id	sid	tid	token	lemma	pos
sc-1166	1	1	untitled	untitle	VERB
sc-1166	1	2	a	a	DET
sc-1166	1	3	distributed	distribute	VERB
sc-1166	1	4	platform	platform	NOUN
sc-1166	1	5	for	for	ADP
sc-1166	1	6	big	big	ADJ
sc-1166	1	7	data	datum	NOUN
sc-1166	1	8	analysis	analysis	NOUN
sc-1166	1	9	in	in	ADP
sc-1166	1	10	smart	smart	ADJ
sc-1166	1	11	cities	city	NOUN
sc-1166	1	12	:	:	PUNCT
sc-1166	1	13	combining	combine	VERB
sc-1166	1	14	intelligent	intelligent	ADJ
sc-1166	1	15	transportation	transportation	NOUN
sc-1166	1	16	systems	system	NOUN
sc-1166	1	17	and	and	CCONJ
sc-1166	1	18	socioeconomic	socioeconomic	ADJ
sc-1166	1	19	data	datum	NOUN
sc-1166	1	20	for	for	ADP
sc-1166	1	21	montevideo	montevideo	NOUN
sc-1166	1	22	,	,	PUNCT
sc-1166	1	23	uruguay	uruguay	PROPN
sc-1166	1	24	sergio	sergio	PROPN
sc-1166	1	25	nesmachnow	nesmachnow	PROPN
sc-1166	1	26	*	*	PROPN
sc-1166	1	27	,	,	PUNCT
sc-1166	1	28	sebastián	sebastián	ADJ
sc-1166	1	29	baña	baña	NOUN
sc-1166	1	30	*	*	PUNCT
sc-1166	1	31	,	,	PUNCT
sc-1166	1	32	and	and	CCONJ
sc-1166	1	33	renzo	renzo	VERB
sc-1166	1	34	massobrio	massobrio	PROPN
sc-1166	1	35	*	*	PROPN
sc-1166	1	36	universidad	universidad	PROPN
sc-1166	1	37	de	de	PROPN
sc-1166	1	38	la	la	PROPN
sc-1166	1	39	república	república	PROPN
sc-1166	1	40	,	,	PUNCT
sc-1166	1	41	herrera	herrera	PROPN
sc-1166	1	42	y	y	PROPN
sc-1166	1	43	reissig	reissig	VERB
sc-1166	1	44	565	565	NUM
sc-1166	1	45	,	,	PUNCT
sc-1166	1	46	montevideo	montevideo	NOUN
sc-1166	1	47	,	,	PUNCT
sc-1166	1	48	uruguay	uruguay	PROPN
sc-1166	1	49	abstract	abstract	ADJ
sc-1166	1	50	this	this	DET
sc-1166	1	51	article	article	NOUN
sc-1166	1	52	proposes	propose	VERB
sc-1166	1	53	a	a	DET
sc-1166	1	54	platform	platform	NOUN
sc-1166	1	55	for	for	ADP
sc-1166	1	56	distributed	distribute	VERB
sc-1166	1	57	big	big	ADJ
sc-1166	1	58	data	datum	NOUN
sc-1166	1	59	analysis	analysis	NOUN
sc-1166	1	60	in	in	ADP
sc-1166	1	61	the	the	DET
sc-1166	1	62	context	context	NOUN
sc-1166	1	63	of	of	ADP
sc-1166	1	64	smart	smart	ADJ
sc-1166	1	65	cities	city	NOUN
sc-1166	1	66	.	.	PUNCT
sc-1166	2	1	extracting	extract	VERB
sc-1166	2	2	useful	useful	ADJ
sc-1166	2	3	mobility	mobility	NOUN
sc-1166	2	4	information	information	NOUN
sc-1166	2	5	from	from	ADP
sc-1166	2	6	large	large	ADJ
sc-1166	2	7	volumes	volume	NOUN
sc-1166	2	8	of	of	ADP
sc-1166	2	9	data	datum	NOUN
sc-1166	2	10	is	be	AUX
sc-1166	2	11	crucial	crucial	ADJ
sc-1166	2	12	to	to	PART
sc-1166	2	13	improve	improve	VERB
sc-1166	2	14	decision	decision	NOUN
sc-1166	2	15	-	-	PUNCT
sc-1166	2	16	making	make	VERB
sc-1166	2	17	processes	process	NOUN
sc-1166	2	18	in	in	ADP
sc-1166	2	19	smart	smart	ADJ
sc-1166	2	20	cities	city	NOUN
sc-1166	2	21	.	.	PUNCT
sc-1166	3	1	this	this	DET
sc-1166	3	2	article	article	NOUN
sc-1166	3	3	introduces	introduce	VERB
sc-1166	3	4	a	a	DET
sc-1166	3	5	framework	framework	NOUN
sc-1166	3	6	for	for	ADP
sc-1166	3	7	mobility	mobility	NOUN
sc-1166	3	8	analysis	analysis	NOUN
sc-1166	3	9	in	in	ADP
sc-1166	3	10	smart	smart	ADJ
sc-1166	3	11	cities	city	NOUN
sc-1166	3	12	combining	combine	VERB
sc-1166	3	13	intelligent	intelligent	ADJ
sc-1166	3	14	transportation	transportation	NOUN
sc-1166	3	15	systems	system	NOUN
sc-1166	3	16	and	and	CCONJ
sc-1166	3	17	socioeconomic	socioeconomic	ADJ
sc-1166	3	18	data	datum	NOUN
sc-1166	3	19	for	for	ADP
sc-1166	3	20	the	the	DET
sc-1166	3	21	city	city	NOUN
sc-1166	3	22	of	of	ADP
sc-1166	3	23	montevideo	montevideo	PROPN
sc-1166	3	24	,	,	PUNCT
sc-1166	3	25	uruguay	uruguay	PROPN
sc-1166	3	26	.	.	PUNCT
sc-1166	4	1	the	the	DET
sc-1166	4	2	efficiency	efficiency	NOUN
sc-1166	4	3	of	of	ADP
sc-1166	4	4	the	the	DET
sc-1166	4	5	proposed	propose	VERB
sc-1166	4	6	system	system	NOUN
sc-1166	4	7	is	be	AUX
sc-1166	4	8	analyzed	analyze	VERB
sc-1166	4	9	over	over	ADP
sc-1166	4	10	a	a	DET
sc-1166	4	11	distributed	distribute	VERB
sc-1166	4	12	computing	computing	NOUN
sc-1166	4	13	infrastructure	infrastructure	NOUN
sc-1166	4	14	,	,	PUNCT
sc-1166	4	15	demonstrating	demonstrate	VERB
sc-1166	4	16	that	that	SCONJ
sc-1166	4	17	the	the	DET
sc-1166	4	18	system	system	NOUN
sc-1166	4	19	scales	scale	VERB
sc-1166	4	20	properly	properly	ADV
sc-1166	4	21	for	for	ADP
sc-1166	4	22	processing	process	VERB
sc-1166	4	23	large	large	ADJ
sc-1166	4	24	volumes	volume	NOUN
sc-1166	4	25	of	of	ADP
sc-1166	4	26	data	datum	NOUN
sc-1166	4	27	for	for	ADP
sc-1166	4	28	both	both	CCONJ
sc-1166	4	29	off	off	ADP
sc-1166	4	30	-	-	PUNCT
sc-1166	4	31	line	line	NOUN
sc-1166	4	32	and	and	CCONJ
sc-1166	4	33	on	on	ADP
sc-1166	4	34	-	-	PUNCT
sc-1166	4	35	line	line	NOUN
sc-1166	4	36	scenarios	scenario	NOUN
sc-1166	4	37	.	.	PUNCT
sc-1166	5	1	applications	application	NOUN
sc-1166	5	2	of	of	ADP
sc-1166	5	3	the	the	DET
sc-1166	5	4	proposed	propose	VERB
sc-1166	5	5	platform	platform	NOUN
sc-1166	5	6	and	and	CCONJ
sc-1166	5	7	case	case	NOUN
sc-1166	5	8	studies	study	NOUN
sc-1166	5	9	using	use	VERB
sc-1166	5	10	real	real	ADJ
sc-1166	5	11	data	datum	NOUN
sc-1166	5	12	are	be	AUX
sc-1166	5	13	presented	present	VERB
sc-1166	5	14	,	,	PUNCT
sc-1166	5	15	as	as	ADP
sc-1166	5	16	examples	example	NOUN
sc-1166	5	17	of	of	ADP
sc-1166	5	18	the	the	DET
sc-1166	5	19	valuable	valuable	ADJ
sc-1166	5	20	information	information	NOUN
sc-1166	5	21	that	that	PRON
sc-1166	5	22	can	can	AUX
sc-1166	5	23	be	be	AUX
sc-1166	5	24	offered	offer	VERB
sc-1166	5	25	to	to	ADP
sc-1166	5	26	both	both	DET
sc-1166	5	27	citizens	citizen	NOUN
sc-1166	5	28	and	and	CCONJ
sc-1166	5	29	authorities	authority	NOUN
sc-1166	5	30	.	.	PUNCT
sc-1166	6	1	the	the	DET
sc-1166	6	2	proposed	propose	VERB
sc-1166	6	3	model	model	NOUN
sc-1166	6	4	for	for	ADP
sc-1166	6	5	big	big	ADJ
sc-1166	6	6	data	datum	NOUN
sc-1166	6	7	processing	processing	NOUN
sc-1166	6	8	can	can	AUX
sc-1166	6	9	also	also	ADV
sc-1166	6	10	be	be	AUX
sc-1166	6	11	extended	extend	VERB
sc-1166	6	12	to	to	PART
sc-1166	6	13	allow	allow	VERB
sc-1166	6	14	using	use	VERB
sc-1166	6	15	other	other	ADJ
sc-1166	6	16	distributed	distribute	VERB
sc-1166	6	17	(	(	PUNCT
sc-1166	6	18	e.g.	e.g.	ADV
sc-1166	6	19	grid	grid	NOUN
sc-1166	6	20	,	,	PUNCT
sc-1166	6	21	cloud	cloud	NOUN
sc-1166	6	22	,	,	PUNCT
sc-1166	6	23	fog	fog	NOUN
sc-1166	6	24	,	,	PUNCT
sc-1166	6	25	edge	edge	NOUN
sc-1166	6	26	)	)	PUNCT
sc-1166	6	27	computing	computing	NOUN
sc-1166	6	28	infrastructures	infrastructure	NOUN
sc-1166	6	29	.	.	PUNCT
sc-1166	7	1	received	receive	VERB
sc-1166	7	2	on	on	ADP
sc-1166	7	3	9	9	NUM
sc-1166	7	4	may	may	PROPN
sc-1166	7	5	2017	2017	NUM
sc-1166	7	6	;	;	PUNCT
sc-1166	7	7	accepted	accept	VERB
sc-1166	7	8	on	on	ADP
sc-1166	7	9	18	18	NUM
sc-1166	7	10	october	october	PROPN
sc-1166	7	11	2017	2017	NUM
sc-1166	7	12	;	;	PUNCT
sc-1166	7	13	published	publish	VERB
sc-1166	7	14	on	on	ADP
sc-1166	7	15	19	19	NUM
sc-1166	7	16	december	december	PROPN
sc-1166	7	17	2017	2017	NUM
sc-1166	7	18	keywords	keyword	NOUN
sc-1166	7	19	:	:	PUNCT
sc-1166	7	20	smart	smart	ADJ
sc-1166	7	21	cities	city	NOUN
sc-1166	7	22	,	,	PUNCT
sc-1166	7	23	big	big	ADJ
sc-1166	7	24	data	datum	NOUN
sc-1166	7	25	,	,	PUNCT
sc-1166	7	26	distributed	distribute	VERB
sc-1166	7	27	computing	computing	NOUN
sc-1166	7	28	,	,	PUNCT
sc-1166	7	29	intelligent	intelligent	ADJ
sc-1166	7	30	transportation	transportation	NOUN
sc-1166	7	31	systems	system	NOUN
sc-1166	7	32	copyright	copyright	NOUN
sc-1166	7	33	©	©	PROPN
sc-1166	7	34	2017	2017	NUM
sc-1166	7	35	sergio	sergio	PROPN
sc-1166	7	36	nesmachnow	nesmachnow	PROPN
sc-1166	7	37	,	,	PUNCT
sc-1166	7	38	sebastián	sebastián	ADJ
sc-1166	7	39	baña	baña	NOUN
sc-1166	7	40	,	,	PUNCT
sc-1166	7	41	and	and	CCONJ
sc-1166	7	42	renzo	renzo	VERB
sc-1166	7	43	massobrio	massobrio	NOUN
sc-1166	7	44	,	,	PUNCT
sc-1166	7	45	licensed	license	VERB
sc-1166	7	46	to	to	ADP
sc-1166	7	47	eai	eai	PROPN
sc-1166	7	48	.	.	PUNCT
sc-1166	8	1	this	this	PRON
sc-1166	8	2	is	be	AUX
sc-1166	8	3	an	an	DET
sc-1166	8	4	open	open	ADJ
sc-1166	8	5	access	access	NOUN
sc-1166	8	6	article	article	NOUN
sc-1166	8	7	distributed	distribute	VERB
sc-1166	8	8	under	under	ADP
sc-1166	8	9	the	the	DET
sc-1166	8	10	terms	term	NOUN
sc-1166	8	11	of	of	ADP
sc-1166	8	12	the	the	DET
sc-1166	8	13	creative	creative	ADJ
sc-1166	8	14	commons	common	NOUN
sc-1166	8	15	attribution	attribution	NOUN
sc-1166	8	16	license	license	NOUN
sc-1166	8	17	(	(	PUNCT
sc-1166	8	18	http://creativecommons.org/	http://creativecommons.org/	NOUN
sc-1166	8	19	licenses	license	NOUN
sc-1166	8	20	/	/	SYM
sc-1166	8	21	by/3.0/	by/3.0/	PROPN
sc-1166	8	22	)	)	PUNCT
sc-1166	8	23	,	,	PUNCT
sc-1166	8	24	which	which	PRON
sc-1166	8	25	permits	permit	VERB
sc-1166	8	26	unlimited	unlimited	ADJ
sc-1166	8	27	use	use	NOUN
sc-1166	8	28	,	,	PUNCT
sc-1166	8	29	distribution	distribution	NOUN
sc-1166	8	30	and	and	CCONJ
sc-1166	8	31	reproduction	reproduction	NOUN
sc-1166	8	32	in	in	ADP
sc-1166	8	33	any	any	DET
sc-1166	8	34	medium	medium	NOUN
sc-1166	8	35	so	so	ADV
sc-1166	8	36	long	long	ADV
sc-1166	8	37	as	as	SCONJ
sc-1166	8	38	the	the	DET
sc-1166	8	39	original	original	ADJ
sc-1166	8	40	work	work	NOUN
sc-1166	8	41	is	be	AUX
sc-1166	8	42	properly	properly	ADV
sc-1166	8	43	cited	cite	VERB
sc-1166	8	44	.	.	PUNCT
sc-1166	9	1	doi:10.4108	doi:10.4108	PROPN
sc-1166	9	2	/	/	SYM
sc-1166	9	3	xx.x.x.xx	xx.x.x.xx	PROPN
sc-1166	9	4	1	1	NUM
sc-1166	9	5	.	.	X
sc-1166	9	6	introduction	introduction	VERB
sc-1166	9	7	the	the	DET
sc-1166	9	8	paradigm	paradigm	NOUN
sc-1166	9	9	of	of	ADP
sc-1166	9	10	smart	smart	ADJ
sc-1166	9	11	cities	city	NOUN
sc-1166	9	12	proposes	propose	VERB
sc-1166	9	13	taking	take	VERB
sc-1166	9	14	advantage	advantage	NOUN
sc-1166	9	15	of	of	ADP
sc-1166	9	16	information	information	NOUN
sc-1166	9	17	and	and	CCONJ
sc-1166	9	18	communication	communication	NOUN
sc-1166	9	19	technologies	technology	NOUN
sc-1166	9	20	to	to	PART
sc-1166	9	21	improve	improve	VERB
sc-1166	9	22	the	the	DET
sc-1166	9	23	quality	quality	NOUN
sc-1166	9	24	and	and	CCONJ
sc-1166	9	25	efficiency	efficiency	NOUN
sc-1166	9	26	of	of	ADP
sc-1166	9	27	urban	urban	ADJ
sc-1166	9	28	services	service	NOUN
sc-1166	10	1	[	[	X
sc-1166	10	2	1	1	NUM
sc-1166	10	3	]	]	PUNCT
sc-1166	10	4	.	.	PUNCT
sc-1166	11	1	modern	modern	ADJ
sc-1166	11	2	cities	city	NOUN
sc-1166	11	3	are	be	AUX
sc-1166	11	4	increasingly	increasingly	ADV
sc-1166	11	5	becoming	becoming	AUX
sc-1166	11	6	sensed	sense	VERB
sc-1166	11	7	and	and	CCONJ
sc-1166	11	8	instrumented	instrumented	ADJ
sc-1166	11	9	.	.	PUNCT
sc-1166	12	1	the	the	DET
sc-1166	12	2	embedding	embedding	NOUN
sc-1166	12	3	of	of	ADP
sc-1166	12	4	smart	smart	ADJ
sc-1166	12	5	devices	device	NOUN
sc-1166	12	6	into	into	ADP
sc-1166	12	7	traditional	traditional	ADJ
sc-1166	12	8	city	city	NOUN
sc-1166	12	9	’s	’s	PART
sc-1166	12	10	physical	physical	ADJ
sc-1166	12	11	systems	system	NOUN
sc-1166	12	12	together	together	ADV
sc-1166	12	13	with	with	ADP
sc-1166	12	14	the	the	DET
sc-1166	12	15	emergence	emergence	NOUN
sc-1166	12	16	of	of	ADP
sc-1166	12	17	citizen	citizen	NOUN
sc-1166	12	18	sensors	sensor	NOUN
sc-1166	12	19	,	,	PUNCT
sc-1166	12	20	such	such	ADJ
sc-1166	12	21	as	as	ADP
sc-1166	12	22	mobile	mobile	ADJ
sc-1166	12	23	phones	phone	NOUN
sc-1166	12	24	or	or	CCONJ
sc-1166	12	25	"	"	PUNCT
sc-1166	12	26	internet	internet	NOUN
sc-1166	12	27	of	of	ADP
sc-1166	12	28	things	thing	NOUN
sc-1166	12	29	"	"	PUNCT
sc-1166	12	30	(	(	PUNCT
sc-1166	12	31	iot	iot	NOUN
sc-1166	12	32	)	)	PUNCT
sc-1166	12	33	enabled	enable	VERB
sc-1166	12	34	domestic	domestic	ADJ
sc-1166	12	35	appliances	appliance	NOUN
sc-1166	12	36	,	,	PUNCT
sc-1166	12	37	are	be	AUX
sc-1166	12	38	generating	generate	VERB
sc-1166	12	39	vast	vast	ADJ
sc-1166	12	40	volumes	volume	NOUN
sc-1166	12	41	of	of	ADP
sc-1166	12	42	data	datum	NOUN
sc-1166	12	43	that	that	PRON
sc-1166	12	44	present	present	VERB
sc-1166	12	45	unprecedented	unprecedented	ADJ
sc-1166	12	46	opportunities	opportunity	NOUN
sc-1166	12	47	as	as	ADV
sc-1166	12	48	well	well	ADV
sc-1166	12	49	as	as	ADP
sc-1166	12	50	challenges	challenge	NOUN
sc-1166	12	51	.	.	PUNCT
sc-1166	13	1	extracting	extract	VERB
sc-1166	13	2	insights	insight	NOUN
sc-1166	13	3	from	from	ADP
sc-1166	13	4	these	these	DET
sc-1166	13	5	datasets	dataset	NOUN
sc-1166	13	6	is	be	AUX
sc-1166	13	7	crucial	crucial	ADJ
sc-1166	13	8	to	to	PART
sc-1166	13	9	improve	improve	VERB
sc-1166	13	10	decision	decision	NOUN
sc-1166	13	11	-	-	PUNCT
sc-1166	13	12	making	make	VERB
sc-1166	13	13	processes	process	NOUN
sc-1166	13	14	in	in	ADP
sc-1166	13	15	cities	city	NOUN
sc-1166	13	16	and	and	CCONJ
sc-1166	13	17	to	to	PART
sc-1166	13	18	achieve	achieve	VERB
sc-1166	13	19	quality	quality	NOUN
sc-1166	13	20	improvements	improvement	NOUN
sc-1166	13	21	and	and	CCONJ
sc-1166	13	22	increase	increase	VERB
sc-1166	13	23	efficiency	efficiency	NOUN
sc-1166	13	24	.	.	PUNCT
sc-1166	14	1	a	a	DET
sc-1166	14	2	particular	particular	ADJ
sc-1166	14	3	sub	sub	NOUN
sc-1166	14	4	-	-	NOUN
sc-1166	14	5	domain	domain	NOUN
sc-1166	14	6	of	of	ADP
sc-1166	14	7	a	a	DET
sc-1166	14	8	smart	smart	ADJ
sc-1166	14	9	city	city	NOUN
sc-1166	14	10	are	be	AUX
sc-1166	14	11	intelligent	intelligent	ADJ
sc-1166	14	12	transportation	transportation	NOUN
sc-1166	14	13	systems	system	NOUN
sc-1166	14	14	(	(	PUNCT
sc-1166	14	15	its	its	PRON
sc-1166	14	16	)	)	PUNCT
sc-1166	14	17	.	.	PUNCT
sc-1166	15	1	its	its	PRON
sc-1166	15	2	integrate	integrate	ADJ
sc-1166	15	3	synergistic	synergistic	ADJ
sc-1166	15	4	technologies	technology	NOUN
sc-1166	15	5	,	,	PUNCT
sc-1166	15	6	computational	computational	ADJ
sc-1166	15	7	intelligence	intelligence	NOUN
sc-1166	15	8	,	,	PUNCT
sc-1166	15	9	and	and	CCONJ
sc-1166	15	10	engineering	engineering	NOUN
sc-1166	15	11	concepts	concept	NOUN
sc-1166	15	12	to	to	PART
sc-1166	15	13	develop	develop	VERB
sc-1166	15	14	and	and	CCONJ
sc-1166	15	15	improve	improve	VERB
sc-1166	15	16	transportation	transportation	NOUN
sc-1166	15	17	.	.	PUNCT
sc-1166	16	1	its	its	PRON
sc-1166	16	2	are	be	AUX
sc-1166	16	3	aimed	aim	VERB
sc-1166	16	4	at	at	ADP
sc-1166	16	5	providing	provide	VERB
sc-1166	16	6	innovative	innovative	ADJ
sc-1166	16	7	∗corresponding	∗corresponde	VERB
sc-1166	16	8	authors	author	NOUN
sc-1166	16	9	.	.	PUNCT
sc-1166	17	1	email	email	NOUN
sc-1166	17	2	:	:	PUNCT
sc-1166	17	3	{	{	PUNCT
sc-1166	17	4	sergion,sbana,renzom}@fing.edu.uy	sergion,sbana,renzom}@fing.edu.uy	VERB
sc-1166	17	5	services	service	NOUN
sc-1166	17	6	for	for	ADP
sc-1166	17	7	transport	transport	NOUN
sc-1166	17	8	and	and	CCONJ
sc-1166	17	9	traffic	traffic	NOUN
sc-1166	17	10	management	management	NOUN
sc-1166	17	11	,	,	PUNCT
sc-1166	17	12	with	with	ADP
sc-1166	17	13	the	the	DET
sc-1166	17	14	main	main	ADJ
sc-1166	17	15	goals	goal	NOUN
sc-1166	17	16	of	of	ADP
sc-1166	17	17	improving	improve	VERB
sc-1166	17	18	transportation	transportation	NOUN
sc-1166	17	19	safety	safety	NOUN
sc-1166	17	20	and	and	CCONJ
sc-1166	17	21	mobility	mobility	NOUN
sc-1166	17	22	,	,	PUNCT
sc-1166	17	23	and	and	CCONJ
sc-1166	17	24	also	also	ADV
sc-1166	17	25	enhancing	enhance	VERB
sc-1166	17	26	productivity	productivity	NOUN
sc-1166	17	27	[	[	X
sc-1166	17	28	2	2	NUM
sc-1166	17	29	]	]	PUNCT
sc-1166	17	30	.	.	PUNCT
sc-1166	18	1	its	its	PRON
sc-1166	18	2	allow	allow	ADJ
sc-1166	18	3	gathering	gather	VERB
sc-1166	18	4	large	large	ADJ
sc-1166	18	5	volumes	volume	NOUN
sc-1166	18	6	of	of	ADP
sc-1166	18	7	data	datum	NOUN
sc-1166	18	8	by	by	ADP
sc-1166	18	9	taking	take	VERB
sc-1166	18	10	advantage	advantage	NOUN
sc-1166	18	11	of	of	ADP
sc-1166	18	12	different	different	ADJ
sc-1166	18	13	sensors	sensor	NOUN
sc-1166	18	14	and	and	CCONJ
sc-1166	18	15	devices	device	NOUN
sc-1166	18	16	present	present	ADJ
sc-1166	18	17	in	in	ADP
sc-1166	18	18	current	current	ADJ
sc-1166	18	19	vehicles	vehicle	NOUN
sc-1166	18	20	and	and	CCONJ
sc-1166	18	21	infrastructure	infrastructure	NOUN
sc-1166	18	22	(	(	PUNCT
sc-1166	18	23	e.g.	e.g.	ADV
sc-1166	18	24	,	,	PUNCT
sc-1166	18	25	passenger	passenger	NOUN
sc-1166	18	26	counters	counter	NOUN
sc-1166	18	27	,	,	PUNCT
sc-1166	18	28	gps	gps	PROPN
sc-1166	18	29	devices	device	NOUN
sc-1166	18	30	,	,	PUNCT
sc-1166	18	31	video	video	NOUN
sc-1166	18	32	cameras	camera	NOUN
sc-1166	18	33	,	,	PUNCT
sc-1166	18	34	ticket	ticket	NOUN
sc-1166	18	35	vending	vending	NOUN
sc-1166	18	36	machines	machine	NOUN
sc-1166	18	37	)	)	PUNCT
sc-1166	18	38	.	.	PUNCT
sc-1166	19	1	the	the	DET
sc-1166	19	2	development	development	NOUN
sc-1166	19	3	of	of	ADP
sc-1166	19	4	smart	smart	ADJ
sc-1166	19	5	tools	tool	NOUN
sc-1166	19	6	that	that	PRON
sc-1166	19	7	use	use	VERB
sc-1166	19	8	data	datum	NOUN
sc-1166	19	9	gathered	gather	VERB
sc-1166	19	10	by	by	ADP
sc-1166	19	11	its	its	PRON
sc-1166	19	12	infrastructure	infrastructure	NOUN
sc-1166	19	13	and	and	CCONJ
sc-1166	19	14	vehicles	vehicle	NOUN
sc-1166	19	15	has	have	AUX
sc-1166	19	16	risen	rise	VERB
sc-1166	19	17	in	in	ADP
sc-1166	19	18	the	the	DET
sc-1166	19	19	past	past	ADJ
sc-1166	19	20	years	year	NOUN
sc-1166	19	21	.	.	PUNCT
sc-1166	20	1	these	these	DET
sc-1166	20	2	tools	tool	NOUN
sc-1166	20	3	rely	rely	VERB
sc-1166	20	4	on	on	ADP
sc-1166	20	5	efficient	efficient	ADJ
sc-1166	20	6	and	and	CCONJ
sc-1166	20	7	accurate	accurate	ADJ
sc-1166	20	8	data	data	NOUN
sc-1166	20	9	processing	processing	NOUN
sc-1166	20	10	(	(	PUNCT
sc-1166	20	11	even	even	ADV
sc-1166	20	12	in	in	ADP
sc-1166	20	13	realtime	realtime	NOUN
sc-1166	20	14	)	)	PUNCT
sc-1166	20	15	,	,	PUNCT
sc-1166	20	16	which	which	PRON
sc-1166	20	17	poses	pose	VERB
sc-1166	20	18	an	an	DET
sc-1166	20	19	interesting	interesting	ADJ
sc-1166	20	20	challenge	challenge	NOUN
sc-1166	20	21	from	from	ADP
sc-1166	20	22	the	the	DET
sc-1166	20	23	technological	technological	ADJ
sc-1166	20	24	perspective	perspective	NOUN
sc-1166	20	25	.	.	PUNCT
sc-1166	21	1	furthermore	furthermore	ADV
sc-1166	21	2	,	,	PUNCT
sc-1166	21	3	these	these	DET
sc-1166	21	4	data	datum	NOUN
sc-1166	21	5	can	can	AUX
sc-1166	21	6	be	be	AUX
sc-1166	21	7	combined	combine	VERB
sc-1166	21	8	with	with	ADP
sc-1166	21	9	more	more	ADV
sc-1166	21	10	traditional	traditional	ADJ
sc-1166	21	11	data	datum	NOUN
sc-1166	21	12	sources	source	NOUN
sc-1166	21	13	,	,	PUNCT
sc-1166	21	14	such	such	ADJ
sc-1166	21	15	as	as	ADP
sc-1166	21	16	sociodemographic	sociodemographic	ADJ
sc-1166	21	17	data	datum	NOUN
sc-1166	21	18	that	that	PRON
sc-1166	21	19	are	be	AUX
sc-1166	21	20	regularly	regularly	ADV
sc-1166	21	21	and	and	CCONJ
sc-1166	21	22	systematically	systematically	ADV
sc-1166	21	23	collected	collect	VERB
sc-1166	21	24	by	by	ADP
sc-1166	21	25	government	government	NOUN
sc-1166	21	26	agencies	agency	NOUN
sc-1166	21	27	.	.	PUNCT
sc-1166	22	1	this	this	DET
sc-1166	22	2	combined	combine	VERB
sc-1166	22	3	approach	approach	NOUN
sc-1166	22	4	enables	enable	VERB
sc-1166	22	5	characterizing	characterize	VERB
sc-1166	22	6	areas	area	NOUN
sc-1166	22	7	of	of	ADP
sc-1166	22	8	study	study	NOUN
sc-1166	22	9	and	and	CCONJ
sc-1166	22	10	helps	help	VERB
sc-1166	22	11	answering	answer	VERB
sc-1166	22	12	questions	question	NOUN
sc-1166	22	13	such	such	ADJ
sc-1166	22	14	us	we	PRON
sc-1166	22	15	how	how	SCONJ
sc-1166	22	16	equitably	equitably	ADV
sc-1166	22	17	the	the	DET
sc-1166	22	18	services	service	NOUN
sc-1166	22	19	delivered	deliver	VERB
sc-1166	22	20	are	be	AUX
sc-1166	22	21	and	and	CCONJ
sc-1166	22	22	whether	whether	SCONJ
sc-1166	22	23	certain	certain	ADJ
sc-1166	22	24	communities	community	NOUN
sc-1166	22	25	are	be	AUX
sc-1166	22	26	disproportionally	disproportionally	ADV
sc-1166	22	27	affected	affect	VERB
sc-1166	22	28	by	by	ADP
sc-1166	22	29	poor	poor	ADJ
sc-1166	22	30	service	service	NOUN
sc-1166	22	31	quality	quality	NOUN
sc-1166	22	32	.	.	PUNCT
sc-1166	23	1	1	1	NUM
sc-1166	23	2	eai	eai	NOUN
sc-1166	23	3	endorsed	endorse	VERB
sc-1166	23	4	transactions	transaction	NOUN
sc-1166	23	5	smart	smart	ADJ
sc-1166	23	6	cities	city	NOUN
sc-1166	23	7	research	research	NOUN
sc-1166	23	8	article	article	NOUN
sc-1166	23	9	eai	eai	PROPN
sc-1166	23	10	endorsed	endorse	VERB
sc-1166	23	11	transactions	transaction	NOUN
sc-1166	23	12	on	on	ADP
sc-1166	23	13	smart	smart	ADJ
sc-1166	23	14	cities	city	NOUN
sc-1166	23	15	12	12	NUM
sc-1166	23	16	2016	2016	NUM
sc-1166	23	17	12	12	NUM
sc-1166	23	18	2017	2017	NUM
sc-1166	23	19	|	|	ADV
sc-1166	23	20	volume	volume	NOUN
sc-1166	23	21	2	2	NUM
sc-1166	23	22	|	|	ADV
sc-1166	23	23	issue	issue	VERB
sc-1166	23	24	5	5	NUM
sc-1166	23	25	|	|	NOUN
sc-1166	23	26	e	e	ADP
sc-1166	23	27	http://creativecommons.org/licenses/by/3.0/	http://creativecommons.org/licenses/by/3.0/	PROPN
sc-1166	23	28	http://creativecommons.org/licenses/by/3.0/	http://creativecommons.org/licenses/by/3.0/	PROPN
sc-1166	23	29	mailto:<\protect	mailto:<\protect	PROPN
sc-1166	23	30	\t1\textbraceleft	\t1\textbraceleft	PROPN
sc-1166	23	31	sergion	sergion	PROPN
sc-1166	23	32	,	,	PUNCT
sc-1166	23	33	sbana	sbana	PROPN
sc-1166	23	34	,	,	PUNCT
sc-1166	23	35	renzom\protect	renzom\protect	NUM
sc-1166	23	36	\t1\textbraceright	\t1\textbraceright	ADJ
sc-1166	23	37	@fing.edu.uy	@fing.edu.uy	PROPN
sc-1166	23	38	>	>	X
sc-1166	23	39	sergio	sergio	PROPN
sc-1166	23	40	nesmachnow	nesmachnow	PROPN
sc-1166	23	41	,	,	PUNCT
sc-1166	23	42	sebastián	sebastián	ADJ
sc-1166	23	43	baña	baña	NOUN
sc-1166	23	44	,	,	PUNCT
sc-1166	23	45	and	and	CCONJ
sc-1166	23	46	renzo	renzo	VERB
sc-1166	23	47	massobrio	massobrio	NOUN
sc-1166	23	48	in	in	ADP
sc-1166	23	49	this	this	DET
sc-1166	23	50	context	context	NOUN
sc-1166	23	51	,	,	PUNCT
sc-1166	23	52	applying	apply	VERB
sc-1166	23	53	distributed	distribute	VERB
sc-1166	23	54	parallel	parallel	ADJ
sc-1166	23	55	computing	computing	NOUN
sc-1166	23	56	and	and	CCONJ
sc-1166	23	57	machine	machine	NOUN
sc-1166	23	58	learning	learn	VERB
sc-1166	23	59	techniques	technique	NOUN
sc-1166	23	60	arise	arise	VERB
sc-1166	23	61	as	as	ADP
sc-1166	23	62	a	a	DET
sc-1166	23	63	promising	promising	ADJ
sc-1166	23	64	methodology	methodology	NOUN
sc-1166	23	65	for	for	ADP
sc-1166	23	66	processing	process	VERB
sc-1166	23	67	large	large	ADJ
sc-1166	23	68	volumes	volume	NOUN
sc-1166	23	69	of	of	ADP
sc-1166	23	70	data	datum	NOUN
sc-1166	23	71	to	to	PART
sc-1166	23	72	be	be	AUX
sc-1166	23	73	used	use	VERB
sc-1166	23	74	in	in	ADP
sc-1166	23	75	services	service	NOUN
sc-1166	23	76	and	and	CCONJ
sc-1166	23	77	applications	application	NOUN
sc-1166	23	78	targeting	target	VERB
sc-1166	23	79	both	both	DET
sc-1166	23	80	citizens	citizen	NOUN
sc-1166	23	81	and	and	CCONJ
sc-1166	23	82	authorities	authority	NOUN
sc-1166	23	83	alike	alike	ADV
sc-1166	23	84	.	.	PUNCT
sc-1166	24	1	this	this	DET
sc-1166	24	2	article	article	NOUN
sc-1166	24	3	proposes	propose	VERB
sc-1166	24	4	a	a	DET
sc-1166	24	5	framework	framework	NOUN
sc-1166	24	6	for	for	ADP
sc-1166	24	7	capturing	capture	VERB
sc-1166	24	8	and	and	CCONJ
sc-1166	24	9	processing	process	VERB
sc-1166	24	10	large	large	ADJ
sc-1166	24	11	volumes	volume	NOUN
sc-1166	24	12	of	of	ADP
sc-1166	24	13	data	datum	NOUN
sc-1166	24	14	in	in	ADP
sc-1166	24	15	the	the	DET
sc-1166	24	16	context	context	NOUN
sc-1166	24	17	of	of	ADP
sc-1166	24	18	the	the	DET
sc-1166	24	19	resolution	resolution	NOUN
sc-1166	24	20	of	of	ADP
sc-1166	24	21	urban	urban	ADJ
sc-1166	24	22	problems	problem	NOUN
sc-1166	24	23	.	.	PUNCT
sc-1166	25	1	the	the	DET
sc-1166	25	2	problems	problem	NOUN
sc-1166	25	3	involve	involve	VERB
sc-1166	25	4	processing	process	VERB
sc-1166	25	5	large	large	ADJ
sc-1166	25	6	volumes	volume	NOUN
sc-1166	25	7	of	of	ADP
sc-1166	25	8	data	datum	NOUN
sc-1166	25	9	to	to	PART
sc-1166	25	10	offer	offer	VERB
sc-1166	25	11	real	real	ADJ
sc-1166	25	12	-	-	PUNCT
sc-1166	25	13	time	time	NOUN
sc-1166	25	14	information	information	NOUN
sc-1166	25	15	to	to	ADP
sc-1166	25	16	both	both	DET
sc-1166	25	17	citizens	citizen	NOUN
sc-1166	25	18	and	and	CCONJ
sc-1166	25	19	transport	transport	NOUN
sc-1166	25	20	authorities	authority	NOUN
sc-1166	25	21	.	.	PUNCT
sc-1166	26	1	the	the	DET
sc-1166	26	2	proposed	propose	VERB
sc-1166	26	3	framework	framework	NOUN
sc-1166	26	4	applies	apply	VERB
sc-1166	26	5	distributed	distribute	VERB
sc-1166	26	6	computing	computing	NOUN
sc-1166	26	7	and	and	CCONJ
sc-1166	26	8	big	big	ADJ
sc-1166	26	9	data	datum	NOUN
sc-1166	26	10	processing	processing	NOUN
sc-1166	26	11	methods	method	NOUN
sc-1166	26	12	to	to	PART
sc-1166	26	13	provide	provide	VERB
sc-1166	26	14	an	an	DET
sc-1166	26	15	easy	easy	ADJ
sc-1166	26	16	-	-	PUNCT
sc-1166	26	17	to	to	ADP
sc-1166	26	18	-	-	PUNCT
sc-1166	26	19	use	use	VERB
sc-1166	26	20	and	and	CCONJ
sc-1166	26	21	efficient	efficient	ADJ
sc-1166	26	22	solution	solution	NOUN
sc-1166	26	23	.	.	PUNCT
sc-1166	27	1	furthermore	furthermore	ADV
sc-1166	27	2	,	,	PUNCT
sc-1166	27	3	two	two	NUM
sc-1166	27	4	specific	specific	ADJ
sc-1166	27	5	applications	application	NOUN
sc-1166	27	6	of	of	ADP
sc-1166	27	7	the	the	DET
sc-1166	27	8	proposed	propose	VERB
sc-1166	27	9	framework	framework	NOUN
sc-1166	27	10	are	be	AUX
sc-1166	27	11	presented	present	VERB
sc-1166	27	12	:	:	PUNCT
sc-1166	27	13	i	i	X
sc-1166	27	14	)	)	PUNCT
sc-1166	27	15	an	an	DET
sc-1166	27	16	analysis	analysis	NOUN
sc-1166	27	17	of	of	ADP
sc-1166	27	18	public	public	ADJ
sc-1166	27	19	transportation	transportation	NOUN
sc-1166	27	20	in	in	ADP
sc-1166	27	21	the	the	DET
sc-1166	27	22	city	city	NOUN
sc-1166	27	23	of	of	ADP
sc-1166	27	24	montevideo	montevideo	PROPN
sc-1166	27	25	,	,	PUNCT
sc-1166	27	26	uruguay	uruguay	NOUN
sc-1166	27	27	that	that	PRON
sc-1166	27	28	uses	use	VERB
sc-1166	27	29	historical	historical	ADJ
sc-1166	27	30	geo	geo	PROPN
sc-1166	27	31	-	-	PUNCT
sc-1166	27	32	spatial	spatial	ADJ
sc-1166	27	33	data	datum	NOUN
sc-1166	27	34	from	from	ADP
sc-1166	27	35	vehicles	vehicle	NOUN
sc-1166	27	36	combined	combine	VERB
sc-1166	27	37	with	with	ADP
sc-1166	27	38	socioeconomic	socioeconomic	ADJ
sc-1166	27	39	datasets	dataset	NOUN
sc-1166	27	40	to	to	PART
sc-1166	27	41	withdraw	withdraw	VERB
sc-1166	27	42	conclusions	conclusion	NOUN
sc-1166	27	43	regarding	regard	VERB
sc-1166	27	44	both	both	CCONJ
sc-1166	27	45	quality	quality	NOUN
sc-1166	27	46	and	and	CCONJ
sc-1166	27	47	equability	equability	NOUN
sc-1166	27	48	of	of	ADP
sc-1166	27	49	the	the	DET
sc-1166	27	50	services	service	NOUN
sc-1166	27	51	provided	provide	VERB
sc-1166	27	52	[	[	X
sc-1166	27	53	3	3	NUM
sc-1166	27	54	]	]	PUNCT
sc-1166	27	55	and	and	CCONJ
sc-1166	27	56	ii	ii	X
sc-1166	27	57	)	)	PUNCT
sc-1166	27	58	the	the	DET
sc-1166	27	59	estimation	estimation	NOUN
sc-1166	27	60	of	of	ADP
sc-1166	27	61	od	od	PROPN
sc-1166	27	62	matrices	matrix	NOUN
sc-1166	27	63	and	and	CCONJ
sc-1166	27	64	mobility	mobility	NOUN
sc-1166	27	65	patterns	pattern	NOUN
sc-1166	27	66	for	for	ADP
sc-1166	27	67	the	the	DET
sc-1166	27	68	same	same	ADJ
sc-1166	27	69	public	public	ADJ
sc-1166	27	70	transportation	transportation	NOUN
sc-1166	27	71	system	system	NOUN
sc-1166	27	72	[	[	X
sc-1166	27	73	4	4	NUM
sc-1166	27	74	]	]	PUNCT
sc-1166	27	75	.	.	PUNCT
sc-1166	28	1	an	an	DET
sc-1166	28	2	experimental	experimental	ADJ
sc-1166	28	3	analysis	analysis	NOUN
sc-1166	28	4	is	be	AUX
sc-1166	28	5	also	also	ADV
sc-1166	28	6	reported	report	VERB
sc-1166	28	7	,	,	PUNCT
sc-1166	28	8	studying	study	VERB
sc-1166	28	9	the	the	DET
sc-1166	28	10	computational	computational	ADJ
sc-1166	28	11	efficiency	efficiency	NOUN
sc-1166	28	12	of	of	ADP
sc-1166	28	13	the	the	DET
sc-1166	28	14	proposed	propose	VERB
sc-1166	28	15	framework	framework	NOUN
sc-1166	28	16	over	over	ADP
sc-1166	28	17	both	both	DET
sc-1166	28	18	applications	application	NOUN
sc-1166	28	19	.	.	PUNCT
sc-1166	29	1	the	the	DET
sc-1166	29	2	main	main	ADJ
sc-1166	29	3	results	result	NOUN
sc-1166	29	4	demonstrate	demonstrate	VERB
sc-1166	29	5	the	the	DET
sc-1166	29	6	efficiency	efficiency	NOUN
sc-1166	29	7	and	and	CCONJ
sc-1166	29	8	scalability	scalability	NOUN
sc-1166	29	9	of	of	ADP
sc-1166	29	10	the	the	DET
sc-1166	29	11	proposed	propose	VERB
sc-1166	29	12	solution	solution	NOUN
sc-1166	29	13	,	,	PUNCT
sc-1166	29	14	making	make	VERB
sc-1166	29	15	it	it	PRON
sc-1166	29	16	a	a	DET
sc-1166	29	17	promising	promising	ADJ
sc-1166	29	18	approach	approach	NOUN
sc-1166	29	19	to	to	PART
sc-1166	29	20	be	be	AUX
sc-1166	29	21	applied	apply	VERB
sc-1166	29	22	in	in	ADP
sc-1166	29	23	modern	modern	ADJ
sc-1166	29	24	smart	smart	ADJ
sc-1166	29	25	cities	city	NOUN
sc-1166	29	26	.	.	PUNCT
sc-1166	30	1	the	the	DET
sc-1166	30	2	article	article	NOUN
sc-1166	30	3	is	be	AUX
sc-1166	30	4	organized	organize	VERB
sc-1166	30	5	as	as	SCONJ
sc-1166	30	6	follows	follow	VERB
sc-1166	30	7	.	.	PUNCT
sc-1166	31	1	section	section	NOUN
sc-1166	31	2	2	2	NUM
sc-1166	31	3	describes	describe	VERB
sc-1166	31	4	the	the	DET
sc-1166	31	5	generic	generic	ADJ
sc-1166	31	6	framework	framework	NOUN
sc-1166	31	7	proposed	propose	VERB
sc-1166	31	8	for	for	ADP
sc-1166	31	9	distributed	distribute	VERB
sc-1166	31	10	big	big	ADJ
sc-1166	31	11	data	datum	NOUN
sc-1166	31	12	analysis	analysis	NOUN
sc-1166	31	13	for	for	ADP
sc-1166	31	14	its	its	PRON
sc-1166	31	15	in	in	ADP
sc-1166	31	16	the	the	DET
sc-1166	31	17	context	context	NOUN
sc-1166	31	18	of	of	ADP
sc-1166	31	19	the	the	DET
sc-1166	31	20	smart	smart	ADJ
sc-1166	31	21	city	city	NOUN
sc-1166	31	22	paradigm	paradigm	NOUN
sc-1166	31	23	and	and	CCONJ
sc-1166	31	24	introduces	introduce	VERB
sc-1166	31	25	the	the	DET
sc-1166	31	26	two	two	NUM
sc-1166	31	27	practical	practical	ADJ
sc-1166	31	28	applications	application	NOUN
sc-1166	31	29	studied	study	VERB
sc-1166	31	30	.	.	PUNCT
sc-1166	32	1	a	a	DET
sc-1166	32	2	review	review	NOUN
sc-1166	32	3	of	of	ADP
sc-1166	32	4	related	related	ADJ
sc-1166	32	5	works	work	NOUN
sc-1166	32	6	on	on	ADP
sc-1166	32	7	distributed	distribute	VERB
sc-1166	32	8	big	big	ADJ
sc-1166	32	9	data	datum	NOUN
sc-1166	32	10	analysis	analysis	NOUN
sc-1166	32	11	for	for	ADP
sc-1166	32	12	smart	smart	ADJ
sc-1166	32	13	city	city	NOUN
sc-1166	32	14	applications	application	NOUN
sc-1166	32	15	is	be	AUX
sc-1166	32	16	presented	present	VERB
sc-1166	32	17	in	in	ADP
sc-1166	32	18	section	section	NOUN
sc-1166	32	19	3	3	NUM
sc-1166	32	20	.	.	PUNCT
sc-1166	32	21	section	section	NOUN
sc-1166	32	22	4	4	NUM
sc-1166	32	23	describes	describe	VERB
sc-1166	32	24	the	the	DET
sc-1166	32	25	proposed	propose	VERB
sc-1166	32	26	model	model	NOUN
sc-1166	32	27	for	for	ADP
sc-1166	32	28	the	the	DET
sc-1166	32	29	distributed	distribute	VERB
sc-1166	32	30	processing	processing	NOUN
sc-1166	32	31	and	and	CCONJ
sc-1166	32	32	the	the	DET
sc-1166	32	33	specific	specific	ADJ
sc-1166	32	34	details	detail	NOUN
sc-1166	32	35	of	of	ADP
sc-1166	32	36	the	the	DET
sc-1166	32	37	implementations	implementation	NOUN
sc-1166	32	38	for	for	ADP
sc-1166	32	39	the	the	DET
sc-1166	32	40	two	two	NUM
sc-1166	32	41	cases	case	NOUN
sc-1166	32	42	of	of	ADP
sc-1166	32	43	study	study	NOUN
sc-1166	32	44	.	.	PUNCT
sc-1166	33	1	the	the	DET
sc-1166	33	2	computational	computational	ADJ
sc-1166	33	3	efficiency	efficiency	NOUN
sc-1166	33	4	analysis	analysis	NOUN
sc-1166	33	5	is	be	AUX
sc-1166	33	6	reported	report	VERB
sc-1166	33	7	in	in	ADP
sc-1166	33	8	section	section	NOUN
sc-1166	33	9	5	5	NUM
sc-1166	33	10	.	.	PUNCT
sc-1166	34	1	two	two	NUM
sc-1166	34	2	examples	example	NOUN
sc-1166	34	3	of	of	ADP
sc-1166	34	4	studies	study	NOUN
sc-1166	34	5	that	that	PRON
sc-1166	34	6	generate	generate	VERB
sc-1166	34	7	useful	useful	ADJ
sc-1166	34	8	statistics	statistic	NOUN
sc-1166	34	9	for	for	ADP
sc-1166	34	10	the	the	DET
sc-1166	34	11	population	population	NOUN
sc-1166	34	12	are	be	AUX
sc-1166	34	13	described	describe	VERB
sc-1166	34	14	in	in	ADP
sc-1166	34	15	section	section	NOUN
sc-1166	34	16	6	6	NUM
sc-1166	34	17	.	.	PUNCT
sc-1166	35	1	finally	finally	ADV
sc-1166	35	2	,	,	PUNCT
sc-1166	35	3	section	section	NOUN
sc-1166	35	4	7	7	NUM
sc-1166	35	5	presents	present	VERB
sc-1166	35	6	the	the	DET
sc-1166	35	7	conclusions	conclusion	NOUN
sc-1166	35	8	and	and	CCONJ
sc-1166	35	9	main	main	ADJ
sc-1166	35	10	lines	line	NOUN
sc-1166	35	11	of	of	ADP
sc-1166	35	12	future	future	ADJ
sc-1166	35	13	work	work	NOUN
sc-1166	35	14	.	.	PUNCT
sc-1166	36	1	2	2	X
sc-1166	36	2	.	.	X
sc-1166	36	3	big	big	ADJ
sc-1166	36	4	data	datum	NOUN
sc-1166	36	5	processing	processing	NOUN
sc-1166	36	6	for	for	ADP
sc-1166	36	7	intelligent	intelligent	ADJ
sc-1166	36	8	transportation	transportation	NOUN
sc-1166	36	9	systems	system	NOUN
sc-1166	36	10	in	in	ADP
sc-1166	36	11	smart	smart	ADJ
sc-1166	36	12	cities	city	NOUN
sc-1166	36	13	this	this	DET
sc-1166	36	14	section	section	NOUN
sc-1166	36	15	describes	describe	VERB
sc-1166	36	16	two	two	NUM
sc-1166	36	17	problems	problem	NOUN
sc-1166	36	18	related	relate	VERB
sc-1166	36	19	to	to	ADP
sc-1166	36	20	processing	process	VERB
sc-1166	36	21	big	big	ADJ
sc-1166	36	22	data	datum	NOUN
sc-1166	36	23	from	from	ADP
sc-1166	36	24	transportation	transportation	NOUN
sc-1166	36	25	systems	system	NOUN
sc-1166	36	26	applying	apply	VERB
sc-1166	36	27	distributed	distribute	VERB
sc-1166	36	28	computing	computing	NOUN
sc-1166	36	29	and	and	CCONJ
sc-1166	36	30	computational	computational	ADJ
sc-1166	36	31	intelligence	intelligence	NOUN
sc-1166	36	32	.	.	PUNCT
sc-1166	37	1	2.1	2.1	NUM
sc-1166	37	2	.	.	PUNCT
sc-1166	37	3	analysis	analysis	NOUN
sc-1166	37	4	of	of	ADP
sc-1166	37	5	the	the	DET
sc-1166	37	6	quality	quality	NOUN
sc-1166	37	7	and	and	CCONJ
sc-1166	37	8	equability	equability	NOUN
sc-1166	37	9	of	of	ADP
sc-1166	37	10	the	the	DET
sc-1166	37	11	public	public	ADJ
sc-1166	37	12	transportation	transportation	NOUN
sc-1166	37	13	system	system	NOUN
sc-1166	37	14	the	the	DET
sc-1166	37	15	first	first	ADJ
sc-1166	37	16	case	case	NOUN
sc-1166	37	17	of	of	ADP
sc-1166	37	18	study	study	NOUN
sc-1166	37	19	proposes	propose	VERB
sc-1166	37	20	combining	combine	VERB
sc-1166	37	21	multiple	multiple	ADJ
sc-1166	37	22	datasets	dataset	NOUN
sc-1166	37	23	and	and	CCONJ
sc-1166	37	24	performing	perform	VERB
sc-1166	37	25	both	both	CCONJ
sc-1166	37	26	off	off	ADP
sc-1166	37	27	-	-	PUNCT
sc-1166	37	28	line	line	NOUN
sc-1166	37	29	and	and	CCONJ
sc-1166	37	30	on	on	ADP
sc-1166	37	31	-	-	PUNCT
sc-1166	37	32	line	line	NOUN
sc-1166	37	33	analysis	analysis	NOUN
sc-1166	37	34	of	of	ADP
sc-1166	37	35	gps	gps	PROPN
sc-1166	37	36	data	datum	NOUN
sc-1166	37	37	and	and	CCONJ
sc-1166	37	38	ticket	ticket	NOUN
sc-1166	37	39	sales	sale	NOUN
sc-1166	37	40	information	information	NOUN
sc-1166	37	41	from	from	ADP
sc-1166	37	42	buses	bus	NOUN
sc-1166	37	43	.	.	PUNCT
sc-1166	38	1	given	give	VERB
sc-1166	38	2	a	a	DET
sc-1166	38	3	big	big	ADJ
sc-1166	38	4	set	set	NOUN
sc-1166	38	5	of	of	ADP
sc-1166	38	6	data	datum	NOUN
sc-1166	38	7	collected	collect	VERB
sc-1166	38	8	fromgps	fromgps	NOUN
sc-1166	38	9	devices	device	NOUN
sc-1166	38	10	and	and	CCONJ
sc-1166	38	11	ticket	ticket	NOUN
sc-1166	38	12	sales	sale	NOUN
sc-1166	38	13	machines	machine	NOUN
sc-1166	38	14	in	in	ADP
sc-1166	38	15	buses	bus	NOUN
sc-1166	38	16	,	,	PUNCT
sc-1166	38	17	the	the	DET
sc-1166	38	18	problem	problem	NOUN
sc-1166	38	19	consists	consist	VERB
sc-1166	38	20	in	in	ADP
sc-1166	38	21	computing	compute	VERB
sc-1166	38	22	a	a	DET
sc-1166	38	23	number	number	NOUN
sc-1166	38	24	of	of	ADP
sc-1166	38	25	important	important	ADJ
sc-1166	38	26	statistical	statistical	ADJ
sc-1166	38	27	values	value	NOUN
sc-1166	38	28	to	to	PART
sc-1166	38	29	assess	assess	VERB
sc-1166	38	30	the	the	DET
sc-1166	38	31	quality	quality	NOUN
sc-1166	38	32	of	of	ADP
sc-1166	38	33	the	the	DET
sc-1166	38	34	public	public	ADJ
sc-1166	38	35	transportation	transportation	NOUN
sc-1166	38	36	system	system	NOUN
sc-1166	38	37	.	.	PUNCT
sc-1166	39	1	the	the	DET
sc-1166	39	2	information	information	NOUN
sc-1166	39	3	collected	collect	VERB
sc-1166	39	4	by	by	ADP
sc-1166	39	5	gps	gps	PROPN
sc-1166	39	6	devices	device	NOUN
sc-1166	39	7	includes	include	VERB
sc-1166	39	8	the	the	DET
sc-1166	39	9	time	time	NOUN
sc-1166	39	10	and	and	CCONJ
sc-1166	39	11	the	the	DET
sc-1166	39	12	coordinates	coordinate	NOUN
sc-1166	39	13	for	for	ADP
sc-1166	39	14	each	each	DET
sc-1166	39	15	bus	bus	NOUN
sc-1166	39	16	,	,	PUNCT
sc-1166	39	17	reported	report	VERB
sc-1166	39	18	with	with	ADP
sc-1166	39	19	a	a	DET
sc-1166	39	20	frequency	frequency	NOUN
sc-1166	39	21	of	of	ADP
sc-1166	39	22	10–30	10–30	NUM
sc-1166	39	23	seconds	second	NOUN
sc-1166	39	24	,	,	PUNCT
sc-1166	39	25	which	which	PRON
sc-1166	39	26	allow	allow	VERB
sc-1166	39	27	determining	determine	VERB
sc-1166	39	28	the	the	DET
sc-1166	39	29	location	location	NOUN
sc-1166	39	30	of	of	ADP
sc-1166	39	31	each	each	DET
sc-1166	39	32	bus	bus	NOUN
sc-1166	39	33	within	within	ADP
sc-1166	39	34	its	its	PRON
sc-1166	39	35	route	route	NOUN
sc-1166	39	36	.	.	PUNCT
sc-1166	40	1	on	on	ADP
sc-1166	40	2	the	the	DET
sc-1166	40	3	other	other	ADJ
sc-1166	40	4	hand	hand	NOUN
sc-1166	40	5	,	,	PUNCT
sc-1166	40	6	information	information	NOUN
sc-1166	40	7	from	from	ADP
sc-1166	40	8	ticket	ticket	NOUN
sc-1166	40	9	sales	sale	NOUN
sc-1166	40	10	include	include	VERB
sc-1166	40	11	the	the	DET
sc-1166	40	12	information	information	NOUN
sc-1166	40	13	of	of	ADP
sc-1166	40	14	every	every	DET
sc-1166	40	15	ticket	ticket	NOUN
sc-1166	40	16	sold	sell	VERB
sc-1166	40	17	on	on	ADP
sc-1166	40	18	each	each	DET
sc-1166	40	19	bus	bus	NOUN
sc-1166	40	20	,	,	PUNCT
sc-1166	40	21	including	include	VERB
sc-1166	40	22	:	:	PUNCT
sc-1166	40	23	gps	gps	PROPN
sc-1166	40	24	coordinates	coordinate	NOUN
sc-1166	40	25	,	,	PUNCT
sc-1166	40	26	time	time	NOUN
sc-1166	40	27	,	,	PUNCT
sc-1166	40	28	and	and	CCONJ
sc-1166	40	29	date	date	NOUN
sc-1166	40	30	the	the	DET
sc-1166	40	31	ticket	ticket	NOUN
sc-1166	40	32	was	be	AUX
sc-1166	40	33	sold	sell	VERB
sc-1166	40	34	.	.	PUNCT
sc-1166	41	1	additionally	additionally	ADV
sc-1166	41	2	,	,	PUNCT
sc-1166	41	3	if	if	SCONJ
sc-1166	41	4	the	the	DET
sc-1166	41	5	ticket	ticket	NOUN
sc-1166	41	6	was	be	AUX
sc-1166	41	7	paid	pay	VERB
sc-1166	41	8	for	for	ADP
sc-1166	41	9	using	use	VERB
sc-1166	41	10	a	a	DET
sc-1166	41	11	smartcard	smartcard	NOUN
sc-1166	41	12	,	,	PUNCT
sc-1166	41	13	a	a	DET
sc-1166	41	14	unique	unique	ADJ
sc-1166	41	15	identifier	identifier	NOUN
sc-1166	41	16	for	for	ADP
sc-1166	41	17	the	the	DET
sc-1166	41	18	smartcard	smartcard	NOUN
sc-1166	41	19	is	be	AUX
sc-1166	41	20	included	include	VERB
sc-1166	41	21	,	,	PUNCT
sc-1166	41	22	which	which	PRON
sc-1166	41	23	allow	allow	VERB
sc-1166	41	24	identifying	identifying	NOUN
sc-1166	41	25	trips	trip	NOUN
sc-1166	41	26	done	do	VERB
sc-1166	41	27	by	by	ADP
sc-1166	41	28	the	the	DET
sc-1166	41	29	same	same	ADJ
sc-1166	41	30	passenger	passenger	NOUN
sc-1166	41	31	.	.	PUNCT
sc-1166	42	1	the	the	DET
sc-1166	42	2	main	main	ADJ
sc-1166	42	3	goal	goal	NOUN
sc-1166	42	4	of	of	ADP
sc-1166	42	5	the	the	DET
sc-1166	42	6	data	datum	NOUN
sc-1166	42	7	processing	processing	NOUN
sc-1166	42	8	is	be	AUX
sc-1166	42	9	to	to	PART
sc-1166	42	10	compute	compute	VERB
sc-1166	42	11	relevant	relevant	ADJ
sc-1166	42	12	metrics	metric	NOUN
sc-1166	42	13	to	to	PART
sc-1166	42	14	assess	assess	VERB
sc-1166	42	15	the	the	DET
sc-1166	42	16	efficiency	efficiency	NOUN
sc-1166	42	17	of	of	ADP
sc-1166	42	18	the	the	DET
sc-1166	42	19	public	public	ADJ
sc-1166	42	20	transport	transport	NOUN
sc-1166	42	21	system	system	NOUN
sc-1166	42	22	in	in	ADP
sc-1166	42	23	montevideo	montevideo	NOUN
sc-1166	42	24	,	,	PUNCT
sc-1166	42	25	for	for	ADP
sc-1166	42	26	example	example	NOUN
sc-1166	42	27	:	:	PUNCT
sc-1166	42	28	i	i	PRON
sc-1166	42	29	)	)	PUNCT
sc-1166	42	30	study	study	VERB
sc-1166	42	31	the	the	DET
sc-1166	42	32	impact	impact	NOUN
sc-1166	42	33	of	of	ADP
sc-1166	42	34	traffic	traffic	NOUN
sc-1166	42	35	conditions	condition	NOUN
sc-1166	42	36	and	and	CCONJ
sc-1166	42	37	external	external	ADJ
sc-1166	42	38	events	event	NOUN
sc-1166	42	39	on	on	ADP
sc-1166	42	40	the	the	DET
sc-1166	42	41	efficiency	efficiency	NOUN
sc-1166	42	42	of	of	ADP
sc-1166	42	43	the	the	DET
sc-1166	42	44	transportation	transportation	NOUN
sc-1166	42	45	system	system	NOUN
sc-1166	42	46	ii	ii	PROPN
sc-1166	42	47	)	)	PUNCT
sc-1166	42	48	analyze	analyze	VERB
sc-1166	42	49	the	the	DET
sc-1166	42	50	real	real	ADJ
sc-1166	42	51	time	time	NOUN
sc-1166	42	52	that	that	PRON
sc-1166	42	53	each	each	DET
sc-1166	42	54	bus	bus	NOUN
sc-1166	42	55	takes	take	VERB
sc-1166	42	56	to	to	PART
sc-1166	42	57	reach	reach	VERB
sc-1166	42	58	some	some	DET
sc-1166	42	59	important	important	ADJ
sc-1166	42	60	locations	location	NOUN
sc-1166	42	61	in	in	ADP
sc-1166	42	62	the	the	DET
sc-1166	42	63	city	city	NOUN
sc-1166	42	64	(	(	PUNCT
sc-1166	42	65	known	know	VERB
sc-1166	42	66	as	as	ADP
sc-1166	42	67	control	control	NOUN
sc-1166	42	68	points	point	NOUN
sc-1166	42	69	or	or	CCONJ
sc-1166	42	70	remarkable	remarkable	ADJ
sc-1166	42	71	locations	location	NOUN
sc-1166	42	72	)	)	PUNCT
sc-1166	42	73	,	,	PUNCT
sc-1166	42	74	and	and	CCONJ
sc-1166	42	75	iii	iii	X
sc-1166	42	76	)	)	PUNCT
sc-1166	42	77	compute	compute	NOUN
sc-1166	42	78	statistical	statistical	ADJ
sc-1166	42	79	information	information	NOUN
sc-1166	42	80	about	about	ADP
sc-1166	42	81	the	the	DET
sc-1166	42	82	arriving	arriving	NOUN
sc-1166	42	83	times	time	NOUN
sc-1166	42	84	and	and	CCONJ
sc-1166	42	85	delays	delay	NOUN
sc-1166	42	86	for	for	ADP
sc-1166	42	87	each	each	DET
sc-1166	42	88	remarkable	remarkable	ADJ
sc-1166	42	89	location	location	NOUN
sc-1166	42	90	(	(	PUNCT
sc-1166	42	91	maximum	maximum	ADJ
sc-1166	42	92	,	,	PUNCT
sc-1166	42	93	minimum	minimum	ADJ
sc-1166	42	94	,	,	PUNCT
sc-1166	42	95	mean	mean	ADJ
sc-1166	42	96	,	,	PUNCT
sc-1166	42	97	mean	mean	ADJ
sc-1166	42	98	absolute	absolute	ADJ
sc-1166	42	99	deviation	deviation	NOUN
sc-1166	42	100	,	,	PUNCT
sc-1166	42	101	and	and	CCONJ
sc-1166	42	102	standard	standard	ADJ
sc-1166	42	103	deviation	deviation	NOUN
sc-1166	42	104	)	)	PUNCT
sc-1166	42	105	.	.	PUNCT
sc-1166	43	1	the	the	DET
sc-1166	43	2	information	information	NOUN
sc-1166	43	3	to	to	PART
sc-1166	43	4	report	report	VERB
sc-1166	43	5	must	must	AUX
sc-1166	43	6	be	be	AUX
sc-1166	43	7	classified	classify	VERB
sc-1166	43	8	and	and	CCONJ
sc-1166	43	9	properly	properly	ADV
sc-1166	43	10	organized	organize	VERB
sc-1166	43	11	in	in	ADP
sc-1166	43	12	order	order	NOUN
sc-1166	43	13	to	to	PART
sc-1166	43	14	determine	determine	VERB
sc-1166	43	15	accurate	accurate	ADJ
sc-1166	43	16	values	value	NOUN
sc-1166	43	17	according	accord	VERB
sc-1166	43	18	to	to	ADP
sc-1166	43	19	different	different	ADJ
sc-1166	43	20	days	day	NOUN
sc-1166	43	21	of	of	ADP
sc-1166	43	22	the	the	DET
sc-1166	43	23	week	week	NOUN
sc-1166	43	24	and	and	CCONJ
sc-1166	43	25	hours	hour	NOUN
sc-1166	43	26	in	in	ADP
sc-1166	43	27	the	the	DET
sc-1166	43	28	day	day	NOUN
sc-1166	43	29	,	,	PUNCT
sc-1166	43	30	which	which	PRON
sc-1166	43	31	imply	imply	VERB
sc-1166	43	32	different	different	ADJ
sc-1166	43	33	passenger	passenger	NOUN
sc-1166	43	34	demands	demand	NOUN
sc-1166	43	35	and	and	CCONJ
sc-1166	43	36	different	different	ADJ
sc-1166	43	37	traffic	traffic	NOUN
sc-1166	43	38	mobility	mobility	NOUN
sc-1166	43	39	patterns	pattern	NOUN
sc-1166	43	40	.	.	PUNCT
sc-1166	44	1	the	the	DET
sc-1166	44	2	benefits	benefit	NOUN
sc-1166	44	3	of	of	ADP
sc-1166	44	4	the	the	DET
sc-1166	44	5	proposed	propose	VERB
sc-1166	44	6	system	system	NOUN
sc-1166	44	7	for	for	ADP
sc-1166	44	8	processing	processing	NOUN
sc-1166	44	9	gps	gps	PROPN
sc-1166	44	10	data	datum	NOUN
sc-1166	44	11	are	be	AUX
sc-1166	44	12	twofold	twofold	ADJ
sc-1166	44	13	:	:	PUNCT
sc-1166	44	14	i	i	NOUN
sc-1166	44	15	)	)	PUNCT
sc-1166	44	16	from	from	ADP
sc-1166	44	17	the	the	DET
sc-1166	44	18	point	point	NOUN
sc-1166	44	19	of	of	ADP
sc-1166	44	20	view	view	NOUN
sc-1166	44	21	of	of	ADP
sc-1166	44	22	the	the	DET
sc-1166	44	23	users	user	NOUN
sc-1166	44	24	,	,	PUNCT
sc-1166	44	25	the	the	DET
sc-1166	44	26	system	system	NOUN
sc-1166	44	27	provides	provide	VERB
sc-1166	44	28	useful	useful	ADJ
sc-1166	44	29	information	information	NOUN
sc-1166	44	30	from	from	ADP
sc-1166	44	31	both	both	DET
sc-1166	44	32	historical	historical	ADJ
sc-1166	44	33	data	datum	NOUN
sc-1166	44	34	(	(	PUNCT
sc-1166	44	35	monthly	monthly	ADJ
sc-1166	44	36	,	,	PUNCT
sc-1166	44	37	yearly	yearly	ADJ
sc-1166	44	38	)	)	PUNCT
sc-1166	44	39	and	and	CCONJ
sc-1166	44	40	the	the	DET
sc-1166	44	41	current	current	ADJ
sc-1166	44	42	status	status	NOUN
sc-1166	44	43	of	of	ADP
sc-1166	44	44	the	the	DET
sc-1166	44	45	public	public	ADJ
sc-1166	44	46	transportation	transportation	NOUN
sc-1166	44	47	in	in	ADP
sc-1166	44	48	the	the	DET
sc-1166	44	49	city	city	NOUN
sc-1166	44	50	,	,	PUNCT
sc-1166	44	51	to	to	PART
sc-1166	44	52	aid	aid	VERB
sc-1166	44	53	with	with	ADP
sc-1166	44	54	mobility	mobility	NOUN
sc-1166	44	55	decisions	decision	NOUN
sc-1166	44	56	(	(	PUNCT
sc-1166	44	57	e.g.	e.g.	ADV
sc-1166	44	58	,	,	PUNCT
sc-1166	44	59	choose	choose	VERB
sc-1166	44	60	a	a	DET
sc-1166	44	61	certain	certain	ADJ
sc-1166	44	62	bus	bus	NOUN
sc-1166	44	63	,	,	PUNCT
sc-1166	44	64	move	move	VERB
sc-1166	44	65	to	to	ADP
sc-1166	44	66	a	a	DET
sc-1166	44	67	different	different	ADJ
sc-1166	44	68	bus	bus	NOUN
sc-1166	44	69	stop	stop	NOUN
sc-1166	44	70	,	,	PUNCT
sc-1166	44	71	consider	consider	VERB
sc-1166	44	72	using	use	VERB
sc-1166	44	73	a	a	DET
sc-1166	44	74	different	different	ADJ
sc-1166	44	75	line	line	NOUN
sc-1166	44	76	)	)	PUNCT
sc-1166	44	77	;	;	PUNCT
sc-1166	44	78	this	this	DET
sc-1166	44	79	information	information	NOUN
sc-1166	44	80	can	can	AUX
sc-1166	44	81	be	be	AUX
sc-1166	44	82	obtained	obtain	VERB
sc-1166	44	83	via	via	ADP
sc-1166	44	84	intelligent	intelligent	ADJ
sc-1166	44	85	ubiquitous	ubiquitous	ADJ
sc-1166	44	86	software	software	NOUN
sc-1166	44	87	applications	application	NOUN
sc-1166	44	88	and	and	CCONJ
sc-1166	44	89	websites	website	NOUN
sc-1166	44	90	;	;	PUNCT
sc-1166	44	91	ii	ii	X
sc-1166	44	92	)	)	PUNCT
sc-1166	44	93	from	from	ADP
sc-1166	44	94	the	the	DET
sc-1166	44	95	point	point	NOUN
sc-1166	44	96	of	of	ADP
sc-1166	44	97	view	view	NOUN
sc-1166	44	98	of	of	ADP
sc-1166	44	99	the	the	DET
sc-1166	44	100	city	city	NOUN
sc-1166	44	101	administration	administration	NOUN
sc-1166	44	102	,	,	PUNCT
sc-1166	44	103	the	the	DET
sc-1166	44	104	statistical	statistical	ADJ
sc-1166	44	105	information	information	NOUN
sc-1166	44	106	gathered	gather	VERB
sc-1166	44	107	is	be	AUX
sc-1166	44	108	useful	useful	ADJ
sc-1166	44	109	for	for	ADP
sc-1166	44	110	planning	plan	VERB
sc-1166	44	111	long	long	ADJ
sc-1166	44	112	-	-	PUNCT
sc-1166	44	113	term	term	NOUN
sc-1166	44	114	modifications	modification	NOUN
sc-1166	44	115	in	in	ADP
sc-1166	44	116	the	the	DET
sc-1166	44	117	bus	bus	NOUN
sc-1166	44	118	routes	route	NOUN
sc-1166	44	119	and	and	CCONJ
sc-1166	44	120	frequencies	frequency	NOUN
sc-1166	44	121	,	,	PUNCT
sc-1166	44	122	and	and	CCONJ
sc-1166	44	123	also	also	ADV
sc-1166	44	124	to	to	PART
sc-1166	44	125	address	address	VERB
sc-1166	44	126	specific	specific	ADJ
sc-1166	44	127	bottleneck	bottleneck	NOUN
sc-1166	44	128	situations	situation	NOUN
sc-1166	44	129	in	in	ADP
sc-1166	44	130	the	the	DET
sc-1166	44	131	public	public	ADJ
sc-1166	44	132	transportation	transportation	NOUN
sc-1166	44	133	system	system	NOUN
sc-1166	44	134	.	.	PUNCT
sc-1166	45	1	a	a	DET
sc-1166	45	2	diagram	diagram	NOUN
sc-1166	45	3	of	of	ADP
sc-1166	45	4	the	the	DET
sc-1166	45	5	proposed	propose	VERB
sc-1166	45	6	system	system	NOUN
sc-1166	45	7	for	for	ADP
sc-1166	45	8	processing	processing	NOUN
sc-1166	45	9	gps	gps	NOUN
sc-1166	45	10	data	datum	NOUN
sc-1166	45	11	in	in	ADP
sc-1166	45	12	its	its	PRON
sc-1166	45	13	is	be	AUX
sc-1166	45	14	presented	present	VERB
sc-1166	45	15	in	in	ADP
sc-1166	45	16	figure	figure	NOUN
sc-1166	45	17	1	1	NUM
sc-1166	45	18	.	.	PUNCT
sc-1166	46	1	the	the	DET
sc-1166	46	2	system	system	NOUN
sc-1166	46	3	is	be	AUX
sc-1166	46	4	based	base	VERB
sc-1166	46	5	on	on	ADP
sc-1166	46	6	buses	bus	NOUN
sc-1166	46	7	that	that	PRON
sc-1166	46	8	upload	upload	VERB
sc-1166	46	9	data	datum	NOUN
sc-1166	46	10	reporting	report	VERB
sc-1166	46	11	their	their	PRON
sc-1166	46	12	current	current	ADJ
sc-1166	46	13	location	location	NOUN
sc-1166	46	14	(	(	PUNCT
sc-1166	46	15	collected	collect	VERB
sc-1166	46	16	by	by	ADP
sc-1166	46	17	the	the	DET
sc-1166	46	18	on	on	ADP
sc-1166	46	19	-	-	PUNCT
sc-1166	46	20	board	board	NOUN
sc-1166	46	21	gps	gps	PROPN
sc-1166	46	22	unit	unit	NOUN
sc-1166	46	23	)	)	PUNCT
sc-1166	46	24	and	and	CCONJ
sc-1166	46	25	ticket	ticket	NOUN
sc-1166	46	26	sales	sale	NOUN
sc-1166	46	27	to	to	ADP
sc-1166	46	28	a	a	DET
sc-1166	46	29	server	server	NOUN
sc-1166	46	30	in	in	ADP
sc-1166	46	31	the	the	DET
sc-1166	46	32	cloud	cloud	NOUN
sc-1166	46	33	and	and	CCONJ
sc-1166	46	34	a	a	DET
sc-1166	46	35	historical	historical	ADJ
sc-1166	46	36	database	database	NOUN
sc-1166	46	37	which	which	PRON
sc-1166	46	38	includes	include	VERB
sc-1166	46	39	transport	transport	NOUN
sc-1166	46	40	and	and	CCONJ
sc-1166	46	41	socioeconomic	socioeconomic	ADJ
sc-1166	46	42	data	datum	NOUN
sc-1166	46	43	from	from	ADP
sc-1166	46	44	the	the	DET
sc-1166	46	45	past	past	NOUN
sc-1166	46	46	.	.	PUNCT
sc-1166	47	1	the	the	DET
sc-1166	47	2	server	server	NOUN
sc-1166	47	3	applies	apply	VERB
sc-1166	47	4	big	big	ADJ
sc-1166	47	5	data	datum	NOUN
sc-1166	47	6	and	and	CCONJ
sc-1166	47	7	streaming	streaming	NOUN
sc-1166	47	8	analysis	analysis	NOUN
sc-1166	47	9	techniques	technique	NOUN
sc-1166	47	10	to	to	ADP
sc-1166	47	11	the	the	DET
sc-1166	47	12	collected	collect	VERB
sc-1166	47	13	data	datum	NOUN
sc-1166	47	14	.	.	PUNCT
sc-1166	48	1	the	the	DET
sc-1166	48	2	results	result	NOUN
sc-1166	48	3	are	be	AUX
sc-1166	48	4	then	then	ADV
sc-1166	48	5	exposed	expose	VERB
sc-1166	48	6	to	to	PART
sc-1166	48	7	be	be	AUX
sc-1166	48	8	consumed	consume	VERB
sc-1166	48	9	by	by	ADP
sc-1166	48	10	mobile	mobile	ADJ
sc-1166	48	11	applications	application	NOUN
sc-1166	48	12	for	for	ADP
sc-1166	48	13	end	end	NOUN
sc-1166	48	14	-	-	PUNCT
sc-1166	48	15	users	user	NOUN
sc-1166	48	16	and	and	CCONJ
sc-1166	48	17	also	also	ADV
sc-1166	48	18	to	to	PART
sc-1166	48	19	be	be	AUX
sc-1166	48	20	used	use	VERB
sc-1166	48	21	in	in	ADP
sc-1166	48	22	monitoring	monitor	VERB
sc-1166	48	23	applications	application	NOUN
sc-1166	48	24	for	for	ADP
sc-1166	48	25	the	the	DET
sc-1166	48	26	city	city	NOUN
sc-1166	48	27	government	government	NOUN
sc-1166	48	28	authorities	authority	NOUN
sc-1166	48	29	.	.	PUNCT
sc-1166	49	1	2	2	NUM
sc-1166	49	2	eai	eai	NOUN
sc-1166	49	3	endorsed	endorse	VERB
sc-1166	49	4	transactions	transaction	NOUN
sc-1166	49	5	on	on	ADP
sc-1166	49	6	smart	smart	ADJ
sc-1166	49	7	cities	city	NOUN
sc-1166	49	8	12	12	NUM
sc-1166	49	9	2016	2016	NUM
sc-1166	49	10	12	12	NUM
sc-1166	49	11	2017	2017	NUM
sc-1166	49	12	|	|	ADV
sc-1166	49	13	volume	volume	NOUN
sc-1166	49	14	2	2	NUM
sc-1166	49	15	|	|	ADV
sc-1166	49	16	issue	issue	VERB
sc-1166	49	17	5	5	NUM
sc-1166	49	18	|	|	ADV
sc-1166	49	19	e	e	X
sc-1166	49	20	a	a	DET
sc-1166	49	21	distributed	distribute	VERB
sc-1166	49	22	platform	platform	NOUN
sc-1166	49	23	for	for	ADP
sc-1166	49	24	big	big	ADJ
sc-1166	49	25	data	datum	NOUN
sc-1166	49	26	analysis	analysis	NOUN
sc-1166	49	27	in	in	ADP
sc-1166	49	28	smart	smart	ADJ
sc-1166	49	29	cities	city	NOUN
sc-1166	49	30	:	:	PUNCT
sc-1166	49	31	combining	combine	VERB
sc-1166	49	32	its	its	PRON
sc-1166	49	33	and	and	CCONJ
sc-1166	49	34	socioeconomic	socioeconomic	ADJ
sc-1166	49	35	data	datum	NOUN
sc-1166	49	36	for	for	ADP
sc-1166	49	37	montevideo	montevideo	NOUN
sc-1166	49	38	,	,	PUNCT
sc-1166	49	39	uruguay	uruguay	NOUN
sc-1166	49	40	figure	figure	NOUN
sc-1166	49	41	1	1	NUM
sc-1166	49	42	.	.	PUNCT
sc-1166	49	43	architecture	architecture	NOUN
sc-1166	49	44	of	of	ADP
sc-1166	49	45	the	the	DET
sc-1166	49	46	proposed	propose	VERB
sc-1166	49	47	big	big	ADJ
sc-1166	49	48	data	datum	NOUN
sc-1166	49	49	analysis	analysis	NOUN
sc-1166	49	50	for	for	ADP
sc-1166	49	51	its	its	PRON
sc-1166	49	52	the	the	DET
sc-1166	49	53	proposed	propose	VERB
sc-1166	49	54	system	system	NOUN
sc-1166	49	55	is	be	AUX
sc-1166	49	56	useful	useful	ADJ
sc-1166	49	57	for	for	ADP
sc-1166	49	58	performing	perform	VERB
sc-1166	49	59	both	both	PRON
sc-1166	49	60	on	on	ADP
sc-1166	49	61	-	-	PUNCT
sc-1166	49	62	line	line	NOUN
sc-1166	49	63	and	and	CCONJ
sc-1166	49	64	off	off	ADP
sc-1166	49	65	-	-	PUNCT
sc-1166	49	66	line	line	NOUN
sc-1166	49	67	data	datum	NOUN
sc-1166	49	68	processing	processing	NOUN
sc-1166	49	69	.	.	PUNCT
sc-1166	50	1	on	on	ADP
sc-1166	50	2	the	the	DET
sc-1166	50	3	one	one	NUM
sc-1166	50	4	hand	hand	NOUN
sc-1166	50	5	,	,	PUNCT
sc-1166	50	6	on	on	ADP
sc-1166	50	7	-	-	PUNCT
sc-1166	50	8	line	line	NOUN
sc-1166	50	9	processing	processing	NOUN
sc-1166	50	10	applying	apply	VERB
sc-1166	50	11	streaming	streaming	NOUN
sc-1166	50	12	analysis	analysis	NOUN
sc-1166	50	13	techniques	technique	NOUN
sc-1166	50	14	fulfill	fulfill	NOUN
sc-1166	50	15	requirements	requirement	NOUN
sc-1166	50	16	in	in	ADP
sc-1166	50	17	areas	area	NOUN
sc-1166	50	18	such	such	ADJ
sc-1166	50	19	as	as	ADP
sc-1166	50	20	early	early	ADJ
sc-1166	50	21	warning	warning	NOUN
sc-1166	50	22	and	and	CCONJ
sc-1166	50	23	detection	detection	NOUN
sc-1166	50	24	,	,	PUNCT
sc-1166	50	25	and	and	CCONJ
sc-1166	50	26	adaptive	adaptive	ADJ
sc-1166	50	27	routing	routing	NOUN
sc-1166	50	28	.	.	PUNCT
sc-1166	51	1	the	the	DET
sc-1166	51	2	offline	offline	ADJ
sc-1166	51	3	analysis	analysis	NOUN
sc-1166	51	4	on	on	ADP
sc-1166	51	5	the	the	DET
sc-1166	51	6	other	other	ADJ
sc-1166	51	7	hand	hand	NOUN
sc-1166	51	8	,	,	PUNCT
sc-1166	51	9	is	be	AUX
sc-1166	51	10	focused	focus	VERB
sc-1166	51	11	on	on	ADP
sc-1166	51	12	the	the	DET
sc-1166	51	13	study	study	NOUN
sc-1166	51	14	of	of	ADP
sc-1166	51	15	trends	trend	NOUN
sc-1166	51	16	that	that	PRON
sc-1166	51	17	allow	allow	VERB
sc-1166	51	18	identifying	identify	VERB
sc-1166	51	19	mobility	mobility	NOUN
sc-1166	51	20	patterns	pattern	NOUN
sc-1166	51	21	and	and	CCONJ
sc-1166	51	22	creating	create	VERB
sc-1166	51	23	predictive	predictive	ADJ
sc-1166	51	24	models	model	NOUN
sc-1166	51	25	that	that	PRON
sc-1166	51	26	can	can	AUX
sc-1166	51	27	be	be	AUX
sc-1166	51	28	later	later	ADV
sc-1166	51	29	used	use	VERB
sc-1166	51	30	in	in	ADP
sc-1166	51	31	conjunction	conjunction	NOUN
sc-1166	51	32	with	with	ADP
sc-1166	51	33	sensors	sensor	NOUN
sc-1166	51	34	that	that	PRON
sc-1166	51	35	stream	stream	VERB
sc-1166	51	36	data	datum	NOUN
sc-1166	51	37	in	in	ADP
sc-1166	51	38	real	real	ADJ
sc-1166	51	39	-	-	PUNCT
sc-1166	51	40	time	time	NOUN
sc-1166	51	41	.	.	PUNCT
sc-1166	52	1	on	on	ADP
sc-1166	52	2	-	-	PUNCT
sc-1166	52	3	line	line	NOUN
sc-1166	52	4	its	its	PRON
sc-1166	52	5	metrics	metric	NOUN
sc-1166	52	6	and	and	CCONJ
sc-1166	52	7	statistics	statistic	NOUN
sc-1166	52	8	.	.	PUNCT
sc-1166	53	1	in	in	ADP
sc-1166	53	2	order	order	NOUN
sc-1166	53	3	to	to	PART
sc-1166	53	4	handle	handle	VERB
sc-1166	53	5	real	real	ADJ
sc-1166	53	6	-	-	PUNCT
sc-1166	53	7	time	time	NOUN
sc-1166	53	8	data	datum	NOUN
sc-1166	53	9	the	the	DET
sc-1166	53	10	system	system	NOUN
sc-1166	53	11	relies	rely	VERB
sc-1166	53	12	on	on	ADP
sc-1166	53	13	a	a	DET
sc-1166	53	14	streaming	streaming	NOUN
sc-1166	53	15	processing	processing	NOUN
sc-1166	53	16	engine	engine	NOUN
sc-1166	53	17	that	that	PRON
sc-1166	53	18	enables	enable	VERB
sc-1166	53	19	high	high	ADJ
sc-1166	53	20	throughput	throughput	NOUN
sc-1166	53	21	ingestion	ingestion	NOUN
sc-1166	53	22	from	from	ADP
sc-1166	53	23	multiple	multiple	ADJ
sc-1166	53	24	concurrent	concurrent	ADJ
sc-1166	53	25	data	datum	NOUN
sc-1166	53	26	sources	source	NOUN
sc-1166	53	27	.	.	PUNCT
sc-1166	54	1	the	the	DET
sc-1166	54	2	proposed	propose	VERB
sc-1166	54	3	system	system	NOUN
sc-1166	54	4	presents	present	VERB
sc-1166	54	5	a	a	DET
sc-1166	54	6	set	set	NOUN
sc-1166	54	7	of	of	ADP
sc-1166	54	8	expressive	expressive	ADJ
sc-1166	54	9	abstractions	abstraction	NOUN
sc-1166	54	10	,	,	PUNCT
sc-1166	54	11	such	such	ADJ
sc-1166	54	12	as	as	ADP
sc-1166	54	13	join	join	NOUN
sc-1166	54	14	,	,	PUNCT
sc-1166	54	15	map	map	NOUN
sc-1166	54	16	,	,	PUNCT
sc-1166	54	17	and	and	CCONJ
sc-1166	54	18	reduce	reduce	VERB
sc-1166	54	19	,	,	PUNCT
sc-1166	54	20	to	to	PART
sc-1166	54	21	apply	apply	VERB
sc-1166	54	22	transformations	transformation	NOUN
sc-1166	54	23	to	to	ADP
sc-1166	54	24	the	the	DET
sc-1166	54	25	data	datum	NOUN
sc-1166	54	26	before	before	ADP
sc-1166	54	27	persisting	persist	VERB
sc-1166	54	28	the	the	DET
sc-1166	54	29	results	result	NOUN
sc-1166	54	30	into	into	ADP
sc-1166	54	31	the	the	DET
sc-1166	54	32	storage	storage	NOUN
sc-1166	54	33	subsystem	subsystem	NOUN
sc-1166	54	34	.	.	PUNCT
sc-1166	55	1	off	off	ADP
sc-1166	55	2	-	-	PUNCT
sc-1166	55	3	line	line	VERB
sc-1166	55	4	its	its	PRON
sc-1166	55	5	metrics	metric	NOUN
sc-1166	55	6	and	and	CCONJ
sc-1166	55	7	statistics	statistic	NOUN
sc-1166	55	8	.	.	PUNCT
sc-1166	56	1	for	for	ADP
sc-1166	56	2	computing	compute	VERB
sc-1166	56	3	offline	offline	ADJ
sc-1166	56	4	mobility	mobility	NOUN
sc-1166	56	5	metrics	metric	NOUN
sc-1166	56	6	,	,	PUNCT
sc-1166	56	7	the	the	DET
sc-1166	56	8	proposed	propose	VERB
sc-1166	56	9	system	system	NOUN
sc-1166	56	10	demands	demand	VERB
sc-1166	56	11	processing	process	VERB
sc-1166	56	12	a	a	DET
sc-1166	56	13	large	large	ADJ
sc-1166	56	14	volume	volume	NOUN
sc-1166	56	15	of	of	ADP
sc-1166	56	16	data	datum	NOUN
sc-1166	56	17	in	in	ADP
sc-1166	56	18	short	short	ADJ
sc-1166	56	19	execution	execution	NOUN
sc-1166	56	20	time	time	NOUN
sc-1166	56	21	,	,	PUNCT
sc-1166	56	22	thus	thus	ADV
sc-1166	56	23	leading	lead	VERB
sc-1166	56	24	to	to	ADP
sc-1166	56	25	a	a	DET
sc-1166	56	26	classic	classic	ADJ
sc-1166	56	27	big	big	ADJ
sc-1166	56	28	data	datum	NOUN
sc-1166	56	29	problem	problem	NOUN
sc-1166	56	30	.	.	PUNCT
sc-1166	57	1	the	the	DET
sc-1166	57	2	system	system	NOUN
sc-1166	57	3	applies	apply	VERB
sc-1166	57	4	a	a	DET
sc-1166	57	5	parallel	parallel	ADJ
sc-1166	57	6	/	/	SYM
sc-1166	57	7	distributed	distribute	VERB
sc-1166	57	8	model	model	NOUN
sc-1166	57	9	to	to	PART
sc-1166	57	10	perform	perform	VERB
sc-1166	57	11	the	the	DET
sc-1166	57	12	data	datum	NOUN
sc-1166	57	13	processing	processing	NOUN
sc-1166	57	14	,	,	PUNCT
sc-1166	57	15	where	where	SCONJ
sc-1166	57	16	the	the	DET
sc-1166	57	17	original	original	ADJ
sc-1166	57	18	data	data	NOUN
sc-1166	57	19	is	be	AUX
sc-1166	57	20	split	split	VERB
sc-1166	57	21	and	and	CCONJ
sc-1166	57	22	distributed	distribute	VERB
sc-1166	57	23	across	across	ADP
sc-1166	57	24	different	different	ADJ
sc-1166	57	25	nodes	node	NOUN
sc-1166	57	26	to	to	PART
sc-1166	57	27	be	be	AUX
sc-1166	57	28	processed	process	VERB
sc-1166	57	29	independently	independently	ADV
sc-1166	57	30	.	.	PUNCT
sc-1166	58	1	finally	finally	ADV
sc-1166	58	2	,	,	PUNCT
sc-1166	58	3	all	all	DET
sc-1166	58	4	the	the	DET
sc-1166	58	5	partial	partial	ADJ
sc-1166	58	6	results	result	NOUN
sc-1166	58	7	from	from	ADP
sc-1166	58	8	each	each	DET
sc-1166	58	9	node	node	NOUN
sc-1166	58	10	are	be	AUX
sc-1166	58	11	combined	combine	VERB
sc-1166	58	12	to	to	PART
sc-1166	58	13	return	return	VERB
sc-1166	58	14	the	the	DET
sc-1166	58	15	final	final	ADJ
sc-1166	58	16	solution	solution	NOUN
sc-1166	58	17	.	.	PUNCT
