id	sid	tid	token	lemma	pos
ajceb-2195	1	1	early	early	ADJ
ajceb-2195	1	2	cost	cost	NOUN
ajceb-2195	1	3	estimating	estimate	VERB
ajceb-2195	1	4	for	for	ADP
ajceb-2195	1	5	road	road	NOUN
ajceb-2195	1	6	construction	construction	NOUN
ajceb-2195	1	7	projects	project	NOUN
ajceb-2195	1	8	using	use	VERB
ajceb-2195	1	9	multiple	multiple	ADJ
ajceb-2195	1	10	regression	regression	NOUN
ajceb-2195	1	11	techniques	technique	NOUN
ajceb-2195	1	12	ibrahim	ibrahim	PROPN
ajceb-2195	1	13	mahamid	mahamid	PROPN
ajceb-2195	1	14	,	,	PUNCT
ajceb-2195	1	15	(	(	PUNCT
ajceb-2195	1	16	hail	hail	PROPN
ajceb-2195	1	17	university	university	NOUN
ajceb-2195	1	18	,	,	PUNCT
ajceb-2195	1	19	saudi	saudi	PROPN
ajceb-2195	1	20	arabia	arabia	PROPN
ajceb-2195	1	21	)	)	PUNCT
ajceb-2195	2	1	abstract	abstract	ADP
ajceb-2195	2	2	the	the	DET
ajceb-2195	2	3	objective	objective	NOUN
ajceb-2195	2	4	of	of	ADP
ajceb-2195	2	5	this	this	DET
ajceb-2195	2	6	study	study	NOUN
ajceb-2195	2	7	is	be	AUX
ajceb-2195	2	8	to	to	PART
ajceb-2195	2	9	develop	develop	VERB
ajceb-2195	2	10	early	early	ADJ
ajceb-2195	2	11	cost	cost	NOUN
ajceb-2195	2	12	estimating	estimating	NOUN
ajceb-2195	2	13	models	model	NOUN
ajceb-2195	2	14	for	for	ADP
ajceb-2195	2	15	road	road	NOUN
ajceb-2195	2	16	construction	construction	NOUN
ajceb-2195	2	17	projects	project	NOUN
ajceb-2195	2	18	using	use	VERB
ajceb-2195	2	19	multiple	multiple	ADJ
ajceb-2195	2	20	regression	regression	NOUN
ajceb-2195	2	21	techniques	technique	NOUN
ajceb-2195	2	22	,	,	PUNCT
ajceb-2195	2	23	based	base	VERB
ajceb-2195	2	24	on	on	ADP
ajceb-2195	2	25	131	131	NUM
ajceb-2195	2	26	sets	set	NOUN
ajceb-2195	2	27	of	of	ADP
ajceb-2195	2	28	data	datum	NOUN
ajceb-2195	2	29	collected	collect	VERB
ajceb-2195	2	30	in	in	ADP
ajceb-2195	2	31	the	the	DET
ajceb-2195	2	32	west	west	PROPN
ajceb-2195	2	33	bank	bank	PROPN
ajceb-2195	2	34	in	in	ADP
ajceb-2195	2	35	palestine	palestine	PROPN
ajceb-2195	2	36	.	.	PUNCT
ajceb-2195	3	1	as	as	SCONJ
ajceb-2195	3	2	the	the	DET
ajceb-2195	3	3	cost	cost	NOUN
ajceb-2195	3	4	estimates	estimate	NOUN
ajceb-2195	3	5	are	be	AUX
ajceb-2195	3	6	required	require	VERB
ajceb-2195	3	7	at	at	ADP
ajceb-2195	3	8	early	early	ADJ
ajceb-2195	3	9	stages	stage	NOUN
ajceb-2195	3	10	of	of	ADP
ajceb-2195	3	11	a	a	DET
ajceb-2195	3	12	project	project	NOUN
ajceb-2195	3	13	,	,	PUNCT
ajceb-2195	3	14	considerations	consideration	NOUN
ajceb-2195	3	15	were	be	AUX
ajceb-2195	3	16	given	give	VERB
ajceb-2195	3	17	to	to	ADP
ajceb-2195	3	18	the	the	DET
ajceb-2195	3	19	fact	fact	NOUN
ajceb-2195	3	20	that	that	SCONJ
ajceb-2195	3	21	the	the	DET
ajceb-2195	3	22	input	input	NOUN
ajceb-2195	3	23	data	datum	NOUN
ajceb-2195	3	24	for	for	ADP
ajceb-2195	3	25	the	the	DET
ajceb-2195	3	26	required	require	VERB
ajceb-2195	3	27	regression	regression	NOUN
ajceb-2195	3	28	model	model	NOUN
ajceb-2195	3	29	could	could	AUX
ajceb-2195	3	30	be	be	AUX
ajceb-2195	3	31	easily	easily	ADV
ajceb-2195	3	32	extracted	extract	VERB
ajceb-2195	3	33	from	from	ADP
ajceb-2195	3	34	sketches	sketch	NOUN
ajceb-2195	3	35	or	or	CCONJ
ajceb-2195	3	36	scope	scope	NOUN
ajceb-2195	3	37	definition	definition	NOUN
ajceb-2195	3	38	of	of	ADP
ajceb-2195	3	39	the	the	DET
ajceb-2195	3	40	project	project	NOUN
ajceb-2195	3	41	.	.	PUNCT
ajceb-2195	4	1	11	11	NUM
ajceb-2195	4	2	regression	regression	NOUN
ajceb-2195	4	3	models	model	NOUN
ajceb-2195	4	4	are	be	AUX
ajceb-2195	4	5	developed	develop	VERB
ajceb-2195	4	6	to	to	PART
ajceb-2195	4	7	estimate	estimate	VERB
ajceb-2195	4	8	the	the	DET
ajceb-2195	4	9	total	total	ADJ
ajceb-2195	4	10	cost	cost	NOUN
ajceb-2195	4	11	of	of	ADP
ajceb-2195	4	12	road	road	NOUN
ajceb-2195	4	13	construction	construction	NOUN
ajceb-2195	4	14	project	project	NOUN
ajceb-2195	4	15	in	in	ADP
ajceb-2195	4	16	us	us	PROPN
ajceb-2195	4	17	dollar	dollar	NOUN
ajceb-2195	4	18	;	;	PUNCT
ajceb-2195	4	19	5	5	NUM
ajceb-2195	4	20	of	of	ADP
ajceb-2195	4	21	them	they	PRON
ajceb-2195	4	22	include	include	VERB
ajceb-2195	4	23	bid	bid	NOUN
ajceb-2195	4	24	quantities	quantity	NOUN
ajceb-2195	4	25	as	as	ADP
ajceb-2195	4	26	input	input	NOUN
ajceb-2195	4	27	variables	variable	NOUN
ajceb-2195	4	28	and	and	CCONJ
ajceb-2195	4	29	6	6	NUM
ajceb-2195	4	30	include	include	VERB
ajceb-2195	4	31	road	road	NOUN
ajceb-2195	4	32	length	length	NOUN
ajceb-2195	4	33	and	and	CCONJ
ajceb-2195	4	34	road	road	NOUN
ajceb-2195	4	35	width	width	NOUN
ajceb-2195	4	36	.	.	PUNCT
ajceb-2195	5	1	the	the	DET
ajceb-2195	5	2	coefficient	coefficient	NOUN
ajceb-2195	5	3	of	of	ADP
ajceb-2195	5	4	determination	determination	NOUN
ajceb-2195	5	5	r2	r2	PROPN
ajceb-2195	5	6	for	for	ADP
ajceb-2195	5	7	the	the	DET
ajceb-2195	5	8	developed	develop	VERB
ajceb-2195	5	9	models	model	NOUN
ajceb-2195	5	10	is	be	AUX
ajceb-2195	5	11	ranging	range	VERB
ajceb-2195	5	12	from	from	ADP
ajceb-2195	5	13	0.92	0.92	NUM
ajceb-2195	5	14	to	to	ADP
ajceb-2195	5	15	0.98	0.98	NUM
ajceb-2195	5	16	which	which	PRON
ajceb-2195	5	17	indicate	indicate	VERB
ajceb-2195	5	18	that	that	SCONJ
ajceb-2195	5	19	the	the	DET
ajceb-2195	5	20	predicted	predict	VERB
ajceb-2195	5	21	values	value	NOUN
ajceb-2195	5	22	from	from	ADP
ajceb-2195	5	23	a	a	DET
ajceb-2195	5	24	forecast	forecast	NOUN
ajceb-2195	5	25	models	model	NOUN
ajceb-2195	5	26	fit	fit	ADJ
ajceb-2195	5	27	with	with	ADP
ajceb-2195	5	28	the	the	DET
ajceb-2195	5	29	real	real	ADJ
ajceb-2195	5	30	-	-	PUNCT
ajceb-2195	5	31	life	life	NOUN
ajceb-2195	5	32	data	datum	NOUN
ajceb-2195	5	33	.	.	PUNCT
ajceb-2195	6	1	the	the	DET
ajceb-2195	6	2	values	value	NOUN
ajceb-2195	6	3	of	of	ADP
ajceb-2195	6	4	the	the	DET
ajceb-2195	6	5	mean	mean	ADJ
ajceb-2195	6	6	absolute	absolute	ADJ
ajceb-2195	6	7	percentage	percentage	NOUN
ajceb-2195	6	8	error	error	NOUN
ajceb-2195	6	9	(	(	PUNCT
ajceb-2195	6	10	mape	mape	NOUN
ajceb-2195	6	11	)	)	PUNCT
ajceb-2195	6	12	of	of	ADP
ajceb-2195	6	13	the	the	DET
ajceb-2195	6	14	developed	develop	VERB
ajceb-2195	6	15	regression	regression	NOUN
ajceb-2195	6	16	models	model	NOUN
ajceb-2195	6	17	are	be	AUX
ajceb-2195	6	18	ranging	range	VERB
ajceb-2195	6	19	from	from	ADP
ajceb-2195	6	20	13	13	NUM
ajceb-2195	6	21	%	%	NOUN
ajceb-2195	6	22	to	to	PART
ajceb-2195	6	23	31	31	NUM
ajceb-2195	6	24	%	%	NOUN
ajceb-2195	6	25	,	,	PUNCT
ajceb-2195	6	26	the	the	DET
ajceb-2195	6	27	results	result	NOUN
ajceb-2195	6	28	compare	compare	VERB
ajceb-2195	6	29	favorably	favorably	ADV
ajceb-2195	6	30	with	with	ADP
ajceb-2195	6	31	past	past	ADJ
ajceb-2195	6	32	research	research	NOUN
ajceb-2195	6	33	which	which	PRON
ajceb-2195	6	34	have	have	AUX
ajceb-2195	6	35	shown	show	VERB
ajceb-2195	6	36	that	that	SCONJ
ajceb-2195	6	37	the	the	DET
ajceb-2195	6	38	estimate	estimate	NOUN
ajceb-2195	6	39	accuracy	accuracy	NOUN
ajceb-2195	6	40	in	in	ADP
ajceb-2195	6	41	the	the	DET
ajceb-2195	6	42	early	early	ADJ
ajceb-2195	6	43	stages	stage	NOUN
ajceb-2195	6	44	of	of	ADP
ajceb-2195	6	45	a	a	DET
ajceb-2195	6	46	project	project	NOUN
ajceb-2195	6	47	is	be	AUX
ajceb-2195	6	48	between	between	ADP
ajceb-2195	6	49	±25	±25	PROPN
ajceb-2195	6	50	%	%	NOUN
ajceb-2195	6	51	and	and	CCONJ
ajceb-2195	6	52	±50	±50	NOUN
ajceb-2195	6	53	%	%	NOUN
ajceb-2195	6	54	.	.	PUNCT
ajceb-2195	7	1	keywords	keyword	NOUN
ajceb-2195	7	2	:	:	PUNCT
ajceb-2195	7	3	cost	cost	NOUN
ajceb-2195	7	4	estimating	estimating	NOUN
ajceb-2195	7	5	,	,	PUNCT
ajceb-2195	7	6	regression	regression	NOUN
ajceb-2195	7	7	,	,	PUNCT
ajceb-2195	7	8	road	road	NOUN
ajceb-2195	7	9	construction	construction	NOUN
ajceb-2195	7	10	,	,	PUNCT
ajceb-2195	7	11	early	early	ADJ
ajceb-2195	7	12	estimate	estimate	NOUN
ajceb-2195	7	13	introduction	introduction	NOUN
ajceb-2195	7	14	the	the	DET
ajceb-2195	7	15	term	term	NOUN
ajceb-2195	7	16	early	early	ADJ
ajceb-2195	7	17	estimate	estimate	NOUN
ajceb-2195	7	18	is	be	AUX
ajceb-2195	7	19	used	use	VERB
ajceb-2195	7	20	to	to	PART
ajceb-2195	7	21	describe	describe	VERB
ajceb-2195	7	22	the	the	DET
ajceb-2195	7	23	process	process	NOUN
ajceb-2195	7	24	of	of	ADP
ajceb-2195	7	25	predicting	predict	VERB
ajceb-2195	7	26	a	a	DET
ajceb-2195	7	27	project	project	NOUN
ajceb-2195	7	28	’s	’s	PART
ajceb-2195	7	29	cost	cost	NOUN
ajceb-2195	7	30	before	before	SCONJ
ajceb-2195	7	31	the	the	DET
ajceb-2195	7	32	design	design	NOUN
ajceb-2195	7	33	of	of	ADP
ajceb-2195	7	34	the	the	DET
ajceb-2195	7	35	project	project	NOUN
ajceb-2195	7	36	is	be	AUX
ajceb-2195	7	37	completed	complete	VERB
ajceb-2195	7	38	(	(	PUNCT
ajceb-2195	7	39	sanders	sanders	PROPN
ajceb-2195	7	40	et	et	PROPN
ajceb-2195	7	41	al	al	PROPN
ajceb-2195	7	42	,	,	PUNCT
ajceb-2195	7	43	1992	1992	NUM
ajceb-2195	7	44	)	)	PUNCT
ajceb-2195	7	45	.	.	PUNCT
ajceb-2195	8	1	the	the	DET
ajceb-2195	8	2	technique	technique	NOUN
ajceb-2195	8	3	is	be	AUX
ajceb-2195	8	4	used	use	VERB
ajceb-2195	8	5	to	to	PART
ajceb-2195	8	6	estimate	estimate	VERB
ajceb-2195	8	7	one	one	NUM
ajceb-2195	8	8	characteristic	characteristic	NOUN
ajceb-2195	8	9	of	of	ADP
ajceb-2195	8	10	a	a	DET
ajceb-2195	8	11	system	system	NOUN
ajceb-2195	8	12	,	,	PUNCT
ajceb-2195	8	13	usually	usually	ADV
ajceb-2195	8	14	its	its	PRON
ajceb-2195	8	15	cost	cost	NOUN
ajceb-2195	8	16	,	,	PUNCT
ajceb-2195	8	17	from	from	ADP
ajceb-2195	8	18	other	other	ADJ
ajceb-2195	8	19	physical	physical	ADJ
ajceb-2195	8	20	and/or	and/or	CCONJ
ajceb-2195	8	21	performance	performance	NOUN
ajceb-2195	8	22	characteristics	characteristic	NOUN
ajceb-2195	8	23	of	of	ADP
ajceb-2195	8	24	the	the	DET
ajceb-2195	8	25	system	system	NOUN
ajceb-2195	8	26	(	(	PUNCT
ajceb-2195	8	27	rose	rise	VERB
ajceb-2195	8	28	,	,	PUNCT
ajceb-2195	8	29	1982	1982	NUM
ajceb-2195	8	30	)	)	PUNCT
ajceb-2195	8	31	.	.	PUNCT
ajceb-2195	9	1	this	this	DET
ajceb-2195	9	2	technique	technique	NOUN
ajceb-2195	9	3	involves	involve	VERB
ajceb-2195	9	4	life	life	NOUN
ajceb-2195	9	5	cycle	cycle	NOUN
ajceb-2195	9	6	costs	cost	NOUN
ajceb-2195	9	7	,	,	PUNCT
ajceb-2195	9	8	a	a	DET
ajceb-2195	9	9	detailed	detailed	ADJ
ajceb-2195	9	10	data	data	NOUN
ajceb-2195	9	11	base	base	NOUN
ajceb-2195	9	12	,	,	PUNCT
ajceb-2195	9	13	and	and	CCONJ
ajceb-2195	9	14	the	the	DET
ajceb-2195	9	15	application	application	NOUN
ajceb-2195	9	16	of	of	ADP
ajceb-2195	9	17	multivariable	multivariable	ADJ
ajceb-2195	9	18	correlation	correlation	NOUN
ajceb-2195	9	19	(	(	PUNCT
ajceb-2195	9	20	black	black	ADJ
ajceb-2195	9	21	,	,	PUNCT
ajceb-2195	9	22	1984	1984	NUM
ajceb-2195	9	23	)	)	PUNCT
ajceb-2195	9	24	.	.	PUNCT
ajceb-2195	10	1	early	early	ADJ
ajceb-2195	10	2	cost	cost	NOUN
ajceb-2195	10	3	estimating	estimating	NOUN
ajceb-2195	10	4	is	be	AUX
ajceb-2195	10	5	considered	consider	VERB
ajceb-2195	10	6	as	as	ADP
ajceb-2195	10	7	the	the	DET
ajceb-2195	10	8	most	most	ADV
ajceb-2195	10	9	significant	significant	ADJ
ajceb-2195	10	10	starting	starting	NOUN
ajceb-2195	10	11	process	process	NOUN
ajceb-2195	10	12	to	to	PART
ajceb-2195	10	13	influence	influence	VERB
ajceb-2195	10	14	the	the	DET
ajceb-2195	10	15	fate	fate	NOUN
ajceb-2195	10	16	of	of	ADP
ajceb-2195	10	17	a	a	DET
ajceb-2195	10	18	new	new	ADJ
ajceb-2195	10	19	project	project	NOUN
ajceb-2195	10	20	(	(	PUNCT
ajceb-2195	10	21	sodikov	sodikov	PROPN
ajceb-2195	10	22	,	,	PUNCT
ajceb-2195	10	23	2005	2005	NUM
ajceb-2195	10	24	)	)	PUNCT
ajceb-2195	10	25	.	.	PUNCT
ajceb-2195	11	1	the	the	DET
ajceb-2195	11	2	accuracy	accuracy	NOUN
ajceb-2195	11	3	of	of	ADP
ajceb-2195	11	4	cost	cost	NOUN
ajceb-2195	11	5	estimation	estimation	NOUN
ajceb-2195	11	6	improves	improve	VERB
ajceb-2195	11	7	toward	toward	ADP
ajceb-2195	11	8	the	the	DET
ajceb-2195	11	9	end	end	NOUN
ajceb-2195	11	10	of	of	ADP
ajceb-2195	11	11	the	the	DET
ajceb-2195	11	12	project	project	NOUN
ajceb-2195	11	13	due	due	ADP
ajceb-2195	11	14	to	to	ADP
ajceb-2195	11	15	detailed	detailed	ADJ
ajceb-2195	11	16	and	and	CCONJ
ajceb-2195	11	17	precise	precise	ADJ
ajceb-2195	11	18	information	information	NOUN
ajceb-2195	11	19	.	.	PUNCT
ajceb-2195	12	1	the	the	DET
ajceb-2195	12	2	early	early	ADJ
ajceb-2195	12	3	or	or	CCONJ
ajceb-2195	12	4	conceptual	conceptual	ADJ
ajceb-2195	12	5	phase	phase	NOUN
ajceb-2195	12	6	is	be	AUX
ajceb-2195	12	7	the	the	DET
ajceb-2195	12	8	first	first	ADJ
ajceb-2195	12	9	phase	phase	NOUN
ajceb-2195	12	10	of	of	ADP
ajceb-2195	12	11	a	a	DET
ajceb-2195	12	12	project	project	NOUN
ajceb-2195	12	13	in	in	ADP
ajceb-2195	12	14	which	which	PRON
ajceb-2195	12	15	the	the	DET
ajceb-2195	12	16	need	need	NOUN
ajceb-2195	12	17	is	be	AUX
ajceb-2195	12	18	examined	examine	VERB
ajceb-2195	12	19	,	,	PUNCT
ajceb-2195	12	20	alternatives	alternative	NOUN
ajceb-2195	12	21	are	be	AUX
ajceb-2195	12	22	assessed	assess	VERB
ajceb-2195	12	23	,	,	PUNCT
ajceb-2195	12	24	the	the	DET
ajceb-2195	12	25	goals	goal	NOUN
ajceb-2195	12	26	and	and	CCONJ
ajceb-2195	12	27	objectives	objective	NOUN
ajceb-2195	12	28	of	of	ADP
ajceb-2195	12	29	the	the	DET
ajceb-2195	12	30	project	project	NOUN
ajceb-2195	12	31	are	be	AUX
ajceb-2195	12	32	established	establish	VERB
ajceb-2195	12	33	and	and	CCONJ
ajceb-2195	12	34	a	a	DET
ajceb-2195	12	35	sponsor	sponsor	NOUN
ajceb-2195	12	36	is	be	AUX
ajceb-2195	12	37	identified	identify	VERB
ajceb-2195	12	38	(	(	PUNCT
ajceb-2195	12	39	holm	holm	PROPN
ajceb-2195	12	40	et	et	PROPN
ajceb-2195	12	41	al	al	PROPN
ajceb-2195	12	42	.	.	PROPN
ajceb-2195	12	43	,	,	PUNCT
ajceb-2195	12	44	2005	2005	NUM
ajceb-2195	12	45	)	)	PUNCT
ajceb-2195	12	46	.	.	PUNCT
ajceb-2195	13	1	at	at	ADP
ajceb-2195	13	2	this	this	DET
ajceb-2195	13	3	stage	stage	NOUN
ajceb-2195	13	4	,	,	PUNCT
ajceb-2195	13	5	estimate	estimate	VERB
ajceb-2195	13	6	accuracy	accuracy	NOUN
ajceb-2195	13	7	is	be	AUX
ajceb-2195	13	8	between	between	ADP
ajceb-2195	13	9	±25	±25	PROPN
ajceb-2195	13	10	%	%	NOUN
ajceb-2195	13	11	and	and	CCONJ
ajceb-2195	13	12	±50	±50	NOUN
ajceb-2195	13	13	%	%	NOUN
ajceb-2195	13	14	(	(	PUNCT
ajceb-2195	13	15	schexnayder	schexnayder	NOUN
ajceb-2195	13	16	et	et	PROPN
ajceb-2195	13	17	al	al	PROPN
ajceb-2195	13	18	.	.	PROPN
ajceb-2195	13	19	,	,	PUNCT
ajceb-2195	13	20	2003	2003	NUM
ajceb-2195	13	21	)	)	PUNCT
ajceb-2195	13	22	due	due	ADP
ajceb-2195	13	23	to	to	ADP
ajceb-2195	13	24	less	less	ADV
ajceb-2195	13	25	defined	define	VERB
ajceb-2195	13	26	project	project	NOUN
ajceb-2195	13	27	details	detail	NOUN
ajceb-2195	13	28	.	.	PUNCT
ajceb-2195	14	1	cost	cost	NOUN
ajceb-2195	14	2	estimation	estimation	NOUN
ajceb-2195	14	3	of	of	ADP
ajceb-2195	14	4	construction	construction	NOUN
ajceb-2195	14	5	projects	project	NOUN
ajceb-2195	14	6	with	with	ADP
ajceb-2195	14	7	high	high	ADJ
ajceb-2195	14	8	accuracy	accuracy	NOUN
ajceb-2195	14	9	at	at	ADP
ajceb-2195	14	10	the	the	DET
ajceb-2195	14	11	early	early	ADJ
ajceb-2195	14	12	phase	phase	NOUN
ajceb-2195	14	13	of	of	ADP
ajceb-2195	14	14	project	project	NOUN
ajceb-2195	14	15	development	development	NOUN
ajceb-2195	14	16	is	be	AUX
ajceb-2195	14	17	crucial	crucial	ADJ
ajceb-2195	14	18	for	for	ADP
ajceb-2195	14	19	planning	planning	NOUN
ajceb-2195	14	20	and	and	CCONJ
ajceb-2195	14	21	feasibility	feasibility	NOUN
ajceb-2195	14	22	studies	study	NOUN
ajceb-2195	14	23	.	.	PUNCT
ajceb-2195	15	1	construction	construction	NOUN
ajceb-2195	15	2	clients	client	NOUN
ajceb-2195	15	3	require	require	VERB
ajceb-2195	15	4	early	early	ADJ
ajceb-2195	15	5	and	and	CCONJ
ajceb-2195	15	6	accurate	accurate	ADJ
ajceb-2195	15	7	cost	cost	NOUN
ajceb-2195	15	8	advice	advice	NOUN
ajceb-2195	15	9	prior	prior	ADV
ajceb-2195	15	10	to	to	ADP
ajceb-2195	15	11	site	site	NOUN
ajceb-2195	15	12	acquisition	acquisition	NOUN
ajceb-2195	15	13	and	and	CCONJ
ajceb-2195	15	14	commitment	commitment	NOUN
ajceb-2195	15	15	to	to	PART
ajceb-2195	15	16	build	build	VERB
ajceb-2195	15	17	in	in	ADP
ajceb-2195	15	18	order	order	NOUN
ajceb-2195	15	19	to	to	PART
ajceb-2195	15	20	enable	enable	VERB
ajceb-2195	15	21	them	they	PRON
ajceb-2195	15	22	to	to	PART
ajceb-2195	15	23	take	take	VERB
ajceb-2195	15	24	a	a	DET
ajceb-2195	15	25	right	right	ADJ
ajceb-2195	15	26	decision	decision	NOUN
ajceb-2195	15	27	regarding	regard	VERB
ajceb-2195	15	28	the	the	DET
ajceb-2195	15	29	feasibility	feasibility	NOUN
ajceb-2195	15	30	of	of	ADP
ajceb-2195	15	31	proposed	propose	VERB
ajceb-2195	15	32	project	project	NOUN
ajceb-2195	15	33	.	.	PUNCT
ajceb-2195	16	1	however	however	ADV
ajceb-2195	16	2	,	,	PUNCT
ajceb-2195	16	3	a	a	DET
ajceb-2195	16	4	number	number	NOUN
ajceb-2195	16	5	of	of	ADP
ajceb-2195	16	6	difficulties	difficulty	NOUN
ajceb-2195	16	7	arise	arise	VERB
ajceb-2195	16	8	when	when	SCONJ
ajceb-2195	16	9	conducting	conduct	VERB
ajceb-2195	16	10	cost	cost	NOUN
ajceb-2195	16	11	estimation	estimation	NOUN
ajceb-2195	16	12	during	during	ADP
ajceb-2195	16	13	the	the	DET
ajceb-2195	16	14	early	early	ADJ
ajceb-2195	16	15	phase	phase	NOUN
ajceb-2195	16	16	.	.	PUNCT
ajceb-2195	17	1	major	major	ADJ
ajceb-2195	17	2	problems	problem	NOUN
ajceb-2195	17	3	include	include	VERB
ajceb-2195	17	4	lack	lack	NOUN
ajceb-2195	17	5	of	of	ADP
ajceb-2195	17	6	preliminary	preliminary	ADJ
ajceb-2195	17	7	information	information	NOUN
ajceb-2195	17	8	,	,	PUNCT
ajceb-2195	17	9	lack	lack	NOUN
ajceb-2195	17	10	of	of	ADP
ajceb-2195	17	11	database	database	NOUN
ajceb-2195	17	12	of	of	ADP
ajceb-2195	17	13	works	work	NOUN
ajceb-2195	17	14	costs	cost	NOUN
ajceb-2195	17	15	,	,	PUNCT
ajceb-2195	17	16	lack	lack	NOUN
ajceb-2195	17	17	of	of	ADP
ajceb-2195	17	18	appropriate	appropriate	ADJ
ajceb-2195	17	19	cost	cost	NOUN
ajceb-2195	17	20	estimation	estimation	NOUN
ajceb-2195	17	21	methods	method	NOUN
ajceb-2195	17	22	,	,	PUNCT
ajceb-2195	17	23	and	and	CCONJ
ajceb-2195	17	24	the	the	DET
ajceb-2195	17	25	involvement	involvement	NOUN
ajceb-2195	17	26	of	of	ADP
ajceb-2195	17	27	many	many	ADJ
ajceb-2195	17	28	environmental	environmental	ADJ
ajceb-2195	17	29	,	,	PUNCT
ajceb-2195	17	30	political	political	ADJ
ajceb-2195	17	31	,	,	PUNCT
ajceb-2195	17	32	social	social	ADJ
ajceb-2195	17	33	and	and	CCONJ
ajceb-2195	17	34	external	external	ADJ
ajceb-2195	17	35	uncertainties	uncertainty	NOUN
ajceb-2195	17	36	.	.	PUNCT
ajceb-2195	18	1	given	give	VERB
ajceb-2195	18	2	its	its	PRON
ajceb-2195	18	3	significance	significance	NOUN
ajceb-2195	18	4	,	,	PUNCT
ajceb-2195	18	5	conventional	conventional	ADJ
ajceb-2195	18	6	tools	tool	NOUN
ajceb-2195	18	7	such	such	ADJ
ajceb-2195	18	8	as	as	ADP
ajceb-2195	18	9	regression	regression	NOUN
ajceb-2195	18	10	analysis	analysis	NOUN
ajceb-2195	18	11	have	have	AUX
ajceb-2195	18	12	been	be	AUX
ajceb-2195	18	13	widely	widely	ADV
ajceb-2195	18	14	employed	employ	VERB
ajceb-2195	18	15	to	to	PART
ajceb-2195	18	16	tackle	tackle	VERB
ajceb-2195	18	17	the	the	DET
ajceb-2195	18	18	problem	problem	NOUN
ajceb-2195	18	19	.	.	PUNCT
ajceb-2195	19	1	in	in	ADP
ajceb-2195	19	2	palestine	palestine	PROPN
ajceb-2195	19	3	,	,	PUNCT
ajceb-2195	19	4	the	the	DET
ajceb-2195	19	5	construction	construction	NOUN
ajceb-2195	19	6	industry	industry	NOUN
ajceb-2195	19	7	is	be	AUX
ajceb-2195	19	8	one	one	NUM
ajceb-2195	19	9	of	of	ADP
ajceb-2195	19	10	the	the	DET
ajceb-2195	19	11	main	main	ADJ
ajceb-2195	19	12	economic	economic	ADJ
ajceb-2195	19	13	driving	drive	VERB
ajceb-2195	19	14	sectors	sector	NOUN
ajceb-2195	19	15	,	,	PUNCT
ajceb-2195	19	16	supporting	support	VERB
ajceb-2195	19	17	the	the	DET
ajceb-2195	19	18	palestinian	palestinian	ADJ
ajceb-2195	19	19	national	national	ADJ
ajceb-2195	19	20	economy	economy	NOUN
ajceb-2195	19	21	.	.	PUNCT
ajceb-2195	20	1	it	it	PRON
ajceb-2195	20	2	contributes	contribute	VERB
ajceb-2195	20	3	to	to	ADP
ajceb-2195	20	4	26	26	NUM
ajceb-2195	20	5	%	%	NOUN
ajceb-2195	20	6	of	of	ADP
ajceb-2195	20	7	the	the	DET
ajceb-2195	20	8	palestinian	palestinian	PROPN
ajceb-2195	20	9	gdp	gdp	PROPN
ajceb-2195	20	10	.	.	PUNCT
ajceb-2195	21	1	it	it	PRON
ajceb-2195	21	2	also	also	ADV
ajceb-2195	21	3	plays	play	VERB
ajceb-2195	21	4	a	a	DET
ajceb-2195	21	5	basic	basic	ADJ
ajceb-2195	21	6	role	role	NOUN
ajceb-2195	21	7	in	in	ADP
ajceb-2195	21	8	providing	provide	VERB
ajceb-2195	21	9	homes	home	NOUN
ajceb-2195	21	10	,	,	PUNCT
ajceb-2195	21	11	public	public	ADJ
ajceb-2195	21	12	facilities	facility	NOUN
ajceb-2195	21	13	and	and	CCONJ
ajceb-2195	21	14	infrastructure	infrastructure	NOUN
ajceb-2195	21	15	,	,	PUNCT
ajceb-2195	21	16	absorbing	absorb	VERB
ajceb-2195	21	17	australasian	australasian	ADJ
ajceb-2195	21	18	journal	journal	NOUN
ajceb-2195	21	19	of	of	ADP
ajceb-2195	21	20	construction	construction	NOUN
ajceb-2195	21	21	economics	economic	NOUN
ajceb-2195	21	22	and	and	CCONJ
ajceb-2195	21	23	building	building	NOUN
ajceb-2195	21	24	mahamid	mahamid	PROPN
ajceb-2195	21	25	,	,	PUNCT
ajceb-2195	21	26	i	i	PRON
ajceb-2195	21	27	(	(	PUNCT
ajceb-2195	21	28	2011	2011	NUM
ajceb-2195	21	29	)	)	PUNCT
ajceb-2195	21	30	‘	'	PUNCT
ajceb-2195	21	31	early	early	ADJ
ajceb-2195	21	32	cost	cost	NOUN
ajceb-2195	21	33	estimating	estimating	NOUN
ajceb-2195	21	34	for	for	ADP
ajceb-2195	21	35	road	road	NOUN
ajceb-2195	21	36	construction	construction	NOUN
ajceb-2195	21	37	projects	project	NOUN
ajceb-2195	21	38	using	use	VERB
ajceb-2195	21	39	multiple	multiple	ADJ
ajceb-2195	21	40	regression	regression	NOUN
ajceb-2195	21	41	techniques	technique	NOUN
ajceb-2195	21	42	’	'	PUNCT
ajceb-2195	21	43	,	,	PUNCT
ajceb-2195	21	44	australasian	australasian	ADJ
ajceb-2195	21	45	journal	journal	NOUN
ajceb-2195	21	46	of	of	ADP
ajceb-2195	21	47	construction	construction	NOUN
ajceb-2195	21	48	economics	economic	NOUN
ajceb-2195	21	49	and	and	CCONJ
ajceb-2195	21	50	building	building	NOUN
ajceb-2195	21	51	,	,	PUNCT
ajceb-2195	21	52	11	11	NUM
ajceb-2195	21	53	(	(	PUNCT
ajceb-2195	21	54	4	4	NUM
ajceb-2195	21	55	)	)	PUNCT
ajceb-2195	21	56	87	87	NUM
ajceb-2195	21	57	-	-	SYM
ajceb-2195	21	58	101	101	NUM
ajceb-2195	21	59	88	88	NUM
ajceb-2195	21	60	work	work	NOUN
ajceb-2195	21	61	forces	force	NOUN
ajceb-2195	21	62	and	and	CCONJ
ajceb-2195	21	63	improving	improve	VERB
ajceb-2195	21	64	the	the	DET
ajceb-2195	21	65	whole	whole	ADJ
ajceb-2195	21	66	palestinian	palestinian	ADJ
ajceb-2195	21	67	national	national	ADJ
ajceb-2195	21	68	economy	economy	NOUN
ajceb-2195	21	69	.	.	PUNCT
ajceb-2195	22	1	however	however	ADV
ajceb-2195	22	2	,	,	PUNCT
ajceb-2195	22	3	many	many	ADJ
ajceb-2195	22	4	construction	construction	NOUN
ajceb-2195	22	5	projects	project	NOUN
ajceb-2195	22	6	report	report	VERB
ajceb-2195	22	7	poor	poor	ADJ
ajceb-2195	22	8	cost	cost	NOUN
ajceb-2195	22	9	,	,	PUNCT
ajceb-2195	22	10	time	time	NOUN
ajceb-2195	22	11	and	and	CCONJ
ajceb-2195	22	12	quality	quality	NOUN
ajceb-2195	22	13	performances	performance	NOUN
ajceb-2195	22	14	.	.	PUNCT
ajceb-2195	23	1	according	accord	VERB
ajceb-2195	23	2	to	to	ADP
ajceb-2195	23	3	mahamid	mahamid	PROPN
ajceb-2195	23	4	et	et	PROPN
ajceb-2195	23	5	al	al	PROPN
ajceb-2195	23	6	.	.	PROPN
ajceb-2195	24	1	(	(	PUNCT
ajceb-2195	24	2	2010	2010	NUM
ajceb-2195	24	3	)	)	PUNCT
ajceb-2195	24	4	,	,	PUNCT
ajceb-2195	24	5	the	the	DET
ajceb-2195	24	6	cost	cost	NOUN
ajceb-2195	24	7	overrun	overrun	NOUN
ajceb-2195	24	8	is	be	AUX
ajceb-2195	24	9	a	a	DET
ajceb-2195	24	10	phenomenon	phenomenon	NOUN
ajceb-2195	24	11	in	in	ADP
ajceb-2195	24	12	road	road	NOUN
ajceb-2195	24	13	construction	construction	NOUN
ajceb-2195	24	14	projects	project	NOUN
ajceb-2195	24	15	in	in	ADP
ajceb-2195	24	16	palestine	palestine	PROPN
ajceb-2195	24	17	.	.	PUNCT
ajceb-2195	25	1	through	through	ADP
ajceb-2195	25	2	a	a	DET
ajceb-2195	25	3	field	field	NOUN
ajceb-2195	25	4	study	study	NOUN
ajceb-2195	25	5	that	that	PRON
ajceb-2195	25	6	investigated	investigate	VERB
ajceb-2195	25	7	the	the	DET
ajceb-2195	25	8	cost	cost	NOUN
ajceb-2195	25	9	diverge	diverge	NOUN
ajceb-2195	25	10	in	in	ADP
ajceb-2195	25	11	road	road	NOUN
ajceb-2195	25	12	construction	construction	NOUN
ajceb-2195	25	13	based	base	VERB
ajceb-2195	25	14	on	on	ADP
ajceb-2195	25	15	data	datum	NOUN
ajceb-2195	25	16	of	of	ADP
ajceb-2195	25	17	169	169	NUM
ajceb-2195	25	18	road	road	NOUN
ajceb-2195	25	19	construction	construction	NOUN
ajceb-2195	25	20	projects	project	NOUN
ajceb-2195	25	21	,	,	PUNCT
ajceb-2195	25	22	they	they	PRON
ajceb-2195	25	23	concluded	conclude	VERB
ajceb-2195	25	24	that	that	SCONJ
ajceb-2195	25	25	100	100	NUM
ajceb-2195	25	26	%	%	NOUN
ajceb-2195	25	27	of	of	ADP
ajceb-2195	25	28	the	the	DET
ajceb-2195	25	29	projects	project	NOUN
ajceb-2195	25	30	suffer	suffer	VERB
ajceb-2195	25	31	from	from	ADP
ajceb-2195	25	32	cost	cost	NOUN
ajceb-2195	25	33	diverge	diverge	NOUN
ajceb-2195	25	34	.	.	PUNCT
ajceb-2195	26	1	they	they	PRON
ajceb-2195	26	2	found	find	VERB
ajceb-2195	26	3	that	that	SCONJ
ajceb-2195	26	4	among	among	ADP
ajceb-2195	26	5	these	these	DET
ajceb-2195	26	6	169	169	NUM
ajceb-2195	26	7	projects	project	NOUN
ajceb-2195	26	8	,	,	PUNCT
ajceb-2195	26	9	76.33	76.33	NUM
ajceb-2195	26	10	%	%	NOUN
ajceb-2195	26	11	were	be	AUX
ajceb-2195	26	12	underestimated	underestimate	VERB
ajceb-2195	26	13	and	and	CCONJ
ajceb-2195	26	14	23.67	23.67	NUM
ajceb-2195	26	15	were	be	AUX
ajceb-2195	26	16	overestimated	overestimate	VERB
ajceb-2195	26	17	.	.	PUNCT
ajceb-2195	27	1	therefore	therefore	ADV
ajceb-2195	27	2	,	,	PUNCT
ajceb-2195	27	3	it	it	PRON
ajceb-2195	27	4	is	be	AUX
ajceb-2195	27	5	very	very	ADV
ajceb-2195	27	6	important	important	ADJ
ajceb-2195	27	7	issue	issue	NOUN
ajceb-2195	27	8	to	to	PART
ajceb-2195	27	9	improve	improve	VERB
ajceb-2195	27	10	accurate	accurate	ADJ
ajceb-2195	27	11	models	model	NOUN
ajceb-2195	27	12	that	that	PRON
ajceb-2195	27	13	help	help	VERB
ajceb-2195	27	14	in	in	ADP
ajceb-2195	27	15	reducing	reduce	VERB
ajceb-2195	27	16	cost	cost	NOUN
ajceb-2195	27	17	diverge	diverge	NOUN
ajceb-2195	27	18	in	in	ADP
ajceb-2195	27	19	construction	construction	NOUN
ajceb-2195	27	20	projects	project	NOUN
ajceb-2195	27	21	.	.	PUNCT
ajceb-2195	28	1	this	this	DET
ajceb-2195	28	2	study	study	NOUN
ajceb-2195	28	3	presents	present	VERB
ajceb-2195	28	4	regression	regression	NOUN
ajceb-2195	28	5	models	model	NOUN
ajceb-2195	28	6	that	that	PRON
ajceb-2195	28	7	describe	describe	VERB
ajceb-2195	28	8	the	the	DET
ajceb-2195	28	9	total	total	ADJ
ajceb-2195	28	10	cost	cost	NOUN
ajceb-2195	28	11	of	of	ADP
ajceb-2195	28	12	road	road	NOUN
ajceb-2195	28	13	construction	construction	NOUN
ajceb-2195	28	14	project	project	NOUN
ajceb-2195	28	15	as	as	ADP
ajceb-2195	28	16	a	a	DET
ajceb-2195	28	17	function	function	NOUN
ajceb-2195	28	18	of	of	ADP
ajceb-2195	28	19	bill	bill	NOUN
ajceb-2195	28	20	of	of	ADP
ajceb-2195	28	21	quantity	quantity	NOUN
ajceb-2195	28	22	(	(	PUNCT
ajceb-2195	28	23	boq	boq	NOUN
ajceb-2195	28	24	)	)	PUNCT
ajceb-2195	28	25	and	and	CCONJ
ajceb-2195	28	26	project	project	NOUN
ajceb-2195	28	27	size	size	NOUN
ajceb-2195	28	28	(	(	PUNCT
ajceb-2195	28	29	i.e.	i.e.	X
ajceb-2195	28	30	road	road	NOUN
ajceb-2195	28	31	length	length	NOUN
ajceb-2195	28	32	and	and	CCONJ
ajceb-2195	28	33	width	width	ADJ
ajceb-2195	28	34	)	)	PUNCT
ajceb-2195	28	35	.	.	PUNCT
ajceb-2195	29	1	the	the	DET
ajceb-2195	29	2	estimating	estimate	VERB
ajceb-2195	29	3	models	model	NOUN
ajceb-2195	29	4	were	be	AUX
ajceb-2195	29	5	developed	develop	VERB
ajceb-2195	29	6	based	base	VERB
ajceb-2195	29	7	on	on	ADP
ajceb-2195	29	8	collected	collect	VERB
ajceb-2195	29	9	data	datum	NOUN
ajceb-2195	29	10	for	for	ADP
ajceb-2195	29	11	131	131	NUM
ajceb-2195	29	12	awarded	award	VERB
ajceb-2195	29	13	road	road	NOUN
ajceb-2195	29	14	construction	construction	NOUN
ajceb-2195	29	15	projects	project	NOUN
ajceb-2195	29	16	in	in	ADP
ajceb-2195	29	17	the	the	DET
ajceb-2195	29	18	west	west	PROPN
ajceb-2195	29	19	bank	bank	PROPN
ajceb-2195	29	20	in	in	ADP
ajceb-2195	29	21	palestine	palestine	PROPN
ajceb-2195	29	22	.	.	PUNCT
ajceb-2195	30	1	as	as	SCONJ
ajceb-2195	30	2	these	these	DET
ajceb-2195	30	3	cost	cost	NOUN
ajceb-2195	30	4	estimates	estimate	NOUN
ajceb-2195	30	5	are	be	AUX
ajceb-2195	30	6	required	require	VERB
ajceb-2195	30	7	at	at	ADP
ajceb-2195	30	8	early	early	ADJ
ajceb-2195	30	9	stages	stage	NOUN
ajceb-2195	30	10	of	of	ADP
ajceb-2195	30	11	the	the	DET
ajceb-2195	30	12	project	project	NOUN
ajceb-2195	30	13	,	,	PUNCT
ajceb-2195	30	14	considerations	consideration	NOUN
ajceb-2195	30	15	were	be	AUX
ajceb-2195	30	16	given	give	VERB
ajceb-2195	30	17	to	to	ADP
ajceb-2195	30	18	the	the	DET
ajceb-2195	30	19	fact	fact	NOUN
ajceb-2195	30	20	that	that	SCONJ
ajceb-2195	30	21	the	the	DET
ajceb-2195	30	22	input	input	NOUN
ajceb-2195	30	23	data	datum	NOUN
ajceb-2195	30	24	for	for	ADP
ajceb-2195	30	25	the	the	DET
ajceb-2195	30	26	required	require	VERB
ajceb-2195	30	27	model	model	NOUN
ajceb-2195	30	28	could	could	AUX
ajceb-2195	30	29	be	be	AUX
ajceb-2195	30	30	easily	easily	ADV
ajceb-2195	30	31	extracted	extract	VERB
ajceb-2195	30	32	from	from	ADP
ajceb-2195	30	33	sketches	sketch	NOUN
ajceb-2195	30	34	or	or	CCONJ
ajceb-2195	30	35	scope	scope	NOUN
ajceb-2195	30	36	definition	definition	NOUN
ajceb-2195	30	37	of	of	ADP
ajceb-2195	30	38	the	the	DET
ajceb-2195	30	39	project	project	NOUN
ajceb-2195	30	40	.	.	PUNCT
ajceb-2195	31	1	objectives	objective	VERB
ajceb-2195	31	2	the	the	DET
ajceb-2195	31	3	objectives	objective	NOUN
ajceb-2195	31	4	of	of	ADP
ajceb-2195	31	5	this	this	DET
ajceb-2195	31	6	study	study	NOUN
ajceb-2195	31	7	are	be	AUX
ajceb-2195	31	8	:	:	PUNCT
ajceb-2195	31	9			NOUN
ajceb-2195	31	10	to	to	PART
ajceb-2195	31	11	develop	develop	VERB
ajceb-2195	31	12	preliminary	preliminary	ADJ
ajceb-2195	31	13	cost	cost	NOUN
ajceb-2195	31	14	estimating	estimating	NOUN
ajceb-2195	31	15	models	model	NOUN
ajceb-2195	31	16	of	of	ADP
ajceb-2195	31	17	road	road	NOUN
ajceb-2195	31	18	construction	construction	NOUN
ajceb-2195	31	19	projects	project	NOUN
ajceb-2195	31	20	as	as	ADP
ajceb-2195	31	21	a	a	DET
ajceb-2195	31	22	function	function	NOUN
ajceb-2195	31	23	of	of	ADP
ajceb-2195	31	24	unit	unit	NOUN
ajceb-2195	31	25	quantities	quantity	NOUN
ajceb-2195	31	26	of	of	ADP
ajceb-2195	31	27	road	road	NOUN
ajceb-2195	31	28	construction	construction	NOUN
ajceb-2195	31	29	activities	activity	NOUN
ajceb-2195	31	30			NOUN
ajceb-2195	31	31	to	to	PART
ajceb-2195	31	32	develop	develop	VERB
ajceb-2195	31	33	early	early	ADJ
ajceb-2195	31	34	cost	cost	NOUN
ajceb-2195	31	35	estimating	estimating	NOUN
ajceb-2195	31	36	models	model	NOUN
ajceb-2195	31	37	of	of	ADP
ajceb-2195	31	38	road	road	NOUN
ajceb-2195	31	39	construction	construction	NOUN
ajceb-2195	31	40	projects	project	NOUN
ajceb-2195	31	41	as	as	ADP
ajceb-2195	31	42	a	a	DET
ajceb-2195	31	43	function	function	NOUN
ajceb-2195	31	44	of	of	ADP
ajceb-2195	31	45	project	project	NOUN
ajceb-2195	31	46	size	size	NOUN
ajceb-2195	31	47	(	(	PUNCT
ajceb-2195	31	48	i.e.	i.e.	X
ajceb-2195	31	49	road	road	NOUN
ajceb-2195	31	50	length	length	NOUN
ajceb-2195	31	51	and	and	CCONJ
ajceb-2195	31	52	road	road	NOUN
ajceb-2195	31	53	width	width	NOUN
ajceb-2195	31	54	)	)	PUNCT
