67	64	25	,	,	PUNCT
ger-67	64	26	since	since	SCONJ
ger-67	64	27	the	the	DET
ger-67	64	28	students	student	NOUN
ger-67	64	29	sat	sit	VERB
ger-67	64	30	for	for	ADP
ger-67	64	31	the	the	DET
ger-67	64	32	same	same	ADJ
ger-67	64	33	examination	examination	NOUN
ger-67	64	34	(	(	PUNCT
ger-67	64	35	martin	martin	PROPN
ger-67	64	36	et	et	PROPN
ger-67	64	37	al	al	PROPN
ger-67	64	38	.	.	PROPN
ger-67	64	39	,	,	PUNCT
ger-67	64	40	2008	2008	NUM
ger-67	64	41	)	)	PUNCT
ger-67	64	42	.	.	PUNCT
ger-67	65	1	with	with	ADP
ger-67	65	2	such	such	ADJ
ger-67	65	3	data	datum	NOUN
ger-67	65	4	,	,	PUNCT
ger-67	65	5	a	a	DET
ger-67	65	6	comparison	comparison	NOUN
ger-67	65	7	can	can	AUX
ger-67	65	8	be	be	AUX
ger-67	65	9	made	make	VERB
ger-67	65	10	to	to	PART
ger-67	65	11	know	know	VERB
ger-67	65	12	,	,	PUNCT
ger-67	65	13	for	for	ADP
ger-67	65	14	example	example	NOUN
ger-67	65	15	,	,	PUNCT
ger-67	65	16	how	how	SCONJ
ger-67	65	17	efficient	efficient	ADJ
ger-67	65	18	each	each	PRON
ger-67	65	19	of	of	ADP
ger-67	65	20	the	the	DET
ger-67	65	21	oic	oic	PROPN
ger-67	65	22	countries	country	NOUN
ger-67	65	23	has	have	AUX
ger-67	65	24	been	be	AUX
ger-67	65	25	in	in	ADP
ger-67	65	26	utilising	utilise	VERB
ger-67	65	27	its	its	PRON
ger-67	65	28	educational	educational	ADJ
ger-67	65	29	resources	resource	NOUN
ger-67	65	30	,	,	PUNCT
ger-67	65	31	given	give	VERB
ger-67	65	32	the	the	DET
ger-67	65	33	performance	performance	NOUN
ger-67	65	34	of	of	ADP
ger-67	65	35	its	its	PRON
ger-67	65	36	students	student	NOUN
ger-67	65	37	at	at	ADP
ger-67	65	38	a	a	DET
ger-67	65	39	global	global	ADJ
ger-67	65	40	stage	stage	NOUN
ger-67	65	41	.	.	PUNCT
ger-67	66	1	results	result	NOUN
ger-67	66	2	from	from	ADP
ger-67	66	3	this	this	DET
ger-67	66	4	analysis	analysis	NOUN
ger-67	66	5	can	can	AUX
ger-67	66	6	provide	provide	VERB
ger-67	66	7	valuable	valuable	ADJ
ger-67	66	8	feedback	feedback	NOUN
ger-67	66	9	in	in	ADP
ger-67	66	10	current	current	ADJ
ger-67	66	11	efforts	effort	NOUN
ger-67	66	12	to	to	PART
ger-67	66	13	improve	improve	VERB
ger-67	66	14	mathematics	mathematic	NOUN
ger-67	66	15	and	and	CCONJ
ger-67	66	16	science	science	NOUN
ger-67	66	17	instructions	instruction	NOUN
ger-67	66	18	in	in	ADP
ger-67	66	19	the	the	DET
ger-67	66	20	oic	oic	PROPN
ger-67	66	21	countries	country	NOUN
ger-67	66	22	to	to	ADP
ger-67	66	23	global	global	ADJ
ger-67	66	24	standards	standard	NOUN
ger-67	66	25	of	of	ADP
ger-67	66	26	excellence	excellence	NOUN
ger-67	66	27	.	.	PUNCT
ger-67	67	1	high	high	ADJ
ger-67	67	2	achievements	achievement	NOUN
ger-67	67	3	in	in	ADP
ger-67	67	4	both	both	DET
ger-67	67	5	subjects	subject	NOUN
ger-67	67	6	are	be	AUX
ger-67	67	7	considered	consider	VERB
ger-67	67	8	an	an	DET
ger-67	67	9	important	important	ADJ
ger-67	67	10	ingredient	ingredient	NOUN
ger-67	67	11	for	for	SCONJ
ger-67	67	12	a	a	DET
ger-67	67	13	nation	nation	NOUN
ger-67	67	14	to	to	PART
ger-67	67	15	progress	progress	VERB
ger-67	67	16	.	.	PUNCT
ger-67	68	1	low	low	ADJ
ger-67	68	2	performance	performance	NOUN
ger-67	68	3	,	,	PUNCT
ger-67	68	4	by	by	ADP
ger-67	68	5	contrast	contrast	NOUN
ger-67	68	6	,	,	PUNCT
ger-67	68	7	in	in	ADP
ger-67	68	8	the	the	DET
ger-67	68	9	subjects	subject	NOUN
ger-67	68	10	may	may	AUX
ger-67	68	11	hamper	hamper	VERB
ger-67	68	12	oic	oic	PROPN
ger-67	68	13	members	member	NOUN
ger-67	68	14	’	'	PUNCT
ger-67	68	15	levels	level	NOUN
ger-67	68	16	of	of	ADP
ger-67	68	17	competitiveness	competitiveness	NOUN
ger-67	68	18	.	.	PUNCT
ger-67	69	1	again	again	ADV
ger-67	69	2	,	,	PUNCT
ger-67	69	3	according	accord	VERB
ger-67	69	4	to	to	ADP
ger-67	69	5	the	the	DET
ger-67	69	6	un	un	PROPN
ger-67	69	7	2010	2010	NUM
ger-67	69	8	mdg	mdg	PROPN
ger-67	69	9	,	,	PUNCT
ger-67	69	10	a	a	DET
ger-67	69	11	failure	failure	NOUN
ger-67	69	12	to	to	PART
ger-67	69	13	reduce	reduce	VERB
ger-67	69	14	the	the	DET
ger-67	69	15	gap	gap	NOUN
ger-67	69	16	in	in	ADP
ger-67	69	17	mathematics	mathematic	NOUN
ger-67	69	18	and	and	CCONJ
ger-67	69	19	science	science	NOUN
ger-67	69	20	achievements	achievement	NOUN
ger-67	69	21	between	between	ADP
ger-67	69	22	the	the	DET
ger-67	69	23	second	second	ADJ
ger-67	69	24	-	-	PUNCT
ger-67	69	25	tier	tier	NOUN
ger-67	69	26	and	and	CCONJ
ger-67	69	27	the	the	DET
ger-67	69	28	first	first	ADJ
ger-67	69	29	-	-	PUNCT
ger-67	69	30	tier	tier	NOUN
ger-67	69	31	economies	economy	NOUN
ger-67	69	32	could	could	AUX
ger-67	69	33	slow	slow	VERB
ger-67	69	34	the	the	DET
ger-67	69	35	pace	pace	NOUN
ger-67	69	36	of	of	ADP
ger-67	69	37	convergence	convergence	NOUN
ger-67	69	38	for	for	ADP
ger-67	69	39	the	the	DET
ger-67	69	40	developing	develop	VERB
ger-67	69	41	countries	country	NOUN
ger-67	69	42	.	.	PUNCT
ger-67	70	1	the	the	DET
ger-67	70	2	organization	organization	NOUN
ger-67	70	3	of	of	ADP
ger-67	70	4	the	the	DET
ger-67	70	5	paper	paper	NOUN
ger-67	70	6	is	be	AUX
ger-67	70	7	as	as	SCONJ
ger-67	70	8	follows	follow	VERB
ger-67	70	9	.	.	PUNCT
ger-67	71	1	the	the	DET
ger-67	71	2	concepts	concept	NOUN
ger-67	71	3	of	of	ADP
ger-67	71	4	efficiency	efficiency	NOUN
ger-67	71	5	and	and	CCONJ
ger-67	71	6	productivity	productivity	NOUN
ger-67	71	7	in	in	ADP
ger-67	71	8	an	an	DET
ger-67	71	9	educational	educational	ADJ
ger-67	71	10	sector	sector	NOUN
ger-67	71	11	are	be	AUX
ger-67	71	12	first	first	ADV
ger-67	71	13	discussed	discuss	VERB
ger-67	71	14	in	in	ADP
ger-67	71	15	section	section	NOUN
ger-67	71	16	efficiency	efficiency	NOUN
ger-67	71	17	of	of	ADP
ger-67	71	18	oic	oic	PROPN
ger-67	71	19	secondary	secondary	ADJ
ger-67	71	20	education	education	NOUN
ger-67	71	21	55	55	NUM
ger-67	71	22	2	2	NUM
ger-67	71	23	.	.	PUNCT
ger-67	72	1	this	this	DET
ger-67	72	2	section	section	NOUN
ger-67	72	3	is	be	AUX
ger-67	72	4	crucial	crucial	ADJ
ger-67	72	5	because	because	SCONJ
ger-67	72	6	it	it	PRON
ger-67	72	7	provides	provide	VERB
ger-67	72	8	a	a	DET
ger-67	72	9	perspective	perspective	NOUN
ger-67	72	10	on	on	ADP
ger-67	72	11	how	how	SCONJ
ger-67	72	12	the	the	DET
ger-67	72	13	concepts	concept	NOUN
ger-67	72	14	of	of	ADP
ger-67	72	15	educational	educational	ADJ
ger-67	72	16	efficiency	efficiency	NOUN
ger-67	72	17	and	and	CCONJ
ger-67	72	18	productivity	productivity	NOUN
ger-67	72	19	,	,	PUNCT
ger-67	72	20	as	as	SCONJ
ger-67	72	21	economists	economist	NOUN
ger-67	72	22	view	view	VERB
ger-67	72	23	them	they	PRON
ger-67	72	24	,	,	PUNCT
ger-67	72	25	can	can	AUX
ger-67	72	26	be	be	AUX
ger-67	72	27	understood	understand	VERB
ger-67	72	28	.	.	PUNCT
ger-67	73	1	a	a	DET
ger-67	73	2	review	review	NOUN
ger-67	73	3	of	of	ADP
ger-67	73	4	the	the	DET
ger-67	73	5	theories	theory	NOUN
ger-67	73	6	and	and	CCONJ
ger-67	73	7	models	model	NOUN
ger-67	73	8	of	of	ADP
ger-67	73	9	data	datum	NOUN
ger-67	73	10	envelopment	envelopment	ADJ
ger-67	73	11	analysis	analysis	NOUN
ger-67	73	12	(	(	PUNCT
ger-67	73	13	dea	dea	NOUN
ger-67	73	14	)	)	PUNCT
ger-67	73	15	is	be	AUX
ger-67	73	16	presented	present	VERB
ger-67	73	17	in	in	ADP
ger-67	73	18	section	section	NOUN
ger-67	73	19	3	3	NUM
ger-67	73	20	.	.	PUNCT
ger-67	73	21	also	also	ADV
ger-67	73	22	in	in	ADP
ger-67	73	23	the	the	DET
ger-67	73	24	section	section	NOUN
ger-67	73	25	is	be	AUX
ger-67	73	26	a	a	DET
ger-67	73	27	discussion	discussion	NOUN
ger-67	73	28	of	of	ADP
ger-67	73	29	the	the	DET
ger-67	73	30	application	application	NOUN
ger-67	73	31	of	of	ADP
ger-67	73	32	dea	dea	PROPN
ger-67	73	33	models	model	NOUN
ger-67	73	34	in	in	ADP
ger-67	73	35	education	education	NOUN
ger-67	73	36	.	.	PUNCT
ger-67	74	1	in	in	ADP
ger-67	74	2	section	section	NOUN
ger-67	74	3	4	4	NUM
ger-67	74	4	,	,	PUNCT
ger-67	74	5	i	i	PRON
ger-67	74	6	provide	provide	VERB
ger-67	74	7	descriptions	description	NOUN
ger-67	74	8	of	of	ADP
ger-67	74	9	the	the	DET
ger-67	74	10	data	datum	NOUN
ger-67	74	11	used	use	VERB
ger-67	74	12	for	for	ADP
ger-67	74	13	analysis	analysis	NOUN
ger-67	74	14	.	.	PUNCT
ger-67	75	1	results	result	NOUN
ger-67	75	2	of	of	ADP
ger-67	75	3	the	the	DET
ger-67	75	4	analysis	analysis	NOUN
ger-67	75	5	are	be	AUX
ger-67	75	6	discussed	discuss	VERB
ger-67	75	7	in	in	ADP
ger-67	75	8	section	section	NOUN
ger-67	75	9	5	5	NUM
ger-67	75	10	.	.	PUNCT
ger-67	76	1	some	some	DET
ger-67	76	2	concluding	conclude	VERB
ger-67	76	3	remarks	remark	NOUN
ger-67	76	4	are	be	AUX
ger-67	76	5	presented	present	VERB
ger-67	76	6	in	in	ADP
ger-67	76	7	section	section	NOUN
ger-67	76	8	6	6	NUM
ger-67	76	9	.	.	PUNCT
ger-67	77	1	how	how	SCONJ
ger-67	77	2	do	do	AUX
ger-67	77	3	the	the	DET
ger-67	77	4	oic	oic	PROPN
ger-67	77	5	countries	country	NOUN
ger-67	77	6	fare	fare	VERB
ger-67	77	7	internationally	internationally	ADV
ger-67	77	8	?	?	PUNCT
ger-67	78	1	to	to	PART
ger-67	78	2	evaluate	evaluate	VERB
ger-67	78	3	the	the	DET
ger-67	78	4	educational	educational	ADJ
ger-67	78	5	achievement	achievement	NOUN
ger-67	78	6	of	of	ADP
ger-67	78	7	the	the	DET
ger-67	78	8	oic	oic	PROPN
ger-67	78	9	countries	country	NOUN
ger-67	78	10	internationally	internationally	ADV
ger-67	78	11	,	,	PUNCT
ger-67	78	12	the	the	DET
ger-67	78	13	researcher	researcher	NOUN
ger-67	78	14	analysed	analyse	VERB
ger-67	78	15	a	a	DET
ger-67	78	16	cross	cross	ADJ
ger-67	78	17	-	-	ADJ
ger-67	78	18	sectional	sectional	ADJ
ger-67	78	19	dataset	dataset	NOUN
ger-67	78	20	of	of	ADP
ger-67	78	21	40	40	NUM
ger-67	78	22	countries	country	NOUN
ger-67	78	23	that	that	PRON
ger-67	78	24	participated	participate	VERB
ger-67	78	25	in	in	ADP
ger-67	78	26	timss	timss	NOUN
ger-67	78	27	2011	2011	NUM
ger-67	78	28	.	.	PUNCT
ger-67	79	1	the	the	DET
ger-67	79	2	two	two	NUM
ger-67	79	3	educational	educational	ADJ
ger-67	79	4	outputs	output	NOUN
ger-67	79	5	used	use	VERB
ger-67	79	6	for	for	ADP
ger-67	79	7	the	the	DET
ger-67	79	8	analysis	analysis	NOUN
ger-67	79	9	are	be	AUX
ger-67	79	10	each	each	DET
ger-67	79	11	country	country	NOUN
ger-67	79	12	’s	’s	PART
ger-67	79	13	eighth	eighth	ADJ
ger-67	79	14	-	-	PUNCT
ger-67	79	15	grade	grade	NOUN
ger-67	79	16	average	average	ADJ
ger-67	79	17	scores	score	NOUN
ger-67	79	18	in	in	ADP
ger-67	79	19	science	science	NOUN
ger-67	79	20	and	and	CCONJ
ger-67	79	21	each	each	DET
ger-67	79	22	country	country	NOUN
ger-67	79	23	’s	’s	PART
ger-67	79	24	eighth	eighth	ADJ
ger-67	79	25	-	-	PUNCT
ger-67	79	26	grade	grade	NOUN
ger-67	79	27	average	average	ADJ
ger-67	79	28	scores	score	NOUN
ger-67	79	29	in	in	ADP
ger-67	79	30	mathematics	mathematic	NOUN
ger-67	79	31	.	.	PUNCT
ger-67	80	1	the	the	DET
ger-67	80	2	source	source	NOUN
ger-67	80	3	of	of	ADP
ger-67	80	4	the	the	DET
ger-67	80	5	data	data	NOUN
ger-67	80	6	is	be	AUX
ger-67	80	7	the	the	DET
ger-67	80	8	world	world	PROPN
ger-67	80	9	bank	bank	PROPN
ger-67	80	10	’s	’s	PART
ger-67	80	11	database	database	NOUN
ger-67	80	12	on	on	ADP
ger-67	80	13	education	education	NOUN
ger-67	80	14	statistics1	statistics1	NOUN
ger-67	80	15	and	and	CCONJ
ger-67	80	16	the	the	DET
ger-67	80	17	statistical	statistical	ADJ
ger-67	80	18	,	,	PUNCT
ger-67	80	19	economic	economic	ADJ
ger-67	80	20	and	and	CCONJ
ger-67	80	21	social	social	ADJ
ger-67	80	22	research	research	NOUN
ger-67	80	23	and	and	CCONJ
ger-67	80	24	training	training	NOUN
ger-67	80	25	centre	centre	NOUN
ger-67	80	26	for	for	ADP
ger-67	80	27	islamic	islamic	ADJ
ger-67	80	28	countries	country	NOUN
ger-67	80	29	(	(	PUNCT
ger-67	80	30	sesric).2	sesric).2	NOUN
ger-67	80	31	the	the	DET
ger-67	80	32	analysis	analysis	NOUN
ger-67	80	33	is	be	AUX
ger-67	80	34	limited	limit	VERB
ger-67	80	35	to	to	ADP
ger-67	80	36	the	the	DET
ger-67	80	37	40	40	NUM
ger-67	80	38	countries	country	NOUN
ger-67	80	39	because	because	SCONJ
ger-67	80	40	only	only	ADV
ger-67	80	41	these	these	DET
ger-67	80	42	countries	country	NOUN
ger-67	80	43	participated	participate	VERB
ger-67	80	44	in	in	ADP
ger-67	80	45	timss	timss	NOUN
ger-67	80	46	2011	2011	NUM
ger-67	80	47	for	for	ADP
ger-67	80	48	the	the	DET
ger-67	80	49	eighth	eighth	ADJ
ger-67	80	50	grade	grade	NOUN
ger-67	80	51	.	.	PUNCT
ger-67	81	1	in	in	ADP
ger-67	81	2	fact	fact	NOUN
ger-67	81	3	,	,	PUNCT
ger-67	81	4	among	among	ADP
ger-67	81	5	the	the	DET
ger-67	81	6	oic	oic	PROPN
ger-67	81	7	countries	country	NOUN
ger-67	81	8	,	,	PUNCT
ger-67	81	9	there	there	PRON
ger-67	81	10	were	be	VERB
ger-67	81	11	only	only	ADV
ger-67	81	12	16	16	NUM
ger-67	81	13	countries	country	NOUN
ger-67	81	14	that	that	PRON
ger-67	81	15	participated	participate	VERB
ger-67	81	16	in	in	ADP
ger-67	81	17	timss	timss	NOUN
ger-67	81	18	2011	2011	NUM
ger-67	81	19	,	,	PUNCT
ger-67	81	20	and	and	CCONJ
ger-67	81	21	the	the	DET
ger-67	81	22	remaining	remain	VERB
ger-67	81	23	24	24	NUM
ger-67	81	24	were	be	AUX
ger-67	81	25	the	the	DET
ger-67	81	26	non	non	ADJ
ger-67	81	27	-	-	ADJ
ger-67	81	28	oic	oic	ADJ
ger-67	81	29	countries	country	NOUN
ger-67	81	30	.	.	PUNCT
ger-67	82	1	the	the	DET
ger-67	82	2	number	number	NOUN
ger-67	82	3	of	of	ADP
ger-67	82	4	the	the	DET
ger-67	82	5	participating	participate	VERB
ger-67	82	6	countries	country	NOUN
ger-67	82	7	therefore	therefore	ADV
ger-67	82	8	limits	limit	VERB
ger-67	82	9	the	the	DET
ger-67	82	10	sample	sample	NOUN
ger-67	82	11	.	.	PUNCT
ger-67	83	1	the	the	DET
ger-67	83	2	summary	summary	NOUN
ger-67	83	3	statistics	statistic	NOUN
ger-67	83	4	of	of	ADP
ger-67	83	5	the	the	DET
ger-67	83	6	selected	select	VERB
ger-67	83	7	countries	country	NOUN
ger-67	83	8	’	'	PUNCT
ger-67	83	9	performance	performance	NOUN
ger-67	83	10	on	on	ADP
ger-67	83	11	timss	timss	PROPN
ger-67	83	12	2011	2011	NUM
ger-67	83	13	are	be	AUX
ger-67	83	14	shown	show	VERB
ger-67	83	15	in	in	ADP
ger-67	83	16	table	table	NOUN
ger-67	83	17	1	1	NUM
ger-67	83	18	.	.	PUNCT
ger-67	84	1	the	the	DET
ger-67	84	2	scale	scale	NOUN
ger-67	84	3	of	of	ADP
ger-67	84	4	timss	timss	PROPN
ger-67	84	5	achievement	achievement	NOUN
ger-67	84	6	levels	level	NOUN
ger-67	84	7	is	be	AUX
ger-67	84	8	as	as	SCONJ
ger-67	84	9	follows	follow	VERB
ger-67	84	10	:	:	PUNCT
ger-67	84	11	(	(	PUNCT
ger-67	84	12	i	i	NOUN
ger-67	84	13	)	)	PUNCT
ger-67	84	14	advanced	advanced	ADJ
ger-67	84	15	—	—	PUNCT
ger-67	84	16	score	score	NOUN
ger-67	84	17	above	above	ADP
ger-67	84	18	625	625	NUM
ger-67	84	19	;	;	PUNCT
ger-67	84	20	(	(	PUNCT
ger-67	84	21	ii	ii	NOUN
ger-67	84	22	)	)	PUNCT
ger-67	84	23	high	high	ADJ
ger-67	84	24	—	—	PUNCT
ger-67	84	25	score	score	NOUN
ger-67	84	26	between	between	ADP
ger-67	84	27	550	550	NUM
ger-67	84	28	and	and	CCONJ
ger-67	84	29	625	625	NUM
ger-67	84	30	;	;	PUNCT
ger-67	84	31	(	(	PUNCT
ger-67	84	32	iii	iii	NOUN
ger-67	84	33	)	)	PUNCT
ger-67	84	34	intermediate	intermediate	ADJ
ger-67	84	35	—	—	PUNCT
ger-67	84	36	score	score	NOUN
ger-67	84	37	between	between	ADP
ger-67	84	38	475	475	NUM
ger-67	84	39	and	and	CCONJ
ger-67	84	40	550	550	NUM
ger-67	84	41	;	;	PUNCT
ger-67	84	42	and	and	CCONJ
ger-67	84	43	low	low	ADJ
ger-67	84	44	—	—	PUNCT
ger-67	84	45	score	score	NOUN
ger-67	84	46	between	between	ADP
ger-67	84	47	400	400	NUM
ger-67	84	48	and	and	CCONJ
ger-67	84	49	475.3	475.3	NUM
ger-67	84	50	as	as	SCONJ
ger-67	84	51	shown	show	VERB
ger-67	84	52	in	in	ADP
ger-67	84	53	the	the	DET
ger-67	84	54	table	table	NOUN
ger-67	84	55	,	,	PUNCT
ger-67	84	56	the	the	DET
ger-67	84	57	average	average	ADJ
ger-67	84	58	scores	score	NOUN
ger-67	84	59	of	of	ADP
ger-67	84	60	the	the	DET
ger-67	84	61	oic	oic	PROPN
ger-67	84	62	countries	country	NOUN
ger-67	84	63	in	in	ADP
ger-67	84	64	both	both	DET
ger-67	84	65	mathematics	mathematic	NOUN
ger-67	84	66	and	and	CCONJ
ger-67	84	67	science	science	NOUN
ger-67	84	68	are	be	AUX
ger-67	84	69	lower	low	ADJ
ger-67	84	70	than	than	ADP
ger-67	84	71	the	the	DET
ger-67	84	72	sample	sample	NOUN
ger-67	84	73	averages	average	NOUN
ger-67	84	74	.	.	PUNCT
ger-67	85	1	further	far	ADV
ger-67	85	2	,	,	PUNCT
ger-67	85	3	a	a	DET
ger-67	85	4	more	more	ADV
ger-67	85	5	concerning	concerning	ADJ
ger-67	85	6	point	point	NOUN
ger-67	85	7	can	can	AUX
ger-67	85	8	be	be	AUX
ger-67	85	9	observed	observe	VERB
ger-67	85	10	between	between	ADP
ger-67	85	11	the	the	DET
ger-67	85	12	performance	performance	NOUN
ger-67	85	13	of	of	ADP
ger-67	85	14	the	the	DET
ger-67	85	15	oic	oic	PROPN
ger-67	85	16	and	and	CCONJ
ger-67	85	17	the	the	DET
ger-67	85	18	non	non	ADJ
ger-67	85	19	-	-	ADJ
ger-67	85	20	oic	oic	ADJ
ger-67	85	21	countries	country	NOUN
ger-67	85	22	.	.	PUNCT
ger-67	86	1	the	the	DET
ger-67	86	2	performance	performance	NOUN
ger-67	86	3	of	of	ADP
ger-67	86	4	students	student	NOUN
ger-67	86	5	from	from	ADP
ger-67	86	6	the	the	DET
ger-67	86	7	oic	oic	PROPN
ger-67	86	8	countries	country	NOUN
ger-67	86	9	is	be	AUX
ger-67	86	10	significantly	significantly	ADV
ger-67	86	11	lower	low	ADJ
ger-67	86	12	than	than	ADP
ger-67	86	13	their	their	PRON
ger-67	86	14	non	non	ADJ
ger-67	86	15	-	-	ADJ
ger-67	86	16	oic	oic	ADJ
ger-67	86	17	counterparts	counterpart	NOUN
ger-67	86	18	.	.	PUNCT
ger-67	87	1	as	as	SCONJ
ger-67	87	2	shown	show	VERB
ger-67	87	3	in	in	ADP
ger-67	87	4	table	table	NOUN
ger-67	87	5	1	1	NUM
ger-67	87	6	,	,	PUNCT
ger-67	87	7	the	the	DET
ger-67	87	8	highest	high	ADJ
ger-67	87	9	scoring	scoring	NOUN
ger-67	87	10	oic	oic	PROPN
ger-67	87	11	country	country	NOUN
ger-67	87	12	in	in	ADP
ger-67	87	13	both	both	DET
ger-67	87	14	mathematics	mathematic	NOUN
ger-67	87	15	(	(	PUNCT
ger-67	87	16	at	at	ADP
ger-67	87	17	487	487	NUM
ger-67	87	18	,	,	PUNCT
ger-67	87	19	that	that	PRON
ger-67	87	20	is	be	AUX
ger-67	87	21	kazakhstan	kazakhstan	PROPN
ger-67	87	22	)	)	PUNCT
ger-67	87	23	and	and	CCONJ
ger-67	87	24	science	science	NOUN
ger-67	87	25	(	(	PUNCT
ger-67	87	26	490	490	NUM
ger-67	87	27	,	,	PUNCT
ger-67	87	28	also	also	ADV
ger-67	87	29	kazakhstan	kazakhstan	PROPN
ger-67	87	30	)	)	PUNCT
ger-67	87	31	are	be	AUX
ger-67	87	32	lower	low	ADJ
ger-67	87	33	than	than	ADP
ger-67	87	34	the	the	DET
ger-67	87	35	overall	overall	ADJ
ger-67	87	36	average	average	NOUN
ger-67	87	37	of	of	ADP
ger-67	87	38	the	the	DET
ger-67	87	39	non	non	ADJ
ger-67	87	40	-	-	ADJ
ger-67	87	41	oic	oic	ADJ
ger-67	87	42	countries	country	NOUN
ger-67	87	43	for	for	ADP
ger-67	87	44	both	both	DET
ger-67	87	45	subjects	subject	NOUN
ger-67	87	46	(	(	PUNCT
ger-67	87	47	494	494	NUM
ger-67	87	48	and	and	CCONJ
ger-67	87	49	498	498	NUM
ger-67	87	50	points	point	NOUN
ger-67	87	51	,	,	PUNCT
ger-67	87	52	respectively	respectively	ADV
ger-67	87	53	)	)	PUNCT
ger-67	87	54	.	.	PUNCT
ger-67	88	1	the	the	DET
ger-67	88	2	gap	gap	NOUN
ger-67	88	3	is	be	AUX
ger-67	88	4	a	a	DET
ger-67	88	5	clear	clear	ADJ
ger-67	88	6	indication	indication	NOUN
ger-67	88	7	of	of	ADP
ger-67	88	8	how	how	SCONJ
ger-67	88	9	far	far	ADV
ger-67	88	10	behind	behind	ADP
ger-67	88	11	the	the	DET
ger-67	88	12	oic	oic	PROPN
ger-67	88	13	countries	country	NOUN
ger-67	88	14	are	be	AUX
ger-67	88	15	in	in	ADP
ger-67	88	16	terms	term	NOUN
ger-67	88	17	of	of	ADP
ger-67	88	18	meeting	meet	VERB
ger-67	88	19	global	global	ADJ
ger-67	88	20	educational	educational	ADJ
ger-67	88	21	standards	standard	NOUN
ger-67	88	22	.	.	PUNCT
ger-67	89	1	table	table	NOUN
ger-67	89	2	1	1	NUM
ger-67	89	3	:	:	PUNCT
ger-67	89	4	summary	summary	NOUN
ger-67	89	5	statistics	statistic	NOUN
ger-67	89	6	of	of	ADP
ger-67	89	7	students	student	NOUN
ger-67	89	8	’	'	PUNCT
ger-67	89	9	performance	performance	NOUN
ger-67	89	10	on	on	ADP
ger-67	89	11	timss	timss	NOUN
ger-67	89	12	2011	2011	NUM
ger-67	89	13	all	all	DET
ger-67	89	14	oic	oic	PROPN
ger-67	89	15	non	non	PROPN
ger-67	89	16	-	-	ADJ
ger-67	89	17	oic	oic	ADJ
ger-67	89	18	statistics	statistic	NOUN
ger-67	89	19	mathematics	mathematics	PROPN
ger-67	89	20	science	science	PROPN
ger-67	89	21	mathematics	mathematics	PROPN
ger-67	89	22	science	science	PROPN
ger-67	89	23	mathematics	mathematics	PROPN
ger-67	89	24	science	science	PROPN
ger-67	89	25	average	average	VERB
ger-67	89	26	462.63	462.63	NUM
ger-67	89	27	473.18	473.18	NUM
ger-67	89	28	415.63	415.63	NUM
ger-67	89	29	436.69	436.69	NUM
ger-67	89	30	493.96	493.96	NUM
ger-67	89	31	497.5	497.5	NUM
ger-67	89	32	std	std	NOUN
ger-67	89	33	dev	dev	NOUN
ger-67	89	34	66.0752	66.0752	NUM
ger-67	89	35	59.0918	59.0918	NUM
ger-67	89	36	33.87797	33.87797	NUM
ger-67	89	37	30.80848	30.80848	NUM
ger-67	89	38	63.97994	63.97994	NUM
ger-67	89	39	61.30537	61.30537	NUM
ger-67	89	40	minimum	minimum	NOUN
ger-67	89	41	331	331	NUM
ger-67	89	42	306	306	NUM
ger-67	89	43	366	366	NUM
ger-67	89	44	376	376	NUM
ger-67	89	45	331	331	NUM
ger-67	89	46	306	306	NUM
ger-67	89	47	maximum	maximum	NOUN
ger-67	89	48	613	613	NUM
ger-67	89	49	590	590	NUM
ger-67	89	50	487	487	NUM
ger-67	89	51	490	490	NUM
ger-67	89	52	613	613	NUM
ger-67	89	53	590	590	NUM
ger-67	89	54	observations	observation	NOUN
ger-67	89	55	40	40	NUM
ger-67	89	56	40	40	NUM
ger-67	89	57	16	16	NUM
ger-67	89	58	16	16	NUM
ger-67	89	59	24	24	NUM
ger-67	89	60	24	24	NUM
ger-67	89	61	56	56	NUM
ger-67	89	62	global	global	ADJ
ger-67	89	63	education	education	NOUN
ger-67	89	64	review	review	NOUN
ger-67	89	65	1(4	1(4	NUM
ger-67	89	66	)	)	PUNCT
ger-67	89	67	figure	figure	NOUN
ger-67	89	68	1	1	NUM
ger-67	89	69	:	:	PUNCT
ger-67	89	70	students	student	NOUN
ger-67	89	71	’	'	PUNCT
ger-67	89	72	performance	performance	NOUN
ger-67	89	73	in	in	ADP
ger-67	89	74	mathematics	mathematic	NOUN
ger-67	89	75	on	on	ADP
ger-67	89	76	timss	timss	NOUN
ger-67	89	77	2011	2011	NUM
ger-67	89	78	,	,	PUNCT
ger-67	89	79	8th	8th	ADJ
ger-67	89	80	grade	grade	NOUN
ger-67	89	81	(	(	PUNCT
ger-67	89	82	mean	mean	NOUN
ger-67	89	83	scores	score	NOUN
ger-67	89	84	)	)	PUNCT
ger-67	89	85	in	in	ADP
ger-67	89	86	figure	figure	NOUN
ger-67	89	87	1	1	NUM
ger-67	89	88	,	,	PUNCT
ger-67	89	89	each	each	DET
ger-67	89	90	country	country	NOUN
ger-67	89	91	’s	’s	PART
ger-67	89	92	performance	performance	NOUN
ger-67	89	93	in	in	ADP
ger-67	89	94	mathematics	mathematic	NOUN
ger-67	89	95	is	be	AUX
ger-67	89	96	graphed	graph	VERB
ger-67	89	97	in	in	ADP
ger-67	89	98	order	order	NOUN
ger-67	89	99	of	of	ADP
ger-67	89	100	highest	high	ADJ
ger-67	89	101	to	to	PART
ger-67	89	102	lowest	low	ADJ
ger-67	89	103	scores	score	NOUN
ger-67	89	104	.	.	PUNCT
ger-67	90	1	as	as	SCONJ
ger-67	90	2	indicated	indicate	VERB
ger-67	90	3	by	by	ADP
ger-67	90	4	the	the	DET
ger-67	90	5	darkened	darken	VERB
ger-67	90	6	bar	bar	NOUN
ger-67	90	7	chart	chart	NOUN
ger-67	90	8	,	,	PUNCT
ger-67	90	9	in	in	ADP
ger-67	90	10	general	general	ADJ
ger-67	90	11	,	,	PUNCT
ger-67	90	12	all	all	PRON
ger-67	90	13	of	of	ADP
ger-67	90	14	the	the	DET
ger-67	90	15	oic	oic	PROPN
ger-67	90	16	countries	country	NOUN
ger-67	90	17	achieved	achieve	VERB
ger-67	90	18	lower	low	ADJ
ger-67	90	19	scores	score	NOUN
ger-67	90	20	as	as	ADP
ger-67	90	21	compared	compare	VERB
ger-67	90	22	to	to	ADP
ger-67	90	23	many	many	ADJ
ger-67	90	24	of	of	ADP
ger-67	90	25	the	the	DET
ger-67	90	26	non	non	ADJ
ger-67	90	27	-	-	ADJ
ger-67	90	28	oic	oic	ADJ
ger-67	90	29	countries	country	NOUN
ger-67	90	30	.	.	PUNCT
ger-67	91	1	kazakhstan	kazakhstan	PROPN
ger-67	91	2	is	be	AUX
ger-67	91	3	the	the	DET
ger-67	91	4	country	country	NOUN
ger-67	91	5	with	with	ADP
ger-67	91	6	the	the	DET
ger-67	91	7	highest	high	ADJ
ger-67	91	8	score	score	NOUN
ger-67	91	9	in	in	ADP
ger-67	91	10	mathematics	mathematic	NOUN
ger-67	91	11	among	among	ADP
ger-67	91	12	the	the	DET
ger-67	91	13	oic	oic	PROPN
ger-67	91	14	countries	country	NOUN
ger-67	91	15	,	,	PUNCT
ger-67	91	16	while	while	SCONJ
ger-67	91	17	oman	oman	NOUN
ger-67	91	18	records	record	VERB
ger-67	91	19	the	the	DET
ger-67	91	20	lowest	low	ADJ
ger-67	91	21	score	score	NOUN
ger-67	91	22	for	for	ADP
ger-67	91	23	the	the	DET
ger-67	91	24	oic	oic	PROPN
ger-67	91	25	countries	country	NOUN
ger-67	91	26	.	.	PUNCT
ger-67	92	1	in	in	ADP
ger-67	92	2	science	science	NOUN
ger-67	92	3	,	,	PUNCT
ger-67	92	4	the	the	DET
ger-67	92	5	oic	oic	PROPN
ger-67	92	6	countries	country	NOUN
ger-67	92	7	also	also	ADV
ger-67	92	8	performed	perform	VERB
ger-67	92	9	poorly	poorly	ADV
ger-67	92	10	.	.	PUNCT
ger-67	93	1	as	as	SCONJ
ger-67	93	2	illustrated	illustrate	VERB
ger-67	93	3	in	in	ADP
ger-67	93	4	figure	figure	NOUN
ger-67	93	5	2	2	NUM
ger-67	93	6	,	,	PUNCT
ger-67	93	7	all	all	PRON
ger-67	93	8	of	of	ADP
ger-67	93	9	the	the	DET
ger-67	93	10	oic	oic	PROPN
ger-67	93	11	countries	country	NOUN
ger-67	93	12	participating	participate	VERB
ger-67	93	13	in	in	ADP
ger-67	93	14	timss	timss	PROPN
ger-67	93	15	2011	2011	NUM
ger-67	93	16	are	be	AUX
ger-67	93	17	on	on	ADP
ger-67	93	18	the	the	DET
ger-67	93	19	lower	low	ADJ
ger-67	93	20	side	side	NOUN
ger-67	93	21	of	of	ADP
ger-67	93	22	the	the	DET
ger-67	93	23	chart	chart	NOUN
ger-67	93	24	.	.	PUNCT
ger-67	94	1	kazakhstan	kazakhstan	PROPN
ger-67	94	2	,	,	PUNCT
ger-67	94	3	again	again	ADV
ger-67	94	4	,	,	PUNCT
ger-67	94	5	scored	score	VERB
ger-67	94	6	the	the	DET
ger-67	94	7	highest	high	ADJ
ger-67	94	8	,	,	PUNCT
ger-67	94	9	while	while	SCONJ
ger-67	94	10	morocco	morocco	PROPN
ger-67	94	11	got	get	VERB
ger-67	94	12	the	the	DET
ger-67	94	13	lowest	low	ADJ
ger-67	94	14	score	score	NOUN
ger-67	94	15	among	among	ADP
ger-67	94	16	oic	oic	PROPN
ger-67	94	17	countries	country	NOUN
ger-67	94	18	.	.	PUNCT
ger-67	95	1	both	both	DET
ger-67	95	2	figures	figure	NOUN
ger-67	95	3	show	show	VERB
ger-67	95	4	a	a	DET
ger-67	95	5	clear	clear	ADJ
ger-67	95	6	gap	gap	NOUN
ger-67	95	7	between	between	ADP
ger-67	95	8	the	the	DET
ger-67	95	9	oic	oic	PROPN
ger-67	95	10	nations	nation	NOUN
ger-67	95	11	and	and	CCONJ
ger-67	95	12	countries	country	NOUN
ger-67	95	13	that	that	PRON
ger-67	95	14	performed	perform	VERB
ger-67	95	15	well	well	ADV
ger-67	95	16	on	on	ADP
ger-67	95	17	timss	timss	NOUN
ger-67	95	18	2011	2011	NUM
ger-67	95	19	,	,	PUNCT
ger-67	95	20	such	such	ADJ
ger-67	95	21	as	as	ADP
ger-67	95	22	south	south	PROPN
ger-67	95	23	korea	korea	PROPN
ger-67	95	24	,	,	PUNCT
ger-67	95	25	singapore	singapore	PROPN
ger-67	95	26	,	,	PUNCT
ger-67	95	27	japan	japan	PROPN
ger-67	95	28	,	,	PUNCT
ger-67	95	29	and	and	CCONJ
ger-67	95	30	hong	hong	PROPN
ger-67	95	31	kong	kong	PROPN
ger-67	95	32	.	.	PUNCT
ger-67	96	1	looking	look	VERB
ger-67	96	2	back	back	ADV
ger-67	96	3	at	at	ADP
ger-67	96	4	history	history	NOUN
ger-67	96	5	,	,	PUNCT
ger-67	96	6	one	one	NUM
ger-67	96	7	way	way	NOUN
ger-67	96	8	in	in	ADP
ger-67	96	9	which	which	PRON
ger-67	96	10	those	those	DET
ger-67	96	11	high	high	ADV
ger-67	96	12	-	-	PUNCT
ger-67	96	13	achieving	achieve	VERB
ger-67	96	14	countries	country	NOUN
ger-67	96	15	managed	manage	VERB
ger-67	96	16	to	to	PART
ger-67	96	17	transform	transform	VERB
ger-67	96	18	their	their	PRON
ger-67	96	19	economies	economy	NOUN
ger-67	96	20	and	and	CCONJ
ger-67	96	21	become	become	VERB
ger-67	96	22	high	high	ADJ
ger-67	96	23	-	-	PUNCT
ger-67	96	24	income	income	NOUN
ger-67	96	25	nations	nation	NOUN
ger-67	96	26	was	be	AUX
ger-67	96	27	through	through	ADP
ger-67	96	28	efforts	effort	NOUN
ger-67	96	29	to	to	PART
ger-67	96	30	improve	improve	VERB
ger-67	96	31	educational	educational	ADJ
ger-67	96	32	quality	quality	NOUN
ger-67	96	33	.	.	PUNCT
ger-67	97	1	science	science	NOUN
ger-67	97	2	and	and	CCONJ
ger-67	97	3	mathematics	mathematic	NOUN
ger-67	97	4	were	be	AUX
ger-67	97	5	subjects	subject	NOUN
ger-67	97	6	considered	consider	VERB
ger-67	97	7	particularly	particularly	ADV
ger-67	97	8	vital	vital	ADJ
ger-67	97	9	to	to	ADP
ger-67	97	10	human	human	ADJ
ger-67	97	11	capital	capital	NOUN
ger-67	97	12	development	development	NOUN
ger-67	97	13	throughout	throughout	ADP
ger-67	97	14	those	those	DET
ger-67	97	15	countries	country	NOUN
ger-67	97	16	’	'	PUNCT
ger-67	97	17	processes	process	NOUN
ger-67	97	18	of	of	ADP
ger-67	97	19	transformation	transformation	NOUN
ger-67	97	20	.	.	PUNCT
ger-67	98	1	given	give	VERB
ger-67	98	2	the	the	DET
ger-67	98	3	existing	exist	VERB
ger-67	98	4	gap	gap	NOUN
ger-67	98	5	between	between	ADP
ger-67	98	6	the	the	DET
ger-67	98	7	oic	oic	PROPN
ger-67	98	8	countries	country	NOUN
ger-67	98	9	and	and	CCONJ
ger-67	98	10	those	those	DET
ger-67	98	11	high	high	ADV
ger-67	98	12	-	-	PUNCT
ger-67	98	13	performing	perform	VERB
ger-67	98	14	nations	nation	NOUN
ger-67	98	15	,	,	PUNCT
ger-67	98	16	serious	serious	ADJ
ger-67	98	17	efforts	effort	NOUN
ger-67	98	18	to	to	PART
ger-67	98	19	reduce	reduce	VERB
ger-67	98	20	this	this	DET
ger-67	98	21	gap	gap	NOUN
ger-67	98	22	need	need	VERB
ger-67	98	23	to	to	PART
ger-67	98	24	be	be	AUX
ger-67	98	25	undertaken	undertake	VERB
ger-67	98	26	if	if	SCONJ
ger-67	98	27	the	the	DET
ger-67	98	28	oic	oic	PROPN
ger-67	98	29	countries	country	NOUN
ger-67	98	30	are	be	AUX
ger-67	98	31	serious	serious	ADJ
ger-67	98	32	about	about	ADP
ger-67	98	33	brighter	bright	ADJ
ger-67	98	34	futures	future	NOUN
ger-67	98	35	.	.	PUNCT
ger-67	99	1	in	in	ADP
ger-67	99	2	order	order	NOUN
ger-67	99	3	to	to	PART
ger-67	99	4	understand	understand	VERB
ger-67	99	5	the	the	DET
ger-67	99	6	low	low	ADJ
ger-67	99	7	performance	performance	NOUN
ger-67	99	8	of	of	ADP
ger-67	99	9	the	the	DET
ger-67	99	10	oic	oic	PROPN
ger-67	99	11	countries	country	NOUN
ger-67	99	12	in	in	ADP
ger-67	99	13	both	both	DET
ger-67	99	14	mathematics	mathematic	NOUN
ger-67	99	15	and	and	CCONJ
ger-67	99	16	science	science	NOUN
ger-67	99	17	,	,	PUNCT
ger-67	99	18	the	the	DET
ger-67	99	19	discussion	discussion	NOUN
ger-67	99	20	now	now	ADV
ger-67	99	21	turns	turn	VERB
ger-67	99	22	to	to	ADP
ger-67	99	23	analysing	analyse	VERB
ger-67	99	24	allocated	allocate	VERB
ger-67	99	25	educational	educational	ADJ
ger-67	99	26	inputs	input	NOUN
ger-67	99	27	.	.	PUNCT
ger-67	100	1	if	if	SCONJ
ger-67	100	2	the	the	DET
ger-67	100	3	allocation	allocation	NOUN
ger-67	100	4	of	of	ADP
ger-67	100	5	educational	educational	ADJ
ger-67	100	6	inputs	input	NOUN
ger-67	100	7	by	by	ADP
ger-67	100	8	the	the	DET
ger-67	100	9	oic	oic	PROPN
ger-67	100	10	countries	country	NOUN
ger-67	100	11	is	be	AUX
ger-67	100	12	relatively	relatively	ADV
ger-67	100	13	proportional	proportional	ADJ
ger-67	100	14	to	to	ADP
ger-67	100	15	those	those	PRON
ger-67	100	16	of	of	ADP
ger-67	100	17	high	high	ADJ
ger-67	100	18	-	-	PUNCT
ger-67	100	19	achieving	achieve	VERB
ger-67	100	20	countries	country	NOUN
ger-67	100	21	,	,	PUNCT
ger-67	100	22	then	then	ADV
ger-67	100	23	inefficiency	inefficiency	NOUN
ger-67	100	24	in	in	ADP
ger-67	100	25	inputs	input	NOUN
ger-67	100	26	utilisation	utilisation	NOUN
ger-67	100	27	could	could	AUX
ger-67	100	28	be	be	AUX
ger-67	100	29	one	one	NUM
ger-67	100	30	reason	reason	NOUN
ger-67	100	31	for	for	ADP
ger-67	100	32	the	the	DET
ger-67	100	33	failure	failure	NOUN
ger-67	100	34	to	to	PART
ger-67	100	35	translate	translate	VERB
ger-67	100	36	the	the	DET
ger-67	100	37	allocated	allocate	VERB
ger-67	100	38	inputs	input	NOUN
ger-67	100	39	into	into	ADP
ger-67	100	40	higher	high	ADJ
ger-67	100	41	student	student	NOUN
ger-67	100	42	academic	academic	ADJ
ger-67	100	43	achievement	achievement	NOUN
ger-67	100	44	.	.	PUNCT
ger-67	101	1	0	0	NUM
ger-67	101	2	100	100	NUM
ger-67	101	3	200	200	NUM
ger-67	101	4	300	300	NUM
ger-67	101	5	400	400	NUM
ger-67	101	6	500	500	NUM
ger-67	101	7	600	600	NUM
ger-67	101	8	700	700	NUM
ger-67	101	9	so	so	CCONJ
ger-67	101	10	ut	ut	PROPN
ger-67	101	11	h	h	PROPN
ger-67	101	12	ko	ko	PROPN
ger-67	101	13	re	re	PROPN
ger-67	101	14	a	a	DET
ger-67	101	15	si	si	PROPN
ger-67	101	16	ng	ng	PROPN
ger-67	101	17	ap	ap	PROPN
ger-67	101	18	or	or	CCONJ
ger-67	101	19	e	e	PROPN
ger-67	101	20	ho	ho	PROPN
ger-67	101	21	ng	ng	PROPN
ger-67	101	22	k	k	PROPN
ger-67	101	23	on	on	ADP
ger-67	101	24	g	g	PROPN
ger-67	101	25	ja	ja	PROPN
ger-67	101	26	pa	pa	PROPN
ger-67	101	27	n	n	PROPN
ger-67	101	28	ru	ru	PROPN
ger-67	101	29	ss	ss	PROPN
ger-67	101	30	ia	ia	PROPN
ger-67	102	1	n	n	X
ger-67	102	2	is	be	AUX
ger-67	102	3	ra	ra	PROPN
ger-67	102	4	el	el	PROPN
ger-67	102	5	fi	fi	PROPN
ger-67	102	6	nl	nl	PROPN
ger-67	102	7	an	an	PROPN
ger-67	102	8	d	d	X
ger-67	102	9	u	u	X
ger-67	102	10	ni	ni	PROPN
ger-67	102	11	te	te	PROPN
ger-67	102	12	d	d	PROPN
ger-67	102	13	st	st	PROPN
ger-67	102	14	at	at	ADP
ger-67	102	15	es	es	X
ger-67	103	1	sl	sl	INTJ
ger-67	103	2	ov	ov	INTJ
ger-67	103	3	en	en	PROPN
ger-67	103	4	ia	ia	PROPN
ger-67	103	5	hu	hu	PROPN
ger-67	103	6	ng	ng	PROPN
ger-67	103	7	ar	ar	PROPN
ger-67	103	8	y	y	PROPN
ger-67	103	9	au	au	PROPN
ger-67	103	10	st	st	PROPN
ger-67	103	11	ra	ra	PROPN
ger-67	103	12	lia	lia	PROPN
ger-67	103	13	li	li	PROPN
ger-67	103	14	th	th	PROPN
ger-67	103	15	ua	ua	PROPN
ger-67	103	16	ni	ni	PROPN
ger-67	103	17	a	a	PRON
ger-67	103	18	ita	ita	PROPN
ger-67	103	19	ly	ly	ADP
ger-67	103	20	n	n	NOUN
ger-67	103	21	ew	ew	INTJ
ger-67	103	22	z	z	PROPN
ger-67	103	23	ea	ea	PROPN
ger-67	103	24	la	la	PROPN
ger-67	103	25	nd	nd	PROPN
ger-67	103	26	ka	ka	PROPN
ger-67	103	27	za	za	PROPN
ger-67	103	28	kh	kh	PROPN
ger-67	103	29	st	st	PROPN
ger-67	104	1	an	an	DET
ger-67	104	2	sw	sw	PROPN
ger-67	104	3	ed	ed	NOUN
ger-67	104	4	en	en	PROPN
ger-67	104	5	u	u	PROPN
ger-67	104	6	kr	kr	PROPN
ger-67	104	7	ai	ai	VERB
ger-67	104	8	ne	ne	PRON
ger-67	104	9	n	n	ADJ
ger-67	104	10	or	or	CCONJ
ger-67	104	11	w	w	PROPN
ger-67	104	12	ay	ay	PROPN
ger-67	104	13	ar	ar	PROPN
ger-67	104	14	m	m	PROPN
ger-67	104	15	en	en	ADP
ger-67	104	16	ia	ia	PROPN
ger-67	104	17	ro	ro	PROPN
ger-67	104	18	m	m	PROPN
ger-67	104	19	an	an	DET
ger-67	104	20	ia	ia	PROPN
ger-67	104	21	u	u	NOUN
ger-67	104	22	ae	ae	PROPN
ger-67	104	23	tu	tu	PROPN
ger-67	104	24	rk	rk	VERB
ger-67	104	25	ey	ey	INTJ
ger-67	104	26	le	le	X
ger-67	104	27	ba	ba	PROPN
ger-67	104	28	no	no	INTJ
ger-67	104	29	n	n	ADV
ger-67	104	30	m	m	VERB
ger-67	104	31	al	al	PROPN
ger-67	104	32	ay	ay	PROPN
ger-67	104	33	sia	sia	PROPN
ger-67	104	34	g	g	PROPN
ger-67	104	35	eo	eo	PROPN
ger-67	104	36	rg	rg	PROPN
ger-67	104	37	ia	ia	PROPN
ger-67	104	38	th	th	X
ger-67	104	39	ai	ai	VERB
ger-67	104	40	la	la	PROPN
ger-67	104	41	nd	nd	ADV
ger-67	104	42	m	m	PROPN
ger-67	104	43	ac	ac	PROPN
ger-67	104	44	ed	ed	PROPN
ger-67	104	45	on	on	ADP
ger-67	104	46	ia	ia	PROPN
ger-67	104	47	tu	tu	PROPN
ger-67	104	48	ni	ni	PROPN
ger-67	104	49	sia	sia	PROPN
ger-67	104	50	ch	ch	PROPN
ger-67	104	51	ile	ile	PROPN
ger-67	104	52	ira	ira	PROPN
ger-67	104	53	n	n	CCONJ
ger-67	104	54	q	q	PROPN
ger-67	105	1	at	at	ADP
ger-67	105	2	ar	ar	PROPN
ger-67	105	3	ba	ba	PROPN
ger-67	105	4	hr	hr	PROPN
ger-67	105	5	ai	ai	VERB
ger-67	105	6	n	n	ADV
ger-67	105	7	jo	jo	PROPN
ger-67	105	8	rd	rd	PROPN
ger-67	105	9	an	an	DET
ger-67	105	10	w	w	NOUN
ger-67	105	11	es	es	ADP
ger-67	105	12	t	t	PROPN
ger-67	105	13	b	b	PROPN
ger-67	105	14	an	an	DET
ger-67	105	15	k	k	PROPN
ger-67	105	16	an	an	PRON
ger-67	105	17	d	d	X
ger-67	105	18	g	g	PROPN
ger-67	105	19	az	az	PROPN
ger-67	105	20	a	a	PROPN
ger-67	106	1	sa	sa	NOUN
ger-67	107	1	ud	ud	INTJ
ger-67	108	1	i	i	PRON
ger-67	109	1	a	a	DET
ger-67	109	2	ra	ra	PROPN
ger-67	109	3	bi	bi	NOUN
ger-67	109	4	a	a	PRON
ger-67	109	5	in	in	ADP
ger-67	109	6	do	do	AUX
ger-67	109	7	ne	ne	VERB
ger-67	109	8	sia	sia	PROPN
ger-67	110	1	sy	sy	PROPN
ger-67	110	2	ria	ria	PROPN
ger-67	110	3	m	m	PROPN
ger-67	110	4	or	or	CCONJ
ger-67	110	5	oc	oc	PART
ger-67	110	6	co	co	VERB
ger-67	110	7	o	o	NOUN
ger-67	110	8	m	m	VERB
ger-67	110	9	an	an	DET
ger-67	110	10	g	g	NOUN
ger-67	110	11	ha	ha	INTJ
ger-67	110	12	na	na	NOUN
ger-67	110	13	ax	ax	NOUN
ger-67	110	14	is	be	AUX
ger-67	110	15	t	t	PROPN
ger-67	110	16	itl	itl	PROPN
ger-67	110	17	e	e	PROPN
ger-67	110	18	countries	countries	PROPN
ger-67	110	19	oic	oic	PROPN
ger-67	110	20	non	non	PROPN
ger-67	110	21	-	-	ADJ
ger-67	110	22	oic	oic	ADJ
ger-67	110	23	efficiency	efficiency	NOUN
ger-67	110	24	of	of	ADP
ger-67	110	25	oic	oic	PROPN
ger-67	110	26	secondary	secondary	ADJ
ger-67	110	27	education	education	NOUN
ger-67	110	28	57	57	NUM
ger-67	110	29	figure	figure	NOUN
ger-67	110	30	2	2	NUM
ger-67	110	31	:	:	PUNCT
ger-67	110	32	students	student	NOUN
ger-67	110	33	’	'	PUNCT
ger-67	110	34	performance	performance	NOUN
ger-67	110	35	in	in	ADP
ger-67	110	36	science	science	NOUN
ger-67	110	37	in	in	ADP
ger-67	110	38	timss	timss	PROPN
ger-67	110	39	2011	2011	NUM
ger-67	110	40	,	,	PUNCT
ger-67	110	41	8th	8th	ADJ
ger-67	110	42	grade	grade	NOUN
ger-67	110	43	(	(	PUNCT
ger-67	110	44	mean	mean	NOUN
ger-67	110	45	scores	score	NOUN
ger-67	110	46	)	)	PUNCT
ger-67	110	47	two	two	NUM
ger-67	110	48	sets	set	NOUN
ger-67	110	49	of	of	ADP
ger-67	110	50	input	input	NOUN
ger-67	110	51	-	-	PUNCT
ger-67	110	52	related	relate	VERB
ger-67	110	53	data	datum	NOUN
ger-67	110	54	are	be	AUX
ger-67	110	55	considered	consider	VERB
ger-67	110	56	:	:	PUNCT
ger-67	110	57	the	the	DET
ger-67	110	58	average	average	ADJ
ger-67	110	59	percentage	percentage	NOUN
ger-67	110	60	distribution	distribution	NOUN
ger-67	110	61	of	of	ADP
ger-67	110	62	current	current	ADJ
ger-67	110	63	public	public	ADJ
ger-67	110	64	expenditure	expenditure	NOUN
ger-67	110	65	to	to	ADP
ger-67	110	66	lower	low	ADJ
ger-67	110	67	secondary	secondary	ADJ
ger-67	110	68	education4	education4	PROPN
ger-67	110	69	from	from	ADP
ger-67	110	70	2008	2008	NUM
ger-67	110	71	to	to	ADP
ger-67	110	72	2011	2011	NUM
ger-67	110	73	,	,	PUNCT
ger-67	110	74	and	and	CCONJ
ger-67	110	75	the	the	DET
ger-67	110	76	average	average	ADJ
ger-67	110	77	student	student	NOUN
ger-67	110	78	-	-	PUNCT
ger-67	110	79	teacher	teacher	NOUN
ger-67	110	80	ratio	ratio	NOUN
ger-67	110	81	in	in	ADP
ger-67	110	82	secondary	secondary	ADJ
ger-67	110	83	education	education	NOUN
ger-67	110	84	from	from	ADP
ger-67	110	85	2008	2008	NUM
ger-67	110	86	to	to	ADP
ger-67	110	87	2011	2011	NUM
ger-67	110	88	.	.	PUNCT
ger-67	111	1	these	these	DET
ger-67	111	2	inputs	input	NOUN
ger-67	111	3	are	be	AUX
ger-67	111	4	discretionary	discretionary	ADJ
ger-67	111	5	educational	educational	ADJ
ger-67	111	6	inputs	input	NOUN
ger-67	111	7	because	because	SCONJ
ger-67	111	8	they	they	PRON
ger-67	111	9	are	be	AUX
ger-67	111	10	under	under	ADP
ger-67	111	11	the	the	DET
ger-67	111	12	direct	direct	ADJ