sc-1166	59	1	these	these	DET
sc-1166	59	2	data	datum	NOUN
sc-1166	59	3	are	be	AUX
sc-1166	59	4	used	use	VERB
sc-1166	59	5	to	to	PART
sc-1166	59	6	derive	derive	VERB
sc-1166	59	7	metrics	metric	NOUN
sc-1166	59	8	of	of	ADP
sc-1166	59	9	the	the	DET
sc-1166	59	10	quality	quality	NOUN
sc-1166	59	11	of	of	ADP
sc-1166	59	12	the	the	DET
sc-1166	59	13	service	service	NOUN
sc-1166	59	14	that	that	PRON
sc-1166	59	15	are	be	AUX
sc-1166	59	16	later	later	ADV
sc-1166	59	17	merged	merge	VERB
sc-1166	59	18	with	with	ADP
sc-1166	59	19	socioeconomic	socioeconomic	ADJ
sc-1166	59	20	indicators	indicator	NOUN
sc-1166	59	21	that	that	PRON
sc-1166	59	22	are	be	AUX
sc-1166	59	23	used	use	VERB
sc-1166	59	24	to	to	PART
sc-1166	59	25	characterize	characterize	VERB
sc-1166	59	26	the	the	DET
sc-1166	59	27	geographic	geographic	ADJ
sc-1166	59	28	area	area	NOUN
sc-1166	59	29	served	serve	VERB
sc-1166	59	30	by	by	ADP
sc-1166	59	31	each	each	DET
sc-1166	59	32	particular	particular	ADJ
sc-1166	59	33	bus	bus	NOUN
sc-1166	59	34	line	line	NOUN
sc-1166	59	35	.	.	PUNCT
sc-1166	60	1	the	the	DET
sc-1166	60	2	number	number	NOUN
sc-1166	60	3	of	of	ADP
sc-1166	60	4	bus	bus	NOUN
sc-1166	60	5	lines	line	NOUN
sc-1166	60	6	,	,	PUNCT
sc-1166	60	7	bus	bus	NOUN
sc-1166	60	8	stops	stop	NOUN
sc-1166	60	9	,	,	PUNCT
sc-1166	60	10	and	and	CCONJ
sc-1166	60	11	individual	individual	ADJ
sc-1166	60	12	trips	trip	NOUN
sc-1166	60	13	completed	complete	VERB
sc-1166	60	14	every	every	DET
sc-1166	60	15	day	day	NOUN
sc-1166	60	16	constitute	constitute	VERB
sc-1166	60	17	a	a	DET
sc-1166	60	18	relatively	relatively	ADV
sc-1166	60	19	large	large	ADJ
sc-1166	60	20	volume	volume	NOUN
sc-1166	60	21	of	of	ADP
sc-1166	60	22	data	datum	NOUN
sc-1166	60	23	.	.	PUNCT
sc-1166	61	1	thus	thus	ADV
sc-1166	61	2	,	,	PUNCT
sc-1166	61	3	even	even	ADV
sc-1166	61	4	some	some	PRON
sc-1166	61	5	of	of	ADP
sc-1166	61	6	the	the	DET
sc-1166	61	7	more	more	ADV
sc-1166	61	8	traditional	traditional	ADJ
sc-1166	61	9	geo	geo	PROPN
sc-1166	61	10	-	-	PUNCT
sc-1166	61	11	spatial	spatial	ADJ
sc-1166	61	12	analysis	analysis	NOUN
sc-1166	61	13	problems	problem	NOUN
sc-1166	61	14	,	,	PUNCT
sc-1166	61	15	such	such	ADJ
sc-1166	61	16	as	as	ADP
sc-1166	61	17	deriving	derive	VERB
sc-1166	61	18	the	the	DET
sc-1166	61	19	isochrones	isochrone	NOUN
sc-1166	61	20	for	for	ADP
sc-1166	61	21	a	a	DET
sc-1166	61	22	fixed	fix	VERB
sc-1166	61	23	walking	walking	NOUN
sc-1166	61	24	distance	distance	NOUN
sc-1166	61	25	from	from	ADP
sc-1166	61	26	the	the	DET
sc-1166	61	27	stops	stop	NOUN
sc-1166	61	28	on	on	ADP
sc-1166	61	29	a	a	DET
sc-1166	61	30	bus	bus	NOUN
sc-1166	61	31	line	line	NOUN
sc-1166	61	32	–	–	PUNCT
sc-1166	61	33	to	to	PART
sc-1166	61	34	determine	determine	VERB
sc-1166	61	35	the	the	DET
sc-1166	61	36	bus	bus	NOUN
sc-1166	61	37	coverage	coverage	NOUN
sc-1166	61	38	area	area	NOUN
sc-1166	61	39	–	–	PUNCT
sc-1166	61	40	becomes	become	VERB
sc-1166	61	41	a	a	DET
sc-1166	61	42	candidate	candidate	NOUN
sc-1166	61	43	problem	problem	NOUN
sc-1166	61	44	for	for	ADP
sc-1166	61	45	parallel	parallel	ADJ
sc-1166	61	46	processing	processing	NOUN
sc-1166	61	47	.	.	PUNCT
sc-1166	62	1	the	the	DET
sc-1166	62	2	social	social	ADJ
sc-1166	62	3	dimension	dimension	NOUN
sc-1166	62	4	of	of	ADP
sc-1166	62	5	the	the	DET
sc-1166	62	6	analysis	analysis	NOUN
sc-1166	62	7	is	be	AUX
sc-1166	62	8	crucial	crucial	ADJ
sc-1166	62	9	to	to	PART
sc-1166	62	10	evaluate	evaluate	VERB
sc-1166	62	11	whether	whether	SCONJ
sc-1166	62	12	the	the	DET
sc-1166	62	13	services	service	NOUN
sc-1166	62	14	are	be	AUX
sc-1166	62	15	being	be	AUX
sc-1166	62	16	fairly	fairly	ADV
sc-1166	62	17	delivered	deliver	VERB
sc-1166	62	18	,	,	PUNCT
sc-1166	62	19	benefiting	benefit	VERB
sc-1166	62	20	all	all	DET
sc-1166	62	21	the	the	DET
sc-1166	62	22	communities	community	NOUN
sc-1166	62	23	irrespectively	irrespectively	ADV
sc-1166	62	24	from	from	ADP
sc-1166	62	25	their	their	PRON
sc-1166	62	26	location	location	NOUN
sc-1166	62	27	or	or	CCONJ
sc-1166	62	28	demographic	demographic	ADJ
sc-1166	62	29	characteristics	characteristic	NOUN
sc-1166	62	30	.	.	PUNCT
sc-1166	63	1	the	the	DET
sc-1166	63	2	concept	concept	NOUN
sc-1166	63	3	of	of	ADP
sc-1166	63	4	“	"	PUNCT
sc-1166	63	5	equitable	equitable	ADJ
sc-1166	63	6	city	city	NOUN
sc-1166	63	7	”	"	PUNCT
sc-1166	63	8	is	be	AUX
sc-1166	63	9	one	one	NUM
sc-1166	63	10	of	of	ADP
sc-1166	63	11	the	the	DET
sc-1166	63	12	promises	promise	NOUN
sc-1166	63	13	of	of	ADP
sc-1166	63	14	urban	urban	ADJ
sc-1166	63	15	informatics	informatic	NOUN
sc-1166	63	16	and	and	CCONJ
sc-1166	63	17	it	it	PRON
sc-1166	63	18	is	be	AUX
sc-1166	63	19	a	a	DET
sc-1166	63	20	central	central	ADJ
sc-1166	63	21	premise	premise	NOUN
sc-1166	63	22	of	of	ADP
sc-1166	63	23	our	our	PRON
sc-1166	63	24	research	research	NOUN
sc-1166	63	25	.	.	PUNCT
sc-1166	64	1	2.2	2.2	NUM
sc-1166	64	2	.	.	PUNCT
sc-1166	64	3	estimation	estimation	NOUN
sc-1166	64	4	of	of	ADP
sc-1166	64	5	mobility	mobility	NOUN
sc-1166	64	6	patterns	pattern	NOUN
sc-1166	64	7	:	:	PUNCT
sc-1166	64	8	demand	demand	NOUN
sc-1166	64	9	and	and	CCONJ
sc-1166	64	10	od	od	NOUN
sc-1166	64	11	matrices	matrice	VERB
sc-1166	64	12	the	the	DET
sc-1166	64	13	second	second	ADJ
sc-1166	64	14	case	case	NOUN
sc-1166	64	15	of	of	ADP
sc-1166	64	16	study	study	NOUN
sc-1166	64	17	proposes	propose	VERB
sc-1166	64	18	applying	apply	VERB
sc-1166	64	19	distributed	distribute	VERB
sc-1166	64	20	computing	computing	NOUN
sc-1166	64	21	techniques	technique	NOUN
sc-1166	64	22	for	for	ADP
sc-1166	64	23	estimating	estimate	VERB
sc-1166	64	24	mobility	mobility	NOUN
sc-1166	64	25	patterns	pattern	NOUN
sc-1166	64	26	and	and	CCONJ
sc-1166	64	27	od	od	NOUN
sc-1166	64	28	matrices	matrix	NOUN
sc-1166	64	29	in	in	ADP
sc-1166	64	30	its	its	PRON
sc-1166	64	31	systems	system	NOUN
sc-1166	64	32	.	.	PUNCT
sc-1166	65	1	origin	origin	NOUN
sc-1166	65	2	-	-	PUNCT
sc-1166	65	3	destination	destination	NOUN
sc-1166	65	4	(	(	PUNCT
sc-1166	65	5	od	od	NOUN
sc-1166	65	6	)	)	PUNCT
sc-1166	65	7	matrices	matrix	NOUN
sc-1166	65	8	are	be	AUX
sc-1166	65	9	often	often	ADV
sc-1166	65	10	not	not	PART
sc-1166	65	11	directly	directly	ADV
sc-1166	65	12	observable	observable	ADJ
sc-1166	65	13	,	,	PUNCT
sc-1166	65	14	because	because	SCONJ
sc-1166	65	15	sensors	sensor	NOUN
sc-1166	65	16	or	or	CCONJ
sc-1166	65	17	gps	gps	NOUN
sc-1166	65	18	gadgets	gadget	NOUN
sc-1166	65	19	in	in	ADP
sc-1166	65	20	buses	bus	NOUN
sc-1166	65	21	typically	typically	ADV
sc-1166	65	22	measure	measure	VERB
sc-1166	65	23	traffic	traffic	NOUN
sc-1166	65	24	characteristics	characteristic	NOUN
sc-1166	65	25	,	,	PUNCT
sc-1166	65	26	which	which	PRON
sc-1166	65	27	are	be	AUX
sc-1166	65	28	the	the	DET
sc-1166	65	29	result	result	NOUN
sc-1166	65	30	of	of	ADP
sc-1166	65	31	not	not	PART
sc-1166	65	32	just	just	ADV
sc-1166	65	33	origin	origin	NOUN
sc-1166	65	34	-	-	PUNCT
sc-1166	65	35	destination	destination	NOUN
sc-1166	65	36	trips	trip	NOUN
sc-1166	65	37	,	,	PUNCT
sc-1166	65	38	but	but	CCONJ
sc-1166	65	39	also	also	ADV
sc-1166	65	40	of	of	ADP
sc-1166	65	41	route	route	NOUN
sc-1166	65	42	choices	choice	NOUN
sc-1166	65	43	and	and	CCONJ
sc-1166	65	44	traffic	traffic	NOUN
sc-1166	65	45	operations	operation	NOUN
sc-1166	65	46	for	for	ADP
sc-1166	65	47	certain	certain	ADJ
sc-1166	65	48	types	type	NOUN
sc-1166	65	49	of	of	ADP
sc-1166	65	50	vehicles	vehicle	NOUN
sc-1166	65	51	.	.	PUNCT
sc-1166	66	1	thus	thus	ADV
sc-1166	66	2	,	,	PUNCT
sc-1166	66	3	od	od	NUM
sc-1166	66	4	matrices	matrix	NOUN
sc-1166	66	5	have	have	VERB
sc-1166	66	6	to	to	PART
sc-1166	66	7	be	be	AUX
sc-1166	66	8	estimated	estimate	VERB
sc-1166	66	9	from	from	ADP
sc-1166	66	10	any	any	DET
sc-1166	66	11	available	available	ADJ
sc-1166	66	12	relevant	relevant	ADJ
sc-1166	66	13	data	datum	NOUN
sc-1166	66	14	.	.	PUNCT
sc-1166	67	1	this	this	PRON
sc-1166	67	2	is	be	AUX
sc-1166	67	3	a	a	DET
sc-1166	67	4	relevant	relevant	ADJ
sc-1166	67	5	problem	problem	NOUN
sc-1166	67	6	for	for	ADP
sc-1166	67	7	implementing	implement	VERB
sc-1166	67	8	the	the	DET
sc-1166	67	9	smart	smart	ADJ
sc-1166	67	10	city	city	NOUN
sc-1166	67	11	paradigm	paradigm	NOUN
sc-1166	67	12	.	.	PUNCT
sc-1166	68	1	determining	determine	VERB
sc-1166	68	2	themobility	themobility	NOUN
sc-1166	68	3	patterns	pattern	NOUN
sc-1166	68	4	to	to	PART
sc-1166	68	5	build	build	VERB
sc-1166	68	6	demand	demand	NOUN
sc-1166	68	7	and	and	CCONJ
sc-1166	68	8	od	od	NOUN
sc-1166	68	9	matrices	matrix	NOUN
sc-1166	68	10	is	be	AUX
sc-1166	68	11	crucial	crucial	ADJ
sc-1166	68	12	for	for	ADP
sc-1166	68	13	analyzing	analyze	VERB
sc-1166	68	14	the	the	DET
sc-1166	68	15	transportation	transportation	NOUN
sc-1166	68	16	system	system	NOUN
sc-1166	68	17	and	and	CCONJ
sc-1166	68	18	the	the	DET
sc-1166	68	19	resulting	result	VERB
sc-1166	68	20	outcomes	outcome	NOUN
sc-1166	68	21	are	be	AUX
sc-1166	68	22	key	key	ADJ
sc-1166	68	23	for	for	SCONJ
sc-1166	68	24	city	city	NOUN
sc-1166	68	25	administrators	administrator	NOUN
sc-1166	68	26	to	to	PART
sc-1166	68	27	take	take	VERB
sc-1166	68	28	decisions	decision	NOUN
sc-1166	68	29	that	that	PRON
sc-1166	68	30	improve	improve	VERB
sc-1166	68	31	the	the	DET
sc-1166	68	32	quality	quality	NOUN
sc-1166	68	33	of	of	ADP
sc-1166	68	34	the	the	DET
sc-1166	68	35	system	system	NOUN
sc-1166	68	36	.	.	PUNCT
sc-1166	69	1	the	the	DET
sc-1166	69	2	main	main	ADJ
sc-1166	69	3	challenge	challenge	NOUN
sc-1166	69	4	faced	face	VERB
sc-1166	69	5	when	when	SCONJ
sc-1166	69	6	generating	generate	VERB
sc-1166	69	7	demand	demand	NOUN
sc-1166	69	8	and	and	CCONJ
sc-1166	69	9	od	od	NOUN
sc-1166	69	10	matrices	matrix	NOUN
sc-1166	69	11	using	use	VERB
sc-1166	69	12	data	datum	NOUN
sc-1166	69	13	from	from	ADP
sc-1166	69	14	gps	gps	NOUN
sc-1166	69	15	and	and	CCONJ
sc-1166	69	16	tickets	ticket	NOUN
sc-1166	69	17	sales	sale	NOUN
sc-1166	69	18	is	be	AUX
sc-1166	69	19	that	that	SCONJ
sc-1166	69	20	in	in	ADP
sc-1166	69	21	almost	almost	ADV
sc-1166	69	22	every	every	PRON
sc-1166	69	23	system	system	NOUN
sc-1166	69	24	passengers	passenger	NOUN
sc-1166	69	25	validate	validate	VERB
sc-1166	69	26	their	their	PRON
sc-1166	69	27	smart	smart	ADJ
sc-1166	69	28	cards	card	NOUN
sc-1166	69	29	when	when	SCONJ
sc-1166	69	30	they	they	PRON
sc-1166	69	31	board	board	VERB
sc-1166	69	32	but	but	CCONJ
sc-1166	69	33	not	not	PART
sc-1166	69	34	when	when	SCONJ
sc-1166	69	35	they	they	PRON
sc-1166	69	36	alight	alight	VERB
sc-1166	69	37	a	a	DET
sc-1166	69	38	bus	bus	NOUN
sc-1166	69	39	.	.	PUNCT
sc-1166	70	1	therefore	therefore	ADV
sc-1166	70	2	,	,	PUNCT
sc-1166	70	3	while	while	SCONJ
sc-1166	70	4	the	the	DET
sc-1166	70	5	origin	origin	NOUN
sc-1166	70	6	of	of	ADP
sc-1166	70	7	each	each	DET
sc-1166	70	8	trip	trip	NOUN
sc-1166	70	9	is	be	AUX
sc-1166	70	10	known	know	VERB
sc-1166	70	11	with	with	ADP
sc-1166	70	12	certainty	certainty	PROPN
sc-1166	70	13	,	,	PUNCT
sc-1166	70	14	it	it	PRON
sc-1166	70	15	is	be	AUX
sc-1166	70	16	necessary	necessary	ADJ
sc-1166	70	17	to	to	PART
sc-1166	70	18	estimate	estimate	VERB
sc-1166	70	19	the	the	DET
sc-1166	70	20	destination	destination	NOUN
sc-1166	70	21	.	.	PUNCT
sc-1166	71	1	furthermore	furthermore	ADV
sc-1166	71	2	,	,	PUNCT
sc-1166	71	3	in	in	ADP
sc-1166	71	4	many	many	ADJ
sc-1166	71	5	urban	urban	ADJ
sc-1166	71	6	systems	system	NOUN
sc-1166	71	7	some	some	DET
sc-1166	71	8	passengers	passenger	NOUN
sc-1166	71	9	do	do	AUX
sc-1166	71	10	not	not	PART
sc-1166	71	11	use	use	VERB
sc-1166	71	12	smart	smart	ADJ
sc-1166	71	13	cards	card	NOUN
sc-1166	71	14	to	to	PART
sc-1166	71	15	pay	pay	VERB
sc-1166	71	16	for	for	ADP
sc-1166	71	17	their	their	PRON
sc-1166	71	18	ticket	ticket	NOUN
sc-1166	71	19	and	and	CCONJ
sc-1166	71	20	pay	pay	VERB
sc-1166	71	21	cash	cash	NOUN
sc-1166	71	22	instead	instead	ADV
sc-1166	71	23	.	.	PUNCT
sc-1166	72	1	therefore	therefore	ADV
sc-1166	72	2	,	,	PUNCT
sc-1166	72	3	there	there	PRON
sc-1166	72	4	are	be	VERB
sc-1166	72	5	sale	sale	NOUN
sc-1166	72	6	records	record	NOUN
sc-1166	72	7	which	which	PRON
sc-1166	72	8	do	do	AUX
sc-1166	72	9	not	not	PART
sc-1166	72	10	provide	provide	VERB
sc-1166	72	11	information	information	NOUN
sc-1166	72	12	that	that	PRON
sc-1166	72	13	can	can	AUX
sc-1166	72	14	be	be	AUX
sc-1166	72	15	used	use	VERB
sc-1166	72	16	to	to	PART
sc-1166	72	17	track	track	VERB
sc-1166	72	18	several	several	ADJ
sc-1166	72	19	trips	trip	NOUN
sc-1166	72	20	made	make	VERB
sc-1166	72	21	by	by	ADP
sc-1166	72	22	the	the	DET
sc-1166	72	23	same	same	ADJ
sc-1166	72	24	passenger	passenger	NOUN
sc-1166	72	25	.	.	PUNCT
sc-1166	73	1	specific	specific	ADJ
sc-1166	73	2	big	big	ADJ
sc-1166	73	3	data	datum	NOUN
sc-1166	73	4	processing	processing	NOUN
sc-1166	73	5	algorithms	algorithm	NOUN
sc-1166	73	6	must	must	AUX
sc-1166	73	7	be	be	AUX
sc-1166	73	8	designed	design	VERB
sc-1166	73	9	and	and	CCONJ
sc-1166	73	10	implemented	implement	VERB
sc-1166	73	11	for	for	ADP
sc-1166	73	12	each	each	DET
sc-1166	73	13	case	case	NOUN
sc-1166	73	14	.	.	PUNCT
sc-1166	74	1	data	datum	NOUN
sc-1166	74	2	from	from	ADP
sc-1166	74	3	gps	gps	PROPN
sc-1166	74	4	,	,	PUNCT
sc-1166	74	5	sensors	sensor	NOUN
sc-1166	74	6	,	,	PUNCT
sc-1166	74	7	and	and	CCONJ
sc-1166	74	8	traffic	traffic	NOUN
sc-1166	74	9	gadgets	gadget	NOUN
sc-1166	74	10	are	be	AUX
sc-1166	74	11	gathered	gather	VERB
sc-1166	74	12	in	in	ADP
sc-1166	74	13	many	many	ADJ
sc-1166	74	14	formats	format	NOUN
sc-1166	74	15	and	and	CCONJ
sc-1166	74	16	with	with	ADP
sc-1166	74	17	different	different	ADJ
sc-1166	74	18	granularity	granularity	NOUN
sc-1166	74	19	.	.	PUNCT
sc-1166	75	1	this	this	DET
sc-1166	75	2	case	case	NOUN
sc-1166	75	3	of	of	ADP
sc-1166	75	4	study	study	NOUN
sc-1166	75	5	focuses	focus	VERB
sc-1166	75	6	on	on	ADP
sc-1166	75	7	a	a	DET
sc-1166	75	8	study	study	NOUN
sc-1166	75	9	of	of	ADP
sc-1166	75	10	the	the	DET
sc-1166	75	11	its	its	NOUN
sc-1166	75	12	for	for	ADP
sc-1166	75	13	the	the	DET
sc-1166	75	14	city	city	NOUN
sc-1166	75	15	of	of	ADP
sc-1166	75	16	montevideo	montevideo	PROPN
sc-1166	75	17	,	,	PUNCT
sc-1166	75	18	uruguay	uruguay	PROPN
sc-1166	75	19	.	.	PUNCT
sc-1166	76	1	thus	thus	ADV
sc-1166	76	2	,	,	PUNCT
sc-1166	76	3	the	the	DET
sc-1166	76	4	types	type	NOUN
sc-1166	76	5	of	of	ADP
sc-1166	76	6	input	input	NOUN
sc-1166	76	7	data	datum	NOUN
sc-1166	76	8	considered	consider	VERB
sc-1166	76	9	in	in	ADP
sc-1166	76	10	this	this	DET
sc-1166	76	11	article	article	NOUN
sc-1166	76	12	for	for	ADP
sc-1166	76	13	origin	origin	NOUN
sc-1166	76	14	-	-	PUNCT
sc-1166	76	15	destination	destination	NOUN
sc-1166	76	16	estimation	estimation	NOUN
sc-1166	76	17	and	and	CCONJ
sc-1166	76	18	prediction	prediction	NOUN
sc-1166	76	19	are	be	AUX
sc-1166	76	20	the	the	DET
sc-1166	76	21	gps	gps	PROPN
sc-1166	76	22	and	and	CCONJ
sc-1166	76	23	ticket	ticket	NOUN
sc-1166	76	24	sales	sale	NOUN
sc-1166	76	25	data	datum	NOUN
sc-1166	76	26	from	from	ADP
sc-1166	76	27	buses	bus	NOUN
sc-1166	76	28	in	in	ADP
sc-1166	76	29	montevideo	montevideo	NOUN
sc-1166	76	30	.	.	PUNCT
sc-1166	77	1	the	the	DET
sc-1166	77	2	city	city	NOUN
sc-1166	77	3	government	government	NOUN
sc-1166	77	4	in	in	ADP
sc-1166	77	5	montevideo	montevideo	PROPN
sc-1166	77	6	introduced	introduce	VERB
sc-1166	77	7	in	in	ADP
sc-1166	77	8	2010	2010	NUM
sc-1166	77	9	an	an	DET
sc-1166	77	10	urban	urban	ADJ
sc-1166	77	11	mobility	mobility	NOUN
sc-1166	77	12	plan	plan	NOUN
sc-1166	77	13	to	to	PART
sc-1166	77	14	redesign	redesign	VERB
sc-1166	77	15	and	and	CCONJ
sc-1166	77	16	modernize	modernize	VERB
sc-1166	77	17	urban	urban	ADJ
sc-1166	77	18	transport	transport	NOUN
sc-1166	77	19	in	in	ADP
sc-1166	77	20	the	the	DET
sc-1166	77	21	city	city	NOUN
sc-1166	78	1	[	[	X
sc-1166	78	2	5	5	NUM
sc-1166	78	3	]	]	PUNCT
sc-1166	78	4	.	.	PUNCT
sc-1166	79	1	under	under	ADP
sc-1166	79	2	this	this	DET
sc-1166	79	3	plan	plan	NOUN
sc-1166	79	4	,	,	PUNCT
sc-1166	79	5	the	the	DET
sc-1166	79	6	metropolitan	metropolitan	ADJ
sc-1166	79	7	transport	transport	NOUN
sc-1166	79	8	system	system	NOUN
sc-1166	79	9	(	(	PUNCT
sc-1166	79	10	sistema	sistema	X
sc-1166	79	11	de	de	X
sc-1166	79	12	transporte	transporte	PROPN
sc-1166	79	13	metropolitano	metropolitano	PROPN
sc-1166	79	14	,	,	PUNCT
sc-1166	79	15	stm	stm	PROPN
sc-1166	79	16	)	)	PUNCT
sc-1166	79	17	was	be	AUX
sc-1166	79	18	created	create	VERB
sc-1166	79	19	,	,	PUNCT
sc-1166	79	20	with	with	SCONJ
sc-1166	79	21	the	the	DET
sc-1166	79	22	3	3	NUM
sc-1166	79	23	eai	eai	NOUN
sc-1166	79	24	endorsed	endorse	VERB
sc-1166	79	25	transactions	transaction	NOUN
sc-1166	79	26	on	on	ADP
sc-1166	79	27	smart	smart	ADJ
sc-1166	79	28	cities	city	NOUN
sc-1166	79	29	12	12	NUM
sc-1166	79	30	2016	2016	NUM
sc-1166	79	31	12	12	NUM
sc-1166	79	32	2017	2017	NUM
sc-1166	79	33	|	|	ADV
sc-1166	79	34	volume	volume	NOUN
sc-1166	79	35	2	2	NUM
sc-1166	79	36	|	|	ADV
sc-1166	79	37	issue	issue	VERB
sc-1166	79	38	5	5	NUM
sc-1166	79	39	|	|	ADV
sc-1166	79	40	e	e	PROPN
sc-1166	79	41	sergio	sergio	PROPN
sc-1166	79	42	nesmachnow	nesmachnow	PROPN
sc-1166	79	43	,	,	PUNCT
sc-1166	79	44	sebastián	sebastián	ADJ
sc-1166	79	45	baña	baña	NOUN
sc-1166	79	46	,	,	PUNCT
sc-1166	79	47	and	and	CCONJ
sc-1166	79	48	renzo	renzo	VERB
sc-1166	79	49	massobrio	massobrio	ADJ
sc-1166	79	50	goal	goal	NOUN
sc-1166	79	51	of	of	ADP
sc-1166	79	52	integrating	integrate	VERB
sc-1166	79	53	the	the	DET
sc-1166	79	54	different	different	ADJ
sc-1166	79	55	components	component	NOUN
sc-1166	79	56	of	of	ADP
sc-1166	79	57	the	the	DET
sc-1166	79	58	public	public	ADJ
sc-1166	79	59	transportation	transportation	NOUN
sc-1166	79	60	system	system	NOUN
sc-1166	79	61	together	together	ADV
sc-1166	79	62	.	.	PUNCT
sc-1166	80	1	one	one	NUM
sc-1166	80	2	of	of	ADP
sc-1166	80	3	the	the	DET
sc-1166	80	4	first	first	ADJ
sc-1166	80	5	improvements	improvement	NOUN
sc-1166	80	6	in	in	ADP
sc-1166	80	7	stm	stm	PROPN
sc-1166	80	8	was	be	AUX
sc-1166	80	9	to	to	PART
sc-1166	80	10	include	include	VERB
sc-1166	80	11	gps	gps	PROPN
sc-1166	80	12	devices	device	NOUN
sc-1166	80	13	on	on	ADP
sc-1166	80	14	buses	bus	NOUN
sc-1166	80	15	and	and	CCONJ
sc-1166	80	16	allow	allow	VERB
sc-1166	80	17	passengers	passenger	NOUN
sc-1166	80	18	to	to	PART
sc-1166	80	19	pay	pay	VERB
sc-1166	80	20	for	for	ADP
sc-1166	80	21	tickets	ticket	NOUN
sc-1166	80	22	using	use	VERB
sc-1166	80	23	a	a	DET
sc-1166	80	24	smart	smart	ADJ
sc-1166	80	25	card	card	NOUN
sc-1166	80	26	(	(	PUNCT
sc-1166	80	27	stm	stm	PROPN
sc-1166	80	28	card	card	NOUN
sc-1166	80	29	)	)	PUNCT
sc-1166	80	30	.	.	PUNCT
sc-1166	81	1	additionally	additionally	ADV
sc-1166	81	2	,	,	PUNCT
sc-1166	81	3	the	the	DET
sc-1166	81	4	complex	complex	ADJ
sc-1166	81	5	system	system	NOUN
sc-1166	81	6	of	of	ADP
sc-1166	81	7	fares	fare	NOUN
sc-1166	81	8	was	be	AUX
sc-1166	81	9	simplified	simplify	VERB
sc-1166	81	10	to	to	PART
sc-1166	81	11	allow	allow	VERB
sc-1166	81	12	only	only	ADV
sc-1166	81	13	two	two	NUM
sc-1166	81	14	different	different	ADJ
sc-1166	81	15	type	type	NOUN
sc-1166	81	16	of	of	ADP
sc-1166	81	17	tickets	ticket	NOUN
sc-1166	81	18	:	:	PUNCT
sc-1166	81	19	i	i	NOUN
sc-1166	81	20	)	)	PUNCT
sc-1166	81	21	"	"	PUNCT
sc-1166	81	22	one	one	NUM
sc-1166	81	23	hour	hour	NOUN
sc-1166	81	24	"	"	PUNCT
sc-1166	81	25	tickets	ticket	NOUN
sc-1166	81	26	,	,	PUNCT
sc-1166	81	27	allowing	allow	VERB
sc-1166	81	28	up	up	ADP
sc-1166	81	29	to	to	PART
sc-1166	81	30	1	1	NUM
sc-1166	81	31	transfer	transfer	NOUN
sc-1166	81	32	within	within	ADP
sc-1166	81	33	an	an	DET
sc-1166	81	34	hour	hour	NOUN
sc-1166	81	35	of	of	ADP
sc-1166	81	36	boarding	board	VERB
sc-1166	81	37	the	the	DET
sc-1166	81	38	first	first	ADJ
sc-1166	81	39	bus	bus	NOUN
sc-1166	81	40	;	;	PUNCT
sc-1166	81	41	ii	ii	X
sc-1166	81	42	)	)	PUNCT
sc-1166	81	43	"	"	PUNCT
sc-1166	81	44	two	two	NUM
sc-1166	81	45	hours	hour	NOUN
sc-1166	81	46	"	"	PUNCT
sc-1166	81	47	tickets	ticket	NOUN
sc-1166	81	48	,	,	PUNCT
sc-1166	81	49	allowing	allow	VERB
sc-1166	81	50	unlimited	unlimited	ADJ
sc-1166	81	51	transfers	transfer	NOUN
sc-1166	81	52	within	within	ADP
sc-1166	81	53	2	2	NUM
sc-1166	81	54	hours	hour	NOUN
sc-1166	81	55	from	from	ADP
sc-1166	81	56	the	the	DET
sc-1166	81	57	moment	moment	NOUN
sc-1166	81	58	the	the	DET
sc-1166	81	59	ticket	ticket	NOUN
sc-1166	81	60	is	be	AUX
sc-1166	81	61	purchased	purchase	VERB
sc-1166	81	62	.	.	PUNCT
sc-1166	82	1	however	however	ADV
sc-1166	82	2	,	,	PUNCT
sc-1166	82	3	it	it	PRON
sc-1166	82	4	is	be	AUX
sc-1166	82	5	not	not	PART
sc-1166	82	6	compulsory	compulsory	ADJ
sc-1166	82	7	to	to	PART
sc-1166	82	8	use	use	VERB
sc-1166	82	9	the	the	DET
sc-1166	82	10	stm	stm	PROPN
sc-1166	82	11	card	card	NOUN
sc-1166	82	12	to	to	PART
sc-1166	82	13	buy	buy	VERB
sc-1166	82	14	bus	bus	NOUN
sc-1166	82	15	tickets	ticket	NOUN
sc-1166	82	16	,	,	PUNCT
sc-1166	82	17	as	as	ADP
sc-1166	82	18	passengersmay	passengersmay	ADJ
sc-1166	82	19	paywith	paywith	ADP
sc-1166	82	20	cash	cash	NOUN
sc-1166	82	21	directly	directly	ADV
sc-1166	82	22	to	to	ADP
sc-1166	82	23	the	the	DET
sc-1166	82	24	driver	driver	NOUN
sc-1166	82	25	.	.	PUNCT
sc-1166	83	1	in	in	ADP
sc-1166	83	2	this	this	DET
sc-1166	83	3	case	case	NOUN
sc-1166	83	4	,	,	PUNCT
sc-1166	83	5	the	the	DET
sc-1166	83	6	ticket	ticket	NOUN
sc-1166	83	7	is	be	AUX
sc-1166	83	8	only	only	ADV
sc-1166	83	9	valid	valid	ADJ
sc-1166	83	10	for	for	ADP
sc-1166	83	11	that	that	DET
sc-1166	83	12	trip	trip	NOUN
sc-1166	83	13	and	and	CCONJ
sc-1166	83	14	no	no	DET
sc-1166	83	15	transfers	transfer	NOUN
sc-1166	83	16	are	be	AUX
sc-1166	83	17	allowed	allow	VERB
sc-1166	83	18	.	.	PUNCT
sc-1166	84	1	using	use	VERB
sc-1166	84	2	historical	historical	ADJ
sc-1166	84	3	information	information	NOUN
sc-1166	84	4	gathered	gather	VERB
sc-1166	84	5	in	in	ADP
sc-1166	84	6	the	the	DET
sc-1166	84	7	context	context	NOUN
sc-1166	84	8	of	of	ADP
sc-1166	84	9	the	the	DET
sc-1166	84	10	stm	stm	PROPN
sc-1166	84	11	transport	transport	NOUN
sc-1166	84	12	system	system	NOUN
sc-1166	84	13	of	of	ADP
sc-1166	84	14	montevideo	montevideo	NOUN
sc-1166	84	15	,	,	PUNCT
sc-1166	84	16	the	the	DET
sc-1166	84	17	goal	goal	NOUN
sc-1166	84	18	is	be	AUX
sc-1166	84	19	to	to	PART
sc-1166	84	20	accurately	accurately	ADV
sc-1166	84	21	estimate	estimate	VERB
sc-1166	84	22	demand	demand	NOUN
sc-1166	84	23	and	and	CCONJ
sc-1166	84	24	od	od	NOUN
sc-1166	84	25	matrices	matrix	NOUN
sc-1166	84	26	from	from	ADP
sc-1166	84	27	gps	gps	NOUN
sc-1166	84	28	bus	bus	NOUN
sc-1166	84	29	location	location	NOUN
sc-1166	84	30	and	and	CCONJ
sc-1166	84	31	ticket	ticket	NOUN
sc-1166	84	32	sales	sale	NOUN
sc-1166	84	33	data	datum	NOUN
sc-1166	84	34	(	(	PUNCT
sc-1166	84	35	considering	consider	VERB
sc-1166	84	36	tickets	ticket	NOUN
sc-1166	84	37	payed	pay	VERB
sc-1166	84	38	with	with	ADP
sc-1166	84	39	and	and	CCONJ
sc-1166	84	40	without	without	ADP
sc-1166	84	41	smartcards	smartcard	NOUN
sc-1166	84	42	)	)	PUNCT
sc-1166	84	43	.	.	PUNCT
sc-1166	85	1	the	the	DET
sc-1166	85	2	computed	compute	VERB
sc-1166	85	3	results	result	NOUN
sc-1166	85	4	are	be	AUX
sc-1166	85	5	of	of	ADP
sc-1166	85	6	significant	significant	ADJ
sc-1166	85	7	value	value	NOUN
sc-1166	85	8	to	to	ADP
sc-1166	85	9	the	the	DET
sc-1166	85	10	authorities	authority	NOUN
sc-1166	85	11	at	at	ADP
sc-1166	85	12	the	the	DET
sc-1166	85	13	city	city	NOUN
sc-1166	85	14	government	government	NOUN
sc-1166	85	15	in	in	ADP
sc-1166	85	16	montevideo	montevideo	PROPN
sc-1166	85	17	,	,	PUNCT
sc-1166	85	18	since	since	SCONJ
sc-1166	85	19	there	there	PRON
sc-1166	85	20	is	be	VERB
sc-1166	85	21	a	a	DET
sc-1166	85	22	serious	serious	ADJ
sc-1166	85	23	lack	lack	NOUN
sc-1166	85	24	of	of	ADP
sc-1166	85	25	mobility	mobility	NOUN
sc-1166	85	26	information	information	NOUN
sc-1166	85	27	.	.	PUNCT
sc-1166	86	1	traditional	traditional	ADJ
sc-1166	86	2	methods	method	NOUN
sc-1166	86	3	(	(	PUNCT
sc-1166	86	4	e.g.	e.g.	ADV
sc-1166	86	5	,	,	PUNCT
sc-1166	86	6	passenger	passenger	NOUN
sc-1166	86	7	surveys	survey	NOUN
sc-1166	86	8	,	,	PUNCT
sc-1166	86	9	visual	visual	ADJ
sc-1166	86	10	inspections	inspection	NOUN
sc-1166	86	11	)	)	PUNCT
sc-1166	86	12	have	have	AUX
sc-1166	86	13	proven	prove	VERB
sc-1166	86	14	to	to	PART
sc-1166	86	15	be	be	AUX
sc-1166	86	16	expensive	expensive	ADJ
sc-1166	86	17	and	and	CCONJ
sc-1166	86	18	offer	offer	VERB
sc-1166	86	19	outdated	outdated	ADJ
sc-1166	86	20	information	information	NOUN
sc-1166	86	21	while	while	SCONJ
sc-1166	86	22	novel	novel	ADJ
sc-1166	86	23	methods	method	NOUN
sc-1166	86	24	based	base	VERB
sc-1166	86	25	on	on	ADP
sc-1166	86	26	information	information	NOUN
sc-1166	86	27	already	already	ADV
sc-1166	86	28	gathered	gather	VERB
sc-1166	86	29	by	by	ADP
sc-1166	86	30	the	the	DET
sc-1166	86	31	its	its	PRON
sc-1166	86	32	have	have	AUX
sc-1166	86	33	not	not	PART
sc-1166	86	34	been	be	AUX
sc-1166	86	35	explored	explore	VERB
sc-1166	86	36	by	by	ADP
sc-1166	86	37	the	the	DET
sc-1166	86	38	city	city	NOUN
sc-1166	86	39	authorities	authority	NOUN
sc-1166	86	40	yet	yet	ADV
sc-1166	86	41	.	.	PUNCT
sc-1166	87	1	3	3	X
sc-1166	87	2	.	.	X
sc-1166	87	3	related	relate	VERB
sc-1166	87	4	works	work	NOUN
sc-1166	87	5	this	this	DET
sc-1166	87	6	section	section	NOUN
sc-1166	87	7	reviews	review	VERB
sc-1166	87	8	the	the	DET
sc-1166	87	9	related	relate	VERB
sc-1166	87	10	works	work	NOUN
sc-1166	87	11	on	on	ADP
sc-1166	87	12	the	the	DET
sc-1166	87	13	two	two	NUM
sc-1166	87	14	main	main	ADJ
sc-1166	87	15	topics	topic	NOUN
sc-1166	87	16	addressed	address	VERB
sc-1166	87	17	in	in	ADP
sc-1166	87	18	this	this	DET
sc-1166	87	19	article	article	NOUN
sc-1166	87	20	:	:	PUNCT
sc-1166	87	21	applying	apply	VERB
sc-1166	87	22	big	big	ADJ
sc-1166	87	23	data	datum	NOUN
sc-1166	87	24	and	and	CCONJ
sc-1166	87	25	distributed	distribute	VERB
sc-1166	87	26	computing	computing	NOUN
sc-1166	87	27	approaches	approach	NOUN
sc-1166	87	28	for	for	ADP
sc-1166	87	29	processing	processing	NOUN
sc-1166	87	30	data	datum	NOUN
sc-1166	87	31	from	from	ADP
sc-1166	87	32	its	its	PRON
sc-1166	87	33	and	and	CCONJ
sc-1166	87	34	related	related	ADJ
sc-1166	87	35	systems	system	NOUN
sc-1166	87	36	in	in	ADP
sc-1166	87	37	the	the	DET
sc-1166	87	38	context	context	NOUN
sc-1166	87	39	of	of	ADP
sc-1166	87	40	smart	smart	ADJ
sc-1166	87	41	cities	city	NOUN
sc-1166	87	42	,	,	PUNCT
sc-1166	87	43	and	and	CCONJ
sc-1166	87	44	processing	processing	NOUN
sc-1166	87	45	data	datum	NOUN
sc-1166	87	46	to	to	PART
sc-1166	87	47	estimate	estimate	VERB
sc-1166	87	48	demand	demand	NOUN
sc-1166	87	49	and	and	CCONJ
sc-1166	87	50	od	od	NUM
sc-1166	87	51	matrices	matrix	NOUN
sc-1166	87	52	.	.	PUNCT
sc-1166	88	1	3.1	3.1	NUM
sc-1166	88	2	.	.	PUNCT
sc-1166	88	3	distributed	distribute	VERB
sc-1166	88	4	computing	computing	NOUN
sc-1166	88	5	for	for	ADP
sc-1166	88	6	processing	process	VERB
sc-1166	88	7	traffic	traffic	NOUN
sc-1166	88	8	data	datum	NOUN
sc-1166	88	9	several	several	ADJ
sc-1166	88	10	articles	article	NOUN
sc-1166	88	11	have	have	AUX
sc-1166	88	12	proposed	propose	VERB
sc-1166	88	13	applying	apply	VERB
sc-1166	88	14	distributed	distribute	VERB
sc-1166	88	15	computing	computing	NOUN
sc-1166	88	16	approaches	approach	NOUN
sc-1166	88	17	to	to	PART
sc-1166	88	18	process	process	VERB
sc-1166	88	19	large	large	ADJ
sc-1166	88	20	volumes	volume	NOUN
sc-1166	88	21	of	of	ADP
sc-1166	88	22	traffic	traffic	NOUN
sc-1166	88	23	data	datum	NOUN
sc-1166	88	24	with	with	ADP
sc-1166	88	25	diverse	diverse	ADJ
sc-1166	88	26	goals	goal	NOUN
sc-1166	88	27	.	.	PUNCT
sc-1166	89	1	a	a	DET
sc-1166	89	2	brief	brief	ADJ
sc-1166	89	3	review	review	NOUN
sc-1166	89	4	of	of	ADP
sc-1166	89	5	related	related	ADJ
sc-1166	89	6	works	work	NOUN
sc-1166	89	7	is	be	AUX
sc-1166	89	8	presented	present	VERB
sc-1166	89	9	next	next	ADV
sc-1166	89	10	.	.	PUNCT
sc-1166	90	1	the	the	DET
sc-1166	90	2	advantages	advantage	NOUN
sc-1166	90	3	of	of	ADP
sc-1166	90	4	using	use	VERB
sc-1166	90	5	big	big	ADJ
sc-1166	90	6	data	datum	NOUN
sc-1166	90	7	analysis	analysis	NOUN
sc-1166	90	8	for	for	ADP
sc-1166	90	9	social	social	ADJ
sc-1166	90	10	transportation	transportation	NOUN
sc-1166	90	11	have	have	AUX
sc-1166	90	12	been	be	AUX
sc-1166	90	13	studied	study	VERB
sc-1166	90	14	in	in	ADP
sc-1166	90	15	a	a	DET
sc-1166	90	16	thorough	thorough	ADJ
sc-1166	90	17	manner	manner	NOUN
sc-1166	90	18	in	in	ADP
sc-1166	90	19	the	the	DET
sc-1166	90	20	general	general	ADJ
sc-1166	90	21	review	review	NOUN
sc-1166	90	22	of	of	ADP
sc-1166	90	23	the	the	DET
sc-1166	90	24	field	field	NOUN
sc-1166	90	25	by	by	ADP
sc-1166	90	26	zheng	zheng	PROPN
sc-1166	90	27	et	et	PROPN
sc-1166	90	28	al	al	PROPN
sc-1166	90	29	.	.	PUNCT
sc-1166	91	1	[	[	X
sc-1166	91	2	6	6	NUM
sc-1166	91	3	]	]	PUNCT
sc-1166	91	4	.	.	PUNCT
sc-1166	92	1	the	the	DET
sc-1166	92	2	authors	author	NOUN
sc-1166	92	3	analyzed	analyze	VERB
sc-1166	92	4	using	use	VERB
sc-1166	92	5	several	several	ADJ
sc-1166	92	6	sources	source	NOUN
sc-1166	92	7	of	of	ADP
sc-1166	92	8	information	information	NOUN
sc-1166	92	9	,	,	PUNCT
sc-1166	92	10	including	include	VERB
sc-1166	92	11	vehicle	vehicle	NOUN
sc-1166	92	12	mobility	mobility	NOUN
sc-1166	92	13	(	(	PUNCT
sc-1166	92	14	e.g.	e.g.	ADV
sc-1166	92	15	,	,	PUNCT
sc-1166	92	16	gps	gps	PROPN
sc-1166	92	17	coordinates	coordinate	NOUN
sc-1166	92	18	,	,	PUNCT
sc-1166	92	19	speed	speed	NOUN
sc-1166	92	20	data	datum	NOUN
sc-1166	92	21	)	)	PUNCT
sc-1166	92	22	,	,	PUNCT
sc-1166	92	23	pedestrian	pedestrian	NOUN
sc-1166	92	24	mobility	mobility	NOUN
sc-1166	92	25	(	(	PUNCT
sc-1166	92	26	e.g.	e.g.	ADV
sc-1166	92	27	,	,	PUNCT
sc-1166	92	28	gps	gps	PROPN
sc-1166	92	29	andwifi	andwifi	NOUN
sc-1166	92	30	signals	signal	VERB
sc-1166	92	31	frommobile	frommobile	ADJ
sc-1166	92	32	devices	device	NOUN
sc-1166	92	33	)	)	PUNCT
sc-1166	92	34	,	,	PUNCT
sc-1166	92	35	incident	incident	NOUN
sc-1166	92	36	reports	report	NOUN
sc-1166	92	37	,	,	PUNCT
sc-1166	92	38	social	social	ADJ
sc-1166	92	39	networking	networking	NOUN
sc-1166	92	40	(	(	PUNCT
sc-1166	92	41	e.g.	e.g.	ADV
sc-1166	92	42	,	,	PUNCT
sc-1166	92	43	textual	textual	ADJ
sc-1166	92	44	posts	post	NOUN
sc-1166	92	45	,	,	PUNCT
sc-1166	92	46	address	address	NOUN
sc-1166	92	47	)	)	PUNCT
sc-1166	92	48	,	,	PUNCT
sc-1166	92	49	and	and	CCONJ
sc-1166	92	50	web	web	NOUN
sc-1166	92	51	logs	log	NOUN
sc-1166	92	52	(	(	PUNCT
sc-1166	92	53	e.g.	e.g.	ADV
sc-1166	92	54	,	,	PUNCT
sc-1166	92	55	user	user	NOUN
sc-1166	92	56	identification	identification	NOUN
sc-1166	92	57	,	,	PUNCT
sc-1166	92	58	comments	comment	NOUN
sc-1166	92	59	)	)	PUNCT
sc-1166	92	60	.	.	PUNCT
sc-1166	93	1	in	in	ADP
sc-1166	93	2	the	the	DET
sc-1166	93	3	review	review	NOUN
sc-1166	93	4	,	,	PUNCT
sc-1166	93	5	the	the	DET
sc-1166	93	6	advantages	advantage	NOUN
sc-1166	93	7	and	and	CCONJ
sc-1166	93	8	limitations	limitation	NOUN
sc-1166	93	9	of	of	ADP
sc-1166	93	10	using	use	VERB
sc-1166	93	11	each	each	DET
sc-1166	93	12	source	source	NOUN
sc-1166	93	13	of	of	ADP
sc-1166	93	14	data	datum	NOUN
sc-1166	93	15	are	be	AUX
sc-1166	93	16	discussed	discuss	VERB
sc-1166	93	17	.	.	PUNCT
sc-1166	94	1	several	several	ADJ
sc-1166	94	2	other	other	ADJ
sc-1166	94	3	novel	novel	ADJ
sc-1166	94	4	ideas	idea	NOUN
sc-1166	94	5	to	to	PART
sc-1166	94	6	improve	improve	VERB
sc-1166	94	7	public	public	ADJ
sc-1166	94	8	transportation	transportation	NOUN
sc-1166	94	9	and	and	CCONJ
sc-1166	94	10	implement	implement	VERB
sc-1166	94	11	the	the	DET
sc-1166	94	12	its	its	PRON
sc-1166	94	13	paradigm	paradigm	NOUN
sc-1166	94	14	are	be	AUX
sc-1166	94	15	also	also	ADV
sc-1166	94	16	reviewed	review	VERB
sc-1166	94	17	,	,	PUNCT
sc-1166	94	18	including	include	VERB
sc-1166	94	19	applying	apply	VERB
sc-1166	94	20	crowdsourcing	crowdsourcing	NOUN
sc-1166	94	21	techniques	technique	NOUN
sc-1166	94	22	for	for	ADP
sc-1166	94	23	collecting	collect	VERB
sc-1166	94	24	and	and	CCONJ
sc-1166	94	25	analyzing	analyze	VERB
sc-1166	94	26	real	real	ADJ
sc-1166	94	27	-	-	PUNCT
sc-1166	94	28	time	time	NOUN
sc-1166	94	29	or	or	CCONJ
sc-1166	94	30	near	near	ADP
sc-1166	94	31	real	real	ADJ
sc-1166	94	32	-	-	PUNCT
sc-1166	94	33	time	time	NOUN
sc-1166	94	34	traffic	traffic	NOUN
sc-1166	94	35	information	information	NOUN
sc-1166	94	36	,	,	PUNCT
sc-1166	94	37	and	and	CCONJ
sc-1166	94	38	using	use	VERB
sc-1166	94	39	databased	database	VERB
sc-1166	94	40	agents	agent	NOUN
sc-1166	94	41	for	for	ADP
sc-1166	94	42	driver	driver	NOUN
sc-1166	94	43	assistance	assistance	NOUN
sc-1166	94	44	and	and	CCONJ
sc-1166	94	45	analyzing	analyze	VERB
sc-1166	94	46	human	human	ADJ
sc-1166	94	47	behavior	behavior	NOUN
sc-1166	94	48	.	.	PUNCT
sc-1166	95	1	a	a	DET
sc-1166	95	2	conclusion	conclusion	NOUN
sc-1166	95	3	on	on	ADP
sc-1166	95	4	how	how	SCONJ
sc-1166	95	5	to	to	PART
sc-1166	95	6	integrate	integrate	VERB
sc-1166	95	7	all	all	DET
sc-1166	95	8	the	the	DET
sc-1166	95	9	previous	previous	ADJ
sc-1166	95	10	concepts	concept	NOUN
sc-1166	95	11	in	in	ADP
sc-1166	95	12	a	a	DET
sc-1166	95	13	data	data	NOUN
sc-1166	95	14	-	-	PUNCT
sc-1166	95	15	driven	drive	VERB
sc-1166	95	16	social	social	ADJ
sc-1166	95	17	transportation	transportation	NOUN
sc-1166	95	18	system	system	NOUN
sc-1166	95	19	that	that	PRON
sc-1166	95	20	improves	improve	VERB
sc-1166	95	21	traffic	traffic	NOUN
sc-1166	95	22	safety	safety	NOUN
sc-1166	95	23	and	and	CCONJ
sc-1166	95	24	efficiency	efficiency	NOUN
sc-1166	95	25	is	be	AUX
sc-1166	95	26	also	also	ADV
sc-1166	95	27	presented	present	VERB
sc-1166	95	28	.	.	PUNCT
sc-1166	96	1	several	several	ADJ
sc-1166	96	2	other	other	ADJ
sc-1166	96	3	computational	computational	ADJ
sc-1166	96	4	intelligence	intelligence	NOUN
sc-1166	96	5	techniques	technique	NOUN
sc-1166	96	6	have	have	AUX
sc-1166	96	7	been	be	AUX
sc-1166	96	8	recently	recently	ADV
sc-1166	96	9	applied	apply	VERB
sc-1166	96	10	to	to	PART
sc-1166	96	11	process	process	VERB
sc-1166	96	12	its	its	PRON
sc-1166	96	13	data	datum	NOUN
sc-1166	96	14	in	in	ADP
sc-1166	96	15	order	order	NOUN
sc-1166	96	16	to	to	PART
sc-1166	96	17	help	help	VERB
sc-1166	96	18	the	the	DET
sc-1166	96	19	decision	decision	NOUN
sc-1166	96	20	-	-	PUNCT
sc-1166	96	21	making	make	VERB
sc-1166	96	22	processes	process	NOUN
sc-1166	96	23	in	in	ADP
sc-1166	96	24	smart	smart	ADJ
sc-1166	96	25	cities	city	NOUN
sc-1166	96	26	.	.	PUNCT
sc-1166	97	1	oh	oh	INTJ
sc-1166	97	2	et	et	NOUN
sc-1166	97	3	al	al	PROPN
sc-1166	97	4	.	.	PUNCT
sc-1166	98	1	[	[	X
sc-1166	98	2	7	7	X
sc-1166	98	3	]	]	PUNCT
sc-1166	98	4	proposed	propose	VERB
sc-1166	98	5	a	a	DET
sc-1166	98	6	sequential	sequential	ADJ
sc-1166	98	7	search	search	NOUN
sc-1166	98	8	strategy	strategy	NOUN
sc-1166	98	9	for	for	ADP
sc-1166	98	10	traffic	traffic	NOUN
sc-1166	98	11	state	state	NOUN
sc-1166	98	12	prediction	prediction	NOUN
sc-1166	98	13	combining	combine	VERB
sc-1166	98	14	a	a	DET
sc-1166	98	15	vehicle	vehicle	NOUN
sc-1166	98	16	detection	detection	NOUN
sc-1166	98	17	system	system	NOUN
sc-1166	98	18	and	and	CCONJ
sc-1166	98	19	the	the	DET
sc-1166	98	20	k	k	PROPN
sc-1166	98	21	nearest	near	ADJ
sc-1166	98	22	neighbors	neighbor	NOUN
sc-1166	98	23	(	(	PUNCT
sc-1166	98	24	knn	knn	PROPN
sc-1166	98	25	)	)	PUNCT
sc-1166	98	26	nonparametric	nonparametric	NOUN
sc-1166	98	27	method	method	NOUN
sc-1166	98	28	for	for	ADP
sc-1166	98	29	classification	classification	NOUN
sc-1166	98	30	.	.	PUNCT
sc-1166	99	1	an	an	DET
sc-1166	99	2	experimental	experimental	ADJ
sc-1166	99	3	evaluation	evaluation	NOUN
sc-1166	99	4	was	be	AUX
sc-1166	99	5	performed	perform	VERB
sc-1166	99	6	considering	consider	VERB
sc-1166	99	7	data	datum	NOUN
sc-1166	99	8	from	from	ADP
sc-1166	99	9	the	the	DET
sc-1166	99	10	performance	performance	NOUN
sc-1166	99	11	measurement	measurement	NOUN
sc-1166	99	12	system	system	NOUN
sc-1166	99	13	from	from	ADP
sc-1166	99	14	state	state	NOUN
sc-1166	99	15	route	route	NOUN
sc-1166	99	16	78	78	NUM
sc-1166	99	17	highway	highway	NOUN
sc-1166	99	18	in	in	ADP
sc-1166	99	19	california	california	PROPN
sc-1166	99	20	,	,	PUNCT
sc-1166	99	21	united	united	PROPN
sc-1166	99	22	states	states	PROPN
sc-1166	99	23	.	.	PUNCT
sc-1166	100	1	the	the	DET
sc-1166	100	2	results	result	NOUN
sc-1166	100	3	demonstrated	demonstrate	VERB
sc-1166	100	4	that	that	SCONJ
sc-1166	100	5	the	the	DET
sc-1166	100	6	proposed	propose	VERB
sc-1166	100	7	system	system	NOUN
sc-1166	100	8	outperformed	outperform	VERB
sc-1166	100	9	a	a	DET
sc-1166	100	10	traditional	traditional	ADJ
sc-1166	100	11	knn	knn	NOUN
sc-1166	100	12	approach	approach	NOUN
sc-1166	100	13	,	,	PUNCT
sc-1166	100	14	computing	compute	VERB
sc-1166	100	15	significantly	significantly	ADV
sc-1166	100	16	more	more	ADV
sc-1166	100	17	accurate	accurate	ADJ
sc-1166	100	18	results	result	NOUN
sc-1166	100	19	while	while	SCONJ
sc-1166	100	20	maintaining	maintain	VERB
sc-1166	100	21	good	good	ADJ
sc-1166	100	22	efficiency	efficiency	NOUN
sc-1166	100	23	and	and	CCONJ
sc-1166	100	24	stability	stability	NOUN
sc-1166	100	25	properties	property	NOUN
sc-1166	100	26	.	.	PUNCT
sc-1166	101	1	shi	shi	PROPN
sc-1166	101	2	and	and	CCONJ
sc-1166	101	3	abdel	abdel	PROPN
sc-1166	101	4	-	-	PUNCT
sc-1166	101	5	aty	aty	PROPN
sc-1166	101	6	[	[	X
sc-1166	101	7	8	8	NUM
sc-1166	101	8	]	]	PUNCT
sc-1166	101	9	applied	apply	VERB
sc-1166	101	10	the	the	DET
sc-1166	101	11	random	random	ADJ
sc-1166	101	12	forest	forest	NOUN
sc-1166	101	13	data	data	NOUN
sc-1166	101	14	mining	mining	NOUN
sc-1166	101	15	technique	technique	NOUN
sc-1166	101	16	and	and	CCONJ
sc-1166	101	17	bayesian	bayesian	NOUN
sc-1166	101	18	inference	inference	NOUN
sc-1166	101	19	to	to	PART
sc-1166	101	20	process	process	VERB
sc-1166	101	21	large	large	ADJ
sc-1166	101	22	volumes	volume	NOUN
sc-1166	101	23	of	of	ADP
sc-1166	101	24	data	datum	NOUN
sc-1166	101	25	from	from	ADP
sc-1166	101	26	a	a	DET
sc-1166	101	27	microwave	microwave	NOUN
sc-1166	101	28	vehicle	vehicle	NOUN
sc-1166	101	29	detection	detection	NOUN
sc-1166	101	30	system	system	NOUN
sc-1166	101	31	,	,	PUNCT
sc-1166	101	32	with	with	ADP
sc-1166	101	33	the	the	DET
sc-1166	101	34	main	main	ADJ
sc-1166	101	35	goal	goal	NOUN
sc-1166	101	36	of	of	ADP
sc-1166	101	37	identifying	identify	VERB
sc-1166	101	38	the	the	DET
sc-1166	101	39	contributing	contribute	VERB
sc-1166	101	40	factors	factor	NOUN
sc-1166	101	41	to	to	ADP
sc-1166	101	42	crashes	crash	NOUN
sc-1166	101	43	in	in	ADP
sc-1166	101	44	realtime	realtime	NOUN
sc-1166	101	45	.	.	PUNCT
sc-1166	102	1	rear	rear	ADJ
sc-1166	102	2	-	-	PUNCT
sc-1166	102	3	end	end	NOUN
sc-1166	102	4	crashes	crash	NOUN
sc-1166	102	5	were	be	AUX
sc-1166	102	6	studied	study	VERB
sc-1166	102	7	because	because	SCONJ
sc-1166	102	8	they	they	PRON
sc-1166	102	9	have	have	VERB
sc-1166	102	10	a	a	DET
sc-1166	102	11	straightforward	straightforward	ADJ
sc-1166	102	12	relation	relation	NOUN
sc-1166	102	13	with	with	ADP
sc-1166	102	14	congestion	congestion	NOUN
sc-1166	102	15	.	.	PUNCT
sc-1166	103	1	the	the	DET
sc-1166	103	2	experimental	experimental	ADJ
sc-1166	103	3	evaluation	evaluation	NOUN
sc-1166	103	4	of	of	ADP
sc-1166	103	5	the	the	DET
sc-1166	103	6	proposed	propose	VERB
sc-1166	103	7	computational	computational	ADJ
sc-1166	103	8	intelligence	intelligence	NOUN
sc-1166	103	9	approachwas	approachwas	NOUN
sc-1166	103	10	performed	perform	VERB
sc-1166	103	11	considering	consider	VERB
sc-1166	103	12	traffic	traffic	NOUN
sc-1166	103	13	data	datum	NOUN
sc-1166	103	14	from	from	ADP
sc-1166	103	15	state	state	NOUN
sc-1166	103	16	routes	route	NOUN
sc-1166	103	17	408	408	NUM
sc-1166	103	18	,	,	PUNCT
sc-1166	103	19	417	417	NUM
sc-1166	103	20	,	,	PUNCT
sc-1166	103	21	and	and	CCONJ
sc-1166	103	22	528	528	NUM
sc-1166	103	23	in	in	ADP
sc-1166	103	24	central	central	PROPN
sc-1166	103	25	florida	florida	PROPN
sc-1166	103	26	,	,	PUNCT
sc-1166	103	27	united	united	PROPN
sc-1166	103	28	states	states	PROPN
sc-1166	103	29	.	.	PUNCT
sc-1166	104	1	a	a	DET
sc-1166	104	2	reliability	reliability	NOUN
sc-1166	104	3	model	model	NOUN
sc-1166	104	4	was	be	AUX
sc-1166	104	5	also	also	ADV
sc-1166	104	6	included	include	VERB
sc-1166	104	7	in	in	ADP
sc-1166	104	8	the	the	DET
sc-1166	104	9	analysis	analysis	NOUN
sc-1166	104	10	.	.	PUNCT
sc-1166	105	1	the	the	DET
sc-1166	105	2	main	main	ADJ
sc-1166	105	3	results	result	NOUN
sc-1166	105	4	allowed	allow	VERB
sc-1166	105	5	the	the	DET
sc-1166	105	6	authors	author	NOUN
sc-1166	105	7	to	to	PART
sc-1166	105	8	conclude	conclude	VERB
sc-1166	105	9	that	that	DET
sc-1166	105	10	peak	peak	NOUN
sc-1166	105	11	hour	hour	NOUN
sc-1166	105	12	,	,	PUNCT
sc-1166	105	13	higher	high	ADJ
sc-1166	105	14	volume	volume	NOUN
sc-1166	105	15	and	and	CCONJ
sc-1166	105	16	lower	low	ADJ
sc-1166	105	17	speed	speed	NOUN
sc-1166	105	18	at	at	ADP
sc-1166	105	19	upstream	upstream	ADJ
sc-1166	105	20	locations	location	NOUN
sc-1166	105	21	,	,	PUNCT
sc-1166	105	22	and	and	CCONJ
sc-1166	105	23	high	high	ADJ
sc-1166	105	24	congestion	congestion	NOUN
sc-1166	105	25	index	index	NOUN
sc-1166	105	26	at	at	ADP
sc-1166	105	27	downstream	downstream	ADJ
sc-1166	105	28	detection	detection	NOUN
sc-1166	105	29	point	point	NOUN
sc-1166	105	30	significantly	significantly	ADV
sc-1166	105	31	increased	increase	VERB
sc-1166	105	32	the	the	DET
sc-1166	105	33	probability	probability	NOUN
sc-1166	105	34	of	of	ADP
sc-1166	105	35	crashes	crash	NOUN
sc-1166	105	36	.	.	PUNCT
sc-1166	106	1	ahn	ahn	PROPN
sc-1166	106	2	et	et	PROPN
sc-1166	106	3	al	al	PROPN
sc-1166	106	4	.	.	PUNCT
sc-1166	107	1	[	[	X
sc-1166	107	2	9	9	NUM
sc-1166	107	3	]	]	PUNCT
sc-1166	107	4	applied	apply	VERB
sc-1166	107	5	support	support	NOUN
sc-1166	107	6	vector	vector	NOUN
sc-1166	107	7	regression	regression	NOUN
sc-1166	107	8	(	(	PUNCT
sc-1166	107	9	svr	svr	PROPN
sc-1166	107	10	)	)	PUNCT
sc-1166	107	11	and	and	CCONJ
sc-1166	107	12	a	a	DET
sc-1166	107	13	bayesian	bayesian	NOUN
sc-1166	107	14	classifier	classifier	NOUN
sc-1166	107	15	for	for	ADP
sc-1166	107	16	building	build	VERB
sc-1166	107	17	a	a	DET
sc-1166	107	18	real	real	ADJ
sc-1166	107	19	-	-	PUNCT
sc-1166	107	20	time	time	NOUN
sc-1166	107	21	traffic	traffic	NOUN
sc-1166	107	22	flow	flow	NOUN
sc-1166	107	23	prediction	prediction	NOUN
sc-1166	107	24	system	system	NOUN
sc-1166	107	25	.	.	PUNCT
sc-1166	108	1	data	datum	NOUN
sc-1166	108	2	preparation	preparation	NOUN
sc-1166	108	3	and	and	CCONJ
sc-1166	108	4	noise	noise	NOUN
sc-1166	108	5	filtering	filtering	NOUN
sc-1166	108	6	are	be	AUX
sc-1166	108	7	applied	apply	VERB
sc-1166	108	8	to	to	ADP
sc-1166	108	9	raw	raw	ADJ
sc-1166	108	10	data	datum	NOUN
sc-1166	108	11	,	,	PUNCT
sc-1166	108	12	and	and	CCONJ
sc-1166	108	13	a	a	DET
sc-1166	108	14	traffic	traffic	NOUN
sc-1166	108	15	flow	flow	NOUN
sc-1166	108	16	model	model	NOUN
sc-1166	108	17	is	be	AUX
sc-1166	108	18	proposed	propose	VERB
sc-1166	108	19	using	use	VERB
sc-1166	108	20	a	a	DET
sc-1166	108	21	bayesian	bayesian	NOUN
sc-1166	108	22	framework	framework	NOUN
sc-1166	108	23	.	.	PUNCT
sc-1166	109	1	regression	regression	NOUN
sc-1166	109	2	techniques	technique	NOUN
sc-1166	109	3	are	be	AUX
sc-1166	109	4	used	use	VERB
sc-1166	109	5	to	to	PART
sc-1166	109	6	model	model	VERB
sc-1166	109	7	the	the	DET
sc-1166	109	8	timespace	timespace	NOUN
sc-1166	109	9	dependencies	dependency	NOUN
sc-1166	109	10	and	and	CCONJ
sc-1166	109	11	relationships	relationship	NOUN
sc-1166	109	12	between	between	ADP
sc-1166	109	13	roads	road	NOUN
sc-1166	109	14	.	.	PUNCT
sc-1166	110	1	the	the	DET
sc-1166	110	2	performance	performance	NOUN
sc-1166	110	3	of	of	ADP
sc-1166	110	4	the	the	DET
sc-1166	110	5	proposed	propose	VERB
sc-1166	110	6	method	method	NOUN
sc-1166	110	7	is	be	AUX
sc-1166	110	8	studied	study	VERB
sc-1166	110	9	on	on	ADP
sc-1166	110	10	traffic	traffic	NOUN
sc-1166	110	11	data	datum	NOUN
sc-1166	110	12	from	from	ADP
sc-1166	110	13	gyeongbu	gyeongbu	PROPN
sc-1166	110	14	,	,	PUNCT
sc-1166	110	15	the	the	DET
sc-1166	110	16	seoul	seoul	PROPN
sc-1166	110	17	-	-	PUNCT
sc-1166	110	18	busan	busan	PROPN
sc-1166	110	19	corridor	corridor	PROPN
sc-1166	110	20	in	in	ADP
sc-1166	110	21	south	south	PROPN
sc-1166	110	22	korea	korea	PROPN
sc-1166	110	23	.	.	PUNCT
sc-1166	111	1	the	the	DET
sc-1166	111	2	experimental	experimental	ADJ
sc-1166	111	3	results	result	NOUN
sc-1166	111	4	showed	show	VERB
sc-1166	111	5	that	that	SCONJ
sc-1166	111	6	the	the	DET
sc-1166	111	7	approach	approach	NOUN
sc-1166	111	8	using	use	VERB
sc-1166	111	9	svr	svr	PROPN
sc-1166	111	10	-	-	PUNCT
sc-1166	111	11	based	base	VERB
sc-1166	111	12	estimation	estimation	NOUN
sc-1166	111	13	outperformed	outperform	VERB
sc-1166	111	14	a	a	DET
sc-1166	111	15	traditional	traditional	ADJ
sc-1166	111	16	linear	linear	NOUN
sc-1166	111	17	regression	regression	NOUN
sc-1166	111	18	methods	method	NOUN
sc-1166	111	19	in	in	ADP
sc-1166	111	20	terms	term	NOUN
sc-1166	111	21	of	of	ADP
sc-1166	111	22	accuracy	accuracy	NOUN
sc-1166	111	23	.	.	PUNCT
sc-1166	112	1	chen	chen	PROPN
sc-1166	112	2	et	et	PROPN
sc-1166	112	3	al	al	PROPN
sc-1166	112	4	.	.	PUNCT
sc-1166	113	1	[	[	X
sc-1166	113	2	10	10	NUM
sc-1166	113	3	]	]	PUNCT
sc-1166	113	4	proposed	propose	VERB
sc-1166	113	5	a	a	DET
sc-1166	113	6	model	model	NOUN
sc-1166	113	7	that	that	PRON
sc-1166	113	8	aims	aim	VERB
sc-1166	113	9	to	to	PART
sc-1166	113	10	efficiently	efficiently	ADV
sc-1166	113	11	predict	predict	VERB
sc-1166	113	12	traffic	traffic	NOUN
sc-1166	113	13	speed	speed	NOUN
sc-1166	113	14	on	on	ADP
sc-1166	113	15	a	a	DET
sc-1166	113	16	given	give	VERB
sc-1166	113	17	location	location	NOUN
sc-1166	113	18	using	use	VERB
sc-1166	113	19	historical	historical	ADJ
sc-1166	113	20	data	datum	NOUN
sc-1166	113	21	from	from	ADP
sc-1166	113	22	various	various	ADJ
sc-1166	113	23	sources	source	NOUN
sc-1166	113	24	including	include	VERB
sc-1166	113	25	its	its	PRON
sc-1166	113	26	data	datum	NOUN
sc-1166	113	27	,	,	PUNCT
sc-1166	113	28	weather	weather	NOUN
sc-1166	113	29	conditions	condition	NOUN
sc-1166	113	30	,	,	PUNCT
sc-1166	113	31	and	and	CCONJ
sc-1166	113	32	special	special	ADJ
sc-1166	113	33	events	event	NOUN
sc-1166	113	34	taking	take	VERB
sc-1166	113	35	place	place	NOUN
sc-1166	113	36	in	in	ADP
sc-1166	113	37	the	the	DET
sc-1166	113	38	city	city	NOUN
sc-1166	113	39	.	.	PUNCT
sc-1166	114	1	to	to	PART
sc-1166	114	2	obtain	obtain	VERB
sc-1166	114	3	accurate	accurate	ADJ
sc-1166	114	4	results	result	NOUN
sc-1166	114	5	the	the	DET
sc-1166	114	6	prediction	prediction	NOUN
sc-1166	114	7	model	model	NOUN
sc-1166	114	8	needs	need	VERB
sc-1166	114	9	to	to	PART
sc-1166	114	10	be	be	AUX
sc-1166	114	11	re	re	VERB
sc-1166	114	12	-	-	VERB
sc-1166	114	13	trained	train	VERB
sc-1166	114	14	frequently	frequently	ADV
sc-1166	114	15	in	in	ADP
sc-1166	114	16	order	order	NOUN
sc-1166	114	17	to	to	PART
sc-1166	114	18	incorporate	incorporate	VERB
sc-1166	114	19	the	the	DET
sc-1166	114	20	most	most	ADJ
sc-1166	114	21	up	up	ADP
sc-1166	114	22	-	-	PUNCT
sc-1166	114	23	to	to	ADP
sc-1166	114	24	-	-	PUNCT
sc-1166	114	25	date	date	NOUN
sc-1166	114	26	data	datum	NOUN
sc-1166	114	27	.	.	PUNCT
sc-1166	115	1	the	the	DET
sc-1166	115	2	prediction	prediction	NOUN
sc-1166	115	3	model	model	NOUN
sc-1166	115	4	4	4	NUM
sc-1166	115	5	eai	eai	NOUN
sc-1166	115	6	endorsed	endorse	VERB
sc-1166	115	7	transactions	transaction	NOUN
sc-1166	115	8	on	on	ADP
sc-1166	115	9	smart	smart	ADJ
sc-1166	115	10	cities	city	NOUN
sc-1166	115	11	12	12	NUM
sc-1166	115	12	2016	2016	NUM
sc-1166	115	13	12	12	NUM
sc-1166	115	14	2017	2017	NUM
sc-1166	115	15	|	|	ADV
sc-1166	115	16	volume	volume	NOUN
sc-1166	115	17	2	2	NUM
sc-1166	115	18	|	|	ADV
sc-1166	115	19	issue	issue	VERB
sc-1166	115	20	5	5	NUM
sc-1166	115	21	|	|	ADV
sc-1166	115	22	e	e	X
sc-1166	115	23	a	a	DET
sc-1166	115	24	distributed	distribute	VERB
sc-1166	115	25	platform	platform	NOUN
sc-1166	115	26	for	for	ADP
sc-1166	115	27	big	big	ADJ
sc-1166	115	28	data	datum	NOUN
sc-1166	115	29	analysis	analysis	NOUN
sc-1166	115	30	in	in	ADP
sc-1166	115	31	smart	smart	ADJ
sc-1166	115	32	cities	city	NOUN
sc-1166	115	33	:	:	PUNCT
sc-1166	115	34	combining	combine	VERB
sc-1166	115	35	its	its	PRON
sc-1166	115	36	and	and	CCONJ
sc-1166	115	37	socioeconomic	socioeconomic	ADJ
sc-1166	115	38	data	datum	NOUN
sc-1166	115	39	for	for	ADP
sc-1166	115	40	montevideo	montevideo	NOUN
sc-1166	115	41	,	,	PUNCT
sc-1166	115	42	uruguay	uruguay	PROPN
sc-1166	115	43	combines	combine	VERB
sc-1166	115	44	the	the	DET
sc-1166	115	45	knn	knn	PROPN
sc-1166	115	46	algorithm	algorithm	NOUN
sc-1166	115	47	with	with	ADP
sc-1166	115	48	a	a	DET
sc-1166	115	49	gaussian	gaussian	ADJ
sc-1166	115	50	process	process	NOUN
sc-1166	115	51	regression	regression	NOUN
sc-1166	115	52	.	.	PUNCT
sc-1166	116	1	additionally	additionally	ADV
sc-1166	116	2	,	,	PUNCT
sc-1166	116	3	the	the	DET
sc-1166	116	4	results	result	NOUN
sc-1166	116	5	are	be	AUX
sc-1166	116	6	computed	compute	VERB
sc-1166	116	7	using	use	VERB
sc-1166	116	8	a	a	DET
sc-1166	116	9	map	map	NOUN
sc-1166	116	10	-	-	PUNCT
sc-1166	116	11	reduce	reduce	NOUN
sc-1166	116	12	model	model	NOUN
sc-1166	116	13	,	,	PUNCT
sc-1166	116	14	implemented	implement	VERB
sc-1166	116	15	under	under	ADP
sc-1166	116	16	the	the	DET
sc-1166	116	17	hadoop	hadoop	NOUN
sc-1166	116	18	framework	framework	NOUN
sc-1166	116	19	.	.	PUNCT
sc-1166	117	1	the	the	DET
sc-1166	117	2	experimental	experimental	ADJ
sc-1166	117	3	evaluation	evaluation	NOUN
sc-1166	117	4	was	be	AUX
sc-1166	117	5	performed	perform	VERB
sc-1166	117	6	over	over	ADP
sc-1166	117	7	a	a	DET
sc-1166	117	8	real	real	ADJ
sc-1166	117	9	scenario	scenario	NOUN
sc-1166	117	10	using	use	VERB
sc-1166	117	11	data	datum	NOUN
sc-1166	117	12	from	from	ADP
sc-1166	117	13	the	the	DET
sc-1166	117	14	research	research	NOUN
sc-1166	117	15	data	datum	NOUN
sc-1166	117	16	exchange	exchange	NOUN
sc-1166	117	17	,	,	PUNCT
sc-1166	117	18	a	a	DET
sc-1166	117	19	platform	platform	NOUN
sc-1166	117	20	for	for	ADP
sc-1166	117	21	its	its	PRON
sc-1166	117	22	data	datum	NOUN
sc-1166	117	23	sharing	sharing	NOUN
sc-1166	117	24	.	.	PUNCT
sc-1166	118	1	the	the	DET
sc-1166	118	2	data	datum	NOUN
sc-1166	118	3	used	use	VERB
sc-1166	118	4	corresponds	correspond	NOUN
sc-1166	118	5	to	to	ADP
sc-1166	118	6	the	the	DET
sc-1166	118	7	interstate	interstate	ADJ
sc-1166	118	8	5	5	NUM
sc-1166	118	9	higway	higway	NOUN
sc-1166	118	10	in	in	ADP
sc-1166	118	11	san	san	PROPN
sc-1166	118	12	diego	diego	PROPN
sc-1166	118	13	,	,	PUNCT
sc-1166	118	14	california	california	PROPN
sc-1166	118	15	,	,	PUNCT
sc-1166	118	16	united	united	PROPN
sc-1166	118	17	states	states	PROPN
sc-1166	118	18	.	.	PUNCT
sc-1166	119	1	the	the	DET
sc-1166	119	2	processed	process	VERB
sc-1166	119	3	information	information	NOUN
sc-1166	119	4	included	include	VERB
sc-1166	119	5	speed	speed	NOUN
sc-1166	119	6	,	,	PUNCT
sc-1166	119	7	flow	flow	NOUN
sc-1166	119	8	,	,	PUNCT
sc-1166	119	9	and	and	CCONJ
sc-1166	119	10	occupancy	occupancy	NOUN
sc-1166	119	11	data	datum	NOUN
sc-1166	119	12	measured	measure	VERB
sc-1166	119	13	using	use	VERB
sc-1166	119	14	loop	loop	NOUN
sc-1166	119	15	-	-	PUNCT
sc-1166	119	16	detectors	detector	NOUN
sc-1166	119	17	on	on	ADP
sc-1166	119	18	the	the	DET
sc-1166	119	19	road	road	NOUN
sc-1166	119	20	,	,	PUNCT
sc-1166	119	21	as	as	ADV
sc-1166	119	22	well	well	ADV
sc-1166	119	23	as	as	ADP
sc-1166	119	24	visibility	visibility	NOUN
sc-1166	119	25	data	datum	NOUN
sc-1166	119	26	taken	take	VERB
sc-1166	119	27	from	from	ADP
sc-1166	119	28	weather	weather	NOUN
sc-1166	119	29	stations	station	NOUN
sc-1166	119	30	nearby	nearby	ADV
sc-1166	119	31	.	.	PUNCT
sc-1166	120	1	experimental	experimental	ADJ
sc-1166	120	2	results	result	NOUN
sc-1166	120	3	showed	show	VERB
sc-1166	120	4	that	that	SCONJ
sc-1166	120	5	the	the	DET
sc-1166	120	6	proposed	propose	VERB
sc-1166	120	7	method	method	NOUN
sc-1166	120	8	was	be	AUX
sc-1166	120	9	able	able	ADJ
sc-1166	120	10	to	to	PART
sc-1166	120	11	accurately	accurately	ADV
sc-1166	120	12	predict	predict	VERB
sc-1166	120	13	traffic	traffic	NOUN
sc-1166	120	14	speed	speed	NOUN
sc-1166	120	15	with	with	ADP
sc-1166	120	16	an	an	DET
sc-1166	120	17	average	average	ADJ
sc-1166	120	18	forecasting	forecasting	NOUN
sc-1166	120	19	error	error	NOUN
sc-1166	120	20	smaller	small	ADJ
sc-1166	120	21	that	that	SCONJ
sc-1166	120	22	2	2	NUM
sc-1166	120	23	miles	mile	NOUN
sc-1166	120	24	per	per	ADP
sc-1166	120	25	hour	hour	NOUN
sc-1166	120	26	.	.	PUNCT
sc-1166	121	1	additionally	additionally	ADV
sc-1166	121	2	,	,	PUNCT
sc-1166	121	3	a	a	DET
sc-1166	121	4	69	69	NUM
sc-1166	121	5	%	%	NOUN
sc-1166	121	6	improvement	improvement	NOUN
sc-1166	121	7	on	on	ADP
sc-1166	121	8	the	the	DET
sc-1166	121	9	execution	execution	NOUN
sc-1166	121	10	time	time	NOUN
sc-1166	121	11	was	be	AUX
sc-1166	121	12	achieved	achieve	VERB
sc-1166	121	13	by	by	ADP
sc-1166	121	14	using	use	VERB
sc-1166	121	15	the	the	DET
sc-1166	121	16	hadoop	hadoop	NOUN
sc-1166	121	17	framework	framework	NOUN
sc-1166	121	18	in	in	ADP
sc-1166	121	19	a	a	DET
sc-1166	121	20	cluster	cluster	NOUN
sc-1166	121	21	infrastructure	infrastructure	NOUN
sc-1166	121	22	when	when	SCONJ
sc-1166	121	23	compared	compare	VERB
sc-1166	121	24	with	with	ADP
sc-1166	121	25	a	a	DET
sc-1166	121	26	sequential	sequential	ADJ
sc-1166	121	27	algorithm	algorithm	NOUN
sc-1166	121	28	running	run	VERB
sc-1166	121	29	in	in	ADP
sc-1166	121	30	a	a	DET
sc-1166	121	31	single	single	ADJ
sc-1166	121	32	machine	machine	NOUN
sc-1166	121	33	.	.	PUNCT
sc-1166	122	1	xia	xia	PROPN
sc-1166	122	2	et	et	PROPN
sc-1166	122	3	al	al	PROPN
sc-1166	122	4	.	.	PUNCT
sc-1166	123	1	[	[	X
sc-1166	123	2	11	11	NUM
sc-1166	123	3	]	]	PUNCT
sc-1166	123	4	studied	study	VERB
sc-1166	123	5	the	the	DET
sc-1166	123	6	real	real	ADJ
sc-1166	123	7	-	-	PUNCT
sc-1166	123	8	time	time	NOUN
sc-1166	123	9	short	short	ADJ
sc-1166	123	10	-	-	PUNCT
sc-1166	123	11	term	term	NOUN
sc-1166	123	12	traffic	traffic	NOUN
sc-1166	123	13	flow	flow	NOUN
sc-1166	123	14	forecasting	forecasting	NOUN
sc-1166	123	15	problem	problem	NOUN
sc-1166	123	16	.	.	PUNCT
sc-1166	124	1	to	to	PART
sc-1166	124	2	solve	solve	VERB
sc-1166	124	3	the	the	DET
sc-1166	124	4	problem	problem	NOUN
sc-1166	124	5	,	,	PUNCT
sc-1166	124	6	the	the	DET
sc-1166	124	7	authors	author	NOUN
sc-1166	124	8	proposed	propose	VERB
sc-1166	124	9	using	use	VERB
sc-1166	124	10	the	the	DET
sc-1166	124	11	k	k	PROPN
sc-1166	124	12	nearest	near	ADJ
sc-1166	124	13	neighbor	neighbor	NOUN
sc-1166	124	14	algorithm	algorithm	NOUN
sc-1166	124	15	in	in	ADP
sc-1166	124	16	a	a	DET
sc-1166	124	17	distributed	distribute	VERB
sc-1166	124	18	environment	environment	NOUN
sc-1166	124	19	,	,	PUNCT
sc-1166	124	20	following	follow	VERB
sc-1166	124	21	the	the	DET
sc-1166	124	22	map	map	NOUN
sc-1166	124	23	-	-	PUNCT
sc-1166	124	24	reduce	reduce	VERB
sc-1166	124	25	model	model	NOUN
sc-1166	124	26	implemented	implement	VERB
sc-1166	124	27	over	over	ADP
sc-1166	124	28	the	the	DET
sc-1166	124	29	hadoop	hadoop	NOUN
sc-1166	124	30	framework	framework	NOUN
sc-1166	124	31	.	.	PUNCT
sc-1166	125	1	the	the	DET
sc-1166	125	2	proposed	propose	VERB
sc-1166	125	3	solution	solution	NOUN
sc-1166	125	4	considered	consider	VERB
sc-1166	125	5	the	the	DET
sc-1166	125	6	spatial	spatial	ADJ
sc-1166	125	7	-	-	PUNCT
sc-1166	125	8	temporal	temporal	ADJ
sc-1166	125	9	correlation	correlation	NOUN
sc-1166	125	10	in	in	ADP
sc-1166	125	11	traffic	traffic	NOUN
sc-1166	125	12	flow	flow	NOUN
sc-1166	125	13	,	,	PUNCT
sc-1166	125	14	i.e.	i.e.	X
sc-1166	125	15	,	,	PUNCT
sc-1166	125	16	current	current	ADJ
sc-1166	125	17	traffic	traffic	NOUN
sc-1166	125	18	at	at	ADP
sc-1166	125	19	a	a	DET
sc-1166	125	20	certain	certain	ADJ
sc-1166	125	21	road	road	NOUN
sc-1166	125	22	segment	segment	NOUN
sc-1166	125	23	depends	depend	VERB
sc-1166	125	24	on	on	ADP
sc-1166	125	25	past	past	ADJ
sc-1166	125	26	traffic	traffic	NOUN
sc-1166	125	27	(	(	PUNCT
sc-1166	125	28	time	time	NOUN
sc-1166	125	29	dimension	dimension	NOUN
sc-1166	125	30	)	)	PUNCT
sc-1166	125	31	and	and	CCONJ
sc-1166	125	32	on	on	ADP
sc-1166	125	33	traffic	traffic	NOUN
sc-1166	125	34	situation	situation	NOUN
sc-1166	125	35	at	at	ADP
sc-1166	125	36	nearby	nearby	ADJ
sc-1166	125	37	road	road	NOUN
sc-1166	125	38	segments	segment	NOUN
sc-1166	125	39	(	(	PUNCT
sc-1166	125	40	spatial	spatial	ADJ
sc-1166	125	41	dimension	dimension	NOUN
sc-1166	125	42	)	)	PUNCT
sc-1166	125	43	.	.	PUNCT
sc-1166	126	1	these	these	DET
sc-1166	126	2	two	two	NUM
sc-1166	126	3	factors	factor	NOUN
sc-1166	126	4	can	can	AUX
sc-1166	126	5	be	be	AUX
sc-1166	126	6	controlled	control	VERB
sc-1166	126	7	using	use	VERB
sc-1166	126	8	weights	weight	NOUN
sc-1166	126	9	in	in	ADP
sc-1166	126	10	the	the	DET
sc-1166	126	11	proposed	propose	VERB
sc-1166	126	12	algorithm	algorithm	NOUN
sc-1166	126	13	.	.	PUNCT
sc-1166	127	1	the	the	DET
sc-1166	127	2	experimental	experimental	ADJ
sc-1166	127	3	analysis	analysis	NOUN
sc-1166	127	4	was	be	AUX
sc-1166	127	5	performed	perform	VERB
sc-1166	127	6	using	use	VERB
sc-1166	127	7	data	datum	NOUN
sc-1166	127	8	of	of	ADP
sc-1166	127	9	trajectories	trajectory	NOUN
sc-1166	127	10	of	of	ADP
sc-1166	127	11	more	more	ADJ
sc-1166	127	12	than	than	ADP
sc-1166	127	13	12000	12000	NUM
sc-1166	127	14	gps	gps	NOUN
sc-1166	127	15	-	-	PUNCT
sc-1166	127	16	equipped	equip	VERB
sc-1166	127	17	taxis	taxi	NOUN
sc-1166	127	18	in	in	ADP
sc-1166	127	19	the	the	DET
sc-1166	127	20	city	city	NOUN
sc-1166	127	21	of	of	ADP
sc-1166	127	22	beijing	beijing	PROPN
sc-1166	127	23	,	,	PUNCT
sc-1166	127	24	china	china	PROPN
sc-1166	127	25	,	,	PUNCT
sc-1166	127	26	during	during	ADP
sc-1166	127	27	a	a	DET
sc-1166	127	28	period	period	NOUN
sc-1166	127	29	of	of	ADP
sc-1166	127	30	15	15	NUM
sc-1166	127	31	days	day	NOUN
sc-1166	127	32	in	in	ADP
sc-1166	127	33	november	november	PROPN
sc-1166	127	34	2012	2012	NUM
sc-1166	127	35	.	.	PUNCT
sc-1166	128	1	the	the	DET
sc-1166	128	2	first	first	ADJ
sc-1166	128	3	14	14	NUM
sc-1166	128	4	days	day	NOUN
sc-1166	128	5	of	of	ADP
sc-1166	128	6	data	datum	NOUN
sc-1166	128	7	are	be	AUX
sc-1166	128	8	used	use	VERB
sc-1166	128	9	as	as	ADP
sc-1166	128	10	the	the	DET
sc-1166	128	11	training	training	NOUN
sc-1166	128	12	set	set	NOUN
sc-1166	128	13	and	and	CCONJ
sc-1166	128	14	the	the	DET
sc-1166	128	15	last	last	ADJ
sc-1166	128	16	day	day	NOUN
sc-1166	128	17	is	be	AUX
sc-1166	128	18	used	use	VERB
sc-1166	128	19	for	for	ADP
sc-1166	128	20	evaluating	evaluate	VERB
sc-1166	128	21	the	the	DET
sc-1166	128	22	computed	compute	VERB
sc-1166	128	23	results	result	NOUN
sc-1166	128	24	.	.	PUNCT
sc-1166	129	1	the	the	DET
sc-1166	129	2	proposed	propose	VERB
sc-1166	129	3	algorithm	algorithm	NOUN
sc-1166	129	4	allows	allow	VERB
sc-1166	129	5	reducing	reduce	VERB
sc-1166	129	6	the	the	DET
sc-1166	129	7	mean	mean	ADJ
sc-1166	129	8	absolute	absolute	ADJ
sc-1166	129	9	percentage	percentage	NOUN
sc-1166	129	10	error	error	NOUN
sc-1166	129	11	by	by	ADP
sc-1166	129	12	8.5	8.5	NUM
sc-1166	129	13	%	%	NOUN
sc-1166	129	14	to	to	ADP
sc-1166	129	15	11.5	11.5	NUM
sc-1166	129	16	%	%	NOUN
sc-1166	129	17	on	on	ADP
sc-1166	129	18	average	average	ADJ
sc-1166	129	19	over	over	ADP
sc-1166	129	20	three	three	NUM
sc-1166	129	21	existing	exist	VERB
sc-1166	129	22	techniques	technique	NOUN
sc-1166	129	23	based	base	VERB
sc-1166	129	24	on	on	ADP
sc-1166	129	25	the	the	DET