ajceb-2195	31	55	literature	literature	PROPN
ajceb-2195	31	56	review	review	NOUN
ajceb-2195	31	57	ahuja	ahuja	PROPN
ajceb-2195	31	58	et	et	PROPN
ajceb-2195	31	59	al	al	PROPN
ajceb-2195	31	60	.	.	PROPN
ajceb-2195	32	1	(	(	PUNCT
ajceb-2195	32	2	1994	1994	NUM
ajceb-2195	32	3	)	)	PUNCT
ajceb-2195	32	4	state	state	NOUN
ajceb-2195	32	5	that	that	SCONJ
ajceb-2195	32	6	estimating	estimate	VERB
ajceb-2195	32	7	is	be	AUX
ajceb-2195	32	8	the	the	DET
ajceb-2195	32	9	primary	primary	ADJ
ajceb-2195	32	10	function	function	NOUN
ajceb-2195	32	11	of	of	ADP
ajceb-2195	32	12	the	the	DET
ajceb-2195	32	13	construction	construction	NOUN
ajceb-2195	32	14	industry	industry	NOUN
ajceb-2195	32	15	;	;	PUNCT
ajceb-2195	32	16	the	the	DET
ajceb-2195	32	17	accuracy	accuracy	NOUN
ajceb-2195	32	18	of	of	ADP
ajceb-2195	32	19	cost	cost	NOUN
ajceb-2195	32	20	estimates	estimate	NOUN
ajceb-2195	32	21	starting	start	VERB
ajceb-2195	32	22	from	from	ADP
ajceb-2195	32	23	an	an	DET
ajceb-2195	32	24	early	early	ADJ
ajceb-2195	32	25	phase	phase	NOUN
ajceb-2195	32	26	of	of	ADP
ajceb-2195	32	27	a	a	DET
ajceb-2195	32	28	project	project	NOUN
ajceb-2195	32	29	through	through	ADP
ajceb-2195	32	30	the	the	DET
ajceb-2195	32	31	tender	tender	ADJ
ajceb-2195	32	32	estimate	estimate	NOUN
ajceb-2195	32	33	can	can	AUX
ajceb-2195	32	34	affect	affect	VERB
ajceb-2195	32	35	the	the	DET
ajceb-2195	32	36	success	success	NOUN
ajceb-2195	32	37	or	or	CCONJ
ajceb-2195	32	38	failure	failure	NOUN
ajceb-2195	32	39	of	of	ADP
ajceb-2195	32	40	a	a	DET
ajceb-2195	32	41	construction	construction	NOUN
ajceb-2195	32	42	project	project	NOUN
ajceb-2195	32	43	.	.	PUNCT
ajceb-2195	33	1	they	they	PRON
ajceb-2195	33	2	also	also	ADV
ajceb-2195	33	3	state	state	VERB
ajceb-2195	33	4	that	that	SCONJ
ajceb-2195	33	5	many	many	ADJ
ajceb-2195	33	6	failures	failure	NOUN
ajceb-2195	33	7	of	of	ADP
ajceb-2195	33	8	construction	construction	NOUN
ajceb-2195	33	9	projects	project	NOUN
ajceb-2195	33	10	are	be	AUX
ajceb-2195	33	11	caused	cause	VERB
ajceb-2195	33	12	by	by	ADP
ajceb-2195	33	13	inaccurate	inaccurate	ADJ
ajceb-2195	33	14	estimates	estimate	NOUN
ajceb-2195	33	15	.	.	PUNCT
ajceb-2195	34	1	a	a	DET
ajceb-2195	34	2	cost	cost	NOUN
ajceb-2195	34	3	estimate	estimate	NOUN
ajceb-2195	34	4	establishes	establish	VERB
ajceb-2195	34	5	the	the	DET
ajceb-2195	34	6	base	base	NOUN
ajceb-2195	34	7	line	line	NOUN
ajceb-2195	34	8	of	of	ADP
ajceb-2195	34	9	the	the	DET
ajceb-2195	34	10	project	project	NOUN
ajceb-2195	34	11	cost	cost	NOUN
ajceb-2195	34	12	at	at	ADP
ajceb-2195	34	13	different	different	ADJ
ajceb-2195	34	14	stages	stage	NOUN
ajceb-2195	34	15	of	of	ADP
ajceb-2195	34	16	development	development	NOUN
ajceb-2195	34	17	of	of	ADP
ajceb-2195	34	18	the	the	DET
ajceb-2195	34	19	project	project	NOUN
ajceb-2195	34	20	.	.	PUNCT
ajceb-2195	35	1	as	as	ADP
ajceb-2195	35	2	hendrickson	hendrickson	PROPN
ajceb-2195	35	3	et	et	PROPN
ajceb-2195	35	4	al	al	PROPN
ajceb-2195	35	5	.	.	PROPN
ajceb-2195	36	1	(	(	PUNCT
ajceb-2195	36	2	1989	1989	NUM
ajceb-2195	36	3	)	)	PUNCT
ajceb-2195	36	4	point	point	VERB
ajceb-2195	36	5	out	out	ADP
ajceb-2195	36	6	,	,	PUNCT
ajceb-2195	36	7	a	a	DET
ajceb-2195	36	8	cost	cost	NOUN
ajceb-2195	36	9	estimate	estimate	NOUN
ajceb-2195	36	10	at	at	ADP
ajceb-2195	36	11	a	a	DET
ajceb-2195	36	12	given	give	VERB
ajceb-2195	36	13	stage	stage	NOUN
ajceb-2195	36	14	of	of	ADP
ajceb-2195	36	15	project	project	NOUN
ajceb-2195	36	16	development	development	NOUN
ajceb-2195	36	17	represents	represent	VERB
ajceb-2195	36	18	a	a	DET
ajceb-2195	36	19	prediction	prediction	NOUN
ajceb-2195	36	20	provided	provide	VERB
ajceb-2195	36	21	by	by	ADP
ajceb-2195	36	22	the	the	DET
ajceb-2195	36	23	cost	cost	NOUN
ajceb-2195	36	24	engineer	engineer	NOUN
ajceb-2195	36	25	or	or	CCONJ
ajceb-2195	36	26	estimator	estimator	NOUN
ajceb-2195	36	27	on	on	ADP
ajceb-2195	36	28	the	the	DET
ajceb-2195	36	29	basis	basis	NOUN
ajceb-2195	36	30	of	of	ADP
ajceb-2195	36	31	available	available	ADJ
ajceb-2195	36	32	data	datum	NOUN
ajceb-2195	36	33	.	.	PUNCT
ajceb-2195	37	1	gould	gould	PROPN
ajceb-2195	37	2	(	(	PUNCT
ajceb-2195	37	3	2005	2005	NUM
ajceb-2195	37	4	)	)	PUNCT
ajceb-2195	37	5	defined	define	VERB
ajceb-2195	37	6	estimate	estimate	NOUN
ajceb-2195	37	7	as	as	ADP
ajceb-2195	37	8	an	an	DET
ajceb-2195	37	9	appraisal	appraisal	NOUN
ajceb-2195	37	10	,	,	PUNCT
ajceb-2195	37	11	an	an	DET
ajceb-2195	37	12	opinion	opinion	NOUN
ajceb-2195	37	13	,	,	PUNCT
ajceb-2195	37	14	or	or	CCONJ
ajceb-2195	37	15	an	an	DET
ajceb-2195	37	16	approximation	approximation	NOUN
ajceb-2195	37	17	as	as	ADP
ajceb-2195	37	18	to	to	ADP
ajceb-2195	37	19	the	the	DET
ajceb-2195	37	20	cost	cost	NOUN
ajceb-2195	37	21	of	of	ADP
ajceb-2195	37	22	a	a	DET
ajceb-2195	37	23	project	project	NOUN
ajceb-2195	37	24	prior	prior	ADV
ajceb-2195	37	25	to	to	ADP
ajceb-2195	37	26	its	its	PRON
ajceb-2195	37	27	actual	actual	ADJ
ajceb-2195	37	28	construction	construction	NOUN
ajceb-2195	37	29	.	.	PUNCT
ajceb-2195	38	1	according	accord	VERB
ajceb-2195	38	2	to	to	ADP
ajceb-2195	38	3	jelen	jelen	PROPN
ajceb-2195	38	4	et	et	PROPN
ajceb-2195	38	5	al	al	PROPN
ajceb-2195	38	6	.	.	PROPN
ajceb-2195	39	1	(	(	PUNCT
ajceb-2195	39	2	1983	1983	NUM
ajceb-2195	39	3	)	)	PUNCT
ajceb-2195	39	4	,	,	PUNCT
ajceb-2195	39	5	estimating	estimate	VERB
ajceb-2195	39	6	is	be	AUX
ajceb-2195	39	7	the	the	DET
ajceb-2195	39	8	heart	heart	NOUN
ajceb-2195	39	9	of	of	ADP
ajceb-2195	39	10	the	the	DET
ajceb-2195	39	11	cost	cost	NOUN
ajceb-2195	39	12	engineer	engineer	NOUN
ajceb-2195	39	13	’s	’s	PART
ajceb-2195	39	14	work	work	NOUN
ajceb-2195	39	15	and	and	CCONJ
ajceb-2195	39	16	consequently	consequently	ADV
ajceb-2195	39	17	it	it	PRON
ajceb-2195	39	18	has	have	AUX
ajceb-2195	39	19	received	receive	VERB
ajceb-2195	39	20	appropriate	appropriate	ADJ
ajceb-2195	39	21	attention	attention	NOUN
ajceb-2195	39	22	over	over	ADP
ajceb-2195	39	23	the	the	DET
ajceb-2195	39	24	years	year	NOUN
ajceb-2195	39	25	.	.	PUNCT
ajceb-2195	40	1	holm	holm	PROPN
ajceb-2195	40	2	et	et	PROPN
ajceb-2195	40	3	al	al	PROPN
ajceb-2195	40	4	.	.	PROPN
ajceb-2195	41	1	(	(	PUNCT
ajceb-2195	41	2	2005	2005	NUM
ajceb-2195	41	3	)	)	PUNCT
ajceb-2195	41	4	lists	list	VERB
ajceb-2195	41	5	several	several	ADJ
ajceb-2195	41	6	reasons	reason	NOUN
ajceb-2195	41	7	for	for	ADP
ajceb-2195	41	8	making	make	VERB
ajceb-2195	41	9	estimate	estimate	NOUN
ajceb-2195	41	10	,	,	PUNCT
ajceb-2195	41	11	including	include	VERB
ajceb-2195	41	12	:	:	PUNCT
ajceb-2195	41	13			NOUN
ajceb-2195	41	14	feasibility	feasibility	NOUN
ajceb-2195	41	15	studies	study	NOUN
ajceb-2195	41	16			NOUN
ajceb-2195	41	17	selection	selection	NOUN
ajceb-2195	41	18	from	from	ADP
ajceb-2195	41	19	alternate	alternate	ADJ
ajceb-2195	41	20	design	design	NOUN
ajceb-2195	41	21			NOUN
ajceb-2195	41	22	selection	selection	NOUN
ajceb-2195	41	23	from	from	ADP
ajceb-2195	41	24	alternate	alternate	ADJ
ajceb-2195	41	25	investment	investment	NOUN
ajceb-2195	41	26			NOUN
ajceb-2195	41	27	appropriation	appropriation	NOUN
ajceb-2195	41	28	of	of	ADP
ajceb-2195	41	29	funds	fund	NOUN
ajceb-2195	41	30			NOUN
ajceb-2195	41	31	presentation	presentation	NOUN
ajceb-2195	41	32	of	of	ADP
ajceb-2195	41	33	bids	bid	NOUN
ajceb-2195	41	34	and	and	CCONJ
ajceb-2195	41	35	tenders	tender	NOUN
ajceb-2195	41	36	a	a	DET
ajceb-2195	41	37	number	number	NOUN
ajceb-2195	41	38	of	of	ADP
ajceb-2195	41	39	cost	cost	NOUN
ajceb-2195	41	40	prediction	prediction	NOUN
ajceb-2195	41	41	models	model	NOUN
ajceb-2195	41	42	have	have	AUX
ajceb-2195	41	43	been	be	AUX
ajceb-2195	41	44	developed	develop	VERB
ajceb-2195	41	45	.	.	PUNCT
ajceb-2195	42	1	bell	bell	NOUN
ajceb-2195	42	2	(	(	PUNCT
ajceb-2195	42	3	1987	1987	NUM
ajceb-2195	42	4	)	)	PUNCT
ajceb-2195	42	5	developed	develop	VERB
ajceb-2195	42	6	multiple	multiple	ADJ
ajceb-2195	42	7	linear	linear	ADJ
ajceb-2195	42	8	regression	regression	NOUN
ajceb-2195	42	9	models	model	NOUN
ajceb-2195	42	10	for	for	ADP
ajceb-2195	42	11	preliminary	preliminary	ADJ
ajceb-2195	42	12	cost	cost	NOUN
ajceb-2195	42	13	estimating	estimate	VERB
ajceb-2195	42	14	to	to	PART
ajceb-2195	42	15	be	be	AUX
ajceb-2195	42	16	used	use	VERB
ajceb-2195	42	17	by	by	ADP
ajceb-2195	42	18	alabama	alabama	PROPN
ajceb-2195	42	19	highway	highway	PROPN
ajceb-2195	42	20	department	department	PROPN
ajceb-2195	42	21	(	(	PUNCT
ajceb-2195	42	22	ahd	ahd	PROPN
ajceb-2195	42	23	)	)	PUNCT
ajceb-2195	42	24	for	for	ADP
ajceb-2195	42	25	long	long	ADJ
ajceb-2195	42	26	range	range	NOUN
ajceb-2195	42	27	cost	cost	NOUN
ajceb-2195	42	28	forecasting	forecasting	NOUN
ajceb-2195	42	29	.	.	PUNCT
ajceb-2195	43	1	the	the	DET
ajceb-2195	43	2	total	total	ADJ
ajceb-2195	43	3	project	project	NOUN
ajceb-2195	43	4	cost	cost	NOUN
ajceb-2195	43	5	per	per	ADP
ajceb-2195	43	6	mile	mile	NOUN
ajceb-2195	43	7	is	be	AUX
ajceb-2195	43	8	the	the	DET
ajceb-2195	43	9	function	function	NOUN
ajceb-2195	43	10	of	of	ADP
ajceb-2195	43	11	a	a	DET
ajceb-2195	43	12	list	list	NOUN
ajceb-2195	43	13	of	of	ADP
ajceb-2195	43	14	probable	probable	ADJ
ajceb-2195	43	15	predictors	predictor	NOUN
ajceb-2195	43	16	comprising	comprise	VERB
ajceb-2195	43	17	line	line	NOUN
ajceb-2195	43	18	items	item	NOUN
ajceb-2195	43	19	,	,	PUNCT
ajceb-2195	43	20	such	such	ADJ
ajceb-2195	43	21	as	as	ADP
ajceb-2195	43	22	quantities	quantity	NOUN
ajceb-2195	43	23	of	of	ADP
ajceb-2195	43	24	work	work	NOUN
ajceb-2195	43	25	items	item	NOUN
ajceb-2195	43	26	per	per	ADP
ajceb-2195	43	27	mile	mile	NOUN
ajceb-2195	43	28	.	.	PUNCT
ajceb-2195	44	1	mahamid	mahamid	PROPN
ajceb-2195	44	2	et	et	PROPN
ajceb-2195	44	3	al	al	PROPN
ajceb-2195	44	4	.	.	PROPN
ajceb-2195	45	1	(	(	PUNCT
ajceb-2195	45	2	2010	2010	NUM
ajceb-2195	45	3	)	)	PUNCT
ajceb-2195	45	4	developed	develop	VERB
ajceb-2195	45	5	multiple	multiple	ADJ
ajceb-2195	45	6	linear	linear	ADJ
ajceb-2195	45	7	regression	regression	NOUN
ajceb-2195	45	8	models	model	NOUN
ajceb-2195	45	9	for	for	ADP
ajceb-2195	45	10	preliminary	preliminary	ADJ
ajceb-2195	45	11	cost	cost	NOUN
ajceb-2195	45	12	estimating	estimating	NOUN
ajceb-2195	45	13	of	of	ADP
ajceb-2195	45	14	road	road	NOUN
ajceb-2195	45	15	construction	construction	NOUN
ajceb-2195	45	16	activities	activity	NOUN
ajceb-2195	45	17	as	as	ADP
ajceb-2195	45	18	a	a	DET
ajceb-2195	45	19	function	function	NOUN
ajceb-2195	45	20	of	of	ADP
ajceb-2195	45	21	project	project	NOUN
ajceb-2195	45	22	’s	’s	PART
ajceb-2195	45	23	physical	physical	ADJ
ajceb-2195	45	24	characteristics	characteristic	NOUN
ajceb-2195	45	25	such	such	ADJ
ajceb-2195	45	26	as	as	ADP
ajceb-2195	45	27	terrain	terrain	NOUN
ajceb-2195	45	28	conditions	condition	NOUN
ajceb-2195	45	29	,	,	PUNCT
ajceb-2195	45	30	ground	ground	NOUN
ajceb-2195	45	31	conditions	condition	NOUN
ajceb-2195	45	32	and	and	CCONJ
ajceb-2195	45	33	soil	soil	NOUN
ajceb-2195	45	34	drillability	drillability	NOUN
ajceb-2195	45	35	.	.	PUNCT
ajceb-2195	46	1	australasian	australasian	ADJ
ajceb-2195	46	2	journal	journal	NOUN
ajceb-2195	46	3	of	of	ADP
ajceb-2195	46	4	construction	construction	NOUN
ajceb-2195	46	5	economics	economic	NOUN
ajceb-2195	46	6	and	and	CCONJ
ajceb-2195	46	7	building	building	NOUN
ajceb-2195	46	8	mahamid	mahamid	PROPN
ajceb-2195	46	9	,	,	PUNCT
ajceb-2195	46	10	i	i	PRON
ajceb-2195	46	11	(	(	PUNCT
ajceb-2195	46	12	2011	2011	NUM
ajceb-2195	46	13	)	)	PUNCT
ajceb-2195	46	14	‘	'	PUNCT
ajceb-2195	46	15	early	early	ADJ
ajceb-2195	46	16	cost	cost	NOUN
ajceb-2195	46	17	estimating	estimating	NOUN
ajceb-2195	46	18	for	for	ADP
ajceb-2195	46	19	road	road	NOUN
ajceb-2195	46	20	construction	construction	NOUN
ajceb-2195	46	21	projects	project	NOUN
ajceb-2195	46	22	using	use	VERB
ajceb-2195	46	23	multiple	multiple	ADJ
ajceb-2195	46	24	regression	regression	NOUN
ajceb-2195	46	25	techniques	technique	NOUN
ajceb-2195	46	26	’	'	PUNCT
ajceb-2195	46	27	,	,	PUNCT
ajceb-2195	46	28	australasian	australasian	ADJ
ajceb-2195	46	29	journal	journal	NOUN
ajceb-2195	46	30	of	of	ADP
ajceb-2195	46	31	construction	construction	NOUN
ajceb-2195	46	32	economics	economic	NOUN
ajceb-2195	46	33	and	and	CCONJ
ajceb-2195	46	34	building	building	NOUN
ajceb-2195	46	35	,	,	PUNCT
ajceb-2195	46	36	11	11	NUM
ajceb-2195	46	37	(	(	PUNCT
ajceb-2195	46	38	4	4	NUM
ajceb-2195	46	39	)	)	PUNCT
ajceb-2195	46	40	87	87	NUM
ajceb-2195	46	41	-	-	SYM
ajceb-2195	46	42	101	101	NUM
ajceb-2195	46	43	89	89	NUM
ajceb-2195	46	44	hegazy	hegazy	ADV
ajceb-2195	46	45	et	et	PROPN
ajceb-2195	46	46	al	al	PROPN
ajceb-2195	46	47	.	.	PROPN
ajceb-2195	46	48	,	,	PUNCT
ajceb-2195	46	49	(	(	PUNCT
ajceb-2195	46	50	1998	1998	NUM
ajceb-2195	46	51	)	)	PUNCT
ajceb-2195	46	52	used	use	VERB
ajceb-2195	46	53	a	a	DET
ajceb-2195	46	54	neural	neural	ADJ
ajceb-2195	46	55	network	network	NOUN
ajceb-2195	46	56	approach	approach	NOUN
ajceb-2195	46	57	to	to	PART
ajceb-2195	46	58	manage	manage	VERB
ajceb-2195	46	59	construction	construction	NOUN
ajceb-2195	46	60	cost	cost	NOUN
ajceb-2195	46	61	data	datum	NOUN
ajceb-2195	46	62	and	and	CCONJ
ajceb-2195	46	63	develop	develop	VERB
ajceb-2195	46	64	a	a	DET
ajceb-2195	46	65	parametric	parametric	ADJ
ajceb-2195	46	66	cost	cost	NOUN
ajceb-2195	46	67	estimating	estimate	VERB
ajceb-2195	46	68	model	model	NOUN
ajceb-2195	46	69	for	for	ADP
ajceb-2195	46	70	highway	highway	NOUN
ajceb-2195	46	71	projects	project	NOUN
ajceb-2195	46	72	.	.	PUNCT
ajceb-2195	47	1	they	they	PRON
ajceb-2195	47	2	introduced	introduce	VERB
ajceb-2195	47	3	two	two	NUM
ajceb-2195	47	4	alternative	alternative	ADJ
ajceb-2195	47	5	techniques	technique	NOUN
ajceb-2195	47	6	to	to	PART
ajceb-2195	47	7	train	train	VERB
ajceb-2195	47	8	network	network	NOUN
ajceb-2195	47	9	’s	’s	PART
ajceb-2195	47	10	weights	weight	NOUN
ajceb-2195	47	11	:	:	PUNCT
ajceb-2195	47	12	simplex	simplex	NOUN
ajceb-2195	47	13	optimization	optimization	NOUN
ajceb-2195	47	14	(	(	PUNCT
ajceb-2195	47	15	excel	excel	PROPN
ajceb-2195	47	16	’s	’s	PART
ajceb-2195	47	17	inherent	inherent	ADJ
ajceb-2195	47	18	solver	solver	NOUN
ajceb-2195	47	19	function	function	NOUN
ajceb-2195	47	20	)	)	PUNCT
ajceb-2195	47	21	,	,	PUNCT
ajceb-2195	47	22	and	and	CCONJ
ajceb-2195	47	23	gas	gas	NOUN
ajceb-2195	47	24	(	(	PUNCT
ajceb-2195	47	25	genetic	genetic	ADJ
ajceb-2195	47	26	algorithms	algorithm	NOUN
ajceb-2195	47	27	)	)	PUNCT
ajceb-2195	47	28	.	.	PUNCT
ajceb-2195	48	1	three	three	NUM
ajceb-2195	48	2	cost	cost	NOUN
ajceb-2195	48	3	prediction	prediction	NOUN
ajceb-2195	48	4	models	model	NOUN
ajceb-2195	48	5	were	be	AUX
ajceb-2195	48	6	developed	develop	VERB
ajceb-2195	48	7	by	by	ADP
ajceb-2195	48	8	christian	christian	PROPN
ajceb-2195	48	9	and	and	CCONJ
ajceb-2195	48	10	newton	newton	PROPN
ajceb-2195	48	11	(	(	PUNCT
ajceb-2195	48	12	1998	1998	NUM
ajceb-2195	48	13	)	)	PUNCT
ajceb-2195	48	14	in	in	ADP
ajceb-2195	48	15	order	order	NOUN
ajceb-2195	48	16	to	to	PART
ajceb-2195	48	17	determine	determine	VERB
ajceb-2195	48	18	an	an	DET
ajceb-2195	48	19	accurate	accurate	ADJ
ajceb-2195	48	20	cost	cost	NOUN
ajceb-2195	48	21	for	for	ADP
ajceb-2195	48	22	road	road	NOUN
ajceb-2195	48	23	maintenance	maintenance	NOUN
ajceb-2195	48	24	.	.	PUNCT
ajceb-2195	49	1	these	these	DET
ajceb-2195	49	2	models	model	NOUN
ajceb-2195	49	3	were	be	AUX
ajceb-2195	49	4	developed	develop	VERB
ajceb-2195	49	5	in	in	ADP
ajceb-2195	49	6	the	the	DET
ajceb-2195	49	7	province	province	NOUN
ajceb-2195	49	8	of	of	ADP
ajceb-2195	49	9	new	new	PROPN
ajceb-2195	49	10	brunswick	brunswick	PROPN
ajceb-2195	49	11	based	base	VERB
ajceb-2195	49	12	on	on	ADP
ajceb-2195	49	13	historical	historical	ADJ
ajceb-2195	49	14	data	datum	NOUN
ajceb-2195	49	15	during	during	ADP
ajceb-2195	49	16	the	the	DET
ajceb-2195	49	17	period	period	NOUN
ajceb-2195	49	18	1965–1994	1965–1994	NUM
ajceb-2195	49	19	.	.	PUNCT
ajceb-2195	50	1	based	base	VERB
ajceb-2195	50	2	on	on	ADP
ajceb-2195	50	3	the	the	DET
ajceb-2195	50	4	models	model	NOUN
ajceb-2195	50	5	and	and	CCONJ
ajceb-2195	50	6	the	the	DET
ajceb-2195	50	7	management	management	NOUN
ajceb-2195	50	8	review	review	NOUN
ajceb-2195	50	9	,	,	PUNCT
ajceb-2195	50	10	it	it	PRON
ajceb-2195	50	11	was	be	AUX
ajceb-2195	50	12	concluded	conclude	VERB
ajceb-2195	50	13	that	that	SCONJ
ajceb-2195	50	14	maintenance	maintenance	NOUN
ajceb-2195	50	15	funding	funding	NOUN
ajceb-2195	50	16	needed	need	VERB
ajceb-2195	50	17	to	to	PART
ajceb-2195	50	18	be	be	AUX
ajceb-2195	50	19	increased	increase	VERB
ajceb-2195	50	20	by	by	ADP
ajceb-2195	50	21	25	25	NUM
ajceb-2195	50	22	%	%	NOUN
ajceb-2195	50	23	.	.	PUNCT
ajceb-2195	51	1	lowe	lowe	PROPN
ajceb-2195	51	2	et	et	PROPN
ajceb-2195	51	3	al	al	PROPN
ajceb-2195	51	4	.	.	PROPN
ajceb-2195	51	5	(	(	PUNCT
ajceb-2195	51	6	2006	2006	NUM
ajceb-2195	51	7	)	)	PUNCT
ajceb-2195	51	8	developed	develop	VERB
ajceb-2195	51	9	linear	linear	ADJ
ajceb-2195	51	10	regression	regression	NOUN
ajceb-2195	51	11	models	model	NOUN
ajceb-2195	51	12	in	in	ADP
ajceb-2195	51	13	order	order	NOUN
ajceb-2195	51	14	to	to	PART
ajceb-2195	51	15	predict	predict	VERB
ajceb-2195	51	16	the	the	DET
ajceb-2195	51	17	construction	construction	NOUN
ajceb-2195	51	18	cost	cost	NOUN
ajceb-2195	51	19	of	of	ADP
ajceb-2195	51	20	buildings	building	NOUN
ajceb-2195	51	21	,	,	PUNCT
ajceb-2195	51	22	based	base	VERB
ajceb-2195	51	23	on	on	ADP
ajceb-2195	51	24	286	286	NUM
ajceb-2195	51	25	sets	set	NOUN
ajceb-2195	51	26	of	of	ADP
ajceb-2195	51	27	data	datum	NOUN
ajceb-2195	51	28	collected	collect	VERB
ajceb-2195	51	29	in	in	ADP
ajceb-2195	51	30	the	the	DET
ajceb-2195	51	31	united	united	ADJ
ajceb-2195	51	32	kingdom	kingdom	NOUN
ajceb-2195	51	33	.	.	PUNCT
ajceb-2195	52	1	they	they	PRON
ajceb-2195	52	2	identified	identify	VERB
ajceb-2195	52	3	41	41	NUM
ajceb-2195	52	4	potential	potential	ADJ
ajceb-2195	52	5	independent	independent	ADJ
ajceb-2195	52	6	variables	variable	NOUN
ajceb-2195	52	7	,	,	PUNCT
ajceb-2195	52	8	and	and	CCONJ
ajceb-2195	52	9	,	,	PUNCT
ajceb-2195	52	10	through	through	ADP
ajceb-2195	52	11	the	the	DET
ajceb-2195	52	12	regression	regression	NOUN
ajceb-2195	52	13	process	process	NOUN
ajceb-2195	52	14	,	,	PUNCT
ajceb-2195	52	15	showed	show	VERB
ajceb-2195	52	16	five	five	NUM
ajceb-2195	52	17	significant	significant	ADJ
ajceb-2195	52	18	influencing	influencing	NOUN
ajceb-2195	52	19	variables	variable	NOUN
ajceb-2195	52	20	such	such	ADJ
ajceb-2195	52	21	as	as	ADP
ajceb-2195	52	22	gross	gross	ADJ
ajceb-2195	52	23	internal	internal	ADJ
ajceb-2195	52	24	floor	floor	NOUN
ajceb-2195	52	25	area	area	NOUN
ajceb-2195	52	26	(	(	PUNCT
ajceb-2195	52	27	gifa	gifa	PROPN
ajceb-2195	52	28	)	)	PUNCT
ajceb-2195	52	29	,	,	PUNCT
ajceb-2195	52	30	function	function	NOUN
ajceb-2195	52	31	,	,	PUNCT
ajceb-2195	52	32	duration	duration	NOUN
ajceb-2195	52	33	,	,	PUNCT
ajceb-2195	52	34	mechanical	mechanical	ADJ
ajceb-2195	52	35	installations	installation	NOUN
ajceb-2195	52	36	,	,	PUNCT
ajceb-2195	52	37	and	and	CCONJ
ajceb-2195	52	38	piling	piling	NOUN
ajceb-2195	52	39	.	.	PUNCT
ajceb-2195	53	1	han	han	PROPN
ajceb-2195	53	2	et	et	PROPN
ajceb-2195	53	3	al	al	PROPN
ajceb-2195	53	4	(	(	PUNCT
ajceb-2195	53	5	2008	2008	NUM
ajceb-2195	53	6	)	)	PUNCT
ajceb-2195	53	7	investigated	investigate	VERB
ajceb-2195	53	8	the	the	DET
ajceb-2195	53	9	actual	actual	ADJ
ajceb-2195	53	10	budgeting	budgeting	NOUN
ajceb-2195	53	11	process	process	NOUN
ajceb-2195	53	12	in	in	ADP
ajceb-2195	53	13	highway	highway	NOUN
ajceb-2195	53	14	construction	construction	NOUN
ajceb-2195	53	15	projects	project	NOUN
ajceb-2195	53	16	,	,	PUNCT
ajceb-2195	53	17	under	under	ADP
ajceb-2195	53	18	the	the	DET
ajceb-2195	53	19	research	research	NOUN
ajceb-2195	53	20	collaboration	collaboration	NOUN
ajceb-2195	53	21	of	of	ADP
ajceb-2195	53	22	the	the	DET
ajceb-2195	53	23	korean	korean	PROPN
ajceb-2195	53	24	ministry	ministry	PROPN
ajceb-2195	53	25	of	of	ADP
ajceb-2195	53	26	construction	construction	NOUN
ajceb-2195	53	27	and	and	CCONJ
ajceb-2195	53	28	transportation	transportation	NOUN
ajceb-2195	53	29	.	.	PUNCT
ajceb-2195	54	1	they	they	PRON
ajceb-2195	54	2	then	then	ADV
ajceb-2195	54	3	developed	develop	VERB
ajceb-2195	54	4	two	two	NUM
ajceb-2195	54	5	-	-	PUNCT
ajceb-2195	54	6	tiered	tiere	VERB
ajceb-2195	54	7	cost	cost	NOUN
ajceb-2195	54	8	estimation	estimation	NOUN
ajceb-2195	54	9	models	model	NOUN
ajceb-2195	54	10	of	of	ADP
ajceb-2195	54	11	highway	highway	NOUN
ajceb-2195	54	12	construction	construction	NOUN
ajceb-2195	54	13	projects	project	NOUN
ajceb-2195	54	14	,	,	PUNCT
ajceb-2195	54	15	considering	consider	VERB
ajceb-2195	54	16	the	the	DET
ajceb-2195	54	17	target	target	NOUN
ajceb-2195	54	18	goals	goal	NOUN
ajceb-2195	54	19	for	for	ADP
ajceb-2195	54	20	forecasting	forecasting	NOUN
ajceb-2195	54	21	,	,	PUNCT
ajceb-2195	54	22	allowable	allowable	ADJ
ajceb-2195	54	23	accuracy	accuracy	NOUN
ajceb-2195	54	24	,	,	PUNCT
ajceb-2195	54	25	and	and	CCONJ
ajceb-2195	54	26	available	available	ADJ
ajceb-2195	54	27	information	information	NOUN
ajceb-2195	54	28	at	at	ADP
ajceb-2195	54	29	each	each	DET
ajceb-2195	54	30	phase	phase	NOUN
ajceb-2195	54	31	of	of	ADP
ajceb-2195	54	32	a	a	DET
ajceb-2195	54	33	project	project	NOUN
ajceb-2195	54	34	budgeting	budgeting	NOUN
ajceb-2195	54	35	and	and	CCONJ
ajceb-2195	54	36	initiation	initiation	NOUN
ajceb-2195	54	37	.	.	PUNCT
ajceb-2195	55	1	recent	recent	ADJ
ajceb-2195	55	2	work	work	NOUN
ajceb-2195	55	3	reveals	reveal	VERB
ajceb-2195	55	4	that	that	SCONJ
ajceb-2195	55	5	there	there	PRON
ajceb-2195	55	6	are	be	VERB
ajceb-2195	55	7	still	still	ADV
ajceb-2195	55	8	many	many	ADJ
ajceb-2195	55	9	problems	problem	NOUN
ajceb-2195	55	10	in	in	ADP
ajceb-2195	55	11	cost	cost	NOUN
ajceb-2195	55	12	estimation	estimation	NOUN
ajceb-2195	55	13	at	at	ADP
ajceb-2195	55	14	the	the	DET
ajceb-2195	55	15	conceptual	conceptual	ADJ
ajceb-2195	55	16	stage	stage	NOUN
ajceb-2195	55	17	of	of	ADP
ajceb-2195	55	18	a	a	DET
ajceb-2195	55	19	project	project	NOUN
ajceb-2195	55	20	cycle	cycle	NOUN
ajceb-2195	55	21	.	.	PUNCT
ajceb-2195	56	1	the	the	DET
ajceb-2195	56	2	world	world	PROPN
ajceb-2195	56	3	bank	bank	PROPN
ajceb-2195	56	4	had	have	AUX
ajceb-2195	56	5	developed	develop	VERB
ajceb-2195	56	6	an	an	DET
ajceb-2195	56	7	international	international	ADJ
ajceb-2195	56	8	database	database	NOUN
ajceb-2195	56	9	for	for	ADP
ajceb-2195	56	10	road	road	NOUN
ajceb-2195	56	11	construction	construction	NOUN
ajceb-2195	56	12	cost	cost	NOUN
ajceb-2195	56	13	in	in	ADP
ajceb-2195	56	14	developing	develop	VERB
ajceb-2195	56	15	countries	country	NOUN
ajceb-2195	56	16	;	;	PUNCT
ajceb-2195	56	17	the	the	DET
ajceb-2195	56	18	data	datum	NOUN
ajceb-2195	56	19	was	be	AUX
ajceb-2195	56	20	yielded	yield	VERB
ajceb-2195	56	21	in	in	ADP
ajceb-2195	56	22	form	form	NOUN
ajceb-2195	56	23	of	of	ADP
ajceb-2195	56	24	road	road	NOUN
ajceb-2195	56	25	costs	cost	NOUN
ajceb-2195	56	26	knowledge	knowledge	NOUN
ajceb-2195	56	27	system	system	NOUN
ajceb-2195	56	28	(	(	PUNCT
ajceb-2195	56	29	rocks	rock	NOUN
ajceb-2195	56	30	)	)	PUNCT
ajceb-2195	56	31	.	.	PUNCT
ajceb-2195	57	1	it	it	PRON
ajceb-2195	57	2	was	be	AUX
ajceb-2195	57	3	designed	design	VERB
ajceb-2195	57	4	to	to	PART
ajceb-2195	57	5	develop	develop	VERB
ajceb-2195	57	6	an	an	DET
ajceb-2195	57	7	international	international	ADJ
ajceb-2195	57	8	knowledge	knowledge	NOUN
ajceb-2195	57	9	system	system	NOUN
ajceb-2195	57	10	of	of	ADP
ajceb-2195	57	11	road	road	NOUN
ajceb-2195	57	12	work	work	NOUN
ajceb-2195	57	13	costs	cost	NOUN
ajceb-2195	57	14	to	to	PART
ajceb-2195	57	15	obtain	obtain	VERB
ajceb-2195	57	16	average	average	ADJ
ajceb-2195	57	17	and	and	CCONJ
ajceb-2195	57	18	range	range	NOUN
ajceb-2195	57	19	unit	unit	NOUN
ajceb-2195	57	20	costs	cost	NOUN
ajceb-2195	57	21	based	base	VERB
ajceb-2195	57	22	on	on	ADP
ajceb-2195	57	23	historical	historical	ADJ
ajceb-2195	57	24	data	datum	NOUN
ajceb-2195	57	25	that	that	PRON
ajceb-2195	57	26	could	could	AUX
ajceb-2195	57	27	ultimately	ultimately	ADV
ajceb-2195	57	28	improve	improve	VERB
ajceb-2195	57	29	the	the	DET
ajceb-2195	57	30	reliability	reliability	NOUN
ajceb-2195	57	31	of	of	ADP
ajceb-2195	57	32	new	new	ADJ
ajceb-2195	57	33	cost	cost	NOUN
ajceb-2195	57	34	estimates	estimate	NOUN
ajceb-2195	57	35	.	.	PUNCT
ajceb-2195	58	1	in	in	ADP
ajceb-2195	58	2	that	that	DET
ajceb-2195	58	3	study	study	NOUN
ajceb-2195	58	4	,	,	PUNCT
ajceb-2195	58	5	data	datum	NOUN
ajceb-2195	58	6	from	from	ADP
ajceb-2195	58	7	65	65	NUM
ajceb-2195	58	8	developing	develop	VERB
ajceb-2195	58	9	countries	country	NOUN
ajceb-2195	58	10	were	be	AUX
ajceb-2195	58	11	used	use	VERB
ajceb-2195	58	12	to	to	PART
ajceb-2195	58	13	make	make	VERB
ajceb-2195	58	14	comparisons	comparison	NOUN
ajceb-2195	58	15	between	between	ADP
ajceb-2195	58	16	estimated	estimate	VERB
ajceb-2195	58	17	costs	cost	NOUN
ajceb-2195	58	18	at	at	ADP
ajceb-2195	58	19	appraisal	appraisal	NOUN
ajceb-2195	58	20	and	and	CCONJ
ajceb-2195	58	21	actual	actual	ADJ
ajceb-2195	58	22	cost	cost	NOUN
ajceb-2195	58	23	at	at	ADP
ajceb-2195	58	24	completion	completion	NOUN
ajceb-2195	58	25	.	.	PUNCT
ajceb-2195	59	1	among	among	ADP
ajceb-2195	59	2	these	these	DET
ajceb-2195	59	3	projects	project	NOUN
ajceb-2195	59	4	62	62	NUM
ajceb-2195	59	5	%	%	NOUN
ajceb-2195	59	6	were	be	AUX
ajceb-2195	59	7	overestimated	overestimate	VERB
ajceb-2195	59	8	,	,	PUNCT
ajceb-2195	59	9	and	and	CCONJ
ajceb-2195	59	10	the	the	DET
ajceb-2195	59	11	rest	rest	NOUN
ajceb-2195	59	12	underestimated	underestimate	VERB
ajceb-2195	59	13	(	(	PUNCT
ajceb-2195	59	14	rocks	rock	NOUN
ajceb-2195	59	15	,	,	PUNCT
ajceb-2195	59	16	2002	2002	NUM
ajceb-2195	59	17	)	)	PUNCT
ajceb-2195	59	18	.	.	PUNCT
ajceb-2195	60	1	research	research	NOUN
ajceb-2195	60	2	methodology	methodology	NOUN
ajceb-2195	60	3	the	the	DET
ajceb-2195	60	4	methodology	methodology	NOUN
ajceb-2195	60	5	approach	approach	NOUN
ajceb-2195	60	6	in	in	ADP
ajceb-2195	60	7	this	this	DET
ajceb-2195	60	8	research	research	NOUN
ajceb-2195	60	9	is	be	AUX
ajceb-2195	60	10	shown	show	VERB
ajceb-2195	60	11	in	in	ADP
ajceb-2195	60	12	figure	figure	NOUN
ajceb-2195	60	13	1	1	NUM
ajceb-2195	60	14	,	,	PUNCT
ajceb-2195	60	15	each	each	DET
ajceb-2195	60	16	step	step	NOUN
ajceb-2195	60	17	will	will	AUX
ajceb-2195	60	18	be	be	AUX
ajceb-2195	60	19	discussed	discuss	VERB
ajceb-2195	60	20	in	in	ADP
ajceb-2195	60	21	succeeding	succeed	VERB
ajceb-2195	60	22	paragraphs	paragraph	NOUN
ajceb-2195	60	23	.	.	PUNCT
ajceb-2195	61	1	figure	figure	NOUN
ajceb-2195	61	2	1	1	NUM
ajceb-2195	61	3	research	research	NOUN
ajceb-2195	61	4	methodology	methodology	NOUN
ajceb-2195	61	5	define	define	VERB
ajceb-2195	61	6	the	the	DET
ajceb-2195	61	7	problem	problem	NOUN
ajceb-2195	61	8	and	and	CCONJ
ajceb-2195	61	9	scope	scope	NOUN
ajceb-2195	61	10	of	of	ADP
ajceb-2195	61	11	the	the	DET
ajceb-2195	61	12	research	research	NOUN
ajceb-2195	61	13	data	datum	NOUN
ajceb-2195	61	14	collection	collection	NOUN
ajceb-2195	61	15	and	and	CCONJ
ajceb-2195	61	16	development	development	NOUN
ajceb-2195	61	17	selecting	selecting	NOUN
ajceb-2195	61	18	forecasting	forecasting	NOUN
ajceb-2195	61	19	method	method	NOUN
ajceb-2195	61	20	to	to	PART
ajceb-2195	61	21	be	be	AUX
ajceb-2195	61	22	adopted	adopt	VERB
ajceb-2195	61	23	to	to	PART
ajceb-2195	61	24	develop	develop	VERB
ajceb-2195	61	25	the	the	DET
ajceb-2195	61	26	mathematical	mathematical	ADJ
ajceb-2195	61	27	models	model	NOUN
ajceb-2195	61	28	for	for	ADP
ajceb-2195	61	29	preliminary	preliminary	ADJ
ajceb-2195	61	30	estimating	estimating	NOUN
ajceb-2195	61	31	of	of	ADP
ajceb-2195	61	32	road	road	NOUN
ajceb-2195	61	33	construction	construction	NOUN
ajceb-2195	61	34	cost	cost	NOUN
ajceb-2195	61	35	selecting	selecting	NOUN
ajceb-2195	61	36	model	model	NOUN
ajceb-2195	61	37	variables	variable	NOUN
ajceb-2195	61	38	model	model	NOUN
ajceb-2195	61	39	developments	development	NOUN
ajceb-2195	61	40	australasian	australasian	ADJ
ajceb-2195	61	41	journal	journal	NOUN
ajceb-2195	61	42	of	of	ADP
ajceb-2195	61	43	construction	construction	NOUN
ajceb-2195	61	44	economics	economic	NOUN
ajceb-2195	61	45	and	and	CCONJ
ajceb-2195	61	46	building	building	NOUN
ajceb-2195	61	47	mahamid	mahamid	PROPN
ajceb-2195	61	48	,	,	PUNCT
ajceb-2195	61	49	i	i	PRON
ajceb-2195	61	50	(	(	PUNCT
ajceb-2195	61	51	2011	2011	NUM
ajceb-2195	61	52	)	)	PUNCT
ajceb-2195	61	53	‘	'	PUNCT
ajceb-2195	61	54	early	early	ADJ
ajceb-2195	61	55	cost	cost	NOUN
ajceb-2195	61	56	estimating	estimating	NOUN
ajceb-2195	61	57	for	for	ADP
ajceb-2195	61	58	road	road	NOUN
ajceb-2195	61	59	construction	construction	NOUN
ajceb-2195	61	60	projects	project	NOUN
ajceb-2195	61	61	using	use	VERB
ajceb-2195	61	62	multiple	multiple	ADJ
ajceb-2195	61	63	regression	regression	NOUN
ajceb-2195	61	64	techniques	technique	NOUN
ajceb-2195	61	65	’	'	PUNCT
ajceb-2195	61	66	,	,	PUNCT
ajceb-2195	61	67	australasian	australasian	ADJ
ajceb-2195	61	68	journal	journal	NOUN
ajceb-2195	61	69	of	of	ADP
ajceb-2195	61	70	construction	construction	NOUN
ajceb-2195	61	71	economics	economic	NOUN
ajceb-2195	61	72	and	and	CCONJ
ajceb-2195	61	73	building	building	NOUN
ajceb-2195	61	74	,	,	PUNCT
ajceb-2195	61	75	11	11	NUM
ajceb-2195	61	76	(	(	PUNCT
ajceb-2195	61	77	4	4	NUM
ajceb-2195	61	78	)	)	PUNCT
ajceb-2195	61	79	87	87	NUM
ajceb-2195	61	80	-	-	SYM
ajceb-2195	61	81	101	101	NUM
ajceb-2195	61	82	90	90	NUM
ajceb-2195	61	83	problem	problem	NOUN
ajceb-2195	61	84	definition	definition	NOUN
ajceb-2195	61	85	the	the	DET
ajceb-2195	61	86	objective	objective	NOUN
ajceb-2195	61	87	of	of	ADP
ajceb-2195	61	88	this	this	DET
ajceb-2195	61	89	study	study	NOUN
ajceb-2195	61	90	is	be	AUX
ajceb-2195	61	91	to	to	PART
ajceb-2195	61	92	develop	develop	VERB
ajceb-2195	61	93	regression	regression	NOUN
ajceb-2195	61	94	models	model	NOUN
ajceb-2195	61	95	that	that	PRON
ajceb-2195	61	96	estimate	estimate	VERB
ajceb-2195	61	97	the	the	DET
ajceb-2195	61	98	total	total	ADJ
ajceb-2195	61	99	cost	cost	NOUN
ajceb-2195	61	100	of	of	ADP
ajceb-2195	61	101	road	road	NOUN
ajceb-2195	61	102	construction	construction	NOUN
ajceb-2195	61	103	projects	project	NOUN
ajceb-2195	61	104	as	as	ADP
ajceb-2195	61	105	a	a	DET
ajceb-2195	61	106	function	function	NOUN
ajceb-2195	61	107	of	of	ADP
ajceb-2195	61	108	bid	bid	NOUN
ajceb-2195	61	109	quantities	quantity	NOUN
ajceb-2195	61	110	and	and	CCONJ
ajceb-2195	61	111	project	project	NOUN
ajceb-2195	61	112	size	size	NOUN
ajceb-2195	61	113	.	.	PUNCT
ajceb-2195	62	1	data	datum	NOUN
ajceb-2195	62	2	collection	collection	NOUN
ajceb-2195	62	3	the	the	DET
ajceb-2195	62	4	estimating	estimate	VERB
ajceb-2195	62	5	technique	technique	NOUN
ajceb-2195	62	6	requires	require	VERB
ajceb-2195	62	7	an	an	DET
ajceb-2195	62	8	extensive	extensive	ADJ
ajceb-2195	62	9	historical	historical	ADJ
ajceb-2195	62	10	data	datum	NOUN