ger-67	111	13	control	control	NOUN
ger-67	111	14	of	of	ADP
ger-67	111	15	ministries	ministry	NOUN
ger-67	111	16	of	of	ADP
ger-67	111	17	education	education	NOUN
ger-67	111	18	.	.	PUNCT
ger-67	112	1	in	in	ADP
ger-67	112	2	the	the	DET
ger-67	112	3	study	study	NOUN
ger-67	112	4	of	of	ADP
ger-67	112	5	educational	educational	ADJ
ger-67	112	6	production	production	NOUN
ger-67	112	7	function	function	NOUN
ger-67	112	8	,	,	PUNCT
ger-67	112	9	systematic	systematic	ADJ
ger-67	112	10	associations	association	NOUN
ger-67	112	11	have	have	AUX
ger-67	112	12	been	be	AUX
ger-67	112	13	found	find	VERB
ger-67	112	14	between	between	ADP
ger-67	112	15	these	these	DET
ger-67	112	16	two	two	NUM
ger-67	112	17	inputs	input	NOUN
ger-67	112	18	and	and	CCONJ
ger-67	112	19	students	student	NOUN
ger-67	112	20	’	'	PUNCT
ger-67	112	21	academic	academic	ADJ
ger-67	112	22	achievement	achievement	NOUN
ger-67	112	23	.	.	PUNCT
ger-67	113	1	educational	educational	ADJ
ger-67	113	2	expenditure	expenditure	NOUN
ger-67	113	3	has	have	VERB
ger-67	113	4	a	a	DET
ger-67	113	5	positive	positive	ADJ
ger-67	113	6	effect	effect	NOUN
ger-67	113	7	on	on	ADP
ger-67	113	8	students	student	NOUN
ger-67	113	9	’	'	PUNCT
ger-67	113	10	achievement	achievement	NOUN
ger-67	113	11	(	(	PUNCT
ger-67	113	12	hedges	hedge	NOUN
ger-67	113	13	et	et	PROPN
ger-67	113	14	al	al	PROPN
ger-67	113	15	.	.	PROPN
ger-67	113	16	,	,	PUNCT
ger-67	113	17	1994	1994	NUM
ger-67	113	18	)	)	PUNCT
ger-67	113	19	,	,	PUNCT
ger-67	113	20	while	while	SCONJ
ger-67	113	21	there	there	PRON
ger-67	113	22	is	be	VERB
ger-67	113	23	a	a	DET
ger-67	113	24	negative	negative	ADJ
ger-67	113	25	relationship	relationship	NOUN
ger-67	113	26	between	between	ADP
ger-67	113	27	student	student	NOUN
ger-67	113	28	-	-	PUNCT
ger-67	113	29	teacher	teacher	NOUN
ger-67	113	30	ratio	ratio	NOUN
ger-67	113	31	and	and	CCONJ
ger-67	113	32	students	student	NOUN
ger-67	113	33	’	'	PUNCT
ger-67	113	34	achievement	achievement	NOUN
ger-67	113	35	(	(	PUNCT
ger-67	113	36	finn	finn	PROPN
ger-67	113	37	et	et	PROPN
ger-67	113	38	al	al	PROPN
ger-67	113	39	.	.	PROPN
ger-67	113	40	,	,	PUNCT
ger-67	113	41	2003	2003	NUM
ger-67	113	42	)	)	PUNCT
ger-67	113	43	.	.	PUNCT
ger-67	114	1	for	for	ADP
ger-67	114	2	both	both	DET
ger-67	114	3	inputs	input	NOUN
ger-67	114	4	,	,	PUNCT
ger-67	114	5	the	the	DET
ger-67	114	6	average	average	ADJ
ger-67	114	7	figures	figure	NOUN
ger-67	114	8	are	be	AUX
ger-67	114	9	considered	consider	VERB
ger-67	114	10	for	for	ADP
ger-67	114	11	three	three	NUM
ger-67	114	12	reasons	reason	NOUN
ger-67	114	13	.	.	PUNCT
ger-67	115	1	first	first	ADV
ger-67	115	2	,	,	PUNCT
ger-67	115	3	the	the	DET
ger-67	115	4	figures	figure	NOUN
ger-67	115	5	represent	represent	VERB
ger-67	115	6	the	the	DET
ger-67	115	7	commitment	commitment	NOUN
ger-67	115	8	of	of	ADP
ger-67	115	9	each	each	DET
ger-67	115	10	country	country	NOUN
ger-67	115	11	from	from	ADP
ger-67	115	12	the	the	DET
ger-67	115	13	time	time	NOUN
ger-67	115	14	of	of	ADP
ger-67	115	15	the	the	DET
ger-67	115	16	last	last	ADJ
ger-67	115	17	timss	timss	NOUN
ger-67	115	18	(	(	PUNCT
ger-67	115	19	in	in	ADP
ger-67	115	20	2007	2007	NUM
ger-67	115	21	)	)	PUNCT
ger-67	115	22	to	to	ADP
ger-67	115	23	the	the	DET
ger-67	115	24	recent	recent	ADJ
ger-67	115	25	timss	timss	NOUN
ger-67	115	26	(	(	PUNCT
ger-67	115	27	in	in	ADP
ger-67	115	28	2011	2011	NUM
ger-67	115	29	)	)	PUNCT
ger-67	115	30	.	.	PUNCT
ger-67	116	1	second	second	ADJ
ger-67	116	2	,	,	PUNCT
ger-67	116	3	the	the	DET
ger-67	116	4	lag	lag	NOUN
ger-67	116	5	in	in	ADP
ger-67	116	6	policy	policy	NOUN
ger-67	116	7	effectiveness	effectiveness	NOUN
ger-67	116	8	is	be	AUX
ger-67	116	9	overcome	overcome	VERB
ger-67	116	10	by	by	ADP
ger-67	116	11	using	use	VERB
ger-67	116	12	the	the	DET
ger-67	116	13	average	average	ADJ
ger-67	116	14	data	datum	NOUN
ger-67	116	15	.	.	PUNCT
ger-67	117	1	third	third	ADJ
ger-67	117	2	,	,	PUNCT
ger-67	117	3	the	the	DET
ger-67	117	4	average	average	ADJ
ger-67	117	5	data	datum	NOUN
ger-67	117	6	solves	solve	VERB
ger-67	117	7	the	the	DET
ger-67	117	8	problem	problem	NOUN
ger-67	117	9	of	of	ADP
ger-67	117	10	some	some	DET
ger-67	117	11	missing	missing	ADJ
ger-67	117	12	data	datum	NOUN
ger-67	117	13	on	on	ADP
ger-67	117	14	the	the	DET
ger-67	117	15	inputs	input	NOUN
ger-67	117	16	.	.	PUNCT
ger-67	118	1	0	0	NUM
ger-67	118	2	100	100	NUM
ger-67	118	3	200	200	NUM
ger-67	118	4	300	300	NUM
ger-67	118	5	400	400	NUM
ger-67	118	6	500	500	NUM
ger-67	118	7	600	600	NUM
ger-67	118	8	700	700	NUM
ger-67	118	9	si	si	PROPN
ger-67	118	10	ng	ng	PROPN
ger-67	118	11	ap	ap	PROPN
ger-67	118	12	or	or	CCONJ
ger-67	118	13	e	e	X
ger-67	118	14	so	so	ADV
ger-67	118	15	ut	ut	PROPN
ger-67	118	16	h	h	PROPN
ger-67	118	17	ko	ko	PROPN
ger-67	118	18	re	re	PROPN
ger-67	118	19	a	a	DET
ger-67	118	20	ja	ja	PROPN
ger-67	118	21	pa	pa	PROPN
ger-67	118	22	n	n	PROPN
ger-67	118	23	fi	fi	NOUN
ger-67	118	24	nl	nl	NOUN
ger-67	118	25	an	an	PROPN
ger-67	119	1	d	d	NOUN
ger-67	119	2	sl	sl	INTJ
ger-67	119	3	ov	ov	PROPN
ger-67	119	4	en	en	PROPN
ger-67	119	5	ia	ia	PROPN
ger-67	119	6	ru	ru	PROPN
ger-67	119	7	ss	ss	PROPN
ger-67	119	8	ia	ia	PROPN
ger-67	119	9	n	n	PROPN
ger-67	119	10	ho	ho	PROPN
ger-67	119	11	ng	ng	PROPN
ger-67	119	12	k	k	PROPN
ger-67	119	13	on	on	ADP
ger-67	119	14	g	g	PROPN
ger-67	119	15	u	u	PROPN
ger-67	119	16	ni	ni	PROPN
ger-67	119	17	te	te	PROPN
ger-67	119	18	d	d	PROPN
ger-67	119	19	st	st	PROPN
ger-67	119	20	at	at	ADP
ger-67	119	21	es	es	X
ger-67	119	22	hu	hu	PROPN
ger-67	119	23	ng	ng	PROPN
ger-67	119	24	ar	ar	PROPN
ger-67	119	25	y	y	PROPN
ger-67	119	26	au	au	PROPN
ger-67	119	27	st	st	PROPN
ger-67	119	28	ra	ra	PROPN
ger-67	119	29	lia	lia	PROPN
ger-67	119	30	is	be	AUX
ger-67	119	31	ra	ra	PROPN
ger-67	119	32	el	el	PROPN
ger-67	119	33	li	li	PROPN
ger-67	119	34	th	th	PROPN
ger-67	119	35	ua	ua	PROPN
ger-67	119	36	ni	ni	PROPN
ger-67	120	1	a	a	PROPN
ger-67	120	2	n	n	PROPN
ger-67	120	3	ew	ew	NOUN
ger-67	120	4	z	z	PROPN
ger-67	120	5	ea	ea	PROPN
ger-67	120	6	la	la	PROPN
ger-67	120	7	nd	nd	PROPN
ger-67	120	8	sw	sw	PROPN
ger-67	120	9	ed	ed	PROPN
ger-67	120	10	en	en	PROPN
ger-67	120	11	ita	ita	X
ger-67	120	12	ly	ly	ADP
ger-67	121	1	u	u	NOUN
ger-67	121	2	kr	kr	PROPN
ger-67	121	3	ai	ai	VERB
ger-67	121	4	ne	ne	PRON
ger-67	121	5	n	n	ADJ
ger-67	121	6	or	or	CCONJ
ger-67	121	7	w	w	PROPN
ger-67	121	8	ay	ay	PROPN
ger-67	121	9	ka	ka	PROPN
ger-67	122	1	za	za	PROPN
ger-67	122	2	kh	kh	PROPN
ger-67	122	3	st	st	PROPN
ger-67	122	4	an	an	DET
ger-67	122	5	tu	tu	PROPN
ger-67	122	6	rk	rk	PROPN
ger-67	122	7	ey	ey	PRON
ger-67	122	8	ira	ira	PROPN
ger-67	122	9	n	n	PROPN
ger-67	122	10	ro	ro	PROPN
ger-67	122	11	m	m	PROPN
ger-67	122	12	an	an	DET
ger-67	122	13	ia	ia	PROPN
ger-67	122	14	u	u	NOUN
ger-67	122	15	ae	ae	PROPN
ger-67	122	16	ch	ch	PROPN
ger-67	122	17	ile	ile	PROPN
ger-67	122	18	ba	ba	PROPN
ger-67	122	19	hr	hr	NOUN
ger-67	122	20	ai	ai	VERB
ger-67	122	21	n	n	ADV
ger-67	122	22	th	th	X
ger-67	122	23	ai	ai	VERB
ger-67	122	24	la	la	PROPN
ger-67	122	25	nd	nd	ADP
ger-67	122	26	jo	jo	PROPN
ger-67	122	27	rd	rd	PROPN
ger-67	122	28	an	an	PROPN
ger-67	122	29	tu	tu	PROPN
ger-67	122	30	ni	ni	PROPN
ger-67	122	31	sia	sia	PROPN
ger-67	122	32	ar	ar	PROPN
ger-67	122	33	m	m	PROPN
ger-67	122	34	en	en	PROPN
ger-67	122	35	ia	ia	PROPN
ger-67	122	36	sa	sa	PROPN
ger-67	123	1	ud	ud	INTJ
ger-67	123	2	i	i	PRON
ger-67	124	1	a	a	DET
ger-67	124	2	ra	ra	PROPN
ger-67	124	3	bi	bi	NOUN
ger-67	124	4	a	a	PROPN
ger-67	124	5	m	m	VERB
ger-67	124	6	al	al	PROPN
ger-67	124	7	ay	ay	PROPN
ger-67	124	8	sia	sia	PROPN
ger-67	125	1	sy	sy	PROPN
ger-67	125	2	ria	ria	PROPN
ger-67	125	3	g	g	PROPN
ger-67	125	4	eo	eo	PROPN
ger-67	125	5	rg	rg	PROPN
ger-67	125	6	ia	ia	PROPN
ger-67	125	7	w	w	PROPN
ger-67	125	8	es	es	ADP
ger-67	125	9	t	t	PROPN
ger-67	125	10	b	b	PROPN
ger-67	125	11	an	an	DET
ger-67	125	12	k	k	PROPN
ger-67	125	13	an	an	DET
ger-67	125	14	d	d	X
ger-67	125	15	g	g	PROPN
ger-67	125	16	az	az	PROPN
ger-67	125	17	a	a	DET
ger-67	125	18	o	o	NOUN
ger-67	125	19	m	m	VERB
ger-67	125	20	an	an	DET
ger-67	125	21	q	q	NOUN
ger-67	125	22	at	at	ADP
ger-67	125	23	ar	ar	PROPN
ger-67	125	24	m	m	PROPN
ger-67	125	25	ac	ac	PROPN
ger-67	125	26	ed	ed	PROPN
ger-67	125	27	on	on	ADP
ger-67	125	28	ia	ia	PROPN
ger-67	125	29	le	le	X
ger-67	125	30	ba	ba	PROPN
ger-67	126	1	no	no	INTJ
ger-67	126	2	n	n	ADV
ger-67	126	3	in	in	ADP
ger-67	126	4	do	do	AUX
ger-67	126	5	ne	ne	VERB
ger-67	126	6	sia	sia	PROPN
ger-67	126	7	m	m	PROPN
ger-67	126	8	or	or	CCONJ
ger-67	126	9	oc	oc	PART
ger-67	126	10	co	co	VERB
ger-67	126	11	g	g	PROPN
ger-67	126	12	ha	ha	INTJ
ger-67	126	13	na	na	INTJ
ger-67	126	14	sc	sc	PROPN
ger-67	126	15	or	or	CCONJ
ger-67	126	16	es	es	ADP
ger-67	126	17	countries	country	NOUN
ger-67	126	18	oic	oic	PROPN
ger-67	126	19	non	non	PROPN
ger-67	126	20	-	-	ADJ
ger-67	126	21	oic	oic	ADJ
ger-67	126	22	58	58	NUM
ger-67	126	23	global	global	ADJ
ger-67	126	24	education	education	NOUN
ger-67	126	25	review	review	NOUN
ger-67	126	26	1(4	1(4	NUM
ger-67	126	27	)	)	PUNCT
ger-67	126	28	table	table	NOUN
ger-67	126	29	2	2	NUM
ger-67	126	30	:	:	PUNCT
ger-67	126	31	summary	summary	NOUN
ger-67	126	32	statistics	statistic	NOUN
ger-67	126	33	of	of	ADP
ger-67	126	34	educational	educational	ADJ
ger-67	126	35	inputs	input	NOUN
ger-67	126	36	to	to	ADP
ger-67	126	37	secondary	secondary	ADJ
ger-67	126	38	education	education	NOUN
ger-67	126	39	(	(	PUNCT
ger-67	126	40	average	average	ADJ
ger-67	126	41	from	from	ADP
ger-67	126	42	2008	2008	NUM
ger-67	126	43	to	to	ADP
ger-67	126	44	2011	2011	NUM
ger-67	126	45	)	)	PUNCT
ger-67	126	46	statistics	statistic	NOUN
ger-67	126	47	all	all	DET
ger-67	126	48	oic	oic	PROPN
ger-67	126	49	non	non	ADJ
ger-67	126	50	-	-	ADJ
ger-67	126	51	oic	oic	ADJ
ger-67	126	52	percentage	percentage	NOUN
ger-67	126	53	distribution	distribution	NOUN
ger-67	126	54	of	of	ADP
ger-67	126	55	public	public	ADJ
ger-67	126	56	current	current	ADJ
ger-67	126	57	expenditure	expenditure	NOUN
ger-67	126	58	to	to	ADP
ger-67	126	59	lower	low	ADJ
ger-67	126	60	secondary	secondary	ADJ
ger-67	126	61	education	education	NOUN
ger-67	126	62	studentteacher	studentteacher	ADJ
ger-67	126	63	ratio	ratio	NOUN
ger-67	126	64	percentage	percentage	NOUN
ger-67	126	65	distribution	distribution	NOUN
ger-67	126	66	of	of	ADP
ger-67	126	67	public	public	ADJ
ger-67	126	68	current	current	ADJ
ger-67	126	69	expenditure	expenditure	NOUN
ger-67	126	70	to	to	ADP
ger-67	126	71	lower	low	ADJ
ger-67	126	72	secondary	secondary	ADJ
ger-67	126	73	education	education	NOUN
ger-67	126	74	student	student	NOUN
ger-67	126	75	-teacher	-teacher	PROPN
ger-67	126	76	ratio	ratio	NOUN
ger-67	126	77	percentage	percentage	NOUN
ger-67	126	78	distributio	distributio	NOUN
ger-67	126	79	n	n	PROPN
ger-67	126	80	of	of	ADP
ger-67	126	81	public	public	ADJ
ger-67	126	82	current	current	ADJ
ger-67	126	83	expenditur	expenditur	NOUN
ger-67	126	84	e	e	NOUN
ger-67	126	85	to	to	PART
ger-67	126	86	lower	lower	VERB
ger-67	126	87	secondary	secondary	ADJ
ger-67	126	88	education	education	NOUN
ger-67	126	89	studentteacher	studentteacher	ADJ
ger-67	126	90	ratio	ratio	NOUN
ger-67	126	91	average	average	ADJ
ger-67	126	92	18.71	18.71	NUM
ger-67	126	93	13.66	13.66	NUM
ger-67	126	94	20.12	20.12	NUM
ger-67	126	95	15.27	15.27	NUM
ger-67	126	96	18.17	18.17	NUM
ger-67	126	97	12.52	12.52	NUM
ger-67	126	98	std	std	NOUN
ger-67	126	99	dev	dev	NOUN
ger-67	126	100	5.93	5.93	NUM
ger-67	126	101	4.73	4.73	NUM
ger-67	126	102	6.18	6.18	NUM
ger-67	126	103	4.94	4.94	NUM
ger-67	126	104	5.62	5.62	NUM
ger-67	126	105	4.44	4.44	NUM
ger-67	126	106	minimum	minimum	NOUN
ger-67	126	107	7.92	7.92	NUM
ger-67	126	108	6.85	6.85	NUM
ger-67	126	109	8.15	8.15	NUM
ger-67	126	110	9.15	9.15	NUM
ger-67	126	111	7.92	7.92	NUM
ger-67	126	112	6.85	6.85	NUM
ger-67	126	113	maximum	maximum	NOUN
ger-67	126	114	36.54	36.54	NUM
ger-67	126	115	25.26	25.26	NUM
ger-67	126	116	33.58	33.58	NUM
ger-67	126	117	25.26	25.26	NUM
ger-67	126	118	36.54	36.54	NUM
ger-67	126	119	22.14	22.14	NUM
ger-67	126	120	observations	observation	NOUN
ger-67	126	121	40	40	NUM
ger-67	126	122	40	40	NUM
ger-67	126	123	16	16	NUM
ger-67	126	124	16	16	NUM
ger-67	126	125	24	24	NUM
ger-67	126	126	24	24	NUM
ger-67	126	127	figure	figure	NOUN
ger-67	126	128	3	3	NUM
ger-67	126	129	:	:	PUNCT
ger-67	126	130	percentage	percentage	NOUN
ger-67	126	131	distribution	distribution	NOUN
ger-67	126	132	of	of	ADP
ger-67	126	133	public	public	ADJ
ger-67	126	134	current	current	ADJ
ger-67	126	135	expenditure	expenditure	NOUN
ger-67	126	136	to	to	ADP
ger-67	126	137	lower	low	ADJ
ger-67	126	138	secondary	secondary	ADJ
ger-67	126	139	education	education	NOUN
ger-67	126	140	(	(	PUNCT
ger-67	126	141	average	average	ADJ
ger-67	126	142	from	from	ADP
ger-67	126	143	2008	2008	NUM
ger-67	126	144	to	to	ADP
ger-67	126	145	2011	2011	NUM
ger-67	126	146	)	)	PUNCT
ger-67	126	147	0	0	NUM
ger-67	126	148	5	5	NUM
ger-67	126	149	10	10	NUM
ger-67	126	150	15	15	NUM
ger-67	126	151	20	20	NUM
ger-67	126	152	25	25	NUM
ger-67	126	153	30	30	NUM
ger-67	126	154	35	35	NUM
ger-67	126	155	40	40	NUM
ger-67	126	156	li	li	PROPN
ger-67	126	157	th	th	X
ger-67	126	158	ua	ua	PROPN
ger-67	126	159	ni	ni	PROPN
ger-67	126	160	a	a	PROPN
ger-67	126	161	ka	ka	PROPN
ger-67	126	162	za	za	PROPN
ger-67	126	163	kh	kh	PROPN
ger-67	126	164	st	st	PROPN
ger-67	127	1	an	an	DET
ger-67	127	2	jo	jo	PROPN
ger-67	127	3	rd	rd	PROPN
ger-67	127	4	an	an	DET
ger-67	127	5	ba	ba	PROPN
ger-67	127	6	hr	hr	NOUN
ger-67	127	7	ai	ai	VERB
ger-67	127	8	n	n	ADP
ger-67	127	9	ar	ar	PROPN
ger-67	127	10	m	m	PROPN
ger-67	127	11	en	en	X
ger-67	127	12	ia	ia	PROPN
ger-67	127	13	au	au	PROPN
ger-67	127	14	st	st	PROPN
ger-67	127	15	ra	ra	PROPN
ger-67	127	16	lia	lia	PROPN
ger-67	127	17	sy	sy	PROPN
ger-67	127	18	ria	ria	PROPN
ger-67	127	19	m	m	PROPN
ger-67	127	20	al	al	PROPN
ger-67	127	21	ay	ay	PROPN
ger-67	128	1	sia	sia	PROPN
ger-67	129	1	ja	ja	PROPN
ger-67	129	2	pa	pa	PROPN
ger-67	129	3	n	n	PROPN
ger-67	129	4	ira	ira	PROPN
ger-67	129	5	n	n	PROPN
ger-67	129	6	hu	hu	PROPN
ger-67	129	7	ng	ng	PROPN
ger-67	129	8	ar	ar	PROPN
ger-67	129	9	y	y	PROPN
ger-67	129	10	m	m	PROPN
ger-67	129	11	or	or	CCONJ
ger-67	129	12	oc	oc	PART
ger-67	129	13	co	co	VERB
ger-67	129	14	o	o	PROPN
ger-67	129	15	m	m	VERB
ger-67	129	16	an	an	DET
ger-67	129	17	ho	ho	PROPN
ger-67	129	18	ng	ng	PROPN
ger-67	129	19	k	k	PROPN
ger-67	129	20	on	on	ADP
ger-67	129	21	g	g	PROPN
ger-67	129	22	g	g	PROPN
ger-67	129	23	ha	ha	INTJ
ger-67	129	24	na	na	INTJ
ger-67	130	1	so	so	ADV
ger-67	130	2	ut	ut	PROPN
ger-67	130	3	h	h	PROPN
ger-67	130	4	ko	ko	PROPN
ger-67	130	5	re	re	PROPN
ger-67	130	6	a	a	DET
ger-67	130	7	m	m	NOUN
ger-67	130	8	ac	ac	NOUN
ger-67	130	9	ed	ed	NOUN
ger-67	130	10	on	on	ADP
ger-67	130	11	ia	ia	PROPN
ger-67	131	1	g	g	PROPN
ger-67	131	2	eo	eo	PROPN
ger-67	131	3	rg	rg	PROPN
ger-67	131	4	ia	ia	PROPN
ger-67	131	5	sa	sa	PROPN
ger-67	131	6	ud	ud	INTJ
ger-67	131	7	i	i	PRON
ger-67	131	8	a	a	DET
ger-67	131	9	ra	ra	PROPN
ger-67	131	10	bi	bi	NOUN
ger-67	131	11	a	a	PROPN
ger-67	131	12	sl	sl	INTJ
ger-67	131	13	ov	ov	INTJ
ger-67	131	14	en	en	PROPN
ger-67	131	15	ia	ia	PROPN
ger-67	131	16	tu	tu	PROPN
ger-67	131	17	ni	ni	PROPN
ger-67	131	18	sia	sia	PROPN
ger-67	131	19	u	u	PROPN
ger-67	131	20	ae	ae	PROPN
ger-67	131	21	u	u	NOUN
ger-67	131	22	kr	kr	PROPN
ger-67	131	23	ai	ai	VERB
ger-67	131	24	ne	ne	PROPN
ger-67	131	25	w	w	PROPN
ger-67	131	26	es	es	ADP
ger-67	131	27	t	t	PROPN
ger-67	131	28	b	b	PROPN
ger-67	131	29	an	an	DET
ger-67	131	30	k	k	PROPN
ger-67	131	31	an	an	DET
ger-67	131	32	d	d	X
ger-67	131	33	g	g	PROPN
ger-67	131	34	az	az	PROPN
ger-67	131	35	a	a	DET
ger-67	131	36	ru	ru	PROPN
ger-67	131	37	ss	ss	PROPN
ger-67	131	38	ia	ia	PROPN
ger-67	131	39	ro	ro	PROPN
ger-67	131	40	m	m	PROPN
ger-67	131	41	an	an	DET
ger-67	131	42	ia	ia	ADJ
ger-67	131	43	ita	ita	X
ger-67	131	44	ly	ly	ADP
ger-67	131	45	n	n	ADV
ger-67	131	46	ew	ew	INTJ
ger-67	131	47	z	z	PROPN
ger-67	131	48	ea	ea	PROPN
ger-67	131	49	la	la	PROPN
ger-67	131	50	nd	nd	PROPN
ger-67	131	51	fi	fi	NOUN
ger-67	131	52	nl	nl	NOUN
ger-67	131	53	an	an	PROPN
ger-67	131	54	d	d	PROPN
ger-67	131	55	in	in	ADP
ger-67	131	56	do	do	NOUN
ger-67	131	57	ne	ne	VERB
ger-67	131	58	sia	sia	PROPN
ger-67	131	59	le	le	PROPN
ger-67	131	60	ba	ba	PROPN
ger-67	132	1	no	no	INTJ
ger-67	132	2	n	n	ADV
ger-67	132	3	q	q	NOUN
ger-67	132	4	at	at	ADP
ger-67	132	5	ar	ar	PROPN
ger-67	132	6	sw	sw	PROPN
ger-67	132	7	ed	ed	PROPN
ger-67	132	8	en	en	PROPN
ger-67	132	9	is	be	AUX
ger-67	132	10	ra	ra	PROPN
ger-67	132	11	el	el	PROPN
ger-67	132	12	si	si	PROPN
ger-67	132	13	ng	ng	PROPN
ger-67	132	14	ap	ap	PROPN
ger-67	132	15	or	or	CCONJ
ger-67	132	16	e	e	PROPN
ger-67	132	17	n	n	NOUN
ger-67	132	18	or	or	CCONJ
ger-67	132	19	w	w	PROPN
ger-67	132	20	ay	ay	PROPN
ger-67	132	21	ch	ch	PROPN
ger-67	132	22	ile	ile	PROPN
ger-67	132	23	u	u	PROPN
ger-67	132	24	ni	ni	PROPN
ger-67	132	25	te	te	PROPN
ger-67	132	26	d	d	PROPN
ger-67	132	27	st	st	PROPN
ger-67	132	28	at	at	ADP
ger-67	132	29	es	es	X
ger-67	132	30	tu	tu	INTJ
ger-67	132	31	rk	rk	NOUN
ger-67	132	32	ey	ey	INTJ
ger-67	132	33	th	th	X
ger-67	132	34	ai	ai	VERB
ger-67	132	35	la	la	PROPN
ger-67	132	36	nd	nd	INTJ
ger-67	132	37	pe	pe	PROPN
ger-67	132	38	rc	rc	PROPN
ger-67	132	39	en	en	PROPN
ger-67	132	40	t	t	PROPN
ger-67	132	41	countries	country	NOUN
ger-67	132	42	oic	oic	PROPN
ger-67	132	43	non	non	PROPN
ger-67	132	44	-	-	ADJ
ger-67	132	45	oic	oic	ADJ
ger-67	132	46	efficiency	efficiency	NOUN
ger-67	132	47	of	of	ADP
ger-67	132	48	oic	oic	PROPN
ger-67	132	49	secondary	secondary	ADJ
ger-67	132	50	education	education	NOUN
ger-67	132	51	59	59	NUM
ger-67	132	52	summary	summary	NOUN
ger-67	132	53	statistics	statistic	NOUN
ger-67	132	54	of	of	ADP
ger-67	132	55	the	the	DET
ger-67	132	56	inputs	input	NOUN
ger-67	132	57	data	datum	NOUN
ger-67	132	58	are	be	AUX
ger-67	132	59	presented	present	VERB
ger-67	132	60	in	in	ADP
ger-67	132	61	table	table	NOUN
ger-67	132	62	2	2	NUM
ger-67	132	63	.	.	PUNCT
ger-67	133	1	as	as	SCONJ
ger-67	133	2	shown	show	VERB
ger-67	133	3	in	in	ADP
ger-67	133	4	the	the	DET
ger-67	133	5	table	table	NOUN
ger-67	133	6	,	,	PUNCT
ger-67	133	7	for	for	ADP
ger-67	133	8	the	the	DET
ger-67	133	9	sample	sample	NOUN
ger-67	133	10	,	,	PUNCT
ger-67	133	11	the	the	DET
ger-67	133	12	average	average	ADJ
ger-67	133	13	financial	financial	ADJ
ger-67	133	14	allocation	allocation	NOUN
ger-67	133	15	to	to	PART
ger-67	133	16	lower	low	ADJ
ger-67	133	17	secondary	secondary	ADJ
ger-67	133	18	education	education	NOUN
ger-67	133	19	is	be	AUX
ger-67	133	20	18.71	18.71	NUM
ger-67	133	21	percent	percent	NOUN
ger-67	133	22	,	,	PUNCT
ger-67	133	23	with	with	ADP
ger-67	133	24	a	a	DET
ger-67	133	25	standard	standard	ADJ
ger-67	133	26	deviation	deviation	NOUN
ger-67	133	27	of	of	ADP
ger-67	133	28	5.93	5.93	NUM
ger-67	133	29	.	.	PUNCT
ger-67	134	1	the	the	DET
ger-67	134	2	average	average	ADJ
ger-67	134	3	financial	financial	ADJ
ger-67	134	4	allocation	allocation	NOUN
ger-67	134	5	by	by	ADP
ger-67	134	6	the	the	DET
ger-67	134	7	oic	oic	PROPN
ger-67	134	8	countries	country	NOUN
ger-67	134	9	is	be	AUX
ger-67	134	10	20.12	20.12	NUM
ger-67	134	11	percent	percent	NOUN
ger-67	134	12	,	,	PUNCT
ger-67	134	13	which	which	PRON
ger-67	134	14	is	be	AUX
ger-67	134	15	higher	high	ADJ
ger-67	134	16	than	than	ADP
ger-67	134	17	the	the	DET
ger-67	134	18	sample	sample	NOUN
ger-67	134	19	and	and	CCONJ
ger-67	134	20	the	the	DET
ger-67	134	21	non	non	ADJ
ger-67	134	22	-	-	ADJ
ger-67	134	23	oic	oic	ADJ
ger-67	134	24	countries	country	NOUN
ger-67	134	25	’	'	PUNCT
ger-67	134	26	average	average	NOUN
ger-67	134	27	.	.	PUNCT
ger-67	135	1	in	in	ADP
ger-67	135	2	general	general	ADJ
ger-67	135	3	,	,	PUNCT
ger-67	135	4	the	the	DET
ger-67	135	5	commitment	commitment	NOUN
ger-67	135	6	of	of	ADP
ger-67	135	7	the	the	DET
ger-67	135	8	oic	oic	PROPN
ger-67	135	9	countries	country	NOUN
ger-67	135	10	to	to	ADP
ger-67	135	11	improving	improve	VERB
ger-67	135	12	their	their	PRON
ger-67	135	13	educational	educational	ADJ
ger-67	135	14	standards	standard	NOUN
ger-67	135	15	can	can	AUX
ger-67	135	16	be	be	AUX
ger-67	135	17	seen	see	VERB
ger-67	135	18	in	in	ADP
ger-67	135	19	terms	term	NOUN
ger-67	135	20	of	of	ADP
ger-67	135	21	higher	high	ADJ
ger-67	135	22	financial	financial	ADJ
ger-67	135	23	allocation	allocation	NOUN
ger-67	135	24	made	make	VERB
ger-67	135	25	to	to	PART
ger-67	135	26	lower	lower	VERB
ger-67	135	27	secondary	secondary	ADJ
ger-67	135	28	education	education	NOUN
ger-67	135	29	.	.	PUNCT
ger-67	136	1	their	their	PRON
ger-67	136	2	poor	poor	ADJ
ger-67	136	3	performance	performance	NOUN
ger-67	136	4	in	in	ADP
ger-67	136	5	timss	timss	PROPN
ger-67	136	6	,	,	PUNCT
ger-67	136	7	however	however	ADV
ger-67	136	8	,	,	PUNCT
ger-67	136	9	may	may	AUX
ger-67	136	10	be	be	AUX
ger-67	136	11	attributed	attribute	VERB
ger-67	136	12	to	to	ADP
ger-67	136	13	inefficiency	inefficiency	NOUN
ger-67	136	14	in	in	ADP
ger-67	136	15	utilizing	utilize	VERB
ger-67	136	16	the	the	DET
ger-67	136	17	allocated	allocate	VERB
ger-67	136	18	financial	financial	ADJ
ger-67	136	19	resources	resource	NOUN
ger-67	136	20	.	.	PUNCT
ger-67	137	1	further	further	ADJ
ger-67	137	2	investigation	investigation	NOUN
ger-67	137	3	of	of	ADP
ger-67	137	4	this	this	DET
ger-67	137	5	claim	claim	NOUN
ger-67	137	6	will	will	AUX
ger-67	137	7	follow	follow	VERB
ger-67	137	8	in	in	ADP
ger-67	137	9	section	section	NOUN
ger-67	137	10	5	5	NUM
ger-67	137	11	.	.	PUNCT
ger-67	138	1	in	in	ADP
ger-67	138	2	figure	figure	NOUN
ger-67	138	3	3	3	NUM
ger-67	138	4	,	,	PUNCT
ger-67	138	5	all	all	DET
ger-67	138	6	countries	country	NOUN
ger-67	138	7	’	'	PUNCT
ger-67	138	8	financial	financial	ADJ
ger-67	138	9	allocation	allocation	NOUN
ger-67	138	10	to	to	PART
ger-67	138	11	lower	low	ADJ
ger-67	138	12	secondary	secondary	ADJ
ger-67	138	13	education	education	NOUN
ger-67	138	14	is	be	AUX
ger-67	138	15	graphed	graph	VERB
ger-67	138	16	from	from	ADP
ger-67	138	17	the	the	DET
ger-67	138	18	highest	high	ADJ
ger-67	138	19	to	to	ADP
ger-67	138	20	the	the	DET
ger-67	138	21	lowest	low	ADJ
ger-67	138	22	.	.	PUNCT
ger-67	139	1	as	as	SCONJ
ger-67	139	2	shown	show	VERB
ger-67	139	3	in	in	ADP
ger-67	139	4	the	the	DET
ger-67	139	5	figure	figure	NOUN
ger-67	139	6	,	,	PUNCT
ger-67	139	7	three	three	NUM
ger-67	139	8	oic	oic	PROPN
ger-67	139	9	countries	country	NOUN
ger-67	139	10	,	,	PUNCT
ger-67	139	11	namely	namely	ADV
ger-67	139	12	kazakhstan	kazakhstan	PROPN
ger-67	139	13	,	,	PUNCT
ger-67	139	14	jordan	jordan	PROPN
ger-67	139	15	,	,	PUNCT
ger-67	139	16	and	and	CCONJ
ger-67	139	17	bahrain	bahrain	NOUN
ger-67	139	18	,	,	PUNCT
ger-67	139	19	have	have	AUX
ger-67	139	20	allocated	allocate	VERB
ger-67	139	21	more	more	ADJ
ger-67	139	22	than	than	ADP
ger-67	139	23	25	25	NUM
ger-67	139	24	percent	percent	NOUN
ger-67	139	25	of	of	ADP
ger-67	139	26	their	their	PRON
ger-67	139	27	current	current	ADJ
ger-67	139	28	public	public	ADJ
ger-67	139	29	expenditures	expenditure	NOUN
ger-67	139	30	to	to	PART
ger-67	139	31	lower	lower	VERB
ger-67	139	32	secondary	secondary	ADJ
ger-67	139	33	education	education	NOUN
ger-67	139	34	.	.	PUNCT
ger-67	140	1	their	their	PRON
ger-67	140	2	performance	performance	NOUN
ger-67	140	3	on	on	ADP
ger-67	140	4	timss	timss	NOUN
ger-67	140	5	2011	2011	NUM
ger-67	140	6	,	,	PUNCT
ger-67	140	7	however	however	ADV
ger-67	140	8	,	,	PUNCT
ger-67	140	9	is	be	AUX
ger-67	140	10	far	far	ADV
ger-67	140	11	from	from	ADP
ger-67	140	12	being	be	AUX
ger-67	140	13	impressive	impressive	ADJ
ger-67	140	14	(	(	PUNCT
ger-67	140	15	see	see	VERB
ger-67	140	16	the	the	DET
ger-67	140	17	position	position	NOUN
ger-67	140	18	of	of	ADP
ger-67	140	19	these	these	DET
ger-67	140	20	countries	country	NOUN
ger-67	140	21	in	in	ADP
ger-67	140	22	figures	figure	NOUN
ger-67	140	23	1	1	NUM
ger-67	140	24	and	and	CCONJ
ger-67	140	25	2	2	NUM
ger-67	140	26	)	)	PUNCT
ger-67	140	27	.	.	PUNCT
ger-67	141	1	perhaps	perhaps	ADV
ger-67	141	2	,	,	PUNCT
ger-67	141	3	had	have	VERB
ger-67	141	4	the	the	DET
ger-67	141	5	allocated	allocate	VERB
ger-67	141	6	financial	financial	ADJ
ger-67	141	7	resources	resource	NOUN
ger-67	141	8	been	be	AUX
ger-67	141	9	utilised	utilise	VERB
ger-67	141	10	fully	fully	ADV
ger-67	141	11	,	,	PUNCT
ger-67	141	12	these	these	DET
ger-67	141	13	countries	country	NOUN
ger-67	141	14	could	could	AUX
ger-67	141	15	have	have	AUX
ger-67	141	16	achieved	achieve	VERB
ger-67	141	17	better	well	ADJ
ger-67	141	18	results	result	NOUN
ger-67	141	19	.	.	PUNCT
ger-67	142	1	caution	caution	NOUN
ger-67	142	2	,	,	PUNCT
ger-67	142	3	however	however	ADV
ger-67	142	4	,	,	PUNCT
ger-67	142	5	needs	need	VERB
ger-67	142	6	to	to	PART
ger-67	142	7	be	be	AUX
ger-67	142	8	exercised	exercise	VERB
ger-67	142	9	when	when	SCONJ
ger-67	142	10	comparing	compare	VERB
ger-67	142	11	countries	country	NOUN
ger-67	142	12	using	use	VERB
ger-67	142	13	this	this	DET
ger-67	142	14	percentage	percentage	NOUN
ger-67	142	15	data	datum	NOUN
ger-67	142	16	.	.	PUNCT
ger-67	143	1	high	high	ADJ
ger-67	143	2	-	-	PUNCT
ger-67	143	3	income	income	NOUN
ger-67	143	4	countries	country	NOUN
ger-67	143	5	,	,	PUNCT
ger-67	143	6	for	for	ADP
ger-67	143	7	example	example	NOUN
ger-67	143	8	,	,	PUNCT
ger-67	143	9	may	may	AUX
ger-67	143	10	have	have	VERB
ger-67	143	11	small	small	ADJ
ger-67	143	12	percentage	percentage	NOUN
ger-67	143	13	allocations	allocation	NOUN
ger-67	143	14	,	,	PUNCT
ger-67	143	15	but	but	CCONJ
ger-67	143	16	in	in	ADP
ger-67	143	17	terms	term	NOUN
ger-67	143	18	of	of	ADP
ger-67	143	19	absolute	absolute	ADJ
ger-67	143	20	value	value	NOUN
ger-67	143	21	,	,	PUNCT
ger-67	143	22	the	the	DET
ger-67	143	23	figures	figure	NOUN
ger-67	143	24	can	can	AUX
ger-67	143	25	be	be	AUX
ger-67	143	26	higher	high	ADJ
ger-67	143	27	than	than	ADP
ger-67	143	28	for	for	ADP
ger-67	143	29	a	a	DET
ger-67	143	30	low	low	ADJ
ger-67	143	31	-	-	PUNCT
ger-67	143	32	income	income	NOUN
ger-67	143	33	country	country	NOUN
ger-67	143	34	with	with	ADP
ger-67	143	35	high	high	ADJ
ger-67	143	36	percentage	percentage	NOUN
ger-67	143	37	allocation	allocation	NOUN
ger-67	143	38	.	.	PUNCT
ger-67	144	1	by	by	ADP
ger-67	144	2	using	use	VERB
ger-67	144	3	the	the	DET
ger-67	144	4	percentage	percentage	NOUN
ger-67	144	5	figure	figure	NOUN
ger-67	144	6	for	for	ADP
ger-67	144	7	the	the	DET
ger-67	144	8	analysis	analysis	NOUN
ger-67	144	9	,	,	PUNCT
ger-67	144	10	countries	country	NOUN
ger-67	144	11	’	'	PUNCT
ger-67	144	12	educational	educational	ADJ
ger-67	144	13	allocations	allocation	NOUN
ger-67	144	14	are	be	AUX
ger-67	144	15	normalized	normalize	VERB
ger-67	144	16	and	and	CCONJ
ger-67	144	17	more	more	ADV
ger-67	144	18	comparable	comparable	ADJ
ger-67	144	19	.	.	PUNCT
ger-67	145	1	for	for	ADP
ger-67	145	2	the	the	DET
ger-67	145	3	second	second	ADJ
ger-67	145	4	input	input	NOUN
ger-67	145	5	,	,	PUNCT
ger-67	145	6	readers	reader	NOUN
ger-67	145	7	should	should	AUX
ger-67	145	8	refer	refer	VERB
ger-67	145	9	to	to	ADP
ger-67	145	10	table	table	NOUN
ger-67	145	11	2	2	NUM
ger-67	145	12	and	and	CCONJ
ger-67	145	13	figure	figure	VERB
ger-67	145	14	4	4	NUM
ger-67	145	15	.	.	PUNCT
ger-67	146	1	the	the	DET
ger-67	146	2	average	average	ADJ
ger-67	146	3	studentteacher	studentteacher	ADJ
ger-67	146	4	ratio	ratio	NOUN
ger-67	146	5	of	of	ADP
ger-67	146	6	the	the	DET
ger-67	146	7	oic	oic	PROPN
ger-67	146	8	countries	country	NOUN
ger-67	146	9	(	(	PUNCT
ger-67	146	10	15.27	15.27	NUM
ger-67	146	11	)	)	PUNCT
ger-67	146	12	is	be	AUX
ger-67	146	13	higher	high	ADJ
ger-67	146	14	than	than	ADP
ger-67	146	15	the	the	DET
ger-67	146	16	sample	sample	NOUN
ger-67	146	17	(	(	PUNCT
ger-67	146	18	13.66	13.66	NUM
ger-67	146	19	)	)	PUNCT
ger-67	146	20	and	and	CCONJ
ger-67	146	21	the	the	DET
ger-67	146	22	non	non	ADJ
ger-67	146	23	-	-	ADJ
ger-67	146	24	oic	oic	ADJ
ger-67	146	25	countries	country	NOUN
ger-67	146	26	’	'	PUNCT
ger-67	146	27	(	(	PUNCT
ger-67	146	28	12.57	12.57	NUM
ger-67	146	29	)	)	PUNCT
ger-67	146	30	averages	average	NOUN
ger-67	146	31	,	,	PUNCT
ger-67	146	32	as	as	SCONJ
ger-67	146	33	shown	show	VERB
ger-67	146	34	in	in	ADP
ger-67	146	35	table	table	NOUN
ger-67	146	36	2	2	NUM
ger-67	146	37	.	.	PUNCT
ger-67	147	1	the	the	DET
ger-67	147	2	high	high	ADJ
ger-67	147	3	number	number	NOUN
ger-67	147	4	of	of	ADP
ger-67	147	5	students	student	NOUN
ger-67	147	6	per	per	ADP
ger-67	147	7	teacher	teacher	NOUN
ger-67	147	8	may	may	AUX
ger-67	147	9	result	result	VERB
ger-67	147	10	in	in	ADP
ger-67	147	11	disturbance	disturbance	NOUN
ger-67	147	12	of	of	ADP
ger-67	147	13	the	the	DET
ger-67	147	14	knowledge	knowledge	NOUN
ger-67	147	15	transmission	transmission	NOUN
ger-67	147	16	process	process	NOUN
ger-67	147	17	,	,	PUNCT
ger-67	147	18	thus	thus	ADV
ger-67	147	19	providing	provide	VERB
ger-67	147	20	one	one	NUM
ger-67	147	21	explanation	explanation	NOUN
ger-67	147	22	for	for	ADP
ger-67	147	23	the	the	DET
ger-67	147	24	oic	oic	PROPN
ger-67	147	25	countries	country	NOUN
ger-67	147	26	’	'	PUNCT
ger-67	147	27	low	low	ADJ
ger-67	147	28	performance	performance	NOUN
ger-67	147	29	on	on	ADP
ger-67	147	30	timss	timss	NOUN
ger-67	147	31	as	as	SCONJ
ger-67	147	32	compared	compare	VERB
ger-67	147	33	to	to	ADP
ger-67	147	34	the	the	DET
ger-67	147	35	nonoic	nonoic	ADJ
ger-67	147	36	countries	country	NOUN
ger-67	147	37	.	.	PUNCT
ger-67	148	1	as	as	SCONJ
ger-67	148	2	shown	show	VERB
ger-67	148	3	in	in	ADP
ger-67	148	4	figure	figure	NOUN
ger-67	148	5	4	4	NUM
ger-67	148	6	,	,	PUNCT
ger-67	148	7	the	the	DET
ger-67	148	8	student	student	NOUN
ger-67	148	9	-	-	PUNCT
ger-67	148	10	teacher	teacher	NOUN
ger-67	148	11	ratios	ratio	NOUN
ger-67	148	12	in	in	ADP
ger-67	148	13	oic	oic	PROPN
ger-67	148	14	countries	country	NOUN
ger-67	148	15	are	be	AUX
ger-67	148	16	fairly	fairly	ADV
ger-67	148	17	distributed	distribute	VERB
ger-67	148	18	,	,	PUNCT
ger-67	148	19	with	with	ADP
ger-67	148	20	countries	country	NOUN
ger-67	148	21	such	such	ADJ
ger-67	148	22	as	as	ADP
ger-67	148	23	kazakhstan	kazakhstan	PROPN
ger-67	148	24	,	,	PUNCT
ger-67	148	25	lebanon	lebanon	PROPN
ger-67	148	26	,	,	PUNCT
ger-67	148	27	and	and	CCONJ
ger-67	148	28	qatar	qatar	PROPN
ger-67	148	29	having	have	VERB
ger-67	148	30	low	low	ADJ
ger-67	148	31	student	student	NOUN
ger-67	148	32	-	-	PUNCT
ger-67	148	33	teacher	teacher	NOUN
ger-67	148	34	ratios	ratio	NOUN
ger-67	148	35	(	(	PUNCT
ger-67	148	36	10	10	NUM
ger-67	148	37	or	or	CCONJ
ger-67	148	38	fewer	few	ADJ
ger-67	148	39	students	student	NOUN
ger-67	148	40	per	per	ADP
ger-67	148	41	teacher	teacher	NOUN
ger-67	148	42	)	)	PUNCT
ger-67	148	43	;	;	PUNCT
ger-67	148	44	saudi	saudi	PROPN
ger-67	148	45	arabia	arabia	PROPN
ger-67	148	46	,	,	PUNCT
ger-67	148	47	uae	uae	PROPN
ger-67	148	48	,	,	PUNCT
ger-67	148	49	indonesia	indonesia	PROPN
ger-67	148	50	,	,	PUNCT
ger-67	148	51	malaysia	malaysia	PROPN
ger-67	148	52	,	,	PUNCT
ger-67	148	53	tunisia	tunisia	PROPN
ger-67	148	54	,	,	PUNCT
ger-67	148	55	bahrain	bahrain	NOUN
ger-67	148	56	,	,	PUNCT
ger-67	148	57	jordan	jordan	PROPN
ger-67	148	58	,	,	PUNCT
ger-67	148	59	morocco	morocco	PROPN
ger-67	148	60	,	,	PUNCT
ger-67	148	61	oman	oman	NOUN
ger-67	148	62	,	,	PUNCT
ger-67	148	63	and	and	CCONJ
ger-67	148	64	iran	iran	PROPN
ger-67	148	65	having	have	VERB
ger-67	148	66	moderate	moderate	ADJ
ger-67	148	67	ratios	ratio	NOUN
ger-67	148	68	(	(	PUNCT
ger-67	148	69	more	more	ADJ
ger-67	148	70	than	than	ADP
ger-67	148	71	10	10	NUM
ger-67	148	72	but	but	CCONJ
ger-67	148	73	fewer	few	ADJ
ger-67	148	74	than	than	ADP
ger-67	148	75	20	20	NUM
ger-67	148	76	students	student	NOUN
ger-67	148	77	per	per	ADP
ger-67	148	78	teacher	teacher	NOUN
ger-67	148	79	)	)	PUNCT
ger-67	148	80	;	;	PUNCT
ger-67	148	81	and	and	CCONJ
ger-67	148	82	west	west	PROPN
ger-67	148	83	bank	bank	PROPN
ger-67	148	84	and	and	CCONJ
ger-67	148	85	gaza	gaza	PROPN
ger-67	148	86	,	,	PUNCT
ger-67	148	87	turkey	turkey	PROPN
ger-67	148	88	,	,	PUNCT
ger-67	148	89	and	and	CCONJ
ger-67	148	90	syria	syria	PROPN
ger-67	148	91	having	have	VERB
ger-67	148	92	high	high	ADJ
ger-67	148	93	ratios	ratio	NOUN
ger-67	148	94	(	(	PUNCT
ger-67	148	95	more	more	ADJ
ger-67	148	96	than	than	ADP
ger-67	148	97	20	20	NUM
ger-67	148	98	students	student	NOUN
ger-67	148	99	per	per	ADP
ger-67	148	100	teacher	teacher	NOUN
ger-67	148	101	)	)	PUNCT
ger-67	148	102	.	.	PUNCT
ger-67	149	1	although	although	SCONJ
ger-67	149	2	countries	country	NOUN
ger-67	149	3	such	such	ADJ
ger-67	149	4	as	as	ADP
ger-67	149	5	kazakhstan	kazakhstan	PROPN
ger-67	149	6	,	,	PUNCT
ger-67	149	7	lebanon	lebanon	PROPN
ger-67	149	8	,	,	PUNCT
ger-67	149	9	and	and	CCONJ
ger-67	149	10	qatar	qatar	PROPN
ger-67	149	11	have	have	VERB
ger-67	149	12	lower	low	ADJ
ger-67	149	13	student	student	NOUN
ger-67	149	14	-	-	PUNCT
ger-67	149	15	teacher	teacher	NOUN
ger-67	149	16	ratios	ratio	NOUN
ger-67	149	17	than	than	ADP
ger-67	149	18	the	the	DET
ger-67	149	19	other	other	ADJ
ger-67	149	20	oic	oic	PROPN
ger-67	149	21	countries	country	NOUN
ger-67	149	22	,	,	PUNCT
ger-67	149	23	these	these	DET
ger-67	149	24	countries	country	NOUN
ger-67	149	25	’	'	PUNCT
ger-67	149	26	performance	performance	NOUN
ger-67	149	27	on	on	ADP
ger-67	149	28	timss	timss	PROPN
ger-67	149	29	is	be	AUX
ger-67	149	30	still	still	ADV
ger-67	149	31	low	low	ADJ
ger-67	149	32	as	as	SCONJ
ger-67	149	33	compared	compare	VERB
ger-67	149	34	to	to	ADP
ger-67	149	35	the	the	DET
ger-67	149	36	non	non	ADJ
ger-67	149	37	-	-	ADJ
ger-67	149	38	oic	oic	ADJ
ger-67	149	39	countries	country	NOUN
ger-67	149	40	with	with	ADP
ger-67	149	41	relatively	relatively	ADV
ger-67	149	42	proportional	proportional	ADJ
ger-67	149	43	studentteacher	studentteacher	ADJ
ger-67	149	44	ratios	ratio	NOUN
ger-67	149	45	.	.	PUNCT
ger-67	150	1	such	such	DET
ger-67	150	2	an	an	DET
ger-67	150	3	outcome	outcome	NOUN
ger-67	150	4	could	could	AUX
ger-67	150	5	be	be	AUX
ger-67	150	6	attributed	attribute	VERB
ger-67	150	7	to	to	ADP
ger-67	150	8	technical	technical	ADJ
ger-67	150	9	inefficiency	inefficiency	NOUN
ger-67	150	10	—	—	PUNCT
ger-67	150	11	for	for	ADP
ger-67	150	12	example	example	NOUN
ger-67	150	13	,	,	PUNCT
ger-67	150	14	many	many	ADJ
ger-67	150	15	teachers	teacher	NOUN
ger-67	150	16	may	may	AUX
ger-67	150	17	not	not	PART
ger-67	150	18	be	be	AUX
ger-67	150	19	able	able	ADJ
ger-67	150	20	to	to	PART
ger-67	150	21	engage	engage	VERB
ger-67	150	22	in	in	ADP
ger-67	150	23	computer	computer	NOUN
ger-67	150	24	-	-	PUNCT
ger-67	150	25	aided	aid	VERB
ger-67	150	26	learning	learning	NOUN
ger-67	150	27	.	.	PUNCT
ger-67	151	1	in	in	ADP
ger-67	151	2	order	order	NOUN
ger-67	151	3	to	to	PART
ger-67	151	4	understand	understand	VERB
ger-67	151	5	how	how	SCONJ
ger-67	151	6	the	the	DET
ger-67	151	7	concepts	concept	NOUN
ger-67	151	8	of	of	ADP
ger-67	151	9	efficiency	efficiency	NOUN
ger-67	151	10	and	and	CCONJ
ger-67	151	11	productivity	productivity	NOUN
ger-67	151	12	are	be	AUX
ger-67	151	13	applied	apply	VERB
ger-67	151	14	in	in	ADP
ger-67	151	15	the	the	DET
ger-67	151	16	educational	educational	ADJ
ger-67	151	17	sector	sector	NOUN
ger-67	151	18	,	,	PUNCT
ger-67	151	19	further	further	ADJ
ger-67	151	20	discussion	discussion	NOUN
ger-67	151	21	is	be	AUX
ger-67	151	22	provided	provide	VERB
ger-67	151	23	in	in	ADP
ger-67	151	24	the	the	DET
ger-67	151	25	next	next	ADJ
ger-67	151	26	section	section	NOUN
ger-67	151	27	.	.	PUNCT
ger-67	152	1	60	60	NUM
ger-67	152	2	global	global	ADJ
ger-67	152	3	education	education	NOUN
ger-67	152	4	review	review	NOUN
ger-67	152	5	1(4	1(4	NUM
ger-67	152	6	)	)	PUNCT
ger-67	152	7	figure	figure	NOUN
ger-67	152	8	4	4	NUM
ger-67	152	9	:	:	PUNCT
ger-67	152	10	student	student	NOUN
ger-67	152	11	-	-	PUNCT
ger-67	152	12	teacher	teacher	NOUN
ger-67	152	13	ratio	ratio	NOUN
ger-67	152	14	(	(	PUNCT
ger-67	152	15	secondary	secondary	ADJ
ger-67	152	16	level	level	NOUN
ger-67	152	17	,	,	PUNCT
ger-67	152	18	average	average	ADJ
ger-67	152	19	from	from	ADP
ger-67	152	20	2008	2008	NUM
ger-67	152	21	to	to	ADP
ger-67	152	22	2011	2011	NUM
ger-67	152	23	)	)	PUNCT
ger-67	152	24	the	the	DET
ger-67	152	25	concepts	concept	NOUN
ger-67	152	26	of	of	ADP
ger-67	152	27	efficiency	efficiency	NOUN
ger-67	152	28	and	and	CCONJ
ger-67	152	29	productivity	productivity	NOUN
ger-67	152	30	in	in	ADP
ger-67	152	31	education	education	NOUN
ger-67	152	32	according	accord	VERB
ger-67	152	33	to	to	ADP
ger-67	152	34	worthington	worthington	PROPN
ger-67	152	35	(	(	PUNCT
ger-67	152	36	2001	2001	NUM
ger-67	152	37	)	)	PUNCT
ger-67	152	38	,	,	PUNCT
ger-67	152	39	technical	technical	ADJ
ger-67	152	40	efficiency	efficiency	NOUN
ger-67	152	41	in	in	ADP
ger-67	152	42	education	education	NOUN
ger-67	152	43	deals	deal	NOUN
ger-67	152	44	with	with	ADP
ger-67	152	45	the	the	DET
ger-67	152	46	best	good	ADJ
ger-67	152	47	use	use	NOUN
ger-67	152	48	of	of	ADP
ger-67	152	49	educational	educational	ADJ
ger-67	152	50	inputs	input	NOUN
ger-67	152	51	,	,	PUNCT
ger-67	152	52	such	such	ADJ
ger-67	152	53	as	as	ADP
ger-67	152	54	school	school	NOUN
ger-67	152	55	resources	resource	NOUN
ger-67	152	56	,	,	PUNCT
ger-67	152	57	to	to	PART
ger-67	152	58	improve	improve	VERB
ger-67	152	59	student	student	NOUN
ger-67	152	60	academic	academic	ADJ
ger-67	152	61	achievement	achievement	NOUN
ger-67	152	62	.	.	PUNCT
ger-67	153	1	allocative	allocative	ADJ
ger-67	153	2	efficiency	efficiency	NOUN
ger-67	153	3	,	,	PUNCT
ger-67	153	4	he	he	PRON
ger-67	153	5	states	state	VERB
ger-67	153	6	,	,	PUNCT
ger-67	153	7	concerns	concern	VERB
ger-67	153	8	the	the	DET
ger-67	153	9	optimal	optimal	ADJ
ger-67	153	10	combinations	combination	NOUN
ger-67	153	11	of	of	ADP
ger-67	153	12	educational	educational	ADJ
ger-67	153	13	inputs	input	NOUN