sc-1166	129	26	knn	knn	PROPN
sc-1166	129	27	algorithm	algorithm	PROPN
sc-1166	129	28	.	.	PUNCT
sc-1166	130	1	additionally	additionally	ADV
sc-1166	130	2	,	,	PUNCT
sc-1166	130	3	a	a	DET
sc-1166	130	4	computational	computational	ADJ
sc-1166	130	5	efficiency	efficiency	NOUN
sc-1166	130	6	of	of	ADP
sc-1166	130	7	0.84	0.84	NUM
sc-1166	130	8	is	be	AUX
sc-1166	130	9	reported	report	VERB
sc-1166	130	10	for	for	ADP
sc-1166	130	11	the	the	DET
sc-1166	130	12	best	good	ADJ
sc-1166	130	13	case	case	NOUN
sc-1166	130	14	.	.	PUNCT
sc-1166	131	1	3.2	3.2	NUM
sc-1166	131	2	.	.	PUNCT
sc-1166	131	3	estimation	estimation	NOUN
sc-1166	131	4	of	of	ADP
sc-1166	131	5	demand	demand	NOUN
sc-1166	131	6	and	and	CCONJ
sc-1166	131	7	od	od	NOUN
sc-1166	131	8	matrices	matrice	VERB
sc-1166	131	9	the	the	DET
sc-1166	131	10	estimation	estimation	NOUN
sc-1166	131	11	of	of	ADP
sc-1166	131	12	demand	demand	NOUN
sc-1166	131	13	and	and	CCONJ
sc-1166	131	14	od	od	NOUN
sc-1166	131	15	matrices	matrix	NOUN
sc-1166	131	16	is	be	AUX
sc-1166	131	17	a	a	DET
sc-1166	131	18	wellknown	wellknown	ADJ
sc-1166	131	19	problem	problem	NOUN
sc-1166	131	20	in	in	ADP
sc-1166	131	21	the	the	DET
sc-1166	131	22	field	field	NOUN
sc-1166	131	23	of	of	ADP
sc-1166	131	24	public	public	ADJ
sc-1166	131	25	transportation	transportation	NOUN
sc-1166	131	26	.	.	PUNCT
sc-1166	132	1	this	this	DET
sc-1166	132	2	problem	problem	NOUN
sc-1166	132	3	has	have	AUX
sc-1166	132	4	had	have	VERB
sc-1166	132	5	a	a	DET
sc-1166	132	6	renewed	renew	VERB
sc-1166	132	7	interest	interest	NOUN
sc-1166	132	8	with	with	ADP
sc-1166	132	9	the	the	DET
sc-1166	132	10	increasing	increase	VERB
sc-1166	132	11	availability	availability	NOUN
sc-1166	132	12	of	of	ADP
sc-1166	132	13	large	large	ADJ
sc-1166	132	14	volumes	volume	NOUN
sc-1166	132	15	of	of	ADP
sc-1166	132	16	data	datum	NOUN
sc-1166	132	17	from	from	ADP
sc-1166	132	18	modern	modern	ADJ
sc-1166	132	19	its	its	PRON
sc-1166	132	20	systems	system	NOUN
sc-1166	132	21	.	.	PUNCT
sc-1166	133	1	many	many	ADJ
sc-1166	133	2	articles	article	NOUN
sc-1166	133	3	in	in	ADP
sc-1166	133	4	the	the	DET
sc-1166	133	5	related	relate	VERB
sc-1166	133	6	literature	literature	NOUN
sc-1166	133	7	have	have	AUX
sc-1166	133	8	proposed	propose	VERB
sc-1166	133	9	applying	apply	VERB
sc-1166	133	10	statistical	statistical	ADJ
sc-1166	133	11	analysis	analysis	NOUN
sc-1166	133	12	for	for	ADP
sc-1166	133	13	estimating	estimate	VERB
sc-1166	133	14	od	od	ADP
sc-1166	133	15	matrices	matrix	NOUN
sc-1166	133	16	and	and	CCONJ
sc-1166	133	17	computing	compute	VERB
sc-1166	133	18	several	several	ADJ
sc-1166	133	19	other	other	ADJ
sc-1166	133	20	relevant	relevant	ADJ
sc-1166	133	21	statistics	statistic	NOUN
sc-1166	133	22	for	for	ADP
sc-1166	133	23	its	its	PRON
sc-1166	133	24	.	.	PUNCT
sc-1166	134	1	some	some	DET
sc-1166	134	2	approaches	approach	NOUN
sc-1166	134	3	applying	apply	VERB
sc-1166	134	4	parallel	parallel	ADJ
sc-1166	134	5	and	and	CCONJ
sc-1166	134	6	distributed	distribute	VERB
sc-1166	134	7	computing	computing	NOUN
sc-1166	134	8	techniques	technique	NOUN
sc-1166	134	9	have	have	AUX
sc-1166	134	10	also	also	ADV
sc-1166	134	11	been	be	AUX
sc-1166	134	12	proposed	propose	VERB
sc-1166	134	13	recently	recently	ADV
sc-1166	134	14	.	.	PUNCT
sc-1166	135	1	a	a	DET
sc-1166	135	2	review	review	NOUN
sc-1166	135	3	of	of	ADP
sc-1166	135	4	the	the	DET
sc-1166	135	5	main	main	ADJ
sc-1166	135	6	related	relate	VERB
sc-1166	135	7	works	work	NOUN
sc-1166	135	8	is	be	AUX
sc-1166	135	9	presented	present	VERB
sc-1166	135	10	next	next	ADV
sc-1166	135	11	.	.	PUNCT
sc-1166	136	1	an	an	DET
sc-1166	136	2	analysis	analysis	NOUN
sc-1166	136	3	of	of	ADP
sc-1166	136	4	the	the	DET
sc-1166	136	5	literature	literature	NOUN
sc-1166	136	6	about	about	ADP
sc-1166	136	7	using	use	VERB
sc-1166	136	8	smart	smart	ADJ
sc-1166	136	9	cards	card	NOUN
sc-1166	136	10	in	in	ADP
sc-1166	136	11	its	its	PRON
sc-1166	136	12	was	be	AUX
sc-1166	136	13	presented	present	VERB
sc-1166	136	14	by	by	ADP
sc-1166	136	15	pelletier	pelletier	PROPN
sc-1166	136	16	et	et	PROPN
sc-1166	136	17	al	al	PROPN
sc-1166	136	18	.	.	PUNCT
sc-1166	137	1	[	[	X
sc-1166	137	2	12	12	NUM
sc-1166	137	3	]	]	PUNCT
sc-1166	137	4	.	.	PUNCT
sc-1166	138	1	the	the	DET
sc-1166	138	2	review	review	NOUN
sc-1166	138	3	covered	cover	VERB
sc-1166	138	4	all	all	DET
sc-1166	138	5	the	the	DET
sc-1166	138	6	details	detail	NOUN
sc-1166	138	7	about	about	ADP
sc-1166	138	8	hardware	hardware	NOUN
sc-1166	138	9	and	and	CCONJ
sc-1166	138	10	software	software	NOUN
sc-1166	138	11	needed	need	VERB
sc-1166	138	12	for	for	ADP
sc-1166	138	13	deploying	deploy	VERB
sc-1166	138	14	smart	smart	ADJ
sc-1166	138	15	card	card	NOUN
sc-1166	138	16	payment	payment	NOUN
sc-1166	138	17	solutions	solution	NOUN
sc-1166	138	18	in	in	ADP
sc-1166	138	19	urban	urban	ADJ
sc-1166	138	20	transportation	transportation	NOUN
sc-1166	138	21	systems	system	NOUN
sc-1166	138	22	.	.	PUNCT
sc-1166	139	1	in	in	ADP
sc-1166	139	2	addition	addition	NOUN
sc-1166	139	3	,	,	PUNCT
sc-1166	139	4	privacy	privacy	NOUN
sc-1166	139	5	and	and	CCONJ
sc-1166	139	6	legal	legal	ADJ
sc-1166	139	7	issues	issue	NOUN
sc-1166	139	8	that	that	PRON
sc-1166	139	9	arise	arise	VERB
sc-1166	139	10	when	when	SCONJ
sc-1166	139	11	dealing	deal	VERB
sc-1166	139	12	with	with	ADP
sc-1166	139	13	smart	smart	ADJ
sc-1166	139	14	card	card	NOUN
sc-1166	139	15	data	datum	NOUN
sc-1166	139	16	were	be	AUX
sc-1166	139	17	also	also	ADV
sc-1166	139	18	reviewed	review	VERB
sc-1166	139	19	.	.	PUNCT
sc-1166	140	1	the	the	DET
sc-1166	140	2	authors	author	NOUN
sc-1166	140	3	identified	identify	VERB
sc-1166	140	4	the	the	DET
sc-1166	140	5	main	main	ADJ
sc-1166	140	6	uses	use	NOUN
sc-1166	140	7	for	for	ADP
sc-1166	140	8	smart	smart	ADJ
sc-1166	140	9	card	card	NOUN
sc-1166	140	10	data	datum	NOUN
sc-1166	140	11	,	,	PUNCT
sc-1166	140	12	including	include	VERB
sc-1166	140	13	:	:	PUNCT
sc-1166	140	14	longterm	longterm	PROPN
sc-1166	140	15	planning	planning	NOUN
sc-1166	140	16	,	,	PUNCT
sc-1166	140	17	service	service	NOUN
sc-1166	140	18	adjustments	adjustment	NOUN
sc-1166	140	19	,	,	PUNCT
sc-1166	140	20	and	and	CCONJ
sc-1166	140	21	performance	performance	NOUN
sc-1166	140	22	indicators	indicator	NOUN
sc-1166	140	23	of	of	ADP
sc-1166	140	24	the	the	DET
sc-1166	140	25	transportation	transportation	NOUN
sc-1166	140	26	systems	system	NOUN
sc-1166	140	27	.	.	PUNCT
sc-1166	141	1	finally	finally	ADV
sc-1166	141	2	,	,	PUNCT
sc-1166	141	3	the	the	DET
sc-1166	141	4	review	review	NOUN
sc-1166	141	5	described	describe	VERB
sc-1166	141	6	several	several	ADJ
sc-1166	141	7	examples	example	NOUN
sc-1166	141	8	of	of	ADP
sc-1166	141	9	smart	smart	ADJ
sc-1166	141	10	card	card	NOUN
sc-1166	141	11	data	datum	NOUN
sc-1166	141	12	utilization	utilization	NOUN
sc-1166	141	13	around	around	ADP
sc-1166	141	14	the	the	DET
sc-1166	141	15	world	world	NOUN
sc-1166	141	16	.	.	PUNCT
sc-1166	142	1	trépanier	trépani	ADJ
sc-1166	142	2	et	et	PROPN
sc-1166	142	3	al	al	PROPN
sc-1166	142	4	.	.	PUNCT
sc-1166	143	1	[	[	X
sc-1166	143	2	13	13	NUM
sc-1166	143	3	]	]	PUNCT
sc-1166	143	4	proposed	propose	VERB
sc-1166	143	5	a	a	DET
sc-1166	143	6	model	model	NOUN
sc-1166	143	7	for	for	ADP
sc-1166	143	8	estimating	estimate	VERB
sc-1166	143	9	the	the	DET
sc-1166	143	10	destination	destination	NOUN
sc-1166	143	11	for	for	ADP
sc-1166	143	12	passengers	passenger	NOUN
sc-1166	143	13	boarding	boarding	NOUN
sc-1166	143	14	buses	bus	NOUN
sc-1166	143	15	with	with	ADP
sc-1166	143	16	smart	smart	ADJ
sc-1166	143	17	cards	card	NOUN
sc-1166	143	18	,	,	PUNCT
sc-1166	143	19	following	follow	VERB
sc-1166	143	20	a	a	DET
sc-1166	143	21	database	database	NOUN
sc-1166	143	22	programming	programming	NOUN
sc-1166	143	23	approach	approach	NOUN
sc-1166	143	24	.	.	PUNCT
sc-1166	144	1	two	two	NUM
sc-1166	144	2	hypotheses	hypothesis	NOUN
sc-1166	144	3	are	be	AUX
sc-1166	144	4	considered	consider	VERB
sc-1166	144	5	,	,	PUNCT
sc-1166	144	6	which	which	PRON
sc-1166	144	7	are	be	AUX
sc-1166	144	8	also	also	ADV
sc-1166	144	9	commonly	commonly	ADV
sc-1166	144	10	used	use	VERB
sc-1166	144	11	in	in	ADP
sc-1166	144	12	many	many	ADJ
sc-1166	144	13	related	related	ADJ
sc-1166	144	14	works	work	NOUN
sc-1166	144	15	:	:	PUNCT
sc-1166	144	16	i	i	NOUN
sc-1166	144	17	)	)	PUNCT
sc-1166	144	18	the	the	DET
sc-1166	144	19	origin	origin	NOUN
sc-1166	144	20	of	of	ADP
sc-1166	144	21	a	a	DET
sc-1166	144	22	new	new	ADJ
sc-1166	144	23	trip	trip	NOUN
sc-1166	144	24	is	be	AUX
sc-1166	144	25	the	the	DET
sc-1166	144	26	destination	destination	NOUN
sc-1166	144	27	of	of	ADP
sc-1166	144	28	the	the	DET
sc-1166	144	29	previous	previous	ADJ
sc-1166	144	30	one	one	NUM
sc-1166	144	31	;	;	PUNCT
sc-1166	144	32	ii	ii	X
sc-1166	144	33	)	)	PUNCT
sc-1166	144	34	at	at	ADP
sc-1166	144	35	the	the	DET
sc-1166	144	36	end	end	NOUN
sc-1166	144	37	of	of	ADP
sc-1166	144	38	the	the	DET
sc-1166	144	39	day	day	NOUN
sc-1166	144	40	users	user	NOUN
sc-1166	144	41	return	return	VERB
sc-1166	144	42	to	to	ADP
sc-1166	144	43	the	the	DET
sc-1166	144	44	origin	origin	NOUN
sc-1166	144	45	of	of	ADP
sc-1166	144	46	their	their	PRON
sc-1166	144	47	first	first	ADJ
sc-1166	144	48	trip	trip	NOUN
sc-1166	144	49	of	of	ADP
sc-1166	144	50	the	the	DET
sc-1166	144	51	day	day	NOUN
sc-1166	144	52	.	.	PUNCT
sc-1166	145	1	based	base	VERB
sc-1166	145	2	on	on	ADP
sc-1166	145	3	the	the	DET
sc-1166	145	4	previous	previous	ADJ
sc-1166	145	5	two	two	NUM
sc-1166	145	6	assumptions	assumption	NOUN
sc-1166	145	7	,	,	PUNCT
sc-1166	145	8	the	the	DET
sc-1166	145	9	authors	author	NOUN
sc-1166	145	10	proposed	propose	VERB
sc-1166	145	11	a	a	DET
sc-1166	145	12	method	method	NOUN
sc-1166	145	13	to	to	PART
sc-1166	145	14	follow	follow	VERB
sc-1166	145	15	the	the	DET
sc-1166	145	16	chain	chain	NOUN
sc-1166	145	17	of	of	ADP
sc-1166	145	18	trips	trip	NOUN
sc-1166	145	19	of	of	ADP
sc-1166	145	20	each	each	DET
sc-1166	145	21	user	user	NOUN
sc-1166	145	22	in	in	ADP
sc-1166	145	23	the	the	DET
sc-1166	145	24	system	system	NOUN
sc-1166	145	25	.	.	PUNCT
sc-1166	146	1	those	those	DET
sc-1166	146	2	trips	trip	NOUN
sc-1166	146	3	for	for	ADP
sc-1166	146	4	which	which	PRON
sc-1166	146	5	chaining	chain	VERB
sc-1166	146	6	is	be	AUX
sc-1166	146	7	not	not	PART
sc-1166	146	8	possible	possible	ADJ
sc-1166	146	9	(	(	PUNCT
sc-1166	146	10	e.g.	e.g.	ADV
sc-1166	146	11	,	,	PUNCT
sc-1166	146	12	only	only	ADV
sc-1166	146	13	one	one	NUM
sc-1166	146	14	trip	trip	NOUN
sc-1166	146	15	in	in	ADP
sc-1166	146	16	the	the	DET
sc-1166	146	17	day	day	NOUN
sc-1166	146	18	exists	exist	VERB
sc-1166	146	19	for	for	ADP
sc-1166	146	20	a	a	DET
sc-1166	146	21	particular	particular	ADJ
sc-1166	146	22	user	user	NOUN
sc-1166	146	23	)	)	PUNCT
sc-1166	146	24	are	be	AUX
sc-1166	146	25	compared	compare	VERB
sc-1166	146	26	with	with	ADP
sc-1166	146	27	all	all	DET
sc-1166	146	28	other	other	ADJ
sc-1166	146	29	trips	trip	NOUN
sc-1166	146	30	of	of	ADP
sc-1166	146	31	the	the	DET
sc-1166	146	32	month	month	NOUN
sc-1166	146	33	for	for	ADP
sc-1166	146	34	the	the	DET
sc-1166	146	35	same	same	ADJ
sc-1166	146	36	user	user	NOUN
sc-1166	146	37	,	,	PUNCT
sc-1166	146	38	in	in	ADP
sc-1166	146	39	order	order	NOUN
sc-1166	146	40	to	to	PART
sc-1166	146	41	find	find	VERB
sc-1166	146	42	similar	similar	ADJ
sc-1166	146	43	trips	trip	NOUN
sc-1166	146	44	with	with	ADP
sc-1166	146	45	known	know	VERB
sc-1166	146	46	destination	destination	NOUN
sc-1166	146	47	.	.	PUNCT
sc-1166	147	1	the	the	DET
sc-1166	147	2	experimental	experimental	ADJ
sc-1166	147	3	evaluation	evaluation	NOUN
sc-1166	147	4	was	be	AUX
sc-1166	147	5	conducted	conduct	VERB
sc-1166	147	6	using	use	VERB
sc-1166	147	7	real	real	ADJ
sc-1166	147	8	information	information	NOUN
sc-1166	147	9	from	from	ADP
sc-1166	147	10	the	the	DET
sc-1166	147	11	transit	transit	NOUN
sc-1166	147	12	authority	authority	NOUN
sc-1166	147	13	in	in	ADP
sc-1166	147	14	gatineau	gatineau	PROPN
sc-1166	147	15	,	,	PUNCT
sc-1166	147	16	quebec	quebec	PROPN
sc-1166	147	17	.	.	PUNCT
sc-1166	148	1	two	two	NUM
sc-1166	148	2	datasets	dataset	NOUN
sc-1166	148	3	were	be	AUX
sc-1166	148	4	used	use	VERB
sc-1166	148	5	,	,	PUNCT
sc-1166	148	6	with	with	ADP
sc-1166	148	7	378,260	378,260	NUM
sc-1166	148	8	trips	trip	NOUN
sc-1166	148	9	from	from	ADP
sc-1166	148	10	july	july	PROPN
sc-1166	148	11	2003	2003	NUM
sc-1166	148	12	and	and	CCONJ
sc-1166	148	13	771,239	771,239	NUM
sc-1166	148	14	trips	trip	NOUN
sc-1166	148	15	from	from	ADP
sc-1166	148	16	october	october	PROPN
sc-1166	148	17	2003	2003	NUM
sc-1166	148	18	.	.	PUNCT
sc-1166	149	1	results	result	NOUN
sc-1166	149	2	showed	show	VERB
sc-1166	149	3	that	that	SCONJ
sc-1166	149	4	a	a	DET
sc-1166	149	5	destination	destination	NOUN
sc-1166	149	6	estimation	estimation	NOUN
sc-1166	149	7	was	be	AUX
sc-1166	149	8	possible	possible	ADJ
sc-1166	149	9	for	for	ADP
sc-1166	149	10	66	66	NUM
sc-1166	149	11	%	%	NOUN
sc-1166	149	12	of	of	ADP
sc-1166	149	13	the	the	DET
sc-1166	149	14	trips	trip	NOUN
sc-1166	149	15	.	.	PUNCT
sc-1166	150	1	it	it	PRON
sc-1166	150	2	is	be	AUX
sc-1166	150	3	worth	worth	ADJ
sc-1166	150	4	noting	note	VERB
sc-1166	150	5	that	that	SCONJ
sc-1166	150	6	most	most	ADJ
sc-1166	150	7	trips	trip	NOUN
sc-1166	150	8	for	for	ADP
sc-1166	150	9	which	which	PRON
sc-1166	150	10	its	its	PRON
sc-1166	150	11	destination	destination	NOUN
sc-1166	150	12	could	could	AUX
sc-1166	150	13	not	not	PART
sc-1166	150	14	be	be	AUX
sc-1166	150	15	estimated	estimate	VERB
sc-1166	150	16	with	with	ADP
sc-1166	150	17	the	the	DET
sc-1166	150	18	proposed	propose	VERB
sc-1166	150	19	approach	approach	NOUN
sc-1166	150	20	take	take	VERB
sc-1166	150	21	place	place	NOUN
sc-1166	150	22	during	during	ADP
sc-1166	150	23	off	off	ADP
sc-1166	150	24	-	-	PUNCT
sc-1166	150	25	peak	peak	NOUN
sc-1166	150	26	hours	hour	NOUN
sc-1166	150	27	,	,	PUNCT
sc-1166	150	28	where	where	SCONJ
sc-1166	150	29	more	more	ADV
sc-1166	150	30	atypical	atypical	ADJ
sc-1166	150	31	and	and	CCONJ
sc-1166	150	32	non	non	ADJ
sc-1166	150	33	-	-	ADJ
sc-1166	150	34	regular	regular	ADJ
sc-1166	150	35	trips	trip	NOUN
sc-1166	150	36	are	be	AUX
sc-1166	150	37	performed	perform	VERB
sc-1166	150	38	.	.	PUNCT
sc-1166	151	1	considering	consider	VERB
sc-1166	151	2	only	only	ADJ
sc-1166	151	3	peak	peak	NOUN
sc-1166	151	4	hours	hour	NOUN
sc-1166	151	5	,	,	PUNCT
sc-1166	151	6	the	the	DET
sc-1166	151	7	percentage	percentage	NOUN
sc-1166	151	8	of	of	ADP
sc-1166	151	9	trips	trip	NOUN
sc-1166	151	10	with	with	ADP
sc-1166	151	11	their	their	PRON
sc-1166	151	12	destination	destination	NOUN
sc-1166	151	13	estimated	estimate	VERB
sc-1166	151	14	improves	improve	VERB
sc-1166	151	15	to	to	ADP
sc-1166	151	16	80	80	NUM
sc-1166	151	17	%	%	NOUN
sc-1166	151	18	.	.	PUNCT
sc-1166	152	1	however	however	ADV
sc-1166	152	2	,	,	PUNCT
sc-1166	152	3	the	the	DET
sc-1166	152	4	real	real	ADJ
sc-1166	152	5	estimation	estimation	NOUN
sc-1166	152	6	accuracy	accuracy	NOUN
sc-1166	152	7	could	could	AUX
sc-1166	152	8	not	not	PART
sc-1166	152	9	be	be	AUX
sc-1166	152	10	assessed	assess	VERB
sc-1166	152	11	due	due	ADP
sc-1166	152	12	to	to	ADP
sc-1166	152	13	lack	lack	NOUN
sc-1166	152	14	of	of	ADP
sc-1166	152	15	a	a	DET
sc-1166	152	16	second	second	ADJ
sc-1166	152	17	source	source	NOUN
sc-1166	152	18	of	of	ADP
sc-1166	152	19	data	datum	NOUN
sc-1166	152	20	(	(	PUNCT
sc-1166	152	21	e.g.	e.g.	ADV
sc-1166	152	22	,	,	PUNCT
sc-1166	152	23	automatic	automatic	ADJ
sc-1166	152	24	passenger	passenger	NOUN
sc-1166	152	25	count	count	NOUN
sc-1166	152	26	)	)	PUNCT
sc-1166	152	27	for	for	ADP
sc-1166	152	28	comparison	comparison	NOUN
sc-1166	152	29	.	.	PUNCT
sc-1166	153	1	wang	wang	PROPN
sc-1166	153	2	et	et	PROPN
sc-1166	153	3	al	al	PROPN
sc-1166	153	4	.	.	PUNCT
sc-1166	154	1	[	[	X
sc-1166	154	2	14	14	NUM
sc-1166	154	3	]	]	PUNCT
sc-1166	154	4	proposed	propose	VERB
sc-1166	154	5	using	use	VERB
sc-1166	154	6	a	a	DET
sc-1166	154	7	trip	trip	NOUN
sc-1166	154	8	-	-	PUNCT
sc-1166	154	9	chaining	chain	VERB
sc-1166	154	10	method	method	NOUN
sc-1166	154	11	to	to	PART
sc-1166	154	12	infer	infer	VERB
sc-1166	154	13	bus	bus	NOUN
sc-1166	154	14	passenger	passenger	NOUN
sc-1166	154	15	origin	origin	NOUN
sc-1166	154	16	-	-	PUNCT
sc-1166	154	17	destination	destination	NOUN
sc-1166	154	18	from	from	ADP
sc-1166	154	19	smart	smart	ADJ
sc-1166	154	20	card	card	NOUN
sc-1166	154	21	transactions	transaction	NOUN
sc-1166	154	22	and	and	CCONJ
sc-1166	154	23	automatic	automatic	ADJ
sc-1166	154	24	vehicle	vehicle	NOUN
sc-1166	154	25	location	location	NOUN
sc-1166	154	26	(	(	PUNCT
sc-1166	154	27	avl	avl	PROPN
sc-1166	154	28	)	)	PUNCT
sc-1166	154	29	data	datum	NOUN
sc-1166	154	30	from	from	ADP
sc-1166	154	31	london	london	PROPN
sc-1166	154	32	,	,	PUNCT
sc-1166	154	33	united	united	ADJ
sc-1166	154	34	kingdom	kingdom	PROPN
sc-1166	154	35	.	.	PUNCT
sc-1166	155	1	in	in	ADP
sc-1166	155	2	the	the	DET
sc-1166	155	3	studied	studied	ADJ
sc-1166	155	4	scenario	scenario	NOUN
sc-1166	155	5	,	,	PUNCT
sc-1166	155	6	authors	author	NOUN
sc-1166	155	7	needed	need	VERB
sc-1166	155	8	to	to	PART
sc-1166	155	9	estimate	estimate	VERB
sc-1166	155	10	both	both	DET
sc-1166	155	11	origin	origin	NOUN
sc-1166	155	12	and	and	CCONJ
sc-1166	155	13	destination	destination	NOUN
sc-1166	155	14	of	of	ADP
sc-1166	155	15	trips	trip	NOUN
sc-1166	155	16	.	.	PUNCT
sc-1166	156	1	origins	origin	NOUN
sc-1166	156	2	are	be	AUX
sc-1166	156	3	accurately	accurately	ADV
sc-1166	156	4	estimated	estimate	VERB
sc-1166	156	5	by	by	ADP
sc-1166	156	6	searching	search	VERB
sc-1166	156	7	for	for	ADP
sc-1166	156	8	the	the	DET
sc-1166	156	9	timestamp	timestamp	NOUN
sc-1166	156	10	of	of	ADP
sc-1166	156	11	each	each	DET
sc-1166	156	12	smart	smart	ADJ
sc-1166	156	13	card	card	NOUN
sc-1166	156	14	transaction	transaction	NOUN
sc-1166	156	15	in	in	ADP
sc-1166	156	16	the	the	DET
sc-1166	156	17	avl	avl	PROPN
sc-1166	156	18	records	record	NOUN
sc-1166	156	19	to	to	PART
sc-1166	156	20	determine	determine	VERB
sc-1166	156	21	the	the	DET
sc-1166	156	22	bus	bus	NOUN
sc-1166	156	23	stop	stop	NOUN
sc-1166	156	24	of	of	ADP
sc-1166	156	25	each	each	DET
sc-1166	156	26	trip	trip	NOUN
sc-1166	156	27	.	.	PUNCT
sc-1166	157	1	to	to	PART
sc-1166	157	2	estimate	estimate	VERB
sc-1166	157	3	destinations	destination	NOUN
sc-1166	157	4	,	,	PUNCT
sc-1166	157	5	the	the	DET
sc-1166	157	6	authors	author	NOUN
sc-1166	157	7	used	use	VERB
sc-1166	157	8	a	a	DET
sc-1166	157	9	similar	similar	ADJ
sc-1166	157	10	methodology	methodology	NOUN
sc-1166	157	11	to	to	ADP
sc-1166	157	12	that	that	PRON
sc-1166	157	13	presented	present	VERB
sc-1166	157	14	by	by	ADP
sc-1166	157	15	trépanier	trépani	ADJ
sc-1166	157	16	et	et	PROPN
sc-1166	157	17	al	al	PROPN
sc-1166	157	18	.	.	PUNCT
sc-1166	158	1	[	[	X
sc-1166	158	2	13	13	NUM
sc-1166	158	3	]	]	PUNCT
sc-1166	158	4	,	,	PUNCT
sc-1166	158	5	chaining	chain	VERB
sc-1166	158	6	trips	trip	NOUN
sc-1166	158	7	when	when	SCONJ
sc-1166	158	8	possible	possible	ADJ
sc-1166	158	9	to	to	PART
sc-1166	158	10	infer	infer	VERB
sc-1166	158	11	destinations	destination	NOUN
sc-1166	158	12	.	.	PUNCT
sc-1166	159	1	results	result	NOUN
sc-1166	159	2	were	be	AUX
sc-1166	159	3	compared	compare	VERB
sc-1166	159	4	against	against	ADP
sc-1166	159	5	passenger	passenger	NOUN
sc-1166	159	6	survey	survey	NOUN
sc-1166	159	7	data	datum	NOUN
sc-1166	159	8	from	from	ADP
sc-1166	159	9	transport	transport	NOUN
sc-1166	159	10	for	for	ADP
sc-1166	159	11	london	london	PROPN
sc-1166	159	12	,	,	PUNCT
sc-1166	159	13	performed	perform	VERB
sc-1166	159	14	every	every	DET
sc-1166	159	15	five	five	NUM
sc-1166	159	16	to	to	PART
sc-1166	159	17	seven	seven	NUM
sc-1166	159	18	years	year	NOUN
sc-1166	159	19	for	for	ADP
sc-1166	159	20	each	each	DET
sc-1166	159	21	bus	bus	NOUN
sc-1166	159	22	route	route	NOUN
sc-1166	159	23	and	and	CCONJ
sc-1166	159	24	including	include	VERB
sc-1166	159	25	the	the	DET
sc-1166	159	26	number	number	NOUN
sc-1166	159	27	of	of	ADP
sc-1166	159	28	people	people	NOUN
sc-1166	159	29	boarding	board	VERB
sc-1166	159	30	and	and	CCONJ
sc-1166	159	31	alighting	alight	VERB
sc-1166	159	32	at	at	ADP
sc-1166	159	33	each	each	DET
sc-1166	159	34	bus	bus	NOUN
sc-1166	159	35	stop	stop	NOUN
sc-1166	159	36	.	.	PUNCT
sc-1166	160	1	the	the	DET
sc-1166	160	2	analysis	analysis	NOUN
sc-1166	160	3	show	show	VERB
sc-1166	160	4	that	that	SCONJ
sc-1166	160	5	5	5	NUM
sc-1166	160	6	eai	eai	NOUN
sc-1166	160	7	endorsed	endorse	VERB
sc-1166	160	8	transactions	transaction	NOUN
sc-1166	160	9	on	on	ADP
sc-1166	160	10	smart	smart	ADJ
sc-1166	160	11	cities	city	NOUN
sc-1166	160	12	12	12	NUM
sc-1166	160	13	2016	2016	NUM
sc-1166	160	14	12	12	NUM
sc-1166	160	15	2017	2017	NUM
sc-1166	160	16	|	|	ADV
sc-1166	160	17	volume	volume	NOUN
sc-1166	160	18	2	2	NUM
sc-1166	160	19	|	|	ADV
sc-1166	160	20	issue	issue	VERB
sc-1166	160	21	5	5	NUM
sc-1166	160	22	|	|	ADV
sc-1166	160	23	e	e	PROPN
sc-1166	160	24	sergio	sergio	PROPN
sc-1166	160	25	nesmachnow	nesmachnow	PROPN
sc-1166	160	26	,	,	PUNCT
sc-1166	160	27	sebastián	sebastián	ADJ
sc-1166	160	28	baña	baña	NOUN
sc-1166	160	29	,	,	PUNCT
sc-1166	160	30	and	and	CCONJ
sc-1166	160	31	renzo	renzo	VERB
sc-1166	160	32	massobrio	massobrio	ADJ
sc-1166	160	33	origins	origin	NOUN
sc-1166	160	34	can	can	AUX
sc-1166	160	35	be	be	AUX
sc-1166	160	36	estimated	estimate	VERB
sc-1166	160	37	for	for	ADP
sc-1166	160	38	more	more	ADJ
sc-1166	160	39	than	than	ADP
sc-1166	160	40	90	90	NUM
sc-1166	160	41	%	%	NOUN
sc-1166	160	42	of	of	ADP
sc-1166	160	43	the	the	DET
sc-1166	160	44	trips	trip	NOUN
sc-1166	160	45	while	while	SCONJ
sc-1166	160	46	origin	origin	NOUN
sc-1166	160	47	and	and	CCONJ
sc-1166	160	48	destinations	destination	NOUN
sc-1166	160	49	can	can	AUX
sc-1166	160	50	be	be	AUX
sc-1166	160	51	estimated	estimate	VERB
sc-1166	160	52	for	for	ADP
sc-1166	160	53	57	57	NUM
sc-1166	160	54	%	%	NOUN
sc-1166	160	55	of	of	ADP
sc-1166	160	56	all	all	DET
sc-1166	160	57	trips	trip	NOUN
sc-1166	160	58	.	.	PUNCT
sc-1166	161	1	when	when	SCONJ
sc-1166	161	2	compared	compare	VERB
sc-1166	161	3	to	to	ADP
sc-1166	161	4	the	the	DET
sc-1166	161	5	survey	survey	NOUN
sc-1166	161	6	data	datum	NOUN
sc-1166	161	7	,	,	PUNCT
sc-1166	161	8	the	the	DET
sc-1166	161	9	difference	difference	NOUN
sc-1166	161	10	on	on	ADP
sc-1166	161	11	the	the	DET
sc-1166	161	12	estimated	estimate	VERB
sc-1166	161	13	destinations	destination	NOUN
sc-1166	161	14	were	be	AUX
sc-1166	161	15	below	below	ADP
sc-1166	161	16	4	4	NUM
sc-1166	161	17	%	%	NOUN
sc-1166	161	18	on	on	ADP
sc-1166	161	19	the	the	DET
sc-1166	161	20	worst	bad	ADJ
sc-1166	161	21	case	case	NOUN
sc-1166	161	22	.	.	PUNCT
sc-1166	162	1	finally	finally	ADV
sc-1166	162	2	,	,	PUNCT
sc-1166	162	3	two	two	NUM
sc-1166	162	4	practical	practical	ADJ
sc-1166	162	5	applications	application	NOUN
sc-1166	162	6	of	of	ADP
sc-1166	162	7	the	the	DET
sc-1166	162	8	results	result	NOUN
sc-1166	162	9	are	be	AUX
sc-1166	162	10	presented	present	VERB
sc-1166	162	11	.	.	PUNCT
sc-1166	163	1	the	the	DET
sc-1166	163	2	first	first	ADJ
sc-1166	163	3	one	one	NUM
sc-1166	163	4	consists	consist	VERB
sc-1166	163	5	of	of	ADP
sc-1166	163	6	studying	study	VERB
sc-1166	163	7	the	the	DET
sc-1166	163	8	daily	daily	ADJ
sc-1166	163	9	load	load	NOUN
sc-1166	163	10	/	/	SYM
sc-1166	163	11	flow	flow	NOUN
sc-1166	163	12	variation	variation	NOUN
sc-1166	163	13	in	in	ADP
sc-1166	163	14	order	order	NOUN
sc-1166	163	15	to	to	PART
sc-1166	163	16	identify	identify	VERB
sc-1166	163	17	locations	location	NOUN
sc-1166	163	18	along	along	ADP
sc-1166	163	19	each	each	DET
sc-1166	163	20	bus	bus	NOUN
sc-1166	163	21	route	route	NOUN
sc-1166	163	22	where	where	SCONJ
sc-1166	163	23	passenger	passenger	NOUN
sc-1166	163	24	load	load	NOUN
sc-1166	163	25	is	be	AUX
sc-1166	163	26	high	high	ADJ
sc-1166	163	27	,	,	PUNCT
sc-1166	163	28	as	as	ADV
sc-1166	163	29	well	well	ADV
sc-1166	163	30	as	as	ADP
sc-1166	163	31	underutilized	underutilize	VERB
sc-1166	163	32	route	route	NOUN
sc-1166	163	33	segments	segment	NOUN
sc-1166	163	34	.	.	PUNCT
sc-1166	164	1	the	the	DET
sc-1166	164	2	second	second	ADJ
sc-1166	164	3	application	application	NOUN
sc-1166	164	4	consists	consist	VERB
sc-1166	164	5	of	of	ADP
sc-1166	164	6	a	a	DET
sc-1166	164	7	transfer	transfer	NOUN
sc-1166	164	8	time	time	NOUN
sc-1166	164	9	analysis	analysis	NOUN
sc-1166	164	10	,	,	PUNCT
sc-1166	164	11	evaluating	evaluate	VERB
sc-1166	164	12	the	the	DET
sc-1166	164	13	average	average	ADJ
sc-1166	164	14	time	time	NOUN
sc-1166	164	15	that	that	PRON
sc-1166	164	16	users	user	NOUN
sc-1166	164	17	need	need	VERB
sc-1166	164	18	to	to	PART
sc-1166	164	19	wait	wait	VERB
sc-1166	164	20	for	for	ADP
sc-1166	164	21	transferring	transfer	VERB
sc-1166	164	22	between	between	ADP
sc-1166	164	23	buses	bus	NOUN
sc-1166	164	24	,	,	PUNCT
sc-1166	164	25	based	base	VERB
sc-1166	164	26	on	on	ADP
sc-1166	164	27	the	the	DET
sc-1166	164	28	alighting	alighting	PROPN
sc-1166	164	29	stop	stop	NOUN
sc-1166	164	30	and	and	CCONJ
sc-1166	164	31	the	the	DET
sc-1166	164	32	avl	avl	PROPN
sc-1166	164	33	data	data	PROPN
sc-1166	164	34	.	.	PUNCT
sc-1166	165	1	later	later	ADV
sc-1166	165	2	,	,	PUNCT
sc-1166	165	3	munizaga	munizaga	NOUN
sc-1166	165	4	et	et	PROPN
sc-1166	165	5	al	al	PROPN
sc-1166	165	6	.	.	PUNCT
sc-1166	166	1	[	[	X
sc-1166	166	2	15	15	NUM
sc-1166	166	3	]	]	PUNCT
sc-1166	166	4	presented	present	VERB
sc-1166	166	5	a	a	DET
sc-1166	166	6	similar	similar	ADJ
sc-1166	166	7	approach	approach	NOUN
sc-1166	166	8	to	to	ADP
sc-1166	166	9	the	the	DET
sc-1166	166	10	one	one	NOUN
sc-1166	166	11	applied	apply	VERB
sc-1166	166	12	by	by	ADP
sc-1166	166	13	wang	wang	PROPN
sc-1166	166	14	et	et	PROPN
sc-1166	166	15	al	al	PROPN
sc-1166	166	16	.	.	PUNCT
sc-1166	167	1	[	[	X
sc-1166	167	2	14	14	NUM
sc-1166	167	3	]	]	PUNCT
sc-1166	167	4	for	for	ADP
sc-1166	167	5	estimating	estimate	VERB
sc-1166	167	6	od	od	ADP
sc-1166	167	7	matrices	matrix	NOUN
sc-1166	167	8	in	in	ADP
sc-1166	167	9	the	the	DET
sc-1166	167	10	multimodal	multimodal	NOUN
sc-1166	167	11	transportation	transportation	NOUN
sc-1166	167	12	system	system	NOUN
sc-1166	167	13	of	of	ADP
sc-1166	167	14	santiago	santiago	PROPN
sc-1166	167	15	,	,	PUNCT
sc-1166	167	16	chile	chile	PROPN
sc-1166	167	17	.	.	PUNCT
sc-1166	168	1	the	the	DET
sc-1166	168	2	scenario	scenario	NOUN
sc-1166	168	3	considered	consider	VERB
sc-1166	168	4	in	in	ADP
sc-1166	168	5	the	the	DET
sc-1166	168	6	article	article	NOUN
sc-1166	168	7	by	by	ADP
sc-1166	168	8	munizaga	munizaga	PROPN
sc-1166	168	9	et	et	PROPN
sc-1166	168	10	al	al	PROPN
sc-1166	168	11	.	.	PROPN
sc-1166	168	12	is	be	AUX
sc-1166	168	13	more	more	ADV
sc-1166	168	14	general	general	ADJ
sc-1166	168	15	,	,	PUNCT
sc-1166	168	16	because	because	SCONJ
sc-1166	168	17	passengers	passenger	NOUN
sc-1166	168	18	can	can	AUX
sc-1166	168	19	use	use	VERB
sc-1166	168	20	their	their	PRON
sc-1166	168	21	smart	smart	ADJ
sc-1166	168	22	cards	card	NOUN
sc-1166	168	23	to	to	PART
sc-1166	168	24	pay	pay	VERB
sc-1166	168	25	for	for	ADP
sc-1166	168	26	tickets	ticket	NOUN
sc-1166	168	27	at	at	ADP
sc-1166	168	28	metros	metro	NOUN
sc-1166	168	29	,	,	PUNCT
sc-1166	168	30	buses	bus	NOUN
sc-1166	168	31	,	,	PUNCT
sc-1166	168	32	and	and	CCONJ
sc-1166	168	33	bus	bus	NOUN
sc-1166	168	34	stations	station	NOUN
sc-1166	168	35	.	.	PUNCT
sc-1166	169	1	the	the	DET
sc-1166	169	2	proposed	propose	VERB
sc-1166	169	3	approach	approach	NOUN
sc-1166	169	4	is	be	AUX
sc-1166	169	5	evaluated	evaluate	VERB
sc-1166	169	6	using	use	VERB
sc-1166	169	7	smart	smart	ADJ
sc-1166	169	8	card	card	NOUN
sc-1166	169	9	datasets	dataset	NOUN
sc-1166	169	10	corresponding	correspond	VERB
sc-1166	169	11	to	to	ADP
sc-1166	169	12	two	two	NUM
sc-1166	169	13	different	different	ADJ
sc-1166	169	14	weeks	week	NOUN
sc-1166	169	15	,	,	PUNCT
sc-1166	169	16	with	with	ADP
sc-1166	169	17	over	over	ADP
sc-1166	169	18	35	35	NUM
sc-1166	169	19	million	million	NUM
sc-1166	169	20	transactions	transaction	NOUN
sc-1166	169	21	each	each	PRON
sc-1166	169	22	.	.	PUNCT
sc-1166	170	1	the	the	DET
sc-1166	170	2	origin	origin	NOUN
sc-1166	170	3	of	of	ADP
sc-1166	170	4	the	the	DET
sc-1166	170	5	trip	trip	NOUN
sc-1166	170	6	is	be	AUX
sc-1166	170	7	accurately	accurately	ADV
sc-1166	170	8	determined	determine	VERB
sc-1166	170	9	for	for	ADP
sc-1166	170	10	nearly	nearly	ADV
sc-1166	170	11	every	every	PRON
sc-1166	170	12	transaction	transaction	NOUN
sc-1166	170	13	while	while	SCONJ
sc-1166	170	14	the	the	DET
sc-1166	170	15	destination	destination	NOUN
sc-1166	170	16	and	and	CCONJ
sc-1166	170	17	time	time	NOUN
sc-1166	170	18	of	of	ADP
sc-1166	170	19	alighting	alighting	PROPN
sc-1166	170	20	was	be	AUX
sc-1166	170	21	estimated	estimate	VERB
sc-1166	170	22	for	for	ADP
sc-1166	170	23	over	over	ADP
sc-1166	170	24	80	80	NUM
sc-1166	170	25	%	%	NOUN
sc-1166	170	26	of	of	ADP
sc-1166	170	27	the	the	DET
sc-1166	170	28	transactions	transaction	NOUN
sc-1166	170	29	.	.	PUNCT
sc-1166	171	1	after	after	ADP
sc-1166	171	2	extrapolating	extrapolate	VERB
sc-1166	171	3	and	and	CCONJ
sc-1166	171	4	post	post	ADJ
sc-1166	171	5	-	-	ADJ
sc-1166	171	6	processing	processing	NOUN
sc-1166	171	7	,	,	PUNCT
sc-1166	171	8	an	an	DET
sc-1166	171	9	estimated	estimate	VERB
sc-1166	171	10	od	od	NOUN
sc-1166	171	11	matrix	matrix	NOUN
sc-1166	171	12	is	be	AUX
sc-1166	171	13	presented	present	VERB
sc-1166	171	14	to	to	PART
sc-1166	171	15	visualize	visualize	VERB
sc-1166	171	16	the	the	DET
sc-1166	171	17	computed	compute	VERB
sc-1166	171	18	results	result	NOUN
sc-1166	171	19	at	at	ADP
sc-1166	171	20	any	any	DET
sc-1166	171	21	given	give	VERB
sc-1166	171	22	timespace	timespace	NOUN
sc-1166	171	23	disaggregation	disaggregation	NOUN
sc-1166	171	24	.	.	PUNCT
sc-1166	172	1	several	several	ADJ
sc-1166	172	2	proposals	proposal	NOUN
sc-1166	172	3	have	have	AUX
sc-1166	172	4	applied	apply	VERB
sc-1166	172	5	distributed	distribute	VERB
sc-1166	172	6	computing	computing	NOUN
sc-1166	172	7	approaches	approach	NOUN
sc-1166	172	8	to	to	PART
sc-1166	172	9	process	process	VERB
sc-1166	172	10	large	large	ADJ
sc-1166	172	11	volumes	volume	NOUN
sc-1166	172	12	of	of	ADP
sc-1166	172	13	traffic	traffic	NOUN
sc-1166	172	14	data	datum	NOUN
sc-1166	172	15	,	,	PUNCT
sc-1166	172	16	but	but	CCONJ
sc-1166	172	17	fewworks	fewwork	NOUN
sc-1166	172	18	have	have	AUX
sc-1166	172	19	dealt	deal	VERB
sc-1166	172	20	with	with	ADP
sc-1166	172	21	the	the	DET
sc-1166	172	22	estimation	estimation	NOUN
sc-1166	172	23	of	of	ADP
sc-1166	172	24	demand	demand	NOUN
sc-1166	172	25	or	or	CCONJ
sc-1166	172	26	od	od	NUM
sc-1166	172	27	matrices	matrix	NOUN
sc-1166	172	28	.	.	PUNCT
sc-1166	173	1	early	early	ADJ
sc-1166	173	2	works	work	NOUN
sc-1166	173	3	on	on	ADP
sc-1166	173	4	this	this	DET
sc-1166	173	5	topic	topic	NOUN
sc-1166	173	6	applied	apply	VERB
sc-1166	173	7	distributing	distribute	VERB
sc-1166	173	8	computing	computing	NOUN
sc-1166	173	9	to	to	PART
sc-1166	173	10	gather	gather	VERB
sc-1166	173	11	traffic	traffic	NOUN
sc-1166	173	12	data	datum	NOUN
sc-1166	173	13	.	.	PUNCT
sc-1166	174	1	sun	sun	PROPN
sc-1166	175	1	[	[	X
sc-1166	175	2	16	16	NUM
sc-1166	175	3	]	]	PUNCT
sc-1166	175	4	proposed	propose	VERB
sc-1166	175	5	a	a	DET
sc-1166	175	6	client	client	NOUN
sc-1166	175	7	-	-	PUNCT
sc-1166	175	8	server	server	NOUN
sc-1166	175	9	model	model	NOUN
sc-1166	175	10	developed	develop	VERB
sc-1166	175	11	in	in	ADP
sc-1166	175	12	corba	corba	NOUN
sc-1166	175	13	for	for	ADP
sc-1166	175	14	collecting	collect	VERB
sc-1166	175	15	traffic	traffic	NOUN
sc-1166	175	16	counts	count	NOUN
sc-1166	175	17	in	in	ADP
sc-1166	175	18	real	real	ADJ
sc-1166	175	19	time	time	NOUN
sc-1166	175	20	,	,	PUNCT
sc-1166	175	21	to	to	PART
sc-1166	175	22	be	be	AUX
sc-1166	175	23	used	use	VERB
sc-1166	175	24	for	for	ADP
sc-1166	175	25	dynamic	dynamic	ADJ
sc-1166	175	26	origin	origin	NOUN
sc-1166	175	27	/	/	SYM
sc-1166	175	28	destination	destination	NOUN
sc-1166	175	29	demand	demand	NOUN
sc-1166	175	30	estimation	estimation	NOUN
sc-1166	175	31	.	.	PUNCT
sc-1166	176	1	the	the	DET
sc-1166	176	2	proposed	propose	VERB
sc-1166	176	3	solution	solution	NOUN
sc-1166	176	4	included	include	VERB
sc-1166	176	5	a	a	DET
sc-1166	176	6	corba	corba	PROPN
sc-1166	176	7	client	client	NOUN
sc-1166	176	8	to	to	PART
sc-1166	176	9	extract	extract	VERB
sc-1166	176	10	data	datum	NOUN
sc-1166	176	11	from	from	ADP
sc-1166	176	12	the	the	DET
sc-1166	176	13	traffic	traffic	NOUN
sc-1166	176	14	network	network	NOUN
sc-1166	176	15	,	,	PUNCT
sc-1166	176	16	and	and	CCONJ
sc-1166	176	17	a	a	DET
sc-1166	176	18	corba	corba	NOUN
sc-1166	176	19	server	server	NOUN
sc-1166	176	20	for	for	ADP
sc-1166	176	21	storing	store	VERB
sc-1166	176	22	data	datum	NOUN
sc-1166	176	23	in	in	ADP
sc-1166	176	24	a	a	DET
sc-1166	176	25	centralized	centralized	ADJ
sc-1166	176	26	repository	repository	NOUN
sc-1166	176	27	.	.	PUNCT
sc-1166	177	1	all	all	DET
sc-1166	177	2	the	the	DET
sc-1166	177	3	information	information	NOUN
sc-1166	177	4	is	be	AUX
sc-1166	177	5	processed	process	VERB
sc-1166	177	6	to	to	PART
sc-1166	177	7	be	be	AUX
sc-1166	177	8	later	later	ADV
sc-1166	177	9	used	use	VERB
sc-1166	177	10	in	in	ADP
sc-1166	177	11	dynamic	dynamic	ADJ
sc-1166	177	12	traffic	traffic	NOUN
sc-1166	177	13	assignment	assignment	NOUN
sc-1166	177	14	strategies	strategy	NOUN
sc-1166	177	15	for	for	SCONJ
sc-1166	177	16	the	the	DET
sc-1166	177	17	traffic	traffic	NOUN
sc-1166	177	18	network	network	NOUN
sc-1166	177	19	studied	study	VERB
sc-1166	177	20	,	,	PUNCT
sc-1166	177	21	for	for	ADP
sc-1166	177	22	the	the	DET
sc-1166	177	23	estimation	estimation	NOUN
sc-1166	177	24	of	of	ADP
sc-1166	177	25	dynamic	dynamic	ADJ
sc-1166	177	26	od	od	NOUN
sc-1166	177	27	matrices	matrix	NOUN
sc-1166	177	28	applying	apply	VERB
sc-1166	177	29	a	a	DET
sc-1166	177	30	bi	bi	ADJ
sc-1166	177	31	-	-	ADJ
sc-1166	177	32	level	level	ADJ
sc-1166	177	33	optimization	optimization	NOUN
sc-1166	177	34	framework	framework	NOUN
sc-1166	177	35	.	.	PUNCT
sc-1166	178	1	toole	toole	PROPN
sc-1166	178	2	et	et	PROPN
sc-1166	178	3	al	al	PROPN
sc-1166	178	4	.	.	PUNCT
sc-1166	179	1	[	[	X
sc-1166	179	2	17	17	NUM
sc-1166	179	3	]	]	X
sc-1166	179	4	propose	propose	AUX
sc-1166	179	5	combining	combine	VERB
sc-1166	179	6	data	datum	NOUN
sc-1166	179	7	from	from	ADP
sc-1166	179	8	many	many	ADJ
sc-1166	179	9	sources	source	NOUN
sc-1166	179	10	(	(	PUNCT
sc-1166	179	11	call	call	VERB
sc-1166	179	12	records	record	NOUN
sc-1166	179	13	from	from	ADP
sc-1166	179	14	mobile	mobile	ADJ
sc-1166	179	15	phones	phone	NOUN
sc-1166	179	16	,	,	PUNCT
sc-1166	179	17	census	census	NOUN
sc-1166	179	18	,	,	PUNCT
sc-1166	179	19	and	and	CCONJ
sc-1166	179	20	surveys	survey	NOUN
sc-1166	179	21	)	)	PUNCT
sc-1166	179	22	to	to	PART
sc-1166	179	23	infer	infer	VERB
sc-1166	179	24	od	od	NUM
sc-1166	179	25	matrices	matrix	NOUN
sc-1166	179	26	.	.	PUNCT
sc-1166	180	1	the	the	DET
sc-1166	180	2	authors	author	NOUN
sc-1166	180	3	combine	combine	VERB
sc-1166	180	4	several	several	ADJ
sc-1166	180	5	existing	exist	VERB
sc-1166	180	6	algorithms	algorithm	NOUN
sc-1166	180	7	to	to	PART
sc-1166	180	8	generate	generate	VERB
sc-1166	180	9	od	od	PROPN
sc-1166	180	10	matrices	matrix	NOUN
sc-1166	180	11	,	,	PUNCT
sc-1166	180	12	assign	assign	VERB
sc-1166	180	13	trips	trip	NOUN
sc-1166	180	14	to	to	ADP
sc-1166	180	15	specific	specific	ADJ
sc-1166	180	16	routes	route	NOUN
sc-1166	180	17	,	,	PUNCT
sc-1166	180	18	and	and	CCONJ
sc-1166	180	19	to	to	PART
sc-1166	180	20	compute	compute	VERB
sc-1166	180	21	quality	quality	NOUN
sc-1166	180	22	metrics	metric	NOUN
sc-1166	180	23	on	on	ADP
sc-1166	180	24	road	road	NOUN
sc-1166	180	25	usage	usage	NOUN
sc-1166	180	26	.	.	PUNCT
sc-1166	181	1	furthermore	furthermore	ADV
sc-1166	181	2	,	,	PUNCT
sc-1166	181	3	a	a	DET
sc-1166	181	4	web	web	NOUN
sc-1166	181	5	application	application	NOUN
sc-1166	181	6	is	be	AUX
sc-1166	181	7	introduced	introduce	VERB
sc-1166	181	8	to	to	PART
sc-1166	181	9	give	give	VERB
sc-1166	181	10	simple	simple	ADJ
sc-1166	181	11	visualizations	visualization	NOUN
sc-1166	181	12	of	of	ADP
sc-1166	181	13	the	the	DET
sc-1166	181	14	computed	computed	ADJ
sc-1166	181	15	information	information	NOUN
sc-1166	181	16	.	.	PUNCT
sc-1166	182	1	the	the	DET
sc-1166	182	2	authors	author	NOUN
sc-1166	182	3	mention	mention	VERB
sc-1166	182	4	that	that	SCONJ
sc-1166	182	5	computations	computation	NOUN
sc-1166	182	6	are	be	AUX
sc-1166	182	7	performed	perform	VERB
sc-1166	182	8	in	in	ADP
sc-1166	182	9	parallel	parallel	NOUN
sc-1166	182	10	,	,	PUNCT
sc-1166	182	11	but	but	CCONJ
sc-1166	182	12	no	no	DET
sc-1166	182	13	parallel	parallel	ADJ
sc-1166	182	14	model	model	NOUN
sc-1166	182	15	is	be	AUX
sc-1166	182	16	described	describe	VERB
sc-1166	182	17	and	and	CCONJ
sc-1166	182	18	no	no	DET
sc-1166	182	19	performance	performance	NOUN
sc-1166	182	20	metrics	metric	NOUN
sc-1166	182	21	are	be	AUX
sc-1166	182	22	reported	report	VERB
sc-1166	182	23	.	.	PUNCT
sc-1166	183	1	also	also	ADV
sc-1166	183	2	using	use	VERB
sc-1166	183	3	mobile	mobile	ADJ
sc-1166	183	4	phone	phone	NOUN
sc-1166	183	5	data	datum	NOUN
sc-1166	183	6	,	,	PUNCT
sc-1166	183	7	mellegård	mellegård	PROPN
sc-1166	184	1	[	[	X
sc-1166	184	2	18	18	NUM
sc-1166	184	3	]	]	PUNCT
sc-1166	184	4	proposed	propose	VERB
sc-1166	184	5	a	a	DET
sc-1166	184	6	hadoop	hadoop	NOUN
sc-1166	184	7	implementation	implementation	NOUN
sc-1166	184	8	to	to	PART
sc-1166	184	9	generate	generate	VERB
sc-1166	184	10	od	od	NOUN
sc-1166	184	11	matrices	matrix	NOUN
sc-1166	184	12	while	while	SCONJ
sc-1166	184	13	keeping	keep	VERB
sc-1166	184	14	users	user	NOUN
sc-1166	184	15	’	'	PUNCT
sc-1166	184	16	privacy	privacy	NOUN
sc-1166	184	17	.	.	PUNCT
sc-1166	185	1	however	however	ADV
sc-1166	185	2	,	,	PUNCT
sc-1166	185	3	the	the	DET
sc-1166	185	4	experimental	experimental	ADJ
sc-1166	185	5	analysis	analysis	NOUN
sc-1166	185	6	is	be	AUX
sc-1166	185	7	done	do	VERB
sc-1166	185	8	on	on	ADP
sc-1166	185	9	synthetic	synthetic	ADJ
sc-1166	185	10	data	datum	NOUN
sc-1166	185	11	due	due	ADP
sc-1166	185	12	to	to	ADP
sc-1166	185	13	the	the	DET
sc-1166	185	14	difficulties	difficulty	NOUN
sc-1166	185	15	on	on	ADP
sc-1166	185	16	getting	get	VERB
sc-1166	185	17	real	real	ADJ
sc-1166	185	18	data	datum	NOUN
sc-1166	185	19	from	from	ADP
sc-1166	185	20	mobile	mobile	ADJ
sc-1166	185	21	operators	operator	NOUN
sc-1166	185	22	.	.	PUNCT
sc-1166	186	1	furthermore	furthermore	ADV
sc-1166	186	2	,	,	PUNCT
sc-1166	186	3	no	no	DET
sc-1166	186	4	performancemetrics	performancemetric	NOUN
sc-1166	186	5	are	be	AUX
sc-1166	186	6	reported	report	VERB
sc-1166	186	7	,	,	PUNCT
sc-1166	186	8	so	so	CCONJ
sc-1166	186	9	the	the	DET
sc-1166	186	10	advantages	advantage	NOUN
sc-1166	186	11	of	of	ADP
sc-1166	186	12	the	the	DET
sc-1166	186	13	hadoop	hadoop	NOUN
sc-1166	186	14	implementation	implementation	NOUN
sc-1166	186	15	are	be	AUX
sc-1166	186	16	unclear	unclear	ADJ
sc-1166	186	17	.	.	PUNCT
sc-1166	187	1	huang	huang	PROPN
sc-1166	187	2	et	et	PROPN
sc-1166	187	3	al	al	PROPN
sc-1166	187	4	.	.	PUNCT
sc-1166	188	1	[	[	X
sc-1166	188	2	19	19	NUM
sc-1166	188	3	]	]	PUNCT
sc-1166	188	4	proposed	propose	VERB
sc-1166	188	5	a	a	DET
sc-1166	188	6	methodology	methodology	NOUN
sc-1166	188	7	for	for	ADP
sc-1166	188	8	offline	offline	ADJ
sc-1166	188	9	/	/	SYM
sc-1166	188	10	online	online	ADJ
sc-1166	188	11	calibration	calibration	NOUN
sc-1166	188	12	of	of	ADP
sc-1166	188	13	dynamic	dynamic	ADJ
sc-1166	188	14	traffic	traffic	NOUN
sc-1166	188	15	assignment	assignment	NOUN
sc-1166	188	16	systems	system	NOUN
sc-1166	188	17	via	via	ADP
sc-1166	188	18	distributed	distribute	VERB
sc-1166	188	19	gradient	gradient	NOUN
sc-1166	188	20	calculations	calculation	NOUN
sc-1166	188	21	.	.	PUNCT
sc-1166	189	1	an	an	DET
sc-1166	189	2	adaptive	adaptive	ADJ
sc-1166	189	3	network	network	NOUN
sc-1166	189	4	decomposition	decomposition	NOUN
sc-1166	189	5	framework	framework	NOUN
sc-1166	189	6	is	be	AUX
sc-1166	189	7	introduced	introduce	VERB
sc-1166	189	8	for	for	ADP
sc-1166	189	9	parallel	parallel	ADJ
sc-1166	189	10	computation	computation	NOUN
sc-1166	189	11	of	of	ADP
sc-1166	189	12	traffic	traffic	NOUN
sc-1166	189	13	network	network	NOUN
sc-1166	189	14	metrics	metric	NOUN
sc-1166	189	15	and	and	CCONJ
sc-1166	189	16	for	for	ADP
sc-1166	189	17	parallel	parallel	ADJ
sc-1166	189	18	simulation	simulation	NOUN
sc-1166	189	19	,	,	PUNCT
sc-1166	189	20	in	in	ADP
sc-1166	189	21	order	order	NOUN
sc-1166	189	22	to	to	PART
sc-1166	189	23	accelerate	accelerate	VERB
sc-1166	189	24	the	the	DET
sc-1166	189	25	computations	computation	NOUN
sc-1166	189	26	.	.	PUNCT
sc-1166	190	1	parallel	parallel	ADJ
sc-1166	190	2	origin	origin	NOUN
sc-1166	190	3	-	-	PUNCT
sc-1166	190	4	destination	destination	NOUN
sc-1166	190	5	demand	demand	NOUN
sc-1166	190	6	estimation	estimation	NOUN
sc-1166	190	7	is	be	AUX
sc-1166	190	8	proposed	propose	VERB
sc-1166	190	9	as	as	ADP
sc-1166	190	10	a	a	DET
sc-1166	190	11	line	line	NOUN
sc-1166	190	12	for	for	ADP
sc-1166	190	13	future	future	ADJ
sc-1166	190	14	work	work	NOUN
sc-1166	190	15	,	,	PUNCT
sc-1166	190	16	in	in	ADP
sc-1166	190	17	order	order	NOUN
sc-1166	190	18	to	to	PART
sc-1166	190	19	deal	deal	VERB
sc-1166	190	20	with	with	ADP
sc-1166	190	21	large	large	ADJ
sc-1166	190	22	-	-	PUNCT
sc-1166	190	23	scale	scale	NOUN
sc-1166	190	24	traffic	traffic	NOUN
sc-1166	190	25	networks	network	NOUN
sc-1166	190	26	with	with	ADP
sc-1166	190	27	huge	huge	ADJ
sc-1166	190	28	number	number	NOUN
sc-1166	190	29	of	of	ADP
sc-1166	190	30	origin	origin	NOUN
sc-1166	190	31	-	-	PUNCT
sc-1166	190	32	destination	destination	NOUN
sc-1166	190	33	pairs	pair	NOUN
sc-1166	190	34	and	and	CCONJ
sc-1166	190	35	sensors	sensor	NOUN
sc-1166	190	36	.	.	PUNCT
sc-1166	191	1	3.3	3.3	NUM
sc-1166	191	2	.	.	PUNCT
sc-1166	192	1	summary	summary	NOUN
sc-1166	192	2	of	of	ADP
sc-1166	192	3	related	related	ADJ
sc-1166	192	4	works	work	NOUN
sc-1166	192	5	the	the	DET
sc-1166	192	6	analysis	analysis	NOUN
sc-1166	192	7	of	of	ADP
sc-1166	192	8	related	related	ADJ
sc-1166	192	9	works	work	NOUN
sc-1166	192	10	allows	allow	VERB
sc-1166	192	11	identifying	identify	VERB
sc-1166	192	12	several	several	ADJ
sc-1166	192	13	proposals	proposal	NOUN
sc-1166	192	14	for	for	ADP
sc-1166	192	15	using	use	VERB
sc-1166	192	16	big	big	ADJ
sc-1166	192	17	data	datum	NOUN
sc-1166	192	18	analysis	analysis	NOUN
sc-1166	192	19	and	and	CCONJ
sc-1166	192	20	computational	computational	ADJ
sc-1166	192	21	intelligence	intelligence	NOUN
sc-1166	192	22	methods	method	NOUN
sc-1166	192	23	to	to	PART
sc-1166	192	24	design	design	VERB
sc-1166	192	25	improved	improve	VERB
sc-1166	192	26	its	its	PRON
sc-1166	192	27	.	.	PUNCT
sc-1166	192	28	computational	computational	ADJ
sc-1166	192	29	intelligence	intelligence	NOUN
sc-1166	192	30	and	and	CCONJ
sc-1166	192	31	learning	learning	NOUN
sc-1166	192	32	methods	method	NOUN
sc-1166	192	33	,	,	PUNCT
sc-1166	192	34	such	such	ADJ
sc-1166	192	35	as	as	ADP
sc-1166	192	36	regression	regression	NOUN
sc-1166	192	37	,	,	PUNCT
sc-1166	192	38	knn	knn	PROPN
sc-1166	192	39	and	and	CCONJ
sc-1166	192	40	bayesian	bayesian	NOUN
sc-1166	192	41	inference	inference	NOUN
sc-1166	192	42	are	be	AUX
sc-1166	192	43	often	often	ADV
sc-1166	192	44	used	use	VERB
sc-1166	192	45	to	to	PART
sc-1166	192	46	identify	identify	VERB
sc-1166	192	47	traffic	traffic	NOUN
sc-1166	192	48	patterns	pattern	NOUN
sc-1166	192	49	and	and	CCONJ
sc-1166	192	50	provide	provide	VERB
sc-1166	192	51	useful	useful	ADJ
sc-1166	192	52	information	information	NOUN
sc-1166	192	53	for	for	ADP
sc-1166	192	54	planning	planning	NOUN
sc-1166	192	55	.	.	PUNCT
sc-1166	193	1	however	however	ADV
sc-1166	193	2	,	,	PUNCT
sc-1166	193	3	there	there	PRON
sc-1166	193	4	are	be	VERB
sc-1166	193	5	few	few	ADJ
sc-1166	193	6	works	work	NOUN
sc-1166	193	7	focusing	focus	VERB
sc-1166	193	8	on	on	ADP
sc-1166	193	9	improving	improve	VERB
sc-1166	193	10	the	the	DET
sc-1166	193	11	public	public	ADJ
sc-1166	193	12	transportation	transportation	NOUN
sc-1166	193	13	systems	system	NOUN
sc-1166	193	14	,	,	PUNCT
sc-1166	193	15	especially	especially	ADV
sc-1166	193	16	considering	consider	VERB
sc-1166	193	17	the	the	DET
sc-1166	193	18	point	point	NOUN
sc-1166	193	19	of	of	ADP
sc-1166	193	20	view	view	NOUN
sc-1166	193	21	of	of	ADP
sc-1166	193	22	the	the	DET
sc-1166	193	23	users	user	NOUN
sc-1166	193	24	.	.	PUNCT
sc-1166	194	1	furthermore	furthermore	ADV
sc-1166	194	2	,	,	PUNCT
sc-1166	194	3	few	few	ADJ
sc-1166	194	4	works	work	NOUN
sc-1166	194	5	focus	focus	VERB
sc-1166	194	6	in	in	ADP
sc-1166	194	7	the	the	DET
sc-1166	194	8	social	social	ADJ
sc-1166	194	9	justice	justice	NOUN
sc-1166	194	10	,	,	PUNCT
sc-1166	194	11	integrating	integrate	VERB
sc-1166	194	12	into	into	ADP
sc-1166	194	13	the	the	DET
sc-1166	194	14	analysis	analysis	NOUN
sc-1166	194	15	elements	element	NOUN
sc-1166	194	16	that	that	PRON
sc-1166	194	17	provide	provide	VERB
sc-1166	194	18	insights	insight	NOUN
sc-1166	194	19	into	into	ADP
sc-1166	194	20	the	the	DET
sc-1166	194	21	fairness	fairness	NOUN
sc-1166	194	22	with	with	ADP
sc-1166	194	23	which	which	PRON
sc-1166	194	24	the	the	DET
sc-1166	194	25	service	service	NOUN
sc-1166	194	26	is	be	AUX
sc-1166	194	27	delivered	deliver	VERB
sc-1166	194	28	.	.	PUNCT
sc-1166	195	1	in	in	ADP
sc-1166	195	2	this	this	DET
sc-1166	195	3	context	context	NOUN
sc-1166	195	4	,	,	PUNCT
sc-1166	195	5	the	the	DET
sc-1166	195	6	research	research	NOUN
sc-1166	195	7	reported	report	VERB
sc-1166	195	8	in	in	ADP
sc-1166	195	9	this	this	DET
sc-1166	195	10	article	article	NOUN
sc-1166	195	11	contributes	contribute	VERB
sc-1166	195	12	with	with	ADP
sc-1166	195	13	specific	specific	ADJ
sc-1166	195	14	proposals	proposal	NOUN
sc-1166	195	15	to	to	PART
sc-1166	195	16	monitor	monitor	VERB
sc-1166	195	17	and	and	CCONJ
sc-1166	195	18	improve	improve	VERB
sc-1166	195	19	the	the	DET
sc-1166	195	20	public	public	ADJ
sc-1166	195	21	bus	bus	NOUN
sc-1166	195	22	transportation	transportation	NOUN
sc-1166	195	23	,	,	PUNCT
sc-1166	195	24	considering	consider	VERB
sc-1166	195	25	the	the	DET
sc-1166	195	26	point	point	NOUN
sc-1166	195	27	of	of	ADP
sc-1166	195	28	view	view	NOUN
sc-1166	195	29	of	of	ADP
sc-1166	195	30	both	both	DET
sc-1166	195	31	users	user	NOUN
sc-1166	195	32	and	and	CCONJ
sc-1166	195	33	administrators	administrator	NOUN
sc-1166	195	34	,	,	PUNCT
sc-1166	195	35	and	and	CCONJ
sc-1166	195	36	providing	provide	VERB
sc-1166	195	37	objective	objective	ADJ
sc-1166	195	38	metrics	metric	NOUN
sc-1166	195	39	on	on	ADP
sc-1166	195	40	the	the	DET
sc-1166	195	41	way	way	NOUN
sc-1166	195	42	communities	community	NOUN
sc-1166	195	43	receive	receive	VERB
sc-1166	195	44	these	these	DET
sc-1166	195	45	services	service	NOUN
sc-1166	195	46	in	in	ADP
sc-1166	195	47	montevideo	montevideo	PROPN
sc-1166	195	48	,	,	PUNCT
sc-1166	195	49	uruguay	uruguay	PROPN
sc-1166	195	50	.	.	PUNCT
sc-1166	196	1	regarding	regard	VERB
sc-1166	196	2	demand	demand	NOUN
sc-1166	196	3	and	and	CCONJ
sc-1166	196	4	od	od	NOUN
sc-1166	196	5	matrices	matrix	NOUN
sc-1166	196	6	estimation	estimation	NOUN
sc-1166	196	7	,	,	PUNCT
sc-1166	196	8	previous	previous	ADJ
sc-1166	196	9	works	work	NOUN
sc-1166	196	10	have	have	AUX
sc-1166	196	11	addressed	address	VERB
sc-1166	196	12	the	the	DET
sc-1166	196	13	problem	problem	NOUN
sc-1166	196	14	of	of	ADP
sc-1166	196	15	estimating	estimate	VERB
sc-1166	196	16	the	the	DET
sc-1166	196	17	destination	destination	NOUN
sc-1166	196	18	by	by	ADP
sc-1166	196	19	chaining	chain	VERB
sc-1166	196	20	trips	trip	NOUN
sc-1166	196	21	where	where	SCONJ
sc-1166	196	22	the	the	DET
sc-1166	196	23	destination	destination	NOUN
sc-1166	196	24	is	be	AUX
sc-1166	196	25	assumed	assume	VERB
sc-1166	196	26	to	to	PART
sc-1166	196	27	be	be	AUX
sc-1166	196	28	near	near	ADP
sc-1166	196	29	the	the	DET
sc-1166	196	30	origin	origin	NOUN
sc-1166	196	31	of	of	ADP
sc-1166	196	32	the	the	DET
sc-1166	196	33	following	follow	VERB
sc-1166	196	34	trip	trip	NOUN
sc-1166	196	35	.	.	PUNCT
sc-1166	197	1	this	this	DET
sc-1166	197	2	article	article	NOUN
sc-1166	197	3	expands	expand	VERB
sc-1166	197	4	that	that	DET
sc-1166	197	5	idea	idea	NOUN
sc-1166	197	6	by	by	ADP
sc-1166	197	7	also	also	ADV
sc-1166	197	8	considering	consider	VERB
sc-1166	197	9	transfers	transfer	NOUN
sc-1166	197	10	between	between	ADP
sc-1166	197	11	bus	bus	NOUN
sc-1166	197	12	lines	line	NOUN
sc-1166	197	13	,	,	PUNCT
sc-1166	197	14	which	which	PRON
sc-1166	197	15	are	be	AUX
sc-1166	197	16	specifically	specifically	ADV
sc-1166	197	17	recorded	record	VERB
sc-1166	197	18	in	in	ADP
sc-1166	197	19	the	the	DET
sc-1166	197	20	smart	smart	ADJ
sc-1166	197	21	card	card	NOUN
sc-1166	197	22	dataset	dataset	NOUN
sc-1166	197	23	used	use	VERB
sc-1166	197	24	for	for	ADP
sc-1166	197	25	the	the	DET
sc-1166	197	26	evaluation	evaluation	NOUN
sc-1166	197	27	.	.	PUNCT
sc-1166	198	1	additionally	additionally	ADV
sc-1166	198	2	,	,	PUNCT
sc-1166	198	3	a	a	DET
sc-1166	198	4	novel	novel	ADJ
sc-1166	198	5	parallel	parallel	NOUN
sc-1166	198	6	/	/	SYM
sc-1166	198	7	distributed	distribute	VERB
sc-1166	198	8	computing	computing	NOUN
sc-1166	198	9	approach	approach	NOUN
sc-1166	198	10	is	be	AUX
sc-1166	198	11	presented	present	VERB
sc-1166	198	12	to	to	PART
sc-1166	198	13	allow	allow	VERB
sc-1166	198	14	solving	solve	VERB
sc-1166	198	15	a	a	DET
sc-1166	198	16	more	more	ADV
sc-1166	198	17	complex	complex	ADJ
sc-1166	198	18	and	and	CCONJ
sc-1166	198	19	computingintensive	computingintensive	ADJ
sc-1166	198	20	data	datum	NOUN
sc-1166	198	21	processing	processing	NOUN
sc-1166	198	22	problem	problem	NOUN
sc-1166	198	23	.	.	PUNCT
sc-1166	199	1	to	to	ADP
sc-1166	199	2	the	the	DET
sc-1166	199	3	best	good	ADJ
sc-1166	199	4	of	of	ADP
sc-1166	199	5	our	our	PRON
sc-1166	199	6	knowledge	knowledge	NOUN
sc-1166	199	7	,	,	PUNCT
sc-1166	199	8	this	this	DET
sc-1166	199	9	approach	approach	NOUN
sc-1166	199	10	has	have	AUX
sc-1166	199	11	not	not	PART
sc-1166	199	12	been	be	AUX
sc-1166	199	13	previously	previously	ADV
sc-1166	199	14	proposed	propose	VERB
sc-1166	199	15	in	in	ADP
sc-1166	199	16	the	the	DET
sc-1166	199	17	related	relate	VERB
sc-1166	199	18	literature	literature	NOUN
sc-1166	199	19	.	.	PUNCT
sc-1166	200	1	4	4	X
sc-1166	200	2	.	.	X
sc-1166	200	3	the	the	DET
sc-1166	200	4	proposed	propose	VERB
sc-1166	200	5	solutions	solution	NOUN
sc-1166	200	6	this	this	DET
sc-1166	200	7	section	section	NOUN
sc-1166	200	8	describes	describe	VERB
sc-1166	200	9	the	the	DET
sc-1166	200	10	proposed	propose	VERB
sc-1166	200	11	solutions	solution	NOUN
sc-1166	200	12	for	for	ADP
sc-1166	200	13	the	the	DET
sc-1166	200	14	two	two	NUM
sc-1166	200	15	cases	case	NOUN
sc-1166	200	16	of	of	ADP
sc-1166	200	17	study	study	NOUN
sc-1166	200	18	presented	present	VERB
sc-1166	200	19	in	in	ADP
sc-1166	200	20	this	this	DET
sc-1166	200	21	article	article	NOUN
sc-1166	200	22	.	.	PUNCT
sc-1166	201	1	6	6	NUM
sc-1166	201	2	eai	eai	PROPN
sc-1166	201	3	endorsed	endorse	VERB
sc-1166	201	4	transactions	transaction	NOUN
sc-1166	201	5	on	on	ADP
sc-1166	201	6	smart	smart	ADJ
sc-1166	201	7	cities	city	NOUN
sc-1166	201	8	12	12	NUM
sc-1166	201	9	2016	2016	NUM
sc-1166	201	10	12	12	NUM
sc-1166	201	11	2017	2017	NUM
sc-1166	201	12	|	|	ADV
sc-1166	201	13	volume	volume	NOUN
sc-1166	201	14	2	2	NUM
sc-1166	201	15	|	|	ADV
sc-1166	201	16	issue	issue	VERB
sc-1166	201	17	5	5	NUM
sc-1166	201	18	|	|	ADV
sc-1166	201	19	e	e	X
sc-1166	201	20	a	a	DET
sc-1166	201	21	distributed	distribute	VERB
sc-1166	201	22	platform	platform	NOUN
sc-1166	201	23	for	for	ADP
sc-1166	201	24	big	big	ADJ
sc-1166	201	25	data	datum	NOUN
sc-1166	201	26	analysis	analysis	NOUN
sc-1166	201	27	in	in	ADP
sc-1166	201	28	smart	smart	ADJ
sc-1166	201	29	cities	city	NOUN
sc-1166	201	30	:	:	PUNCT
sc-1166	201	31	combining	combine	VERB
sc-1166	201	32	its	its	PRON
sc-1166	201	33	and	and	CCONJ
sc-1166	201	34	socioeconomic	socioeconomic	ADJ
sc-1166	201	35	data	datum	NOUN
sc-1166	201	36	for	for	ADP
sc-1166	201	37	montevideo	montevideo	NOUN
sc-1166	201	38	,	,	PUNCT
sc-1166	201	39	uruguay	uruguay	VERB
sc-1166	201	40	4.1	4.1	NUM
sc-1166	201	41	.	.	PUNCT
sc-1166	202	1	processing	process	VERB
sc-1166	202	2	gps	gps	PROPN
sc-1166	202	3	data	datum	NOUN
sc-1166	202	4	from	from	ADP
sc-1166	202	5	buses	bus	NOUN
sc-1166	202	6	in	in	ADP
sc-1166	202	7	the	the	DET
sc-1166	202	8	public	public	ADJ
sc-1166	202	9	transport	transport	NOUN
sc-1166	202	10	system	system	NOUN
sc-1166	202	11	historical	historical	ADJ
sc-1166	202	12	gps	gps	PROPN
sc-1166	202	13	data	datum	NOUN
sc-1166	202	14	processing	processing	NOUN
sc-1166	202	15	applying	apply	VERB
sc-1166	202	16	map	map	NOUN
sc-1166	202	17	-	-	PUNCT
sc-1166	202	18	reduce	reduce	VERB
sc-1166	202	19	over	over	ADP
sc-1166	202	20	hadoop	hadoop	NOUN
sc-1166	202	21	.	.	PUNCT
sc-1166	203	1	the	the	DET
sc-1166	203	2	first	first	ADJ
sc-1166	203	3	case	case	NOUN
sc-1166	203	4	of	of	ADP
sc-1166	203	5	study	study	NOUN
sc-1166	203	6	is	be	AUX
sc-1166	203	7	described	describe	VERB
sc-1166	203	8	next	next	ADV
sc-1166	203	9	.	.	PUNCT
sc-1166	204	1	design	design	NOUN
sc-1166	204	2	and	and	CCONJ
sc-1166	204	3	architecture	architecture	NOUN
sc-1166	204	4	.	.	PUNCT
sc-1166	205	1	the	the	DET
sc-1166	205	2	problem	problem	NOUN
sc-1166	205	3	is	be	AUX
sc-1166	205	4	decomposed	decompose	VERB
sc-1166	205	5	in	in	ADP
sc-1166	205	6	two	two	NUM
sc-1166	205	7	sub	sub	NOUN
sc-1166	205	8	-	-	NOUN
sc-1166	205	9	problems	problem	NOUN
sc-1166	205	10	:	:	PUNCT
sc-1166	205	11	i	i	NOUN
sc-1166	205	12	)	)	PUNCT
sc-1166	205	13	pre	pre	ADJ
sc-1166	205	14	-	-	ADJ
sc-1166	205	15	processing	processing	ADJ
sc-1166	205	16	to	to	PART
sc-1166	205	17	properly	properly	ADV
sc-1166	205	18	prepare	prepare	VERB
sc-1166	205	19	the	the	DET
sc-1166	205	20	data	datum	NOUN
sc-1166	205	21	to	to	PART
sc-1166	205	22	be	be	AUX
sc-1166	205	23	used	use	VERB
sc-1166	205	24	as	as	ADP
sc-1166	205	25	input	input	NOUN
sc-1166	205	26	for	for	ADP
sc-1166	205	27	the	the	DET
sc-1166	205	28	processing	processing	NOUN
sc-1166	205	29	in	in	ADP
sc-1166	205	30	the	the	DET
sc-1166	205	31	next	next	ADJ
sc-1166	205	32	phase	phase	NOUN
sc-1166	205	33	,	,	PUNCT
sc-1166	205	34	and	and	CCONJ
sc-1166	205	35	ii	ii	X
sc-1166	205	36	)	)	PUNCT
sc-1166	205	37	statistics	statistic	NOUN
sc-1166	205	38	computation	computation	NOUN
sc-1166	205	39	of	of	ADP
sc-1166	205	40	the	the	DET
sc-1166	205	41	public	public	ADJ
sc-1166	205	42	transportation	transportation	NOUN
sc-1166	205	43	system	system	NOUN
sc-1166	205	44	,	,	PUNCT
sc-1166	205	45	using	use	VERB
sc-1166	205	46	a	a	DET
sc-1166	205	47	parallel	parallel	ADJ
sc-1166	205	48	/	/	SYM
sc-1166	205	49	distributed	distribute	VERB
sc-1166	205	50	approach	approach	NOUN
sc-1166	205	51	.	.	PUNCT
sc-1166	206	1	a	a	DET
sc-1166	206	2	master	master	NOUN
sc-1166	206	3	-	-	PUNCT
sc-1166	206	4	slave	slave	NOUN
sc-1166	206	5	parallel	parallel	NOUN
sc-1166	206	6	model	model	NOUN
sc-1166	206	7	is	be	AUX
sc-1166	206	8	used	use	VERB
sc-1166	206	9	to	to	PART
sc-1166	206	10	define	define	VERB
sc-1166	206	11	and	and	CCONJ
sc-1166	206	12	organize	organize	VERB
sc-1166	206	13	the	the	DET
sc-1166	206	14	control	control	NOUN
sc-1166	206	15	hierarchy	hierarchy	NOUN
sc-1166	206	16	and	and	CCONJ
sc-1166	206	17	processing	processing	NOUN
sc-1166	206	18	.	.	PUNCT
sc-1166	207	1	figure	figure	NOUN
sc-1166	207	2	2	2	NUM
sc-1166	207	3	presents	present	VERB
sc-1166	207	4	a	a	DET
sc-1166	207	5	conceptual	conceptual	ADJ
sc-1166	207	6	diagram	diagram	NOUN
sc-1166	207	7	of	of	ADP
sc-1166	207	8	the	the	DET
sc-1166	207	9	proposed	propose	VERB
sc-1166	207	10	solution	solution	NOUN
sc-1166	207	11	.	.	PUNCT
sc-1166	208	1	in	in	ADP
sc-1166	208	2	the	the	DET
sc-1166	208	3	pre	pre	ADJ
sc-1166	208	4	-	-	ADJ
sc-1166	208	5	processing	processing	ADJ
sc-1166	208	6	phase	phase	NOUN
sc-1166	208	7	,	,	PUNCT
sc-1166	208	8	the	the	DET
sc-1166	208	9	master	master	NOUN
sc-1166	208	10	process	process	NOUN
sc-1166	208	11	filters	filter	VERB
sc-1166	208	12	the	the	DET
sc-1166	208	13	data	datum	NOUN
sc-1166	208	14	,	,	PUNCT
sc-1166	208	15	in	in	ADP
sc-1166	208	16	order	order	NOUN
sc-1166	208	17	to	to	PART
sc-1166	208	18	select	select	VERB
sc-1166	208	19	only	only	ADV
sc-1166	208	20	that	that	DET
sc-1166	208	21	information	information	NOUN
sc-1166	208	22	that	that	PRON
sc-1166	208	23	is	be	AUX
sc-1166	208	24	useful	useful	ADJ
sc-1166	208	25	to	to	PART
sc-1166	208	26	compute	compute	VERB
sc-1166	208	27	the	the	DET
sc-1166	208	28	statistics	statistic	NOUN
sc-1166	208	29	.	.	PUNCT
sc-1166	209	1	the	the	DET
sc-1166	209	2	data	data	NOUN
sc-1166	209	3	processing	processing	NOUN
sc-1166	209	4	phase	phase	NOUN
sc-1166	209	5	applies	apply	VERB
sc-1166	209	6	a	a	DET
sc-1166	209	7	data	data	NOUN
sc-1166	209	8	-	-	PUNCT
sc-1166	209	9	parallel	parallel	ADJ
sc-1166	209	10	domain	domain	NOUN
sc-1166	209	11	decomposition	decomposition	NOUN
sc-1166	209	12	strategy	strategy	NOUN
sc-1166	209	13	for	for	ADP
sc-1166	209	14	parallelization	parallelization	NOUN
sc-1166	209	15	.	.	PUNCT
sc-1166	210	1	the	the	DET
sc-1166	210	2	available	available	ADJ
sc-1166	210	3	data	datum	NOUN
sc-1166	210	4	resulting	result	VERB
sc-1166	210	5	from	from	ADP
sc-1166	210	6	the	the	DET
sc-1166	210	7	previous	previous	ADJ
sc-1166	210	8	phase	phase	NOUN
sc-1166	210	9	is	be	AUX
sc-1166	210	10	split	split	VERB
sc-1166	210	11	in	in	ADP
sc-1166	210	12	chunks	chunk	NOUN
sc-1166	210	13	to	to	PART
sc-1166	210	14	be	be	AUX
sc-1166	210	15	handled	handle	VERB
sc-1166	210	16	by	by	ADP
sc-1166	210	17	several	several	ADJ
sc-1166	210	18	processing	processing	NOUN
sc-1166	210	19	elements	element	NOUN
sc-1166	210	20	.	.	PUNCT
sc-1166	211	1	the	the	DET
sc-1166	211	2	master	master	NOUN
sc-1166	211	3	process	process	NOUN
sc-1166	211	4	is	be	AUX
sc-1166	211	5	in	in	ADP
sc-1166	211	6	charge	charge	NOUN
sc-1166	211	7	of	of	ADP
sc-1166	211	8	controlling	control	VERB
sc-1166	211	9	and	and	CCONJ
sc-1166	211	10	monitoring	monitor	VERB
sc-1166	211	11	the	the	DET
sc-1166	211	12	system	system	NOUN
sc-1166	211	13	,	,	PUNCT
sc-1166	211	14	performing	perform	VERB
sc-1166	211	15	the	the	DET
sc-1166	211	16	data	data	NOUN
sc-1166	211	17	partition	partition	NOUN
sc-1166	211	18	,	,	PUNCT
sc-1166	211	19	and	and	CCONJ
sc-1166	211	20	sending	send	VERB
sc-1166	211	21	the	the	DET
sc-1166	211	22	chunks	chunk	NOUN
sc-1166	211	23	to	to	ADP
sc-1166	211	24	slaves	slave	NOUN
sc-1166	211	25	for	for	ADP
sc-1166	211	26	processing	processing	NOUN
sc-1166	211	27	.	.	PUNCT
sc-1166	212	1	each	each	DET
sc-1166	212	2	slave	slave	NOUN
sc-1166	212	3	process	process	NOUN
sc-1166	212	4	receives	receive	VERB
sc-1166	212	5	a	a	DET
sc-1166	212	6	subset	subset	NOUN
sc-1166	212	7	of	of	ADP
sc-1166	212	8	the	the	DET
sc-1166	212	9	data	datum	NOUN
sc-1166	212	10	from	from	ADP
sc-1166	212	11	the	the	DET
sc-1166	212	12	master	master	NOUN
sc-1166	212	13	.	.	PUNCT
sc-1166	213	1	the	the	DET
sc-1166	213	2	group	group	NOUN
sc-1166	213	3	of	of	ADP
sc-1166	213	4	slaves	slave	NOUN
sc-1166	213	5	processes	process	NOUN
sc-1166	213	6	collaborate	collaborate	VERB
sc-1166	213	7	in	in	ADP
sc-1166	213	8	the	the	DET