ajceb-2195	62	11	base	base	NOUN
ajceb-2195	62	12	.	.	PUNCT
ajceb-2195	63	1	the	the	DET
ajceb-2195	63	2	data	datum	NOUN
ajceb-2195	63	3	were	be	AUX
ajceb-2195	63	4	collected	collect	VERB
ajceb-2195	63	5	from	from	ADP
ajceb-2195	63	6	contracts	contract	NOUN
ajceb-2195	63	7	awarded	award	VERB
ajceb-2195	63	8	by	by	ADP
ajceb-2195	63	9	palestinian	palestinian	ADJ
ajceb-2195	63	10	agencies	agency	NOUN
ajceb-2195	63	11	,	,	PUNCT
ajceb-2195	63	12	the	the	DET
ajceb-2195	63	13	clients	client	NOUN
ajceb-2195	63	14	for	for	ADP
ajceb-2195	63	15	road	road	NOUN
ajceb-2195	63	16	construction	construction	NOUN
ajceb-2195	63	17	projects	project	NOUN
ajceb-2195	63	18	,	,	PUNCT
ajceb-2195	63	19	awarded	award	VERB
ajceb-2195	63	20	in	in	ADP
ajceb-2195	63	21	the	the	DET
ajceb-2195	63	22	west	west	PROPN
ajceb-2195	63	23	bank	bank	PROPN
ajceb-2195	63	24	.	.	PUNCT
ajceb-2195	64	1	the	the	DET
ajceb-2195	64	2	data	datum	NOUN
ajceb-2195	64	3	collected	collect	VERB
ajceb-2195	64	4	comprised	comprise	VERB
ajceb-2195	64	5	131	131	NUM
ajceb-2195	64	6	projects	project	NOUN
ajceb-2195	64	7	awarded	award	VERB
ajceb-2195	64	8	over	over	ADP
ajceb-2195	64	9	the	the	DET
ajceb-2195	64	10	years	year	NOUN
ajceb-2195	64	11	2004	2004	NUM
ajceb-2195	64	12	-	-	SYM
ajceb-2195	64	13	2008	2008	NUM
ajceb-2195	64	14	.	.	PUNCT
ajceb-2195	65	1	the	the	DET
ajceb-2195	65	2	data	datum	NOUN
ajceb-2195	65	3	were	be	AUX
ajceb-2195	65	4	tabulated	tabulate	VERB
ajceb-2195	65	5	to	to	PART
ajceb-2195	65	6	ensure	ensure	VERB
ajceb-2195	65	7	that	that	SCONJ
ajceb-2195	65	8	all	all	DET
ajceb-2195	65	9	costs	cost	NOUN
ajceb-2195	65	10	were	be	AUX
ajceb-2195	65	11	considered	consider	VERB
ajceb-2195	65	12	,	,	PUNCT
ajceb-2195	65	13	none	none	NOUN
ajceb-2195	65	14	is	be	AUX
ajceb-2195	65	15	double	double	ADJ
ajceb-2195	65	16	-	-	PUNCT
ajceb-2195	65	17	counted	count	VERB
ajceb-2195	65	18	and	and	CCONJ
ajceb-2195	65	19	all	all	PRON
ajceb-2195	65	20	are	be	AUX
ajceb-2195	65	21	clearly	clearly	ADV
ajceb-2195	65	22	defined	define	VERB
ajceb-2195	65	23	.	.	PUNCT
ajceb-2195	66	1	all	all	DET
ajceb-2195	66	2	the	the	DET
ajceb-2195	66	3	data	datum	NOUN
ajceb-2195	66	4	were	be	AUX
ajceb-2195	66	5	deflated	deflate	VERB
ajceb-2195	66	6	to	to	ADP
ajceb-2195	66	7	year	year	NOUN
ajceb-2195	66	8	2008	2008	NUM
ajceb-2195	66	9	.	.	PUNCT
ajceb-2195	67	1	the	the	DET
ajceb-2195	67	2	construction	construction	NOUN
ajceb-2195	67	3	cost	cost	NOUN
ajceb-2195	67	4	index	index	NOUN
ajceb-2195	67	5	of	of	ADP
ajceb-2195	67	6	2008	2008	NUM
ajceb-2195	67	7	obtained	obtain	VERB
ajceb-2195	67	8	from	from	ADP
ajceb-2195	67	9	palestinian	palestinian	ADJ
ajceb-2195	67	10	economic	economic	ADJ
ajceb-2195	67	11	council	council	PROPN
ajceb-2195	67	12	for	for	ADP
ajceb-2195	67	13	development	development	NOUN
ajceb-2195	67	14	and	and	CCONJ
ajceb-2195	67	15	reconstruction	reconstruction	NOUN
ajceb-2195	67	16	(	(	PUNCT
ajceb-2195	67	17	pecdar	pecdar	NOUN
ajceb-2195	67	18	)	)	PUNCT
ajceb-2195	67	19	is	be	AUX
ajceb-2195	67	20	used	use	VERB
ajceb-2195	67	21	to	to	PART
ajceb-2195	67	22	deflate	deflate	VERB
ajceb-2195	67	23	the	the	DET
ajceb-2195	67	24	data	datum	NOUN
ajceb-2195	67	25	.	.	PUNCT
ajceb-2195	68	1	table	table	NOUN
ajceb-2195	68	2	1	1	NUM
ajceb-2195	68	3	shows	show	VERB
ajceb-2195	68	4	the	the	DET
ajceb-2195	68	5	index	index	NOUN
ajceb-2195	68	6	values	value	NOUN
ajceb-2195	68	7	over	over	ADP
ajceb-2195	68	8	the	the	DET
ajceb-2195	68	9	years	year	NOUN
ajceb-2195	68	10	2004	2004	NUM
ajceb-2195	68	11	-	-	SYM
ajceb-2195	68	12	2008	2008	NUM
ajceb-2195	68	13	,	,	PUNCT
ajceb-2195	68	14	the	the	DET
ajceb-2195	68	15	base	base	NOUN
ajceb-2195	68	16	year	year	NOUN
ajceb-2195	68	17	is	be	AUX
ajceb-2195	68	18	2008	2008	NUM
ajceb-2195	68	19	(	(	PUNCT
ajceb-2195	68	20	index	index	NOUN
ajceb-2195	68	21	=	=	NOUN
ajceb-2195	68	22	1	1	NUM
ajceb-2195	68	23	)	)	PUNCT
ajceb-2195	68	24	.	.	PUNCT
ajceb-2195	69	1	year	year	NOUN
ajceb-2195	69	2	2004	2004	NUM
ajceb-2195	69	3	2005	2005	NUM
ajceb-2195	69	4	2006	2006	NUM
ajceb-2195	69	5	2007	2007	NUM
ajceb-2195	69	6	2008	2008	NUM
ajceb-2195	69	7	cost	cost	NOUN
ajceb-2195	69	8	index	index	NOUN
ajceb-2195	69	9	0.60	0.60	NUM
ajceb-2195	69	10	0.62	0.62	NUM
ajceb-2195	69	11	0.66	0.66	NUM
ajceb-2195	69	12	0.88	0.88	NUM
ajceb-2195	69	13	1	1	NUM
ajceb-2195	69	14	table	table	NOUN
ajceb-2195	69	15	1	1	NUM
ajceb-2195	69	16	construction	construction	NOUN
ajceb-2195	69	17	cost	cost	NOUN
ajceb-2195	69	18	index	index	NOUN
ajceb-2195	69	19	value	value	NOUN
ajceb-2195	69	20	in	in	ADP
ajceb-2195	69	21	the	the	DET
ajceb-2195	69	22	west	west	PROPN
ajceb-2195	69	23	bank	bank	PROPN
ajceb-2195	69	24	(	(	PUNCT
ajceb-2195	69	25	pecdar	pecdar	NOUN
ajceb-2195	69	26	,	,	PUNCT
ajceb-2195	69	27	2009	2009	NUM
ajceb-2195	69	28	)	)	PUNCT
ajceb-2195	70	1	to	to	PART
ajceb-2195	70	2	deflate	deflate	VERB
ajceb-2195	70	3	the	the	DET
ajceb-2195	70	4	cost	cost	NOUN
ajceb-2195	70	5	of	of	ADP
ajceb-2195	70	6	a	a	DET
ajceb-2195	70	7	project	project	NOUN
ajceb-2195	70	8	in	in	ADP
ajceb-2195	70	9	a	a	DET
ajceb-2195	70	10	certain	certain	ADJ
ajceb-2195	70	11	year	year	NOUN
ajceb-2195	70	12	to	to	PART
ajceb-2195	70	13	cost	cost	VERB
ajceb-2195	70	14	in	in	ADP
ajceb-2195	70	15	year	year	NOUN
ajceb-2195	70	16	2008	2008	NUM
ajceb-2195	70	17	,	,	PUNCT
ajceb-2195	70	18	its	its	PRON
ajceb-2195	70	19	cost	cost	NOUN
ajceb-2195	70	20	is	be	AUX
ajceb-2195	70	21	divided	divide	VERB
ajceb-2195	70	22	on	on	ADP
ajceb-2195	70	23	the	the	DET
ajceb-2195	70	24	cost	cost	NOUN
ajceb-2195	70	25	index	index	NOUN
ajceb-2195	70	26	value	value	NOUN
ajceb-2195	70	27	of	of	ADP
ajceb-2195	70	28	that	that	DET
ajceb-2195	70	29	year	year	NOUN
ajceb-2195	70	30	.	.	PUNCT
ajceb-2195	71	1	the	the	DET
ajceb-2195	71	2	following	follow	VERB
ajceb-2195	71	3	guidelines	guideline	NOUN
ajceb-2195	71	4	were	be	AUX
ajceb-2195	71	5	taken	take	VERB
ajceb-2195	71	6	into	into	ADP
ajceb-2195	71	7	consideration	consideration	NOUN
ajceb-2195	71	8	during	during	ADP
ajceb-2195	71	9	the	the	DET
ajceb-2195	71	10	data	data	NOUN
ajceb-2195	71	11	collection	collection	NOUN
ajceb-2195	71	12	:	:	PUNCT
ajceb-2195	71	13	1	1	X
ajceb-2195	71	14	.	.	X
ajceb-2195	71	15	distribution	distribution	NOUN
ajceb-2195	71	16	among	among	ADP
ajceb-2195	71	17	year	year	NOUN
ajceb-2195	71	18	of	of	ADP
ajceb-2195	71	19	award	award	NOUN
ajceb-2195	71	20	a	a	DET
ajceb-2195	71	21	consideration	consideration	NOUN
ajceb-2195	71	22	is	be	AUX
ajceb-2195	71	23	taken	take	VERB
ajceb-2195	71	24	to	to	PART
ajceb-2195	71	25	have	have	VERB
ajceb-2195	71	26	approximately	approximately	ADV
ajceb-2195	71	27	equal	equal	ADJ
ajceb-2195	71	28	number	number	NOUN
ajceb-2195	71	29	of	of	ADP
ajceb-2195	71	30	awarded	award	VERB
ajceb-2195	71	31	projects	project	NOUN
ajceb-2195	71	32	over	over	ADP
ajceb-2195	71	33	the	the	DET
ajceb-2195	71	34	years	year	NOUN
ajceb-2195	71	35	2005	2005	NUM
ajceb-2195	71	36	-	-	SYM
ajceb-2195	71	37	2008	2008	NUM
ajceb-2195	71	38	.	.	PUNCT
ajceb-2195	72	1	in	in	ADP
ajceb-2195	72	2	2004	2004	NUM
ajceb-2195	72	3	,	,	PUNCT
ajceb-2195	72	4	only	only	ADV
ajceb-2195	72	5	projects	project	NOUN
ajceb-2195	72	6	that	that	PRON
ajceb-2195	72	7	awarded	award	VERB
ajceb-2195	72	8	in	in	ADP
ajceb-2195	72	9	the	the	DET
ajceb-2195	72	10	last	last	ADJ
ajceb-2195	72	11	quarter	quarter	NOUN
ajceb-2195	72	12	of	of	ADP
ajceb-2195	72	13	the	the	DET
ajceb-2195	72	14	year	year	NOUN
ajceb-2195	72	15	were	be	AUX
ajceb-2195	72	16	considered	consider	VERB
ajceb-2195	72	17	in	in	ADP
ajceb-2195	72	18	the	the	DET
ajceb-2195	72	19	study	study	NOUN
ajceb-2195	72	20	in	in	ADP
ajceb-2195	72	21	order	order	NOUN
ajceb-2195	72	22	to	to	PART
ajceb-2195	72	23	avoid	avoid	VERB
ajceb-2195	72	24	the	the	DET
ajceb-2195	72	25	second	second	ADJ
ajceb-2195	72	26	intifada	intifada	NOUN
ajceb-2195	72	27	effects	effect	NOUN
ajceb-2195	72	28	.	.	PUNCT
ajceb-2195	73	1	table	table	NOUN
ajceb-2195	73	2	2	2	NUM
ajceb-2195	73	3	shows	show	VERB
ajceb-2195	73	4	the	the	DET
ajceb-2195	73	5	distribution	distribution	NOUN
ajceb-2195	73	6	of	of	ADP
ajceb-2195	73	7	projects	project	NOUN
ajceb-2195	73	8	based	base	VERB
ajceb-2195	73	9	on	on	ADP
ajceb-2195	73	10	year	year	NOUN
ajceb-2195	73	11	of	of	ADP
ajceb-2195	73	12	award	award	NOUN
ajceb-2195	73	13	in	in	ADP
ajceb-2195	73	14	the	the	DET
ajceb-2195	73	15	collected	collect	VERB
ajceb-2195	73	16	data	datum	NOUN
ajceb-2195	73	17	.	.	PUNCT
ajceb-2195	74	1	year	year	NOUN
ajceb-2195	74	2	of	of	ADP
ajceb-2195	74	3	award	award	PROPN
ajceb-2195	74	4	no	no	INTJ
ajceb-2195	74	5	.	.	PUNCT
ajceb-2195	75	1	of	of	ADP
ajceb-2195	75	2	projects	project	NOUN
ajceb-2195	75	3	2004	2004	NUM
ajceb-2195	75	4	9	9	NUM
ajceb-2195	75	5	2005	2005	NUM
ajceb-2195	75	6	34	34	NUM
ajceb-2195	75	7	2006	2006	NUM
ajceb-2195	75	8	34	34	NUM
ajceb-2195	75	9	2007	2007	NUM
ajceb-2195	75	10	28	28	NUM
ajceb-2195	75	11	2008	2008	NUM
ajceb-2195	75	12	26	26	NUM
ajceb-2195	75	13	table	table	NOUN
ajceb-2195	75	14	2	2	NUM
ajceb-2195	75	15	projects	project	NOUN
ajceb-2195	75	16	distribution	distribution	NOUN
ajceb-2195	75	17	based	base	VERB
ajceb-2195	75	18	on	on	ADP
ajceb-2195	75	19	year	year	NOUN
ajceb-2195	75	20	of	of	ADP
ajceb-2195	75	21	award	award	NOUN
ajceb-2195	75	22	in	in	ADP
ajceb-2195	75	23	the	the	DET
ajceb-2195	75	24	collected	collect	VERB
ajceb-2195	75	25	data	datum	NOUN
ajceb-2195	75	26	2	2	NUM
ajceb-2195	75	27	.	.	NOUN
ajceb-2195	75	28	project	project	NOUN
ajceb-2195	75	29	size	size	NOUN
ajceb-2195	75	30	road	road	NOUN
ajceb-2195	75	31	construction	construction	NOUN
ajceb-2195	75	32	projects	project	NOUN
ajceb-2195	75	33	in	in	ADP
ajceb-2195	75	34	the	the	DET
ajceb-2195	75	35	west	west	PROPN
ajceb-2195	75	36	bank	bank	PROPN
ajceb-2195	75	37	are	be	AUX
ajceb-2195	75	38	classified	classify	VERB
ajceb-2195	75	39	by	by	ADP
ajceb-2195	75	40	pecdar	pecdar	NOUN
ajceb-2195	75	41	based	base	VERB
ajceb-2195	75	42	on	on	ADP
ajceb-2195	75	43	their	their	PRON
ajceb-2195	75	44	cost	cost	NOUN
ajceb-2195	75	45	as	as	SCONJ
ajceb-2195	75	46	shown	show	VERB
ajceb-2195	75	47	in	in	ADP
ajceb-2195	75	48	table	table	NOUN
ajceb-2195	75	49	3	3	NUM
ajceb-2195	75	50	.	.	X
ajceb-2195	75	51	category	category	NOUN
ajceb-2195	75	52	classification	classification	NOUN
ajceb-2195	75	53	<	<	X
ajceb-2195	75	54	usd150000	usd150000	ADJ
ajceb-2195	75	55	small	small	ADJ
ajceb-2195	75	56	project	project	NOUN
ajceb-2195	75	57	usd150000	usd150000	ADJ
ajceb-2195	75	58	usd300000	usd300000	ADJ
ajceb-2195	75	59	medium	medium	NOUN
ajceb-2195	75	60	project	project	NOUN
ajceb-2195	75	61	>	>	X
ajceb-2195	75	62	usd300000	usd300000	PROPN
ajceb-2195	75	63	large	large	ADJ
ajceb-2195	75	64	project	project	NOUN
ajceb-2195	75	65	table	table	NOUN
ajceb-2195	75	66	3	3	NUM
ajceb-2195	75	67	classification	classification	NOUN
ajceb-2195	75	68	of	of	ADP
ajceb-2195	75	69	road	road	NOUN
ajceb-2195	75	70	construction	construction	NOUN
ajceb-2195	75	71	projects	project	NOUN
ajceb-2195	75	72	in	in	ADP
ajceb-2195	75	73	the	the	DET
ajceb-2195	75	74	west	west	PROPN
ajceb-2195	75	75	bank	bank	PROPN
ajceb-2195	75	76	(	(	PUNCT
ajceb-2195	75	77	pecdar	pecdar	NOUN
ajceb-2195	75	78	,	,	PUNCT
ajceb-2195	75	79	2009	2009	NUM
ajceb-2195	75	80	)	)	PUNCT
ajceb-2195	75	81	australasian	australasian	ADJ
ajceb-2195	75	82	journal	journal	NOUN
ajceb-2195	75	83	of	of	ADP
ajceb-2195	75	84	construction	construction	NOUN
ajceb-2195	75	85	economics	economic	NOUN
ajceb-2195	75	86	and	and	CCONJ
ajceb-2195	75	87	building	building	NOUN
ajceb-2195	75	88	mahamid	mahamid	PROPN
ajceb-2195	75	89	,	,	PUNCT
ajceb-2195	75	90	i	i	PRON
ajceb-2195	75	91	(	(	PUNCT
ajceb-2195	75	92	2011	2011	NUM
ajceb-2195	75	93	)	)	PUNCT
ajceb-2195	75	94	‘	'	PUNCT
ajceb-2195	75	95	early	early	ADJ
ajceb-2195	75	96	cost	cost	NOUN
ajceb-2195	75	97	estimating	estimating	NOUN
ajceb-2195	75	98	for	for	ADP
ajceb-2195	75	99	road	road	NOUN
ajceb-2195	75	100	construction	construction	NOUN
ajceb-2195	75	101	projects	project	NOUN
ajceb-2195	75	102	using	use	VERB
ajceb-2195	75	103	multiple	multiple	ADJ
ajceb-2195	75	104	regression	regression	NOUN
ajceb-2195	75	105	techniques	technique	NOUN
ajceb-2195	75	106	’	'	PUNCT
ajceb-2195	75	107	,	,	PUNCT
ajceb-2195	75	108	australasian	australasian	ADJ
ajceb-2195	75	109	journal	journal	NOUN
ajceb-2195	75	110	of	of	ADP
ajceb-2195	75	111	construction	construction	NOUN
ajceb-2195	75	112	economics	economic	NOUN
ajceb-2195	75	113	and	and	CCONJ
ajceb-2195	75	114	building	building	NOUN
ajceb-2195	75	115	,	,	PUNCT
ajceb-2195	75	116	11	11	NUM
ajceb-2195	75	117	(	(	PUNCT
ajceb-2195	75	118	4	4	NUM
ajceb-2195	75	119	)	)	PUNCT
ajceb-2195	75	120	87	87	NUM
ajceb-2195	75	121	-	-	SYM
ajceb-2195	75	122	101	101	NUM
ajceb-2195	75	123	91	91	NUM
ajceb-2195	75	124	in	in	ADP
ajceb-2195	75	125	this	this	DET
ajceb-2195	75	126	study	study	NOUN
ajceb-2195	75	127	,	,	PUNCT
ajceb-2195	75	128	a	a	DET
ajceb-2195	75	129	consideration	consideration	NOUN
ajceb-2195	75	130	is	be	AUX
ajceb-2195	75	131	taken	take	VERB
ajceb-2195	75	132	to	to	PART
ajceb-2195	75	133	have	have	VERB
ajceb-2195	75	134	approximately	approximately	ADV
ajceb-2195	75	135	equal	equal	ADJ
ajceb-2195	75	136	number	number	NOUN
ajceb-2195	75	137	of	of	ADP
ajceb-2195	75	138	projects	project	NOUN
ajceb-2195	75	139	under	under	ADP
ajceb-2195	75	140	each	each	DET
ajceb-2195	75	141	category	category	NOUN
ajceb-2195	75	142	.	.	PUNCT
ajceb-2195	76	1	table	table	NOUN
ajceb-2195	76	2	4	4	NUM
ajceb-2195	76	3	shows	show	VERB
ajceb-2195	76	4	the	the	DET
ajceb-2195	76	5	projects	project	NOUN
ajceb-2195	76	6	distribution	distribution	NOUN
ajceb-2195	76	7	based	base	VERB
ajceb-2195	76	8	on	on	ADP
ajceb-2195	76	9	project	project	NOUN
ajceb-2195	76	10	cost	cost	NOUN
ajceb-2195	76	11	.	.	PUNCT
ajceb-2195	77	1	category	category	NOUN
ajceb-2195	77	2	no	no	INTJ
ajceb-2195	77	3	.	.	PUNCT
ajceb-2195	78	1	of	of	ADP
ajceb-2195	78	2	projects	project	NOUN
ajceb-2195	78	3	small	small	ADJ
ajceb-2195	78	4	46	46	NUM
ajceb-2195	78	5	medium	medium	NOUN
ajceb-2195	78	6	43	43	NUM
ajceb-2195	78	7	large	large	ADJ
ajceb-2195	78	8	42	42	NUM
ajceb-2195	78	9	table	table	NOUN
ajceb-2195	78	10	4	4	NUM
ajceb-2195	78	11	projects	project	NOUN
ajceb-2195	78	12	distribution	distribution	NOUN
ajceb-2195	78	13	based	base	VERB
ajceb-2195	78	14	on	on	ADP
ajceb-2195	78	15	project	project	NOUN
ajceb-2195	78	16	cost	cost	NOUN
ajceb-2195	78	17	in	in	ADP
ajceb-2195	78	18	the	the	DET
ajceb-2195	78	19	collected	collect	VERB
ajceb-2195	78	20	data	datum	NOUN
ajceb-2195	78	21	moreover	moreover	ADV
ajceb-2195	78	22	,	,	PUNCT
ajceb-2195	78	23	a	a	DET
ajceb-2195	78	24	consideration	consideration	NOUN
ajceb-2195	78	25	is	be	AUX
ajceb-2195	78	26	taken	take	VERB
ajceb-2195	78	27	to	to	PART
ajceb-2195	78	28	have	have	VERB
ajceb-2195	78	29	approximately	approximately	ADV
ajceb-2195	78	30	equal	equal	ADJ
ajceb-2195	78	31	number	number	NOUN
ajceb-2195	78	32	of	of	ADP
ajceb-2195	78	33	projects	project	NOUN
ajceb-2195	78	34	under	under	ADP
ajceb-2195	78	35	each	each	DET
ajceb-2195	78	36	cost	cost	NOUN
ajceb-2195	78	37	category	category	NOUN
ajceb-2195	78	38	per	per	ADP
ajceb-2195	78	39	each	each	DET
ajceb-2195	78	40	year	year	NOUN
ajceb-2195	78	41	of	of	ADP
ajceb-2195	78	42	award	award	NOUN
ajceb-2195	78	43	.	.	PUNCT
ajceb-2195	79	1	table	table	NOUN
ajceb-2195	79	2	5	5	NUM
ajceb-2195	79	3	shows	show	VERB
ajceb-2195	79	4	the	the	DET
ajceb-2195	79	5	projects	project	NOUN
ajceb-2195	79	6	distribution	distribution	NOUN
ajceb-2195	79	7	based	base	VERB
ajceb-2195	79	8	on	on	ADP
ajceb-2195	79	9	project	project	NOUN
ajceb-2195	79	10	cost	cost	NOUN
ajceb-2195	79	11	per	per	ADP
ajceb-2195	79	12	each	each	DET
ajceb-2195	79	13	year	year	NOUN
ajceb-2195	79	14	of	of	ADP
ajceb-2195	79	15	award	award	NOUN
ajceb-2195	79	16	.	.	PUNCT
ajceb-2195	80	1	year	year	NOUN
ajceb-2195	80	2	small	small	ADJ
ajceb-2195	80	3	medium	medium	ADJ
ajceb-2195	80	4	large	large	ADJ
ajceb-2195	80	5	2004	2004	NUM
ajceb-2195	80	6	1	1	NUM
ajceb-2195	80	7	6	6	NUM
ajceb-2195	80	8	2	2	NUM
ajceb-2195	80	9	2005	2005	NUM
ajceb-2195	80	10	10	10	NUM
ajceb-2195	80	11	10	10	NUM
ajceb-2195	80	12	14	14	NUM
ajceb-2195	80	13	2006	2006	NUM
ajceb-2195	80	14	10	10	NUM
ajceb-2195	80	15	14	14	NUM
ajceb-2195	80	16	10	10	NUM
ajceb-2195	80	17	2007	2007	NUM
ajceb-2195	80	18	14	14	NUM
ajceb-2195	80	19	6	6	NUM
ajceb-2195	80	20	8	8	NUM
ajceb-2195	80	21	2008	2008	NUM
ajceb-2195	80	22	11	11	NUM
ajceb-2195	80	23	7	7	NUM
ajceb-2195	80	24	8	8	NUM
ajceb-2195	80	25	table	table	NOUN
ajceb-2195	80	26	5	5	NUM
ajceb-2195	80	27	projects	project	NOUN
ajceb-2195	80	28	distribution	distribution	NOUN
ajceb-2195	80	29	based	base	VERB
ajceb-2195	80	30	on	on	ADP
ajceb-2195	80	31	size	size	NOUN
ajceb-2195	80	32	category	category	NOUN
ajceb-2195	80	33	in	in	ADP
ajceb-2195	80	34	each	each	DET
ajceb-2195	80	35	year	year	NOUN
ajceb-2195	80	36	of	of	ADP
ajceb-2195	80	37	award	award	NOUN
ajceb-2195	80	38	selection	selection	NOUN
ajceb-2195	80	39	of	of	ADP
ajceb-2195	80	40	forecasting	forecasting	NOUN
ajceb-2195	80	41	method	method	NOUN
ajceb-2195	80	42	previous	previous	ADJ
ajceb-2195	80	43	studies	study	NOUN
ajceb-2195	80	44	show	show	VERB
ajceb-2195	80	45	many	many	ADJ
ajceb-2195	80	46	methods	method	NOUN
ajceb-2195	80	47	which	which	PRON
ajceb-2195	80	48	are	be	AUX
ajceb-2195	80	49	used	use	VERB
ajceb-2195	80	50	to	to	PART
ajceb-2195	80	51	forecast	forecast	VERB
ajceb-2195	80	52	future	future	ADJ
ajceb-2195	80	53	construction	construction	NOUN
ajceb-2195	80	54	costs	cost	NOUN
ajceb-2195	80	55	.	.	PUNCT
ajceb-2195	81	1	some	some	PRON
ajceb-2195	81	2	of	of	ADP
ajceb-2195	81	3	these	these	DET
ajceb-2195	81	4	models	model	NOUN
ajceb-2195	81	5	describe	describe	VERB
ajceb-2195	81	6	construction	construction	NOUN
ajceb-2195	81	7	cost	cost	NOUN
ajceb-2195	81	8	as	as	ADP
ajceb-2195	81	9	a	a	DET
ajceb-2195	81	10	function	function	NOUN
ajceb-2195	81	11	of	of	ADP
ajceb-2195	81	12	factors	factor	NOUN
ajceb-2195	81	13	believed	believe	VERB
ajceb-2195	81	14	to	to	PART
ajceb-2195	81	15	influence	influence	VERB
ajceb-2195	81	16	construction	construction	NOUN
ajceb-2195	81	17	cost	cost	NOUN
ajceb-2195	81	18	.	.	PUNCT
ajceb-2195	82	1	the	the	DET
ajceb-2195	82	2	relationship	relationship	NOUN
ajceb-2195	82	3	between	between	ADP
ajceb-2195	82	4	construction	construction	NOUN
ajceb-2195	82	5	cost	cost	NOUN
ajceb-2195	82	6	and	and	CCONJ
ajceb-2195	82	7	these	these	DET
ajceb-2195	82	8	factors	factor	NOUN
ajceb-2195	82	9	have	have	AUX
ajceb-2195	82	10	been	be	AUX
ajceb-2195	82	11	established	establish	VERB
ajceb-2195	82	12	from	from	ADP
ajceb-2195	82	13	past	past	ADJ
ajceb-2195	82	14	records	record	NOUN
ajceb-2195	82	15	of	of	ADP
ajceb-2195	82	16	construction	construction	NOUN
ajceb-2195	82	17	cost	cost	NOUN
ajceb-2195	82	18	.	.	PUNCT
ajceb-2195	83	1	typically	typically	ADV
ajceb-2195	83	2	,	,	PUNCT
ajceb-2195	83	3	the	the	DET
ajceb-2195	83	4	models	model	NOUN
ajceb-2195	83	5	established	establish	VERB
ajceb-2195	83	6	in	in	ADP
ajceb-2195	83	7	this	this	DET
ajceb-2195	83	8	manner	manner	NOUN
ajceb-2195	83	9	have	have	AUX
ajceb-2195	83	10	been	be	AUX
ajceb-2195	83	11	used	use	VERB
ajceb-2195	83	12	to	to	PART
ajceb-2195	83	13	estimate	estimate	VERB
ajceb-2195	83	14	the	the	DET
ajceb-2195	83	15	cost	cost	NOUN
ajceb-2195	83	16	of	of	ADP
ajceb-2195	83	17	individual	individual	ADJ
ajceb-2195	83	18	contracts	contract	NOUN
ajceb-2195	83	19	.	.	PUNCT
ajceb-2195	84	1	these	these	DET
ajceb-2195	84	2	models	model	NOUN
ajceb-2195	84	3	with	with	ADP
ajceb-2195	84	4	their	their	PRON
ajceb-2195	84	5	relational	relational	ADJ
ajceb-2195	84	6	structure	structure	NOUN
ajceb-2195	84	7	are	be	AUX
ajceb-2195	84	8	the	the	DET
ajceb-2195	84	9	only	only	ADJ
ajceb-2195	84	10	models	model	NOUN
ajceb-2195	84	11	expected	expect	VERB
ajceb-2195	84	12	to	to	PART
ajceb-2195	84	13	provide	provide	VERB
ajceb-2195	84	14	reliable	reliable	ADJ
ajceb-2195	84	15	long	long	ADJ
ajceb-2195	84	16	-	-	PUNCT
ajceb-2195	84	17	term	term	NOUN
ajceb-2195	84	18	estimates	estimate	NOUN
ajceb-2195	84	19	(	(	PUNCT
ajceb-2195	84	20	wilmot	wilmot	PROPN
ajceb-2195	84	21	and	and	CCONJ
ajceb-2195	84	22	cheng	cheng	PROPN
ajceb-2195	84	23	,	,	PUNCT
ajceb-2195	84	24	2003	2003	NUM
ajceb-2195	84	25	)	)	PUNCT
ajceb-2195	84	26	.	.	PUNCT
ajceb-2195	85	1	regression	regression	NOUN
ajceb-2195	85	2	estimating	estimate	VERB
ajceb-2195	85	3	models	model	NOUN
ajceb-2195	85	4	are	be	AUX
ajceb-2195	85	5	widely	widely	ADV
ajceb-2195	85	6	used	use	VERB
ajceb-2195	85	7	in	in	ADP
ajceb-2195	85	8	cost	cost	NOUN
ajceb-2195	85	9	estimation	estimation	NOUN
ajceb-2195	85	10	.	.	PUNCT
ajceb-2195	86	1	they	they	PRON
ajceb-2195	86	2	are	be	AUX
ajceb-2195	86	3	effective	effective	ADJ
ajceb-2195	86	4	due	due	ADP
ajceb-2195	86	5	to	to	ADP
ajceb-2195	86	6	a	a	DET
ajceb-2195	86	7	well	well	ADV
ajceb-2195	86	8	-	-	PUNCT
ajceb-2195	86	9	defined	define	VERB
ajceb-2195	86	10	mathematical	mathematical	ADJ
ajceb-2195	86	11	approach	approach	NOUN
ajceb-2195	86	12	,	,	PUNCT
ajceb-2195	86	13	as	as	ADV
ajceb-2195	86	14	well	well	ADV
ajceb-2195	86	15	as	as	ADP
ajceb-2195	86	16	being	be	AUX
ajceb-2195	86	17	able	able	ADJ
ajceb-2195	86	18	to	to	PART
ajceb-2195	86	19	explain	explain	VERB
ajceb-2195	86	20	the	the	DET
ajceb-2195	86	21	significance	significance	NOUN
ajceb-2195	86	22	of	of	ADP
ajceb-2195	86	23	each	each	DET
ajceb-2195	86	24	variable	variable	NOUN
ajceb-2195	86	25	and	and	CCONJ
ajceb-2195	86	26	the	the	DET
ajceb-2195	86	27	relationships	relationship	NOUN
ajceb-2195	86	28	between	between	ADP
ajceb-2195	86	29	independent	independent	ADJ
ajceb-2195	86	30	variables	variable	NOUN
ajceb-2195	86	31	(	(	PUNCT
ajceb-2195	86	32	sodikov	sodikov	PROPN
ajceb-2195	86	33	,	,	PUNCT
ajceb-2195	86	34	2005	2005	NUM
ajceb-2195	86	35	)	)	PUNCT
ajceb-2195	86	36	.	.	PUNCT
ajceb-2195	87	1	the	the	DET
ajceb-2195	87	2	developed	develop	VERB
ajceb-2195	87	3	models	model	NOUN
ajceb-2195	87	4	in	in	ADP
ajceb-2195	87	5	this	this	DET
ajceb-2195	87	6	study	study	NOUN
ajceb-2195	87	7	are	be	AUX
ajceb-2195	87	8	of	of	ADP
ajceb-2195	87	9	this	this	DET
ajceb-2195	87	10	type	type	NOUN
ajceb-2195	87	11	.	.	PUNCT
ajceb-2195	88	1	proposed	propose	VERB
ajceb-2195	88	2	model	model	PROPN
ajceb-2195	88	3	’s	’s	PART
ajceb-2195	88	4	variables	variable	NOUN
ajceb-2195	88	5	many	many	ADJ
ajceb-2195	88	6	qualitative	qualitative	ADJ
ajceb-2195	88	7	and	and	CCONJ
ajceb-2195	88	8	quantitative	quantitative	ADJ
ajceb-2195	88	9	factors	factor	NOUN
ajceb-2195	88	10	affect	affect	VERB
ajceb-2195	88	11	the	the	DET
ajceb-2195	88	12	contract	contract	NOUN
ajceb-2195	88	13	price	price	NOUN
ajceb-2195	88	14	as	as	SCONJ
ajceb-2195	88	15	shown	show	VERB
ajceb-2195	88	16	in	in	ADP
ajceb-2195	88	17	previous	previous	ADJ
ajceb-2195	88	18	studies	study	NOUN
ajceb-2195	88	19	.	.	PUNCT
ajceb-2195	89	1	it	it	PRON
ajceb-2195	89	2	is	be	AUX
ajceb-2195	89	3	striking	striking	ADJ
ajceb-2195	89	4	,	,	PUNCT
ajceb-2195	89	5	however	however	ADV
ajceb-2195	89	6	,	,	PUNCT
ajceb-2195	89	7	that	that	SCONJ
ajceb-2195	89	8	most	most	ADJ
ajceb-2195	89	9	of	of	ADP
ajceb-2195	89	10	past	past	ADJ
ajceb-2195	89	11	construction	construction	NOUN
ajceb-2195	89	12	models	model	NOUN
ajceb-2195	89	13	used	use	VERB
ajceb-2195	89	14	only	only	ADV
ajceb-2195	89	15	a	a	DET
ajceb-2195	89	16	few	few	ADJ
ajceb-2195	89	17	of	of	ADP
ajceb-2195	89	18	them	they	PRON
ajceb-2195	89	19	because	because	SCONJ
ajceb-2195	89	20	the	the	DET
ajceb-2195	89	21	lack	lack	NOUN
ajceb-2195	89	22	of	of	ADP
ajceb-2195	89	23	information	information	NOUN
ajceb-2195	89	24	available	available	ADJ
ajceb-2195	89	25	in	in	ADP
ajceb-2195	89	26	early	early	ADJ
ajceb-2195	89	27	stages	stage	NOUN
ajceb-2195	89	28	of	of	ADP
ajceb-2195	89	29	a	a	DET
ajceb-2195	89	30	project	project	NOUN
ajceb-2195	89	31	and	and	CCONJ
ajceb-2195	89	32	information	information	NOUN
ajceb-2195	89	33	about	about	ADP
ajceb-2195	89	34	qualitative	qualitative	ADJ
ajceb-2195	89	35	factors	factor	NOUN
ajceb-2195	89	36	surrounding	surround	VERB
ajceb-2195	89	37	each	each	DET
ajceb-2195	89	38	project	project	NOUN
ajceb-2195	89	39	are	be	AUX
ajceb-2195	89	40	difficult	difficult	ADJ
ajceb-2195	89	41	to	to	PART
ajceb-2195	89	42	obtain	obtain	VERB
ajceb-2195	89	43	.	.	PUNCT
ajceb-2195	90	1	as	as	SCONJ
ajceb-2195	90	2	the	the	DET
ajceb-2195	90	3	objective	objective	NOUN
ajceb-2195	90	4	of	of	ADP
ajceb-2195	90	5	this	this	DET
ajceb-2195	90	6	study	study	NOUN
ajceb-2195	90	7	is	be	AUX
ajceb-2195	90	8	to	to	PART
ajceb-2195	90	9	develop	develop	VERB
ajceb-2195	90	10	estimating	estimate	VERB
ajceb-2195	90	11	models	model	NOUN
ajceb-2195	90	12	that	that	PRON
ajceb-2195	90	13	can	can	AUX
ajceb-2195	90	14	be	be	AUX
ajceb-2195	90	15	handled	handle	VERB
ajceb-2195	90	16	easily	easily	ADV
ajceb-2195	90	17	using	use	VERB
ajceb-2195	90	18	calculators	calculator	NOUN
ajceb-2195	90	19	or	or	CCONJ
ajceb-2195	90	20	simple	simple	ADJ
ajceb-2195	90	21	computer	computer	NOUN
ajceb-2195	90	22	programs	program	NOUN
ajceb-2195	90	23	in	in	ADP
ajceb-2195	90	24	the	the	DET
ajceb-2195	90	25	early	early	ADJ
ajceb-2195	90	26	stages	stage	NOUN
ajceb-2195	90	27	of	of	ADP
ajceb-2195	90	28	project	project	NOUN
ajceb-2195	90	29	,	,	PUNCT
ajceb-2195	90	30	the	the	DET
ajceb-2195	90	31	models	model	NOUN
ajceb-2195	90	32	were	be	AUX
ajceb-2195	90	33	developed	develop	VERB
ajceb-2195	90	34	based	base	VERB
ajceb-2195	90	35	on	on	ADP
ajceb-2195	90	36	quantitative	quantitative	ADJ
ajceb-2195	90	37	factors	factor	NOUN
ajceb-2195	90	38	that	that	PRON
ajceb-2195	90	39	have	have	VERB
ajceb-2195	90	40	significant	significant	ADJ
ajceb-2195	90	41	impact	impact	NOUN
ajceb-2195	90	42	on	on	ADP
ajceb-2195	90	43	contract	contract	NOUN
ajceb-2195	90	44	price	price	NOUN
ajceb-2195	90	45	and	and	CCONJ
ajceb-2195	90	46	that	that	PRON
ajceb-2195	90	47	could	could	AUX
ajceb-2195	90	48	be	be	AUX
ajceb-2195	90	49	easily	easily	ADV
ajceb-2195	90	50	extracted	extract	VERB
ajceb-2195	90	51	from	from	ADP
ajceb-2195	90	52	sketches	sketch	NOUN
ajceb-2195	90	53	at	at	ADP
ajceb-2195	90	54	an	an	DET
ajceb-2195	90	55	early	early	ADJ
ajceb-2195	90	56	stages	stage	NOUN
ajceb-2195	90	57	of	of	ADP
ajceb-2195	90	58	a	a	DET
ajceb-2195	90	59	project	project	NOUN
ajceb-2195	90	60	.	.	PUNCT
ajceb-2195	91	1	the	the	DET
ajceb-2195	91	2	following	follow	VERB
ajceb-2195	91	3	variables	variable	NOUN
ajceb-2195	91	4	are	be	AUX
ajceb-2195	91	5	used	use	VERB
ajceb-2195	91	6	:	:	PUNCT
ajceb-2195	91	7			PRON
ajceb-2195	91	8	total	total	ADJ
ajceb-2195	91	9	project	project	NOUN
ajceb-2195	91	10	cost	cost	NOUN
ajceb-2195	91	11	as	as	ADP
ajceb-2195	91	12	output	output	NOUN
ajceb-2195	91	13	(	(	PUNCT
ajceb-2195	91	14	dependent	dependent	ADJ
ajceb-2195	91	15	)	)	PUNCT
ajceb-2195	91	16	variable	variable	NOUN
ajceb-2195	91	17	which	which	PRON
ajceb-2195	91	18	has	have	AUX
ajceb-2195	91	19	been	be	AUX
ajceb-2195	91	20	represented	represent	VERB
ajceb-2195	91	21	in	in	ADP
ajceb-2195	91	22	year	year	NOUN
ajceb-2195	91	23	2008	2008	NUM
ajceb-2195	91	24	us	us	PROPN
ajceb-2195	91	25	dollar	dollar	NOUN
ajceb-2195	91	26	;	;	PUNCT
ajceb-2195	91	27	it	it	PRON
ajceb-2195	91	28	ranges	range	VERB
ajceb-2195	91	29	from	from	ADP
ajceb-2195	91	30	$	$	SYM
ajceb-2195	91	31	42000	42000	NUM
ajceb-2195	91	32	$	$	SYM
ajceb-2195	91	33	2000000	2000000	NUM
ajceb-2195	91	34			DET
ajceb-2195	91	35	input	input	NOUN
ajceb-2195	91	36	(	(	PUNCT
ajceb-2195	91	37	independent	independent	ADJ
ajceb-2195	91	38	)	)	PUNCT
ajceb-2195	91	39	variables	variable	NOUN
ajceb-2195	91	40	are	be	AUX
ajceb-2195	91	41	shown	show	VERB
ajceb-2195	91	42	in	in	ADP
ajceb-2195	91	43	table	table	NOUN
ajceb-2195	91	44	6	6	NUM
ajceb-2195	91	45	.	.	PUNCT
ajceb-2195	91	46	australasian	australasian	ADJ
ajceb-2195	91	47	journal	journal	NOUN
ajceb-2195	91	48	of	of	ADP
ajceb-2195	91	49	construction	construction	NOUN
ajceb-2195	91	50	economics	economic	NOUN
ajceb-2195	91	51	and	and	CCONJ
ajceb-2195	91	52	building	building	NOUN
ajceb-2195	91	53	mahamid	mahamid	PROPN
ajceb-2195	91	54	,	,	PUNCT
ajceb-2195	91	55	i	i	PRON
ajceb-2195	91	56	(	(	PUNCT
ajceb-2195	91	57	2011	2011	NUM
ajceb-2195	91	58	)	)	PUNCT
ajceb-2195	91	59	‘	'	PUNCT
ajceb-2195	91	60	early	early	ADJ
ajceb-2195	91	61	cost	cost	NOUN
ajceb-2195	91	62	estimating	estimating	NOUN
ajceb-2195	91	63	for	for	ADP
ajceb-2195	91	64	road	road	NOUN
ajceb-2195	91	65	construction	construction	NOUN
ajceb-2195	91	66	projects	project	NOUN
ajceb-2195	91	67	using	use	VERB
ajceb-2195	91	68	multiple	multiple	ADJ
ajceb-2195	91	69	regression	regression	NOUN
ajceb-2195	91	70	techniques	technique	NOUN
ajceb-2195	91	71	’	'	PUNCT
ajceb-2195	91	72	,	,	PUNCT
ajceb-2195	91	73	australasian	australasian	ADJ
ajceb-2195	91	74	journal	journal	NOUN
ajceb-2195	91	75	of	of	ADP
ajceb-2195	91	76	construction	construction	NOUN
ajceb-2195	91	77	economics	economic	NOUN
ajceb-2195	91	78	and	and	CCONJ
ajceb-2195	91	79	building	building	NOUN
ajceb-2195	91	80	,	,	PUNCT
ajceb-2195	91	81	11	11	NUM
ajceb-2195	91	82	(	(	PUNCT
ajceb-2195	91	83	4	4	NUM
ajceb-2195	91	84	)	)	PUNCT
ajceb-2195	91	85	87	87	NUM
ajceb-2195	91	86	-	-	SYM
ajceb-2195	91	87	101	101	NUM
ajceb-2195	91	88	92	92	NUM
ajceb-2195	91	89	models	model	NOUN
ajceb-2195	91	90	development	development	NOUN
ajceb-2195	91	91	once	once	SCONJ
ajceb-2195	91	92	the	the	DET
ajceb-2195	91	93	variables	variable	NOUN
ajceb-2195	91	94	to	to	PART
ajceb-2195	91	95	be	be	AUX
ajceb-2195	91	96	included	include	VERB
ajceb-2195	91	97	in	in	ADP
ajceb-2195	91	98	the	the	DET
ajceb-2195	91	99	estimate	estimate	NOUN
ajceb-2195	91	100	equation	equation	NOUN
ajceb-2195	91	101	have	have	AUX
ajceb-2195	91	102	been	be	AUX
ajceb-2195	91	103	identified	identify	VERB
ajceb-2195	91	104	,	,	PUNCT
ajceb-2195	91	105	a	a	DET
ajceb-2195	91	106	series	series	NOUN
ajceb-2195	91	107	of	of	ADP
ajceb-2195	91	108	models	model	NOUN
ajceb-2195	91	109	were	be	AUX
ajceb-2195	91	110	developed	develop	VERB
ajceb-2195	91	111	using	use	VERB
ajceb-2195	91	112	multiple	multiple	ADJ
ajceb-2195	91	113	regression	regression	NOUN
ajceb-2195	91	114	analysis	analysis	NOUN
ajceb-2195	91	115	techniques	technique	NOUN
ajceb-2195	91	116	.	.	PUNCT
ajceb-2195	92	1	regression	regression	NOUN
ajceb-2195	92	2	models	model	NOUN
ajceb-2195	92	3	are	be	AUX
ajceb-2195	92	4	intended	intend	VERB
ajceb-2195	92	5	to	to	PART
ajceb-2195	92	6	find	find	VERB
ajceb-2195	92	7	the	the	DET
ajceb-2195	92	8	linear	linear	ADJ
ajceb-2195	92	9	combination	combination	NOUN
ajceb-2195	92	10	of	of	ADP
ajceb-2195	92	11	independent	independent	ADJ
ajceb-2195	92	12	variables	variable	NOUN
ajceb-2195	92	13	which	which	PRON