ger-67	153	14	needed	need	VERB
ger-67	153	15	(	(	PUNCT
ger-67	153	16	for	for	ADP
ger-67	153	17	example	example	NOUN
ger-67	153	18	,	,	PUNCT
ger-67	153	19	teacher	teacher	NOUN
ger-67	153	20	instruction	instruction	NOUN
ger-67	153	21	and	and	CCONJ
ger-67	153	22	computer	computer	NOUN
ger-67	153	23	-	-	PUNCT
ger-67	153	24	aided	aid	VERB
ger-67	153	25	learning	learning	NOUN
ger-67	153	26	)	)	PUNCT
ger-67	153	27	,	,	PUNCT
ger-67	153	28	in	in	ADP
ger-67	153	29	order	order	NOUN
ger-67	153	30	to	to	PART
ger-67	153	31	produce	produce	VERB
ger-67	153	32	a	a	DET
ger-67	153	33	given	give	VERB
ger-67	153	34	level	level	NOUN
ger-67	153	35	of	of	ADP
ger-67	153	36	educational	educational	ADJ
ger-67	153	37	output	output	NOUN
ger-67	153	38	at	at	ADP
ger-67	153	39	minimal	minimal	ADJ
ger-67	153	40	cost	cost	NOUN
ger-67	153	41	.	.	PUNCT
ger-67	154	1	in	in	ADP
ger-67	154	2	other	other	ADJ
ger-67	154	3	words	word	NOUN
ger-67	154	4	,	,	PUNCT
ger-67	154	5	allocative	allocative	ADJ
ger-67	154	6	efficiency	efficiency	NOUN
ger-67	154	7	is	be	AUX
ger-67	154	8	about	about	ADP
ger-67	154	9	choosing	choose	VERB
ger-67	154	10	the	the	DET
ger-67	154	11	right	right	ADJ
ger-67	154	12	combination	combination	NOUN
ger-67	154	13	of	of	ADP
ger-67	154	14	educational	educational	ADJ
ger-67	154	15	inputs	input	NOUN
ger-67	154	16	,	,	PUNCT
ger-67	154	17	and	and	CCONJ
ger-67	154	18	must	must	AUX
ger-67	154	19	take	take	VERB
ger-67	154	20	into	into	ADP
ger-67	154	21	account	account	NOUN
ger-67	154	22	the	the	DET
ger-67	154	23	relative	relative	ADJ
ger-67	154	24	costs	cost	NOUN
ger-67	154	25	of	of	ADP
ger-67	154	26	the	the	DET
ger-67	154	27	inputs	input	NOUN
ger-67	154	28	employed	employ	VERB
ger-67	154	29	,	,	PUNCT
ger-67	154	30	assuming	assume	VERB
ger-67	154	31	outputs	output	NOUN
ger-67	154	32	are	be	AUX
ger-67	154	33	constant	constant	ADJ
ger-67	154	34	.	.	PUNCT
ger-67	155	1	the	the	DET
ger-67	155	2	study	study	NOUN
ger-67	155	3	here	here	ADV
ger-67	155	4	evaluates	evaluate	VERB
ger-67	155	5	the	the	DET
ger-67	155	6	level	level	NOUN
ger-67	155	7	of	of	ADP
ger-67	155	8	technical	technical	ADJ
ger-67	155	9	efficiency	efficiency	NOUN
ger-67	155	10	,	,	PUNCT
ger-67	155	11	since	since	SCONJ
ger-67	155	12	the	the	DET
ger-67	155	13	primary	primary	ADJ
ger-67	155	14	concern	concern	NOUN
ger-67	155	15	is	be	AUX
ger-67	155	16	whether	whether	SCONJ
ger-67	155	17	the	the	DET
ger-67	155	18	resources	resource	NOUN
ger-67	155	19	allocated	allocate	VERB
ger-67	155	20	to	to	ADP
ger-67	155	21	the	the	DET
ger-67	155	22	secondary	secondary	ADJ
ger-67	155	23	educational	educational	ADJ
ger-67	155	24	sector	sector	NOUN
ger-67	155	25	have	have	AUX
ger-67	155	26	been	be	AUX
ger-67	155	27	utilized	utilize	VERB
ger-67	155	28	fully	fully	ADV
ger-67	155	29	.	.	PUNCT
ger-67	156	1	productivity	productivity	NOUN
ger-67	156	2	in	in	ADP
ger-67	156	3	education	education	NOUN
ger-67	156	4	,	,	PUNCT
ger-67	156	5	according	accord	VERB
ger-67	156	6	to	to	ADP
ger-67	156	7	rolle	rolle	NOUN
ger-67	156	8	(	(	PUNCT
ger-67	156	9	2004	2004	NUM
ger-67	156	10	)	)	PUNCT
ger-67	156	11	,	,	PUNCT
ger-67	156	12	is	be	AUX
ger-67	156	13	related	relate	VERB
ger-67	156	14	to	to	ADP
ger-67	156	15	the	the	DET
ger-67	156	16	issue	issue	NOUN
ger-67	156	17	of	of	ADP
ger-67	156	18	how	how	SCONJ
ger-67	156	19	to	to	PART
ger-67	156	20	achieve	achieve	VERB
ger-67	156	21	the	the	DET
ger-67	156	22	efficient	efficient	ADJ
ger-67	156	23	production	production	NOUN
ger-67	156	24	of	of	ADP
ger-67	156	25	educational	educational	ADJ
ger-67	156	26	outcomes	outcome	NOUN
ger-67	156	27	.	.	PUNCT
ger-67	157	1	rolle	rolle	NOUN
ger-67	157	2	(	(	PUNCT
ger-67	157	3	2004	2004	NUM
ger-67	157	4	)	)	PUNCT
ger-67	157	5	further	further	ADJ
ger-67	157	6	states	state	VERB
ger-67	157	7	that	that	SCONJ
ger-67	157	8	in	in	ADP
ger-67	157	9	the	the	DET
ger-67	157	10	context	context	NOUN
ger-67	157	11	of	of	ADP
ger-67	157	12	public	public	ADJ
ger-67	157	13	educational	educational	ADJ
ger-67	157	14	institutions	institution	NOUN
ger-67	157	15	,	,	PUNCT
ger-67	157	16	educational	educational	ADJ
ger-67	157	17	productivity	productivity	NOUN
ger-67	157	18	debates	debate	NOUN
ger-67	157	19	cover	cover	VERB
ger-67	157	20	the	the	DET
ger-67	157	21	matters	matter	NOUN
ger-67	157	22	of	of	ADP
ger-67	157	23	how	how	SCONJ
ger-67	157	24	to	to	PART
ger-67	157	25	:	:	PUNCT
ger-67	157	26	minimise	minimise	NOUN
ger-67	157	27	costs	cost	NOUN
ger-67	157	28	;	;	PUNCT
ger-67	157	29	maximise	maximise	VERB
ger-67	157	30	the	the	DET
ger-67	157	31	utilisation	utilisation	NOUN
ger-67	157	32	of	of	ADP
ger-67	157	33	available	available	ADJ
ger-67	157	34	resources	resource	NOUN
ger-67	157	35	;	;	PUNCT
ger-67	157	36	meet	meet	VERB
ger-67	157	37	increased	increase	VERB
ger-67	157	38	and	and	CCONJ
ger-67	157	39	diversified	diversify	VERB
ger-67	157	40	educational	educational	ADJ
ger-67	157	41	objectives	objective	NOUN
ger-67	157	42	;	;	PUNCT
ger-67	157	43	and	and	CCONJ
ger-67	157	44	become	become	VERB
ger-67	157	45	accountable	accountable	ADJ
ger-67	157	46	to	to	ADP
ger-67	157	47	the	the	DET
ger-67	157	48	public	public	NOUN
ger-67	157	49	for	for	ADP
ger-67	157	50	the	the	DET
ger-67	157	51	expenditure	expenditure	NOUN
ger-67	157	52	of	of	ADP
ger-67	157	53	resources	resource	NOUN
ger-67	157	54	.	.	PUNCT
ger-67	158	1	in	in	ADP
ger-67	158	2	order	order	NOUN
ger-67	158	3	to	to	PART
ger-67	158	4	apply	apply	VERB
ger-67	158	5	the	the	DET
ger-67	158	6	concepts	concept	NOUN
ger-67	158	7	of	of	ADP
ger-67	158	8	productivity	productivity	NOUN
ger-67	158	9	and	and	CCONJ
ger-67	158	10	efficiency	efficiency	NOUN
ger-67	158	11	to	to	ADP
ger-67	158	12	the	the	DET
ger-67	158	13	field	field	NOUN
ger-67	158	14	of	of	ADP
ger-67	158	15	education	education	NOUN
ger-67	158	16	,	,	PUNCT
ger-67	158	17	duyar	duyar	NOUN
ger-67	158	18	et	et	PROPN
ger-67	158	19	al	al	PROPN
ger-67	158	20	.	.	PROPN
ger-67	159	1	(	(	PUNCT
ger-67	159	2	2006	2006	NUM
ger-67	159	3	)	)	PUNCT
ger-67	159	4	emphasise	emphasise	VERB
ger-67	159	5	the	the	DET
ger-67	159	6	need	need	NOUN
ger-67	159	7	to	to	PART
ger-67	159	8	establish	establish	VERB
ger-67	159	9	the	the	DET
ger-67	159	10	relationship	relationship	NOUN
ger-67	159	11	between	between	ADP
ger-67	159	12	educational	educational	ADJ
ger-67	159	13	inputs	input	NOUN
ger-67	159	14	and	and	CCONJ
ger-67	159	15	outputs	output	NOUN
ger-67	159	16	.	.	PUNCT
ger-67	160	1	one	one	NUM
ger-67	160	2	way	way	NOUN
ger-67	160	3	to	to	ADP
ger-67	160	4	0	0	NUM
ger-67	160	5	5	5	NUM
ger-67	160	6	10	10	NUM
ger-67	160	7	15	15	NUM
ger-67	160	8	20	20	NUM
ger-67	160	9	25	25	NUM
ger-67	160	10	30	30	NUM
ger-67	160	11	ar	ar	PROPN
ger-67	160	12	m	m	PROPN
ger-67	160	13	en	en	X
ger-67	160	14	ia	ia	PROPN
ger-67	160	15	n	n	PRON
ger-67	160	16	or	or	CCONJ
ger-67	160	17	w	w	ADP
ger-67	160	18	ay	ay	NOUN
ger-67	160	19	g	g	PROPN
ger-67	161	1	eo	eo	PROPN
ger-67	161	2	rg	rg	PROPN
ger-67	161	3	ia	ia	PROPN
ger-67	161	4	ru	ru	PROPN
ger-67	161	5	ss	ss	PROPN
ger-67	161	6	ia	ia	PROPN
ger-67	161	7	li	li	PROPN
ger-67	161	8	th	th	PROPN
ger-67	161	9	ua	ua	PROPN
ger-67	161	10	ni	ni	PROPN
ger-67	161	11	a	a	PROPN
ger-67	161	12	le	le	X
ger-67	161	13	ba	ba	PROPN
ger-67	162	1	no	no	INTJ
ger-67	162	2	n	n	ADV
ger-67	162	3	sl	sl	INTJ
ger-67	162	4	ov	ov	INTJ
ger-67	162	5	en	en	PROPN
ger-67	162	6	ia	ia	PROPN
ger-67	162	7	ka	ka	PROPN
ger-67	162	8	za	za	PROPN
ger-67	162	9	kh	kh	PROPN
ger-67	162	10	st	st	PROPN
ger-67	162	11	an	an	DET
ger-67	162	12	sw	sw	PROPN
ger-67	162	13	ed	ed	NOUN
ger-67	162	14	en	en	PROPN
ger-67	162	15	is	be	AUX
ger-67	162	16	ra	ra	PROPN
ger-67	162	17	el	el	PROPN
ger-67	162	18	fi	fi	PROPN
ger-67	162	19	nl	nl	PROPN
ger-67	162	20	an	an	PROPN
ger-67	162	21	d	d	X
ger-67	162	22	q	q	NOUN
ger-67	162	23	at	at	ADP
ger-67	162	24	ar	ar	PROPN
ger-67	162	25	hu	hu	PROPN
ger-67	162	26	ng	ng	PROPN
ger-67	162	27	ar	ar	PROPN
ger-67	162	28	y	y	PROPN
ger-67	162	29	ita	ita	PROPN
ger-67	163	1	ly	ly	X
ger-67	163	2	sa	sa	NOUN
ger-67	163	3	ud	ud	INTJ
ger-67	163	4	i	i	PRON
ger-67	164	1	a	a	DET
ger-67	164	2	ra	ra	PROPN
ger-67	164	3	bi	bi	NOUN
ger-67	164	4	a	a	PROPN
ger-67	164	5	ja	ja	PROPN
ger-67	164	6	pa	pa	PROPN
ger-67	164	7	n	n	PROPN
ger-67	164	8	au	au	PROPN
ger-67	164	9	st	st	PROPN
ger-67	165	1	ra	ra	PROPN
ger-67	165	2	lia	lia	PROPN
ger-67	165	3	m	m	PROPN
ger-67	165	4	ac	ac	PROPN
ger-67	165	5	ed	ed	PROPN
ger-67	165	6	on	on	ADP
ger-67	165	7	ia	ia	PROPN
ger-67	165	8	u	u	PROPN
ger-67	165	9	ae	ae	PROPN
ger-67	165	10	in	in	ADV
ger-67	165	11	do	do	AUX
ger-67	165	12	ne	ne	VERB
ger-67	165	13	sia	sia	PROPN
ger-67	166	1	ro	ro	PROPN
ger-67	166	2	m	m	PROPN
ger-67	166	3	an	an	DET
ger-67	166	4	ia	ia	PROPN
ger-67	166	5	u	u	NOUN
ger-67	166	6	kr	kr	PROPN
ger-67	166	7	ai	ai	VERB
ger-67	166	8	ne	ne	PROPN
ger-67	166	9	m	m	PROPN
ger-67	167	1	al	al	PROPN
ger-67	167	2	ay	ay	PROPN
ger-67	167	3	sia	sia	PROPN
ger-67	167	4	tu	tu	PROPN
ger-67	167	5	ni	ni	PROPN
ger-67	167	6	sia	sia	PROPN
ger-67	167	7	u	u	PROPN
ger-67	167	8	ni	ni	PROPN
ger-67	167	9	te	te	PROPN
ger-67	167	10	d	d	PROPN
ger-67	167	11	st	st	PROPN
ger-67	167	12	at	at	ADP
ger-67	167	13	es	es	X
ger-67	167	14	n	n	CCONJ
ger-67	167	15	ew	ew	INTJ
ger-67	167	16	z	z	PROPN
ger-67	167	17	ea	ea	PROPN
ger-67	168	1	la	la	INTJ
ger-67	168	2	nd	nd	ADP
ger-67	168	3	si	si	PROPN
ger-67	168	4	ng	ng	PROPN
ger-67	168	5	ap	ap	PROPN
ger-67	168	6	or	or	CCONJ
ger-67	168	7	e	e	ADP
ger-67	168	8	ba	ba	PROPN
ger-67	168	9	hr	hr	PROPN
ger-67	168	10	ai	ai	VERB
ger-67	168	11	n	n	ADV
ger-67	168	12	jo	jo	PROPN
ger-67	168	13	rd	rd	PROPN
ger-67	168	14	an	an	DET
ger-67	168	15	m	m	NOUN
ger-67	168	16	or	or	CCONJ
ger-67	168	17	oc	oc	PART
ger-67	168	18	co	co	VERB
ger-67	168	19	o	o	PROPN
ger-67	168	20	m	m	VERB
ger-67	168	21	an	an	DET
ger-67	168	22	ira	ira	PROPN
ger-67	169	1	n	n	CCONJ
ger-67	169	2	so	so	ADV
ger-67	169	3	ut	ut	PROPN
ger-67	169	4	h	h	PROPN
ger-67	169	5	ko	ko	PROPN
ger-67	169	6	re	re	PROPN
ger-67	169	7	a	a	DET
ger-67	169	8	g	g	NOUN
ger-67	169	9	ha	ha	INTJ
ger-67	169	10	na	na	X
ger-67	169	11	th	th	X
ger-67	169	12	ai	ai	VERB
ger-67	169	13	la	la	PROPN
ger-67	169	14	nd	nd	ADV
ger-67	169	15	ho	ho	PROPN
ger-67	169	16	ng	ng	PROPN
ger-67	169	17	k	k	PROPN
ger-67	169	18	on	on	ADP
ger-67	169	19	g	g	PROPN
ger-67	169	20	w	w	PROPN
ger-67	169	21	es	es	ADP
ger-67	169	22	t	t	PROPN
ger-67	169	23	b	b	PROPN
ger-67	169	24	an	an	DET
ger-67	169	25	k	k	PROPN
ger-67	169	26	an	an	DET
ger-67	169	27	d	d	X
ger-67	169	28	g	g	PROPN
ger-67	169	29	az	az	PROPN
ger-67	169	30	a	a	DET
ger-67	169	31	ch	ch	NOUN
ger-67	169	32	ile	ile	PROPN
ger-67	169	33	tu	tu	PROPN
ger-67	169	34	rk	rk	VERB
ger-67	169	35	ey	ey	INTJ
ger-67	169	36	sy	sy	INTJ
ger-67	169	37	ria	ria	PROPN
ger-67	169	38	st	st	PROPN
ger-67	169	39	ud	ud	INTJ
ger-67	169	40	en	en	PROPN
ger-67	169	41	tp	tp	ADP
ger-67	169	42	te	te	INTJ
ger-67	169	43	ac	ac	INTJ
ger-67	170	1	he	he	PRON
ger-67	170	2	r	r	NOUN
ger-67	170	3	r	r	NOUN
ger-67	170	4	at	at	ADP
ger-67	170	5	io	io	X
ger-67	170	6	countries	countries	PROPN
ger-67	170	7	oic	oic	PROPN
ger-67	170	8	non	non	PROPN
ger-67	170	9	-	-	ADJ
ger-67	170	10	oic	oic	ADJ
ger-67	170	11	efficiency	efficiency	NOUN
ger-67	170	12	of	of	ADP
ger-67	170	13	oic	oic	PROPN
ger-67	170	14	secondary	secondary	ADJ
ger-67	170	15	education	education	PROPN
ger-67	170	16	61	61	NUM
ger-67	170	17	understand	understand	VERB
ger-67	170	18	that	that	SCONJ
ger-67	170	19	relationship	relationship	NOUN
ger-67	170	20	is	be	AUX
ger-67	170	21	by	by	ADP
ger-67	170	22	estimating	estimate	VERB
ger-67	170	23	an	an	DET
ger-67	170	24	educational	educational	ADJ
ger-67	170	25	production	production	NOUN
ger-67	170	26	function	function	NOUN
ger-67	170	27	.	.	PUNCT
ger-67	171	1	once	once	SCONJ
ger-67	171	2	the	the	DET
ger-67	171	3	relationship	relationship	NOUN
ger-67	171	4	is	be	AUX
ger-67	171	5	clear	clear	ADJ
ger-67	171	6	,	,	PUNCT
ger-67	171	7	a	a	DET
ger-67	171	8	production	production	NOUN
ger-67	171	9	frontier	frontier	NOUN
ger-67	171	10	of	of	ADP
ger-67	171	11	the	the	DET
ger-67	171	12	best	good	ADJ
ger-67	171	13	-	-	PUNCT
ger-67	171	14	practice	practice	NOUN
ger-67	171	15	educational	educational	ADJ
ger-67	171	16	institutions	institution	NOUN
ger-67	171	17	(	(	PUNCT
ger-67	171	18	i.e.	i.e.	X
ger-67	171	19	schools	school	NOUN
ger-67	171	20	)	)	PUNCT
ger-67	171	21	can	can	AUX
ger-67	171	22	be	be	AUX
ger-67	171	23	estimated	estimate	VERB
ger-67	171	24	,	,	PUNCT
ger-67	171	25	where	where	SCONJ
ger-67	171	26	the	the	DET
ger-67	171	27	estimated	estimate	VERB
ger-67	171	28	frontier	frontier	NOUN
ger-67	171	29	stands	stand	VERB
ger-67	171	30	as	as	ADP
ger-67	171	31	a	a	DET
ger-67	171	32	benchmark	benchmark	NOUN
ger-67	171	33	in	in	ADP
ger-67	171	34	the	the	DET
ger-67	171	35	process	process	NOUN
ger-67	171	36	of	of	ADP
ger-67	171	37	evaluating	evaluate	VERB
ger-67	171	38	the	the	DET
ger-67	171	39	efficiency	efficiency	NOUN
ger-67	171	40	(	(	PUNCT
ger-67	171	41	relative	relative	NOUN
ger-67	171	42	)	)	PUNCT
ger-67	171	43	of	of	ADP
ger-67	171	44	other	other	ADJ
ger-67	171	45	educational	educational	ADJ
ger-67	171	46	institutions	institution	NOUN
ger-67	171	47	.	.	PUNCT
ger-67	172	1	for	for	ADP
ger-67	172	2	the	the	DET
ger-67	172	3	study	study	NOUN
ger-67	172	4	,	,	PUNCT
ger-67	172	5	the	the	DET
ger-67	172	6	construction	construction	NOUN
ger-67	172	7	of	of	ADP
ger-67	172	8	the	the	DET
ger-67	172	9	production	production	NOUN
ger-67	172	10	function	function	NOUN
ger-67	172	11	of	of	ADP
ger-67	172	12	education	education	NOUN
ger-67	172	13	is	be	AUX
ger-67	172	14	based	base	VERB
ger-67	172	15	on	on	ADP
ger-67	172	16	a	a	DET
ger-67	172	17	technique	technique	NOUN
ger-67	172	18	called	call	VERB
ger-67	172	19	data	datum	NOUN
ger-67	172	20	envelopment	envelopment	ADJ
ger-67	172	21	analysis	analysis	NOUN
ger-67	172	22	(	(	PUNCT
ger-67	172	23	dea	dea	NOUN
ger-67	172	24	)	)	PUNCT
ger-67	172	25	.	.	PUNCT
ger-67	173	1	the	the	DET
ger-67	173	2	construction	construction	NOUN
ger-67	173	3	of	of	ADP
ger-67	173	4	a	a	DET
ger-67	173	5	production	production	NOUN
ger-67	173	6	function	function	NOUN
ger-67	173	7	based	base	VERB
ger-67	173	8	on	on	ADP
ger-67	173	9	dea	dea	PROPN
ger-67	173	10	takes	take	VERB
ger-67	173	11	a	a	DET
ger-67	173	12	piecewise	piecewise	NOUN
ger-67	173	13	linear	linear	NOUN
ger-67	173	14	production	production	NOUN
ger-67	173	15	frontier	frontier	NOUN
ger-67	173	16	.	.	PUNCT
ger-67	174	1	economists	economist	NOUN
ger-67	174	2	have	have	AUX
ger-67	174	3	applied	apply	VERB
ger-67	174	4	the	the	DET
ger-67	174	5	frontier	frontier	NOUN
ger-67	174	6	production	production	NOUN
ger-67	174	7	approaches	approach	NOUN
ger-67	174	8	to	to	PART
ger-67	174	9	measure	measure	VERB
ger-67	174	10	the	the	DET
ger-67	174	11	technical	technical	ADJ
ger-67	174	12	,	,	PUNCT
ger-67	174	13	allocative	allocative	ADJ
ger-67	174	14	,	,	PUNCT
ger-67	174	15	and	and	CCONJ
ger-67	174	16	cost	cost	NOUN
ger-67	174	17	efficiency	efficiency	NOUN
ger-67	174	18	of	of	ADP
ger-67	174	19	schools	school	NOUN
ger-67	174	20	.	.	PUNCT
ger-67	175	1	this	this	DET
ger-67	175	2	study	study	NOUN
ger-67	175	3	will	will	AUX
ger-67	175	4	only	only	ADV
ger-67	175	5	evaluate	evaluate	VERB
ger-67	175	6	technical	technical	ADJ
ger-67	175	7	efficiency	efficiency	NOUN
ger-67	175	8	levels	level	NOUN
ger-67	175	9	in	in	ADP
ger-67	175	10	several	several	ADJ
ger-67	175	11	selected	select	VERB
ger-67	175	12	countries	country	NOUN
ger-67	175	13	.	.	PUNCT
ger-67	176	1	technical	technical	ADJ
ger-67	176	2	efficiency	efficiency	NOUN
ger-67	176	3	alone	alone	ADV
ger-67	176	4	is	be	AUX
ger-67	176	5	estimated	estimate	VERB
ger-67	176	6	because	because	SCONJ
ger-67	176	7	in	in	ADP
ger-67	176	8	order	order	NOUN
ger-67	176	9	to	to	PART
ger-67	176	10	estimate	estimate	VERB
ger-67	176	11	allocative	allocative	ADJ
ger-67	176	12	efficiency	efficiency	NOUN
ger-67	176	13	,	,	PUNCT
ger-67	176	14	data	datum	NOUN
ger-67	176	15	on	on	ADP
ger-67	176	16	educational	educational	ADJ
ger-67	176	17	resource	resource	NOUN
ger-67	176	18	prices	price	NOUN
ger-67	176	19	are	be	AUX
ger-67	176	20	required	require	VERB
ger-67	176	21	,	,	PUNCT
ger-67	176	22	and	and	CCONJ
ger-67	176	23	those	those	DET
ger-67	176	24	data	datum	NOUN
ger-67	176	25	are	be	AUX
ger-67	176	26	not	not	PART
ger-67	176	27	available	available	ADJ
ger-67	176	28	.	.	PUNCT
ger-67	177	1	in	in	ADP
ger-67	177	2	order	order	NOUN
ger-67	177	3	to	to	PART
ger-67	177	4	investigate	investigate	VERB
ger-67	177	5	the	the	DET
ger-67	177	6	efficiency	efficiency	NOUN
ger-67	177	7	level	level	NOUN
ger-67	177	8	of	of	ADP
ger-67	177	9	resource	resource	NOUN
ger-67	177	10	utilization	utilization	NOUN
ger-67	177	11	by	by	ADP
ger-67	177	12	the	the	DET
ger-67	177	13	oic	oic	PROPN
ger-67	177	14	countries	country	NOUN
ger-67	177	15	,	,	PUNCT
ger-67	177	16	dea	dea	PROPN
ger-67	177	17	is	be	AUX
ger-67	177	18	employed	employ	VERB
ger-67	177	19	.	.	PUNCT
ger-67	178	1	the	the	DET
ger-67	178	2	next	next	ADJ
ger-67	178	3	sections	section	NOUN
ger-67	178	4	review	review	VERB
ger-67	178	5	the	the	DET
ger-67	178	6	models	model	NOUN
ger-67	178	7	of	of	ADP
ger-67	178	8	dea	dea	PROPN
ger-67	178	9	to	to	PART
ger-67	178	10	be	be	AUX
ger-67	178	11	applied	apply	VERB
ger-67	178	12	for	for	ADP
ger-67	178	13	the	the	DET
ger-67	178	14	analysis	analysis	NOUN
ger-67	178	15	.	.	PUNCT
ger-67	179	1	data	datum	NOUN
ger-67	179	2	envelopment	envelopment	ADJ
ger-67	179	3	analysis	analysis	NOUN
ger-67	179	4	(	(	PUNCT
ger-67	179	5	dea	dea	NOUN
ger-67	179	6	)	)	PUNCT
ger-67	179	7	theoretical	theoretical	ADJ
ger-67	179	8	framework	framework	NOUN
ger-67	179	9	of	of	ADP
ger-67	179	10	dea	dea	PROPN
ger-67	179	11	two	two	NUM
ger-67	179	12	basic	basic	ADJ
ger-67	179	13	dea	dea	NOUN
ger-67	179	14	models	model	NOUN
ger-67	179	15	have	have	AUX
ger-67	179	16	been	be	AUX
ger-67	179	17	widely	widely	ADV
ger-67	179	18	applied	apply	VERB
ger-67	179	19	:	:	PUNCT
ger-67	179	20	(	(	PUNCT
ger-67	179	21	i	i	NOUN
ger-67	179	22	)	)	PUNCT
ger-67	179	23	the	the	DET
ger-67	179	24	constant	constant	ADJ
ger-67	179	25	returns	return	NOUN
ger-67	179	26	to	to	PART
ger-67	179	27	scale	scale	VERB
ger-67	179	28	(	(	PUNCT
ger-67	179	29	crs	crs	PROPN
ger-67	179	30	)	)	PUNCT
ger-67	179	31	model	model	NOUN
ger-67	179	32	of	of	ADP
ger-67	179	33	charnes	charne	NOUN
ger-67	179	34	,	,	PUNCT
ger-67	179	35	cooper	cooper	NOUN
ger-67	179	36	,	,	PUNCT
ger-67	179	37	and	and	CCONJ
ger-67	179	38	rhodes	rhode	NOUN
ger-67	179	39	(	(	PUNCT
ger-67	179	40	1978	1978	NUM
ger-67	179	41	)	)	PUNCT
ger-67	179	42	;	;	PUNCT
ger-67	179	43	and	and	CCONJ
ger-67	179	44	(	(	PUNCT
ger-67	179	45	ii	ii	X
ger-67	179	46	)	)	PUNCT
ger-67	179	47	the	the	DET
ger-67	179	48	variable	variable	ADJ
ger-67	179	49	returns	return	NOUN
ger-67	179	50	to	to	PART
ger-67	179	51	scale	scale	VERB
ger-67	179	52	(	(	PUNCT
ger-67	179	53	vrs	vrs	ADJ
ger-67	179	54	)	)	PUNCT
ger-67	179	55	model	model	NOUN
ger-67	179	56	of	of	ADP
ger-67	179	57	banker	banker	NOUN
ger-67	179	58	,	,	PUNCT
ger-67	179	59	charnes	charne	NOUN
ger-67	179	60	,	,	PUNCT
ger-67	179	61	and	and	CCONJ
ger-67	179	62	cooper	cooper	NOUN
ger-67	179	63	(	(	PUNCT
ger-67	179	64	1984	1984	NUM
ger-67	179	65	)	)	PUNCT
ger-67	179	66	.	.	PUNCT
ger-67	180	1	in	in	ADP
ger-67	180	2	figure	figure	NOUN
ger-67	180	3	5	5	NUM
ger-67	180	4	,	,	PUNCT
ger-67	180	5	i	i	PRON
ger-67	180	6	illustrate	illustrate	VERB
ger-67	180	7	the	the	DET
ger-67	180	8	theoretical	theoretical	ADJ
ger-67	180	9	idea	idea	NOUN
ger-67	180	10	behind	behind	ADP
ger-67	180	11	the	the	DET
ger-67	180	12	two	two	NUM
ger-67	180	13	principal	principal	ADJ
ger-67	180	14	approaches	approach	NOUN
ger-67	180	15	to	to	ADP
ger-67	180	16	dea	dea	PROPN
ger-67	180	17	frontier	frontier	NOUN
ger-67	180	18	analysis	analysis	NOUN
ger-67	180	19	and	and	CCONJ
ger-67	180	20	the	the	DET
ger-67	180	21	derivation	derivation	NOUN
ger-67	180	22	of	of	ADP
ger-67	180	23	technical	technical	ADJ
ger-67	180	24	efficiency	efficiency	NOUN
ger-67	180	25	measures	measure	NOUN
ger-67	180	26	based	base	VERB
ger-67	180	27	on	on	ADP
ger-67	180	28	the	the	DET
ger-67	180	29	dea	dea	PROPN
ger-67	180	30	frontier	frontier	NOUN
ger-67	180	31	.	.	PUNCT
ger-67	181	1	the	the	DET
ger-67	181	2	figure	figure	NOUN
ger-67	181	3	is	be	AUX
ger-67	181	4	constructed	construct	VERB
ger-67	181	5	based	base	VERB
ger-67	181	6	on	on	ADP
ger-67	181	7	a	a	DET
ger-67	181	8	singleinput	singleinput	NOUN
ger-67	181	9	,	,	PUNCT
ger-67	181	10	single	single	ADJ
ger-67	181	11	-	-	PUNCT
ger-67	181	12	output	output	NOUN
ger-67	181	13	case	case	NOUN
ger-67	181	14	.	.	PUNCT
ger-67	182	1	the	the	DET
ger-67	182	2	simplification	simplification	NOUN
ger-67	182	3	enables	enable	VERB
ger-67	182	4	the	the	DET
ger-67	182	5	production	production	NOUN
ger-67	182	6	process	process	NOUN
ger-67	182	7	to	to	PART
ger-67	182	8	be	be	AUX
ger-67	182	9	described	describe	VERB
ger-67	182	10	in	in	ADP
ger-67	182	11	a	a	DET
ger-67	182	12	simple	simple	ADJ
ger-67	182	13	two	two	NUM
ger-67	182	14	-	-	PUNCT
ger-67	182	15	dimensional	dimensional	ADJ
ger-67	182	16	diagram	diagram	NOUN
ger-67	182	17	.	.	PUNCT
ger-67	183	1	in	in	ADP
ger-67	183	2	figure	figure	NOUN
ger-67	183	3	5	5	NUM
ger-67	183	4	,	,	PUNCT
ger-67	183	5	points	point	VERB
ger-67	183	6	a	a	DET
ger-67	183	7	,	,	PUNCT
ger-67	183	8	b	b	NOUN
ger-67	183	9	,	,	PUNCT
ger-67	183	10	c	c	NOUN
ger-67	183	11	,	,	PUNCT
ger-67	183	12	and	and	CCONJ
ger-67	183	13	d	d	X
ger-67	183	14	represent	represent	VERB
ger-67	183	15	the	the	DET
ger-67	183	16	observed	observe	VERB
ger-67	183	17	performance	performance	NOUN
ger-67	183	18	of	of	ADP
ger-67	183	19	four	four	NUM
ger-67	183	20	decision	decision	NOUN
ger-67	183	21	-	-	PUNCT
ger-67	183	22	making	make	VERB
ger-67	183	23	units	unit	NOUN
ger-67	183	24	(	(	PUNCT
ger-67	183	25	called	call	VERB
ger-67	183	26	dmus	dmus	NOUN
ger-67	183	27	—	—	PUNCT
ger-67	183	28	the	the	DET
ger-67	183	29	dmus	dmus	NOUN
ger-67	183	30	in	in	ADP
ger-67	183	31	this	this	DET
ger-67	183	32	study	study	NOUN
ger-67	183	33	are	be	AUX
ger-67	183	34	those	those	DET
ger-67	183	35	countries	country	NOUN
ger-67	183	36	that	that	PRON
ger-67	183	37	participated	participate	VERB
ger-67	183	38	in	in	ADP
ger-67	183	39	timss	timss	PROPN
ger-67	183	40	)	)	PUNCT
ger-67	183	41	,	,	PUNCT
ger-67	183	42	given	give	VERB
ger-67	183	43	their	their	PRON
ger-67	183	44	levels	level	NOUN
ger-67	183	45	of	of	ADP
ger-67	183	46	input	input	NOUN
ger-67	183	47	and	and	CCONJ
ger-67	183	48	output	output	NOUN
ger-67	183	49	and	and	CCONJ
ger-67	183	50	production	production	NOUN
ger-67	183	51	technology	technology	NOUN
ger-67	183	52	.	.	PUNCT
ger-67	184	1	the	the	DET
ger-67	184	2	crs	crs	PROPN
ger-67	184	3	model	model	NOUN
ger-67	184	4	is	be	AUX
ger-67	184	5	represented	represent	VERB
ger-67	184	6	by	by	ADP
ger-67	184	7	the	the	DET
ger-67	184	8	thin	thin	ADJ
ger-67	184	9	line	line	NOUN
ger-67	184	10	extending	extend	VERB
ger-67	184	11	from	from	ADP
ger-67	184	12	the	the	DET
ger-67	184	13	origin	origin	NOUN
ger-67	184	14	of	of	ADP
ger-67	184	15	figure	figure	NOUN
ger-67	184	16	5	5	NUM
ger-67	184	17	through	through	ADP
ger-67	184	18	point	point	NOUN
ger-67	184	19	b	b	PROPN
ger-67	184	20	,	,	PUNCT
ger-67	184	21	where	where	SCONJ
ger-67	184	22	the	the	DET
ger-67	184	23	dmu	dmu	PROPN
ger-67	184	24	b	b	PROPN
ger-67	184	25	is	be	AUX
ger-67	184	26	chosen	choose	VERB
ger-67	184	27	to	to	PART
ger-67	184	28	maximise	maximise	VERB
ger-67	184	29	the	the	DET
ger-67	184	30	angle	angle	NOUN
ger-67	184	31	of	of	ADP
ger-67	184	32	the	the	DET
ger-67	184	33	ray	ray	NOUN
ger-67	184	34	.	.	PUNCT
ger-67	185	1	the	the	DET
ger-67	185	2	thin	thin	ADJ
ger-67	185	3	line	line	NOUN
ger-67	185	4	is	be	AUX
ger-67	185	5	the	the	DET
ger-67	185	6	production	production	NOUN
ger-67	185	7	frontier	frontier	NOUN
ger-67	185	8	as	as	SCONJ
ger-67	185	9	identified	identify	VERB
ger-67	185	10	under	under	ADP
ger-67	185	11	the	the	DET
ger-67	185	12	crs	crs	PROPN
ger-67	185	13	model	model	NOUN
ger-67	185	14	.	.	PUNCT
ger-67	186	1	based	base	VERB
ger-67	186	2	on	on	ADP
ger-67	186	3	the	the	DET
ger-67	186	4	crs	crs	PROPN
ger-67	186	5	model	model	NOUN
ger-67	186	6	,	,	PUNCT
ger-67	186	7	the	the	DET
ger-67	186	8	dmu	dmu	PROPN
ger-67	186	9	b	b	PROPN
ger-67	186	10	is	be	AUX
ger-67	186	11	identified	identify	VERB
ger-67	186	12	as	as	ADP
ger-67	186	13	the	the	DET
ger-67	186	14	most	most	ADV
ger-67	186	15	efficient	efficient	ADJ
ger-67	186	16	dmu	dmu	PROPN
ger-67	186	17	since	since	SCONJ
ger-67	186	18	it	it	PRON
ger-67	186	19	lies	lie	VERB
ger-67	186	20	on	on	ADP
ger-67	186	21	the	the	DET
ger-67	186	22	frontier	frontier	NOUN
ger-67	186	23	.	.	PUNCT
ger-67	187	1	point	point	NOUN
ger-67	187	2	b	b	PROPN
ger-67	187	3	is	be	AUX
ger-67	187	4	,	,	PUNCT
ger-67	187	5	therefore	therefore	ADV
ger-67	187	6	,	,	PUNCT
ger-67	187	7	crsefficient	crsefficient	ADJ
ger-67	187	8	.	.	PUNCT
ger-67	188	1	other	other	ADJ
ger-67	188	2	dmus	dmus	PROPN
ger-67	188	3	(	(	PUNCT
ger-67	188	4	a	a	PRON
ger-67	188	5	,	,	PUNCT
ger-67	188	6	c	c	NOUN
ger-67	188	7	,	,	PUNCT
ger-67	188	8	and	and	CCONJ
ger-67	188	9	d	d	X
ger-67	188	10	)	)	PUNCT
ger-67	188	11	,	,	PUNCT
ger-67	188	12	which	which	PRON
ger-67	188	13	lie	lie	VERB
ger-67	188	14	below	below	ADP
ger-67	188	15	the	the	DET
ger-67	188	16	frontier	frontier	NOUN
ger-67	188	17	,	,	PUNCT
ger-67	188	18	are	be	AUX
ger-67	188	19	inefficient	inefficient	ADJ
ger-67	188	20	under	under	ADP
ger-67	188	21	the	the	DET
ger-67	188	22	crs	crs	PROPN
ger-67	188	23	model	model	NOUN
ger-67	188	24	.	.	PUNCT
ger-67	189	1	still	still	ADV
ger-67	189	2	referring	refer	VERB
ger-67	189	3	to	to	PART
ger-67	189	4	figure	figure	VERB
ger-67	189	5	5	5	NUM
ger-67	189	6	,	,	PUNCT
ger-67	189	7	the	the	DET
ger-67	189	8	vrs	vrs	PROPN
ger-67	189	9	model	model	NOUN
ger-67	189	10	is	be	AUX
ger-67	189	11	illustrated	illustrate	VERB
ger-67	189	12	by	by	ADP
ger-67	189	13	the	the	DET
ger-67	189	14	solid	solid	ADJ
ger-67	189	15	thick	thick	ADJ
ger-67	189	16	lines	line	NOUN
ger-67	189	17	that	that	PRON
ger-67	189	18	connect	connect	VERB
ger-67	189	19	points	point	NOUN
ger-67	189	20	a	a	PRON
ger-67	189	21	and	and	CCONJ
ger-67	189	22	b	b	NOUN
ger-67	189	23	,	,	PUNCT
ger-67	189	24	and	and	CCONJ
ger-67	189	25	b	b	NOUN
ger-67	189	26	and	and	CCONJ
ger-67	189	27	c.	c.	NOUN
ger-67	189	28	the	the	DET
ger-67	189	29	solid	solid	ADJ
ger-67	189	30	lines	line	NOUN
ger-67	189	31	depict	depict	VERB
ger-67	189	32	the	the	DET
ger-67	189	33	so	so	ADV
ger-67	189	34	-	-	PUNCT
ger-67	189	35	called	call	VERB
ger-67	189	36	“	"	PUNCT
ger-67	189	37	vrs	vrs	ADJ
ger-67	189	38	production	production	NOUN
ger-67	189	39	frontier	frontier	NOUN
ger-67	189	40	.	.	PUNCT
ger-67	189	41	”	"	PUNCT
ger-67	190	1	the	the	DET
ger-67	190	2	vrs	vrs	PROPN
ger-67	190	3	model	model	NOUN
ger-67	190	4	has	have	VERB
ger-67	190	5	its	its	PRON
ger-67	190	6	production	production	NOUN
ger-67	190	7	frontier	frontier	NOUN
ger-67	190	8	spanned	span	VERB
ger-67	190	9	by	by	ADP
ger-67	190	10	the	the	DET
ger-67	190	11	convex	convex	PROPN
ger-67	190	12	hull	hull	NOUN
ger-67	190	13	of	of	ADP
ger-67	190	14	the	the	DET
ger-67	190	15	dmus	dmus	NOUN
ger-67	190	16	(	(	PUNCT
ger-67	190	17	from	from	ADP
ger-67	190	18	point	point	NOUN
ger-67	190	19	a	a	DET
ger-67	190	20	to	to	ADP
ger-67	190	21	b	b	NOUN
ger-67	190	22	,	,	PUNCT
ger-67	190	23	and	and	CCONJ
ger-67	190	24	b	b	X
ger-67	190	25	to	to	PART
ger-67	190	26	c	c	PROPN
ger-67	190	27	)	)	PUNCT
ger-67	190	28	.	.	PUNCT
ger-67	191	1	the	the	DET
ger-67	191	2	frontier	frontier	NOUN
ger-67	191	3	is	be	AUX
ger-67	191	4	piecewise	piecewise	NOUN
ger-67	191	5	linear	linear	NOUN
ger-67	191	6	and	and	CCONJ
ger-67	191	7	concave	concave	PROPN
ger-67	191	8	.	.	PUNCT
ger-67	192	1	the	the	DET
ger-67	192	2	vrs	vrs	PROPN
ger-67	192	3	frontier	frontier	NOUN
ger-67	192	4	assumes	assume	VERB
ger-67	192	5	variable	variable	ADJ
ger-67	192	6	returns	return	NOUN
ger-67	192	7	to	to	PART
ger-67	192	8	scale	scale	VERB
ger-67	192	9	where	where	SCONJ
ger-67	192	10	:	:	PUNCT
ger-67	192	11	(	(	PUNCT
ger-67	192	12	i	i	NOUN
ger-67	192	13	)	)	PUNCT
ger-67	192	14	increasing	increase	VERB
ger-67	192	15	returns	return	NOUN
ger-67	192	16	to	to	PART
ger-67	192	17	scale	scale	VERB
ger-67	192	18	occur	occur	NOUN
ger-67	192	19	in	in	ADP
ger-67	192	20	the	the	DET
ger-67	192	21	first	first	ADJ
ger-67	192	22	solid	solid	ADJ
ger-67	192	23	line	line	NOUN
ger-67	192	24	(	(	PUNCT
ger-67	192	25	ab	ab	NOUN
ger-67	192	26	)	)	PUNCT
ger-67	192	27	segment	segment	NOUN
ger-67	192	28	,	,	PUNCT
ger-67	192	29	and	and	CCONJ
ger-67	192	30	(	(	PUNCT
ger-67	192	31	ii	ii	NOUN
ger-67	192	32	)	)	PUNCT
ger-67	192	33	decreasing	decrease	VERB
ger-67	192	34	returns	return	NOUN
ger-67	192	35	to	to	PART
ger-67	192	36	scale	scale	VERB
ger-67	192	37	occur	occur	NOUN
ger-67	192	38	in	in	ADP
ger-67	192	39	the	the	DET
ger-67	192	40	second	second	ADJ
ger-67	192	41	segment	segment	NOUN
ger-67	192	42	(	(	PUNCT
ger-67	192	43	bc	bc	PROPN
ger-67	192	44	)	)	PUNCT
ger-67	192	45	(	(	PUNCT
ger-67	192	46	cooper	cooper	NOUN
ger-67	192	47	et	et	PROPN
ger-67	192	48	al	al	PROPN
ger-67	192	49	.	.	PROPN
ger-67	192	50	,	,	PUNCT
ger-67	192	51	2006	2006	NUM
ger-67	192	52	)	)	PUNCT
ger-67	192	53	.	.	PUNCT
ger-67	193	1	note	note	VERB
ger-67	193	2	that	that	PRON
ger-67	193	3	points	point	VERB
ger-67	193	4	a	a	DET
ger-67	193	5	,	,	PUNCT
ger-67	193	6	b	b	NOUN
ger-67	193	7	,	,	PUNCT
ger-67	193	8	and	and	CCONJ
ger-67	193	9	c	c	NOUN
ger-67	193	10	are	be	AUX
ger-67	193	11	on	on	ADP
ger-67	193	12	the	the	DET
ger-67	193	13	frontier	frontier	NOUN
ger-67	193	14	and	and	CCONJ
ger-67	193	15	are	be	AUX
ger-67	193	16	therefore	therefore	ADV
ger-67	193	17	vrs	vrs	ADV
ger-67	193	18	-	-	PUNCT
ger-67	193	19	efficient	efficient	ADJ
ger-67	193	20	.	.	PUNCT
ger-67	194	1	point	point	NOUN
ger-67	194	2	d	d	NOUN
ger-67	194	3	,	,	PUNCT
ger-67	194	4	on	on	ADP
ger-67	194	5	the	the	DET
ger-67	194	6	other	other	ADJ
ger-67	194	7	hand	hand	NOUN
ger-67	194	8	,	,	PUNCT
ger-67	194	9	is	be	AUX
ger-67	194	10	the	the	DET
ger-67	194	11	inefficient	inefficient	ADJ
ger-67	194	12	dmu	dmu	NOUN
ger-67	194	13	because	because	SCONJ
ger-67	194	14	it	it	PRON
ger-67	194	15	lies	lie	VERB
ger-67	194	16	below	below	ADP
ger-67	194	17	the	the	DET
ger-67	194	18	frontier	frontier	NOUN
ger-67	194	19	(	(	PUNCT
ger-67	194	20	cooper	cooper	NOUN
ger-67	194	21	et	et	PROPN
ger-67	194	22	al	al	PROPN
ger-67	194	23	.	.	PROPN
ger-67	194	24	,	,	PUNCT
ger-67	194	25	2000	2000	NUM
ger-67	194	26	)	)	PUNCT
ger-67	194	27	.	.	PUNCT
ger-67	195	1	62	62	NUM
ger-67	195	2	global	global	ADJ
ger-67	195	3	education	education	NOUN
ger-67	195	4	review	review	NOUN
ger-67	195	5	1(4	1(4	NUM
ger-67	195	6	)	)	PUNCT
ger-67	195	7	figure	figure	NOUN
ger-67	195	8	5	5	NUM
ger-67	195	9	:	:	PUNCT
ger-67	195	10	the	the	DET
ger-67	195	11	best	good	ADJ
ger-67	195	12	-	-	PUNCT
ger-67	195	13	practice	practice	NOUN
ger-67	195	14	reference	reference	NOUN
ger-67	195	15	frontier	frontier	NOUN
ger-67	195	16	*	*	PROPN
ger-67	195	17	source	source	NOUN
ger-67	195	18	:	:	PUNCT
ger-67	195	19	based	base	VERB
ger-67	195	20	on	on	ADP
ger-67	195	21	coelli	coelli	PROPN
ger-67	195	22	et	et	PROPN
ger-67	195	23	al	al	PROPN
ger-67	195	24	.	.	PROPN
ger-67	196	1	(	(	PUNCT
ger-67	196	2	2005	2005	NUM
ger-67	196	3	)	)	PUNCT
ger-67	196	4	given	give	VERB
ger-67	196	5	the	the	DET
ger-67	196	6	crs	crs	NOUN
ger-67	196	7	-	-	PUNCT
ger-67	196	8	efficient	efficient	ADJ
ger-67	196	9	and	and	CCONJ
ger-67	196	10	vrs	vrs	ADJ
ger-67	196	11	-	-	PUNCT
ger-67	196	12	efficient	efficient	ADJ
ger-67	196	13	frontiers	frontier	NOUN
ger-67	196	14	,	,	PUNCT
ger-67	196	15	an	an	DET
ger-67	196	16	inefficient	inefficient	ADJ
ger-67	196	17	dmu	dmu	PROPN
ger-67	196	18	has	have	VERB
ger-67	196	19	two	two	NUM
ger-67	196	20	major	major	ADJ
ger-67	196	21	projection	projection	NOUN
ger-67	196	22	paths	path	NOUN
ger-67	196	23	to	to	PART
ger-67	196	24	improve	improve	VERB
ger-67	196	25	its	its	PRON
ger-67	196	26	performance	performance	NOUN
ger-67	196	27	;	;	PUNCT
ger-67	196	28	namely	namely	ADV
ger-67	196	29	,	,	PUNCT
ger-67	196	30	(	(	PUNCT
ger-67	196	31	i	i	NOUN
ger-67	196	32	)	)	PUNCT
ger-67	196	33	an	an	DET
ger-67	196	34	input	input	NOUN
ger-67	196	35	-	-	PUNCT
ger-67	196	36	oriented	orient	VERB
ger-67	196	37	path	path	NOUN
ger-67	196	38	,	,	PUNCT
ger-67	196	39	and	and	CCONJ
ger-67	196	40	(	(	PUNCT
ger-67	196	41	ii	ii	NOUN
ger-67	196	42	)	)	PUNCT
ger-67	196	43	an	an	DET
ger-67	196	44	output	output	NOUN
ger-67	196	45	-	-	PUNCT
ger-67	196	46	oriented	orient	VERB
ger-67	196	47	path	path	NOUN
ger-67	196	48	(	(	PUNCT
ger-67	196	49	cooper	cooper	NOUN
ger-67	196	50	et	et	PROPN
ger-67	196	51	al	al	PROPN
ger-67	196	52	.	.	PROPN
ger-67	196	53	,	,	PUNCT
ger-67	196	54	2000	2000	NUM
ger-67	196	55	)	)	PUNCT
ger-67	196	56	.	.	PUNCT
ger-67	197	1	the	the	DET
ger-67	197	2	input	input	NOUN
ger-67	197	3	-	-	PUNCT
ger-67	197	4	oriented	orient	VERB
ger-67	197	5	path	path	NOUN
ger-67	197	6	aims	aim	VERB
ger-67	197	7	at	at	ADP
ger-67	197	8	reducing	reduce	VERB
ger-67	197	9	the	the	DET
ger-67	197	10	input	input	NOUN
ger-67	197	11	amounts	amount	VERB
ger-67	197	12	by	by	ADP
ger-67	197	13	as	as	ADV
ger-67	197	14	much	much	ADJ
ger-67	197	15	as	as	ADP
ger-67	197	16	possible	possible	ADJ
ger-67	197	17	while	while	SCONJ
ger-67	197	18	keeping	keep	VERB
ger-67	197	19	the	the	DET
ger-67	197	20	present	present	ADJ
ger-67	197	21	output	output	NOUN
ger-67	197	22	levels	level	NOUN
ger-67	197	23	unchanged	unchanged	ADJ
ger-67	197	24	.	.	PUNCT
ger-67	198	1	the	the	DET
ger-67	198	2	output	output	NOUN
ger-67	198	3	-	-	PUNCT
ger-67	198	4	oriented	orient	VERB
ger-67	198	5	path	path	NOUN
ger-67	198	6	aims	aim	VERB
ger-67	198	7	at	at	ADP
ger-67	198	8	maximising	maximise	VERB
ger-67	198	9	output	output	NOUN
ger-67	198	10	levels	level	NOUN
ger-67	198	11	under	under	ADP
ger-67	198	12	the	the	DET
ger-67	198	13	given	give	VERB
ger-67	198	14	input	input	NOUN
ger-67	198	15	consumption	consumption	NOUN
ger-67	198	16	.	.	PUNCT
ger-67	199	1	for	for	ADP
ger-67	199	2	this	this	DET
ger-67	199	3	study	study	NOUN
ger-67	199	4	,	,	PUNCT
ger-67	199	5	an	an	DET
ger-67	199	6	output	output	NOUN
ger-67	199	7	-	-	PUNCT
ger-67	199	8	oriented	orient	VERB
ger-67	199	9	path	path	NOUN
ger-67	199	10	is	be	AUX
ger-67	199	11	adopted	adopt	VERB
ger-67	199	12	because	because	SCONJ
ger-67	199	13	in	in	ADP
ger-67	199	14	the	the	DET
ger-67	199	15	context	context	NOUN
ger-67	199	16	of	of	ADP
ger-67	199	17	public	public	ADJ
ger-67	199	18	education	education	NOUN
ger-67	199	19	,	,	PUNCT
ger-67	199	20	allocations	allocation	NOUN
ger-67	199	21	to	to	ADP
ger-67	199	22	schools	school	NOUN
ger-67	199	23	are	be	AUX
ger-67	199	24	made	make	VERB
ger-67	199	25	with	with	ADP
ger-67	199	26	expectations	expectation	NOUN
ger-67	199	27	of	of	ADP
ger-67	199	28	full	full	ADJ
ger-67	199	29	utilisation	utilisation	NOUN
ger-67	199	30	of	of	ADP
ger-67	199	31	the	the	DET
ger-67	199	32	allocations	allocation	NOUN
ger-67	199	33	provided	provide	VERB
ger-67	199	34	,	,	PUNCT
ger-67	199	35	together	together	ADV
ger-67	199	36	with	with	ADP
ger-67	199	37	high	high	ADJ
ger-67	199	38	student	student	NOUN
ger-67	199	39	academic	academic	ADJ
ger-67	199	40	achievement	achievement	NOUN
ger-67	199	41	.	.	PUNCT
ger-67	200	1	conservation	conservation	NOUN
ger-67	200	2	of	of	ADP
ger-67	200	3	inputs	input	NOUN
ger-67	200	4	is	be	AUX
ger-67	200	5	not	not	PART
ger-67	200	6	the	the	DET
ger-67	200	7	objective	objective	NOUN
ger-67	200	8	of	of	ADP
ger-67	200	9	public	public	ADJ
ger-67	200	10	education	education	NOUN
ger-67	200	11	,	,	PUNCT
ger-67	200	12	and	and	CCONJ
ger-67	200	13	as	as	ADP
ger-67	200	14	a	a	DET
ger-67	200	15	result	result	NOUN
ger-67	200	16	,	,	PUNCT
ger-67	200	17	an	an	DET
ger-67	200	18	analysis	analysis	NOUN
ger-67	200	19	based	base	VERB
ger-67	200	20	on	on	ADP
ger-67	200	21	the	the	DET
ger-67	200	22	input	input	NOUN
ger-67	200	23	-	-	PUNCT
ger-67	200	24	oriented	orient	VERB
ger-67	200	25	path	path	NOUN
ger-67	200	26	is	be	AUX
ger-67	200	27	not	not	PART
ger-67	200	28	appropriate	appropriate	ADJ
ger-67	200	29	.	.	PUNCT
ger-67	201	1	referring	refer	VERB
ger-67	201	2	to	to	PART
ger-67	201	3	figure	figure	VERB
ger-67	201	4	5	5	NUM
ger-67	201	5	,	,	PUNCT
ger-67	201	6	the	the	DET
ger-67	201	7	output	output	NOUN
ger-67	201	8	-	-	PUNCT
ger-67	201	9	oriented	orient	VERB
ger-67	201	10	model	model	NOUN
ger-67	201	11	identifies	identify	VERB
ger-67	201	12	technical	technical	ADJ
ger-67	201	13	efficiency	efficiency	NOUN
ger-67	201	14	as	as	ADP
ger-67	201	15	a	a	DET
ger-67	201	16	proportional	proportional	ADJ
ger-67	201	17	augmentation	augmentation	NOUN
ger-67	201	18	of	of	ADP
ger-67	201	19	output	output	NOUN
ger-67	201	20	for	for	ADP
ger-67	201	21	a	a	DET
ger-67	201	22	given	give	VERB
ger-67	201	23	level	level	NOUN
ger-67	201	24	of	of	ADP
ger-67	201	25	input	input	NOUN
ger-67	201	26	.	.	PUNCT
ger-67	202	1	under	under	ADP
ger-67	202	2	the	the	DET
ger-67	202	3	vrs	vrs	PROPN
ger-67	202	4	model	model	NOUN
ger-67	202	5	,	,	PUNCT
ger-67	202	6	the	the	DET
ger-67	202	7	inefficient	inefficient	ADJ
ger-67	202	8	dmu	dmu	PROPN
ger-67	202	9	d	d	NOUN
ger-67	202	10	can	can	AUX
ger-67	202	11	improve	improve	VERB
ger-67	202	12	its	its	PRON
ger-67	202	13	performance	performance	NOUN
ger-67	202	14	by	by	ADP
ger-67	202	15	a	a	DET
ger-67	202	16	movement	movement	NOUN
ger-67	202	17	to	to	PART
ger-67	202	18	point	point	VERB
ger-67	202	19	s.	s.	PROPN
ger-67	202	20	the	the	DET
ger-67	202	21	movement	movement	NOUN
ger-67	202	22	to	to	PART
ger-67	202	23	point	point	VERB
ger-67	202	24	s	s	PROPN
ger-67	202	25	means	mean	VERB
ger-67	202	26	dmu	dmu	PROPN
ger-67	202	27	d	d	PROPN