sc-1166	213	9	data	datum	NOUN
sc-1166	213	10	processing	processing	NOUN
sc-1166	213	11	,	,	PUNCT
sc-1166	213	12	generating	generate	VERB
sc-1166	213	13	the	the	DET
sc-1166	213	14	expected	expect	VERB
sc-1166	213	15	statistical	statistical	ADJ
sc-1166	213	16	results	result	NOUN
sc-1166	213	17	.	.	PUNCT
sc-1166	214	1	each	each	DET
sc-1166	214	2	slave	slave	NOUN
sc-1166	214	3	performs	perform	VERB
sc-1166	214	4	the	the	DET
sc-1166	214	5	same	same	ADJ
sc-1166	214	6	task	task	NOUN
sc-1166	214	7	;	;	PUNCT
sc-1166	214	8	therefore	therefore	ADV
sc-1166	214	9	,	,	PUNCT
sc-1166	214	10	a	a	DET
sc-1166	214	11	single	single	ADJ
sc-1166	214	12	program	program	NOUN
sc-1166	214	13	multiple	multiple	ADJ
sc-1166	214	14	data	datum	NOUN
sc-1166	214	15	(	(	PUNCT
sc-1166	214	16	spmd	spmd	NOUN
sc-1166	214	17	)	)	PUNCT
sc-1166	214	18	parallel	parallel	NOUN
sc-1166	214	19	model	model	NOUN
sc-1166	214	20	is	be	AUX
sc-1166	214	21	applied	apply	VERB
sc-1166	214	22	.	.	PUNCT
sc-1166	215	1	strategy	strategy	NOUN
sc-1166	215	2	for	for	ADP
sc-1166	215	3	data	data	NOUN
sc-1166	215	4	processing	processing	NOUN
sc-1166	215	5	:	:	PUNCT
sc-1166	215	6	algorithmic	algorithmic	ADJ
sc-1166	215	7	description	description	NOUN
sc-1166	215	8	.	.	PUNCT
sc-1166	216	1	the	the	DET
sc-1166	216	2	input	input	NOUN
sc-1166	216	3	data	datum	NOUN
sc-1166	216	4	correspond	correspond	VERB
sc-1166	216	5	to	to	ADP
sc-1166	216	6	the	the	DET
sc-1166	216	7	gps	gps	PROPN
sc-1166	216	8	coordinates	coordinate	NOUN
sc-1166	216	9	sent	send	VERB
sc-1166	216	10	by	by	ADP
sc-1166	216	11	each	each	DET
sc-1166	216	12	bus	bus	NOUN
sc-1166	216	13	in	in	ADP
sc-1166	216	14	operation	operation	NOUN
sc-1166	216	15	,	,	PUNCT
sc-1166	216	16	during	during	ADP
sc-1166	216	17	each	each	DET
sc-1166	216	18	trip	trip	NOUN
sc-1166	216	19	.	.	PUNCT
sc-1166	217	1	every	every	DET
sc-1166	217	2	line	line	NOUN
sc-1166	217	3	in	in	ADP
sc-1166	217	4	the	the	DET
sc-1166	217	5	input	input	NOUN
sc-1166	217	6	file	file	NOUN
sc-1166	217	7	represents	represent	VERB
sc-1166	217	8	a	a	DET
sc-1166	217	9	new	new	ADJ
sc-1166	217	10	position	position	NOUN
sc-1166	217	11	recorded	record	VERB
sc-1166	217	12	by	by	ADP
sc-1166	217	13	a	a	DET
sc-1166	217	14	certain	certain	ADJ
sc-1166	217	15	bus	bus	NOUN
sc-1166	217	16	during	during	ADP
sc-1166	217	17	a	a	DET
sc-1166	217	18	given	give	VERB
sc-1166	217	19	route	route	NOUN
sc-1166	217	20	and	and	CCONJ
sc-1166	217	21	for	for	ADP
sc-1166	217	22	a	a	DET
sc-1166	217	23	particular	particular	ADJ
sc-1166	217	24	instant	instant	NOUN
sc-1166	217	25	of	of	ADP
sc-1166	217	26	time	time	NOUN
sc-1166	217	27	.	.	PUNCT
sc-1166	218	1	the	the	DET
sc-1166	218	2	first	first	ADJ
sc-1166	218	3	column	column	NOUN
sc-1166	218	4	of	of	ADP
sc-1166	218	5	the	the	DET
sc-1166	218	6	input	input	NOUN
sc-1166	218	7	file	file	NOUN
sc-1166	218	8	corresponds	correspond	VERB
sc-1166	218	9	to	to	ADP
sc-1166	218	10	the	the	DET
sc-1166	218	11	line	line	NOUN
sc-1166	218	12	number	number	NOUN
sc-1166	218	13	field	field	NOUN
sc-1166	218	14	,	,	PUNCT
sc-1166	218	15	which	which	PRON
sc-1166	218	16	is	be	AUX
sc-1166	218	17	a	a	DET
sc-1166	218	18	unique	unique	ADJ
sc-1166	218	19	identifier	identifier	NOUN
sc-1166	218	20	for	for	ADP
sc-1166	218	21	each	each	DET
sc-1166	218	22	bus	bus	NOUN
sc-1166	218	23	line	line	NOUN
sc-1166	218	24	.	.	PUNCT
sc-1166	219	1	in	in	ADP
sc-1166	219	2	turn	turn	NOUN
sc-1166	219	3	,	,	PUNCT
sc-1166	219	4	to	to	PART
sc-1166	219	5	distinguish	distinguish	VERB
sc-1166	219	6	different	different	ADJ
sc-1166	219	7	trips	trip	NOUN
sc-1166	219	8	of	of	ADP
sc-1166	219	9	the	the	DET
sc-1166	219	10	same	same	ADJ
sc-1166	219	11	bus	bus	NOUN
sc-1166	219	12	line	line	NOUN
sc-1166	219	13	,	,	PUNCT
sc-1166	219	14	the	the	DET
sc-1166	219	15	file	file	NOUN
sc-1166	219	16	has	have	VERB
sc-1166	219	17	a	a	DET
sc-1166	219	18	self	self	NOUN
sc-1166	219	19	-	-	PUNCT
sc-1166	219	20	generated	generate	VERB
sc-1166	219	21	numeric	numeric	ADJ
sc-1166	219	22	field	field	NOUN
sc-1166	219	23	,	,	PUNCT
sc-1166	219	24	trip	trip	NOUN
sc-1166	219	25	number	number	NOUN
sc-1166	219	26	,	,	PUNCT
sc-1166	219	27	which	which	PRON
sc-1166	219	28	identifies	identify	VERB
sc-1166	219	29	a	a	DET
sc-1166	219	30	particular	particular	ADJ
sc-1166	219	31	trip	trip	NOUN
sc-1166	219	32	of	of	ADP
sc-1166	219	33	a	a	DET
sc-1166	219	34	bus	bus	NOUN
sc-1166	219	35	line	line	NOUN
sc-1166	219	36	.	.	PUNCT
sc-1166	220	1	pre	pre	ADJ
sc-1166	220	2	-	-	ADJ
sc-1166	220	3	processing	processing	ADJ
sc-1166	220	4	stage	stage	NOUN
sc-1166	220	5	.	.	PUNCT
sc-1166	221	1	the	the	DET
sc-1166	221	2	main	main	ADJ
sc-1166	221	3	goal	goal	NOUN
sc-1166	221	4	of	of	ADP
sc-1166	221	5	pre	pre	ADJ
sc-1166	221	6	-	-	ADJ
sc-1166	221	7	processing	processing	NOUN
sc-1166	221	8	is	be	AUX
sc-1166	221	9	data	datum	NOUN
sc-1166	221	10	preparation	preparation	NOUN
sc-1166	221	11	.	.	PUNCT
sc-1166	222	1	this	this	DET
sc-1166	222	2	stage	stage	NOUN
sc-1166	222	3	filters	filter	VERB
sc-1166	222	4	input	input	NOUN
sc-1166	222	5	data	datum	NOUN
sc-1166	222	6	that	that	PRON
sc-1166	222	7	do	do	AUX
sc-1166	222	8	not	not	PART
sc-1166	222	9	contain	contain	VERB
sc-1166	222	10	useful	useful	ADJ
sc-1166	222	11	information	information	NOUN
sc-1166	222	12	for	for	SCONJ
sc-1166	222	13	the	the	DET
sc-1166	222	14	statistics	statistic	NOUN
sc-1166	222	15	to	to	PART
sc-1166	222	16	compute	compute	VERB
sc-1166	222	17	,	,	PUNCT
sc-1166	222	18	and	and	CCONJ
sc-1166	222	19	classifies	classify	VERB
sc-1166	222	20	/	/	SYM
sc-1166	222	21	orders	order	NOUN
sc-1166	222	22	useful	useful	ADJ
sc-1166	222	23	records	record	NOUN
sc-1166	222	24	.	.	PUNCT
sc-1166	223	1	three	three	NUM
sc-1166	223	2	phases	phase	NOUN
sc-1166	223	3	are	be	AUX
sc-1166	223	4	identified	identify	VERB
sc-1166	223	5	in	in	ADP
sc-1166	223	6	the	the	DET
sc-1166	223	7	data	data	NOUN
sc-1166	223	8	preparation	preparation	NOUN
sc-1166	223	9	:	:	PUNCT
sc-1166	223	10	1	1	X
sc-1166	223	11	.	.	X
sc-1166	224	1	filtering	filter	VERB
sc-1166	224	2	:	:	PUNCT
sc-1166	224	3	this	this	DET
sc-1166	224	4	phase	phase	NOUN
sc-1166	224	5	filters	filter	VERB
sc-1166	224	6	the	the	DET
sc-1166	224	7	data	datum	NOUN
sc-1166	224	8	according	accord	VERB
sc-1166	224	9	to	to	ADP
sc-1166	224	10	the	the	DET
sc-1166	224	11	statistics	statistic	NOUN
sc-1166	224	12	to	to	PART
sc-1166	224	13	compute	compute	VERB
sc-1166	224	14	.	.	PUNCT
sc-1166	225	1	two	two	NUM
sc-1166	225	2	relevant	relevant	ADJ
sc-1166	225	3	cases	case	NOUN
sc-1166	225	4	are	be	AUX
sc-1166	225	5	considered	consider	VERB
sc-1166	225	6	:	:	PUNCT
sc-1166	225	7	i	i	X
sc-1166	225	8	)	)	PUNCT
sc-1166	225	9	discarding	discard	VERB
sc-1166	225	10	non	non	ADJ
sc-1166	225	11	-	-	ADJ
sc-1166	225	12	useful	useful	ADJ
sc-1166	225	13	data	datum	NOUN
sc-1166	225	14	,	,	PUNCT
sc-1166	225	15	as	as	SCONJ
sc-1166	225	16	the	the	DET
sc-1166	225	17	raw	raw	ADJ
sc-1166	225	18	data	data	NOUN
sc-1166	225	19	files	file	NOUN
sc-1166	225	20	include	include	VERB
sc-1166	225	21	information	information	NOUN
sc-1166	225	22	that	that	PRON
sc-1166	225	23	is	be	AUX
sc-1166	225	24	not	not	PART
sc-1166	225	25	useful	useful	ADJ
sc-1166	225	26	for	for	ADP
sc-1166	225	27	computing	compute	VERB
sc-1166	225	28	the	the	DET
sc-1166	225	29	statistics	statistic	NOUN
sc-1166	225	30	(	(	PUNCT
sc-1166	225	31	e.g.	e.g.	ADV
sc-1166	225	32	,	,	PUNCT
sc-1166	225	33	when	when	SCONJ
sc-1166	225	34	computing	compute	VERB
sc-1166	225	35	the	the	DET
sc-1166	225	36	accuracy	accuracy	NOUN
sc-1166	225	37	of	of	ADP
sc-1166	225	38	buses	bus	NOUN
sc-1166	225	39	to	to	PART
sc-1166	225	40	reach	reach	VERB
sc-1166	225	41	remarkable	remarkable	ADJ
sc-1166	225	42	locations	location	NOUN
sc-1166	225	43	,	,	PUNCT
sc-1166	225	44	the	the	DET
sc-1166	225	45	gps	gps	PROPN
sc-1166	225	46	information	information	NOUN
sc-1166	225	47	not	not	PART
sc-1166	225	48	related	relate	VERB
sc-1166	225	49	to	to	ADP
sc-1166	225	50	remarkable	remarkable	ADJ
sc-1166	225	51	locations	location	NOUN
sc-1166	225	52	is	be	AUX
sc-1166	225	53	not	not	PART
sc-1166	225	54	needed	need	VERB
sc-1166	225	55	)	)	PUNCT
sc-1166	225	56	;	;	PUNCT
sc-1166	225	57	and	and	CCONJ
sc-1166	225	58	ii	ii	X
sc-1166	225	59	)	)	PUNCT
sc-1166	225	60	filtering	filter	VERB
sc-1166	225	61	ranges	range	NOUN
sc-1166	225	62	,	,	PUNCT
sc-1166	225	63	as	as	SCONJ
sc-1166	225	64	the	the	DET
sc-1166	225	65	system	system	NOUN
sc-1166	225	66	receives	receive	VERB
sc-1166	225	67	a	a	DET
sc-1166	225	68	time	time	NOUN
sc-1166	225	69	range	range	NOUN
sc-1166	225	70	as	as	ADP
sc-1166	225	71	input	input	NOUN
sc-1166	225	72	and	and	CCONJ
sc-1166	225	73	computes	compute	VERB
sc-1166	225	74	the	the	DET
sc-1166	225	75	statistic	statistic	NOUN
sc-1166	225	76	for	for	ADP
sc-1166	225	77	that	that	DET
sc-1166	225	78	given	give	VERB
sc-1166	225	79	period	period	NOUN
sc-1166	225	80	of	of	ADP
sc-1166	225	81	time	time	NOUN
sc-1166	225	82	.	.	PUNCT
sc-1166	226	1	2	2	NUM
sc-1166	226	2	.	.	NOUN
sc-1166	226	3	time	time	NOUN
sc-1166	226	4	range	range	NOUN
sc-1166	226	5	characterization	characterization	NOUN
sc-1166	226	6	:	:	PUNCT
sc-1166	226	7	this	this	DET
sc-1166	226	8	phase	phase	NOUN
sc-1166	226	9	identifies	identify	VERB
sc-1166	226	10	the	the	DET
sc-1166	226	11	time	time	NOUN
sc-1166	226	12	range	range	NOUN
sc-1166	226	13	of	of	ADP
sc-1166	226	14	the	the	DET
sc-1166	226	15	timestamp	timestamp	NOUN
sc-1166	226	16	of	of	ADP
sc-1166	226	17	each	each	DET
sc-1166	226	18	record	record	NOUN
sc-1166	226	19	containing	contain	VERB
sc-1166	226	20	useful	useful	ADJ
sc-1166	226	21	information	information	NOUN
sc-1166	226	22	.	.	PUNCT
sc-1166	227	1	since	since	SCONJ
sc-1166	227	2	traffic	traffic	NOUN
sc-1166	227	3	patterns	pattern	NOUN
sc-1166	227	4	vary	vary	VERB
sc-1166	227	5	significantly	significantly	ADV
sc-1166	227	6	throughout	throughout	ADP
sc-1166	227	7	the	the	DET
sc-1166	227	8	day	day	NOUN
sc-1166	227	9	,	,	PUNCT
sc-1166	227	10	the	the	DET
sc-1166	227	11	time	time	NOUN
sc-1166	227	12	range	range	NOUN
sc-1166	227	13	must	must	AUX
sc-1166	227	14	be	be	AUX
sc-1166	227	15	taken	take	VERB
sc-1166	227	16	into	into	ADP
sc-1166	227	17	account	account	NOUN
sc-1166	227	18	when	when	SCONJ
sc-1166	227	19	computing	compute	VERB
sc-1166	227	20	and	and	CCONJ
sc-1166	227	21	analyzing	analyze	VERB
sc-1166	227	22	the	the	DET
sc-1166	227	23	generated	generate	VERB
sc-1166	227	24	statistics	statistic	NOUN
sc-1166	227	25	.	.	PUNCT
sc-1166	228	1	to	to	PART
sc-1166	228	2	compute	compute	VERB
sc-1166	228	3	and	and	CCONJ
sc-1166	228	4	analyze	analyze	NOUN
sc-1166	228	5	statistics	statistic	NOUN
sc-1166	228	6	generated	generate	VERB
sc-1166	228	7	due	due	ADP
sc-1166	228	8	to	to	ADP
sc-1166	228	9	variations	variation	NOUN
sc-1166	228	10	of	of	ADP
sc-1166	228	11	this	this	DET
sc-1166	228	12	factor	factor	NOUN
sc-1166	228	13	determines	determine	VERB
sc-1166	228	14	very	very	ADV
sc-1166	228	15	different	different	ADJ
sc-1166	228	16	values	value	NOUN
sc-1166	228	17	to	to	PART
sc-1166	228	18	be	be	AUX
sc-1166	228	19	processed	process	VERB
sc-1166	228	20	.	.	PUNCT
sc-1166	229	1	we	we	PRON
sc-1166	229	2	consider	consider	VERB
sc-1166	229	3	three	three	NUM
sc-1166	229	4	time	time	NOUN
sc-1166	229	5	ranges	range	VERB
sc-1166	229	6	in	in	ADP
sc-1166	229	7	the	the	DET
sc-1166	229	8	study	study	NOUN
sc-1166	229	9	:	:	PUNCT
sc-1166	229	10	•	•	NUM
sc-1166	229	11	morning	morning	NOUN
sc-1166	229	12	,	,	PUNCT
sc-1166	229	13	between	between	ADP
sc-1166	229	14	04:00	04:00	NUM
sc-1166	229	15	and	and	CCONJ
sc-1166	229	16	12:00	12:00	NUM
sc-1166	229	17	,	,	PUNCT
sc-1166	229	18	•	•	NUM
sc-1166	229	19	afternoon	afternoon	NOUN
sc-1166	229	20	,	,	PUNCT
sc-1166	229	21	between	between	ADP
sc-1166	229	22	12:01	12:01	NUM
sc-1166	229	23	and	and	CCONJ
sc-1166	229	24	20:00	20:00	NUM
sc-1166	229	25	,	,	PUNCT
sc-1166	229	26	and	and	CCONJ
sc-1166	229	27	•	•	NUM
sc-1166	229	28	night	night	NOUN
sc-1166	229	29	,	,	PUNCT
sc-1166	229	30	between	between	ADP
sc-1166	229	31	20:01	20:01	NUM
sc-1166	229	32	and	and	CCONJ
sc-1166	229	33	4:00	4:00	NUM
sc-1166	229	34	.	.	PUNCT
sc-1166	230	1	figure	figure	NOUN
sc-1166	230	2	2	2	NUM
sc-1166	230	3	.	.	PUNCT
sc-1166	230	4	conceptual	conceptual	ADJ
sc-1166	230	5	diagram	diagram	NOUN
sc-1166	230	6	of	of	ADP
sc-1166	230	7	the	the	DET
sc-1166	230	8	proposed	propose	VERB
sc-1166	230	9	application	application	NOUN
sc-1166	230	10	7	7	NUM
sc-1166	230	11	eai	eai	PROPN
sc-1166	230	12	endorsed	endorse	VERB
sc-1166	230	13	transactions	transaction	NOUN
sc-1166	230	14	on	on	ADP
sc-1166	230	15	smart	smart	ADJ
sc-1166	230	16	cities	city	NOUN
sc-1166	230	17	12	12	NUM
sc-1166	230	18	2016	2016	NUM
sc-1166	230	19	12	12	NUM
sc-1166	230	20	2017	2017	NUM
sc-1166	230	21	|	|	ADV
sc-1166	230	22	volume	volume	NOUN
sc-1166	230	23	2	2	NUM
sc-1166	230	24	|	|	ADV
sc-1166	230	25	issue	issue	VERB
sc-1166	230	26	5	5	NUM
sc-1166	231	1	|	|	ADV
sc-1166	231	2	e	e	PROPN
sc-1166	231	3	sergio	sergio	PROPN
sc-1166	231	4	nesmachnow	nesmachnow	PROPN
sc-1166	231	5	,	,	PUNCT
sc-1166	231	6	sebastián	sebastián	ADJ
sc-1166	231	7	baña	baña	NOUN
sc-1166	231	8	,	,	PUNCT
sc-1166	231	9	and	and	CCONJ
sc-1166	231	10	renzo	renzo	VERB
sc-1166	231	11	massobrio	massobrio	NOUN
sc-1166	231	12	3	3	NUM
sc-1166	231	13	.	.	PUNCT
sc-1166	232	1	sorting	sort	VERB
sc-1166	232	2	:	:	PUNCT
sc-1166	232	3	this	this	DET
sc-1166	232	4	phase	phase	NOUN
sc-1166	232	5	sorts	sort	VERB
sc-1166	232	6	the	the	DET
sc-1166	232	7	records	record	NOUN
sc-1166	232	8	according	accord	VERB
sc-1166	232	9	to	to	ADP
sc-1166	232	10	the	the	DET
sc-1166	232	11	bus	bus	NOUN
sc-1166	232	12	line	line	NOUN
sc-1166	232	13	identification	identification	NOUN
sc-1166	232	14	(	(	PUNCT
sc-1166	232	15	line	line	NOUN
sc-1166	232	16	number	number	NOUN
sc-1166	232	17	)	)	PUNCT
sc-1166	232	18	and	and	CCONJ
sc-1166	232	19	the	the	DET
sc-1166	232	20	timestamp	timestamp	NOUN
sc-1166	232	21	of	of	ADP
sc-1166	232	22	the	the	DET
sc-1166	232	23	record	record	NOUN
sc-1166	232	24	.	.	PUNCT
sc-1166	233	1	these	these	DET
sc-1166	233	2	fields	field	NOUN
sc-1166	233	3	define	define	VERB
sc-1166	233	4	a	a	DET
sc-1166	233	5	processing	processing	NOUN
sc-1166	233	6	key	key	NOUN
sc-1166	233	7	,	,	PUNCT
sc-1166	233	8	which	which	PRON
sc-1166	233	9	is	be	AUX
sc-1166	233	10	needed	need	VERB
sc-1166	233	11	to	to	PART
sc-1166	233	12	compute	compute	VERB
sc-1166	233	13	the	the	DET
sc-1166	233	14	time	time	NOUN
sc-1166	233	15	differences	difference	NOUN
sc-1166	233	16	between	between	ADP
sc-1166	233	17	the	the	DET
sc-1166	233	18	departing	depart	VERB
sc-1166	233	19	time	time	NOUN
sc-1166	233	20	for	for	ADP
sc-1166	233	21	each	each	DET
sc-1166	233	22	bus	bus	NOUN
sc-1166	233	23	and	and	CCONJ
sc-1166	233	24	the	the	DET
sc-1166	233	25	time	time	NOUN
sc-1166	233	26	taken	take	VERB
sc-1166	233	27	to	to	PART
sc-1166	233	28	reach	reach	VERB
sc-1166	233	29	each	each	PRON
sc-1166	233	30	of	of	ADP
sc-1166	233	31	the	the	DET
sc-1166	233	32	remarkable	remarkable	ADJ
sc-1166	233	33	locations	location	NOUN
sc-1166	233	34	.	.	PUNCT
sc-1166	234	1	after	after	ADP
sc-1166	234	2	applying	apply	VERB
sc-1166	234	3	the	the	DET
sc-1166	234	4	pre	pre	ADJ
sc-1166	234	5	-	-	ADJ
sc-1166	234	6	processing	processing	ADJ
sc-1166	234	7	stage	stage	NOUN
sc-1166	234	8	,	,	PUNCT
sc-1166	234	9	the	the	DET
sc-1166	234	10	master	master	NOUN
sc-1166	234	11	process	process	NOUN
sc-1166	234	12	has	have	VERB
sc-1166	234	13	the	the	DET
sc-1166	234	14	filtered	filter	VERB
sc-1166	234	15	data	datum	NOUN
sc-1166	234	16	to	to	PART
sc-1166	234	17	be	be	AUX
sc-1166	234	18	used	use	VERB
sc-1166	234	19	as	as	ADP
sc-1166	234	20	input	input	NOUN
sc-1166	234	21	data	datum	NOUN
sc-1166	234	22	for	for	ADP
sc-1166	234	23	the	the	DET
sc-1166	234	24	processing	processing	NOUN
sc-1166	234	25	to	to	PART
sc-1166	234	26	be	be	AUX
sc-1166	234	27	performed	perform	VERB
sc-1166	234	28	by	by	ADP
sc-1166	234	29	each	each	DET
sc-1166	234	30	slave	slave	NOUN
sc-1166	234	31	process	process	NOUN
sc-1166	234	32	.	.	PUNCT
sc-1166	235	1	the	the	DET
sc-1166	235	2	data	datum	NOUN
sc-1166	235	3	consist	consist	VERB
sc-1166	235	4	in	in	ADP
sc-1166	235	5	a	a	DET
sc-1166	235	6	set	set	NOUN
sc-1166	235	7	of	of	ADP
sc-1166	235	8	records	record	NOUN
sc-1166	235	9	containing	contain	VERB
sc-1166	235	10	the	the	DET
sc-1166	235	11	following	follow	VERB
sc-1166	235	12	fields	field	NOUN
sc-1166	235	13	:	:	PUNCT
sc-1166	235	14	line	line	NOUN
sc-1166	235	15	number	number	NOUN
sc-1166	235	16	,	,	PUNCT
sc-1166	235	17	trip	trip	NOUN
sc-1166	235	18	number	number	NOUN
sc-1166	235	19	,	,	PUNCT
sc-1166	235	20	timestamp	timestamp	NOUN
sc-1166	235	21	,	,	PUNCT
sc-1166	235	22	timerange	timerange	NOUN
sc-1166	235	23	,	,	PUNCT
sc-1166	235	24	and	and	CCONJ
sc-1166	235	25	bus	bus	NOUN
sc-1166	235	26	stop	stop	NOUN
sc-1166	235	27	.	.	PUNCT
sc-1166	236	1	statistics	statistic	NOUN
sc-1166	236	2	generation	generation	NOUN
sc-1166	236	3	stage	stage	NOUN
sc-1166	236	4	.	.	PUNCT
sc-1166	237	1	the	the	DET
sc-1166	237	2	statistics	statistic	NOUN
sc-1166	237	3	generation	generation	NOUN
sc-1166	237	4	stage	stage	NOUN
sc-1166	237	5	is	be	AUX
sc-1166	237	6	organized	organize	VERB
sc-1166	237	7	in	in	ADP
sc-1166	237	8	four	four	NUM
sc-1166	237	9	phases	phase	NOUN
sc-1166	237	10	:	:	PUNCT
sc-1166	237	11	1	1	X
sc-1166	237	12	.	.	X
sc-1166	237	13	data	datum	NOUN
sc-1166	237	14	partitioning	partitioning	NOUN
sc-1166	237	15	and	and	CCONJ
sc-1166	237	16	distribution	distribution	NOUN
sc-1166	237	17	:	:	PUNCT
sc-1166	237	18	the	the	DET
sc-1166	237	19	master	master	NOUN
sc-1166	237	20	process	process	NOUN
sc-1166	237	21	divides	divide	VERB
sc-1166	237	22	the	the	DET
sc-1166	237	23	dataset	dataset	NOUN
sc-1166	237	24	of	of	ADP
sc-1166	237	25	useful	useful	ADJ
sc-1166	237	26	gps	gps	NOUN
sc-1166	237	27	records	record	NOUN
sc-1166	237	28	and	and	CCONJ
sc-1166	237	29	distributes	distribute	VERB
sc-1166	237	30	the	the	DET
sc-1166	237	31	resulting	result	VERB
sc-1166	237	32	subsets	subset	NOUN
sc-1166	237	33	among	among	ADP
sc-1166	237	34	the	the	DET
sc-1166	237	35	slave	slave	NOUN
sc-1166	237	36	processes	process	NOUN
sc-1166	237	37	.	.	PUNCT
sc-1166	238	1	each	each	PRON
sc-1166	238	2	of	of	ADP
sc-1166	238	3	the	the	DET
sc-1166	238	4	resulting	result	VERB
sc-1166	238	5	data	datum	NOUN
sc-1166	238	6	subsets	subset	NOUN
sc-1166	238	7	includes	include	VERB
sc-1166	238	8	a	a	DET
sc-1166	238	9	group	group	NOUN
sc-1166	238	10	of	of	ADP
sc-1166	238	11	records	record	NOUN
sc-1166	238	12	associated	associate	VERB
sc-1166	238	13	with	with	ADP
sc-1166	238	14	the	the	DET
sc-1166	238	15	same	same	ADJ
sc-1166	238	16	line	line	NOUN
sc-1166	238	17	number	number	NOUN
sc-1166	238	18	,	,	PUNCT
sc-1166	238	19	sorted	sort	VERB
sc-1166	238	20	according	accord	VERB
sc-1166	238	21	to	to	ADP
sc-1166	238	22	the	the	DET
sc-1166	238	23	criteria	criterion	NOUN
sc-1166	238	24	applied	apply	VERB
sc-1166	238	25	in	in	ADP
sc-1166	238	26	the	the	DET
sc-1166	238	27	pre	pre	ADJ
sc-1166	238	28	-	-	ADJ
sc-1166	238	29	processing	processing	ADJ
sc-1166	238	30	stage	stage	NOUN
sc-1166	238	31	.	.	PUNCT
sc-1166	239	1	statistics	statistic	NOUN
sc-1166	239	2	associated	associate	VERB
sc-1166	239	3	with	with	ADP
sc-1166	239	4	the	the	DET
sc-1166	239	5	same	same	ADJ
sc-1166	239	6	line	line	NOUN
sc-1166	239	7	number	number	NOUN
sc-1166	239	8	are	be	AUX
sc-1166	239	9	processed	process	VERB
sc-1166	239	10	in	in	ADP
sc-1166	239	11	the	the	DET
sc-1166	239	12	same	same	ADJ
sc-1166	239	13	slave	slave	NOUN
sc-1166	239	14	.	.	PUNCT
sc-1166	240	1	2	2	X
sc-1166	240	2	.	.	X
sc-1166	240	3	computing	compute	VERB
sc-1166	240	4	temporal	temporal	ADJ
sc-1166	240	5	distances	distance	NOUN
sc-1166	240	6	.	.	PUNCT
sc-1166	241	1	in	in	ADP
sc-1166	241	2	this	this	DET
sc-1166	241	3	phase	phase	NOUN
sc-1166	241	4	,	,	PUNCT
sc-1166	241	5	each	each	DET
sc-1166	241	6	slave	slave	NOUN
sc-1166	241	7	processes	process	VERB
sc-1166	241	8	the	the	DET
sc-1166	241	9	subset	subset	NOUN
sc-1166	241	10	assigned	assign	VERB
sc-1166	241	11	by	by	ADP
sc-1166	241	12	the	the	DET
sc-1166	241	13	master	master	NOUN
sc-1166	241	14	process	process	NOUN
sc-1166	241	15	,	,	PUNCT
sc-1166	241	16	splitting	split	VERB
sc-1166	241	17	each	each	DET
sc-1166	241	18	record	record	NOUN
sc-1166	241	19	into	into	ADP
sc-1166	241	20	different	different	ADJ
sc-1166	241	21	fields	field	NOUN
sc-1166	241	22	,	,	PUNCT
sc-1166	241	23	to	to	PART
sc-1166	241	24	create	create	VERB
sc-1166	241	25	new	new	ADJ
sc-1166	241	26	data	datum	NOUN
sc-1166	241	27	.	.	PUNCT
sc-1166	242	1	for	for	ADP
sc-1166	242	2	each	each	DET
sc-1166	242	3	bus	bus	NOUN
sc-1166	242	4	line	line	NOUN
sc-1166	242	5	number	number	NOUN
sc-1166	242	6	,	,	PUNCT
sc-1166	242	7	the	the	DET
sc-1166	242	8	distances	distance	NOUN
sc-1166	242	9	between	between	ADP
sc-1166	242	10	different	different	ADJ
sc-1166	242	11	points	point	NOUN
sc-1166	242	12	on	on	ADP
sc-1166	242	13	the	the	DET
sc-1166	242	14	bus	bus	NOUN
sc-1166	242	15	route	route	NOUN
sc-1166	242	16	are	be	AUX
sc-1166	242	17	calculated	calculate	VERB
sc-1166	242	18	iterating	iterate	VERB
sc-1166	242	19	through	through	ADP
sc-1166	242	20	a	a	DET
sc-1166	242	21	date	date	NOUN
sc-1166	242	22	-	-	PUNCT
sc-1166	242	23	ordered	order	VERB
sc-1166	242	24	list	list	NOUN
sc-1166	242	25	containing	contain	VERB
sc-1166	242	26	the	the	DET
sc-1166	242	27	distance	distance	NOUN
sc-1166	242	28	values	value	NOUN
sc-1166	242	29	.	.	PUNCT
sc-1166	243	1	the	the	DET
sc-1166	243	2	start	start	NOUN
sc-1166	243	3	of	of	ADP
sc-1166	243	4	each	each	DET
sc-1166	243	5	trip	trip	NOUN
sc-1166	243	6	is	be	AUX
sc-1166	243	7	defined	define	VERB
sc-1166	243	8	by	by	ADP
sc-1166	243	9	the	the	DET
sc-1166	243	10	first	first	ADJ
sc-1166	243	11	new	new	ADJ
sc-1166	243	12	occurrence	occurrence	NOUN
sc-1166	243	13	of	of	ADP
sc-1166	243	14	a	a	DET
sc-1166	243	15	trip	trip	NOUN
sc-1166	243	16	number	number	NOUN
sc-1166	243	17	found	find	VERB
sc-1166	243	18	in	in	ADP
sc-1166	243	19	the	the	DET
sc-1166	243	20	subset	subset	NOUN
sc-1166	243	21	containing	contain	VERB
sc-1166	243	22	the	the	DET
sc-1166	243	23	gps	gps	PROPN
sc-1166	243	24	data	datum	NOUN
sc-1166	243	25	handled	handle	VERB
sc-1166	243	26	by	by	ADP
sc-1166	243	27	each	each	DET
sc-1166	243	28	slave	slave	NOUN
sc-1166	243	29	process	process	NOUN
sc-1166	243	30	.	.	PUNCT
sc-1166	244	1	each	each	DET
sc-1166	244	2	slave	slave	NOUN
sc-1166	244	3	uses	use	VERB
sc-1166	244	4	that	that	DET
sc-1166	244	5	initial	initial	ADJ
sc-1166	244	6	time	time	NOUN
sc-1166	244	7	to	to	PART
sc-1166	244	8	track	track	VERB
sc-1166	244	9	each	each	DET
sc-1166	244	10	remarkable	remarkable	ADJ
sc-1166	244	11	location	location	NOUN
sc-1166	244	12	or	or	CCONJ
sc-1166	244	13	bus	bus	NOUN
sc-1166	244	14	stop	stop	NOUN
sc-1166	244	15	,	,	PUNCT
sc-1166	244	16	by	by	ADP
sc-1166	244	17	computing	compute	VERB
sc-1166	244	18	the	the	DET
sc-1166	244	19	time	time	NOUN
sc-1166	244	20	between	between	ADP
sc-1166	244	21	the	the	DET
sc-1166	244	22	timestamp	timestamp	NOUN
sc-1166	244	23	and	and	CCONJ
sc-1166	244	24	the	the	DET
sc-1166	244	25	initial	initial	ADJ
sc-1166	244	26	time	time	NOUN
sc-1166	244	27	(	(	PUNCT
sc-1166	244	28	i.e.	i.e.	X
sc-1166	244	29	,	,	PUNCT
sc-1166	244	30	the	the	DET
sc-1166	244	31	relative	relative	ADJ
sc-1166	244	32	time	time	NOUN
sc-1166	244	33	)	)	PUNCT
sc-1166	244	34	.	.	PUNCT
sc-1166	245	1	the	the	DET
sc-1166	245	2	computed	compute	VERB
sc-1166	245	3	relative	relative	ADJ
sc-1166	245	4	times	time	NOUN
sc-1166	245	5	are	be	AUX
sc-1166	245	6	then	then	ADV
sc-1166	245	7	filtered	filter	VERB
sc-1166	245	8	by	by	ADP
sc-1166	245	9	timerange	timerange	NOUN
sc-1166	245	10	and	and	CCONJ
sc-1166	245	11	by	by	ADP
sc-1166	245	12	remarkable	remarkable	ADJ
sc-1166	245	13	location	location	NOUN
sc-1166	245	14	.	.	PUNCT
sc-1166	246	1	the	the	DET
sc-1166	246	2	generated	generate	VERB
sc-1166	246	3	results	result	NOUN
sc-1166	246	4	are	be	AUX
sc-1166	246	5	stored	store	VERB
sc-1166	246	6	in	in	ADP
sc-1166	246	7	memory	memory	NOUN
sc-1166	246	8	,	,	PUNCT
sc-1166	246	9	grouped	group	VERB
sc-1166	246	10	by	by	ADP
sc-1166	246	11	the	the	DET
sc-1166	246	12	fields	field	NOUN
sc-1166	246	13	mentioned	mention	VERB
sc-1166	246	14	above	above	ADV
sc-1166	246	15	,	,	PUNCT
sc-1166	246	16	to	to	PART
sc-1166	246	17	be	be	AUX
sc-1166	246	18	available	available	ADJ
sc-1166	246	19	for	for	ADP
sc-1166	246	20	the	the	DET
sc-1166	246	21	next	next	ADJ
sc-1166	246	22	phase	phase	NOUN
sc-1166	246	23	.	.	PUNCT
sc-1166	247	1	3	3	X
sc-1166	247	2	.	.	X
sc-1166	247	3	statistics	statistic	NOUN
sc-1166	247	4	generation	generation	NOUN
sc-1166	247	5	.	.	PUNCT
sc-1166	248	1	in	in	ADP
sc-1166	248	2	the	the	DET
sc-1166	248	3	third	third	ADJ
sc-1166	248	4	phase	phase	NOUN
sc-1166	248	5	,	,	PUNCT
sc-1166	248	6	data	datum	NOUN
sc-1166	248	7	are	be	AUX
sc-1166	248	8	reduced	reduce	VERB
sc-1166	248	9	into	into	ADP
sc-1166	248	10	results	result	NOUN
sc-1166	248	11	and	and	CCONJ
sc-1166	248	12	finally	finally	ADV
sc-1166	248	13	statistics	statistic	NOUN
sc-1166	248	14	are	be	AUX
sc-1166	248	15	computed	compute	VERB
sc-1166	248	16	.	.	PUNCT
sc-1166	249	1	for	for	ADP
sc-1166	249	2	each	each	DET
sc-1166	249	3	occurrence	occurrence	NOUN
sc-1166	249	4	,	,	PUNCT
sc-1166	249	5	an	an	DET
sc-1166	249	6	iteration	iteration	NOUN
sc-1166	249	7	over	over	ADP
sc-1166	249	8	the	the	DET
sc-1166	249	9	calculated	calculated	ADJ
sc-1166	249	10	distances	distance	NOUN
sc-1166	249	11	is	be	AUX
sc-1166	249	12	performed	perform	VERB
sc-1166	249	13	to	to	PART
sc-1166	249	14	compute	compute	VERB
sc-1166	249	15	several	several	ADJ
sc-1166	249	16	metrics	metric	NOUN
sc-1166	249	17	,	,	PUNCT
sc-1166	249	18	including	include	VERB
sc-1166	249	19	:	:	PUNCT
sc-1166	249	20	•	•	ADP
sc-1166	249	21	the	the	DET
sc-1166	249	22	maximum	maximum	ADJ
sc-1166	249	23	differences	difference	NOUN
sc-1166	249	24	between	between	ADP
sc-1166	249	25	times	time	NOUN
sc-1166	249	26	(	(	PUNCT
sc-1166	249	27	max	max	PROPN
sc-1166	249	28	time	time	NOUN
sc-1166	249	29	difference	difference	NOUN
sc-1166	249	30	)	)	PUNCT
sc-1166	249	31	;	;	PUNCT
sc-1166	249	32	•	•	ADP
sc-1166	249	33	the	the	DET
sc-1166	249	34	minimum	minimum	ADJ
sc-1166	249	35	differences	difference	NOUN
sc-1166	249	36	between	between	ADP
sc-1166	249	37	times	time	NOUN
sc-1166	249	38	(	(	PUNCT
sc-1166	249	39	min	min	PROPN
sc-1166	249	40	time	time	NOUN
sc-1166	249	41	difference	difference	NOUN
sc-1166	249	42	)	)	PUNCT
sc-1166	249	43	;	;	PUNCT
sc-1166	249	44	•	•	ADP
sc-1166	249	45	the	the	DET
sc-1166	249	46	average	average	ADJ
sc-1166	249	47	time	time	NOUN
sc-1166	249	48	(	(	PUNCT
sc-1166	249	49	time	time	NOUN
sc-1166	249	50	average	average	ADJ
sc-1166	249	51	)	)	PUNCT
sc-1166	249	52	;	;	PUNCT
sc-1166	249	53	and	and	CCONJ
sc-1166	249	54	•	•	NOUN
sc-1166	249	55	the	the	DET
sc-1166	249	56	standard	standard	ADJ
sc-1166	249	57	deviation	deviation	NOUN
sc-1166	249	58	of	of	ADP
sc-1166	249	59	time	time	NOUN
sc-1166	249	60	values	value	NOUN
sc-1166	249	61	(	(	PUNCT
sc-1166	249	62	time	time	NOUN
sc-1166	249	63	standard	standard	ADJ
sc-1166	249	64	deviation	deviation	NOUN
sc-1166	249	65	)	)	PUNCT
sc-1166	249	66	.	.	PUNCT
sc-1166	250	1	these	these	DET
sc-1166	250	2	metrics	metric	NOUN
sc-1166	250	3	are	be	AUX
sc-1166	250	4	computed	compute	VERB
sc-1166	250	5	considering	consider	VERB
sc-1166	250	6	the	the	DET
sc-1166	250	7	relative	relative	ADJ
sc-1166	250	8	time	time	NOUN
sc-1166	250	9	(	(	PUNCT
sc-1166	250	10	accumulated	accumulate	VERB
sc-1166	250	11	time	time	NOUN
sc-1166	250	12	of	of	ADP
sc-1166	250	13	the	the	DET
sc-1166	250	14	trip	trip	NOUN
sc-1166	250	15	from	from	ADP
sc-1166	250	16	the	the	DET
sc-1166	250	17	starting	start	VERB
sc-1166	250	18	location	location	NOUN
sc-1166	250	19	)	)	PUNCT
sc-1166	250	20	to	to	PART
sc-1166	250	21	reach	reach	VERB
sc-1166	250	22	each	each	DET
sc-1166	250	23	bus	bus	NOUN
sc-1166	250	24	stop	stop	VERB
sc-1166	250	25	or	or	CCONJ
sc-1166	250	26	remarkable	remarkable	ADJ
sc-1166	250	27	location	location	NOUN
sc-1166	250	28	for	for	ADP
sc-1166	250	29	each	each	DET
sc-1166	250	30	bus	bus	NOUN
sc-1166	250	31	line	line	NOUN
sc-1166	250	32	,	,	PUNCT
sc-1166	250	33	and	and	CCONJ
sc-1166	250	34	filtering	filter	VERB
sc-1166	250	35	by	by	ADP
sc-1166	250	36	the	the	DET
sc-1166	250	37	different	different	ADJ
sc-1166	250	38	time	time	NOUN
sc-1166	250	39	ranges	range	NOUN
sc-1166	250	40	considered	consider	VERB
sc-1166	250	41	.	.	PUNCT
sc-1166	251	1	the	the	DET
sc-1166	251	2	output	output	NOUN
sc-1166	251	3	values	value	NOUN
sc-1166	251	4	are	be	AUX
sc-1166	251	5	grouped	group	VERB
sc-1166	251	6	and	and	CCONJ
sc-1166	251	7	ordered	order	VERB
sc-1166	251	8	by	by	ADP
sc-1166	251	9	line	line	NOUN
sc-1166	251	10	number	number	NOUN
sc-1166	251	11	,	,	PUNCT
sc-1166	251	12	remarkable	remarkable	ADJ
sc-1166	251	13	location	location	NOUN
sc-1166	251	14	,	,	PUNCT
sc-1166	251	15	and	and	CCONJ
sc-1166	251	16	timerange	timerange	NOUN
sc-1166	251	17	.	.	PUNCT
sc-1166	252	1	4	4	X
sc-1166	252	2	.	.	X
sc-1166	252	3	return	return	VERB
sc-1166	252	4	results	result	NOUN
sc-1166	252	5	to	to	ADP
sc-1166	252	6	the	the	DET
sc-1166	252	7	master	master	NOUN
sc-1166	252	8	process	process	NOUN
sc-1166	252	9	.	.	PUNCT
sc-1166	253	1	the	the	DET
sc-1166	253	2	slaves	slave	NOUN
sc-1166	253	3	return	return	VERB
sc-1166	253	4	the	the	DET
sc-1166	253	5	partial	partial	ADJ
sc-1166	253	6	results	result	NOUN
sc-1166	253	7	to	to	ADP
sc-1166	253	8	the	the	DET
sc-1166	253	9	master	master	NOUN
sc-1166	253	10	,	,	PUNCT
sc-1166	253	11	who	who	PRON
sc-1166	253	12	groups	group	VERB
sc-1166	253	13	and	and	CCONJ
sc-1166	253	14	prompts	prompt	VERB
sc-1166	253	15	the	the	DET
sc-1166	253	16	final	final	ADJ
sc-1166	253	17	results	result	NOUN
sc-1166	253	18	to	to	ADP
sc-1166	253	19	the	the	DET
sc-1166	253	20	user	user	NOUN
sc-1166	253	21	.	.	PUNCT
sc-1166	254	1	implementation	implementation	NOUN
sc-1166	254	2	details	detail	NOUN
sc-1166	254	3	.	.	PUNCT
sc-1166	255	1	the	the	DET
sc-1166	255	2	proposed	propose	VERB
sc-1166	255	3	parallel	parallel	NOUN
sc-1166	255	4	/	/	SYM
sc-1166	255	5	distributed	distribute	VERB
sc-1166	255	6	system	system	NOUN
sc-1166	255	7	for	for	ADP
sc-1166	255	8	traffic	traffic	NOUN
sc-1166	255	9	data	datum	NOUN
sc-1166	255	10	processing	processing	NOUN
sc-1166	255	11	is	be	AUX
sc-1166	255	12	implemented	implement	VERB
sc-1166	255	13	using	use	VERB
sc-1166	255	14	a	a	DET
sc-1166	255	15	map	map	NOUN
sc-1166	255	16	-	-	PUNCT
sc-1166	255	17	reduce	reduce	VERB
sc-1166	255	18	approach	approach	NOUN
sc-1166	255	19	in	in	ADP
sc-1166	255	20	hadoop	hadoop	NOUN
sc-1166	255	21	.	.	PUNCT
sc-1166	256	1	the	the	DET
sc-1166	256	2	application	application	NOUN
sc-1166	256	3	fits	fit	VERB
sc-1166	256	4	in	in	ADP
sc-1166	256	5	the	the	DET
sc-1166	256	6	map	map	NOUN
sc-1166	256	7	-	-	PUNCT
sc-1166	256	8	reduce	reduce	VERB
sc-1166	256	9	model	model	NOUN
sc-1166	256	10	because	because	SCONJ
sc-1166	256	11	no	no	DET
sc-1166	256	12	communications	communication	NOUN
sc-1166	256	13	are	be	AUX
sc-1166	256	14	required	require	VERB
sc-1166	256	15	between	between	ADP
sc-1166	256	16	slave	slave	NOUN
sc-1166	256	17	processes	process	NOUN
sc-1166	256	18	and	and	CCONJ
sc-1166	256	19	the	the	DET
sc-1166	256	20	only	only	ADJ
sc-1166	256	21	communications	communication	NOUN
sc-1166	256	22	between	between	ADP
sc-1166	256	23	master	master	NOUN
sc-1166	256	24	and	and	CCONJ
sc-1166	256	25	slaves	slave	NOUN
sc-1166	256	26	are	be	AUX
sc-1166	256	27	performed	perform	VERB
sc-1166	256	28	for	for	ADP
sc-1166	256	29	the	the	DET
sc-1166	256	30	initial	initial	ADJ
sc-1166	256	31	phase	phase	NOUN
sc-1166	256	32	of	of	ADP
sc-1166	256	33	data	datum	NOUN
sc-1166	256	34	distribution	distribution	NOUN
sc-1166	256	35	and	and	CCONJ
sc-1166	256	36	the	the	DET
sc-1166	256	37	final	final	ADJ
sc-1166	256	38	phase	phase	NOUN
sc-1166	256	39	to	to	PART
sc-1166	256	40	report	report	VERB
sc-1166	256	41	the	the	DET
sc-1166	256	42	results	result	NOUN
sc-1166	256	43	.	.	PUNCT
sc-1166	257	1	the	the	DET
sc-1166	257	2	map	map	NOUN
sc-1166	257	3	-	-	PUNCT
sc-1166	257	4	reduce	reduce	VERB
sc-1166	257	5	engine	engine	NOUN
sc-1166	257	6	in	in	ADP
sc-1166	257	7	hadoop	hadoop	NOUN
sc-1166	257	8	is	be	AUX
sc-1166	257	9	applied	apply	VERB
sc-1166	257	10	using	use	VERB
sc-1166	257	11	one	one	NUM
sc-1166	257	12	master	master	NOUN
sc-1166	257	13	node	node	NOUN
sc-1166	257	14	and	and	CCONJ
sc-1166	257	15	several	several	ADJ
sc-1166	257	16	slave	slave	NOUN
sc-1166	257	17	nodes	node	NOUN
sc-1166	257	18	.	.	PUNCT
sc-1166	258	1	the	the	DET
sc-1166	258	2	master	master	PROPN
sc-1166	258	3	node	node	PROPN
sc-1166	258	4	uses	use	VERB
sc-1166	258	5	the	the	DET
sc-1166	258	6	jobtracker	jobtracker	NOUN
sc-1166	258	7	process	process	NOUN
sc-1166	258	8	to	to	PART
sc-1166	258	9	send	send	VERB
sc-1166	258	10	jobs	job	NOUN
sc-1166	258	11	to	to	ADP
sc-1166	258	12	different	different	ADJ
sc-1166	258	13	tasktracker	tasktracker	NOUN
sc-1166	258	14	processes	process	NOUN
sc-1166	258	15	associated	associate	VERB
sc-1166	258	16	to	to	ADP
sc-1166	258	17	the	the	DET
sc-1166	258	18	slave	slave	NOUN
sc-1166	258	19	nodes	node	NOUN
sc-1166	258	20	.	.	PUNCT
sc-1166	259	1	when	when	SCONJ
sc-1166	259	2	the	the	DET
sc-1166	259	3	slaves	slave	NOUN
sc-1166	259	4	finish	finish	VERB
sc-1166	259	5	processing	processing	NOUN
sc-1166	259	6	,	,	PUNCT
sc-1166	259	7	each	each	DET
sc-1166	259	8	tasktracker	tasktracker	NOUN
sc-1166	259	9	sends	send	VERB
sc-1166	259	10	the	the	DET
sc-1166	259	11	results	result	NOUN
sc-1166	259	12	back	back	ADV
sc-1166	259	13	to	to	ADP
sc-1166	259	14	the	the	DET
sc-1166	259	15	jobtracker	jobtracker	NOUN
sc-1166	259	16	in	in	ADP
sc-1166	259	17	the	the	DET
sc-1166	259	18	master	master	NOUN
sc-1166	259	19	node	node	NOUN
sc-1166	259	20	.	.	PUNCT
sc-1166	260	1	the	the	DET
sc-1166	260	2	details	detail	NOUN
sc-1166	260	3	for	for	ADP
sc-1166	260	4	each	each	DET
sc-1166	260	5	stage	stage	NOUN
sc-1166	260	6	are	be	AUX
sc-1166	260	7	presented	present	VERB
sc-1166	260	8	next	next	ADV
sc-1166	260	9	.	.	PUNCT
sc-1166	261	1	pre	pre	ADJ
sc-1166	261	2	-	-	ADJ
sc-1166	261	3	processing	processing	ADJ
sc-1166	261	4	stage	stage	NOUN
sc-1166	261	5	.	.	PUNCT
sc-1166	262	1	the	the	DET
sc-1166	262	2	pre	pre	ADJ
sc-1166	262	3	-	-	ADJ
sc-1166	262	4	processing	processing	ADJ
sc-1166	262	5	stage	stage	NOUN
sc-1166	262	6	involves	involve	VERB
sc-1166	262	7	the	the	DET
sc-1166	262	8	traditional	traditional	ADJ
sc-1166	262	9	phases	phase	NOUN
sc-1166	262	10	usually	usually	ADV
sc-1166	262	11	applied	apply	VERB
sc-1166	262	12	when	when	SCONJ
sc-1166	262	13	using	use	VERB
sc-1166	262	14	the	the	DET
sc-1166	262	15	hadoop	hadoop	NOUN
sc-1166	262	16	framework	framework	NOUN
sc-1166	262	17	:	:	PUNCT
sc-1166	262	18	splitting	splitting	NOUN
sc-1166	262	19	,	,	PUNCT
sc-1166	262	20	mapping	mapping	NOUN
sc-1166	262	21	,	,	PUNCT
sc-1166	262	22	and	and	CCONJ
sc-1166	262	23	shuffling	shuffle	VERB
sc-1166	262	24	and	and	CCONJ
sc-1166	262	25	sorting	sorting	NOUN
sc-1166	262	26	.	.	PUNCT
sc-1166	263	1	all	all	DET
sc-1166	263	2	these	these	DET
sc-1166	263	3	tasks	task	NOUN
sc-1166	263	4	are	be	AUX
sc-1166	263	5	performed	perform	VERB
sc-1166	263	6	by	by	ADP
sc-1166	263	7	the	the	DET
sc-1166	263	8	hadoop	hadoop	NOUN
sc-1166	263	9	master	master	NOUN
sc-1166	263	10	process	process	NOUN
sc-1166	263	11	:	:	PUNCT
sc-1166	263	12	•	•	NUM
sc-1166	263	13	splitting	splitting	NOUN
sc-1166	263	14	.	.	PUNCT
sc-1166	264	1	the	the	DET
sc-1166	264	2	splitting	splitting	NOUN
sc-1166	264	3	phase	phase	NOUN
sc-1166	264	4	assigns	assign	VERB
sc-1166	264	5	records	record	NOUN
sc-1166	264	6	to	to	ADP
sc-1166	264	7	the	the	DET
sc-1166	264	8	master	master	NOUN
sc-1166	264	9	process	process	NOUN
sc-1166	264	10	.	.	PUNCT
sc-1166	265	1	two	two	NUM
sc-1166	265	2	instances	instance	NOUN
sc-1166	265	3	of	of	ADP
sc-1166	265	4	the	the	DET
sc-1166	265	5	fileinputformat	fileinputformat	ADJ
sc-1166	265	6	and	and	CCONJ
sc-1166	265	7	recordreader	recordreader	ADJ
sc-1166	265	8	classes	class	NOUN
sc-1166	265	9	in	in	ADP
sc-1166	265	10	hadoop	hadoop	NOUN
sc-1166	265	11	were	be	AUX
sc-1166	265	12	implemented	implement	VERB
sc-1166	265	13	to	to	PART
sc-1166	265	14	filter	filter	VERB
sc-1166	265	15	useful	useful	ADJ
sc-1166	265	16	data	datum	NOUN
sc-1166	265	17	and	and	CCONJ
sc-1166	265	18	generate	generate	VERB
sc-1166	265	19	the	the	DET
sc-1166	265	20	input	input	NOUN
sc-1166	265	21	data	datum	NOUN
sc-1166	265	22	to	to	PART
sc-1166	265	23	be	be	AUX
sc-1166	265	24	used	use	VERB
sc-1166	265	25	by	by	ADP
sc-1166	265	26	the	the	DET
sc-1166	265	27	mapper	mapper	NOUN
sc-1166	265	28	process	process	NOUN
sc-1166	265	29	.	.	PUNCT
sc-1166	266	1	after	after	ADP
sc-1166	266	2	that	that	PRON
sc-1166	266	3	,	,	PUNCT
sc-1166	266	4	all	all	DET
sc-1166	266	5	selected	select	VERB
sc-1166	266	6	records	record	NOUN
sc-1166	266	7	are	be	AUX
sc-1166	266	8	converted	convert	VERB
sc-1166	266	9	to	to	ADP
sc-1166	266	10	appropriate	appropriate	ADJ
sc-1166	266	11	datatypes	datatype	NOUN
sc-1166	266	12	to	to	PART
sc-1166	266	13	be	be	AUX
sc-1166	266	14	used	use	VERB
sc-1166	266	15	in	in	ADP
sc-1166	266	16	the	the	DET
sc-1166	266	17	statistics	statistic	NOUN
sc-1166	266	18	generation	generation	NOUN
sc-1166	266	19	stage	stage	NOUN
sc-1166	266	20	(	(	PUNCT
sc-1166	266	21	e.g.	e.g.	ADV
sc-1166	266	22	,	,	PUNCT
sc-1166	266	23	numerical	numerical	ADJ
sc-1166	266	24	data	datum	NOUN
sc-1166	266	25	are	be	AUX
sc-1166	266	26	converted	convert	VERB
sc-1166	266	27	to	to	ADP
sc-1166	266	28	long	long	ADJ
sc-1166	266	29	or	or	CCONJ
sc-1166	266	30	int	int	NOUN
sc-1166	266	31	,	,	PUNCT
sc-1166	266	32	dates	date	NOUN
sc-1166	266	33	are	be	AUX
sc-1166	266	34	converted	convert	VERB
sc-1166	266	35	to	to	ADP
sc-1166	266	36	timestamp	timestamp	NOUN
sc-1166	266	37	,	,	PUNCT
sc-1166	266	38	etc	etc	X
sc-1166	266	39	.	.	X
sc-1166	266	40	)	)	PUNCT
sc-1166	266	41	.	.	PUNCT
sc-1166	267	1	•	•	NUM
sc-1166	267	2	mapping	mapping	NOUN
sc-1166	267	3	.	.	PUNCT
sc-1166	268	1	in	in	ADP
sc-1166	268	2	the	the	DET
sc-1166	268	3	mapping	mapping	NOUN
sc-1166	268	4	phase	phase	NOUN
sc-1166	268	5	,	,	PUNCT
sc-1166	268	6	each	each	DET
sc-1166	268	7	mapper	mapper	NOUN
sc-1166	268	8	receives	receive	VERB
sc-1166	268	9	a	a	DET
sc-1166	268	10	subset	subset	NOUN
sc-1166	268	11	of	of	ADP
sc-1166	268	12	data	datum	NOUN
sc-1166	268	13	(	(	PUNCT
sc-1166	268	14	data	data	NOUN
sc-1166	268	15	block	block	NOUN
sc-1166	268	16	)	)	PUNCT
sc-1166	268	17	to	to	PART
sc-1166	268	18	process	process	VERB
sc-1166	268	19	.	.	PUNCT
sc-1166	269	1	the	the	DET
sc-1166	269	2	number	number	NOUN
sc-1166	269	3	of	of	ADP
sc-1166	269	4	mappers	mapper	NOUN
sc-1166	269	5	on	on	ADP
sc-1166	269	6	execution	execution	NOUN
sc-1166	269	7	is	be	AUX
sc-1166	269	8	defined	define	VERB
sc-1166	269	9	by	by	ADP
sc-1166	269	10	x	x	PROPN
sc-1166	269	11	/	/	SYM
sc-1166	269	12	b	b	NOUN
sc-1166	269	13	,	,	PUNCT
sc-1166	269	14	where	where	SCONJ
sc-1166	269	15	x	x	PRON
sc-1166	269	16	is	be	AUX
sc-1166	269	17	the	the	DET
sc-1166	269	18	size	size	NOUN
sc-1166	269	19	of	of	ADP
sc-1166	269	20	the	the	DET
sc-1166	269	21	data	datum	NOUN
sc-1166	269	22	to	to	PART
sc-1166	269	23	process	process	VERB
sc-1166	269	24	and	and	CCONJ
sc-1166	269	25	b	b	NOUN
sc-1166	269	26	the	the	DET
sc-1166	269	27	size	size	NOUN
sc-1166	269	28	of	of	ADP
sc-1166	269	29	the	the	DET
sc-1166	269	30	data	data	NOUN
sc-1166	269	31	blocks	block	NOUN
sc-1166	269	32	.	.	PUNCT
sc-1166	270	1	data	datum	NOUN
sc-1166	270	2	filtering	filtering	NOUN
sc-1166	270	3	is	be	AUX
sc-1166	270	4	applied	apply	VERB
sc-1166	270	5	by	by	ADP
sc-1166	270	6	each	each	DET
sc-1166	270	7	mapper	mapper	NOUN
sc-1166	270	8	,	,	PUNCT
sc-1166	270	9	using	use	VERB
sc-1166	270	10	recordreader	recordreader	NOUN
sc-1166	270	11	<	<	X
sc-1166	270	12	keybuscompound	keybuscompound	PROPN
sc-1166	270	13	,	,	PUNCT
sc-1166	270	14	businfo	businfo	NOUN
sc-1166	270	15	>	>	SYM
sc-1166	270	16	objects	object	NOUN
sc-1166	270	17	.	.	PUNCT
sc-1166	271	1	keybuscompound	keybuscompound	PROPN
sc-1166	271	2	and	and	CCONJ
sc-1166	271	3	businfo	businfo	NOUN
sc-1166	271	4	are	be	AUX
sc-1166	271	5	used	use	VERB
sc-1166	271	6	as	as	ADP
sc-1166	271	7	<	<	X
sc-1166	271	8	key	key	ADJ
sc-1166	271	9	,	,	PUNCT
sc-1166	271	10	value	value	NOUN
sc-1166	271	11	>	>	X
sc-1166	271	12	pairs	pair	NOUN
sc-1166	271	13	for	for	ADP
sc-1166	271	14	records	record	NOUN
sc-1166	271	15	sent	send	VERB
sc-1166	271	16	to	to	ADP
sc-1166	271	17	mappers	mapper	NOUN
sc-1166	271	18	.	.	PUNCT
sc-1166	272	1	keybuscompound	keybuscompound	PROPN
sc-1166	272	2	is	be	AUX
sc-1166	272	3	a	a	DET
sc-1166	272	4	compound	compound	NOUN
sc-1166	272	5	key	key	NOUN
sc-1166	272	6	including	include	VERB
sc-1166	272	7	the	the	DET
sc-1166	272	8	fields	field	NOUN
sc-1166	272	9	needed	need	VERB
sc-1166	272	10	to	to	PART
sc-1166	272	11	identify	identify	VERB
sc-1166	272	12	a	a	DET
sc-1166	272	13	bus	bus	NOUN
sc-1166	272	14	trip	trip	NOUN
sc-1166	272	15	(	(	PUNCT
sc-1166	272	16	line	line	NOUN
sc-1166	272	17	number	number	NOUN
sc-1166	272	18	,	,	PUNCT
sc-1166	272	19	trip	trip	NOUN
sc-1166	272	20	number	number	NOUN
sc-1166	272	21	,	,	PUNCT
sc-1166	272	22	and	and	CCONJ
sc-1166	272	23	timestamp	timestamp	NOUN
sc-1166	272	24	)	)	PUNCT
sc-1166	272	25	.	.	PUNCT
sc-1166	273	1	businfo	businfo	PROPN
sc-1166	273	2	includes	include	VERB
sc-1166	273	3	values	value	NOUN
sc-1166	273	4	for	for	ADP
sc-1166	273	5	remarkable	remarkable	ADJ
sc-1166	273	6	locations	location	NOUN
sc-1166	273	7	,	,	PUNCT
sc-1166	273	8	timerange	timerange	NOUN
sc-1166	273	9	,	,	PUNCT
sc-1166	273	10	trip	trip	NOUN
sc-1166	273	11	number	number	NOUN
sc-1166	273	12	,	,	PUNCT
sc-1166	273	13	and	and	CCONJ
sc-1166	273	14	timestamp	timestamp	NOUN
sc-1166	273	15	,	,	PUNCT
sc-1166	273	16	needed	need	VERB
sc-1166	273	17	to	to	PART
sc-1166	273	18	apply	apply	VERB
sc-1166	273	19	a	a	DET
sc-1166	273	20	secondary	secondary	ADJ
sc-1166	273	21	sorting	sorting	NOUN
sc-1166	273	22	(	(	PUNCT
sc-1166	273	23	see	see	VERB
sc-1166	273	24	sorting	sorting	NOUN
sc-1166	273	25	)	)	PUNCT
sc-1166	273	26	.	.	PUNCT
sc-1166	274	1	8	8	NUM
sc-1166	274	2	eai	eai	NOUN
sc-1166	274	3	endorsed	endorse	VERB
sc-1166	274	4	transactions	transaction	NOUN
sc-1166	274	5	on	on	ADP
sc-1166	274	6	smart	smart	ADJ
sc-1166	274	7	cities	city	NOUN
sc-1166	274	8	12	12	NUM
sc-1166	274	9	2016	2016	NUM
sc-1166	274	10	12	12	NUM
sc-1166	274	11	2017	2017	NUM
sc-1166	274	12	|	|	ADV
sc-1166	274	13	volume	volume	NOUN
sc-1166	274	14	2	2	NUM
sc-1166	274	15	|	|	ADV
sc-1166	274	16	issue	issue	VERB
sc-1166	274	17	5	5	NUM
sc-1166	274	18	|	|	ADV
sc-1166	274	19	e	e	X
sc-1166	274	20	a	a	DET
sc-1166	274	21	distributed	distribute	VERB
sc-1166	274	22	platform	platform	NOUN
sc-1166	274	23	for	for	ADP
sc-1166	274	24	big	big	ADJ
sc-1166	274	25	data	datum	NOUN
sc-1166	274	26	analysis	analysis	NOUN
sc-1166	274	27	in	in	ADP
sc-1166	274	28	smart	smart	ADJ
sc-1166	274	29	cities	city	NOUN
sc-1166	274	30	:	:	PUNCT
sc-1166	274	31	combining	combine	VERB
sc-1166	274	32	its	its	PRON
sc-1166	274	33	and	and	CCONJ
sc-1166	274	34	socioeconomic	socioeconomic	ADJ
sc-1166	274	35	data	datum	NOUN
sc-1166	274	36	for	for	ADP
sc-1166	274	37	montevideo	montevideo	NOUN
sc-1166	274	38	,	,	PUNCT
sc-1166	274	39	uruguay	uruguay	VERB
sc-1166	274	40	the	the	DET
sc-1166	274	41	hadoop	hadoop	NOUN
sc-1166	274	42	framework	framework	NOUN
sc-1166	274	43	creates	create	VERB
sc-1166	274	44	a	a	DET
sc-1166	274	45	number	number	NOUN
sc-1166	274	46	of	of	ADP
sc-1166	274	47	filtering	filter	VERB
sc-1166	274	48	instances	instance	NOUN
sc-1166	274	49	according	accord	VERB
sc-1166	274	50	to	to	ADP
sc-1166	274	51	the	the	DET
sc-1166	274	52	number	number	NOUN
sc-1166	274	53	of	of	ADP
sc-1166	274	54	input	input	NOUN
sc-1166	274	55	splits	split	VERB
sc-1166	274	56	on	on	ADP
sc-1166	274	57	the	the	DET
sc-1166	274	58	input	input	NOUN
sc-1166	274	59	file	file	NOUN
sc-1166	274	60	.	.	PUNCT
sc-1166	275	1	each	each	DET
sc-1166	275	2	instance	instance	NOUN
sc-1166	275	3	p	p	PROPN
sc-1166	275	4	operates	operate	VERB
sc-1166	275	5	on	on	ADP
sc-1166	275	6	a	a	DET
sc-1166	275	7	data	data	NOUN
sc-1166	275	8	subset	subset	NOUN
sc-1166	275	9	{	{	PUNCT
sc-1166	275	10	l}p	l}p	PROPN
sc-1166	275	11	,	,	PUNCT
sc-1166	275	12	where	where	SCONJ
sc-1166	275	13	{	{	PUNCT
sc-1166	275	14	l	l	NOUN
sc-1166	275	15	}	}	PUNCT
sc-1166	275	16	is	be	AUX
sc-1166	275	17	the	the	DET
sc-1166	275	18	set	set	NOUN
sc-1166	275	19	of	of	ADP
sc-1166	275	20	input	input	NOUN
sc-1166	275	21	lines	line	NOUN
sc-1166	275	22	received	receive	VERB
sc-1166	275	23	in	in	ADP
sc-1166	275	24	the	the	DET
sc-1166	275	25	splitting	splitting	NOUN
sc-1166	275	26	phase	phase	NOUN
sc-1166	275	27	.	.	PUNCT
sc-1166	276	1	several	several	ADJ
sc-1166	276	2	methods	method	NOUN
sc-1166	276	3	were	be	AUX
sc-1166	276	4	implemented	implement	VERB
sc-1166	276	5	to	to	PART
sc-1166	276	6	define	define	VERB
sc-1166	276	7	the	the	DET
sc-1166	276	8	filtering	filter	VERB
sc-1166	276	9	logic	logic	NOUN
sc-1166	276	10	to	to	PART
sc-1166	276	11	return	return	VERB
sc-1166	276	12	the	the	DET
sc-1166	276	13	next	next	ADJ
sc-1166	276	14	register	register	NOUN
sc-1166	276	15	to	to	PART
sc-1166	276	16	be	be	AUX
sc-1166	276	17	processed	process	VERB
sc-1166	276	18	by	by	ADP
sc-1166	276	19	mappers	mapper	NOUN
sc-1166	276	20	.	.	PUNCT
sc-1166	277	1	for	for	ADP
sc-1166	277	2	each	each	DET
sc-1166	277	3	record	record	NOUN
sc-1166	277	4	on	on	ADP
sc-1166	277	5	the	the	DET
sc-1166	277	6	input	input	NOUN
sc-1166	277	7	,	,	PUNCT
sc-1166	277	8	an	an	DET
sc-1166	277	9	integrity	integrity	NOUN
sc-1166	277	10	check	check	NOUN
sc-1166	277	11	is	be	AUX
sc-1166	277	12	performed	perform	VERB
sc-1166	277	13	to	to	PART
sc-1166	277	14	discard	discard	VERB
sc-1166	277	15	records	record	NOUN
sc-1166	277	16	without	without	ADP
sc-1166	277	17	the	the	DET
sc-1166	277	18	expected	expect	VERB
sc-1166	277	19	format	format	NOUN
sc-1166	277	20	and	and	CCONJ
sc-1166	277	21	those	those	PRON
sc-1166	277	22	not	not	PART
sc-1166	277	23	included	include	VERB
sc-1166	277	24	in	in	ADP
sc-1166	277	25	the	the	DET
sc-1166	277	26	range	range	NOUN
sc-1166	277	27	to	to	ADP
sc-1166	277	28	process	process	NOUN
sc-1166	277	29	.	.	PUNCT
sc-1166	278	1	a	a	DET
sc-1166	278	2	two	two	NUM
sc-1166	278	3	-	-	PUNCT
sc-1166	278	4	field	field	NOUN
sc-1166	278	5	record	record	NOUN
sc-1166	278	6	<	<	X
sc-1166	278	7	keybuscompound	keybuscompound	PROPN
sc-1166	278	8	,	,	PUNCT
sc-1166	278	9	businfo	businfo	PROPN
sc-1166	278	10	>	>	X
sc-1166	278	11	is	be	AUX
sc-1166	278	12	added	add	VERB
sc-1166	278	13	to	to	ADP
sc-1166	278	14	the	the	DET
sc-1166	278	15	resulting	result	VERB
sc-1166	278	16	set	set	NOUN
sc-1166	278	17	for	for	ADP
sc-1166	278	18	each	each	DET
sc-1166	278	19	record	record	NOUN
sc-1166	278	20	not	not	PART
sc-1166	278	21	discarded	discard	VERB
sc-1166	278	22	.	.	PUNCT
sc-1166	279	1	the	the	DET
sc-1166	279	2	output	output	NOUN
sc-1166	279	3	is	be	AUX
sc-1166	279	4	a	a	DET
sc-1166	279	5	list	list	NOUN
sc-1166	279	6	containing	contain	VERB
sc-1166	279	7	{	{	PUNCT
sc-1166	279	8	t}p	t}p	NOUN
sc-1166	279	9	records	record	NOUN
sc-1166	279	10	,	,	PUNCT
sc-1166	279	11	with	with	ADP
sc-1166	279	12	the	the	DET
sc-1166	279	13	format	format	NOUN
sc-1166	279	14	<	<	X
sc-1166	279	15	(	(	PUNCT
sc-1166	279	16	line_number	line_number	PROPN
sc-1166	279	17	,	,	PUNCT
sc-1166	279	18	trip_number	trip_number	ADV
sc-1166	279	19	,	,	PUNCT
sc-1166	279	20	timestamp	timestamp	NOUN
sc-1166	279	21	)	)	PUNCT
sc-1166	279	22	,	,	PUNCT
sc-1166	279	23	info	info	NOUN
sc-1166	279	24	>	>	X
sc-1166	279	25	.	.	PUNCT
sc-1166	280	1	•	•	NOUN
sc-1166	280	2	shuffling	shuffle	VERB
sc-1166	280	3	and	and	CCONJ
sc-1166	280	4	sorting	sorting	NOUN
sc-1166	280	5	.	.	PUNCT
sc-1166	281	1	sorting	sorting	NOUN
sc-1166	281	2	,	,	PUNCT
sc-1166	281	3	shuffling	shuffle	VERB
sc-1166	281	4	,	,	PUNCT
sc-1166	281	5	and	and	CCONJ
sc-1166	281	6	partitioning	partitioning	NOUN
sc-1166	281	7	are	be	AUX
sc-1166	281	8	applied	apply	VERB
sc-1166	281	9	after	after	ADP
sc-1166	281	10	the	the	DET
sc-1166	281	11	map	map	NOUN
sc-1166	281	12	stage	stage	NOUN
sc-1166	281	13	on	on	ADP
sc-1166	281	14	a	a	DET
sc-1166	281	15	typical	typical	ADJ
sc-1166	281	16	map	map	NOUN
sc-1166	281	17	-	-	PUNCT
sc-1166	281	18	reduce	reduce	VERB
sc-1166	281	19	application	application	NOUN
sc-1166	281	20	.	.	PUNCT
sc-1166	282	1	the	the	DET
sc-1166	282	2	common	common	ADJ
sc-1166	282	3	practice	practice	NOUN
sc-1166	282	4	is	be	AUX
sc-1166	282	5	sorting	sort	VERB
sc-1166	282	6	keys	key	NOUN
sc-1166	282	7	,	,	PUNCT
sc-1166	282	8	but	but	CCONJ
sc-1166	282	9	we	we	PRON
sc-1166	282	10	decided	decide	VERB
sc-1166	282	11	to	to	PART
sc-1166	282	12	apply	apply	VERB
sc-1166	282	13	a	a	DET
sc-1166	282	14	secondary	secondary	ADJ
sc-1166	282	15	sorting	sorting	NOUN
sc-1166	282	16	[	[	X
sc-1166	282	17	20	20	NUM
sc-1166	282	18	]	]	PUNCT
sc-1166	282	19	to	to	PART
sc-1166	282	20	deliver	deliver	VERB
sc-1166	282	21	ordered	order	VERB
sc-1166	282	22	values	value	NOUN
sc-1166	282	23	to	to	ADP
sc-1166	282	24	each	each	DET
sc-1166	282	25	reducer	reducer	NOUN
sc-1166	282	26	to	to	PART
sc-1166	282	27	compute	compute	VERB
sc-1166	282	28	temporary	temporary	ADJ
sc-1166	282	29	distances	distance	NOUN
sc-1166	282	30	in	in	ADP
sc-1166	282	31	the	the	DET
sc-1166	282	32	proposed	propose	VERB
sc-1166	282	33	system	system	NOUN
sc-1166	282	34	.	.	PUNCT
sc-1166	283	1	the	the	DET
sc-1166	283	2	secondary	secondary	ADJ
sc-1166	283	3	sorting	sorting	NOUN
sc-1166	283	4	is	be	AUX
sc-1166	283	5	needed	need	VERB
sc-1166	283	6	to	to	PART
sc-1166	283	7	sort	sort	VERB
sc-1166	283	8	both	both	DET
sc-1166	283	9	keys	key	NOUN
sc-1166	283	10	and	and	CCONJ
sc-1166	283	11	values	value	NOUN
sc-1166	283	12	(	(	PUNCT
sc-1166	283	13	i.e.	i.e.	X
sc-1166	283	14	,	,	PUNCT
sc-1166	283	15	the	the	DET
sc-1166	283	16	wellknown	wellknown	ADJ
sc-1166	283	17	value	value	NOUN
sc-1166	283	18	-	-	PUNCT
sc-1166	283	19	to	to	ADP
sc-1166	283	20	-	-	PUNCT
sc-1166	283	21	key	key	NOUN
sc-1166	283	22	conversion	conversion	NOUN
sc-1166	283	23	procedure	procedure	NOUN
sc-1166	283	24	)	)	PUNCT
sc-1166	283	25	.	.	PUNCT
sc-1166	284	1	statistics	statistic	NOUN
sc-1166	284	2	generation	generation	NOUN
sc-1166	284	3	stage	stage	NOUN
sc-1166	284	4	.	.	PUNCT
sc-1166	285	1	this	this	DET
sc-1166	285	2	stage	stage	NOUN
sc-1166	285	3	is	be	AUX
sc-1166	285	4	performed	perform	VERB
sc-1166	285	5	by	by	ADP
sc-1166	285	6	hadoop	hadoop	NOUN
sc-1166	285	7	reduce	reduce	NOUN
sc-1166	285	8	processes	process	NOUN
sc-1166	285	9	,	,	PUNCT
sc-1166	285	10	which	which	PRON
sc-1166	285	11	correspond	correspond	VERB
sc-1166	285	12	to	to	ADP
sc-1166	285	13	slave	slave	NOUN
sc-1166	285	14	processes	process	NOUN
sc-1166	285	15	in	in	ADP
sc-1166	285	16	the	the	DET
sc-1166	285	17	conceptual	conceptual	ADJ
sc-1166	285	18	algorithmic	algorithmic	ADJ
sc-1166	285	19	description	description	NOUN
sc-1166	285	20	.	.	PUNCT
sc-1166	286	1	each	each	DET
sc-1166	286	2	process	process	NOUN
sc-1166	286	3	has	have	VERB
sc-1166	286	4	three	three	NUM
sc-1166	286	5	phases	phase	NOUN
sc-1166	286	6	:	:	PUNCT
sc-1166	286	7	•	•	NUM
sc-1166	286	8	data	datum	NOUN
sc-1166	286	9	partitioning	partitioning	NOUN
sc-1166	286	10	and	and	CCONJ
sc-1166	286	11	distribution	distribution	NOUN
sc-1166	286	12	.	.	PUNCT
sc-1166	287	1	this	this	DET
sc-1166	287	2	phase	phase	NOUN
sc-1166	287	3	corresponds	correspond	VERB
sc-1166	287	4	to	to	ADP
sc-1166	287	5	the	the	DET
sc-1166	287	6	data	datum	NOUN
sc-1166	287	7	sent	send	VERB
sc-1166	287	8	from	from	ADP
sc-1166	287	9	map	map	NOUN
sc-1166	287	10	to	to	PART
sc-1166	287	11	reduce	reduce	VERB
sc-1166	287	12	processes	process	NOUN
sc-1166	287	13	.	.	PUNCT
sc-1166	288	1	by	by	ADP
sc-1166	288	2	default	default	NOUN
sc-1166	288	3	,	,	PUNCT
sc-1166	288	4	the	the	DET
sc-1166	288	5	hadoop	hadoop	NOUN
sc-1166	288	6	framework	framework	NOUN
sc-1166	288	7	distributes	distribute	VERB
sc-1166	288	8	keys	key	NOUN
sc-1166	288	9	to	to	ADP
sc-1166	288	10	different	different	ADJ
sc-1166	288	11	reducers	reducer	NOUN
sc-1166	288	12	applying	apply	VERB
sc-1166	288	13	a	a	DET
sc-1166	288	14	hashmap	hashmap	ADJ
sc-1166	288	15	partitioning	partitioning	NOUN
sc-1166	288	16	.	.	PUNCT
sc-1166	289	1	this	this	DET
sc-1166	289	2	distribution	distribution	NOUN
sc-1166	289	3	mechanism	mechanism	NOUN
sc-1166	289	4	does	do	AUX
sc-1166	289	5	not	not	PART
sc-1166	289	6	guarantee	guarantee	VERB
sc-1166	289	7	an	an	DET
sc-1166	289	8	appropriate	appropriate	ADJ
sc-1166	289	9	load	load	NOUN
sc-1166	289	10	balancing	balancing	NOUN
sc-1166	289	11	,	,	PUNCT
sc-1166	289	12	because	because	SCONJ
sc-1166	289	13	reducers	reducer	NOUN
sc-1166	289	14	do	do	AUX
sc-1166	289	15	not	not	PART
sc-1166	289	16	receive	receive	VERB
sc-1166	289	17	equallysize	equallysize	NOUN
sc-1166	289	18	subsets	subset	NOUN
sc-1166	289	19	to	to	ADP
sc-1166	289	20	process	process	NOUN
sc-1166	289	21	.	.	PUNCT
sc-1166	290	1	furthermore	furthermore	ADV
sc-1166	290	2	,	,	PUNCT
sc-1166	290	3	the	the	DET
sc-1166	290	4	results	result	NOUN
sc-1166	290	5	produced	produce	VERB
sc-1166	290	6	by	by	ADP
sc-1166	290	7	reducers	reducer	NOUN
sc-1166	290	8	will	will	AUX
sc-1166	290	9	not	not	PART
sc-1166	290	10	be	be	AUX
sc-1166	290	11	ordered	order	VERB
sc-1166	290	12	,	,	PUNCT
sc-1166	290	13	as	as	SCONJ
sc-1166	290	14	it	it	PRON
sc-1166	290	15	is	be	AUX
sc-1166	290	16	desirable	desirable	ADJ
sc-1166	290	17	for	for	SCONJ
sc-1166	290	18	the	the	DET
sc-1166	290	19	reports	report	NOUN
sc-1166	290	20	to	to	PART
sc-1166	290	21	be	be	AUX
sc-1166	290	22	delivered	deliver	VERB
sc-1166	290	23	to	to	ADP
sc-1166	290	24	the	the	DET
sc-1166	290	25	users	user	NOUN
sc-1166	290	26	of	of	ADP
sc-1166	290	27	the	the	DET
sc-1166	290	28	proposed	propose	VERB
sc-1166	290	29	application	application	NOUN
sc-1166	290	30	.	.	PUNCT
sc-1166	291	1	for	for	ADP
sc-1166	291	2	these	these	DET
sc-1166	291	3	reasons	reason	NOUN
sc-1166	291	4	,	,	PUNCT
sc-1166	291	5	we	we	PRON
sc-1166	291	6	implemented	implement	VERB
sc-1166	291	7	a	a	DET
sc-1166	291	8	specific	specific	ADJ
sc-1166	291	9	partitioning	partitioning	NOUN
sc-1166	291	10	method	method	NOUN
sc-1166	291	11	using	use	VERB
sc-1166	291	12	a	a	DET
sc-1166	291	13	treemap	treemap	NOUN
sc-1166	291	14	[	[	X
sc-1166	291	15	21	21	NUM
sc-1166	291	16	]	]	PUNCT
sc-1166	291	17	hash	hash	NOUN
sc-1166	291	18	,	,	PUNCT
sc-1166	291	19	so	so	ADV
sc-1166	291	20	the	the	DET
sc-1166	291	21	reducer	reducer	NOUN
sc-1166	291	22	sends	send	VERB
sc-1166	291	23	those	those	DET
sc-1166	291	24	records	record	NOUN
sc-1166	291	25	associated	associate	VERB
sc-1166	291	26	to	to	ADP
sc-1166	291	27	a	a	DET
sc-1166	291	28	specific	specific	ADJ
sc-1166	291	29	bus	bus	NOUN
sc-1166	291	30	line	line	NOUN
sc-1166	291	31	number	number	NOUN
sc-1166	291	32	.	.	PUNCT
sc-1166	292	1	the	the	DET
sc-1166	292	2	treemap	treemap	NOUN
sc-1166	292	3	structure	structure	NOUN
sc-1166	292	4	is	be	AUX
sc-1166	292	5	dynamically	dynamically	ADV
sc-1166	292	6	generated	generate	VERB
sc-1166	292	7	in	in	ADP
sc-1166	292	8	the	the	DET
sc-1166	292	9	main	main	ADJ
sc-1166	292	10	program	program	NOUN
sc-1166	292	11	,	,	PUNCT
sc-1166	292	12	taking	take	VERB
sc-1166	292	13	into	into	ADP
sc-1166	292	14	account	account	NOUN
sc-1166	292	15	the	the	DET
sc-1166	292	16	number	number	NOUN
sc-1166	292	17	of	of	ADP
sc-1166	292	18	reducers	reducer	NOUN
sc-1166	292	19	and	and	CCONJ
sc-1166	292	20	a	a	DET
sc-1166	292	21	csv	csv	NOUN
sc-1166	292	22	file	file	NOUN
sc-1166	292	23	containing	contain	VERB
sc-1166	292	24	ordered	order	VERB
sc-1166	292	25	unique	unique	ADJ
sc-1166	292	26	keys	key	NOUN
sc-1166	292	27	(	(	PUNCT
sc-1166	292	28	line	line	NOUN
sc-1166	292	29	number	number	NOUN
sc-1166	292	30	)	)	PUNCT
sc-1166	292	31	.	.	PUNCT
sc-1166	293	1	•	•	NOUN
sc-1166	293	2	reduce	reduce	VERB
sc-1166	293	3	.	.	PUNCT
sc-1166	294	1	according	accord	VERB
sc-1166	294	2	to	to	ADP
sc-1166	294	3	the	the	DET
sc-1166	294	4	procedure	procedure	NOUN
sc-1166	294	5	in	in	ADP
sc-1166	294	6	the	the	DET
sc-1166	294	7	previous	previous	ADJ
sc-1166	294	8	phase	phase	NOUN
sc-1166	294	9	,	,	PUNCT
sc-1166	294	10	each	each	DET
sc-1166	294	11	reducer	reducer	NOUN
sc-1166	294	12	receives	receive	VERB
sc-1166	294	13	records	record	NOUN
sc-1166	294	14	with	with	ADP
sc-1166	294	15	the	the	DET
sc-1166	294	16	format	format	NOUN
sc-1166	294	17	:	:	PUNCT
sc-1166	294	18	<	<	X
sc-1166	294	19	(	(	PUNCT
sc-1166	294	20	line_numberi	line_numberi	PROPN
sc-1166	294	21	)	)	PUNCT
sc-1166	294	22	,	,	PUNCT
sc-1166	294	23	[	[	X
sc-1166	294	24	infoi1	infoi1	NOUN
sc-1166	294	25	,	,	PUNCT
sc-1166	294	26	.	.	PUNCT
sc-1166	294	27	.	.	PUNCT
sc-1166	295	1	.	.	PUNCT
sc-1166	296	1	,	,	PUNCT
sc-1166	296	2	infoin	infoin	VERB
sc-1166	296	3	]	]	X
sc-1166	296	4	>	>	X
sc-1166	296	5	,	,	PUNCT
sc-1166	296	6	related	relate	VERB
sc-1166	296	7	to	to	ADP
sc-1166	296	8	a	a	DET
sc-1166	296	9	given	give	VERB
sc-1166	296	10	bus	bus	NOUN
sc-1166	296	11	line	line	NOUN
sc-1166	296	12	number	number	NOUN
sc-1166	296	13	,	,	PUNCT
sc-1166	296	14	and	and	CCONJ
sc-1166	296	15	all	all	DET
sc-1166	296	16	values	value	NOUN
sc-1166	296	17	associated	associate	VERB
sc-1166	296	18	to	to	ADP
sc-1166	296	19	keys	key	NOUN
sc-1166	296	20	are	be	AUX
sc-1166	296	21	ordered	order	VERB
sc-1166	296	22	.	.	PUNCT
sc-1166	297	1	a	a	DET
sc-1166	297	2	reduce	reduce	NOUN
sc-1166	297	3	function	function	NOUN
sc-1166	297	4	is	be	AUX
sc-1166	297	5	executed	execute	VERB
sc-1166	297	6	on	on	ADP
sc-1166	297	7	each	each	DET
sc-1166	297	8	key	key	NOUN
sc-1166	297	9	(	(	PUNCT
sc-1166	297	10	line_number	line_number	NOUN
sc-1166	297	11	)	)	PUNCT
sc-1166	297	12	on	on	ADP
sc-1166	297	13	set	set	PROPN
sc-1166	297	14	{	{	PUNCT
sc-1166	297	15	t	t	NOUN
sc-1166	297	16	}	}	PUNCT
sc-1166	297	17	:	:	PUNCT
sc-1166	297	18	the	the	DET
sc-1166	297	19	initial	initial	ADJ
sc-1166	297	20	times	time	NOUN
sc-1166	297	21	are	be	AUX
sc-1166	297	22	determined	determined	ADJ
sc-1166	297	23	for	for	SCONJ
sc-1166	297	24	each	each	DET
sc-1166	297	25	bus	bus	NOUN
sc-1166	297	26	trip	trip	NOUN
sc-1166	297	27	and	and	CCONJ
sc-1166	297	28	the	the	DET
sc-1166	297	29	relative	relative	ADJ
sc-1166	297	30	times	time	NOUN
sc-1166	297	31	between	between	ADP
sc-1166	297	32	remarkable	remarkable	ADJ
sc-1166	297	33	locations	location	NOUN
sc-1166	297	34	in	in	ADP
sc-1166	297	35	the	the	DET
sc-1166	297	36	trip	trip	NOUN
sc-1166	297	37	are	be	AUX
sc-1166	297	38	computed	compute	VERB
sc-1166	297	39	.	.	PUNCT
sc-1166	298	1	data	datum	NOUN
sc-1166	298	2	is	be	AUX
sc-1166	298	3	temporarily	temporarily	ADV
sc-1166	298	4	stored	store	VERB
sc-1166	298	5	in	in	ADP
sc-1166	298	6	a	a	DET
sc-1166	298	7	treemap	treemap	NOUN
sc-1166	298	8	structure	structure	NOUN
sc-1166	298	9	,	,	PUNCT
sc-1166	298	10	using	use	VERB
sc-1166	298	11	keystatistics	keystatistic	NOUN
sc-1166	298	12	(	(	PUNCT
sc-1166	298	13	line_numberi	line_numberi	PROPN