ajceb-2195	92	14	best	well	ADV
ajceb-2195	92	15	correlates	correlate	VERB
ajceb-2195	92	16	with	with	ADP
ajceb-2195	92	17	dependent	dependent	ADJ
ajceb-2195	92	18	variables	variable	NOUN
ajceb-2195	92	19	.	.	PUNCT
ajceb-2195	93	1	the	the	DET
ajceb-2195	93	2	regression	regression	NOUN
ajceb-2195	93	3	equation	equation	NOUN
ajceb-2195	93	4	is	be	AUX
ajceb-2195	93	5	expressed	express	VERB
ajceb-2195	93	6	as	as	SCONJ
ajceb-2195	93	7	follows	follow	VERB
ajceb-2195	93	8	:	:	PUNCT
ajceb-2195	94	1	y	y	PROPN
ajceb-2195	94	2	=	=	PUNCT
ajceb-2195	94	3	c	c	PROPN
ajceb-2195	95	1	+	+	X
ajceb-2195	95	2	b1x1	b1x1	PUNCT
ajceb-2195	95	3	+	+	PUNCT
ajceb-2195	95	4	b2x2	b2x2	ADP
ajceb-2195	95	5	+	+	CCONJ
ajceb-2195	95	6	…	…	PUNCT
ajceb-2195	95	7	+	+	X
ajceb-2195	95	8	bnxn	bnxn	ADJ
ajceb-2195	95	9	(	(	PUNCT
ajceb-2195	95	10	1	1	NUM
ajceb-2195	95	11	)	)	PUNCT
ajceb-2195	95	12	where	where	SCONJ
ajceb-2195	95	13	,	,	PUNCT
ajceb-2195	95	14	c	c	X
ajceb-2195	95	15	:	:	PUNCT
ajceb-2195	95	16	regression	regression	VERB
ajceb-2195	95	17	constant	constant	ADJ
ajceb-2195	95	18	b1	b1	NOUN
ajceb-2195	95	19	,	,	PUNCT
ajceb-2195	95	20	b2	b2	NOUN
ajceb-2195	95	21	,	,	PUNCT
ajceb-2195	95	22	…	…	PUNCT
ajceb-2195	95	23	,	,	PUNCT
ajceb-2195	95	24	bn	bn	X
ajceb-2195	95	25	:	:	PUNCT
ajceb-2195	95	26	regression	regression	NOUN
ajceb-2195	95	27	estimates	estimate	VERB
ajceb-2195	95	28	x1	x1	PROPN
ajceb-2195	95	29	,	,	PUNCT
ajceb-2195	95	30	x2	x2	PROPN
ajceb-2195	95	31	,	,	PUNCT
ajceb-2195	95	32	…	…	PUNCT
ajceb-2195	95	33	,	,	PUNCT
ajceb-2195	95	34	xn	xn	PROPN
ajceb-2195	95	35	:	:	PUNCT
ajceb-2195	95	36	independent	independent	ADJ
ajceb-2195	95	37	variables	variable	NOUN
ajceb-2195	95	38	y	y	PROPN
ajceb-2195	95	39	:	:	PUNCT
ajceb-2195	95	40	dependent	dependent	ADJ
ajceb-2195	95	41	variable	variable	NOUN
ajceb-2195	95	42	.	.	PUNCT
ajceb-2195	96	1	where	where	SCONJ
ajceb-2195	96	2	all	all	DET
ajceb-2195	96	3	variables	variable	NOUN
ajceb-2195	96	4	are	be	AUX
ajceb-2195	96	5	significant	significant	ADJ
ajceb-2195	96	6	at	at	ADP
ajceb-2195	96	7	the	the	DET
ajceb-2195	96	8	0.05	0.05	NUM
ajceb-2195	96	9	level	level	NOUN
ajceb-2195	96	10	.	.	PUNCT
ajceb-2195	97	1	the	the	DET
ajceb-2195	97	2	variables	variable	NOUN
ajceb-2195	97	3	are	be	AUX
ajceb-2195	97	4	described	describe	VERB
ajceb-2195	97	5	in	in	ADP
ajceb-2195	97	6	table	table	NOUN
ajceb-2195	97	7	6	6	NUM
ajceb-2195	97	8	.	.	PUNCT
ajceb-2195	97	9	description	description	NOUN
ajceb-2195	97	10	unit	unit	NOUN
ajceb-2195	97	11	range	range	NOUN
ajceb-2195	97	12	earthwork	earthwork	NOUN
ajceb-2195	97	13	;	;	PUNCT
ajceb-2195	97	14	cut	cut	VERB
ajceb-2195	97	15	,	,	PUNCT
ajceb-2195	97	16	fill	fill	NOUN
ajceb-2195	97	17	,	,	PUNCT
ajceb-2195	97	18	and	and	CCONJ
ajceb-2195	97	19	topping	top	VERB
ajceb-2195	97	20	m	m	PROPN
ajceb-2195	97	21	3	3	NUM
ajceb-2195	97	22	250	250	NUM
ajceb-2195	97	23	28000	28000	NUM
ajceb-2195	97	24	basecoarse	basecoarse	ADJ
ajceb-2195	97	25	m	m	VERB
ajceb-2195	97	26	3	3	NUM
ajceb-2195	97	27	350	350	NUM
ajceb-2195	97	28	22500	22500	NUM
ajceb-2195	97	29	*	*	PUNCT
ajceb-2195	97	30	pavement	pavement	NOUN
ajceb-2195	97	31	m	m	VERB
ajceb-2195	97	32	2	2	NUM
ajceb-2195	97	33	1000	1000	NUM
ajceb-2195	97	34	87000	87000	NUM
ajceb-2195	97	35	curb	curb	NOUN
ajceb-2195	97	36	stone	stone	NOUN
ajceb-2195	98	1	ml	ml	NOUN
ajceb-2195	99	1	*	*	NOUN
ajceb-2195	100	1	*	*	PROPN
ajceb-2195	100	2	200	200	NUM
ajceb-2195	100	3	7800	7800	NUM
ajceb-2195	100	4	retaining	retain	VERB
ajceb-2195	100	5	wall	wall	NOUN
ajceb-2195	100	6	concrete	concrete	PROPN
ajceb-2195	100	7	m	m	PROPN
ajceb-2195	100	8	3	3	NUM
ajceb-2195	100	9	20	20	NUM
ajceb-2195	100	10	450	450	NUM
ajceb-2195	100	11	side	side	NOUN
ajceb-2195	100	12	walk	walk	NOUN
ajceb-2195	100	13	concrete	concrete	ADJ
ajceb-2195	100	14	m	m	PROPN
ajceb-2195	100	15	3	3	NUM
ajceb-2195	100	16	5	5	NUM
ajceb-2195	100	17	-570	-570	NOUN
ajceb-2195	100	18	road	road	NOUN
ajceb-2195	100	19	marking	mark	VERB
ajceb-2195	100	20	ml	ml	ADP
ajceb-2195	100	21	*	*	NOUN
ajceb-2195	100	22	*	*	NOUN
ajceb-2195	100	23	100	100	NUM
ajceb-2195	100	24	6500	6500	NUM
ajceb-2195	100	25	road	road	NOUN
ajceb-2195	100	26	length	length	NOUN
ajceb-2195	100	27	m	m	VERB
ajceb-2195	100	28	700	700	NUM
ajceb-2195	100	29	14000	14000	NUM
ajceb-2195	100	30	road	road	NOUN
ajceb-2195	100	31	width	width	NOUN
ajceb-2195	100	32	m	m	VERB
ajceb-2195	100	33	3	3	NUM
ajceb-2195	100	34	10	10	NUM
ajceb-2195	100	35	table	table	NOUN
ajceb-2195	100	36	6	6	NUM
ajceb-2195	100	37	input	input	NOUN
ajceb-2195	100	38	variables	variable	VERB
ajceb-2195	100	39	description	description	NOUN
ajceb-2195	100	40	in	in	ADP
ajceb-2195	100	41	the	the	DET
ajceb-2195	100	42	collected	collect	VERB
ajceb-2195	100	43	data	datum	NOUN
ajceb-2195	100	44	set	set	VERB
ajceb-2195	100	45	*	*	NOUN
ajceb-2195	100	46	asphalt	asphalt	NOUN
ajceb-2195	100	47	layer	layer	NOUN
ajceb-2195	100	48	thickness	thickness	NOUN
ajceb-2195	100	49	is	be	AUX
ajceb-2195	100	50	5	5	NUM
ajceb-2195	100	51	cm	cm	NOUN
ajceb-2195	100	52	,	,	PUNCT
ajceb-2195	100	53	*	*	PUNCT
ajceb-2195	100	54	*	*	PUNCT
ajceb-2195	100	55	ml	ml	NOUN
ajceb-2195	100	56	:	:	PUNCT
ajceb-2195	100	57	meter	meter	NOUN
ajceb-2195	100	58	length	length	NOUN
ajceb-2195	100	59	results	result	NOUN
ajceb-2195	100	60	and	and	CCONJ
ajceb-2195	100	61	discussion	discussion	NOUN
ajceb-2195	100	62	cost	cost	NOUN
ajceb-2195	100	63	as	as	ADP
ajceb-2195	100	64	a	a	DET
ajceb-2195	100	65	function	function	NOUN
ajceb-2195	100	66	of	of	ADP
ajceb-2195	100	67	bid	bid	NOUN
ajceb-2195	100	68	quantities	quantity	NOUN
ajceb-2195	100	69	once	once	SCONJ
ajceb-2195	100	70	a	a	DET
ajceb-2195	100	71	set	set	NOUN
ajceb-2195	100	72	of	of	ADP
ajceb-2195	100	73	probable	probable	ADJ
ajceb-2195	100	74	predictors	predictor	NOUN
ajceb-2195	100	75	were	be	AUX
ajceb-2195	100	76	identified	identify	VERB
ajceb-2195	100	77	for	for	ADP
ajceb-2195	100	78	each	each	DET
ajceb-2195	100	79	project	project	NOUN
ajceb-2195	100	80	,	,	PUNCT
ajceb-2195	100	81	a	a	DET
ajceb-2195	100	82	statistical	statistical	ADJ
ajceb-2195	100	83	model	model	NOUN
ajceb-2195	100	84	was	be	AUX
ajceb-2195	100	85	developed	develop	VERB
ajceb-2195	100	86	using	use	VERB
ajceb-2195	100	87	multiple	multiple	ADJ
ajceb-2195	100	88	regression	regression	NOUN
ajceb-2195	100	89	technique	technique	NOUN
ajceb-2195	100	90	.	.	PUNCT
ajceb-2195	101	1	given	give	VERB
ajceb-2195	101	2	the	the	DET
ajceb-2195	101	3	quantities	quantity	NOUN
ajceb-2195	101	4	per	per	ADP
ajceb-2195	101	5	project	project	NOUN
ajceb-2195	101	6	for	for	ADP
ajceb-2195	101	7	the	the	DET
ajceb-2195	101	8	predictor	predictor	NOUN
ajceb-2195	101	9	variables	variable	NOUN
ajceb-2195	101	10	,	,	PUNCT
ajceb-2195	101	11	the	the	DET
ajceb-2195	101	12	regression	regression	NOUN
ajceb-2195	101	13	model	model	NOUN
ajceb-2195	101	14	predicted	predict	VERB
ajceb-2195	101	15	the	the	DET
ajceb-2195	101	16	total	total	ADJ
ajceb-2195	101	17	cost	cost	NOUN
ajceb-2195	101	18	in	in	ADP
ajceb-2195	101	19	us	us	PROPN
ajceb-2195	101	20	dollars	dollar	NOUN
ajceb-2195	101	21	for	for	ADP
ajceb-2195	101	22	that	that	DET
ajceb-2195	101	23	project	project	NOUN
ajceb-2195	101	24	,	,	PUNCT
ajceb-2195	101	25	based	base	VERB
ajceb-2195	101	26	on	on	ADP
ajceb-2195	101	27	six	six	NUM
ajceb-2195	101	28	statistically	statistically	ADV
ajceb-2195	101	29	significant	significant	ADJ
ajceb-2195	101	30	variables	variable	NOUN
ajceb-2195	101	31	as	as	SCONJ
ajceb-2195	101	32	shown	show	VERB
ajceb-2195	101	33	in	in	ADP
ajceb-2195	101	34	table	table	NOUN
ajceb-2195	101	35	7	7	NUM
ajceb-2195	101	36	,	,	PUNCT
ajceb-2195	101	37	where	where	SCONJ
ajceb-2195	101	38	the	the	DET
ajceb-2195	101	39	pvalues	pvalue	NOUN
ajceb-2195	101	40	for	for	ADP
ajceb-2195	101	41	all	all	DET
ajceb-2195	101	42	coefficients	coefficient	NOUN
ajceb-2195	101	43	considered	consider	VERB
ajceb-2195	101	44	in	in	ADP
ajceb-2195	101	45	the	the	DET
ajceb-2195	101	46	model	model	NOUN
ajceb-2195	101	47	are	be	AUX
ajceb-2195	101	48	less	less	ADJ
ajceb-2195	101	49	than	than	ADP
ajceb-2195	101	50	or	or	CCONJ
ajceb-2195	101	51	equal	equal	ADJ
ajceb-2195	101	52	to	to	ADP
ajceb-2195	101	53	0.05	0.05	NUM
ajceb-2195	101	54	:	:	PUNCT
ajceb-2195	101	55	total	total	ADJ
ajceb-2195	101	56	cost	cost	NOUN
ajceb-2195	101	57	(	(	PUNCT
ajceb-2195	101	58	$	$	SYM
ajceb-2195	101	59	)	)	PUNCT
ajceb-2195	101	60	=	=	PUNCT
ajceb-2195	101	61	16773,8	16773,8	NUM
ajceb-2195	101	62	+	+	CCONJ
ajceb-2195	102	1	4,6x1	4,6x1	PROPN
ajceb-2195	103	1	+	+	NUM
ajceb-2195	103	2	32,5x2	32,5x2	NUM
ajceb-2195	103	3	+	+	SYM
ajceb-2195	103	4	14,1x3	14,1x3	NUM
ajceb-2195	103	5	+	+	CCONJ
ajceb-2195	104	1	156,5	156,5	NUM
ajceb-2195	104	2	x5	x5	NOUN
ajceb-2195	104	3	+	+	CCONJ
ajceb-2195	104	4	485,5x6	485,5x6	NUM
ajceb-2195	104	5	-15,5x7	-15,5x7	NOUN
ajceb-2195	104	6	(	(	PUNCT
ajceb-2195	104	7	model	model	NOUN
ajceb-2195	104	8	1	1	NUM
ajceb-2195	104	9	)	)	PUNCT
ajceb-2195	104	10	regression	regression	NOUN
ajceb-2195	104	11	statistics	statistic	NOUN
ajceb-2195	104	12	variables	variables	PROPN
ajceb-2195	104	13	coef	coef	PROPN
ajceb-2195	104	14	.	.	PUNCT
ajceb-2195	105	1	p	p	X
ajceb-2195	105	2	-	-	PUNCT
ajceb-2195	105	3	value	value	NOUN
ajceb-2195	105	4	multiple	multiple	ADJ
ajceb-2195	105	5	r	r	NOUN
ajceb-2195	105	6	0,99	0,99	X
ajceb-2195	105	7	intercept	intercept	NOUN
ajceb-2195	105	8	16773,8	16773,8	NUM
ajceb-2195	105	9	0,0063	0,0063	NOUN
ajceb-2195	105	10	r	r	NOUN
ajceb-2195	105	11	square	square	NOUN
ajceb-2195	105	12	0,98	0,98	ADP
ajceb-2195	105	13	earthworks	earthwork	NOUN
ajceb-2195	105	14	(	(	PUNCT
ajceb-2195	105	15	m	m	PROPN
ajceb-2195	105	16	3	3	NUM
ajceb-2195	105	17	)	)	PUNCT
ajceb-2195	105	18	4,6	4,6	NOUN
ajceb-2195	105	19	0,0103	0,0103	NUM
ajceb-2195	105	20	adjusted	adjust	VERB
ajceb-2195	105	21	r	r	NOUN
ajceb-2195	105	22	square	square	NOUN
ajceb-2195	105	23	0,98	0,98	ADP
ajceb-2195	105	24	basecoarse	basecoarse	NOUN
ajceb-2195	105	25	(	(	PUNCT
ajceb-2195	105	26	m	m	PROPN
ajceb-2195	105	27	3	3	NUM
ajceb-2195	105	28	)	)	PUNCT
ajceb-2195	106	1	32,5	32,5	NUM
ajceb-2195	106	2	4e-12	4e-12	NOUN
ajceb-2195	106	3	observations	observation	NOUN
ajceb-2195	106	4	131	131	NUM
ajceb-2195	106	5	pavement	pavement	NOUN
ajceb-2195	106	6	(	(	PUNCT
ajceb-2195	106	7	m	m	NOUN
ajceb-2195	106	8	2	2	NUM
ajceb-2195	106	9	)	)	PUNCT
ajceb-2195	106	10	14,1	14,1	NUM
ajceb-2195	106	11	2e-30	2e-30	NUM
ajceb-2195	106	12	f	f	PROPN
ajceb-2195	106	13	1031,5	1031,5	NUM
ajceb-2195	106	14	retaining	retain	VERB
ajceb-2195	106	15	wall	wall	NOUN
ajceb-2195	106	16	conc	conc	NOUN
ajceb-2195	106	17	.	.	PUNCT
ajceb-2195	107	1	(	(	PUNCT
ajceb-2195	107	2	m	m	NOUN
ajceb-2195	107	3	3	3	NUM
ajceb-2195	107	4	)	)	PUNCT
ajceb-2195	107	5	156,5	156,5	PRON
ajceb-2195	107	6	0,0632	0,0632	PROPN
ajceb-2195	107	7	side	side	NOUN
ajceb-2195	107	8	walk	walk	NOUN
ajceb-2195	107	9	conc	conc	VERB
ajceb-2195	107	10	.	.	PUNCT
ajceb-2195	108	1	(	(	PUNCT
ajceb-2195	108	2	m	m	NOUN
ajceb-2195	108	3	3	3	NUM
ajceb-2195	108	4	)	)	PUNCT
ajceb-2195	108	5	485,5	485,5	NOUN
ajceb-2195	109	1	1e-10	1e-10	NUM
ajceb-2195	109	2	road	road	NOUN
ajceb-2195	109	3	marking	mark	VERB
ajceb-2195	109	4	(	(	PUNCT
ajceb-2195	109	5	ml	ml	NOUN
ajceb-2195	109	6	)	)	PUNCT
ajceb-2195	109	7	-15,5	-15,5	PUNCT
ajceb-2195	110	1	0,0537	0,0537	NOUN
ajceb-2195	110	2	table	table	NOUN
ajceb-2195	110	3	7	7	NUM
ajceb-2195	110	4	multiple	multiple	ADJ
ajceb-2195	110	5	regression	regression	NOUN
ajceb-2195	110	6	results	result	NOUN
ajceb-2195	110	7	among	among	ADP
ajceb-2195	110	8	total	total	ADJ
ajceb-2195	110	9	project	project	NOUN
ajceb-2195	110	10	cost	cost	NOUN
ajceb-2195	110	11	and	and	CCONJ
ajceb-2195	110	12	activities	activity	NOUN
ajceb-2195	110	13	'	'	PART
ajceb-2195	110	14	quantities	quantity	NOUN
ajceb-2195	110	15	australasian	australasian	ADJ
ajceb-2195	110	16	journal	journal	NOUN
ajceb-2195	110	17	of	of	ADP
ajceb-2195	110	18	construction	construction	NOUN
ajceb-2195	110	19	economics	economic	NOUN
ajceb-2195	110	20	and	and	CCONJ
ajceb-2195	110	21	building	building	NOUN
ajceb-2195	110	22	mahamid	mahamid	PROPN
ajceb-2195	110	23	,	,	PUNCT
ajceb-2195	110	24	i	i	PRON
ajceb-2195	110	25	(	(	PUNCT
ajceb-2195	110	26	2011	2011	NUM
ajceb-2195	110	27	)	)	PUNCT
ajceb-2195	110	28	‘	'	PUNCT
ajceb-2195	110	29	early	early	ADJ
ajceb-2195	110	30	cost	cost	NOUN
ajceb-2195	110	31	estimating	estimating	NOUN
ajceb-2195	110	32	for	for	ADP
ajceb-2195	110	33	road	road	NOUN
ajceb-2195	110	34	construction	construction	NOUN
ajceb-2195	110	35	projects	project	NOUN
ajceb-2195	110	36	using	use	VERB
ajceb-2195	110	37	multiple	multiple	ADJ
ajceb-2195	110	38	regression	regression	NOUN
ajceb-2195	110	39	techniques	technique	NOUN
ajceb-2195	110	40	’	'	PUNCT
ajceb-2195	110	41	,	,	PUNCT
ajceb-2195	110	42	australasian	australasian	ADJ
ajceb-2195	110	43	journal	journal	NOUN
ajceb-2195	110	44	of	of	ADP
ajceb-2195	110	45	construction	construction	NOUN
ajceb-2195	110	46	economics	economic	NOUN
ajceb-2195	110	47	and	and	CCONJ
ajceb-2195	110	48	building	building	NOUN
ajceb-2195	110	49	,	,	PUNCT
ajceb-2195	110	50	11	11	NUM
ajceb-2195	110	51	(	(	PUNCT
ajceb-2195	110	52	4	4	NUM
ajceb-2195	110	53	)	)	PUNCT
ajceb-2195	110	54	87	87	NUM
ajceb-2195	110	55	-	-	SYM
ajceb-2195	110	56	101	101	NUM
ajceb-2195	110	57	93	93	NUM
ajceb-2195	110	58	data	datum	NOUN
ajceb-2195	110	59	analyses	analysis	NOUN
ajceb-2195	110	60	show	show	VERB
ajceb-2195	110	61	that	that	SCONJ
ajceb-2195	110	62	the	the	DET
ajceb-2195	110	63	earthworks	earthwork	NOUN
ajceb-2195	110	64	,	,	PUNCT
ajceb-2195	110	65	base	base	NOUN
ajceb-2195	110	66	works	work	NOUN
ajceb-2195	110	67	,	,	PUNCT
ajceb-2195	110	68	asphalt	asphalt	NOUN
ajceb-2195	110	69	works	work	NOUN
ajceb-2195	110	70	and	and	CCONJ
ajceb-2195	110	71	furniture	furniture	NOUN
ajceb-2195	110	72	works	work	NOUN
ajceb-2195	110	73	(	(	PUNCT
ajceb-2195	110	74	i.e.	i.e.	X
ajceb-2195	110	75	all	all	DET
ajceb-2195	110	76	road	road	NOUN
ajceb-2195	110	77	construction	construction	NOUN
ajceb-2195	110	78	activities	activity	NOUN
ajceb-2195	110	79	excluding	exclude	VERB
ajceb-2195	110	80	earthworks	earthwork	NOUN
ajceb-2195	110	81	,	,	PUNCT
ajceb-2195	110	82	base	base	NOUN
ajceb-2195	110	83	works	work	NOUN
ajceb-2195	110	84	and	and	CCONJ
ajceb-2195	110	85	asphalt	asphalt	NOUN
ajceb-2195	110	86	works	work	NOUN
ajceb-2195	110	87	)	)	PUNCT
ajceb-2195	110	88	are	be	AUX
ajceb-2195	110	89	the	the	DET
ajceb-2195	110	90	major	major	ADJ
ajceb-2195	110	91	activities	activity	NOUN
ajceb-2195	110	92	in	in	ADP
ajceb-2195	110	93	the	the	DET
ajceb-2195	110	94	131	131	NUM
ajceb-2195	110	95	examined	examine	VERB
ajceb-2195	110	96	road	road	NOUN
ajceb-2195	110	97	construction	construction	NOUN
ajceb-2195	110	98	projects	project	NOUN
ajceb-2195	110	99	.	.	PUNCT
ajceb-2195	111	1	figure	figure	NOUN
ajceb-2195	111	2	2	2	NUM
ajceb-2195	111	3	shows	show	VERB
ajceb-2195	111	4	the	the	DET
ajceb-2195	111	5	average	average	ADJ
ajceb-2195	111	6	contribution	contribution	NOUN
ajceb-2195	111	7	of	of	ADP
ajceb-2195	111	8	these	these	DET
ajceb-2195	111	9	activities	activity	NOUN
ajceb-2195	111	10	in	in	ADP
ajceb-2195	111	11	the	the	DET
ajceb-2195	111	12	total	total	ADJ
ajceb-2195	111	13	project	project	NOUN
ajceb-2195	111	14	cost	cost	NOUN
ajceb-2195	111	15	.	.	PUNCT
ajceb-2195	112	1	figure	figure	NOUN
ajceb-2195	112	2	2	2	NUM
ajceb-2195	112	3	average	average	ADJ
ajceb-2195	112	4	contribution	contribution	NOUN
ajceb-2195	112	5	of	of	ADP
ajceb-2195	112	6	major	major	ADJ
ajceb-2195	112	7	road	road	NOUN
ajceb-2195	112	8	construction	construction	NOUN
ajceb-2195	112	9	activities	activity	NOUN
ajceb-2195	112	10	in	in	ADP
ajceb-2195	112	11	the	the	DET
ajceb-2195	112	12	total	total	ADJ
ajceb-2195	112	13	project	project	NOUN
ajceb-2195	112	14	cost	cost	NOUN
ajceb-2195	112	15	as	as	SCONJ
ajceb-2195	112	16	the	the	DET
ajceb-2195	112	17	furniture	furniture	NOUN
ajceb-2195	112	18	works	work	NOUN
ajceb-2195	112	19	include	include	VERB
ajceb-2195	112	20	a	a	DET
ajceb-2195	112	21	lot	lot	NOUN
ajceb-2195	112	22	of	of	ADP
ajceb-2195	112	23	work	work	NOUN
ajceb-2195	112	24	items	item	NOUN
ajceb-2195	112	25	,	,	PUNCT
ajceb-2195	112	26	an	an	DET
ajceb-2195	112	27	equation	equation	NOUN
ajceb-2195	112	28	that	that	PRON
ajceb-2195	112	29	describes	describe	VERB
ajceb-2195	112	30	the	the	DET
ajceb-2195	112	31	total	total	ADJ
ajceb-2195	112	32	project	project	NOUN
ajceb-2195	112	33	cost	cost	NOUN
ajceb-2195	112	34	as	as	ADP
ajceb-2195	112	35	a	a	DET
ajceb-2195	112	36	function	function	NOUN
ajceb-2195	112	37	of	of	ADP
ajceb-2195	112	38	quantities	quantity	NOUN
ajceb-2195	112	39	of	of	ADP
ajceb-2195	112	40	major	major	ADJ
ajceb-2195	112	41	construction	construction	NOUN
ajceb-2195	112	42	activities	activity	NOUN
ajceb-2195	112	43	excluding	exclude	VERB
ajceb-2195	112	44	furniture	furniture	NOUN
ajceb-2195	112	45	works	work	NOUN
ajceb-2195	112	46	is	be	AUX
ajceb-2195	112	47	formulated	formulate	VERB
ajceb-2195	112	48	;	;	PUNCT
ajceb-2195	112	49	this	this	PRON
ajceb-2195	112	50	make	make	VERB
ajceb-2195	112	51	the	the	DET
ajceb-2195	112	52	model	model	NOUN
ajceb-2195	112	53	more	more	ADV
ajceb-2195	112	54	easy	easy	ADJ
ajceb-2195	112	55	to	to	PART
ajceb-2195	112	56	be	be	AUX
ajceb-2195	112	57	used	use	VERB
ajceb-2195	112	58	in	in	ADP
ajceb-2195	112	59	the	the	DET
ajceb-2195	112	60	early	early	ADJ
ajceb-2195	112	61	stages	stage	NOUN
ajceb-2195	112	62	where	where	SCONJ
ajceb-2195	112	63	a	a	DET
ajceb-2195	112	64	little	little	ADJ
ajceb-2195	112	65	information	information	NOUN
ajceb-2195	112	66	are	be	AUX
ajceb-2195	112	67	available	available	ADJ
ajceb-2195	112	68	.	.	PUNCT
ajceb-2195	113	1	the	the	DET
ajceb-2195	113	2	coefficient	coefficient	NOUN
ajceb-2195	113	3	of	of	ADP
ajceb-2195	113	4	determination	determination	NOUN
ajceb-2195	113	5	r2	r2	NOUN
ajceb-2195	113	6	of	of	ADP
ajceb-2195	113	7	the	the	DET
ajceb-2195	113	8	developed	develop	VERB
ajceb-2195	113	9	model	model	NOUN
ajceb-2195	113	10	is	be	AUX
ajceb-2195	113	11	0.97	0.97	NUM
ajceb-2195	113	12	.	.	PUNCT
ajceb-2195	114	1	the	the	DET
ajceb-2195	114	2	analysis	analysis	NOUN
ajceb-2195	114	3	of	of	ADP
ajceb-2195	114	4	variance	variance	NOUN
ajceb-2195	114	5	test	test	NOUN
ajceb-2195	114	6	confirmed	confirm	VERB
ajceb-2195	114	7	the	the	DET
ajceb-2195	114	8	statistical	statistical	ADJ
ajceb-2195	114	9	significance	significance	NOUN
ajceb-2195	114	10	of	of	ADP
ajceb-2195	114	11	the	the	DET
ajceb-2195	114	12	model	model	NOUN
ajceb-2195	114	13	at	at	ADP
ajceb-2195	114	14	a	a	DET
ajceb-2195	114	15	significance	significance	NOUN
ajceb-2195	114	16	level	level	NOUN
ajceb-2195	114	17	of	of	ADP
ajceb-2195	114	18	0.05	0.05	NUM
ajceb-2195	114	19	as	as	SCONJ
ajceb-2195	114	20	shown	show	VERB
ajceb-2195	114	21	in	in	ADP
ajceb-2195	114	22	table	table	NOUN
ajceb-2195	114	23	8	8	NUM
ajceb-2195	114	24	.	.	PUNCT
ajceb-2195	115	1	the	the	DET
ajceb-2195	115	2	developed	develop	VERB
ajceb-2195	115	3	model	model	NOUN
ajceb-2195	115	4	is	be	AUX
ajceb-2195	115	5	:	:	PUNCT
ajceb-2195	115	6	total	total	ADJ
ajceb-2195	115	7	cost	cost	NOUN
ajceb-2195	115	8	(	(	PUNCT
ajceb-2195	115	9	$	$	SYM
ajceb-2195	115	10	)	)	PUNCT
ajceb-2195	115	11	=	=	PUNCT
ajceb-2195	115	12	23241	23241	NUM
ajceb-2195	115	13	+	+	CCONJ
ajceb-2195	115	14	8,5	8,5	NUM
ajceb-2195	115	15	x1	x1	NOUN
ajceb-2195	115	16	+	+	NUM
ajceb-2195	115	17	28	28	NUM
ajceb-2195	115	18	x2	x2	NOUN
ajceb-2195	116	1	+	+	NUM
ajceb-2195	116	2	15,2x3	15,2x3	NUM
ajceb-2195	116	3	(	(	PUNCT
ajceb-2195	116	4	model	model	NOUN
ajceb-2195	116	5	2	2	NUM
ajceb-2195	116	6	)	)	PUNCT
ajceb-2195	116	7	where	where	SCONJ
ajceb-2195	116	8	,	,	PUNCT
ajceb-2195	116	9	x1	x1	PROPN
ajceb-2195	116	10	=	=	SYM
ajceb-2195	116	11	earthwork	earthwork	NOUN
ajceb-2195	116	12	;	;	PUNCT
ajceb-2195	116	13	cut	cut	NOUN
ajceb-2195	116	14	,	,	PUNCT
ajceb-2195	116	15	fill	fill	NOUN
ajceb-2195	116	16	,	,	PUNCT
ajceb-2195	116	17	and	and	CCONJ
ajceb-2195	116	18	topping	top	VERB
ajceb-2195	116	19	quantities	quantity	NOUN
ajceb-2195	116	20	(	(	PUNCT
ajceb-2195	116	21	m3	m3	PROPN
ajceb-2195	116	22	)	)	PUNCT
ajceb-2195	116	23	x2	x2	NOUN
ajceb-2195	117	1	=	=	PUNCT
ajceb-2195	117	2	basecoarse	basecoarse	ADJ
ajceb-2195	117	3	quantity	quantity	NOUN
ajceb-2195	117	4	(	(	PUNCT
ajceb-2195	117	5	m3	m3	PROPN
ajceb-2195	117	6	)	)	PUNCT
ajceb-2195	117	7	x3	x3	NOUN
ajceb-2195	117	8	=	=	PUNCT
ajceb-2195	117	9	pavement	pavement	NOUN
ajceb-2195	117	10	quantity	quantity	NOUN
ajceb-2195	117	11	(	(	PUNCT
ajceb-2195	117	12	m2	m2	PROPN
ajceb-2195	117	13	)	)	PUNCT
ajceb-2195	117	14	regression	regression	NOUN
ajceb-2195	117	15	statistics	statistic	NOUN
ajceb-2195	117	16	variables	variables	PROPN
ajceb-2195	117	17	coef	coef	PROPN
ajceb-2195	117	18	.	.	PUNCT
ajceb-2195	118	1	p	p	X
ajceb-2195	118	2	-	-	PUNCT
ajceb-2195	118	3	value	value	NOUN
ajceb-2195	118	4	multiple	multiple	ADJ
ajceb-2195	118	5	r	r	NOUN
ajceb-2195	118	6	0,98	0,98	NOUN
ajceb-2195	118	7	intercept	intercept	VERB
ajceb-2195	118	8	23241	23241	NUM
ajceb-2195	119	1	0,0013	0,0013	PROPN
ajceb-2195	119	2	r	r	NOUN
ajceb-2195	119	3	square	square	NOUN
ajceb-2195	119	4	0,97	0,97	NUM
ajceb-2195	119	5	earthworks	earthwork	NOUN
ajceb-2195	119	6	(	(	PUNCT
ajceb-2195	119	7	m	m	NOUN
ajceb-2195	119	8	3	3	NUM
ajceb-2195	119	9	)	)	PUNCT
ajceb-2195	119	10	8,5	8,5	NUM
ajceb-2195	119	11	1,43e-05	1,43e-05	NUM
ajceb-2195	119	12	adjusted	adjust	VERB
ajceb-2195	119	13	r	r	NOUN
ajceb-2195	119	14	square	square	NOUN
ajceb-2195	119	15	0,97	0,97	PRON
ajceb-2195	119	16	basecoarse	basecoarse	NOUN
ajceb-2195	119	17	(	(	PUNCT
ajceb-2195	119	18	m	m	NOUN
ajceb-2195	119	19	3	3	NUM
ajceb-2195	119	20	)	)	PUNCT
ajceb-2195	120	1	28,0	28,0	ADV
ajceb-2195	120	2	1,79e-07	1,79e-07	NUM
ajceb-2195	120	3	observations	observation	NOUN
ajceb-2195	120	4	131	131	NUM
ajceb-2195	120	5	pavement	pavement	NOUN
ajceb-2195	120	6	(	(	PUNCT
ajceb-2195	120	7	m	m	NOUN
ajceb-2195	120	8	2	2	NUM
ajceb-2195	120	9	)	)	PUNCT
ajceb-2195	120	10	15,2	15,2	NUM
ajceb-2195	120	11	8,26e-28	8,26e-28	NUM
ajceb-2195	120	12	f	f	NUM
ajceb-2195	120	13	1376,2	1376,2	NUM
ajceb-2195	120	14	table	table	NOUN
ajceb-2195	120	15	8	8	NUM
ajceb-2195	120	16	multiple	multiple	ADJ
ajceb-2195	120	17	regression	regression	NOUN
ajceb-2195	120	18	results	result	NOUN
ajceb-2195	120	19	among	among	ADP
ajceb-2195	120	20	total	total	ADJ
ajceb-2195	120	21	project	project	NOUN
ajceb-2195	120	22	cost	cost	NOUN
ajceb-2195	120	23	and	and	CCONJ
ajceb-2195	120	24	major	major	ADJ
ajceb-2195	120	25	activities	activity	NOUN
ajceb-2195	120	26	quantities	quantity	NOUN
ajceb-2195	120	27	another	another	DET
ajceb-2195	120	28	way	way	NOUN
ajceb-2195	120	29	to	to	PART
ajceb-2195	120	30	estimate	estimate	VERB
ajceb-2195	120	31	the	the	DET
ajceb-2195	120	32	total	total	ADJ
ajceb-2195	120	33	project	project	NOUN
ajceb-2195	120	34	cost	cost	NOUN
ajceb-2195	120	35	is	be	AUX
ajceb-2195	120	36	to	to	PART
ajceb-2195	120	37	find	find	VERB
ajceb-2195	120	38	the	the	DET
ajceb-2195	120	39	estimated	estimate	VERB
ajceb-2195	120	40	cost	cost	NOUN
ajceb-2195	120	41	for	for	ADP
ajceb-2195	120	42	each	each	DET
ajceb-2195	120	43	construction	construction	NOUN
ajceb-2195	120	44	activity	activity	NOUN
ajceb-2195	120	45	and	and	CCONJ
ajceb-2195	120	46	then	then	ADV
ajceb-2195	120	47	to	to	PART
ajceb-2195	120	48	sum	sum	VERB
ajceb-2195	120	49	them	they	PRON
ajceb-2195	120	50	up	up	ADP
ajceb-2195	120	51	.	.	PUNCT
ajceb-2195	121	1	the	the	DET
ajceb-2195	121	2	formulated	formulated	ADJ
ajceb-2195	121	3	model	model	NOUN
ajceb-2195	121	4	will	will	AUX
ajceb-2195	121	5	be	be	AUX
ajceb-2195	121	6	in	in	ADP
ajceb-2195	121	7	the	the	DET
ajceb-2195	121	8	form	form	NOUN
ajceb-2195	121	9	of	of	ADP
ajceb-2195	121	10	:	:	PUNCT
ajceb-2195	121	11	total	total	ADJ
ajceb-2195	121	12	cost	cost	NOUN
ajceb-2195	121	13	(	(	PUNCT
ajceb-2195	121	14	$	$	SYM
ajceb-2195	121	15	)	)	PUNCT
ajceb-2195	121	16	=	=	NOUN
ajceb-2195	121	17	earthworks	earthwork	NOUN
ajceb-2195	121	18	cost	cost	VERB
ajceb-2195	121	19	+	+	CCONJ
ajceb-2195	121	20	basecoarse	basecoarse	ADJ
ajceb-2195	121	21	works	work	NOUN
ajceb-2195	121	22	cost	cost	VERB
ajceb-2195	121	23	+	+	CCONJ
ajceb-2195	121	24	asphalt	asphalt	NOUN
ajceb-2195	121	25	works	work	NOUN
ajceb-2195	121	26	cost	cost	VERB
ajceb-2195	121	27	+	+	CCONJ
ajceb-2195	121	28	furniture	furniture	NOUN
ajceb-2195	121	29	works	work	NOUN
ajceb-2195	121	30	cost	cost	VERB
ajceb-2195	121	31	three	three	NUM
ajceb-2195	121	32	individual	individual	ADJ
ajceb-2195	121	33	regression	regression	NOUN
ajceb-2195	121	34	models	model	NOUN
ajceb-2195	121	35	that	that	PRON
ajceb-2195	121	36	describe	describe	VERB
ajceb-2195	121	37	the	the	DET
ajceb-2195	121	38	cost	cost	NOUN
ajceb-2195	121	39	of	of	ADP
ajceb-2195	121	40	earthworks	earthwork	NOUN
ajceb-2195	121	41	,	,	PUNCT
ajceb-2195	121	42	basecoarse	basecoarse	PROPN
ajceb-2195	121	43	works	work	NOUN
ajceb-2195	121	44	and	and	CCONJ
ajceb-2195	121	45	asphalt	asphalt	NOUN
ajceb-2195	121	46	works	work	NOUN
ajceb-2195	121	47	as	as	ADP
ajceb-2195	121	48	a	a	DET
ajceb-2195	121	49	function	function	NOUN
ajceb-2195	121	50	of	of	ADP
ajceb-2195	121	51	bid	bid	NOUN
ajceb-2195	121	52	quantities	quantity	NOUN
ajceb-2195	121	53	are	be	AUX
ajceb-2195	121	54	developed	develop	VERB
ajceb-2195	121	55	.	.	PUNCT
ajceb-2195	122	1	the	the	DET
ajceb-2195	122	2	results	result	NOUN
ajceb-2195	122	3	are	be	AUX
ajceb-2195	122	4	shown	show	VERB
ajceb-2195	122	5	in	in	ADP
ajceb-2195	122	6	table	table	NOUN
ajceb-2195	122	7	9	9	NUM
ajceb-2195	122	8	.	.	PUNCT
ajceb-2195	123	1	the	the	DET
ajceb-2195	123	2	analysis	analysis	NOUN
ajceb-2195	123	3	of	of	ADP
ajceb-2195	123	4	variance	variance	NOUN
ajceb-2195	123	5	test	test	NOUN
ajceb-2195	123	6	confirmed	confirm	VERB
ajceb-2195	123	7	the	the	DET
ajceb-2195	123	8	statistical	statistical	ADJ
ajceb-2195	123	9	significance	significance	NOUN
ajceb-2195	123	10	of	of	ADP
ajceb-2195	123	11	the	the	DET
ajceb-2195	123	12	models	model	NOUN
ajceb-2195	123	13	at	at	ADP
ajceb-2195	123	14	a	a	DET
ajceb-2195	123	15	significance	significance	NOUN
ajceb-2195	123	16	level	level	NOUN
ajceb-2195	123	17	of	of	ADP
ajceb-2195	123	18	0.05	0.05	NUM
ajceb-2195	123	19	.	.	PUNCT
ajceb-2195	124	1	australasian	australasian	ADJ
ajceb-2195	124	2	journal	journal	NOUN
ajceb-2195	124	3	of	of	ADP
ajceb-2195	124	4	construction	construction	NOUN
ajceb-2195	124	5	economics	economic	NOUN
ajceb-2195	124	6	and	and	CCONJ
ajceb-2195	124	7	building	building	NOUN
ajceb-2195	124	8	mahamid	mahamid	PROPN
ajceb-2195	124	9	,	,	PUNCT
ajceb-2195	124	10	i	i	PRON
ajceb-2195	124	11	(	(	PUNCT
ajceb-2195	124	12	2011	2011	NUM
ajceb-2195	124	13	)	)	PUNCT
ajceb-2195	124	14	‘	'	PUNCT
ajceb-2195	124	15	early	early	ADJ
ajceb-2195	124	16	cost	cost	NOUN
ajceb-2195	124	17	estimating	estimating	NOUN
ajceb-2195	124	18	for	for	ADP
ajceb-2195	124	19	road	road	NOUN
ajceb-2195	124	20	construction	construction	NOUN
ajceb-2195	124	21	projects	project	NOUN
ajceb-2195	124	22	using	use	VERB
ajceb-2195	124	23	multiple	multiple	ADJ
ajceb-2195	124	24	regression	regression	NOUN
ajceb-2195	124	25	techniques	technique	NOUN
ajceb-2195	124	26	’	'	PUNCT
ajceb-2195	124	27	,	,	PUNCT
ajceb-2195	124	28	australasian	australasian	ADJ
ajceb-2195	124	29	journal	journal	NOUN
ajceb-2195	124	30	of	of	ADP
ajceb-2195	124	31	construction	construction	NOUN
ajceb-2195	124	32	economics	economic	NOUN
ajceb-2195	124	33	and	and	CCONJ
ajceb-2195	124	34	building	building	NOUN
ajceb-2195	124	35	,	,	PUNCT
ajceb-2195	124	36	11	11	NUM
ajceb-2195	124	37	(	(	PUNCT
ajceb-2195	124	38	4	4	NUM
ajceb-2195	124	39	)	)	PUNCT
ajceb-2195	124	40	87	87	NUM
ajceb-2195	124	41	-	-	SYM
ajceb-2195	124	42	101	101	NUM
ajceb-2195	124	43	94	94	NUM
ajceb-2195	124	44	activity	activity	NOUN
ajceb-2195	124	45	variables	variable	NOUN
ajceb-2195	124	46	coef	coef	PROPN
ajceb-2195	124	47	.	.	PUNCT
ajceb-2195	125	1	r	r	NOUN
ajceb-2195	125	2	2	2	NUM
ajceb-2195	125	3	pvalue	pvalue	NOUN
ajceb-2195	125	4	f	f	NOUN
ajceb-2195	125	5	best	well	ADV
ajceb-2195	125	6	fit	fit	ADJ
ajceb-2195	125	7	model	model	NOUN
ajceb-2195	125	8	asphalt	asphalt	NOUN
ajceb-2195	125	9	works	work	NOUN
ajceb-2195	125	10	pavement	pavement	NOUN
ajceb-2195	125	11	quantity	quantity	NOUN
ajceb-2195	125	12	(	(	PUNCT
ajceb-2195	125	13	m	m	NOUN
ajceb-2195	125	14	2	2	NUM
ajceb-2195	125	15	)	)	PUNCT
ajceb-2195	125	16	=	=	SYM
ajceb-2195	126	1	x3	x3	ADJ
ajceb-2195	126	2	12,19	12,19	NUM
ajceb-2195	126	3	0,97	0,97	NUM
ajceb-2195	127	1	≈	≈	PROPN
ajceb-2195	127	2	0	0	NUM
ajceb-2195	127	3	4503,8	4503,8	NOUN
ajceb-2195	127	4	asphalt	asphalt	NOUN
ajceb-2195	127	5	cost($	cost($	VERB
ajceb-2195	127	6	)	)	PUNCT
ajceb-2195	127	7	=	=	SYM
ajceb-2195	127	8	12,19x1	12,19x1	NUM
ajceb-2195	127	9	base	base	NOUN
ajceb-2195	127	10	works	work	VERB
ajceb-2195	127	11	basecoarse	basecoarse	ADJ
ajceb-2195	127	12	quantity	quantity	NOUN
ajceb-2195	127	13	(	(	PUNCT
ajceb-2195	127	14	m	m	NOUN
ajceb-2195	127	15	3	3	NUM
ajceb-2195	127	16	)	)	PUNCT
ajceb-2195	127	17	=	=	SYM
ajceb-2195	128	1	x2	x2	PROPN
ajceb-2195	128	2	23,00	23,00	NUM
ajceb-2195	128	3	0,97	0,97	NUM
ajceb-2195	129	1	≈	≈	NOUN
ajceb-2195	129	2	0	0	NUM
ajceb-2195	130	1	5135,7	5135,7	NUM
ajceb-2195	130	2	basecoarse	basecoarse	ADJ
ajceb-2195	130	3	cost($)=	cost($)=	VERB
ajceb-2195	130	4	23x2	23x2	NUM
ajceb-2195	130	5	earthworks	earthwork	NOUN
ajceb-2195	130	6	earthwork	earthwork	ADJ
ajceb-2195	130	7	quantity	quantity	NOUN
ajceb-2195	130	8	(	(	PUNCT
ajceb-2195	130	9	m	m	NOUN
ajceb-2195	130	10	3	3	NUM
ajceb-2195	130	11	)	)	PUNCT
ajceb-2195	130	12	=	=	SYM
ajceb-2195	131	1	x1	x1	PROPN
ajceb-2195	131	2	6,00	6,00	NUM
ajceb-2195	131	3	0,89	0,89	NOUN
ajceb-2195	132	1	≈	≈	NOUN
ajceb-2195	132	2	0	0	SYM
ajceb-2195	132	3	1032,9	1032,9	NUM
ajceb-2195	132	4	earthwork	earthwork	NOUN
ajceb-2195	132	5	cost($	cost($	VERB
ajceb-2195	132	6	)	)	PUNCT
ajceb-2195	132	7	=	=	SYM
ajceb-2195	132	8	6x3	6x3	NUM
ajceb-2195	132	9	table	table	NOUN
ajceb-2195	132	10	9	9	NUM
ajceb-2195	132	11	regression	regression	NOUN
ajceb-2195	132	12	models	model	NOUN
ajceb-2195	132	13	among	among	ADP
ajceb-2195	132	14	cost	cost	NOUN
ajceb-2195	132	15	of	of	ADP
ajceb-2195	132	16	each	each	DET
ajceb-2195	132	17	major	major	ADJ
ajceb-2195	132	18	activity	activity	NOUN
ajceb-2195	132	19	in	in	ADP
ajceb-2195	132	20	road	road	NOUN
ajceb-2195	132	21	construction	construction	NOUN
ajceb-2195	132	22	and	and	CCONJ
ajceb-2195	132	23	its	its	PRON
ajceb-2195	132	24	quantity	quantity	NOUN
ajceb-2195	132	25	the	the	DET
ajceb-2195	132	26	furniture	furniture	NOUN
ajceb-2195	132	27	cost	cost	NOUN
ajceb-2195	132	28	can	can	AUX
ajceb-2195	132	29	be	be	AUX
ajceb-2195	132	30	estimated	estimate	VERB