ger-67	202	28	needs	need	VERB
ger-67	202	29	to	to	PART
ger-67	202	30	increase	increase	VERB
ger-67	202	31	its	its	PRON
ger-67	202	32	output	output	NOUN
ger-67	202	33	level	level	NOUN
ger-67	202	34	given	give	VERB
ger-67	202	35	the	the	DET
ger-67	202	36	amount	amount	NOUN
ger-67	202	37	of	of	ADP
ger-67	202	38	inputs	input	NOUN
ger-67	202	39	it	it	PRON
ger-67	202	40	has	have	VERB
ger-67	202	41	.	.	PUNCT
ger-67	203	1	as	as	ADP
ger-67	203	2	such	such	ADJ
ger-67	203	3	,	,	PUNCT
ger-67	203	4	the	the	DET
ger-67	203	5	vrs	vrs	PROPN
ger-67	203	6	technical	technical	ADJ
ger-67	203	7	efficiency	efficiency	NOUN
ger-67	203	8	of	of	ADP
ger-67	203	9	dmu	dmu	PROPN
ger-67	203	10	d	d	PROPN
ger-67	203	11	under	under	ADP
ger-67	203	12	the	the	DET
ger-67	203	13	output	output	NOUN
ger-67	203	14	-	-	PUNCT
ger-67	203	15	oriented	orient	VERB
ger-67	203	16	path	path	NOUN
ger-67	203	17	(	(	PUNCT
ger-67	203	18	otevrs	otevrs	NOUN
ger-67	203	19	)	)	PUNCT
ger-67	203	20	is	be	AUX
ger-67	203	21	given	give	VERB
ger-67	203	22	by	by	ADP
ger-67	203	23	:	:	PUNCT
ger-67	203	24	otevrs	otevrs	NOUN
ger-67	203	25	=	=	SYM
ger-67	203	26	sd	sd	PROPN
ger-67	203	27	/	/	SYM
ger-67	203	28	st	st	PROPN
ger-67	203	29	(	(	PUNCT
ger-67	203	30	1	1	NUM
ger-67	203	31	)	)	PUNCT
ger-67	203	32	with	with	ADP
ger-67	203	33	the	the	DET
ger-67	203	34	understanding	understanding	NOUN
ger-67	203	35	of	of	ADP
ger-67	203	36	the	the	DET
ger-67	203	37	theoretical	theoretical	ADJ
ger-67	203	38	concept	concept	NOUN
ger-67	203	39	of	of	ADP
ger-67	203	40	dea	dea	PROPN
ger-67	203	41	in	in	ADP
ger-67	203	42	mind	mind	NOUN
ger-67	203	43	,	,	PUNCT
ger-67	203	44	i	i	PRON
ger-67	203	45	discuss	discuss	VERB
ger-67	203	46	the	the	DET
ger-67	203	47	mathematical	mathematical	ADJ
ger-67	203	48	linear	linear	PROPN
ger-67	203	49	programming	programming	NOUN
ger-67	203	50	of	of	ADP
ger-67	203	51	dea	dea	PROPN
ger-67	203	52	in	in	ADP
ger-67	203	53	the	the	DET
ger-67	203	54	next	next	ADJ
ger-67	203	55	sub	sub	NOUN
ger-67	203	56	-	-	NOUN
ger-67	203	57	section	section	NOUN
ger-67	203	58	.	.	PUNCT
ger-67	204	1	vrs	vrs	ADJ
ger-67	204	2	-	-	PUNCT
ger-67	204	3	efficient	efficient	ADJ
ger-67	204	4	frontier	frontier	NOUN
ger-67	204	5	0	0	NUM
ger-67	205	1	p	p	NOUN
ger-67	205	2	r	r	NOUN
ger-67	205	3	u	u	NOUN
ger-67	205	4	s	s	PROPN
ger-67	205	5	b	b	PROPN
ger-67	205	6	d	d	X
ger-67	205	7	t	t	PROPN
ger-67	205	8	c	c	PROPN
ger-67	205	9	a	a	DET
ger-67	205	10	q	q	NOUN
ger-67	205	11	output	output	NOUN
ger-67	205	12	(	(	PUNCT
ger-67	205	13	y	y	NOUN
ger-67	205	14	)	)	PUNCT
ger-67	205	15	input	input	NOUN
ger-67	205	16	(	(	PUNCT
ger-67	205	17	x	x	NOUN
ger-67	205	18	)	)	PUNCT
ger-67	205	19	crs	crs	NOUN
ger-67	205	20	-	-	PUNCT
ger-67	205	21	efficient	efficient	ADJ
ger-67	205	22	frontier	frontier	NOUN
ger-67	205	23	efficiency	efficiency	NOUN
ger-67	205	24	of	of	ADP
ger-67	205	25	oic	oic	PROPN
ger-67	205	26	secondary	secondary	ADJ
ger-67	205	27	education	education	PROPN
ger-67	205	28	63	63	NUM
ger-67	205	29	mathematical	mathematical	ADJ
ger-67	205	30	linear	linear	NOUN
ger-67	205	31	programming	programming	NOUN
ger-67	205	32	of	of	ADP
ger-67	205	33	dea	dea	PROPN
ger-67	205	34	a	a	DET
ger-67	205	35	case	case	NOUN
ger-67	205	36	of	of	ADP
ger-67	205	37	multiple	multiple	ADJ
ger-67	205	38	-	-	PUNCT
ger-67	205	39	output	output	NOUN
ger-67	205	40	,	,	PUNCT
ger-67	205	41	multiple	multiple	ADJ
ger-67	205	42	-	-	PUNCT
ger-67	205	43	input	input	NOUN
ger-67	205	44	dea	dea	NOUN
ger-67	205	45	is	be	AUX
ger-67	205	46	now	now	ADV
ger-67	205	47	discussed	discuss	VERB
ger-67	205	48	.	.	PUNCT
ger-67	206	1	i	i	PRON
ger-67	206	2	start	start	VERB
ger-67	206	3	the	the	DET
ger-67	206	4	discussion	discussion	NOUN
ger-67	206	5	by	by	ADP
ger-67	206	6	defining	define	VERB
ger-67	206	7	some	some	DET
ger-67	206	8	notation	notation	NOUN
ger-67	206	9	to	to	PART
ger-67	206	10	be	be	AUX
ger-67	206	11	used	use	VERB
ger-67	206	12	in	in	ADP
ger-67	206	13	this	this	DET
ger-67	206	14	section	section	NOUN
ger-67	206	15	.	.	PUNCT
ger-67	207	1	the	the	DET
ger-67	207	2	dataset	dataset	NOUN
ger-67	207	3	is	be	AUX
ger-67	207	4	assumed	assume	VERB
ger-67	207	5	to	to	PART
ger-67	207	6	consist	consist	VERB
ger-67	207	7	of	of	ADP
ger-67	207	8	j	j	PROPN
ger-67	207	9	dmus	dmus	PROPN
ger-67	207	10	(	(	PUNCT
ger-67	207	11	j=1	j=1	PROPN
ger-67	207	12	,	,	PUNCT
ger-67	207	13	…	…	PUNCT
ger-67	207	14	,	,	PUNCT
ger-67	207	15	j	j	PROPN
ger-67	207	16	)	)	PUNCT
ger-67	207	17	.	.	PUNCT
ger-67	208	1	each	each	DET
ger-67	208	2	dmu	dmu	PROPN
ger-67	208	3	j	j	PROPN
ger-67	208	4	employs	employ	VERB
ger-67	208	5	nx	nx	PROPN
ger-67	208	6	inputs	input	NOUN
ger-67	208	7	(	(	PUNCT
ger-67	208	8	for	for	ADP
ger-67	208	9	n	n	NOUN
ger-67	208	10	=	=	SYM
ger-67	208	11	1	1	NUM
ger-67	208	12	,	,	PUNCT
ger-67	208	13	…	…	PUNCT
ger-67	208	14	,	,	PUNCT
ger-67	208	15	n	n	CCONJ
ger-67	208	16	)	)	PUNCT
ger-67	208	17	in	in	ADP
ger-67	208	18	order	order	NOUN
ger-67	208	19	to	to	PART
ger-67	208	20	produce	produce	VERB
ger-67	208	21	my	my	PRON
ger-67	208	22	outputs	output	NOUN
ger-67	208	23	(	(	PUNCT
ger-67	208	24	for	for	ADP
ger-67	208	25	m	m	PROPN
ger-67	208	26	=	=	SYM
ger-67	208	27	1	1	NUM
ger-67	208	28	,	,	PUNCT
ger-67	208	29	…	…	PUNCT
ger-67	208	30	,	,	PUNCT
ger-67	208	31	m	m	NOUN
ger-67	208	32	)	)	PUNCT
ger-67	208	33	.	.	PUNCT
ger-67	209	1	the	the	DET
ger-67	209	2	envelopment	envelopment	ADJ
ger-67	209	3	form	form	NOUN
ger-67	209	4	of	of	ADP
ger-67	209	5	an	an	DET
ger-67	209	6	outputoriented	outputoriente	VERB
ger-67	209	7	linear	linear	PROPN
ger-67	209	8	programming	programming	NOUN
ger-67	209	9	problem	problem	NOUN
ger-67	209	10	under	under	ADP
ger-67	209	11	constant	constant	ADJ
ger-67	209	12	returns	return	NOUN
ger-67	209	13	to	to	PART
ger-67	209	14	scale	scale	VERB
ger-67	209	15	(	(	PUNCT
ger-67	209	16	crs	crs	PROPN
ger-67	209	17	)	)	PUNCT
ger-67	209	18	assumption	assumption	NOUN
ger-67	209	19	is	be	AUX
ger-67	209	20	set	set	VERB
ger-67	209	21	out	out	ADP
ger-67	209	22	as	as	ADP
ger-67	209	23	:	:	PUNCT
ger-67	209	24	for	for	ADP
ger-67	209	25	each	each	DET
ger-67	209	26	j	j	PROPN
ger-67	209	27	,	,	PUNCT
ger-67	209	28	,	,	PUNCT
ger-67	209	29	max	max	PROPN
ger-67	209	30	j	j	PROPN
ger-67	209	31	jφ	jφ	PROPN
ger-67	209	32	φλ	φλ	ADV
ger-67	209	33	(	(	PUNCT
ger-67	209	34	2	2	NUM
ger-67	209	35	)	)	PUNCT
ger-67	209	36	subject	subject	NOUN
ger-67	209	37	to	to	ADP
ger-67	209	38	:	:	PUNCT
ger-67	209	39	1	1	NUM
ger-67	209	40	0	0	NUM
ger-67	209	41	,	,	PUNCT
ger-67	209	42	for	for	ADP
ger-67	209	43	=	=	PROPN
ger-67	209	44	1	1	NUM
ger-67	209	45	,	,	PUNCT
ger-67	209	46	...	...	PUNCT
ger-67	209	47	,	,	PUNCT
ger-67	209	48	j	j	PROPN
ger-67	209	49	j	j	PROPN
ger-67	209	50	mj	mj	PROPN
ger-67	209	51	j	j	PROPN
ger-67	210	1	mj	mj	PROPN
ger-67	210	2	j	j	PROPN
ger-67	210	3	y	y	PROPN
ger-67	210	4	y	y	PROPN
ger-67	210	5	m	m	VERB
ger-67	210	6	mφ	mφ	ADP
ger-67	210	7	λ	λ	X
ger-67	210	8	=	=	SYM
ger-67	210	9	−	−	PROPN
ger-67	211	1	+	+	CCONJ
ger-67	211	2	≥∑	≥∑	PROPN
ger-67	211	3	1	1	NUM
ger-67	211	4	0	0	NUM
ger-67	211	5	,	,	PUNCT
ger-67	211	6	for	for	ADP
ger-67	211	7	=	=	PROPN
ger-67	211	8	1	1	NUM
ger-67	211	9	,	,	PUNCT
ger-67	211	10	...	...	PUNCT
ger-67	211	11	,	,	PUNCT
ger-67	212	1	j	j	PROPN
ger-67	212	2	nj	nj	PROPN
ger-67	212	3	j	j	PROPN
ger-67	212	4	nj	nj	PROPN
ger-67	213	1	j	j	PROPN
ger-67	213	2	x	x	PUNCT
ger-67	213	3	x	x	PUNCT
ger-67	213	4	n	n	CCONJ
ger-67	213	5	nλ	nλ	NOUN
ger-67	213	6	=	=	PUNCT
ger-67	213	7	−	−	PROPN
ger-67	213	8	≥∑	≥∑	PROPN
ger-67	213	9	1	1	NUM
ger-67	213	10	,	,	PUNCT
ger-67	213	11	...	...	PUNCT
ger-67	213	12	,	,	PUNCT
ger-67	213	13	0jλ	0jλ	PROPN
ger-67	213	14	λ	λ	X
ger-67	213	15	≥	≥	PRON
ger-67	213	16	where	where	SCONJ
ger-67	213	17	jφ	jφ	PROPN
ger-67	213	18	is	be	AUX
ger-67	213	19	the	the	DET
ger-67	213	20	output	output	NOUN
ger-67	213	21	weight	weight	NOUN
ger-67	213	22	of	of	ADP
ger-67	213	23	the	the	DET
ger-67	213	24	jth	jth	PROPN
ger-67	213	25	dmu	dmu	PROPN
ger-67	213	26	to	to	PART
ger-67	213	27	be	be	AUX
ger-67	213	28	maximised	maximise	VERB
ger-67	213	29	,	,	PUNCT
ger-67	213	30	'	'	PUNCT
ger-67	213	31	sλ	sλ	NOUN
ger-67	213	32	refer	refer	VERB
ger-67	213	33	to	to	ADP
ger-67	213	34	the	the	DET
ger-67	213	35	value	value	NOUN
ger-67	213	36	of	of	ADP
ger-67	213	37	weights	weight	NOUN
ger-67	213	38	for	for	ADP
ger-67	213	39	each	each	DET
ger-67	213	40	dmu	dmu	PROPN
ger-67	213	41	under	under	ADP
ger-67	213	42	the	the	DET
ger-67	213	43	solution	solution	NOUN
ger-67	213	44	of	of	ADP
ger-67	213	45	the	the	DET
ger-67	213	46	jth	jth	PROPN
ger-67	213	47	linear	linear	PROPN
ger-67	213	48	programming	programming	NOUN
ger-67	213	49	.	.	PUNCT
ger-67	214	1	the	the	DET
ger-67	214	2	first	first	ADJ
ger-67	214	3	constraint	constraint	NOUN
ger-67	214	4	implies	imply	VERB
ger-67	214	5	that	that	SCONJ
ger-67	214	6	the	the	DET
ger-67	214	7	output	output	NOUN
ger-67	214	8	produced	produce	VERB
ger-67	214	9	by	by	ADP
ger-67	214	10	the	the	DET
ger-67	214	11	observed	observed	ADJ
ger-67	214	12	dmu	dmu	PROPN
ger-67	214	13	j	j	PROPN
ger-67	214	14	must	must	AUX
ger-67	214	15	be	be	AUX
ger-67	214	16	less	less	ADJ
ger-67	214	17	than	than	ADP
ger-67	214	18	or	or	CCONJ
ger-67	214	19	equal	equal	ADJ
ger-67	214	20	to	to	ADP
ger-67	214	21	the	the	DET
ger-67	214	22	sum	sum	NOUN
ger-67	214	23	of	of	ADP
ger-67	214	24	output	output	NOUN
ger-67	214	25	weights	weight	NOUN
ger-67	214	26	of	of	ADP
ger-67	214	27	all	all	DET
ger-67	214	28	the	the	DET
ger-67	214	29	dmus	dmus	NOUN
ger-67	214	30	.	.	PUNCT
ger-67	215	1	the	the	DET
ger-67	215	2	value	value	NOUN
ger-67	215	3	of	of	ADP
ger-67	215	4	jφ	jφ	PROPN
ger-67	215	5	is	be	AUX
ger-67	215	6	1	1	NUM
ger-67	215	7	jφ≤	jφ≤	NOUN
ger-67	215	8	<	<	X
ger-67	215	9	∞	∞	PROPN
ger-67	215	10	.	.	PUNCT
ger-67	216	1	the	the	DET
ger-67	216	2	measure	measure	NOUN
ger-67	216	3	of	of	ADP
ger-67	216	4	technical	technical	ADJ
ger-67	216	5	efficiency	efficiency	NOUN
ger-67	216	6	for	for	ADP
ger-67	216	7	the	the	DET
ger-67	216	8	jth	jth	PROPN
ger-67	216	9	dmu	dmu	PROPN
ger-67	216	10	is	be	AUX
ger-67	216	11	given	give	VERB
ger-67	216	12	by	by	ADP
ger-67	216	13	1	1	NUM
ger-67	216	14	jφ	jφ	PROPN
ger-67	216	15	[	[	X
ger-67	216	16	coelli	coelli	NOUN
ger-67	216	17	,	,	PUNCT
ger-67	216	18	1996	1996	NUM
ger-67	216	19	]	]	PUNCT
ger-67	216	20	.	.	PUNCT
ger-67	217	1	the	the	DET
ger-67	217	2	second	second	ADJ
ger-67	217	3	constraint	constraint	NOUN
ger-67	217	4	states	state	NOUN
ger-67	217	5	that	that	SCONJ
ger-67	217	6	the	the	DET
ger-67	217	7	inputs	input	NOUN
ger-67	217	8	of	of	ADP
ger-67	217	9	the	the	DET
ger-67	217	10	observed	observed	ADJ
ger-67	217	11	dmu	dmu	PROPN
ger-67	217	12	j	j	PROPN
ger-67	217	13	minus	minus	ADP
ger-67	217	14	the	the	DET
ger-67	217	15	sum	sum	NOUN
ger-67	217	16	of	of	ADP
ger-67	217	17	input	input	NOUN
ger-67	217	18	weights	weight	NOUN
ger-67	217	19	of	of	ADP
ger-67	217	20	all	all	DET
ger-67	217	21	the	the	DET
ger-67	217	22	dmus	dmus	NOUN
ger-67	217	23	must	must	AUX
ger-67	217	24	be	be	AUX
ger-67	217	25	greater	great	ADJ
ger-67	217	26	than	than	ADP
ger-67	217	27	or	or	CCONJ
ger-67	217	28	equal	equal	ADJ
ger-67	217	29	to	to	ADP
ger-67	217	30	zero	zero	NUM
ger-67	217	31	,	,	PUNCT
ger-67	217	32	and	and	CCONJ
ger-67	217	33	the	the	DET
ger-67	217	34	last	last	ADJ
ger-67	217	35	constraint	constraint	NOUN
ger-67	217	36	is	be	AUX
ger-67	217	37	to	to	PART
ger-67	217	38	ensure	ensure	VERB
ger-67	217	39	that	that	SCONJ
ger-67	217	40	the	the	DET
ger-67	217	41	value	value	NOUN
ger-67	217	42	of	of	ADP
ger-67	217	43	λ	λ	PROPN
ger-67	217	44	is	be	AUX
ger-67	217	45	non	non	ADJ
ger-67	217	46	-	-	ADJ
ger-67	217	47	negative	negative	ADJ
ger-67	217	48	.	.	PUNCT
ger-67	218	1	the	the	DET
ger-67	218	2	weights	weight	NOUN
ger-67	218	3	for	for	ADP
ger-67	218	4	outputs	output	NOUN
ger-67	218	5	and	and	CCONJ
ger-67	218	6	inputs	input	NOUN
ger-67	218	7	are	be	AUX
ger-67	218	8	estimated	estimate	VERB
ger-67	218	9	as	as	ADP
ger-67	218	10	the	the	DET
ger-67	218	11	best	good	ADJ
ger-67	218	12	advantage	advantage	NOUN
ger-67	218	13	for	for	SCONJ
ger-67	218	14	each	each	DET
ger-67	218	15	dmu	dmu	PROPN
ger-67	218	16	to	to	PART
ger-67	218	17	maximise	maximise	VERB
ger-67	218	18	its	its	PRON
ger-67	218	19	relative	relative	ADJ
ger-67	218	20	efficiency	efficiency	NOUN
ger-67	218	21	.	.	PUNCT
ger-67	219	1	by	by	ADP
ger-67	219	2	adding	add	VERB
ger-67	219	3	a	a	DET
ger-67	219	4	convexity	convexity	NOUN
ger-67	219	5	constraint	constraint	NOUN
ger-67	219	6	,	,	PUNCT
ger-67	219	7	1	1	NUM
ger-67	219	8	1	1	NUM
ger-67	219	9	j	j	PROPN
ger-67	219	10	j	j	PROPN
ger-67	219	11	j	j	PROPN
ger-67	219	12	λ	λ	PROPN
ger-67	219	13	=	=	PUNCT
ger-67	219	14	=	=	NOUN
ger-67	219	15	∑	∑	PUNCT
ger-67	219	16	,	,	PUNCT
ger-67	219	17	to	to	ADP
ger-67	219	18	equation	equation	NOUN
ger-67	219	19	(	(	PUNCT
ger-67	219	20	2	2	NUM
ger-67	219	21	)	)	PUNCT
ger-67	219	22	,	,	PUNCT
ger-67	219	23	the	the	DET
ger-67	219	24	crs	crs	PROPN
ger-67	219	25	linear	linear	PROPN
ger-67	219	26	programming	programming	NOUN
ger-67	219	27	is	be	AUX
ger-67	219	28	now	now	ADV
ger-67	219	29	modified	modify	VERB
ger-67	219	30	to	to	ADP
ger-67	219	31	a	a	DET
ger-67	219	32	variable	variable	ADJ
ger-67	219	33	returns	return	NOUN
ger-67	219	34	to	to	PART
ger-67	219	35	scale	scale	VERB
ger-67	219	36	(	(	PUNCT
ger-67	219	37	vrs	vrs	ADJ
ger-67	219	38	)	)	PUNCT
ger-67	219	39	linear	linear	PROPN
ger-67	219	40	programming	programming	NOUN
ger-67	219	41	,	,	PUNCT
ger-67	219	42	as	as	SCONJ
ger-67	219	43	set	set	VERB
ger-67	219	44	out	out	ADP
ger-67	219	45	below	below	ADV
ger-67	219	46	:	:	PUNCT
ger-67	219	47	for	for	ADP
ger-67	219	48	each	each	DET
ger-67	219	49	j	j	PROPN
ger-67	219	50	,	,	PUNCT
ger-67	219	51	,	,	PUNCT
ger-67	219	52	max	max	PROPN
ger-67	219	53	j	j	PROPN
ger-67	219	54	jφ	jφ	PROPN
ger-67	219	55	φλ	φλ	ADV
ger-67	219	56	(	(	PUNCT
ger-67	219	57	3	3	NUM
ger-67	219	58	)	)	PUNCT
ger-67	219	59	subject	subject	NOUN
ger-67	219	60	to	to	ADP
ger-67	219	61	:	:	PUNCT
ger-67	219	62	1	1	NUM
ger-67	219	63	0	0	NUM
ger-67	219	64	,	,	PUNCT
ger-67	219	65	for	for	ADP
ger-67	219	66	=	=	PROPN
ger-67	219	67	1	1	NUM
ger-67	219	68	,	,	PUNCT
ger-67	219	69	...	...	PUNCT
ger-67	219	70	,	,	PUNCT
ger-67	219	71	j	j	PROPN
ger-67	219	72	j	j	PROPN
ger-67	219	73	mj	mj	PROPN
ger-67	219	74	j	j	PROPN
ger-67	220	1	mj	mj	PROPN
ger-67	220	2	j	j	PROPN
ger-67	220	3	y	y	PROPN
ger-67	220	4	y	y	PROPN
ger-67	220	5	m	m	VERB
ger-67	220	6	mφ	mφ	ADP
ger-67	220	7	λ	λ	X
ger-67	220	8	=	=	SYM
ger-67	220	9	−	−	PROPN
ger-67	221	1	+	+	CCONJ
ger-67	221	2	≥∑	≥∑	PROPN
ger-67	221	3	1	1	NUM
ger-67	221	4	0	0	NUM
ger-67	221	5	,	,	PUNCT
ger-67	221	6	for	for	ADP
ger-67	221	7	=	=	PROPN
ger-67	221	8	1	1	NUM
ger-67	221	9	,	,	PUNCT
ger-67	221	10	...	...	PUNCT
ger-67	221	11	,	,	PUNCT
ger-67	222	1	j	j	PROPN
ger-67	222	2	nj	nj	PROPN
ger-67	222	3	j	j	PROPN
ger-67	222	4	nj	nj	PROPN
ger-67	223	1	j	j	PROPN
ger-67	223	2	x	x	PUNCT
ger-67	223	3	x	x	PUNCT
ger-67	223	4	n	n	CCONJ
ger-67	223	5	nλ	nλ	NOUN
ger-67	223	6	=	=	SYM
ger-67	224	1	−	−	PROPN
ger-67	224	2	≥∑	≥∑	PROPN
ger-67	224	3	1	1	NUM
ger-67	224	4	1	1	NUM
ger-67	224	5	j	j	PROPN
ger-67	224	6	j	j	PROPN
ger-67	225	1	j	j	PROPN
ger-67	225	2	λ	λ	PROPN
ger-67	225	3	=	=	PUNCT
ger-67	225	4	=	=	NOUN
ger-67	225	5	∑	∑	PROPN
ger-67	225	6	1	1	NUM
ger-67	225	7	,	,	PUNCT
ger-67	225	8	...	...	PUNCT
ger-67	225	9	,	,	PUNCT
ger-67	225	10	0jλ	0jλ	PROPN
ger-67	225	11	λ	λ	X
ger-67	225	12	≥	≥	PRON
ger-67	225	13	where	where	SCONJ
ger-67	225	14	the	the	DET
ger-67	225	15	purpose	purpose	NOUN
ger-67	225	16	of	of	ADP
ger-67	225	17	the	the	DET
ger-67	225	18	convexity	convexity	NOUN
ger-67	225	19	constraint	constraint	NOUN
ger-67	225	20	,	,	PUNCT
ger-67	225	21	according	accord	VERB
ger-67	225	22	to	to	ADP
ger-67	225	23	coelli	coelli	PROPN
ger-67	225	24	et	et	PROPN
ger-67	225	25	al	al	PROPN
ger-67	225	26	.	.	PROPN
ger-67	226	1	(	(	PUNCT
ger-67	226	2	2005	2005	NUM
ger-67	226	3	,	,	PUNCT
ger-67	226	4	p.	p.	NOUN
ger-67	226	5	172	172	NUM
ger-67	226	6	)	)	PUNCT
ger-67	226	7	,	,	PUNCT
ger-67	226	8	is	be	AUX
ger-67	226	9	to	to	PART
ger-67	226	10	“	"	PUNCT
ger-67	226	11	…	…	PUNCT
ger-67	226	12	form	form	VERB
ger-67	226	13	a	a	DET
ger-67	226	14	convexity	convexity	NOUN
ger-67	226	15	hull	hull	NOUN
ger-67	226	16	of	of	ADP
ger-67	226	17	intersecting	intersecting	ADJ
ger-67	226	18	planes	plane	NOUN
ger-67	226	19	that	that	PRON
ger-67	226	20	envelope	envelope	VERB
ger-67	226	21	the	the	DET
ger-67	226	22	data	datum	NOUN
ger-67	226	23	point	point	VERB
ger-67	226	24	more	more	ADV
ger-67	226	25	tightly	tightly	ADV
ger-67	226	26	than	than	ADP
ger-67	226	27	the	the	DET
ger-67	226	28	crs	crs	PROPN
ger-67	226	29	conical	conical	PROPN
ger-67	226	30	hull	hull	PROPN
ger-67	226	31	and	and	CCONJ
ger-67	226	32	thus	thus	ADV
ger-67	226	33	provides	provide	VERB
ger-67	226	34	technical	technical	ADJ
ger-67	226	35	efficiency	efficiency	NOUN
ger-67	226	36	scores	score	NOUN
ger-67	226	37	that	that	PRON
ger-67	226	38	are	be	AUX
ger-67	226	39	greater	great	ADJ
ger-67	226	40	than	than	ADP
ger-67	226	41	or	or	CCONJ
ger-67	226	42	equal	equal	ADJ
ger-67	226	43	to	to	ADP
ger-67	226	44	those	those	PRON
ger-67	226	45	obtained	obtain	VERB
ger-67	226	46	using	use	VERB
ger-67	226	47	the	the	DET
ger-67	226	48	crs	crs	PROPN
ger-67	226	49	model	model	NOUN
ger-67	226	50	…	…	PUNCT
ger-67	226	51	”	"	PUNCT
ger-67	226	52	the	the	DET
ger-67	226	53	convexity	convexity	NOUN
ger-67	226	54	constraint	constraint	NOUN
ger-67	226	55	also	also	ADV
ger-67	226	56	ensures	ensure	VERB
ger-67	226	57	that	that	SCONJ
ger-67	226	58	each	each	DET
ger-67	226	59	dmu	dmu	PROPN
ger-67	226	60	is	be	AUX
ger-67	226	61	only	only	ADV
ger-67	226	62	benchmarked	benchmarke	VERB
ger-67	226	63	or	or	CCONJ
ger-67	226	64	compared	compare	VERB
ger-67	226	65	with	with	ADP
ger-67	226	66	dmus	dmus	NOUN
ger-67	226	67	of	of	ADP
ger-67	226	68	relatively	relatively	ADV
ger-67	226	69	similar	similar	ADJ
ger-67	226	70	scale	scale	NOUN
ger-67	226	71	.	.	PUNCT
ger-67	227	1	if	if	SCONJ
ger-67	227	2	the	the	DET
ger-67	227	3	jth	jth	PROPN
ger-67	227	4	dmu	dmu	PROPN
ger-67	227	5	is	be	AUX
ger-67	227	6	technically	technically	ADV
ger-67	227	7	efficient	efficient	ADJ
ger-67	227	8	(	(	PUNCT
ger-67	227	9	jθ	jθ	ADV
ger-67	227	10	is	be	AUX
ger-67	227	11	equal	equal	ADJ
ger-67	227	12	to	to	ADP
ger-67	227	13	one	one	NUM
ger-67	227	14	)	)	PUNCT
ger-67	227	15	,	,	PUNCT
ger-67	227	16	the	the	DET
ger-67	227	17	weight	weight	NOUN
ger-67	227	18	of	of	ADP
ger-67	227	19	its	its	PRON
ger-67	227	20	jλ	jλ	NOUN
ger-67	227	21	is	be	AUX
ger-67	227	22	one	one	NUM
ger-67	227	23	,	,	PUNCT
ger-67	227	24	while	while	SCONJ
ger-67	227	25	the	the	DET
ger-67	227	26	weights	weight	NOUN
ger-67	227	27	of	of	ADP
ger-67	227	28	'	'	PUNCT
ger-67	227	29	sλ	sλ	NOUN
ger-67	227	30	for	for	ADP
ger-67	227	31	the	the	DET
ger-67	227	32	other	other	ADJ
ger-67	227	33	dmus	dmus	NOUN
ger-67	227	34	are	be	AUX
ger-67	227	35	zero	zero	NUM
ger-67	227	36	.	.	PUNCT
ger-67	228	1	in	in	ADP
ger-67	228	2	a	a	DET
ger-67	228	3	case	case	NOUN
ger-67	228	4	when	when	SCONJ
ger-67	228	5	the	the	DET
ger-67	228	6	observed	observed	ADJ
ger-67	228	7	jth	jth	PROPN
ger-67	228	8	dmu	dmu	PROPN
ger-67	228	9	is	be	AUX
ger-67	228	10	technically	technically	ADV
ger-67	228	11	inefficient	inefficient	ADJ
ger-67	228	12	,	,	PUNCT
ger-67	228	13	the	the	DET
ger-67	228	14	weights	weight	NOUN
ger-67	228	15	of	of	ADP
ger-67	228	16	'	'	PUNCT
ger-67	228	17	sλ	sλ	NOUN
ger-67	228	18	for	for	ADP
ger-67	228	19	any	any	PRON
ger-67	228	20	(	(	PUNCT
ger-67	228	21	or	or	CCONJ
ger-67	228	22	some	some	PRON
ger-67	228	23	)	)	PUNCT
ger-67	228	24	of	of	ADP
ger-67	228	25	the	the	DET
ger-67	228	26	other	other	ADJ
ger-67	228	27	dmus	dmus	NOUN
ger-67	228	28	(	(	PUNCT
ger-67	228	29	known	know	VERB
ger-67	228	30	as	as	ADP
ger-67	228	31	peers	peer	NOUN
ger-67	228	32	to	to	ADP
ger-67	228	33	the	the	DET
ger-67	228	34	jth	jth	PROPN
ger-67	228	35	dmu	dmu	PROPN
ger-67	228	36	)	)	PUNCT
ger-67	228	37	must	must	AUX
ger-67	228	38	be	be	AUX
ger-67	228	39	positive	positive	ADJ
ger-67	228	40	—	—	PUNCT
ger-67	228	41	a	a	DET
ger-67	228	42	peer	peer	NOUN
ger-67	228	43	with	with	ADP
ger-67	228	44	higher	high	ADJ
ger-67	228	45	value	value	NOUN
ger-67	228	46	of	of	ADP
ger-67	228	47	λ	λ	PROPN
ger-67	228	48	signifies	signify	VERB
ger-67	228	49	a	a	DET
ger-67	228	50	greater	great	ADJ
ger-67	228	51	position	position	NOUN
ger-67	228	52	as	as	ADP
ger-67	228	53	an	an	DET
ger-67	228	54	exemplar	exemplar	NOUN
ger-67	228	55	(	(	PUNCT
ger-67	228	56	relative	relative	ADJ
ger-67	228	57	to	to	ADP
ger-67	228	58	the	the	DET
ger-67	228	59	other	other	ADJ
ger-67	228	60	peers	peer	NOUN
ger-67	228	61	)	)	PUNCT
ger-67	228	62	to	to	ADP
ger-67	228	63	dmu	dmu	PROPN
ger-67	228	64	j.	j.	PROPN
ger-67	228	65	64	64	NUM
ger-67	228	66	global	global	ADJ
ger-67	228	67	education	education	NOUN
ger-67	228	68	review	review	NOUN
ger-67	228	69	1(4	1(4	NUM
ger-67	228	70	)	)	PUNCT
ger-67	228	71	further	far	ADV
ger-67	228	72	,	,	PUNCT
ger-67	228	73	the	the	DET
ger-67	228	74	values	value	NOUN
ger-67	228	75	of	of	ADP
ger-67	228	76	λ	λ	PROPN
ger-67	228	77	(	(	PUNCT
ger-67	228	78	peer	peer	NOUN
ger-67	228	79	weights	weight	NOUN
ger-67	228	80	)	)	PUNCT
ger-67	228	81	can	can	AUX
ger-67	228	82	be	be	AUX
ger-67	228	83	used	use	VERB
ger-67	228	84	to	to	PART
ger-67	228	85	calculate	calculate	VERB
ger-67	228	86	the	the	DET
ger-67	228	87	input	input	NOUN
ger-67	228	88	and	and	CCONJ
ger-67	228	89	output	output	NOUN
ger-67	228	90	targets	target	NOUN
ger-67	228	91	for	for	ADP
ger-67	228	92	dmu	dmu	PROPN
ger-67	228	93	j.	j.	PROPN
ger-67	228	94	the	the	DET
ger-67	228	95	measures	measure	NOUN
ger-67	228	96	of	of	ADP
ger-67	228	97	input	input	NOUN
ger-67	228	98	and	and	CCONJ
ger-67	228	99	output	output	NOUN
ger-67	228	100	targets	target	NOUN
ger-67	228	101	for	for	ADP
ger-67	228	102	dmu	dmu	PROPN
ger-67	228	103	j	j	PROPN
ger-67	228	104	are	be	AUX
ger-67	228	105	calculated	calculate	VERB
ger-67	228	106	as	as	ADP
ger-67	228	107	:	:	PUNCT
ger-67	228	108	mth	mth	NOUN
ger-67	228	109	output	output	NOUN
ger-67	228	110	target	target	NOUN
ger-67	228	111	:	:	PUNCT
ger-67	228	112	1	1	NUM
ger-67	228	113	1	1	NUM
ger-67	228	114	...	...	PUNCT
ger-67	228	115	m	m	VERB
ger-67	229	1	j	j	PROPN
ger-67	229	2	mjy	mjy	PROPN
ger-67	229	3	yλ	yλ	PROPN
ger-67	229	4	λ+	λ+	X
ger-67	229	5	+	+	CCONJ
ger-67	229	6	,	,	PUNCT
ger-67	229	7	for	for	ADP
ger-67	229	8	m	m	PROPN
ger-67	229	9	=	=	SYM
ger-67	229	10	1	1	NUM
ger-67	229	11	,	,	PUNCT
ger-67	229	12	…	…	PUNCT
ger-67	229	13	,	,	PUNCT
ger-67	229	14	m	m	PROPN
ger-67	229	15	,	,	PUNCT
ger-67	229	16	nth	nth	PROPN
ger-67	229	17	input	input	NOUN
ger-67	229	18	target	target	NOUN
ger-67	229	19	:	:	PUNCT
ger-67	229	20	1	1	NUM
ger-67	229	21	1	1	NUM
ger-67	229	22	...	...	PUNCT
ger-67	229	23	n	n	CCONJ
ger-67	229	24	j	j	PROPN
ger-67	229	25	njx	njx	VERB
ger-67	229	26	xλ	xλ	PROPN
ger-67	229	27	λ+	λ+	X
ger-67	229	28	+	+	CCONJ
ger-67	229	29	,	,	PUNCT
ger-67	229	30	for	for	ADP
ger-67	229	31	n	n	NOUN
ger-67	229	32	=	=	SYM
ger-67	229	33	1	1	NUM
ger-67	229	34	,	,	PUNCT
ger-67	229	35	…	…	PUNCT
ger-67	229	36	,	,	PUNCT
ger-67	229	37	n	n	CCONJ
ger-67	229	38	(	(	PUNCT
ger-67	229	39	4	4	X
ger-67	229	40	)	)	PUNCT
ger-67	229	41	the	the	DET
ger-67	229	42	input	input	NOUN
ger-67	229	43	and	and	CCONJ
ger-67	229	44	output	output	NOUN
ger-67	229	45	targets	target	NOUN
ger-67	229	46	can	can	AUX
ger-67	229	47	be	be	AUX
ger-67	229	48	used	use	VERB
ger-67	229	49	by	by	ADP
ger-67	229	50	dmu	dmu	PROPN
ger-67	229	51	j	j	PROPN
ger-67	229	52	to	to	PART
ger-67	229	53	improve	improve	VERB
ger-67	229	54	its	its	PRON
ger-67	229	55	efficiency	efficiency	NOUN
ger-67	229	56	.	.	PUNCT
ger-67	230	1	with	with	ADP
ger-67	230	2	the	the	DET
ger-67	230	3	knowledge	knowledge	NOUN
ger-67	230	4	of	of	ADP
ger-67	230	5	how	how	SCONJ
ger-67	230	6	to	to	PART
ger-67	230	7	calculate	calculate	VERB
ger-67	230	8	the	the	DET
ger-67	230	9	crs	crs	PROPN
ger-67	230	10	and	and	CCONJ
ger-67	230	11	vrs	vrs	PROPN
ger-67	230	12	technical	technical	ADJ
ger-67	230	13	efficiencies	efficiency	NOUN
ger-67	230	14	in	in	ADP
ger-67	230	15	mind	mind	NOUN
ger-67	230	16	,	,	PUNCT
ger-67	230	17	i	i	PRON
ger-67	230	18	explain	explain	VERB
ger-67	230	19	the	the	DET
ger-67	230	20	calculation	calculation	NOUN
ger-67	230	21	of	of	ADP
ger-67	230	22	scale	scale	NOUN
ger-67	230	23	efficiency	efficiency	NOUN
ger-67	230	24	in	in	ADP
ger-67	230	25	the	the	DET
ger-67	230	26	next	next	ADJ
ger-67	230	27	subsection	subsection	NOUN
ger-67	230	28	.	.	PUNCT
ger-67	231	1	scale	scale	NOUN
ger-67	231	2	efficiency	efficiency	NOUN
ger-67	231	3	for	for	ADP
ger-67	231	4	each	each	DET
ger-67	231	5	dmu	dmu	PROPN
ger-67	231	6	can	can	AUX
ger-67	231	7	be	be	AUX
ger-67	231	8	calculated	calculate	VERB
ger-67	231	9	when	when	SCONJ
ger-67	231	10	both	both	CCONJ
ger-67	231	11	the	the	DET
ger-67	231	12	crs	crs	PROPN
ger-67	231	13	and	and	CCONJ
ger-67	231	14	the	the	DET
ger-67	231	15	vrs	vrs	PROPN
ger-67	231	16	technical	technical	ADJ
ger-67	231	17	efficiencies	efficiency	NOUN
ger-67	231	18	are	be	AUX
ger-67	231	19	obtained	obtain	VERB
ger-67	231	20	.	.	PUNCT
ger-67	232	1	a	a	DET
ger-67	232	2	difference	difference	NOUN
ger-67	232	3	between	between	ADP
ger-67	232	4	the	the	DET
ger-67	232	5	crs	crs	PROPN
ger-67	232	6	and	and	CCONJ
ger-67	232	7	vrs	vrs	PROPN
ger-67	232	8	technical	technical	ADJ
ger-67	232	9	efficiency	efficiency	NOUN
ger-67	232	10	scores	score	NOUN
ger-67	232	11	for	for	ADP
ger-67	232	12	a	a	DET
ger-67	232	13	particular	particular	ADJ
ger-67	232	14	dmu	dmu	PROPN
ger-67	232	15	indicates	indicate	VERB
ger-67	232	16	that	that	SCONJ
ger-67	232	17	the	the	DET
ger-67	232	18	dmu	dmu	PROPN
ger-67	232	19	has	have	AUX
ger-67	232	20	scale	scale	VERB
ger-67	232	21	inefficiency	inefficiency	NOUN
ger-67	232	22	.	.	PUNCT
ger-67	233	1	to	to	PART
ger-67	233	2	describe	describe	VERB
ger-67	233	3	the	the	DET
ger-67	233	4	concept	concept	NOUN
ger-67	233	5	of	of	ADP
ger-67	233	6	scale	scale	NOUN
ger-67	233	7	efficiency	efficiency	NOUN
ger-67	233	8	,	,	PUNCT
ger-67	233	9	figure	figure	NOUN
ger-67	233	10	5	5	NUM
ger-67	233	11	is	be	AUX
ger-67	233	12	once	once	ADV
ger-67	233	13	again	again	ADV
ger-67	233	14	employed	employ	VERB
ger-67	233	15	for	for	ADP
ger-67	233	16	expositional	expositional	ADJ
ger-67	233	17	purposes	purpose	NOUN
ger-67	233	18	(	(	PUNCT
ger-67	233	19	the	the	DET
ger-67	233	20	crs	crs	PROPN
ger-67	233	21	and	and	CCONJ
ger-67	233	22	vrs	vrs	PROPN
ger-67	233	23	frontiers	frontier	NOUN
ger-67	233	24	are	be	AUX
ger-67	233	25	illustrated	illustrate	VERB
ger-67	233	26	in	in	ADP
ger-67	233	27	the	the	DET
ger-67	233	28	figure	figure	NOUN
ger-67	233	29	)	)	PUNCT
ger-67	233	30	.	.	PUNCT
ger-67	234	1	notice	notice	VERB
ger-67	234	2	that	that	SCONJ
ger-67	234	3	the	the	DET
ger-67	234	4	distance	distance	NOUN
ger-67	234	5	pq	pq	NOUN
ger-67	234	6	gives	give	VERB
ger-67	234	7	the	the	DET
ger-67	234	8	input	input	NOUN
ger-67	234	9	technical	technical	ADJ
ger-67	234	10	efficiency	efficiency	NOUN
ger-67	234	11	under	under	ADP
ger-67	234	12	constant	constant	ADJ
ger-67	234	13	returns	return	NOUN
ger-67	234	14	to	to	PART
ger-67	234	15	scale	scale	VERB
ger-67	234	16	for	for	ADP
ger-67	234	17	dmu	dmu	PROPN
ger-67	234	18	d.	d.	PROPN
ger-67	234	19	under	under	ADP
ger-67	234	20	the	the	DET
ger-67	234	21	vrs	vrs	PROPN
ger-67	234	22	model	model	NOUN
ger-67	234	23	,	,	PUNCT
ger-67	234	24	however	however	ADV
ger-67	234	25	,	,	PUNCT
ger-67	234	26	the	the	DET
ger-67	234	27	input	input	NOUN
ger-67	234	28	-	-	PUNCT
ger-67	234	29	oriented	orient	VERB
ger-67	234	30	technical	technical	ADJ
ger-67	234	31	efficiency	efficiency	NOUN
ger-67	234	32	for	for	ADP
ger-67	234	33	dmu	dmu	PROPN
ger-67	234	34	d	d	PROPN
ger-67	234	35	is	be	AUX
ger-67	234	36	given	give	VERB
ger-67	234	37	by	by	ADP
ger-67	234	38	the	the	DET
ger-67	234	39	distance	distance	NOUN
ger-67	234	40	pr	pr	NOUN
ger-67	234	41	.	.	PUNCT
ger-67	235	1	the	the	DET
ger-67	235	2	difference	difference	NOUN
ger-67	235	3	between	between	ADP
ger-67	235	4	the	the	DET
ger-67	235	5	two	two	NUM
ger-67	235	6	distances	distance	NOUN
ger-67	235	7	,	,	PUNCT
ger-67	235	8	qr	qr	PROPN
ger-67	235	9	,	,	PUNCT
ger-67	235	10	is	be	AUX
ger-67	235	11	due	due	ADJ
ger-67	235	12	to	to	PART
ger-67	235	13	scale	scale	VERB
ger-67	235	14	inefficiency	inefficiency	NOUN
ger-67	235	15	.	.	PUNCT
ger-67	236	1	a	a	DET
ger-67	236	2	ratio	ratio	NOUN
ger-67	236	3	efficiency	efficiency	NOUN
ger-67	236	4	expression	expression	NOUN
ger-67	236	5	for	for	ADP
ger-67	236	6	scale	scale	NOUN
ger-67	236	7	efficiency	efficiency	NOUN
ger-67	236	8	(	(	PUNCT
ger-67	236	9	se	se	X
ger-67	236	10	)	)	PUNCT
ger-67	236	11	based	base	VERB
ger-67	236	12	on	on	ADP
ger-67	236	13	figure	figure	NOUN
ger-67	236	14	5	5	NUM
ger-67	236	15	is	be	AUX
ger-67	236	16	given	give	VERB
ger-67	236	17	by	by	ADP
ger-67	236	18	:	:	PUNCT
ger-67	236	19	se	se	X
ger-67	236	20	=	=	SYM
ger-67	236	21	pq	pq	PROPN
ger-67	236	22	/	/	SYM
ger-67	236	23	pr	pr	NOUN
ger-67	236	24	(	(	PUNCT
ger-67	236	25	5	5	NUM
ger-67	236	26	)	)	PUNCT
ger-67	236	27	where	where	SCONJ
ger-67	236	28	the	the	DET
ger-67	236	29	measure	measure	NOUN
ger-67	236	30	is	be	AUX
ger-67	236	31	bounded	bound	VERB
ger-67	236	32	between	between	ADP
ger-67	236	33	zero	zero	NUM
ger-67	236	34	and	and	CCONJ
ger-67	236	35	one	one	NUM
ger-67	236	36	.	.	PUNCT
ger-67	237	1	scale	scale	NOUN
ger-67	237	2	inefficiency	inefficiency	NOUN
ger-67	237	3	,	,	PUNCT
ger-67	237	4	therefore	therefore	ADV
ger-67	237	5	,	,	PUNCT
ger-67	237	6	is	be	AUX
ger-67	237	7	given	give	VERB
ger-67	237	8	by	by	ADP
ger-67	237	9	one	one	NUM
ger-67	237	10	less	less	ADJ
ger-67	237	11	se	se	ADV
ger-67	237	12	:	:	PUNCT
ger-67	237	13	scale	scale	VERB
ger-67	237	14	inefficiency	inefficiency	NOUN
ger-67	237	15	=	=	SYM
ger-67	237	16	1	1	NUM
ger-67	237	17	–	–	PUNCT
ger-67	237	18	se	se	X
ger-67	237	19	=	=	SYM
ger-67	237	20	qr	qr	PROPN
ger-67	237	21	/	/	SYM
ger-67	237	22	pr	pr	NOUN
ger-67	237	23	(	(	PUNCT
ger-67	237	24	6	6	NUM
ger-67	237	25	)	)	PUNCT
ger-67	237	26	another	another	DET
ger-67	237	27	way	way	NOUN
ger-67	237	28	to	to	PART
ger-67	237	29	calculate	calculate	VERB
ger-67	237	30	scale	scale	NOUN
ger-67	237	31	efficiency	efficiency	NOUN
ger-67	237	32	is	be	AUX
ger-67	237	33	given	give	VERB
ger-67	237	34	by	by	ADP
ger-67	237	35	tecrs	tecr	NOUN
ger-67	237	36	=	=	SYM
ger-67	237	37	tevrs	tevrs	PROPN
ger-67	237	38	x	x	SYM
ger-67	237	39	se	se	X
ger-67	237	40	(	(	PUNCT
ger-67	237	41	7	7	NUM
ger-67	237	42	)	)	PUNCT
ger-67	237	43	because	because	SCONJ
ger-67	237	44	pq	pq	INTJ
ger-67	237	45	pr	pr	NOUN
ger-67	237	46	pq	pq	PROPN
ger-67	237	47	pd	pd	PROPN
ger-67	237	48	pd	pd	PROPN
ger-67	237	49	pr	pr	PROPN
ger-67	237	50			PROPN
ger-67	237	51			NOUN
ger-67	237	52	=	=	PROPN
ger-67	237	53			NOUN
ger-67	237	54			NOUN
ger-67	237	55			VERB
ger-67	237	56			PRON
ger-67	237	57			VERB
ger-67	237	58			PUNCT
ger-67	238	1	(	(	PUNCT
ger-67	238	2	8)	8)	NUM
ger-67	238	3	from	from	ADP
ger-67	238	4	equation	equation	NOUN
ger-67	238	5	(	(	PUNCT
ger-67	238	6	8)	8)	NUM
ger-67	238	7	,	,	PUNCT
ger-67	238	8	the	the	DET
ger-67	238	9	crs	crs	PROPN
ger-67	238	10	technical	technical	ADJ
ger-67	238	11	efficiency	efficiency	NOUN
ger-67	238	12	can	can	AUX
ger-67	238	13	be	be	AUX
ger-67	238	14	decomposed	decompose	VERB
ger-67	238	15	into	into	ADP
ger-67	238	16	two	two	NUM
ger-67	238	17	parts	part	NOUN
ger-67	238	18	:	:	PUNCT
ger-67	238	19	(	(	PUNCT
ger-67	238	20	i	i	NOUN
ger-67	238	21	)	)	PUNCT
ger-67	238	22	the	the	DET
ger-67	238	23	vrs	vrs	PROPN
ger-67	238	24	technical	technical	ADJ
ger-67	238	25	efficiency	efficiency	NOUN
ger-67	238	26	(	(	PUNCT
ger-67	238	27	which	which	PRON
ger-67	238	28	is	be	AUX
ger-67	238	29	also	also	ADV
ger-67	238	30	known	know	VERB
ger-67	238	31	as	as	ADP
ger-67	238	32	“	"	PUNCT
ger-67	238	33	pure	pure	ADJ
ger-67	238	34	”	"	PUNCT
ger-67	238	35	technical	technical	ADJ
ger-67	238	36	efficiency	efficiency	NOUN
ger-67	238	37	)	)	PUNCT
ger-67	238	38	,	,	PUNCT
ger-67	238	39	and	and	CCONJ
ger-67	238	40	(	(	PUNCT
ger-67	238	41	ii	ii	NOUN
ger-67	238	42	)	)	PUNCT
ger-67	238	43	the	the	DET
ger-67	238	44	scale	scale	NOUN
ger-67	238	45	efficiency	efficiency	NOUN
ger-67	238	46	(	(	PUNCT
ger-67	238	47	coelli	coelli	PROPN
ger-67	238	48	et	et	PROPN
ger-67	238	49	al	al	PROPN
ger-67	238	50	.	.	PROPN
ger-67	238	51	,	,	PUNCT
ger-67	238	52	2005	2005	NUM
ger-67	238	53	)	)	PUNCT
ger-67	238	54	.	.	PUNCT
ger-67	239	1	empirical	empirical	ADJ
ger-67	239	2	strategy	strategy	NOUN
ger-67	239	3	measuring	measure	VERB
ger-67	239	4	the	the	DET
ger-67	239	5	level	level	NOUN
ger-67	239	6	of	of	ADP
ger-67	239	7	technical	technical	ADJ
ger-67	239	8	efficiency	efficiency	NOUN
ger-67	239	9	under	under	ADP
ger-67	239	10	the	the	DET
ger-67	239	11	crs	crs	PROPN
ger-67	239	12	and	and	CCONJ
ger-67	239	13	vrs	vrs	PROPN
ger-67	239	14	assumptions	assumption	NOUN
ger-67	239	15	can	can	AUX
ger-67	239	16	be	be	AUX
ger-67	239	17	done	do	VERB
ger-67	239	18	by	by	ADP
ger-67	239	19	solving	solve	VERB
ger-67	239	20	equations	equation	NOUN
ger-67	239	21	(	(	PUNCT
ger-67	239	22	2	2	NUM
ger-67	239	23	)	)	PUNCT
ger-67	239	24	and	and	CCONJ
ger-67	239	25	(	(	PUNCT
ger-67	239	26	3	3	NUM
ger-67	239	27	)	)	PUNCT
ger-67	239	28	.	.	PUNCT
ger-67	240	1	the	the	DET
ger-67	240	2	solutions	solution	NOUN
ger-67	240	3	involve	involve	VERB
ger-67	240	4	two	two	NUM
ger-67	240	5	strategies	strategy	NOUN
ger-67	240	6	:	:	PUNCT
ger-67	240	7	(	(	PUNCT
ger-67	240	8	i	i	NOUN
ger-67	240	9	)	)	PUNCT
ger-67	240	10	no	no	DET
ger-67	240	11	control	control	NOUN
ger-67	240	12	is	be	AUX
ger-67	240	13	made	make	VERB
ger-67	240	14	on	on	ADP
ger-67	240	15	the	the	DET
ger-67	240	16	effects	effect	NOUN
ger-67	240	17	of	of	ADP
ger-67	240	18	the	the	DET
ger-67	240	19	environmental	environmental	ADJ
ger-67	240	20	factors	factor	NOUN
ger-67	240	21	,	,	PUNCT
ger-67	240	22	and	and	CCONJ
ger-67	240	23	(	(	PUNCT
ger-67	240	24	ii	ii	NOUN
ger-67	240	25	)	)	PUNCT
ger-67	240	26	control	control	NOUN
ger-67	240	27	is	be	AUX
ger-67	240	28	made	make	VERB
ger-67	240	29	on	on	ADP
ger-67	240	30	the	the	DET
ger-67	240	31	environmental	environmental	ADJ
ger-67	240	32	factors	factor	NOUN
ger-67	240	33	.	.	PUNCT
ger-67	241	1	caution	caution	NOUN
ger-67	241	2	needs	need	VERB
ger-67	241	3	to	to	PART
ger-67	241	4	be	be	AUX
ger-67	241	5	exercised	exercise	VERB
ger-67	241	6	when	when	SCONJ
ger-67	241	7	interpreting	interpret	VERB
ger-67	241	8	the	the	DET
ger-67	241	9	results	result	NOUN
ger-67	241	10	based	base	VERB
ger-67	241	11	on	on	ADP
ger-67	241	12	the	the	DET
ger-67	241	13	first	first	ADJ
ger-67	241	14	strategy	strategy	NOUN
ger-67	241	15	because	because	SCONJ
ger-67	241	16	of	of	ADP
ger-67	241	17	the	the	DET
ger-67	241	18	possibility	possibility	NOUN
ger-67	241	19	of	of	ADP
ger-67	241	20	biased	biased	ADJ
ger-67	241	21	estimates	estimate	NOUN
ger-67	241	22	.	.	PUNCT
ger-67	242	1	differences	difference	NOUN
ger-67	242	2	in	in	ADP
ger-67	242	3	environmental	environmental	ADJ
ger-67	242	4	factors	factor	NOUN
ger-67	242	5	create	create	VERB
ger-67	242	6	a	a	DET
ger-67	242	7	cross	cross	ADJ
ger-67	242	8	-	-	ADJ
ger-67	242	9	sectional	sectional	ADJ
ger-67	242	10	heterogeneity	heterogeneity	NOUN
ger-67	242	11	across	across	ADP
ger-67	242	12	countries	country	NOUN
ger-67	242	13	,	,	PUNCT
ger-67	242	14	where	where	SCONJ
ger-67	242	15	some	some	DET
ger-67	242	16	countries	country	NOUN
ger-67	242	17	may	may	AUX
ger-67	242	18	perform	perform	VERB
ger-67	242	19	better	well	ADV
ger-67	242	20	than	than	ADP
ger-67	242	21	others	other	NOUN
ger-67	242	22	due	due	ADP
ger-67	242	23	to	to	ADP
ger-67	242	24	socio	socio	VERB
ger-67	242	25	-	-	PUNCT
ger-67	242	26	economic	economic	ADJ
ger-67	242	27	advantage	advantage	NOUN
ger-67	242	28	.	.	PUNCT
ger-67	243	1	favourable	favourable	ADJ
ger-67	243	2	environmental	environmental	ADJ
ger-67	243	3	factors	factor	NOUN
ger-67	243	4	(	(	PUNCT
ger-67	243	5	better	well	ADJ
ger-67	243	6	socio	socio	NOUN
ger-67	243	7	-	-	PUNCT
ger-67	243	8	economic	economic	ADJ
ger-67	243	9	conditions	condition	NOUN
ger-67	243	10	such	such	ADJ
ger-67	243	11	as	as	ADP
ger-67	243	12	higher	high	ADJ
ger-67	243	13	income	income	NOUN
ger-67	243	14	,	,	PUNCT
ger-67	243	15	lower	low	ADJ
ger-67	243	16	corruption	corruption	NOUN
ger-67	243	17	level	level	NOUN
ger-67	243	18	,	,	PUNCT
ger-67	243	19	and	and	CCONJ
ger-67	243	20	better	well	ADJ
ger-67	243	21	health	health	NOUN
ger-67	243	22	quality	quality	NOUN
ger-67	243	23	,	,	PUNCT
ger-67	243	24	just	just	ADV
ger-67	243	25	to	to	PART
ger-67	243	26	mention	mention	VERB
ger-67	243	27	a	a	DET
ger-67	243	28	few	few	ADJ
ger-67	243	29	)	)	PUNCT
ger-67	243	30	may	may	AUX
ger-67	243	31	have	have	VERB
ger-67	243	32	positive	positive	ADJ
ger-67	243	33	effects	effect	NOUN
ger-67	243	34	on	on	ADP
ger-67	243	35	technical	technical	ADJ
ger-67	243	36	efficiency	efficiency	NOUN
ger-67	243	37	,	,	PUNCT
ger-67	243	38	while	while	SCONJ
ger-67	243	39	non	non	ADJ
ger-67	243	40	-	-	ADJ
ger-67	243	41	favourable	favourable	ADJ
ger-67	243	42	environmental	environmental	ADJ
ger-67	243	43	factors	factor	NOUN
ger-67	243	44	may	may	AUX
ger-67	243	45	have	have	VERB
ger-67	243	46	negative	negative	ADJ
ger-67	243	47	effects	effect	NOUN
ger-67	243	48	on	on	ADP
ger-67	243	49	technical	technical	ADJ
ger-67	243	50	efficiency	efficiency	NOUN
ger-67	243	51	.	.	PUNCT
ger-67	244	1	the	the	DET
ger-67	244	2	factors	factor	NOUN
ger-67	244	3	that	that	PRON
ger-67	244	4	constitute	constitute	VERB
ger-67	244	5	socio	socio	NOUN
ger-67	244	6	-	-	PUNCT
ger-67	244	7	economic	economic	ADJ
ger-67	244	8	heterogeneity	heterogeneity	NOUN