sc-1166	298	14	,	,	PUNCT
sc-1166	298	15	control_pointi	control_pointi	X
sc-1166	298	16	,	,	PUNCT
sc-1166	298	17	timerangei	timerangei	ADJ
sc-1166	298	18	)	)	PUNCT
sc-1166	298	19	as	as	ADP
sc-1166	298	20	key	key	ADJ
sc-1166	298	21	and	and	CCONJ
sc-1166	298	22	longwritable	longwritable	ADJ
sc-1166	298	23	representing	represent	VERB
sc-1166	298	24	the	the	DET
sc-1166	298	25	time	time	NOUN
sc-1166	298	26	differences	difference	NOUN
sc-1166	298	27	,	,	PUNCT
sc-1166	298	28	as	as	ADP
sc-1166	298	29	values	value	NOUN
sc-1166	298	30	.	.	PUNCT
sc-1166	299	1	•	•	NUM
sc-1166	299	2	statistics	statistic	NOUN
sc-1166	299	3	generation	generation	NOUN
sc-1166	299	4	.	.	PUNCT
sc-1166	300	1	a	a	DET
sc-1166	300	2	second	second	ADJ
sc-1166	300	3	function	function	NOUN
sc-1166	300	4	on	on	ADP
sc-1166	300	5	the	the	DET
sc-1166	300	6	reducer	reducer	NOUN
sc-1166	300	7	receives	receive	VERB
sc-1166	300	8	each	each	DET
sc-1166	300	9	<	<	NOUN
sc-1166	300	10	keystatistic	keystatistic	ADJ
sc-1166	300	11	,	,	PUNCT
sc-1166	300	12	longwritable	longwritable	ADJ
sc-1166	300	13	>	>	SYM
sc-1166	300	14	pair	pair	NOUN
sc-1166	300	15	and	and	CCONJ
sc-1166	300	16	computes	compute	VERB
sc-1166	300	17	the	the	DET
sc-1166	300	18	statistic	statistic	ADJ
sc-1166	300	19	values	value	NOUN
sc-1166	300	20	from	from	ADP
sc-1166	300	21	the	the	DET
sc-1166	300	22	previous	previous	ADJ
sc-1166	300	23	partial	partial	ADJ
sc-1166	300	24	results	result	NOUN
sc-1166	300	25	.	.	PUNCT
sc-1166	301	1	in	in	ADP
sc-1166	301	2	the	the	DET
sc-1166	301	3	cases	case	NOUN
sc-1166	301	4	of	of	ADP
sc-1166	301	5	study	study	NOUN
sc-1166	301	6	reported	report	VERB
sc-1166	301	7	in	in	ADP
sc-1166	301	8	this	this	DET
sc-1166	301	9	article	article	NOUN
sc-1166	301	10	,	,	PUNCT
sc-1166	301	11	we	we	PRON
sc-1166	301	12	compute	compute	VERB
sc-1166	301	13	the	the	DET
sc-1166	301	14	maximum	maximum	ADJ
sc-1166	301	15	,	,	PUNCT
sc-1166	301	16	minimum	minimum	ADJ
sc-1166	301	17	,	,	PUNCT
sc-1166	301	18	arithmetic	arithmetic	ADJ
sc-1166	301	19	mean	mean	NOUN
sc-1166	301	20	,	,	PUNCT
sc-1166	301	21	mean	mean	VERB
sc-1166	301	22	absolute	absolute	ADJ
sc-1166	301	23	deviation	deviation	NOUN
sc-1166	301	24	,	,	PUNCT
sc-1166	301	25	and	and	CCONJ
sc-1166	301	26	standard	standard	ADJ
sc-1166	301	27	deviation	deviation	NOUN
sc-1166	301	28	of	of	ADP
sc-1166	301	29	times	time	NOUN
sc-1166	301	30	for	for	ADP
sc-1166	301	31	each	each	DET
sc-1166	301	32	bus	bus	NOUN
sc-1166	301	33	line	line	NOUN
sc-1166	301	34	number	number	NOUN
sc-1166	301	35	,	,	PUNCT
sc-1166	301	36	control	control	NOUN
sc-1166	301	37	point	point	NOUN
sc-1166	301	38	,	,	PUNCT
sc-1166	301	39	and	and	CCONJ
sc-1166	301	40	timerange	timerange	NOUN
sc-1166	301	41	.	.	PUNCT
sc-1166	302	1	the	the	DET
sc-1166	302	2	reducers	reducer	NOUN
sc-1166	302	3	output	output	NOUN
sc-1166	302	4	is	be	AUX
sc-1166	302	5	<	<	X
sc-1166	302	6	(	(	PUNCT
sc-1166	302	7	line_numberi	line_numberi	PROPN
sc-1166	302	8	,	,	PUNCT
sc-1166	302	9	timerangei	timerangei	ADV
sc-1166	302	10	,	,	PUNCT
sc-1166	302	11	control_pointi	control_pointi	PROPN
sc-1166	302	12	)	)	PUNCT
sc-1166	302	13	,	,	PUNCT
sc-1166	302	14	(	(	PUNCT
sc-1166	302	15	min_timei	min_timei	NOUN
sc-1166	302	16	,	,	PUNCT
sc-1166	302	17	max_timei	max_timei	PROPN
sc-1166	302	18	,	,	PUNCT
sc-1166	302	19	meani	meani	NOUN
sc-1166	302	20	,	,	PUNCT
sc-1166	302	21	mean_deviationi	mean_deviationi	PROPN
sc-1166	302	22	,	,	PUNCT
sc-1166	302	23	standard_deviationi	standard_deviationi	PROPN
sc-1166	302	24	)	)	PUNCT
sc-1166	302	25	>	>	PUNCT
sc-1166	302	26	.	.	PUNCT
sc-1166	303	1	these	these	DET
sc-1166	303	2	pairs	pair	NOUN
sc-1166	303	3	are	be	AUX
sc-1166	303	4	represented	represent	VERB
sc-1166	303	5	as	as	ADP
sc-1166	303	6	text	text	NOUN
sc-1166	303	7	,	,	PUNCT
sc-1166	303	8	key	key	ADJ
sc-1166	303	9	,	,	PUNCT
sc-1166	303	10	and	and	CCONJ
sc-1166	303	11	value	value	NOUN
sc-1166	303	12	,	,	PUNCT
sc-1166	303	13	to	to	PART
sc-1166	303	14	prompt	prompt	VERB
sc-1166	303	15	results	result	NOUN
sc-1166	303	16	to	to	ADP
sc-1166	303	17	user	user	NOUN
sc-1166	303	18	.	.	PUNCT
sc-1166	304	1	fault	fault	VERB
sc-1166	304	2	tolerance	tolerance	NOUN
sc-1166	304	3	.	.	PUNCT
sc-1166	305	1	the	the	DET
sc-1166	305	2	proposed	propose	VERB
sc-1166	305	3	implementation	implementation	NOUN
sc-1166	305	4	applies	apply	VERB
sc-1166	305	5	the	the	DET
sc-1166	305	6	automatic	automatic	ADJ
sc-1166	305	7	fault	fault	NOUN
sc-1166	305	8	tolerance	tolerance	NOUN
sc-1166	305	9	mechanism	mechanism	NOUN
sc-1166	305	10	included	include	VERB
sc-1166	305	11	in	in	ADP
sc-1166	305	12	hadoop	hadoop	NOUN
sc-1166	305	13	.	.	PUNCT
sc-1166	306	1	additionally	additionally	ADV
sc-1166	306	2	,	,	PUNCT
sc-1166	306	3	some	some	DET
sc-1166	306	4	features	feature	NOUN
sc-1166	306	5	are	be	AUX
sc-1166	306	6	activated	activate	VERB
sc-1166	306	7	to	to	PART
sc-1166	306	8	improve	improve	VERB
sc-1166	306	9	fault	fault	NOUN
sc-1166	306	10	tolerance	tolerance	NOUN
sc-1166	306	11	for	for	SCONJ
sc-1166	306	12	the	the	DET
sc-1166	306	13	its	its	PRON
sc-1166	306	14	application	application	NOUN
sc-1166	306	15	developed	develop	VERB
sc-1166	306	16	:	:	PUNCT
sc-1166	306	17	i	i	X
sc-1166	306	18	)	)	PUNCT
sc-1166	306	19	the	the	DET
sc-1166	306	20	feature	feature	NOUN
sc-1166	306	21	that	that	PRON
sc-1166	306	22	allows	allow	VERB
sc-1166	306	23	discarding	discard	VERB
sc-1166	306	24	corrupt	corrupt	ADJ
sc-1166	306	25	input	input	NOUN
sc-1166	306	26	lines	line	NOUN
sc-1166	306	27	is	be	AUX
sc-1166	306	28	enabled	enable	VERB
sc-1166	306	29	,	,	PUNCT
sc-1166	306	30	to	to	PART
sc-1166	306	31	be	be	AUX
sc-1166	306	32	used	use	VERB
sc-1166	306	33	in	in	ADP
sc-1166	306	34	those	those	DET
sc-1166	306	35	cases	case	NOUN
sc-1166	306	36	where	where	SCONJ
sc-1166	306	37	a	a	DET
sc-1166	306	38	line	line	NOUN
sc-1166	306	39	can	can	AUX
sc-1166	306	40	not	not	PART
sc-1166	306	41	be	be	AUX
sc-1166	306	42	read	read	VERB
sc-1166	306	43	(	(	PUNCT
sc-1166	306	44	the	the	DET
sc-1166	306	45	impact	impact	NOUN
sc-1166	306	46	of	of	ADP
sc-1166	306	47	discarding	discard	VERB
sc-1166	306	48	corrupt	corrupt	ADJ
sc-1166	306	49	lines	line	NOUN
sc-1166	306	50	is	be	AUX
sc-1166	306	51	not	not	PART
sc-1166	306	52	significant	significant	ADJ
sc-1166	306	53	,	,	PUNCT
sc-1166	306	54	because	because	SCONJ
sc-1166	306	55	the	the	DET
sc-1166	306	56	system	system	NOUN
sc-1166	306	57	is	be	AUX
sc-1166	306	58	oriented	orient	VERB
sc-1166	306	59	to	to	PART
sc-1166	306	60	compute	compute	VERB
sc-1166	306	61	statistics	statistic	NOUN
sc-1166	306	62	and	and	CCONJ
sc-1166	306	63	estimated	estimated	ADJ
sc-1166	306	64	values	value	NOUN
sc-1166	306	65	)	)	PUNCT
sc-1166	306	66	;	;	PUNCT
sc-1166	306	67	and	and	CCONJ
sc-1166	306	68	ii	ii	X
sc-1166	306	69	)	)	PUNCT
sc-1166	306	70	the	the	DET
sc-1166	306	71	native	native	ADJ
sc-1166	306	72	replication	replication	NOUN
sc-1166	306	73	mechanism	mechanism	NOUN
sc-1166	306	74	in	in	ADP
sc-1166	306	75	hdfs	hdfs	PROPN
sc-1166	306	76	was	be	AUX
sc-1166	306	77	activated	activate	VERB
sc-1166	306	78	,	,	PUNCT
sc-1166	306	79	to	to	PART
sc-1166	306	80	keep	keep	VERB
sc-1166	306	81	data	datum	NOUN
sc-1166	306	82	replicated	replicate	VERB
sc-1166	306	83	in	in	ADP
sc-1166	306	84	different	different	ADJ
sc-1166	306	85	processing	processing	NOUN
sc-1166	306	86	nodes	node	NOUN
sc-1166	306	87	.	.	PUNCT
sc-1166	307	1	characterizing	characterize	VERB
sc-1166	307	2	the	the	DET
sc-1166	307	3	bus	bus	NOUN
sc-1166	307	4	service	service	NOUN
sc-1166	307	5	zones	zone	NOUN
sc-1166	307	6	using	use	VERB
sc-1166	307	7	socioeconomic	socioeconomic	ADJ
sc-1166	307	8	indicators	indicator	NOUN
sc-1166	307	9	.	.	PUNCT
sc-1166	308	1	the	the	DET
sc-1166	308	2	main	main	ADJ
sc-1166	308	3	details	detail	NOUN
sc-1166	308	4	on	on	ADP
sc-1166	308	5	the	the	DET
sc-1166	308	6	procedures	procedure	NOUN
sc-1166	308	7	for	for	ADP
sc-1166	308	8	defining	define	VERB
sc-1166	308	9	and	and	CCONJ
sc-1166	308	10	characterizing	characterize	VERB
sc-1166	308	11	the	the	DET
sc-1166	308	12	bus	bus	NOUN
sc-1166	308	13	service	service	NOUN
sc-1166	308	14	zones	zone	NOUN
sc-1166	308	15	are	be	AUX
sc-1166	308	16	presented	present	VERB
sc-1166	308	17	next	next	ADV
sc-1166	308	18	.	.	PUNCT
sc-1166	309	1	data	datum	NOUN
sc-1166	309	2	and	and	CCONJ
sc-1166	309	3	methods	method	NOUN
sc-1166	309	4	.	.	PUNCT
sc-1166	310	1	this	this	DET
sc-1166	310	2	part	part	NOUN
sc-1166	310	3	of	of	ADP
sc-1166	310	4	the	the	DET
sc-1166	310	5	solution	solution	NOUN
sc-1166	310	6	relies	rely	VERB
sc-1166	310	7	on	on	ADP
sc-1166	310	8	a	a	DET
sc-1166	310	9	combination	combination	NOUN
sc-1166	310	10	of	of	ADP
sc-1166	310	11	geo	geo	PROPN
sc-1166	310	12	-	-	PUNCT
sc-1166	310	13	spatial	spatial	ADJ
sc-1166	310	14	analysis	analysis	NOUN
sc-1166	310	15	and	and	CCONJ
sc-1166	310	16	traditional	traditional	ADJ
sc-1166	310	17	statistics	statistic	NOUN
sc-1166	310	18	.	.	PUNCT
sc-1166	311	1	the	the	DET
sc-1166	311	2	bus	bus	NOUN
sc-1166	311	3	service	service	NOUN
sc-1166	311	4	areas	area	NOUN
sc-1166	311	5	are	be	AUX
sc-1166	311	6	based	base	VERB
sc-1166	311	7	on	on	ADP
sc-1166	311	8	isochrones	isochrone	NOUN
sc-1166	311	9	which	which	PRON
sc-1166	311	10	define	define	VERB
sc-1166	311	11	equal	equal	ADJ
sc-1166	311	12	travel	travel	NOUN
sc-1166	311	13	times	time	NOUN
sc-1166	311	14	for	for	ADP
sc-1166	311	15	a	a	DET
sc-1166	311	16	walking	walk	VERB
sc-1166	311	17	distance	distance	NOUN
sc-1166	311	18	of	of	ADP
sc-1166	311	19	ten	ten	NUM
sc-1166	311	20	minutes	minute	NOUN
sc-1166	311	21	from	from	ADP
sc-1166	311	22	each	each	PRON
sc-1166	311	23	of	of	ADP
sc-1166	311	24	the	the	DET
sc-1166	311	25	stops	stop	NOUN
sc-1166	311	26	of	of	ADP
sc-1166	311	27	a	a	DET
sc-1166	311	28	particular	particular	ADJ
sc-1166	311	29	bus	bus	NOUN
sc-1166	311	30	line	line	NOUN
sc-1166	311	31	.	.	PUNCT
sc-1166	312	1	the	the	DET
sc-1166	312	2	bus	bus	NOUN
sc-1166	312	3	lines	line	NOUN
sc-1166	312	4	and	and	CCONJ
sc-1166	312	5	bus	bus	NOUN
sc-1166	312	6	stops	stop	NOUN
sc-1166	312	7	geometries	geometry	NOUN
sc-1166	312	8	to	to	PART
sc-1166	312	9	derive	derive	VERB
sc-1166	312	10	the	the	DET
sc-1166	312	11	isochrones	isochrone	NOUN
sc-1166	312	12	were	be	AUX
sc-1166	312	13	obtained	obtain	VERB
sc-1166	312	14	from	from	ADP
sc-1166	312	15	the	the	DET
sc-1166	312	16	open	open	ADJ
sc-1166	312	17	data	datum	NOUN
sc-1166	312	18	available	available	ADJ
sc-1166	312	19	on	on	ADP
sc-1166	312	20	the	the	DET
sc-1166	312	21	geographic	geographic	ADJ
sc-1166	312	22	information	information	NOUN
sc-1166	312	23	system	system	NOUN
sc-1166	312	24	(	(	PUNCT
sc-1166	312	25	gis	gis	NOUN
sc-1166	312	26	)	)	PUNCT
sc-1166	312	27	site	site	NOUN
sc-1166	312	28	of	of	ADP
sc-1166	312	29	montevideo	montevideo	PROPN
sc-1166	312	30	city	city	PROPN
sc-1166	312	31	government	government	NOUN
sc-1166	312	32	[	[	X
sc-1166	312	33	22	22	NUM
sc-1166	312	34	]	]	PUNCT
sc-1166	312	35	.	.	PUNCT
sc-1166	313	1	these	these	DET
sc-1166	313	2	shapefiles	shapefile	NOUN
sc-1166	313	3	were	be	AUX
sc-1166	313	4	fetched	fetch	VERB
sc-1166	313	5	using	use	VERB
sc-1166	313	6	python	python	NOUN
sc-1166	313	7	scripts	script	NOUN
sc-1166	313	8	and	and	CCONJ
sc-1166	313	9	manipulated	manipulate	VERB
sc-1166	313	10	using	use	VERB
sc-1166	313	11	python	python	NOUN
sc-1166	313	12	packages	package	NOUN
sc-1166	313	13	including	include	VERB
sc-1166	313	14	geopandas	geopandas	PROPN
sc-1166	313	15	[	[	X
sc-1166	313	16	23	23	NUM
sc-1166	313	17	]	]	PUNCT
sc-1166	313	18	,	,	PUNCT
sc-1166	313	19	fiona	fiona	PROPN
sc-1166	314	1	[	[	X
sc-1166	314	2	24	24	NUM
sc-1166	314	3	]	]	PUNCT
sc-1166	314	4	,	,	PUNCT
sc-1166	314	5	and	and	CCONJ
sc-1166	314	6	shapely	shapely	ADV
sc-1166	315	1	[	[	X
sc-1166	315	2	25	25	NUM
sc-1166	315	3	]	]	PUNCT
sc-1166	315	4	.	.	PUNCT
sc-1166	316	1	the	the	DET
sc-1166	316	2	socioeconomic	socioeconomic	ADJ
sc-1166	316	3	indicators	indicator	NOUN
sc-1166	316	4	were	be	AUX
sc-1166	316	5	obtained	obtain	VERB
sc-1166	316	6	from	from	ADP
sc-1166	316	7	the	the	DET
sc-1166	316	8	national	national	PROPN
sc-1166	316	9	institute	institute	PROPN
sc-1166	316	10	of	of	ADP
sc-1166	316	11	statistics	statistic	NOUN
sc-1166	316	12	(	(	PUNCT
sc-1166	316	13	instituto	instituto	PROPN
sc-1166	316	14	nacional	nacional	PROPN
sc-1166	316	15	de	de	PROPN
sc-1166	316	16	estadísticas	estadísticas	PROPN
sc-1166	316	17	,	,	PUNCT
sc-1166	316	18	ine	ine	PROPN
sc-1166	316	19	)	)	PUNCT
sc-1166	316	20	in	in	ADP
sc-1166	316	21	uruguay	uruguay	PROPN
sc-1166	316	22	.	.	PUNCT
sc-1166	317	1	for	for	ADP
sc-1166	317	2	the	the	DET
sc-1166	317	3	purpose	purpose	NOUN
sc-1166	317	4	of	of	ADP
sc-1166	317	5	this	this	DET
sc-1166	317	6	study	study	NOUN
sc-1166	317	7	,	,	PUNCT
sc-1166	317	8	we	we	PRON
sc-1166	317	9	used	use	VERB
sc-1166	317	10	the	the	DET
sc-1166	317	11	continuous	continuous	ADJ
sc-1166	317	12	household	household	NOUN
sc-1166	317	13	survey	survey	NOUN
sc-1166	317	14	(	(	PUNCT
sc-1166	317	15	encuesta	encuesta	X
sc-1166	317	16	contínua	contínua	PROPN
sc-1166	317	17	de	de	X
sc-1166	317	18	hogares	hogares	PROPN
sc-1166	317	19	,	,	PUNCT
sc-1166	317	20	ech	ech	NOUN
sc-1166	317	21	)	)	PUNCT
sc-1166	318	1	[	[	X
sc-1166	318	2	26	26	NUM
sc-1166	318	3	]	]	PUNCT
sc-1166	318	4	.	.	PUNCT
sc-1166	319	1	this	this	PRON
sc-1166	319	2	is	be	AUX
sc-1166	319	3	a	a	DET
sc-1166	319	4	cross	cross	ADJ
sc-1166	319	5	sectional	sectional	ADJ
sc-1166	319	6	survey	survey	NOUN
sc-1166	319	7	,	,	PUNCT
sc-1166	319	8	conducted	conduct	VERB
sc-1166	319	9	uninterruptedly	uninterruptedly	ADV
sc-1166	319	10	since	since	SCONJ
sc-1166	319	11	1968	1968	NUM
sc-1166	319	12	,	,	PUNCT
sc-1166	319	13	that	that	PRON
sc-1166	319	14	delivers	deliver	VERB
sc-1166	319	15	the	the	DET
sc-1166	319	16	official	official	ADJ
sc-1166	319	17	indicators	indicator	NOUN
sc-1166	319	18	for	for	ADP
sc-1166	319	19	9	9	NUM
sc-1166	319	20	eai	eai	NOUN
sc-1166	319	21	endorsed	endorse	VERB
sc-1166	319	22	transactions	transaction	NOUN
sc-1166	319	23	on	on	ADP
sc-1166	319	24	smart	smart	ADJ
sc-1166	319	25	cities	city	NOUN
sc-1166	319	26	12	12	NUM
sc-1166	319	27	2016	2016	NUM
sc-1166	319	28	12	12	NUM
sc-1166	319	29	2017	2017	NUM
sc-1166	319	30	|	|	ADV
sc-1166	319	31	volume	volume	NOUN
sc-1166	319	32	2	2	NUM
sc-1166	319	33	|	|	ADV
sc-1166	319	34	issue	issue	VERB
sc-1166	319	35	5	5	NUM
sc-1166	319	36	|	|	ADV
sc-1166	319	37	e	e	PROPN
sc-1166	319	38	sergio	sergio	PROPN
sc-1166	319	39	nesmachnow	nesmachnow	PROPN
sc-1166	319	40	,	,	PUNCT
sc-1166	319	41	sebastián	sebastián	ADJ
sc-1166	319	42	baña	baña	NOUN
sc-1166	319	43	,	,	PUNCT
sc-1166	319	44	and	and	CCONJ
sc-1166	319	45	renzo	renzo	VERB
sc-1166	319	46	massobrio	massobrio	ADJ
sc-1166	319	47	employment	employment	NOUN
sc-1166	319	48	and	and	CCONJ
sc-1166	319	49	income	income	NOUN
sc-1166	319	50	(	(	PUNCT
sc-1166	319	51	for	for	ADP
sc-1166	319	52	both	both	CCONJ
sc-1166	319	53	household	household	NOUN
sc-1166	319	54	and	and	CCONJ
sc-1166	319	55	individuals	individual	NOUN
sc-1166	319	56	)	)	PUNCT
sc-1166	319	57	.	.	PUNCT
sc-1166	320	1	ine	ine	PROPN
sc-1166	320	2	also	also	ADV
sc-1166	320	3	makes	make	VERB
sc-1166	320	4	available	available	ADJ
sc-1166	320	5	shapefiles	shapefile	NOUN
sc-1166	320	6	for	for	ADP
sc-1166	320	7	the	the	DET
sc-1166	320	8	areas	area	NOUN
sc-1166	320	9	of	of	ADP
sc-1166	320	10	analysis	analysis	NOUN
sc-1166	320	11	(	(	PUNCT
sc-1166	320	12	the	the	DET
sc-1166	320	13	census	census	NOUN
sc-1166	320	14	sections	section	NOUN
sc-1166	320	15	and	and	CCONJ
sc-1166	320	16	census	census	NOUN
sc-1166	320	17	segments	segment	NOUN
sc-1166	320	18	)	)	PUNCT
sc-1166	321	1	[	[	X
sc-1166	321	2	27	27	NUM
sc-1166	321	3	]	]	PUNCT
sc-1166	321	4	.	.	PUNCT
sc-1166	322	1	merging	merge	VERB
sc-1166	322	2	all	all	DET
sc-1166	322	3	these	these	DET
sc-1166	322	4	datasets	dataset	NOUN
sc-1166	322	5	and	and	CCONJ
sc-1166	322	6	shapefiles	shapefile	NOUN
sc-1166	322	7	we	we	PRON
sc-1166	322	8	developed	develop	VERB
sc-1166	322	9	a	a	DET
sc-1166	322	10	combined	combine	VERB
sc-1166	322	11	geo	geo	PROPN
sc-1166	322	12	-	-	PUNCT
sc-1166	322	13	spatial	spatial	ADJ
sc-1166	322	14	and	and	CCONJ
sc-1166	322	15	socioeconomic	socioeconomic	ADJ
sc-1166	322	16	view	view	NOUN
sc-1166	322	17	of	of	ADP
sc-1166	322	18	each	each	DET
sc-1166	322	19	area	area	NOUN
sc-1166	322	20	.	.	PUNCT
sc-1166	323	1	figure	figure	NOUN
sc-1166	323	2	3	3	NUM
sc-1166	323	3	illustrates	illustrate	VERB
sc-1166	323	4	this	this	DET
sc-1166	323	5	approach	approach	NOUN
sc-1166	323	6	presenting	present	VERB
sc-1166	323	7	all	all	DET
sc-1166	323	8	the	the	DET
sc-1166	323	9	census	census	NOUN
sc-1166	323	10	sections	section	NOUN
sc-1166	323	11	and	and	CCONJ
sc-1166	323	12	segments	segment	NOUN
sc-1166	323	13	with	with	ADP
sc-1166	323	14	an	an	DET
sc-1166	323	15	overlapped	overlapped	ADJ
sc-1166	323	16	bus	bus	NOUN
sc-1166	323	17	service	service	NOUN
sc-1166	323	18	area	area	NOUN
sc-1166	323	19	.	.	PUNCT
sc-1166	324	1	figure	figure	NOUN
sc-1166	324	2	3	3	NUM
sc-1166	324	3	.	.	PUNCT
sc-1166	324	4	choropleth	choropleth	NOUN
sc-1166	324	5	map	map	NOUN
sc-1166	324	6	of	of	ADP
sc-1166	324	7	the	the	DET
sc-1166	324	8	serviced	serviced	ADJ
sc-1166	324	9	area	area	NOUN
sc-1166	324	10	for	for	ADP
sc-1166	324	11	bus	bus	NOUN
sc-1166	324	12	line	line	NOUN
sc-1166	324	13	185	185	NUM
sc-1166	324	14	in	in	ADP
sc-1166	324	15	montevideo	montevideo	NOUN
sc-1166	324	16	.	.	PUNCT
sc-1166	325	1	the	the	DET
sc-1166	325	2	divisions	division	NOUN
sc-1166	325	3	are	be	AUX
sc-1166	325	4	census	census	NOUN
sc-1166	325	5	segments	segment	NOUN
sc-1166	325	6	and	and	CCONJ
sc-1166	325	7	the	the	DET
sc-1166	325	8	color	color	NOUN
sc-1166	325	9	represents	represent	VERB
sc-1166	325	10	household	household	NOUN
sc-1166	325	11	income	income	NOUN
sc-1166	325	12	(	(	PUNCT
sc-1166	325	13	in	in	ADP
sc-1166	325	14	uruguayan	uruguayan	ADJ
sc-1166	325	15	pesos	pesos	NOUN
sc-1166	325	16	per	per	ADP
sc-1166	325	17	inhabitant	inhabitant	NOUN
sc-1166	325	18	)	)	PUNCT
sc-1166	325	19	the	the	DET
sc-1166	325	20	bus	bus	NOUN
sc-1166	325	21	line	line	NOUN
sc-1166	325	22	shapefiles	shapefile	NOUN
sc-1166	325	23	are	be	AUX
sc-1166	325	24	used	use	VERB
sc-1166	325	25	exclusively	exclusively	ADV
sc-1166	325	26	to	to	PART
sc-1166	325	27	represent	represent	VERB
sc-1166	325	28	the	the	DET
sc-1166	325	29	bus	bus	NOUN
sc-1166	325	30	trajectory	trajectory	NOUN
sc-1166	325	31	on	on	ADP
sc-1166	325	32	the	the	DET
sc-1166	325	33	maps	map	NOUN
sc-1166	325	34	.	.	PUNCT
sc-1166	326	1	all	all	DET
sc-1166	326	2	the	the	DET
sc-1166	326	3	bus	bus	NOUN
sc-1166	326	4	lines	line	NOUN
sc-1166	326	5	geometries	geometry	NOUN
sc-1166	326	6	are	be	AUX
sc-1166	326	7	contained	contain	VERB
sc-1166	326	8	on	on	ADP
sc-1166	326	9	a	a	DET
sc-1166	326	10	single	single	ADJ
sc-1166	326	11	shapefile	shapefile	NOUN
sc-1166	326	12	that	that	PRON
sc-1166	326	13	the	the	DET
sc-1166	326	14	gis	gis	PROPN
sc-1166	326	15	publishes	publish	VERB
sc-1166	326	16	.	.	PUNCT
sc-1166	327	1	from	from	ADP
sc-1166	327	2	these	these	DET
sc-1166	327	3	files	file	NOUN
sc-1166	327	4	,	,	PUNCT
sc-1166	327	5	the	the	DET
sc-1166	327	6	two	two	NUM
sc-1166	327	7	relevant	relevant	ADJ
sc-1166	327	8	attributes	attribute	NOUN
sc-1166	327	9	for	for	ADP
sc-1166	327	10	our	our	PRON
sc-1166	327	11	analysis	analysis	NOUN
sc-1166	327	12	were	be	AUX
sc-1166	327	13	:	:	PUNCT
sc-1166	327	14	the	the	DET
sc-1166	327	15	bus	bus	NOUN
sc-1166	327	16	stops	stop	VERB
sc-1166	327	17	shapefiles	shapefile	NOUN
sc-1166	327	18	,	,	PUNCT
sc-1166	327	19	which	which	PRON
sc-1166	327	20	are	be	AUX
sc-1166	327	21	used	use	VERB
sc-1166	327	22	both	both	PRON
sc-1166	327	23	on	on	ADP
sc-1166	327	24	the	the	DET
sc-1166	327	25	visual	visual	ADJ
sc-1166	327	26	representations	representation	NOUN
sc-1166	327	27	and	and	CCONJ
sc-1166	327	28	as	as	ADP
sc-1166	327	29	input	input	NOUN
sc-1166	327	30	to	to	PART
sc-1166	327	31	derive	derive	VERB
sc-1166	327	32	the	the	DET
sc-1166	327	33	isochrones	isochrone	NOUN
sc-1166	327	34	for	for	ADP
sc-1166	327	35	the	the	DET
sc-1166	327	36	bus	bus	NOUN
sc-1166	327	37	service	service	NOUN
sc-1166	327	38	zones	zone	NOUN
sc-1166	327	39	.	.	PUNCT
sc-1166	328	1	the	the	DET
sc-1166	328	2	stops	stop	NOUN
sc-1166	328	3	are	be	AUX
sc-1166	328	4	also	also	ADV
sc-1166	328	5	contained	contain	VERB
sc-1166	328	6	on	on	ADP
sc-1166	328	7	a	a	DET
sc-1166	328	8	single	single	ADJ
sc-1166	328	9	shapefile	shapefile	NOUN
sc-1166	328	10	with	with	ADP
sc-1166	328	11	similar	similar	ADJ
sc-1166	328	12	attributes	attribute	NOUN
sc-1166	328	13	.	.	PUNCT
sc-1166	329	1	in	in	ADP
sc-1166	329	2	this	this	DET
sc-1166	329	3	case	case	NOUN
sc-1166	329	4	,	,	PUNCT
sc-1166	329	5	the	the	DET
sc-1166	329	6	geometry	geometry	NOUN
sc-1166	329	7	contains	contain	VERB
sc-1166	329	8	the	the	DET
sc-1166	329	9	latitude	latitude	NOUN
sc-1166	329	10	and	and	CCONJ
sc-1166	329	11	longitude	longitude	VERB
sc-1166	329	12	for	for	ADP
sc-1166	329	13	the	the	DET
sc-1166	329	14	point	point	NOUN
sc-1166	329	15	object	object	NOUN
sc-1166	329	16	that	that	PRON
sc-1166	329	17	represents	represent	VERB
sc-1166	329	18	the	the	DET
sc-1166	329	19	stop	stop	NOUN
sc-1166	329	20	.	.	PUNCT
sc-1166	330	1	figure	figure	VERB
sc-1166	330	2	4	4	NUM
sc-1166	330	3	displays	display	VERB
sc-1166	330	4	the	the	DET
sc-1166	330	5	bus	bus	NOUN
sc-1166	330	6	lines	line	NOUN
sc-1166	330	7	and	and	CCONJ
sc-1166	330	8	the	the	DET
sc-1166	330	9	corresponding	corresponding	ADJ
sc-1166	330	10	isochrones	isochrone	NOUN
sc-1166	330	11	of	of	ADP
sc-1166	330	12	their	their	PRON
sc-1166	330	13	service	service	NOUN
sc-1166	330	14	areas	area	NOUN
sc-1166	330	15	for	for	ADP
sc-1166	330	16	the	the	DET
sc-1166	330	17	city	city	NOUN
sc-1166	330	18	of	of	ADP
sc-1166	330	19	montevideo	montevideo	PROPN
sc-1166	330	20	.	.	PUNCT
sc-1166	331	1	figure	figure	NOUN
sc-1166	331	2	4	4	NUM
sc-1166	331	3	.	.	NOUN
sc-1166	331	4	map	map	NOUN
sc-1166	331	5	of	of	ADP
sc-1166	331	6	montevideo	montevideo	NOUN
sc-1166	331	7	with	with	ADP
sc-1166	331	8	isochrones	isochrone	NOUN
sc-1166	331	9	representing	represent	VERB
sc-1166	331	10	the	the	DET
sc-1166	331	11	bus	bus	NOUN
sc-1166	331	12	coverage	coverage	NOUN
sc-1166	331	13	areas	area	NOUN
sc-1166	331	14	(	(	PUNCT
sc-1166	331	15	light	light	ADJ
sc-1166	331	16	blue	blue	ADJ
sc-1166	331	17	shapes	shape	NOUN
sc-1166	331	18	)	)	PUNCT
sc-1166	331	19	.	.	PUNCT
sc-1166	332	1	the	the	DET
sc-1166	332	2	map	map	NOUN
sc-1166	332	3	displays	display	VERB
sc-1166	332	4	large	large	ADJ
sc-1166	332	5	areas	area	NOUN
sc-1166	332	6	of	of	ADP
sc-1166	332	7	the	the	DET
sc-1166	332	8	city	city	NOUN
sc-1166	332	9	outside	outside	ADP
sc-1166	332	10	of	of	ADP
sc-1166	332	11	the	the	DET
sc-1166	332	12	service	service	NOUN
sc-1166	332	13	coverage	coverage	NOUN
sc-1166	332	14	.	.	PUNCT
sc-1166	333	1	the	the	DET
sc-1166	333	2	ech	ech	PROPN
sc-1166	333	3	datasets	dataset	NOUN
sc-1166	333	4	and	and	CCONJ
sc-1166	333	5	shapefiles	shapefile	NOUN
sc-1166	333	6	are	be	AUX
sc-1166	333	7	accessible	accessible	ADJ
sc-1166	333	8	from	from	ADP
sc-1166	333	9	the	the	DET
sc-1166	333	10	ine	ine	PROPN
sc-1166	333	11	websites	website	NOUN
sc-1166	333	12	[	[	X
sc-1166	333	13	26	26	NUM
sc-1166	333	14	,	,	PUNCT
sc-1166	333	15	27	27	NUM
sc-1166	333	16	]	]	PUNCT
sc-1166	333	17	.	.	PUNCT
sc-1166	334	1	we	we	PRON
sc-1166	334	2	created	create	VERB
sc-1166	334	3	local	local	ADJ
sc-1166	334	4	copies	copy	NOUN
sc-1166	334	5	of	of	ADP
sc-1166	334	6	these	these	DET
sc-1166	334	7	datasets	dataset	NOUN
sc-1166	334	8	and	and	CCONJ
sc-1166	334	9	used	use	VERB
sc-1166	334	10	the	the	DET
sc-1166	334	11	geopandas	geopandas	PROPN
sc-1166	334	12	package	package	NOUN
sc-1166	334	13	to	to	PART
sc-1166	334	14	perform	perform	VERB
sc-1166	334	15	the	the	DET
sc-1166	334	16	mapping	mapping	NOUN
sc-1166	334	17	and	and	CCONJ
sc-1166	334	18	statistical	statistical	ADJ
sc-1166	334	19	manipulations	manipulation	NOUN
sc-1166	334	20	.	.	PUNCT
sc-1166	335	1	basic	basic	ADJ
sc-1166	335	2	data	datum	NOUN
sc-1166	335	3	wrangling	wrangle	VERB
sc-1166	335	4	was	be	AUX
sc-1166	335	5	performed	perform	VERB
sc-1166	335	6	to	to	PART
sc-1166	335	7	merge	merge	VERB
sc-1166	335	8	the	the	DET
sc-1166	335	9	datasets	dataset	NOUN
sc-1166	335	10	in	in	ADP
sc-1166	335	11	order	order	NOUN
sc-1166	335	12	to	to	PART
sc-1166	335	13	produce	produce	VERB
sc-1166	335	14	a	a	DET
sc-1166	335	15	consolidated	consolidate	VERB
sc-1166	335	16	geopandas	geopanda	NOUN
sc-1166	335	17	geo	geo	PROPN
sc-1166	335	18	dataframe	dataframe	PROPN
sc-1166	335	19	containing	contain	VERB
sc-1166	335	20	both	both	DET
sc-1166	335	21	the	the	DET
sc-1166	335	22	relevant	relevant	ADJ
sc-1166	335	23	geometries	geometry	NOUN
sc-1166	335	24	and	and	CCONJ
sc-1166	335	25	the	the	DET
sc-1166	335	26	indicators	indicator	NOUN
sc-1166	335	27	selected	select	VERB
sc-1166	335	28	for	for	ADP
sc-1166	335	29	the	the	DET
sc-1166	335	30	analysis	analysis	NOUN
sc-1166	335	31	(	(	PUNCT
sc-1166	335	32	geometry	geometry	NOUN
sc-1166	335	33	,	,	PUNCT
sc-1166	335	34	median	median	ADJ
sc-1166	335	35	household	household	NOUN
sc-1166	335	36	income	income	NOUN
sc-1166	335	37	,	,	PUNCT
sc-1166	335	38	and	and	CCONJ
sc-1166	335	39	number	number	NOUN
sc-1166	335	40	of	of	ADP
sc-1166	335	41	inhabitants	inhabitant	NOUN
sc-1166	335	42	per	per	ADP
sc-1166	335	43	household	household	NOUN
sc-1166	335	44	)	)	PUNCT
sc-1166	335	45	.	.	PUNCT
sc-1166	336	1	we	we	PRON
sc-1166	336	2	used	use	VERB
sc-1166	336	3	the	the	DET
sc-1166	336	4	most	most	ADV
sc-1166	336	5	granular	granular	ADJ
sc-1166	336	6	census	census	NOUN
sc-1166	336	7	unit	unit	NOUN
sc-1166	336	8	:	:	PUNCT
sc-1166	336	9	the	the	DET
sc-1166	336	10	census	census	NOUN
sc-1166	336	11	segment	segment	NOUN
sc-1166	336	12	.	.	PUNCT
sc-1166	337	1	data	datum	NOUN
sc-1166	337	2	extraction	extraction	NOUN
sc-1166	337	3	,	,	PUNCT
sc-1166	337	4	manipulation	manipulation	NOUN
sc-1166	337	5	,	,	PUNCT
sc-1166	337	6	and	and	CCONJ
sc-1166	337	7	generation	generation	NOUN
sc-1166	337	8	of	of	ADP
sc-1166	337	9	the	the	DET
sc-1166	337	10	datasets	dataset	NOUN
sc-1166	337	11	was	be	AUX
sc-1166	337	12	scripted	script	VERB
sc-1166	337	13	using	use	VERB
sc-1166	337	14	python	python	NOUN
sc-1166	337	15	.	.	PUNCT
sc-1166	338	1	we	we	PRON
sc-1166	338	2	intend	intend	VERB
sc-1166	338	3	to	to	PART
sc-1166	338	4	update	update	VERB
sc-1166	338	5	the	the	DET
sc-1166	338	6	computed	compute	VERB
sc-1166	338	7	results	result	NOUN
sc-1166	338	8	yearly	yearly	ADV
sc-1166	338	9	,	,	PUNCT
sc-1166	338	10	as	as	SCONJ
sc-1166	338	11	new	new	ADJ
sc-1166	338	12	data	datum	NOUN
sc-1166	338	13	from	from	ADP
sc-1166	338	14	the	the	DET
sc-1166	338	15	ich	ich	NOUN
sc-1166	338	16	is	be	AUX
sc-1166	338	17	published	publish	VERB
sc-1166	338	18	.	.	PUNCT
sc-1166	339	1	4.2	4.2	NUM
sc-1166	339	2	.	.	PUNCT
sc-1166	340	1	mobility	mobility	NOUN
sc-1166	340	2	patterns	pattern	NOUN
sc-1166	340	3	and	and	CCONJ
sc-1166	340	4	demand	demand	NOUN
sc-1166	340	5	/	/	SYM
sc-1166	340	6	od	od	NOUN
sc-1166	340	7	matrices	matrix	NOUN
sc-1166	340	8	estimation	estimation	NOUN
sc-1166	340	9	design	design	NOUN
sc-1166	340	10	and	and	CCONJ
sc-1166	340	11	architecture	architecture	NOUN
sc-1166	340	12	.	.	PUNCT
sc-1166	341	1	initial	initial	ADJ
sc-1166	341	2	experiments	experiment	NOUN
sc-1166	341	3	confirmed	confirm	VERB
sc-1166	341	4	that	that	SCONJ
sc-1166	341	5	processing	process	VERB
sc-1166	341	6	only	only	ADV
sc-1166	341	7	a	a	DET
sc-1166	341	8	small	small	ADJ
sc-1166	341	9	portion	portion	NOUN
sc-1166	341	10	of	of	ADP
sc-1166	341	11	the	the	DET
sc-1166	341	12	ticket	ticket	NOUN
sc-1166	341	13	sales	sale	NOUN
sc-1166	341	14	dataset	dataset	NOUN
sc-1166	341	15	requires	require	VERB
sc-1166	341	16	a	a	DET
sc-1166	341	17	large	large	ADJ
sc-1166	341	18	computation	computation	NOUN
sc-1166	341	19	time	time	NOUN
sc-1166	341	20	:	:	PUNCT
sc-1166	341	21	studying	study	VERB
sc-1166	341	22	only	only	ADV
sc-1166	341	23	one	one	NUM
sc-1166	341	24	month	month	NOUN
sc-1166	341	25	of	of	ADP
sc-1166	341	26	ticket	ticket	NOUN
sc-1166	341	27	sales	sale	NOUN
sc-1166	341	28	data	data	NOUN
sc-1166	341	29	demands	demand	NOUN
sc-1166	341	30	over	over	ADP
sc-1166	341	31	18	18	NUM
sc-1166	341	32	days	day	NOUN
sc-1166	341	33	when	when	SCONJ
sc-1166	341	34	using	use	VERB
sc-1166	341	35	a	a	DET
sc-1166	341	36	sequential	sequential	ADJ
sc-1166	341	37	algorithm	algorithm	NOUN
sc-1166	341	38	in	in	ADP
sc-1166	341	39	a	a	DET
sc-1166	341	40	regular	regular	ADJ
sc-1166	341	41	desktop	desktop	NOUN
sc-1166	341	42	computer	computer	NOUN
sc-1166	341	43	(	(	PUNCT
sc-1166	341	44	intel	intel	PROPN
sc-1166	341	45	core	core	PROPN
sc-1166	341	46	i5	i5	PROPN
sc-1166	341	47	x2	x2	PROPN
sc-1166	341	48	processor	processor	NOUN
sc-1166	341	49	with	with	ADP
sc-1166	341	50	6	6	NUM
sc-1166	341	51	gb	gb	NOUN
sc-1166	341	52	ram	ram	NOUN
sc-1166	341	53	and	and	CCONJ
sc-1166	341	54	linux	linux	PROPN
sc-1166	341	55	ubuntu	ubuntu	NOUN
sc-1166	341	56	14.04	14.04	NUM
sc-1166	341	57	operating	operating	NOUN
sc-1166	341	58	system	system	NOUN
sc-1166	341	59	)	)	PUNCT
sc-1166	341	60	.	.	PUNCT
sc-1166	342	1	therefore	therefore	ADV
sc-1166	342	2	,	,	PUNCT
sc-1166	342	3	applying	apply	VERB
sc-1166	342	4	a	a	DET
sc-1166	342	5	parallel	parallel	ADJ
sc-1166	342	6	/	/	SYM
sc-1166	342	7	distributed	distribute	VERB
sc-1166	342	8	approach	approach	NOUN
sc-1166	342	9	is	be	AUX
sc-1166	342	10	fully	fully	ADV
sc-1166	342	11	justified	justified	ADJ
sc-1166	342	12	to	to	PART
sc-1166	342	13	reduce	reduce	VERB
sc-1166	342	14	the	the	DET
sc-1166	342	15	execution	execution	NOUN
sc-1166	342	16	times	time	NOUN
sc-1166	342	17	.	.	PUNCT
sc-1166	343	1	our	our	PRON
sc-1166	343	2	proposal	proposal	NOUN
sc-1166	343	3	is	be	AUX
sc-1166	343	4	based	base	VERB
sc-1166	343	5	on	on	ADP
sc-1166	343	6	executing	execute	VERB
sc-1166	343	7	the	the	DET
sc-1166	343	8	algorithms	algorithm	NOUN
sc-1166	343	9	for	for	ADP
sc-1166	343	10	demand	demand	NOUN
sc-1166	343	11	and	and	CCONJ
sc-1166	343	12	od	od	NOUN
sc-1166	343	13	matrices	matrix	NOUN
sc-1166	343	14	estimation	estimation	NOUN
sc-1166	343	15	in	in	ADP
sc-1166	343	16	parallel	parallel	NOUN
sc-1166	343	17	,	,	PUNCT
sc-1166	343	18	making	make	VERB
sc-1166	343	19	use	use	NOUN
sc-1166	343	20	of	of	ADP
sc-1166	343	21	several	several	ADJ
sc-1166	343	22	computing	compute	VERB
sc-1166	343	23	units	unit	NOUN
sc-1166	343	24	.	.	PUNCT
sc-1166	344	1	the	the	DET
sc-1166	344	2	main	main	ADJ
sc-1166	344	3	idea	idea	NOUN
sc-1166	344	4	of	of	ADP
sc-1166	344	5	the	the	DET
sc-1166	344	6	proposed	propose	VERB
sc-1166	344	7	parallel	parallel	ADJ
sc-1166	344	8	algorithm	algorithm	NOUN
sc-1166	344	9	is	be	AUX
sc-1166	344	10	to	to	PART
sc-1166	344	11	apply	apply	VERB
sc-1166	344	12	a	a	DET
sc-1166	344	13	data	data	NOUN
sc-1166	344	14	-	-	PUNCT
sc-1166	344	15	parallel	parallel	NOUN
sc-1166	344	16	approach	approach	NOUN
sc-1166	344	17	.	.	PUNCT
sc-1166	345	1	the	the	DET
sc-1166	345	2	datasets	dataset	NOUN
sc-1166	345	3	of	of	ADP
sc-1166	345	4	ticket	ticket	NOUN
sc-1166	345	5	sales	sale	NOUN
sc-1166	345	6	and	and	CCONJ
sc-1166	345	7	gps	gps	PROPN
sc-1166	345	8	records	record	NOUN
sc-1166	345	9	are	be	AUX
sc-1166	345	10	divided	divide	VERB
sc-1166	345	11	in	in	ADP
sc-1166	345	12	chunks	chunk	NOUN
sc-1166	345	13	,	,	PUNCT
sc-1166	345	14	following	follow	VERB
sc-1166	345	15	the	the	DET
sc-1166	345	16	bag	bag	NOUN
sc-1166	345	17	-	-	PUNCT
sc-1166	345	18	of	of	ADP
sc-1166	345	19	-	-	PUNCT
sc-1166	345	20	tasks	task	NOUN
sc-1166	345	21	paradigm	paradigm	NOUN
sc-1166	345	22	[	[	X
sc-1166	345	23	28	28	NUM
sc-1166	345	24	]	]	PUNCT
sc-1166	345	25	.	.	PUNCT
sc-1166	346	1	in	in	ADP
sc-1166	346	2	this	this	DET
sc-1166	346	3	case	case	NOUN
sc-1166	346	4	of	of	ADP
sc-1166	346	5	study	study	NOUN
sc-1166	346	6	,	,	PUNCT
sc-1166	346	7	the	the	DET
sc-1166	346	8	bag	bag	NOUN
sc-1166	346	9	-	-	PUNCT
sc-1166	346	10	of	of	ADP
sc-1166	346	11	-	-	PUNCT
sc-1166	346	12	tasks	task	NOUN
sc-1166	346	13	corresponds	correspond	VERB
sc-1166	346	14	to	to	ADP
sc-1166	346	15	a	a	DET
sc-1166	346	16	set	set	NOUN
sc-1166	346	17	of	of	ADP
sc-1166	346	18	user	user	NOUN
sc-1166	346	19	trips	trip	NOUN
sc-1166	346	20	records	record	NOUN
sc-1166	346	21	.	.	PUNCT
sc-1166	347	1	since	since	SCONJ
sc-1166	347	2	each	each	DET
sc-1166	347	3	set	set	NOUN
sc-1166	347	4	of	of	ADP
sc-1166	347	5	trip	trip	NOUN
sc-1166	347	6	records	record	NOUN
sc-1166	347	7	is	be	AUX
sc-1166	347	8	independent	independent	ADJ
sc-1166	347	9	,	,	PUNCT
sc-1166	347	10	as	as	SCONJ
sc-1166	347	11	they	they	PRON
sc-1166	347	12	hold	hold	VERB
sc-1166	347	13	information	information	NOUN
sc-1166	347	14	of	of	ADP
sc-1166	347	15	different	different	ADJ
sc-1166	347	16	citizens	citizen	NOUN
sc-1166	347	17	,	,	PUNCT
sc-1166	347	18	the	the	DET
sc-1166	347	19	bag	bag	NOUN
sc-1166	347	20	-	-	PUNCT
sc-1166	347	21	of	of	ADP
sc-1166	347	22	-	-	PUNCT
sc-1166	347	23	tasks	task	NOUN
sc-1166	347	24	can	can	AUX
sc-1166	347	25	be	be	AUX
sc-1166	347	26	assigned	assign	VERB
sc-1166	347	27	to	to	ADP
sc-1166	347	28	different	different	ADJ
sc-1166	347	29	slaves	slave	NOUN
sc-1166	347	30	for	for	ADP
sc-1166	347	31	processing	processing	NOUN
sc-1166	347	32	.	.	PUNCT
sc-1166	348	1	using	use	VERB
sc-1166	348	2	a	a	DET
sc-1166	348	3	master	master	NOUN
sc-1166	348	4	-	-	PUNCT
sc-1166	348	5	slave	slave	NOUN
sc-1166	348	6	model	model	NOUN
sc-1166	348	7	for	for	ADP
sc-1166	348	8	organizing	organize	VERB
sc-1166	348	9	the	the	DET
sc-1166	348	10	processes	process	NOUN
sc-1166	348	11	is	be	AUX
sc-1166	348	12	an	an	DET
sc-1166	348	13	appropriate	appropriate	ADJ
sc-1166	348	14	choice	choice	NOUN
sc-1166	348	15	for	for	ADP
sc-1166	348	16	implementing	implement	VERB
sc-1166	348	17	the	the	DET
sc-1166	348	18	estimation	estimation	NOUN
sc-1166	348	19	algorithm	algorithm	NOUN
sc-1166	348	20	,	,	PUNCT
sc-1166	348	21	since	since	SCONJ
sc-1166	348	22	the	the	DET
sc-1166	348	23	slave	slave	NOUN
sc-1166	348	24	processes	process	NOUN
sc-1166	348	25	do	do	AUX
sc-1166	348	26	not	not	PART
sc-1166	348	27	need	need	VERB
sc-1166	348	28	to	to	PART
sc-1166	348	29	share	share	VERB
sc-1166	348	30	information	information	NOUN
sc-1166	348	31	with	with	ADP
sc-1166	348	32	each	each	DET
sc-1166	348	33	other	other	ADJ
sc-1166	348	34	.	.	PUNCT
sc-1166	349	1	a	a	DET
sc-1166	349	2	set	set	NOUN
sc-1166	349	3	of	of	ADP
sc-1166	349	4	slave	slave	NOUN
sc-1166	349	5	nodes	node	NOUN
sc-1166	349	6	are	be	AUX
sc-1166	349	7	created	create	VERB
sc-1166	349	8	and	and	CCONJ
sc-1166	349	9	organized	organize	VERB
sc-1166	349	10	in	in	ADP
sc-1166	349	11	a	a	DET
sc-1166	349	12	slave	slave	NOUN
sc-1166	349	13	pool	pool	NOUN
sc-1166	349	14	,	,	PUNCT
sc-1166	349	15	to	to	PART
sc-1166	349	16	be	be	AUX
sc-1166	349	17	used	use	VERB
sc-1166	349	18	on	on	ADP
sc-1166	349	19	demand	demand	NOUN
sc-1166	349	20	.	.	PUNCT
sc-1166	350	1	this	this	DET
sc-1166	350	2	decision	decision	NOUN
sc-1166	350	3	reduces	reduce	VERB
sc-1166	350	4	the	the	DET
sc-1166	350	5	overhead	overhead	NOUN
sc-1166	350	6	of	of	ADP
sc-1166	350	7	thread	thread	NOUN
sc-1166	350	8	creation	creation	NOUN
sc-1166	350	9	and	and	CCONJ
sc-1166	350	10	destruction	destruction	NOUN
sc-1166	350	11	,	,	PUNCT
sc-1166	350	12	as	as	SCONJ
sc-1166	350	13	every	every	DET
sc-1166	350	14	thread	thread	NOUN
sc-1166	350	15	is	be	AUX
sc-1166	350	16	used	use	VERB
sc-1166	350	17	many	many	ADJ
sc-1166	350	18	times	time	NOUN
sc-1166	350	19	while	while	SCONJ
sc-1166	350	20	there	there	PRON
sc-1166	350	21	are	be	VERB
sc-1166	350	22	records	record	NOUN
sc-1166	350	23	left	leave	VERB
sc-1166	350	24	to	to	PART
sc-1166	350	25	be	be	AUX
sc-1166	350	26	processed	process	VERB
sc-1166	350	27	.	.	PUNCT
sc-1166	351	1	initially	initially	ADV
sc-1166	351	2	,	,	PUNCT
sc-1166	351	3	the	the	DET
sc-1166	351	4	master	master	NOUN
sc-1166	351	5	process	process	NOUN
sc-1166	351	6	collects	collect	VERB
sc-1166	351	7	all	all	DET
sc-1166	351	8	the	the	DET
sc-1166	351	9	data	datum	NOUN
sc-1166	351	10	to	to	PART
sc-1166	351	11	be	be	AUX
sc-1166	351	12	processed	process	VERB
sc-1166	351	13	and	and	CCONJ
sc-1166	351	14	applies	apply	VERB
sc-1166	351	15	a	a	DET
sc-1166	351	16	pre	pre	ADJ
sc-1166	351	17	-	-	ADJ
sc-1166	351	18	processing	processing	ADJ
sc-1166	351	19	stage	stage	NOUN
sc-1166	351	20	to	to	PART
sc-1166	351	21	filter	filter	VERB
sc-1166	351	22	inconsistent	inconsistent	ADJ
sc-1166	351	23	records	record	NOUN
sc-1166	351	24	.	.	PUNCT
sc-1166	352	1	after	after	ADP
sc-1166	352	2	that	that	PRON
sc-1166	352	3	,	,	PUNCT
sc-1166	352	4	the	the	DET
sc-1166	352	5	master	master	NOUN
sc-1166	352	6	builds	build	VERB
sc-1166	352	7	the	the	DET
sc-1166	352	8	bags	bag	NOUN
sc-1166	352	9	-	-	PUNCT
sc-1166	352	10	of	of	ADP
sc-1166	352	11	-	-	PUNCT
sc-1166	352	12	tasks	task	NOUN
sc-1166	352	13	and	and	CCONJ
sc-1166	352	14	sends	send	VERB
sc-1166	352	15	the	the	DET
sc-1166	352	16	corresponding	correspond	VERB
sc-1166	352	17	bags	bag	NOUN
sc-1166	352	18	to	to	ADP
sc-1166	352	19	each	each	DET
sc-1166	352	20	slave	slave	NOUN
sc-1166	352	21	in	in	ADP
sc-1166	352	22	the	the	DET
sc-1166	352	23	slave	slave	NOUN
sc-1166	352	24	pool	pool	NOUN
sc-1166	352	25	,	,	PUNCT
sc-1166	352	26	which	which	PRON
sc-1166	352	27	will	will	AUX
sc-1166	352	28	perform	perform	VERB
sc-1166	352	29	the	the	DET
sc-1166	352	30	assigned	assign	VERB
sc-1166	352	31	computation	computation	NOUN
sc-1166	352	32	task	task	NOUN
sc-1166	352	33	.	.	PUNCT
sc-1166	353	1	afterwards	afterwards	ADV
sc-1166	353	2	,	,	PUNCT
sc-1166	353	3	each	each	DET
sc-1166	353	4	slave	slave	NOUN
sc-1166	353	5	node	node	NOUN
sc-1166	353	6	executes	execute	VERB
sc-1166	353	7	the	the	DET
sc-1166	353	8	destination	destination	NOUN
sc-1166	353	9	estimation	estimation	NOUN
sc-1166	353	10	procedure	procedure	NOUN
sc-1166	353	11	.	.	PUNCT
sc-1166	354	1	finally	finally	ADV
sc-1166	354	2	,	,	PUNCT
sc-1166	354	3	the	the	DET
sc-1166	354	4	master	master	NOUN
sc-1166	354	5	receives	receive	VERB
sc-1166	354	6	the	the	DET
sc-1166	354	7	partial	partial	ADJ
sc-1166	354	8	results	result	NOUN
sc-1166	354	9	,	,	PUNCT
sc-1166	354	10	persists	persist	VERB
sc-1166	354	11	them	they	PRON
sc-1166	354	12	,	,	PUNCT
sc-1166	354	13	and	and	CCONJ
sc-1166	354	14	join	join	VERB
sc-1166	354	15	them	they	PRON
sc-1166	354	16	together	together	ADV
sc-1166	354	17	to	to	PART
sc-1166	354	18	create	create	VERB
sc-1166	354	19	the	the	DET
sc-1166	354	20	final	final	ADJ
sc-1166	354	21	demand	demand	NOUN
sc-1166	354	22	and	and	CCONJ
sc-1166	354	23	od	od	NUM
sc-1166	354	24	matrices	matrix	NOUN
sc-1166	354	25	.	.	PUNCT
sc-1166	355	1	10	10	NUM
sc-1166	355	2	eai	eai	PROPN
sc-1166	355	3	endorsed	endorse	VERB
sc-1166	355	4	transactions	transaction	NOUN
sc-1166	355	5	on	on	ADP
sc-1166	355	6	smart	smart	ADJ
sc-1166	355	7	cities	city	NOUN
sc-1166	355	8	12	12	NUM
sc-1166	355	9	2016	2016	NUM
sc-1166	355	10	12	12	NUM
sc-1166	355	11	2017	2017	NUM
sc-1166	355	12	|	|	ADV
sc-1166	355	13	volume	volume	NOUN
sc-1166	355	14	2	2	NUM
sc-1166	355	15	|	|	ADV
sc-1166	355	16	issue	issue	VERB
sc-1166	355	17	5	5	NUM
sc-1166	355	18	|	|	ADV
sc-1166	355	19	e	e	X
sc-1166	355	20	a	a	DET
sc-1166	355	21	distributed	distribute	VERB
sc-1166	355	22	platform	platform	NOUN
sc-1166	355	23	for	for	ADP
sc-1166	355	24	big	big	ADJ
sc-1166	355	25	data	datum	NOUN
sc-1166	355	26	analysis	analysis	NOUN
sc-1166	355	27	in	in	ADP
sc-1166	355	28	smart	smart	ADJ
sc-1166	355	29	cities	city	NOUN
sc-1166	355	30	:	:	PUNCT
sc-1166	355	31	combining	combine	VERB
sc-1166	355	32	its	its	PRON
sc-1166	355	33	and	and	CCONJ
sc-1166	355	34	socioeconomic	socioeconomic	ADJ
sc-1166	355	35	data	datum	NOUN
sc-1166	355	36	for	for	ADP
sc-1166	355	37	montevideo	montevideo	NOUN
sc-1166	355	38	,	,	PUNCT
sc-1166	355	39	uruguay	uruguay	NOUN
sc-1166	355	40	strategy	strategy	NOUN
sc-1166	355	41	for	for	ADP
sc-1166	355	42	data	data	NOUN
sc-1166	355	43	processing	processing	NOUN
sc-1166	355	44	:	:	PUNCT
sc-1166	355	45	algorithmic	algorithmic	ADJ
sc-1166	355	46	description	description	NOUN
sc-1166	355	47	.	.	PUNCT
sc-1166	356	1	the	the	DET
sc-1166	356	2	main	main	ADJ
sc-1166	356	3	details	detail	NOUN
sc-1166	356	4	of	of	ADP
sc-1166	356	5	the	the	DET
sc-1166	356	6	proposed	propose	VERB
sc-1166	356	7	algorithm	algorithm	NOUN
sc-1166	356	8	are	be	AUX
sc-1166	356	9	presented	present	VERB
sc-1166	356	10	next	next	ADV
sc-1166	356	11	.	.	PUNCT
sc-1166	357	1	data	datum	NOUN
sc-1166	357	2	description	description	NOUN
sc-1166	357	3	.	.	PUNCT
sc-1166	358	1	the	the	DET
sc-1166	358	2	bus	bus	NOUN
sc-1166	358	3	companies	company	NOUN
sc-1166	358	4	that	that	PRON
sc-1166	358	5	operate	operate	VERB
sc-1166	358	6	in	in	ADP
sc-1166	358	7	montevideo	montevideo	NOUN
sc-1166	358	8	are	be	AUX
sc-1166	358	9	required	require	VERB
sc-1166	358	10	to	to	PART
sc-1166	358	11	send	send	VERB
sc-1166	358	12	bus	bus	NOUN
sc-1166	358	13	location	location	NOUN
sc-1166	358	14	and	and	CCONJ
sc-1166	358	15	ticket	ticket	NOUN
sc-1166	358	16	sales	sale	NOUN
sc-1166	358	17	data	datum	NOUN
sc-1166	358	18	to	to	ADP
sc-1166	358	19	the	the	DET
sc-1166	358	20	city	city	NOUN
sc-1166	358	21	authorities	authority	NOUN
sc-1166	358	22	.	.	PUNCT
sc-1166	359	1	the	the	DET
sc-1166	359	2	bus	bus	NOUN
sc-1166	359	3	network	network	NOUN
sc-1166	359	4	in	in	ADP
sc-1166	359	5	montevideo	montevideo	NOUN
sc-1166	359	6	is	be	AUX
sc-1166	359	7	quite	quite	ADV
sc-1166	359	8	complex	complex	ADJ
sc-1166	359	9	,	,	PUNCT
sc-1166	359	10	including	include	VERB
sc-1166	359	11	1383	1383	NUM
sc-1166	359	12	bus	bus	NOUN
sc-1166	359	13	lines	line	NOUN
sc-1166	359	14	and	and	CCONJ
sc-1166	359	15	4718	4718	NUM
sc-1166	359	16	bus	bus	NOUN
sc-1166	359	17	stops	stop	VERB
sc-1166	359	18	.	.	PUNCT
sc-1166	360	1	the	the	DET
sc-1166	360	2	case	case	NOUN
sc-1166	360	3	study	study	NOUN
sc-1166	360	4	described	describe	VERB
sc-1166	360	5	in	in	ADP
sc-1166	360	6	this	this	DET
sc-1166	360	7	section	section	NOUN
sc-1166	360	8	considers	consider	VERB
sc-1166	360	9	the	the	DET
sc-1166	360	10	dataset	dataset	NOUN
sc-1166	360	11	of	of	ADP
sc-1166	360	12	ticket	ticket	NOUN
sc-1166	360	13	sales	sale	NOUN
sc-1166	360	14	and	and	CCONJ
sc-1166	360	15	bus	bus	NOUN
sc-1166	360	16	locations	location	NOUN
sc-1166	360	17	for	for	ADP
sc-1166	360	18	january	january	PROPN
sc-1166	360	19	2015	2015	NUM
sc-1166	360	20	,	,	PUNCT
sc-1166	360	21	comprising	comprise	VERB
sc-1166	360	22	about	about	ADV
sc-1166	360	23	200	200	NUM
sc-1166	360	24	gb	gb	NOUN
sc-1166	360	25	of	of	ADP
sc-1166	360	26	data	datum	NOUN
sc-1166	360	27	.	.	PUNCT
sc-1166	361	1	bus	bus	NOUN
sc-1166	361	2	location	location	NOUN
sc-1166	361	3	data	datum	NOUN
sc-1166	361	4	contains	contain	VERB
sc-1166	361	5	information	information	NOUN
sc-1166	361	6	about	about	ADP
sc-1166	361	7	the	the	DET
sc-1166	361	8	position	position	NOUN
sc-1166	361	9	of	of	ADP
sc-1166	361	10	each	each	DET
sc-1166	361	11	bus	bus	NOUN
sc-1166	361	12	,	,	PUNCT
sc-1166	361	13	sampled	sample	VERB
sc-1166	361	14	every	every	DET
sc-1166	361	15	10	10	NUM
sc-1166	361	16	to	to	PART
sc-1166	361	17	30	30	NUM
sc-1166	361	18	seconds	second	NOUN
sc-1166	361	19	.	.	PUNCT
sc-1166	362	1	each	each	DET
sc-1166	362	2	location	location	NOUN
sc-1166	362	3	record	record	NOUN
sc-1166	362	4	holds	hold	VERB
sc-1166	362	5	the	the	DET
sc-1166	362	6	following	follow	VERB
sc-1166	362	7	information	information	NOUN
sc-1166	362	8	:	:	PUNCT
sc-1166	362	9	•	•	NUM
sc-1166	362	10	lineid	lineid	NOUN
sc-1166	362	11	,	,	PUNCT
sc-1166	362	12	the	the	DET
sc-1166	362	13	unique	unique	ADJ
sc-1166	362	14	bus	bus	NOUN
sc-1166	362	15	line	line	NOUN
sc-1166	362	16	identifier	identifier	NOUN
sc-1166	362	17	;	;	PUNCT
sc-1166	362	18	•	•	NUM
sc-1166	362	19	tripid	tripid	PROPN
sc-1166	362	20	,	,	PUNCT
sc-1166	362	21	the	the	DET
sc-1166	362	22	unique	unique	ADJ
sc-1166	362	23	trip	trip	NOUN
sc-1166	362	24	identifier	identifier	NOUN
sc-1166	362	25	for	for	ADP
sc-1166	362	26	each	each	DET
sc-1166	362	27	single	single	ADJ
sc-1166	362	28	trip	trip	NOUN
sc-1166	362	29	for	for	ADP
sc-1166	362	30	a	a	DET
sc-1166	362	31	given	give	VERB
sc-1166	362	32	lineid	lineid	NOUN
sc-1166	362	33	;	;	PUNCT
sc-1166	362	34	•	•	NOUN
sc-1166	362	35	latitude	latitude	NOUN
sc-1166	362	36	and	and	CCONJ
sc-1166	362	37	longitude	longitude	NOUN
sc-1166	362	38	;	;	PUNCT
sc-1166	362	39	•	•	NUM
sc-1166	362	40	vehicle	vehicle	NOUN
sc-1166	362	41	speed	speed	NOUN
sc-1166	362	42	;	;	PUNCT
sc-1166	362	43	•	•	NUM
sc-1166	362	44	timestamp	timestamp	NOUN
sc-1166	362	45	of	of	ADP
sc-1166	362	46	the	the	DET
sc-1166	362	47	location	location	NOUN
sc-1166	362	48	;	;	PUNCT
sc-1166	362	49	and	and	CCONJ
sc-1166	362	50	•	•	ADV
sc-1166	362	51	stopid	stopid	ADJ
sc-1166	362	52	,	,	PUNCT
sc-1166	362	53	the	the	DET
sc-1166	362	54	identifier	identifier	NOUN
sc-1166	362	55	for	for	ADP
sc-1166	362	56	the	the	DET
sc-1166	362	57	nearest	near	ADJ
sc-1166	362	58	bus	bus	NOUN
sc-1166	362	59	stop	stop	NOUN
sc-1166	362	60	to	to	ADP
sc-1166	362	61	the	the	DET
sc-1166	362	62	current	current	ADJ
sc-1166	362	63	bus	bus	NOUN
sc-1166	362	64	location	location	NOUN
sc-1166	362	65	.	.	PUNCT
sc-1166	363	1	ticket	ticket	NOUN
sc-1166	363	2	sales	sale	NOUN
sc-1166	363	3	data	datum	NOUN
sc-1166	363	4	contain	contain	VERB
sc-1166	363	5	information	information	NOUN
sc-1166	363	6	about	about	ADP
sc-1166	363	7	sales	sale	NOUN
sc-1166	363	8	made	make	VERB
sc-1166	363	9	with	with	ADP
sc-1166	363	10	and	and	CCONJ
sc-1166	363	11	without	without	ADP
sc-1166	363	12	stm	stm	PROPN
sc-1166	363	13	cards	card	NOUN
sc-1166	363	14	.	.	PUNCT
sc-1166	364	1	each	each	DET
sc-1166	364	2	sale	sale	NOUN
sc-1166	364	3	record	record	NOUN
sc-1166	364	4	has	have	VERB
sc-1166	364	5	the	the	DET
sc-1166	364	6	following	follow	VERB
sc-1166	364	7	fields	field	NOUN
sc-1166	364	8	:	:	PUNCT
sc-1166	364	9	•	•	NUM
sc-1166	364	10	tripid	tripid	PROPN
sc-1166	364	11	,	,	PUNCT
sc-1166	364	12	the	the	DET
sc-1166	364	13	unique	unique	ADJ
sc-1166	364	14	trip	trip	NOUN
sc-1166	364	15	identifier	identifier	NOUN
sc-1166	364	16	for	for	ADP
sc-1166	364	17	each	each	DET
sc-1166	364	18	single	single	ADJ
sc-1166	364	19	trip	trip	NOUN
sc-1166	364	20	for	for	ADP
sc-1166	364	21	a	a	DET
sc-1166	364	22	given	give	VERB
sc-1166	364	23	lineid	lineid	NOUN
sc-1166	364	24	;	;	PUNCT
sc-1166	364	25	•	•	NOUN
sc-1166	364	26	latitude	latitude	NOUN
sc-1166	364	27	and	and	CCONJ
sc-1166	364	28	longitude	longitude	NOUN
sc-1166	364	29	,	,	PUNCT
sc-1166	364	30	•	•	NOUN
sc-1166	364	31	stopid	stopid	ADJ
sc-1166	364	32	,	,	PUNCT
sc-1166	364	33	as	as	ADP
sc-1166	364	34	in	in	ADP
sc-1166	364	35	location	location	NOUN
sc-1166	364	36	data	datum	NOUN
sc-1166	364	37	;	;	PUNCT
sc-1166	364	38	•	•	NUM
sc-1166	364	39	number	number	NOUN
sc-1166	364	40	of	of	ADP
sc-1166	364	41	passengers	passenger	NOUN
sc-1166	364	42	,	,	PUNCT
sc-1166	364	43	since	since	SCONJ
sc-1166	364	44	it	it	PRON
sc-1166	364	45	is	be	AUX
sc-1166	364	46	possible	possible	ADJ
sc-1166	364	47	to	to	PART
sc-1166	364	48	buy	buy	VERB
sc-1166	364	49	tickets	ticket	NOUN
sc-1166	364	50	for	for	ADP
sc-1166	364	51	multiple	multiple	ADJ
sc-1166	364	52	passengers	passenger	NOUN
sc-1166	364	53	at	at	ADP
sc-1166	364	54	once	once	ADV
sc-1166	364	55	;	;	PUNCT
sc-1166	364	56	and	and	CCONJ
sc-1166	364	57	•	•	NUM
sc-1166	364	58	timestamp	timestamp	NOUN
sc-1166	364	59	of	of	ADP
sc-1166	364	60	the	the	DET
sc-1166	364	61	sale	sale	NOUN
sc-1166	364	62	.	.	PUNCT
sc-1166	365	1	additionally	additionally	ADV
sc-1166	365	2	,	,	PUNCT
sc-1166	365	3	tickets	ticket	NOUN
sc-1166	365	4	payed	pay	VERB
sc-1166	365	5	with	with	ADP
sc-1166	365	6	stm	stm	PROPN
sc-1166	365	7	cards	card	NOUN
sc-1166	365	8	have	have	VERB
sc-1166	365	9	the	the	DET
sc-1166	365	10	following	follow	VERB
sc-1166	365	11	fields	field	NOUN
sc-1166	365	12	:	:	PUNCT
sc-1166	365	13	unique	unique	ADJ
sc-1166	365	14	stm	stm	PROPN
sc-1166	365	15	card	card	NOUN
sc-1166	365	16	identifier	identifier	NOUN
sc-1166	365	17	(	(	PUNCT
sc-1166	365	18	cardid	cardid	VERB
sc-1166	365	19	)	)	PUNCT
sc-1166	365	20	that	that	PRON
sc-1166	365	21	is	be	AUX
sc-1166	365	22	hashed	hash	VERB
sc-1166	365	23	for	for	ADP
sc-1166	365	24	privacy	privacy	NOUN
sc-1166	365	25	purposes	purpose	NOUN
sc-1166	365	26	,	,	PUNCT
sc-1166	365	27	number	number	NOUN
sc-1166	365	28	of	of	ADP
sc-1166	365	29	transactions	transaction	NOUN
sc-1166	365	30	for	for	ADP
sc-1166	365	31	that	that	DET
sc-1166	365	32	stm	stm	PROPN
sc-1166	365	33	card	card	NOUN
sc-1166	365	34	(	(	PUNCT
sc-1166	365	35	transactionid	transactionid	PROPN
sc-1166	365	36	)	)	PUNCT
sc-1166	365	37	,	,	PUNCT
sc-1166	365	38	and	and	CCONJ
sc-1166	365	39	the	the	DET
sc-1166	365	40	last	last	ADJ
sc-1166	365	41	payed	pay	VERB
sc-1166	365	42	transaction	transaction	NOUN
sc-1166	365	43	(	(	PUNCT
sc-1166	365	44	payedid	payedid	VERB
sc-1166	365	45	)	)	PUNCT
sc-1166	365	46	.	.	PUNCT
sc-1166	366	1	these	these	DET
sc-1166	366	2	data	datum	NOUN
sc-1166	366	3	allow	allow	VERB
sc-1166	366	4	identifying	identify	VERB
sc-1166	366	5	when	when	SCONJ
sc-1166	366	6	a	a	DET
sc-1166	366	7	passenger	passenger	NOUN
sc-1166	366	8	transfers	transfer	NOUN
sc-1166	366	9	between	between	ADP
sc-1166	366	10	buses	bus	NOUN
sc-1166	366	11	:	:	PUNCT
sc-1166	366	12	transactionid	transactionid	PROPN
sc-1166	366	13	increments	increment	NOUN
sc-1166	366	14	while	while	SCONJ
sc-1166	366	15	payedid	payedid	ADV
sc-1166	366	16	remains	remain	VERB
sc-1166	366	17	unchanged	unchanged	ADJ
sc-1166	366	18	.	.	PUNCT
sc-1166	367	1	the	the	DET
sc-1166	367	2	number	number	NOUN
sc-1166	367	3	of	of	ADP
sc-1166	367	4	transfers	transfer	NOUN
sc-1166	367	5	is	be	AUX
sc-1166	367	6	equal	equal	ADJ
sc-1166	367	7	to	to	ADP
sc-1166	367	8	transactionid−payedid	transactionid−payedid	NUM
sc-1166	367	9	.	.	PUNCT
sc-1166	367	10	methodology	methodology	PROPN
sc-1166	367	11	.	.	PUNCT
sc-1166	368	1	the	the	DET
sc-1166	368	2	proposed	propose	VERB
sc-1166	368	3	methodology	methodology	NOUN
sc-1166	368	4	for	for	ADP
sc-1166	368	5	estimating	estimate	VERB
sc-1166	368	6	demand	demand	NOUN
sc-1166	368	7	and	and	CCONJ
sc-1166	368	8	odmatrices	odmatrice	NOUN
sc-1166	368	9	takes	take	VERB
sc-1166	368	10	into	into	ADP
sc-1166	368	11	account	account	NOUN
sc-1166	368	12	the	the	DET
sc-1166	368	13	two	two	NUM
sc-1166	368	14	kinds	kind	NOUN
sc-1166	368	15	of	of	ADP
sc-1166	368	16	transfer	transfer	NOUN
sc-1166	368	17	trips	trip	NOUN
sc-1166	368	18	existent	existent	ADJ
sc-1166	368	19	in	in	ADP
sc-1166	368	20	montevideo	montevideo	NOUN
sc-1166	368	21	(	(	PUNCT
sc-1166	368	22	detailed	detail	VERB
sc-1166	368	23	in	in	ADP
sc-1166	368	24	section	section	NOUN
sc-1166	368	25	2.2	2.2	NUM
sc-1166	368	26	)	)	PUNCT
sc-1166	368	27	.	.	PUNCT
sc-1166	369	1	the	the	DET
sc-1166	369	2	proposed	propose	VERB
sc-1166	369	3	model	model	NOUN
sc-1166	369	4	is	be	AUX
sc-1166	369	5	based	base	VERB
sc-1166	369	6	on	on	ADP
sc-1166	369	7	reconstructing	reconstruct	VERB
sc-1166	369	8	the	the	DET
sc-1166	369	9	trip	trip	NOUN
sc-1166	369	10	sequence	sequence	NOUN
sc-1166	369	11	for	for	ADP
sc-1166	369	12	passengers	passenger	NOUN
sc-1166	369	13	that	that	PRON
sc-1166	369	14	use	use	VERB
sc-1166	369	15	a	a	DET
sc-1166	369	16	smart	smart	ADJ
sc-1166	369	17	card	card	NOUN
sc-1166	369	18	,	,	PUNCT
sc-1166	369	19	following	follow	VERB
sc-1166	369	20	a	a	DET
sc-1166	369	21	similar	similar	ADJ
sc-1166	369	22	approach	approach	NOUN
sc-1166	369	23	to	to	ADP
sc-1166	369	24	that	that	PRON
sc-1166	369	25	applied	apply	VERB
sc-1166	369	26	in	in	ADP
sc-1166	369	27	the	the	DET
sc-1166	369	28	related	relate	VERB
sc-1166	369	29	literature	literature	NOUN
sc-1166	369	30	[	[	X
sc-1166	369	31	13–15	13–15	NUM
sc-1166	369	32	]	]	PUNCT
sc-1166	369	33	.	.	PUNCT
sc-1166	370	1	we	we	PRON
sc-1166	370	2	assume	assume	VERB
sc-1166	370	3	that	that	SCONJ
sc-1166	370	4	each	each	DET
sc-1166	370	5	smart	smart	ADJ
sc-1166	370	6	card	card	NOUN
sc-1166	370	7	corresponds	correspond	VERB
sc-1166	370	8	to	to	ADP
sc-1166	370	9	a	a	DET
sc-1166	370	10	single	single	ADJ
sc-1166	370	11	passenger	passenger	NOUN
sc-1166	370	12	,	,	PUNCT
sc-1166	370	13	so	so	SCONJ
sc-1166	370	14	we	we	PRON
sc-1166	370	15	use	use	VERB
sc-1166	370	16	the	the	DET
sc-1166	370	17	terms	term	NOUN
sc-1166	370	18	card	card	NOUN
sc-1166	370	19	and	and	CCONJ
sc-1166	370	20	user	user	NOUN
sc-1166	370	21	in	in	ADP
sc-1166	370	22	an	an	DET
sc-1166	370	23	indistinct	indistinct	ADJ
sc-1166	370	24	manner	manner	NOUN
sc-1166	370	25	.	.	PUNCT
sc-1166	371	1	the	the	DET
sc-1166	371	2	proposed	propose	VERB
sc-1166	371	3	approach	approach	NOUN
sc-1166	371	4	is	be	AUX
sc-1166	371	5	based	base	VERB
sc-1166	371	6	on	on	ADP
sc-1166	371	7	processing	process	VERB
sc-1166	371	8	each	each	DET
sc-1166	371	9	trip	trip	NOUN
sc-1166	371	10	,	,	PUNCT
sc-1166	371	11	retrieving	retrieve	VERB
sc-1166	371	12	the	the	DET
sc-1166	371	13	bus	bus	NOUN
sc-1166	371	14	stop	stop	VERB
sc-1166	371	15	where	where	SCONJ
sc-1166	371	16	the	the	DET
sc-1166	371	17	trip	trip	NOUN
sc-1166	371	18	started	start	VERB
sc-1166	371	19	,	,	PUNCT
sc-1166	371	20	and	and	CCONJ
sc-1166	371	21	identifying	identify	VERB
sc-1166	371	22	/	/	SYM
sc-1166	371	23	estimating	estimate	VERB
sc-1166	371	24	the	the	DET
sc-1166	371	25	stop	stop	NOUN
sc-1166	371	26	where	where	SCONJ
sc-1166	371	27	the	the	DET
sc-1166	371	28	passenger	passenger	NOUN
sc-1166	371	29	alighted	alight	VERB
sc-1166	371	30	the	the	DET
sc-1166	371	31	bus	bus	NOUN
sc-1166	371	32	from	from	ADP
sc-1166	371	33	the	the	DET
sc-1166	371	34	information	information	NOUN
sc-1166	371	35	available	available	ADJ
sc-1166	371	36	.	.	PUNCT
sc-1166	372	1	therefore	therefore	ADV
sc-1166	372	2	,	,	PUNCT
sc-1166	372	3	two	two	NUM
sc-1166	372	4	models	model	NOUN
sc-1166	372	5	for	for	ADP
sc-1166	372	6	estimation	estimation	NOUN
sc-1166	372	7	are	be	AUX
sc-1166	372	8	proposed	propose	VERB
sc-1166	372	9	:	:	PUNCT
sc-1166	372	10	one	one	NUM
sc-1166	372	11	for	for	ADP
sc-1166	372	12	direct	direct	ADJ
sc-1166	372	13	trips	trip	NOUN
sc-1166	372	14	and	and	CCONJ
sc-1166	372	15	one	one	NUM
sc-1166	372	16	for	for	ADP
sc-1166	372	17	trips	trip	NOUN
sc-1166	372	18	including	include	VERB
sc-1166	372	19	transfers	transfer	NOUN
sc-1166	372	20	:	:	PUNCT
sc-1166	372	21	•	•	NOUN
sc-1166	372	22	transfer	transfer	NOUN
sc-1166	372	23	trips	trip	NOUN
sc-1166	372	24	.	.	PUNCT
sc-1166	373	1	in	in	ADP
sc-1166	373	2	a	a	DET
sc-1166	373	3	transfer	transfer	NOUN
sc-1166	373	4	trip	trip	NOUN
sc-1166	373	5	,	,	PUNCT
sc-1166	373	6	passengers	passenger	NOUN
sc-1166	373	7	pay	pay	VERB
sc-1166	373	8	for	for	ADP
sc-1166	373	9	their	their	PRON
sc-1166	373	10	ticket	ticket	NOUN
sc-1166	373	11	when	when	SCONJ
sc-1166	373	12	boarding	board	VERB
sc-1166	373	13	the	the	DET
sc-1166	373	14	first	first	ADJ
sc-1166	373	15	bus	bus	NOUN
sc-1166	373	16	by	by	ADP
sc-1166	373	17	using	use	VERB
sc-1166	373	18	a	a	DET
sc-1166	373	19	smart	smart	ADJ
sc-1166	373	20	card	card	NOUN
sc-1166	373	21	identified	identify	VERB
sc-1166	373	22	by	by	ADP
sc-1166	373	23	its	its	PRON
sc-1166	373	24	cardid	cardid	NOUN
sc-1166	373	25	.	.	PUNCT
sc-1166	374	1	later	later	ADV
sc-1166	374	2	,	,	PUNCT
sc-1166	374	3	they	they	PRON
sc-1166	374	4	can	can	AUX
sc-1166	374	5	take	take	VERB
sc-1166	374	6	one	one	NUM
sc-1166	374	7	or	or	CCONJ
sc-1166	374	8	more	more	ADJ
sc-1166	374	9	buses	bus	NOUN
sc-1166	374	10	within	within	ADP
sc-1166	374	11	the	the	DET
sc-1166	374	12	time	time	NOUN
sc-1166	374	13	limits	limit	NOUN
sc-1166	374	14	permitted	permit	VERB
sc-1166	374	15	by	by	ADP
sc-1166	374	16	the	the	DET
sc-1166	374	17	ticket	ticket	NOUN
sc-1166	374	18	.	.	PUNCT
sc-1166	375	1	for	for	ADP
sc-1166	375	2	each	each	DET
sc-1166	375	3	ticket	ticket	NOUN
sc-1166	375	4	sold	sell	VERB
sc-1166	375	5	,	,	PUNCT
sc-1166	375	6	transactionid	transactionid	ADJ
sc-1166	375	7	and	and	CCONJ
sc-1166	375	8	payedid	payedid	VERB
sc-1166	375	9	)	)	PUNCT
sc-1166	375	10	are	be	AUX
sc-1166	375	11	recorded	record	VERB
sc-1166	375	12	.	.	PUNCT
sc-1166	376	1	these	these	DET
sc-1166	376	2	values	value	NOUN
sc-1166	376	3	allows	allow	VERB
sc-1166	376	4	detecting	detect	VERB
sc-1166	376	5	whether	whether	SCONJ
sc-1166	376	6	a	a	DET
sc-1166	376	7	smart	smart	ADJ
sc-1166	376	8	card	card	NOUN
sc-1166	376	9	record	record	NOUN
sc-1166	376	10	corresponds	correspond	VERB
sc-1166	376	11	to	to	ADP
sc-1166	376	12	a	a	DET
sc-1166	376	13	new	new	ADJ
sc-1166	376	14	trip	trip	NOUN
sc-1166	376	15	(	(	PUNCT
sc-1166	376	16	payedid	payedid	ADV
sc-1166	376	17	is	be	AUX
sc-1166	376	18	equal	equal	ADJ
sc-1166	376	19	to	to	ADP
sc-1166	376	20	transactionid	transactionid	VERB
sc-1166	376	21	)	)	PUNCT
sc-1166	376	22	or	or	CCONJ
sc-1166	376	23	to	to	ADP
sc-1166	376	24	a	a	DET
sc-1166	376	25	transfer	transfer	NOUN
sc-1166	376	26	between	between	ADP
sc-1166	376	27	buses	bus	NOUN
sc-1166	376	28	(	(	PUNCT
sc-1166	376	29	transactionid	transactionid	X
sc-1166	376	30	is	be	AUX
sc-1166	376	31	higher	high	ADJ
sc-1166	376	32	than	than	ADP
sc-1166	376	33	payedid	payedid	VERB
sc-1166	376	34	)	)	PUNCT
sc-1166	376	35	.	.	PUNCT
sc-1166	377	1	we	we	PRON
sc-1166	377	2	assume	assume	VERB
sc-1166	377	3	that	that	SCONJ
sc-1166	377	4	passengers	passenger	NOUN
sc-1166	377	5	avoid	avoid	VERB
sc-1166	377	6	excessive	excessive	ADJ
sc-1166	377	7	walking	walk	VERB
sc-1166	377	8	in	in	ADP
sc-1166	377	9	transfers	transfer	NOUN
sc-1166	377	10	;	;	PUNCT
sc-1166	377	11	we	we	PRON
sc-1166	377	12	consider	consider	VERB
sc-1166	377	13	that	that	SCONJ
sc-1166	377	14	a	a	DET
sc-1166	377	15	passenger	passenger	NOUN
sc-1166	377	16	finishes	finish	VERB
sc-1166	377	17	its	its	PRON
sc-1166	377	18	first	first	ADJ
sc-1166	377	19	leg	leg	NOUN
sc-1166	377	20	at	at	ADP
sc-1166	377	21	the	the	DET
sc-1166	377	22	nearest	near	ADJ
sc-1166	377	23	bus	bus	NOUN
sc-1166	377	24	stop	stop	NOUN
sc-1166	377	25	to	to	ADP
sc-1166	377	26	the	the	DET
sc-1166	377	27	bus	bus	NOUN
sc-1166	377	28	stop	stop	VERB
sc-1166	377	29	where	where	SCONJ
sc-1166	377	30	he	he	PRON
sc-1166	377	31	boards	board	VERB
sc-1166	377	32	the	the	DET
sc-1166	377	33	second	second	ADJ
sc-1166	377	34	leg	leg	NOUN
sc-1166	377	35	,	,	PUNCT
sc-1166	377	36	and	and	CCONJ
sc-1166	377	37	so	so	ADV
sc-1166	377	38	on	on	ADV
sc-1166	377	39	.	.	PUNCT
sc-1166	378	1	the	the	DET
sc-1166	378	2	boarding	boarding	NOUN
sc-1166	378	3	bus	bus	NOUN
sc-1166	378	4	stop	stop	NOUN
sc-1166	378	5	for	for	ADP
sc-1166	378	6	the	the	DET
sc-1166	378	7	second	second	ADJ
sc-1166	378	8	leg	leg	NOUN
sc-1166	378	9	is	be	AUX
sc-1166	378	10	recorded	record	VERB
sc-1166	378	11	in	in	ADP
sc-1166	378	12	the	the	DET
sc-1166	378	13	system	system	NOUN
sc-1166	378	14	,	,	PUNCT
sc-1166	378	15	thus	thus	ADV
sc-1166	378	16	we	we	PRON
sc-1166	378	17	estimate	estimate	VERB
sc-1166	378	18	the	the	DET
sc-1166	378	19	alighting	alighting	PROPN
sc-1166	378	20	point	point	NOUN
sc-1166	378	21	from	from	ADP
sc-1166	378	22	the	the	DET
sc-1166	378	23	first	first	ADJ
sc-1166	378	24	bus	bus	NOUN
sc-1166	378	25	by	by	ADP
sc-1166	378	26	looking	look	VERB