ajceb-2195	132	31	using	use	VERB
ajceb-2195	132	32	one	one	NUM
ajceb-2195	132	33	of	of	ADP
ajceb-2195	132	34	the	the	DET
ajceb-2195	132	35	following	follow	VERB
ajceb-2195	132	36	equations	equation	NOUN
ajceb-2195	132	37	(	(	PUNCT
ajceb-2195	132	38	table	table	NOUN
ajceb-2195	132	39	10	10	NUM
ajceb-2195	132	40	):	):	PUNCT
ajceb-2195	132	41	equation	equation	NOUN
ajceb-2195	132	42	#	#	NOUN
ajceb-2195	132	43	variables	variable	VERB
ajceb-2195	132	44	p	p	NOUN
ajceb-2195	132	45	-	-	PUNCT
ajceb-2195	132	46	value	value	NOUN
ajceb-2195	132	47	f	f	PROPN
ajceb-2195	132	48	r	r	NOUN
ajceb-2195	132	49	2	2	NUM
ajceb-2195	132	50	mape	mape	NOUN
ajceb-2195	132	51	best	good	ADJ
ajceb-2195	132	52	fit	fit	ADJ
ajceb-2195	132	53	model	model	NOUN
ajceb-2195	132	54	2	2	NUM
ajceb-2195	132	55	curb	curb	NOUN
ajceb-2195	132	56	stone	stone	NOUN
ajceb-2195	132	57	(	(	PUNCT
ajceb-2195	132	58	ml	ml	NOUN
ajceb-2195	132	59	)	)	PUNCT
ajceb-2195	132	60	=	=	SYM
ajceb-2195	132	61	x4	x4	PROPN
ajceb-2195	132	62	1,89e-11	1,89e-11	NUM
ajceb-2195	133	1	118	118	NUM
ajceb-2195	133	2	0,81	0,81	NUM
ajceb-2195	133	3	72,40	72,40	NUM
ajceb-2195	133	4	%	%	NOUN
ajceb-2195	133	5	furniture	furniture	NOUN
ajceb-2195	133	6	cost($	cost($	VERB
ajceb-2195	133	7	)	)	PUNCT
ajceb-2195	133	8	=	=	PUNCT
ajceb-2195	134	1	37,4x4	37,4x4	NUM
ajceb-2195	134	2	+	+	CCONJ
ajceb-2195	134	3	324,6x5	324,6x5	NUM
ajceb-2195	134	4	+	+	CCONJ
ajceb-2195	134	5	388,5x6	388,5x6	NUM
ajceb-2195	134	6	+	+	SYM
ajceb-2195	134	7	19,3x7	19,3x7	NUM
ajceb-2195	134	8	retaining	retain	VERB
ajceb-2195	134	9	wall	wall	NOUN
ajceb-2195	134	10	conc	conc	NOUN
ajceb-2195	134	11	.	.	PUNCT
ajceb-2195	135	1	(	(	PUNCT
ajceb-2195	135	2	m	m	NOUN
ajceb-2195	135	3	3	3	NUM
ajceb-2195	135	4	)	)	PUNCT
ajceb-2195	135	5	=	=	SYM
ajceb-2195	135	6	x5	x5	PROPN
ajceb-2195	135	7	0,000342	0,000342	PROPN
ajceb-2195	135	8	side	side	NOUN
ajceb-2195	135	9	walk	walk	NOUN
ajceb-2195	135	10	concrete	concrete	NOUN
ajceb-2195	135	11	(	(	PUNCT
ajceb-2195	135	12	m	m	NOUN
ajceb-2195	135	13	3	3	NUM
ajceb-2195	135	14	)	)	PUNCT
ajceb-2195	135	15	=	=	SYM
ajceb-2195	135	16	x6	x6	PROPN
ajceb-2195	135	17	2,55e-07	2,55e-07	ADJ
ajceb-2195	135	18	road	road	NOUN
ajceb-2195	135	19	marking	marking	NOUN
ajceb-2195	135	20	(	(	PUNCT
ajceb-2195	135	21	ml	ml	NOUN
ajceb-2195	135	22	)	)	PUNCT
ajceb-2195	135	23	=	=	PUNCT
ajceb-2195	136	1	x7	x7	NOUN
ajceb-2195	136	2	0,013973	0,013973	NOUN
ajceb-2195	136	3	3	3	NUM
ajceb-2195	136	4	road	road	NOUN
ajceb-2195	136	5	size	size	NOUN
ajceb-2195	136	6	(	(	PUNCT
ajceb-2195	136	7	m	m	NOUN
ajceb-2195	136	8	2	2	NUM
ajceb-2195	136	9	)	)	PUNCT
ajceb-2195	136	10	=	=	PUNCT
ajceb-2195	136	11	x8∗x9	x8∗x9	PUNCT
ajceb-2195	137	1	5,62e-49	5,62e-49	NUM
ajceb-2195	137	2	560,5	560,5	NOUN
ajceb-2195	137	3	0,81	0,81	NUM
ajceb-2195	137	4	48	48	NUM
ajceb-2195	137	5	%	%	NOUN
ajceb-2195	137	6	furniture	furniture	NOUN
ajceb-2195	137	7	cost($	cost($	VERB
ajceb-2195	137	8	)	)	PUNCT
ajceb-2195	137	9	=	=	PUNCT
ajceb-2195	138	1	4,8x8∗x9	4,8x8∗x9	NUM
ajceb-2195	138	2	4	4	NUM
ajceb-2195	138	3	pavement	pavement	NOUN
ajceb-2195	138	4	(	(	PUNCT
ajceb-2195	138	5	m	m	NOUN
ajceb-2195	138	6	2	2	NUM
ajceb-2195	138	7	)	)	PUNCT
ajceb-2195	138	8	=	=	SYM
ajceb-2195	139	1	x3	x3	ADJ
ajceb-2195	139	2	7,80e-58	7,80e-58	NUM
ajceb-2195	139	3	814,5	814,5	NOUN
ajceb-2195	139	4	0,86	0,86	NOUN
ajceb-2195	139	5	32	32	NUM
ajceb-2195	139	6	%	%	NOUN
ajceb-2195	139	7	furniture	furniture	NOUN
ajceb-2195	139	8	cost($	cost($	VERB
ajceb-2195	139	9	)	)	PUNCT
ajceb-2195	140	1	=	=	SYM
ajceb-2195	141	1	5,6x3	5,6x3	NUM
ajceb-2195	141	2	table	table	NOUN
ajceb-2195	141	3	10	10	NUM
ajceb-2195	141	4	cost	cost	NOUN
ajceb-2195	141	5	estimating	estimating	NOUN
ajceb-2195	141	6	models	model	NOUN
ajceb-2195	141	7	for	for	ADP
ajceb-2195	141	8	furniture	furniture	NOUN
ajceb-2195	141	9	works	work	NOUN
ajceb-2195	141	10	table	table	NOUN
ajceb-2195	141	11	10	10	NUM
ajceb-2195	141	12	shows	show	VERB
ajceb-2195	141	13	that	that	SCONJ
ajceb-2195	141	14	equation	equation	NOUN
ajceb-2195	141	15	3	3	NUM
ajceb-2195	141	16	is	be	AUX
ajceb-2195	141	17	the	the	DET
ajceb-2195	141	18	best	good	ADJ
ajceb-2195	141	19	to	to	PART
ajceb-2195	141	20	be	be	AUX
ajceb-2195	141	21	used	use	VERB
ajceb-2195	141	22	for	for	ADP
ajceb-2195	141	23	furniture	furniture	NOUN
ajceb-2195	141	24	cost	cost	NOUN
ajceb-2195	141	25	estimation	estimation	NOUN
ajceb-2195	141	26	as	as	SCONJ
ajceb-2195	141	27	it	it	PRON
ajceb-2195	141	28	has	have	VERB
ajceb-2195	141	29	the	the	DET
ajceb-2195	141	30	highest	high	ADJ
ajceb-2195	141	31	r2	r2	NOUN
ajceb-2195	141	32	and	and	CCONJ
ajceb-2195	141	33	lowest	low	ADJ
ajceb-2195	141	34	mape	mape	NOUN
ajceb-2195	141	35	.	.	PUNCT
ajceb-2195	142	1	the	the	DET
ajceb-2195	142	2	coefficient	coefficient	NOUN
ajceb-2195	142	3	of	of	ADP
ajceb-2195	142	4	determination	determination	NOUN
ajceb-2195	142	5	r2	r2	PROPN
ajceb-2195	142	6	for	for	ADP
ajceb-2195	142	7	model	model	NOUN
ajceb-2195	142	8	4	4	NUM
ajceb-2195	142	9	,	,	PUNCT
ajceb-2195	142	10	using	use	VERB
ajceb-2195	142	11	equation	equation	NOUN
ajceb-2195	142	12	4	4	NUM
ajceb-2195	142	13	for	for	ADP
ajceb-2195	142	14	furniture	furniture	NOUN
ajceb-2195	142	15	cost	cost	NOUN
ajceb-2195	142	16	estimation	estimation	NOUN
ajceb-2195	142	17	(	(	PUNCT
ajceb-2195	142	18	shown	show	VERB
ajceb-2195	142	19	in	in	ADP
ajceb-2195	142	20	table	table	NOUN
ajceb-2195	142	21	11	11	NUM
ajceb-2195	142	22	)	)	PUNCT
ajceb-2195	142	23	,	,	PUNCT
ajceb-2195	142	24	is	be	AUX
ajceb-2195	142	25	0.97	0.97	NUM
ajceb-2195	142	26	.	.	PUNCT
ajceb-2195	143	1	then	then	ADV
ajceb-2195	143	2	the	the	DET
ajceb-2195	143	3	developed	develop	VERB
ajceb-2195	143	4	model	model	NOUN
ajceb-2195	143	5	is	be	AUX
ajceb-2195	143	6	:	:	PUNCT
ajceb-2195	143	7	total	total	ADJ
ajceb-2195	143	8	project	project	NOUN
ajceb-2195	143	9	cost	cost	NOUN
ajceb-2195	143	10	(	(	PUNCT
ajceb-2195	143	11	$	$	SYM
ajceb-2195	143	12	)	)	PUNCT
ajceb-2195	143	13	=	=	PUNCT
ajceb-2195	144	1	6x1	6x1	NUM
ajceb-2195	144	2	+	+	NUM
ajceb-2195	145	1	23x2	23x2	NUM
ajceb-2195	145	2	+	+	SYM
ajceb-2195	145	3	12,19x3	12,19x3	NUM
ajceb-2195	145	4	+	+	SYM
ajceb-2195	145	5	[	[	X
ajceb-2195	145	6	5,6x3	5,6x3	NUM
ajceb-2195	145	7	]	]	PUNCT
ajceb-2195	145	8	⇒	⇒	X
ajceb-2195	145	9	total	total	ADJ
ajceb-2195	145	10	project	project	NOUN
ajceb-2195	145	11	cost	cost	NOUN
ajceb-2195	145	12	(	(	PUNCT
ajceb-2195	145	13	$	$	SYM
ajceb-2195	145	14	)	)	PUNCT
ajceb-2195	145	15	=	=	PUNCT
ajceb-2195	146	1	6x1	6x1	NUM
ajceb-2195	146	2	+	+	NUM
ajceb-2195	147	1	23x2	23x2	NUM
ajceb-2195	147	2	+	+	NUM
ajceb-2195	147	3	17,79x3	17,79x3	NUM
ajceb-2195	147	4	(	(	PUNCT
ajceb-2195	147	5	model	model	NOUN
ajceb-2195	147	6	3	3	NUM
ajceb-2195	147	7	)	)	PUNCT
ajceb-2195	147	8	model	model	NOUN
ajceb-2195	147	9	3	3	NUM
ajceb-2195	147	10	is	be	AUX
ajceb-2195	147	11	similar	similar	ADJ
ajceb-2195	147	12	to	to	ADP
ajceb-2195	147	13	model	model	NOUN
ajceb-2195	147	14	2	2	NUM
ajceb-2195	147	15	,	,	PUNCT
ajceb-2195	147	16	but	but	CCONJ
ajceb-2195	147	17	model	model	NOUN
ajceb-2195	147	18	3	3	NUM
ajceb-2195	147	19	could	could	AUX
ajceb-2195	147	20	be	be	AUX
ajceb-2195	147	21	used	use	VERB
ajceb-2195	147	22	to	to	PART
ajceb-2195	147	23	estimate	estimate	VERB
ajceb-2195	147	24	cost	cost	NOUN
ajceb-2195	147	25	of	of	ADP
ajceb-2195	147	26	one	one	NUM
ajceb-2195	147	27	individual	individual	ADJ
ajceb-2195	147	28	construction	construction	NOUN
ajceb-2195	147	29	activity	activity	NOUN
ajceb-2195	147	30	(	(	PUNCT
ajceb-2195	147	31	i.e.	i.e.	X
ajceb-2195	147	32	asphalt	asphalt	NOUN
ajceb-2195	147	33	cost	cost	NOUN
ajceb-2195	147	34	,	,	PUNCT
ajceb-2195	147	35	basecoarse	basecoarse	ADJ
ajceb-2195	147	36	cost	cost	NOUN
ajceb-2195	147	37	,	,	PUNCT
ajceb-2195	147	38	earthworks	earthwork	NOUN
ajceb-2195	147	39	cost	cost	NOUN
ajceb-2195	147	40	,	,	PUNCT
ajceb-2195	147	41	and	and	CCONJ
ajceb-2195	147	42	furniture	furniture	NOUN
ajceb-2195	147	43	cost	cost	NOUN
ajceb-2195	147	44	)	)	PUNCT
ajceb-2195	147	45	.	.	PUNCT
ajceb-2195	148	1	it	it	PRON
ajceb-2195	148	2	can	can	AUX
ajceb-2195	148	3	be	be	AUX
ajceb-2195	148	4	seen	see	VERB
ajceb-2195	148	5	that	that	SCONJ
ajceb-2195	148	6	model	model	NOUN
ajceb-2195	148	7	2	2	NUM
ajceb-2195	148	8	is	be	AUX
ajceb-2195	148	9	better	well	ADJ
ajceb-2195	148	10	for	for	ADP
ajceb-2195	148	11	estimates	estimate	NOUN
ajceb-2195	148	12	of	of	ADP
ajceb-2195	148	13	the	the	DET
ajceb-2195	148	14	total	total	ADJ
ajceb-2195	148	15	project	project	NOUN
ajceb-2195	148	16	cost	cost	NOUN
ajceb-2195	148	17	because	because	SCONJ
ajceb-2195	148	18	it	it	PRON
ajceb-2195	148	19	has	have	VERB
ajceb-2195	148	20	better	well	ADJ
ajceb-2195	148	21	accuracy	accuracy	NOUN
ajceb-2195	148	22	(	(	PUNCT
ajceb-2195	148	23	mape	mape	NOUN
ajceb-2195	148	24	)	)	PUNCT
ajceb-2195	148	25	than	than	ADP
ajceb-2195	148	26	model	model	NOUN
ajceb-2195	148	27	3	3	NUM
ajceb-2195	148	28	as	as	SCONJ
ajceb-2195	148	29	shown	show	VERB
ajceb-2195	148	30	later	later	ADV
ajceb-2195	148	31	in	in	ADP
ajceb-2195	148	32	table	table	NOUN
ajceb-2195	148	33	20	20	NUM
ajceb-2195	148	34	.	.	PUNCT
ajceb-2195	149	1	the	the	DET
ajceb-2195	149	2	correlation	correlation	NOUN
ajceb-2195	149	3	among	among	ADP
ajceb-2195	149	4	input	input	NOUN
ajceb-2195	149	5	variables	variable	NOUN
ajceb-2195	149	6	is	be	AUX
ajceb-2195	149	7	tested	test	VERB
ajceb-2195	149	8	;	;	PUNCT
ajceb-2195	149	9	the	the	DET
ajceb-2195	149	10	results	result	NOUN
ajceb-2195	149	11	are	be	AUX
ajceb-2195	149	12	shown	show	VERB
ajceb-2195	149	13	in	in	ADP
ajceb-2195	149	14	table	table	NOUN
ajceb-2195	149	15	11	11	NUM
ajceb-2195	149	16	.	.	PUNCT
ajceb-2195	150	1	the	the	DET
ajceb-2195	150	2	results	result	NOUN
ajceb-2195	150	3	of	of	ADP
ajceb-2195	150	4	r2	r2	PROPN
ajceb-2195	150	5	show	show	VERB
ajceb-2195	150	6	that	that	SCONJ
ajceb-2195	150	7	there	there	PRON
ajceb-2195	150	8	is	be	VERB
ajceb-2195	150	9	a	a	DET
ajceb-2195	150	10	high	high	ADJ
ajceb-2195	150	11	correlation	correlation	NOUN
ajceb-2195	150	12	between	between	ADP
ajceb-2195	150	13	pavement	pavement	NOUN
ajceb-2195	150	14	quantity	quantity	NOUN
ajceb-2195	150	15	and	and	CCONJ
ajceb-2195	150	16	basecoarse	basecoarse	ADJ
ajceb-2195	150	17	quantity	quantity	NOUN
ajceb-2195	150	18	,	,	PUNCT
ajceb-2195	150	19	a	a	DET
ajceb-2195	150	20	medium	medium	ADJ
ajceb-2195	150	21	correlation	correlation	NOUN
ajceb-2195	150	22	between	between	ADP
ajceb-2195	150	23	pavement	pavement	NOUN
ajceb-2195	150	24	quantity	quantity	NOUN
ajceb-2195	150	25	and	and	CCONJ
ajceb-2195	150	26	earthworks	earthwork	VERB
ajceb-2195	150	27	quantity	quantity	NOUN
ajceb-2195	150	28	,	,	PUNCT
ajceb-2195	150	29	and	and	CCONJ
ajceb-2195	150	30	a	a	DET
ajceb-2195	150	31	low	low	ADJ
ajceb-2195	150	32	correlation	correlation	NOUN
ajceb-2195	150	33	between	between	ADP
ajceb-2195	150	34	pavement	pavement	NOUN
ajceb-2195	150	35	quantity	quantity	NOUN
ajceb-2195	150	36	and	and	CCONJ
ajceb-2195	150	37	other	other	ADJ
ajceb-2195	150	38	input	input	NOUN
ajceb-2195	150	39	variables	variable	NOUN
ajceb-2195	150	40	.	.	PUNCT
ajceb-2195	151	1	australasian	australasian	ADJ
ajceb-2195	151	2	journal	journal	NOUN
ajceb-2195	151	3	of	of	ADP
ajceb-2195	151	4	construction	construction	NOUN
ajceb-2195	151	5	economics	economic	NOUN
ajceb-2195	151	6	and	and	CCONJ
ajceb-2195	151	7	building	building	NOUN
ajceb-2195	151	8	mahamid	mahamid	PROPN
ajceb-2195	151	9	,	,	PUNCT
ajceb-2195	151	10	i	i	PRON
ajceb-2195	151	11	(	(	PUNCT
ajceb-2195	151	12	2011	2011	NUM
ajceb-2195	151	13	)	)	PUNCT
ajceb-2195	151	14	‘	'	PUNCT
ajceb-2195	151	15	early	early	ADJ
ajceb-2195	151	16	cost	cost	NOUN
ajceb-2195	151	17	estimating	estimating	NOUN
ajceb-2195	151	18	for	for	ADP
ajceb-2195	151	19	road	road	NOUN
ajceb-2195	151	20	construction	construction	NOUN
ajceb-2195	151	21	projects	project	NOUN
ajceb-2195	151	22	using	use	VERB
ajceb-2195	151	23	multiple	multiple	ADJ
ajceb-2195	151	24	regression	regression	NOUN
ajceb-2195	151	25	techniques	technique	NOUN
ajceb-2195	151	26	’	'	PUNCT
ajceb-2195	151	27	,	,	PUNCT
ajceb-2195	151	28	australasian	australasian	ADJ
ajceb-2195	151	29	journal	journal	NOUN
ajceb-2195	151	30	of	of	ADP
ajceb-2195	151	31	construction	construction	NOUN
ajceb-2195	151	32	economics	economic	NOUN
ajceb-2195	151	33	and	and	CCONJ
ajceb-2195	151	34	building	building	NOUN
ajceb-2195	151	35	,	,	PUNCT
ajceb-2195	151	36	11	11	NUM
ajceb-2195	151	37	(	(	PUNCT
ajceb-2195	151	38	4	4	NUM
ajceb-2195	151	39	)	)	PUNCT
ajceb-2195	151	40	87	87	NUM
ajceb-2195	151	41	-	-	SYM
ajceb-2195	151	42	101	101	NUM
ajceb-2195	151	43	95	95	NUM
ajceb-2195	151	44	correlation	correlation	NOUN
ajceb-2195	151	45	among	among	ADP
ajceb-2195	151	46	quantities	quantity	NOUN
ajceb-2195	151	47	of	of	ADP
ajceb-2195	151	48	:	:	PUNCT
ajceb-2195	151	49	r	r	NOUN
ajceb-2195	151	50	2	2	NUM
ajceb-2195	151	51	pavement	pavement	NOUN
ajceb-2195	151	52	basecoarse	basecoarse	NOUN
ajceb-2195	151	53	0,88	0,88	PUNCT
ajceb-2195	151	54	pavement	pavement	NOUN
ajceb-2195	151	55	earthworks	earthwork	NOUN
ajceb-2195	151	56	0,64	0,64	NUM
ajceb-2195	151	57	pavement	pavement	NOUN
ajceb-2195	151	58	retaining	retain	VERB
ajceb-2195	151	59	wall	wall	PROPN
ajceb-2195	151	60	concrete	concrete	PROPN
ajceb-2195	151	61	0,32	0,32	PUNCT
ajceb-2195	152	1	pavement	pavement	NOUN
ajceb-2195	152	2	curbstone	curbstone	NOUN
ajceb-2195	152	3	0,47	0,47	NUM
ajceb-2195	153	1	pavement	pavement	NOUN
ajceb-2195	153	2	road	road	NOUN
ajceb-2195	153	3	marking	mark	VERB
ajceb-2195	153	4	0,29	0,29	PROPN
ajceb-2195	153	5	pavement	pavement	NOUN
ajceb-2195	153	6	side	side	NOUN
ajceb-2195	153	7	walk	walk	VERB
ajceb-2195	153	8	concrete	concrete	ADJ
ajceb-2195	153	9	0,21	0,21	NUM
ajceb-2195	153	10	table	table	NOUN
ajceb-2195	153	11	11	11	NUM
ajceb-2195	153	12	correlation	correlation	NOUN
ajceb-2195	153	13	among	among	ADP
ajceb-2195	153	14	used	use	VERB
ajceb-2195	153	15	input	input	NOUN
ajceb-2195	153	16	variables	variable	NOUN
ajceb-2195	153	17	as	as	ADP
ajceb-2195	153	18	a	a	DET
ajceb-2195	153	19	result	result	NOUN
ajceb-2195	153	20	of	of	ADP
ajceb-2195	153	21	the	the	DET
ajceb-2195	153	22	correlation	correlation	NOUN
ajceb-2195	153	23	between	between	ADP
ajceb-2195	153	24	input	input	NOUN
ajceb-2195	153	25	variables	variable	NOUN
ajceb-2195	153	26	,	,	PUNCT
ajceb-2195	153	27	a	a	DET
ajceb-2195	153	28	regression	regression	NOUN
ajceb-2195	153	29	model	model	NOUN
ajceb-2195	153	30	describing	describe	VERB
ajceb-2195	153	31	the	the	DET
ajceb-2195	153	32	total	total	ADJ
ajceb-2195	153	33	project	project	NOUN
ajceb-2195	153	34	cost	cost	NOUN
ajceb-2195	153	35	as	as	ADP
ajceb-2195	153	36	a	a	DET
ajceb-2195	153	37	function	function	NOUN
ajceb-2195	153	38	of	of	ADP
ajceb-2195	153	39	pavement	pavement	NOUN
ajceb-2195	153	40	quantity	quantity	NOUN
ajceb-2195	153	41	is	be	AUX
ajceb-2195	153	42	developed	develop	VERB
ajceb-2195	153	43	.	.	PUNCT
ajceb-2195	154	1	the	the	DET
ajceb-2195	154	2	regression	regression	NOUN
ajceb-2195	154	3	statistics	statistic	NOUN
ajceb-2195	154	4	results	result	NOUN
ajceb-2195	154	5	are	be	AUX
ajceb-2195	154	6	shown	show	VERB
ajceb-2195	154	7	in	in	ADP
ajceb-2195	154	8	table	table	NOUN
ajceb-2195	154	9	12	12	NUM
ajceb-2195	154	10	.	.	PUNCT
ajceb-2195	155	1	the	the	DET
ajceb-2195	155	2	model	model	NOUN
ajceb-2195	155	3	is	be	AUX
ajceb-2195	155	4	useful	useful	ADJ
ajceb-2195	155	5	in	in	ADP
ajceb-2195	155	6	estimating	estimate	VERB
ajceb-2195	155	7	project	project	NOUN
ajceb-2195	155	8	cost	cost	NOUN
ajceb-2195	155	9	at	at	ADP
ajceb-2195	155	10	early	early	ADJ
ajceb-2195	155	11	stages	stage	NOUN
ajceb-2195	155	12	of	of	ADP
ajceb-2195	155	13	the	the	DET
ajceb-2195	155	14	project	project	NOUN
ajceb-2195	155	15	since	since	SCONJ
ajceb-2195	155	16	the	the	DET
ajceb-2195	155	17	information	information	NOUN
ajceb-2195	155	18	needed	need	VERB
ajceb-2195	155	19	is	be	AUX
ajceb-2195	155	20	only	only	ADV
ajceb-2195	155	21	the	the	DET
ajceb-2195	155	22	pavement	pavement	NOUN
ajceb-2195	155	23	quantity	quantity	NOUN
ajceb-2195	155	24	,	,	PUNCT
ajceb-2195	155	25	and	and	CCONJ
ajceb-2195	155	26	so	so	ADV
ajceb-2195	155	27	the	the	DET
ajceb-2195	155	28	estimation	estimation	NOUN
ajceb-2195	155	29	could	could	AUX
ajceb-2195	155	30	be	be	AUX
ajceb-2195	155	31	achieved	achieve	VERB
ajceb-2195	155	32	within	within	ADP
ajceb-2195	155	33	minutes	minute	NOUN
ajceb-2195	155	34	.	.	PUNCT
ajceb-2195	156	1	the	the	DET
ajceb-2195	156	2	developed	develop	VERB
ajceb-2195	156	3	model	model	NOUN
ajceb-2195	156	4	is	be	AUX
ajceb-2195	156	5	:	:	PUNCT
ajceb-2195	156	6	total	total	ADJ
ajceb-2195	156	7	project	project	NOUN
ajceb-2195	156	8	cost	cost	NOUN
ajceb-2195	156	9	(	(	PUNCT
ajceb-2195	156	10	$	$	SYM
ajceb-2195	156	11	)	)	PUNCT
ajceb-2195	156	12	=	=	SYM
ajceb-2195	157	1	34832,5	34832,5	PROPN
ajceb-2195	157	2	+	+	NUM
ajceb-2195	157	3	23,7x3	23,7x3	NUM
ajceb-2195	157	4	(	(	PUNCT
ajceb-2195	157	5	model	model	NOUN
ajceb-2195	157	6	4	4	NUM
ajceb-2195	157	7	)	)	PUNCT
ajceb-2195	157	8	where	where	SCONJ
ajceb-2195	157	9	,	,	PUNCT
ajceb-2195	157	10	x3	x3	PROPN
ajceb-2195	157	11	is	be	AUX
ajceb-2195	157	12	the	the	DET
ajceb-2195	157	13	project	project	NOUN
ajceb-2195	157	14	’s	’s	PART
ajceb-2195	157	15	pavement	pavement	NOUN
ajceb-2195	157	16	quantity	quantity	NOUN
ajceb-2195	157	17	(	(	PUNCT
ajceb-2195	157	18	m2	m2	PROPN
ajceb-2195	157	19	)	)	PUNCT
ajceb-2195	157	20	.	.	PUNCT
ajceb-2195	158	1	regression	regression	NOUN
ajceb-2195	158	2	statistics	statistics	PROPN
ajceb-2195	158	3	variables	variables	PROPN
ajceb-2195	158	4	coef	coef	PROPN
ajceb-2195	158	5	.	.	PUNCT
ajceb-2195	159	1	p	p	X
ajceb-2195	159	2	-	-	PUNCT
ajceb-2195	159	3	value	value	NOUN
ajceb-2195	159	4	multiple	multiple	ADJ
ajceb-2195	159	5	r	r	NOUN
ajceb-2195	159	6	0,97	0,97	PUNCT
ajceb-2195	159	7	intercept	intercept	VERB
ajceb-2195	159	8	34832,5	34832,5	NUM
ajceb-2195	159	9	0,0001	0,0001	NOUN
ajceb-2195	159	10	r	r	NOUN
ajceb-2195	159	11	square	square	ADJ
ajceb-2195	159	12	0,95	0,95	NOUN
ajceb-2195	159	13	pavement	pavement	NOUN
ajceb-2195	159	14	(	(	PUNCT
ajceb-2195	159	15	m	m	NOUN
ajceb-2195	159	16	2	2	NUM
ajceb-2195	159	17	)	)	PUNCT
ajceb-2195	159	18	23,7	23,7	NUM
ajceb-2195	159	19	5,9e-86	5,9e-86	NUM
ajceb-2195	159	20	observations	observation	NOUN
ajceb-2195	159	21	131	131	NUM
ajceb-2195	159	22	f	f	NOUN
ajceb-2195	159	23	2466,7	2466,7	NUM
ajceb-2195	159	24	table	table	NOUN
ajceb-2195	159	25	12	12	NUM
ajceb-2195	159	26	multiple	multiple	ADJ
ajceb-2195	159	27	regression	regression	NOUN
ajceb-2195	159	28	results	result	NOUN
ajceb-2195	159	29	among	among	ADP
ajceb-2195	159	30	total	total	ADJ
ajceb-2195	159	31	project	project	NOUN
ajceb-2195	159	32	cost	cost	NOUN
ajceb-2195	159	33	and	and	CCONJ
ajceb-2195	159	34	pavement	pavement	VERB
ajceb-2195	159	35	quantity	quantity	NOUN
ajceb-2195	159	36	cost	cost	NOUN
ajceb-2195	159	37	as	as	ADP
ajceb-2195	159	38	a	a	DET
ajceb-2195	159	39	function	function	NOUN
ajceb-2195	159	40	of	of	ADP
ajceb-2195	159	41	project	project	NOUN
ajceb-2195	159	42	size	size	NOUN
ajceb-2195	159	43	a	a	DET
ajceb-2195	159	44	regression	regression	NOUN
ajceb-2195	159	45	model	model	NOUN
ajceb-2195	159	46	that	that	PRON
ajceb-2195	159	47	describes	describe	VERB
ajceb-2195	159	48	the	the	DET
ajceb-2195	159	49	total	total	ADJ
ajceb-2195	159	50	cost	cost	NOUN
ajceb-2195	159	51	of	of	ADP
ajceb-2195	159	52	a	a	DET
ajceb-2195	159	53	road	road	NOUN
ajceb-2195	159	54	construction	construction	NOUN
ajceb-2195	159	55	project	project	NOUN
ajceb-2195	159	56	as	as	ADP
ajceb-2195	159	57	a	a	DET
ajceb-2195	159	58	function	function	NOUN
ajceb-2195	159	59	of	of	ADP
ajceb-2195	159	60	road	road	NOUN
ajceb-2195	159	61	width	width	NOUN
ajceb-2195	159	62	and	and	CCONJ
ajceb-2195	159	63	road	road	NOUN
ajceb-2195	159	64	length	length	NOUN
ajceb-2195	159	65	is	be	AUX
ajceb-2195	159	66	developed	develop	VERB
ajceb-2195	159	67	.	.	PUNCT
ajceb-2195	160	1	the	the	DET
ajceb-2195	160	2	coefficient	coefficient	NOUN
ajceb-2195	160	3	of	of	ADP
ajceb-2195	160	4	determination	determination	NOUN
ajceb-2195	160	5	r2	r2	PROPN
ajceb-2195	160	6	for	for	ADP
ajceb-2195	160	7	the	the	DET
ajceb-2195	160	8	developed	develop	VERB
ajceb-2195	160	9	equation	equation	NOUN
ajceb-2195	160	10	is	be	AUX
ajceb-2195	160	11	0.93	0.93	NUM
ajceb-2195	160	12	.	.	PUNCT
ajceb-2195	161	1	the	the	DET
ajceb-2195	161	2	regression	regression	NOUN
ajceb-2195	161	3	statistics	statistic	NOUN
ajceb-2195	161	4	results	result	VERB
ajceb-2195	161	5	for	for	ADP
ajceb-2195	161	6	the	the	DET
ajceb-2195	161	7	developed	develop	VERB
ajceb-2195	161	8	model	model	NOUN
ajceb-2195	161	9	are	be	AUX
ajceb-2195	161	10	shown	show	VERB
ajceb-2195	161	11	in	in	ADP
ajceb-2195	161	12	table	table	NOUN
ajceb-2195	161	13	13	13	NUM
ajceb-2195	161	14	.	.	PUNCT
ajceb-2195	162	1	the	the	DET
ajceb-2195	162	2	developed	develop	VERB
ajceb-2195	162	3	model	model	NOUN
ajceb-2195	162	4	is	be	AUX
ajceb-2195	162	5	:	:	PUNCT
ajceb-2195	162	6	total	total	ADJ
ajceb-2195	162	7	cost	cost	NOUN
ajceb-2195	162	8	(	(	PUNCT
ajceb-2195	162	9	$	$	SYM
ajceb-2195	162	10	)	)	PUNCT
ajceb-2195	162	11	=	=	SYM
ajceb-2195	163	1	142,6x8	142,6x8	NUM
ajceb-2195	163	2	+	+	SYM
ajceb-2195	163	3	28882,7x9	28882,7x9	NUM
ajceb-2195	163	4	–	–	PUNCT
ajceb-2195	163	5	196877,7	196877,7	NUM
ajceb-2195	163	6	(	(	PUNCT
ajceb-2195	163	7	model	model	NOUN
ajceb-2195	163	8	5	5	NUM
ajceb-2195	163	9	)	)	PUNCT
ajceb-2195	163	10	where	where	SCONJ
ajceb-2195	163	11	,	,	PUNCT
ajceb-2195	163	12	x8	x8	PROPN
ajceb-2195	163	13	=	=	SYM
ajceb-2195	163	14	road	road	NOUN
ajceb-2195	163	15	length	length	NOUN
ajceb-2195	163	16	(	(	PUNCT
ajceb-2195	163	17	m	m	NOUN
ajceb-2195	163	18	)	)	PUNCT
ajceb-2195	163	19	x9	x9	NOUN
ajceb-2195	163	20	=	=	SYM
ajceb-2195	163	21	road	road	NOUN
ajceb-2195	163	22	width	width	NOUN
ajceb-2195	163	23	(	(	PUNCT
ajceb-2195	163	24	m	m	NOUN
ajceb-2195	163	25	)	)	PUNCT
ajceb-2195	163	26	regression	regression	NOUN
ajceb-2195	163	27	statistics	statistic	NOUN
ajceb-2195	163	28	variables	variables	PROPN
ajceb-2195	163	29	coef	coef	PROPN
ajceb-2195	163	30	.	.	PUNCT
ajceb-2195	164	1	p	p	X
ajceb-2195	164	2	-	-	PUNCT
ajceb-2195	164	3	value	value	NOUN
ajceb-2195	164	4	multiple	multiple	ADJ
ajceb-2195	164	5	r	r	NOUN
ajceb-2195	164	6	0,97	0,97	NUM
ajceb-2195	164	7	intercept	intercept	NOUN
ajceb-2195	164	8	-196876,7	-196876,7	PROPN
ajceb-2195	165	1	3,78e-10	3,78e-10	NUM
ajceb-2195	165	2	r	r	NOUN
ajceb-2195	165	3	square	square	ADJ
ajceb-2195	165	4	0,93	0,93	PUNCT
ajceb-2195	166	1	road	road	NOUN
ajceb-2195	166	2	width	width	NOUN
ajceb-2195	166	3	(	(	PUNCT
ajceb-2195	166	4	m	m	NOUN
ajceb-2195	166	5	)	)	PUNCT
ajceb-2195	166	6	28882,7	28882,7	NUM
ajceb-2195	166	7	9,43e-09	9,43e-09	NOUN
ajceb-2195	166	8	adjusted	adjust	VERB
ajceb-2195	166	9	r	r	NOUN
ajceb-2195	166	10	square	square	ADJ
ajceb-2195	166	11	0,93	0,93	PUNCT
ajceb-2195	166	12	road	road	NOUN
ajceb-2195	166	13	length	length	NOUN
ajceb-2195	166	14	(	(	PUNCT
ajceb-2195	166	15	m	m	NOUN
ajceb-2195	166	16	)	)	PUNCT
ajceb-2195	166	17	142574,6	142574,6	PROPN
ajceb-2195	166	18	1,67e-75	1,67e-75	PROPN
ajceb-2195	166	19	observations	observation	NOUN
ajceb-2195	166	20	131	131	NUM
ajceb-2195	166	21	f	f	NOUN
ajceb-2195	166	22	920,5	920,5	NOUN
ajceb-2195	166	23	table	table	NOUN
ajceb-2195	166	24	13	13	NUM
ajceb-2195	166	25	multiple	multiple	ADJ
ajceb-2195	166	26	regression	regression	NOUN
ajceb-2195	166	27	results	result	NOUN
ajceb-2195	166	28	among	among	ADP
ajceb-2195	166	29	total	total	ADJ
ajceb-2195	166	30	project	project	NOUN
ajceb-2195	166	31	cost	cost	NOUN
ajceb-2195	166	32	and	and	CCONJ
ajceb-2195	166	33	road	road	NOUN
ajceb-2195	166	34	length	length	NOUN
ajceb-2195	166	35	and	and	CCONJ
ajceb-2195	166	36	width	width	VERB
ajceb-2195	166	37	it	it	PRON
ajceb-2195	166	38	can	can	AUX
ajceb-2195	166	39	be	be	AUX
ajceb-2195	166	40	seen	see	VERB
ajceb-2195	166	41	that	that	SCONJ
ajceb-2195	166	42	the	the	DET
ajceb-2195	166	43	model	model	NOUN
ajceb-2195	166	44	has	have	VERB
ajceb-2195	166	45	a	a	DET
ajceb-2195	166	46	large	large	ADJ
ajceb-2195	166	47	constant	constant	ADJ
ajceb-2195	166	48	(	(	PUNCT
ajceb-2195	166	49	-196877,7	-196877,7	NOUN
ajceb-2195	166	50	)	)	PUNCT
ajceb-2195	166	51	and	and	CCONJ
ajceb-2195	166	52	so	so	ADV
ajceb-2195	166	53	in	in	ADP
ajceb-2195	166	54	small	small	ADJ
ajceb-2195	166	55	projects	project	NOUN
ajceb-2195	166	56	,	,	PUNCT
ajceb-2195	166	57	the	the	DET
ajceb-2195	166	58	estimated	estimate	VERB
ajceb-2195	166	59	total	total	ADJ
ajceb-2195	166	60	cost	cost	NOUN
ajceb-2195	166	61	using	use	VERB
ajceb-2195	166	62	the	the	DET
ajceb-2195	166	63	model	model	NOUN
ajceb-2195	166	64	will	will	AUX
ajceb-2195	166	65	be	be	AUX
ajceb-2195	166	66	not	not	PART
ajceb-2195	166	67	realistic	realistic	ADJ
ajceb-2195	166	68	or	or	CCONJ
ajceb-2195	166	69	it	it	PRON
ajceb-2195	166	70	may	may	AUX
ajceb-2195	166	71	even	even	ADV
ajceb-2195	166	72	be	be	AUX
ajceb-2195	166	73	negative	negative	ADJ
ajceb-2195	166	74	e.g.	e.g.	ADV
ajceb-2195	166	75	for	for	ADP
ajceb-2195	166	76	a	a	DET
ajceb-2195	166	77	road	road	NOUN
ajceb-2195	166	78	width	width	NOUN
ajceb-2195	166	79	of	of	ADP
ajceb-2195	166	80	5	5	NUM
ajceb-2195	166	81	m	m	NOUN
ajceb-2195	166	82	and	and	CCONJ
ajceb-2195	166	83	road	road	NOUN
ajceb-2195	166	84	length	length	NOUN
ajceb-2195	166	85	of	of	ADP
ajceb-2195	166	86	370	370	NUM
ajceb-2195	166	87	m	m	NOUN
ajceb-2195	166	88	,	,	PUNCT
ajceb-2195	166	89	the	the	DET
ajceb-2195	166	90	estimated	estimate	VERB
ajceb-2195	166	91	cost	cost	NOUN
ajceb-2195	166	92	is	be	AUX
ajceb-2195	166	93	0	0	NUM
ajceb-2195	166	94	.	.	PUNCT
ajceb-2195	167	1	it	it	PRON
ajceb-2195	167	2	may	may	AUX
ajceb-2195	167	3	give	give	VERB
ajceb-2195	167	4	a	a	DET
ajceb-2195	167	5	realistic	realistic	ADJ
ajceb-2195	167	6	estimated	estimate	VERB
ajceb-2195	167	7	value	value	NOUN
ajceb-2195	167	8	when	when	SCONJ
ajceb-2195	167	9	road	road	NOUN
ajceb-2195	167	10	length	length	NOUN
ajceb-2195	167	11	is	be	AUX
ajceb-2195	167	12	more	more	ADJ
ajceb-2195	167	13	than	than	ADP
ajceb-2195	167	14	1	1	NUM
ajceb-2195	167	15	km	km	NOUN
ajceb-2195	167	16	and	and	CCONJ
ajceb-2195	167	17	road	road	NOUN
ajceb-2195	167	18	width	width	NOUN
ajceb-2195	167	19	is	be	AUX
ajceb-2195	167	20	more	more	ADJ
ajceb-2195	167	21	than	than	ADP
ajceb-2195	167	22	5	5	NUM
ajceb-2195	167	23	m.	m.	NOUN
ajceb-2195	167	24	australasian	australasian	ADJ
ajceb-2195	167	25	journal	journal	NOUN
ajceb-2195	167	26	of	of	ADP
ajceb-2195	167	27	construction	construction	NOUN
ajceb-2195	167	28	economics	economic	NOUN
ajceb-2195	167	29	and	and	CCONJ
ajceb-2195	167	30	building	building	NOUN
ajceb-2195	167	31	mahamid	mahamid	PROPN
ajceb-2195	167	32	,	,	PUNCT
ajceb-2195	167	33	i	i	PRON
ajceb-2195	167	34	(	(	PUNCT
ajceb-2195	167	35	2011	2011	NUM
ajceb-2195	167	36	)	)	PUNCT
ajceb-2195	167	37	‘	'	PUNCT
ajceb-2195	167	38	early	early	ADJ
ajceb-2195	167	39	cost	cost	NOUN
ajceb-2195	167	40	estimating	estimating	NOUN
ajceb-2195	167	41	for	for	ADP
ajceb-2195	167	42	road	road	NOUN
ajceb-2195	167	43	construction	construction	NOUN
ajceb-2195	167	44	projects	project	NOUN
ajceb-2195	167	45	using	use	VERB
ajceb-2195	167	46	multiple	multiple	ADJ
ajceb-2195	167	47	regression	regression	NOUN
ajceb-2195	167	48	techniques	technique	NOUN
ajceb-2195	167	49	’	'	PUNCT
ajceb-2195	167	50	,	,	PUNCT
ajceb-2195	167	51	australasian	australasian	ADJ
ajceb-2195	167	52	journal	journal	NOUN
ajceb-2195	167	53	of	of	ADP
ajceb-2195	167	54	construction	construction	NOUN
ajceb-2195	167	55	economics	economic	NOUN
ajceb-2195	167	56	and	and	CCONJ
ajceb-2195	167	57	building	building	NOUN
ajceb-2195	167	58	,	,	PUNCT
ajceb-2195	167	59	11	11	NUM
ajceb-2195	167	60	(	(	PUNCT
ajceb-2195	167	61	4	4	NUM
ajceb-2195	167	62	)	)	PUNCT
ajceb-2195	167	63	87	87	NUM
ajceb-2195	167	64	-	-	SYM
ajceb-2195	167	65	101	101	NUM
ajceb-2195	167	66	96	96	NUM
ajceb-2195	167	67	therefore	therefore	ADV
ajceb-2195	167	68	,	,	PUNCT
ajceb-2195	167	69	a	a	DET
ajceb-2195	167	70	trial	trial	NOUN
ajceb-2195	167	71	was	be	AUX
ajceb-2195	167	72	performed	perform	VERB
ajceb-2195	167	73	to	to	PART
ajceb-2195	167	74	develop	develop	VERB
ajceb-2195	167	75	a	a	DET
ajceb-2195	167	76	model	model	NOUN
ajceb-2195	167	77	with	with	ADP
ajceb-2195	167	78	zero	zero	NUM
ajceb-2195	167	79	intercept	intercept	NOUN
ajceb-2195	167	80	value	value	NOUN
ajceb-2195	167	81	,	,	PUNCT
ajceb-2195	167	82	the	the	DET
ajceb-2195	167	83	results	result	NOUN
ajceb-2195	167	84	shown	show	VERB
ajceb-2195	167	85	in	in	ADP
ajceb-2195	167	86	table	table	NOUN
ajceb-2195	167	87	14	14	NUM
ajceb-2195	167	88	.	.	PUNCT
ajceb-2195	168	1	the	the	DET
ajceb-2195	168	2	developed	develop	VERB
ajceb-2195	168	3	model	model	NOUN
ajceb-2195	168	4	is	be	AUX
ajceb-2195	168	5	:	:	PUNCT
ajceb-2195	168	6	total	total	ADJ
ajceb-2195	168	7	cost	cost	NOUN
ajceb-2195	168	8	(	(	PUNCT
ajceb-2195	168	9	$	$	SYM
ajceb-2195	168	10	)	)	PUNCT
ajceb-2195	168	11	=	=	SYM
ajceb-2195	169	1	139,3x8	139,3x8	NUM
ajceb-2195	169	2	–	–	PUNCT
ajceb-2195	169	3	542,1x9	542,1x9	NUM
ajceb-2195	169	4	(	(	PUNCT
ajceb-2195	169	5	model	model	NOUN
ajceb-2195	169	6	6	6	NUM
ajceb-2195	169	7	)	)	PUNCT
ajceb-2195	169	8	regression	regression	NOUN
ajceb-2195	169	9	statistics	statistic	NOUN
ajceb-2195	169	10	variables	variables	PROPN
ajceb-2195	169	11	coef	coef	PROPN
ajceb-2195	169	12	.	.	PUNCT
ajceb-2195	170	1	p	p	X
ajceb-2195	170	2	-	-	PUNCT
ajceb-2195	170	3	value	value	NOUN
ajceb-2195	170	4	multiple	multiple	ADJ
ajceb-2195	170	5	r	r	NOUN
ajceb-2195	170	6	0,98	0,98	NOUN
ajceb-2195	170	7	intercept	intercept	VERB
ajceb-2195	170	8	0	0	NUM
ajceb-2195	170	9	#	#	SYM
ajceb-2195	170	10	n	n	CCONJ
ajceb-2195	170	11	/	/	SYM
ajceb-2195	170	12	a	a	PRON
ajceb-2195	170	13	r	r	NOUN
ajceb-2195	170	14	square	square	ADJ
ajceb-2195	170	15	0,95	0,95	ADJ
ajceb-2195	170	16	road	road	NOUN
ajceb-2195	170	17	width(m	width(m	NOUN
ajceb-2195	170	18	)	)	PUNCT
ajceb-2195	170	19	-542,1	-542,1	NUM
ajceb-2195	170	20	0,80	0,80	NOUN
ajceb-2195	170	21	adjusted	adjust	VERB
ajceb-2195	170	22	r	r	NOUN
ajceb-2195	170	23	square	square	ADJ
ajceb-2195	170	24	0,94	0,94	NOUN
ajceb-2195	170	25	road	road	NOUN
ajceb-2195	170	26	length	length	NOUN
ajceb-2195	170	27	(	(	PUNCT
ajceb-2195	170	28	m	m	NOUN
ajceb-2195	170	29	)	)	PUNCT
ajceb-2195	170	30	139,3	139,3	NUM
ajceb-2195	171	1	1,78e-67	1,78e-67	PUNCT
ajceb-2195	171	2	observations	observation	NOUN
ajceb-2195	171	3	131	131	NUM
ajceb-2195	171	4	f	f	NOUN
ajceb-2195	171	5	1305,2	1305,2	NUM
ajceb-2195	171	6	table	table	NOUN
ajceb-2195	171	7	14	14	NUM
ajceb-2195	171	8	multiple	multiple	ADJ
ajceb-2195	171	9	regression	regression	NOUN
ajceb-2195	171	10	results	result	NOUN