ger-67	244	9	in	in	ADP
ger-67	244	10	the	the	DET
ger-67	244	11	production	production	NOUN
ger-67	244	12	environment	environment	NOUN
ger-67	244	13	,	,	PUNCT
ger-67	244	14	therefore	therefore	ADV
ger-67	244	15	,	,	PUNCT
ger-67	244	16	need	need	VERB
ger-67	244	17	to	to	PART
ger-67	244	18	be	be	AUX
ger-67	244	19	considered	consider	VERB
ger-67	244	20	when	when	SCONJ
ger-67	244	21	comparing	compare	VERB
ger-67	244	22	the	the	DET
ger-67	244	23	efficiency	efficiency	NOUN
ger-67	244	24	scores	score	NOUN
ger-67	244	25	;	;	PUNCT
ger-67	244	26	hence	hence	ADV
ger-67	244	27	,	,	PUNCT
ger-67	244	28	the	the	DET
ger-67	244	29	relevance	relevance	NOUN
ger-67	244	30	of	of	ADP
ger-67	244	31	the	the	DET
ger-67	244	32	second	second	ADJ
ger-67	244	33	strategy	strategy	NOUN
ger-67	244	34	.	.	PUNCT
ger-67	244	35	.	.	PUNCT
ger-67	245	1	efficiency	efficiency	NOUN
ger-67	245	2	of	of	ADP
ger-67	245	3	oic	oic	PROPN
ger-67	245	4	secondary	secondary	ADJ
ger-67	245	5	education	education	NOUN
ger-67	245	6	65	65	NUM
ger-67	245	7	table	table	NOUN
ger-67	245	8	3	3	NUM
ger-67	245	9	:	:	PUNCT
ger-67	245	10	summary	summary	NOUN
ger-67	245	11	statistics	statistic	NOUN
ger-67	245	12	of	of	ADP
ger-67	245	13	the	the	DET
ger-67	245	14	outputs	output	NOUN
ger-67	245	15	and	and	CCONJ
ger-67	245	16	inputs	input	NOUN
ger-67	245	17	according	accord	VERB
ger-67	245	18	to	to	ADP
ger-67	245	19	high	high	ADJ
ger-67	245	20	-	-	PUNCT
ger-67	245	21	income	income	NOUN
ger-67	245	22	and	and	CCONJ
ger-67	245	23	middle	middle	ADJ
ger-67	245	24	-	-	PUNCT
ger-67	245	25	income	income	NOUN
ger-67	245	26	countries	country	NOUN
ger-67	245	27	’	'	PUNCT
ger-67	245	28	divisions	division	NOUN
ger-67	245	29	high	high	ADJ
ger-67	245	30	-	-	PUNCT
ger-67	245	31	income	income	NOUN
ger-67	245	32	countries	country	NOUN
ger-67	245	33	middle	middle	ADJ
ger-67	245	34	-	-	PUNCT
ger-67	245	35	income	income	NOUN
ger-67	245	36	countries	country	NOUN
ger-67	245	37	man	man	NOUN
ger-67	245	38	std	std	NOUN
ger-67	245	39	dev	dev	PROPN
ger-67	245	40	min	min	PROPN
ger-67	245	41	max	max	PROPN
ger-67	245	42	mean	mean	VERB
ger-67	245	43	std	std	X
ger-67	245	44	dev	dev	PROPN
ger-67	245	45	min	min	PROPN
ger-67	245	46	max	max	PROPN
ger-67	245	47	outputs	outputs	PROPN
ger-67	245	48	math	math	NOUN
ger-67	245	49	495.4	495.4	NUM
ger-67	245	50	7	7	NUM
ger-67	245	51	69.18	69.18	NUM
ger-67	245	52	366	366	NUM
ger-67	245	53	613	613	NUM
ger-67	245	54	432.91	432.91	NUM
ger-67	245	55	47.48	47.48	NUM
ger-67	245	56	331	331	NUM
ger-67	245	57	539	539	NUM
ger-67	245	58	science	science	NOUN
ger-67	245	59	506.7	506.7	NUM
ger-67	245	60	4	4	NUM
ger-67	245	61	48.62	48.62	NUM
ger-67	245	62	419	419	NUM
ger-67	245	63	590	590	NUM
ger-67	245	64	442.81	442.81	NUM
ger-67	245	65	51.41	51.41	NUM
ger-67	245	66	306	306	NUM
ger-67	245	67	542	542	NUM
ger-67	245	68	inputs	input	NOUN
ger-67	245	69	%	%	NOUN
ger-67	245	70	current	current	ADJ
ger-67	245	71	exp	exp	NOUN
ger-67	245	72	.	.	PUNCT
ger-67	246	1	to	to	PART
ger-67	246	2	lower	lower	VERB
ger-67	246	3	secondary	secondary	ADJ
ger-67	246	4	level	level	NOUN
ger-67	246	5	17.48	17.48	NUM
ger-67	246	6	4.25	4.25	NUM
ger-67	246	7	8.72	8.72	NUM
ger-67	246	8	7.541	7.541	NUM
ger-67	246	9	19.83	19.83	NUM
ger-67	246	10	7.03	7.03	NUM
ger-67	246	11	7.92	7.92	NUM
ger-67	246	12	36.54	36.54	NUM
ger-67	246	13	secondary	secondary	ADJ
ger-67	246	14	studentteacher	studentteacher	NOUN
ger-67	246	15	ratio	ratio	NOUN
ger-67	246	16	12.47	12.47	NUM
ger-67	246	17	3.39	3.39	NUM
ger-67	246	18	26.55	26.55	NUM
ger-67	246	19	20.13	20.13	NUM
ger-67	246	20	14.73	14.73	NUM
ger-67	246	21	5.54	5.54	NUM
ger-67	246	22	6.85	6.85	NUM
ger-67	246	23	25.26	25.26	NUM
ger-67	246	24	to	to	PART
ger-67	246	25	control	control	VERB
ger-67	246	26	for	for	ADP
ger-67	246	27	the	the	DET
ger-67	246	28	environmental	environmental	ADJ
ger-67	246	29	factors	factor	NOUN
ger-67	246	30	,	,	PUNCT
ger-67	246	31	the	the	DET
ger-67	246	32	sample	sample	NOUN
ger-67	246	33	is	be	AUX
ger-67	246	34	divided	divide	VERB
ger-67	246	35	into	into	ADP
ger-67	246	36	highand	highand	ADJ
ger-67	246	37	middleincome	middleincome	PROPN
ger-67	246	38	countries	country	NOUN
ger-67	246	39	.	.	PUNCT
ger-67	247	1	to	to	PART
ger-67	247	2	avoid	avoid	VERB
ger-67	247	3	low	low	ADJ
ger-67	247	4	number	number	NOUN
ger-67	247	5	of	of	ADP
ger-67	247	6	observations	observation	NOUN
ger-67	247	7	due	due	ADP
ger-67	247	8	to	to	ADP
ger-67	247	9	the	the	DET
ger-67	247	10	sub	sub	NOUN
ger-67	247	11	-	-	NOUN
ger-67	247	12	division	division	NOUN
ger-67	247	13	of	of	ADP
ger-67	247	14	the	the	DET
ger-67	247	15	middle	middle	ADJ
ger-67	247	16	-	-	PUNCT
ger-67	247	17	income	income	NOUN
ger-67	247	18	countries	country	NOUN
ger-67	247	19	into	into	ADP
ger-67	247	20	upper	upper	ADJ
ger-67	247	21	-	-	PUNCT
ger-67	247	22	middle	middle	ADJ
ger-67	247	23	and	and	CCONJ
ger-67	247	24	lower	lower	ADV
ger-67	247	25	-	-	PUNCT
ger-67	247	26	middle	middle	ADJ
ger-67	247	27	categories	category	NOUN
ger-67	247	28	,	,	PUNCT
ger-67	247	29	countries	country	NOUN
ger-67	247	30	in	in	ADP
ger-67	247	31	these	these	DET
ger-67	247	32	categories	category	NOUN
ger-67	247	33	,	,	PUNCT
ger-67	247	34	together	together	ADV
ger-67	247	35	with	with	ADP
ger-67	247	36	one	one	NUM
ger-67	247	37	low	low	ADJ
ger-67	247	38	-	-	PUNCT
ger-67	247	39	income	income	NOUN
ger-67	247	40	country	country	NOUN
ger-67	247	41	(	(	PUNCT
ger-67	247	42	only	only	ADV
ger-67	247	43	west	west	PROPN
ger-67	247	44	bank	bank	PROPN
ger-67	247	45	and	and	CCONJ
ger-67	247	46	gaza	gaza	PROPN
ger-67	247	47	)	)	PUNCT
ger-67	247	48	,	,	PUNCT
ger-67	247	49	are	be	AUX
ger-67	247	50	placed	place	VERB
ger-67	247	51	into	into	ADP
ger-67	247	52	a	a	DET
ger-67	247	53	middle	middle	ADJ
ger-67	247	54	-	-	PUNCT
ger-67	247	55	income	income	NOUN
ger-67	247	56	group	group	NOUN
ger-67	247	57	.	.	PUNCT
ger-67	248	1	the	the	DET
ger-67	248	2	divisions	division	NOUN
ger-67	248	3	are	be	AUX
ger-67	248	4	based	base	VERB
ger-67	248	5	on	on	ADP
ger-67	248	6	the	the	DET
ger-67	248	7	world	world	PROPN
ger-67	248	8	bank	bank	PROPN
ger-67	248	9	’s	’s	PART
ger-67	248	10	classification.5	classification.5	ADP
ger-67	248	11	separate	separate	ADJ
ger-67	248	12	estimates	estimate	NOUN
ger-67	248	13	for	for	ADP
ger-67	248	14	high(19	high(19	PROPN
ger-67	248	15	countries	country	NOUN
ger-67	248	16	)	)	PUNCT
ger-67	248	17	and	and	CCONJ
ger-67	248	18	middle	middle	ADJ
ger-67	248	19	-	-	PUNCT
ger-67	248	20	income	income	NOUN
ger-67	248	21	(	(	PUNCT
ger-67	248	22	21	21	NUM
ger-67	248	23	countries	country	NOUN
ger-67	248	24	)	)	PUNCT
ger-67	248	25	countries	country	NOUN
ger-67	248	26	,	,	PUNCT
ger-67	248	27	therefore	therefore	ADV
ger-67	248	28	,	,	PUNCT
ger-67	248	29	have	have	AUX
ger-67	248	30	been	be	AUX
ger-67	248	31	undertaken.6	undertaken.6	VERB
ger-67	248	32	the	the	DET
ger-67	248	33	division	division	NOUN
ger-67	248	34	provides	provide	VERB
ger-67	248	35	some	some	DET
ger-67	248	36	socio	socio	NOUN
ger-67	248	37	-	-	PUNCT
ger-67	248	38	economic	economic	ADJ
ger-67	248	39	homogeneity	homogeneity	NOUN
ger-67	248	40	in	in	ADP
ger-67	248	41	the	the	DET
ger-67	248	42	production	production	NOUN
ger-67	248	43	environment	environment	NOUN
ger-67	248	44	of	of	ADP
ger-67	248	45	countries	country	NOUN
ger-67	248	46	in	in	ADP
ger-67	248	47	each	each	DET
ger-67	248	48	division	division	NOUN
ger-67	248	49	.	.	PUNCT
ger-67	249	1	as	as	ADP
ger-67	249	2	such	such	ADJ
ger-67	249	3	,	,	PUNCT
ger-67	249	4	countries	country	NOUN
ger-67	249	5	are	be	AUX
ger-67	249	6	relatively	relatively	ADV
ger-67	249	7	more	more	ADV
ger-67	249	8	comparable	comparable	ADJ
ger-67	249	9	in	in	ADP
ger-67	249	10	terms	term	NOUN
ger-67	249	11	of	of	ADP
ger-67	249	12	their	their	PRON
ger-67	249	13	socio	socio	NOUN
ger-67	249	14	-	-	PUNCT
ger-67	249	15	economic	economic	ADJ
ger-67	249	16	conditions	condition	NOUN
ger-67	249	17	within	within	ADP
ger-67	249	18	their	their	PRON
ger-67	249	19	respective	respective	ADJ
ger-67	249	20	groups	group	NOUN
ger-67	249	21	.	.	PUNCT
ger-67	250	1	based	base	VERB
ger-67	250	2	on	on	ADP
ger-67	250	3	the	the	DET
ger-67	250	4	division	division	NOUN
ger-67	250	5	,	,	PUNCT
ger-67	250	6	summary	summary	NOUN
ger-67	250	7	statistics	statistic	NOUN
ger-67	250	8	of	of	ADP
ger-67	250	9	the	the	DET
ger-67	250	10	outputs	output	NOUN
ger-67	250	11	and	and	CCONJ
ger-67	250	12	inputs	input	NOUN
ger-67	250	13	of	of	ADP
ger-67	250	14	education	education	NOUN
ger-67	250	15	are	be	AUX
ger-67	250	16	presented	present	VERB
ger-67	250	17	in	in	ADP
ger-67	250	18	table	table	NOUN
ger-67	250	19	3	3	NUM
ger-67	250	20	.	.	PUNCT
ger-67	250	21	as	as	SCONJ
ger-67	250	22	shown	show	VERB
ger-67	250	23	in	in	ADP
ger-67	250	24	the	the	DET
ger-67	250	25	table	table	NOUN
ger-67	250	26	,	,	PUNCT
ger-67	250	27	the	the	DET
ger-67	250	28	average	average	ADJ
ger-67	250	29	performance	performance	NOUN
ger-67	250	30	of	of	ADP
ger-67	250	31	high	high	ADJ
ger-67	250	32	-	-	PUNCT
ger-67	250	33	income	income	NOUN
ger-67	250	34	countries	country	NOUN
ger-67	250	35	is	be	AUX
ger-67	250	36	significantly	significantly	ADV
ger-67	250	37	higher	high	ADJ
ger-67	250	38	for	for	ADP
ger-67	250	39	both	both	DET
ger-67	250	40	mathematics	mathematic	NOUN
ger-67	250	41	and	and	CCONJ
ger-67	250	42	science	science	NOUN
ger-67	250	43	as	as	SCONJ
ger-67	250	44	compared	compare	VERB
ger-67	250	45	to	to	ADP
ger-67	250	46	the	the	DET
ger-67	250	47	middle	middle	ADJ
ger-67	250	48	-	-	PUNCT
ger-67	250	49	income	income	NOUN
ger-67	250	50	countries	country	NOUN
ger-67	250	51	.	.	PUNCT
ger-67	251	1	in	in	ADP
ger-67	251	2	terms	term	NOUN
ger-67	251	3	of	of	ADP
ger-67	251	4	inputs	input	NOUN
ger-67	251	5	,	,	PUNCT
ger-67	251	6	the	the	DET
ger-67	251	7	high	high	ADJ
ger-67	251	8	-	-	PUNCT
ger-67	251	9	income	income	NOUN
ger-67	251	10	countries	country	NOUN
ger-67	251	11	on	on	ADP
ger-67	251	12	average	average	ADJ
ger-67	251	13	have	have	VERB
ger-67	251	14	lower	low	ADJ
ger-67	251	15	financial	financial	ADJ
ger-67	251	16	allocation	allocation	NOUN
ger-67	251	17	to	to	PART
ger-67	251	18	lower	lower	VERB
ger-67	251	19	secondary	secondary	ADJ
ger-67	251	20	education	education	NOUN
ger-67	251	21	as	as	ADP
ger-67	251	22	compared	compare	VERB
ger-67	251	23	to	to	ADP
ger-67	251	24	the	the	DET
ger-67	251	25	middle	middle	ADJ
ger-67	251	26	-	-	PUNCT
ger-67	251	27	income	income	NOUN
ger-67	251	28	countries	country	NOUN
ger-67	251	29	.	.	PUNCT
ger-67	252	1	the	the	DET
ger-67	252	2	student	student	NOUN
ger-67	252	3	-	-	PUNCT
ger-67	252	4	teacher	teacher	NOUN
ger-67	252	5	ratio	ratio	NOUN
ger-67	252	6	for	for	ADP
ger-67	252	7	the	the	DET
ger-67	252	8	high	high	ADJ
ger-67	252	9	-	-	PUNCT
ger-67	252	10	income	income	NOUN
ger-67	252	11	countries	country	NOUN
ger-67	252	12	,	,	PUNCT
ger-67	252	13	however	however	ADV
ger-67	252	14	,	,	PUNCT
ger-67	252	15	is	be	AUX
ger-67	252	16	lower	low	ADJ
ger-67	252	17	than	than	ADP
ger-67	252	18	that	that	PRON
ger-67	252	19	of	of	ADP
ger-67	252	20	the	the	DET
ger-67	252	21	middle	middle	ADJ
ger-67	252	22	-	-	PUNCT
ger-67	252	23	income	income	NOUN
ger-67	252	24	countries	country	NOUN
ger-67	252	25	.	.	PUNCT
ger-67	253	1	given	give	VERB
ger-67	253	2	the	the	DET
ger-67	253	3	differences	difference	NOUN
ger-67	253	4	between	between	ADP
ger-67	253	5	the	the	DET
ger-67	253	6	level	level	NOUN
ger-67	253	7	of	of	ADP
ger-67	253	8	inputs	input	NOUN
ger-67	253	9	and	and	CCONJ
ger-67	253	10	outputs	output	NOUN
ger-67	253	11	,	,	PUNCT
ger-67	253	12	an	an	DET
ger-67	253	13	analysis	analysis	NOUN
ger-67	253	14	of	of	ADP
ger-67	253	15	technical	technical	ADJ
ger-67	253	16	efficiency	efficiency	NOUN
ger-67	253	17	will	will	AUX
ger-67	253	18	shed	shed	VERB
ger-67	253	19	light	light	NOUN
ger-67	253	20	on	on	ADP
ger-67	253	21	the	the	DET
ger-67	253	22	extent	extent	NOUN
ger-67	253	23	to	to	PART
ger-67	253	24	which	which	PRON
ger-67	253	25	the	the	DET
ger-67	253	26	resources	resource	NOUN
ger-67	253	27	have	have	AUX
ger-67	253	28	been	be	AUX
ger-67	253	29	properly	properly	ADV
ger-67	253	30	utilised	utilise	VERB
ger-67	253	31	.	.	PUNCT
ger-67	254	1	in	in	ADP
ger-67	254	2	the	the	DET
ger-67	254	3	next	next	ADJ
ger-67	254	4	section	section	NOUN
ger-67	254	5	,	,	PUNCT
ger-67	254	6	i	i	PRON
ger-67	254	7	turn	turn	VERB
ger-67	254	8	to	to	ADP
ger-67	254	9	the	the	DET
ger-67	254	10	discussion	discussion	NOUN
ger-67	254	11	of	of	ADP
ger-67	254	12	the	the	DET
ger-67	254	13	results	result	NOUN
ger-67	254	14	of	of	ADP
ger-67	254	15	dea	dea	PROPN
ger-67	254	16	.	.	PROPN
ger-67	254	17	results	result	VERB
ger-67	254	18	the	the	DET
ger-67	254	19	efficiency	efficiency	NOUN
ger-67	254	20	scores	score	NOUN
ger-67	254	21	based	base	VERB
ger-67	254	22	on	on	ADP
ger-67	254	23	an	an	DET
ger-67	254	24	outputoriented	outputoriente	VERB
ger-67	254	25	dea	dea	NOUN
ger-67	254	26	are	be	AUX
ger-67	254	27	calculated	calculate	VERB
ger-67	254	28	using	use	VERB
ger-67	254	29	crosssectional	crosssectional	ADJ
ger-67	254	30	data	datum	NOUN
ger-67	254	31	from	from	ADP
ger-67	254	32	40	40	NUM
ger-67	254	33	countries	country	NOUN
ger-67	254	34	that	that	PRON
ger-67	254	35	participated	participate	VERB
ger-67	254	36	in	in	ADP
ger-67	254	37	timss	timss	NOUN
ger-67	254	38	2011	2011	NUM
ger-67	254	39	.	.	PUNCT
ger-67	255	1	a	a	DET
ger-67	255	2	panel	panel	NOUN
ger-67	255	3	data	datum	NOUN
ger-67	255	4	analysis	analysis	NOUN
ger-67	255	5	was	be	AUX
ger-67	255	6	not	not	PART
ger-67	255	7	employed	employ	VERB
ger-67	255	8	because	because	SCONJ
ger-67	255	9	construction	construction	NOUN
ger-67	255	10	of	of	ADP
ger-67	255	11	a	a	DET
ger-67	255	12	panel	panel	NOUN
ger-67	255	13	dataset	dataset	VERB
ger-67	255	14	would	would	AUX
ger-67	255	15	result	result	VERB
ger-67	255	16	in	in	ADP
ger-67	255	17	a	a	DET
ger-67	255	18	lower	low	ADJ
ger-67	255	19	number	number	NOUN
ger-67	255	20	of	of	ADP
ger-67	255	21	observations	observation	NOUN
ger-67	255	22	,	,	PUNCT
ger-67	255	23	since	since	SCONJ
ger-67	255	24	a	a	DET
ger-67	255	25	country	country	NOUN
ger-67	255	26	might	might	AUX
ger-67	255	27	participate	participate	VERB
ger-67	255	28	in	in	ADP
ger-67	255	29	timss	timss	PROPN
ger-67	255	30	one	one	NUM
ger-67	255	31	year	year	NOUN
ger-67	255	32	,	,	PUNCT
ger-67	255	33	but	but	CCONJ
ger-67	255	34	not	not	PART
ger-67	255	35	in	in	ADP
ger-67	255	36	the	the	DET
ger-67	255	37	other	other	ADJ
ger-67	255	38	years	year	NOUN
ger-67	255	39	.	.	PUNCT
ger-67	256	1	a	a	DET
ger-67	256	2	software	software	NOUN
ger-67	256	3	package	package	NOUN
ger-67	256	4	called	call	VERB
ger-67	256	5	deap	deap	ADJ
ger-67	256	6	2.1	2.1	NUM
ger-67	256	7	was	be	AUX
ger-67	256	8	used	use	VERB
ger-67	256	9	for	for	ADP
ger-67	256	10	the	the	DET
ger-67	256	11	efficiency	efficiency	NOUN
ger-67	256	12	scores	score	NOUN
ger-67	256	13	computation.7	computation.7	PROPN
ger-67	256	14	results	result	NOUN
ger-67	256	15	of	of	ADP
ger-67	256	16	dea	dea	NOUN
ger-67	256	17	involving	involve	VERB
ger-67	256	18	all	all	DET
ger-67	256	19	40	40	NUM
ger-67	256	20	countries	country	NOUN
ger-67	256	21	(	(	PUNCT
ger-67	256	22	no	no	DET
ger-67	256	23	controlling	controlling	NOUN
ger-67	256	24	for	for	ADP
ger-67	256	25	environmental	environmental	ADJ
ger-67	256	26	variables	variable	NOUN
ger-67	256	27	)	)	PUNCT
ger-67	256	28	are	be	AUX
ger-67	256	29	first	first	ADV
ger-67	256	30	discussed	discuss	VERB
ger-67	256	31	.	.	PUNCT
ger-67	257	1	then	then	ADV
ger-67	257	2	,	,	PUNCT
ger-67	257	3	the	the	DET
ger-67	257	4	discussion	discussion	NOUN
ger-67	257	5	proceeds	proceed	VERB
ger-67	257	6	with	with	ADP
ger-67	257	7	66	66	NUM
ger-67	257	8	global	global	ADJ
ger-67	257	9	education	education	NOUN
ger-67	257	10	review	review	NOUN
ger-67	257	11	1(4	1(4	NUM
ger-67	257	12	)	)	PUNCT
ger-67	257	13	table	table	NOUN
ger-67	257	14	4	4	NUM
ger-67	257	15	:	:	PUNCT
ger-67	257	16	summary	summary	NOUN
ger-67	257	17	statistics	statistic	NOUN
ger-67	257	18	of	of	ADP
ger-67	257	19	dea	dea	PROPN
ger-67	257	20	efficiency	efficiency	NOUN
ger-67	257	21	scores	score	NOUN
ger-67	257	22	involving	involve	VERB
ger-67	257	23	all	all	DET
ger-67	257	24	40	40	NUM
ger-67	257	25	countries	country	NOUN
ger-67	257	26	statistics	statistic	NOUN
ger-67	257	27	crs	crs	PROPN
ger-67	257	28	technical	technical	ADJ
ger-67	257	29	efficiency	efficiency	PROPN
ger-67	257	30	vrs	vrs	PROPN
ger-67	257	31	technical	technical	ADJ
ger-67	257	32	efficiency	efficiency	NOUN
ger-67	257	33	scale	scale	NOUN
ger-67	257	34	efficiency	efficiency	NOUN
ger-67	257	35	average	average	NOUN
ger-67	257	36	0.70	0.70	NUM
ger-67	257	37	0.86	0.86	NUM
ger-67	257	38	0.80	0.80	NUM
ger-67	257	39	std	std	NOUN
ger-67	257	40	dev	dev	NOUN
ger-67	257	41	0.20	0.20	NUM
ger-67	257	42	0.12	0.12	NUM
ger-67	257	43	0.14	0.14	NUM
ger-67	257	44	minimum	minimum	NOUN
ger-67	257	45	0.37	0.37	NUM
ger-67	257	46	0.54	0.54	NUM
ger-67	257	47	0.51	0.51	NUM
ger-67	257	48	maximum	maximum	NOUN
ger-67	257	49	1	1	NUM
ger-67	257	50	1	1	NUM
ger-67	257	51	1	1	NUM
ger-67	257	52	the	the	DET
ger-67	257	53	results	result	NOUN
ger-67	257	54	obtained	obtain	VERB
ger-67	257	55	after	after	ADP
ger-67	257	56	controlling	control	VERB
ger-67	257	57	for	for	ADP
ger-67	257	58	the	the	DET
ger-67	257	59	environmental	environmental	ADJ
ger-67	257	60	variables	variable	NOUN
ger-67	257	61	.	.	PUNCT
ger-67	258	1	summary	summary	NOUN
ger-67	258	2	statistics	statistic	NOUN
ger-67	258	3	of	of	ADP
ger-67	258	4	the	the	DET
ger-67	258	5	dea	dea	NOUN
ger-67	258	6	results	result	NOUN
ger-67	258	7	for	for	ADP
ger-67	258	8	all	all	DET
ger-67	258	9	40	40	NUM
ger-67	258	10	countries	country	NOUN
ger-67	258	11	are	be	AUX
ger-67	258	12	presented	present	VERB
ger-67	258	13	in	in	ADP
ger-67	258	14	table	table	NOUN
ger-67	258	15	4	4	NUM
ger-67	258	16	.	.	PUNCT
ger-67	258	17	as	as	SCONJ
ger-67	258	18	shown	show	VERB
ger-67	258	19	in	in	ADP
ger-67	258	20	the	the	DET
ger-67	258	21	table	table	NOUN
ger-67	258	22	,	,	PUNCT
ger-67	258	23	on	on	ADP
ger-67	258	24	average	average	ADJ
ger-67	258	25	,	,	PUNCT
ger-67	258	26	the	the	DET
ger-67	258	27	crstechnical	crstechnical	ADJ
ger-67	258	28	efficiency	efficiency	NOUN
ger-67	258	29	for	for	ADP
ger-67	258	30	all	all	DET
ger-67	258	31	the	the	DET
ger-67	258	32	countries	country	NOUN
ger-67	258	33	is	be	AUX
ger-67	258	34	70	70	NUM
ger-67	258	35	percent	percent	NOUN
ger-67	258	36	.	.	PUNCT
ger-67	259	1	the	the	DET
ger-67	259	2	vrs	vrs	PROPN
ger-67	259	3	-	-	PUNCT
ger-67	259	4	technical	technical	ADJ
ger-67	259	5	efficiency	efficiency	NOUN
ger-67	259	6	,	,	PUNCT
ger-67	259	7	on	on	ADP
ger-67	259	8	the	the	DET
ger-67	259	9	other	other	ADJ
ger-67	259	10	hand	hand	NOUN
ger-67	259	11	,	,	PUNCT
ger-67	259	12	is	be	AUX
ger-67	259	13	86	86	NUM
ger-67	259	14	percent	percent	NOUN
ger-67	259	15	,	,	PUNCT
ger-67	259	16	with	with	ADP
ger-67	259	17	a	a	DET
ger-67	259	18	standard	standard	ADJ
ger-67	259	19	deviation	deviation	NOUN
ger-67	259	20	of	of	ADP
ger-67	259	21	12	12	NUM
ger-67	259	22	percent	percent	NOUN
ger-67	259	23	.	.	PUNCT
ger-67	260	1	the	the	DET
ger-67	260	2	minimum	minimum	ADJ
ger-67	260	3	technical	technical	ADJ
ger-67	260	4	efficiency	efficiency	NOUN
ger-67	260	5	score	score	NOUN
ger-67	260	6	under	under	ADP
ger-67	260	7	the	the	DET
ger-67	260	8	crs	crs	PROPN
ger-67	260	9	assumption	assumption	NOUN
ger-67	260	10	is	be	AUX
ger-67	260	11	37	37	NUM
ger-67	260	12	percent	percent	NOUN
ger-67	260	13	,	,	PUNCT
ger-67	260	14	while	while	SCONJ
ger-67	260	15	under	under	ADP
ger-67	260	16	the	the	DET
ger-67	260	17	vrs	vrs	PROPN
ger-67	260	18	assumption	assumption	NOUN
ger-67	260	19	,	,	PUNCT
ger-67	260	20	it	it	PRON
ger-67	260	21	is	be	AUX
ger-67	260	22	54	54	NUM
ger-67	260	23	percent	percent	NOUN
ger-67	260	24	.	.	PUNCT
ger-67	261	1	the	the	DET
ger-67	261	2	difference	difference	NOUN
ger-67	261	3	between	between	ADP
ger-67	261	4	the	the	DET
ger-67	261	5	crs	crs	PROPN
ger-67	261	6	and	and	CCONJ
ger-67	261	7	vrs	vrs	ADJ
ger-67	261	8	efficiency	efficiency	NOUN
ger-67	261	9	scores	score	NOUN
ger-67	261	10	exists	exist	VERB
ger-67	261	11	due	due	ADJ
ger-67	261	12	to	to	ADP
ger-67	261	13	a	a	DET
ger-67	261	14	large	large	ADJ
ger-67	261	15	-	-	PUNCT
ger-67	261	16	scale	scale	NOUN
ger-67	261	17	difference	difference	NOUN
ger-67	261	18	,	,	PUNCT
ger-67	261	19	as	as	SCONJ
ger-67	261	20	shown	show	VERB
ger-67	261	21	by	by	ADP
ger-67	261	22	the	the	DET
ger-67	261	23	average	average	ADJ
ger-67	261	24	scale	scale	NOUN
ger-67	261	25	efficiency	efficiency	NOUN
ger-67	261	26	of	of	ADP
ger-67	261	27	80	80	NUM
ger-67	261	28	percent	percent	NOUN
ger-67	261	29	.	.	PUNCT
ger-67	262	1	in	in	ADP
ger-67	262	2	table	table	NOUN
ger-67	262	3	5	5	NUM
ger-67	262	4	,	,	PUNCT
ger-67	262	5	details	detail	NOUN
ger-67	262	6	of	of	ADP
ger-67	262	7	each	each	DET
ger-67	262	8	country	country	NOUN
ger-67	262	9	’s	’s	PART
ger-67	262	10	score	score	NOUN
ger-67	262	11	and	and	CCONJ
ger-67	262	12	ranking	ranking	NOUN
ger-67	262	13	are	be	AUX
ger-67	262	14	shown	show	VERB
ger-67	262	15	.	.	PUNCT
ger-67	263	1	ghana	ghana	PROPN
ger-67	263	2	is	be	AUX
ger-67	263	3	the	the	DET
ger-67	263	4	country	country	NOUN
ger-67	263	5	with	with	ADP
ger-67	263	6	the	the	DET
ger-67	263	7	lowest	low	ADJ
ger-67	263	8	vrs	vrs	PROPN
ger-67	263	9	technical	technical	ADJ
ger-67	263	10	efficiency	efficiency	NOUN
ger-67	263	11	score	score	NOUN
ger-67	263	12	,	,	PUNCT
ger-67	263	13	which	which	PRON
ger-67	263	14	stands	stand	VERB
ger-67	263	15	at	at	ADP
ger-67	263	16	only	only	ADV
ger-67	263	17	54	54	NUM
ger-67	263	18	percent	percent	NOUN
ger-67	263	19	.	.	PUNCT
ger-67	264	1	ghana	ghana	PROPN
ger-67	264	2	,	,	PUNCT
ger-67	264	3	in	in	ADP
ger-67	264	4	other	other	ADJ
ger-67	264	5	words	word	NOUN
ger-67	264	6	,	,	PUNCT
ger-67	264	7	has	have	AUX
ger-67	264	8	failed	fail	VERB
ger-67	264	9	to	to	PART
ger-67	264	10	realise	realise	VERB
ger-67	264	11	its	its	PRON
ger-67	264	12	potential	potential	ADJ
ger-67	264	13	educational	educational	ADJ
ger-67	264	14	outputs	output	NOUN
ger-67	264	15	in	in	ADP
ger-67	264	16	terms	term	NOUN
ger-67	264	17	of	of	ADP
ger-67	264	18	higher	high	ADJ
ger-67	264	19	timss	timss	NOUN
ger-67	264	20	results	result	NOUN
ger-67	264	21	,	,	PUNCT
ger-67	264	22	due	due	ADP
ger-67	264	23	to	to	ADP
ger-67	264	24	technical	technical	ADJ
ger-67	264	25	inefficiency	inefficiency	NOUN
ger-67	264	26	of	of	ADP
ger-67	264	27	46	46	NUM
ger-67	264	28	percent	percent	NOUN
ger-67	264	29	.	.	PUNCT
ger-67	265	1	armenia	armenia	PROPN
ger-67	265	2	,	,	PUNCT
ger-67	265	3	norway	norway	PROPN
ger-67	265	4	,	,	PUNCT
ger-67	265	5	and	and	CCONJ
ger-67	265	6	the	the	DET
ger-67	265	7	united	united	PROPN
ger-67	265	8	states	states	PROPN
ger-67	265	9	,	,	PUNCT
ger-67	265	10	by	by	ADP
ger-67	265	11	contrast	contrast	NOUN
ger-67	265	12	,	,	PUNCT
ger-67	265	13	have	have	AUX
ger-67	265	14	each	each	PRON
ger-67	265	15	recorded	record	VERB
ger-67	265	16	a	a	DET
ger-67	265	17	crs	crs	PROPN
ger-67	265	18	technical	technical	ADJ
ger-67	265	19	efficiency	efficiency	NOUN
ger-67	265	20	score	score	NOUN
ger-67	265	21	of	of	ADP
ger-67	265	22	100	100	NUM
ger-67	265	23	percent	percent	NOUN
ger-67	265	24	.	.	PUNCT
ger-67	266	1	nine	nine	NUM
ger-67	266	2	countries	country	NOUN
ger-67	266	3	,	,	PUNCT
ger-67	266	4	however	however	ADV
ger-67	266	5	,	,	PUNCT
ger-67	266	6	have	have	VERB
ger-67	266	7	the	the	DET
ger-67	266	8	maximum	maximum	ADJ
ger-67	266	9	score	score	NOUN
ger-67	266	10	of	of	ADP
ger-67	266	11	100	100	NUM
ger-67	266	12	percent	percent	NOUN
ger-67	266	13	under	under	ADP
ger-67	266	14	the	the	DET
ger-67	266	15	vrs	vrs	PROPN
ger-67	266	16	assumption	assumption	NOUN
ger-67	266	17	:	:	PUNCT
ger-67	266	18	armenia	armenia	PROPN
ger-67	266	19	,	,	PUNCT
ger-67	266	20	norway	norway	PROPN
ger-67	266	21	,	,	PUNCT
ger-67	266	22	the	the	DET
ger-67	266	23	united	united	PROPN
ger-67	266	24	states	states	PROPN
ger-67	266	25	,	,	PUNCT
ger-67	266	26	russia	russia	PROPN
ger-67	266	27	,	,	PUNCT
ger-67	266	28	turkey	turkey	PROPN
ger-67	266	29	,	,	PUNCT
ger-67	266	30	singapore	singapore	PROPN
ger-67	266	31	,	,	PUNCT
ger-67	266	32	thailand	thailand	PROPN
ger-67	266	33	,	,	PUNCT
ger-67	266	34	finland	finland	PROPN
ger-67	266	35	,	,	PUNCT
ger-67	266	36	and	and	CCONJ
ger-67	266	37	south	south	PROPN
ger-67	266	38	korea	korea	PROPN
ger-67	266	39	.	.	PUNCT
ger-67	267	1	these	these	DET
ger-67	267	2	countries	country	NOUN
ger-67	267	3	form	form	VERB
ger-67	267	4	the	the	DET
ger-67	267	5	vrs	vrs	ADJ
ger-67	267	6	frontier	frontier	NOUN
ger-67	267	7	against	against	ADP
ger-67	267	8	which	which	PRON
ger-67	267	9	the	the	DET
ger-67	267	10	performance	performance	NOUN
ger-67	267	11	of	of	ADP
ger-67	267	12	the	the	DET
ger-67	267	13	other	other	ADJ
ger-67	267	14	countries	country	NOUN
ger-67	267	15	is	be	AUX
ger-67	267	16	evaluated	evaluate	VERB
ger-67	267	17	.	.	PUNCT
ger-67	268	1	for	for	ADP
ger-67	268	2	all	all	DET
ger-67	268	3	nine	nine	NUM
ger-67	268	4	vrs	vrs	ADV
ger-67	268	5	-	-	PUNCT
ger-67	268	6	technically	technically	ADV
ger-67	268	7	efficient	efficient	ADJ
ger-67	268	8	countries	country	NOUN
ger-67	268	9	,	,	PUNCT
ger-67	268	10	the	the	DET
ger-67	268	11	number	number	NOUN
ger-67	268	12	of	of	ADP
ger-67	268	13	times	time	NOUN
ger-67	268	14	each	each	PRON
ger-67	268	15	of	of	ADP
ger-67	268	16	them	they	PRON
ger-67	268	17	acts	act	VERB
ger-67	268	18	as	as	ADP
ger-67	268	19	a	a	DET
ger-67	268	20	peer	peer	NOUN
ger-67	268	21	(	(	PUNCT
ger-67	268	22	exemplar	exemplar	NOUN
ger-67	268	23	)	)	PUNCT
ger-67	268	24	is	be	AUX
ger-67	268	25	also	also	ADV
ger-67	268	26	identified	identify	VERB
ger-67	268	27	.	.	PUNCT
ger-67	269	1	the	the	DET
ger-67	269	2	objective	objective	NOUN
ger-67	269	3	of	of	ADP
ger-67	269	4	this	this	DET
ger-67	269	5	exercise	exercise	NOUN
ger-67	269	6	is	be	AUX
ger-67	269	7	to	to	PART
ger-67	269	8	discriminate	discriminate	VERB
ger-67	269	9	between	between	ADP
ger-67	269	10	superior	superior	ADJ
ger-67	269	11	and	and	CCONJ
ger-67	269	12	inferior	inferior	ADJ
ger-67	269	13	peers	peer	NOUN
ger-67	269	14	among	among	ADP
ger-67	269	15	the	the	DET
ger-67	269	16	identified	identify	VERB
ger-67	269	17	efficient	efficient	ADJ
ger-67	269	18	countries	country	NOUN
ger-67	269	19	.	.	PUNCT
ger-67	270	1	singapore	singapore	PROPN
ger-67	270	2	,	,	PUNCT
ger-67	270	3	for	for	ADP
ger-67	270	4	example	example	NOUN
ger-67	270	5	,	,	PUNCT
ger-67	270	6	appears	appear	VERB
ger-67	270	7	29	29	NUM
ger-67	270	8	times	time	NOUN
ger-67	270	9	(	(	PUNCT
ger-67	270	10	the	the	DET
ger-67	270	11	highest	high	ADJ
ger-67	270	12	peer	peer	NOUN
ger-67	270	13	count	count	NOUN
ger-67	270	14	)	)	PUNCT
ger-67	270	15	as	as	ADP
ger-67	270	16	a	a	DET
ger-67	270	17	peer	peer	NOUN
ger-67	270	18	to	to	ADP
ger-67	270	19	the	the	DET
ger-67	270	20	other	other	ADJ
ger-67	270	21	countries	country	NOUN
ger-67	270	22	,	,	PUNCT
ger-67	270	23	with	with	ADP
ger-67	270	24	relatively	relatively	ADV
ger-67	270	25	the	the	DET
ger-67	270	26	same	same	ADJ
ger-67	270	27	level	level	NOUN
ger-67	270	28	of	of	ADP
ger-67	270	29	inputs	input	NOUN
ger-67	270	30	.	.	PUNCT
ger-67	271	1	other	other	ADJ
ger-67	271	2	countries	country	NOUN
ger-67	271	3	with	with	ADP
ger-67	271	4	high	high	ADJ
ger-67	271	5	peer	peer	NOUN
ger-67	271	6	count	count	NOUN
ger-67	271	7	are	be	AUX
ger-67	271	8	russia	russia	PROPN
ger-67	271	9	(	(	PUNCT
ger-67	271	10	20	20	NUM
ger-67	271	11	counts	count	NOUN
ger-67	271	12	)	)	PUNCT
ger-67	271	13	,	,	PUNCT
ger-67	271	14	norway	norway	PROPN
ger-67	271	15	(	(	PUNCT
ger-67	271	16	five	five	NUM
ger-67	271	17	counts	count	NOUN
ger-67	271	18	)	)	PUNCT
ger-67	271	19	,	,	PUNCT
ger-67	271	20	south	south	PROPN
ger-67	271	21	korea	korea	PROPN
ger-67	271	22	(	(	PUNCT
ger-67	271	23	two	two	NUM
ger-67	271	24	counts	count	NOUN
ger-67	271	25	)	)	PUNCT
ger-67	271	26	,	,	PUNCT
ger-67	271	27	finland	finland	PROPN
ger-67	271	28	(	(	PUNCT
ger-67	271	29	two	two	NUM
ger-67	271	30	counts	count	NOUN
ger-67	271	31	)	)	PUNCT
ger-67	271	32	,	,	PUNCT
ger-67	271	33	united	united	PROPN
ger-67	271	34	states	states	PROPN
ger-67	271	35	(	(	PUNCT
ger-67	271	36	one	one	NUM
ger-67	271	37	count	count	NOUN
ger-67	271	38	)	)	PUNCT
ger-67	271	39	and	and	CCONJ
ger-67	271	40	armenia	armenia	PROPN
ger-67	271	41	(	(	PUNCT
ger-67	271	42	one	one	NUM
ger-67	271	43	count	count	NOUN
ger-67	271	44	)	)	PUNCT
ger-67	271	45	.	.	PUNCT
ger-67	272	1	although	although	SCONJ
ger-67	272	2	turkey	turkey	PROPN
ger-67	272	3	and	and	CCONJ
ger-67	272	4	thailand	thailand	PROPN
ger-67	272	5	have	have	VERB
ger-67	272	6	vrs	vrs	ADJ
ger-67	272	7	efficiency	efficiency	NOUN
ger-67	272	8	scores	score	NOUN
ger-67	272	9	of	of	ADP
ger-67	272	10	one	one	NUM
ger-67	272	11	,	,	PUNCT
ger-67	272	12	the	the	DET
ger-67	272	13	peer	peer	NOUN
ger-67	272	14	count	count	NOUN
ger-67	272	15	for	for	ADP
ger-67	272	16	these	these	DET
ger-67	272	17	countries	country	NOUN
ger-67	272	18	is	be	AUX
ger-67	272	19	zero	zero	NUM
ger-67	272	20	,	,	PUNCT
ger-67	272	21	meaning	mean	VERB
ger-67	272	22	that	that	SCONJ
ger-67	272	23	they	they	PRON
ger-67	272	24	form	form	VERB
ger-67	272	25	part	part	NOUN
ger-67	272	26	of	of	ADP
ger-67	272	27	the	the	DET
ger-67	272	28	vrs	vrs	PROPN
ger-67	272	29	frontier	frontier	NOUN
ger-67	272	30	,	,	PUNCT
ger-67	272	31	but	but	CCONJ
ger-67	272	32	do	do	AUX
ger-67	272	33	not	not	PART
ger-67	272	34	stand	stand	VERB
ger-67	272	35	as	as	ADP
ger-67	272	36	peers	peer	NOUN
ger-67	272	37	to	to	ADP
ger-67	272	38	the	the	DET
ger-67	272	39	other	other	ADJ
ger-67	272	40	countries	country	NOUN
ger-67	272	41	.	.	PUNCT
ger-67	273	1	this	this	PRON
ger-67	273	2	is	be	AUX
ger-67	273	3	because	because	SCONJ
ger-67	273	4	these	these	DET
ger-67	273	5	countries	country	NOUN
ger-67	273	6	’	'	PUNCT
ger-67	273	7	positions	position	NOUN
ger-67	273	8	are	be	AUX
ger-67	273	9	at	at	ADP
ger-67	273	10	the	the	DET
ger-67	273	11	lower	low	ADJ
ger-67	273	12	end	end	NOUN
ger-67	273	13	(	(	PUNCT
ger-67	273	14	near	near	ADP
ger-67	273	15	to	to	ADP
ger-67	273	16	the	the	DET
ger-67	273	17	origin	origin	NOUN
ger-67	273	18	—	—	PUNCT
ger-67	273	19	recall	recall	NOUN
ger-67	273	20	figure	figure	NOUN
ger-67	273	21	5	5	NUM
ger-67	273	22	)	)	PUNCT
ger-67	273	23	of	of	ADP
ger-67	273	24	the	the	DET
ger-67	273	25	frontier	frontier	NOUN
ger-67	273	26	,	,	PUNCT
ger-67	273	27	and	and	CCONJ
ger-67	273	28	no	no	DET
ger-67	273	29	other	other	ADJ
ger-67	273	30	countries	country	NOUN
ger-67	273	31	are	be	AUX
ger-67	273	32	relatively	relatively	ADV
ger-67	273	33	comparable	comparable	ADJ
ger-67	273	34	to	to	ADP
ger-67	273	35	them	they	PRON
ger-67	273	36	in	in	ADP
ger-67	273	37	terms	term	NOUN
ger-67	273	38	of	of	ADP
ger-67	273	39	inputs	input	NOUN
ger-67	273	40	.	.	PUNCT
ger-67	274	1	although	although	SCONJ
ger-67	274	2	they	they	PRON
ger-67	274	3	form	form	VERB
ger-67	274	4	parts	part	NOUN
ger-67	274	5	of	of	ADP
ger-67	274	6	the	the	DET
ger-67	274	7	frontier	frontier	NOUN
ger-67	274	8	,	,	PUNCT
ger-67	274	9	their	their	PRON
ger-67	274	10	exclusion	exclusion	NOUN
ger-67	274	11	from	from	ADP
ger-67	274	12	the	the	DET
ger-67	274	13	sample	sample	NOUN
ger-67	274	14	will	will	AUX
ger-67	274	15	not	not	PART
ger-67	274	16	affect	affect	VERB
ger-67	274	17	the	the	DET
ger-67	274	18	efficiency	efficiency	NOUN
ger-67	274	19	scores	score	NOUN
ger-67	274	20	of	of	ADP
ger-67	274	21	the	the	DET
ger-67	274	22	other	other	ADJ
ger-67	274	23	countries	country	NOUN
ger-67	274	24	.	.	PUNCT
ger-67	275	1	the	the	DET
ger-67	275	2	results	result	NOUN
ger-67	275	3	in	in	ADP
ger-67	275	4	table	table	NOUN
ger-67	275	5	5	5	NUM
ger-67	275	6	also	also	ADV
ger-67	275	7	show	show	VERB
ger-67	275	8	that	that	SCONJ
ger-67	275	9	turkey	turkey	NOUN
ger-67	275	10	is	be	AUX
ger-67	275	11	the	the	DET
ger-67	275	12	only	only	ADJ
ger-67	275	13	oic	oic	PROPN
ger-67	275	14	country	country	NOUN
ger-67	275	15	that	that	PRON
ger-67	275	16	is	be	AUX
ger-67	275	17	technically	technically	ADV
ger-67	275	18	efficient	efficient	ADJ
ger-67	275	19	under	under	ADP
ger-67	275	20	the	the	DET
ger-67	275	21	vrs	vrs	PROPN
ger-67	275	22	assumption	assumption	NOUN
ger-67	275	23	.	.	PUNCT
ger-67	276	1	as	as	SCONJ
ger-67	276	2	mentioned	mention	VERB
ger-67	276	3	above	above	ADV
ger-67	276	4	,	,	PUNCT
ger-67	276	5	although	although	SCONJ
ger-67	276	6	turkey	turkey	NOUN
ger-67	276	7	forms	form	VERB
ger-67	276	8	part	part	NOUN
ger-67	276	9	of	of	ADP
ger-67	276	10	the	the	DET
ger-67	276	11	vrs	vrs	PROPN
ger-67	276	12	frontier	frontier	NOUN
ger-67	276	13	,	,	PUNCT
ger-67	276	14	it	it	PRON
ger-67	276	15	does	do	AUX
ger-67	276	16	not	not	PART
ger-67	276	17	become	become	VERB
ger-67	276	18	a	a	DET
ger-67	276	19	peer	peer	NOUN
ger-67	276	20	(	(	PUNCT
ger-67	276	21	exemplar	exemplar	NOUN
ger-67	276	22	)	)	PUNCT
ger-67	276	23	to	to	ADP
ger-67	276	24	other	other	ADJ
ger-67	276	25	countries	country	NOUN
ger-67	276	26	.	.	PUNCT
ger-67	277	1	based	base	VERB
ger-67	277	2	on	on	ADP
ger-67	277	3	vrs	vrs	PROPN
ger-67	277	4	scores	score	NOUN
ger-67	277	5	,	,	PUNCT
ger-67	277	6	the	the	DET
ger-67	277	7	remaining	remain	VERB
ger-67	277	8	oic	oic	PROPN
ger-67	277	9	countries	country	NOUN
ger-67	277	10	dominated	dominate	VERB
ger-67	277	11	the	the	DET
ger-67	277	12	bottom	bottom	ADJ
ger-67	277	13	20	20	NUM
ger-67	277	14	positions	position	NOUN
ger-67	277	15	of	of	ADP
ger-67	277	16	the	the	DET
ger-67	277	17	ranking	ranking	NOUN
ger-67	277	18	(	(	PUNCT
ger-67	277	19	refer	refer	NOUN
ger-67	277	20	to	to	ADP
ger-67	277	21	efficiency	efficiency	NOUN
ger-67	277	22	of	of	ADP
ger-67	277	23	oic	oic	PROPN
ger-67	277	24	secondary	secondary	ADJ
ger-67	277	25	education	education	NOUN
ger-67	277	26	67	67	NUM
ger-67	277	27	table	table	NOUN
ger-67	277	28	5	5	NUM
ger-67	277	29	:	:	PUNCT
ger-67	277	30	efficiency	efficiency	NOUN
ger-67	277	31	scores	score	NOUN
ger-67	277	32	and	and	CCONJ
ger-67	277	33	rankings	ranking	NOUN
ger-67	277	34	of	of	ADP
ger-67	277	35	all	all	DET
ger-67	277	36	40	40	NUM
ger-67	277	37	countries	country	NOUN
ger-67	277	38	countries	country	NOUN
ger-67	277	39	crs	crs	PROPN
ger-67	277	40	vrs	vrs	PROPN
ger-67	277	41	scale	scale	NOUN
ger-67	277	42	returns	return	NOUN
ger-67	277	43	to	to	PART
ger-67	277	44	scale	scale	VERB
ger-67	277	45	crs	crs	PROPN
ger-67	277	46	rank	rank	PROPN
ger-67	277	47	vrs	vrs	PROPN
ger-67	277	48	rank	rank	PROPN
ger-67	277	49	armenia	armenia	PROPN
ger-67	277	50	1	1	NUM
ger-67	277	51	1	1	NUM
ger-67	277	52	1	1	NUM
ger-67	277	53	crs	crs	NOUN
ger-67	277	54	1	1	NUM
ger-67	277	55	1	1	NUM
ger-67	277	56	norway	norway	NOUN
ger-67	277	57	1	1	NUM
ger-67	277	58	1	1	NUM
ger-67	277	59	1	1	NUM
ger-67	277	60	crs	crs	NOUN
ger-67	277	61	2	2	NUM
ger-67	277	62	2	2	NUM
ger-67	277	63	united	unite	VERB
ger-67	277	64	states	state	NOUN
ger-67	277	65	1	1	NUM
ger-67	277	66	1	1	NUM
ger-67	277	67	1	1	NUM
ger-67	277	68	crs	crs	NOUN
ger-67	277	69	3	3	NUM
ger-67	277	70	3	3	NUM
ger-67	277	71	russia	russia	PROPN
ger-67	277	72	0.985	0.985	NUM
ger-67	277	73	1	1	NUM
ger-67	277	74	0.985	0.985	NUM
ger-67	277	75	drs	drs	PROPN
ger-67	277	76	4	4	NUM
ger-67	277	77	4	4	NUM
ger-67	277	78	turkey	turkey	NOUN
ger-67	277	79	*	*	PUNCT
ger-67	277	80	0.984	0.984	NUM
ger-67	277	81	1	1	NUM
ger-67	277	82	0.984	0.984	NUM
ger-67	277	83	irs	irs	PROPN
ger-67	277	84	5	5	NUM
ger-67	277	85	5	5	NUM
ger-67	277	86	singapore	singapore	NOUN
ger-67	277	87	0.977	0.977	NUM
ger-67	277	88	1	1	NUM
ger-67	277	89	0.977	0.977	NUM
ger-67	277	90	drs	drs	PROPN
ger-67	277	91	6	6	NUM
ger-67	277	92	6	6	NUM
ger-67	277	93	thailand	thailand	NOUN
ger-67	277	94	0.946	0.946	NUM
ger-67	277	95	1	1	NUM
ger-67	277	96	0.946	0.946	NUM
ger-67	277	97	irs	irs	PROPN
ger-67	277	98	7	7	NUM
ger-67	277	99	7	7	NUM
ger-67	277	100	finland	finland	NOUN
ger-67	277	101	0.852	0.852	NUM
ger-67	277	102	1	1	NUM
ger-67	277	103	0.852	0.852	NUM
ger-67	277	104	drs	drs	NOUN
ger-67	277	105	12	12	NUM
ger-67	277	106	8	8	NUM
ger-67	277	107	south	south	PROPN
ger-67	277	108	korea	korea	PROPN
ger-67	277	109	0.699	0.699	NUM
ger-67	277	110	1	1	NUM
ger-67	277	111	0.699	0.699	NUM
ger-67	277	112	drs	drs	PROPN
ger-67	277	113	19	19	NUM
ger-67	277	114	9	9	NUM
ger-67	277	115	slovenia	slovenia	NOUN
ger-67	277	116	0.903	0.903	NUM
ger-67	277	117	0.992	0.992	NUM
ger-67	277	118	0.91	0.91	NUM
ger-67	277	119	drs	drs	ADJ
ger-67	277	120	9	9	NUM
ger-67	277	121	10	10	NUM
ger-67	277	122	japan	japan	PROPN
ger-67	277	123	0.752	0.752	NUM
ger-67	277	124	0.987	0.987	NUM
ger-67	277	125	0.763	0.763	NUM
ger-67	277	126	drs	drs	ADJ
ger-67	277	127	18	18	NUM
ger-67	277	128	11	11	NUM
ger-67	277	129	israel	israel	PROPN
ger-67	277	130	0.915	0.915	NUM
ger-67	277	131	0.98	0.98	NUM
ger-67	277	132	0.933	0.933	NUM
ger-67	277	133	drs	drs	ADJ
ger-67	277	134	8	8	NUM
ger-67	277	135	12	12	NUM
ger-67	277	136	hong	hong	PROPN
ger-67	277	137	kong	kong	PROPN
ger-67	277	138	0.632	0.632	NUM
ger-67	277	139	0.956	0.956	NUM
ger-67	277	140	0.661	0.661	NUM
ger-67	277	141	drs	drs	PROPN
ger-67	277	142	24	24	NUM
ger-67	277	143	13	13	NUM
ger-67	277	144	sweden	sweden	NOUN
ger-67	277	145	0.835	0.835	NUM
ger-67	277	146	0.953	0.953	NUM
ger-67	277	147	0.876	0.876	NUM
ger-67	277	148	drs	drs	PROPN
ger-67	277	149	13	13	NUM
ger-67	277	150	14	14	NUM
ger-67	277	151	lithuania	lithuania	PROPN
ger-67	277	152	0.886	0.886	NUM
ger-67	277	153	0.943	0.943	NUM
ger-67	277	154	0.939	0.939	NUM
ger-67	277	155	drs	drs	PROPN
ger-67	277	156	10	10	NUM
ger-67	277	157	15	15	NUM
ger-67	277	158	hungary	hungary	NOUN
ger-67	277	159	0.778	0.778	NUM
ger-67	277	160	0.94	0.94	NUM
ger-67	277	161	0.827	0.827	NUM
ger-67	277	162	drs	drs	PROPN
ger-67	277	163	15	15	NUM
ger-67	277	164	16	16	NUM
ger-67	277	165	australia	australia	NOUN
ger-67	277	166	0.662	0.662	NUM