sc-1166	378	27	for	for	ADP
sc-1166	378	28	the	the	DET
sc-1166	378	29	closest	close	ADJ
sc-1166	378	30	bus	bus	NOUN
sc-1166	378	31	stop	stop	NOUN
sc-1166	378	32	corresponding	correspond	VERB
sc-1166	378	33	to	to	ADP
sc-1166	378	34	that	that	DET
sc-1166	378	35	line	line	NOUN
sc-1166	378	36	.	.	PUNCT
sc-1166	379	1	•	•	NUM
sc-1166	379	2	direct	direct	ADJ
sc-1166	379	3	trips	trip	NOUN
sc-1166	379	4	.	.	PUNCT
sc-1166	380	1	direct	direct	ADJ
sc-1166	380	2	trips	trip	NOUN
sc-1166	380	3	are	be	AUX
sc-1166	380	4	those	those	PRON
sc-1166	380	5	that	that	PRON
sc-1166	380	6	have	have	VERB
sc-1166	380	7	no	no	DET
sc-1166	380	8	bus	bus	NOUN
sc-1166	380	9	transfers	transfer	NOUN
sc-1166	380	10	.	.	PUNCT
sc-1166	381	1	we	we	PRON
sc-1166	381	2	also	also	ADV
sc-1166	381	3	consider	consider	VERB
sc-1166	381	4	the	the	DET
sc-1166	381	5	last	last	ADJ
sc-1166	381	6	leg	leg	NOUN
sc-1166	381	7	of	of	ADP
sc-1166	381	8	a	a	DET
sc-1166	381	9	trip	trip	NOUN
sc-1166	381	10	with	with	ADP
sc-1166	381	11	one	one	NUM
sc-1166	381	12	or	or	CCONJ
sc-1166	381	13	more	more	ADJ
sc-1166	381	14	transfers	transfer	NOUN
sc-1166	381	15	as	as	ADP
sc-1166	381	16	a	a	DET
sc-1166	381	17	direct	direct	ADJ
sc-1166	381	18	trip	trip	NOUN
sc-1166	381	19	.	.	PUNCT
sc-1166	382	1	in	in	ADP
sc-1166	382	2	both	both	DET
sc-1166	382	3	cases	case	NOUN
sc-1166	382	4	,	,	PUNCT
sc-1166	382	5	the	the	DET
sc-1166	382	6	difficulty	difficulty	NOUN
sc-1166	382	7	lies	lie	VERB
sc-1166	382	8	in	in	ADP
sc-1166	382	9	accurately	accurately	ADV
sc-1166	382	10	estimating	estimate	VERB
sc-1166	382	11	a	a	DET
sc-1166	382	12	destination	destination	NOUN
sc-1166	382	13	point	point	NOUN
sc-1166	382	14	for	for	ADP
sc-1166	382	15	these	these	DET
sc-1166	382	16	trips	trip	NOUN
sc-1166	382	17	.	.	PUNCT
sc-1166	383	1	to	to	PART
sc-1166	383	2	estimate	estimate	VERB
sc-1166	383	3	the	the	DET
sc-1166	383	4	destination	destination	NOUN
sc-1166	383	5	points	point	NOUN
sc-1166	383	6	we	we	PRON
sc-1166	383	7	consider	consider	VERB
sc-1166	383	8	two	two	NUM
sc-1166	383	9	assumptions	assumption	NOUN
sc-1166	383	10	,	,	PUNCT
sc-1166	383	11	which	which	PRON
sc-1166	383	12	are	be	AUX
sc-1166	383	13	commonly	commonly	ADV
sc-1166	383	14	used	use	VERB
sc-1166	383	15	in	in	ADP
sc-1166	383	16	the	the	DET
sc-1166	383	17	related	related	ADJ
sc-1166	383	18	literature	literature	NOUN
sc-1166	383	19	:	:	PUNCT
sc-1166	383	20	i	i	NOUN
sc-1166	383	21	)	)	PUNCT
sc-1166	383	22	passengers	passenger	NOUN
sc-1166	383	23	start	start	VERB
sc-1166	383	24	a	a	DET
sc-1166	383	25	new	new	ADJ
sc-1166	383	26	trip	trip	NOUN
sc-1166	383	27	at	at	ADP
sc-1166	383	28	a	a	DET
sc-1166	383	29	bus	bus	NOUN
sc-1166	383	30	stop	stop	NOUN
sc-1166	383	31	which	which	PRON
sc-1166	383	32	is	be	AUX
sc-1166	383	33	close	close	ADJ
sc-1166	383	34	to	to	ADP
sc-1166	383	35	the	the	DET
sc-1166	383	36	destination	destination	NOUN
sc-1166	383	37	of	of	ADP
sc-1166	383	38	their	their	PRON
sc-1166	383	39	previous	previous	ADJ
sc-1166	383	40	trip	trip	NOUN
sc-1166	383	41	;	;	PUNCT
sc-1166	383	42	ii	ii	X
sc-1166	383	43	)	)	PUNCT
sc-1166	383	44	at	at	ADP
sc-1166	383	45	the	the	DET
sc-1166	383	46	end	end	NOUN
sc-1166	383	47	of	of	ADP
sc-1166	383	48	the	the	DET
sc-1166	383	49	day	day	NOUN
sc-1166	383	50	,	,	PUNCT
sc-1166	383	51	passengers	passenger	NOUN
sc-1166	383	52	return	return	VERB
sc-1166	383	53	to	to	ADP
sc-1166	383	54	the	the	DET
sc-1166	383	55	bus	bus	NOUN
sc-1166	383	56	stop	stop	VERB
sc-1166	383	57	where	where	SCONJ
sc-1166	383	58	they	they	PRON
sc-1166	383	59	boarded	board	VERB
sc-1166	383	60	the	the	DET
sc-1166	383	61	first	first	ADJ
sc-1166	383	62	trip	trip	NOUN
sc-1166	383	63	on	on	ADP
sc-1166	383	64	the	the	DET
sc-1166	383	65	same	same	ADJ
sc-1166	383	66	day	day	NOUN
sc-1166	383	67	.	.	PUNCT
sc-1166	384	1	in	in	ADP
sc-1166	384	2	order	order	NOUN
sc-1166	384	3	to	to	PART
sc-1166	384	4	estimate	estimate	VERB
sc-1166	384	5	destinations	destination	NOUN
sc-1166	384	6	it	it	PRON
sc-1166	384	7	is	be	AUX
sc-1166	384	8	necessary	necessary	ADJ
sc-1166	384	9	to	to	PART
sc-1166	384	10	chain	chain	VERB
sc-1166	384	11	the	the	DET
sc-1166	384	12	trips	trip	NOUN
sc-1166	384	13	made	make	VERB
sc-1166	384	14	by	by	ADP
sc-1166	384	15	each	each	DET
sc-1166	384	16	passenger	passenger	NOUN
sc-1166	384	17	on	on	ADP
sc-1166	384	18	a	a	DET
sc-1166	384	19	single	single	ADJ
sc-1166	384	20	day	day	NOUN
sc-1166	384	21	.	.	PUNCT
sc-1166	385	1	a	a	DET
sc-1166	385	2	preliminary	preliminary	ADJ
sc-1166	385	3	study	study	NOUN
sc-1166	385	4	performed	perform	VERB
sc-1166	385	5	on	on	ADP
sc-1166	385	6	the	the	DET
sc-1166	385	7	sales	sale	NOUN
sc-1166	385	8	dataset	dataset	NOUN
sc-1166	385	9	showed	show	VERB
sc-1166	385	10	that	that	SCONJ
sc-1166	385	11	the	the	DET
sc-1166	385	12	best	good	ADJ
sc-1166	385	13	option	option	NOUN
sc-1166	385	14	is	be	AUX
sc-1166	385	15	to	to	PART
sc-1166	385	16	consider	consider	VERB
sc-1166	385	17	each	each	DET
sc-1166	385	18	day	day	NOUN
sc-1166	385	19	starting	start	VERB
sc-1166	385	20	at	at	ADP
sc-1166	385	21	04:00	04:00	NUM
sc-1166	385	22	,	,	PUNCT
sc-1166	385	23	since	since	SCONJ
sc-1166	385	24	the	the	DET
sc-1166	385	25	lowest	low	ADJ
sc-1166	385	26	number	number	NOUN
sc-1166	385	27	of	of	ADP
sc-1166	385	28	tickets	ticket	NOUN
sc-1166	385	29	are	be	AUX
sc-1166	385	30	sold	sell	VERB
sc-1166	385	31	at	at	ADP
sc-1166	385	32	that	that	DET
sc-1166	385	33	time	time	NOUN
sc-1166	385	34	.	.	PUNCT
sc-1166	386	1	this	this	PRON
sc-1166	386	2	allows	allow	VERB
sc-1166	386	3	considering	consider	VERB
sc-1166	386	4	passengers	passenger	NOUN
sc-1166	386	5	with	with	ADP
sc-1166	386	6	different	different	ADJ
sc-1166	386	7	travel	travel	NOUN
sc-1166	386	8	patterns	pattern	NOUN
sc-1166	386	9	,	,	PUNCT
sc-1166	386	10	such	such	ADJ
sc-1166	386	11	as	as	ADP
sc-1166	386	12	those	those	PRON
sc-1166	386	13	who	who	PRON
sc-1166	386	14	commute	commute	VERB
sc-1166	386	15	to	to	ADP
sc-1166	386	16	work	work	NOUN
sc-1166	386	17	during	during	ADP
sc-1166	386	18	the	the	DET
sc-1166	386	19	day	day	NOUN
sc-1166	386	20	and	and	CCONJ
sc-1166	386	21	those	those	PRON
sc-1166	386	22	who	who	PRON
sc-1166	386	23	work	work	VERB
sc-1166	386	24	at	at	ADP
sc-1166	386	25	night	night	NOUN
sc-1166	386	26	.	.	PUNCT
sc-1166	387	1	the	the	DET
sc-1166	387	2	model	model	NOUN
sc-1166	387	3	for	for	ADP
sc-1166	387	4	chaining	chain	VERB
sc-1166	387	5	direct	direct	ADJ
sc-1166	387	6	trips	trip	NOUN
sc-1166	387	7	of	of	ADP
sc-1166	387	8	a	a	DET
sc-1166	387	9	specific	specific	ADJ
sc-1166	387	10	passenger	passenger	NOUN
sc-1166	387	11	works	work	NOUN
sc-1166	387	12	as	as	SCONJ
sc-1166	387	13	follows	follow	VERB
sc-1166	387	14	.	.	PUNCT
sc-1166	388	1	we	we	PRON
sc-1166	388	2	iterate	iterate	VERB
sc-1166	388	3	through	through	ADP
sc-1166	388	4	all	all	DET
sc-1166	388	5	the	the	DET
sc-1166	388	6	trips	trip	NOUN
sc-1166	388	7	done	do	VERB
sc-1166	388	8	in	in	ADP
sc-1166	388	9	a	a	DET
sc-1166	388	10	24	24	NUM
sc-1166	388	11	hour	hour	NOUN
sc-1166	388	12	period	period	NOUN
sc-1166	388	13	(	(	PUNCT
sc-1166	388	14	from	from	ADP
sc-1166	388	15	04:00	04:00	NUM
sc-1166	388	16	to	to	ADP
sc-1166	388	17	04:00	04:00	NUM
sc-1166	388	18	on	on	ADP
sc-1166	388	19	the	the	DET
sc-1166	388	20	following	following	ADJ
sc-1166	388	21	day	day	NOUN
sc-1166	388	22	)	)	PUNCT
sc-1166	388	23	.	.	PUNCT
sc-1166	389	1	for	for	ADP
sc-1166	389	2	each	each	DET
sc-1166	389	3	new	new	ADJ
sc-1166	389	4	trip	trip	NOUN
sc-1166	389	5	,	,	PUNCT
sc-1166	389	6	we	we	PRON
sc-1166	389	7	try	try	VERB
sc-1166	389	8	to	to	PART
sc-1166	389	9	estimate	estimate	VERB
sc-1166	389	10	the	the	DET
sc-1166	389	11	alighting	alighting	PROPN
sc-1166	389	12	point	point	NOUN
sc-1166	389	13	by	by	ADP
sc-1166	389	14	looking	look	VERB
sc-1166	389	15	for	for	ADP
sc-1166	389	16	a	a	DET
sc-1166	389	17	bus	bus	NOUN
sc-1166	389	18	stop	stop	NOUN
sc-1166	389	19	located	locate	VERB
sc-1166	389	20	in	in	ADP
sc-1166	389	21	a	a	DET
sc-1166	389	22	predefined	predefine	VERB
sc-1166	389	23	range	range	NOUN
sc-1166	389	24	from	from	ADP
sc-1166	389	25	the	the	DET
sc-1166	389	26	boarding	boarding	NOUN
sc-1166	389	27	bus	bus	NOUN
sc-1166	389	28	stop	stop	NOUN
sc-1166	389	29	of	of	ADP
sc-1166	389	30	the	the	DET
sc-1166	389	31	previous	previous	ADJ
sc-1166	389	32	trip	trip	NOUN
sc-1166	389	33	.	.	PUNCT
sc-1166	390	1	when	when	SCONJ
sc-1166	390	2	no	no	DET
sc-1166	390	3	bus	bus	NOUN
sc-1166	390	4	stop	stop	NOUN
sc-1166	390	5	is	be	AUX
sc-1166	390	6	found	find	VERB
sc-1166	390	7	on	on	ADP
sc-1166	390	8	that	that	DET
sc-1166	390	9	radius	radius	NOUN
sc-1166	390	10	,	,	PUNCT
sc-1166	390	11	the	the	DET
sc-1166	390	12	procedure	procedure	NOUN
sc-1166	390	13	is	be	AUX
sc-1166	390	14	repeated	repeat	VERB
sc-1166	390	15	using	use	VERB
sc-1166	390	16	a	a	DET
sc-1166	390	17	larger	large	ADJ
sc-1166	390	18	radius	radius	NOUN
sc-1166	390	19	(	(	PUNCT
sc-1166	390	20	twice	twice	DET
sc-1166	390	21	the	the	DET
sc-1166	390	22	original	original	ADJ
sc-1166	390	23	one	one	NOUN
sc-1166	390	24	)	)	PUNCT
sc-1166	390	25	to	to	PART
sc-1166	390	26	search	search	VERB
sc-1166	390	27	for	for	ADP
sc-1166	390	28	bus	bus	NOUN
sc-1166	390	29	stops	stop	NOUN
sc-1166	390	30	.	.	PUNCT
sc-1166	391	1	if	if	SCONJ
sc-1166	391	2	no	no	DET
sc-1166	391	3	bus	bus	NOUN
sc-1166	391	4	stop	stop	NOUN
sc-1166	391	5	is	be	AUX
sc-1166	391	6	found	find	VERB
sc-1166	391	7	using	use	VERB
sc-1166	391	8	the	the	DET
sc-1166	391	9	larger	large	ADJ
sc-1166	391	10	radius	radius	NOUN
sc-1166	391	11	,	,	PUNCT
sc-1166	391	12	the	the	DET
sc-1166	391	13	origin	origin	NOUN
sc-1166	391	14	of	of	ADP
sc-1166	391	15	the	the	DET
sc-1166	391	16	trip	trip	NOUN
sc-1166	391	17	is	be	AUX
sc-1166	391	18	recorded	record	VERB
sc-1166	391	19	,	,	PUNCT
sc-1166	391	20	in	in	ADP
sc-1166	391	21	order	order	NOUN
sc-1166	391	22	to	to	PART
sc-1166	391	23	report	report	VERB
sc-1166	391	24	the	the	DET
sc-1166	391	25	number	number	NOUN
sc-1166	391	26	of	of	ADP
sc-1166	391	27	unassigned	unassigned	ADJ
sc-1166	391	28	destinations	destination	NOUN
sc-1166	391	29	.	.	PUNCT
sc-1166	392	1	11	11	NUM
sc-1166	392	2	eai	eai	PROPN
sc-1166	392	3	endorsed	endorse	VERB
sc-1166	392	4	transactions	transaction	NOUN
sc-1166	392	5	on	on	ADP
sc-1166	392	6	smart	smart	ADJ
sc-1166	392	7	cities	city	NOUN
sc-1166	392	8	12	12	NUM
sc-1166	392	9	2016	2016	NUM
sc-1166	392	10	12	12	NUM
sc-1166	392	11	2017	2017	NUM
sc-1166	392	12	|	|	ADV
sc-1166	392	13	volume	volume	NOUN
sc-1166	392	14	2	2	NUM
sc-1166	392	15	|	|	ADV
sc-1166	392	16	issue	issue	VERB
sc-1166	392	17	5	5	NUM
sc-1166	392	18	|	|	ADV
sc-1166	392	19	e	e	PROPN
sc-1166	392	20	sergio	sergio	PROPN
sc-1166	392	21	nesmachnow	nesmachnow	PROPN
sc-1166	392	22	,	,	PUNCT
sc-1166	392	23	sebastián	sebastián	ADJ
sc-1166	392	24	baña	baña	NOUN
sc-1166	392	25	,	,	PUNCT
sc-1166	392	26	and	and	CCONJ
sc-1166	392	27	renzo	renzo	VERB
sc-1166	392	28	massobrio	massobrio	ADJ
sc-1166	392	29	estimation	estimation	NOUN
sc-1166	392	30	algorithm	algorithm	NOUN
sc-1166	392	31	.	.	PUNCT
sc-1166	393	1	we	we	PRON
sc-1166	393	2	propose	propose	VERB
sc-1166	393	3	a	a	DET
sc-1166	393	4	specificmethodology	specificmethodology	NOUN
sc-1166	393	5	for	for	ADP
sc-1166	393	6	reconstructing	reconstruct	VERB
sc-1166	393	7	the	the	DET
sc-1166	393	8	trip	trip	NOUN
sc-1166	393	9	sequence	sequence	NOUN
sc-1166	393	10	for	for	ADP
sc-1166	393	11	passengers	passenger	NOUN
sc-1166	393	12	,	,	PUNCT
sc-1166	393	13	by	by	ADP
sc-1166	393	14	estimating	estimate	VERB
sc-1166	393	15	the	the	DET
sc-1166	393	16	destination	destination	NOUN
sc-1166	393	17	points	point	NOUN
sc-1166	393	18	from	from	ADP
sc-1166	393	19	the	the	DET
sc-1166	393	20	information	information	NOUN
sc-1166	393	21	available	available	ADJ
sc-1166	393	22	.	.	PUNCT
sc-1166	394	1	three	three	NUM
sc-1166	394	2	phases	phase	NOUN
sc-1166	394	3	are	be	AUX
sc-1166	394	4	identified	identify	VERB
sc-1166	394	5	in	in	ADP
sc-1166	394	6	the	the	DET
sc-1166	394	7	proposed	propose	VERB
sc-1166	394	8	algorithm	algorithm	NOUN
sc-1166	394	9	,	,	PUNCT
sc-1166	394	10	which	which	PRON
sc-1166	394	11	are	be	AUX
sc-1166	394	12	relevant	relevant	ADJ
sc-1166	394	13	for	for	ADP
sc-1166	394	14	building	build	VERB
sc-1166	394	15	the	the	DET
sc-1166	394	16	estimated	estimate	VERB
sc-1166	394	17	demand	demand	NOUN
sc-1166	394	18	and	and	CCONJ
sc-1166	394	19	od	od	NUM
sc-1166	394	20	matrices	matrix	NOUN
sc-1166	394	21	:	:	PUNCT
sc-1166	394	22	1	1	X
sc-1166	394	23	.	.	X
sc-1166	394	24	pre	pre	ADJ
sc-1166	394	25	-	-	ADJ
sc-1166	394	26	processing	processing	NOUN
sc-1166	394	27	.	.	PUNCT
sc-1166	395	1	the	the	DET
sc-1166	395	2	pre	pre	ADJ
sc-1166	395	3	-	-	ADJ
sc-1166	395	4	processing	processing	ADJ
sc-1166	395	5	phase	phase	NOUN
sc-1166	395	6	prepares	prepare	VERB
sc-1166	395	7	the	the	DET
sc-1166	395	8	data	datum	NOUN
sc-1166	395	9	,	,	PUNCT
sc-1166	395	10	filtering	filter	VERB
sc-1166	395	11	those	those	DET
sc-1166	395	12	records	record	NOUN
sc-1166	395	13	with	with	ADP
sc-1166	395	14	incoherent	incoherent	ADJ
sc-1166	395	15	information	information	NOUN
sc-1166	395	16	and	and	CCONJ
sc-1166	395	17	classifying	classify	VERB
sc-1166	395	18	records	record	NOUN
sc-1166	395	19	by	by	ADP
sc-1166	395	20	month	month	NOUN
sc-1166	395	21	per	per	ADP
sc-1166	395	22	passenger	passenger	NOUN
sc-1166	395	23	.	.	PUNCT
sc-1166	396	1	the	the	DET
sc-1166	396	2	algorithm	algorithm	NOUN
sc-1166	396	3	receives	receive	VERB
sc-1166	396	4	as	as	ADP
sc-1166	396	5	input	input	NOUN
sc-1166	396	6	an	an	DET
sc-1166	396	7	unstructured	unstructured	ADJ
sc-1166	396	8	dataset	dataset	NOUN
sc-1166	396	9	containing	contain	VERB
sc-1166	396	10	raw	raw	ADJ
sc-1166	396	11	gps	gps	NOUN
sc-1166	396	12	positions	position	NOUN
sc-1166	396	13	and	and	CCONJ
sc-1166	396	14	ticket	ticket	NOUN
sc-1166	396	15	sales	sale	NOUN
sc-1166	396	16	data	datum	NOUN
sc-1166	396	17	.	.	PUNCT
sc-1166	397	1	initially	initially	ADV
sc-1166	397	2	,	,	PUNCT
sc-1166	397	3	the	the	DET
sc-1166	397	4	algorithm	algorithm	NOUN
sc-1166	397	5	discards	discard	VERB
sc-1166	397	6	those	those	DET
sc-1166	397	7	sales	sale	NOUN
sc-1166	397	8	records	record	NOUN
sc-1166	397	9	that	that	PRON
sc-1166	397	10	have	have	VERB
sc-1166	397	11	invalid	invalid	ADJ
sc-1166	397	12	gps	gps	NOUN
sc-1166	397	13	coordinates	coordinate	NOUN
sc-1166	397	14	;	;	PUNCT
sc-1166	397	15	which	which	PRON
sc-1166	397	16	are	be	AUX
sc-1166	397	17	not	not	PART
sc-1166	397	18	processed	process	VERB
sc-1166	397	19	for	for	ADP
sc-1166	397	20	demand	demand	NOUN
sc-1166	397	21	and	and	CCONJ
sc-1166	397	22	od	od	NOUN
sc-1166	397	23	matrices	matrix	NOUN
sc-1166	397	24	estimation	estimation	NOUN
sc-1166	397	25	.	.	PUNCT
sc-1166	398	1	a	a	DET
sc-1166	398	2	sale	sale	NOUN
sc-1166	398	3	record	record	NOUN
sc-1166	398	4	has	have	VERB
sc-1166	398	5	an	an	DET
sc-1166	398	6	invalid	invalid	ADJ
sc-1166	398	7	location	location	NOUN
sc-1166	398	8	when	when	SCONJ
sc-1166	398	9	its	its	PRON
sc-1166	398	10	coordinates	coordinate	NOUN
sc-1166	398	11	are	be	AUX
sc-1166	398	12	not	not	PART
sc-1166	398	13	within	within	ADP
sc-1166	398	14	the	the	DET
sc-1166	398	15	route	route	NOUN
sc-1166	398	16	of	of	ADP
sc-1166	398	17	the	the	DET
sc-1166	398	18	bus	bus	NOUN
sc-1166	398	19	corresponding	correspond	VERB
sc-1166	398	20	to	to	ADP
sc-1166	398	21	the	the	DET
sc-1166	398	22	sale	sale	NOUN
sc-1166	398	23	,	,	PUNCT
sc-1166	398	24	with	with	ADP
sc-1166	398	25	a	a	DET
sc-1166	398	26	tolerance	tolerance	NOUN
sc-1166	398	27	of	of	ADP
sc-1166	398	28	50	50	NUM
sc-1166	398	29	meters	meter	NOUN
sc-1166	398	30	.	.	PUNCT
sc-1166	399	1	finally	finally	ADV
sc-1166	399	2	,	,	PUNCT
sc-1166	399	3	trip	trip	VERB
sc-1166	399	4	records	record	NOUN
sc-1166	399	5	with	with	ADP
sc-1166	399	6	consistent	consistent	ADJ
sc-1166	399	7	location	location	NOUN
sc-1166	399	8	information	information	NOUN
sc-1166	399	9	are	be	AUX
sc-1166	399	10	separated	separate	VERB
sc-1166	399	11	into	into	ADP
sc-1166	399	12	different	different	ADJ
sc-1166	399	13	files	file	NOUN
sc-1166	399	14	,	,	PUNCT
sc-1166	399	15	according	accord	VERB
sc-1166	399	16	to	to	ADP
sc-1166	399	17	their	their	PRON
sc-1166	399	18	cardid	cardid	NOUN
sc-1166	399	19	and	and	CCONJ
sc-1166	399	20	then	then	ADV
sc-1166	399	21	ordered	order	VERB
sc-1166	399	22	according	accord	VERB
sc-1166	399	23	to	to	ADP
sc-1166	399	24	their	their	PRON
sc-1166	399	25	date	date	NOUN
sc-1166	399	26	field	field	NOUN
sc-1166	399	27	.	.	PUNCT
sc-1166	400	1	this	this	PRON
sc-1166	400	2	allows	allow	VERB
sc-1166	400	3	processing	process	VERB
sc-1166	400	4	the	the	DET
sc-1166	400	5	trips	trip	NOUN
sc-1166	400	6	of	of	ADP
sc-1166	400	7	each	each	DET
sc-1166	400	8	passenger	passenger	NOUN
sc-1166	400	9	independently	independently	ADV
sc-1166	400	10	.	.	PUNCT
sc-1166	401	1	2	2	X
sc-1166	401	2	.	.	X
sc-1166	401	3	core	core	NOUN
sc-1166	401	4	processing	processing	NOUN
sc-1166	401	5	.	.	PUNCT
sc-1166	402	1	in	in	ADP
sc-1166	402	2	this	this	DET
sc-1166	402	3	phase	phase	NOUN
sc-1166	402	4	the	the	DET
sc-1166	402	5	sales	sale	NOUN
sc-1166	402	6	data	datum	NOUN
sc-1166	402	7	are	be	AUX
sc-1166	402	8	processed	process	VERB
sc-1166	402	9	in	in	ADP
sc-1166	402	10	order	order	NOUN
sc-1166	402	11	to	to	PART
sc-1166	402	12	generate	generate	VERB
sc-1166	402	13	demand	demand	NOUN
sc-1166	402	14	and	and	CCONJ
sc-1166	402	15	od	od	NUM
sc-1166	402	16	matrices	matrix	NOUN
sc-1166	402	17	.	.	PUNCT
sc-1166	403	1	data	datum	NOUN
sc-1166	403	2	are	be	AUX
sc-1166	403	3	iteratively	iteratively	ADV
sc-1166	403	4	processed	process	VERB
sc-1166	403	5	:	:	PUNCT
sc-1166	403	6	for	for	ADP
sc-1166	403	7	each	each	DET
sc-1166	403	8	passenger	passenger	NOUN
sc-1166	403	9	,	,	PUNCT
sc-1166	403	10	trips	trip	NOUN
sc-1166	403	11	are	be	AUX
sc-1166	403	12	analyzed	analyze	VERB
sc-1166	403	13	considering	consider	VERB
sc-1166	403	14	24	24	NUM
sc-1166	403	15	hour	hour	NOUN
sc-1166	403	16	periods	period	NOUN
sc-1166	403	17	starting	start	VERB
sc-1166	403	18	and	and	CCONJ
sc-1166	403	19	finishing	finish	VERB
sc-1166	403	20	at	at	ADP
sc-1166	403	21	04.00	04.00	NUM
sc-1166	403	22	.	.	PUNCT
sc-1166	404	1	first	first	ADV
sc-1166	404	2	,	,	PUNCT
sc-1166	404	3	the	the	DET
sc-1166	404	4	origin	origin	NOUN
sc-1166	404	5	of	of	ADP
sc-1166	404	6	the	the	DET
sc-1166	404	7	trip	trip	NOUN
sc-1166	404	8	is	be	AUX
sc-1166	404	9	recorded	record	VERB
sc-1166	404	10	.	.	PUNCT
sc-1166	405	1	the	the	DET
sc-1166	405	2	trip	trip	NOUN
sc-1166	405	3	destination	destination	NOUN
sc-1166	405	4	is	be	AUX
sc-1166	405	5	estimated	estimate	VERB
sc-1166	405	6	depending	depend	VERB
sc-1166	405	7	on	on	ADP
sc-1166	405	8	whether	whether	SCONJ
sc-1166	405	9	it	it	PRON
sc-1166	405	10	is	be	AUX
sc-1166	405	11	a	a	DET
sc-1166	405	12	transfer	transfer	NOUN
sc-1166	405	13	or	or	CCONJ
sc-1166	405	14	a	a	DET
sc-1166	405	15	direct	direct	ADJ
sc-1166	405	16	trip	trip	NOUN
sc-1166	405	17	.	.	PUNCT
sc-1166	406	1	once	once	SCONJ
sc-1166	406	2	the	the	DET
sc-1166	406	3	origin	origin	NOUN
sc-1166	406	4	and	and	CCONJ
sc-1166	406	5	the	the	DET
sc-1166	406	6	destination	destination	NOUN
sc-1166	406	7	are	be	AUX
sc-1166	406	8	computed	compute	VERB
sc-1166	406	9	,	,	PUNCT
sc-1166	406	10	the	the	DET
sc-1166	406	11	corresponding	corresponding	ADJ
sc-1166	406	12	values	value	NOUN
sc-1166	406	13	are	be	AUX
sc-1166	406	14	updated	update	VERB
sc-1166	406	15	in	in	ADP
sc-1166	406	16	the	the	DET
sc-1166	406	17	demand	demand	NOUN
sc-1166	406	18	and	and	CCONJ
sc-1166	406	19	od	od	NUM
sc-1166	406	20	matrices	matrix	NOUN
sc-1166	406	21	.	.	PUNCT
sc-1166	407	1	the	the	DET
sc-1166	407	2	process	process	NOUN
sc-1166	407	3	is	be	AUX
sc-1166	407	4	repeated	repeat	VERB
sc-1166	407	5	until	until	SCONJ
sc-1166	407	6	all	all	DET
sc-1166	407	7	trip	trip	NOUN
sc-1166	407	8	records	record	NOUN
sc-1166	407	9	are	be	AUX
sc-1166	407	10	processed	process	VERB
sc-1166	407	11	.	.	PUNCT
sc-1166	408	1	in	in	ADP
sc-1166	408	2	our	our	PRON
sc-1166	408	3	study	study	NOUN
sc-1166	408	4	,	,	PUNCT
sc-1166	408	5	we	we	PRON
sc-1166	408	6	consider	consider	VERB
sc-1166	408	7	a	a	DET
sc-1166	408	8	distance	distance	NOUN
sc-1166	408	9	of	of	ADP
sc-1166	408	10	500	500	NUM
sc-1166	408	11	m	m	NOUN
sc-1166	408	12	for	for	ADP
sc-1166	408	13	the	the	DET
sc-1166	408	14	search	search	NOUN
sc-1166	408	15	radius	radius	NOUN
sc-1166	408	16	used	use	VERB
sc-1166	408	17	when	when	SCONJ
sc-1166	408	18	estimating	estimate	VERB
sc-1166	408	19	destination	destination	NOUN
sc-1166	408	20	of	of	ADP
sc-1166	408	21	direct	direct	ADJ
sc-1166	408	22	trips	trip	NOUN
sc-1166	408	23	,	,	PUNCT
sc-1166	408	24	as	as	SCONJ
sc-1166	408	25	previously	previously	ADV
sc-1166	408	26	described	describe	VERB
sc-1166	408	27	.	.	PUNCT
sc-1166	409	1	3	3	X
sc-1166	409	2	.	.	X
sc-1166	409	3	output	output	NOUN
sc-1166	409	4	.	.	PUNCT
sc-1166	410	1	after	after	SCONJ
sc-1166	410	2	all	all	DET
sc-1166	410	3	records	record	NOUN
sc-1166	410	4	are	be	AUX
sc-1166	410	5	computed	compute	VERB
sc-1166	410	6	the	the	DET
sc-1166	410	7	demand	demand	NOUN
sc-1166	410	8	and	and	CCONJ
sc-1166	410	9	od	od	NOUN
sc-1166	410	10	matrices	matrix	NOUN
sc-1166	410	11	are	be	AUX
sc-1166	410	12	returned	return	VERB
sc-1166	410	13	.	.	PUNCT
sc-1166	411	1	two	two	NUM
sc-1166	411	2	variants	variant	NOUN
sc-1166	411	3	of	of	ADP
sc-1166	411	4	the	the	DET
sc-1166	411	5	proposed	propose	VERB
sc-1166	411	6	algorithm	algorithm	NOUN
sc-1166	411	7	were	be	AUX
sc-1166	411	8	implemented	implement	VERB
sc-1166	411	9	,	,	PUNCT
sc-1166	411	10	one	one	NUM
sc-1166	411	11	for	for	ADP
sc-1166	411	12	each	each	PRON
sc-1166	411	13	of	of	ADP
sc-1166	411	14	the	the	DET
sc-1166	411	15	two	two	NUM
sc-1166	411	16	different	different	ADJ
sc-1166	411	17	estimation	estimation	NOUN
sc-1166	411	18	procedures	procedure	NOUN
sc-1166	411	19	presented	present	VERB
sc-1166	411	20	in	in	ADP
sc-1166	411	21	section	section	NOUN
sc-1166	411	22	2.2	2.2	NUM
sc-1166	411	23	.	.	PUNCT
sc-1166	412	1	both	both	DET
sc-1166	412	2	variants	variant	NOUN
sc-1166	412	3	follow	follow	VERB
sc-1166	412	4	the	the	DET
sc-1166	412	5	same	same	ADJ
sc-1166	412	6	general	general	ADJ
sc-1166	412	7	parallel	parallel	ADJ
sc-1166	412	8	approach	approach	NOUN
sc-1166	412	9	previously	previously	ADV
sc-1166	412	10	described	describe	VERB
sc-1166	412	11	.	.	PUNCT
sc-1166	413	1	the	the	DET
sc-1166	413	2	main	main	ADJ
sc-1166	413	3	implementation	implementation	NOUN
sc-1166	413	4	details	detail	NOUN
sc-1166	413	5	are	be	AUX
sc-1166	413	6	presented	present	VERB
sc-1166	413	7	next	next	ADV
sc-1166	413	8	.	.	PUNCT
sc-1166	414	1	implementation	implementation	NOUN
sc-1166	414	2	details	detail	NOUN
sc-1166	414	3	.	.	PUNCT
sc-1166	415	1	the	the	DET
sc-1166	415	2	proposed	propose	VERB
sc-1166	415	3	algorithms	algorithm	NOUN
sc-1166	415	4	were	be	AUX
sc-1166	415	5	implemented	implement	VERB
sc-1166	415	6	using	use	VERB
sc-1166	415	7	python	python	PROPN
sc-1166	415	8	2.7.5	2.7.5	NUM
sc-1166	415	9	.	.	PUNCT
sc-1166	416	1	the	the	DET
sc-1166	416	2	crossplatform	crossplatform	NOUN
sc-1166	416	3	open	open	ADJ
sc-1166	416	4	-	-	PUNCT
sc-1166	416	5	source	source	NOUN
sc-1166	416	6	geographic	geographic	ADJ
sc-1166	416	7	information	information	NOUN
sc-1166	416	8	system	system	NOUN
sc-1166	416	9	qgis	qgis	PROPN
sc-1166	416	10	[	[	X
sc-1166	416	11	29	29	NUM
sc-1166	416	12	]	]	PUNCT
sc-1166	416	13	was	be	AUX
sc-1166	416	14	used	use	VERB
sc-1166	416	15	to	to	PART
sc-1166	416	16	manage	manage	VERB
sc-1166	416	17	geographic	geographic	ADJ
sc-1166	416	18	information	information	NOUN
sc-1166	416	19	corresponding	correspond	VERB
sc-1166	416	20	to	to	ADP
sc-1166	416	21	bus	bus	NOUN
sc-1166	416	22	location	location	NOUN
sc-1166	416	23	and	and	CCONJ
sc-1166	416	24	bus	bus	NOUN
sc-1166	416	25	stops	stop	VERB
sc-1166	416	26	data	datum	NOUN
sc-1166	416	27	.	.	PUNCT
sc-1166	417	1	the	the	DET
sc-1166	417	2	dispy	dispy	NOUN
sc-1166	417	3	[	[	X
sc-1166	417	4	30	30	NUM
sc-1166	417	5	]	]	PUNCT
sc-1166	417	6	software	software	NOUN
sc-1166	417	7	package	package	NOUN
sc-1166	417	8	was	be	AUX
sc-1166	417	9	used	use	VERB
sc-1166	417	10	for	for	ADP
sc-1166	417	11	creating	create	VERB
sc-1166	417	12	and	and	CCONJ
sc-1166	417	13	distributing	distribute	VERB
sc-1166	417	14	parallel	parallel	ADJ
sc-1166	417	15	tasks	task	NOUN
sc-1166	417	16	among	among	ADP
sc-1166	417	17	several	several	ADJ
sc-1166	417	18	computing	computing	NOUN
sc-1166	417	19	nodes	node	NOUN
sc-1166	417	20	.	.	PUNCT
sc-1166	418	1	dispy	dispy	NOUN
sc-1166	418	2	is	be	AUX
sc-1166	418	3	a	a	DET
sc-1166	418	4	python	python	NOUN
sc-1166	418	5	framework	framework	NOUN
sc-1166	418	6	that	that	PRON
sc-1166	418	7	allows	allow	VERB
sc-1166	418	8	executing	execute	VERB
sc-1166	418	9	parallel	parallel	ADJ
sc-1166	418	10	processes	process	NOUN
sc-1166	418	11	,	,	PUNCT
sc-1166	418	12	supporting	support	VERB
sc-1166	418	13	many	many	ADJ
sc-1166	418	14	different	different	ADJ
sc-1166	418	15	distributed	distribute	VERB
sc-1166	418	16	computing	computing	NOUN
sc-1166	418	17	infrastructures	infrastructure	NOUN
sc-1166	418	18	.	.	PUNCT
sc-1166	419	1	the	the	DET
sc-1166	419	2	main	main	ADJ
sc-1166	419	3	features	feature	NOUN
sc-1166	419	4	of	of	ADP
sc-1166	419	5	the	the	DET
sc-1166	419	6	framework	framework	NOUN
sc-1166	419	7	include	include	VERB
sc-1166	419	8	tasks	task	NOUN
sc-1166	419	9	distribution	distribution	NOUN
sc-1166	419	10	,	,	PUNCT
sc-1166	419	11	load	load	NOUN
sc-1166	419	12	balancing	balancing	NOUN
sc-1166	419	13	,	,	PUNCT
sc-1166	419	14	and	and	CCONJ
sc-1166	419	15	fault	fault	VERB
sc-1166	419	16	recovery	recovery	NOUN
sc-1166	419	17	.	.	PUNCT
sc-1166	420	1	the	the	DET
sc-1166	420	2	dispy	dispy	NOUN
sc-1166	420	3	framework	framework	NOUN
sc-1166	420	4	provides	provide	VERB
sc-1166	420	5	an	an	DET
sc-1166	420	6	api	api	NOUN
sc-1166	420	7	for	for	ADP
sc-1166	420	8	defining	define	VERB
sc-1166	420	9	clusters	cluster	NOUN
sc-1166	420	10	and	and	CCONJ
sc-1166	420	11	schedule	schedule	NOUN
sc-1166	420	12	jobs	job	NOUN
sc-1166	420	13	to	to	PART
sc-1166	420	14	execute	execute	VERB
sc-1166	420	15	on	on	ADP
sc-1166	420	16	those	those	DET
sc-1166	420	17	clusters	cluster	NOUN
sc-1166	420	18	.	.	PUNCT
sc-1166	421	1	creating	create	VERB
sc-1166	421	2	a	a	DET
sc-1166	421	3	cluster	cluster	NOUN
sc-1166	421	4	in	in	ADP
sc-1166	421	5	dispy	dispy	NOUN
sc-1166	421	6	consists	consist	VERB
sc-1166	421	7	of	of	ADP
sc-1166	421	8	packaging	packaging	NOUN
sc-1166	421	9	computation	computation	NOUN
sc-1166	421	10	fragments	fragment	NOUN
sc-1166	421	11	(	(	PUNCT
sc-1166	421	12	code	code	NOUN
sc-1166	421	13	and	and	CCONJ
sc-1166	421	14	data	datum	NOUN
sc-1166	421	15	)	)	PUNCT
sc-1166	421	16	and	and	CCONJ
sc-1166	421	17	specifying	specify	VERB
sc-1166	421	18	parameters	parameter	NOUN
sc-1166	421	19	that	that	PRON
sc-1166	421	20	control	control	VERB
sc-1166	421	21	how	how	SCONJ
sc-1166	421	22	to	to	PART
sc-1166	421	23	execute	execute	VERB
sc-1166	421	24	the	the	DET
sc-1166	421	25	computations	computation	NOUN
sc-1166	421	26	(	(	PUNCT
sc-1166	421	27	e.g.	e.g.	ADV
sc-1166	421	28	,	,	PUNCT
sc-1166	421	29	which	which	PRON
sc-1166	421	30	nodes	nod	VERB
sc-1166	421	31	can	can	AUX
sc-1166	421	32	execute	execute	VERB
sc-1166	421	33	each	each	DET
sc-1166	421	34	computation	computation	NOUN
sc-1166	421	35	)	)	PUNCT
sc-1166	421	36	.	.	PUNCT
sc-1166	422	1	a	a	DET
sc-1166	422	2	number	number	NOUN
sc-1166	422	3	of	of	ADP
sc-1166	422	4	parameters	parameter	NOUN
sc-1166	422	5	are	be	AUX
sc-1166	422	6	needed	need	VERB
sc-1166	422	7	to	to	PART
sc-1166	422	8	set	set	VERB
sc-1166	422	9	a	a	DET
sc-1166	422	10	dispy	dispy	NOUN
sc-1166	422	11	cluster	cluster	NOUN
sc-1166	422	12	,	,	PUNCT
sc-1166	422	13	including	include	VERB
sc-1166	422	14	the	the	DET
sc-1166	422	15	program	program	NOUN
sc-1166	422	16	to	to	PART
sc-1166	422	17	execute	execute	VERB
sc-1166	422	18	in	in	ADP
sc-1166	422	19	each	each	DET
sc-1166	422	20	node	node	NOUN
sc-1166	422	21	must	must	AUX
sc-1166	422	22	,	,	PUNCT
sc-1166	422	23	the	the	DET
sc-1166	422	24	list	list	NOUN
sc-1166	422	25	of	of	ADP
sc-1166	422	26	nodes	node	NOUN
sc-1166	422	27	available	available	ADJ
sc-1166	422	28	to	to	PART
sc-1166	422	29	execute	execute	VERB
sc-1166	422	30	the	the	DET
sc-1166	422	31	jobs	job	NOUN
sc-1166	422	32	,	,	PUNCT
sc-1166	422	33	and	and	CCONJ
sc-1166	422	34	a	a	DET
sc-1166	422	35	list	list	NOUN
sc-1166	422	36	of	of	ADP
sc-1166	422	37	dependencies	dependency	NOUN
sc-1166	422	38	needed	need	VERB
sc-1166	422	39	for	for	ADP
sc-1166	422	40	computation	computation	NOUN
sc-1166	422	41	must	must	AUX
sc-1166	422	42	be	be	AUX
sc-1166	422	43	specified	specify	VERB
sc-1166	422	44	(	(	PUNCT
sc-1166	422	45	in	in	ADP
sc-1166	422	46	the	the	DET
sc-1166	422	47	proposed	propose	VERB
sc-1166	422	48	application	application	NOUN
sc-1166	422	49	there	there	PRON
sc-1166	422	50	is	be	VERB
sc-1166	422	51	only	only	ADV
sc-1166	422	52	one	one	NUM
sc-1166	422	53	dependency	dependency	NOUN
sc-1166	422	54	:	:	PUNCT
sc-1166	422	55	the	the	DET
sc-1166	422	56	availability	availability	NOUN
sc-1166	422	57	of	of	ADP
sc-1166	422	58	the	the	DET
sc-1166	422	59	qgis	qgis	PROPN
sc-1166	422	60	software	software	PROPN
sc-1166	422	61	)	)	PUNCT
sc-1166	422	62	.	.	PUNCT
sc-1166	423	1	once	once	ADV
sc-1166	423	2	a	a	DET
sc-1166	423	3	cluster	cluster	NOUN
sc-1166	423	4	is	be	AUX
sc-1166	423	5	created	create	VERB
sc-1166	423	6	,	,	PUNCT
sc-1166	423	7	jobs	job	NOUN
sc-1166	423	8	can	can	AUX
sc-1166	423	9	be	be	AUX
sc-1166	423	10	scheduled	schedule	VERB
sc-1166	423	11	to	to	PART
sc-1166	423	12	execute	execute	VERB
sc-1166	423	13	at	at	ADP
sc-1166	423	14	a	a	DET
sc-1166	423	15	certain	certain	ADJ
sc-1166	423	16	node	node	NOUN
sc-1166	423	17	.	.	PUNCT
sc-1166	424	1	dispy	dispy	NOUN
sc-1166	424	2	executes	execute	VERB
sc-1166	424	3	the	the	DET
sc-1166	424	4	job	job	NOUN
sc-1166	424	5	on	on	ADP
sc-1166	424	6	an	an	DET
sc-1166	424	7	available	available	ADJ
sc-1166	424	8	processor	processor	NOUN
sc-1166	424	9	in	in	ADP
sc-1166	424	10	the	the	DET
sc-1166	424	11	defined	define	VERB
sc-1166	424	12	cluster	cluster	NOUN
sc-1166	424	13	.	.	PUNCT
sc-1166	425	1	after	after	ADP
sc-1166	425	2	a	a	DET
sc-1166	425	3	job	job	NOUN
sc-1166	425	4	finishes	finish	NOUN
sc-1166	425	5	,	,	PUNCT
sc-1166	425	6	the	the	DET
sc-1166	425	7	information	information	NOUN
sc-1166	425	8	about	about	ADP
sc-1166	425	9	the	the	DET
sc-1166	425	10	origin	origin	NOUN
sc-1166	425	11	-	-	PUNCT
sc-1166	425	12	destination	destination	NOUN
sc-1166	425	13	pairs	pair	NOUN
sc-1166	425	14	computed	compute	VERB
sc-1166	425	15	is	be	AUX
sc-1166	425	16	used	use	VERB
sc-1166	425	17	to	to	PART
sc-1166	425	18	build	build	VERB
sc-1166	425	19	the	the	DET
sc-1166	425	20	od	od	PROPN
sc-1166	425	21	matrix	matrix	NOUN
sc-1166	425	22	.	.	PUNCT
sc-1166	426	1	each	each	DET
sc-1166	426	2	slave	slave	NOUN
sc-1166	426	3	keeps	keep	VERB
sc-1166	426	4	track	track	NOUN
sc-1166	426	5	of	of	ADP
sc-1166	426	6	the	the	DET
sc-1166	426	7	index	index	NOUN
sc-1166	426	8	of	of	ADP
sc-1166	426	9	the	the	DET
sc-1166	426	10	last	last	ADJ
sc-1166	426	11	file	file	NOUN
sc-1166	426	12	or	or	CCONJ
sc-1166	426	13	line	line	NOUN
sc-1166	426	14	processed	process	VERB
sc-1166	426	15	.	.	PUNCT
sc-1166	427	1	therefore	therefore	ADV
sc-1166	427	2	,	,	PUNCT
sc-1166	427	3	in	in	ADP
sc-1166	427	4	case	case	NOUN
sc-1166	427	5	of	of	ADP
sc-1166	427	6	a	a	DET
sc-1166	427	7	system	system	NOUN
sc-1166	427	8	failure	failure	NOUN
sc-1166	427	9	it	it	PRON
sc-1166	427	10	is	be	AUX
sc-1166	427	11	possible	possible	ADJ
sc-1166	427	12	to	to	PART
sc-1166	427	13	resume	resume	VERB
sc-1166	427	14	the	the	DET
sc-1166	427	15	execution	execution	NOUN
sc-1166	427	16	from	from	ADP
sc-1166	427	17	the	the	DET
sc-1166	427	18	last	last	ADJ
sc-1166	427	19	processed	process	VERB
sc-1166	427	20	record	record	NOUN
sc-1166	427	21	,	,	PUNCT
sc-1166	427	22	without	without	ADP
sc-1166	427	23	the	the	DET
sc-1166	427	24	need	need	NOUN
sc-1166	427	25	of	of	ADP
sc-1166	427	26	starting	start	VERB
sc-1166	427	27	the	the	DET
sc-1166	427	28	process	process	NOUN
sc-1166	427	29	from	from	ADP
sc-1166	427	30	the	the	DET
sc-1166	427	31	beginning	beginning	NOUN
sc-1166	427	32	.	.	PUNCT
sc-1166	428	1	in	in	ADP
sc-1166	428	2	our	our	PRON
sc-1166	428	3	approach	approach	NOUN
sc-1166	428	4	,	,	PUNCT
sc-1166	428	5	the	the	DET
sc-1166	428	6	master	master	NOUN
sc-1166	428	7	creates	create	VERB
sc-1166	428	8	a	a	DET
sc-1166	428	9	set	set	NOUN
sc-1166	428	10	of	of	ADP
sc-1166	428	11	bagof	bagof	NOUN
sc-1166	428	12	-	-	PUNCT
sc-1166	428	13	tasks	task	NOUN
sc-1166	428	14	where	where	SCONJ
sc-1166	428	15	each	each	DET
sc-1166	428	16	task	task	NOUN
sc-1166	428	17	corresponds	correspond	VERB
sc-1166	428	18	to	to	ADP
sc-1166	428	19	all	all	DET
sc-1166	428	20	the	the	DET
sc-1166	428	21	trip	trip	NOUN
sc-1166	428	22	records	record	NOUN
sc-1166	428	23	of	of	ADP
sc-1166	428	24	a	a	DET
sc-1166	428	25	single	single	ADJ
sc-1166	428	26	passenger	passenger	NOUN
sc-1166	428	27	.	.	PUNCT
sc-1166	429	1	then	then	ADV
sc-1166	429	2	,	,	PUNCT
sc-1166	429	3	each	each	DET
sc-1166	429	4	bag	bag	NOUN
sc-1166	429	5	-	-	PUNCT
sc-1166	429	6	of	of	ADP
sc-1166	429	7	-	-	PUNCT
sc-1166	429	8	tasks	task	NOUN
sc-1166	429	9	is	be	AUX
sc-1166	429	10	distributed	distribute	VERB
sc-1166	429	11	using	use	VERB
sc-1166	429	12	dispy	dispy	NOUN
sc-1166	429	13	across	across	ADP
sc-1166	429	14	the	the	DET
sc-1166	429	15	different	different	ADJ
sc-1166	429	16	slaves	slave	NOUN
sc-1166	429	17	to	to	PART
sc-1166	429	18	execute	execute	VERB
sc-1166	429	19	the	the	DET
sc-1166	429	20	estimation	estimation	NOUN
sc-1166	429	21	algorithms	algorithm	NOUN
sc-1166	429	22	.	.	PUNCT
sc-1166	430	1	it	it	PRON
sc-1166	430	2	is	be	AUX
sc-1166	430	3	important	important	ADJ
sc-1166	430	4	to	to	PART
sc-1166	430	5	choose	choose	VERB
sc-1166	430	6	the	the	DET
sc-1166	430	7	amount	amount	NOUN
sc-1166	430	8	of	of	ADP
sc-1166	430	9	passengers	passenger	NOUN
sc-1166	430	10	’	'	PUNCT
sc-1166	430	11	trip	trip	NOUN
sc-1166	430	12	records	record	NOUN
sc-1166	430	13	to	to	PART
sc-1166	430	14	assign	assign	VERB
sc-1166	430	15	to	to	ADP
sc-1166	430	16	each	each	DET
sc-1166	430	17	slave	slave	NOUN
sc-1166	430	18	in	in	ADP
sc-1166	430	19	order	order	NOUN
sc-1166	430	20	to	to	PART
sc-1166	430	21	optimize	optimize	VERB
sc-1166	430	22	the	the	DET
sc-1166	430	23	execution	execution	NOUN
sc-1166	430	24	time	time	NOUN
sc-1166	430	25	,	,	PUNCT
sc-1166	430	26	avoiding	avoid	VERB
sc-1166	430	27	costly	costly	ADJ
sc-1166	430	28	communications	communication	NOUN
sc-1166	430	29	between	between	ADP
sc-1166	430	30	the	the	DET
sc-1166	430	31	slaves	slave	NOUN
sc-1166	430	32	and	and	CCONJ
sc-1166	430	33	the	the	DET
sc-1166	430	34	master	master	NOUN
sc-1166	430	35	.	.	PUNCT
sc-1166	431	1	this	this	DET
sc-1166	431	2	parameter	parameter	NOUN
sc-1166	431	3	is	be	AUX
sc-1166	431	4	configured	configure	VERB
sc-1166	431	5	in	in	ADP
sc-1166	431	6	the	the	DET
sc-1166	431	7	experimental	experimental	ADJ
sc-1166	431	8	analysis	analysis	NOUN
sc-1166	431	9	presented	present	VERB
sc-1166	431	10	in	in	ADP
sc-1166	431	11	section	section	NOUN
sc-1166	431	12	5	5	NUM
sc-1166	431	13	.	.	PUNCT
sc-1166	432	1	finally	finally	ADV
sc-1166	432	2	,	,	PUNCT
sc-1166	432	3	the	the	DET
sc-1166	432	4	master	master	NOUN
sc-1166	432	5	node	node	NOUN
sc-1166	432	6	distributes	distribute	VERB
sc-1166	432	7	tasks	task	NOUN
sc-1166	432	8	to	to	ADP
sc-1166	432	9	slaves	slave	NOUN
sc-1166	432	10	on	on	ADP
sc-1166	432	11	demand	demand	NOUN
sc-1166	432	12	,	,	PUNCT
sc-1166	432	13	and	and	CCONJ
sc-1166	432	14	obtains	obtain	VERB
sc-1166	432	15	the	the	DET
sc-1166	432	16	results	result	NOUN
sc-1166	432	17	computed	compute	VERB
sc-1166	432	18	by	by	ADP
sc-1166	432	19	each	each	DET
sc-1166	432	20	slave	slave	NOUN
sc-1166	432	21	to	to	PART
sc-1166	432	22	gather	gather	VERB
sc-1166	432	23	them	they	PRON
sc-1166	432	24	to	to	PART
sc-1166	432	25	return	return	VERB
sc-1166	432	26	the	the	DET
sc-1166	432	27	final	final	ADJ
sc-1166	432	28	solution	solution	NOUN
sc-1166	432	29	.	.	PUNCT
sc-1166	433	1	5	5	X
sc-1166	433	2	.	.	PUNCT
sc-1166	433	3	computational	computational	ADJ
sc-1166	433	4	efficiency	efficiency	NOUN
sc-1166	433	5	evaluation	evaluation	NOUN
sc-1166	433	6	this	this	DET
sc-1166	433	7	section	section	NOUN
sc-1166	433	8	describes	describe	VERB
sc-1166	433	9	the	the	DET
sc-1166	433	10	experimental	experimental	ADJ
sc-1166	433	11	evaluation	evaluation	NOUN
sc-1166	433	12	of	of	ADP
sc-1166	433	13	the	the	DET
sc-1166	433	14	proposed	propose	VERB
sc-1166	433	15	system	system	NOUN
sc-1166	433	16	for	for	ADP
sc-1166	433	17	generating	generate	VERB
sc-1166	433	18	statistics	statistic	NOUN
sc-1166	433	19	of	of	ADP
sc-1166	433	20	public	public	ADJ
sc-1166	433	21	transportation	transportation	NOUN
sc-1166	433	22	based	base	VERB
sc-1166	433	23	on	on	ADP
sc-1166	433	24	its	its	PRON
sc-1166	433	25	data	datum	NOUN
sc-1166	433	26	.	.	PUNCT
sc-1166	434	1	the	the	DET
sc-1166	434	2	setup	setup	NOUN
sc-1166	434	3	for	for	ADP
sc-1166	434	4	the	the	DET
sc-1166	434	5	experimental	experimental	ADJ
sc-1166	434	6	evaluation	evaluation	NOUN
sc-1166	434	7	is	be	AUX
sc-1166	434	8	described	describe	VERB
sc-1166	434	9	,	,	PUNCT
sc-1166	434	10	including	include	VERB
sc-1166	434	11	the	the	DET
sc-1166	434	12	computational	computational	ADJ
sc-1166	434	13	platform	platform	NOUN
sc-1166	434	14	used	use	VERB
sc-1166	434	15	and	and	CCONJ
sc-1166	434	16	the	the	DET
sc-1166	434	17	problem	problem	NOUN
sc-1166	434	18	instances	instance	NOUN
sc-1166	434	19	generated	generate	VERB
sc-1166	434	20	from	from	ADP
sc-1166	434	21	the	the	DET
sc-1166	434	22	historical	historical	ADJ
sc-1166	434	23	data	datum	NOUN
sc-1166	434	24	.	.	PUNCT
sc-1166	435	1	after	after	ADP
sc-1166	435	2	that	that	PRON
sc-1166	435	3	,	,	PUNCT
sc-1166	435	4	the	the	DET
sc-1166	435	5	computational	computational	ADJ
sc-1166	435	6	efficiency	efficiency	NOUN
sc-1166	435	7	results	result	NOUN
sc-1166	435	8	are	be	AUX
sc-1166	435	9	reported	report	VERB
sc-1166	435	10	.	.	PUNCT
sc-1166	436	1	finally	finally	ADV
sc-1166	436	2	,	,	PUNCT
sc-1166	436	3	sample	sample	NOUN
sc-1166	436	4	studies	study	NOUN
sc-1166	436	5	are	be	AUX
sc-1166	436	6	presented	present	VERB
sc-1166	436	7	from	from	ADP
sc-1166	436	8	the	the	DET
sc-1166	436	9	data	datum	NOUN
sc-1166	436	10	processed	process	VERB
sc-1166	436	11	for	for	ADP
sc-1166	436	12	a	a	DET
sc-1166	436	13	specific	specific	ADJ
sc-1166	436	14	bus	bus	NOUN
sc-1166	436	15	line	line	NOUN
sc-1166	436	16	.	.	PUNCT
sc-1166	437	1	12	12	NUM
sc-1166	437	2	eai	eai	PROPN
sc-1166	437	3	endorsed	endorse	VERB
sc-1166	437	4	transactions	transaction	NOUN
sc-1166	437	5	on	on	ADP
sc-1166	437	6	smart	smart	ADJ
sc-1166	437	7	cities	city	NOUN
sc-1166	437	8	12	12	NUM
sc-1166	437	9	2016	2016	NUM
sc-1166	437	10	12	12	NUM
sc-1166	437	11	2017	2017	NUM
sc-1166	437	12	|	|	ADV
sc-1166	437	13	volume	volume	NOUN
sc-1166	437	14	2	2	NUM
sc-1166	437	15	|	|	ADV
sc-1166	437	16	issue	issue	VERB
sc-1166	437	17	5	5	NUM
sc-1166	437	18	|	|	ADV
sc-1166	437	19	e	e	X
sc-1166	437	20	a	a	DET
sc-1166	437	21	distributed	distribute	VERB
sc-1166	437	22	platform	platform	NOUN
sc-1166	437	23	for	for	ADP
sc-1166	437	24	big	big	ADJ
sc-1166	437	25	data	datum	NOUN
sc-1166	437	26	analysis	analysis	NOUN
sc-1166	437	27	in	in	ADP
sc-1166	437	28	smart	smart	ADJ
sc-1166	437	29	cities	city	NOUN
sc-1166	437	30	:	:	PUNCT
sc-1166	437	31	combining	combine	VERB
sc-1166	437	32	its	its	PRON
sc-1166	437	33	and	and	CCONJ
sc-1166	437	34	socioeconomic	socioeconomic	ADJ
sc-1166	437	35	data	datum	NOUN
sc-1166	437	36	for	for	ADP
sc-1166	437	37	montevideo	montevideo	NOUN
sc-1166	437	38	,	,	PUNCT
sc-1166	437	39	uruguay	uruguay	VERB
sc-1166	437	40	5.1	5.1	NUM
sc-1166	437	41	.	.	PUNCT
sc-1166	438	1	platform	platform	NOUN
sc-1166	438	2	,	,	PUNCT
sc-1166	438	3	instances	instance	NOUN
sc-1166	438	4	,	,	PUNCT
sc-1166	438	5	and	and	CCONJ
sc-1166	438	6	metrics	metric	NOUN
sc-1166	438	7	the	the	DET
sc-1166	438	8	main	main	ADJ
sc-1166	438	9	setup	setup	NOUN
sc-1166	438	10	for	for	ADP
sc-1166	438	11	the	the	DET
sc-1166	438	12	experimental	experimental	ADJ
sc-1166	438	13	analysis	analysis	NOUN
sc-1166	438	14	is	be	AUX
sc-1166	438	15	described	describe	VERB
sc-1166	438	16	next	next	ADV
sc-1166	438	17	.	.	PUNCT
sc-1166	439	1	computational	computational	ADJ
sc-1166	439	2	platform	platform	NOUN
sc-1166	439	3	.	.	PUNCT
sc-1166	440	1	the	the	DET
sc-1166	440	2	experimental	experimental	ADJ
sc-1166	440	3	evaluation	evaluation	NOUN
sc-1166	440	4	was	be	AUX
sc-1166	440	5	performed	perform	VERB
sc-1166	440	6	over	over	ADP
sc-1166	440	7	the	the	DET
sc-1166	440	8	cloud	cloud	NOUN
sc-1166	440	9	infrastructure	infrastructure	NOUN
sc-1166	440	10	in	in	ADP
sc-1166	440	11	cluster	cluster	NOUN
sc-1166	440	12	fing	fing	NOUN
sc-1166	440	13	,	,	PUNCT
sc-1166	440	14	the	the	DET
sc-1166	440	15	high	high	ADJ
sc-1166	440	16	performance	performance	NOUN
sc-1166	440	17	computing	computing	NOUN
sc-1166	440	18	facility	facility	NOUN
sc-1166	440	19	at	at	ADP
sc-1166	440	20	universidad	universidad	PROPN
sc-1166	440	21	de	de	PROPN
sc-1166	440	22	la	la	PROPN
sc-1166	440	23	república	república	PROPN
sc-1166	440	24	,	,	PUNCT
sc-1166	440	25	uruguay	uruguay	PROPN
sc-1166	440	26	[	[	X
sc-1166	440	27	31	31	NUM
sc-1166	440	28	]	]	PUNCT
sc-1166	440	29	.	.	PUNCT
sc-1166	441	1	the	the	DET
sc-1166	441	2	analysis	analysis	NOUN
sc-1166	441	3	was	be	AUX
sc-1166	441	4	performed	perform	VERB
sc-1166	441	5	using	use	VERB
sc-1166	441	6	amd	amd	PRON
sc-1166	441	7	opteron	opteron	ADJ
sc-1166	441	8	6172	6172	NUM
sc-1166	441	9	magny	magny	NOUN
sc-1166	441	10	cours	cours	PROPN
sc-1166	441	11	(	(	PUNCT
sc-1166	441	12	24	24	NUM
sc-1166	441	13	cores	core	NOUN
sc-1166	441	14	)	)	PUNCT
sc-1166	441	15	processors	processor	NOUN
sc-1166	441	16	at	at	ADP
sc-1166	441	17	2.26	2.26	NUM
sc-1166	441	18	ghz	ghz	NOUN
sc-1166	441	19	,	,	PUNCT
sc-1166	441	20	24	24	NUM
sc-1166	441	21	gb	gb	NOUN
sc-1166	441	22	ram	ram	NOUN
sc-1166	441	23	,	,	PUNCT
sc-1166	441	24	and	and	CCONJ
sc-1166	441	25	centos	centos	PROPN
sc-1166	441	26	linux	linux	PROPN
sc-1166	441	27	5.2	5.2	NUM
sc-1166	441	28	operating	operating	NOUN
sc-1166	441	29	system	system	NOUN
sc-1166	441	30	.	.	PUNCT
sc-1166	442	1	problem	problem	NOUN
sc-1166	442	2	instances	instance	NOUN
sc-1166	442	3	and	and	CCONJ
sc-1166	442	4	data	datum	NOUN
sc-1166	442	5	.	.	PUNCT
sc-1166	443	1	the	the	DET
sc-1166	443	2	problem	problem	NOUN
sc-1166	443	3	instances	instance	NOUN
sc-1166	443	4	considered	consider	VERB
sc-1166	443	5	in	in	ADP
sc-1166	443	6	each	each	DET
sc-1166	443	7	case	case	NOUN
sc-1166	443	8	of	of	ADP
sc-1166	443	9	study	study	NOUN
sc-1166	443	10	are	be	AUX
sc-1166	443	11	described	describe	VERB
sc-1166	443	12	next	next	ADV
sc-1166	443	13	.	.	PUNCT
sc-1166	444	1	gps	gps	NOUN
sc-1166	444	2	and	and	CCONJ
sc-1166	444	3	ticket	ticket	NOUN
sc-1166	444	4	sales	sale	NOUN
sc-1166	444	5	data	datum	NOUN
sc-1166	444	6	.	.	PUNCT
sc-1166	445	1	several	several	ADJ
sc-1166	445	2	datasets	dataset	NOUN
sc-1166	445	3	are	be	AUX
sc-1166	445	4	used	use	VERB
sc-1166	445	5	to	to	PART
sc-1166	445	6	define	define	VERB
sc-1166	445	7	different	different	ADJ
sc-1166	445	8	scenarios	scenario	NOUN
sc-1166	445	9	conceived	conceive	VERB
sc-1166	445	10	to	to	PART
sc-1166	445	11	test	test	VERB
sc-1166	445	12	the	the	DET
sc-1166	445	13	behavior	behavior	NOUN
sc-1166	445	14	of	of	ADP
sc-1166	445	15	the	the	DET
sc-1166	445	16	system	system	NOUN
sc-1166	445	17	under	under	ADP
sc-1166	445	18	diverse	diverse	ADJ
sc-1166	445	19	situations	situation	NOUN
sc-1166	445	20	,	,	PUNCT
sc-1166	445	21	including	include	VERB
sc-1166	445	22	different	different	ADJ
sc-1166	445	23	input	input	NOUN
sc-1166	445	24	file	file	NOUN
sc-1166	445	25	sizes	size	NOUN
sc-1166	445	26	,	,	PUNCT
sc-1166	445	27	different	different	ADJ
sc-1166	445	28	time	time	NOUN
sc-1166	445	29	intervals	interval	NOUN
sc-1166	445	30	,	,	PUNCT
sc-1166	445	31	and	and	CCONJ
sc-1166	445	32	using	use	VERB
sc-1166	445	33	different	different	ADJ
sc-1166	445	34	number	number	NOUN
sc-1166	445	35	of	of	ADP
sc-1166	445	36	map	map	NOUN
sc-1166	445	37	and	and	CCONJ
sc-1166	445	38	reduce	reduce	VERB
sc-1166	445	39	processes	process	NOUN
sc-1166	445	40	.	.	PUNCT
sc-1166	446	1	we	we	PRON
sc-1166	446	2	work	work	VERB
sc-1166	446	3	with	with	ADP
sc-1166	446	4	datasets	dataset	NOUN
sc-1166	446	5	containing	contain	VERB
sc-1166	446	6	10	10	NUM
sc-1166	446	7	gb	gb	NOUN
sc-1166	446	8	,	,	PUNCT
sc-1166	446	9	20	20	NUM
sc-1166	446	10	gb	gb	NOUN
sc-1166	446	11	,	,	PUNCT
sc-1166	446	12	30	30	NUM
sc-1166	446	13	gb	gb	NOUN
sc-1166	446	14	,	,	PUNCT
sc-1166	446	15	and	and	CCONJ
sc-1166	446	16	60	60	NUM
sc-1166	446	17	gb	gb	NOUN
sc-1166	446	18	,	,	PUNCT
sc-1166	446	19	and	and	CCONJ
sc-1166	446	20	also	also	ADV
sc-1166	446	21	different	different	ADJ
sc-1166	446	22	time	time	NOUN
sc-1166	446	23	intervals	interval	NOUN
sc-1166	446	24	(	(	PUNCT
sc-1166	446	25	3	3	NUM
sc-1166	446	26	days	day	NOUN
sc-1166	446	27	,	,	PUNCT
sc-1166	446	28	and	and	CCONJ
sc-1166	446	29	1	1	NUM
sc-1166	446	30	,	,	PUNCT
sc-1166	446	31	2	2	NUM
sc-1166	446	32	,	,	PUNCT
sc-1166	446	33	3	3	NUM
sc-1166	446	34	,	,	PUNCT
sc-1166	446	35	and	and	CCONJ
sc-1166	446	36	6	6	NUM
sc-1166	446	37	months	month	NOUN
sc-1166	446	38	)	)	PUNCT
sc-1166	446	39	,	,	PUNCT
sc-1166	446	40	with	with	ADP
sc-1166	446	41	real	real	ADJ
sc-1166	446	42	gps	gps	PROPN
sc-1166	446	43	data	datum	NOUN
sc-1166	446	44	from	from	ADP
sc-1166	446	45	buses	bus	NOUN
sc-1166	446	46	in	in	ADP
sc-1166	446	47	montevideo	montevideo	NOUN
sc-1166	446	48	,	,	PUNCT
sc-1166	446	49	provided	provide	VERB
sc-1166	446	50	by	by	ADP
sc-1166	446	51	the	the	DET
sc-1166	446	52	local	local	ADJ
sc-1166	446	53	administration	administration	NOUN
sc-1166	446	54	intendencia	intendencia	PROPN
sc-1166	446	55	de	de	X
sc-1166	446	56	montevideo	montevideo	PROPN
sc-1166	446	57	.	.	PUNCT
sc-1166	447	1	the	the	DET
sc-1166	447	2	input	input	NOUN
sc-1166	447	3	data	data	NOUN
sc-1166	447	4	file	file	NOUN
sc-1166	447	5	to	to	PART
sc-1166	447	6	use	use	VERB
sc-1166	447	7	in	in	ADP
sc-1166	447	8	each	each	DET
sc-1166	447	9	test	test	NOUN
sc-1166	447	10	of	of	ADP
sc-1166	447	11	the	the	DET
sc-1166	447	12	experimental	experimental	ADJ
sc-1166	447	13	evaluation	evaluation	NOUN
sc-1166	447	14	was	be	AUX
sc-1166	447	15	stored	store	VERB
sc-1166	447	16	in	in	ADP
sc-1166	447	17	hdfs	hdfs	PROPN
sc-1166	447	18	.	.	PUNCT
sc-1166	448	1	to	to	PART
sc-1166	448	2	better	well	ADV
sc-1166	448	3	exploit	exploit	VERB
sc-1166	448	4	the	the	DET
sc-1166	448	5	parallel	parallel	ADJ
sc-1166	448	6	processing	processing	NOUN
sc-1166	448	7	,	,	PUNCT
sc-1166	448	8	more	more	ADJ
sc-1166	448	9	mappers	mapper	NOUN
sc-1166	448	10	thanhdfs	thanhdfs	ADJ
sc-1166	448	11	blocksmust	blocksmust	NOUN
sc-1166	448	12	be	be	AUX
sc-1166	448	13	used	use	VERB
sc-1166	448	14	when	when	SCONJ
sc-1166	448	15	splitting	split	VERB
sc-1166	448	16	the	the	DET
sc-1166	448	17	file	file	NOUN
sc-1166	448	18	.	.	PUNCT
sc-1166	449	1	considering	consider	VERB
sc-1166	449	2	an	an	DET
sc-1166	449	3	input	input	NOUN
sc-1166	449	4	file	file	NOUN
sc-1166	449	5	of	of	ADP
sc-1166	449	6	size	size	NOUN
sc-1166	449	7	x	x	X
sc-1166	449	8	mb	mb	NOUN
sc-1166	449	9	and	and	CCONJ
sc-1166	449	10	hdfs	hdfs	ADJ
sc-1166	449	11	blocks	block	NOUN
sc-1166	449	12	of	of	ADP
sc-1166	449	13	size	size	NOUN
sc-1166	449	14	y	y	PROPN
sc-1166	449	15	mb	mb	PROPN
sc-1166	449	16	,	,	PUNCT
sc-1166	449	17	the	the	DET
sc-1166	449	18	algorithm	algorithm	NOUN
sc-1166	449	19	needs	need	VERB
sc-1166	449	20	using	use	VERB
sc-1166	449	21	at	at	ADV
sc-1166	449	22	least	least	ADJ
sc-1166	449	23	x	x	NOUN
sc-1166	449	24	/	/	SYM
sc-1166	449	25	y	y	PROPN
sc-1166	449	26	mappers	mapper	NOUN
sc-1166	449	27	.	.	PUNCT
sc-1166	450	1	hadoop	hadoop	NOUN
sc-1166	450	2	uses	use	VERB
sc-1166	450	3	the	the	DET
sc-1166	450	4	input	input	NOUN
sc-1166	450	5	file	file	NOUN
sc-1166	450	6	size	size	NOUN
sc-1166	450	7	and	and	CCONJ
sc-1166	450	8	the	the	DET
sc-1166	450	9	number	number	NOUN
sc-1166	450	10	of	of	ADP
sc-1166	450	11	mappers	mapper	NOUN
sc-1166	450	12	created	create	VERB
sc-1166	450	13	to	to	PART
sc-1166	450	14	determinate	determinate	VERB
sc-1166	450	15	the	the	DET
sc-1166	450	16	number	number	NOUN
sc-1166	450	17	of	of	ADP
sc-1166	450	18	splits	split	NOUN
sc-1166	450	19	on	on	ADP
sc-1166	450	20	the	the	DET
sc-1166	450	21	input	input	NOUN
sc-1166	450	22	file	file	NOUN
sc-1166	450	23	.	.	PUNCT
sc-1166	451	1	demand	demand	NOUN
sc-1166	451	2	and	and	CCONJ
sc-1166	451	3	origin	origin	NOUN
sc-1166	451	4	-	-	PUNCT
sc-1166	451	5	destination	destination	NOUN
sc-1166	451	6	matrix	matrix	NOUN
sc-1166	451	7	estimation	estimation	NOUN
sc-1166	451	8	.	.	PUNCT
sc-1166	452	1	for	for	ADP
sc-1166	452	2	the	the	DET
sc-1166	452	3	experimental	experimental	ADJ
sc-1166	452	4	analysis	analysis	NOUN
sc-1166	452	5	of	of	ADP
sc-1166	452	6	demand	demand	NOUN
sc-1166	452	7	and	and	CCONJ
sc-1166	452	8	od	od	NOUN
sc-1166	452	9	matrices	matrix	NOUN
sc-1166	452	10	estimation	estimation	NOUN
sc-1166	452	11	,	,	PUNCT
sc-1166	452	12	the	the	DET
sc-1166	452	13	dataset	dataset	NOUN
sc-1166	452	14	corresponding	correspond	VERB
sc-1166	452	15	to	to	ADP
sc-1166	452	16	the	the	DET
sc-1166	452	17	its	its	PRON
sc-1166	452	18	in	in	ADP
sc-1166	452	19	montevideo	montevideo	NOUN
sc-1166	452	20	for	for	ADP
sc-1166	452	21	january	january	PROPN
sc-1166	452	22	2015	2015	NUM
sc-1166	452	23	was	be	AUX
sc-1166	452	24	processed	process	VERB
sc-1166	452	25	,	,	PUNCT
sc-1166	452	26	including	include	VERB
sc-1166	452	27	ticket	ticket	NOUN
sc-1166	452	28	sales	sale	NOUN
sc-1166	452	29	and	and	CCONJ
sc-1166	452	30	bus	bus	NOUN
sc-1166	452	31	location	location	NOUN
sc-1166	452	32	information	information	NOUN
sc-1166	452	33	.	.	PUNCT
sc-1166	453	1	this	this	DET
sc-1166	453	2	dataset	dataset	NOUN
sc-1166	453	3	holds	hold	VERB
sc-1166	453	4	the	the	DET
sc-1166	453	5	mobility	mobility	NOUN
sc-1166	453	6	information	information	NOUN
sc-1166	453	7	for	for	ADP
sc-1166	453	8	over	over	ADP
sc-1166	453	9	half	half	DET
sc-1166	453	10	a	a	DET
sc-1166	453	11	million	million	NUM
sc-1166	453	12	smart	smart	ADJ
sc-1166	453	13	cards	card	NOUN
sc-1166	453	14	(	(	PUNCT
sc-1166	453	15	corresponding	correspond	VERB
sc-1166	453	16	to	to	ADP
sc-1166	453	17	more	more	ADJ
sc-1166	453	18	than	than	ADP
sc-1166	453	19	13	13	NUM
sc-1166	453	20	million	million	NUM
sc-1166	453	21	individual	individual	ADJ
sc-1166	453	22	trips	trip	NOUN
sc-1166	453	23	)	)	PUNCT
sc-1166	453	24	.	.	PUNCT
sc-1166	454	1	the	the	DET
sc-1166	454	2	total	total	ADJ
sc-1166	454	3	size	size	NOUN
sc-1166	454	4	of	of	ADP
sc-1166	454	5	the	the	DET
sc-1166	454	6	dataset	dataset	NOUN
sc-1166	454	7	is	be	AUX
sc-1166	454	8	120	120	NUM
sc-1166	454	9	gb	gb	NOUN
sc-1166	454	10	.	.	PUNCT
sc-1166	455	1	computational	computational	ADJ
sc-1166	455	2	efficiency	efficiency	NOUN
sc-1166	455	3	metrics	metric	NOUN
sc-1166	455	4	.	.	PUNCT
sc-1166	456	1	several	several	ADJ
sc-1166	456	2	metrics	metric	NOUN
sc-1166	456	3	have	have	AUX
sc-1166	456	4	been	be	AUX
sc-1166	456	5	proposed	propose	VERB
sc-1166	456	6	in	in	ADP
sc-1166	456	7	the	the	DET
sc-1166	456	8	related	related	ADJ
sc-1166	456	9	literature	literature	NOUN
sc-1166	456	10	to	to	PART
sc-1166	456	11	evaluate	evaluate	VERB
sc-1166	456	12	the	the	DET
sc-1166	456	13	performance	performance	NOUN
sc-1166	456	14	of	of	ADP
sc-1166	456	15	parallel	parallel	ADJ
sc-1166	456	16	and	and	CCONJ
sc-1166	456	17	distributed	distributed	ADJ
sc-1166	456	18	algorithms	algorithm	NOUN
sc-1166	456	19	[	[	X
sc-1166	456	20	32	32	NUM
sc-1166	456	21	]	]	PUNCT
sc-1166	456	22	.	.	PUNCT
sc-1166	457	1	in	in	ADP
sc-1166	457	2	the	the	DET
sc-1166	457	3	experimental	experimental	ADJ
sc-1166	457	4	analysis	analysis	NOUN
sc-1166	457	5	reported	report	VERB
sc-1166	457	6	in	in	ADP
sc-1166	457	7	this	this	DET
sc-1166	457	8	article	article	NOUN
sc-1166	457	9	we	we	PRON
sc-1166	457	10	focus	focus	VERB
sc-1166	457	11	on	on	ADP
sc-1166	457	12	two	two	NUM
sc-1166	457	13	traditional	traditional	ADJ
sc-1166	457	14	metrics	metric	NOUN
sc-1166	457	15	for	for	ADP
sc-1166	457	16	performance	performance	NOUN
sc-1166	457	17	evaluation	evaluation	NOUN
sc-1166	457	18	:	:	PUNCT
sc-1166	457	19	the	the	DET
sc-1166	457	20	speedup	speedup	NOUN
sc-1166	457	21	and	and	CCONJ
sc-1166	457	22	the	the	DET
sc-1166	457	23	efficiency	efficiency	NOUN
sc-1166	457	24	.	.	PUNCT
sc-1166	458	1	the	the	DET
sc-1166	458	2	speedup	speedup	NOUN
sc-1166	458	3	evaluates	evaluate	VERB
sc-1166	458	4	how	how	SCONJ
sc-1166	458	5	much	much	ADV
sc-1166	458	6	faster	fast	ADV
sc-1166	458	7	a	a	DET
sc-1166	458	8	parallel	parallel	ADJ
sc-1166	458	9	algorithm	algorithm	NOUN
sc-1166	458	10	is	be	AUX
sc-1166	458	11	compared	compare	VERB
sc-1166	458	12	to	to	ADP
sc-1166	458	13	its	its	PRON
sc-1166	458	14	sequential	sequential	ADJ
sc-1166	458	15	version	version	NOUN
sc-1166	458	16	.	.	PUNCT
sc-1166	459	1	it	it	PRON
sc-1166	459	2	is	be	AUX
sc-1166	459	3	defined	define	VERB
sc-1166	459	4	as	as	ADP
sc-1166	459	5	the	the	DET
sc-1166	459	6	ratio	ratio	NOUN
sc-1166	459	7	of	of	ADP
sc-1166	459	8	the	the	DET
sc-1166	459	9	execution	execution	NOUN
sc-1166	459	10	times	time	NOUN
sc-1166	459	11	of	of	ADP
sc-1166	459	12	the	the	DET
sc-1166	459	13	sequential	sequential	ADJ
sc-1166	459	14	algorithm	algorithm	NOUN
sc-1166	459	15	(	(	PUNCT
sc-1166	459	16	t1	t1	NOUN
sc-1166	459	17	)	)	PUNCT
sc-1166	459	18	and	and	CCONJ
sc-1166	459	19	the	the	DET
sc-1166	459	20	parallel	parallel	ADJ
sc-1166	459	21	version	version	NOUN
sc-1166	459	22	executed	execute	VERB
sc-1166	459	23	on	on	ADP
sc-1166	459	24	n	n	PRON
sc-1166	459	25	computing	compute	VERB
sc-1166	459	26	elements	element	NOUN
sc-1166	459	27	(	(	PUNCT
sc-1166	459	28	tn	tn	NOUN
sc-1166	459	29	)	)	PUNCT
sc-1166	459	30	(	(	PUNCT
sc-1166	459	31	equation	equation	NOUN
sc-1166	459	32	1	1	NUM
sc-1166	459	33	)	)	PUNCT
sc-1166	459	34	.	.	PUNCT
sc-1166	460	1	the	the	DET
sc-1166	460	2	ideal	ideal	ADJ
sc-1166	460	3	case	case	NOUN
sc-1166	460	4	for	for	ADP
sc-1166	460	5	a	a	DET
sc-1166	460	6	parallel	parallel	ADJ
sc-1166	460	7	/	/	SYM
sc-1166	460	8	distributed	distribute	VERB
sc-1166	460	9	algorithm	algorithm	NOUN
sc-1166	460	10	is	be	AUX
sc-1166	460	11	to	to	PART
sc-1166	460	12	achieve	achieve	VERB
sc-1166	460	13	linear	linear	ADJ
sc-1166	460	14	speedup	speedup	NOUN
sc-1166	460	15	(	(	PUNCT
sc-1166	460	16	sn	sn	NOUN
sc-1166	460	17	=	=	SYM
sc-1166	460	18	n	n	PROPN
sc-1166	460	19	)	)	PUNCT
sc-1166	460	20	.	.	PUNCT
sc-1166	461	1	however	however	ADV
sc-1166	461	2	,	,	PUNCT
sc-1166	461	3	the	the	DET
sc-1166	461	4	common	common	ADJ
sc-1166	461	5	situation	situation	NOUN
sc-1166	461	6	for	for	ADP
sc-1166	461	7	parallel	parallel	ADJ
sc-1166	461	8	algorithms	algorithm	NOUN
sc-1166	461	9	is	be	AUX
sc-1166	461	10	to	to	PART
sc-1166	461	11	achieve	achieve	VERB
sc-1166	461	12	sublinear	sublinear	NOUN
sc-1166	461	13	speedup	speedup	NOUN
sc-1166	461	14	(	(	PUNCT
sc-1166	461	15	sn	sn	INTJ
sc-1166	461	16	<	<	X
sc-1166	461	17	n	n	PROPN
sc-1166	461	18	)	)	PUNCT
sc-1166	461	19	,	,	PUNCT
sc-1166	461	20	due	due	ADP
sc-1166	461	21	to	to	ADP
sc-1166	461	22	the	the	DET
sc-1166	461	23	times	time	NOUN
sc-1166	461	24	required	require	VERB
sc-1166	461	25	to	to	PART
sc-1166	461	26	communicate	communicate	VERB
sc-1166	461	27	and	and	CCONJ
sc-1166	461	28	synchronize	synchronize	VERB
sc-1166	461	29	the	the	DET
sc-1166	461	30	parallel	parallel	ADJ
sc-1166	461	31	/	/	SYM
sc-1166	461	32	distributed	distribute	VERB
sc-1166	461	33	processes	process	NOUN
sc-1166	461	34	.	.	PUNCT
sc-1166	462	1	the	the	DET
sc-1166	462	2	efficiency	efficiency	NOUN
sc-1166	462	3	is	be	AUX
sc-1166	462	4	the	the	DET
sc-1166	462	5	normalized	normalize	VERB
sc-1166	462	6	value	value	NOUN
sc-1166	462	7	of	of	ADP
sc-1166	462	8	the	the	DET
sc-1166	462	9	speedup	speedup	NOUN
sc-1166	462	10	,	,	PUNCT
sc-1166	462	11	regarding	regard	VERB
sc-1166	462	12	the	the	DET
sc-1166	462	13	number	number	NOUN
sc-1166	462	14	of	of	ADP
sc-1166	462	15	computing	compute	VERB
sc-1166	462	16	elements	element	NOUN
sc-1166	462	17	used	use	VERB
sc-1166	462	18	for	for	ADP
sc-1166	462	19	execution	execution	NOUN
sc-1166	462	20	(	(	PUNCT
sc-1166	462	21	equation	equation	NOUN
sc-1166	462	22	2	2	NUM
sc-1166	462	23	)	)	PUNCT
sc-1166	462	24	.	.	PUNCT
sc-1166	463	1	the	the	DET
sc-1166	463	2	linear	linear	ADJ
sc-1166	463	3	speedup	speedup	NOUN
sc-1166	463	4	corresponds	correspond	VERB
sc-1166	463	5	to	to	ADP
sc-1166	463	6	en	en	X
sc-1166	463	7	=	=	SYM
sc-1166	463	8	1	1	NUM
sc-1166	463	9	,	,	PUNCT
sc-1166	463	10	and	and	CCONJ
sc-1166	463	11	in	in	ADP
sc-1166	463	12	usual	usual	ADJ
sc-1166	463	13	situations	situation	NOUN
sc-1166	463	14	en	en	X
sc-1166	463	15	<	<	X
sc-1166	463	16	1	1	NUM
sc-1166	463	17	.	.	PUNCT
sc-1166	463	18	sn	sn	PROPN
sc-1166	464	1	=	=	PUNCT
sc-1166	465	1	t1	t1	PROPN
sc-1166	465	2	tn	tn	PROPN
sc-1166	465	3	(	(	PUNCT
sc-1166	465	4	1	1	NUM
sc-1166	465	5	)	)	PUNCT
sc-1166	465	6	en	en	NOUN
sc-1166	465	7	=	=	SYM
sc-1166	465	8	sn	sn	PROPN
sc-1166	465	9	n	n	CCONJ
sc-1166	465	10	(	(	PUNCT
sc-1166	465	11	2	2	NUM
sc-1166	465	12	)	)	PUNCT
sc-1166	465	13	5.2	5.2	NUM
sc-1166	465	14	.	.	PUNCT
sc-1166	466	1	experimental	experimental	ADJ
sc-1166	466	2	results	result	VERB
sc-1166	466	3	the	the	DET
sc-1166	466	4	results	result	NOUN
sc-1166	466	5	of	of	ADP
sc-1166	466	6	the	the	DET
sc-1166	466	7	computational	computational	ADJ
sc-1166	466	8	efficiency	efficiency	NOUN
sc-1166	466	9	analysis	analysis	NOUN
sc-1166	466	10	for	for	ADP
sc-1166	466	11	the	the	DET
sc-1166	466	12	two	two	NUM
sc-1166	466	13	cases	case	NOUN
sc-1166	466	14	of	of	ADP
sc-1166	466	15	study	study	NOUN
sc-1166	466	16	is	be	AUX
sc-1166	466	17	presented	present	VERB
sc-1166	466	18	next	next	ADV
sc-1166	466	19	.	.	PUNCT
sc-1166	467	1	gps	gps	PROPN
sc-1166	467	2	data	datum	NOUN
sc-1166	467	3	processing	processing	NOUN
sc-1166	467	4	.	.	PUNCT
sc-1166	468	1	we	we	PRON
sc-1166	468	2	evaluated	evaluate	VERB
sc-1166	468	3	the	the	DET
sc-1166	468	4	computational	computational	ADJ
sc-1166	468	5	efficiency	efficiency	NOUN
sc-1166	468	6	of	of	ADP
sc-1166	468	7	the	the	DET
sc-1166	468	8	proposed	propose	VERB
sc-1166	468	9	distributed	distribute	VERB
sc-1166	468	10	solution	solution	NOUN
sc-1166	468	11	and	and	CCONJ
sc-1166	468	12	also	also	ADV
sc-1166	468	13	the	the	DET
sc-1166	468	14	correctness	correctness	NOUN
sc-1166	468	15	to	to	PART
sc-1166	468	16	produce	produce	VERB
sc-1166	468	17	useful	useful	ADJ
sc-1166	468	18	information	information	NOUN
sc-1166	468	19	for	for	ADP
sc-1166	468	20	users	user	NOUN
sc-1166	468	21	and	and	CCONJ
sc-1166	468	22	administrators	administrator	NOUN
sc-1166	468	23	.	.	PUNCT
sc-1166	469	1	table	table	NOUN
sc-1166	469	2	1	1	NUM
sc-1166	469	3	reports	report	VERB
sc-1166	469	4	the	the	DET
sc-1166	469	5	computational	computational	ADJ
sc-1166	469	6	efficiency	efficiency	NOUN
sc-1166	469	7	results	result	NOUN