ajceb-2195	171	11	among	among	ADP
ajceb-2195	171	12	total	total	ADJ
ajceb-2195	171	13	project	project	NOUN
ajceb-2195	171	14	cost	cost	NOUN
ajceb-2195	171	15	and	and	CCONJ
ajceb-2195	171	16	road	road	NOUN
ajceb-2195	171	17	length	length	NOUN
ajceb-2195	171	18	and	and	CCONJ
ajceb-2195	171	19	width	width	VERB
ajceb-2195	171	20	when	when	SCONJ
ajceb-2195	171	21	intercept	intercept	NOUN
ajceb-2195	171	22	=	=	SYM
ajceb-2195	171	23	0	0	NUM
ajceb-2195	171	24	table	table	NOUN
ajceb-2195	171	25	14	14	NUM
ajceb-2195	171	26	shows	show	VERB
ajceb-2195	171	27	that	that	SCONJ
ajceb-2195	171	28	the	the	DET
ajceb-2195	171	29	p	p	NOUN
ajceb-2195	171	30	-	-	PUNCT
ajceb-2195	171	31	value	value	NOUN
ajceb-2195	171	32	of	of	ADP
ajceb-2195	171	33	the	the	DET
ajceb-2195	171	34	road	road	NOUN
ajceb-2195	171	35	width	width	ADJ
ajceb-2195	171	36	variable	variable	NOUN
ajceb-2195	171	37	is	be	AUX
ajceb-2195	171	38	0.8	0.8	NUM
ajceb-2195	171	39	which	which	PRON
ajceb-2195	171	40	is	be	AUX
ajceb-2195	171	41	higher	high	ADJ
ajceb-2195	171	42	than	than	ADP
ajceb-2195	171	43	0.05	0.05	NUM
ajceb-2195	171	44	,	,	PUNCT
ajceb-2195	171	45	meaning	mean	VERB
ajceb-2195	171	46	it	it	PRON
ajceb-2195	171	47	is	be	AUX
ajceb-2195	171	48	not	not	PART
ajceb-2195	171	49	significant	significant	ADJ
ajceb-2195	171	50	to	to	PART
ajceb-2195	171	51	be	be	AUX
ajceb-2195	171	52	included	include	VERB
ajceb-2195	171	53	in	in	ADP
ajceb-2195	171	54	the	the	DET
ajceb-2195	171	55	model	model	NOUN
ajceb-2195	171	56	.	.	PUNCT
ajceb-2195	172	1	as	as	ADP
ajceb-2195	172	2	a	a	DET
ajceb-2195	172	3	result	result	NOUN
ajceb-2195	172	4	,	,	PUNCT
ajceb-2195	172	5	the	the	DET
ajceb-2195	172	6	model	model	NOUN
ajceb-2195	172	7	uses	use	VERB
ajceb-2195	172	8	road	road	NOUN
ajceb-2195	172	9	length	length	NOUN
ajceb-2195	172	10	as	as	SCONJ
ajceb-2195	172	11	the	the	DET
ajceb-2195	172	12	only	only	ADJ
ajceb-2195	172	13	input	input	NOUN
ajceb-2195	172	14	variable	variable	NOUN
ajceb-2195	172	15	is	be	AUX
ajceb-2195	172	16	formulated	formulate	VERB
ajceb-2195	172	17	.	.	PUNCT
ajceb-2195	173	1	the	the	DET
ajceb-2195	173	2	regression	regression	NOUN
ajceb-2195	173	3	statistics	statistic	NOUN
ajceb-2195	173	4	results	result	VERB
ajceb-2195	173	5	for	for	ADP
ajceb-2195	173	6	the	the	DET
ajceb-2195	173	7	developed	develop	VERB
ajceb-2195	173	8	model	model	NOUN
ajceb-2195	173	9	are	be	AUX
ajceb-2195	173	10	shown	show	VERB
ajceb-2195	173	11	in	in	ADP
ajceb-2195	173	12	table	table	NOUN
ajceb-2195	173	13	15	15	NUM
ajceb-2195	173	14	.	.	PUNCT
ajceb-2195	174	1	the	the	DET
ajceb-2195	174	2	formulated	formulated	ADJ
ajceb-2195	174	3	equation	equation	NOUN
ajceb-2195	174	4	is	be	AUX
ajceb-2195	174	5	:	:	PUNCT
ajceb-2195	174	6	total	total	ADJ
ajceb-2195	174	7	cost	cost	NOUN
ajceb-2195	174	8	(	(	PUNCT
ajceb-2195	174	9	$	$	SYM
ajceb-2195	174	10	)	)	PUNCT
ajceb-2195	174	11	=	=	SYM
ajceb-2195	174	12	145,9x8	145,9x8	PROPN
ajceb-2195	174	13	–	–	PUNCT
ajceb-2195	174	14	32626	32626	NUM
ajceb-2195	174	15	(	(	PUNCT
ajceb-2195	174	16	model	model	NOUN
ajceb-2195	174	17	7	7	NUM
ajceb-2195	174	18	)	)	PUNCT
ajceb-2195	174	19	regression	regression	NOUN
ajceb-2195	174	20	statistics	statistic	NOUN
ajceb-2195	174	21	variables	variables	PROPN
ajceb-2195	174	22	coef	coef	PROPN
ajceb-2195	174	23	.	.	PUNCT
ajceb-2195	175	1	p	p	X
ajceb-2195	175	2	-	-	PUNCT
ajceb-2195	175	3	value	value	NOUN
ajceb-2195	175	4	multiple	multiple	ADJ
ajceb-2195	175	5	r	r	NOUN
ajceb-2195	175	6	0,96	0,96	NOUN
ajceb-2195	175	7	intercept	intercept	VERB
ajceb-2195	175	8	-32626	-32626	PROPN
ajceb-2195	175	9	0,01154	0,01154	PROPN
ajceb-2195	175	10	r	r	NOUN
ajceb-2195	175	11	square	square	ADJ
ajceb-2195	175	12	0,92	0,92	NUM
ajceb-2195	175	13	road	road	NOUN
ajceb-2195	175	14	length	length	NOUN
ajceb-2195	175	15	(	(	PUNCT
ajceb-2195	175	16	m	m	NOUN
ajceb-2195	175	17	)	)	PUNCT
ajceb-2195	175	18	145847	145847	NUM
ajceb-2195	176	1	3,5e-71	3,5e-71	NUM
ajceb-2195	176	2	adjusted	adjusted	ADJ
ajceb-2195	176	3	r	r	NOUN
ajceb-2195	176	4	square	square	NOUN
ajceb-2195	176	5	0,92	0,92	NUM
ajceb-2195	176	6	observations	observation	NOUN
ajceb-2195	176	7	131	131	NUM
ajceb-2195	176	8	f	f	PROPN
ajceb-2195	176	9	1403,4	1403,4	NUM
ajceb-2195	176	10	table	table	NOUN
ajceb-2195	176	11	15	15	NUM
ajceb-2195	176	12	multiple	multiple	ADJ
ajceb-2195	176	13	regression	regression	NOUN
ajceb-2195	176	14	results	result	NOUN
ajceb-2195	176	15	among	among	ADP
ajceb-2195	176	16	total	total	ADJ
ajceb-2195	176	17	project	project	NOUN
ajceb-2195	176	18	cost	cost	NOUN
ajceb-2195	176	19	and	and	CCONJ
ajceb-2195	176	20	road	road	NOUN
ajceb-2195	176	21	length	length	NOUN
ajceb-2195	176	22	the	the	DET
ajceb-2195	176	23	developed	develop	VERB
ajceb-2195	176	24	model	model	NOUN
ajceb-2195	176	25	has	have	VERB
ajceb-2195	176	26	high	high	ADJ
ajceb-2195	176	27	r2	r2	NOUN
ajceb-2195	176	28	and	and	CCONJ
ajceb-2195	176	29	low	low	ADJ
ajceb-2195	176	30	p	p	NOUN
ajceb-2195	176	31	-	-	PUNCT
ajceb-2195	176	32	value	value	NOUN
ajceb-2195	176	33	(	(	PUNCT
ajceb-2195	176	34	less	less	ADJ
ajceb-2195	176	35	than	than	ADP
ajceb-2195	176	36	0.05	0.05	NUM
ajceb-2195	176	37	)	)	PUNCT
ajceb-2195	176	38	,	,	PUNCT
ajceb-2195	176	39	but	but	CCONJ
ajceb-2195	176	40	for	for	ADP
ajceb-2195	176	41	very	very	ADV
ajceb-2195	176	42	small	small	ADJ
ajceb-2195	176	43	projects	project	NOUN
ajceb-2195	176	44	,	,	PUNCT
ajceb-2195	176	45	it	it	PRON
ajceb-2195	176	46	will	will	AUX
ajceb-2195	176	47	give	give	VERB
ajceb-2195	176	48	unrealistic	unrealistic	ADJ
ajceb-2195	176	49	results	result	NOUN
ajceb-2195	176	50	;	;	PUNCT
ajceb-2195	176	51	e.g.	e.g.	ADV
ajceb-2195	176	52	at	at	ADP
ajceb-2195	176	53	road	road	NOUN
ajceb-2195	176	54	length	length	NOUN
ajceb-2195	176	55	220	220	NUM
ajceb-2195	176	56	m	m	NOUN
ajceb-2195	176	57	,	,	PUNCT
ajceb-2195	176	58	the	the	DET
ajceb-2195	176	59	estimated	estimate	VERB
ajceb-2195	176	60	cost	cost	NOUN
ajceb-2195	176	61	is	be	AUX
ajceb-2195	176	62	0	0	NUM
ajceb-2195	176	63	.	.	PUNCT
ajceb-2195	177	1	the	the	DET
ajceb-2195	177	2	model	model	NOUN
ajceb-2195	177	3	may	may	AUX
ajceb-2195	177	4	give	give	VERB
ajceb-2195	177	5	good	good	ADJ
ajceb-2195	177	6	estimated	estimate	VERB
ajceb-2195	177	7	results	result	NOUN
ajceb-2195	177	8	when	when	SCONJ
ajceb-2195	177	9	the	the	DET
ajceb-2195	177	10	road	road	NOUN
ajceb-2195	177	11	length	length	NOUN
ajceb-2195	177	12	is	be	AUX
ajceb-2195	177	13	higher	high	ADJ
ajceb-2195	177	14	than	than	ADP
ajceb-2195	177	15	600	600	NUM
ajceb-2195	177	16	m.	m.	NOUN
ajceb-2195	177	17	therefore	therefore	ADV
ajceb-2195	177	18	,	,	PUNCT
ajceb-2195	177	19	a	a	DET
ajceb-2195	177	20	model	model	NOUN
ajceb-2195	177	21	is	be	AUX
ajceb-2195	177	22	developed	develop	VERB
ajceb-2195	177	23	using	use	VERB
ajceb-2195	177	24	the	the	DET
ajceb-2195	177	25	road	road	NOUN
ajceb-2195	177	26	length	length	NOUN
ajceb-2195	177	27	only	only	ADV
ajceb-2195	177	28	as	as	ADP
ajceb-2195	177	29	independent	independent	ADJ
ajceb-2195	177	30	variables	variable	NOUN
ajceb-2195	177	31	with	with	ADP
ajceb-2195	177	32	zero	zero	NUM
ajceb-2195	177	33	intercept	intercept	NOUN
ajceb-2195	177	34	value	value	NOUN
ajceb-2195	177	35	,	,	PUNCT
ajceb-2195	177	36	the	the	DET
ajceb-2195	177	37	results	result	NOUN
ajceb-2195	177	38	are	be	AUX
ajceb-2195	177	39	shown	show	VERB
ajceb-2195	177	40	in	in	ADP
ajceb-2195	177	41	table	table	NOUN
ajceb-2195	177	42	16	16	NUM
ajceb-2195	177	43	.	.	PUNCT
ajceb-2195	178	1	the	the	DET
ajceb-2195	178	2	developed	develop	VERB
ajceb-2195	178	3	model	model	NOUN
ajceb-2195	178	4	is	be	AUX
ajceb-2195	178	5	:	:	PUNCT
ajceb-2195	178	6	total	total	ADJ
ajceb-2195	178	7	cost	cost	NOUN
ajceb-2195	178	8	(	(	PUNCT
ajceb-2195	178	9	$	$	SYM
ajceb-2195	178	10	)	)	PUNCT
ajceb-2195	178	11	=	=	SYM
ajceb-2195	179	1	138,53x8	138,53x8	NUM
ajceb-2195	179	2	(	(	PUNCT
ajceb-2195	179	3	model	model	NOUN
ajceb-2195	179	4	8)	8)	NUM
ajceb-2195	179	5	regression	regression	NOUN
ajceb-2195	179	6	statistics	statistic	NOUN
ajceb-2195	179	7	variables	variables	PROPN
ajceb-2195	179	8	coef	coef	PROPN
ajceb-2195	179	9	.	.	PUNCT
ajceb-2195	180	1	p	p	X
ajceb-2195	180	2	-	-	PUNCT
ajceb-2195	180	3	value	value	NOUN
ajceb-2195	180	4	multiple	multiple	ADJ
ajceb-2195	180	5	r	r	NOUN
ajceb-2195	180	6	0,98	0,98	NOUN
ajceb-2195	180	7	road	road	NOUN
ajceb-2195	180	8	length	length	NOUN
ajceb-2195	180	9	(	(	PUNCT
ajceb-2195	180	10	m	m	NOUN
ajceb-2195	180	11	)	)	PUNCT
ajceb-2195	180	12	138,53	138,53	NOUN
ajceb-2195	180	13	4,07e-88	4,07e-88	PROPN
ajceb-2195	180	14	r	r	NOUN
ajceb-2195	180	15	square	square	NOUN
ajceb-2195	180	16	0,95	0,95	ADV
ajceb-2195	180	17	adjusted	adjusted	ADJ
ajceb-2195	180	18	r	r	NOUN
ajceb-2195	180	19	square	square	NOUN
ajceb-2195	180	20	0,95	0,95	NUM
ajceb-2195	180	21	observations	observation	NOUN
ajceb-2195	180	22	131	131	NUM
ajceb-2195	180	23	f	f	PROPN
ajceb-2195	180	24	2629,25	2629,25	PROPN
ajceb-2195	180	25	table	table	NOUN
ajceb-2195	180	26	16	16	NUM
ajceb-2195	180	27	multiple	multiple	ADJ
ajceb-2195	180	28	regression	regression	NOUN
ajceb-2195	180	29	results	result	NOUN
ajceb-2195	180	30	among	among	ADP
ajceb-2195	180	31	total	total	ADJ
ajceb-2195	180	32	project	project	NOUN
ajceb-2195	180	33	cost	cost	NOUN
ajceb-2195	180	34	and	and	CCONJ
ajceb-2195	180	35	road	road	NOUN
ajceb-2195	180	36	length	length	NOUN
ajceb-2195	180	37	when	when	SCONJ
ajceb-2195	180	38	intercept	intercept	NOUN
ajceb-2195	180	39	=	=	NOUN
ajceb-2195	180	40	0	0	PUNCT
ajceb-2195	181	1	a	a	DET
ajceb-2195	181	2	model	model	NOUN
ajceb-2195	181	3	using	use	VERB
ajceb-2195	181	4	variables	variable	NOUN
ajceb-2195	181	5	interaction	interaction	NOUN
ajceb-2195	181	6	has	have	AUX
ajceb-2195	181	7	also	also	ADV
ajceb-2195	181	8	been	be	AUX
ajceb-2195	181	9	developed	develop	VERB
ajceb-2195	181	10	,	,	PUNCT
ajceb-2195	181	11	the	the	DET
ajceb-2195	181	12	resulting	result	VERB
ajceb-2195	181	13	equation	equation	NOUN
ajceb-2195	181	14	is	be	AUX
ajceb-2195	181	15	:	:	PUNCT
ajceb-2195	181	16	total	total	ADJ
ajceb-2195	181	17	cost	cost	NOUN
ajceb-2195	181	18	(	(	PUNCT
ajceb-2195	181	19	$	$	SYM
ajceb-2195	181	20	)	)	PUNCT
ajceb-2195	181	21	=	=	SYM
ajceb-2195	182	1	20,73	20,73	NUM
ajceb-2195	182	2	x8∗x9	x8∗x9	PUNCT
ajceb-2195	182	3	(	(	PUNCT
ajceb-2195	182	4	model	model	NOUN
ajceb-2195	182	5	9	9	NUM
ajceb-2195	182	6	)	)	PUNCT
ajceb-2195	182	7	australasian	australasian	ADJ
ajceb-2195	182	8	journal	journal	NOUN
ajceb-2195	182	9	of	of	ADP
ajceb-2195	182	10	construction	construction	NOUN
ajceb-2195	182	11	economics	economic	NOUN
ajceb-2195	182	12	and	and	CCONJ
ajceb-2195	182	13	building	building	NOUN
ajceb-2195	182	14	mahamid	mahamid	PROPN
ajceb-2195	182	15	,	,	PUNCT
ajceb-2195	182	16	i	i	PRON
ajceb-2195	182	17	(	(	PUNCT
ajceb-2195	182	18	2011	2011	NUM
ajceb-2195	182	19	)	)	PUNCT
ajceb-2195	182	20	‘	'	PUNCT
ajceb-2195	182	21	early	early	ADJ
ajceb-2195	182	22	cost	cost	NOUN
ajceb-2195	182	23	estimating	estimating	NOUN
ajceb-2195	182	24	for	for	ADP
ajceb-2195	182	25	road	road	NOUN
ajceb-2195	182	26	construction	construction	NOUN
ajceb-2195	182	27	projects	project	NOUN
ajceb-2195	182	28	using	use	VERB
ajceb-2195	182	29	multiple	multiple	ADJ
ajceb-2195	182	30	regression	regression	NOUN
ajceb-2195	182	31	techniques	technique	NOUN
ajceb-2195	182	32	’	'	PUNCT
ajceb-2195	182	33	,	,	PUNCT
ajceb-2195	182	34	australasian	australasian	ADJ
ajceb-2195	182	35	journal	journal	NOUN
ajceb-2195	182	36	of	of	ADP
ajceb-2195	182	37	construction	construction	NOUN
ajceb-2195	182	38	economics	economic	NOUN
ajceb-2195	182	39	and	and	CCONJ
ajceb-2195	182	40	building	building	NOUN
ajceb-2195	182	41	,	,	PUNCT
ajceb-2195	182	42	11	11	NUM
ajceb-2195	182	43	(	(	PUNCT
ajceb-2195	182	44	4	4	NUM
ajceb-2195	182	45	)	)	PUNCT
ajceb-2195	182	46	87	87	NUM
ajceb-2195	182	47	-	-	SYM
ajceb-2195	182	48	101	101	NUM
ajceb-2195	182	49	97	97	NUM
ajceb-2195	182	50	the	the	DET
ajceb-2195	182	51	coefficient	coefficient	NOUN
ajceb-2195	182	52	of	of	ADP
ajceb-2195	182	53	determination	determination	NOUN
ajceb-2195	182	54	r2	r2	PROPN
ajceb-2195	182	55	for	for	ADP
ajceb-2195	182	56	the	the	DET
ajceb-2195	182	57	developed	develop	VERB
ajceb-2195	182	58	equation	equation	NOUN
ajceb-2195	182	59	=	=	NOUN
ajceb-2195	182	60	0.96	0.96	NUM
ajceb-2195	182	61	.	.	PUNCT
ajceb-2195	183	1	the	the	DET
ajceb-2195	183	2	regression	regression	NOUN
ajceb-2195	183	3	statistics	statistic	NOUN
ajceb-2195	183	4	results	result	VERB
ajceb-2195	183	5	for	for	ADP
ajceb-2195	183	6	the	the	DET
ajceb-2195	183	7	developed	develop	VERB
ajceb-2195	183	8	model	model	NOUN
ajceb-2195	183	9	are	be	AUX
ajceb-2195	183	10	shown	show	VERB
ajceb-2195	183	11	in	in	ADP
ajceb-2195	183	12	table	table	NOUN
ajceb-2195	183	13	17	17	NUM
ajceb-2195	183	14	.	.	PUNCT
ajceb-2195	184	1	the	the	DET
ajceb-2195	184	2	results	result	NOUN
ajceb-2195	184	3	show	show	VERB
ajceb-2195	184	4	that	that	SCONJ
ajceb-2195	184	5	the	the	DET
ajceb-2195	184	6	analysis	analysis	NOUN
ajceb-2195	184	7	of	of	ADP
ajceb-2195	184	8	variance	variance	NOUN
ajceb-2195	184	9	test	test	NOUN
ajceb-2195	184	10	confirmed	confirm	VERB
ajceb-2195	184	11	the	the	DET
ajceb-2195	184	12	statistical	statistical	ADJ
ajceb-2195	184	13	significance	significance	NOUN
ajceb-2195	184	14	of	of	ADP
ajceb-2195	184	15	the	the	DET
ajceb-2195	184	16	model	model	NOUN
ajceb-2195	184	17	at	at	ADP
ajceb-2195	184	18	a	a	DET
ajceb-2195	184	19	significance	significance	NOUN
ajceb-2195	184	20	level	level	NOUN
ajceb-2195	184	21	of	of	ADP
ajceb-2195	184	22	0.05	0.05	NUM
ajceb-2195	184	23	.	.	PUNCT
ajceb-2195	185	1	regression	regression	NOUN
ajceb-2195	185	2	statistics	statistic	NOUN
ajceb-2195	185	3	variables	variables	PROPN
ajceb-2195	185	4	coef	coef	PROPN
ajceb-2195	185	5	.	.	PUNCT
ajceb-2195	186	1	p	p	X
ajceb-2195	186	2	-	-	PUNCT
ajceb-2195	186	3	value	value	NOUN
ajceb-2195	186	4	multiple	multiple	ADJ
ajceb-2195	186	5	r	r	NOUN
ajceb-2195	186	6	0,98	0,98	NOUN
ajceb-2195	186	7	intercept	intercept	VERB
ajceb-2195	186	8	0	0	NUM
ajceb-2195	186	9	#	#	SYM
ajceb-2195	186	10	n	n	CCONJ
ajceb-2195	186	11	/	/	SYM
ajceb-2195	186	12	a	a	DET
ajceb-2195	186	13	r	r	NOUN
ajceb-2195	186	14	square	square	ADJ
ajceb-2195	186	15	0,96	0,96	NUM
ajceb-2195	186	16	road	road	NOUN
ajceb-2195	186	17	size	size	NOUN
ajceb-2195	186	18	(	(	PUNCT
ajceb-2195	186	19	m	m	NOUN
ajceb-2195	186	20	2	2	NUM
ajceb-2195	186	21	)	)	PUNCT
ajceb-2195	186	22	20,73	20,73	NOUN
ajceb-2195	186	23	1,69881e-89	1,69881e-89	NUM
ajceb-2195	186	24	adjusted	adjusted	ADJ
ajceb-2195	186	25	r	r	NOUN
ajceb-2195	186	26	square	square	NOUN
ajceb-2195	186	27	0,95	0,95	NUM
ajceb-2195	187	1	observations	observation	NOUN
ajceb-2195	187	2	131	131	NUM
ajceb-2195	187	3	f	f	NUM
ajceb-2195	187	4	2767,4	2767,4	PROPN
ajceb-2195	187	5	table	table	NOUN
ajceb-2195	187	6	17	17	NUM
ajceb-2195	187	7	multiple	multiple	ADJ
ajceb-2195	187	8	regression	regression	NOUN
ajceb-2195	187	9	results	result	NOUN
ajceb-2195	187	10	among	among	ADP
ajceb-2195	187	11	total	total	ADJ
ajceb-2195	187	12	project	project	NOUN
ajceb-2195	187	13	cost	cost	NOUN
ajceb-2195	187	14	and	and	CCONJ
ajceb-2195	187	15	road	road	NOUN
ajceb-2195	187	16	size	size	NOUN
ajceb-2195	187	17	equations	equation	NOUN
ajceb-2195	187	18	that	that	PRON
ajceb-2195	187	19	describe	describe	VERB
ajceb-2195	187	20	the	the	DET
ajceb-2195	187	21	cost	cost	NOUN
ajceb-2195	187	22	of	of	ADP
ajceb-2195	187	23	the	the	DET
ajceb-2195	187	24	major	major	ADJ
ajceb-2195	187	25	road	road	NOUN
ajceb-2195	187	26	construction	construction	NOUN
ajceb-2195	187	27	activities	activity	NOUN
ajceb-2195	187	28	as	as	ADP
ajceb-2195	187	29	a	a	DET
ajceb-2195	187	30	function	function	NOUN
ajceb-2195	187	31	of	of	ADP
ajceb-2195	187	32	road	road	NOUN
ajceb-2195	187	33	length	length	NOUN
ajceb-2195	187	34	and	and	CCONJ
ajceb-2195	187	35	width	width	NOUN
ajceb-2195	187	36	are	be	AUX
ajceb-2195	187	37	developed	develop	VERB
ajceb-2195	187	38	.	.	PUNCT
ajceb-2195	188	1	the	the	DET
ajceb-2195	188	2	best	good	ADJ
ajceb-2195	188	3	fit	fit	ADJ
ajceb-2195	188	4	models	model	NOUN
ajceb-2195	188	5	are	be	AUX
ajceb-2195	188	6	achieved	achieve	VERB
ajceb-2195	188	7	when	when	SCONJ
ajceb-2195	188	8	variables	variable	NOUN
ajceb-2195	188	9	interaction	interaction	NOUN
ajceb-2195	188	10	is	be	AUX
ajceb-2195	188	11	used	use	VERB
ajceb-2195	188	12	and	and	CCONJ
ajceb-2195	188	13	intercept	intercept	NOUN
ajceb-2195	188	14	value	value	NOUN
ajceb-2195	188	15	=	=	NOUN
ajceb-2195	188	16	0	0	X
ajceb-2195	188	17	.	.	PUNCT
ajceb-2195	189	1	the	the	DET
ajceb-2195	189	2	results	result	NOUN
ajceb-2195	189	3	are	be	AUX
ajceb-2195	189	4	shown	show	VERB
ajceb-2195	189	5	in	in	ADP
ajceb-2195	189	6	table	table	NOUN
ajceb-2195	189	7	18	18	NUM
ajceb-2195	189	8	.	.	PUNCT
ajceb-2195	190	1	the	the	DET
ajceb-2195	190	2	table	table	NOUN
ajceb-2195	190	3	shows	show	VERB
ajceb-2195	190	4	that	that	SCONJ
ajceb-2195	190	5	r2	r2	PROPN
ajceb-2195	190	6	values	value	NOUN
ajceb-2195	190	7	are	be	AUX
ajceb-2195	190	8	high	high	ADJ
ajceb-2195	190	9	.	.	PUNCT
ajceb-2195	191	1	this	this	PRON
ajceb-2195	191	2	indicates	indicate	VERB
ajceb-2195	191	3	a	a	DET
ajceb-2195	191	4	good	good	ADJ
ajceb-2195	191	5	relationship	relationship	NOUN
ajceb-2195	191	6	between	between	ADP
ajceb-2195	191	7	dependent	dependent	ADJ
ajceb-2195	191	8	and	and	CCONJ
ajceb-2195	191	9	independent	independent	ADJ
ajceb-2195	191	10	variables	variable	NOUN
ajceb-2195	191	11	.	.	PUNCT
ajceb-2195	192	1	activity	activity	NOUN
ajceb-2195	192	2	coef	coef	PROPN
ajceb-2195	192	3	.	.	PUNCT
ajceb-2195	193	1	r2	r2	PROPN
ajceb-2195	193	2	p	p	PROPN
ajceb-2195	193	3	value	value	NOUN
ajceb-2195	193	4	f	f	NOUN
ajceb-2195	193	5	-	-	PUNCT
ajceb-2195	193	6	test	test	NOUN
ajceb-2195	193	7	regression	regression	NOUN
ajceb-2195	193	8	equation	equation	NOUN
ajceb-2195	193	9	earthworks	earthwork	VERB
ajceb-2195	193	10	1,56	1,56	NUM
ajceb-2195	193	11	0,78	0,78	NOUN
ajceb-2195	193	12	≈0	≈0	PROPN
ajceb-2195	193	13	454,42	454,42	X
ajceb-2195	194	1	1,56x8x9	1,56x8x9	PROPN
ajceb-2195	194	2	basecoarse	basecoarse	PROPN
ajceb-2195	194	3	works	work	NOUN
ajceb-2195	194	4	4,60	4,60	NUM
ajceb-2195	194	5	0,98	0,98	ADP
ajceb-2195	194	6	≈0	≈0	PROPN
ajceb-2195	195	1	5067,75	5067,75	NUM
ajceb-2195	195	2	4,6x8x9	4,6x8x9	NUM
ajceb-2195	195	3	asphalt	asphalt	NOUN
ajceb-2195	195	4	works	work	VERB
ajceb-2195	195	5	10,00	10,00	NOUN
ajceb-2195	195	6	0,93	0,93	NUM
ajceb-2195	195	7	≈0	≈0	PROPN
ajceb-2195	195	8	1780,67	1780,67	NUM
ajceb-2195	195	9	10x8x9	10x8x9	PROPN
ajceb-2195	195	10	furniture	furniture	NOUN
ajceb-2195	195	11	works	work	VERB
ajceb-2195	195	12	4,58	4,58	PROPN
ajceb-2195	195	13	0,81	0,81	NUM
ajceb-2195	196	1	≈0	≈0	PROPN
ajceb-2195	196	2	560,65	560,65	PROPN
ajceb-2195	196	3	4,58x8x9	4,58x8x9	PROPN
ajceb-2195	196	4	table	table	NOUN
ajceb-2195	196	5	18	18	NUM
ajceb-2195	196	6	cost	cost	NOUN
ajceb-2195	196	7	of	of	ADP
ajceb-2195	196	8	major	major	ADJ
ajceb-2195	196	9	road	road	NOUN
ajceb-2195	196	10	construction	construction	NOUN
ajceb-2195	196	11	activities	activity	NOUN
ajceb-2195	196	12	(	(	PUNCT
ajceb-2195	196	13	$	$	SYM
ajceb-2195	196	14	)	)	PUNCT
ajceb-2195	196	15	as	as	ADP
ajceb-2195	196	16	a	a	DET
ajceb-2195	196	17	function	function	NOUN
ajceb-2195	196	18	of	of	ADP
ajceb-2195	196	19	project	project	NOUN
ajceb-2195	196	20	size	size	NOUN
ajceb-2195	196	21	(	(	PUNCT
ajceb-2195	196	22	m2	m2	PROPN
ajceb-2195	196	23	)	)	PUNCT
ajceb-2195	196	24	then	then	ADV
ajceb-2195	196	25	the	the	DET
ajceb-2195	196	26	total	total	ADJ
ajceb-2195	196	27	project	project	NOUN
ajceb-2195	196	28	cost	cost	NOUN
ajceb-2195	196	29	can	can	AUX
ajceb-2195	196	30	be	be	AUX
ajceb-2195	196	31	calculated	calculate	VERB
ajceb-2195	196	32	by	by	ADP
ajceb-2195	196	33	summing	sum	VERB
ajceb-2195	196	34	up	up	ADP
ajceb-2195	196	35	the	the	DET
ajceb-2195	196	36	cost	cost	NOUN
ajceb-2195	196	37	of	of	ADP
ajceb-2195	196	38	construction	construction	NOUN
ajceb-2195	196	39	activities	activity	NOUN
ajceb-2195	196	40	(	(	PUNCT
ajceb-2195	196	41	model	model	NOUN
ajceb-2195	196	42	10	10	NUM
ajceb-2195	196	43	)	)	PUNCT
ajceb-2195	196	44	.	.	PUNCT
ajceb-2195	197	1	the	the	DET
ajceb-2195	197	2	coefficient	coefficient	NOUN
ajceb-2195	197	3	of	of	ADP
ajceb-2195	197	4	determination	determination	NOUN
ajceb-2195	197	5	r2	r2	PROPN
ajceb-2195	197	6	for	for	ADP
ajceb-2195	197	7	the	the	DET
ajceb-2195	197	8	developed	develop	VERB
ajceb-2195	197	9	model	model	NOUN
ajceb-2195	197	10	is	be	AUX
ajceb-2195	197	11	0.92	0.92	NUM
ajceb-2195	197	12	.	.	PUNCT
ajceb-2195	198	1	total	total	ADJ
ajceb-2195	198	2	cost	cost	NOUN
ajceb-2195	198	3	(	(	PUNCT
ajceb-2195	198	4	$	$	SYM
ajceb-2195	198	5	)	)	PUNCT
ajceb-2195	198	6	=	=	NOUN
ajceb-2195	198	7	earthworks	earthwork	NOUN
ajceb-2195	198	8	cost	cost	VERB
ajceb-2195	198	9	+	+	CCONJ
ajceb-2195	198	10	basecoarse	basecoarse	ADJ
ajceb-2195	198	11	works	work	NOUN
ajceb-2195	198	12	cost	cost	VERB
ajceb-2195	198	13	+	+	CCONJ
ajceb-2195	198	14	asphalt	asphalt	NOUN
ajceb-2195	198	15	works	work	NOUN
ajceb-2195	198	16	cost	cost	VERB
ajceb-2195	198	17	+	+	CCONJ
ajceb-2195	198	18	furniture	furniture	NOUN
ajceb-2195	198	19	cost	cost	NOUN
ajceb-2195	198	20	(	(	PUNCT
ajceb-2195	198	21	model	model	NOUN
ajceb-2195	198	22	10	10	NUM
ajceb-2195	198	23	)	)	PUNCT
ajceb-2195	199	1	where	where	SCONJ
ajceb-2195	199	2	;	;	PUNCT
ajceb-2195	199	3	earthworks	earthwork	NOUN
ajceb-2195	199	4	cost	cost	NOUN
ajceb-2195	199	5	=	=	SYM
ajceb-2195	199	6	1,56x8x9	1,56x8x9	PROPN
ajceb-2195	199	7	base	base	NOUN
ajceb-2195	199	8	works	work	VERB
ajceb-2195	199	9	cost	cost	NOUN
ajceb-2195	199	10	=	=	SYM
ajceb-2195	199	11	4,6	4,6	NUM
ajceb-2195	199	12	x8x9	x8x9	ADP
ajceb-2195	199	13	asphalt	asphalt	NOUN
ajceb-2195	199	14	works	work	NOUN
ajceb-2195	199	15	cost	cost	NOUN
ajceb-2195	199	16	=	=	SYM
ajceb-2195	199	17	10	10	NUM
ajceb-2195	199	18	x8x9	x8x9	ADP
ajceb-2195	199	19	furniture	furniture	NOUN
ajceb-2195	199	20	works	work	VERB
ajceb-2195	199	21	cost	cost	NOUN
ajceb-2195	199	22	=	=	SYM
ajceb-2195	199	23	4,58	4,58	NOUN
ajceb-2195	199	24	x8x9	x8x9	NOUN
ajceb-2195	200	1	it	it	PRON
ajceb-2195	200	2	can	can	AUX
ajceb-2195	200	3	be	be	AUX
ajceb-2195	200	4	seen	see	VERB
ajceb-2195	200	5	that	that	DET
ajceb-2195	200	6	model	model	NOUN
ajceb-2195	200	7	10	10	NUM
ajceb-2195	200	8	is	be	AUX
ajceb-2195	200	9	similar	similar	ADJ
ajceb-2195	200	10	to	to	ADP
ajceb-2195	200	11	model	model	VERB
ajceb-2195	200	12	9	9	NUM
ajceb-2195	200	13	(	(	PUNCT
ajceb-2195	200	14	both	both	PRON
ajceb-2195	200	15	use	use	VERB
ajceb-2195	200	16	variables	variable	NOUN
ajceb-2195	200	17	interaction	interaction	NOUN
ajceb-2195	200	18	)	)	PUNCT
ajceb-2195	200	19	,	,	PUNCT
ajceb-2195	200	20	but	but	CCONJ
ajceb-2195	200	21	model	model	NOUN
ajceb-2195	200	22	10	10	NUM
ajceb-2195	200	23	could	could	AUX
ajceb-2195	200	24	be	be	AUX
ajceb-2195	200	25	used	use	VERB
ajceb-2195	200	26	to	to	PART
ajceb-2195	200	27	estimate	estimate	VERB
ajceb-2195	200	28	the	the	DET
ajceb-2195	200	29	cost	cost	NOUN
ajceb-2195	200	30	of	of	ADP
ajceb-2195	200	31	one	one	NUM
ajceb-2195	200	32	individual	individual	ADJ
ajceb-2195	200	33	construction	construction	NOUN
ajceb-2195	200	34	activity	activity	NOUN
ajceb-2195	200	35	(	(	PUNCT
ajceb-2195	200	36	i.e.	i.e.	X
ajceb-2195	200	37	asphalt	asphalt	NOUN
ajceb-2195	200	38	cost	cost	NOUN
ajceb-2195	200	39	,	,	PUNCT
ajceb-2195	200	40	basecoarse	basecoarse	ADJ
ajceb-2195	200	41	cost	cost	NOUN
ajceb-2195	200	42	,	,	PUNCT
ajceb-2195	200	43	earthworks	earthwork	NOUN
ajceb-2195	200	44	cost	cost	NOUN
ajceb-2195	200	45	,	,	PUNCT
ajceb-2195	200	46	and	and	CCONJ
ajceb-2195	200	47	furniture	furniture	NOUN
ajceb-2195	200	48	cost	cost	NOUN
ajceb-2195	200	49	)	)	PUNCT
ajceb-2195	200	50	.	.	PUNCT
ajceb-2195	201	1	also	also	ADV
ajceb-2195	201	2	it	it	PRON
ajceb-2195	201	3	has	have	VERB
ajceb-2195	201	4	better	well	ADJ
ajceb-2195	201	5	accuracy	accuracy	NOUN
ajceb-2195	201	6	(	(	PUNCT
ajceb-2195	201	7	mape	mape	NOUN
ajceb-2195	201	8	)	)	PUNCT
ajceb-2195	201	9	than	than	ADP
ajceb-2195	201	10	model	model	NOUN
ajceb-2195	201	11	9	9	NUM
ajceb-2195	201	12	as	as	SCONJ
ajceb-2195	201	13	shown	show	VERB
ajceb-2195	201	14	in	in	ADP
ajceb-2195	201	15	table	table	NOUN
ajceb-2195	201	16	20	20	NUM
ajceb-2195	201	17	.	.	PUNCT
ajceb-2195	202	1	testing	testing	NOUN
ajceb-2195	202	2	accuracy	accuracy	NOUN
ajceb-2195	202	3	of	of	ADP
ajceb-2195	202	4	the	the	DET
ajceb-2195	202	5	developed	develop	VERB
ajceb-2195	202	6	models	model	NOUN
ajceb-2195	202	7	the	the	DET
ajceb-2195	202	8	mean	mean	ADJ
ajceb-2195	202	9	absolute	absolute	ADJ
ajceb-2195	202	10	percentage	percentage	NOUN
ajceb-2195	202	11	error	error	NOUN
ajceb-2195	202	12	(	(	PUNCT
ajceb-2195	202	13	mape	mape	NOUN
ajceb-2195	202	14	)	)	PUNCT
ajceb-2195	202	15	is	be	AUX
ajceb-2195	202	16	used	use	VERB
ajceb-2195	202	17	to	to	PART
ajceb-2195	202	18	measure	measure	VERB
ajceb-2195	202	19	the	the	DET
ajceb-2195	202	20	accuracy	accuracy	NOUN
ajceb-2195	202	21	of	of	ADP
ajceb-2195	202	22	the	the	DET
ajceb-2195	202	23	developed	develop	VERB
ajceb-2195	202	24	models	model	NOUN
ajceb-2195	202	25	.	.	PUNCT
ajceb-2195	203	1	the	the	DET
ajceb-2195	203	2	following	follow	VERB
ajceb-2195	203	3	formula	formula	NOUN
ajceb-2195	203	4	is	be	AUX
ajceb-2195	203	5	used	use	VERB
ajceb-2195	203	6	to	to	PART
ajceb-2195	203	7	compute	compute	VERB
ajceb-2195	203	8	the	the	DET
ajceb-2195	203	9	mape	mape	NOUN
ajceb-2195	203	10	(	(	PUNCT
ajceb-2195	203	11	lowe	lowe	PROPN
ajceb-2195	203	12	et	et	PROPN
ajceb-2195	203	13	al	al	PROPN
ajceb-2195	203	14	.	.	PROPN
ajceb-2195	203	15	,	,	PUNCT
ajceb-2195	203	16	2006	2006	NUM
ajceb-2195	203	17	):	):	PUNCT
ajceb-2195	203	18	mape	mape	NOUN
ajceb-2195	203	19	=	=	SYM
ajceb-2195	203	20	(	(	PUNCT
ajceb-2195	203	21	1	1	NUM
ajceb-2195	203	22	/	/	SYM
ajceb-2195	203	23	n	n	CCONJ
ajceb-2195	203	24	)	)	PUNCT
ajceb-2195	203	25	∗	∗	NOUN
ajceb-2195	203	26	1	1	NUM
ajceb-2195	204	1	n	n	NUM
ajceb-2195	204	2	i	i	NOUN
ajceb-2195	204	3			X
ajceb-2195	204	4	│	│	X
ajceb-2195	204	5	(	(	PUNCT
ajceb-2195	204	6	ai	ai	INTJ
ajceb-2195	204	7	–	–	PUNCT
ajceb-2195	204	8	fi)/	fi)/	NOUN
ajceb-2195	204	9	ai	ai	VERB
ajceb-2195	204	10	│	│	X
ajceb-2195	204	11	(	(	PUNCT
ajceb-2195	204	12	5	5	NUM
ajceb-2195	204	13	)	)	PUNCT
ajceb-2195	204	14	where	where	SCONJ
ajceb-2195	204	15	,	,	PUNCT
ajceb-2195	204	16	australasian	australasian	ADJ
ajceb-2195	204	17	journal	journal	NOUN
ajceb-2195	204	18	of	of	ADP
ajceb-2195	204	19	construction	construction	NOUN
ajceb-2195	204	20	economics	economic	NOUN
ajceb-2195	204	21	and	and	CCONJ
ajceb-2195	204	22	building	building	NOUN
ajceb-2195	204	23	mahamid	mahamid	PROPN
ajceb-2195	204	24	,	,	PUNCT
ajceb-2195	204	25	i	i	PRON
ajceb-2195	204	26	(	(	PUNCT
ajceb-2195	204	27	2011	2011	NUM
ajceb-2195	204	28	)	)	PUNCT
ajceb-2195	204	29	‘	'	PUNCT
ajceb-2195	204	30	early	early	ADJ
ajceb-2195	204	31	cost	cost	NOUN
ajceb-2195	204	32	estimating	estimating	NOUN
ajceb-2195	204	33	for	for	ADP
ajceb-2195	204	34	road	road	NOUN
ajceb-2195	204	35	construction	construction	NOUN
ajceb-2195	204	36	projects	project	NOUN
ajceb-2195	204	37	using	use	VERB
ajceb-2195	204	38	multiple	multiple	ADJ
ajceb-2195	204	39	regression	regression	NOUN
ajceb-2195	204	40	techniques	technique	NOUN
ajceb-2195	204	41	’	'	PUNCT
ajceb-2195	204	42	,	,	PUNCT
ajceb-2195	204	43	australasian	australasian	ADJ
ajceb-2195	204	44	journal	journal	NOUN
ajceb-2195	204	45	of	of	ADP
ajceb-2195	204	46	construction	construction	NOUN
ajceb-2195	204	47	economics	economic	NOUN
ajceb-2195	204	48	and	and	CCONJ
ajceb-2195	204	49	building	building	NOUN
ajceb-2195	204	50	,	,	PUNCT
ajceb-2195	204	51	11	11	NUM
ajceb-2195	204	52	(	(	PUNCT
ajceb-2195	204	53	4	4	NUM
ajceb-2195	204	54	)	)	PUNCT
ajceb-2195	204	55	87	87	NUM
ajceb-2195	204	56	-	-	SYM
ajceb-2195	204	57	101	101	NUM
ajceb-2195	204	58	98	98	NUM
ajceb-2195	204	59	ai	ai	VERB
ajceb-2195	204	60	is	be	AUX
ajceb-2195	204	61	the	the	DET
ajceb-2195	204	62	actual	actual	ADJ
ajceb-2195	204	63	value	value	NOUN
ajceb-2195	204	64	fi	fi	NOUN
ajceb-2195	204	65	is	be	AUX
ajceb-2195	204	66	the	the	DET
ajceb-2195	204	67	forecast	forecast	NOUN
ajceb-2195	204	68	value	value	NOUN
ajceb-2195	204	69	n	n	NOUN
ajceb-2195	204	70	is	be	AUX
ajceb-2195	204	71	number	number	NOUN
ajceb-2195	204	72	of	of	ADP
ajceb-2195	204	73	fitted	fit	VERB
ajceb-2195	204	74	points	point	NOUN
ajceb-2195	204	75	table	table	NOUN
ajceb-2195	204	76	20	20	NUM
ajceb-2195	204	77	shows	show	VERB
ajceb-2195	204	78	a	a	DET
ajceb-2195	204	79	summary	summary	NOUN
ajceb-2195	204	80	of	of	ADP
ajceb-2195	204	81	the	the	DET
ajceb-2195	204	82	developed	develop	VERB
ajceb-2195	204	83	regression	regression	NOUN
ajceb-2195	204	84	models	model	NOUN
ajceb-2195	204	85	in	in	ADP
ajceb-2195	204	86	the	the	DET
ajceb-2195	204	87	study	study	NOUN
ajceb-2195	204	88	,	,	PUNCT
ajceb-2195	204	89	10	10	NUM
ajceb-2195	204	90	models	model	NOUN
ajceb-2195	204	91	are	be	AUX
ajceb-2195	204	92	developed	develop	VERB
ajceb-2195	204	93	to	to	PART
ajceb-2195	204	94	estimate	estimate	VERB
ajceb-2195	204	95	the	the	DET
ajceb-2195	204	96	total	total	ADJ
ajceb-2195	204	97	cost	cost	NOUN
ajceb-2195	204	98	of	of	ADP
ajceb-2195	204	99	road	road	NOUN
ajceb-2195	204	100	construction	construction	NOUN
ajceb-2195	204	101	project	project	NOUN
ajceb-2195	204	102	in	in	ADP
ajceb-2195	204	103	us	us	PROPN
ajceb-2195	204	104	dollar	dollar	NOUN
ajceb-2195	204	105	;	;	PUNCT
ajceb-2195	204	106	4	4	NUM
ajceb-2195	204	107	of	of	ADP
ajceb-2195	204	108	them	they	PRON
ajceb-2195	204	109	include	include	VERB
ajceb-2195	204	110	bid	bid	NOUN
ajceb-2195	204	111	quantities	quantity	NOUN
ajceb-2195	204	112	as	as	ADP
ajceb-2195	204	113	independent	independent	ADJ
ajceb-2195	204	114	variables	variable	NOUN
ajceb-2195	204	115	(	(	PUNCT
ajceb-2195	204	116	models	model	NOUN
ajceb-2195	204	117	1	1	NUM
ajceb-2195	204	118	through	through	ADP
ajceb-2195	204	119	4	4	NUM
ajceb-2195	204	120	)	)	PUNCT
ajceb-2195	204	121	,	,	PUNCT
ajceb-2195	204	122	while	while	SCONJ
ajceb-2195	204	123	the	the	DET
ajceb-2195	204	124	other	other	ADJ
ajceb-2195	204	125	6	6	NUM
ajceb-2195	204	126	models	model	NOUN
ajceb-2195	204	127	include	include	VERB
ajceb-2195	204	128	road	road	NOUN
ajceb-2195	204	129	length	length	NOUN
ajceb-2195	204	130	and	and	CCONJ
ajceb-2195	204	131	road	road	NOUN
ajceb-2195	204	132	width	width	NOUN
ajceb-2195	204	133	as	as	ADP
ajceb-2195	204	134	independent	independent	ADJ
ajceb-2195	204	135	variables	variable	NOUN
ajceb-2195	204	136	(	(	PUNCT
ajceb-2195	204	137	models	model	NOUN
ajceb-2195	204	138	5	5	NUM
ajceb-2195	204	139	through	through	ADP
ajceb-2195	204	140	10	10	NUM