ger-67	277	167	0.913	0.913	NUM
ger-67	277	168	0.725	0.725	NUM
ger-67	277	169	drs	drs	NOUN
ger-67	277	170	22	22	NUM
ger-67	277	171	17	17	NUM
ger-67	277	172	italy	italy	PROPN
ger-67	277	173	0.756	0.756	NUM
ger-67	277	174	0.9	0.9	NUM
ger-67	277	175	0.84	0.84	NUM
ger-67	277	176	drs	drs	PROPN
ger-67	277	177	17	17	NUM
ger-67	277	178	18	18	NUM
ger-67	277	179	kazakhstan	kazakhstan	PROPN
ger-67	277	180	*	*	PROPN
ger-67	277	181	0.81	0.81	NUM
ger-67	277	182	0.894	0.894	NUM
ger-67	277	183	0.906	0.906	NUM
ger-67	277	184	drs	drs	PROPN
ger-67	277	185	14	14	NUM
ger-67	277	186	19	19	NUM
ger-67	277	187	georgia	georgia	PROPN
ger-67	277	188	0.872	0.872	NUM
ger-67	277	189	0.876	0.876	NUM
ger-67	277	190	0.995	0.995	NUM
ger-67	277	191	drs	drs	ADJ
ger-67	277	192	11	11	NUM
ger-67	277	193	20	20	NUM
ger-67	277	194	new	new	PROPN
ger-67	277	195	zealand	zealand	PROPN
ger-67	277	196	0.649	0.649	NUM
ger-67	277	197	0.873	0.873	NUM
ger-67	277	198	0.743	0.743	NUM
ger-67	277	199	drs	drs	ADJ
ger-67	277	200	23	23	NUM
ger-67	277	201	21	21	NUM
ger-67	277	202	ukraine	ukraine	NOUN
ger-67	277	203	0.616	0.616	NUM
ger-67	277	204	0.868	0.868	NUM
ger-67	277	205	0.709	0.709	NUM
ger-67	277	206	drs	drs	PROPN
ger-67	277	207	27	27	NUM
ger-67	277	208	22	22	NUM
ger-67	277	209	lebanon	lebanon	PROPN
ger-67	277	210	*	*	PROPN
ger-67	278	1	0.777	0.777	NUM
ger-67	278	2	0.855	0.855	NUM
ger-67	278	3	0.909	0.909	NUM
ger-67	278	4	drs	drs	ADJ
ger-67	278	5	16	16	NUM
ger-67	278	6	23	23	NUM
ger-67	278	7	uae	uae	X
ger-67	278	8	*	*	PROPN
ger-67	278	9	0.597	0.597	NUM
ger-67	278	10	0.816	0.816	NUM
ger-67	278	11	0.731	0.731	NUM
ger-67	278	12	drs	drs	PROPN
ger-67	278	13	28	28	NUM
ger-67	278	14	24	24	NUM
ger-67	278	15	romania	romania	PROPN
ger-67	278	16	0.623	0.623	NUM
ger-67	278	17	0.814	0.814	NUM
ger-67	278	18	0.766	0.766	NUM
ger-67	278	19	drs	drs	ADJ
ger-67	278	20	26	26	NUM
ger-67	278	21	25	25	NUM
ger-67	278	22	iran	iran	PROPN
ger-67	278	23	*	*	NOUN
ger-67	278	24	0.499	0.499	NUM
ger-67	278	25	0.803	0.803	NUM
ger-67	278	26	0.621	0.621	NUM
ger-67	278	27	drs	drs	ADJ
ger-67	278	28	33	33	NUM
ger-67	278	29	26	26	NUM
ger-67	278	30	chile	chile	NOUN
ger-67	278	31	0.669	0.669	NUM
ger-67	278	32	0.799	0.799	NUM
ger-67	278	33	0.837	0.837	NUM
ger-67	278	34	drs	drs	PROPN
ger-67	278	35	21	21	NUM
ger-67	278	36	27	27	NUM
ger-67	278	37	saudi	saudi	PROPN
ger-67	278	38	arabia	arabia	PROPN
ger-67	278	39	*	*	PROPN
ger-67	278	40	0.632	0.632	NUM
ger-67	278	41	0.782	0.782	NUM
ger-67	278	42	0.808	0.808	NUM
ger-67	278	43	drs	drs	PROPN
ger-67	278	44	25	25	NUM
ger-67	278	45	28	28	NUM
ger-67	278	46	qatar	qatar	PROPN
ger-67	278	47	*	*	NOUN
ger-67	278	48	0.686	0.686	NUM
ger-67	278	49	0.778	0.778	NUM
ger-67	278	50	0.882	0.882	NUM
ger-67	278	51	drs	drs	ADJ
ger-67	278	52	20	20	NUM
ger-67	278	53	29	29	NUM
ger-67	278	54	bahrain	bahrain	NOUN
ger-67	278	55	*	*	NOUN
ger-67	278	56	0.453	0.453	NUM
ger-67	278	57	0.766	0.766	NUM
ger-67	278	58	0.591	0.591	NUM
ger-67	278	59	drs	drs	NOUN
ger-67	278	60	34	34	NUM
ger-67	278	61	30	30	NUM
ger-67	278	62	jordan	jordan	PROPN
ger-67	278	63	*	*	PROPN
ger-67	278	64	0.434	0.434	NUM
ger-67	278	65	0.761	0.761	NUM
ger-67	278	66	0.57	0.57	NUM
ger-67	278	67	drs	drs	NOUN
ger-67	278	68	36	36	NUM
ger-67	278	69	31	31	NUM
ger-67	278	70	tunisia	tunisia	NOUN
ger-67	278	71	*	*	NOUN
ger-67	278	72	0.534	0.534	NUM
ger-67	278	73	0.754	0.754	NUM
ger-67	278	74	0.709	0.709	NUM
ger-67	278	75	drs	dr	NOUN
ger-67	278	76	31	31	NUM
ger-67	278	77	32	32	NUM
ger-67	278	78	malaysia	malaysia	NOUN
ger-67	278	79	*	*	PROPN
ger-67	278	80	0.514	0.514	NUM
ger-67	278	81	0.737	0.737	NUM
ger-67	278	82	0.698	0.698	NUM
ger-67	278	83	drs	drs	ADJ
ger-67	278	84	32	32	NUM
ger-67	278	85	33	33	NUM
ger-67	278	86	macedonia	macedonia	NOUN
ger-67	278	87	0.557	0.557	NUM
ger-67	278	88	0.734	0.734	NUM
ger-67	278	89	0.758	0.758	NUM
ger-67	278	90	drs	dr	NOUN
ger-67	278	91	30	30	NUM
ger-67	278	92	34	34	NUM
ger-67	278	93	syria	syria	PROPN
ger-67	278	94	*	*	PROPN
ger-67	278	95	0.367	0.367	NUM
ger-67	278	96	0.722	0.722	NUM
ger-67	278	97	0.508	0.508	NUM
ger-67	278	98	drs	drs	ADJ
ger-67	278	99	40	40	NUM
ger-67	278	100	35	35	NUM
ger-67	278	101	oman	oman	NOUN
ger-67	278	102	*	*	NOUN
ger-67	278	103	0.452	0.452	NUM
ger-67	278	104	0.712	0.712	NUM
ger-67	278	105	0.635	0.635	NUM
ger-67	278	106	drs	drs	PROPN
ger-67	278	107	35	35	NUM
ger-67	278	108	36	36	NUM
ger-67	278	109	west	west	PROPN
ger-67	278	110	bank	bank	PROPN
ger-67	278	111	and	and	CCONJ
ger-67	278	112	gaza	gaza	PROPN
ger-67	278	113	*	*	PUNCT
ger-67	278	114	0.427	0.427	NUM
ger-67	278	115	0.712	0.712	NUM
ger-67	278	116	0.6	0.6	NUM
ger-67	278	117	drs	drs	NOUN
ger-67	278	118	37	37	NUM
ger-67	278	119	37	37	NUM
ger-67	278	120	indonesia	indonesia	PROPN
ger-67	278	121	*	*	PROPN
ger-67	278	122	0.584	0.584	NUM
ger-67	278	123	0.711	0.711	NUM
ger-67	278	124	0.822	0.822	NUM
ger-67	278	125	drs	drs	ADJ
ger-67	278	126	29	29	NUM
ger-67	278	127	38	38	NUM
ger-67	278	128	morocco	morocco	X
ger-67	278	129	*	*	NUM
ger-67	278	130	0.409	0.409	NUM
ger-67	278	131	0.637	0.637	NUM
ger-67	278	132	0.641	0.641	NUM
ger-67	278	133	drs	drs	ADJ
ger-67	278	134	38	38	NUM
ger-67	278	135	39	39	NUM
ger-67	278	136	ghana	ghana	NOUN
ger-67	278	137	0.37	0.37	NUM
ger-67	278	138	0.54	0.54	NUM
ger-67	278	139	0.686	0.686	NUM
ger-67	278	140	drs	dr	NOUN
ger-67	278	141	39	39	NUM
ger-67	278	142	40	40	NUM
ger-67	278	143	note	note	NOUN
ger-67	278	144	:	:	PUNCT
ger-67	278	145	*	*	PUNCT
ger-67	278	146	to	to	PART
ger-67	278	147	indicate	indicate	VERB
ger-67	278	148	the	the	DET
ger-67	278	149	oic	oic	PROPN
ger-67	278	150	countries	country	NOUN
ger-67	278	151	;	;	PUNCT
ger-67	278	152	crs	crs	PROPN
ger-67	278	153	denotes	denote	NOUN
ger-67	278	154	constant	constant	ADJ
ger-67	278	155	returns	return	NOUN
ger-67	278	156	to	to	PART
ger-67	278	157	scale	scale	VERB
ger-67	278	158	;	;	PUNCT
ger-67	278	159	irs	irs	PROPN
ger-67	278	160	denotes	denote	VERB
ger-67	278	161	increasing	increase	VERB
ger-67	278	162	returns	return	NOUN
ger-67	278	163	to	to	PART
ger-67	278	164	scale	scale	VERB
ger-67	278	165	;	;	PUNCT
ger-67	278	166	drs	drs	ADJ
ger-67	278	167	denotes	denote	NOUN
ger-67	278	168	decreasing	decrease	VERB
ger-67	278	169	returns	return	NOUN
ger-67	278	170	to	to	PART
ger-67	278	171	scale	scale	VERB
ger-67	278	172	.	.	PUNCT
ger-67	279	1	68	68	NUM
ger-67	279	2	global	global	ADJ
ger-67	279	3	education	education	NOUN
ger-67	279	4	review	review	NOUN
ger-67	279	5	1(4	1(4	NUM
ger-67	279	6	)	)	PUNCT
ger-67	279	7	vrs	vrs	ADV
ger-67	279	8	ranking	rank	VERB
ger-67	279	9	column	column	NOUN
ger-67	279	10	of	of	ADP
ger-67	279	11	table	table	NOUN
ger-67	279	12	5	5	NUM
ger-67	279	13	)	)	PUNCT
ger-67	279	14	.	.	PUNCT
ger-67	280	1	after	after	ADP
ger-67	280	2	turkey	turkey	NOUN
ger-67	280	3	,	,	PUNCT
ger-67	280	4	the	the	DET
ger-67	280	5	second	second	ADJ
ger-67	280	6	most	most	ADV
ger-67	280	7	efficient	efficient	ADJ
ger-67	280	8	oic	oic	PROPN
ger-67	280	9	country	country	NOUN
ger-67	280	10	is	be	AUX
ger-67	280	11	kazakhstan	kazakhstan	PROPN
ger-67	280	12	,	,	PUNCT
ger-67	280	13	with	with	ADP
ger-67	280	14	an	an	DET
ger-67	280	15	efficiency	efficiency	NOUN
ger-67	280	16	level	level	NOUN
ger-67	280	17	of	of	ADP
ger-67	280	18	89	89	NUM
ger-67	280	19	percent	percent	NOUN
ger-67	280	20	.	.	PUNCT
ger-67	281	1	morocco	morocco	PROPN
ger-67	281	2	is	be	AUX
ger-67	281	3	ranked	rank	VERB
ger-67	281	4	39th	39th	ADJ
ger-67	281	5	(	(	PUNCT
ger-67	281	6	second	second	ADJ
ger-67	281	7	to	to	PART
ger-67	281	8	last	last	ADJ
ger-67	281	9	)	)	PUNCT
ger-67	281	10	,	,	PUNCT
ger-67	281	11	with	with	ADP
ger-67	281	12	a	a	DET
ger-67	281	13	technical	technical	ADJ
ger-67	281	14	efficiency	efficiency	NOUN
ger-67	281	15	score	score	NOUN
ger-67	281	16	of	of	ADP
ger-67	281	17	64	64	NUM
ger-67	281	18	percent	percent	NOUN
ger-67	281	19	.	.	PUNCT
ger-67	282	1	in	in	ADP
ger-67	282	2	what	what	PRON
ger-67	282	3	has	have	AUX
ger-67	282	4	become	become	VERB
ger-67	282	5	a	a	DET
ger-67	282	6	central	central	ADJ
ger-67	282	7	issue	issue	NOUN
ger-67	282	8	in	in	ADP
ger-67	282	9	the	the	DET
ger-67	282	10	middle	middle	PROPN
ger-67	282	11	east	east	PROPN
ger-67	282	12	,	,	PUNCT
ger-67	282	13	israel	israel	PROPN
ger-67	282	14	is	be	AUX
ger-67	282	15	98	98	NUM
ger-67	282	16	percent	percent	NOUN
ger-67	282	17	technically	technically	ADV
ger-67	282	18	efficient	efficient	ADJ
ger-67	282	19	.	.	PUNCT
ger-67	283	1	israel	israel	PROPN
ger-67	283	2	manages	manage	VERB
ger-67	283	3	to	to	PART
ger-67	283	4	outperform	outperform	VERB
ger-67	283	5	almost	almost	ADV
ger-67	283	6	all	all	PRON
ger-67	283	7	of	of	ADP
ger-67	283	8	the	the	DET
ger-67	283	9	oic	oic	PROPN
ger-67	283	10	countries	country	NOUN
ger-67	283	11	(	(	PUNCT
ger-67	283	12	except	except	SCONJ
ger-67	283	13	turkey	turkey	PROPN
ger-67	283	14	)	)	PUNCT
ger-67	283	15	;	;	PUNCT
ger-67	283	16	not	not	PART
ger-67	283	17	just	just	ADV
ger-67	283	18	in	in	ADP
ger-67	283	19	timss	timss	NOUN
ger-67	283	20	,	,	PUNCT
ger-67	283	21	but	but	CCONJ
ger-67	283	22	also	also	ADV
ger-67	283	23	in	in	ADP
ger-67	283	24	technical	technical	ADJ
ger-67	283	25	efficiency	efficiency	NOUN
ger-67	283	26	.	.	PUNCT
ger-67	284	1	the	the	DET
ger-67	284	2	findings	finding	NOUN
ger-67	284	3	suggest	suggest	VERB
ger-67	284	4	that	that	SCONJ
ger-67	284	5	due	due	ADP
ger-67	284	6	to	to	ADP
ger-67	284	7	technical	technical	ADJ
ger-67	284	8	inefficiency	inefficiency	NOUN
ger-67	284	9	,	,	PUNCT
ger-67	284	10	educational	educational	ADJ
ger-67	284	11	resources	resource	NOUN
ger-67	284	12	in	in	ADP
ger-67	284	13	most	most	ADJ
ger-67	284	14	of	of	ADP
ger-67	284	15	the	the	DET
ger-67	284	16	oic	oic	PROPN
ger-67	284	17	countries	country	NOUN
ger-67	284	18	were	be	AUX
ger-67	284	19	not	not	PART
ger-67	284	20	being	be	AUX
ger-67	284	21	utilised	utilise	VERB
ger-67	284	22	fully	fully	ADV
ger-67	284	23	for	for	ADP
ger-67	284	24	the	the	DET
ger-67	284	25	realisation	realisation	NOUN
ger-67	284	26	of	of	ADP
ger-67	284	27	higher	high	ADJ
ger-67	284	28	timss	timss	PROPN
ger-67	284	29	scores	score	NOUN
ger-67	284	30	.	.	PUNCT
ger-67	285	1	an	an	DET
ger-67	285	2	improvement	improvement	NOUN
ger-67	285	3	in	in	ADP
ger-67	285	4	technical	technical	ADJ
ger-67	285	5	aspects	aspect	NOUN
ger-67	285	6	of	of	ADP
ger-67	285	7	how	how	SCONJ
ger-67	285	8	the	the	DET
ger-67	285	9	existing	exist	VERB
ger-67	285	10	resources	resource	NOUN
ger-67	285	11	can	can	AUX
ger-67	285	12	be	be	AUX
ger-67	285	13	fully	fully	ADV
ger-67	285	14	utilized	utilize	VERB
ger-67	285	15	is	be	AUX
ger-67	285	16	key	key	ADJ
ger-67	285	17	for	for	SCONJ
ger-67	285	18	the	the	DET
ger-67	285	19	oic	oic	PROPN
ger-67	285	20	nations	nations	PROPN
ger-67	285	21	to	to	PART
ger-67	285	22	achieve	achieve	VERB
ger-67	285	23	better	well	ADJ
ger-67	285	24	timss	timss	PROPN
ger-67	285	25	results	result	NOUN
ger-67	285	26	,	,	PUNCT
ger-67	285	27	and	and	CCONJ
ger-67	285	28	to	to	PART
ger-67	285	29	avoid	avoid	VERB
ger-67	285	30	wasting	waste	VERB
ger-67	285	31	resources	resource	NOUN
ger-67	285	32	.	.	PUNCT
ger-67	286	1	the	the	DET
ger-67	286	2	study	study	NOUN
ger-67	286	3	,	,	PUNCT
ger-67	286	4	however	however	ADV
ger-67	286	5	,	,	PUNCT
ger-67	286	6	does	do	AUX
ger-67	286	7	not	not	PART
ger-67	286	8	investigate	investigate	VERB
ger-67	286	9	factors	factor	NOUN
ger-67	286	10	that	that	PRON
ger-67	286	11	may	may	AUX
ger-67	286	12	explain	explain	VERB
ger-67	286	13	the	the	DET
ger-67	286	14	inefficiency	inefficiency	NOUN
ger-67	286	15	.	.	PUNCT
ger-67	287	1	it	it	PRON
ger-67	287	2	could	could	AUX
ger-67	287	3	be	be	AUX
ger-67	287	4	a	a	DET
ger-67	287	5	possible	possible	ADJ
ger-67	287	6	topic	topic	NOUN
ger-67	287	7	for	for	ADP
ger-67	287	8	future	future	ADJ
ger-67	287	9	research	research	NOUN
ger-67	287	10	.	.	PUNCT
ger-67	288	1	since	since	SCONJ
ger-67	288	2	the	the	DET
ger-67	288	3	analysis	analysis	NOUN
ger-67	288	4	is	be	AUX
ger-67	288	5	based	base	VERB
ger-67	288	6	on	on	ADP
ger-67	288	7	an	an	DET
ger-67	288	8	outputoriented	outputoriente	VERB
ger-67	288	9	dea	dea	NOUN
ger-67	288	10	,	,	PUNCT
ger-67	288	11	the	the	DET
ger-67	288	12	objective	objective	NOUN
ger-67	288	13	of	of	ADP
ger-67	288	14	the	the	DET
ger-67	288	15	linear	linear	ADJ
ger-67	288	16	programming	programming	NOUN
ger-67	288	17	problem	problem	NOUN
ger-67	288	18	is	be	AUX
ger-67	288	19	to	to	PART
ger-67	288	20	assess	assess	VERB
ger-67	288	21	how	how	SCONJ
ger-67	288	22	much	much	ADJ
ger-67	288	23	a	a	DET
ger-67	288	24	country	country	NOUN
ger-67	288	25	should	should	AUX
ger-67	288	26	improve	improve	VERB
ger-67	288	27	its	its	PRON
ger-67	288	28	output	output	NOUN
ger-67	288	29	given	give	VERB
ger-67	288	30	the	the	DET
ger-67	288	31	allocated	allocate	VERB
ger-67	288	32	level	level	NOUN
ger-67	288	33	of	of	ADP
ger-67	288	34	inputs	input	NOUN
ger-67	288	35	.	.	PUNCT
ger-67	289	1	as	as	SCONJ
ger-67	289	2	shown	show	VERB
ger-67	289	3	in	in	ADP
ger-67	289	4	table	table	NOUN
ger-67	289	5	6	6	NUM
ger-67	289	6	,	,	PUNCT
ger-67	289	7	in	in	ADP
ger-67	289	8	the	the	DET
ger-67	289	9	case	case	NOUN
ger-67	289	10	of	of	ADP
ger-67	289	11	malaysia	malaysia	PROPN
ger-67	289	12	,	,	PUNCT
ger-67	289	13	for	for	ADP
ger-67	289	14	example	example	NOUN
ger-67	289	15	,	,	PUNCT
ger-67	289	16	the	the	DET
ger-67	289	17	projected	project	VERB
ger-67	289	18	outputs	output	NOUN
ger-67	289	19	are	be	AUX
ger-67	289	20	597	597	NUM
ger-67	289	21	for	for	ADP
ger-67	289	22	mathematics	mathematic	NOUN
ger-67	289	23	and	and	CCONJ
ger-67	289	24	581	581	NUM
ger-67	289	25	for	for	ADP
ger-67	289	26	science	science	NOUN
ger-67	289	27	—	—	PUNCT
ger-67	289	28	the	the	DET
ger-67	289	29	calculation	calculation	NOUN
ger-67	289	30	is	be	AUX
ger-67	289	31	based	base	VERB
ger-67	289	32	on	on	ADP
ger-67	289	33	equation	equation	NOUN
ger-67	289	34	(	(	PUNCT
ger-67	289	35	4	4	NUM
ger-67	289	36	)	)	PUNCT
ger-67	289	37	.	.	PUNCT
ger-67	290	1	the	the	DET
ger-67	290	2	projected	project	VERB
ger-67	290	3	outputs	output	NOUN
ger-67	290	4	are	be	AUX
ger-67	290	5	obtained	obtain	VERB
ger-67	290	6	from	from	ADP
ger-67	290	7	the	the	DET
ger-67	290	8	piecewise	piecewise	NOUN
ger-67	290	9	linear	linear	PROPN
ger-67	290	10	frontier	frontier	NOUN
ger-67	290	11	constructed	construct	VERB
ger-67	290	12	by	by	ADP
ger-67	290	13	joining	join	VERB
ger-67	290	14	the	the	DET
ger-67	290	15	identified	identify	VERB
ger-67	290	16	efficient	efficient	ADJ
ger-67	290	17	countries	country	NOUN
ger-67	290	18	(	(	PUNCT
ger-67	290	19	recall	recall	NOUN
ger-67	290	20	figure	figure	NOUN
ger-67	290	21	5	5	NUM
ger-67	290	22	)	)	PUNCT
ger-67	290	23	.	.	PUNCT
ger-67	291	1	the	the	DET
ger-67	291	2	percentage	percentage	NOUN
ger-67	291	3	difference	difference	NOUN
ger-67	291	4	between	between	ADP
ger-67	291	5	the	the	DET
ger-67	291	6	projected	project	VERB
ger-67	291	7	and	and	CCONJ
ger-67	291	8	the	the	DET
ger-67	291	9	original	original	ADJ
ger-67	291	10	outputs	output	NOUN
ger-67	291	11	shows	show	VERB
ger-67	291	12	the	the	DET
ger-67	291	13	percentage	percentage	NOUN
ger-67	291	14	improvement	improvement	NOUN
ger-67	291	15	in	in	ADP
ger-67	291	16	mathematics	mathematic	NOUN
ger-67	291	17	and	and	CCONJ
ger-67	291	18	science	science	NOUN
ger-67	291	19	malaysia	malaysia	PROPN
ger-67	291	20	needs	need	VERB
ger-67	291	21	to	to	PART
ger-67	291	22	achieve	achieve	VERB
ger-67	291	23	in	in	ADP
ger-67	291	24	order	order	NOUN
ger-67	291	25	to	to	PART
ger-67	291	26	be	be	AUX
ger-67	291	27	technically	technically	ADV
ger-67	291	28	efficient	efficient	ADJ
ger-67	291	29	.	.	PUNCT
ger-67	292	1	in	in	ADP
ger-67	292	2	other	other	ADJ
ger-67	292	3	words	word	NOUN
ger-67	292	4	,	,	PUNCT
ger-67	292	5	the	the	DET
ger-67	292	6	projected	project	VERB
ger-67	292	7	outputs	output	NOUN
ger-67	292	8	stand	stand	VERB
ger-67	292	9	as	as	ADP
ger-67	292	10	the	the	DET
ger-67	292	11	key	key	ADJ
ger-67	292	12	performance	performance	NOUN
ger-67	292	13	indicators	indicator	NOUN
ger-67	292	14	for	for	SCONJ
ger-67	292	15	malaysia	malaysia	PROPN
ger-67	292	16	to	to	PART
ger-67	292	17	improve	improve	VERB
ger-67	292	18	its	its	PRON
ger-67	292	19	performance	performance	NOUN
ger-67	292	20	internationally	internationally	ADV
ger-67	292	21	.	.	PUNCT
ger-67	293	1	to	to	PART
ger-67	293	2	offer	offer	VERB
ger-67	293	3	another	another	DET
ger-67	293	4	example	example	NOUN
ger-67	293	5	,	,	PUNCT
ger-67	293	6	given	give	VERB
ger-67	293	7	the	the	DET
ger-67	293	8	allocated	allocate	VERB
ger-67	293	9	resources	resource	NOUN
ger-67	293	10	,	,	PUNCT
ger-67	293	11	a	a	DET
ger-67	293	12	country	country	NOUN
ger-67	293	13	such	such	ADJ
ger-67	293	14	as	as	ADP
ger-67	293	15	ghana	ghana	PROPN
ger-67	293	16	needs	need	VERB
ger-67	293	17	to	to	PART
ger-67	293	18	improve	improve	VERB
ger-67	293	19	both	both	DET
ger-67	293	20	mathematics	mathematic	NOUN
ger-67	293	21	and	and	CCONJ
ger-67	293	22	science	science	NOUN
ger-67	293	23	average	average	ADJ
ger-67	293	24	scores	score	NOUN
ger-67	293	25	by	by	ADP
ger-67	293	26	85	85	NUM
ger-67	293	27	percent	percent	NOUN
ger-67	293	28	from	from	ADP
ger-67	293	29	the	the	DET
ger-67	293	30	present	present	ADJ
ger-67	293	31	results	result	NOUN
ger-67	293	32	in	in	ADP
ger-67	293	33	order	order	NOUN
ger-67	293	34	to	to	PART
ger-67	293	35	be	be	AUX
ger-67	293	36	technically	technically	ADV
ger-67	293	37	efficient	efficient	ADJ
ger-67	293	38	.	.	PUNCT
ger-67	294	1	for	for	ADP
ger-67	294	2	the	the	DET
ger-67	294	3	oic	oic	PROPN
ger-67	294	4	,	,	PUNCT
ger-67	294	5	morocco	morocco	PROPN
ger-67	294	6	is	be	AUX
ger-67	294	7	the	the	DET
ger-67	294	8	country	country	NOUN
ger-67	294	9	that	that	PRON
ger-67	294	10	requires	require	VERB
ger-67	294	11	the	the	DET
ger-67	294	12	most	most	ADJ
ger-67	294	13	improvement	improvement	NOUN
ger-67	294	14	in	in	ADP
ger-67	294	15	both	both	DET
ger-67	294	16	subjects	subject	NOUN
ger-67	294	17	(	(	PUNCT
ger-67	294	18	65	65	NUM
ger-67	294	19	percent	percent	NOUN
ger-67	294	20	improvement	improvement	NOUN
ger-67	294	21	in	in	ADP
ger-67	294	22	mathematics	mathematic	NOUN
ger-67	294	23	and	and	CCONJ
ger-67	294	24	57	57	NUM
ger-67	294	25	percent	percent	NOUN
ger-67	294	26	improvement	improvement	NOUN
ger-67	294	27	in	in	ADP
ger-67	294	28	science	science	NOUN
ger-67	294	29	)	)	PUNCT
ger-67	294	30	in	in	ADP
ger-67	294	31	order	order	NOUN
ger-67	294	32	to	to	PART
ger-67	294	33	be	be	AUX
ger-67	294	34	fully	fully	ADV
ger-67	294	35	efficient	efficient	ADJ
ger-67	294	36	.	.	PUNCT
ger-67	295	1	so	so	ADV
ger-67	295	2	far	far	ADV
ger-67	295	3	in	in	ADP
ger-67	295	4	the	the	DET
ger-67	295	5	analysis	analysis	NOUN
ger-67	295	6	,	,	PUNCT
ger-67	295	7	i	i	PRON
ger-67	295	8	have	have	AUX
ger-67	295	9	not	not	PART
ger-67	295	10	controlled	control	VERB
ger-67	295	11	for	for	ADP
ger-67	295	12	the	the	DET
ger-67	295	13	effects	effect	NOUN
ger-67	295	14	of	of	ADP
ger-67	295	15	environmental	environmental	ADJ
ger-67	295	16	factors	factor	NOUN
ger-67	295	17	on	on	ADP
ger-67	295	18	technical	technical	ADJ
ger-67	295	19	efficiency	efficiency	NOUN
ger-67	295	20	.	.	PUNCT
ger-67	296	1	as	as	SCONJ
ger-67	296	2	discussed	discuss	VERB
ger-67	296	3	in	in	ADP
ger-67	296	4	section	section	NOUN
ger-67	296	5	4.3	4.3	NUM
ger-67	296	6	,	,	PUNCT
ger-67	296	7	to	to	PART
ger-67	296	8	control	control	VERB
ger-67	296	9	for	for	ADP
ger-67	296	10	environmental	environmental	ADJ
ger-67	296	11	factors	factor	NOUN
ger-67	296	12	,	,	PUNCT
ger-67	296	13	the	the	DET
ger-67	296	14	40	40	NUM
ger-67	296	15	countries	country	NOUN
ger-67	296	16	are	be	AUX
ger-67	296	17	divided	divide	VERB
ger-67	296	18	into	into	ADP
ger-67	296	19	highand	highand	ADJ
ger-67	296	20	middleincome	middleincome	PROPN
ger-67	296	21	nations	nation	NOUN
ger-67	296	22	.	.	PUNCT
ger-67	297	1	due	due	ADP
ger-67	297	2	to	to	ADP
ger-67	297	3	the	the	DET
ger-67	297	4	division	division	NOUN
ger-67	297	5	,	,	PUNCT
ger-67	297	6	two	two	NUM
ger-67	297	7	separate	separate	ADJ
ger-67	297	8	dea	dea	NOUN
ger-67	297	9	models	model	NOUN
ger-67	297	10	are	be	AUX
ger-67	297	11	estimated	estimate	VERB
ger-67	297	12	.	.	PUNCT
ger-67	298	1	in	in	ADP
ger-67	298	2	table	table	NOUN
ger-67	298	3	7	7	NUM
ger-67	298	4	,	,	PUNCT
ger-67	298	5	summary	summary	NOUN
ger-67	298	6	statistics	statistic	NOUN
ger-67	298	7	of	of	ADP
ger-67	298	8	the	the	DET
ger-67	298	9	efficiency	efficiency	NOUN
ger-67	298	10	scores	score	NOUN
ger-67	298	11	obtained	obtain	VERB
ger-67	298	12	under	under	ADP
ger-67	298	13	each	each	DET
ger-67	298	14	division	division	NOUN
ger-67	298	15	are	be	AUX
ger-67	298	16	presented	present	VERB
ger-67	298	17	.	.	PUNCT
ger-67	299	1	after	after	ADP
ger-67	299	2	controlling	control	VERB
ger-67	299	3	for	for	ADP
ger-67	299	4	the	the	DET
ger-67	299	5	environmental	environmental	ADJ
ger-67	299	6	factors	factor	NOUN
ger-67	299	7	,	,	PUNCT
ger-67	299	8	the	the	DET
ger-67	299	9	average	average	ADJ
ger-67	299	10	vrs	vrs	NOUN
ger-67	299	11	efficiency	efficiency	NOUN
ger-67	299	12	score	score	NOUN
ger-67	299	13	for	for	ADP
ger-67	299	14	the	the	DET
ger-67	299	15	high	high	ADJ
ger-67	299	16	-	-	PUNCT
ger-67	299	17	income	income	NOUN
ger-67	299	18	countries	country	NOUN
ger-67	299	19	is	be	AUX
ger-67	299	20	92	92	NUM
ger-67	299	21	percent	percent	NOUN
ger-67	299	22	,	,	PUNCT
ger-67	299	23	while	while	SCONJ
ger-67	299	24	the	the	DET
ger-67	299	25	middle	middle	ADJ
ger-67	299	26	-	-	PUNCT
ger-67	299	27	income	income	NOUN
ger-67	299	28	countries	country	NOUN
ger-67	299	29	’	'	PUNCT
ger-67	299	30	is	be	AUX
ger-67	299	31	87	87	NUM
ger-67	299	32	percent	percent	NOUN
ger-67	299	33	.	.	PUNCT
ger-67	300	1	the	the	DET
ger-67	300	2	high	high	ADJ
ger-67	300	3	-	-	PUNCT
ger-67	300	4	income	income	NOUN
ger-67	300	5	countries	country	NOUN
ger-67	300	6	’	'	PUNCT
ger-67	300	7	scale	scale	NOUN
ger-67	300	8	efficiency	efficiency	NOUN
ger-67	300	9	,	,	PUNCT
ger-67	300	10	however	however	ADV
ger-67	300	11	,	,	PUNCT
ger-67	300	12	is	be	AUX
ger-67	300	13	only	only	ADV
ger-67	300	14	81	81	NUM
ger-67	300	15	percent	percent	NOUN
ger-67	300	16	,	,	PUNCT
ger-67	300	17	while	while	SCONJ
ger-67	300	18	the	the	DET
ger-67	300	19	middle	middle	ADJ
ger-67	300	20	-	-	PUNCT
ger-67	300	21	income	income	NOUN
ger-67	300	22	countries	country	NOUN
ger-67	300	23	’	'	PUNCT
ger-67	300	24	score	score	NOUN
ger-67	300	25	is	be	AUX
ger-67	300	26	88	88	NUM
ger-67	300	27	percent	percent	NOUN
ger-67	300	28	.	.	PUNCT
ger-67	301	1	the	the	DET
ger-67	301	2	findings	finding	NOUN
ger-67	301	3	suggest	suggest	VERB
ger-67	301	4	that	that	SCONJ
ger-67	301	5	scale	scale	NOUN
ger-67	301	6	inefficiency	inefficiency	NOUN
ger-67	301	7	is	be	AUX
ger-67	301	8	more	more	ADV
ger-67	301	9	prevalent	prevalent	ADJ
ger-67	301	10	among	among	ADP
ger-67	301	11	the	the	DET
ger-67	301	12	high	high	ADJ
ger-67	301	13	-	-	PUNCT
ger-67	301	14	income	income	NOUN
ger-67	301	15	countries	country	NOUN
ger-67	301	16	than	than	SCONJ
ger-67	301	17	it	it	PRON
ger-67	301	18	is	be	AUX
ger-67	301	19	in	in	ADP
ger-67	301	20	the	the	DET
ger-67	301	21	middle	middle	ADJ
ger-67	301	22	-	-	PUNCT
ger-67	301	23	income	income	NOUN
ger-67	301	24	countries	country	NOUN
ger-67	301	25	.	.	PUNCT
ger-67	302	1	efficiency	efficiency	NOUN
ger-67	302	2	of	of	ADP
ger-67	302	3	oic	oic	PROPN
ger-67	302	4	secondary	secondary	ADJ
ger-67	302	5	education	education	NOUN
ger-67	302	6	69	69	NUM
ger-67	302	7	table	table	NOUN
ger-67	302	8	6	6	NUM
ger-67	302	9	:	:	PUNCT
ger-67	302	10	projected	project	VERB
ger-67	302	11	outputs	output	NOUN
ger-67	302	12	for	for	ADP
ger-67	302	13	all	all	DET
ger-67	302	14	the	the	DET
ger-67	302	15	countries	country	NOUN
ger-67	302	16	country	country	NOUN
ger-67	302	17	2011	2011	NUM
ger-67	302	18	mean	mean	PROPN
ger-67	302	19	math	math	NOUN
ger-67	302	20	for	for	ADP
ger-67	302	21	8th	8th	ADJ
ger-67	302	22	grade	grade	NOUN
ger-67	302	23	projected	project	VERB
ger-67	302	24	math	math	NOUN
ger-67	302	25	score	score	NOUN
ger-67	302	26	%	%	NOUN
ger-67	302	27	difference	difference	NOUN
ger-67	302	28	2011	2011	NUM
ger-67	302	29	mean	mean	NOUN
ger-67	302	30	science	science	NOUN
ger-67	302	31	for	for	ADP
ger-67	302	32	8	8	NUM
ger-67	302	33	grade	grade	NOUN
ger-67	302	34	projected	project	VERB
ger-67	302	35	science	science	NOUN
ger-67	302	36	score	score	NOUN
ger-67	302	37	%	%	NOUN
ger-67	302	38	difference	difference	NOUN
ger-67	302	39	armenia	armenia	PROPN
ger-67	302	40	467	467	NUM
ger-67	302	41	467	467	NUM
ger-67	302	42	0	0	NUM
ger-67	302	43	437	437	NUM
ger-67	302	44	437	437	NUM
ger-67	302	45	0	0	NUM
ger-67	302	46	australia	australia	NOUN
ger-67	302	47	505	505	NUM
ger-67	302	48	578	578	NUM
ger-67	302	49	15	15	NUM
ger-67	302	50	519	519	NUM
ger-67	302	51	568	568	NUM
ger-67	302	52	10	10	NUM
ger-67	302	53	bahrain	bahrain	NOUN
ger-67	302	54	*	*	PUNCT
ger-67	302	55	409	409	NUM
ger-67	302	56	611	611	NUM
ger-67	302	57	49	49	NUM
ger-67	302	58	452	452	NUM
ger-67	302	59	590	590	NUM
ger-67	302	60	31	31	NUM
ger-67	302	61	chile	chile	NOUN
ger-67	302	62	416	416	NUM
ger-67	302	63	591	591	NUM
ger-67	302	64	42	42	NUM
ger-67	302	65	461	461	NUM
ger-67	302	66	577	577	NUM
ger-67	302	67	25	25	NUM
ger-67	302	68	finland	finland	NOUN
ger-67	302	69	514	514	NUM
ger-67	302	70	514	514	NUM
ger-67	302	71	0	0	NUM
ger-67	302	72	552	552	NUM
ger-67	302	73	552	552	NUM
ger-67	302	74	0	0	NUM
ger-67	302	75	georgia	georgia	PROPN
ger-67	302	76	431	431	NUM
ger-67	302	77	492	492	NUM
ger-67	302	78	14	14	NUM
ger-67	302	79	420	420	NUM
ger-67	302	80	487	487	NUM
ger-67	302	81	16	16	NUM
ger-67	302	82	ghana	ghana	PROPN
ger-67	302	83	331	331	NUM
ger-67	302	84	613	613	NUM
ger-67	302	85	85	85	NUM
ger-67	302	86	306	306	NUM
ger-67	302	87	566	566	NUM
ger-67	302	88	85	85	NUM
ger-67	302	89	hong	hong	PROPN
ger-67	302	90	kong	kong	PROPN
ger-67	302	91	586	586	NUM
ger-67	302	92	613	613	NUM
ger-67	302	93	5	5	NUM
ger-67	302	94	535	535	NUM
ger-67	302	95	560	560	NUM
ger-67	302	96	5	5	NUM
ger-67	302	97	hungary	hungary	NOUN
ger-67	302	98	505	505	NUM
ger-67	302	99	559	559	NUM
ger-67	302	100	11	11	NUM
ger-67	302	101	522	522	NUM
ger-67	302	102	555	555	NUM
ger-67	302	103	6	6	NUM
ger-67	302	104	indonesia	indonesia	PROPN
ger-67	302	105	*	*	PROPN
ger-67	302	106	386	386	NUM
ger-67	302	107	583	583	NUM
ger-67	302	108	51	51	NUM
ger-67	302	109	406	406	NUM
ger-67	302	110	571	571	NUM
ger-67	302	111	41	41	NUM
ger-67	302	112	iran	iran	NOUN
ger-67	302	113	*	*	PUNCT
ger-67	302	114	415	415	NUM
ger-67	302	115	611	611	NUM
ger-67	302	116	47	47	NUM
ger-67	302	117	474	474	NUM
ger-67	302	118	590	590	NUM
ger-67	302	119	24	24	NUM
ger-67	302	120	israel	israel	PROPN
ger-67	302	121	516	516	NUM
ger-67	302	122	526	526	NUM
ger-67	302	123	2	2	NUM
ger-67	302	124	516	516	NUM
ger-67	302	125	531	531	NUM
ger-67	302	126	3	3	NUM
ger-67	302	127	italy	italy	PROPN
ger-67	302	128	498	498	NUM
ger-67	302	129	561	561	NUM
ger-67	302	130	13	13	NUM
ger-67	302	131	501	501	NUM
ger-67	302	132	556	556	NUM
ger-67	302	133	11	11	NUM
ger-67	302	134	japan	japan	PROPN
ger-67	302	135	570	570	NUM
ger-67	302	136	578	578	NUM
ger-67	302	137	1	1	NUM
ger-67	302	138	558	558	NUM
ger-67	302	139	568	568	NUM
ger-67	302	140	2	2	NUM
ger-67	302	141	jordan	jordan	PROPN
ger-67	302	142	*	*	PROPN
ger-67	302	143	406	406	NUM
ger-67	302	144	611	611	NUM
ger-67	302	145	50	50	NUM
ger-67	302	146	449	449	NUM
ger-67	302	147	590	590	NUM
ger-67	302	148	31	31	NUM
ger-67	302	149	kazakhstan	kazakhstan	PROPN
ger-67	302	150	*	*	PROPN
ger-67	302	151	487	487	NUM
ger-67	302	152	548	548	NUM
ger-67	302	153	13	13	NUM
ger-67	302	154	490	490	NUM
ger-67	302	155	548	548	NUM
ger-67	302	156	12	12	NUM
ger-67	302	157	south	south	PROPN
ger-67	302	158	korea	korea	PROPN
ger-67	302	159	613	613	NUM
ger-67	302	160	613	613	NUM
ger-67	302	161	0	0	NUM
ger-67	302	162	560	560	NUM
ger-67	302	163	560	560	NUM
ger-67	302	164	0	0	NUM
ger-67	302	165	lebanon	lebanon	PROPN
ger-67	302	166	*	*	PROPN
ger-67	302	167	449	449	NUM
ger-67	302	168	525	525	NUM
ger-67	302	169	17	17	NUM
ger-67	302	170	406	406	NUM
ger-67	302	171	531	531	NUM
ger-67	302	172	31	31	NUM
ger-67	302	173	lithuania	lithuania	NOUN
ger-67	302	174	502	502	NUM
ger-67	302	175	544	544	NUM
ger-67	302	176	8	8	NUM
ger-67	302	177	514	514	NUM
ger-67	302	178	545	545	NUM
ger-67	302	179	6	6	NUM
ger-67	302	180	macedonia	macedonia	NOUN
ger-67	302	181	426	426	NUM
ger-67	302	182	580	580	NUM
ger-67	302	183	36	36	NUM
ger-67	302	184	407	407	NUM
ger-67	302	185	569	569	NUM
ger-67	302	186	40	40	NUM
ger-67	302	187	malaysia	malaysia	PROPN
ger-67	302	188	*	*	PROPN
ger-67	302	189	440	440	NUM
ger-67	302	190	597	597	NUM
ger-67	302	191	36	36	NUM
ger-67	302	192	426	426	NUM
ger-67	302	193	581	581	NUM
ger-67	302	194	36	36	NUM
ger-67	302	195	morocco	morocco	PROPN
ger-67	302	196	*	*	PUNCT
ger-67	302	197	371	371	NUM
ger-67	302	198	611	611	NUM
ger-67	302	199	65	65	NUM
ger-67	302	200	376	376	NUM
ger-67	302	201	590	590	NUM
ger-67	302	202	57	57	NUM
ger-67	302	203	new	new	ADJ
ger-67	302	204	zealand	zealand	PROPN
ger-67	302	205	488	488	NUM
ger-67	302	206	605	605	NUM
ger-67	302	207	24	24	NUM
ger-67	302	208	512	512	NUM
ger-67	302	209	586	586	NUM
ger-67	302	210	14	14	NUM
ger-67	302	211	norway	norway	NOUN
ger-67	302	212	475	475	NUM
ger-67	302	213	475	475	NUM
ger-67	302	214	0	0	NUM
ger-67	302	215	494	494	NUM
ger-67	302	216	494	494	NUM
ger-67	302	217	0	0	NUM
ger-67	302	218	oman	oman	NOUN
ger-67	302	219	*	*	NOUN
ger-67	302	220	366	366	NUM
ger-67	302	221	611	611	NUM
ger-67	302	222	67	67	NUM
ger-67	302	223	420	420	NUM
ger-67	302	224	590	590	NUM
ger-67	302	225	40	40	NUM
ger-67	302	226	qatar	qatar	NOUN
ger-67	302	227	*	*	NOUN
ger-67	302	228	410	410	NUM
ger-67	302	229	527	527	NUM
ger-67	302	230	28	28	NUM
ger-67	302	231	419	419	NUM
ger-67	302	232	538	538	NUM
ger-67	302	233	28	28	NUM
ger-67	302	234	romania	romania	PROPN
ger-67	302	235	458	458	NUM
ger-67	302	236	583	583	NUM
ger-67	302	237	27	27	NUM
ger-67	302	238	465	465	NUM
ger-67	302	239	572	572	NUM
ger-67	302	240	23	23	NUM
ger-67	302	241	russia	russia	NOUN
ger-67	302	242	539	539	NUM
ger-67	302	243	539	539	NUM
ger-67	302	244	0	0	NUM
ger-67	302	245	542	542	NUM
ger-67	302	246	542	542	NUM
ger-67	302	247	0	0	NUM
ger-67	302	248	saudi	saudi	PROPN
ger-67	302	249	arabia	arabia	PROPN
ger-67	302	250	*	*	PROPN
ger-67	302	251	394	394	NUM
ger-67	302	252	562	562	NUM
ger-67	302	253	43	43	NUM
ger-67	302	254	436	436	NUM
ger-67	302	255	557	557	NUM
ger-67	302	256	28	28	NUM
ger-67	302	257	singapore	singapore	PROPN
ger-67	302	258	611	611	NUM
ger-67	302	259	611	611	NUM
ger-67	302	260	0	0	NUM
ger-67	302	261	590	590	NUM
ger-67	302	262	590	590	NUM
ger-67	302	263	0	0	NUM
ger-67	303	1	slovenia	slovenia	NOUN
ger-67	303	2	505	505	NUM
ger-67	303	3	547	547	NUM
ger-67	303	4	8	8	NUM
ger-67	303	5	543	543	NUM
ger-67	303	6	547	547	NUM
ger-67	303	7	1	1	NUM
ger-67	303	8	sweden	sweden	NOUN
ger-67	303	9	484	484	NUM
ger-67	303	10	512	512	NUM
ger-67	303	11	6	6	NUM
ger-67	303	12	509	509	NUM
ger-67	303	13	534	534	NUM
ger-67	303	14	5	5	NUM
ger-67	303	15	syria	syria	PROPN
ger-67	303	16	*	*	PROPN
ger-67	303	17	380	380	NUM
ger-67	303	18	611	611	NUM
ger-67	303	19	61	61	NUM
ger-67	303	20	426	426	NUM
ger-67	303	21	590	590	NUM
ger-67	303	22	38	38	NUM
ger-67	303	23	thailand	thailand	NOUN
ger-67	303	24	427	427	NUM
ger-67	303	25	427	427	NUM
ger-67	303	26	0	0	NUM
ger-67	303	27	451	451	NUM
ger-67	303	28	451	451	NUM
ger-67	303	29	0	0	NUM
ger-67	303	30	tunisia	tunisia	NOUN
ger-67	303	31	*	*	NOUN
ger-67	303	32	425	425	NUM
ger-67	303	33	599	599	NUM
ger-67	303	34	41	41	NUM
ger-67	303	35	439	439	NUM
ger-67	303	36	582	582	NUM
ger-67	303	37	33	33	NUM
ger-67	303	38	turkey	turkey	NOUN
ger-67	303	39	*	*	NUM
ger-67	303	40	452	452	NUM
ger-67	303	41	452	452	NUM
ger-67	303	42	0	0	NUM
ger-67	303	43	483	483	NUM
ger-67	303	44	483	483	NUM
ger-67	303	45	0	0	NUM
ger-67	303	46	ukraine	ukraine	NOUN
ger-67	303	47	479	479	NUM
ger-67	303	48	592	592	NUM
ger-67	303	49	24	24	NUM
ger-67	303	50	501	501	NUM
ger-67	303	51	577	577	NUM
ger-67	303	52	15	15	NUM
ger-67	303	53	uae	uae	PROPN
ger-67	303	54	*	*	PROPN
ger-67	303	55	456	456	NUM
ger-67	303	56	581	581	NUM
ger-67	303	57	27	27	NUM
ger-67	303	58	465	465	NUM
ger-67	303	59	570	570	NUM
ger-67	303	60	23	23	NUM
ger-67	303	61	united	united	ADJ
ger-67	303	62	states	states	PROPN
ger-67	303	63	509	509	NUM
ger-67	303	64	509	509	NUM
ger-67	303	65	0	0	NUM
ger-67	303	66	525	525	NUM
ger-67	303	67	525	525	NUM
ger-67	303	68	0	0	NUM
ger-67	303	69	west	west	PROPN
ger-67	303	70	bank	bank	PROPN
ger-67	303	71	&	&	CCONJ
ger-67	303	72	gaza	gaza	PROPN
ger-67	303	73	*	*	PROPN
ger-67	303	74	404	404	NUM
ger-67	303	75	611	611	NUM
ger-67	303	76	51	51	NUM
ger-67	303	77	420	420	NUM
ger-67	303	78	590	590	NUM
ger-67	303	79	40	40	NUM
ger-67	303	80	note	note	NOUN
ger-67	303	81	:	:	PUNCT
ger-67	303	82	*	*	PUNCT
ger-67	303	83	to	to	PART
ger-67	303	84	indicate	indicate	VERB
ger-67	303	85	the	the	DET
ger-67	303	86	oic	oic	PROPN
ger-67	303	87	countries	country	NOUN
ger-67	303	88	70	70	NUM
ger-67	303	89	global	global	ADJ
ger-67	303	90	education	education	NOUN
ger-67	303	91	review	review	NOUN
ger-67	303	92	1(4	1(4	NUM
ger-67	303	93	)	)	PUNCT
ger-67	303	94	in	in	ADP
ger-67	303	95	table	table	NOUN
ger-67	303	96	8	8	NUM
ger-67	303	97	,	,	PUNCT
ger-67	303	98	the	the	DET
ger-67	303	99	efficiency	efficiency	NOUN
ger-67	303	100	score	score	NOUN
ger-67	303	101	and	and	CCONJ
ger-67	303	102	ranking	ranking	NOUN
ger-67	303	103	of	of	ADP
ger-67	303	104	the	the	DET
ger-67	303	105	19	19	NUM
ger-67	303	106	high	high	ADJ
ger-67	303	107	-	-	PUNCT
ger-67	303	108	income	income	NOUN
ger-67	303	109	countries	country	NOUN
ger-67	303	110	are	be	AUX
ger-67	303	111	presented	present	VERB
ger-67	303	112	.	.	PUNCT
ger-67	304	1	based	base	VERB
ger-67	304	2	on	on	ADP
ger-67	304	3	vrs	vrs	ADJ
ger-67	304	4	efficiency	efficiency	NOUN
ger-67	304	5	,	,	PUNCT
ger-67	304	6	all	all	DET
ger-67	304	7	five	five	NUM
ger-67	304	8	oic	oic	PROPN
ger-67	304	9	countries	country	NOUN
ger-67	304	10	that	that	PRON
ger-67	304	11	fall	fall	VERB
ger-67	304	12	under	under	ADP
ger-67	304	13	the	the	DET
ger-67	304	14	high	high	ADJ
ger-67	304	15	-	-	PUNCT
ger-67	304	16	income	income	NOUN
ger-67	304	17	category	category	NOUN
ger-67	304	18	are	be	AUX
ger-67	304	19	at	at	ADP
ger-67	304	20	the	the	DET
ger-67	304	21	lowest	low	ADJ
ger-67	304	22	five	five	NUM
ger-67	304	23	positions	position	NOUN
ger-67	304	24	;	;	PUNCT
ger-67	304	25	namely	namely	ADV
ger-67	304	26	,	,	PUNCT
ger-67	304	27	uae	uae	PROPN
ger-67	304	28	(	(	PUNCT
ger-67	304	29	82	82	NUM
ger-67	304	30	percent	percent	NOUN
ger-67	304	31	)	)	PUNCT
ger-67	304	32	,	,	PUNCT
ger-67	304	33	qatar	qatar	PROPN
ger-67	304	34	(	(	PUNCT
ger-67	304	35	79	79	NUM
ger-67	304	36	percent	percent	NOUN
ger-67	304	37	)	)	PUNCT
ger-67	304	38	,	,	PUNCT
ger-67	304	39	saudi	saudi	PROPN
ger-67	304	40	arabia	arabia	PROPN
ger-67	304	41	(	(	PUNCT
ger-67	304	42	78	78	NUM
ger-67	304	43	percent	percent	NOUN
ger-67	304	44	)	)	PUNCT
ger-67	304	45	,	,	PUNCT
ger-67	304	46	bahrain	bahrain	NOUN
ger-67	304	47	(	(	PUNCT
ger-67	304	48	77	77	NUM
ger-67	304	49	percent	percent	NOUN
ger-67	304	50	)	)	PUNCT
ger-67	304	51	,	,	PUNCT
ger-67	304	52	and	and	CCONJ
ger-67	304	53	oman	oman	NOUN
ger-67	304	54	(	(	PUNCT
ger-67	304	55	71	71	NUM
ger-67	304	56	percent	percent	NOUN
ger-67	304	57	)	)	PUNCT
ger-67	304	58	.	.	PUNCT
ger-67	305	1	as	as	SCONJ
ger-67	305	2	shown	show	VERB
ger-67	305	3	in	in	ADP
ger-67	305	4	table	table	NOUN
ger-67	305	5	8	8	NUM
ger-67	305	6	,	,	PUNCT
ger-67	305	7	norway	norway	PROPN
ger-67	305	8	,	,	PUNCT
ger-67	305	9	the	the	DET
ger-67	305	10	united	united	PROPN
ger-67	305	11	states	states	PROPN
ger-67	305	12	,	,	PUNCT
ger-67	305	13	singapore	singapore	PROPN
ger-67	305	14	,	,	PUNCT
ger-67	305	15	slovenia	slovenia	PROPN
ger-67	305	16	,	,	PUNCT
ger-67	305	17	finland	finland	PROPN
ger-67	305	18	,	,	PUNCT
ger-67	305	19	japan	japan	PROPN
ger-67	305	20	,	,	PUNCT
ger-67	305	21	and	and	CCONJ
ger-67	305	22	south	south	PROPN
ger-67	305	23	korea	korea	PROPN
ger-67	305	24	are	be	AUX
ger-67	305	25	the	the	DET
ger-67	305	26	most	most	ADV
ger-67	305	27	efficient	efficient	ADJ
ger-67	305	28	countries	country	NOUN
ger-67	305	29	under	under	ADP
ger-67	305	30	the	the	DET
ger-67	305	31	vrs	vrs	PROPN
ger-67	305	32	assumption	assumption	NOUN
ger-67	305	33	.	.	PUNCT
ger-67	306	1	these	these	DET
ger-67	306	2	countries	country	NOUN
ger-67	306	3	form	form	VERB
ger-67	306	4	the	the	DET
ger-67	306	5	vrs	vrs	ADJ
ger-67	306	6	frontier	frontier	NOUN
ger-67	306	7	against	against	ADP
ger-67	306	8	which	which	PRON
ger-67	306	9	the	the	DET
ger-67	306	10	performance	performance	NOUN
ger-67	306	11	of	of	ADP
ger-67	306	12	other	other	ADJ
ger-67	306	13	countries	country	NOUN
ger-67	306	14	is	be	AUX
ger-67	306	15	evaluated	evaluate	VERB
ger-67	306	16	;	;	PUNCT
ger-67	306	17	these	these	DET
ger-67	306	18	highly	highly	ADV
ger-67	306	19	technically	technically	ADV
ger-67	306	20	efficient	efficient	ADJ
ger-67	306	21	countries	country	NOUN
ger-67	306	22	also	also	ADV
ger-67	306	23	stand	stand	VERB
ger-67	306	24	as	as	ADP
ger-67	306	25	exemplars	exemplar	NOUN
ger-67	306	26	for	for	ADP
ger-67	306	27	the	the	DET
ger-67	306	28	oic	oic	PROPN
ger-67	306	29	countries	country	NOUN
ger-67	306	30	as	as	SCONJ
ger-67	306	31	they	they	PRON
ger-67	306	32	seek	seek	VERB
ger-67	306	33	to	to	PART
ger-67	306	34	improve	improve	VERB
ger-67	306	35	technical	technical	ADJ
ger-67	306	36	efficiency	efficiency	NOUN
ger-67	306	37	.	.	PUNCT
ger-67	307	1	table	table	NOUN
ger-67	307	2	7	7	NUM
ger-67	307	3	:	:	PUNCT
ger-67	307	4	summary	summary	NOUN
ger-67	307	5	statistics	statistic	NOUN
ger-67	307	6	of	of	ADP
ger-67	307	7	dea	dea	PROPN
ger-67	307	8	efficiency	efficiency	NOUN
ger-67	307	9	based	base	VERB
ger-67	307	10	on	on	ADP