sc-1166	469	8	for	for	ADP
sc-1166	469	9	the	the	DET
sc-1166	469	10	proposed	propose	VERB
sc-1166	469	11	application	application	NOUN
sc-1166	469	12	when	when	SCONJ
sc-1166	469	13	varying	vary	VERB
sc-1166	469	14	the	the	DET
sc-1166	469	15	size	size	NOUN
sc-1166	469	16	of	of	ADP
sc-1166	469	17	the	the	DET
sc-1166	469	18	input	input	NOUN
sc-1166	469	19	data	datum	NOUN
sc-1166	469	20	(	(	PUNCT
sc-1166	469	21	#	#	NOUN
sc-1166	469	22	i	i	NOUN
sc-1166	469	23	)	)	PUNCT
sc-1166	469	24	,	,	PUNCT
sc-1166	469	25	days	day	NOUN
sc-1166	469	26	(	(	PUNCT
sc-1166	469	27	#	#	NOUN
sc-1166	469	28	d	d	NOUN
sc-1166	469	29	)	)	PUNCT
sc-1166	469	30	,	,	PUNCT
sc-1166	469	31	number	number	NOUN
sc-1166	469	32	of	of	ADP
sc-1166	469	33	mapper	mapper	NOUN
sc-1166	469	34	(	(	PUNCT
sc-1166	469	35	#	#	NOUN
sc-1166	469	36	m	m	NOUN
sc-1166	469	37	)	)	PUNCT
sc-1166	469	38	and	and	CCONJ
sc-1166	469	39	reducer	reducer	NOUN
sc-1166	469	40	(	(	PUNCT
sc-1166	469	41	#	#	NOUN
sc-1166	469	42	r	r	NOUN
sc-1166	469	43	)	)	PUNCT
sc-1166	469	44	processes	process	NOUN
sc-1166	469	45	.	.	PUNCT
sc-1166	470	1	mean	mean	ADJ
sc-1166	470	2	values	value	NOUN
sc-1166	470	3	computed	compute	VERB
sc-1166	470	4	over	over	ADP
sc-1166	470	5	five	five	NUM
sc-1166	470	6	independent	independent	ADJ
sc-1166	470	7	executions	execution	NOUN
sc-1166	470	8	are	be	AUX
sc-1166	470	9	reported	report	VERB
sc-1166	470	10	for	for	ADP
sc-1166	470	11	each	each	DET
sc-1166	470	12	metric	metric	NOUN
sc-1166	470	13	.	.	PUNCT
sc-1166	471	1	all	all	DET
sc-1166	471	2	times	time	NOUN
sc-1166	471	3	are	be	AUX
sc-1166	471	4	reported	report	VERB
sc-1166	471	5	in	in	ADP
sc-1166	471	6	seconds	second	NOUN
sc-1166	471	7	.	.	PUNCT
sc-1166	472	1	table	table	NOUN
sc-1166	472	2	1	1	NUM
sc-1166	472	3	.	.	PUNCT
sc-1166	472	4	results	result	NOUN
sc-1166	472	5	of	of	ADP
sc-1166	472	6	the	the	DET
sc-1166	472	7	experimental	experimental	ADJ
sc-1166	472	8	analysis	analysis	NOUN
sc-1166	472	9	:	:	PUNCT
sc-1166	472	10	computational	computational	ADJ
sc-1166	472	11	efficiency	efficiency	NOUN
sc-1166	472	12	of	of	ADP
sc-1166	472	13	the	the	DET
sc-1166	472	14	proposed	propose	VERB
sc-1166	472	15	map	map	NOUN
sc-1166	472	16	-	-	PUNCT
sc-1166	472	17	reduce	reduce	VERB
sc-1166	472	18	implementation	implementation	NOUN
sc-1166	472	19	for	for	ADP
sc-1166	472	20	processing	processing	NOUN
sc-1166	472	21	gps	gps	PROPN
sc-1166	472	22	data	datum	NOUN
sc-1166	472	23	#	#	NOUN
sc-1166	472	24	i	i	NOUN
sc-1166	472	25	#	#	NOUN
sc-1166	472	26	d	d	NOUN
sc-1166	472	27	#	#	SYM
sc-1166	472	28	m	m	VERB
sc-1166	472	29	#	#	SYM
sc-1166	472	30	r	r	NOUN
sc-1166	472	31	t1(s	t1(s	PROPN
sc-1166	472	32	)	)	PUNCT
sc-1166	472	33	tn	tn	PROPN
sc-1166	472	34	(	(	PUNCT
sc-1166	472	35	s	s	NOUN
sc-1166	472	36	)	)	PUNCT
sc-1166	472	37	sn	sn	PROPN
sc-1166	472	38	en	en	PROPN
sc-1166	472	39	10	10	NUM
sc-1166	472	40	3	3	NUM
sc-1166	472	41	14	14	NUM
sc-1166	472	42	8	8	NUM
sc-1166	472	43	1333.9	1333.9	NUM
sc-1166	472	44	253.1	253.1	NUM
sc-1166	472	45	5.27	5.27	NUM
sc-1166	472	46	0.22	0.22	NUM
sc-1166	472	47	10	10	NUM
sc-1166	472	48	3	3	NUM
sc-1166	472	49	22	22	NUM
sc-1166	472	50	22	22	NUM
sc-1166	472	51	1333.9	1333.9	NUM
sc-1166	472	52	143.0	143.0	NUM
sc-1166	472	53	9.33	9.33	NUM
sc-1166	472	54	0.39	0.39	NUM
sc-1166	472	55	10	10	NUM
sc-1166	472	56	30	30	NUM
sc-1166	472	57	14	14	NUM
sc-1166	472	58	8	8	NUM
sc-1166	472	59	2108.6	2108.6	NUM
sc-1166	472	60	178.0	178.0	NUM
sc-1166	472	61	11.84	11.84	NUM
sc-1166	472	62	0.49	0.49	NUM
sc-1166	472	63	10	10	NUM
sc-1166	472	64	30	30	NUM
sc-1166	472	65	22	22	NUM
sc-1166	472	66	22	22	NUM
sc-1166	472	67	2108.6	2108.6	NUM
sc-1166	473	1	187.3	187.3	NUM
sc-1166	473	2	11.26	11.26	NUM
sc-1166	473	3	0.47	0.47	NUM
sc-1166	473	4	20	20	NUM
sc-1166	473	5	3	3	NUM
sc-1166	473	6	14	14	NUM
sc-1166	473	7	8	8	NUM
sc-1166	473	8	2449.0	2449.0	NUM
sc-1166	473	9	351.1	351.1	NUM
sc-1166	473	10	6.98	6.98	NUM
sc-1166	473	11	0.29	0.29	NUM
sc-1166	473	12	20	20	NUM
sc-1166	473	13	3	3	NUM
sc-1166	473	14	22	22	NUM
sc-1166	473	15	22	22	NUM
sc-1166	473	16	2449.0	2449.0	NUM
sc-1166	473	17	189.8	189.8	NUM
sc-1166	473	18	12.90	12.90	NUM
sc-1166	473	19	0.54	0.54	NUM
sc-1166	473	20	20	20	NUM
sc-1166	473	21	30	30	NUM
sc-1166	473	22	14	14	NUM
sc-1166	473	23	8	8	NUM
sc-1166	473	24	3324.5	3324.5	NUM
sc-1166	473	25	275.6	275.6	NUM
sc-1166	473	26	12.06	12.06	NUM
sc-1166	473	27	0.50	0.50	NUM
sc-1166	473	28	20	20	NUM
sc-1166	473	29	30	30	NUM
sc-1166	473	30	22	22	NUM
sc-1166	473	31	22	22	NUM
sc-1166	473	32	3324.5	3324.5	NUM
sc-1166	473	33	238.8	238.8	NUM
sc-1166	473	34	13.92	13.92	NUM
sc-1166	473	35	0.58	0.58	NUM
sc-1166	473	36	20	20	NUM
sc-1166	473	37	60	60	NUM
sc-1166	473	38	14	14	NUM
sc-1166	473	39	8	8	NUM
sc-1166	473	40	4762.0	4762.0	NUM
sc-1166	473	41	300.8	300.8	NUM
sc-1166	473	42	15.83	15.83	NUM
sc-1166	473	43	0.66	0.66	NUM
sc-1166	473	44	20	20	NUM
sc-1166	473	45	60	60	NUM
sc-1166	473	46	22	22	NUM
sc-1166	473	47	22	22	NUM
sc-1166	473	48	4762.0	4762.0	NUM
sc-1166	473	49	264.7	264.7	NUM
sc-1166	473	50	17.99	17.99	NUM
sc-1166	473	51	0.75	0.75	NUM
sc-1166	473	52	30	30	NUM
sc-1166	473	53	3	3	NUM
sc-1166	473	54	14	14	NUM
sc-1166	473	55	8	8	NUM
sc-1166	473	56	3588.5	3588.5	NUM
sc-1166	473	57	546.9	546.9	NUM
sc-1166	473	58	6.56	6.56	NUM
sc-1166	473	59	0.27	0.27	NUM
sc-1166	473	60	30	30	NUM
sc-1166	473	61	3	3	NUM
sc-1166	473	62	22	22	NUM
sc-1166	473	63	22	22	NUM
sc-1166	473	64	3588.5	3588.5	NUM
sc-1166	473	65	179.6	179.6	NUM
sc-1166	473	66	19.99	19.99	NUM
sc-1166	473	67	0.83	0.83	NUM
sc-1166	473	68	30	30	NUM
sc-1166	473	69	30	30	NUM
sc-1166	473	70	14	14	NUM
sc-1166	473	71	8	8	NUM
sc-1166	473	72	5052.9	5052.9	NUM
sc-1166	473	73	359.6	359.6	NUM
sc-1166	473	74	14.05	14.05	NUM
sc-1166	473	75	0.59	0.59	NUM
sc-1166	473	76	30	30	NUM
sc-1166	473	77	30	30	NUM
sc-1166	473	78	22	22	NUM
sc-1166	473	79	22	22	NUM
sc-1166	473	80	5052.9	5052.9	NUM
sc-1166	473	81	281.1	281.1	NUM
sc-1166	473	82	17.98	17.98	NUM
sc-1166	473	83	0.75	0.75	NUM
sc-1166	473	84	30	30	NUM
sc-1166	473	85	60	60	NUM
sc-1166	473	86	14	14	NUM
sc-1166	473	87	8	8	NUM
sc-1166	473	88	5927.9	5927.9	NUM
sc-1166	473	89	383.4	383.4	NUM
sc-1166	473	90	15.46	15.46	NUM
sc-1166	473	91	0.64	0.64	NUM
sc-1166	473	92	30	30	NUM
sc-1166	473	93	60	60	NUM
sc-1166	473	94	22	22	NUM
sc-1166	473	95	22	22	NUM
sc-1166	473	96	5927.9	5927.9	NUM
sc-1166	473	97	311.4	311.4	NUM
sc-1166	473	98	19.04	19.04	NUM
sc-1166	473	99	0.79	0.79	NUM
sc-1166	473	100	30	30	NUM
sc-1166	473	101	90	90	NUM
sc-1166	473	102	14	14	NUM
sc-1166	473	103	8	8	NUM
sc-1166	473	104	7536.9	7536.9	NUM
sc-1166	473	105	416.6	416.6	NUM
sc-1166	473	106	18.09	18.09	NUM
sc-1166	473	107	0.75	0.75	NUM
sc-1166	473	108	30	30	NUM
sc-1166	473	109	90	90	NUM
sc-1166	473	110	22	22	NUM
sc-1166	473	111	22	22	NUM
sc-1166	473	112	7536.9	7536.9	NUM
sc-1166	473	113	349.2	349.2	NUM
sc-1166	473	114	21.58	21.58	NUM
sc-1166	473	115	0.90	0.90	NUM
sc-1166	473	116	60	60	NUM
sc-1166	473	117	3	3	NUM
sc-1166	473	118	14	14	NUM
sc-1166	473	119	8	8	NUM
sc-1166	473	120	7249.6	7249.6	NUM
sc-1166	473	121	944.0	944.0	NUM
sc-1166	473	122	7.68	7.68	NUM
sc-1166	473	123	0.32	0.32	NUM
sc-1166	473	124	60	60	NUM
sc-1166	473	125	3	3	NUM
sc-1166	473	126	22	22	NUM
sc-1166	473	127	22	22	NUM
sc-1166	473	128	7249.6	7249.6	NUM
sc-1166	473	129	362.1	362.1	NUM
sc-1166	473	130	20.02	20.02	NUM
sc-1166	473	131	0.83	0.83	NUM
sc-1166	473	132	60	60	NUM
sc-1166	473	133	60	60	NUM
sc-1166	473	134	14	14	NUM
sc-1166	473	135	8	8	NUM
sc-1166	473	136	10037.1	10037.1	NUM
sc-1166	473	137	672.6	672.6	NUM
sc-1166	473	138	14.92	14.92	NUM
sc-1166	473	139	0.62	0.62	NUM
sc-1166	473	140	60	60	NUM
sc-1166	473	141	60	60	NUM
sc-1166	473	142	22	22	NUM
sc-1166	473	143	22	22	NUM
sc-1166	473	144	10037.1	10037.1	NUM
sc-1166	473	145	531.4	531.4	NUM
sc-1166	473	146	18.89	18.89	NUM
sc-1166	473	147	0.79	0.79	NUM
sc-1166	473	148	60	60	NUM
sc-1166	473	149	90	90	NUM
sc-1166	473	150	14	14	NUM
sc-1166	473	151	8	8	NUM
sc-1166	473	152	11941.6	11941.6	NUM
sc-1166	473	153	709.6	709.6	NUM
sc-1166	473	154	16.83	16.83	NUM
sc-1166	473	155	0.70	0.70	NUM
sc-1166	473	156	60	60	NUM
sc-1166	473	157	90	90	NUM
sc-1166	473	158	22	22	NUM
sc-1166	473	159	22	22	NUM
sc-1166	473	160	11941.6	11941.6	NUM
sc-1166	473	161	648.9	648.9	NUM
sc-1166	473	162	18.40	18.40	NUM
sc-1166	473	163	0.77	0.77	NUM
sc-1166	473	164	60	60	NUM
sc-1166	473	165	180	180	NUM
sc-1166	473	166	14	14	NUM
sc-1166	473	167	8	8	NUM
sc-1166	473	168	19060.8	19060.8	NUM
sc-1166	473	169	913.7	913.7	NUM
sc-1166	473	170	20.86	20.86	NUM
sc-1166	473	171	0.87	0.87	NUM
sc-1166	473	172	60	60	NUM
sc-1166	473	173	180	180	NUM
sc-1166	473	174	22	22	NUM
sc-1166	473	175	22	22	NUM
sc-1166	473	176	19060.8	19060.8	NUM
sc-1166	473	177	860.3	860.3	NUM
sc-1166	473	178	22.16	22.16	NUM
sc-1166	473	179	0.92	0.92	NUM
sc-1166	473	180	13	13	NUM
sc-1166	473	181	eai	eai	NOUN
sc-1166	473	182	endorsed	endorse	VERB
sc-1166	473	183	transactions	transaction	NOUN
sc-1166	473	184	on	on	ADP
sc-1166	473	185	smart	smart	ADJ
sc-1166	473	186	cities	city	NOUN
sc-1166	473	187	12	12	NUM
sc-1166	473	188	2016	2016	NUM
sc-1166	473	189	12	12	NUM
sc-1166	473	190	2017	2017	NUM
sc-1166	473	191	|	|	ADV
sc-1166	473	192	volume	volume	NOUN
sc-1166	473	193	2	2	NUM
sc-1166	473	194	|	|	ADV
sc-1166	473	195	issue	issue	VERB
sc-1166	473	196	5	5	NUM
sc-1166	473	197	|	|	ADV
sc-1166	473	198	e	e	PROPN
sc-1166	473	199	sergio	sergio	PROPN
sc-1166	473	200	nesmachnow	nesmachnow	PROPN
sc-1166	473	201	,	,	PUNCT
sc-1166	473	202	sebastián	sebastián	ADJ
sc-1166	473	203	baña	baña	NOUN
sc-1166	473	204	,	,	PUNCT
sc-1166	473	205	and	and	CCONJ
sc-1166	473	206	renzo	renzo	VERB
sc-1166	473	207	massobrio	massobrio	NOUN
sc-1166	473	208	the	the	DET
sc-1166	473	209	results	result	NOUN
sc-1166	473	210	in	in	ADP
sc-1166	473	211	table	table	NOUN
sc-1166	473	212	1	1	NUM
sc-1166	473	213	indicate	indicate	VERB
sc-1166	473	214	that	that	SCONJ
sc-1166	473	215	the	the	DET
sc-1166	473	216	distributed	distribute	VERB
sc-1166	473	217	algorithm	algorithm	NOUN
sc-1166	473	218	allows	allow	VERB
sc-1166	473	219	significantly	significantly	ADV
sc-1166	473	220	improving	improve	VERB
sc-1166	473	221	the	the	DET
sc-1166	473	222	efficiency	efficiency	NOUN
sc-1166	473	223	of	of	ADP
sc-1166	473	224	the	the	DET
sc-1166	473	225	sequential	sequential	ADJ
sc-1166	473	226	version	version	NOUN
sc-1166	473	227	,	,	PUNCT
sc-1166	473	228	especially	especially	ADV
sc-1166	473	229	when	when	SCONJ
sc-1166	473	230	processing	process	VERB
sc-1166	473	231	large	large	ADJ
sc-1166	473	232	volumes	volume	NOUN
sc-1166	473	233	of	of	ADP
sc-1166	473	234	data	data	PROPN
sc-1166	473	235	.	.	PUNCT
sc-1166	474	1	the	the	DET
sc-1166	474	2	best	good	ADJ
sc-1166	474	3	speedup	speedup	NOUN
sc-1166	474	4	value	value	NOUN
sc-1166	474	5	was	be	AUX
sc-1166	474	6	obtained	obtain	VERB
sc-1166	474	7	when	when	SCONJ
sc-1166	474	8	processing	process	VERB
sc-1166	474	9	the	the	DET
sc-1166	474	10	60	60	NUM
sc-1166	474	11	gb	gb	NOUN
sc-1166	474	12	input	input	NOUN
sc-1166	474	13	file	file	NOUN
sc-1166	474	14	:	:	PUNCT
sc-1166	474	15	22.16	22.16	NUM
sc-1166	474	16	,	,	PUNCT
sc-1166	474	17	corresponding	correspond	VERB
sc-1166	474	18	to	to	ADP
sc-1166	474	19	a	a	DET
sc-1166	474	20	computational	computational	ADJ
sc-1166	474	21	efficiency	efficiency	NOUN
sc-1166	474	22	of	of	ADP
sc-1166	474	23	0.92	0.92	NUM
sc-1166	474	24	.	.	PUNCT
sc-1166	475	1	the	the	DET
sc-1166	475	2	distributed	distribute	VERB
sc-1166	475	3	implementation	implementation	NOUN
sc-1166	475	4	allows	allow	VERB
sc-1166	475	5	reducing	reduce	VERB
sc-1166	475	6	the	the	DET
sc-1166	475	7	execution	execution	NOUN
sc-1166	475	8	time	time	NOUN
sc-1166	475	9	from	from	ADP
sc-1166	475	10	about	about	ADV
sc-1166	475	11	6	6	NUM
sc-1166	475	12	hours	hour	NOUN
sc-1166	475	13	to	to	ADP
sc-1166	475	14	14	14	NUM
sc-1166	475	15	minutes	minute	NOUN
sc-1166	475	16	when	when	SCONJ
sc-1166	475	17	processing	process	VERB
sc-1166	475	18	the	the	DET
sc-1166	475	19	60	60	NUM
sc-1166	475	20	gb	gb	NOUN
sc-1166	475	21	input	input	NOUN
sc-1166	475	22	data	datum	NOUN
sc-1166	475	23	file	file	NOUN
sc-1166	475	24	.	.	PUNCT
sc-1166	476	1	this	this	DET
sc-1166	476	2	efficiency	efficiency	NOUN
sc-1166	476	3	result	result	NOUN
sc-1166	476	4	is	be	AUX
sc-1166	476	5	crucial	crucial	ADJ
sc-1166	476	6	to	to	PART
sc-1166	476	7	provide	provide	VERB
sc-1166	476	8	a	a	DET
sc-1166	476	9	fast	fast	ADJ
sc-1166	476	10	response	response	NOUN
sc-1166	476	11	to	to	ADP
sc-1166	476	12	specific	specific	ADJ
sc-1166	476	13	situations	situation	NOUN
sc-1166	476	14	and	and	CCONJ
sc-1166	476	15	to	to	PART
sc-1166	476	16	analyze	analyze	VERB
sc-1166	476	17	differentmetrics	differentmetric	NOUN
sc-1166	476	18	and	and	CCONJ
sc-1166	476	19	scenarios	scenario	NOUN
sc-1166	476	20	for	for	ADP
sc-1166	476	21	both	both	DET
sc-1166	476	22	users	user	NOUN
sc-1166	476	23	and	and	CCONJ
sc-1166	476	24	administrators	administrator	NOUN
sc-1166	476	25	.	.	PUNCT
sc-1166	477	1	figure	figure	VERB
sc-1166	477	2	5	5	NUM
sc-1166	477	3	graphically	graphically	ADV
sc-1166	477	4	summarizes	summarize	VERB
sc-1166	477	5	the	the	DET
sc-1166	477	6	computational	computational	ADJ
sc-1166	477	7	efficiency	efficiency	NOUN
sc-1166	477	8	results	result	NOUN
sc-1166	477	9	when	when	SCONJ
sc-1166	477	10	using	use	VERB
sc-1166	477	11	input	input	NOUN
sc-1166	477	12	data	data	NOUN
sc-1166	477	13	files	file	NOUN
sc-1166	477	14	with	with	ADP
sc-1166	477	15	different	different	ADJ
sc-1166	477	16	size	size	NOUN
sc-1166	477	17	.	.	PUNCT
sc-1166	478	1	and	and	CCONJ
sc-1166	478	2	figure	figure	VERB
sc-1166	478	3	6	6	NUM
sc-1166	478	4	when	when	SCONJ
sc-1166	478	5	processing	processing	NOUN
sc-1166	478	6	records	record	NOUN
sc-1166	478	7	from	from	ADP
sc-1166	478	8	different	different	ADJ
sc-1166	478	9	numbers	number	NOUN
sc-1166	478	10	of	of	ADP
sc-1166	478	11	days	day	NOUN
sc-1166	478	12	.	.	PUNCT
sc-1166	479	1	10	10	NUM
sc-1166	479	2	gb	gb	NUM
sc-1166	479	3	20	20	NUM
sc-1166	479	4	gb	gb	NOUN
sc-1166	479	5	30	30	NUM
sc-1166	479	6	gb	gb	NOUN
sc-1166	479	7	60	60	NUM
sc-1166	479	8	gb	gb	NOUN
sc-1166	479	9	0	0	NUM
sc-1166	479	10	0.2	0.2	NUM
sc-1166	479	11	0.4	0.4	NUM
sc-1166	479	12	0.6	0.6	NUM
sc-1166	479	13	0.8	0.8	NUM
sc-1166	479	14	1	1	NUM
sc-1166	479	15	0.49	0.49	NUM
sc-1166	479	16	0.66	0.66	NUM
sc-1166	479	17	0.75	0.75	NUM
sc-1166	479	18	0.87	0.87	NUM
sc-1166	479	19	0.47	0.47	NUM
sc-1166	479	20	0.75	0.75	NUM
sc-1166	479	21	0.9	0.9	NUM
sc-1166	479	22	0.92	0.92	NUM
sc-1166	479	23	size	size	NOUN
sc-1166	479	24	of	of	ADP
sc-1166	479	25	the	the	DET
sc-1166	479	26	input	input	NOUN
sc-1166	479	27	data	data	NOUN
sc-1166	479	28	file	file	NOUN
sc-1166	479	29	co	co	NOUN
sc-1166	479	30	m	m	PROPN
sc-1166	479	31	p	p	NOUN
sc-1166	479	32	u	u	X
sc-1166	479	33	ta	ta	ADP
sc-1166	479	34	ti	ti	NOUN
sc-1166	479	35	o	o	PROPN
sc-1166	479	36	n	n	PROPN
sc-1166	479	37	al	al	PROPN
sc-1166	479	38	effi	effi	PROPN
sc-1166	479	39	ci	ci	PROPN
sc-1166	479	40	en	en	PROPN
sc-1166	479	41	cy	cy	PROPN
sc-1166	479	42	#	#	SYM
sc-1166	479	43	m=14	m=14	NOUN
sc-1166	479	44	,	,	PUNCT
sc-1166	479	45	#	#	SYM
sc-1166	479	46	r=8	r=8	PROPN
sc-1166	479	47	#	#	SYM
sc-1166	479	48	m=22	m=22	NOUN
sc-1166	479	49	,	,	PUNCT
sc-1166	479	50	#	#	SYM
sc-1166	479	51	r=22	r=22	NOUN
sc-1166	479	52	figure	figure	NOUN
sc-1166	479	53	5	5	NUM
sc-1166	479	54	.	.	PUNCT
sc-1166	479	55	computational	computational	ADJ
sc-1166	479	56	efficiency	efficiency	NOUN
sc-1166	479	57	for	for	ADP
sc-1166	479	58	different	different	ADJ
sc-1166	479	59	input	input	NOUN
sc-1166	479	60	data	data	NOUN
sc-1166	479	61	files	file	VERB
sc-1166	479	62	3	3	NUM
sc-1166	479	63	60	60	NUM
sc-1166	479	64	90	90	NUM
sc-1166	479	65	180	180	NUM
sc-1166	479	66	0	0	NUM
sc-1166	479	67	0.2	0.2	NUM
sc-1166	479	68	0.4	0.4	NUM
sc-1166	479	69	0.6	0.6	NUM
sc-1166	479	70	0.8	0.8	NUM
sc-1166	479	71	1	1	NUM
sc-1166	479	72	0.32	0.32	NUM
sc-1166	479	73	0.62	0.62	NUM
sc-1166	479	74	0.7	0.7	NUM
sc-1166	479	75	0.87	0.87	NUM
sc-1166	479	76	0.83	0.83	NUM
sc-1166	479	77	0.79	0.79	NUM
sc-1166	479	78	0.77	0.77	NUM
sc-1166	479	79	0.92	0.92	NUM
sc-1166	479	80	days	day	NOUN
sc-1166	479	81	co	co	VERB
sc-1166	479	82	m	m	PROPN
sc-1166	479	83	p	p	NOUN
sc-1166	479	84	u	u	X
sc-1166	479	85	ta	ta	ADP
sc-1166	479	86	ti	ti	NOUN
sc-1166	479	87	o	o	PROPN
sc-1166	479	88	n	n	PROPN
sc-1166	479	89	al	al	PROPN
sc-1166	479	90	effi	effi	PROPN
sc-1166	479	91	ci	ci	PROPN
sc-1166	479	92	en	en	PROPN
sc-1166	479	93	cy	cy	PROPN
sc-1166	479	94	#	#	SYM
sc-1166	479	95	m=14	m=14	NOUN
sc-1166	479	96	,	,	PUNCT
sc-1166	479	97	#	#	SYM
sc-1166	479	98	r=8	r=8	PROPN
sc-1166	479	99	#	#	SYM
sc-1166	479	100	m=22	m=22	NOUN
sc-1166	479	101	,	,	PUNCT
sc-1166	479	102	#	#	SYM
sc-1166	479	103	r=22	r=22	NOUN
sc-1166	479	104	figure	figure	NOUN
sc-1166	479	105	6	6	NUM
sc-1166	479	106	.	.	PUNCT
sc-1166	479	107	computational	computational	ADJ
sc-1166	479	108	efficiency	efficiency	NOUN
sc-1166	479	109	results	result	NOUN
sc-1166	479	110	for	for	ADP
sc-1166	479	111	different	different	ADJ
sc-1166	479	112	days	day	NOUN
sc-1166	479	113	using	use	VERB
sc-1166	479	114	22	22	NUM
sc-1166	479	115	mappers	mapper	NOUN
sc-1166	479	116	and	and	CCONJ
sc-1166	479	117	22	22	NUM
sc-1166	479	118	reducers	reducer	NOUN
sc-1166	479	119	allows	allow	VERB
sc-1166	479	120	obtaining	obtain	VERB
sc-1166	479	121	the	the	DET
sc-1166	479	122	best	good	ADJ
sc-1166	479	123	efficiency	efficiency	NOUN
sc-1166	479	124	,	,	PUNCT
sc-1166	479	125	improving	improve	VERB
sc-1166	479	126	in	in	ADP
sc-1166	479	127	up	up	ADP
sc-1166	479	128	to	to	PART
sc-1166	479	129	15	15	NUM
sc-1166	479	130	%	%	NOUN
sc-1166	479	131	the	the	DET
sc-1166	479	132	execution	execution	NOUN
sc-1166	479	133	time	time	NOUN
sc-1166	479	134	(	(	PUNCT
sc-1166	479	135	9	9	NUM
sc-1166	479	136	%	%	NOUN
sc-1166	479	137	in	in	ADP
sc-1166	479	138	average	average	ADJ
sc-1166	479	139	)	)	PUNCT
sc-1166	479	140	over	over	ADP
sc-1166	479	141	the	the	DET
sc-1166	479	142	one	one	NOUN
sc-1166	479	143	demanded	demand	VERB
sc-1166	479	144	when	when	SCONJ
sc-1166	479	145	using	use	VERB
sc-1166	479	146	14	14	NUM
sc-1166	479	147	mappers	mapper	NOUN
sc-1166	479	148	and	and	CCONJ
sc-1166	479	149	8	8	NUM
sc-1166	479	150	reducers	reducer	NOUN
sc-1166	479	151	.	.	PUNCT
sc-1166	480	1	working	work	VERB
sc-1166	480	2	on	on	ADP
sc-1166	480	3	small	small	ADJ
sc-1166	480	4	problem	problem	NOUN
sc-1166	480	5	instances	instance	NOUN
sc-1166	480	6	causes	cause	VERB
sc-1166	480	7	data	datum	NOUN
sc-1166	480	8	to	to	PART
sc-1166	480	9	be	be	AUX
sc-1166	480	10	partitioned	partition	VERB
sc-1166	480	11	in	in	ADP
sc-1166	480	12	small	small	ADJ
sc-1166	480	13	pieces	piece	NOUN
sc-1166	480	14	,	,	PUNCT
sc-1166	480	15	generating	generate	VERB
sc-1166	480	16	low	low	ADJ
sc-1166	480	17	loaded	load	VERB
sc-1166	480	18	processes	process	NOUN
sc-1166	480	19	and	and	CCONJ
sc-1166	480	20	not	not	PART
sc-1166	480	21	improving	improve	VERB
sc-1166	480	22	notably	notably	ADV
sc-1166	480	23	over	over	ADP
sc-1166	480	24	the	the	DET
sc-1166	480	25	execution	execution	NOUN
sc-1166	480	26	time	time	NOUN
sc-1166	480	27	of	of	ADP
sc-1166	480	28	the	the	DET
sc-1166	480	29	sequential	sequential	ADJ
sc-1166	480	30	algorithm	algorithm	NOUN
sc-1166	480	31	.	.	PUNCT
sc-1166	481	1	the	the	DET
sc-1166	481	2	efficiency	efficiency	NOUN
sc-1166	481	3	analysis	analysis	NOUN
sc-1166	481	4	also	also	ADV
sc-1166	481	5	determines	determine	VERB
sc-1166	481	6	that	that	SCONJ
sc-1166	481	7	the	the	DET
sc-1166	481	8	map	map	NOUN
sc-1166	481	9	and	and	CCONJ
sc-1166	481	10	reduce	reduce	VERB
sc-1166	481	11	phases	phase	NOUN
sc-1166	481	12	have	have	VERB
sc-1166	481	13	similar	similar	ADJ
sc-1166	481	14	execution	execution	NOUN
sc-1166	481	15	times	time	NOUN
sc-1166	481	16	and	and	CCONJ
sc-1166	481	17	reach	reach	VERB
sc-1166	481	18	themax	themax	ADV
sc-1166	481	19	cpu	cpu	VERB
sc-1166	481	20	usage	usage	NOUN
sc-1166	481	21	(	(	PUNCT
sc-1166	481	22	above	above	ADP
sc-1166	481	23	97	97	NUM
sc-1166	481	24	%	%	NOUN
sc-1166	481	25	at	at	ADP
sc-1166	481	26	everymoment	everymoment	NOUN
sc-1166	481	27	)	)	PUNCT
sc-1166	481	28	.	.	PUNCT
sc-1166	482	1	these	these	DET
sc-1166	482	2	results	result	NOUN
sc-1166	482	3	show	show	VERB
sc-1166	482	4	that	that	SCONJ
sc-1166	482	5	the	the	DET
sc-1166	482	6	load	load	NOUN
sc-1166	482	7	balance	balance	NOUN
sc-1166	482	8	efforts	effort	NOUN
sc-1166	482	9	in	in	ADP
sc-1166	482	10	the	the	DET
sc-1166	482	11	proposed	propose	VERB
sc-1166	482	12	algorithm	algorithm	NOUN
sc-1166	482	13	prevents	prevent	VERB
sc-1166	482	14	a	a	DET
sc-1166	482	15	majority	majority	NOUN
sc-1166	482	16	of	of	ADP
sc-1166	482	17	idle	idle	ADJ
sc-1166	482	18	or	or	CCONJ
sc-1166	482	19	lowloaded	lowloade	VERB
sc-1166	482	20	mappers	mapper	NOUN
sc-1166	482	21	and	and	CCONJ
sc-1166	482	22	reducers	reducer	NOUN
sc-1166	482	23	.	.	PUNCT
sc-1166	483	1	demand	demand	NOUN
sc-1166	483	2	and	and	CCONJ
sc-1166	483	3	origin	origin	NOUN
sc-1166	483	4	-	-	PUNCT
sc-1166	483	5	destination	destination	NOUN
sc-1166	483	6	matrix	matrix	NOUN
sc-1166	483	7	estimation	estimation	NOUN
sc-1166	483	8	.	.	PUNCT
sc-1166	484	1	the	the	DET
sc-1166	484	2	proposed	propose	VERB
sc-1166	484	3	master	master	NOUN
sc-1166	484	4	-	-	PUNCT
sc-1166	484	5	slave	slave	NOUN
sc-1166	484	6	parallel	parallel	ADJ
sc-1166	484	7	model	model	NOUN
sc-1166	484	8	requires	require	VERB
sc-1166	484	9	defining	define	VERB
sc-1166	484	10	the	the	DET
sc-1166	484	11	size	size	NOUN
sc-1166	484	12	of	of	ADP
sc-1166	484	13	the	the	DET
sc-1166	484	14	bag	bag	NOUN
sc-1166	484	15	-	-	PUNCT
sc-1166	484	16	of	of	ADP
sc-1166	484	17	-	-	PUNCT
sc-1166	484	18	tasks	task	NOUN
sc-1166	484	19	assigned	assign	VERB
sc-1166	484	20	to	to	ADP
sc-1166	484	21	each	each	DET
sc-1166	484	22	slave	slave	NOUN
sc-1166	484	23	to	to	PART
sc-1166	484	24	compute	compute	VERB
sc-1166	484	25	.	.	PUNCT
sc-1166	485	1	a	a	DET
sc-1166	485	2	proper	proper	ADJ
sc-1166	485	3	bag	bag	NOUN
sc-1166	485	4	size	size	NOUN
sc-1166	485	5	must	must	AUX
sc-1166	485	6	be	be	AUX
sc-1166	485	7	used	use	VERB
sc-1166	485	8	in	in	ADP
sc-1166	485	9	order	order	NOUN
sc-1166	485	10	to	to	PART
sc-1166	485	11	have	have	AUX
sc-1166	485	12	an	an	DET
sc-1166	485	13	appropriate	appropriate	ADJ
sc-1166	485	14	load	load	NOUN
sc-1166	485	15	balance	balance	NOUN
sc-1166	485	16	and	and	CCONJ
sc-1166	485	17	avoid	avoid	VERB
sc-1166	485	18	excessive	excessive	ADJ
sc-1166	485	19	communication	communication	NOUN
sc-1166	485	20	between	between	ADP
sc-1166	485	21	the	the	DET
sc-1166	485	22	master	master	NOUN
sc-1166	485	23	and	and	CCONJ
sc-1166	485	24	the	the	DET
sc-1166	485	25	slaves	slave	NOUN
sc-1166	485	26	.	.	PUNCT
sc-1166	486	1	experiments	experiment	NOUN
sc-1166	486	2	were	be	AUX
sc-1166	486	3	performed	perform	VERB
sc-1166	486	4	varying	vary	VERB
sc-1166	486	5	the	the	DET
sc-1166	486	6	size	size	NOUN
sc-1166	486	7	of	of	ADP
sc-1166	486	8	the	the	DET
sc-1166	486	9	bag	bag	NOUN
sc-1166	486	10	-	-	PUNCT
sc-1166	486	11	of	of	ADP
sc-1166	486	12	-	-	PUNCT
sc-1166	486	13	tasks	task	NOUN
sc-1166	486	14	as	as	ADV
sc-1166	486	15	well	well	ADV
sc-1166	486	16	as	as	ADP
sc-1166	486	17	the	the	DET
sc-1166	486	18	number	number	NOUN
sc-1166	486	19	of	of	ADP
sc-1166	486	20	cores	core	NOUN
sc-1166	486	21	used	use	VERB
sc-1166	486	22	.	.	PUNCT
sc-1166	487	1	the	the	DET
sc-1166	487	2	experimental	experimental	ADJ
sc-1166	487	3	results	result	NOUN
sc-1166	487	4	are	be	AUX
sc-1166	487	5	reported	report	VERB
sc-1166	487	6	on	on	ADP
sc-1166	487	7	table	table	NOUN
sc-1166	487	8	2	2	NUM
sc-1166	487	9	.	.	PUNCT
sc-1166	488	1	the	the	DET
sc-1166	488	2	number	number	NOUN
sc-1166	488	3	of	of	ADP
sc-1166	488	4	cores	core	NOUN
sc-1166	488	5	(	(	PUNCT
sc-1166	488	6	#	#	SYM
sc-1166	488	7	cores	core	NOUN
sc-1166	488	8	)	)	PUNCT
sc-1166	488	9	and	and	CCONJ
sc-1166	488	10	the	the	DET
sc-1166	488	11	size	size	NOUN
sc-1166	488	12	of	of	ADP
sc-1166	488	13	the	the	DET
sc-1166	488	14	bag	bag	NOUN
sc-1166	488	15	-	-	PUNCT
sc-1166	488	16	of	of	ADP
sc-1166	488	17	-	-	PUNCT
sc-1166	488	18	tasks	task	NOUN
sc-1166	488	19	(	(	PUNCT
sc-1166	488	20	#	#	SYM
sc-1166	488	21	bag	bag	NOUN
sc-1166	488	22	-	-	PUNCT
sc-1166	488	23	of	of	ADP
sc-1166	488	24	-	-	PUNCT
sc-1166	488	25	tasks	task	NOUN
sc-1166	488	26	)	)	PUNCT
sc-1166	488	27	used	use	VERB
sc-1166	488	28	in	in	ADP
sc-1166	488	29	each	each	DET
sc-1166	488	30	experiment	experiment	NOUN
sc-1166	488	31	are	be	AUX
sc-1166	488	32	indicated	indicate	VERB
sc-1166	488	33	.	.	PUNCT
sc-1166	489	1	then	then	ADV
sc-1166	489	2	,	,	PUNCT
sc-1166	489	3	for	for	ADP
sc-1166	489	4	each	each	DET
sc-1166	489	5	combination	combination	NOUN
sc-1166	489	6	of	of	ADP
sc-1166	489	7	these	these	DET
sc-1166	489	8	values	value	NOUN
sc-1166	489	9	,	,	PUNCT
sc-1166	489	10	the	the	DET
sc-1166	489	11	best	good	ADJ
sc-1166	489	12	(	(	PUNCT
sc-1166	489	13	i.e.	i.e.	X
sc-1166	489	14	,	,	PUNCT
sc-1166	489	15	minimum	minimum	NOUN
sc-1166	489	16	)	)	PUNCT
sc-1166	489	17	,	,	PUNCT
sc-1166	489	18	average	average	ADJ
sc-1166	489	19	,	,	PUNCT
sc-1166	489	20	and	and	CCONJ
sc-1166	489	21	standard	standard	ADJ
sc-1166	489	22	deviation	deviation	NOUN
sc-1166	489	23	of	of	ADP
sc-1166	489	24	execution	execution	NOUN
sc-1166	489	25	time	time	NOUN
sc-1166	489	26	and	and	CCONJ
sc-1166	489	27	speedup	speedup	NOUN
sc-1166	489	28	values	value	NOUN
sc-1166	489	29	are	be	AUX
sc-1166	489	30	reported	report	VERB
sc-1166	489	31	for	for	ADP
sc-1166	489	32	both	both	CCONJ
sc-1166	489	33	direct	direct	ADJ
sc-1166	489	34	and	and	CCONJ
sc-1166	489	35	transfer	transfer	NOUN
sc-1166	489	36	trips	trip	NOUN
sc-1166	489	37	.	.	PUNCT
sc-1166	490	1	execution	execution	NOUN
sc-1166	490	2	times	time	NOUN
sc-1166	490	3	are	be	AUX
sc-1166	490	4	reported	report	VERB
sc-1166	490	5	in	in	ADP
sc-1166	490	6	minutes	minute	NOUN
sc-1166	490	7	and	and	CCONJ
sc-1166	490	8	the	the	DET
sc-1166	490	9	results	result	NOUN
sc-1166	490	10	correspond	correspond	VERB
sc-1166	490	11	to	to	ADP
sc-1166	490	12	5	5	NUM
sc-1166	490	13	independent	independent	ADJ
sc-1166	490	14	executions	execution	NOUN
sc-1166	490	15	of	of	ADP
sc-1166	490	16	the	the	DET
sc-1166	490	17	algorithm	algorithm	NOUN
sc-1166	490	18	using	use	VERB
sc-1166	490	19	each	each	DET
sc-1166	490	20	configuration	configuration	NOUN
sc-1166	490	21	of	of	ADP
sc-1166	490	22	#	#	SYM
sc-1166	490	23	cores	core	NOUN
sc-1166	490	24	and	and	CCONJ
sc-1166	490	25	#	#	SYM
sc-1166	490	26	bag	bag	NOUN
sc-1166	490	27	-	-	PUNCT
sc-1166	490	28	of	of	ADP
sc-1166	490	29	-	-	PUNCT
sc-1166	490	30	tasks	task	NOUN
sc-1166	490	31	.	.	PUNCT
sc-1166	491	1	the	the	DET
sc-1166	491	2	experimental	experimental	ADJ
sc-1166	491	3	results	result	NOUN
sc-1166	491	4	obtained	obtain	VERB
sc-1166	491	5	suggest	suggest	VERB
sc-1166	491	6	that	that	SCONJ
sc-1166	491	7	the	the	DET
sc-1166	491	8	parallel	parallel	ADJ
sc-1166	491	9	approach	approach	NOUN
sc-1166	491	10	is	be	AUX
sc-1166	491	11	an	an	DET
sc-1166	491	12	appropriate	appropriate	ADJ
sc-1166	491	13	strategy	strategy	NOUN
sc-1166	491	14	for	for	ADP
sc-1166	491	15	significantly	significantly	ADV
sc-1166	491	16	improving	improve	VERB
sc-1166	491	17	the	the	DET
sc-1166	491	18	efficiency	efficiency	NOUN
sc-1166	491	19	of	of	ADP
sc-1166	491	20	the	the	DET
sc-1166	491	21	data	datum	NOUN
sc-1166	491	22	processing	processing	NOUN
sc-1166	491	23	for	for	ADP
sc-1166	491	24	demand	demand	NOUN
sc-1166	491	25	and	and	CCONJ
sc-1166	491	26	o	o	NOUN
sc-1166	491	27	-	-	ADJ
sc-1166	491	28	d	d	ADJ
sc-1166	491	29	matrices	matrix	NOUN
sc-1166	491	30	estimation	estimation	NOUN
sc-1166	491	31	.	.	PUNCT
sc-1166	492	1	promising	promise	VERB
sc-1166	492	2	speedup	speedup	NOUN
sc-1166	492	3	values	value	NOUN
sc-1166	492	4	were	be	AUX
sc-1166	492	5	obtained	obtain	VERB
sc-1166	492	6	,	,	PUNCT
sc-1166	492	7	up	up	ADP
sc-1166	492	8	to	to	ADP
sc-1166	492	9	16.41	16.41	NUM
sc-1166	492	10	for	for	ADP
sc-1166	492	11	the	the	DET
sc-1166	492	12	direct	direct	ADJ
sc-1166	492	13	trips	trip	NOUN
sc-1166	492	14	processing	process	VERB
sc-1166	492	15	and	and	CCONJ
sc-1166	492	16	using	use	VERB
sc-1166	492	17	a	a	DET
sc-1166	492	18	bag	bag	NOUN
sc-1166	492	19	-	-	PUNCT
sc-1166	492	20	oftasks	oftask	NOUN
sc-1166	492	21	of	of	ADP
sc-1166	492	22	5000	5000	NUM
sc-1166	492	23	trips	trip	NOUN
sc-1166	492	24	and	and	CCONJ
sc-1166	492	25	executing	execute	VERB
sc-1166	492	26	in	in	ADP
sc-1166	492	27	24	24	NUM
sc-1166	492	28	nodes	node	NOUN
sc-1166	492	29	.	.	PUNCT
sc-1166	493	1	these	these	DET
sc-1166	493	2	results	result	NOUN
sc-1166	493	3	confirm	confirm	VERB
sc-1166	493	4	that	that	SCONJ
sc-1166	493	5	the	the	DET
sc-1166	493	6	proposed	propose	VERB
sc-1166	493	7	master	master	NOUN
sc-1166	493	8	/	/	SYM
sc-1166	493	9	slave	slave	NOUN
sc-1166	493	10	parallel	parallel	NOUN
sc-1166	493	11	model	model	NOUN
sc-1166	493	12	allows	allow	VERB
sc-1166	493	13	improving	improve	VERB
sc-1166	493	14	the	the	DET
sc-1166	493	15	execution	execution	NOUN
sc-1166	493	16	time	time	NOUN
sc-1166	493	17	of	of	ADP
sc-1166	493	18	the	the	DET
sc-1166	493	19	computational	computational	ADJ
sc-1166	493	20	tasks	task	NOUN
sc-1166	493	21	by	by	ADP
sc-1166	493	22	taking	take	VERB
sc-1166	493	23	advantage	advantage	NOUN
sc-1166	493	24	of	of	ADP
sc-1166	493	25	multiple	multiple	ADJ
sc-1166	493	26	computing	computing	NOUN
sc-1166	493	27	nodes	node	NOUN
sc-1166	493	28	.	.	PUNCT
sc-1166	494	1	furthermore	furthermore	ADV
sc-1166	494	2	,	,	PUNCT
sc-1166	494	3	the	the	DET
sc-1166	494	4	computational	computational	ADJ
sc-1166	494	5	efficiency	efficiency	NOUN
sc-1166	494	6	results	result	NOUN
sc-1166	494	7	indicate	indicate	VERB
sc-1166	494	8	that	that	SCONJ
sc-1166	494	9	the	the	DET
sc-1166	494	10	size	size	NOUN
sc-1166	494	11	of	of	ADP
sc-1166	494	12	the	the	DET
sc-1166	494	13	bag	bag	NOUN
sc-1166	494	14	-	-	PUNCT
sc-1166	494	15	of	of	ADP
sc-1166	494	16	-	-	PUNCT
sc-1166	494	17	tasks	task	NOUN
sc-1166	494	18	(	(	PUNCT
sc-1166	494	19	i.e.	i.e.	X
sc-1166	494	20	,	,	PUNCT
sc-1166	494	21	the	the	DET
sc-1166	494	22	amount	amount	NOUN
sc-1166	494	23	of	of	ADP
sc-1166	494	24	passengers	passenger	NOUN
sc-1166	494	25	’	'	PUNCT
sc-1166	494	26	trip	trip	NOUN
sc-1166	494	27	data	datum	NOUN
sc-1166	494	28	given	give	VERB
sc-1166	494	29	to	to	ADP
sc-1166	494	30	each	each	DET
sc-1166	494	31	slave	slave	NOUN
sc-1166	494	32	to	to	ADP
sc-1166	494	33	process	process	NOUN
sc-1166	494	34	at	at	ADP
sc-1166	494	35	once	once	ADV
sc-1166	494	36	)	)	PUNCT
sc-1166	494	37	has	have	VERB
sc-1166	494	38	a	a	DET
sc-1166	494	39	significant	significant	ADJ
sc-1166	494	40	impact	impact	NOUN
sc-1166	494	41	on	on	ADP
sc-1166	494	42	the	the	DET
sc-1166	494	43	overall	overall	ADJ
sc-1166	494	44	execution	execution	NOUN
sc-1166	494	45	time	time	NOUN
sc-1166	494	46	of	of	ADP
sc-1166	494	47	the	the	DET
sc-1166	494	48	algorithm	algorithm	NOUN
sc-1166	494	49	.	.	PUNCT
sc-1166	495	1	execution	execution	NOUN
sc-1166	495	2	times	time	NOUN
sc-1166	495	3	were	be	AUX
sc-1166	495	4	reduced	reduce	VERB
sc-1166	495	5	when	when	SCONJ
sc-1166	495	6	using	use	VERB
sc-1166	495	7	the	the	DET
sc-1166	495	8	smallest	small	ADJ
sc-1166	495	9	size	size	NOUN
sc-1166	495	10	for	for	ADP
sc-1166	495	11	the	the	DET
sc-1166	495	12	bag	bag	NOUN
sc-1166	495	13	-	-	PUNCT
sc-1166	495	14	oftasks	oftask	NOUN
sc-1166	495	15	(	(	PUNCT
sc-1166	495	16	5000	5000	NUM
sc-1166	495	17	)	)	PUNCT
sc-1166	495	18	.	.	PUNCT
sc-1166	496	1	further	further	ADJ
sc-1166	496	2	experiments	experiment	NOUN
sc-1166	496	3	should	should	AUX
sc-1166	496	4	be	be	AUX
sc-1166	496	5	performed	perform	VERB
sc-1166	496	6	to	to	PART
sc-1166	496	7	assess	assess	VERB
sc-1166	496	8	if	if	SCONJ
sc-1166	496	9	using	use	VERB
sc-1166	496	10	a	a	DET
sc-1166	496	11	smaller	small	ADJ
sc-1166	496	12	size	size	NOUN
sc-1166	496	13	for	for	ADP
sc-1166	496	14	the	the	DET
sc-1166	496	15	bag	bag	NOUN
sc-1166	496	16	-	-	PUNCT
sc-1166	496	17	of	of	ADP
sc-1166	496	18	-	-	PUNCT
sc-1166	496	19	tasks	task	NOUN
sc-1166	496	20	is	be	AUX
sc-1166	496	21	still	still	ADV
sc-1166	496	22	more	more	ADV
sc-1166	496	23	efficient	efficient	ADJ
sc-1166	496	24	,	,	PUNCT
sc-1166	496	25	and	and	CCONJ
sc-1166	496	26	to	to	PART
sc-1166	496	27	determine	determine	VERB
sc-1166	496	28	the	the	DET
sc-1166	496	29	trade	trade	NOUN
sc-1166	496	30	-	-	PUNCT
sc-1166	496	31	off	off	ADP
sc-1166	496	32	value	value	NOUN
sc-1166	496	33	before	before	SCONJ
sc-1166	496	34	the	the	DET
sc-1166	496	35	communications	communication	NOUN
sc-1166	496	36	between	between	ADP
sc-1166	496	37	the	the	DET
sc-1166	496	38	slaves	slave	NOUN
sc-1166	496	39	and	and	CCONJ
sc-1166	496	40	the	the	DET
sc-1166	496	41	master	master	NOUN
sc-1166	496	42	become	become	VERB
sc-1166	496	43	more	more	ADV
sc-1166	496	44	expensive	expensive	ADJ
sc-1166	496	45	and	and	CCONJ
sc-1166	496	46	have	have	VERB
sc-1166	496	47	a	a	DET
sc-1166	496	48	negative	negative	ADJ
sc-1166	496	49	impact	impact	NOUN
sc-1166	496	50	on	on	ADP
sc-1166	496	51	the	the	DET
sc-1166	496	52	execution	execution	NOUN
sc-1166	496	53	time	time	NOUN
sc-1166	496	54	.	.	PUNCT
sc-1166	497	1	14	14	NUM
sc-1166	497	2	eai	eai	PROPN
sc-1166	497	3	endorsed	endorse	VERB
sc-1166	497	4	transactions	transaction	NOUN
sc-1166	497	5	on	on	ADP
sc-1166	497	6	smart	smart	ADJ
sc-1166	497	7	cities	city	NOUN
sc-1166	497	8	12	12	NUM
sc-1166	497	9	2016	2016	NUM
sc-1166	497	10	12	12	NUM
sc-1166	497	11	2017	2017	NUM
sc-1166	497	12	|	|	ADV
sc-1166	497	13	volume	volume	NOUN
sc-1166	497	14	2	2	NUM
sc-1166	497	15	|	|	ADV
sc-1166	497	16	issue	issue	VERB
sc-1166	497	17	5	5	NUM
sc-1166	497	18	|	|	ADV
sc-1166	497	19	e	e	X
sc-1166	497	20	a	a	DET
sc-1166	497	21	distributed	distribute	VERB
sc-1166	497	22	platform	platform	NOUN
sc-1166	497	23	for	for	ADP
sc-1166	497	24	big	big	ADJ
sc-1166	497	25	data	datum	NOUN
sc-1166	497	26	analysis	analysis	NOUN
sc-1166	497	27	in	in	ADP
sc-1166	497	28	smart	smart	ADJ
sc-1166	497	29	cities	city	NOUN
sc-1166	497	30	:	:	PUNCT
sc-1166	497	31	combining	combine	VERB
sc-1166	497	32	its	its	PRON
sc-1166	497	33	and	and	CCONJ
sc-1166	497	34	socioeconomic	socioeconomic	ADJ
sc-1166	497	35	data	datum	NOUN
sc-1166	497	36	for	for	ADP
sc-1166	497	37	montevideo	montevideo	NOUN
sc-1166	497	38	,	,	PUNCT
sc-1166	497	39	uruguay	uruguay	NOUN
sc-1166	497	40	#	#	NOUN
sc-1166	497	41	cores	core	NOUN
sc-1166	497	42	#	#	SYM
sc-1166	497	43	bag	bag	NOUN
sc-1166	497	44	-	-	PUNCT
sc-1166	497	45	of	of	ADP
sc-1166	497	46	-	-	PUNCT
sc-1166	497	47	tasks	task	NOUN
sc-1166	497	48	direct	direct	ADJ
sc-1166	497	49	trips	trip	NOUN
sc-1166	497	50	transfer	transfer	NOUN
sc-1166	497	51	trips	trip	NOUN
sc-1166	497	52	avg	avg	NOUN
sc-1166	497	53	.	.	PUNCT
sc-1166	498	1	time±std	time±std	PROPN
sc-1166	498	2	.	.	PUNCT
sc-1166	498	3	dev	dev	PROPN
sc-1166	498	4	.	.	PUNCT
sc-1166	498	5	best	good	ADJ
sc-1166	498	6	speedup	speedup	PROPN
sc-1166	498	7	avg	avg	PROPN
sc-1166	498	8	.	.	PUNCT
sc-1166	498	9	time±std	time±std	PROPN
sc-1166	498	10	.	.	PUNCT
sc-1166	498	11	dev	dev	PROPN
sc-1166	498	12	.	.	PUNCT
sc-1166	499	1	best	good	ADJ
sc-1166	499	2	speedup	speedup	NOUN
sc-1166	499	3	1	1	NUM
sc-1166	499	4	1	1	NUM
sc-1166	499	5	25920.0	25920.0	NUM
sc-1166	499	6	25920.0	25920.0	NUM
sc-1166	499	7	30240.2	30240.2	NUM
sc-1166	499	8	30240.2	30240.2	NUM
sc-1166	499	9	16	16	NUM
sc-1166	499	10	5000	5000	NUM
sc-1166	499	11	2092.1±3.4	2092.1±3.4	NUM
sc-1166	499	12	2089.6	2089.6	NUM
sc-1166	499	13	12.40	12.40	NUM
sc-1166	499	14	2648.9±3.2	2648.9±3.2	NUM
sc-1166	499	15	2645.5	2645.5	NUM
sc-1166	499	16	11.43	11.43	NUM
sc-1166	499	17	16	16	NUM
sc-1166	499	18	10000	10000	NUM
sc-1166	499	19	2372.4±1.8	2372.4±1.8	NUM
sc-1166	499	20	2371.1	2371.1	NUM
sc-1166	499	21	10.92	10.92	NUM
sc-1166	499	22	3068.8±3.5	3068.8±3.5	NUM
sc-1166	499	23	3063.2	3063.2	NUM
sc-1166	499	24	9.87	9.87	NUM
sc-1166	499	25	24	24	NUM
sc-1166	499	26	5000	5000	NUM
sc-1166	499	27	1582.7±2.4	1582.7±2.4	NUM
sc-1166	499	28	1579.4	1579.4	NUM
sc-1166	499	29	16.41	16.41	NUM
sc-1166	499	30	2371.1±2.5	2371.1±2.5	NUM
sc-1166	499	31	2368.1	2368.1	NUM
sc-1166	499	32	12.76	12.76	NUM
sc-1166	499	33	24	24	NUM
sc-1166	499	34	10000	10000	NUM
sc-1166	499	35	1858.2±2.1	1858.2±2.1	NUM
sc-1166	499	36	1855.9	1855.9	NUM
sc-1166	499	37	13.96	13.96	NUM
sc-1166	499	38	2617.9±3.3	2617.9±3.3	NUM
sc-1166	499	39	2614.3	2614.3	NUM
sc-1166	499	40	11.56	11.56	NUM
sc-1166	499	41	table	table	NOUN
sc-1166	499	42	2	2	NUM
sc-1166	499	43	.	.	PUNCT
sc-1166	499	44	execution	execution	NOUN
sc-1166	499	45	time	time	NOUN
sc-1166	499	46	results	result	NOUN
sc-1166	499	47	and	and	CCONJ
sc-1166	499	48	performance	performance	NOUN
sc-1166	499	49	analysis	analysis	NOUN
sc-1166	499	50	.	.	PUNCT
sc-1166	500	1	using	use	VERB
sc-1166	500	2	24	24	NUM
sc-1166	500	3	cores	core	NOUN
sc-1166	500	4	and	and	CCONJ
sc-1166	500	5	tasks	task	NOUN
sc-1166	500	6	with	with	ADP
sc-1166	500	7	the	the	DET
sc-1166	500	8	trip	trip	NOUN
sc-1166	500	9	data	datum	NOUN
sc-1166	500	10	corresponding	correspond	VERB
sc-1166	500	11	to	to	ADP
sc-1166	500	12	5000	5000	NUM
sc-1166	500	13	passengers	passenger	NOUN
sc-1166	500	14	,	,	PUNCT
sc-1166	500	15	the	the	DET
sc-1166	500	16	proposed	propose	VERB
sc-1166	500	17	strategy	strategy	NOUN
sc-1166	500	18	allows	allow	VERB
sc-1166	500	19	improving	improve	VERB
sc-1166	500	20	in	in	ADP
sc-1166	500	21	up	up	ADP
sc-1166	500	22	to	to	PART
sc-1166	500	23	54.4	54.4	NUM
sc-1166	500	24	%	%	NOUN
sc-1166	500	25	the	the	DET
sc-1166	500	26	efficiency	efficiency	NOUN
sc-1166	500	27	when	when	SCONJ
sc-1166	500	28	compared	compare	VERB
sc-1166	500	29	to	to	ADP
sc-1166	500	30	using	use	VERB
sc-1166	500	31	12	12	NUM
sc-1166	500	32	cores	core	NOUN
sc-1166	500	33	and	and	CCONJ
sc-1166	500	34	a	a	DET
sc-1166	500	35	bag	bag	NOUN
sc-1166	500	36	-	-	PUNCT
sc-1166	500	37	of	of	ADP
sc-1166	500	38	-	-	PUNCT
sc-1166	500	39	tasks	task	NOUN
sc-1166	500	40	size	size	NOUN
sc-1166	500	41	of	of	ADP
sc-1166	500	42	5000	5000	NUM
sc-1166	500	43	,	,	PUNCT
sc-1166	500	44	and	and	CCONJ
sc-1166	500	45	up	up	ADP
sc-1166	500	46	to	to	PART
sc-1166	500	47	57.9	57.9	NUM
sc-1166	500	48	%	%	NOUN
sc-1166	500	49	against	against	ADP
sc-1166	500	50	a	a	DET
sc-1166	500	51	sequential	sequential	ADJ
sc-1166	500	52	algorithm	algorithm	NOUN
sc-1166	500	53	running	run	VERB
sc-1166	500	54	on	on	ADP
sc-1166	500	55	a	a	DET
sc-1166	500	56	single	single	ADJ
sc-1166	500	57	computing	computing	NOUN
sc-1166	500	58	node	node	NOUN
sc-1166	500	59	.	.	PUNCT
sc-1166	501	1	this	this	DET
sc-1166	501	2	efficiency	efficiency	NOUN
sc-1166	501	3	allows	allow	VERB
sc-1166	501	4	processing	process	VERB
sc-1166	501	5	the	the	DET
sc-1166	501	6	full	full	ADJ
sc-1166	501	7	information	information	NOUN
sc-1166	501	8	of	of	ADP
sc-1166	501	9	gps	gps	PROPN
sc-1166	501	10	and	and	CCONJ
sc-1166	501	11	trip	trip	NOUN
sc-1166	501	12	data	datum	NOUN
sc-1166	501	13	for	for	ADP
sc-1166	501	14	one	one	NUM
sc-1166	501	15	year	year	NOUN
sc-1166	501	16	(	(	PUNCT
sc-1166	501	17	more	more	ADJ
sc-1166	501	18	than	than	ADP
sc-1166	501	19	130	130	NUM
sc-1166	501	20	gb	gb	NOUN
sc-1166	501	21	)	)	PUNCT
sc-1166	501	22	in	in	ADP
sc-1166	501	23	33	33	NUM
sc-1166	501	24	days	day	NOUN
sc-1166	501	25	,	,	PUNCT
sc-1166	501	26	a	a	DET
sc-1166	501	27	significant	significant	ADJ
sc-1166	501	28	improvement	improvement	NOUN
sc-1166	501	29	over	over	ADP
sc-1166	501	30	the	the	DET
sc-1166	501	31	468	468	NUM
sc-1166	501	32	days	day	NOUN
sc-1166	501	33	demanded	demand	VERB
sc-1166	501	34	by	by	ADP
sc-1166	501	35	a	a	DET
sc-1166	501	36	sequential	sequential	ADJ
sc-1166	501	37	algorithm	algorithm	NOUN
sc-1166	501	38	.	.	PUNCT
sc-1166	502	1	6	6	NUM
sc-1166	502	2	.	.	X
sc-1166	502	3	two	two	NUM
sc-1166	502	4	sample	sample	NOUN
sc-1166	502	5	studies	study	NOUN
sc-1166	502	6	this	this	DET
sc-1166	502	7	section	section	NOUN
sc-1166	502	8	presents	present	VERB
sc-1166	502	9	two	two	NUM
sc-1166	502	10	sample	sample	NOUN
sc-1166	502	11	studies	study	NOUN
sc-1166	502	12	performed	perform	VERB
sc-1166	502	13	using	use	VERB
sc-1166	502	14	the	the	DET
sc-1166	502	15	proposed	propose	VERB
sc-1166	502	16	distributed	distribute	VERB
sc-1166	502	17	system	system	NOUN
sc-1166	502	18	for	for	ADP
sc-1166	502	19	its	its	PRON
sc-1166	502	20	in	in	ADP
sc-1166	502	21	montevideo	montevideo	NOUN
sc-1166	502	22	:	:	PUNCT
sc-1166	502	23	average	average	ADJ
sc-1166	502	24	speed	speed	NOUN
sc-1166	502	25	/	/	SYM
sc-1166	502	26	troublesome	troublesome	ADJ
sc-1166	502	27	locations	location	NOUN
sc-1166	502	28	detection	detection	NOUN
sc-1166	502	29	and	and	CCONJ
sc-1166	502	30	performance	performance	NOUN
sc-1166	502	31	of	of	ADP
sc-1166	502	32	the	the	DET
sc-1166	502	33	public	public	ADJ
sc-1166	502	34	transportation	transportation	NOUN
sc-1166	502	35	across	across	ADP
sc-1166	502	36	socioeconomic	socioeconomic	ADJ
sc-1166	502	37	stratas	strata	NOUN
sc-1166	502	38	.	.	PUNCT
sc-1166	503	1	6.1	6.1	NUM
sc-1166	503	2	.	.	PUNCT
sc-1166	503	3	average	average	ADJ
sc-1166	503	4	speed	speed	NOUN
sc-1166	503	5	and	and	CCONJ
sc-1166	503	6	troublesome	troublesome	ADJ
sc-1166	503	7	locations	location	NOUN
sc-1166	503	8	the	the	DET
sc-1166	503	9	calculation	calculation	NOUN
sc-1166	503	10	of	of	ADP
sc-1166	503	11	the	the	DET
sc-1166	503	12	average	average	ADJ
sc-1166	503	13	speed	speed	NOUN
sc-1166	503	14	of	of	ADP
sc-1166	503	15	buses	bus	NOUN
sc-1166	503	16	and	and	CCONJ
sc-1166	503	17	the	the	DET
sc-1166	503	18	analysis	analysis	NOUN
sc-1166	503	19	of	of	ADP
sc-1166	503	20	troublesome	troublesome	ADJ
sc-1166	503	21	locations	location	NOUN
sc-1166	503	22	is	be	AUX
sc-1166	503	23	a	a	DET
sc-1166	503	24	relevant	relevant	ADJ
sc-1166	503	25	study	study	NOUN
sc-1166	503	26	for	for	ADP
sc-1166	503	27	the	the	DET
sc-1166	503	28	public	public	ADJ
sc-1166	503	29	transport	transport	NOUN
sc-1166	503	30	in	in	ADP
sc-1166	503	31	montevideo	montevideo	PROPN
sc-1166	503	32	.	.	PUNCT
sc-1166	504	1	figure	figure	VERB
sc-1166	504	2	7	7	NUM
sc-1166	504	3	presents	present	VERB
sc-1166	504	4	the	the	DET
sc-1166	504	5	study	study	NOUN
sc-1166	504	6	of	of	ADP
sc-1166	504	7	the	the	DET
sc-1166	504	8	average	average	ADJ
sc-1166	504	9	speed	speed	NOUN
sc-1166	504	10	of	of	ADP
sc-1166	504	11	the	the	DET
sc-1166	504	12	seven	seven	NUM
sc-1166	504	13	bus	bus	NOUN
sc-1166	504	14	lines	line	NOUN
sc-1166	504	15	(	(	PUNCT
sc-1166	504	16	100	100	NUM
sc-1166	504	17	,	,	PUNCT
sc-1166	504	18	102	102	NUM
sc-1166	504	19	,	,	PUNCT
sc-1166	504	20	103	103	NUM
sc-1166	504	21	,	,	PUNCT
sc-1166	504	22	105	105	NUM
sc-1166	504	23	,	,	PUNCT
sc-1166	504	24	106	106	NUM
sc-1166	504	25	,	,	PUNCT
sc-1166	504	26	d11	d11	PROPN
sc-1166	504	27	,	,	PUNCT
sc-1166	504	28	d8	d8	PROPN
sc-1166	504	29	,	,	PUNCT
sc-1166	504	30	d10	d10	PROPN
sc-1166	504	31	and	and	CCONJ
sc-1166	504	32	ca1	ca1	NOUN
sc-1166	504	33	)	)	PUNCT
sc-1166	504	34	traveling	travel	VERB
sc-1166	504	35	through	through	ADP
sc-1166	504	36	18	18	NUM
sc-1166	504	37	de	de	PROPN
sc-1166	504	38	julio	julio	PROPN
sc-1166	504	39	avenue	avenue	PROPN
sc-1166	504	40	(	(	PUNCT
sc-1166	504	41	the	the	DET
sc-1166	504	42	main	main	ADJ
sc-1166	504	43	avenue	avenue	NOUN
sc-1166	504	44	in	in	ADP
sc-1166	504	45	montevideo	montevideo	NOUN
sc-1166	504	46	)	)	PUNCT
sc-1166	504	47	in	in	ADP
sc-1166	504	48	four	four	NUM
sc-1166	504	49	relevant	relevant	ADJ
sc-1166	504	50	time	time	NOUN
sc-1166	504	51	ranges	range	NOUN
sc-1166	504	52	(	(	PUNCT
sc-1166	504	53	including	include	VERB
sc-1166	504	54	peak	peak	NOUN
sc-1166	504	55	hours	hour	NOUN
sc-1166	504	56	)	)	PUNCT
sc-1166	504	57	.	.	PUNCT
sc-1166	505	1	the	the	DET
sc-1166	505	2	speed	speed	NOUN
sc-1166	505	3	analysis	analysis	NOUN
sc-1166	505	4	is	be	AUX
sc-1166	505	5	a	a	DET
sc-1166	505	6	valuable	valuable	ADJ
sc-1166	505	7	input	input	NOUN
sc-1166	505	8	for	for	ADP
sc-1166	505	9	decision	decision	NOUN
sc-1166	505	10	making	making	NOUN
sc-1166	505	11	in	in	ADP
sc-1166	505	12	order	order	NOUN
sc-1166	505	13	to	to	PART
sc-1166	505	14	improve	improve	VERB
sc-1166	505	15	quality	quality	NOUN
sc-1166	505	16	of	of	ADP
sc-1166	505	17	service	service	NOUN
sc-1166	505	18	and	and	CCONJ
sc-1166	505	19	travel	travel	NOUN
sc-1166	505	20	experience	experience	NOUN
sc-1166	505	21	for	for	ADP
sc-1166	505	22	users	user	NOUN
sc-1166	505	23	.	.	PUNCT
sc-1166	506	1	figure	figure	VERB
sc-1166	506	2	8	8	NUM
sc-1166	506	3	presents	present	VERB
sc-1166	506	4	a	a	DET
sc-1166	506	5	report	report	NOUN
sc-1166	506	6	extracted	extract	VERB
sc-1166	506	7	from	from	ADP
sc-1166	506	8	the	the	DET
sc-1166	506	9	analysis	analysis	NOUN
sc-1166	506	10	of	of	ADP
sc-1166	506	11	delays	delay	NOUN
sc-1166	506	12	of	of	ADP
sc-1166	506	13	buses	bus	NOUN
sc-1166	506	14	to	to	PART
sc-1166	506	15	identify	identify	VERB
sc-1166	506	16	troublesome	troublesome	ADJ
sc-1166	506	17	locations	location	NOUN
sc-1166	506	18	in	in	ADP
sc-1166	506	19	the	the	DET
sc-1166	506	20	city	city	NOUN
sc-1166	506	21	.	.	PUNCT
sc-1166	507	1	results	result	NOUN
sc-1166	507	2	correspond	correspond	VERB
sc-1166	507	3	to	to	ADP
sc-1166	507	4	bus	bus	NOUN
sc-1166	507	5	line	line	NOUN
sc-1166	507	6	195	195	NUM
sc-1166	507	7	at	at	ADP
sc-1166	507	8	night	night	NOUN
sc-1166	507	9	.	.	PUNCT
sc-1166	508	1	delay	delay	NOUN
sc-1166	508	2	values	value	NOUN
sc-1166	508	3	are	be	AUX
sc-1166	508	4	computed	compute	VERB
sc-1166	508	5	according	accord	VERB
sc-1166	508	6	to	to	ADP
sc-1166	508	7	six	six	NUM
sc-1166	508	8	months	month	NOUN
sc-1166	508	9	of	of	ADP
sc-1166	508	10	historical	historical	ADJ
sc-1166	508	11	gps	gps	NOUN
sc-1166	508	12	records	record	NOUN
sc-1166	508	13	,	,	PUNCT
sc-1166	508	14	comparing	compare	VERB
sc-1166	508	15	the	the	DET
sc-1166	508	16	times	time	NOUN
sc-1166	508	17	to	to	PART
sc-1166	508	18	reach	reach	VERB
sc-1166	508	19	each	each	DET
sc-1166	508	20	bus	bus	NOUN
sc-1166	508	21	stop	stop	VERB
sc-1166	508	22	against	against	ADP
sc-1166	508	23	the	the	DET
sc-1166	508	24	scheduled	schedule	VERB
sc-1166	508	25	times	time	NOUN
sc-1166	508	26	,	,	PUNCT
sc-1166	508	27	as	as	SCONJ
sc-1166	508	28	reported	report	VERB
sc-1166	508	29	in	in	ADP
sc-1166	508	30	the	the	DET
sc-1166	508	31	website	website	NOUN
sc-1166	508	32	of	of	ADP
sc-1166	508	33	stm	stm	PROPN
sc-1166	508	34	,	,	PUNCT
sc-1166	508	35	montevideo	montevideo	NOUN
sc-1166	509	1	[	[	X
sc-1166	509	2	5	5	NUM
sc-1166	509	3	]	]	PUNCT
sc-1166	509	4	.	.	PUNCT
sc-1166	510	1	these	these	DET
sc-1166	510	2	results	result	NOUN
sc-1166	510	3	can	can	AUX
sc-1166	510	4	be	be	AUX
sc-1166	510	5	obtained	obtain	VERB
sc-1166	510	6	in	in	ADP
sc-1166	510	7	real	real	ADJ
sc-1166	510	8	time	time	NOUN
sc-1166	510	9	using	use	VERB
sc-1166	510	10	the	the	DET
sc-1166	510	11	distributed	distribute	VERB
sc-1166	510	12	algorithm	algorithm	NOUN
sc-1166	510	13	,	,	PUNCT
sc-1166	510	14	allowing	allow	VERB
sc-1166	510	15	a	a	DET
sc-1166	510	16	fast	fast	ADJ
sc-1166	510	17	response	response	NOUN
sc-1166	510	18	to	to	ADP
sc-1166	510	19	specific	specific	ADJ
sc-1166	510	20	problems	problem	NOUN
sc-1166	510	21	.	.	PUNCT
sc-1166	511	1	in	in	ADP
sc-1166	511	2	addition	addition	NOUN
sc-1166	511	3	,	,	PUNCT
sc-1166	511	4	the	the	DET
sc-1166	511	5	information	information	NOUN
sc-1166	511	6	can	can	AUX
sc-1166	511	7	be	be	AUX
sc-1166	511	8	reported	report	VERB
sc-1166	511	9	to	to	ADP
sc-1166	511	10	users	user	NOUN
sc-1166	511	11	via	via	ADP
sc-1166	511	12	mobile	mobile	ADJ
sc-1166	511	13	ubiquitous	ubiquitous	ADJ
sc-1166	511	14	applications	application	NOUN
sc-1166	511	15	.	.	PUNCT
sc-1166	512	1	6.2	6.2	NUM
sc-1166	512	2	.	.	PUNCT
sc-1166	512	3	fairness	fairness	NOUN
sc-1166	512	4	of	of	ADP
sc-1166	512	5	the	the	DET
sc-1166	512	6	public	public	ADJ
sc-1166	512	7	transportation	transportation	NOUN
sc-1166	512	8	service	service	NOUN
sc-1166	512	9	delivery	delivery	NOUN
sc-1166	512	10	the	the	DET
sc-1166	512	11	preliminary	preliminary	ADJ
sc-1166	512	12	work	work	NOUN
sc-1166	512	13	in	in	ADP
sc-1166	512	14	this	this	DET
sc-1166	512	15	area	area	NOUN
sc-1166	512	16	allow	allow	VERB
sc-1166	512	17	characterizing	characterize	VERB
sc-1166	512	18	each	each	PRON
sc-1166	512	19	of	of	ADP
sc-1166	512	20	the	the	DET
sc-1166	512	21	bus	bus	NOUN
sc-1166	512	22	routes	route	NOUN
sc-1166	512	23	using	use	VERB
sc-1166	512	24	the	the	DET
sc-1166	512	25	median	median	ADJ
sc-1166	512	26	household	household	NOUN
sc-1166	512	27	income	income	NOUN
sc-1166	512	28	for	for	ADP
sc-1166	512	29	the	the	DET
sc-1166	512	30	census	census	NOUN
sc-1166	512	31	segments	segment	NOUN
sc-1166	512	32	covered	cover	VERB
sc-1166	512	33	by	by	ADP
sc-1166	512	34	all	all	DET
sc-1166	512	35	the	the	DET
sc-1166	512	36	bus	bus	NOUN
sc-1166	512	37	lines	line	NOUN
sc-1166	512	38	.	.	PUNCT
sc-1166	513	1	using	use	VERB
sc-1166	513	2	these	these	DET
sc-1166	513	3	indicators	indicator	NOUN
sc-1166	513	4	the	the	DET
sc-1166	513	5	bus	bus	NOUN
sc-1166	513	6	line	line	NOUN
sc-1166	513	7	coverage	coverage	NOUN
sc-1166	513	8	area	area	NOUN
sc-1166	513	9	is	be	AUX
sc-1166	513	10	defined	define	VERB
sc-1166	513	11	as	as	ADP
sc-1166	513	12	unit	unit	NOUN
sc-1166	513	13	of	of	ADP
sc-1166	513	14	analysis	analysis	NOUN
sc-1166	513	15	,	,	PUNCT
sc-1166	513	16	deriving	derive	VERB
sc-1166	513	17	its	its	PRON
sc-1166	513	18	socioeconomic	socioeconomic	ADJ
sc-1166	513	19	characteristics	characteristic	NOUN
sc-1166	513	20	from	from	ADP
sc-1166	513	21	the	the	DET
sc-1166	513	22	census	census	NOUN
sc-1166	513	23	segments	segment	NOUN
sc-1166	513	24	that	that	PRON
sc-1166	513	25	are	be	AUX
sc-1166	513	26	included	include	VERB
sc-1166	513	27	on	on	ADP
sc-1166	513	28	it	it	PRON
sc-1166	513	29	.	.	PUNCT
sc-1166	514	1	figure	figure	NOUN
sc-1166	514	2	9	9	NUM
sc-1166	514	3	shows	show	VERB
sc-1166	514	4	an	an	DET
sc-1166	514	5	example	example	NOUN
sc-1166	514	6	of	of	ADP
sc-1166	514	7	two	two	NUM
sc-1166	514	8	different	different	ADJ
sc-1166	514	9	instances	instance	NOUN
sc-1166	514	10	of	of	ADP
sc-1166	514	11	the	the	DET
sc-1166	514	12	unit	unit	NOUN
sc-1166	514	13	of	of	ADP
sc-1166	514	14	analysis	analysis	NOUN
sc-1166	514	15	:	:	PUNCT
sc-1166	514	16	the	the	DET
sc-1166	514	17	bus	bus	NOUN
sc-1166	514	18	service	service	NOUN
sc-1166	514	19	areas	area	NOUN
sc-1166	514	20	for	for	ADP
sc-1166	514	21	bus	bus	NOUN
sc-1166	514	22	figure	figure	NOUN
sc-1166	514	23	7	7	NUM
sc-1166	514	24	.	.	PUNCT
sc-1166	514	25	average	average	ADJ
sc-1166	514	26	speed	speed	NOUN
sc-1166	514	27	of	of	ADP
sc-1166	514	28	buses	bus	NOUN
sc-1166	514	29	in	in	ADP
sc-1166	514	30	18	18	NUM
sc-1166	514	31	de	de	PROPN
sc-1166	514	32	julio	julio	PROPN
sc-1166	514	33	avenue	avenue	PROPN
sc-1166	514	34	.	.	PUNCT
sc-1166	515	1	15	15	NUM
sc-1166	515	2	eai	eai	PROPN
sc-1166	515	3	endorsed	endorse	VERB
sc-1166	515	4	transactions	transaction	NOUN
sc-1166	515	5	on	on	ADP
sc-1166	515	6	smart	smart	ADJ
sc-1166	515	7	cities	city	NOUN
sc-1166	515	8	12	12	NUM
sc-1166	515	9	2016	2016	NUM
sc-1166	515	10	12	12	NUM
sc-1166	515	11	2017	2017	NUM
sc-1166	515	12	|	|	ADV
sc-1166	515	13	volume	volume	NOUN
sc-1166	515	14	2	2	NUM
sc-1166	515	15	|	|	ADV
sc-1166	515	16	issue	issue	VERB
sc-1166	515	17	5	5	NUM
sc-1166	515	18	|	|	ADV
sc-1166	515	19	e	e	PROPN
sc-1166	515	20	sergio	sergio	PROPN
sc-1166	515	21	nesmachnow	nesmachnow	PROPN
sc-1166	515	22	,	,	PUNCT
sc-1166	515	23	sebastián	sebastián	ADJ
sc-1166	515	24	baña	baña	NOUN
sc-1166	515	25	,	,	PUNCT
sc-1166	515	26	and	and	CCONJ
sc-1166	515	27	renzo	renzo	VERB
sc-1166	515	28	massobrio	massobrio	ADJ
sc-1166	515	29	figure	figure	NOUN
sc-1166	515	30	8	8	NUM
sc-1166	515	31	.	.	PUNCT
sc-1166	516	1	average	average	ADJ
sc-1166	516	2	delay	delay	NOUN
sc-1166	516	3	for	for	ADP
sc-1166	516	4	bus	bus	NOUN
sc-1166	516	5	line	line	NOUN
sc-1166	516	6	195	195	NUM
sc-1166	516	7	in	in	ADP
sc-1166	516	8	the	the	DET
sc-1166	516	9	night	night	NOUN
sc-1166	516	10	,	,	PUNCT
sc-1166	516	11	using	use	VERB
sc-1166	516	12	six	six	NUM
sc-1166	516	13	months	month	NOUN
sc-1166	516	14	of	of	ADP
sc-1166	516	15	historical	historical	ADJ
sc-1166	516	16	data	datum	NOUN
sc-1166	516	17	lines	line	NOUN
sc-1166	516	18	121	121	NUM
sc-1166	516	19	and	and	CCONJ
sc-1166	516	20	195	195	NUM
sc-1166	516	21	.	.	PUNCT
sc-1166	517	1	the	the	DET
sc-1166	517	2	map	map	NOUN
sc-1166	517	3	shows	show	VERB
sc-1166	517	4	that	that	SCONJ
sc-1166	517	5	the	the	DET
sc-1166	517	6	service	service	NOUN
sc-1166	517	7	area	area	NOUN
sc-1166	517	8	for	for	ADP
sc-1166	517	9	bus	bus	NOUN
sc-1166	517	10	line	line	NOUN
sc-1166	517	11	195	195	NUM
sc-1166	517	12	covers	cover	VERB
sc-1166	517	13	a	a	DET
sc-1166	517	14	significantly	significantly	ADV
sc-1166	517	15	larger	large	ADJ
sc-1166	517	16	number	number	NOUN
sc-1166	517	17	of	of	ADP
sc-1166	517	18	census	census	NOUN
sc-1166	517	19	segments	segment	NOUN
sc-1166	517	20	,	,	PUNCT
sc-1166	517	21	and	and	CCONJ
sc-1166	517	22	its	its	PRON
sc-1166	517	23	median	median	ADJ
sc-1166	517	24	household	household	NOUN
sc-1166	517	25	income	income	NOUN
sc-1166	517	26	is	be	AUX
sc-1166	517	27	visibly	visibly	ADV
sc-1166	517	28	lower	low	ADJ
sc-1166	517	29	than	than	ADP
sc-1166	517	30	the	the	DET
sc-1166	517	31	average	average	ADJ
sc-1166	517	32	income	income	NOUN
sc-1166	517	33	of	of	ADP
sc-1166	517	34	the	the	DET
sc-1166	517	35	service	service	NOUN
sc-1166	517	36	area	area	NOUN
sc-1166	517	37	for	for	ADP
sc-1166	517	38	bus	bus	NOUN
sc-1166	517	39	line	line	NOUN
sc-1166	517	40	121	121	NUM
sc-1166	517	41	.	.	PUNCT
sc-1166	518	1	this	this	DET
sc-1166	518	2	example	example	NOUN
sc-1166	518	3	illustrates	illustrate	VERB
sc-1166	518	4	the	the	DET
sc-1166	518	5	type	type	NOUN
sc-1166	518	6	of	of	ADP
sc-1166	518	7	contrasts	contrast	NOUN
sc-1166	518	8	that	that	PRON
sc-1166	518	9	exists	exist	VERB
sc-1166	518	10	between	between	ADP
sc-1166	518	11	different	different	ADJ
sc-1166	518	12	bus	bus	NOUN
sc-1166	518	13	service	service	NOUN
sc-1166	518	14	areas	area	NOUN
sc-1166	518	15	across	across	ADP
sc-1166	518	16	the	the	DET
sc-1166	518	17	city	city	NOUN
sc-1166	518	18	,	,	PUNCT
sc-1166	518	19	which	which	PRON
sc-1166	518	20	is	be	AUX
sc-1166	518	21	worth	worth	ADJ
sc-1166	518	22	further	far	ADV
sc-1166	518	23	studying	study	VERB
sc-1166	518	24	.	.	PUNCT
sc-1166	519	1	the	the	DET
sc-1166	519	2	proposed	propose	VERB
sc-1166	519	3	methodology	methodology	NOUN
sc-1166	519	4	to	to	PART
sc-1166	519	5	assess	assess	VERB
sc-1166	519	6	the	the	DET
sc-1166	519	7	service	service	NOUN
sc-1166	519	8	fairness	fairness	NOUN
sc-1166	519	9	involves	involve	VERB
sc-1166	519	10	deriving	derive	VERB
sc-1166	519	11	quality	quality	NOUN
sc-1166	519	12	metrics	metric	NOUN
sc-1166	519	13	–	–	PUNCT
sc-1166	519	14	such	such	ADJ
sc-1166	519	15	as	as	ADP
sc-1166	519	16	the	the	DET
sc-1166	519	17	standard	standard	ADJ
sc-1166	519	18	deviations	deviation	NOUN
sc-1166	519	19	of	of	ADP
sc-1166	519	20	the	the	DET
sc-1166	519	21	total	total	ADJ
sc-1166	519	22	routes	route	NOUN
sc-1166	519	23	duration	duration	NOUN
sc-1166	519	24	and	and	CCONJ
sc-1166	519	25	the	the	DET
sc-1166	519	26	deviation	deviation	NOUN
sc-1166	519	27	from	from	ADP
sc-1166	519	28	the	the	DET
sc-1166	519	29	original	original	ADJ
sc-1166	519	30	schedules	schedule	NOUN
sc-1166	519	31	–	–	PUNCT
sc-1166	519	32	and	and	CCONJ
sc-1166	519	33	measuring	measure	VERB
sc-1166	519	34	the	the	DET
sc-1166	519	35	correlation	correlation	NOUN
sc-1166	519	36	coefficient	coefficient	NOUN
sc-1166	519	37	with	with	ADP
sc-1166	519	38	the	the	DET
sc-1166	519	39	socioeconomic	socioeconomic	ADJ
sc-1166	519	40	indicators	indicator	NOUN
sc-1166	519	41	that	that	SCONJ
sc-1166	519	42	we	we	PRON
sc-1166	519	43	use	use	VERB
sc-1166	519	44	to	to	PART
sc-1166	519	45	characterize	characterize	VERB
sc-1166	519	46	the	the	DET
sc-1166	519	47	service	service	NOUN
sc-1166	519	48	zones	zone	NOUN
sc-1166	519	49	,	,	PUNCT
sc-1166	519	50	such	such	ADJ
sc-1166	519	51	as	as	ADP
sc-1166	519	52	the	the	DET
sc-1166	519	53	household	household	NOUN
sc-1166	519	54	median	median	NOUN
sc-1166	519	55	income	income	NOUN
sc-1166	519	56	.	.	PUNCT
sc-1166	520	1	once	once	ADV
sc-1166	520	2	this	this	DET
sc-1166	520	3	phase	phase	NOUN
sc-1166	520	4	of	of	ADP
sc-1166	520	5	the	the	DET
sc-1166	520	6	study	study	NOUN
sc-1166	520	7	is	be	AUX
sc-1166	520	8	completed	complete	VERB
sc-1166	520	9	,	,	PUNCT
sc-1166	520	10	we	we	PRON
sc-1166	520	11	aim	aim	VERB
sc-1166	520	12	at	at	ADP
sc-1166	520	13	delivering	deliver	VERB
sc-1166	520	14	a	a	DET
sc-1166	520	15	novel	novel	ADJ
sc-1166	520	16	data	data	NOUN
sc-1166	520	17	product	product	NOUN
sc-1166	520	18	that	that	PRON
sc-1166	520	19	will	will	AUX
sc-1166	520	20	provide	provide	VERB
sc-1166	520	21	researchers	researcher	NOUN
sc-1166	520	22	and	and	CCONJ
sc-1166	520	23	policy	policy	NOUN
sc-1166	520	24	makers	maker	NOUN
sc-1166	520	25	with	with	ADP
sc-1166	520	26	a	a	DET
sc-1166	520	27	new	new	ADJ
sc-1166	520	28	perspective	perspective	NOUN
sc-1166	520	29	on	on	ADP
sc-1166	520	30	the	the	DET
sc-1166	520	31	matter	matter	NOUN
sc-1166	520	32	of	of	ADP
sc-1166	520	33	the	the	DET
sc-1166	520	34	fairness	fairness	NOUN
sc-1166	520	35	of	of	ADP
sc-1166	520	36	public	public	ADJ
sc-1166	520	37	services	service	NOUN
sc-1166	520	38	delivery	delivery	NOUN
sc-1166	520	39	.	.	PUNCT
sc-1166	521	1	in	in	ADP
sc-1166	521	2	particular	particular	ADJ
sc-1166	521	3	,	,	PUNCT
sc-1166	521	4	we	we	PRON
sc-1166	521	5	will	will	AUX
sc-1166	521	6	be	be	AUX
sc-1166	521	7	contributing	contribute	VERB
sc-1166	521	8	to	to	PART
sc-1166	521	9	answer	answer	VERB
sc-1166	521	10	the	the	DET
sc-1166	521	11	question	question	NOUN
sc-1166	521	12	of	of	ADP
sc-1166	521	13	whether	whether	SCONJ
sc-1166	521	14	or	or	CCONJ
sc-1166	521	15	not	not	PART
sc-1166	521	16	certain	certain	ADJ
sc-1166	521	17	neighborhoods	neighborhood	NOUN
sc-1166	521	18	or	or	CCONJ
sc-1166	521	19	areas	area	NOUN
sc-1166	521	20	in	in	ADP
sc-1166	521	21	the	the	DET
sc-1166	521	22	city	city	NOUN
sc-1166	521	23	are	be	AUX
sc-1166	521	24	dis	dis	PROPN
sc-1166	521	25	-	-	PUNCT
sc-1166	521	26	proportionally	proportionally	ADV
sc-1166	521	27	affected	affect	VERB
sc-1166	521	28	by	by	ADP
sc-1166	521	29	poor	poor	ADJ
sc-1166	521	30	public	public	ADJ
sc-1166	521	31	transportation	transportation	NOUN
sc-1166	521	32	services	service	NOUN
sc-1166	521	33	.	.	PUNCT
sc-1166	522	1	7	7	X
sc-1166	522	2	.	.	NUM
sc-1166	522	3	conclusions	conclusion	NOUN
sc-1166	522	4	and	and	CCONJ
sc-1166	522	5	future	future	ADJ
sc-1166	522	6	work	work	NOUN
sc-1166	522	7	this	this	DET
sc-1166	522	8	article	article	NOUN
sc-1166	522	9	described	describe	VERB
sc-1166	522	10	our	our	PRON
sc-1166	522	11	experiences	experience	NOUN
sc-1166	522	12	on	on	ADP
sc-1166	522	13	designing	design	VERB
sc-1166	522	14	and	and	CCONJ
sc-1166	522	15	building	build	VERB
sc-1166	522	16	a	a	DET
sc-1166	522	17	platform	platform	NOUN
sc-1166	522	18	for	for	ADP
sc-1166	522	19	big	big	ADJ
sc-1166	522	20	data	datum	NOUN
sc-1166	522	21	analysis	analysis	NOUN
sc-1166	522	22	for	for	ADP
sc-1166	522	23	smart	smart	ADJ
sc-1166	522	24	cities	city	NOUN
sc-1166	522	25	.	.	PUNCT
sc-1166	523	1	this	this	DET