ajceb-2195	204	141	)	)	PUNCT
ajceb-2195	204	142	.	.	PUNCT
ajceb-2195	205	1	it	it	PRON
ajceb-2195	205	2	should	should	AUX
ajceb-2195	205	3	be	be	AUX
ajceb-2195	205	4	noticed	notice	VERB
ajceb-2195	205	5	that	that	SCONJ
ajceb-2195	205	6	in	in	ADP
ajceb-2195	205	7	the	the	DET
ajceb-2195	205	8	very	very	ADV
ajceb-2195	205	9	early	early	ADJ
ajceb-2195	205	10	stages	stage	NOUN
ajceb-2195	205	11	the	the	DET
ajceb-2195	205	12	bill	bill	NOUN
ajceb-2195	205	13	of	of	ADP
ajceb-2195	205	14	quantity	quantity	NOUN
ajceb-2195	205	15	(	(	PUNCT
ajceb-2195	205	16	boq	boq	NOUN
ajceb-2195	205	17	)	)	PUNCT
ajceb-2195	205	18	is	be	AUX
ajceb-2195	205	19	not	not	PART
ajceb-2195	205	20	available	available	ADJ
ajceb-2195	205	21	,	,	PUNCT
ajceb-2195	205	22	meaning	mean	VERB
ajceb-2195	205	23	that	that	SCONJ
ajceb-2195	205	24	the	the	DET
ajceb-2195	205	25	models	model	NOUN
ajceb-2195	205	26	using	use	VERB
ajceb-2195	205	27	road	road	NOUN
ajceb-2195	205	28	width	width	NOUN
ajceb-2195	205	29	and	and	CCONJ
ajceb-2195	205	30	length	length	NOUN
ajceb-2195	205	31	(	(	PUNCT
ajceb-2195	205	32	models	model	NOUN
ajceb-2195	205	33	5	5	NUM
ajceb-2195	205	34	through	through	ADP
ajceb-2195	205	35	10	10	NUM
ajceb-2195	205	36	)	)	PUNCT
ajceb-2195	205	37	are	be	AUX
ajceb-2195	205	38	more	more	ADV
ajceb-2195	205	39	easy	easy	ADJ
ajceb-2195	205	40	and	and	CCONJ
ajceb-2195	205	41	fit	fit	ADJ
ajceb-2195	205	42	to	to	PART
ajceb-2195	205	43	be	be	AUX
ajceb-2195	205	44	used	use	VERB
ajceb-2195	205	45	.	.	PUNCT
ajceb-2195	206	1	later	later	ADV
ajceb-2195	206	2	,	,	PUNCT
ajceb-2195	206	3	when	when	SCONJ
ajceb-2195	206	4	the	the	DET
ajceb-2195	206	5	boq	boq	NOUN
ajceb-2195	206	6	is	be	AUX
ajceb-2195	206	7	available	available	ADJ
ajceb-2195	206	8	,	,	PUNCT
ajceb-2195	206	9	the	the	DET
ajceb-2195	206	10	models	model	NOUN
ajceb-2195	206	11	based	base	VERB
ajceb-2195	206	12	on	on	ADP
ajceb-2195	206	13	boq	boq	PROPN
ajceb-2195	206	14	(	(	PUNCT
ajceb-2195	206	15	models	model	NOUN
ajceb-2195	206	16	1	1	NUM
ajceb-2195	206	17	through	through	ADP
ajceb-2195	206	18	4	4	NUM
ajceb-2195	206	19	)	)	PUNCT
ajceb-2195	206	20	may	may	AUX
ajceb-2195	206	21	be	be	AUX
ajceb-2195	206	22	used	use	VERB
ajceb-2195	206	23	.	.	PUNCT
ajceb-2195	207	1	model	model	NOUN
ajceb-2195	207	2	no	no	INTJ
ajceb-2195	207	3	.	.	PUNCT
ajceb-2195	208	1	regression	regression	NOUN
ajceb-2195	208	2	models	model	NOUN
ajceb-2195	208	3	1	1	NUM
ajceb-2195	208	4	total	total	ADJ
ajceb-2195	208	5	cost	cost	NOUN
ajceb-2195	208	6	(	(	PUNCT
ajceb-2195	208	7	$	$	SYM
ajceb-2195	208	8	)	)	PUNCT
ajceb-2195	208	9	=	=	PUNCT
ajceb-2195	209	1	16773,8	16773,8	NUM
ajceb-2195	209	2	+	+	CCONJ
ajceb-2195	210	1	4,6x1	4,6x1	PROPN
ajceb-2195	211	1	+	+	NUM
ajceb-2195	211	2	32,5x2	32,5x2	NUM
ajceb-2195	211	3	+	+	SYM
ajceb-2195	211	4	14,1x3	14,1x3	NUM
ajceb-2195	211	5	+	+	CCONJ
ajceb-2195	212	1	156,5	156,5	NUM
ajceb-2195	212	2	x5	x5	NOUN
ajceb-2195	212	3	+	+	CCONJ
ajceb-2195	212	4	485,5x6	485,5x6	NUM
ajceb-2195	212	5	-15,5x7	-15,5x7	SYM
ajceb-2195	212	6	2	2	NUM
ajceb-2195	212	7	total	total	NOUN
ajceb-2195	212	8	cost	cost	NOUN
ajceb-2195	212	9	(	(	PUNCT
ajceb-2195	212	10	$	$	SYM
ajceb-2195	212	11	)	)	PUNCT
ajceb-2195	212	12	=	=	PUNCT
ajceb-2195	212	13	23241	23241	NUM
ajceb-2195	212	14	+	+	CCONJ
ajceb-2195	212	15	8,5	8,5	NUM
ajceb-2195	212	16	x1	x1	NOUN
ajceb-2195	212	17	+	+	NUM
ajceb-2195	212	18	28	28	NUM
ajceb-2195	212	19	x2	x2	NOUN
ajceb-2195	213	1	+	+	CCONJ
ajceb-2195	213	2	15,2x3	15,2x3	NUM
ajceb-2195	213	3	3	3	NUM
ajceb-2195	213	4	total	total	NOUN
ajceb-2195	213	5	cost	cost	NOUN
ajceb-2195	213	6	(	(	PUNCT
ajceb-2195	213	7	$	$	SYM
ajceb-2195	213	8	)	)	PUNCT
ajceb-2195	213	9	=	=	PUNCT
ajceb-2195	214	1	6x1	6x1	NUM
ajceb-2195	214	2	+	+	NUM
ajceb-2195	215	1	23x2	23x2	NUM
ajceb-2195	215	2	+	+	SYM
ajceb-2195	215	3	12,19x3	12,19x3	NUM
ajceb-2195	215	4	+	+	CCONJ
ajceb-2195	215	5	furniture	furniture	NOUN
ajceb-2195	215	6	cost	cost	NOUN
ajceb-2195	215	7	;	;	PUNCT
ajceb-2195	215	8	where	where	SCONJ
ajceb-2195	215	9	,	,	PUNCT
ajceb-2195	215	10	furniture	furniture	NOUN
ajceb-2195	215	11	cost	cost	NOUN
ajceb-2195	215	12	=	=	SYM
ajceb-2195	215	13	5,6x3	5,6x3	NUM
ajceb-2195	215	14	4	4	NUM
ajceb-2195	215	15	total	total	NOUN
ajceb-2195	215	16	cost	cost	NOUN
ajceb-2195	215	17	(	(	PUNCT
ajceb-2195	215	18	$	$	SYM
ajceb-2195	215	19	)	)	PUNCT
ajceb-2195	215	20	=	=	SYM
ajceb-2195	215	21	34832,5	34832,5	NUM
ajceb-2195	216	1	+	+	NUM
ajceb-2195	216	2	23,7x3	23,7x3	NUM
ajceb-2195	216	3	5	5	NUM
ajceb-2195	216	4	total	total	ADJ
ajceb-2195	216	5	cost	cost	NOUN
ajceb-2195	216	6	(	(	PUNCT
ajceb-2195	216	7	$	$	SYM
ajceb-2195	216	8	)	)	PUNCT
ajceb-2195	216	9	=	=	SYM
ajceb-2195	216	10	142,57x8	142,57x8	PROPN
ajceb-2195	217	1	+	+	CCONJ
ajceb-2195	217	2	28882,7x9	28882,7x9	NUM
ajceb-2195	217	3	–	–	PUNCT
ajceb-2195	217	4	196877,7	196877,7	NUM
ajceb-2195	217	5	6	6	NUM
ajceb-2195	217	6	total	total	ADJ
ajceb-2195	217	7	cost	cost	NOUN
ajceb-2195	217	8	(	(	PUNCT
ajceb-2195	217	9	$	$	SYM
ajceb-2195	217	10	)	)	PUNCT
ajceb-2195	217	11	=	=	SYM
ajceb-2195	217	12	139,3x8	139,3x8	NUM
ajceb-2195	217	13	–	–	PUNCT
ajceb-2195	217	14	542,1x9	542,1x9	NUM
ajceb-2195	217	15	7	7	NUM
ajceb-2195	217	16	total	total	ADJ
ajceb-2195	217	17	cost	cost	NOUN
ajceb-2195	217	18	(	(	PUNCT
ajceb-2195	217	19	$	$	SYM
ajceb-2195	217	20	)	)	PUNCT
ajceb-2195	217	21	=	=	SYM
ajceb-2195	217	22	145,9x832626	145,9x832626	NUM
ajceb-2195	217	23	8	8	NUM
ajceb-2195	217	24	total	total	ADJ
ajceb-2195	217	25	cost	cost	NOUN
ajceb-2195	217	26	(	(	PUNCT
ajceb-2195	217	27	$	$	SYM
ajceb-2195	217	28	)	)	PUNCT
ajceb-2195	217	29	=	=	SYM
ajceb-2195	218	1	138,53x8	138,53x8	NUM
ajceb-2195	218	2	9	9	NUM
ajceb-2195	218	3	total	total	ADJ
ajceb-2195	218	4	cost	cost	NOUN
ajceb-2195	218	5	(	(	PUNCT
ajceb-2195	218	6	$	$	SYM
ajceb-2195	218	7	)	)	PUNCT
ajceb-2195	218	8	=	=	SYM
ajceb-2195	218	9	20,73	20,73	NUM
ajceb-2195	218	10	x8	x8	PROPN
ajceb-2195	218	11	x9	x9	PROPN
ajceb-2195	218	12	10	10	NUM
ajceb-2195	218	13	total	total	ADJ
ajceb-2195	218	14	cost	cost	NOUN
ajceb-2195	218	15	(	(	PUNCT
ajceb-2195	218	16	$	$	SYM
ajceb-2195	218	17	)	)	PUNCT
ajceb-2195	218	18	=	=	NOUN
ajceb-2195	218	19	earthworks	earthwork	NOUN
ajceb-2195	218	20	cost	cost	VERB
ajceb-2195	218	21	+	+	CCONJ
ajceb-2195	218	22	base	base	NOUN
ajceb-2195	218	23	works	work	NOUN
ajceb-2195	218	24	cost	cost	VERB
ajceb-2195	218	25	+	+	CCONJ
ajceb-2195	218	26	asphalt	asphalt	NOUN
ajceb-2195	218	27	works	work	NOUN
ajceb-2195	218	28	cost	cost	VERB
ajceb-2195	218	29	+	+	CCONJ
ajceb-2195	218	30	furniture	furniture	NOUN
ajceb-2195	218	31	cost	cost	NOUN
ajceb-2195	219	1	where	where	SCONJ
ajceb-2195	219	2	;	;	PUNCT
ajceb-2195	219	3	earthworks	earthwork	NOUN
ajceb-2195	219	4	cost	cost	NOUN
ajceb-2195	219	5	=	=	SYM
ajceb-2195	219	6	1,56x8x9	1,56x8x9	PROPN
ajceb-2195	219	7	,	,	PUNCT
ajceb-2195	219	8	base	base	NOUN
ajceb-2195	219	9	works	work	NOUN
ajceb-2195	219	10	cost	cost	NOUN
ajceb-2195	219	11	=	=	SYM
ajceb-2195	219	12	4,6	4,6	NUM
ajceb-2195	219	13	x8x9	x8x9	PROPN
ajceb-2195	219	14	,	,	PUNCT
ajceb-2195	219	15	asphalt	asphalt	NOUN
ajceb-2195	219	16	works	work	NOUN
ajceb-2195	219	17	cost	cost	NOUN
ajceb-2195	219	18	=	=	NUM
ajceb-2195	219	19	10	10	NUM
ajceb-2195	219	20	x8x9	x8x9	PROPN
ajceb-2195	219	21	,	,	PUNCT
ajceb-2195	219	22	furniture	furniture	NOUN
ajceb-2195	219	23	works	work	VERB
ajceb-2195	219	24	cost	cost	NOUN
ajceb-2195	219	25	=	=	SYM
ajceb-2195	219	26	4,58	4,58	NUM
ajceb-2195	220	1	x8x9	x8x9	PROPN
ajceb-2195	220	2	.	.	PUNCT
ajceb-2195	220	3	table19	table19	PROPN
ajceb-2195	220	4	summary	summary	NOUN
ajceb-2195	220	5	of	of	ADP
ajceb-2195	220	6	the	the	DET
ajceb-2195	220	7	developed	develop	VERB
ajceb-2195	220	8	regression	regression	NOUN
ajceb-2195	220	9	models	model	NOUN
ajceb-2195	220	10	where	where	SCONJ
ajceb-2195	220	11	,	,	PUNCT
ajceb-2195	220	12	x1	x1	PROPN
ajceb-2195	220	13	=	=	SYM
ajceb-2195	220	14	earthwork	earthwork	NOUN
ajceb-2195	220	15	;	;	PUNCT
ajceb-2195	220	16	cut	cut	NOUN
ajceb-2195	220	17	,	,	PUNCT
ajceb-2195	220	18	fill	fill	NOUN
ajceb-2195	220	19	,	,	PUNCT
ajceb-2195	220	20	and	and	CCONJ
ajceb-2195	220	21	topping	top	VERB
ajceb-2195	220	22	quantities	quantity	NOUN
ajceb-2195	220	23	(	(	PUNCT
ajceb-2195	220	24	m3	m3	PROPN
ajceb-2195	220	25	)	)	PUNCT
ajceb-2195	220	26	x2	x2	NOUN
ajceb-2195	221	1	=	=	PUNCT
ajceb-2195	221	2	basecoarse	basecoarse	ADJ
ajceb-2195	221	3	quantity	quantity	NOUN
ajceb-2195	221	4	(	(	PUNCT
ajceb-2195	221	5	m3	m3	PROPN
ajceb-2195	221	6	)	)	PUNCT
ajceb-2195	221	7	x3	x3	NOUN
ajceb-2195	221	8	=	=	PUNCT
ajceb-2195	221	9	asphalt	asphalt	NOUN
ajceb-2195	221	10	quantity	quantity	NOUN
ajceb-2195	221	11	(	(	PUNCT
ajceb-2195	221	12	m2	m2	PROPN
ajceb-2195	221	13	)	)	PUNCT
ajceb-2195	221	14	x4	x4	PROPN
ajceb-2195	221	15	=	=	PUNCT
ajceb-2195	221	16	curb	curb	NOUN
ajceb-2195	221	17	stone	stone	NOUN
ajceb-2195	221	18	quantity	quantity	NOUN
ajceb-2195	221	19	(	(	PUNCT
ajceb-2195	221	20	ml	ml	NOUN
ajceb-2195	221	21	)	)	PUNCT
ajceb-2195	221	22	x5	x5	NOUN
ajceb-2195	221	23	=	=	SYM
ajceb-2195	221	24	retaining	retain	VERB
ajceb-2195	221	25	walls	wall	NOUN
ajceb-2195	221	26	concrete	concrete	ADJ
ajceb-2195	221	27	quantity	quantity	NOUN
ajceb-2195	221	28	(	(	PUNCT
ajceb-2195	221	29	m3	m3	PROPN
ajceb-2195	221	30	)	)	PUNCT
ajceb-2195	221	31	x6	x6	NOUN
ajceb-2195	221	32	=	=	SYM
ajceb-2195	221	33	side	side	NOUN
ajceb-2195	221	34	walk	walk	VERB
ajceb-2195	221	35	concrete	concrete	ADJ
ajceb-2195	221	36	quantity	quantity	NOUN
ajceb-2195	221	37	(	(	PUNCT
ajceb-2195	221	38	m3	m3	PROPN
ajceb-2195	221	39	)	)	PUNCT
ajceb-2195	221	40	x7	x7	NOUN
ajceb-2195	221	41	=	=	NOUN
ajceb-2195	221	42	road	road	NOUN
ajceb-2195	221	43	marking	marking	NOUN
ajceb-2195	221	44	(	(	PUNCT
ajceb-2195	221	45	ml	ml	NOUN
ajceb-2195	221	46	)	)	PUNCT
ajceb-2195	221	47	x8	x8	NOUN
ajceb-2195	221	48	=	=	SYM
ajceb-2195	221	49	road	road	NOUN
ajceb-2195	221	50	length	length	NOUN
ajceb-2195	221	51	(	(	PUNCT
ajceb-2195	221	52	m	m	NOUN
ajceb-2195	221	53	)	)	PUNCT
ajceb-2195	221	54	x9	x9	NOUN
ajceb-2195	221	55	=	=	SYM
ajceb-2195	221	56	road	road	NOUN
ajceb-2195	221	57	width	width	NOUN
ajceb-2195	221	58	(	(	PUNCT
ajceb-2195	221	59	m	m	NOUN
ajceb-2195	221	60	)	)	PUNCT
ajceb-2195	221	61	table	table	NOUN
ajceb-2195	221	62	20	20	NUM
ajceb-2195	221	63	shows	show	VERB
ajceb-2195	221	64	the	the	DET
ajceb-2195	221	65	mape	mape	NOUN
ajceb-2195	221	66	resulting	result	VERB
ajceb-2195	221	67	from	from	ADP
ajceb-2195	221	68	using	use	VERB
ajceb-2195	221	69	the	the	DET
ajceb-2195	221	70	developed	develop	VERB
ajceb-2195	221	71	regression	regression	NOUN
ajceb-2195	221	72	models	model	NOUN
ajceb-2195	221	73	to	to	PART
ajceb-2195	221	74	estimate	estimate	VERB
ajceb-2195	221	75	the	the	DET
ajceb-2195	221	76	total	total	ADJ
ajceb-2195	221	77	cost	cost	NOUN
ajceb-2195	221	78	of	of	ADP
ajceb-2195	221	79	131	131	NUM
ajceb-2195	221	80	data	datum	NOUN
ajceb-2195	221	81	sets	set	NOUN
ajceb-2195	221	82	of	of	ADP
ajceb-2195	221	83	road	road	NOUN
ajceb-2195	221	84	construction	construction	NOUN
ajceb-2195	221	85	projects	project	NOUN
ajceb-2195	221	86	.	.	PUNCT
ajceb-2195	222	1	the	the	DET
ajceb-2195	222	2	results	result	NOUN
ajceb-2195	222	3	show	show	VERB
ajceb-2195	222	4	the	the	DET
ajceb-2195	222	5	following	following	NOUN
ajceb-2195	222	6	:	:	PUNCT
ajceb-2195	222	7			PRON
ajceb-2195	222	8	the	the	DET
ajceb-2195	222	9	mape	mape	NOUN
ajceb-2195	222	10	of	of	ADP
ajceb-2195	222	11	the	the	DET
ajceb-2195	222	12	developed	develop	VERB
ajceb-2195	222	13	models	model	NOUN
ajceb-2195	222	14	is	be	AUX
ajceb-2195	222	15	ranging	range	VERB
ajceb-2195	222	16	from	from	ADP
ajceb-2195	222	17	13	13	NUM
ajceb-2195	222	18	%	%	NOUN
ajceb-2195	222	19	to	to	PART
ajceb-2195	222	20	31	31	NUM
ajceb-2195	222	21	%	%	NOUN
ajceb-2195	222	22	which	which	PRON
ajceb-2195	222	23	compare	compare	VERB
ajceb-2195	222	24	favorably	favorably	ADV
ajceb-2195	222	25	with	with	ADP
ajceb-2195	222	26	past	past	ADJ
ajceb-2195	222	27	researches	research	NOUN
ajceb-2195	222	28	which	which	PRON
ajceb-2195	222	29	have	have	AUX
ajceb-2195	222	30	shown	show	VERB
ajceb-2195	222	31	that	that	SCONJ
ajceb-2195	222	32	the	the	DET
ajceb-2195	222	33	estimate	estimate	NOUN
ajceb-2195	222	34	accuracy	accuracy	NOUN
ajceb-2195	222	35	in	in	ADP
ajceb-2195	222	36	the	the	DET
ajceb-2195	222	37	early	early	ADJ
ajceb-2195	222	38	stages	stage	NOUN
ajceb-2195	222	39	of	of	ADP
ajceb-2195	222	40	a	a	DET
ajceb-2195	222	41	project	project	NOUN
ajceb-2195	222	42	is	be	AUX
ajceb-2195	222	43	between	between	ADP
ajceb-2195	222	44	±25	±25	PROPN
ajceb-2195	222	45	%	%	NOUN
ajceb-2195	222	46	and	and	CCONJ
ajceb-2195	222	47	±50	±50	NOUN
ajceb-2195	222	48	%	%	NOUN
ajceb-2195	222	49	(	(	PUNCT
ajceb-2195	222	50	lowe	lowe	PROPN
ajceb-2195	222	51	et	et	PROPN
ajceb-2195	222	52	al	al	PROPN
ajceb-2195	222	53	.	.	PROPN
ajceb-2195	222	54	,	,	PUNCT
ajceb-2195	222	55	2006	2006	NUM
ajceb-2195	222	56	;	;	PUNCT
ajceb-2195	222	57	schexnayder	schexnayder	NOUN
ajceb-2195	222	58	et	et	PROPN
ajceb-2195	222	59	al	al	PROPN
ajceb-2195	222	60	,	,	PUNCT
ajceb-2195	222	61	2003	2003	NUM
ajceb-2195	222	62	;	;	PUNCT
ajceb-2195	222	63	sodikov	sodikov	PROPN
ajceb-2195	222	64	,	,	PUNCT
ajceb-2195	222	65	2005	2005	NUM
ajceb-2195	222	66	)	)	PUNCT
ajceb-2195	222	67	australasian	australasian	ADJ
ajceb-2195	222	68	journal	journal	NOUN
ajceb-2195	222	69	of	of	ADP
ajceb-2195	222	70	construction	construction	NOUN
ajceb-2195	222	71	economics	economic	NOUN
ajceb-2195	222	72	and	and	CCONJ
ajceb-2195	222	73	building	building	NOUN
ajceb-2195	222	74	mahamid	mahamid	PROPN
ajceb-2195	222	75	,	,	PUNCT
ajceb-2195	222	76	i	i	PRON
ajceb-2195	222	77	(	(	PUNCT
ajceb-2195	222	78	2011	2011	NUM
ajceb-2195	222	79	)	)	PUNCT
ajceb-2195	222	80	‘	'	PUNCT
ajceb-2195	222	81	early	early	ADJ
ajceb-2195	222	82	cost	cost	NOUN
ajceb-2195	222	83	estimating	estimating	NOUN
ajceb-2195	222	84	for	for	ADP
ajceb-2195	222	85	road	road	NOUN
ajceb-2195	222	86	construction	construction	NOUN
ajceb-2195	222	87	projects	project	NOUN
ajceb-2195	222	88	using	use	VERB
ajceb-2195	222	89	multiple	multiple	ADJ
ajceb-2195	222	90	regression	regression	NOUN
ajceb-2195	222	91	techniques	technique	NOUN
ajceb-2195	222	92	’	'	PUNCT
ajceb-2195	222	93	,	,	PUNCT
ajceb-2195	222	94	australasian	australasian	ADJ
ajceb-2195	222	95	journal	journal	NOUN
ajceb-2195	222	96	of	of	ADP
ajceb-2195	222	97	construction	construction	NOUN
ajceb-2195	222	98	economics	economic	NOUN
ajceb-2195	222	99	and	and	CCONJ
ajceb-2195	222	100	building	building	NOUN
ajceb-2195	222	101	,	,	PUNCT
ajceb-2195	222	102	11	11	NUM
ajceb-2195	222	103	(	(	PUNCT
ajceb-2195	222	104	4	4	NUM
ajceb-2195	222	105	)	)	PUNCT
ajceb-2195	222	106	87	87	NUM
ajceb-2195	222	107	-	-	SYM
ajceb-2195	222	108	101	101	NUM
ajceb-2195	222	109	99	99	NUM
ajceb-2195	222	110			NOUN
ajceb-2195	223	1	it	it	PRON
ajceb-2195	223	2	can	can	AUX
ajceb-2195	223	3	be	be	AUX
ajceb-2195	223	4	seen	see	VERB
ajceb-2195	223	5	that	that	SCONJ
ajceb-2195	223	6	the	the	DET
ajceb-2195	223	7	models	model	NOUN
ajceb-2195	223	8	that	that	PRON
ajceb-2195	223	9	use	use	VERB
ajceb-2195	223	10	bid	bid	NOUN
ajceb-2195	223	11	quantities	quantity	NOUN
ajceb-2195	223	12	as	as	ADP
ajceb-2195	223	13	independent	independent	ADJ
ajceb-2195	223	14	variables	variable	NOUN
ajceb-2195	223	15	are	be	AUX
ajceb-2195	223	16	more	more	ADV
ajceb-2195	223	17	accurate	accurate	ADJ
ajceb-2195	223	18	than	than	ADP
ajceb-2195	223	19	those	those	PRON
ajceb-2195	223	20	using	use	VERB
ajceb-2195	223	21	road	road	NOUN
ajceb-2195	223	22	length	length	NOUN
ajceb-2195	223	23	and	and	CCONJ
ajceb-2195	223	24	road	road	NOUN
ajceb-2195	223	25	width	width	NOUN
ajceb-2195	223	26	as	as	ADP
ajceb-2195	223	27	independent	independent	ADJ
ajceb-2195	223	28	variables	variable	NOUN
ajceb-2195	223	29			NOUN
ajceb-2195	224	1	the	the	DET
ajceb-2195	224	2	table	table	NOUN
ajceb-2195	224	3	shows	show	VERB
ajceb-2195	224	4	that	that	SCONJ
ajceb-2195	224	5	for	for	ADP
ajceb-2195	224	6	the	the	DET
ajceb-2195	224	7	models	model	NOUN
ajceb-2195	224	8	that	that	PRON
ajceb-2195	224	9	use	use	VERB
ajceb-2195	224	10	bid	bid	NOUN
ajceb-2195	224	11	quantities	quantity	NOUN
ajceb-2195	224	12	as	as	ADP
ajceb-2195	224	13	independent	independent	ADJ
ajceb-2195	224	14	variables	variable	NOUN
ajceb-2195	224	15	,	,	PUNCT
ajceb-2195	224	16	when	when	SCONJ
ajceb-2195	224	17	the	the	DET
ajceb-2195	224	18	number	number	NOUN
ajceb-2195	224	19	of	of	ADP
ajceb-2195	224	20	work	work	NOUN
ajceb-2195	224	21	items	item	NOUN
ajceb-2195	224	22	involved	involve	VERB
ajceb-2195	224	23	in	in	ADP
ajceb-2195	224	24	the	the	DET
ajceb-2195	224	25	model	model	NOUN
ajceb-2195	224	26	increase	increase	NOUN
ajceb-2195	224	27	,	,	PUNCT
ajceb-2195	224	28	the	the	DET
ajceb-2195	224	29	r2	r2	PROPN
ajceb-2195	224	30	value	value	NOUN
ajceb-2195	224	31	increase	increase	NOUN
ajceb-2195	224	32	and	and	CCONJ
ajceb-2195	224	33	mape	mape	NOUN
ajceb-2195	224	34	value	value	NOUN
ajceb-2195	224	35	decrease	decrease	NOUN
ajceb-2195	224	36			PUNCT
ajceb-2195	224	37	the	the	DET
ajceb-2195	224	38	table	table	NOUN
ajceb-2195	224	39	shows	show	VERB
ajceb-2195	224	40	that	that	SCONJ
ajceb-2195	224	41	for	for	ADP
ajceb-2195	224	42	the	the	DET
ajceb-2195	224	43	models	model	NOUN
ajceb-2195	224	44	that	that	PRON
ajceb-2195	224	45	use	use	VERB
ajceb-2195	224	46	road	road	NOUN
ajceb-2195	224	47	length	length	NOUN
ajceb-2195	224	48	and	and	CCONJ
ajceb-2195	224	49	width	width	VERB
ajceb-2195	224	50	as	as	ADP
ajceb-2195	224	51	independent	independent	ADJ
ajceb-2195	224	52	variables	variable	NOUN
ajceb-2195	224	53	,	,	PUNCT
ajceb-2195	224	54	the	the	DET
ajceb-2195	224	55	mape	mape	NOUN
ajceb-2195	224	56	is	be	AUX
ajceb-2195	224	57	ranging	range	VERB
ajceb-2195	224	58	from	from	ADP
ajceb-2195	224	59	18.8	18.8	NUM
ajceb-2195	224	60	%	%	NOUN
ajceb-2195	224	61	to	to	PART
ajceb-2195	224	62	31	31	NUM
ajceb-2195	224	63	%	%	NOUN
ajceb-2195	224	64	.	.	PUNCT
ajceb-2195	225	1	it	it	PRON
ajceb-2195	225	2	shows	show	VERB
ajceb-2195	225	3	that	that	SCONJ
ajceb-2195	225	4	the	the	DET
ajceb-2195	225	5	model	model	NOUN
ajceb-2195	225	6	with	with	ADP
ajceb-2195	225	7	highest	high	ADJ
ajceb-2195	225	8	accuracy	accuracy	NOUN
ajceb-2195	225	9	is	be	AUX
ajceb-2195	225	10	the	the	DET
ajceb-2195	225	11	model	model	NOUN
ajceb-2195	225	12	includes	include	VERB
ajceb-2195	225	13	road	road	NOUN
ajceb-2195	225	14	length	length	NOUN
ajceb-2195	225	15	only	only	ADV
ajceb-2195	225	16	with	with	ADP
ajceb-2195	225	17	zero	zero	NUM
ajceb-2195	225	18	intercept	intercept	NOUN
ajceb-2195	225	19	value	value	NOUN
ajceb-2195	225	20	(	(	PUNCT
ajceb-2195	225	21	model	model	NOUN
ajceb-2195	225	22	8)	8)	NUM
ajceb-2195	225	23	,	,	PUNCT
ajceb-2195	225	24	while	while	SCONJ
ajceb-2195	225	25	the	the	DET
ajceb-2195	225	26	model	model	NOUN
ajceb-2195	225	27	with	with	ADP
ajceb-2195	225	28	least	least	ADJ
ajceb-2195	225	29	accuracy	accuracy	NOUN
ajceb-2195	225	30	is	be	AUX
ajceb-2195	225	31	the	the	DET
ajceb-2195	225	32	model	model	NOUN
ajceb-2195	225	33	includes	include	VERB
ajceb-2195	225	34	road	road	NOUN
ajceb-2195	225	35	length	length	NOUN
ajceb-2195	225	36	and	and	CCONJ
ajceb-2195	225	37	width	width	ADJ
ajceb-2195	225	38	(	(	PUNCT
ajceb-2195	225	39	model	model	NOUN
ajceb-2195	225	40	5	5	NUM
ajceb-2195	225	41	)	)	PUNCT
ajceb-2195	225	42			NOUN
ajceb-2195	226	1	the	the	DET
ajceb-2195	226	2	table	table	NOUN
ajceb-2195	226	3	shows	show	VERB
ajceb-2195	226	4	that	that	SCONJ
ajceb-2195	226	5	for	for	ADP
ajceb-2195	226	6	the	the	DET
ajceb-2195	226	7	models	model	NOUN
ajceb-2195	226	8	that	that	PRON
ajceb-2195	226	9	use	use	VERB
ajceb-2195	226	10	boq	boq	NOUN
ajceb-2195	226	11	as	as	ADP
ajceb-2195	226	12	independent	independent	ADJ
ajceb-2195	226	13	variables	variable	NOUN
ajceb-2195	226	14	,	,	PUNCT
ajceb-2195	226	15	the	the	DET
ajceb-2195	226	16	mape	mape	NOUN
ajceb-2195	226	17	is	be	AUX
ajceb-2195	226	18	ranging	range	VERB
ajceb-2195	226	19	from	from	ADP
ajceb-2195	226	20	13	13	NUM
ajceb-2195	226	21	%	%	NOUN
ajceb-2195	226	22	to	to	PART
ajceb-2195	226	23	19	19	NUM
ajceb-2195	226	24	%	%	NOUN
ajceb-2195	226	25	.	.	PUNCT
ajceb-2195	227	1	it	it	PRON
ajceb-2195	227	2	shows	show	VERB
ajceb-2195	227	3	that	that	SCONJ
ajceb-2195	227	4	the	the	DET
ajceb-2195	227	5	model	model	NOUN
ajceb-2195	227	6	with	with	ADP
ajceb-2195	227	7	highest	high	ADJ
ajceb-2195	227	8	accuracy	accuracy	NOUN
ajceb-2195	227	9	is	be	AUX
ajceb-2195	227	10	the	the	DET
ajceb-2195	227	11	model	model	NOUN
ajceb-2195	227	12	includes	include	VERB
ajceb-2195	227	13	all	all	DET
ajceb-2195	227	14	construction	construction	NOUN
ajceb-2195	227	15	activities	activity	NOUN
ajceb-2195	227	16	(	(	PUNCT
ajceb-2195	227	17	model	model	NOUN
ajceb-2195	227	18	1	1	NUM
ajceb-2195	227	19	)	)	PUNCT
ajceb-2195	227	20	,	,	PUNCT
ajceb-2195	227	21	while	while	SCONJ
ajceb-2195	227	22	the	the	DET
ajceb-2195	227	23	model	model	NOUN
ajceb-2195	227	24	with	with	ADP
ajceb-2195	227	25	least	least	ADJ
ajceb-2195	227	26	accuracy	accuracy	NOUN
ajceb-2195	227	27	is	be	AUX
ajceb-2195	227	28	the	the	DET
ajceb-2195	227	29	model	model	NOUN
ajceb-2195	227	30	includes	include	VERB
ajceb-2195	227	31	pavement	pavement	NOUN
ajceb-2195	227	32	quantity	quantity	NOUN
ajceb-2195	227	33	only	only	ADV
ajceb-2195	227	34	(	(	PUNCT
ajceb-2195	227	35	model	model	NOUN
ajceb-2195	227	36	5	5	NUM
ajceb-2195	227	37	)	)	PUNCT
ajceb-2195	227	38	.	.	PUNCT
ajceb-2195	228	1	model	model	PROPN
ajceb-2195	228	2	no	no	PROPN
ajceb-2195	228	3	.	.	PROPN
ajceb-2195	228	4	mape	mape	PROPN
ajceb-2195	228	5	r	r	NOUN
ajceb-2195	228	6	2	2	NUM
ajceb-2195	228	7	1	1	NUM
ajceb-2195	228	8	13,3	13,3	NUM
ajceb-2195	228	9	%	%	NOUN
ajceb-2195	228	10	0,98	0,98	ADP
ajceb-2195	228	11	2	2	NUM
ajceb-2195	228	12	14,7	14,7	NUM
ajceb-2195	228	13	%	%	NOUN
ajceb-2195	228	14	0,97	0,97	NUM
ajceb-2195	228	15	3	3	NUM
ajceb-2195	228	16	16,1	16,1	NUM
ajceb-2195	228	17	%	%	NOUN
ajceb-2195	228	18	0,97	0,97	NUM
ajceb-2195	228	19	4	4	NUM
ajceb-2195	228	20	19	19	NUM
ajceb-2195	228	21	%	%	NOUN
ajceb-2195	228	22	0,95	0,95	NOUN
ajceb-2195	228	23	5	5	NUM
ajceb-2195	228	24	31	31	NUM
ajceb-2195	228	25	%	%	NOUN
ajceb-2195	228	26	0,93	0,93	NUM
ajceb-2195	228	27	6	6	NUM
ajceb-2195	228	28	29,2	29,2	NUM
ajceb-2195	228	29	%	%	NOUN
ajceb-2195	228	30	0,95	0,95	NOUN
ajceb-2195	228	31	7	7	NUM
ajceb-2195	228	32	27,1	27,1	NUM
ajceb-2195	228	33	%	%	NOUN
ajceb-2195	228	34	0,92	0,92	NUM
ajceb-2195	228	35	8	8	NUM
ajceb-2195	228	36	18,8	18,8	NUM
ajceb-2195	228	37	%	%	NOUN
ajceb-2195	228	38	0,95	0,95	NOUN
ajceb-2195	228	39	9	9	NUM
ajceb-2195	228	40	23,4	23,4	NUM
ajceb-2195	228	41	%	%	NOUN
ajceb-2195	228	42	0,96	0,96	NOUN
ajceb-2195	228	43	10	10	NUM
ajceb-2195	228	44	21,8	21,8	NUM
ajceb-2195	228	45	%	%	NOUN
ajceb-2195	228	46	0,92	0,92	NUM
ajceb-2195	228	47	table	table	NOUN
ajceb-2195	228	48	20	20	NUM
ajceb-2195	228	49	mean	mean	NOUN
ajceb-2195	228	50	absolute	absolute	ADJ
ajceb-2195	228	51	percentage	percentage	NOUN
ajceb-2195	228	52	error	error	NOUN
ajceb-2195	228	53	(	(	PUNCT
ajceb-2195	228	54	mape	mape	NOUN
ajceb-2195	228	55	)	)	PUNCT
ajceb-2195	228	56	and	and	CCONJ
ajceb-2195	228	57	r2	r2	PROPN
ajceb-2195	228	58	of	of	ADP
ajceb-2195	228	59	the	the	DET
ajceb-2195	228	60	developed	develop	VERB
ajceb-2195	228	61	regression	regression	NOUN
ajceb-2195	228	62	models	model	NOUN
ajceb-2195	228	63	conclusion	conclusion	VERB
ajceb-2195	228	64	this	this	DET
ajceb-2195	228	65	study	study	NOUN
ajceb-2195	228	66	aims	aim	VERB
ajceb-2195	228	67	at	at	ADP
ajceb-2195	228	68	developing	develop	VERB
ajceb-2195	228	69	early	early	ADJ
ajceb-2195	228	70	cost	cost	NOUN
ajceb-2195	228	71	estimating	estimating	NOUN
ajceb-2195	228	72	models	model	NOUN
ajceb-2195	228	73	for	for	ADP
ajceb-2195	228	74	road	road	NOUN
ajceb-2195	228	75	construction	construction	NOUN
ajceb-2195	228	76	projects	project	NOUN
ajceb-2195	228	77	using	use	VERB
ajceb-2195	228	78	multiple	multiple	ADJ
ajceb-2195	228	79	regression	regression	NOUN
ajceb-2195	228	80	techniques	technique	NOUN
ajceb-2195	228	81	.	.	PUNCT
ajceb-2195	229	1	the	the	DET
ajceb-2195	229	2	models	model	NOUN
ajceb-2195	229	3	were	be	AUX
ajceb-2195	229	4	developed	develop	VERB
ajceb-2195	229	5	based	base	VERB
ajceb-2195	229	6	on	on	ADP
ajceb-2195	229	7	131	131	NUM
ajceb-2195	229	8	set	set	NOUN
ajceb-2195	229	9	of	of	ADP
ajceb-2195	229	10	data	datum	NOUN
ajceb-2195	229	11	collected	collect	VERB
ajceb-2195	229	12	in	in	ADP
ajceb-2195	229	13	the	the	DET
ajceb-2195	229	14	west	west	PROPN
ajceb-2195	229	15	bank	bank	PROPN
ajceb-2195	229	16	in	in	ADP
ajceb-2195	229	17	palestine	palestine	PROPN
ajceb-2195	229	18	.	.	PUNCT
ajceb-2195	230	1	such	such	ADJ
ajceb-2195	230	2	types	type	NOUN
ajceb-2195	230	3	of	of	ADP
ajceb-2195	230	4	models	model	NOUN
ajceb-2195	230	5	are	be	AUX
ajceb-2195	230	6	very	very	ADV
ajceb-2195	230	7	useful	useful	ADJ
ajceb-2195	230	8	,	,	PUNCT
ajceb-2195	230	9	especially	especially	ADV
ajceb-2195	230	10	in	in	ADP
ajceb-2195	230	11	its	its	PRON
ajceb-2195	230	12	simplicity	simplicity	NOUN
ajceb-2195	230	13	and	and	CCONJ
ajceb-2195	230	14	ability	ability	NOUN
ajceb-2195	230	15	to	to	PART
ajceb-2195	230	16	be	be	AUX
ajceb-2195	230	17	handled	handle	VERB
ajceb-2195	230	18	by	by	ADP
ajceb-2195	230	19	calculator	calculator	NOUN
ajceb-2195	230	20	or	or	CCONJ
ajceb-2195	230	21	a	a	DET
ajceb-2195	230	22	simple	simple	ADJ
ajceb-2195	230	23	computer	computer	NOUN
ajceb-2195	230	24	program	program	NOUN
ajceb-2195	230	25	.	.	PUNCT
ajceb-2195	231	1	it	it	PRON
ajceb-2195	231	2	has	have	VERB
ajceb-2195	231	3	a	a	DET
ajceb-2195	231	4	good	good	ADJ
ajceb-2195	231	5	benefit	benefit	NOUN
ajceb-2195	231	6	in	in	ADP
ajceb-2195	231	7	estimating	estimate	VERB
ajceb-2195	231	8	project	project	NOUN
ajceb-2195	231	9	cost	cost	NOUN
ajceb-2195	231	10	at	at	ADP
ajceb-2195	231	11	early	early	ADJ
ajceb-2195	231	12	stages	stage	NOUN
ajceb-2195	231	13	of	of	ADP
ajceb-2195	231	14	the	the	DET
ajceb-2195	231	15	project	project	NOUN
ajceb-2195	231	16	since	since	SCONJ
ajceb-2195	231	17	the	the	DET
ajceb-2195	231	18	information	information	NOUN
ajceb-2195	231	19	needed	need	VERB
ajceb-2195	231	20	could	could	AUX
ajceb-2195	231	21	be	be	AUX
ajceb-2195	231	22	extracted	extract	VERB
ajceb-2195	231	23	easily	easily	ADV
ajceb-2195	231	24	from	from	ADP
ajceb-2195	231	25	sketches	sketch	NOUN
ajceb-2195	231	26	or	or	CCONJ
ajceb-2195	231	27	scope	scope	NOUN
ajceb-2195	231	28	definition	definition	NOUN
ajceb-2195	231	29	of	of	ADP
ajceb-2195	231	30	the	the	DET
ajceb-2195	231	31	projects	project	NOUN
ajceb-2195	231	32	.	.	PUNCT
ajceb-2195	232	1	it	it	PRON
ajceb-2195	232	2	must	must	AUX
ajceb-2195	232	3	be	be	AUX
ajceb-2195	232	4	remembered	remember	VERB
ajceb-2195	232	5	that	that	SCONJ
ajceb-2195	232	6	an	an	DET
ajceb-2195	232	7	estimated	estimate	VERB
ajceb-2195	232	8	project	project	NOUN
ajceb-2195	232	9	cost	cost	NOUN
ajceb-2195	232	10	is	be	AUX
ajceb-2195	232	11	not	not	PART
ajceb-2195	232	12	an	an	DET
ajceb-2195	232	13	exact	exact	ADJ
ajceb-2195	232	14	number	number	NOUN
ajceb-2195	232	15	,	,	PUNCT
ajceb-2195	232	16	but	but	CCONJ
ajceb-2195	232	17	it	it	PRON
ajceb-2195	232	18	is	be	AUX
ajceb-2195	232	19	opinion	opinion	NOUN
ajceb-2195	232	20	of	of	ADP
ajceb-2195	232	21	probable	probable	ADJ
ajceb-2195	232	22	cost	cost	NOUN
ajceb-2195	232	23	.	.	PUNCT
ajceb-2195	233	1	the	the	DET
ajceb-2195	233	2	accuracy	accuracy	NOUN
ajceb-2195	233	3	and	and	CCONJ
ajceb-2195	233	4	reliability	reliability	NOUN
ajceb-2195	233	5	of	of	ADP
ajceb-2195	233	6	an	an	DET
ajceb-2195	233	7	estimate	estimate	NOUN
ajceb-2195	233	8	is	be	AUX
ajceb-2195	233	9	totally	totally	ADV
ajceb-2195	233	10	dependent	dependent	ADJ
ajceb-2195	233	11	upon	upon	SCONJ
ajceb-2195	233	12	how	how	SCONJ
ajceb-2195	233	13	well	well	ADV
ajceb-2195	233	14	the	the	DET
ajceb-2195	233	15	project	project	NOUN
ajceb-2195	233	16	scope	scope	NOUN
ajceb-2195	233	17	is	be	AUX
ajceb-2195	233	18	defined	define	VERB
ajceb-2195	233	19	and	and	CCONJ
ajceb-2195	233	20	the	the	DET
ajceb-2195	233	21	time	time	NOUN
ajceb-2195	233	22	and	and	CCONJ
ajceb-2195	233	23	effort	effort	NOUN
ajceb-2195	233	24	expended	expend	VERB
ajceb-2195	233	25	in	in	ADP
ajceb-2195	233	26	preparation	preparation	NOUN
ajceb-2195	233	27	the	the	DET
ajceb-2195	233	28	estimate	estimate	NOUN
ajceb-2195	233	29	.	.	PUNCT
ajceb-2195	234	1	in	in	ADP
ajceb-2195	234	2	this	this	DET
ajceb-2195	234	3	study	study	NOUN
ajceb-2195	234	4	,	,	PUNCT
ajceb-2195	234	5	10	10	NUM
ajceb-2195	234	6	regression	regression	NOUN
ajceb-2195	234	7	models	model	NOUN
ajceb-2195	234	8	are	be	AUX
ajceb-2195	234	9	developed	develop	VERB
ajceb-2195	234	10	;	;	PUNCT
ajceb-2195	234	11	4	4	NUM
ajceb-2195	234	12	of	of	ADP
ajceb-2195	234	13	them	they	PRON
ajceb-2195	234	14	include	include	VERB
ajceb-2195	234	15	bid	bid	NOUN
ajceb-2195	234	16	quantities	quantity	NOUN
ajceb-2195	234	17	as	as	ADP
ajceb-2195	234	18	independent	independent	ADJ
ajceb-2195	234	19	variable	variable	NOUN
ajceb-2195	234	20	and	and	CCONJ
ajceb-2195	234	21	6	6	NUM
ajceb-2195	234	22	include	include	VERB
ajceb-2195	234	23	road	road	NOUN
ajceb-2195	234	24	length	length	NOUN
ajceb-2195	234	25	and	and	CCONJ
ajceb-2195	234	26	width	width	NOUN
ajceb-2195	234	27	.	.	PUNCT
ajceb-2195	235	1	the	the	DET
ajceb-2195	235	2	coefficients	coefficient	NOUN
ajceb-2195	235	3	of	of	ADP
ajceb-2195	235	4	determination	determination	NOUN
ajceb-2195	235	5	r2	r2	PROPN
ajceb-2195	235	6	for	for	ADP
ajceb-2195	235	7	the	the	DET
ajceb-2195	235	8	developed	develop	VERB
ajceb-2195	235	9	models	model	NOUN
ajceb-2195	235	10	range	range	VERB
ajceb-2195	235	11	from	from	ADP
ajceb-2195	235	12	0.92	0.92	NUM
ajceb-2195	235	13	to	to	ADP
ajceb-2195	235	14	0.98	0.98	NUM
ajceb-2195	235	15	.	.	PUNCT
ajceb-2195	236	1	this	this	PRON
ajceb-2195	236	2	indicates	indicate	VERB
ajceb-2195	236	3	that	that	SCONJ
ajceb-2195	236	4	the	the	DET
ajceb-2195	236	5	relationship	relationship	NOUN
ajceb-2195	236	6	between	between	ADP
ajceb-2195	236	7	the	the	DET
ajceb-2195	236	8	independent	independent	ADJ
ajceb-2195	236	9	and	and	CCONJ
ajceb-2195	236	10	independent	independent	ADJ
ajceb-2195	236	11	variables	variable	NOUN
ajceb-2195	236	12	of	of	ADP
ajceb-2195	236	13	the	the	DET
ajceb-2195	236	14	developed	develop	VERB
ajceb-2195	236	15	models	model	NOUN
ajceb-2195	236	16	is	be	AUX
ajceb-2195	236	17	good	good	ADJ
ajceb-2195	236	18	and	and	CCONJ
ajceb-2195	236	19	the	the	DET
ajceb-2195	236	20	predicted	predict	VERB
ajceb-2195	236	21	values	value	NOUN
ajceb-2195	236	22	from	from	ADP
ajceb-2195	236	23	a	a	DET
ajceb-2195	236	24	forecast	forecast	NOUN