ger-67	307	11	the	the	DET
ger-67	307	12	division	division	NOUN
ger-67	307	13	of	of	ADP
ger-67	307	14	the	the	DET
ger-67	307	15	dmus	dmus	NOUN
ger-67	307	16	into	into	ADP
ger-67	307	17	high	high	ADJ
ger-67	307	18	and	and	CCONJ
ger-67	307	19	middle	middle	ADJ
ger-67	307	20	-	-	PUNCT
ger-67	307	21	income	income	NOUN
ger-67	307	22	countries	country	NOUN
ger-67	307	23	statistics	statistic	VERB
ger-67	307	24	19	19	NUM
ger-67	307	25	high	high	ADJ
ger-67	307	26	-	-	PUNCT
ger-67	307	27	income	income	NOUN
ger-67	307	28	countries	country	NOUN
ger-67	307	29	21	21	NUM
ger-67	307	30	middle	middle	ADJ
ger-67	307	31	-	-	PUNCT
ger-67	307	32	income	income	NOUN
ger-67	307	33	countries	country	NOUN
ger-67	307	34	crs	crs	PROPN
ger-67	307	35	vrs	vrs	PROPN
ger-67	307	36	scale	scale	PROPN
ger-67	307	37	crs	crs	PROPN
ger-67	307	38	vrs	vrs	PROPN
ger-67	307	39	scale	scale	NOUN
ger-67	307	40	average	average	NOUN
ger-67	307	41	0.75	0.75	NUM
ger-67	307	42	0.92	0.92	NUM
ger-67	307	43	0.81	0.81	NUM
ger-67	307	44	0.77	0.77	NUM
ger-67	307	45	0.87	0.87	NUM
ger-67	307	46	0.88	0.88	NUM
ger-67	307	47	std	std	NOUN
ger-67	307	48	dev	dev	NOUN
ger-67	307	49	0.17	0.17	NUM
ger-67	307	50	0.10	0.10	NUM
ger-67	307	51	0.12	0.12	NUM
ger-67	307	52	0.18	0.18	NUM
ger-67	307	53	0.11	0.11	NUM
ger-67	307	54	0.12	0.12	NUM
ger-67	307	55	min	min	NOUN
ger-67	307	56	0.45	0.45	NUM
ger-67	307	57	0.71	0.71	NUM
ger-67	307	58	0.59	0.59	NUM
ger-67	307	59	0.49	0.49	NUM
ger-67	307	60	0.61	0.61	NUM
ger-67	307	61	0.63	0.63	NUM
ger-67	307	62	max	max	NOUN
ger-67	307	63	1	1	NUM
ger-67	307	64	1	1	NUM
ger-67	307	65	1	1	NUM
ger-67	307	66	1	1	NUM
ger-67	307	67	1	1	NUM
ger-67	307	68	1	1	NUM
ger-67	307	69	table	table	NOUN
ger-67	307	70	8	8	NUM
ger-67	307	71	:	:	PUNCT
ger-67	307	72	efficiency	efficiency	NOUN
ger-67	307	73	scores	score	NOUN
ger-67	307	74	and	and	CCONJ
ger-67	307	75	rankings	ranking	NOUN
ger-67	307	76	of	of	ADP
ger-67	307	77	19	19	NUM
ger-67	307	78	high	high	ADJ
ger-67	307	79	-	-	PUNCT
ger-67	307	80	income	income	NOUN
ger-67	307	81	countries	country	NOUN
ger-67	307	82	countries	country	NOUN
ger-67	307	83	crs	crs	PROPN
ger-67	307	84	vrs	vrs	PROPN
ger-67	307	85	scale	scale	NOUN
ger-67	307	86	returns	return	NOUN
ger-67	307	87	to	to	PART
ger-67	307	88	scale	scale	VERB
ger-67	307	89	vrs	vrs	PROPN
ger-67	307	90	rank	rank	PROPN
ger-67	307	91	crs	crs	PROPN
ger-67	307	92	rank	rank	PROPN
ger-67	307	93	norway	norway	PROPN
ger-67	307	94	1	1	NUM
ger-67	307	95	1	1	NUM
ger-67	307	96	1	1	NUM
ger-67	307	97	crs	crs	NOUN
ger-67	307	98	1	1	NUM
ger-67	307	99	1	1	NUM
ger-67	307	100	united	united	ADJ
ger-67	307	101	states	state	NOUN
ger-67	307	102	1	1	NUM
ger-67	307	103	1	1	NUM
ger-67	307	104	1	1	NUM
ger-67	307	105	crs	crs	NOUN
ger-67	307	106	2	2	NUM
ger-67	307	107	2	2	NUM
ger-67	307	108	singapore	singapore	NOUN
ger-67	307	109	0.977	0.977	NUM
ger-67	307	110	1	1	NUM
ger-67	307	111	0.977	0.977	NUM
ger-67	307	112	drs	drs	PROPN
ger-67	307	113	3	3	NUM
ger-67	307	114	3	3	NUM
ger-67	307	115	slovenia	slovenia	NOUN
ger-67	307	116	0.903	0.903	NUM
ger-67	307	117	1	1	NUM
ger-67	307	118	0.903	0.903	NUM
ger-67	307	119	drs	drs	ADJ
ger-67	307	120	4	4	NUM
ger-67	307	121	5	5	NUM
ger-67	307	122	finland	finland	NOUN
ger-67	307	123	0.852	0.852	NUM
ger-67	307	124	1	1	NUM
ger-67	307	125	0.852	0.852	NUM
ger-67	307	126	drs	drs	NOUN
ger-67	307	127	5	5	NUM
ger-67	307	128	6	6	NUM
ger-67	307	129	japan	japan	PROPN
ger-67	307	130	0.759	0.759	NUM
ger-67	307	131	1	1	NUM
ger-67	307	132	0.759	0.759	NUM
ger-67	307	133	drs	drs	ADJ
ger-67	307	134	6	6	NUM
ger-67	307	135	10	10	NUM
ger-67	307	136	south	south	PROPN
ger-67	307	137	korea	korea	PROPN
ger-67	307	138	0.699	0.699	NUM
ger-67	307	139	1	1	NUM
ger-67	307	140	0.699	0.699	NUM
ger-67	307	141	drs	drs	PROPN
ger-67	307	142	7	7	NUM
ger-67	307	143	11	11	NUM
ger-67	307	144	israel	israel	PROPN
ger-67	307	145	0.915	0.915	NUM
ger-67	307	146	0.995	0.995	NUM
ger-67	307	147	0.919	0.919	NUM
ger-67	307	148	drs	drs	ADJ
ger-67	307	149	8	8	NUM
ger-67	307	150	4	4	NUM
ger-67	307	151	hong	hong	PROPN
ger-67	307	152	kong	kong	PROPN
ger-67	307	153	0.632	0.632	NUM
ger-67	307	154	0.956	0.956	NUM
ger-67	307	155	0.661	0.661	NUM
ger-67	307	156	drs	dr	NOUN
ger-67	307	157	9	9	NUM
ger-67	307	158	15	15	NUM
ger-67	307	159	sweden	sweden	NOUN
ger-67	307	160	0.835	0.835	NUM
ger-67	307	161	0.953	0.953	NUM
ger-67	307	162	0.876	0.876	NUM
ger-67	307	163	drs	drs	NOUN
ger-67	307	164	10	10	NUM
ger-67	307	165	7	7	NUM
ger-67	307	166	hungary	hungary	NOUN
ger-67	307	167	0.781	0.781	NUM
ger-67	307	168	0.952	0.952	NUM
ger-67	307	169	0.821	0.821	NUM
ger-67	307	170	drs	drs	ADJ
ger-67	307	171	11	11	NUM
ger-67	307	172	8	8	NUM
ger-67	307	173	italy	italy	PROPN
ger-67	307	174	0.76	0.76	NUM
ger-67	307	175	0.931	0.931	NUM
ger-67	307	176	0.817	0.817	NUM
ger-67	307	177	drs	dr	NOUN
ger-67	307	178	12	12	NUM
ger-67	307	179	9	9	NUM
ger-67	307	180	australia	australia	NOUN
ger-67	307	181	0.668	0.668	NUM
ger-67	307	182	0.914	0.914	NUM
ger-67	307	183	0.731	0.731	NUM
ger-67	307	184	drs	drs	PROPN
ger-67	307	185	13	13	NUM
ger-67	307	186	13	13	NUM
ger-67	307	187	new	new	PROPN
ger-67	307	188	zealand	zealand	PROPN
ger-67	307	189	0.649	0.649	NUM
ger-67	307	190	0.873	0.873	NUM
ger-67	307	191	0.743	0.743	NUM
ger-67	307	192	drs	dr	NOUN
ger-67	307	193	14	14	NUM
ger-67	307	194	14	14	NUM
ger-67	307	195	uae	uae	PROPN
ger-67	307	196	*	*	PROPN
ger-67	307	197	0.597	0.597	NUM
ger-67	307	198	0.817	0.817	NUM
ger-67	307	199	0.731	0.731	NUM
ger-67	307	200	drs	drs	PROPN
ger-67	307	201	15	15	NUM
ger-67	307	202	17	17	NUM
ger-67	307	203	qatar	qatar	NOUN
ger-67	307	204	*	*	NOUN
ger-67	307	205	0.686	0.686	NUM
ger-67	307	206	0.788	0.788	NUM
ger-67	307	207	0.871	0.871	NUM
ger-67	307	208	drs	drs	NOUN
ger-67	307	209	16	16	NUM
ger-67	307	210	12	12	NUM
ger-67	307	211	saudi	saudi	PROPN
ger-67	307	212	arabia	arabia	PROPN
ger-67	307	213	*	*	PROPN
ger-67	307	214	0.632	0.632	NUM
ger-67	307	215	0.783	0.783	NUM
ger-67	307	216	0.807	0.807	NUM
ger-67	307	217	drs	drs	ADJ
ger-67	307	218	17	17	NUM
ger-67	307	219	16	16	NUM
ger-67	307	220	bahrain	bahrain	NOUN
ger-67	307	221	*	*	NOUN
ger-67	307	222	0.453	0.453	NUM
ger-67	307	223	0.766	0.766	NUM
ger-67	307	224	0.591	0.591	NUM
ger-67	307	225	drs	drs	ADJ
ger-67	307	226	18	18	NUM
ger-67	307	227	18	18	NUM
ger-67	307	228	oman	oman	NOUN
ger-67	307	229	*	*	NOUN
ger-67	307	230	0.452	0.452	NUM
ger-67	307	231	0.712	0.712	NUM
ger-67	307	232	0.635	0.635	NUM
ger-67	307	233	drs	drs	NOUN
ger-67	307	234	19	19	NUM
ger-67	307	235	19	19	NUM
ger-67	307	236	note	note	NOUN
ger-67	307	237	:	:	PUNCT
ger-67	307	238	*	*	PUNCT
ger-67	307	239	to	to	PART
ger-67	307	240	indicate	indicate	VERB
ger-67	307	241	the	the	DET
ger-67	307	242	oic	oic	PROPN
ger-67	307	243	countries	country	NOUN
ger-67	307	244	;	;	PUNCT
ger-67	307	245	crs	crs	PROPN
ger-67	307	246	denotes	denote	NOUN
ger-67	307	247	constant	constant	ADJ
ger-67	307	248	returns	return	NOUN
ger-67	307	249	to	to	PART
ger-67	307	250	scale	scale	VERB
ger-67	307	251	;	;	PUNCT
ger-67	307	252	irs	irs	PROPN
ger-67	307	253	denotes	denote	VERB
ger-67	307	254	increasing	increase	VERB
ger-67	307	255	returns	return	NOUN
ger-67	307	256	to	to	PART
ger-67	307	257	scale	scale	VERB
ger-67	307	258	and	and	CCONJ
ger-67	307	259	drs	drs	ADJ
ger-67	307	260	denotes	denote	NOUN
ger-67	307	261	decreasing	decrease	VERB
ger-67	307	262	returns	return	NOUN
ger-67	307	263	to	to	PART
ger-67	307	264	scale	scale	VERB
ger-67	307	265	.	.	PUNCT
ger-67	308	1	efficiency	efficiency	NOUN
ger-67	308	2	of	of	ADP
ger-67	308	3	oic	oic	PROPN
ger-67	308	4	secondary	secondary	ADJ
ger-67	308	5	education	education	NOUN
ger-67	308	6	71	71	NUM
ger-67	308	7	in	in	ADP
ger-67	308	8	table	table	NOUN
ger-67	308	9	9	9	NUM
ger-67	308	10	,	,	PUNCT
ger-67	308	11	the	the	DET
ger-67	308	12	efficiency	efficiency	NOUN
ger-67	308	13	scores	score	NOUN
ger-67	308	14	of	of	ADP
ger-67	308	15	the	the	DET
ger-67	308	16	21	21	NUM
ger-67	308	17	middle	middle	ADJ
ger-67	308	18	-	-	PUNCT
ger-67	308	19	income	income	NOUN
ger-67	308	20	countries	country	NOUN
ger-67	308	21	,	,	PUNCT
ger-67	308	22	together	together	ADV
ger-67	308	23	with	with	ADP
ger-67	308	24	their	their	PRON
ger-67	308	25	rankings	ranking	NOUN
ger-67	308	26	,	,	PUNCT
ger-67	308	27	are	be	AUX
ger-67	308	28	shown	show	VERB
ger-67	308	29	.	.	PUNCT
ger-67	309	1	ghana	ghana	PROPN
ger-67	309	2	once	once	ADV
ger-67	309	3	again	again	ADV
ger-67	309	4	has	have	VERB
ger-67	309	5	the	the	DET
ger-67	309	6	lowest	low	ADJ
ger-67	309	7	crs	crs	NOUN
ger-67	309	8	and	and	CCONJ
ger-67	309	9	vrs	vrs	ADJ
ger-67	309	10	efficiency	efficiency	NOUN
ger-67	309	11	scores	score	NOUN
ger-67	309	12	,	,	PUNCT
ger-67	309	13	and	and	CCONJ
ger-67	309	14	thus	thus	ADV
ger-67	309	15	is	be	AUX
ger-67	309	16	positioned	position	VERB
ger-67	309	17	last	last	ADJ
ger-67	309	18	(	(	PUNCT
ger-67	309	19	21st	21st	NOUN
ger-67	309	20	)	)	PUNCT
ger-67	309	21	.	.	PUNCT
ger-67	310	1	six	six	NUM
ger-67	310	2	countries	country	NOUN
ger-67	310	3	are	be	AUX
ger-67	310	4	technically	technically	ADV
ger-67	310	5	efficient	efficient	ADJ
ger-67	310	6	under	under	ADP
ger-67	310	7	the	the	DET
ger-67	310	8	vrs	vrs	PROPN
ger-67	310	9	assumption	assumption	NOUN
ger-67	310	10	:	:	PUNCT
ger-67	310	11	armenia	armenia	PROPN
ger-67	310	12	,	,	PUNCT
ger-67	310	13	russia	russia	PROPN
ger-67	310	14	,	,	PUNCT
ger-67	310	15	thailand	thailand	PROPN
ger-67	310	16	,	,	PUNCT
ger-67	310	17	turkey	turkey	PROPN
ger-67	310	18	,	,	PUNCT
ger-67	310	19	lebanon	lebanon	PROPN
ger-67	310	20	,	,	PUNCT
ger-67	310	21	and	and	CCONJ
ger-67	310	22	georgia	georgia	PROPN
ger-67	310	23	.	.	PUNCT
ger-67	311	1	of	of	ADP
ger-67	311	2	the	the	DET
ger-67	311	3	six	six	NUM
ger-67	311	4	efficient	efficient	ADJ
ger-67	311	5	countries	country	NOUN
ger-67	311	6	,	,	PUNCT
ger-67	311	7	russia	russia	PROPN
ger-67	311	8	has	have	VERB
ger-67	311	9	the	the	DET
ger-67	311	10	highest	high	ADJ
ger-67	311	11	peer	peer	NOUN
ger-67	311	12	count	count	NOUN
ger-67	311	13	(	(	PUNCT
ger-67	311	14	15	15	NUM
ger-67	311	15	counts	count	NOUN
ger-67	311	16	)	)	PUNCT
ger-67	311	17	,	,	PUNCT
ger-67	311	18	followed	follow	VERB
ger-67	311	19	by	by	ADP
ger-67	311	20	turkey	turkey	NOUN
ger-67	311	21	(	(	PUNCT
ger-67	311	22	three	three	NUM
ger-67	311	23	counts	count	NOUN
ger-67	311	24	)	)	PUNCT
ger-67	311	25	and	and	CCONJ
ger-67	311	26	thailand	thailand	PROPN
ger-67	311	27	(	(	PUNCT
ger-67	311	28	one	one	NUM
ger-67	311	29	count	count	NOUN
ger-67	311	30	)	)	PUNCT
ger-67	311	31	.	.	PUNCT
ger-67	312	1	these	these	DET
ger-67	312	2	three	three	NUM
ger-67	312	3	countries	country	NOUN
ger-67	312	4	are	be	AUX
ger-67	312	5	the	the	DET
ger-67	312	6	superior	superior	ADJ
ger-67	312	7	peers	peer	NOUN
ger-67	312	8	,	,	PUNCT
ger-67	312	9	and	and	CCONJ
ger-67	312	10	the	the	DET
ger-67	312	11	inefficient	inefficient	ADJ
ger-67	312	12	countries	country	NOUN
ger-67	312	13	may	may	AUX
ger-67	312	14	learn	learn	VERB
ger-67	312	15	from	from	ADP
ger-67	312	16	them	they	PRON
ger-67	312	17	.	.	PUNCT
ger-67	313	1	although	although	SCONJ
ger-67	313	2	armenia	armenia	PROPN
ger-67	313	3	,	,	PUNCT
ger-67	313	4	lebanon	lebanon	PROPN
ger-67	313	5	,	,	PUNCT
ger-67	313	6	and	and	CCONJ
ger-67	313	7	georgia	georgia	PROPN
ger-67	313	8	form	form	VERB
ger-67	313	9	the	the	DET
ger-67	313	10	vrs	vrs	PROPN
ger-67	313	11	frontier	frontier	NOUN
ger-67	313	12	,	,	PUNCT
ger-67	313	13	these	these	DET
ger-67	313	14	countries	country	NOUN
ger-67	313	15	do	do	AUX
ger-67	313	16	not	not	PART
ger-67	313	17	stand	stand	VERB
ger-67	313	18	as	as	ADP
ger-67	313	19	exemplars	exemplar	NOUN
ger-67	313	20	to	to	ADP
ger-67	313	21	any	any	PRON
ger-67	313	22	of	of	ADP
ger-67	313	23	the	the	DET
ger-67	313	24	inefficient	inefficient	ADJ
ger-67	313	25	countries	country	NOUN
ger-67	313	26	,	,	PUNCT
ger-67	313	27	making	make	VERB
ger-67	313	28	them	they	PRON
ger-67	313	29	inferior	inferior	ADJ
ger-67	313	30	peers	peer	NOUN
ger-67	313	31	.	.	PUNCT
ger-67	314	1	although	although	SCONJ
ger-67	314	2	they	they	PRON
ger-67	314	3	form	form	VERB
ger-67	314	4	parts	part	NOUN
ger-67	314	5	of	of	ADP
ger-67	314	6	the	the	DET
ger-67	314	7	frontier	frontier	NOUN
ger-67	314	8	,	,	PUNCT
ger-67	314	9	their	their	PRON
ger-67	314	10	exclusion	exclusion	NOUN
ger-67	314	11	from	from	ADP
ger-67	314	12	the	the	DET
ger-67	314	13	sample	sample	NOUN
ger-67	314	14	will	will	AUX
ger-67	314	15	not	not	PART
ger-67	314	16	affect	affect	VERB
ger-67	314	17	the	the	DET
ger-67	314	18	efficiency	efficiency	NOUN
ger-67	314	19	scores	score	NOUN
ger-67	314	20	of	of	ADP
ger-67	314	21	the	the	DET
ger-67	314	22	other	other	ADJ
ger-67	314	23	countries	country	NOUN
ger-67	314	24	.	.	PUNCT
ger-67	315	1	from	from	ADP
ger-67	315	2	the	the	DET
ger-67	315	3	estimated	estimate	VERB
ger-67	315	4	vrs	vrs	PROPN
ger-67	315	5	technical	technical	ADJ
ger-67	315	6	efficiency	efficiency	NOUN
ger-67	315	7	,	,	PUNCT
ger-67	315	8	turkey	turkey	PROPN
ger-67	315	9	and	and	CCONJ
ger-67	315	10	lebanon	lebanon	PROPN
ger-67	315	11	are	be	AUX
ger-67	315	12	the	the	DET
ger-67	315	13	only	only	ADJ
ger-67	315	14	oic	oic	PROPN
ger-67	315	15	countries	country	NOUN
ger-67	315	16	with	with	ADP
ger-67	315	17	maximum	maximum	ADJ
ger-67	315	18	efficiency	efficiency	NOUN
ger-67	315	19	scores	score	NOUN
ger-67	315	20	.	.	PUNCT
ger-67	316	1	kazakhstan	kazakhstan	PROPN
ger-67	316	2	scored	score	VERB
ger-67	316	3	90	90	NUM
ger-67	316	4	percent	percent	NOUN
ger-67	316	5	,	,	PUNCT
ger-67	316	6	iran	iran	PROPN
ger-67	316	7	88	88	NUM
ger-67	316	8	percent	percent	NOUN
ger-67	316	9	,	,	PUNCT
ger-67	316	10	jordan	jordan	PROPN
ger-67	316	11	83	83	NUM
ger-67	316	12	percent	percent	NOUN
ger-67	316	13	,	,	PUNCT
ger-67	316	14	malaysia	malaysia	PROPN
ger-67	316	15	82	82	NUM
ger-67	316	16	percent	percent	NOUN
ger-67	316	17	,	,	PUNCT
ger-67	316	18	tunisia	tunisia	NOUN
ger-67	316	19	81	81	NUM
ger-67	316	20	percent	percent	NOUN
ger-67	316	21	,	,	PUNCT
ger-67	316	22	indonesia	indonesia	PROPN
ger-67	316	23	79	79	NUM
ger-67	316	24	percent	percent	NOUN
ger-67	316	25	,	,	PUNCT
ger-67	316	26	syria	syria	PROPN
ger-67	316	27	79	79	NUM
ger-67	316	28	percent	percent	NOUN
ger-67	316	29	,	,	PUNCT
ger-67	316	30	west	west	PROPN
ger-67	316	31	bank	bank	PROPN
ger-67	316	32	and	and	CCONJ
ger-67	316	33	gaza	gaza	PROPN
ger-67	316	34	78	78	NUM
ger-67	316	35	percent	percent	NOUN
ger-67	316	36	,	,	PUNCT
ger-67	316	37	and	and	CCONJ
ger-67	316	38	morocco	morocco	PROPN
ger-67	316	39	69	69	NUM
ger-67	316	40	percent	percent	NOUN
ger-67	316	41	.	.	PUNCT
ger-67	317	1	these	these	DET
ger-67	317	2	inefficient	inefficient	ADJ
ger-67	317	3	oic	oic	PROPN
ger-67	317	4	countries	country	NOUN
ger-67	317	5	are	be	AUX
ger-67	317	6	also	also	ADV
ger-67	317	7	found	find	VERB
ger-67	317	8	to	to	PART
ger-67	317	9	be	be	AUX
ger-67	317	10	in	in	ADP
ger-67	317	11	the	the	DET
ger-67	317	12	state	state	NOUN
ger-67	317	13	of	of	ADP
ger-67	317	14	decreasing	decrease	VERB
ger-67	317	15	returns	return	NOUN
ger-67	317	16	to	to	PART
ger-67	317	17	scale	scale	VERB
ger-67	317	18	(	(	PUNCT
ger-67	317	19	drs	drs	PROPN
ger-67	317	20	)	)	PUNCT
ger-67	317	21	.	.	PUNCT
ger-67	318	1	in	in	ADP
ger-67	318	2	other	other	ADJ
ger-67	318	3	words	word	NOUN
ger-67	318	4	,	,	PUNCT
ger-67	318	5	a	a	DET
ger-67	318	6	proportional	proportional	ADJ
ger-67	318	7	change	change	NOUN
ger-67	318	8	in	in	ADP
ger-67	318	9	the	the	DET
ger-67	318	10	inputs	input	NOUN
ger-67	318	11	of	of	ADP
ger-67	318	12	education	education	NOUN
ger-67	318	13	results	result	NOUN
ger-67	318	14	in	in	ADP
ger-67	318	15	less	less	ADJ
ger-67	318	16	than	than	ADP
ger-67	318	17	a	a	DET
ger-67	318	18	proportional	proportional	ADJ
ger-67	318	19	change	change	NOUN
ger-67	318	20	in	in	ADP
ger-67	318	21	the	the	DET
ger-67	318	22	outputs	output	NOUN
ger-67	318	23	of	of	ADP
ger-67	318	24	education	education	NOUN
ger-67	318	25	.	.	PUNCT
ger-67	319	1	as	as	ADP
ger-67	319	2	an	an	DET
ger-67	319	3	expositional	expositional	ADJ
ger-67	319	4	purpose	purpose	NOUN
ger-67	319	5	,	,	PUNCT
ger-67	319	6	we	we	PRON
ger-67	319	7	now	now	ADV
ger-67	319	8	turn	turn	VERB
ger-67	319	9	to	to	ADP
ger-67	319	10	the	the	DET
ger-67	319	11	case	case	NOUN
ger-67	319	12	of	of	ADP
ger-67	319	13	indonesia	indonesia	PROPN
ger-67	319	14	.	.	PUNCT
ger-67	320	1	given	give	VERB
ger-67	320	2	its	its	PRON
ger-67	320	3	vrs	vrs	ADJ
ger-67	320	4	technical	technical	ADJ
ger-67	320	5	efficiency	efficiency	NOUN
ger-67	320	6	of	of	ADP
ger-67	320	7	79	79	NUM
ger-67	320	8	percent	percent	NOUN
ger-67	320	9	,	,	PUNCT
ger-67	320	10	indonesia	indonesia	PROPN
ger-67	320	11	needs	need	VERB
ger-67	320	12	to	to	PART
ger-67	320	13	improve	improve	VERB
ger-67	320	14	.	.	PUNCT
ger-67	321	1	for	for	ADP
ger-67	321	2	that	that	DET
ger-67	321	3	matter	matter	NOUN
ger-67	321	4	,	,	PUNCT
ger-67	321	5	the	the	DET
ger-67	321	6	country	country	NOUN
ger-67	321	7	may	may	AUX
ger-67	321	8	learn	learn	VERB
ger-67	321	9	from	from	ADP
ger-67	321	10	its	its	PRON
ger-67	321	11	peers	peer	NOUN
ger-67	321	12	;	;	PUNCT
ger-67	321	13	namely	namely	ADV
ger-67	321	14	,	,	PUNCT
ger-67	321	15	russia	russia	PROPN
ger-67	321	16	(	(	PUNCT
ger-67	321	17	peer	peer	NOUN
ger-67	321	18	weight	weight	NOUN
ger-67	321	19	=	=	PUNCT
ger-67	321	20	0.684	0.684	NUM
ger-67	321	21	)	)	PUNCT
ger-67	321	22	,	,	PUNCT
ger-67	321	23	thailand	thailand	PROPN
ger-67	321	24	(	(	PUNCT
ger-67	321	25	peer	peer	NOUN
ger-67	321	26	weight	weight	NOUN
ger-67	321	27	=	=	PUNCT
ger-67	321	28	0.218	0.218	NUM
ger-67	321	29	)	)	PUNCT
ger-67	321	30	,	,	PUNCT
ger-67	321	31	and	and	CCONJ
ger-67	321	32	turkey	turkey	NOUN
ger-67	321	33	(	(	PUNCT
ger-67	321	34	peer	peer	NOUN
ger-67	321	35	weight	weight	NOUN
ger-67	321	36	=	=	PUNCT
ger-67	321	37	0.098	0.098	NUM
ger-67	321	38	)	)	PUNCT
ger-67	321	39	.	.	PUNCT
ger-67	322	1	since	since	SCONJ
ger-67	322	2	russia	russia	PROPN
ger-67	322	3	’s	’s	PART
ger-67	322	4	peer	peer	NOUN
ger-67	322	5	weight	weight	NOUN
ger-67	322	6	is	be	AUX
ger-67	322	7	the	the	DET
ger-67	322	8	highest	high	ADJ
ger-67	322	9	,	,	PUNCT
ger-67	322	10	indonesia	indonesia	PROPN
ger-67	322	11	should	should	AUX
ger-67	322	12	learn	learn	VERB
ger-67	322	13	most	most	ADV
ger-67	322	14	from	from	ADP
ger-67	322	15	that	that	DET
ger-67	322	16	country	country	NOUN
ger-67	322	17	.	.	PUNCT
ger-67	323	1	had	have	AUX
ger-67	323	2	indonesia	indonesia	PROPN
ger-67	323	3	been	be	AUX
ger-67	323	4	technically	technically	ADV
ger-67	323	5	efficient	efficient	ADJ
ger-67	323	6	,	,	PUNCT
ger-67	323	7	given	give	VERB
ger-67	323	8	its	its	PRON
ger-67	323	9	level	level	NOUN
ger-67	323	10	of	of	ADP
ger-67	323	11	educational	educational	ADJ
ger-67	323	12	inputs	input	NOUN
ger-67	323	13	,	,	PUNCT
ger-67	323	14	the	the	DET
ger-67	323	15	country	country	NOUN
ger-67	323	16	should	should	AUX
ger-67	323	17	have	have	AUX
ger-67	323	18	scored	score	VERB
ger-67	323	19	506	506	NUM
ger-67	323	20	in	in	ADP
ger-67	323	21	mathematics	mathematic	NOUN
ger-67	323	22	and	and	CCONJ
ger-67	323	23	516	516	NUM
ger-67	323	24	in	in	ADP
ger-67	323	25	science	science	NOUN
ger-67	323	26	.	.	PUNCT
ger-67	324	1	those	those	PRON
ger-67	324	2	are	be	AUX
ger-67	324	3	the	the	DET
ger-67	324	4	projected	project	VERB
ger-67	324	5	outputs	output	NOUN
ger-67	324	6	for	for	ADP
ger-67	324	7	the	the	DET
ger-67	324	8	nation	nation	NOUN
ger-67	324	9	to	to	PART
ger-67	324	10	improve	improve	VERB
ger-67	324	11	its	its	PRON
ger-67	324	12	technical	technical	ADJ
ger-67	324	13	efficiency	efficiency	NOUN
ger-67	324	14	(	(	PUNCT
ger-67	324	15	refer	refer	VERB
ger-67	324	16	to	to	ADP
ger-67	324	17	table	table	NOUN
ger-67	324	18	10	10	NUM
ger-67	324	19	)	)	PUNCT
ger-67	324	20	.	.	PUNCT
ger-67	325	1	in	in	ADP
ger-67	325	2	table	table	NOUN
ger-67	325	3	10	10	NUM
ger-67	325	4	,	,	PUNCT
ger-67	325	5	the	the	DET
ger-67	325	6	projected	project	VERB
ger-67	325	7	outputs	output	NOUN
ger-67	325	8	for	for	ADP
ger-67	325	9	the	the	DET
ger-67	325	10	highand	highand	ADJ
ger-67	325	11	middle	middle	ADJ
ger-67	325	12	-	-	PUNCT
ger-67	325	13	income	income	NOUN
ger-67	325	14	countries	country	NOUN
ger-67	325	15	are	be	AUX
ger-67	325	16	presented	present	VERB
ger-67	325	17	.	.	PUNCT
ger-67	326	1	the	the	DET
ger-67	326	2	projected	project	VERB
ger-67	326	3	outputs	output	NOUN
ger-67	326	4	are	be	AUX
ger-67	326	5	obtained	obtain	VERB
ger-67	326	6	using	use	VERB
ger-67	326	7	equation	equation	NOUN
ger-67	326	8	(	(	PUNCT
ger-67	326	9	4	4	NUM
ger-67	326	10	)	)	PUNCT
ger-67	326	11	.	.	PUNCT
ger-67	327	1	the	the	DET
ger-67	327	2	projected	project	VERB
ger-67	327	3	outputs	output	NOUN
ger-67	327	4	in	in	ADP
ger-67	327	5	table	table	NOUN
ger-67	327	6	10	10	NUM
ger-67	327	7	are	be	AUX
ger-67	327	8	different	different	ADJ
ger-67	327	9	than	than	ADP
ger-67	327	10	those	those	PRON
ger-67	327	11	in	in	ADP
ger-67	327	12	table	table	NOUN
ger-67	327	13	6	6	NUM
ger-67	327	14	because	because	SCONJ
ger-67	327	15	the	the	DET
ger-67	327	16	figures	figure	NOUN
ger-67	327	17	in	in	ADP
ger-67	327	18	table	table	NOUN
ger-67	327	19	10	10	NUM
ger-67	327	20	are	be	AUX
ger-67	327	21	obtained	obtain	VERB
ger-67	327	22	after	after	ADP
ger-67	327	23	controlling	control	VERB
ger-67	327	24	for	for	ADP
ger-67	327	25	environmental	environmental	ADJ
ger-67	327	26	factors	factor	NOUN
ger-67	327	27	.	.	PUNCT
ger-67	328	1	72	72	NUM
ger-67	328	2	global	global	ADJ
ger-67	328	3	education	education	NOUN
ger-67	328	4	review	review	NOUN
ger-67	328	5	1(4	1(4	NUM
ger-67	328	6	)	)	PUNCT
ger-67	328	7	table	table	NOUN
ger-67	328	8	9	9	NUM
ger-67	328	9	:	:	PUNCT
ger-67	328	10	efficiency	efficiency	NOUN
ger-67	328	11	scores	score	NOUN
ger-67	328	12	and	and	CCONJ
ger-67	328	13	rankings	ranking	NOUN
ger-67	328	14	of	of	ADP
ger-67	328	15	the	the	DET
ger-67	328	16	middle	middle	ADJ
ger-67	328	17	-	-	PUNCT
ger-67	328	18	income	income	NOUN
ger-67	328	19	countries	country	NOUN
ger-67	328	20	countries	country	NOUN
ger-67	328	21	crs	crs	PROPN
ger-67	328	22	vrs	vrs	PROPN
ger-67	328	23	scale	scale	NOUN
ger-67	328	24	returns	return	NOUN
ger-67	328	25	to	to	PART
ger-67	328	26	scale	scale	VERB
ger-67	328	27	vrs	vrs	PROPN
ger-67	328	28	rank	rank	PROPN
ger-67	328	29	crs	crs	PROPN
ger-67	328	30	rank	rank	PROPN
ger-67	328	31	armenia	armenia	PROPN
ger-67	328	32	1	1	NUM
ger-67	328	33	1	1	NUM
ger-67	328	34	1	1	NUM
ger-67	328	35	crs	crs	NOUN
ger-67	328	36	1	1	NUM
ger-67	328	37	1	1	NUM
ger-67	328	38	russia	russia	NOUN
ger-67	328	39	1	1	NUM
ger-67	328	40	1	1	NUM
ger-67	328	41	1	1	NUM
ger-67	328	42	crs	crs	NOUN
ger-67	328	43	2	2	NUM
ger-67	328	44	2	2	NUM
ger-67	328	45	thailand	thailand	NOUN
ger-67	328	46	1	1	NUM
ger-67	328	47	1	1	NUM
ger-67	328	48	1	1	NUM
ger-67	328	49	crs	crs	NOUN
ger-67	328	50	3	3	NUM
ger-67	328	51	3	3	NUM
ger-67	328	52	turkey	turkey	NOUN
ger-67	328	53	*	*	SYM
ger-67	328	54	1	1	NUM
ger-67	328	55	1	1	NUM
ger-67	328	56	1	1	NUM
ger-67	328	57	crs	crs	NOUN
ger-67	328	58	4	4	NUM
ger-67	328	59	4	4	NUM
ger-67	328	60	lebanon	lebanon	PROPN
ger-67	328	61	*	*	NOUN
ger-67	328	62	0.983	0.983	NUM
ger-67	328	63	1	1	NUM
ger-67	328	64	0.983	0.983	NUM
ger-67	328	65	irs	irs	PROPN
ger-67	328	66	5	5	NUM
ger-67	328	67	5	5	NUM
ger-67	328	68	georgia	georgia	PROPN
ger-67	328	69	0.882	0.882	NUM
ger-67	328	70	1	1	NUM
ger-67	328	71	0.882	0.882	NUM
ger-67	328	72	irs	irs	PROPN
ger-67	328	73	6	6	NUM
ger-67	328	74	7	7	NUM
ger-67	328	75	lithuania	lithuania	NOUN
ger-67	328	76	0.903	0.903	NUM
ger-67	328	77	0.948	0.948	NUM
ger-67	328	78	0.952	0.952	NUM
ger-67	328	79	drs	drs	ADJ
ger-67	328	80	7	7	NUM
ger-67	328	81	6	6	NUM
ger-67	328	82	ukraine	ukraine	NOUN
ger-67	328	83	0.825	0.825	NUM
ger-67	328	84	0.924	0.924	NUM
ger-67	328	85	0.893	0.893	NUM
ger-67	328	86	drs	drs	ADJ
ger-67	328	87	8	8	NUM
ger-67	328	88	8	8	NUM
ger-67	328	89	chile	chile	NOUN
ger-67	328	90	0.821	0.821	NUM
ger-67	328	91	0.919	0.919	NUM
ger-67	328	92	0.893	0.893	NUM
ger-67	328	93	drs	drs	ADJ
ger-67	328	94	9	9	NUM
ger-67	328	95	10	10	NUM
ger-67	328	96	kazakhstan	kazakhstan	PROPN
ger-67	328	97	*	*	PROPN
ger-67	328	98	0.822	0.822	NUM
ger-67	328	99	0.904	0.904	NUM
ger-67	328	100	0.909	0.909	NUM
ger-67	328	101	drs	drs	ADJ
ger-67	328	102	10	10	NUM
ger-67	328	103	9	9	NUM
ger-67	328	104	iran	iran	NOUN
ger-67	328	105	*	*	PUNCT
ger-67	328	106	0.67	0.67	NUM
ger-67	328	107	0.875	0.875	NUM
ger-67	328	108	0.766	0.766	NUM
ger-67	328	109	drs	drs	ADJ
ger-67	328	110	11	11	NUM
ger-67	328	111	16	16	NUM
ger-67	328	112	romania	romania	PROPN
ger-67	328	113	0.817	0.817	NUM
ger-67	328	114	0.868	0.868	NUM
ger-67	328	115	0.941	0.941	NUM
ger-67	328	116	drs	drs	PROPN
ger-67	328	117	12	12	NUM
ger-67	328	118	11	11	NUM
ger-67	328	119	jordan	jordan	PROPN
ger-67	328	120	*	*	PROPN
ger-67	328	121	0.517	0.517	NUM
ger-67	328	122	0.828	0.828	NUM
ger-67	328	123	0.625	0.625	NUM
ger-67	328	124	drs	dr	NOUN
ger-67	328	125	13	13	NUM
ger-67	328	126	19	19	NUM
ger-67	328	127	malaysia	malaysia	NOUN
ger-67	328	128	*	*	PROPN
ger-67	328	129	0.671	0.671	NUM
ger-67	328	130	0.816	0.816	NUM
ger-67	328	131	0.822	0.822	NUM
ger-67	328	132	drs	drs	PROPN
ger-67	328	133	14	14	NUM
ger-67	328	134	15	15	NUM
ger-67	328	135	tunisia	tunisia	NOUN
ger-67	328	136	*	*	NOUN
ger-67	328	137	0.712	0.712	NUM
ger-67	328	138	0.81	0.81	NUM
ger-67	328	139	0.88	0.88	NUM
ger-67	328	140	drs	drs	PROPN
ger-67	328	141	15	15	NUM
ger-67	328	142	14	14	NUM
ger-67	328	143	macedonia	macedonia	NOUN
ger-67	328	144	0.724	0.724	NUM
ger-67	328	145	0.79	0.79	NUM
ger-67	328	146	0.916	0.916	NUM
ger-67	328	147	drs	drs	PROPN
ger-67	328	148	16	16	NUM
ger-67	328	149	13	13	NUM
ger-67	328	150	indonesia	indonesia	PROPN
ger-67	328	151	*	*	PROPN
ger-67	328	152	0.784	0.784	NUM
ger-67	328	153	0.786	0.786	NUM
ger-67	328	154	0.997	0.997	NUM
ger-67	328	155	drs	drs	PROPN
ger-67	328	156	17	17	NUM
ger-67	328	157	12	12	NUM
ger-67	328	158	syria	syria	PROPN
ger-67	328	159	*	*	PROPN
ger-67	328	160	0.495	0.495	NUM
ger-67	328	161	0.786	0.786	NUM
ger-67	328	162	0.63	0.63	NUM
ger-67	328	163	drs	drs	PROPN
ger-67	328	164	18	18	NUM
ger-67	328	165	20	20	NUM
ger-67	328	166	west	west	PROPN
ger-67	328	167	bank	bank	PROPN
ger-67	328	168	&	&	CCONJ
ger-67	328	169	gaza	gaza	PROPN
ger-67	328	170	*	*	PROPN
ger-67	328	171	0.577	0.577	NUM
ger-67	328	172	0.775	0.775	NUM
ger-67	328	173	0.744	0.744	NUM
ger-67	328	174	drs	drs	PROPN
ger-67	328	175	19	19	NUM
ger-67	328	176	17	17	NUM
ger-67	328	177	morocco	morocco	X
ger-67	328	178	*	*	PUNCT
ger-67	328	179	0.54	0.54	NUM
ger-67	328	180	0.694	0.694	NUM
ger-67	328	181	0.778	0.778	NUM
ger-67	328	182	drs	drs	PROPN
ger-67	328	183	20	20	NUM
ger-67	328	184	18	18	NUM
ger-67	328	185	ghana	ghana	PROPN
ger-67	328	186	0.493	0.493	NUM
ger-67	328	187	0.614	0.614	NUM
ger-67	328	188	0.804	0.804	NUM
ger-67	328	189	drs	drs	ADJ
ger-67	328	190	21	21	NUM
ger-67	328	191	21	21	NUM
ger-67	328	192	note	note	NOUN
ger-67	328	193	:	:	PUNCT
ger-67	328	194	*	*	PUNCT
ger-67	328	195	to	to	PART
ger-67	328	196	indicate	indicate	VERB
ger-67	328	197	the	the	DET
ger-67	328	198	oic	oic	PROPN
ger-67	328	199	countries	country	NOUN
ger-67	328	200	;	;	PUNCT
ger-67	328	201	crs	crs	PROPN
ger-67	328	202	denotes	denote	NOUN
ger-67	328	203	constant	constant	ADJ
ger-67	328	204	returns	return	NOUN
ger-67	328	205	to	to	PART
ger-67	328	206	scale	scale	VERB
ger-67	328	207	;	;	PUNCT
ger-67	328	208	irs	irs	PROPN
ger-67	328	209	denotes	denote	VERB
ger-67	328	210	increasing	increase	VERB
ger-67	328	211	returns	return	NOUN
ger-67	328	212	to	to	PART
ger-67	328	213	scale	scale	VERB
ger-67	328	214	and	and	CCONJ
ger-67	328	215	drs	drs	ADJ
ger-67	328	216	denotes	denote	NOUN
ger-67	328	217	decreasing	decrease	VERB
ger-67	328	218	returns	return	NOUN
ger-67	328	219	to	to	PART
ger-67	328	220	scale	scale	VERB
ger-67	328	221	.	.	PUNCT
ger-67	329	1	table	table	NOUN
ger-67	329	2	10	10	NUM
ger-67	329	3	:	:	PUNCT
ger-67	329	4	projected	project	VERB
ger-67	329	5	outputs	output	NOUN
ger-67	329	6	for	for	ADP
ger-67	329	7	high	high	ADJ
ger-67	329	8	-	-	PUNCT
ger-67	329	9	income	income	NOUN
ger-67	329	10	and	and	CCONJ
ger-67	329	11	middle	middle	ADJ
ger-67	329	12	-	-	PUNCT
ger-67	329	13	income	income	NOUN
ger-67	329	14	countries	country	NOUN
ger-67	329	15	high	high	ADJ
ger-67	329	16	-	-	PUNCT
ger-67	329	17	income	income	NOUN
ger-67	329	18	country	country	NOUN
ger-67	329	19	2011	2011	NUM
ger-67	329	20	mean	mean	PROPN
ger-67	329	21	math	math	NOUN
ger-67	329	22	for	for	ADP
ger-67	329	23	8	8	NUM
ger-67	329	24	grade	grade	NOUN
ger-67	329	25	projected	project	VERB
ger-67	329	26	math	math	NOUN
ger-67	329	27	score	score	NOUN
ger-67	329	28	%	%	NOUN
ger-67	329	29	difference	difference	NOUN
ger-67	329	30	2011	2011	NUM
ger-67	329	31	mean	mean	NOUN
ger-67	329	32	science	science	NOUN
ger-67	329	33	for	for	ADP
ger-67	329	34	8	8	NUM
ger-67	329	35	grade	grade	NOUN
ger-67	329	36	projected	project	VERB
ger-67	329	37	science	science	NOUN
ger-67	329	38	score	score	NOUN
ger-67	329	39	%	%	NOUN
ger-67	329	40	difference	difference	NOUN
ger-67	329	41	australia	australia	PROPN
ger-67	329	42	505	505	NUM
ger-67	329	43	555	555	NUM
ger-67	329	44	10	10	NUM
ger-67	329	45	519	519	NUM
ger-67	329	46	568	568	NUM
ger-67	329	47	9	9	NUM
ger-67	329	48	bahrain	bahrain	NOUN
ger-67	329	49	*	*	PUNCT
ger-67	329	50	409	409	NUM
ger-67	329	51	611	611	NUM
ger-67	329	52	49	49	NUM
ger-67	329	53	452	452	NUM
ger-67	329	54	590	590	NUM
ger-67	329	55	31	31	NUM
ger-67	329	56	finland	finland	NOUN
ger-67	329	57	514	514	NUM
ger-67	329	58	514	514	NUM
ger-67	329	59	0	0	NUM
ger-67	329	60	552	552	NUM
ger-67	329	61	552	552	NUM
ger-67	329	62	0	0	NUM
ger-67	330	1	hong	hong	PROPN
ger-67	330	2	kong	kong	PROPN
ger-67	330	3	586	586	NUM
ger-67	330	4	613	613	NUM
ger-67	330	5	5	5	NUM
ger-67	330	6	535	535	NUM
ger-67	330	7	560	560	NUM
ger-67	330	8	5	5	NUM
ger-67	330	9	hungary	hungary	NOUN
ger-67	330	10	505	505	NUM
ger-67	331	1	531	531	NUM
ger-67	331	2	5	5	NUM
ger-67	331	3	522	522	NUM
ger-67	331	4	549	549	NUM
ger-67	331	5	5	5	NUM
ger-67	331	6	israel	israel	PROPN
ger-67	331	7	516	516	NUM
ger-67	331	8	518	518	NUM
ger-67	331	9	0	0	NUM
ger-67	331	10	516	516	NUM
ger-67	331	11	524	524	NUM
ger-67	331	12	2	2	NUM
ger-67	331	13	italy	italy	PROPN
ger-67	331	14	498	498	NUM
ger-67	331	15	535	535	NUM
ger-67	331	16	7	7	NUM
ger-67	331	17	501	501	NUM
ger-67	331	18	538	538	NUM
ger-67	331	19	7	7	NUM
ger-67	331	20	efficiency	efficiency	NOUN
ger-67	331	21	of	of	ADP
ger-67	331	22	oic	oic	PROPN
ger-67	331	23	secondary	secondary	ADJ
ger-67	331	24	education	education	PROPN
ger-67	331	25	73	73	NUM
ger-67	331	26	japan	japan	PROPN
ger-67	331	27	570	570	NUM
ger-67	331	28	570	570	NUM
ger-67	331	29	0	0	NUM
ger-67	331	30	558	558	NUM
ger-67	331	31	558	558	NUM
ger-67	331	32	0	0	NUM
ger-67	331	33	south	south	PROPN
ger-67	331	34	korea	korea	PROPN
ger-67	331	35	613	613	NUM
ger-67	331	36	613	613	NUM
ger-67	331	37	0	0	NUM
ger-67	331	38	560	560	NUM
ger-67	331	39	560	560	NUM
ger-67	331	40	0	0	NUM
ger-67	331	41	new	new	PROPN
ger-67	331	42	zealand	zealand	PROPN
ger-67	331	43	488	488	NUM
ger-67	331	44	601	601	NUM
ger-67	331	45	23	23	NUM
ger-67	331	46	512	512	NUM
ger-67	331	47	586	586	NUM
ger-67	331	48	14	14	NUM
ger-67	331	49	norway	norway	NOUN
ger-67	331	50	475	475	NUM
ger-67	331	51	475	475	NUM
ger-67	331	52	0	0	NUM
ger-67	331	53	494	494	NUM
ger-67	331	54	494	494	NUM
ger-67	331	55	0	0	NUM
ger-67	331	56	oman	oman	NOUN
ger-67	331	57	*	*	NOUN
ger-67	331	58	366	366	NUM
ger-67	331	59	611	611	NUM
ger-67	331	60	67	67	NUM
ger-67	331	61	420	420	NUM
ger-67	331	62	590	590	NUM
ger-67	331	63	40	40	NUM
ger-67	331	64	qatar	qatar	NOUN
ger-67	331	65	*	*	NOUN
ger-67	331	66	410	410	NUM
ger-67	331	67	520	520	NUM
ger-67	331	68	27	27	NUM
ger-67	331	69	419	419	NUM
ger-67	331	70	531	531	NUM
ger-67	331	71	27	27	NUM
ger-67	331	72	saudi	saudi	PROPN
ger-67	331	73	arabia	arabia	PROPN
ger-67	331	74	*	*	NOUN
ger-67	331	75	394	394	NUM
ger-67	331	76	526	526	NUM
ger-67	331	77	34	34	NUM
ger-67	331	78	436	436	NUM
ger-67	331	79	557	557	NUM
ger-67	331	80	28	28	NUM
ger-67	331	81	singapore	singapore	PROPN
ger-67	331	82	611	611	NUM
ger-67	331	83	611	611	NUM
ger-67	331	84	0	0	NUM
ger-67	331	85	590	590	NUM
ger-67	331	86	590	590	NUM
ger-67	331	87	0	0	NUM
ger-67	331	88	slovenia	slovenia	NOUN
ger-67	331	89	505	505	NUM
ger-67	331	90	505	505	NUM
ger-67	331	91	0	0	NUM
ger-67	331	92	543	543	NUM
ger-67	331	93	543	543	NUM
ger-67	331	94	0	0	NUM
ger-67	331	95	sweden	sweden	NOUN
ger-67	331	96	484	484	NUM
ger-67	331	97	512	512	NUM
ger-67	331	98	6	6	NUM
ger-67	331	99	509	509	NUM
ger-67	331	100	534	534	NUM
ger-67	331	101	5	5	NUM
ger-67	331	102	uae	uae	PROPN
ger-67	331	103	*	*	PROPN
ger-67	331	104	456	456	NUM
ger-67	331	105	558	558	NUM
ger-67	331	106	22	22	NUM
ger-67	331	107	465	465	NUM
ger-67	331	108	569	569	NUM
ger-67	331	109	22	22	NUM
ger-67	331	110	united	united	PROPN
ger-67	331	111	states	states	PROPN
ger-67	331	112	509	509	NUM
ger-67	331	113	509	509	NUM
ger-67	331	114	0	0	NUM
ger-67	331	115	525	525	NUM
ger-67	331	116	525	525	NUM
ger-67	331	117	0	0	NUM
ger-67	331	118	middle	middle	ADJ
ger-67	331	119	-	-	PUNCT
ger-67	331	120	income	income	NOUN
ger-67	331	121	country	country	NOUN
ger-67	331	122	2011	2011	NUM
ger-67	331	123	mean	mean	PROPN
ger-67	331	124	math	math	NOUN
ger-67	331	125	for	for	ADP
ger-67	331	126	8	8	NUM
ger-67	331	127	grade	grade	NOUN
ger-67	331	128	projected	project	VERB
ger-67	331	129	math	math	NOUN
ger-67	331	130	score	score	NOUN
ger-67	331	131	%	%	NOUN
ger-67	331	132	difference	difference	NOUN
ger-67	331	133	2011	2011	NUM
ger-67	331	134	mean	mean	NOUN
ger-67	331	135	science	science	NOUN
ger-67	331	136	for	for	ADP
ger-67	331	137	8	8	NUM
ger-67	331	138	grade	grade	NOUN
ger-67	331	139	projected	project	VERB
ger-67	331	140	science	science	NOUN
ger-67	331	141	score	score	NOUN
ger-67	331	142	%	%	NOUN
ger-67	331	143	difference	difference	NOUN
ger-67	331	144	armenia	armenia	PROPN
ger-67	331	145	467	467	NUM
ger-67	331	146	467	467	NUM
ger-67	331	147	0	0	NUM
ger-67	331	148	437	437	NUM
ger-67	331	149	437	437	NUM
ger-67	331	150	0	0	NUM
ger-67	331	151	chile	chile	NOUN
ger-67	331	152	416	416	NUM
ger-67	331	153	479	479	NUM
ger-67	331	154	15	15	NUM
ger-67	331	155	461	461	NUM
ger-67	331	156	501	501	NUM
ger-67	331	157	9	9	NUM
ger-67	331	158	georgia	georgia	NOUN
ger-67	331	159	431	431	NUM
ger-67	331	160	431	431	NUM
ger-67	331	161	0	0	NUM
ger-67	331	162	420	420	NUM
ger-67	331	163	420	420	NUM
ger-67	331	164	0	0	NUM
ger-67	331	165	ghana	ghana	PROPN
ger-67	331	166	331	331	NUM
ger-67	331	167	539	539	NUM
ger-67	331	168	63	63	NUM
ger-67	331	169	306	306	NUM
ger-67	331	170	542	542	NUM
ger-67	331	171	77	77	NUM
ger-67	331	172	indonesia	indonesia	PROPN
ger-67	331	173	*	*	PROPN
ger-67	331	174	386	386	NUM
ger-67	331	175	506	506	NUM
ger-67	331	176	31	31	NUM
ger-67	331	177	406	406	NUM
ger-67	331	178	516	516	NUM
ger-67	331	179	27	27	NUM
ger-67	331	180	iran	iran	NOUN
ger-67	331	181	*	*	SYM
ger-67	331	182	415	415	NUM
ger-67	331	183	539	539	NUM
ger-67	331	184	30	30	NUM
ger-67	331	185	474	474	NUM
ger-67	331	186	542	542	NUM
ger-67	331	187	14	14	NUM
ger-67	331	188	jordan	jordan	PROPN
ger-67	331	189	*	*	PROPN
ger-67	331	190	406	406	NUM
ger-67	331	191	539	539	NUM
ger-67	331	192	33	33	NUM
ger-67	331	193	449	449	NUM
ger-67	331	194	542	542	NUM
ger-67	331	195	21	21	NUM
ger-67	331	196	kazakhstan	kazakhstan	PROPN
ger-67	331	197	*	*	PROPN
ger-67	331	198	487	487	NUM
ger-67	331	199	539	539	NUM
ger-67	331	200	11	11	NUM
ger-67	331	201	490	490	NUM
ger-67	331	202	542	542	NUM
ger-67	331	203	11	11	NUM
ger-67	331	204	lebanon	lebanon	PROPN
ger-67	331	205	*	*	PROPN
ger-67	331	206	449	449	NUM
ger-67	331	207	449	449	NUM
ger-67	331	208	0	0	NUM
ger-67	331	209	406	406	NUM
ger-67	331	210	406	406	NUM
ger-67	331	211	0	0	NUM
ger-67	331	212	lithuania	lithuania	NOUN
ger-67	331	213	502	502	NUM
ger-67	331	214	539	539	NUM
ger-67	331	215	7	7	NUM
ger-67	331	216	514	514	NUM
ger-67	331	217	542	542	NUM
ger-67	331	218	5	5	NUM
ger-67	331	219	macedonia	macedonia	NOUN
ger-67	331	220	426	426	NUM
ger-67	331	221	539	539	NUM
ger-67	331	222	27	27	NUM
ger-67	331	223	407	407	NUM
ger-67	331	224	542	542	NUM
ger-67	331	225	33	33	NUM
ger-67	331	226	malaysia	malaysia	NOUN
ger-67	331	227	*	*	PROPN
ger-67	331	228	440	440	NUM
ger-67	331	229	539	539	NUM
ger-67	331	230	23	23	NUM
ger-67	331	231	426	426	NUM
ger-67	331	232	542	542	NUM
ger-67	331	233	27	27	NUM
ger-67	331	234	morocco	morocco	PROPN
ger-67	331	235	*	*	PROPN
ger-67	331	236	371	371	NUM
ger-67	331	237	539	539	NUM
ger-67	331	238	45	45	NUM
ger-67	331	239	376	376	NUM
ger-67	331	240	542	542	NUM
ger-67	331	241	44	44	NUM
ger-67	331	242	romania	romania	NOUN
ger-67	331	243	458	458	NUM
ger-67	331	244	530	530	NUM
ger-67	331	245	16	16	NUM
ger-67	331	246	465	465	NUM
ger-67	331	247	536	536	NUM
ger-67	331	248	15	15	NUM
ger-67	331	249	russia	russia	PROPN
ger-67	331	250	539	539	NUM
ger-67	331	251	539	539	NUM
ger-67	331	252	0	0	NUM
ger-67	331	253	542	542	NUM
ger-67	331	254	542	542	NUM
ger-67	331	255	0	0	NUM
ger-67	331	256	syria	syria	PROPN
ger-67	331	257	*	*	PROPN
ger-67	331	258	380	380	NUM
ger-67	331	259	539	539	NUM
ger-67	331	260	42	42	NUM
ger-67	331	261	426	426	NUM
ger-67	331	262	542	542	NUM
ger-67	331	263	27	27	NUM
ger-67	331	264	thailand	thailand	NOUN
ger-67	331	265	427	427	NUM
ger-67	331	266	427	427	NUM
ger-67	331	267	0	0	NUM
ger-67	331	268	451	451	NUM
ger-67	331	269	451	451	NUM
ger-67	331	270	0	0	NUM
ger-67	331	271	tunisia	tunisia	NOUN
ger-67	331	272	*	*	NOUN
ger-67	331	273	425	425	NUM
ger-67	331	274	539	539	NUM
ger-67	331	275	27	27	NUM
ger-67	331	276	439	439	NUM
ger-67	331	277	542	542	NUM
ger-67	331	278	23	23	NUM
ger-67	331	279	turkey	turkey	NOUN
ger-67	331	280	*	*	PUNCT
ger-67	331	281	452	452	NUM
ger-67	331	282	452	452	NUM
ger-67	331	283	0	0	NUM
ger-67	331	284	483	483	NUM
ger-67	331	285	483	483	NUM
ger-67	331	286	0	0	NUM
ger-67	331	287	ukraine	ukraine	NOUN
ger-67	331	288	479	479	NUM
ger-67	331	289	539	539	NUM
ger-67	331	290	13	13	NUM
ger-67	331	291	501	501	NUM
ger-67	331	292	542	542	NUM
ger-67	331	293	8	8	NUM
ger-67	331	294	w.	w.	PROPN
ger-67	331	295	bank	bank	PROPN
ger-67	331	296	&	&	CCONJ
ger-67	331	297	gaza	gaza	PROPN
ger-67	331	298	*	*	PROPN
ger-67	331	299	404	404	NUM
ger-67	331	300	539	539	NUM
ger-67	331	301	33	33	NUM
ger-67	331	302	420	420	NUM
ger-67	331	303	542	542	NUM
ger-67	331	304	29	29	NUM
ger-67	331	305	note	note	NOUN
ger-67	331	306	:	:	PUNCT
ger-67	331	307	*	*	PUNCT
ger-67	331	308	to	to	PART
ger-67	331	309	indicate	indicate	VERB
ger-67	331	310	the	the	DET
ger-67	331	311	oic	oic	PROPN
ger-67	331	312	countries	country	NOUN
ger-67	331	313	74	74	NUM
ger-67	331	314	global	global	ADJ
ger-67	331	315	education	education	NOUN
ger-67	331	316	review	review	NOUN
ger-67	331	317	1(4	1(4	NUM
ger-67	331	318	)	)	PUNCT
ger-67	331	319	conclusion	conclusion	NOUN
ger-67	331	320	this	this	DET
ger-67	331	321	study	study	NOUN
ger-67	331	322	investigated	investigate	VERB
ger-67	331	323	the	the	DET
ger-67	331	324	level	level	NOUN
ger-67	331	325	of	of	ADP
ger-67	331	326	technical	technical	ADJ
ger-67	331	327	efficiency	efficiency	NOUN
ger-67	331	328	of	of	ADP
ger-67	331	329	secondary	secondary	ADJ
ger-67	331	330	education	education	NOUN
ger-67	331	331	in	in	ADP
ger-67	331	332	40	40	NUM
ger-67	331	333	countries	country	NOUN
ger-67	331	334	that	that	PRON
ger-67	331	335	participated	participate	VERB
ger-67	331	336	in	in	ADP
ger-67	331	337	timss	timss	NOUN
ger-67	331	338	2011	2011	NUM
ger-67	331	339	.	.	PUNCT
ger-67	332	1	central	central	ADJ
ger-67	332	2	to	to	ADP
ger-67	332	3	the	the	DET
ger-67	332	4	analysis	analysis	NOUN
ger-67	332	5	was	be	AUX
ger-67	332	6	the	the	DET
ger-67	332	7	assessment	assessment	NOUN
ger-67	332	8	of	of	ADP
ger-67	332	9	oic	oic	PROPN
ger-67	332	10	countries	country	NOUN
ger-67	332	11	’	'	PUNCT
ger-67	332	12	technical	technical	ADJ
ger-67	332	13	efficiency	efficiency	NOUN
ger-67	332	14	in	in	ADP
ger-67	332	15	utilizing	utilize	VERB
ger-67	332	16	the	the	DET
ger-67	332	17	allocated	allocate	VERB
ger-67	332	18	educational	educational	ADJ
ger-67	332	19	resources	resource	NOUN
ger-67	332	20	.	.	PUNCT
ger-67	333	1	the	the	DET
ger-67	333	2	technique	technique	NOUN
ger-67	333	3	employed	employ	VERB
ger-67	333	4	for	for	ADP
ger-67	333	5	the	the	DET
ger-67	333	6	analysis	analysis	NOUN
ger-67	333	7	was	be	AUX
ger-67	333	8	data	datum	NOUN
ger-67	333	9	envelopment	envelopment	ADJ
ger-67	333	10	analysis	analysis	NOUN
ger-67	333	11	(	(	PUNCT
ger-67	333	12	dea	dea	NOUN
ger-67	333	13	)	)	PUNCT
ger-67	333	14	.	.	PUNCT
ger-67	334	1	for	for	ADP
ger-67	334	2	the	the	DET
ger-67	334	3	dea	dea	PROPN
ger-67	334	4	analysis	analysis	NOUN
ger-67	334	5	,	,	PUNCT
ger-67	334	6	each	each	DET
ger-67	334	7	country	country	NOUN
ger-67	334	8	’s	’s	PART
ger-67	334	9	mean	mean	ADJ
ger-67	334	10	scores	score	NOUN
ger-67	334	11	in	in	ADP
ger-67	334	12	timss	timss	PROPN
ger-67	334	13	2011mathematics	2011mathematic	NOUN
ger-67	334	14	and	and	CCONJ
ger-67	334	15	science	science	NOUN
ger-67	334	16	were	be	AUX
ger-67	334	17	employed	employ	VERB
ger-67	334	18	as	as	ADP
ger-67	334	19	the	the	DET
ger-67	334	20	educational	educational	ADJ
ger-67	334	21	outputs	output	NOUN
ger-67	334	22	,	,	PUNCT
ger-67	334	23	while	while	SCONJ
ger-67	334	24	the	the	DET
ger-67	334	25	inputs	input	NOUN
ger-67	334	26	were	be	AUX
ger-67	334	27	represented	represent	VERB
ger-67	334	28	by	by	ADP
ger-67	334	29	the	the	DET
ger-67	334	30	percentage	percentage	NOUN
ger-67	334	31	distribution	distribution	NOUN
ger-67	334	32	of	of	ADP
ger-67	334	33	current	current	ADJ
ger-67	334	34	public	public	ADJ
ger-67	334	35	expenditure	expenditure	NOUN
ger-67	334	36	on	on	ADP
ger-67	334	37	lower	low	ADJ
ger-67	334	38	secondary	secondary	ADJ
ger-67	334	39	education	education	NOUN
ger-67	334	40	and	and	CCONJ
ger-67	334	41	secondary	secondary	ADJ
ger-67	334	42	school	school	NOUN
ger-67	334	43	student	student	NOUN
ger-67	334	44	-	-	PUNCT
ger-67	334	45	teacher	teacher	NOUN
ger-67	334	46	ratios	ratio	NOUN
ger-67	334	47	.	.	PUNCT
ger-67	335	1	from	from	ADP
ger-67	335	2	the	the	DET
ger-67	335	3	analysis	analysis	NOUN
ger-67	335	4	,	,	PUNCT
ger-67	335	5	the	the	DET
ger-67	335	6	oic	oic	PROPN
ger-67	335	7	countries	country	NOUN
ger-67	335	8	,	,	PUNCT
ger-67	335	9	in	in	ADP
ger-67	335	10	general	general	ADJ
ger-67	335	11	,	,	PUNCT
ger-67	335	12	were	be	AUX
ger-67	335	13	technically	technically	ADV
ger-67	335	14	inefficient	inefficient	ADJ
ger-67	335	15	in	in	ADP
ger-67	335	16	utilising	utilise	VERB
ger-67	335	17	their	their	PRON
ger-67	335	18	educational	educational	ADJ
ger-67	335	19	resources	resource	NOUN
ger-67	335	20	to	to	PART
ger-67	335	21	achieve	achieve	VERB
ger-67	335	22	better	well	ADJ
ger-67	335	23	timss	timss	PROPN
ger-67	335	24	results	result	NOUN
ger-67	335	25	in	in	ADP
ger-67	335	26	comparison	comparison	NOUN
ger-67	335	27	with	with	ADP
ger-67	335	28	the	the	DET
ger-67	335	29	non	non	ADJ
ger-67	335	30	-	-	ADJ
ger-67	335	31	oic	oic	ADJ
ger-67	335	32	countries	country	NOUN
ger-67	335	33	.	.	PUNCT
ger-67	336	1	although	although	SCONJ
ger-67	336	2	turkey	turkey	PROPN
ger-67	336	3	and	and	CCONJ
ger-67	336	4	lebanon	lebanon	PROPN
ger-67	336	5	managed	manage	VERB
ger-67	336	6	to	to	PART
ger-67	336	7	achieve	achieve	VERB
ger-67	336	8	100	100	NUM
ger-67	336	9	percent	percent	NOUN
ger-67	336	10	vrs	vrs	NOUN
ger-67	336	11	efficiency	efficiency	NOUN
ger-67	336	12	scores	score	NOUN
ger-67	336	13	(	(	PUNCT
ger-67	336	14	refer	refer	VERB
ger-67	336	15	to	to	ADP
ger-67	336	16	table	table	NOUN
ger-67	336	17	9	9	NUM
ger-67	336	18	)	)	PUNCT
ger-67	336	19	,	,	PUNCT
ger-67	336	20	they	they	PRON
ger-67	336	21	were	be	AUX
ger-67	336	22	still	still	ADV
ger-67	336	23	inferior	inferior	ADJ
ger-67	336	24	exemplars	exemplar	NOUN
ger-67	336	25	.	.	PUNCT
ger-67	337	1	had	have	AUX
ger-67	337	2	the	the	DET
ger-67	337	3	oic	oic	PROPN
ger-67	337	4	countries	country	NOUN
ger-67	337	5	been	be	AUX
ger-67	337	6	technically	technically	ADV
ger-67	337	7	efficient	efficient	ADJ
ger-67	337	8	,	,	PUNCT
ger-67	337	9	they	they	PRON
ger-67	337	10	would	would	AUX
ger-67	337	11	have	have	AUX
ger-67	337	12	achieved	achieve	VERB
ger-67	337	13	better	well	ADJ
ger-67	337	14	timss	timss	PROPN
ger-67	337	15	results	result	NOUN
ger-67	337	16	.	.	PUNCT
ger-67	338	1	to	to	PART
ger-67	338	2	improve	improve	VERB
ger-67	338	3	,	,	PUNCT
ger-67	338	4	the	the	DET
ger-67	338	5	oic	oic	PROPN
ger-67	338	6	countries	country	NOUN
ger-67	338	7	may	may	AUX
ger-67	338	8	learn	learn	VERB
ger-67	338	9	from	from	ADP
ger-67	338	10	their	their	PRON
ger-67	338	11	identified	identify	VERB
ger-67	338	12	superior	superior	ADJ
ger-67	338	13	peers	peer	NOUN
ger-67	338	14	.	.	PUNCT
ger-67	339	1	experience	experience	NOUN
ger-67	339	2	of	of	ADP
ger-67	339	3	the	the	DET
ger-67	339	4	superior	superior	ADJ
ger-67	339	5	peers	peer	NOUN
ger-67	339	6	in	in	ADP
ger-67	339	7	utilising	utilise	VERB
ger-67	339	8	their	their	PRON
ger-67	339	9	educational	educational	ADJ
ger-67	339	10	resources	resource	NOUN
ger-67	339	11	should	should	AUX
ger-67	339	12	be	be	AUX
ger-67	339	13	carefully	carefully	ADV
ger-67	339	14	studied	study	VERB
ger-67	339	15	,	,	PUNCT
ger-67	339	16	particularly	particularly	ADV
ger-67	339	17	in	in	SCONJ
ger-67	339	18	areas	area	NOUN
ger-67	339	19	to	to	PART
ger-67	339	20	better	well	ADV
ger-67	339	21	enhance	enhance	VERB
ger-67	339	22	teaching	teaching	NOUN
ger-67	339	23	and	and	CCONJ
ger-67	339	24	learning	learn	VERB
ger-67	339	25	processes	process	NOUN
ger-67	339	26	,	,	PUNCT
ger-67	339	27	to	to	PART
ger-67	339	28	provide	provide	VERB
ger-67	339	29	more	more	ADV
ger-67	339	30	effective	effective	ADJ
ger-67	339	31	educational	educational	ADJ
ger-67	339	32	technologies	technology	NOUN
ger-67	339	33	and	and	CCONJ
ger-67	339	34	to	to	PART
ger-67	339	35	adopt	adopt	VERB
ger-67	339	36	best	good	ADJ
ger-67	339	37	-	-	PUNCT
ger-67	339	38	practice	practice	NOUN
ger-67	339	39	education	education	NOUN
ger-67	339	40	management	management	NOUN
ger-67	339	41	system	system	NOUN
ger-67	339	42	.	.	PUNCT
ger-67	340	1	notes	note	VERB
ger-67	340	2	1	1	NUM
ger-67	340	3	.	.	PUNCT
ger-67	341	1	the	the	DET
ger-67	341	2	database	database	NOUN
ger-67	341	3	is	be	AUX
ger-67	341	4	retrievable	retrievable	ADJ
ger-67	341	5	for	for	ADP
ger-67	341	6	free	free	ADJ
ger-67	341	7	at	at	ADP
ger-67	341	8	http://databank.worldbank.org/ddp/hom	http://databank.worldbank.org/ddp/hom	ADJ
ger-67	341	9	e.do	e.do	PROPN
ger-67	341	10	2	2	NUM
ger-67	341	11	.	.	PUNCT
ger-67	341	12	input	input	NOUN
ger-67	341	13	data	datum	NOUN
ger-67	341	14	for	for	ADP
ger-67	341	15	the	the	DET
ger-67	341	16	oic	oic	PROPN
ger-67	341	17	countries	country	NOUN
ger-67	341	18	are	be	AUX
ger-67	341	19	obtained	obtain	VERB
ger-67	341	20	from	from	ADP
ger-67	341	21	sesric	sesric	ADJ
ger-67	341	22	database	database	NOUN
ger-67	341	23	at	at	ADP
ger-67	341	24	http://www.sesrtcic.org/baseindstep1.php	http://www.sesrtcic.org/baseindstep1.php	ADJ
ger-67	341	25	3	3	NUM
ger-67	341	26	.	.	X
ger-67	341	27	source	source	NOUN
ger-67	341	28	:	:	PUNCT
ger-67	341	29	http://www.centerforpubliceducatio	http://www.centerforpubliceducatio	NOUN
ger-67	341	30	n.org/libraries/documentlibrary/achievement-levels/descriptionof-timss-achievement-levels.html	n.org/libraries/documentlibrary/achievement-levels/descriptionof-timss-achievement-levels.html	NOUN
ger-67	341	31	4	4	NUM
ger-67	341	32	.	.	PUNCT
ger-67	342	1	these	these	DET
ger-67	342	2	data	datum	NOUN
ger-67	342	3	represent	represent	VERB
ger-67	342	4	a	a	DET
ger-67	342	5	direct	direct	ADJ
ger-67	342	6	allocation	allocation	NOUN
ger-67	342	7	to	to	PART
ger-67	342	8	lower	lower	VERB
ger-67	342	9	secondary	secondary	ADJ
ger-67	342	10	education	education	NOUN
ger-67	342	11	,	,	PUNCT
ger-67	342	12	where	where	SCONJ
ger-67	342	13	the	the	DET
ger-67	342	14	eighth	eighth	ADJ
ger-67	342	15	-	-	PUNCT
ger-67	342	16	grade	grade	NOUN
ger-67	342	17	students	student	NOUN
ger-67	342	18	fall	fall	VERB
ger-67	342	19	.	.	PUNCT
ger-67	343	1	although	although	SCONJ
ger-67	343	2	data	datum	NOUN
ger-67	343	3	such	such	ADJ
ger-67	343	4	as	as	ADP
ger-67	343	5	percentage	percentage	NOUN
ger-67	343	6	educational	educational	ADJ
ger-67	343	7	expenditure	expenditure	NOUN
ger-67	343	8	for	for	ADP
ger-67	343	9	secondary	secondary	ADJ
ger-67	343	10	schools	school	NOUN
ger-67	343	11	as	as	ADP
ger-67	343	12	a	a	DET
ger-67	343	13	percentage	percentage	NOUN
ger-67	343	14	of	of	ADP
ger-67	343	15	gdp	gdp	NOUN
ger-67	343	16	are	be	AUX
ger-67	343	17	available	available	ADJ
ger-67	343	18	,	,	PUNCT
ger-67	343	19	this	this	DET
ger-67	343	20	allocation	allocation	NOUN
ger-67	343	21	made	make	VERB
ger-67	343	22	covers	cover	VERB
ger-67	343	23	both	both	CCONJ
ger-67	343	24	the	the	DET
ger-67	343	25	lower	low	ADJ
ger-67	343	26	and	and	CCONJ
ger-67	343	27	upper	upper	ADJ
ger-67	343	28	secondary	secondary	ADJ
ger-67	343	29	levels	level	NOUN
ger-67	343	30	of	of	ADP
ger-67	343	31	education	education	NOUN
ger-67	343	32	.	.	PUNCT
ger-67	344	1	such	such	ADJ
ger-67	344	2	data	datum	NOUN
ger-67	344	3	is	be	AUX
ger-67	344	4	less	less	ADV
ger-67	344	5	specific	specific	ADJ
ger-67	344	6	to	to	PART
ger-67	344	7	capture	capture	VERB
ger-67	344	8	the	the	DET
ger-67	344	9	government	government	NOUN
ger-67	344	10	’s	’s	PART
ger-67	344	11	effort	effort	NOUN
ger-67	344	12	on	on	ADP
ger-67	344	13	the	the	DET
ger-67	344	14	lower	low	ADJ
ger-67	344	15	secondary	secondary	ADJ
ger-67	344	16	level	level	NOUN
ger-67	344	17	.	.	PUNCT
ger-67	345	1	5	5	X
ger-67	345	2	.	.	X
ger-67	345	3	refer	refer	VERB
ger-67	345	4	to	to	ADP
ger-67	345	5	the	the	DET
ger-67	345	6	world	world	PROPN
ger-67	345	7	bank	bank	PROPN
ger-67	345	8	’s	’s	PART
ger-67	345	9	world	world	PROPN
ger-67	345	10	databank	databank	PROPN
ger-67	345	11	at	at	ADP
ger-67	345	12	:	:	PUNCT
ger-67	345	13	http://databank.worldbank.org/ddp/ho	http://databank.worldbank.org/ddp/ho	ADJ
ger-67	345	14	me.do	me.do	NOUN
ger-67	345	15	.	.	PUNCT
ger-67	346	1	6	6	NUM
ger-67	346	2	.	.	X
ger-67	346	3	refer	refer	VERB
ger-67	346	4	to	to	ADP
ger-67	346	5	maragos	marago	NOUN
ger-67	346	6	&	&	CCONJ
ger-67	346	7	despotis	despotis	PROPN
ger-67	346	8	(	(	PUNCT
ger-67	346	9	2003	2003	NUM
ger-67	346	10	)	)	PUNCT
ger-67	346	11	for	for	ADP
ger-67	346	12	an	an	DET
ger-67	346	13	example	example	NOUN
ger-67	346	14	of	of	ADP
ger-67	346	15	this	this	DET
ger-67	346	16	method	method	NOUN
ger-67	346	17	in	in	ADP
ger-67	346	18	research	research	NOUN
ger-67	346	19	to	to	PART
ger-67	346	20	evaluate	evaluate	VERB
ger-67	346	21	schools	school	NOUN
ger-67	346	22	’	'	PUNCT
ger-67	346	23	technical	technical	ADJ
ger-67	346	24	efficiency	efficiency	NOUN
ger-67	346	25	.	.	PUNCT
ger-67	347	1	7	7	X
ger-67	347	2	.	.	X
ger-67	347	3	the	the	DET
ger-67	347	4	software	software	NOUN
ger-67	347	5	package	package	NOUN
ger-67	347	6	is	be	AUX
ger-67	347	7	downloadable	downloadable	ADJ
ger-67	347	8	for	for	ADP
ger-67	347	9	free	free	ADJ
ger-67	347	10	from	from	ADP
ger-67	347	11	the	the	DET
ger-67	347	12	centre	centre	NOUN
ger-67	347	13	of	of	ADP
ger-67	347	14	efficiency	efficiency	NOUN
ger-67	347	15	and	and	CCONJ
ger-67	347	16	productivity	productivity	NOUN
ger-67	347	17	analysis	analysis	NOUN
ger-67	347	18	(	(	PUNCT
ger-67	347	19	cepa	cepa	NOUN
ger-67	347	20	)	)	PUNCT
ger-67	347	21	at	at	ADP
ger-67	347	22	http://www.uq.edu.au/economics/cepa/d	http://www.uq.edu.au/economics/cepa/d	PROPN
ger-67	347	23	eap.htm	eap.htm	PROPN
ger-67	347	24	references	reference	NOUN
ger-67	347	25	banker	banker	PROPN
ger-67	347	26	r.	r.	PROPN
ger-67	347	27	,	,	PUNCT
ger-67	347	28	charnes	charnes	PROPN
ger-67	347	29	a.	a.	PROPN
ger-67	347	30	and	and	CCONJ
ger-67	347	31	cooper	cooper	PROPN
ger-67	347	32	w.	w.	PROPN
ger-67	347	33	,	,	PUNCT
ger-67	347	34	1984	1984	NUM
ger-67	347	35	.	.	PUNCT
ger-67	348	1	some	some	DET
ger-67	348	2	models	model	NOUN
ger-67	348	3	for	for	ADP
ger-67	348	4	estimating	estimate	VERB
ger-67	348	5	technical	technical	ADJ
ger-67	348	6	and	and	CCONJ
ger-67	348	7	scale	scale	NOUN
ger-67	348	8	efficiencies	efficiency	NOUN
ger-67	348	9	in	in	ADP
ger-67	348	10	data	datum	NOUN
ger-67	348	11	envelopment	envelopment	ADJ
ger-67	348	12	analysis	analysis	NOUN
ger-67	348	13	.	.	PUNCT
ger-67	349	1	management	management	NOUN
ger-67	349	2	science	science	NOUN
ger-67	349	3	30(9	30(9	NUM
ger-67	349	4	):	):	PUNCT
ger-67	349	5	1078	1078	NUM
ger-67	349	6	-	-	SYM
ger-67	349	7	1092	1092	NUM
ger-67	349	8	.	.	PUNCT
ger-67	350	1	centre	centre	NOUN
ger-67	350	2	of	of	ADP
ger-67	350	3	efficiency	efficiency	NOUN
ger-67	350	4	and	and	CCONJ
ger-67	350	5	productivity	productivity	NOUN
ger-67	350	6	analysis	analysis	NOUN
ger-67	350	7	(	(	PUNCT
ger-67	350	8	cepa	cepa	NOUN
ger-67	350	9	)	)	PUNCT
ger-67	350	10	,	,	PUNCT
ger-67	350	11	retrieved	retrieve	VERB
ger-67	350	12	on	on	ADP
ger-67	350	13	jan	jan	PROPN
ger-67	350	14	15	15	NUM
ger-67	350	15	,	,	PUNCT
ger-67	350	16	2013	2013	NUM
ger-67	350	17	at	at	ADP
ger-67	350	18	:	:	PUNCT
ger-67	350	19	http://www.uq.edu.au/economics/cepa/deap.ht	http://www.uq.edu.au/economics/cepa/deap.ht	PROPN
ger-67	350	20	m	m	NOUN
ger-67	350	21	centre	centre	NOUN
ger-67	350	22	for	for	ADP
ger-67	350	23	public	public	ADJ
ger-67	350	24	education	education	NOUN
ger-67	350	25	,	,	PUNCT
ger-67	350	26	retrieved	retrieve	VERB
ger-67	350	27	on	on	ADP
ger-67	350	28	dec	dec	PROPN
ger-67	350	29	14	14	NUM
ger-67	350	30	2012	2012	NUM
ger-67	350	31	at	at	ADP
ger-67	350	32	:	:	PUNCT
ger-67	350	33	http://www.centerforpubliceducation.org/librari	http://www.centerforpubliceducation.org/librari	PROPN
ger-67	350	34	es	es	NOUN
ger-67	350	35	/	/	SYM
ger-67	350	36	document	document	NOUN
ger-67	350	37	-	-	PUNCT
ger-67	350	38	library	library	NOUN
ger-67	350	39	/	/	SYM
ger-67	350	40	achievementlevels	achievementlevels	PROPN
ger-67	350	41	/	/	SYM
ger-67	350	42	description	description	NOUN
ger-67	350	43	-	-	PUNCT
ger-67	350	44	of	of	ADP
ger-67	350	45	-	-	PUNCT
ger-67	350	46	timss	timss	NOUN
ger-67	350	47	-	-	PUNCT
ger-67	350	48	achievementlevels.html	achievementlevels.html	PROPN
ger-67	350	49	charnes	charnes	PROPN
ger-67	350	50	a.	a.	NOUN
ger-67	350	51	,	,	PUNCT
ger-67	350	52	cooper	cooper	PROPN
ger-67	350	53	w.w	w.w	PROPN
ger-67	350	54	.	.	PROPN
ger-67	350	55	and	and	CCONJ
ger-67	350	56	rhodes	rhodes	PROPN
ger-67	350	57	e.	e.	PROPN
ger-67	350	58	,	,	PUNCT
ger-67	350	59	1978	1978	NUM
ger-67	350	60	.	.	PUNCT
ger-67	351	1	measuring	measure	VERB
ger-67	351	2	the	the	DET
ger-67	351	3	efficiency	efficiency	NOUN
ger-67	351	4	of	of	ADP
ger-67	351	5	decision	decision	NOUN
ger-67	351	6	making	make	VERB
ger-67	351	7	units	unit	NOUN
ger-67	351	8	.	.	PUNCT
ger-67	352	1	european	european	PROPN
ger-67	352	2	journal	journal	PROPN
ger-67	352	3	of	of	ADP
ger-67	352	4	operational	operational	ADJ
ger-67	352	5	research	research	NOUN
ger-67	352	6	2	2	NUM
ger-67	352	7	:	:	PUNCT
ger-67	352	8	429	429	NUM
ger-67	352	9	-	-	SYM
ger-67	352	10	444	444	NUM
ger-67	352	11	.	.	PUNCT
ger-67	353	1	coelli	coelli	PROPN
ger-67	353	2	t.	t.	PROPN
ger-67	353	3	,	,	PUNCT
ger-67	353	4	1996	1996	NUM
ger-67	353	5	.	.	PUNCT
ger-67	354	1	a	a	DET
ger-67	354	2	guide	guide	NOUN
ger-67	354	3	to	to	ADP
ger-67	354	4	frontier	frontier	NOUN
ger-67	354	5	version	version	NOUN
ger-67	354	6	4.1	4.1	NUM
ger-67	354	7	:	:	PUNCT
ger-67	354	8	a	a	DET
ger-67	354	9	computer	computer	NOUN
ger-67	354	10	program	program	NOUN
ger-67	354	11	for	for	ADP
ger-67	354	12	stochastic	stochastic	ADJ
ger-67	354	13	frontier	frontier	NOUN
ger-67	354	14	production	production	NOUN
ger-67	354	15	and	and	CCONJ
ger-67	354	16	cost	cost	NOUN
ger-67	354	17	function	function	NOUN
ger-67	354	18	estimation	estimation	NOUN
ger-67	354	19	.	.	PUNCT
ger-67	355	1	cepa	cepa	NOUN
ger-67	355	2	working	work	VERB
ger-67	355	3	papers	paper	NOUN
ger-67	355	4	,	,	PUNCT
ger-67	355	5	no	no	INTJ
ger-67	355	6	.	.	PROPN
ger-67	355	7	http://databank.worldbank.org/ddp/home.do	http://databank.worldbank.org/ddp/home.do	PROPN
ger-67	355	8	http://databank.worldbank.org/ddp/home.do	http://databank.worldbank.org/ddp/home.do	PROPN
ger-67	356	1	http://www.sesrtcic.org/baseind-step1.php	http://www.sesrtcic.org/baseind-step1.php	PROPN
ger-67	357	1	http://www.sesrtcic.org/baseind-step1.php	http://www.sesrtcic.org/baseind-step1.php	PROPN
ger-67	357	2	http://www.centerforpubliceducation.org/libraries/document-library/achievement-levels/description-of-timss-achievement-levels.html	http://www.centerforpubliceducation.org/libraries/document-library/achievement-levels/description-of-timss-achievement-levels.html	VERB
ger-67	357	3	http://www.centerforpubliceducation.org/libraries/document-library/achievement-levels/description-of-timss-achievement-levels.html	http://www.centerforpubliceducation.org/libraries/document-library/achievement-levels/description-of-timss-achievement-levels.html	VERB
ger-67	357	4	http://www.centerforpubliceducation.org/libraries/document-library/achievement-levels/description-of-timss-achievement-levels.html	http://www.centerforpubliceducation.org/libraries/document-library/achievement-levels/description-of-timss-achievement-levels.html	VERB
ger-67	357	5	http://www.centerforpubliceducation.org/libraries/document-library/achievement-levels/description-of-timss-achievement-levels.html	http://www.centerforpubliceducation.org/libraries/document-library/achievement-levels/description-of-timss-achievement-levels.html	VERB
ger-67	357	6	http://databank.worldbank.org/ddp/home.do	http://databank.worldbank.org/ddp/home.do	NOUN
ger-67	357	7	http://databank.worldbank.org/ddp/home.do	http://databank.worldbank.org/ddp/home.do	NOUN
ger-67	358	1	http://www.uq.edu.au/economics/cepa/deap.htm	http://www.uq.edu.au/economics/cepa/deap.htm	PRON
ger-67	359	1	http://www.uq.edu.au/economics/cepa/deap.htm	http://www.uq.edu.au/economics/cepa/deap.htm	X
ger-67	360	1	http://www.uq.edu.au/economics/cepa/deap.htm	http://www.uq.edu.au/economics/cepa/deap.htm	X
ger-67	361	1	http://www.uq.edu.au/economics/cepa/deap.htm	http://www.uq.edu.au/economics/cepa/deap.htm	X
ger-67	361	2	http://www.centerforpubliceducation.org/libraries/document-library/achievement-levels/description-of-timss-achievement-levels.html	http://www.centerforpubliceducation.org/libraries/document-library/achievement-levels/description-of-timss-achievement-levels.html	VERB
ger-67	361	3	http://www.centerforpubliceducation.org/libraries/document-library/achievement-levels/description-of-timss-achievement-levels.html	http://www.centerforpubliceducation.org/libraries/document-library/achievement-levels/description-of-timss-achievement-levels.html	VERB
ger-67	361	4	http://www.centerforpubliceducation.org/libraries/document-library/achievement-levels/description-of-timss-achievement-levels.html	http://www.centerforpubliceducation.org/libraries/document-library/achievement-levels/description-of-timss-achievement-levels.html	VERB
ger-67	361	5	http://www.centerforpubliceducation.org/libraries/document-library/achievement-levels/description-of-timss-achievement-levels.html	http://www.centerforpubliceducation.org/libraries/document-library/achievement-levels/description-of-timss-achievement-levels.html	NOUN
ger-67	361	6	efficiency	efficiency	NOUN
ger-67	361	7	of	of	ADP
ger-67	361	8	oic	oic	PROPN
ger-67	361	9	secondary	secondary	ADJ
ger-67	361	10	education	education	NOUN
ger-67	361	11	75	75	NUM
ger-67	361	12	7/96	7/96	NUM
ger-67	361	13	.	.	PUNCT
ger-67	362	1	department	department	PROPN
ger-67	362	2	of	of	ADP
ger-67	362	3	econometrics	econometrics	PROPN
ger-67	362	4	,	,	PUNCT
ger-67	362	5	university	university	NOUN
ger-67	362	6	of	of	ADP
ger-67	362	7	new	new	PROPN
ger-67	362	8	england	england	PROPN
ger-67	362	9	,	,	PUNCT
ger-67	362	10	armidale	armidale	PROPN
ger-67	362	11	.	.	PUNCT
ger-67	363	1	coelli	coelli	PROPN
ger-67	363	2	t.j	t.j	PROPN
ger-67	363	3	.	.	PROPN
ger-67	363	4	,	,	PUNCT
ger-67	363	5	rao	rao	PROPN
ger-67	363	6	d.s.p	d.s.p	PROPN
ger-67	363	7	.	.	PROPN
ger-67	363	8	,	,	PUNCT
ger-67	363	9	o'donnell	o'donnell	PROPN
ger-67	363	10	c.j	c.j	PROPN
ger-67	363	11	.	.	PROPN
ger-67	363	12	and	and	CCONJ
ger-67	363	13	battese	battese	ADJ
ger-67	363	14	g.e	g.e	PROPN
ger-67	363	15	.	.	PROPN
ger-67	363	16	,	,	PUNCT
ger-67	363	17	2005	2005	NUM
ger-67	363	18	.	.	PUNCT
ger-67	364	1	an	an	DET
ger-67	364	2	introduction	introduction	NOUN
ger-67	364	3	to	to	ADP
ger-67	364	4	efficiency	efficiency	NOUN
ger-67	364	5	and	and	CCONJ
ger-67	364	6	productivity	productivity	NOUN
ger-67	364	7	analysis	analysis	NOUN
ger-67	364	8	.	.	PUNCT
ger-67	365	1	springer	springer	NOUN
ger-67	365	2	.	.	PUNCT
ger-67	366	1	cooper	cooper	PROPN
ger-67	366	2	w.w	w.w	PROPN
ger-67	366	3	.	.	PROPN
ger-67	366	4	,	,	PUNCT
ger-67	366	5	seiford	seiford	PROPN
ger-67	366	6	l.m	l.m	PROPN
ger-67	366	7	.	.	PROPN
ger-67	366	8	and	and	CCONJ
ger-67	366	9	tone	tone	PROPN
ger-67	366	10	k.	k.	PROPN
ger-67	366	11	,	,	PUNCT
ger-67	366	12	2000	2000	NUM
ger-67	366	13	.	.	PUNCT
ger-67	367	1	data	datum	NOUN
ger-67	367	2	envelopment	envelopment	ADJ
ger-67	367	3	analysis	analysis	NOUN
ger-67	367	4	:	:	PUNCT
ger-67	367	5	a	a	DET
ger-67	367	6	comprehensive	comprehensive	ADJ
ger-67	367	7	text	text	NOUN
ger-67	367	8	with	with	ADP
ger-67	367	9	models	model	NOUN
ger-67	367	10	,	,	PUNCT
ger-67	367	11	applications	application	NOUN
ger-67	367	12	,	,	PUNCT
ger-67	367	13	references	reference	NOUN
ger-67	367	14	,	,	PUNCT
ger-67	367	15	and	and	CCONJ
ger-67	367	16	dea	dea	ADJ
ger-67	367	17	-	-	ADJ
ger-67	367	18	solver	solver	ADJ
ger-67	367	19	software	software	NOUN
ger-67	367	20	.	.	PUNCT
ger-67	368	1	kluwer	kluwer	PROPN
ger-67	368	2	academic	academic	PROPN
ger-67	368	3	,	,	PUNCT
ger-67	368	4	boston	boston	PROPN
ger-67	368	5	,	,	PUNCT
ger-67	368	6	mass	mass	PROPN
ger-67	368	7	;	;	PUNCT
ger-67	368	8	london	london	PROPN
ger-67	368	9	.	.	PUNCT
ger-67	369	1	cooper	cooper	PROPN
ger-67	369	2	w.w	w.w	PROPN
ger-67	369	3	.	.	PROPN
ger-67	369	4	,	,	PUNCT
ger-67	369	5	seiford	seiford	PROPN
ger-67	369	6	l.m	l.m	PROPN
ger-67	369	7	.	.	PROPN
ger-67	369	8	and	and	CCONJ
ger-67	369	9	tone	tone	PROPN
ger-67	369	10	k.	k.	PROPN
ger-67	369	11	,	,	PUNCT
ger-67	369	12	2006	2006	NUM
ger-67	369	13	.	.	PUNCT
ger-67	370	1	introduction	introduction	NOUN
ger-67	370	2	to	to	ADP
ger-67	370	3	data	datum	NOUN
ger-67	370	4	envelopment	envelopment	ADJ
ger-67	370	5	analysis	analysis	NOUN
ger-67	370	6	with	with	ADP
ger-67	370	7	dea	dea	ADJ
ger-67	370	8	-	-	ADJ
ger-67	370	9	solver	solver	ADJ
ger-67	370	10	software	software	NOUN
ger-67	370	11	and	and	CCONJ
ger-67	370	12	references	reference	NOUN
ger-67	370	13	.	.	PUNCT
ger-67	371	1	springer	springer	NOUN
ger-67	371	2	.	.	PUNCT
ger-67	372	1	duyar	duyar	PROPN
ger-67	372	2	i.	i.	PROPN
ger-67	372	3	,	,	PUNCT
ger-67	372	4	mcneal	mcneal	PROPN
ger-67	372	5	l.	l.	PROPN
ger-67	372	6	and	and	CCONJ
ger-67	372	7	kara	kara	PROPN
ger-67	372	8	o.	o.	PROPN
ger-67	372	9	,	,	PUNCT
ger-67	372	10	eds	eds	PROPN
ger-67	372	11	.	.	PROPN
ger-67	372	12	,	,	PUNCT
ger-67	372	13	2006	2006	NUM
ger-67	372	14	.	.	PUNCT
ger-67	373	1	productivity	productivity	NOUN
ger-67	373	2	.	.	PUNCT
ger-67	374	1	encyclopedia	encyclopedia	NOUN
ger-67	374	2	of	of	ADP
ger-67	374	3	educational	educational	ADJ
ger-67	374	4	leadership	leadership	NOUN
ger-67	374	5	and	and	CCONJ
ger-67	374	6	administration	administration	NOUN
ger-67	374	7	.	.	PUNCT
ger-67	375	1	thousand	thousand	NUM
ger-67	375	2	oaks	oak	NOUN
ger-67	375	3	sage	sage	NOUN
ger-67	375	4	,	,	PUNCT
ger-67	375	5	ca	ca	NOUN
ger-67	375	6	,	,	PUNCT
ger-67	375	7	807	807	NUM
ger-67	375	8	-	-	SYM
ger-67	375	9	809	809	NUM
ger-67	375	10	.	.	PUNCT
ger-67	376	1	finn	finn	PROPN
ger-67	376	2	j.d	j.d	PROPN
ger-67	376	3	.	.	PROPN
ger-67	376	4	,	,	PUNCT
ger-67	376	5	pannozzo	pannozzo	ADP
ger-67	376	6	g.m	g.m	PROPN
ger-67	376	7	.	.	PROPN
ger-67	377	1	and	and	CCONJ
ger-67	377	2	achilles	achille	NOUN
ger-67	377	3	c.m	c.m	PROPN
ger-67	377	4	.	.	PROPN
ger-67	377	5	,	,	PUNCT
ger-67	377	6	2003	2003	NUM
ger-67	377	7	.	.	PUNCT
ger-67	378	1	the	the	DET
ger-67	378	2	'	'	PUNCT
ger-67	378	3	why	why	SCONJ
ger-67	378	4	's	be	AUX
ger-67	378	5	'	'	PUNCT
ger-67	378	6	of	of	ADP
ger-67	378	7	class	class	NOUN
ger-67	378	8	size	size	NOUN
ger-67	378	9	:	:	PUNCT
ger-67	378	10	student	student	NOUN
ger-67	378	11	behavior	behavior	NOUN
ger-67	378	12	in	in	ADP
ger-67	378	13	small	small	ADJ
ger-67	378	14	classes	class	NOUN
ger-67	378	15	.	.	PUNCT
ger-67	379	1	review	review	NOUN
ger-67	379	2	of	of	ADP
ger-67	379	3	educational	educational	ADJ
ger-67	379	4	research	research	NOUN
ger-67	379	5	73(3	73(3	NUM
ger-67	379	6	):	):	PUNCT
ger-67	379	7	321368	321368	NUM
ger-67	379	8	.	.	PUNCT
ger-67	380	1	hedges	hedges	PROPN
ger-67	380	2	l.v	l.v	PROPN
ger-67	380	3	.	.	PROPN
ger-67	380	4	,	,	PUNCT
ger-67	380	5	laine	laine	PROPN
ger-67	381	1	r.d	r.d	PROPN
ger-67	381	2	.	.	PROPN
ger-67	381	3	and	and	CCONJ
ger-67	381	4	greenwald	greenwald	PROPN
ger-67	381	5	r.	r.	PROPN
ger-67	381	6	,	,	PUNCT
ger-67	381	7	1994	1994	NUM
ger-67	381	8	.	.	PUNCT
ger-67	382	1	money	money	NOUN
ger-67	382	2	does	do	AUX
ger-67	382	3	matter	matter	VERB
ger-67	382	4	somewhere	somewhere	ADV
ger-67	382	5	:	:	PUNCT
ger-67	382	6	a	a	DET
ger-67	382	7	reply	reply	NOUN
ger-67	382	8	to	to	ADP
ger-67	382	9	hanushek	hanushek	PROPN
ger-67	382	10	.	.	PUNCT
ger-67	383	1	educational	educational	ADJ
ger-67	383	2	researcher	researcher	NOUN
ger-67	383	3	23	23	NUM
ger-67	383	4	:	:	PUNCT
ger-67	383	5	9	9	NUM
ger-67	383	6	-	-	SYM
ger-67	383	7	10	10	NUM
ger-67	383	8	.	.	PUNCT
ger-67	384	1	maragos	maragos	PROPN
ger-67	384	2	e.k	e.k	PROPN
ger-67	384	3	.	.	PROPN
ger-67	384	4	and	and	CCONJ
ger-67	384	5	despotis	despotis	PROPN
ger-67	384	6	d.k	d.k	PROPN
ger-67	384	7	.	.	PROPN
ger-67	384	8	,	,	PUNCT
ger-67	384	9	2003	2003	NUM
ger-67	384	10	.	.	PUNCT
ger-67	385	1	evaluation	evaluation	NOUN
ger-67	385	2	of	of	ADP
ger-67	385	3	high	high	ADJ
ger-67	385	4	schools	school	NOUN
ger-67	385	5	performance	performance	NOUN
ger-67	385	6	:	:	PUNCT
ger-67	385	7	a	a	DET
ger-67	385	8	data	datum	NOUN
ger-67	385	9	envelopment	envelopment	ADJ
ger-67	385	10	analysis	analysis	NOUN
ger-67	385	11	approach	approach	NOUN
ger-67	385	12	.	.	PUNCT
ger-67	386	1	proceedings	proceeding	NOUN
ger-67	386	2	of	of	ADP
ger-67	386	3	the	the	DET
ger-67	386	4	apors2003	apors2003	PROPN
ger-67	386	5	international	international	ADJ
ger-67	386	6	conference	conference	NOUN
ger-67	386	7	,	,	PUNCT
ger-67	386	8	new	new	PROPN
ger-67	386	9	delhi	delhi	PROPN
ger-67	386	10	,	,	PUNCT
ger-67	386	11	india	india	PROPN
ger-67	386	12	,	,	PUNCT
ger-67	386	13	435	435	NUM
ger-67	386	14	-	-	SYM
ger-67	386	15	442	442	NUM
ger-67	386	16	.	.	PUNCT
ger-67	387	1	martin	martin	PROPN
ger-67	387	2	m.o	m.o	PROPN
ger-67	387	3	.	.	PROPN
ger-67	387	4	,	,	PUNCT
ger-67	387	5	mullis	mullis	PROPN
ger-67	387	6	i.v.s	i.v.s	PROPN
ger-67	387	7	.	.	PROPN
ger-67	387	8	,	,	PUNCT
ger-67	387	9	foy	foy	PROPN
ger-67	387	10	p.	p.	PROPN
ger-67	387	11	,	,	PUNCT
ger-67	387	12	olson	olson	PROPN
ger-67	387	13	j.f	j.f	PROPN
ger-67	387	14	.	.	PROPN
ger-67	387	15	,	,	PUNCT
ger-67	387	16	erberber	erberber	PROPN
ger-67	387	17	e.	e.	PROPN
ger-67	387	18	,	,	PUNCT
ger-67	387	19	preuschoff	preuschoff	PROPN
ger-67	387	20	c.	c.	PROPN
ger-67	387	21	and	and	CCONJ
ger-67	387	22	galia	galia	PROPN
ger-67	387	23	j.	j.	PROPN
ger-67	387	24	,	,	PUNCT
ger-67	387	25	2008	2008	NUM
ger-67	387	26	.	.	PUNCT
ger-67	388	1	timss	timss	PROPN
ger-67	388	2	2007	2007	NUM
ger-67	389	1	international	international	ADJ
ger-67	389	2	science	science	NOUN
ger-67	389	3	report	report	NOUN
ger-67	389	4	:	:	PUNCT
ger-67	389	5	findings	finding	NOUN
ger-67	389	6	from	from	ADP
ger-67	389	7	iea	iea	NOUN
ger-67	389	8	’s	’s	PART
ger-67	389	9	trends	trend	NOUN
ger-67	389	10	in	in	ADP
ger-67	389	11	international	international	ADJ
ger-67	389	12	mathematics	mathematic	NOUN
ger-67	389	13	and	and	CCONJ
ger-67	389	14	science	science	NOUN
ger-67	389	15	study	study	NOUN
ger-67	389	16	at	at	ADP
ger-67	389	17	the	the	DET
ger-67	389	18	fourth	fourth	ADJ
ger-67	389	19	and	and	CCONJ
ger-67	389	20	eighth	eighth	ADJ
ger-67	389	21	grades	grade	NOUN
ger-67	389	22	.	.	PUNCT
ger-67	390	1	timss	timss	PROPN
ger-67	390	2	&	&	CCONJ
ger-67	390	3	pirls	pirls	PROPN
ger-67	390	4	international	international	PROPN
ger-67	390	5	study	study	NOUN
ger-67	390	6	center	center	NOUN
ger-67	390	7	,	,	PUNCT
ger-67	390	8	boston	boston	PROPN
ger-67	390	9	college	college	PROPN
ger-67	390	10	,	,	PUNCT
ger-67	390	11	chestnut	chestnut	PROPN
ger-67	390	12	hill	hill	PROPN
ger-67	390	13	,	,	PUNCT
ger-67	390	14	ma	ma	PROPN
ger-67	390	15	.	.	PROPN
ger-67	390	16	rolle	rolle	PROPN
ger-67	390	17	r.a	r.a	PROPN
ger-67	390	18	.	.	PROPN
ger-67	390	19	,	,	PUNCT
ger-67	390	20	2004	2004	NUM
ger-67	390	21	.	.	PUNCT
ger-67	391	1	out	out	ADP
ger-67	391	2	with	with	ADP
ger-67	391	3	the	the	DET
ger-67	391	4	old	old	ADJ
ger-67	391	5	-	-	PUNCT
ger-67	391	6	in	in	ADV
ger-67	391	7	with	with	ADP
ger-67	391	8	the	the	DET
ger-67	391	9	new	new	ADJ
ger-67	391	10	:	:	PUNCT
ger-67	391	11	thoughts	thought	NOUN
ger-67	391	12	on	on	ADP
ger-67	391	13	the	the	DET
ger-67	391	14	future	future	NOUN
ger-67	391	15	of	of	ADP
ger-67	391	16	educational	educational	ADJ
ger-67	391	17	productivity	productivity	NOUN
ger-67	391	18	research	research	NOUN
ger-67	391	19	.	.	PUNCT
ger-67	392	1	peabody	peabody	PROPN
ger-67	392	2	journal	journal	PROPN
ger-67	392	3	of	of	ADP
ger-67	392	4	education	education	PROPN
ger-67	392	5	79(3	79(3	NUM
ger-67	392	6	):	):	PUNCT
ger-67	392	7	3156	3156	NUM
ger-67	392	8	.	.	PUNCT
ger-67	393	1	schultz	schultz	PROPN
ger-67	393	2	t.w	t.w	PROPN
ger-67	393	3	.	.	PROPN
ger-67	393	4	,	,	PUNCT
ger-67	393	5	1961	1961	NUM
ger-67	393	6	.	.	PUNCT
ger-67	394	1	investment	investment	NOUN
ger-67	394	2	in	in	ADP
ger-67	394	3	human	human	ADJ
ger-67	394	4	capital	capital	NOUN
ger-67	394	5	.	.	PUNCT
ger-67	395	1	the	the	DET
ger-67	395	2	american	american	PROPN
ger-67	395	3	economic	economic	PROPN
ger-67	395	4	review	review	PROPN
ger-67	395	5	51(1	51(1	NUM
ger-67	395	6	):	):	PUNCT
ger-67	395	7	1	1	NUM
ger-67	395	8	-	-	SYM
ger-67	395	9	17	17	NUM
ger-67	395	10	.	.	PUNCT
ger-67	396	1	united	united	PROPN
ger-67	396	2	nations	nations	PROPN
ger-67	396	3	,	,	PUNCT
ger-67	396	4	2010	2010	NUM
ger-67	396	5	.	.	PUNCT
ger-67	397	1	the	the	DET
ger-67	397	2	millennium	millennium	PROPN
ger-67	397	3	development	development	NOUN
ger-67	397	4	goals	goal	NOUN
ger-67	397	5	report	report	VERB
ger-67	397	6	2010	2010	NUM
ger-67	397	7	.	.	PUNCT
ger-67	398	1	new	new	PROPN
ger-67	398	2	york	york	PROPN
ger-67	398	3	.	.	PUNCT
ger-67	399	1	world	world	PROPN
ger-67	399	2	bank	bank	PROPN
ger-67	399	3	’s	’s	PART
ger-67	399	4	world	world	PROPN
ger-67	399	5	databank	databank	PROPN
ger-67	399	6	,	,	PUNCT
ger-67	399	7	retrieved	retrieve	VERB
ger-67	399	8	on	on	ADP
ger-67	399	9	nov	nov	PROPN
ger-67	399	10	2	2	NUM
ger-67	399	11	2012	2012	NUM
ger-67	399	12	at	at	ADP
ger-67	399	13	:	:	PUNCT
ger-67	399	14	http://databank.worldbank.org/ddp/home.do	http://databank.worldbank.org/ddp/home.do	PROPN
ger-67	399	15	worthington	worthington	PROPN
ger-67	399	16	a.c	a.c	PROPN
ger-67	399	17	.	.	PROPN
ger-67	399	18	,	,	PUNCT
ger-67	399	19	2001	2001	NUM
ger-67	399	20	.	.	PUNCT
ger-67	400	1	an	an	DET
ger-67	400	2	empirical	empirical	ADJ
ger-67	400	3	survey	survey	NOUN
ger-67	400	4	of	of	ADP
ger-67	400	5	frontier	frontier	NOUN
ger-67	400	6	efficiency	efficiency	NOUN
ger-67	400	7	measurement	measurement	NOUN
ger-67	400	8	techniques	technique	NOUN
ger-67	400	9	in	in	ADP
ger-67	400	10	education	education	NOUN
ger-67	400	11	.	.	PUNCT
ger-67	401	1	education	education	NOUN
ger-67	401	2	economics	economic	NOUN
ger-67	401	3	9(3	9(3	NUM
ger-67	401	4	):	):	PUNCT
ger-67	401	5	245	245	NUM
ger-67	401	6	268	268	NUM
ger-67	401	7	.	.	PUNCT
ger-67	402	1	about	about	ADP
ger-67	402	2	the	the	DET
ger-67	402	3	author	author	NOUN
ger-67	402	4	mohd	mohd	PROPN
ger-67	402	5	nahar	nahar	PROPN
ger-67	402	6	mohd	mohd	PROPN
ger-67	402	7	arshad	arshad	PROPN
ger-67	402	8	,	,	PUNCT
ger-67	402	9	phd	phd	NOUN
ger-67	402	10	,	,	PUNCT
ger-67	402	11	is	be	AUX
ger-67	402	12	attached	attach	VERB
ger-67	402	13	to	to	ADP
ger-67	402	14	the	the	DET
ger-67	402	15	kulliyyah	kulliyyah	NOUN
ger-67	402	16	of	of	ADP
ger-67	402	17	economics	economic	NOUN
ger-67	402	18	and	and	CCONJ
ger-67	402	19	management	management	NOUN
ger-67	402	20	sciences	science	NOUN
ger-67	402	21	,	,	PUNCT
ger-67	402	22	international	international	ADJ
ger-67	402	23	islamic	islamic	PROPN
ger-67	402	24	university	university	PROPN
ger-67	402	25	malaysia	malaysia	PROPN
ger-67	402	26	(	(	PUNCT
ger-67	402	27	iium	iium	NOUN
ger-67	402	28	)	)	PUNCT
ger-67	402	29	as	as	ADP
ger-67	402	30	an	an	DET
ger-67	402	31	assistant	assistant	NOUN
ger-67	402	32	professor	professor	NOUN
ger-67	402	33	.	.	PUNCT
ger-67	403	1	he	he	PRON
ger-67	403	2	is	be	AUX
ger-67	403	3	also	also	ADV
ger-67	403	4	a	a	DET
ger-67	403	5	research	research	NOUN
ger-67	403	6	fellow	fellow	NOUN
ger-67	403	7	at	at	ADP
ger-67	403	8	the	the	DET
ger-67	403	9	centre	centre	NOUN
ger-67	403	10	for	for	ADP
ger-67	403	11	islamic	islamic	ADJ
ger-67	403	12	economics	economic	NOUN
ger-67	403	13	,	,	PUNCT
ger-67	403	14	iium	iium	NOUN
ger-67	403	15	.	.	PUNCT
ger-67	404	1	his	his	PRON
ger-67	404	2	research	research	NOUN
ger-67	404	3	interests	interest	NOUN
ger-67	404	4	are	be	AUX
ger-67	404	5	in	in	ADP
ger-67	404	6	the	the	DET
ger-67	404	7	areas	area	NOUN
ger-67	404	8	of	of	ADP
ger-67	404	9	education	education	NOUN
ger-67	404	10	economics	economic	NOUN
ger-67	404	11	,	,	PUNCT
ger-67	404	12	labor	labor	NOUN
ger-67	404	13	economics	economic	NOUN
ger-67	404	14	and	and	CCONJ
ger-67	404	15	islamic	islamic	ADJ
ger-67	404	16	economics	economic	NOUN
ger-67	404	17	.	.	PUNCT
ger-67	405	1	http://databank.worldbank.org/ddp/home.do	http://databank.worldbank.org/ddp/home.do	NOUN
ger-67	405	2	efficiency	efficiency	NOUN
ger-67	405	3	of	of	ADP
ger-67	405	4	secondary	secondary	ADJ
ger-67	405	5	education	education	NOUN
ger-67	405	6	in	in	ADP
ger-67	405	7	selected	select	VERB
ger-67	405	8	oic	oic	PROPN
ger-67	405	9	countries	country	NOUN
ger-67	405	10	abstract	abstract	ADJ
ger-67	405	11	introduction	introduction	NOUN
ger-67	405	12	how	how	SCONJ
ger-67	405	13	do	do	AUX
ger-67	405	14	the	the	DET
ger-67	405	15	oic	oic	PROPN
ger-67	405	16	countries	country	NOUN
ger-67	405	17	fare	fare	VERB
ger-67	405	18	internationally	internationally	ADV
ger-67	405	19	?	?	PUNCT
ger-67	406	1	the	the	DET
ger-67	406	2	concepts	concept	NOUN
ger-67	406	3	of	of	ADP
ger-67	406	4	efficiency	efficiency	NOUN
ger-67	406	5	and	and	CCONJ
ger-67	406	6	productivity	productivity	NOUN
ger-67	406	7	in	in	ADP
ger-67	406	8	education	education	NOUN
ger-67	406	9	data	datum	NOUN
ger-67	406	10	envelopment	envelopment	ADJ
ger-67	406	11	analysis	analysis	NOUN
ger-67	406	12	(	(	PUNCT
ger-67	406	13	dea	dea	NOUN
ger-67	406	14	)	)	PUNCT
ger-67	406	15	theoretical	theoretical	ADJ
ger-67	406	16	framework	framework	NOUN
ger-67	406	17	of	of	ADP
ger-67	406	18	dea	dea	PROPN
ger-67	406	19	mathematical	mathematical	ADJ
ger-67	406	20	linear	linear	PROPN
ger-67	406	21	programming	programming	NOUN
ger-67	406	22	of	of	ADP
ger-67	406	23	dea	dea	PROPN
ger-67	406	24	empirical	empirical	ADJ
ger-67	406	25	strategy	strategy	NOUN
ger-67	406	26	results	result	NOUN
ger-67	406	27	conclusion	conclusion	NOUN
ger-67	406	28	references	reference	NOUN