ajceb-2195	236	25	model	model	NOUN
ajceb-2195	236	26	fit	fit	ADJ
ajceb-2195	236	27	with	with	ADP
ajceb-2195	236	28	the	the	DET
ajceb-2195	236	29	real	real	ADJ
ajceb-2195	236	30	-	-	PUNCT
ajceb-2195	236	31	life	life	NOUN
ajceb-2195	236	32	data	datum	NOUN
ajceb-2195	236	33	.	.	PUNCT
ajceb-2195	237	1	australasian	australasian	ADJ
ajceb-2195	237	2	journal	journal	NOUN
ajceb-2195	237	3	of	of	ADP
ajceb-2195	237	4	construction	construction	NOUN
ajceb-2195	237	5	economics	economic	NOUN
ajceb-2195	237	6	and	and	CCONJ
ajceb-2195	237	7	building	building	NOUN
ajceb-2195	237	8	mahamid	mahamid	PROPN
ajceb-2195	237	9	,	,	PUNCT
ajceb-2195	237	10	i	i	PRON
ajceb-2195	237	11	(	(	PUNCT
ajceb-2195	237	12	2011	2011	NUM
ajceb-2195	237	13	)	)	PUNCT
ajceb-2195	237	14	‘	'	PUNCT
ajceb-2195	237	15	early	early	ADJ
ajceb-2195	237	16	cost	cost	NOUN
ajceb-2195	237	17	estimating	estimating	NOUN
ajceb-2195	237	18	for	for	ADP
ajceb-2195	237	19	road	road	NOUN
ajceb-2195	237	20	construction	construction	NOUN
ajceb-2195	237	21	projects	project	NOUN
ajceb-2195	237	22	using	use	VERB
ajceb-2195	237	23	multiple	multiple	ADJ
ajceb-2195	237	24	regression	regression	NOUN
ajceb-2195	237	25	techniques	technique	NOUN
ajceb-2195	237	26	’	'	PUNCT
ajceb-2195	237	27	,	,	PUNCT
ajceb-2195	237	28	australasian	australasian	ADJ
ajceb-2195	237	29	journal	journal	NOUN
ajceb-2195	237	30	of	of	ADP
ajceb-2195	237	31	construction	construction	NOUN
ajceb-2195	237	32	economics	economic	NOUN
ajceb-2195	237	33	and	and	CCONJ
ajceb-2195	237	34	building	building	NOUN
ajceb-2195	237	35	,	,	PUNCT
ajceb-2195	237	36	11	11	NUM
ajceb-2195	237	37	(	(	PUNCT
ajceb-2195	237	38	4	4	NUM
ajceb-2195	237	39	)	)	PUNCT
ajceb-2195	237	40	87	87	NUM
ajceb-2195	237	41	-	-	SYM
ajceb-2195	237	42	101	101	NUM
ajceb-2195	237	43	100	100	NUM
ajceb-2195	237	44	the	the	DET
ajceb-2195	237	45	values	value	NOUN
ajceb-2195	237	46	of	of	ADP
ajceb-2195	237	47	the	the	DET
ajceb-2195	237	48	mean	mean	ADJ
ajceb-2195	237	49	absolute	absolute	ADJ
ajceb-2195	237	50	percentage	percentage	NOUN
ajceb-2195	237	51	error	error	NOUN
ajceb-2195	237	52	(	(	PUNCT
ajceb-2195	237	53	mape	mape	NOUN
ajceb-2195	237	54	)	)	PUNCT
ajceb-2195	237	55	of	of	ADP
ajceb-2195	237	56	the	the	DET
ajceb-2195	237	57	developed	develop	VERB
ajceb-2195	237	58	regression	regression	NOUN
ajceb-2195	237	59	models	model	NOUN
ajceb-2195	237	60	are	be	AUX
ajceb-2195	237	61	ranging	range	VERB
ajceb-2195	237	62	from	from	ADP
ajceb-2195	237	63	13.3	13.3	NUM
ajceb-2195	237	64	%	%	NOUN
ajceb-2195	237	65	to	to	PART
ajceb-2195	237	66	31	31	NUM
ajceb-2195	237	67	%	%	NOUN
ajceb-2195	237	68	.	.	PUNCT
ajceb-2195	238	1	the	the	DET
ajceb-2195	238	2	results	result	NOUN
ajceb-2195	238	3	compare	compare	VERB
ajceb-2195	238	4	favorably	favorably	ADV
ajceb-2195	238	5	with	with	ADP
ajceb-2195	238	6	past	past	ADJ
ajceb-2195	238	7	researches	research	NOUN
ajceb-2195	238	8	which	which	PRON
ajceb-2195	238	9	have	have	AUX
ajceb-2195	238	10	shown	show	VERB
ajceb-2195	238	11	that	that	SCONJ
ajceb-2195	238	12	the	the	DET
ajceb-2195	238	13	estimate	estimate	NOUN
ajceb-2195	238	14	accuracy	accuracy	NOUN
ajceb-2195	238	15	in	in	ADP
ajceb-2195	238	16	the	the	DET
ajceb-2195	238	17	early	early	ADJ
ajceb-2195	238	18	stages	stage	NOUN
ajceb-2195	238	19	of	of	ADP
ajceb-2195	238	20	a	a	DET
ajceb-2195	238	21	project	project	NOUN
ajceb-2195	238	22	is	be	AUX
ajceb-2195	238	23	between	between	ADP
ajceb-2195	238	24	±25	±25	PROPN
ajceb-2195	238	25	%	%	NOUN
ajceb-2195	238	26	and	and	CCONJ
ajceb-2195	238	27	±50	±50	NOUN
ajceb-2195	238	28	%	%	NOUN
ajceb-2195	238	29	.	.	PUNCT
ajceb-2195	239	1	the	the	DET
ajceb-2195	239	2	findings	finding	NOUN
ajceb-2195	239	3	reveal	reveal	VERB
ajceb-2195	239	4	that	that	SCONJ
ajceb-2195	239	5	the	the	DET
ajceb-2195	239	6	models	model	NOUN
ajceb-2195	239	7	that	that	PRON
ajceb-2195	239	8	use	use	VERB
ajceb-2195	239	9	bid	bid	NOUN
ajceb-2195	239	10	quantities	quantity	NOUN
ajceb-2195	239	11	as	as	ADP
ajceb-2195	239	12	independent	independent	ADJ
ajceb-2195	239	13	variables	variable	NOUN
ajceb-2195	239	14	are	be	AUX
ajceb-2195	239	15	more	more	ADV
ajceb-2195	239	16	accurate	accurate	ADJ
ajceb-2195	239	17	than	than	ADP
ajceb-2195	239	18	those	those	PRON
ajceb-2195	239	19	use	use	NOUN
ajceb-2195	239	20	road	road	NOUN
ajceb-2195	239	21	length	length	NOUN
ajceb-2195	239	22	and	and	CCONJ
ajceb-2195	239	23	road	road	NOUN
ajceb-2195	239	24	width	width	NOUN
ajceb-2195	239	25	as	as	ADP
ajceb-2195	239	26	independent	independent	ADJ
ajceb-2195	239	27	variables	variable	NOUN
ajceb-2195	239	28	.	.	PUNCT
ajceb-2195	240	1	but	but	CCONJ
ajceb-2195	240	2	they	they	PRON
ajceb-2195	240	3	require	require	VERB
ajceb-2195	240	4	more	more	ADJ
ajceb-2195	240	5	information	information	NOUN
ajceb-2195	240	6	.	.	PUNCT
ajceb-2195	241	1	references	reference	NOUN
ajceb-2195	241	2	ahuja	ahuja	PROPN
ajceb-2195	241	3	,	,	PUNCT
ajceb-2195	241	4	h.	h.	PROPN
ajceb-2195	241	5	,	,	PUNCT
ajceb-2195	241	6	dozzi	dozzi	PROPN
ajceb-2195	241	7	,	,	PUNCT
ajceb-2195	241	8	s.	s.	PROPN
ajceb-2195	241	9	,	,	PUNCT
ajceb-2195	241	10	and	and	CCONJ
ajceb-2195	241	11	abourisk	abourisk	NOUN
ajceb-2195	241	12	,	,	PUNCT
ajceb-2195	241	13	s.	s.	PROPN
ajceb-2195	241	14	(	(	PUNCT
ajceb-2195	241	15	1944	1944	NUM
ajceb-2195	241	16	)	)	PUNCT
ajceb-2195	241	17	project	project	NOUN
ajceb-2195	241	18	management	management	NOUN
ajceb-2195	241	19	techniques	technique	NOUN
ajceb-2195	241	20	in	in	ADP
ajceb-2195	241	21	planning	planning	NOUN
ajceb-2195	241	22	and	and	CCONJ
ajceb-2195	241	23	controlling	control	VERB
ajceb-2195	241	24	construction	construction	NOUN
ajceb-2195	241	25	projects	project	NOUN
ajceb-2195	241	26	.	.	PUNCT
ajceb-2195	242	1	john	john	PROPN
ajceb-2195	242	2	wiley	wiley	PROPN
ajceb-2195	242	3	and	and	CCONJ
ajceb-2195	242	4	sons	son	NOUN
ajceb-2195	242	5	,	,	PUNCT
ajceb-2195	242	6	inc	inc	PROPN
ajceb-2195	242	7	.	.	PROPN
ajceb-2195	242	8	,	,	PUNCT
ajceb-2195	242	9	new	new	PROPN
ajceb-2195	242	10	york	york	PROPN
ajceb-2195	242	11	bell	bell	PROPN
ajceb-2195	242	12	,	,	PUNCT
ajceb-2195	242	13	l.	l.	PROPN
ajceb-2195	242	14	c.	c.	PROPN
ajceb-2195	242	15	and	and	CCONJ
ajceb-2195	242	16	bozai	bozai	ADJ
ajceb-2195	242	17	,	,	PUNCT
ajceb-2195	242	18	g.	g.	PROPN
ajceb-2195	242	19	a.	a.	PROPN
ajceb-2195	242	20	(	(	PUNCT
ajceb-2195	242	21	1987	1987	NUM
ajceb-2195	242	22	)	)	PUNCT
ajceb-2195	242	23	preliminary	preliminary	ADJ
ajceb-2195	242	24	cost	cost	NOUN
ajceb-2195	242	25	estimating	estimate	VERB
ajceb-2195	242	26	for	for	ADP
ajceb-2195	242	27	highway	highway	NOUN
ajceb-2195	242	28	construction	construction	NOUN
ajceb-2195	242	29	projects	project	NOUN
ajceb-2195	242	30	,	,	PUNCT
ajceb-2195	242	31	aace	aace	NOUN
ajceb-2195	242	32	transactions	transaction	NOUN
ajceb-2195	242	33	,	,	PUNCT
ajceb-2195	242	34	c.6.1	c.6.1	ADJ
ajceb-2195	242	35	–	–	PUNCT
ajceb-2195	242	36	c.6.4	c.6.4	PROPN
ajceb-2195	242	37	black	black	NOUN
ajceb-2195	242	38	,	,	PUNCT
ajceb-2195	242	39	j.	j.	PROPN
ajceb-2195	242	40	(	(	PUNCT
ajceb-2195	242	41	1984	1984	NUM
ajceb-2195	242	42	)	)	PUNCT
ajceb-2195	242	43	application	application	NOUN
ajceb-2195	242	44	of	of	ADP
ajceb-2195	242	45	parametric	parametric	ADJ
ajceb-2195	242	46	estimating	estimate	VERB
ajceb-2195	242	47	to	to	PART
ajceb-2195	242	48	cost	cost	VERB
ajceb-2195	242	49	engineering	engineering	NOUN
ajceb-2195	242	50	,	,	PUNCT
ajceb-2195	242	51	aace	aace	NOUN
ajceb-2195	242	52	transactions	transaction	NOUN
ajceb-2195	242	53	,	,	PUNCT
ajceb-2195	242	54	b.10.1	b.10.1	PROPN
ajceb-2195	242	55	–	–	PUNCT
ajceb-2195	242	56	b.10.5	b.10.5	PROPN
ajceb-2195	242	57	.	.	PROPN
ajceb-2195	242	58	christian	christian	PROPN
ajceb-2195	242	59	,	,	PUNCT
ajceb-2195	242	60	j.	j.	PROPN
ajceb-2195	242	61	and	and	CCONJ
ajceb-2195	242	62	newton	newton	PROPN
ajceb-2195	242	63	,	,	PUNCT
ajceb-2195	242	64	l.	l.	PROPN
ajceb-2195	242	65	(	(	PUNCT
ajceb-2195	242	66	1998	1998	NUM
ajceb-2195	242	67	)	)	PUNCT
ajceb-2195	242	68	highway	highway	NOUN
ajceb-2195	242	69	construction	construction	NOUN
ajceb-2195	242	70	and	and	CCONJ
ajceb-2195	242	71	maintenance	maintenance	NOUN
ajceb-2195	242	72	costs	cost	NOUN
ajceb-2195	242	73	.	.	PUNCT
ajceb-2195	243	1	construction	construction	NOUN
ajceb-2195	243	2	engineering	engineering	NOUN
ajceb-2195	243	3	and	and	CCONJ
ajceb-2195	243	4	management	management	NOUN
ajceb-2195	243	5	group	group	NOUN
ajceb-2195	243	6	,	,	PUNCT
ajceb-2195	243	7	university	university	NOUN
ajceb-2195	243	8	of	of	ADP
ajceb-2195	243	9	new	new	PROPN
ajceb-2195	243	10	brunswick	brunswick	PROPN
ajceb-2195	243	11	,	,	PUNCT
ajceb-2195	243	12	fredericton	fredericton	PROPN
ajceb-2195	243	13	,	,	PUNCT
ajceb-2195	243	14	nb	nb	INTJ
ajceb-2195	243	15	e3b	e3b	PROPN
ajceb-2195	243	16	5a3	5a3	PROPN
ajceb-2195	243	17	,	,	PUNCT
ajceb-2195	243	18	canada	canada	PROPN
ajceb-2195	243	19	gould	gould	PROPN
ajceb-2195	243	20	,	,	PUNCT
ajceb-2195	243	21	f.	f.	PROPN
ajceb-2195	243	22	(	(	PUNCT
ajceb-2195	243	23	2005	2005	NUM
ajceb-2195	243	24	)	)	PUNCT
ajceb-2195	243	25	managing	manage	VERB
ajceb-2195	243	26	the	the	DET
ajceb-2195	243	27	construction	construction	NOUN
ajceb-2195	243	28	process	process	NOUN
ajceb-2195	243	29	:	:	PUNCT
ajceb-2195	243	30	estimating	estimate	VERB
ajceb-2195	243	31	,	,	PUNCT
ajceb-2195	243	32	scheduling	scheduling	NOUN
ajceb-2195	243	33	,	,	PUNCT
ajceb-2195	243	34	and	and	CCONJ
ajceb-2195	243	35	project	project	NOUN
ajceb-2195	243	36	control	control	NOUN
ajceb-2195	243	37	,	,	PUNCT
ajceb-2195	243	38	pearson	pearson	PROPN
ajceb-2195	243	39	education	education	PROPN
ajceb-2195	243	40	,	,	PUNCT
ajceb-2195	243	41	inc	inc	PROPN
ajceb-2195	243	42	.	.	PROPN
ajceb-2195	243	43	,	,	PUNCT
ajceb-2195	243	44	new	new	PROPN
ajceb-2195	243	45	jersey	jersey	PROPN
ajceb-2195	243	46	han	han	PROPN
ajceb-2195	243	47	,	,	PUNCT
ajceb-2195	243	48	s.	s.	PROPN
ajceb-2195	243	49	h.	h.	PROPN
ajceb-2195	243	50	,	,	PUNCT
ajceb-2195	243	51	kim	kim	PROPN
ajceb-2195	243	52	,	,	PUNCT
ajceb-2195	243	53	d.	d.	PROPN
ajceb-2195	243	54	y.	y.	PROPN
ajceb-2195	243	55	,	,	PUNCT
ajceb-2195	243	56	and	and	CCONJ
ajceb-2195	243	57	kim	kim	PROPN
ajceb-2195	243	58	,	,	PUNCT
ajceb-2195	243	59	h.	h.	PROPN
ajceb-2195	243	60	,	,	PUNCT
ajceb-2195	243	61	(	(	PUNCT
ajceb-2195	243	62	2008	2008	NUM
ajceb-2195	243	63	)	)	PUNCT
ajceb-2195	243	64	two	two	NUM
ajceb-2195	243	65	-	-	PUNCT
ajceb-2195	243	66	staged	stage	VERB
ajceb-2195	243	67	early	early	ADJ
ajceb-2195	243	68	cost	cost	NOUN
ajceb-2195	243	69	estimation	estimation	NOUN
ajceb-2195	243	70	for	for	ADP
ajceb-2195	243	71	highway	highway	NOUN
ajceb-2195	243	72	construction	construction	NOUN
ajceb-2195	243	73	projects	project	NOUN
ajceb-2195	243	74	,	,	PUNCT
ajceb-2195	243	75	report	report	NOUN
ajceb-2195	243	76	(	(	PUNCT
ajceb-2195	243	77	2008	2008	NUM
ajceb-2195	243	78	)	)	PUNCT
ajceb-2195	243	79	,	,	PUNCT
ajceb-2195	243	80	civil	civil	ADJ
ajceb-2195	243	81	&	&	CCONJ
ajceb-2195	243	82	environmental	environmental	ADJ
ajceb-2195	243	83	engineering	engineering	PROPN
ajceb-2195	243	84	,	,	PUNCT
ajceb-2195	243	85	yonsei	yonsei	PROPN
ajceb-2195	243	86	university	university	PROPN
ajceb-2195	243	87	,	,	PUNCT
ajceb-2195	243	88	seoul	seoul	PROPN
ajceb-2195	243	89	,	,	PUNCT
ajceb-2195	243	90	korea	korea	PROPN
ajceb-2195	243	91	hegazy	hegazy	PROPN
ajceb-2195	243	92	,	,	PUNCT
ajceb-2195	243	93	t.	t.	PROPN
ajceb-2195	243	94	and	and	CCONJ
ajceb-2195	243	95	ayed	aye	VERB
ajceb-2195	243	96	,	,	PUNCT
ajceb-2195	243	97	a.	a.	NOUN
ajceb-2195	243	98	(	(	PUNCT
ajceb-2195	243	99	1998	1998	NUM
ajceb-2195	243	100	)	)	PUNCT
ajceb-2195	243	101	‘	'	PUNCT
ajceb-2195	243	102	neural	neural	ADJ
ajceb-2195	243	103	network	network	NOUN
ajceb-2195	243	104	model	model	NOUN
ajceb-2195	243	105	for	for	ADP
ajceb-2195	243	106	parametric	parametric	ADJ
ajceb-2195	243	107	cost	cost	NOUN
ajceb-2195	243	108	estimation	estimation	NOUN
ajceb-2195	243	109	of	of	ADP
ajceb-2195	243	110	highway	highway	NOUN
ajceb-2195	243	111	projects	project	NOUN
ajceb-2195	243	112	’	'	PUNCT
ajceb-2195	243	113	,	,	PUNCT
ajceb-2195	243	114	journal	journal	NOUN
ajceb-2195	243	115	of	of	ADP
ajceb-2195	243	116	construction	construction	NOUN
ajceb-2195	243	117	engineering	engineering	NOUN
ajceb-2195	243	118	and	and	CCONJ
ajceb-2195	243	119	management	management	NOUN
ajceb-2195	243	120	,	,	PUNCT
ajceb-2195	243	121	124	124	NUM
ajceb-2195	243	122	(	(	PUNCT
ajceb-2195	243	123	3	3	NUM
ajceb-2195	243	124	)	)	PUNCT
ajceb-2195	243	125	,	,	PUNCT
ajceb-2195	243	126	210	210	NUM
ajceb-2195	243	127	-	-	SYM
ajceb-2195	243	128	218	218	NUM
ajceb-2195	243	129	hendrickson	hendrickson	NOUN
ajceb-2195	243	130	,	,	PUNCT
ajceb-2195	243	131	chris	chris	PROPN
ajceb-2195	243	132	and	and	CCONJ
ajceb-2195	243	133	au	au	PROPN
ajceb-2195	243	134	,	,	PUNCT
ajceb-2195	243	135	tung	tung	PROPN
ajceb-2195	243	136	(	(	PUNCT
ajceb-2195	243	137	1989	1989	NUM
ajceb-2195	243	138	)	)	PUNCT
ajceb-2195	243	139	project	project	NOUN
ajceb-2195	243	140	management	management	NOUN
ajceb-2195	243	141	for	for	ADP
ajceb-2195	243	142	construction	construction	NOUN
ajceb-2195	243	143	:	:	PUNCT
ajceb-2195	243	144	fundamental	fundamental	ADJ
ajceb-2195	243	145	concepts	concept	NOUN
ajceb-2195	243	146	for	for	ADP
ajceb-2195	243	147	owners	owner	NOUN
ajceb-2195	243	148	,	,	PUNCT
ajceb-2195	243	149	engineers	engineer	NOUN
ajceb-2195	243	150	,	,	PUNCT
ajceb-2195	243	151	architects	architect	NOUN
ajceb-2195	243	152	,	,	PUNCT
ajceb-2195	243	153	and	and	CCONJ
ajceb-2195	243	154	builders	builder	NOUN
ajceb-2195	243	155	,	,	PUNCT
ajceb-2195	243	156	1st	1st	PROPN
ajceb-2195	243	157	edition	edition	NOUN
ajceb-2195	243	158	,	,	PUNCT
ajceb-2195	243	159	prentice	prentice	NOUN
ajceb-2195	243	160	hall	hall	PROPN
ajceb-2195	243	161	,	,	PUNCT
ajceb-2195	243	162	london	london	PROPN
ajceb-2195	243	163	holm	holm	PROPN
ajceb-2195	243	164	,	,	PUNCT
ajceb-2195	243	165	l.	l.	PROPN
ajceb-2195	243	166	,	,	PUNCT
ajceb-2195	243	167	schaufelberger	schaufelberger	PROPN
ajceb-2195	243	168	,	,	PUNCT
ajceb-2195	243	169	j.	j.	PROPN
ajceb-2195	243	170	,	,	PUNCT
ajceb-2195	243	171	griffin	griffin	PROPN
ajceb-2195	243	172	,	,	PUNCT
ajceb-2195	243	173	d.	d.	PROPN
ajceb-2195	243	174	,	,	PUNCT
ajceb-2195	243	175	and	and	CCONJ
ajceb-2195	243	176	cole	cole	PROPN
ajceb-2195	243	177	,	,	PUNCT
ajceb-2195	243	178	t.	t.	PROPN
ajceb-2195	243	179	(	(	PUNCT
ajceb-2195	243	180	2005	2005	NUM
ajceb-2195	243	181	)	)	PUNCT
ajceb-2195	243	182	construction	construction	NOUN
ajceb-2195	243	183	cost	cost	NOUN
ajceb-2195	243	184	estimating	estimating	NOUN
ajceb-2195	243	185	:	:	PUNCT
ajceb-2195	243	186	process	process	NOUN
ajceb-2195	243	187	and	and	CCONJ
ajceb-2195	243	188	practices	practice	NOUN
ajceb-2195	243	189	,	,	PUNCT
ajceb-2195	243	190	pearson	pearson	PROPN
ajceb-2195	243	191	education	education	PROPN
ajceb-2195	243	192	,	,	PUNCT
ajceb-2195	243	193	inc	inc	PROPN
ajceb-2195	243	194	.	.	PROPN
ajceb-2195	243	195	,	,	PUNCT
ajceb-2195	243	196	new	new	PROPN
ajceb-2195	243	197	jersey	jersey	PROPN
ajceb-2195	243	198	humphreys	humphreys	PROPN
ajceb-2195	243	199	,	,	PUNCT
ajceb-2195	243	200	keneth	keneth	PROPN
ajceb-2195	243	201	k.	k.	PROPN
ajceb-2195	243	202	(	(	PUNCT
ajceb-2195	243	203	2005	2005	NUM
ajceb-2195	243	204	)	)	PUNCT
ajceb-2195	243	205	project	project	NOUN
ajceb-2195	243	206	and	and	CCONJ
ajceb-2195	243	207	cost	cost	NOUN
ajceb-2195	243	208	engineer	engineer	NOUN
ajceb-2195	243	209	’s	’s	PART
ajceb-2195	243	210	handbook	handbook	NOUN
ajceb-2195	243	211	,	,	PUNCT
ajceb-2195	243	212	4th	4th	ADJ
ajceb-2195	243	213	edition	edition	NOUN
ajceb-2195	243	214	,	,	PUNCT
ajceb-2195	243	215	marcel	marcel	PROPN
ajceb-2195	243	216	dekkar	dekkar	PROPN
ajceb-2195	243	217	,	,	PUNCT
ajceb-2195	243	218	usa	usa	PROPN
ajceb-2195	243	219	jelen	jelen	PROPN
ajceb-2195	243	220	,	,	PUNCT
ajceb-2195	243	221	f.	f.	PROPN
ajceb-2195	243	222	and	and	CCONJ
ajceb-2195	243	223	black	black	PROPN
ajceb-2195	243	224	,	,	PUNCT
ajceb-2195	243	225	j.	j.	PROPN
ajceb-2195	243	226	(	(	PUNCT
ajceb-2195	243	227	1983)cost	1983)cost	ADJ
ajceb-2195	243	228	and	and	CCONJ
ajceb-2195	243	229	optimization	optimization	NOUN
ajceb-2195	243	230	engineering,2nd	engineering,2nd	PROPN
ajceb-2195	243	231	edition	edition	PROPN
ajceb-2195	243	232	,	,	PUNCT
ajceb-2195	243	233	mcgraw	mcgraw	PROPN
ajceb-2195	243	234	-	-	PUNCT
ajceb-2195	243	235	hill	hill	PROPN
ajceb-2195	243	236	,	,	PUNCT
ajceb-2195	243	237	new	new	PROPN
ajceb-2195	243	238	york	york	PROPN
ajceb-2195	243	239	lowe	lowe	PROPN
ajceb-2195	243	240	,	,	PUNCT
ajceb-2195	243	241	d.	d.	PROPN
ajceb-2195	243	242	j.	j.	PROPN
ajceb-2195	243	243	,	,	PUNCT
ajceb-2195	243	244	emsley	emsley	NOUN
ajceb-2195	243	245	,	,	PUNCT
ajceb-2195	243	246	m.	m.	NOUN
ajceb-2195	243	247	w.	w.	PROPN
ajceb-2195	243	248	,	,	PUNCT
ajceb-2195	243	249	and	and	CCONJ
ajceb-2195	243	250	harding	harding	PROPN
ajceb-2195	243	251	,	,	PUNCT
ajceb-2195	243	252	a.	a.	NOUN
ajceb-2195	243	253	(	(	PUNCT
ajceb-2195	243	254	2006	2006	NUM
ajceb-2195	243	255	)	)	PUNCT
ajceb-2195	243	256	‘	'	PUNCT
ajceb-2195	243	257	predicting	predict	VERB
ajceb-2195	243	258	construction	construction	NOUN
ajceb-2195	243	259	cost	cost	NOUN
ajceb-2195	243	260	using	use	VERB
ajceb-2195	243	261	multiple	multiple	ADJ
ajceb-2195	243	262	regression	regression	NOUN
ajceb-2195	243	263	techniques	technique	NOUN
ajceb-2195	243	264	’	'	PUNCT
ajceb-2195	243	265	,	,	PUNCT
ajceb-2195	243	266	journal	journal	NOUN
ajceb-2195	243	267	of	of	ADP
ajceb-2195	243	268	construction	construction	NOUN
ajceb-2195	243	269	engineering	engineering	NOUN
ajceb-2195	243	270	and	and	CCONJ
ajceb-2195	243	271	management	management	NOUN
ajceb-2195	243	272	,	,	PUNCT
ajceb-2195	243	273	132	132	NUM
ajceb-2195	243	274	(	(	PUNCT
ajceb-2195	243	275	7	7	NUM
ajceb-2195	243	276	)	)	PUNCT
ajceb-2195	243	277	,	,	PUNCT
ajceb-2195	243	278	750–758	750–758	NUM
ajceb-2195	243	279	mahamid	mahamid	NOUN
ajceb-2195	243	280	,	,	PUNCT
ajceb-2195	243	281	i.	i.	NOUN
ajceb-2195	243	282	and	and	CCONJ
ajceb-2195	243	283	amund	amund	ADJ
ajceb-2195	243	284	,	,	PUNCT
ajceb-2195	243	285	a.	a.	NOUN
ajceb-2195	243	286	(	(	PUNCT
ajceb-2195	243	287	2010	2010	NUM
ajceb-2195	243	288	)	)	PUNCT
ajceb-2195	243	289	‘	'	PUNCT
ajceb-2195	243	290	analysis	analysis	NOUN
ajceb-2195	243	291	of	of	ADP
ajceb-2195	243	292	cost	cost	NOUN
ajceb-2195	243	293	diverge	diverge	NOUN
ajceb-2195	243	294	in	in	ADP
ajceb-2195	243	295	road	road	NOUN
ajceb-2195	243	296	construction	construction	NOUN
ajceb-2195	243	297	projects	project	NOUN
ajceb-2195	243	298	’	'	PUNCT
ajceb-2195	243	299	,	,	PUNCT
ajceb-2195	243	300	proceedings	proceeding	NOUN
ajceb-2195	243	301	of	of	ADP
ajceb-2195	243	302	the	the	DET
ajceb-2195	243	303	2010	2010	NUM
ajceb-2195	243	304	annual	annual	ADJ
ajceb-2195	243	305	conference	conference	NOUN
ajceb-2195	243	306	of	of	ADP
ajceb-2195	243	307	the	the	DET
ajceb-2195	243	308	canadian	canadian	ADJ
ajceb-2195	243	309	society	society	NOUN
ajceb-2195	243	310	for	for	ADP
ajceb-2195	243	311	civil	civil	ADJ
ajceb-2195	243	312	engineering	engineering	NOUN
ajceb-2195	243	313	,	,	PUNCT
ajceb-2195	243	314	9	9	NUM
ajceb-2195	243	315	-	-	SYM
ajceb-2195	243	316	12	12	NUM
ajceb-2195	243	317	june	june	PROPN
ajceb-2195	243	318	2010	2010	NUM
ajceb-2195	243	319	,	,	PUNCT
ajceb-2195	243	320	winnipeg	winnipeg	PROPN
ajceb-2195	243	321	,	,	PUNCT
ajceb-2195	243	322	manitoba	manitoba	PROPN
ajceb-2195	243	323	,	,	PUNCT
ajceb-2195	243	324	canada	canada	PROPN
ajceb-2195	243	325	mahamid	mahamid	PROPN
ajceb-2195	243	326	,	,	PUNCT
ajceb-2195	243	327	i.	i.	PROPN
ajceb-2195	243	328	and	and	CCONJ
ajceb-2195	243	329	bruland	bruland	PROPN
ajceb-2195	243	330	,	,	PUNCT
ajceb-2195	243	331	a.	a.	NOUN
ajceb-2195	243	332	(	(	PUNCT
ajceb-2195	243	333	2010	2010	NUM
ajceb-2195	243	334	)	)	PUNCT
ajceb-2195	243	335	‘	'	PUNCT
ajceb-2195	243	336	preliminary	preliminary	ADJ
ajceb-2195	243	337	cost	cost	NOUN
ajceb-2195	243	338	estimating	estimating	NOUN
ajceb-2195	243	339	models	model	NOUN
ajceb-2195	243	340	for	for	ADP
ajceb-2195	243	341	road	road	NOUN
ajceb-2195	243	342	construction	construction	NOUN
ajceb-2195	243	343	activities	activity	NOUN
ajceb-2195	243	344	’	'	PUNCT
ajceb-2195	243	345	,	,	PUNCT
ajceb-2195	243	346	proceedings	proceeding	NOUN
ajceb-2195	243	347	of	of	ADP
ajceb-2195	243	348	the	the	DET
ajceb-2195	243	349	fig	fig	NOUN
ajceb-2195	243	350	congress	congress	PROPN
ajceb-2195	243	351	2010	2010	NUM
ajceb-2195	243	352	–	–	PUNCT
ajceb-2195	243	353	facing	face	VERB
ajceb-2195	243	354	the	the	DET
ajceb-2195	243	355	challenges	challenge	NOUN
ajceb-2195	243	356	–	–	PUNCT
ajceb-2195	243	357	building	build	VERB
ajceb-2195	243	358	the	the	DET
ajceb-2195	243	359	capacity	capacity	NOUN
ajceb-2195	243	360	,	,	PUNCT
ajceb-2195	243	361	12	12	NUM
ajceb-2195	243	362	-	-	SYM
ajceb-2195	243	363	16	16	NUM
ajceb-2195	243	364	april	april	PROPN
ajceb-2195	243	365	2010	2010	NUM
ajceb-2195	243	366	,	,	PUNCT
ajceb-2195	243	367	sydney	sydney	PROPN
ajceb-2195	243	368	,	,	PUNCT
ajceb-2195	243	369	australia	australia	PROPN
ajceb-2195	243	370	palestinian	palestinian	ADJ
ajceb-2195	243	371	economic	economic	PROPN
ajceb-2195	243	372	council	council	PROPN
ajceb-2195	243	373	for	for	ADP
ajceb-2195	243	374	development	development	NOUN
ajceb-2195	243	375	and	and	CCONJ
ajceb-2195	243	376	reconstruction	reconstruction	NOUN
ajceb-2195	243	377	(	(	PUNCT
ajceb-2195	243	378	pecdar	pecdar	NOUN
ajceb-2195	243	379	)	)	PUNCT
ajceb-2195	243	380	,	,	PUNCT
ajceb-2195	243	381	personal	personal	ADJ
ajceb-2195	243	382	communication	communication	NOUN
ajceb-2195	243	383	,	,	PUNCT
ajceb-2195	243	384	july	july	PROPN
ajceb-2195	243	385	,	,	PUNCT
ajceb-2195	243	386	2009	2009	NUM
ajceb-2195	243	387	,	,	PUNCT
ajceb-2195	243	388	ramallah	ramallah	PROPN
ajceb-2195	243	389	,	,	PUNCT
ajceb-2195	243	390	west	west	PROPN
ajceb-2195	243	391	bank	bank	PROPN
ajceb-2195	243	392	,	,	PUNCT
ajceb-2195	243	393	palestine	palestine	PROPN
ajceb-2195	243	394	.	.	PUNCT
ajceb-2195	244	1	rocks	rock	NOUN
ajceb-2195	244	2	(	(	PUNCT
ajceb-2195	244	3	2002	2002	NUM
ajceb-2195	244	4	)	)	PUNCT
ajceb-2195	244	5	road	road	NOUN
ajceb-2195	244	6	costs	cost	VERB
ajceb-2195	244	7	knowledge	knowledge	NOUN
ajceb-2195	244	8	system	system	NOUN
ajceb-2195	244	9	(	(	PUNCT
ajceb-2195	244	10	v.	v.	ADP
ajceb-2195	244	11	2.01	2.01	NUM
ajceb-2195	244	12	)	)	PUNCT
ajceb-2195	244	13	,	,	PUNCT
ajceb-2195	244	14	(	(	PUNCT
ajceb-2195	244	15	the	the	DET
ajceb-2195	244	16	world	world	PROPN
ajceb-2195	244	17	bank	bank	PROPN
ajceb-2195	244	18	,	,	PUNCT
ajceb-2195	244	19	transport	transport	NOUN
ajceb-2195	244	20	unit	unit	NOUN
ajceb-2195	244	21	–	–	PUNCT
ajceb-2195	244	22	tudtr	tudtr	NOUN
ajceb-2195	244	23	)	)	PUNCT
ajceb-2195	244	24	.	.	PUNCT
ajceb-2195	245	1	retrieved	retrieve	VERB
ajceb-2195	245	2	august	august	PROPN
ajceb-2195	245	3	4	4	NUM
ajceb-2195	245	4	,	,	PUNCT
ajceb-2195	245	5	2010	2010	NUM
ajceb-2195	245	6	,	,	PUNCT
ajceb-2195	245	7	from	from	ADP
ajceb-2195	245	8	http://www.worldbank.org/transport/roads/rd_tools/rocks_main.html	http://www.worldbank.org/transport/roads/rd_tools/rocks_main.html	PROPN
ajceb-2195	245	9	.	.	PUNCT
ajceb-2195	246	1	australasian	australasian	ADJ
ajceb-2195	246	2	journal	journal	NOUN
ajceb-2195	246	3	of	of	ADP
ajceb-2195	246	4	construction	construction	NOUN
ajceb-2195	246	5	economics	economic	NOUN
ajceb-2195	246	6	and	and	CCONJ
ajceb-2195	246	7	building	building	NOUN
ajceb-2195	246	8	mahamid	mahamid	PROPN
ajceb-2195	246	9	,	,	PUNCT
ajceb-2195	246	10	i	i	PRON
ajceb-2195	246	11	(	(	PUNCT
ajceb-2195	246	12	2011	2011	NUM
ajceb-2195	246	13	)	)	PUNCT
ajceb-2195	246	14	‘	'	PUNCT
ajceb-2195	246	15	early	early	ADJ
ajceb-2195	246	16	cost	cost	NOUN
ajceb-2195	246	17	estimating	estimating	NOUN
ajceb-2195	246	18	for	for	ADP
ajceb-2195	246	19	road	road	NOUN
ajceb-2195	246	20	construction	construction	NOUN
ajceb-2195	246	21	projects	project	NOUN
ajceb-2195	246	22	using	use	VERB
ajceb-2195	246	23	multiple	multiple	ADJ
ajceb-2195	246	24	regression	regression	NOUN
ajceb-2195	246	25	techniques	technique	NOUN
ajceb-2195	246	26	’	'	PUNCT
ajceb-2195	246	27	,	,	PUNCT
ajceb-2195	246	28	australasian	australasian	ADJ
ajceb-2195	246	29	journal	journal	NOUN
ajceb-2195	246	30	of	of	ADP
ajceb-2195	246	31	construction	construction	NOUN
ajceb-2195	246	32	economics	economic	NOUN
ajceb-2195	246	33	and	and	CCONJ
ajceb-2195	246	34	building	building	NOUN
ajceb-2195	246	35	,	,	PUNCT
ajceb-2195	246	36	11	11	NUM
ajceb-2195	246	37	(	(	PUNCT
ajceb-2195	246	38	4	4	NUM
ajceb-2195	246	39	)	)	PUNCT
ajceb-2195	246	40	87	87	NUM
ajceb-2195	246	41	-	-	SYM
ajceb-2195	246	42	101	101	NUM
ajceb-2195	246	43	101	101	NUM
ajceb-2195	246	44	rose	rise	VERB
ajceb-2195	246	45	,	,	PUNCT
ajceb-2195	246	46	a.	a.	NOUN
ajceb-2195	246	47	(	(	PUNCT
ajceb-2195	246	48	1982	1982	NUM
ajceb-2195	246	49	)	)	PUNCT
ajceb-2195	246	50	‘	'	PUNCT
ajceb-2195	246	51	an	an	DET
ajceb-2195	246	52	organized	organized	ADJ
ajceb-2195	246	53	approach	approach	NOUN
ajceb-2195	246	54	to	to	ADP
ajceb-2195	246	55	parametric	parametric	ADJ
ajceb-2195	246	56	estimating	estimating	NOUN
ajceb-2195	246	57	’	'	PUNCT
ajceb-2195	246	58	,	,	PUNCT
ajceb-2195	246	59	transactions	transaction	NOUN
ajceb-2195	246	60	of	of	ADP
ajceb-2195	246	61	the	the	DET
ajceb-2195	246	62	seventh	seventh	ADJ
ajceb-2195	246	63	international	international	ADJ
ajceb-2195	246	64	cost	cost	NOUN
ajceb-2195	246	65	engineering	engineering	NOUN
ajceb-2195	246	66	congress	congress	PROPN
ajceb-2195	246	67	.	.	PUNCT
ajceb-2195	247	1	london	london	PROPN
ajceb-2195	247	2	,	,	PUNCT
ajceb-2195	247	3	england	england	PROPN
ajceb-2195	247	4	sanders	sanders	PROPN
ajceb-2195	247	5	,	,	PUNCT
ajceb-2195	247	6	s.r	s.r	PROPN
ajceb-2195	247	7	.	.	PROPN
ajceb-2195	247	8	;	;	PUNCT
ajceb-2195	247	9	maxwell	maxwell	PROPN
ajceb-2195	247	10	,	,	PUNCT
ajceb-2195	247	11	r.r	r.r	PROPN
ajceb-2195	247	12	.	.	PROPN
ajceb-2195	247	13	;	;	PUNCT
ajceb-2195	247	14	and	and	CCONJ
ajceb-2195	247	15	glagola	glagola	NOUN
ajceb-2195	247	16	,	,	PUNCT
ajceb-2195	247	17	c.r	c.r	PROPN
ajceb-2195	247	18	.	.	PROPN
ajceb-2195	247	19	(	(	PUNCT
ajceb-2195	247	20	1992	1992	NUM
ajceb-2195	247	21	)	)	PUNCT
ajceb-2195	247	22	‘	'	PUNCT
ajceb-2195	247	23	preliminary	preliminary	ADJ
ajceb-2195	247	24	estimating	estimating	NOUN
ajceb-2195	247	25	models	model	NOUN
ajceb-2195	247	26	for	for	ADP
ajceb-2195	247	27	infrastructure	infrastructure	NOUN
ajceb-2195	247	28	projects	project	NOUN
ajceb-2195	247	29	’	'	PUNCT
ajceb-2195	247	30	,	,	PUNCT
ajceb-2195	247	31	cost	cost	NOUN
ajceb-2195	247	32	engineering	engineering	NOUN
ajceb-2195	247	33	,	,	PUNCT
ajceb-2195	247	34	34	34	NUM
ajceb-2195	247	35	(	(	PUNCT
ajceb-2195	247	36	8)	8)	NUM
ajceb-2195	247	37	schexnayder	schexnayder	NOUN
ajceb-2195	247	38	,	,	PUNCT
ajceb-2195	247	39	c.	c.	PROPN
ajceb-2195	247	40	j.	j.	PROPN
ajceb-2195	247	41	and	and	CCONJ
ajceb-2195	247	42	mayo	mayo	PROPN
ajceb-2195	247	43	,	,	PUNCT
ajceb-2195	247	44	richard	richard	PROPN
ajceb-2195	247	45	e.	e.	PROPN
ajceb-2195	247	46	(	(	PUNCT
ajceb-2195	247	47	2003	2003	NUM
ajceb-2195	247	48	)	)	PUNCT
ajceb-2195	247	49	construction	construction	NOUN
ajceb-2195	247	50	management	management	NOUN
ajceb-2195	247	51	fundamentals	fundamental	NOUN
ajceb-2195	247	52	,	,	PUNCT
ajceb-2195	247	53	mcgraw	mcgraw	PROPN
ajceb-2195	247	54	-	-	PUNCT
ajceb-2195	247	55	hill	hill	NOUN
ajceb-2195	247	56	higher	high	ADJ
ajceb-2195	247	57	education	education	NOUN
ajceb-2195	247	58	,	,	PUNCT
ajceb-2195	247	59	boston	boston	PROPN
ajceb-2195	247	60	,	,	PUNCT
ajceb-2195	247	61	ma	ma	PROPN
ajceb-2195	247	62	sodikov	sodikov	PROPN
ajceb-2195	247	63	,	,	PUNCT
ajceb-2195	247	64	jamshid	jamshid	NOUN
ajceb-2195	247	65	(	(	PUNCT
ajceb-2195	247	66	2005	2005	NUM
ajceb-2195	247	67	)	)	PUNCT
ajceb-2195	247	68	‘	'	PUNCT
ajceb-2195	247	69	cost	cost	NOUN
ajceb-2195	247	70	estimation	estimation	NOUN
ajceb-2195	247	71	of	of	ADP
ajceb-2195	247	72	highway	highway	NOUN
ajceb-2195	247	73	projects	project	NOUN
ajceb-2195	247	74	in	in	ADP
ajceb-2195	247	75	developing	develop	VERB
ajceb-2195	247	76	country	country	NOUN
ajceb-2195	247	77	:	:	PUNCT
ajceb-2195	247	78	artificial	artificial	ADJ
ajceb-2195	247	79	neural	neural	ADJ
ajceb-2195	247	80	network	network	NOUN
ajceb-2195	247	81	approach	approach	NOUN
ajceb-2195	247	82	’	'	PUNCT
ajceb-2195	247	83	,	,	PUNCT
ajceb-2195	247	84	journal	journal	NOUN
ajceb-2195	247	85	of	of	ADP
ajceb-2195	247	86	the	the	DET
ajceb-2195	247	87	eastern	eastern	PROPN
ajceb-2195	247	88	asia	asia	PROPN
ajceb-2195	247	89	society	society	PROPN
ajceb-2195	247	90	for	for	ADP
ajceb-2195	247	91	transportation	transportation	NOUN
ajceb-2195	247	92	studies	study	NOUN
ajceb-2195	247	93	,	,	PUNCT
ajceb-2195	247	94	6	6	NUM
ajceb-2195	247	95	,	,	PUNCT
ajceb-2195	247	96	1036	1036	NUM
ajceb-2195	247	97	–	–	PUNCT
ajceb-2195	247	98	1047	1047	NUM
ajceb-2195	247	99	.	.	PUNCT
ajceb-2195	248	1	wilmot	wilmot	PROPN
ajceb-2195	248	2	,	,	PUNCT
ajceb-2195	248	3	c.g	c.g	PROPN
ajceb-2195	248	4	.	.	PROPN
ajceb-2195	248	5	and	and	CCONJ
ajceb-2195	248	6	cheng	cheng	PROPN
ajceb-2195	248	7	,	,	PUNCT
ajceb-2195	248	8	g.	g.	PROPN
ajceb-2195	248	9	(	(	PUNCT
ajceb-2195	248	10	2003	2003	NUM
ajceb-2195	248	11	)	)	PUNCT
ajceb-2195	248	12	‘	'	PUNCT
ajceb-2195	248	13	estimating	estimate	VERB
ajceb-2195	248	14	future	future	ADJ
ajceb-2195	248	15	highway	highway	NOUN
ajceb-2195	248	16	construction	construction	NOUN
ajceb-2195	248	17	costs	cost	NOUN
ajceb-2195	248	18	’	'	PUNCT
ajceb-2195	248	19	,	,	PUNCT
ajceb-2195	248	20	journal	journal	NOUN
ajceb-2195	248	21	construction	construction	NOUN
ajceb-2195	248	22	engineering	engineering	NOUN
ajceb-2195	248	23	and	and	CCONJ
ajceb-2195	248	24	management	management	NOUN
ajceb-2195	248	25	,	,	PUNCT
ajceb-2195	248	26	129	129	NUM
ajceb-2195	248	27	(	(	PUNCT
ajceb-2195	248	28	3	3	NUM
ajceb-2195	248	29	)	)	PUNCT
ajceb-2195	248	30	,	,	PUNCT
ajceb-2195	248	31	272	272	NUM
ajceb-2195	248	32	-	-	SYM
ajceb-2195	248	33	279	279	NUM
ajceb-2195	248	34	http://scitation.aip.org/vsearch/servlet/verityservlet?key=ascerl&possible1=wilmot%2c+c.+g.&possible1zone=author&maxdisp=25&smode=strresults&aqs=true	http://scitation.aip.org/vsearch/servlet/verityservlet?key=ascerl&possible1=wilmot%2c+c.+g.&possible1zone=author&maxdisp=25&smode=strresults&aqs=true	NOUN
ajceb-2195	248	35	http://scitation.aip.org/vsearch/servlet/verityservlet?key=ascerl&possible1=cheng%2c+g.&possible1zone=author&maxdisp=25&smode=strresults&aqs=true	http://scitation.aip.org/vsearch/servlet/verityservlet?key=ascerl&possible1=cheng%2c+g.&possible1zone=author&maxdisp=25&smode=strresults&aqs=true	NOUN