sc-1166	523	2	platform	platform	NOUN
sc-1166	523	3	combines	combine	VERB
sc-1166	523	4	distributed	distribute	VERB
sc-1166	523	5	computational	computational	ADJ
sc-1166	523	6	intelligence	intelligence	NOUN
sc-1166	523	7	and	and	CCONJ
sc-1166	523	8	geo	geo	PROPN
sc-1166	523	9	-	-	PUNCT
sc-1166	523	10	spatial	spatial	ADJ
sc-1166	523	11	analysis	analysis	NOUN
sc-1166	523	12	to	to	PART
sc-1166	523	13	process	process	VERB
sc-1166	523	14	historical	historical	ADJ
sc-1166	523	15	gps	gps	PROPN
sc-1166	523	16	data	datum	NOUN
sc-1166	523	17	to	to	PART
sc-1166	523	18	compute	compute	VERB
sc-1166	523	19	quality	quality	NOUN
sc-1166	523	20	-	-	PUNCT
sc-1166	523	21	ofservice	ofservice	NOUN
sc-1166	523	22	metrics	metric	NOUN
sc-1166	523	23	for	for	ADP
sc-1166	523	24	the	the	DET
sc-1166	523	25	public	public	ADJ
sc-1166	523	26	transportation	transportation	NOUN
sc-1166	523	27	system	system	NOUN
sc-1166	523	28	in	in	ADP
sc-1166	523	29	montevideo	montevideo	PROPN
sc-1166	523	30	,	,	PUNCT
sc-1166	523	31	uruguay	uruguay	PROPN
sc-1166	523	32	.	.	PUNCT
sc-1166	524	1	furthermore	furthermore	ADV
sc-1166	524	2	,	,	PUNCT
sc-1166	524	3	we	we	PRON
sc-1166	524	4	presented	present	VERB
sc-1166	524	5	two	two	NUM
sc-1166	524	6	case	case	NOUN
sc-1166	524	7	studies	study	NOUN
sc-1166	524	8	that	that	PRON
sc-1166	524	9	rely	rely	VERB
sc-1166	524	10	on	on	ADP
sc-1166	524	11	the	the	DET
sc-1166	524	12	platform	platform	NOUN
sc-1166	524	13	capabilities	capability	NOUN
sc-1166	524	14	to	to	PART
sc-1166	524	15	answer	answer	VERB
sc-1166	524	16	relevant	relevant	ADJ
sc-1166	524	17	research	research	NOUN
sc-1166	524	18	questions	question	NOUN
sc-1166	524	19	related	relate	VERB
sc-1166	524	20	to	to	ADP
sc-1166	524	21	two	two	NUM
sc-1166	524	22	different	different	ADJ
sc-1166	524	23	urban	urban	ADJ
sc-1166	524	24	problem	problem	NOUN
sc-1166	524	25	domains	domain	NOUN
sc-1166	524	26	:	:	PUNCT
sc-1166	524	27	operational	operational	ADJ
sc-1166	524	28	efficiency	efficiency	NOUN
sc-1166	524	29	and	and	CCONJ
sc-1166	524	30	equability	equability	NOUN
sc-1166	524	31	.	.	PUNCT
sc-1166	525	1	an	an	DET
sc-1166	525	2	intelligent	intelligent	ADJ
sc-1166	525	3	system	system	NOUN
sc-1166	525	4	for	for	ADP
sc-1166	525	5	data	data	NOUN
sc-1166	525	6	processing	processing	NOUN
sc-1166	525	7	was	be	AUX
sc-1166	525	8	conceived	conceive	VERB
sc-1166	525	9	,	,	PUNCT
sc-1166	525	10	applying	apply	VERB
sc-1166	525	11	the	the	DET
sc-1166	525	12	map	map	NOUN
sc-1166	525	13	-	-	PUNCT
sc-1166	525	14	reduce	reduce	VERB
sc-1166	525	15	paradigm	paradigm	NOUN
sc-1166	525	16	implemented	implement	VERB
sc-1166	525	17	over	over	ADP
sc-1166	525	18	the	the	DET
sc-1166	525	19	hadoop	hadoop	NOUN
sc-1166	525	20	framework	framework	NOUN
sc-1166	525	21	.	.	PUNCT
sc-1166	526	1	specific	specific	ADJ
sc-1166	526	2	features	feature	NOUN
sc-1166	526	3	were	be	AUX
sc-1166	526	4	included	include	VERB
sc-1166	526	5	to	to	PART
sc-1166	526	6	deal	deal	VERB
sc-1166	526	7	with	with	ADP
sc-1166	526	8	the	the	DET
sc-1166	526	9	processed	process	VERB
sc-1166	526	10	data	datum	NOUN
sc-1166	526	11	:	:	PUNCT
sc-1166	526	12	the	the	DET
sc-1166	526	13	figure	figure	NOUN
sc-1166	526	14	9	9	NUM
sc-1166	526	15	.	.	PUNCT
sc-1166	527	1	maps	map	NOUN
sc-1166	527	2	of	of	ADP
sc-1166	527	3	service	service	NOUN
sc-1166	527	4	areas	area	NOUN
sc-1166	527	5	for	for	ADP
sc-1166	527	6	buses	bus	NOUN
sc-1166	527	7	121	121	NUM
sc-1166	527	8	and	and	CCONJ
sc-1166	527	9	195	195	NUM
sc-1166	527	10	:	:	PUNCT
sc-1166	527	11	the	the	DET
sc-1166	527	12	red	red	ADJ
sc-1166	527	13	areas	area	NOUN
sc-1166	527	14	correspond	correspond	VERB
sc-1166	527	15	to	to	PART
sc-1166	527	16	census	census	NOUN
sc-1166	527	17	segments	segment	NOUN
sc-1166	527	18	that	that	PRON
sc-1166	527	19	display	display	VERB
sc-1166	527	20	the	the	DET
sc-1166	527	21	highest	high	ADJ
sc-1166	527	22	household	household	NOUN
sc-1166	527	23	income	income	NOUN
sc-1166	527	24	(	(	PUNCT
sc-1166	527	25	in	in	ADP
sc-1166	527	26	uruguayan	uruguayan	ADJ
sc-1166	527	27	pesos	pesos	NOUN
sc-1166	527	28	per	per	ADP
sc-1166	527	29	inhabitant	inhabitant	NOUN
sc-1166	527	30	)	)	PUNCT
sc-1166	527	31	16	16	NUM
sc-1166	527	32	eai	eai	NOUN
sc-1166	527	33	endorsed	endorse	VERB
sc-1166	527	34	transactions	transaction	NOUN
sc-1166	527	35	on	on	ADP
sc-1166	527	36	smart	smart	ADJ
sc-1166	527	37	cities	city	NOUN
sc-1166	527	38	12	12	NUM
sc-1166	527	39	2016	2016	NUM
sc-1166	527	40	12	12	NUM
sc-1166	527	41	2017	2017	NUM
sc-1166	527	42	|	|	ADV
sc-1166	527	43	volume	volume	NOUN
sc-1166	527	44	2	2	NUM
sc-1166	527	45	|	|	ADV
sc-1166	527	46	issue	issue	VERB
sc-1166	527	47	5	5	NUM
sc-1166	528	1	|	|	ADV
sc-1166	528	2	e	e	X
sc-1166	528	3	a	a	DET
sc-1166	528	4	distributed	distribute	VERB
sc-1166	528	5	platform	platform	NOUN
sc-1166	528	6	for	for	ADP
sc-1166	528	7	big	big	ADJ
sc-1166	528	8	data	datum	NOUN
sc-1166	528	9	analysis	analysis	NOUN
sc-1166	528	10	in	in	ADP
sc-1166	528	11	smart	smart	ADJ
sc-1166	528	12	cities	city	NOUN
sc-1166	528	13	:	:	PUNCT
sc-1166	528	14	combining	combine	VERB
sc-1166	528	15	its	its	PRON
sc-1166	528	16	and	and	CCONJ
sc-1166	528	17	socioeconomic	socioeconomic	ADJ
sc-1166	528	18	data	datum	NOUN
sc-1166	528	19	for	for	ADP
sc-1166	528	20	montevideo	montevideo	NOUN
sc-1166	528	21	,	,	PUNCT
sc-1166	528	22	uruguay	uruguay	PROPN
sc-1166	528	23	proposed	propose	VERB
sc-1166	528	24	implementation	implementation	NOUN
sc-1166	528	25	allows	allow	VERB
sc-1166	528	26	filtering	filter	VERB
sc-1166	528	27	and	and	CCONJ
sc-1166	528	28	selecting	select	VERB
sc-1166	528	29	useful	useful	ADJ
sc-1166	528	30	information	information	NOUN
sc-1166	528	31	to	to	PART
sc-1166	528	32	compute	compute	VERB
sc-1166	528	33	a	a	DET
sc-1166	528	34	set	set	NOUN
sc-1166	528	35	of	of	ADP
sc-1166	528	36	relevant	relevant	ADJ
sc-1166	528	37	statistics	statistic	NOUN
sc-1166	528	38	to	to	PART
sc-1166	528	39	assess	assess	VERB
sc-1166	528	40	the	the	DET
sc-1166	528	41	quality	quality	NOUN
sc-1166	528	42	of	of	ADP
sc-1166	528	43	the	the	DET
sc-1166	528	44	public	public	ADJ
sc-1166	528	45	transportation	transportation	NOUN
sc-1166	528	46	system	system	NOUN
sc-1166	528	47	.	.	PUNCT
sc-1166	529	1	an	an	DET
sc-1166	529	2	application	application	NOUN
sc-1166	529	3	-	-	PUNCT
sc-1166	529	4	oriented	orient	VERB
sc-1166	529	5	load	load	NOUN
sc-1166	529	6	balancing	balancing	NOUN
sc-1166	529	7	schema	schema	NOUN
sc-1166	529	8	was	be	AUX
sc-1166	529	9	also	also	ADV
sc-1166	529	10	implemented	implement	VERB
sc-1166	529	11	.	.	PUNCT
sc-1166	530	1	additionally	additionally	ADV
sc-1166	530	2	,	,	PUNCT
sc-1166	530	3	a	a	DET
sc-1166	530	4	method	method	NOUN
sc-1166	530	5	for	for	ADP
sc-1166	530	6	accurately	accurately	ADV
sc-1166	530	7	estimating	estimate	VERB
sc-1166	530	8	trips	trip	NOUN
sc-1166	530	9	’	'	PUNCT
sc-1166	530	10	destination	destination	NOUN
sc-1166	530	11	based	base	VERB
sc-1166	530	12	on	on	ADP
sc-1166	530	13	smart	smart	ADJ
sc-1166	530	14	card	card	NOUN
sc-1166	530	15	data	datum	NOUN
sc-1166	530	16	is	be	AUX
sc-1166	530	17	proposed	propose	VERB
sc-1166	530	18	,	,	PUNCT
sc-1166	530	19	based	base	VERB
sc-1166	530	20	on	on	ADP
sc-1166	530	21	ideas	idea	NOUN
sc-1166	530	22	presented	present	VERB
sc-1166	530	23	in	in	ADP
sc-1166	530	24	the	the	DET
sc-1166	530	25	related	related	ADJ
sc-1166	530	26	literature	literature	NOUN
sc-1166	530	27	.	.	PUNCT
sc-1166	531	1	this	this	DET
sc-1166	531	2	estimation	estimation	NOUN
sc-1166	531	3	allows	allow	VERB
sc-1166	531	4	computing	compute	VERB
sc-1166	531	5	demand	demand	NOUN
sc-1166	531	6	and	and	CCONJ
sc-1166	531	7	od	od	NUM
sc-1166	531	8	matrices	matrix	NOUN
sc-1166	531	9	,	,	PUNCT
sc-1166	531	10	which	which	PRON
sc-1166	531	11	are	be	AUX
sc-1166	531	12	crucial	crucial	ADJ
sc-1166	531	13	for	for	ADP
sc-1166	531	14	transport	transport	NOUN
sc-1166	531	15	planning	planning	NOUN
sc-1166	531	16	and	and	CCONJ
sc-1166	531	17	are	be	AUX
sc-1166	531	18	difficult	difficult	ADJ
sc-1166	531	19	to	to	PART
sc-1166	531	20	obtain	obtain	VERB
sc-1166	531	21	using	use	VERB
sc-1166	531	22	traditional	traditional	ADJ
sc-1166	531	23	methods	method	NOUN
sc-1166	531	24	.	.	PUNCT
sc-1166	532	1	the	the	DET
sc-1166	532	2	experimental	experimental	ADJ
sc-1166	532	3	analysis	analysis	NOUN
sc-1166	532	4	focused	focus	VERB
sc-1166	532	5	on	on	ADP
sc-1166	532	6	evaluating	evaluate	VERB
sc-1166	532	7	the	the	DET
sc-1166	532	8	computational	computational	ADJ
sc-1166	532	9	efficiency	efficiency	NOUN
sc-1166	532	10	and	and	CCONJ
sc-1166	532	11	the	the	DET
sc-1166	532	12	correctness	correctness	NOUN
sc-1166	532	13	of	of	ADP
sc-1166	532	14	the	the	DET
sc-1166	532	15	implemented	implement	VERB
sc-1166	532	16	system	system	NOUN
sc-1166	532	17	,	,	PUNCT
sc-1166	532	18	working	work	VERB
sc-1166	532	19	over	over	ADP
sc-1166	532	20	several	several	ADJ
sc-1166	532	21	scenarios	scenario	NOUN
sc-1166	532	22	built	build	VERB
sc-1166	532	23	by	by	ADP
sc-1166	532	24	using	use	VERB
sc-1166	532	25	real	real	ADJ
sc-1166	532	26	gps	gps	NOUN
sc-1166	532	27	and	and	CCONJ
sc-1166	532	28	ticket	ticket	NOUN
sc-1166	532	29	sales	sale	NOUN
sc-1166	532	30	data	datum	NOUN
sc-1166	532	31	collected	collect	VERB
sc-1166	532	32	in	in	ADP
sc-1166	532	33	2015	2015	NUM
sc-1166	532	34	in	in	ADP
sc-1166	532	35	montevideo	montevideo	NOUN
sc-1166	532	36	.	.	PUNCT
sc-1166	533	1	the	the	DET
sc-1166	533	2	datasets	dataset	NOUN
sc-1166	533	3	comprise	comprise	VERB
sc-1166	533	4	over	over	ADP
sc-1166	533	5	200	200	NUM
sc-1166	533	6	gb	gb	NOUN
sc-1166	533	7	of	of	ADP
sc-1166	533	8	data	datum	NOUN
sc-1166	533	9	corresponding	correspond	VERB
sc-1166	533	10	to	to	ADP
sc-1166	533	11	over	over	ADP
sc-1166	533	12	1300	1300	NUM
sc-1166	533	13	line	line	NOUN
sc-1166	533	14	services	service	NOUN
sc-1166	533	15	operating	operate	VERB
sc-1166	533	16	in	in	ADP
sc-1166	533	17	the	the	DET
sc-1166	533	18	city	city	NOUN
sc-1166	533	19	.	.	PUNCT
sc-1166	534	1	the	the	DET
sc-1166	534	2	main	main	ADJ
sc-1166	534	3	results	result	NOUN
sc-1166	534	4	indicated	indicate	VERB
sc-1166	534	5	that	that	SCONJ
sc-1166	534	6	the	the	DET
sc-1166	534	7	proposed	propose	VERB
sc-1166	534	8	solution	solution	NOUN
sc-1166	534	9	scales	scale	VERB
sc-1166	534	10	properly	properly	ADV
sc-1166	534	11	when	when	SCONJ
sc-1166	534	12	processing	process	VERB
sc-1166	534	13	large	large	ADJ
sc-1166	534	14	volumes	volume	NOUN
sc-1166	534	15	of	of	ADP
sc-1166	534	16	input	input	NOUN
sc-1166	534	17	data	datum	NOUN
sc-1166	534	18	,	,	PUNCT
sc-1166	534	19	achieving	achieve	VERB
sc-1166	534	20	a	a	DET
sc-1166	534	21	speedup	speedup	NOUN
sc-1166	534	22	of	of	ADP
sc-1166	534	23	22.16	22.16	NUM
sc-1166	534	24	when	when	SCONJ
sc-1166	534	25	using	use	VERB
sc-1166	534	26	24	24	NUM
sc-1166	534	27	computing	computing	NOUN
sc-1166	534	28	resources	resource	NOUN
sc-1166	534	29	,	,	PUNCT
sc-1166	534	30	when	when	SCONJ
sc-1166	534	31	processing	process	VERB
sc-1166	534	32	the	the	DET
sc-1166	534	33	largest	large	ADJ
sc-1166	534	34	input	input	NOUN
sc-1166	534	35	files	file	NOUN
sc-1166	534	36	.	.	PUNCT
sc-1166	535	1	regarding	regard	VERB
sc-1166	535	2	demand	demand	NOUN
sc-1166	535	3	and	and	CCONJ
sc-1166	535	4	od	od	NOUN
sc-1166	535	5	matrices	matrix	NOUN
sc-1166	535	6	estimation	estimation	NOUN
sc-1166	535	7	,	,	PUNCT
sc-1166	535	8	the	the	DET
sc-1166	535	9	experimental	experimental	ADJ
sc-1166	535	10	results	result	NOUN
sc-1166	535	11	suggest	suggest	VERB
sc-1166	535	12	that	that	SCONJ
sc-1166	535	13	the	the	DET
sc-1166	535	14	proposed	propose	VERB
sc-1166	535	15	platform	platform	NOUN
sc-1166	535	16	is	be	AUX
sc-1166	535	17	appropriate	appropriate	ADJ
sc-1166	535	18	to	to	PART
sc-1166	535	19	increase	increase	VERB
sc-1166	535	20	efficiency	efficiency	NOUN
sc-1166	535	21	,	,	PUNCT
sc-1166	535	22	achieving	achieve	VERB
sc-1166	535	23	speed	speed	NOUN
sc-1166	535	24	up	up	ADP
sc-1166	535	25	values	value	NOUN
sc-1166	535	26	of	of	ADP
sc-1166	535	27	up	up	ADP
sc-1166	535	28	to	to	ADP
sc-1166	535	29	16.41	16.41	NUM
sc-1166	535	30	when	when	SCONJ
sc-1166	535	31	using	use	VERB
sc-1166	535	32	24	24	NUM
sc-1166	535	33	computing	computing	NOUN
sc-1166	535	34	resources	resource	NOUN
sc-1166	535	35	.	.	PUNCT
sc-1166	536	1	as	as	ADP
sc-1166	536	2	examples	example	NOUN
sc-1166	536	3	,	,	PUNCT
sc-1166	536	4	we	we	PRON
sc-1166	536	5	computed	compute	VERB
sc-1166	536	6	two	two	NUM
sc-1166	536	7	types	type	NOUN
sc-1166	536	8	of	of	ADP
sc-1166	536	9	metrics	metric	NOUN
sc-1166	536	10	that	that	PRON
sc-1166	536	11	provide	provide	VERB
sc-1166	536	12	insights	insight	NOUN
sc-1166	536	13	relevant	relevant	ADJ
sc-1166	536	14	to	to	ADP
sc-1166	536	15	both	both	DET
sc-1166	536	16	citizens	citizen	NOUN
sc-1166	536	17	and	and	CCONJ
sc-1166	536	18	decision	decision	NOUN
sc-1166	536	19	makers	maker	NOUN
sc-1166	536	20	.	.	PUNCT
sc-1166	537	1	one	one	NUM
sc-1166	537	2	is	be	AUX
sc-1166	537	3	a	a	DET
sc-1166	537	4	collection	collection	NOUN
sc-1166	537	5	of	of	ADP
sc-1166	537	6	average	average	ADJ
sc-1166	537	7	speeds	speed	NOUN
sc-1166	537	8	for	for	ADP
sc-1166	537	9	different	different	ADJ
sc-1166	537	10	segments	segment	NOUN
sc-1166	537	11	of	of	ADP
sc-1166	537	12	bus	bus	NOUN
sc-1166	537	13	lines	line	NOUN
sc-1166	537	14	in	in	ADP
sc-1166	537	15	montevideo	montevideo	NOUN
sc-1166	537	16	using	use	VERB
sc-1166	537	17	the	the	DET
sc-1166	537	18	available	available	ADJ
sc-1166	537	19	historical	historical	ADJ
sc-1166	537	20	data	datum	NOUN
sc-1166	537	21	.	.	PUNCT
sc-1166	538	1	these	these	DET
sc-1166	538	2	averages	average	NOUN
sc-1166	538	3	allow	allow	VERB
sc-1166	538	4	to	to	PART
sc-1166	538	5	identify	identify	VERB
sc-1166	538	6	troublesome	troublesome	ADJ
sc-1166	538	7	locations	location	NOUN
sc-1166	538	8	in	in	ADP
sc-1166	538	9	the	the	DET
sc-1166	538	10	public	public	ADJ
sc-1166	538	11	bus	bus	NOUN
sc-1166	538	12	network	network	NOUN
sc-1166	538	13	,	,	PUNCT
sc-1166	538	14	based	base	VERB
sc-1166	538	15	on	on	ADP
sc-1166	538	16	the	the	DET
sc-1166	538	17	delay	delay	NOUN
sc-1166	538	18	and	and	CCONJ
sc-1166	538	19	deviation	deviation	NOUN
sc-1166	538	20	of	of	ADP
sc-1166	538	21	the	the	DET
sc-1166	538	22	times	time	NOUN
sc-1166	538	23	to	to	PART
sc-1166	538	24	reach	reach	VERB
sc-1166	538	25	each	each	DET
sc-1166	538	26	bus	bus	NOUN
sc-1166	538	27	stop	stop	NOUN
sc-1166	538	28	.	.	PUNCT
sc-1166	539	1	the	the	DET
sc-1166	539	2	second	second	ADJ
sc-1166	539	3	type	type	NOUN
sc-1166	539	4	of	of	ADP
sc-1166	539	5	metrics	metric	NOUN
sc-1166	539	6	are	be	AUX
sc-1166	539	7	related	relate	VERB
sc-1166	539	8	to	to	ADP
sc-1166	539	9	the	the	DET
sc-1166	539	10	bus	bus	NOUN
sc-1166	539	11	routes	route	NOUN
sc-1166	539	12	service	service	NOUN
sc-1166	539	13	quality	quality	NOUN
sc-1166	539	14	in	in	ADP
sc-1166	539	15	relation	relation	NOUN
sc-1166	539	16	to	to	ADP
sc-1166	539	17	the	the	DET
sc-1166	539	18	socioeconomic	socioeconomic	ADJ
sc-1166	539	19	characteristics	characteristic	NOUN
sc-1166	539	20	of	of	ADP
sc-1166	539	21	their	their	PRON
sc-1166	539	22	service	service	NOUN
sc-1166	539	23	areas	area	NOUN
sc-1166	539	24	.	.	PUNCT
sc-1166	540	1	both	both	DET
sc-1166	540	2	studies	study	NOUN
sc-1166	540	3	aim	aim	VERB
sc-1166	540	4	at	at	ADP
sc-1166	540	5	providing	provide	VERB
sc-1166	540	6	authorities	authority	NOUN
sc-1166	540	7	and	and	CCONJ
sc-1166	540	8	policy	policy	NOUN
sc-1166	540	9	makers	maker	NOUN
sc-1166	540	10	with	with	ADP
sc-1166	540	11	a	a	DET
sc-1166	540	12	better	well	ADJ
sc-1166	540	13	understand	understand	NOUN
sc-1166	540	14	of	of	ADP
sc-1166	540	15	the	the	DET
sc-1166	540	16	transportation	transportation	NOUN
sc-1166	540	17	system	system	NOUN
sc-1166	540	18	infrastructure	infrastructure	NOUN
sc-1166	540	19	.	.	PUNCT
sc-1166	541	1	some	some	PRON
sc-1166	541	2	of	of	ADP
sc-1166	541	3	these	these	DET
sc-1166	541	4	insights	insight	NOUN
sc-1166	541	5	can	can	AUX
sc-1166	541	6	also	also	ADV
sc-1166	541	7	be	be	AUX
sc-1166	541	8	incorporated	incorporate	VERB
sc-1166	541	9	in	in	ADP
sc-1166	541	10	mobile	mobile	ADJ
sc-1166	541	11	applications	application	NOUN
sc-1166	541	12	that	that	PRON
sc-1166	541	13	might	might	AUX
sc-1166	541	14	help	help	VERB
sc-1166	541	15	improving	improve	VERB
sc-1166	541	16	the	the	DET
sc-1166	541	17	travel	travel	NOUN
sc-1166	541	18	experience	experience	NOUN
sc-1166	541	19	of	of	ADP
sc-1166	541	20	the	the	DET
sc-1166	541	21	general	general	ADJ
sc-1166	541	22	population	population	NOUN
sc-1166	541	23	.	.	PUNCT
sc-1166	542	1	the	the	DET
sc-1166	542	2	research	research	NOUN
sc-1166	542	3	reported	report	VERB
sc-1166	542	4	in	in	ADP
sc-1166	542	5	this	this	DET
sc-1166	542	6	article	article	NOUN
sc-1166	542	7	is	be	AUX
sc-1166	542	8	based	base	VERB
sc-1166	542	9	on	on	ADP
sc-1166	542	10	processing	process	VERB
sc-1166	542	11	the	the	DET
sc-1166	542	12	bus	bus	NOUN
sc-1166	542	13	gps	gps	NOUN
sc-1166	542	14	and	and	CCONJ
sc-1166	542	15	ticket	ticket	NOUN
sc-1166	542	16	sales	sale	NOUN
sc-1166	542	17	data	datum	NOUN
sc-1166	542	18	gathered	gather	VERB
sc-1166	542	19	in	in	ADP
sc-1166	542	20	2015	2015	NUM
sc-1166	542	21	.	.	PUNCT
sc-1166	543	1	however	however	ADV
sc-1166	543	2	,	,	PUNCT
sc-1166	543	3	the	the	DET
sc-1166	543	4	proposed	propose	VERB
sc-1166	543	5	distributed	distribute	VERB
sc-1166	543	6	architecture	architecture	NOUN
sc-1166	543	7	would	would	AUX
sc-1166	543	8	scale	scale	VERB
sc-1166	543	9	up	up	ADP
sc-1166	543	10	efficiently	efficiently	ADV
sc-1166	543	11	when	when	SCONJ
sc-1166	543	12	processing	process	VERB
sc-1166	543	13	larger	large	ADJ
sc-1166	543	14	volumes	volume	NOUN
sc-1166	543	15	of	of	ADP
sc-1166	543	16	data	datum	NOUN
sc-1166	543	17	,	,	PUNCT
sc-1166	543	18	as	as	SCONJ
sc-1166	543	19	shown	show	VERB
sc-1166	543	20	in	in	ADP
sc-1166	543	21	the	the	DET
sc-1166	543	22	experimental	experimental	ADJ
sc-1166	543	23	analysis	analysis	NOUN
sc-1166	543	24	.	.	PUNCT
sc-1166	544	1	the	the	DET
sc-1166	544	2	city	city	NOUN
sc-1166	544	3	government	government	NOUN
sc-1166	544	4	collects	collect	VERB
sc-1166	544	5	the	the	DET
sc-1166	544	6	bus	bus	NOUN
sc-1166	544	7	gps	gps	NOUN
sc-1166	544	8	and	and	CCONJ
sc-1166	544	9	ticket	ticket	NOUN
sc-1166	544	10	sales	sale	NOUN
sc-1166	544	11	data	datum	NOUN
sc-1166	544	12	periodically	periodically	ADV
sc-1166	544	13	,	,	PUNCT
sc-1166	544	14	so	so	CCONJ
sc-1166	544	15	it	it	PRON
sc-1166	544	16	is	be	AUX
sc-1166	544	17	possible	possible	ADJ
sc-1166	544	18	to	to	PART
sc-1166	544	19	incorporate	incorporate	VERB
sc-1166	544	20	additional	additional	ADJ
sc-1166	544	21	data	datum	NOUN
sc-1166	544	22	in	in	ADP
sc-1166	544	23	order	order	NOUN
sc-1166	544	24	to	to	PART
sc-1166	544	25	get	get	VERB
sc-1166	544	26	even	even	ADV
sc-1166	544	27	more	more	ADV
sc-1166	544	28	accurate	accurate	ADJ
sc-1166	544	29	statistics	statistic	NOUN
sc-1166	544	30	.	.	PUNCT
sc-1166	545	1	furthermore	furthermore	ADV
sc-1166	545	2	,	,	PUNCT
sc-1166	545	3	the	the	DET
sc-1166	545	4	uruguayan	uruguayan	ADJ
sc-1166	545	5	government	government	NOUN
sc-1166	545	6	handles	handle	VERB
sc-1166	545	7	several	several	ADJ
sc-1166	545	8	other	other	ADJ
sc-1166	545	9	its	its	PRON
sc-1166	545	10	and	and	CCONJ
sc-1166	545	11	non	non	ADJ
sc-1166	545	12	-	-	ADJ
sc-1166	545	13	its	its	PRON
sc-1166	545	14	data	data	NOUN
sc-1166	545	15	sources	source	NOUN
sc-1166	545	16	(	(	PUNCT
sc-1166	545	17	including	include	VERB
sc-1166	545	18	gps	gps	PROPN
sc-1166	545	19	data	datum	NOUN
sc-1166	545	20	for	for	ADP
sc-1166	545	21	taxis	taxis	NOUN
sc-1166	545	22	,	,	PUNCT
sc-1166	545	23	mobile	mobile	ADJ
sc-1166	545	24	phone	phone	NOUN
sc-1166	545	25	data	datum	NOUN
sc-1166	545	26	,	,	PUNCT
sc-1166	545	27	ticket	ticket	NOUN
sc-1166	545	28	sale	sale	NOUN
sc-1166	545	29	data	datum	NOUN
sc-1166	545	30	,	,	PUNCT
sc-1166	545	31	special	special	ADJ
sc-1166	545	32	events	event	NOUN
sc-1166	545	33	in	in	ADP
sc-1166	545	34	the	the	DET
sc-1166	545	35	city	city	NOUN
sc-1166	545	36	)	)	PUNCT
sc-1166	545	37	which	which	PRON
sc-1166	545	38	could	could	AUX
sc-1166	545	39	be	be	AUX
sc-1166	545	40	easily	easily	ADV
sc-1166	545	41	incorporated	incorporate	VERB
sc-1166	545	42	to	to	ADP
sc-1166	545	43	the	the	DET
sc-1166	545	44	proposed	propose	VERB
sc-1166	545	45	model	model	NOUN
sc-1166	545	46	to	to	PART
sc-1166	545	47	get	get	VERB
sc-1166	545	48	a	a	DET
sc-1166	545	49	holistic	holistic	ADJ
sc-1166	545	50	understanding	understanding	NOUN
sc-1166	545	51	of	of	ADP
sc-1166	545	52	mobility	mobility	NOUN
sc-1166	545	53	in	in	ADP
sc-1166	545	54	the	the	DET
sc-1166	545	55	city	city	NOUN
sc-1166	545	56	.	.	PUNCT
sc-1166	546	1	the	the	DET
sc-1166	546	2	main	main	ADJ
sc-1166	546	3	lines	line	NOUN
sc-1166	546	4	for	for	ADP
sc-1166	546	5	future	future	ADJ
sc-1166	546	6	work	work	NOUN
sc-1166	546	7	are	be	AUX
sc-1166	546	8	oriented	orient	VERB
sc-1166	546	9	to	to	PART
sc-1166	546	10	further	far	ADV
sc-1166	546	11	extend	extend	VERB
sc-1166	546	12	the	the	DET
sc-1166	546	13	proposed	propose	VERB
sc-1166	546	14	system	system	NOUN
sc-1166	546	15	,	,	PUNCT
sc-1166	546	16	including	include	VERB
sc-1166	546	17	the	the	DET
sc-1166	546	18	calculation	calculation	NOUN
sc-1166	546	19	of	of	ADP
sc-1166	546	20	several	several	ADJ
sc-1166	546	21	other	other	ADJ
sc-1166	546	22	important	important	ADJ
sc-1166	546	23	indicators	indicator	NOUN
sc-1166	546	24	and	and	CCONJ
sc-1166	546	25	statistics	statistic	NOUN
sc-1166	546	26	to	to	PART
sc-1166	546	27	assess	assess	VERB
sc-1166	546	28	the	the	DET
sc-1166	546	29	quality	quality	NOUN
sc-1166	546	30	of	of	ADP
sc-1166	546	31	the	the	DET
sc-1166	546	32	public	public	ADJ
sc-1166	546	33	transportation	transportation	NOUN
sc-1166	546	34	.	.	PUNCT
sc-1166	547	1	relevant	relevant	ADJ
sc-1166	547	2	issues	issue	NOUN
sc-1166	547	3	to	to	PART
sc-1166	547	4	include	include	VERB
sc-1166	547	5	are	be	AUX
sc-1166	547	6	the	the	DET
sc-1166	547	7	construction	construction	NOUN
sc-1166	547	8	of	of	ADP
sc-1166	547	9	odmatrices	odmatrice	NOUN
sc-1166	547	10	for	for	ADP
sc-1166	547	11	public	public	ADJ
sc-1166	547	12	transport	transport	NOUN
sc-1166	547	13	,	,	PUNCT
sc-1166	547	14	the	the	DET
sc-1166	547	15	evaluation	evaluation	NOUN
sc-1166	547	16	of	of	ADP
sc-1166	547	17	bus	bus	NOUN
sc-1166	547	18	frequencies	frequency	NOUN
sc-1166	547	19	(	(	PUNCT
sc-1166	547	20	and	and	CCONJ
sc-1166	547	21	dynamic	dynamic	ADJ
sc-1166	547	22	adjustment	adjustment	NOUN
sc-1166	547	23	)	)	PUNCT
sc-1166	547	24	,	,	PUNCT
sc-1166	547	25	etc	etc	X
sc-1166	547	26	.	.	X
sc-1166	548	1	the	the	DET
sc-1166	548	2	proposed	propose	VERB
sc-1166	548	3	approach	approach	NOUN
sc-1166	548	4	can	can	AUX
sc-1166	548	5	also	also	ADV
sc-1166	548	6	be	be	AUX
sc-1166	548	7	extended	extend	VERB
sc-1166	548	8	to	to	PART
sc-1166	548	9	provide	provide	VERB
sc-1166	548	10	efficient	efficient	ADJ
sc-1166	548	11	solutions	solution	NOUN
sc-1166	548	12	to	to	ADP
sc-1166	548	13	other	other	ADJ
sc-1166	548	14	smart	smart	ADJ
sc-1166	548	15	city	city	NOUN
sc-1166	548	16	problems	problem	NOUN
sc-1166	548	17	(	(	PUNCT
sc-1166	548	18	e.g.	e.g.	ADV
sc-1166	548	19	,	,	PUNCT
sc-1166	548	20	pedestrian	pedestrian	NOUN
sc-1166	548	21	and	and	CCONJ
sc-1166	548	22	vehicle	vehicle	NOUN
sc-1166	548	23	fleets	fleet	NOUN
sc-1166	548	24	mobility	mobility	NOUN
sc-1166	548	25	,	,	PUNCT
sc-1166	548	26	energy	energy	NOUN
sc-1166	548	27	consumption	consumption	NOUN
sc-1166	548	28	,	,	PUNCT
sc-1166	548	29	and	and	CCONJ
sc-1166	548	30	others	other	NOUN
sc-1166	548	31	)	)	PUNCT
sc-1166	548	32	.	.	PUNCT
sc-1166	549	1	using	use	VERB
sc-1166	549	2	other	other	ADJ
sc-1166	549	3	distributed	distribute	VERB
sc-1166	549	4	computation	computation	NOUN
sc-1166	549	5	frameworks	framework	NOUN
sc-1166	549	6	(	(	PUNCT
sc-1166	549	7	such	such	ADJ
sc-1166	549	8	as	as	ADP
sc-1166	549	9	apache	apache	NOUN
sc-1166	549	10	storm	storm	NOUN
sc-1166	549	11	)	)	PUNCT
sc-1166	549	12	is	be	AUX
sc-1166	549	13	also	also	ADV
sc-1166	549	14	a	a	DET
sc-1166	549	15	promising	promising	ADJ
sc-1166	549	16	idea	idea	NOUN
sc-1166	549	17	to	to	PART
sc-1166	549	18	better	well	ADV
sc-1166	549	19	exploit	exploit	VERB
sc-1166	549	20	the	the	DET
sc-1166	549	21	realtime	realtime	ADJ
sc-1166	549	22	features	feature	NOUN
sc-1166	549	23	of	of	ADP
sc-1166	549	24	the	the	DET
sc-1166	549	25	proposed	propose	VERB
sc-1166	549	26	system	system	NOUN
sc-1166	549	27	.	.	PUNCT
sc-1166	550	1	references	reference	NOUN
sc-1166	550	2	[	[	X
sc-1166	550	3	1	1	NUM
sc-1166	550	4	]	]	X
sc-1166	550	5	deakin	deakin	PROPN
sc-1166	550	6	,	,	PUNCT
sc-1166	550	7	m.	m.	PROPN
sc-1166	550	8	andwaer	andwaer	PROPN
sc-1166	550	9	,	,	PUNCT
sc-1166	550	10	h.	h.	PROPN
sc-1166	550	11	(	(	PUNCT
sc-1166	550	12	2012	2012	NUM
sc-1166	550	13	)	)	PUNCT
sc-1166	550	14	from	from	ADP
sc-1166	550	15	intelligent	intelligent	ADJ
sc-1166	550	16	to	to	ADP
sc-1166	550	17	smart	smart	ADJ
sc-1166	550	18	cities	city	NOUN
sc-1166	550	19	(	(	PUNCT
sc-1166	550	20	taylor	taylor	PROPN
sc-1166	550	21	&	&	CCONJ
sc-1166	550	22	francis	francis	PROPN
sc-1166	550	23	)	)	PUNCT
sc-1166	550	24	.	.	PUNCT
sc-1166	551	1	[	[	X
sc-1166	551	2	2	2	NUM
sc-1166	551	3	]	]	PUNCT
sc-1166	551	4	sussman	sussman	NOUN
sc-1166	551	5	,	,	PUNCT
sc-1166	551	6	j.	j.	PROPN
sc-1166	551	7	(	(	PUNCT
sc-1166	551	8	2005	2005	NUM
sc-1166	551	9	)	)	PUNCT
sc-1166	551	10	perspectives	perspective	NOUN
sc-1166	551	11	on	on	ADP
sc-1166	551	12	intelligent	intelligent	ADJ
sc-1166	551	13	transportation	transportation	NOUN
sc-1166	551	14	systems	system	NOUN
sc-1166	551	15	(	(	PUNCT
sc-1166	551	16	its	its	PRON
sc-1166	551	17	)	)	PUNCT
sc-1166	551	18	(	(	PUNCT
sc-1166	551	19	springer	springer	NOUN
sc-1166	551	20	science	science	NOUN
sc-1166	551	21	+	+	CCONJ
sc-1166	551	22	business	business	NOUN
sc-1166	551	23	media	medium	NOUN
sc-1166	551	24	)	)	PUNCT
sc-1166	551	25	.	.	PUNCT
sc-1166	552	1	[	[	X
sc-1166	552	2	3	3	NUM
sc-1166	552	3	]	]	X
sc-1166	552	4	massobrio	massobrio	NOUN
sc-1166	552	5	,	,	PUNCT
sc-1166	552	6	r.	r.	PROPN
sc-1166	552	7	,	,	PUNCT
sc-1166	552	8	pías	pías	PROPN
sc-1166	552	9	,	,	PUNCT
sc-1166	552	10	a.	a.	NOUN
sc-1166	552	11	,	,	PUNCT
sc-1166	552	12	vázquez	vázquez	NOUN
sc-1166	552	13	,	,	PUNCT
sc-1166	552	14	n.	n.	NOUN
sc-1166	552	15	and	and	CCONJ
sc-1166	552	16	nesmachnow	nesmachnow	PROPN
sc-1166	552	17	,	,	PUNCT
sc-1166	552	18	s.	s.	PROPN
sc-1166	552	19	(	(	PUNCT
sc-1166	552	20	2016	2016	NUM
sc-1166	552	21	)	)	PUNCT
sc-1166	552	22	map	map	NOUN
sc-1166	552	23	-	-	PUNCT
sc-1166	552	24	reduce	reduce	VERB
sc-1166	552	25	for	for	ADP
sc-1166	552	26	processing	process	VERB
sc-1166	552	27	gps	gps	PROPN
sc-1166	552	28	data	datum	NOUN
sc-1166	552	29	from	from	ADP
sc-1166	552	30	public	public	ADJ
sc-1166	552	31	transport	transport	NOUN
sc-1166	552	32	in	in	ADP
sc-1166	552	33	montevideo	montevideo	PROPN
sc-1166	552	34	,	,	PUNCT
sc-1166	552	35	uruguay	uruguay	PROPN
sc-1166	552	36	.	.	PUNCT
sc-1166	553	1	in	in	ADP
sc-1166	553	2	2nd	2nd	ADJ
sc-1166	553	3	argentinian	argentinian	ADJ
sc-1166	553	4	symposium	symposium	NOUN
sc-1166	553	5	on	on	ADP
sc-1166	553	6	big	big	ADJ
sc-1166	553	7	data	datum	NOUN
sc-1166	553	8	:	:	PUNCT
sc-1166	553	9	41–54	41–54	NUM
sc-1166	553	10	.	.	PUNCT
sc-1166	554	1	[	[	X
sc-1166	554	2	4	4	NUM
sc-1166	554	3	]	]	X
sc-1166	554	4	fabbiani	fabbiani	NOUN
sc-1166	554	5	,	,	PUNCT
sc-1166	554	6	e.	e.	PROPN
sc-1166	554	7	,	,	PUNCT
sc-1166	554	8	vidal	vidal	NOUN
sc-1166	554	9	,	,	PUNCT
sc-1166	554	10	p.	p.	NOUN
sc-1166	554	11	,	,	PUNCT
sc-1166	554	12	massobrio	massobrio	PROPN
sc-1166	554	13	,	,	PUNCT
sc-1166	554	14	r.	r.	PROPN
sc-1166	554	15	and	and	CCONJ
sc-1166	554	16	nesmachnow	nesmachnow	PROPN
sc-1166	554	17	,	,	PUNCT
sc-1166	554	18	s.	s.	PROPN
sc-1166	554	19	(	(	PUNCT
sc-1166	554	20	2016	2016	NUM
sc-1166	554	21	)	)	PUNCT
sc-1166	554	22	distributed	distribute	VERB
sc-1166	554	23	big	big	ADJ
sc-1166	554	24	data	datum	NOUN
sc-1166	554	25	for	for	ADP
sc-1166	554	26	demand	demand	NOUN
sc-1166	554	27	estimation	estimation	NOUN
sc-1166	554	28	in	in	ADP
sc-1166	554	29	its	its	PRON
sc-1166	554	30	.	.	PUNCT
sc-1166	554	31	in	in	ADP
sc-1166	554	32	high	high	ADJ
sc-1166	554	33	performance	performance	NOUN
sc-1166	554	34	computing	compute	VERB
sc-1166	554	35	latin	latin	PROPN
sc-1166	554	36	america	america	PROPN
sc-1166	554	37	,	,	PUNCT
sc-1166	554	38	communications	communication	NOUN
sc-1166	554	39	in	in	ADP
sc-1166	554	40	computer	computer	NOUN
sc-1166	554	41	and	and	CCONJ
sc-1166	554	42	information	information	NOUN
sc-1166	554	43	science	science	NOUN
sc-1166	554	44	,	,	PUNCT
sc-1166	554	45	springer	springer	NOUN
sc-1166	554	46	697	697	NUM
sc-1166	554	47	:	:	PUNCT
sc-1166	554	48	146–160	146–160	NUM
sc-1166	554	49	.	.	PUNCT
sc-1166	555	1	[	[	X
sc-1166	555	2	5	5	NUM
sc-1166	555	3	]	]	SYM
sc-1166	555	4	intendencia	intendencia	PROPN
sc-1166	555	5	de	de	X
sc-1166	555	6	montevideo	montevideo	PROPN
sc-1166	555	7	(	(	PUNCT
sc-1166	555	8	2010	2010	NUM
sc-1166	555	9	)	)	PUNCT
sc-1166	555	10	,	,	PUNCT
sc-1166	555	11	plan	plan	PROPN
sc-1166	555	12	de	de	PROPN
sc-1166	555	13	movilidad	movilidad	PROPN
sc-1166	555	14	urbana	urbana	PROPN
sc-1166	555	15	:	:	PUNCT
sc-1166	555	16	hacia	hacia	PROPN
sc-1166	555	17	un	un	PROPN
sc-1166	555	18	sistema	sistema	PROPN
sc-1166	555	19	de	de	PROPN
sc-1166	555	20	movilidad	movilidad	PROPN
sc-1166	555	21	accesible	accesible	PROPN
sc-1166	555	22	,	,	PUNCT
sc-1166	555	23	democrático	democrático	PROPN
sc-1166	555	24	y	y	PROPN
sc-1166	555	25	eficiente	eficiente	PROPN
sc-1166	555	26	.	.	PUNCT
sc-1166	556	1	[	[	X
sc-1166	556	2	6	6	NUM
sc-1166	556	3	]	]	X
sc-1166	556	4	zheng	zheng	PROPN
sc-1166	556	5	,	,	PUNCT
sc-1166	556	6	x.	x.	PROPN
sc-1166	556	7	,	,	PUNCT
sc-1166	556	8	chen	chen	PROPN
sc-1166	556	9	,	,	PUNCT
sc-1166	556	10	w.	w.	PROPN
sc-1166	556	11	,	,	PUNCT
sc-1166	556	12	wang	wang	PROPN
sc-1166	556	13	,	,	PUNCT
sc-1166	556	14	p.	p.	PROPN
sc-1166	556	15	,	,	PUNCT
sc-1166	556	16	shen	shen	PROPN
sc-1166	556	17	,	,	PUNCT
sc-1166	556	18	d.	d.	PROPN
sc-1166	556	19	,	,	PUNCT
sc-1166	556	20	chen	chen	PROPN
sc-1166	556	21	,	,	PUNCT
sc-1166	556	22	s.	s.	PROPN
sc-1166	556	23	,	,	PUNCT
sc-1166	556	24	wang	wang	PROPN
sc-1166	556	25	,	,	PUNCT
sc-1166	556	26	x.	x.	PROPN
sc-1166	556	27	,	,	PUNCT
sc-1166	556	28	zhang	zhang	PROPN
sc-1166	556	29	,	,	PUNCT
sc-1166	556	30	q.	q.	PROPN
sc-1166	556	31	et	et	PROPN
sc-1166	556	32	al	al	PROPN
sc-1166	556	33	.	.	PUNCT
sc-1166	557	1	(	(	PUNCT
sc-1166	557	2	2016	2016	NUM
sc-1166	557	3	)	)	PUNCT
sc-1166	557	4	big	big	ADJ
sc-1166	557	5	data	datum	NOUN
sc-1166	557	6	for	for	ADP
sc-1166	557	7	social	social	ADJ
sc-1166	557	8	transportation	transportation	NOUN
sc-1166	557	9	.	.	PUNCT
sc-1166	558	1	ieee	ieee	NOUN
sc-1166	558	2	transactions	transaction	NOUN
sc-1166	558	3	on	on	ADP
sc-1166	558	4	intelligent	intelligent	ADJ
sc-1166	558	5	transportation	transportation	NOUN
sc-1166	558	6	systems	system	NOUN
sc-1166	558	7	17(3	17(3	NUM
sc-1166	558	8	):	):	PUNCT
sc-1166	558	9	620–630	620–630	NUM
sc-1166	558	10	.	.	PUNCT
sc-1166	559	1	[	[	X
sc-1166	559	2	7	7	NUM
sc-1166	559	3	]	]	X
sc-1166	559	4	oh	oh	INTJ
sc-1166	559	5	,	,	PUNCT
sc-1166	559	6	s.	s.	PROPN
sc-1166	559	7	,	,	PUNCT
sc-1166	559	8	byon	byon	PROPN
sc-1166	559	9	,	,	PUNCT
sc-1166	559	10	y.	y.	PROPN
sc-1166	559	11	and	and	CCONJ
sc-1166	559	12	yeo	yeo	PROPN
sc-1166	559	13	,	,	PUNCT
sc-1166	559	14	h.	h.	PROPN
sc-1166	559	15	(	(	PUNCT
sc-1166	559	16	2016	2016	NUM
sc-1166	559	17	)	)	PUNCT
sc-1166	559	18	improvement	improvement	NOUN
sc-1166	559	19	of	of	ADP
sc-1166	559	20	search	search	NOUN
sc-1166	559	21	strategy	strategy	NOUN
sc-1166	559	22	with	with	ADP
sc-1166	559	23	k	k	X
sc-1166	559	24	-	-	PUNCT
sc-1166	559	25	nearest	near	ADJ
sc-1166	559	26	neighbors	neighbor	NOUN
sc-1166	559	27	approach	approach	VERB
sc-1166	559	28	for	for	ADP
sc-1166	559	29	traffic	traffic	NOUN
sc-1166	559	30	state	state	NOUN
sc-1166	559	31	prediction	prediction	NOUN
sc-1166	559	32	.	.	PUNCT
sc-1166	560	1	ieee	ieee	NOUN
sc-1166	560	2	transactions	transaction	NOUN
sc-1166	560	3	on	on	ADP
sc-1166	560	4	intelligent	intelligent	ADJ
sc-1166	560	5	transportation	transportation	NOUN
sc-1166	560	6	systems	system	NOUN
sc-1166	560	7	17(4	17(4	ADV
sc-1166	560	8	):	):	PUNCT
sc-1166	560	9	1146–1156	1146–1156	NOUN
sc-1166	560	10	.	.	PUNCT
sc-1166	561	1	[	[	X
sc-1166	561	2	8	8	NUM
sc-1166	561	3	]	]	X
sc-1166	561	4	shi	shi	PROPN
sc-1166	561	5	,	,	PUNCT
sc-1166	561	6	q.	q.	PROPN
sc-1166	561	7	and	and	CCONJ
sc-1166	561	8	abdel	abdel	PROPN
sc-1166	561	9	-	-	PUNCT
sc-1166	561	10	aty	aty	PROPN
sc-1166	561	11	,	,	PUNCT
sc-1166	561	12	m.	m.	NOUN
sc-1166	561	13	(	(	PUNCT
sc-1166	561	14	2015	2015	NUM
sc-1166	561	15	)	)	PUNCT
sc-1166	561	16	big	big	ADJ
sc-1166	561	17	data	data	NOUN
sc-1166	561	18	applications	application	NOUN
sc-1166	561	19	in	in	ADP
sc-1166	561	20	real	real	ADJ
sc-1166	561	21	-	-	PUNCT
sc-1166	561	22	time	time	NOUN
sc-1166	561	23	traffic	traffic	NOUN
sc-1166	561	24	operation	operation	NOUN
sc-1166	561	25	and	and	CCONJ
sc-1166	561	26	safety	safety	NOUN
sc-1166	561	27	monitoring	monitoring	NOUN
sc-1166	561	28	and	and	CCONJ
sc-1166	561	29	improvement	improvement	NOUN
sc-1166	561	30	on	on	ADP
sc-1166	561	31	urban	urban	ADJ
sc-1166	561	32	expressways	expressway	NOUN
sc-1166	561	33	.	.	PUNCT
sc-1166	562	1	transportation	transportation	NOUN
sc-1166	562	2	research	research	NOUN
sc-1166	562	3	part	part	NOUN
sc-1166	562	4	c	c	NOUN
sc-1166	562	5	:	:	PUNCT
sc-1166	562	6	emerging	emerge	VERB
sc-1166	562	7	technologies	technology	NOUN
sc-1166	562	8	58	58	NUM
sc-1166	562	9	:	:	PUNCT
sc-1166	562	10	380–394	380–394	NUM
sc-1166	562	11	.	.	PUNCT
sc-1166	563	1	[	[	X
sc-1166	563	2	9	9	NUM
sc-1166	563	3	]	]	X
sc-1166	563	4	ahn	ahn	PROPN
sc-1166	563	5	,	,	PUNCT
sc-1166	563	6	j.	j.	PROPN
sc-1166	563	7	,	,	PUNCT
sc-1166	563	8	ko	ko	PROPN
sc-1166	563	9	,	,	PUNCT
sc-1166	563	10	e.	e.	PROPN
sc-1166	563	11	and	and	CCONJ
sc-1166	563	12	kim	kim	PROPN
sc-1166	563	13	,	,	PUNCT
sc-1166	563	14	e.y	e.y	PROPN
sc-1166	563	15	.	.	PROPN
sc-1166	563	16	(	(	PUNCT
sc-1166	563	17	2016	2016	NUM
sc-1166	563	18	)	)	PUNCT
sc-1166	563	19	highway	highway	NOUN
sc-1166	563	20	traffic	traffic	NOUN
sc-1166	563	21	flow	flow	NOUN
sc-1166	563	22	prediction	prediction	NOUN
sc-1166	563	23	using	use	VERB
sc-1166	563	24	support	support	NOUN
sc-1166	563	25	vector	vector	NOUN
sc-1166	563	26	regression	regression	NOUN
sc-1166	563	27	and	and	CCONJ
sc-1166	563	28	bayesian	bayesian	NOUN
sc-1166	563	29	classifier	classifier	NOUN
sc-1166	563	30	.	.	PUNCT
sc-1166	564	1	in	in	ADP
sc-1166	564	2	international	international	ADJ
sc-1166	564	3	conference	conference	NOUN
sc-1166	564	4	on	on	ADP
sc-1166	564	5	big	big	ADJ
sc-1166	564	6	data	datum	NOUN
sc-1166	564	7	and	and	CCONJ
sc-1166	564	8	smart	smart	ADJ
sc-1166	564	9	computing	computing	NOUN
sc-1166	564	10	:	:	PUNCT
sc-1166	564	11	239–244	239–244	NUM
sc-1166	564	12	.	.	PUNCT
sc-1166	565	1	[	[	X
sc-1166	565	2	10	10	NUM
sc-1166	565	3	]	]	X
sc-1166	565	4	chen	chen	PROPN
sc-1166	565	5	,	,	PUNCT
sc-1166	565	6	x.	x.	PROPN
sc-1166	565	7	,	,	PUNCT
sc-1166	565	8	pao	pao	PROPN
sc-1166	565	9	,	,	PUNCT
sc-1166	565	10	h.	h.	PROPN
sc-1166	565	11	and	and	CCONJ
sc-1166	565	12	lee	lee	PROPN
sc-1166	565	13	,	,	PUNCT
sc-1166	565	14	y.	y.	PROPN
sc-1166	565	15	(	(	PUNCT
sc-1166	565	16	2014	2014	NUM
sc-1166	565	17	)	)	PUNCT
sc-1166	565	18	efficient	efficient	ADJ
sc-1166	565	19	traffic	traffic	NOUN
sc-1166	565	20	speed	speed	NOUN
sc-1166	565	21	forecasting	forecasting	NOUN
sc-1166	565	22	based	base	VERB
sc-1166	565	23	on	on	ADP
sc-1166	565	24	massive	massive	ADJ
sc-1166	565	25	heterogenous	heterogenous	ADJ
sc-1166	565	26	historical	historical	ADJ
sc-1166	565	27	data	datum	NOUN
sc-1166	565	28	.	.	PUNCT
sc-1166	566	1	in	in	ADP
sc-1166	566	2	ieee	ieee	PROPN
sc-1166	566	3	international	international	PROPN
sc-1166	566	4	conference	conference	NOUN
sc-1166	566	5	on	on	ADP
sc-1166	566	6	big	big	ADJ
sc-1166	566	7	data	datum	NOUN
sc-1166	566	8	:	:	PUNCT
sc-1166	566	9	10–17	10–17	NUM
sc-1166	566	10	.	.	PUNCT
sc-1166	567	1	[	[	X
sc-1166	567	2	11	11	NUM
sc-1166	567	3	]	]	X
sc-1166	567	4	xia	xia	PROPN
sc-1166	567	5	,	,	PUNCT
sc-1166	567	6	d.	d.	PROPN
sc-1166	567	7	,	,	PUNCT
sc-1166	567	8	wang	wang	PROPN
sc-1166	567	9	,	,	PUNCT
sc-1166	567	10	b.	b.	PROPN
sc-1166	567	11	,	,	PUNCT
sc-1166	567	12	li	li	PROPN
sc-1166	567	13	,	,	PUNCT
sc-1166	567	14	h.	h.	PROPN
sc-1166	567	15	,	,	PUNCT
sc-1166	567	16	li	li	PROPN
sc-1166	567	17	,	,	PUNCT
sc-1166	567	18	y.	y.	PROPN
sc-1166	567	19	and	and	CCONJ
sc-1166	567	20	zhang	zhang	PROPN
sc-1166	567	21	,	,	PUNCT
sc-1166	567	22	z.	z.	PROPN
sc-1166	567	23	(	(	PUNCT
sc-1166	567	24	2016	2016	NUM
sc-1166	567	25	)	)	PUNCT
sc-1166	567	26	a	a	DET
sc-1166	567	27	distributed	distribute	VERB
sc-1166	567	28	spatial	spatial	ADJ
sc-1166	567	29	-	-	PUNCT
sc-1166	567	30	temporal	temporal	ADJ
sc-1166	567	31	weighted	weight	VERB
sc-1166	567	32	model	model	NOUN
sc-1166	567	33	on	on	ADP
sc-1166	567	34	mapreduce	mapreduce	PROPN
sc-1166	567	35	for	for	ADP
sc-1166	567	36	short	short	ADJ
sc-1166	567	37	-	-	PUNCT
sc-1166	567	38	term	term	NOUN
sc-1166	567	39	traffic	traffic	NOUN
sc-1166	567	40	flow	flow	NOUN
sc-1166	567	41	forecasting	forecasting	NOUN
sc-1166	567	42	.	.	PUNCT
sc-1166	568	1	neurocomputing	neurocompute	VERB
sc-1166	568	2	179	179	NUM
sc-1166	568	3	:	:	PUNCT
sc-1166	568	4	246–263	246–263	NUM
sc-1166	568	5	.	.	PUNCT
sc-1166	569	1	[	[	X
sc-1166	569	2	12	12	NUM
sc-1166	569	3	]	]	PUNCT
sc-1166	569	4	pelletier	pelletier	NOUN
sc-1166	569	5	,	,	PUNCT
sc-1166	569	6	m.	m.	NOUN
sc-1166	569	7	,	,	PUNCT
sc-1166	569	8	trépanier	trépanier	NOUN
sc-1166	569	9	,	,	PUNCT
sc-1166	569	10	m.	m.	NOUN
sc-1166	569	11	and	and	CCONJ
sc-1166	569	12	morency	morency	NOUN
sc-1166	569	13	,	,	PUNCT
sc-1166	569	14	c.	c.	PROPN
sc-1166	569	15	(	(	PUNCT
sc-1166	569	16	2011	2011	NUM
sc-1166	569	17	)	)	PUNCT
sc-1166	569	18	smart	smart	ADJ
sc-1166	569	19	card	card	NOUN
sc-1166	569	20	data	data	NOUN
sc-1166	569	21	use	use	NOUN
sc-1166	569	22	in	in	ADP
sc-1166	569	23	public	public	ADJ
sc-1166	569	24	transit	transit	NOUN
sc-1166	569	25	:	:	PUNCT
sc-1166	569	26	a	a	DET
sc-1166	569	27	literature	literature	NOUN
sc-1166	569	28	review	review	NOUN
sc-1166	569	29	.	.	PUNCT
sc-1166	570	1	transportation	transportation	NOUN
sc-1166	570	2	research	research	NOUN
sc-1166	570	3	part	part	NOUN
sc-1166	570	4	c	c	NOUN
sc-1166	570	5	:	:	PUNCT
sc-1166	570	6	emerging	emerge	VERB
sc-1166	570	7	technologies	technology	NOUN
sc-1166	570	8	19(4	19(4	NOUN
sc-1166	570	9	):	):	PUNCT
sc-1166	570	10	557–568	557–568	NUM
sc-1166	570	11	.	.	PUNCT
sc-1166	571	1	17	17	NUM
sc-1166	571	2	eai	eai	PROPN
sc-1166	571	3	endorsed	endorse	VERB
sc-1166	571	4	transactions	transaction	NOUN
sc-1166	571	5	on	on	ADP
sc-1166	571	6	smart	smart	ADJ
sc-1166	571	7	cities	city	NOUN
sc-1166	571	8	12	12	NUM
sc-1166	571	9	2016	2016	NUM
sc-1166	571	10	12	12	NUM
sc-1166	571	11	2017	2017	NUM
sc-1166	571	12	|	|	ADV
sc-1166	571	13	volume	volume	NOUN
sc-1166	571	14	2	2	NUM
sc-1166	571	15	|	|	ADV
sc-1166	571	16	issue	issue	VERB
sc-1166	571	17	5	5	NUM
sc-1166	571	18	|	|	ADV
sc-1166	571	19	e	e	PROPN
sc-1166	571	20	sergio	sergio	PROPN
sc-1166	571	21	nesmachnow	nesmachnow	PROPN
sc-1166	571	22	,	,	PUNCT
sc-1166	571	23	sebastián	sebastián	ADJ
sc-1166	571	24	baña	baña	NOUN
sc-1166	571	25	,	,	PUNCT
sc-1166	571	26	and	and	CCONJ
sc-1166	571	27	renzo	renzo	VERB
sc-1166	571	28	massobrio	massobrio	NOUN
sc-1166	571	29	[	[	X
sc-1166	571	30	13	13	NUM
sc-1166	571	31	]	]	PUNCT
sc-1166	571	32	trépanier	trépanier	NOUN
sc-1166	571	33	,	,	PUNCT
sc-1166	571	34	m.	m.	NOUN
sc-1166	571	35	,	,	PUNCT
sc-1166	571	36	tranchant	tranchant	NOUN
sc-1166	571	37	,	,	PUNCT
sc-1166	571	38	n.	n.	NOUN
sc-1166	571	39	and	and	CCONJ
sc-1166	571	40	chapleau	chapleau	PROPN
sc-1166	571	41	,	,	PUNCT
sc-1166	571	42	r.	r.	PROPN
sc-1166	571	43	(	(	PUNCT
sc-1166	571	44	2007	2007	NUM
sc-1166	571	45	)	)	PUNCT
sc-1166	571	46	individual	individual	ADJ
sc-1166	571	47	trip	trip	NOUN
sc-1166	571	48	destination	destination	NOUN
sc-1166	571	49	estimation	estimation	NOUN
sc-1166	571	50	in	in	ADP
sc-1166	571	51	a	a	DET
sc-1166	571	52	transit	transit	NOUN
sc-1166	571	53	smart	smart	ADJ
sc-1166	571	54	card	card	NOUN
sc-1166	571	55	automated	automate	VERB
sc-1166	571	56	fare	fare	NOUN
sc-1166	571	57	collection	collection	NOUN
sc-1166	571	58	system	system	NOUN
sc-1166	571	59	.	.	PUNCT
sc-1166	572	1	journal	journal	NOUN
sc-1166	572	2	of	of	ADP
sc-1166	572	3	intelligent	intelligent	ADJ
sc-1166	572	4	transportation	transportation	NOUN
sc-1166	572	5	systems	system	NOUN
sc-1166	572	6	11(1	11(1	NUM
sc-1166	572	7	):	):	PUNCT
sc-1166	572	8	1–14	1–14	PROPN
sc-1166	572	9	.	.	PUNCT
sc-1166	573	1	[	[	X
sc-1166	573	2	14	14	NUM
sc-1166	573	3	]	]	X
sc-1166	573	4	wang	wang	PROPN
sc-1166	573	5	,	,	PUNCT
sc-1166	573	6	w.	w.	PROPN
sc-1166	573	7	,	,	PUNCT
sc-1166	573	8	attanucci	attanucci	PROPN
sc-1166	573	9	,	,	PUNCT
sc-1166	573	10	j.	j.	PROPN
sc-1166	573	11	and	and	CCONJ
sc-1166	573	12	wilson	wilson	PROPN
sc-1166	573	13	,	,	PUNCT
sc-1166	573	14	n.	n.	PROPN
sc-1166	573	15	(	(	PUNCT
sc-1166	573	16	2011	2011	NUM
sc-1166	573	17	)	)	PUNCT
sc-1166	573	18	bus	bus	NOUN
sc-1166	573	19	passenger	passenger	NOUN
sc-1166	573	20	origin	origin	NOUN
sc-1166	573	21	-	-	PUNCT
sc-1166	573	22	destination	destination	NOUN
sc-1166	573	23	estimation	estimation	NOUN
sc-1166	573	24	and	and	CCONJ
sc-1166	573	25	related	relate	VERB
sc-1166	573	26	analyses	analysis	NOUN
sc-1166	573	27	using	use	VERB
sc-1166	573	28	automated	automate	VERB
sc-1166	573	29	data	datum	NOUN
sc-1166	573	30	collection	collection	NOUN
sc-1166	573	31	systems	system	NOUN
sc-1166	573	32	.	.	PUNCT
sc-1166	574	1	journal	journal	NOUN
sc-1166	574	2	of	of	ADP
sc-1166	574	3	public	public	ADJ
sc-1166	574	4	transportation	transportation	NOUN
sc-1166	574	5	14(4	14(4	NOUN
sc-1166	574	6	):	):	PUNCT
sc-1166	574	7	131–150	131–150	NUM
sc-1166	574	8	.	.	PUNCT
sc-1166	575	1	[	[	X
sc-1166	575	2	15	15	NUM
sc-1166	575	3	]	]	X
sc-1166	575	4	munizaga	munizaga	NOUN
sc-1166	575	5	,	,	PUNCT
sc-1166	575	6	m.	m.	NOUN
sc-1166	575	7	and	and	CCONJ
sc-1166	575	8	palma	palma	NOUN
sc-1166	575	9	,	,	PUNCT
sc-1166	575	10	c.	c.	PROPN
sc-1166	575	11	(	(	PUNCT
sc-1166	575	12	2012	2012	NUM
sc-1166	575	13	)	)	PUNCT
sc-1166	575	14	estimation	estimation	NOUN
sc-1166	575	15	of	of	ADP
sc-1166	575	16	a	a	DET
sc-1166	575	17	disaggregate	disaggregate	ADJ
sc-1166	575	18	multimodal	multimodal	ADJ
sc-1166	575	19	public	public	ADJ
sc-1166	575	20	transport	transport	NOUN
sc-1166	575	21	origindestination	origindestination	NOUN
sc-1166	575	22	matrix	matrix	NOUN
sc-1166	575	23	from	from	ADP
sc-1166	575	24	passive	passive	ADJ
sc-1166	575	25	smartcard	smartcard	NOUN
sc-1166	575	26	data	datum	NOUN
sc-1166	575	27	from	from	ADP
sc-1166	575	28	santiago	santiago	PROPN
sc-1166	575	29	,	,	PUNCT
sc-1166	575	30	chile	chile	PROPN
sc-1166	575	31	.	.	PUNCT
sc-1166	576	1	transportation	transportation	NOUN
sc-1166	576	2	research	research	NOUN
sc-1166	576	3	part	part	NOUN
sc-1166	576	4	c	c	NOUN
sc-1166	576	5	:	:	PUNCT
sc-1166	576	6	emerging	emerge	VERB
sc-1166	576	7	technologies	technology	NOUN
sc-1166	576	8	24	24	NUM
sc-1166	576	9	:	:	PUNCT
sc-1166	576	10	9–18	9–18	NUM
sc-1166	576	11	.	.	PUNCT
sc-1166	577	1	[	[	X
sc-1166	577	2	16	16	NUM
sc-1166	577	3	]	]	X
sc-1166	577	4	sun	sun	NOUN
sc-1166	577	5	,	,	PUNCT
sc-1166	577	6	c.	c.	PROPN
sc-1166	577	7	dynamic	dynamic	ADJ
sc-1166	577	8	origin	origin	NOUN
sc-1166	577	9	/	/	SYM
sc-1166	577	10	destination	destination	NOUN
sc-1166	577	11	estimation	estimation	NOUN
sc-1166	577	12	using	use	VERB
sc-1166	577	13	true	true	ADJ
sc-1166	577	14	section	section	NOUN
sc-1166	577	15	densities	density	NOUN
sc-1166	577	16	.	.	PUNCT
sc-1166	578	1	tech	tech	NOUN
sc-1166	578	2	.	.	PUNCT
sc-1166	579	1	rep	rep	PROPN
sc-1166	579	2	.	.	PROPN
sc-1166	579	3	ucb	ucb	PROPN
sc-1166	579	4	-	-	PUNCT
sc-1166	579	5	its	its	PRON
sc-1166	579	6	-	-	PUNCT
sc-1166	579	7	prr-2000	prr-2000	NOUN
sc-1166	579	8	-	-	PUNCT
sc-1166	579	9	5	5	NUM
sc-1166	579	10	,	,	PUNCT
sc-1166	579	11	university	university	NOUN
sc-1166	579	12	of	of	ADP
sc-1166	579	13	california	california	PROPN
sc-1166	579	14	,	,	PUNCT
sc-1166	579	15	berkeley	berkeley	PROPN
sc-1166	579	16	.	.	PUNCT
sc-1166	580	1	[	[	X
sc-1166	580	2	17	17	NUM
sc-1166	580	3	]	]	X
sc-1166	580	4	toole	toole	PROPN
sc-1166	580	5	,	,	PUNCT
sc-1166	580	6	j.	j.	PROPN
sc-1166	580	7	,	,	PUNCT
sc-1166	580	8	colak	colak	PROPN
sc-1166	580	9	,	,	PUNCT
sc-1166	580	10	s.	s.	PROPN
sc-1166	580	11	,	,	PUNCT
sc-1166	580	12	sturt	sturt	PROPN
sc-1166	580	13	,	,	PUNCT
sc-1166	580	14	b.	b.	PROPN
sc-1166	580	15	,	,	PUNCT
sc-1166	580	16	alexander	alexander	PROPN
sc-1166	580	17	,	,	PUNCT
sc-1166	580	18	l.	l.	PROPN
sc-1166	580	19	,	,	PUNCT
sc-1166	580	20	evsukoff	evsukoff	NOUN
sc-1166	580	21	,	,	PUNCT
sc-1166	580	22	a.	a.	NOUN
sc-1166	580	23	and	and	CCONJ
sc-1166	580	24	gonzález	gonzález	PROPN
sc-1166	580	25	,	,	PUNCT
sc-1166	580	26	m.	m.	NOUN
sc-1166	580	27	(	(	PUNCT
sc-1166	580	28	2015	2015	NUM
sc-1166	580	29	)	)	PUNCT
sc-1166	580	30	the	the	DET
sc-1166	580	31	path	path	NOUN
sc-1166	580	32	most	most	ADV
sc-1166	580	33	traveled	travel	VERB
sc-1166	580	34	:	:	PUNCT
sc-1166	580	35	travel	travel	NOUN
sc-1166	580	36	demand	demand	NOUN
sc-1166	580	37	estimation	estimation	NOUN
sc-1166	580	38	using	use	VERB
sc-1166	580	39	big	big	ADJ
sc-1166	580	40	data	datum	NOUN
sc-1166	580	41	resources	resource	NOUN
sc-1166	580	42	.	.	PUNCT
sc-1166	581	1	transportation	transportation	NOUN
sc-1166	581	2	research	research	NOUN
sc-1166	581	3	part	part	NOUN
sc-1166	581	4	c	c	NOUN
sc-1166	581	5	:	:	PUNCT
sc-1166	581	6	emerging	emerge	VERB
sc-1166	581	7	technologies	technology	NOUN
sc-1166	581	8	58	58	NUM
sc-1166	581	9	:	:	PUNCT
sc-1166	581	10	162–177	162–177	NUM
sc-1166	581	11	.	.	PUNCT
sc-1166	582	1	[	[	X
sc-1166	582	2	18	18	NUM
sc-1166	582	3	]	]	SYM
sc-1166	582	4	mellegård	mellegård	PROPN
sc-1166	582	5	,	,	PUNCT
sc-1166	582	6	e.	e.	PROPN
sc-1166	582	7	(	(	PUNCT
sc-1166	582	8	2011	2011	NUM
sc-1166	582	9	)	)	PUNCT
sc-1166	582	10	obtaining	obtain	VERB
sc-1166	582	11	origin	origin	NOUN
sc-1166	582	12	/	/	SYM
sc-1166	582	13	destinationmatrices	destinationmatrice	NOUN
sc-1166	582	14	from	from	ADP
sc-1166	582	15	cellular	cellular	ADJ
sc-1166	582	16	network	network	NOUN
sc-1166	582	17	data	datum	NOUN
sc-1166	582	18	.	.	PUNCT
sc-1166	583	1	master	master	NOUN
sc-1166	583	2	’s	’s	PART
sc-1166	583	3	thesis	thesis	NOUN
sc-1166	583	4	,	,	PUNCT
sc-1166	583	5	chalmers	chalmer	VERB
sc-1166	583	6	university	university	NOUN
sc-1166	583	7	of	of	ADP
sc-1166	583	8	technology	technology	NOUN
sc-1166	583	9	.	.	PUNCT
sc-1166	584	1	[	[	X
sc-1166	584	2	19	19	NUM
sc-1166	584	3	]	]	X
sc-1166	584	4	huang	huang	PROPN
sc-1166	584	5	,	,	PUNCT
sc-1166	584	6	e.	e.	PROPN
sc-1166	584	7	,	,	PUNCT
sc-1166	584	8	antoniou	antoniou	PROPN
sc-1166	584	9	,	,	PUNCT
sc-1166	584	10	c.	c.	PROPN
sc-1166	584	11	,	,	PUNCT
sc-1166	584	12	lopes	lopes	PROPN
sc-1166	584	13	,	,	PUNCT
sc-1166	584	14	j.	j.	PROPN
sc-1166	584	15	,	,	PUNCT
sc-1166	584	16	wen	wen	PROPN
sc-1166	584	17	,	,	PUNCT
sc-1166	584	18	y.	y.	PROPN
sc-1166	584	19	and	and	CCONJ
sc-1166	584	20	benakiva	benakiva	PROPN
sc-1166	584	21	,	,	PUNCT
sc-1166	584	22	m.	m.	NOUN
sc-1166	584	23	(	(	PUNCT
sc-1166	584	24	2010	2010	NUM
sc-1166	584	25	)	)	PUNCT
sc-1166	584	26	accelerated	accelerate	VERB
sc-1166	584	27	on	on	ADP
sc-1166	584	28	-	-	PUNCT
sc-1166	584	29	line	line	NOUN
sc-1166	584	30	calibration	calibration	NOUN
sc-1166	584	31	of	of	ADP
sc-1166	584	32	dynamic	dynamic	ADJ
sc-1166	584	33	traffic	traffic	NOUN
sc-1166	584	34	assignment	assignment	NOUN
sc-1166	584	35	using	use	VERB
sc-1166	584	36	distributed	distribute	VERB
sc-1166	584	37	stochastic	stochastic	ADJ
sc-1166	584	38	gradient	gradient	NOUN
sc-1166	584	39	approximation	approximation	NOUN
sc-1166	584	40	.	.	PUNCT
sc-1166	585	1	in	in	ADP
sc-1166	585	2	13th	13th	ADJ
sc-1166	585	3	international	international	ADJ
sc-1166	585	4	ieee	ieee	NOUN
sc-1166	585	5	conference	conference	NOUN
sc-1166	585	6	on	on	ADP
sc-1166	585	7	intelligent	intelligent	ADJ
sc-1166	585	8	transportation	transportation	NOUN
sc-1166	585	9	systems	system	NOUN
sc-1166	585	10	:	:	PUNCT
sc-1166	585	11	1166	1166	NUM
sc-1166	585	12	–	–	PUNCT
sc-1166	585	13	1171	1171	NUM
sc-1166	585	14	.	.	PUNCT
sc-1166	586	1	[	[	X
sc-1166	586	2	20	20	NUM
sc-1166	586	3	]	]	X
sc-1166	586	4	parsian	parsian	PROPN
sc-1166	586	5	,	,	PUNCT
sc-1166	586	6	m.	m.	NOUN
sc-1166	586	7	(	(	PUNCT
sc-1166	586	8	2015	2015	NUM
sc-1166	586	9	)	)	PUNCT
sc-1166	586	10	data	datum	NOUN
sc-1166	586	11	algorithms	algorithm	NOUN
sc-1166	586	12	,	,	PUNCT
sc-1166	586	13	recipes	recipe	NOUN
sc-1166	586	14	for	for	ADP
sc-1166	586	15	scaling	scale	VERB
sc-1166	586	16	up	up	ADP
sc-1166	586	17	with	with	ADP
sc-1166	586	18	hadoop	hadoop	NOUN
sc-1166	586	19	and	and	CCONJ
sc-1166	586	20	spark	spark	NOUN
sc-1166	586	21	(	(	PUNCT
sc-1166	586	22	o’reilly	o’reilly	ADV
sc-1166	586	23	media	medium	NOUN
sc-1166	586	24	)	)	PUNCT
sc-1166	586	25	.	.	PUNCT
sc-1166	587	1	[	[	X
sc-1166	587	2	21	21	NUM
sc-1166	587	3	]	]	X
sc-1166	587	4	johnson	johnson	PROPN
sc-1166	587	5	,	,	PUNCT
sc-1166	587	6	b.	b.	PROPN
sc-1166	587	7	and	and	CCONJ
sc-1166	587	8	shneiderman	shneiderman	PROPN
sc-1166	587	9	,	,	PUNCT
sc-1166	587	10	b.	b.	PROPN
sc-1166	587	11	(	(	PUNCT
sc-1166	587	12	1991	1991	NUM
sc-1166	587	13	)	)	PUNCT
sc-1166	587	14	tree	tree	NOUN
sc-1166	587	15	-	-	PUNCT
sc-1166	587	16	maps	map	NOUN
sc-1166	587	17	:	:	PUNCT
sc-1166	587	18	a	a	DET
sc-1166	587	19	space	space	NOUN
sc-1166	587	20	-	-	PUNCT
sc-1166	587	21	filling	fill	VERB
sc-1166	587	22	approach	approach	NOUN
sc-1166	587	23	to	to	ADP
sc-1166	587	24	the	the	DET
sc-1166	587	25	visualization	visualization	NOUN
sc-1166	587	26	of	of	ADP
sc-1166	587	27	hierarchical	hierarchical	ADJ
sc-1166	587	28	information	information	NOUN
sc-1166	587	29	structures	structure	NOUN
sc-1166	587	30	.	.	PUNCT
sc-1166	588	1	in	in	ADP
sc-1166	588	2	proceedings	proceeding	NOUN
sc-1166	588	3	of	of	ADP
sc-1166	588	4	the	the	DET
sc-1166	588	5	2nd	2nd	ADJ
sc-1166	588	6	conference	conference	NOUN
sc-1166	588	7	on	on	ADP
sc-1166	588	8	visualization	visualization	NOUN
sc-1166	588	9	:	:	PUNCT
sc-1166	588	10	284–291	284–291	NUM
sc-1166	588	11	.	.	PUNCT
sc-1166	589	1	[	[	X
sc-1166	589	2	22	22	NUM
sc-1166	589	3	]	]	X
sc-1166	589	4	intendencia	intendencia	PROPN
sc-1166	589	5	de	de	X
sc-1166	589	6	montevideo	montevideo	X
sc-1166	589	7	(	(	PUNCT
sc-1166	589	8	2017	2017	NUM
sc-1166	589	9	)	)	PUNCT
sc-1166	589	10	,	,	PUNCT
sc-1166	589	11	sistema	sistema	X
sc-1166	589	12	de	de	PROPN
sc-1166	589	13	información	información	PROPN
sc-1166	589	14	geográfica	geográfica	PROPN
sc-1166	589	15	.	.	PUNCT
sc-1166	590	1	capas	capas	PROPN
sc-1166	590	2	de	de	PROPN
sc-1166	590	3	informacion	informacion	NOUN
sc-1166	590	4	vial	vial	NOUN
sc-1166	590	5	,	,	PUNCT
sc-1166	590	6	http://	http://	PROPN
sc-1166	590	7	sig.montevideo.gub.uy/.	sig.montevideo.gub.uy/.	NUM
sc-1166	590	8	accessed	access	VERB
sc-1166	590	9	:	:	PUNCT
sc-1166	590	10	april	april	PROPN
sc-1166	590	11	2017	2017	NUM
sc-1166	590	12	.	.	PUNCT
sc-1166	591	1	[	[	X
sc-1166	591	2	23	23	NUM
sc-1166	591	3	]	]	X
sc-1166	591	4	geopandas	geopandas	PROPN
sc-1166	591	5	developers	developer	NOUN
sc-1166	591	6	(	(	PUNCT
sc-1166	591	7	2017	2017	NUM
sc-1166	591	8	)	)	PUNCT
sc-1166	591	9	,	,	PUNCT
sc-1166	591	10	geopandas	geopandas	PROPN
sc-1166	591	11	.	.	PUNCT
sc-1166	591	12	url	url	PROPN
sc-1166	591	13	http	http	NOUN
sc-1166	591	14	:	:	PUNCT
sc-1166	591	15	//geopandas.org	//geopandas.org	PROPN
sc-1166	591	16	.	.	PROPN
sc-1166	592	1	accessed	access	VERB
sc-1166	592	2	:	:	PUNCT
sc-1166	592	3	april	april	PROPN
sc-1166	592	4	2017	2017	NUM
sc-1166	592	5	.	.	PUNCT
sc-1166	593	1	[	[	X
sc-1166	593	2	24	24	NUM
sc-1166	593	3	]	]	PUNCT
sc-1166	593	4	gillies	gillie	NOUN
sc-1166	593	5	,	,	PUNCT
sc-1166	593	6	s.	s.	PROPN
sc-1166	593	7	et	et	PROPN
sc-1166	593	8	al	al	PROPN
sc-1166	593	9	.	.	PROPN
sc-1166	593	10	(	(	PUNCT
sc-1166	593	11	2011	2011	NUM
sc-1166	593	12	)	)	PUNCT
sc-1166	593	13	,	,	PUNCT
sc-1166	593	14	fiona	fiona	PROPN
sc-1166	593	15	is	be	AUX
sc-1166	593	16	ogr	ogr	PROPN
sc-1166	593	17	’s	’s	PART
sc-1166	593	18	neat	neat	ADJ
sc-1166	593	19	,	,	PUNCT
sc-1166	593	20	nimble	nimble	ADJ
sc-1166	593	21	,	,	PUNCT
sc-1166	594	1	nononsense	nononsense	PROPN
sc-1166	594	2	api	api	PROPN
sc-1166	594	3	.	.	PUNCT
sc-1166	594	4	url	url	PROPN
sc-1166	595	1	https://github.com/toblerity/	https://github.com/toblerity/	PROPN
sc-1166	595	2	fiona	fiona	PROPN
sc-1166	595	3	.	.	PROPN
sc-1166	595	4	accessed	access	VERB
sc-1166	595	5	:	:	PUNCT
sc-1166	595	6	april	april	PROPN
sc-1166	595	7	2017	2017	NUM
sc-1166	595	8	.	.	PUNCT
sc-1166	596	1	[	[	X
sc-1166	596	2	25	25	NUM
sc-1166	596	3	]	]	PUNCT
sc-1166	596	4	gillies	gillie	NOUN
sc-1166	596	5	,	,	PUNCT
sc-1166	596	6	s.	s.	PROPN
sc-1166	596	7	et	et	PROPN
sc-1166	596	8	al	al	PROPN
sc-1166	596	9	.	.	PROPN
sc-1166	596	10	(	(	PUNCT
sc-1166	596	11	2007	2007	NUM
sc-1166	596	12	)	)	PUNCT
sc-1166	596	13	,	,	PUNCT
sc-1166	596	14	shapely	shapely	NOUN
sc-1166	596	15	:	:	PUNCT
sc-1166	596	16	manipulation	manipulation	NOUN
sc-1166	596	17	and	and	CCONJ
sc-1166	596	18	analysis	analysis	NOUN
sc-1166	596	19	of	of	ADP
sc-1166	596	20	geometric	geometric	ADJ
sc-1166	596	21	objects	object	NOUN
sc-1166	596	22	.	.	PUNCT
sc-1166	597	1	url	url	PROPN
sc-1166	597	2	https://github	https://github	PROPN
sc-1166	597	3	.	.	PROPN
sc-1166	597	4	com	com	NOUN
sc-1166	597	5	/	/	SYM
sc-1166	597	6	toblerity	toblerity	NOUN
sc-1166	597	7	/	/	SYM
sc-1166	597	8	shapely	shapely	NOUN
sc-1166	597	9	.	.	PUNCT
sc-1166	598	1	accessed	access	VERB
sc-1166	598	2	:	:	PUNCT
sc-1166	598	3	april	april	PROPN
sc-1166	598	4	2017	2017	NUM
sc-1166	598	5	.	.	PUNCT
sc-1166	599	1	[	[	X
sc-1166	599	2	26	26	NUM
sc-1166	599	3	]	]	X
sc-1166	599	4	instituto	instituto	PROPN
sc-1166	599	5	nacional	nacional	PROPN
sc-1166	599	6	de	de	PROPN
sc-1166	599	7	estadística	estadística	PROPN
sc-1166	599	8	(	(	PUNCT
sc-1166	599	9	2015	2015	NUM
sc-1166	599	10	)	)	PUNCT
sc-1166	599	11	,	,	PUNCT
sc-1166	599	12	encuesta	encuesta	X
sc-1166	599	13	continua	continua	PROPN
sc-1166	599	14	de	de	X
sc-1166	599	15	hogares	hogares	PROPN
sc-1166	599	16	,	,	PUNCT
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sc-1166	599	18	guest	guest	NOUN
sc-1166	599	19	/	/	SYM
sc-1166	599	20	encuesta	encuesta	X
sc-1166	599	21	-	-	PUNCT
sc-1166	599	22	continua	continua	NOUN
sc-1166	599	23	-	-	PUNCT
sc-1166	599	24	de	de	X
sc-1166	599	25	-	-	NOUN
sc-1166	599	26	hogares1	hogares1	NOUN
sc-1166	599	27	.	.	PUNCT
sc-1166	599	28	accessed	access	VERB
sc-1166	599	29	:	:	PUNCT
sc-1166	599	30	april	april	PROPN
sc-1166	599	31	2017	2017	NUM
sc-1166	599	32	.	.	PUNCT
sc-1166	600	1	[	[	X
sc-1166	600	2	27	27	NUM
sc-1166	600	3	]	]	X
sc-1166	600	4	instituto	instituto	PROPN
sc-1166	600	5	nacional	nacional	PROPN
sc-1166	600	6	de	de	PROPN
sc-1166	600	7	estadística	estadística	PROPN
sc-1166	600	8	(	(	PUNCT
sc-1166	600	9	2011	2011	NUM
sc-1166	600	10	)	)	PUNCT
sc-1166	600	11	,	,	PUNCT
sc-1166	600	12	mapas	mapas	PROPN
sc-1166	600	13	vectoriales	vectoriale	NOUN
sc-1166	600	14	,	,	PUNCT
sc-1166	600	15	http://www.ine.gub.uy/web/guest/338/.	http://www.ine.gub.uy/web/guest/338/.	VERB
sc-1166	600	16	accessed	access	VERB
sc-1166	600	17	:	:	PUNCT
sc-1166	600	18	april	april	PROPN
sc-1166	600	19	2017	2017	NUM
sc-1166	600	20	.	.	PUNCT
sc-1166	601	1	[	[	X
sc-1166	601	2	28	28	NUM
sc-1166	601	3	]	]	PUNCT
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sc-1166	601	5	,	,	PUNCT
sc-1166	601	6	w.	w.	PROPN
sc-1166	601	7	,	,	PUNCT
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sc-1166	601	9	,	,	PUNCT
sc-1166	601	10	f.	f.	PROPN
sc-1166	601	11	,	,	PUNCT
sc-1166	601	12	sauvé	sauvé	PROPN
sc-1166	601	13	,	,	PUNCT
sc-1166	601	14	j.	j.	PROPN
sc-1166	601	15	,	,	PUNCT
sc-1166	601	16	andrade	andrade	PROPN
sc-1166	601	17	,	,	PUNCT
sc-1166	601	18	n.	n.	PROPN
sc-1166	601	19	,	,	PUNCT
sc-1166	601	20	paranhos	paranhos	PROPN
sc-1166	601	21	,	,	PUNCT
sc-1166	601	22	d.	d.	PROPN
sc-1166	601	23	and	and	CCONJ
sc-1166	601	24	santos	santos	PROPN
sc-1166	601	25	-	-	PUNCT
sc-1166	601	26	neto	neto	NOUN
sc-1166	601	27	,	,	PUNCT
sc-1166	601	28	e.	e.	PROPN
sc-1166	601	29	(	(	PUNCT
sc-1166	601	30	2003	2003	NUM
sc-1166	601	31	)	)	PUNCT
sc-1166	601	32	grid	grid	NOUN
sc-1166	601	33	computing	computing	NOUN
sc-1166	601	34	for	for	ADP
sc-1166	601	35	bag	bag	NOUN
sc-1166	601	36	of	of	ADP
sc-1166	601	37	tasks	task	NOUN
sc-1166	601	38	applications	application	NOUN
sc-1166	601	39	.	.	PUNCT
sc-1166	602	1	in	in	ADP
sc-1166	602	2	proceedings	proceeding	NOUN
sc-1166	602	3	of	of	ADP
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sc-1166	602	5	3rd	3rd	ADJ
sc-1166	602	6	ifip	ifip	PROPN
sc-1166	602	7	conference	conference	NOUN
sc-1166	602	8	on	on	ADP
sc-1166	602	9	e	e	PROPN
sc-1166	602	10	-	-	NOUN
sc-1166	602	11	commerce	commerce	NOUN
sc-1166	602	12	,	,	PUNCT
sc-1166	602	13	e	e	NOUN
sc-1166	602	14	-	-	NOUN
sc-1166	602	15	business	business	NOUN
sc-1166	602	16	and	and	CCONJ
sc-1166	602	17	egovernment	egovernment	NOUN
sc-1166	602	18	.	.	PUNCT
sc-1166	603	1	[	[	X
sc-1166	603	2	29	29	NUM
sc-1166	603	3	]	]	X
sc-1166	603	4	qgis	qgis	PROPN
sc-1166	603	5	development	development	PROPN
sc-1166	603	6	team	team	NOUN
sc-1166	603	7	(	(	PUNCT
sc-1166	603	8	2009	2009	NUM
sc-1166	603	9	)	)	PUNCT
sc-1166	603	10	qgis	qgis	PROPN
sc-1166	603	11	geographic	geographic	PROPN
sc-1166	603	12	information	information	NOUN
sc-1166	603	13	system	system	NOUN
sc-1166	603	14	,	,	PUNCT
sc-1166	603	15	open	open	ADJ
sc-1166	603	16	source	source	NOUN
sc-1166	603	17	geospatial	geospatial	PROPN
sc-1166	603	18	foundation	foundation	PROPN
sc-1166	603	19	.	.	PUNCT
sc-1166	603	20	url	url	PROPN
sc-1166	603	21	http://qgis.osgeo.org	http://qgis.osgeo.org	PROPN
sc-1166	603	22	.	.	PUNCT
sc-1166	604	1	accessed	access	VERB
sc-1166	604	2	:	:	PUNCT
sc-1166	604	3	april	april	PROPN
sc-1166	604	4	2017	2017	NUM
sc-1166	604	5	.	.	PUNCT
sc-1166	605	1	[	[	X
sc-1166	605	2	30	30	NUM
sc-1166	605	3	]	]	X
sc-1166	605	4	pemmasani	pemmasani	PROPN
sc-1166	605	5	,	,	PUNCT
sc-1166	605	6	g.	g.	PROPN
sc-1166	605	7	,	,	PUNCT
sc-1166	605	8	dispy	dispy	NOUN
sc-1166	605	9	:	:	PUNCT
sc-1166	605	10	distributed	distributed	ADJ
sc-1166	605	11	and	and	CCONJ
sc-1166	605	12	parallel	parallel	ADJ
sc-1166	605	13	computing	computing	NOUN
sc-1166	605	14	with	with	ADP
sc-1166	605	15	/	/	SYM
sc-1166	605	16	for	for	ADP
sc-1166	605	17	python	python	NOUN
sc-1166	605	18	,	,	PUNCT
sc-1166	605	19	http://dispy.sourceforge.net/.	http://dispy.sourceforge.net/.	PROPN
sc-1166	605	20	accessed	access	VERB
sc-1166	605	21	july	july	PROPN
sc-1166	605	22	2016	2016	NUM
sc-1166	605	23	.	.	PUNCT
sc-1166	606	1	[	[	X
sc-1166	606	2	31	31	NUM
sc-1166	606	3	]	]	SYM
sc-1166	606	4	nesmachnow	nesmachnow	PROPN
sc-1166	606	5	,	,	PUNCT
sc-1166	606	6	s.	s.	PROPN
sc-1166	606	7	(	(	PUNCT
sc-1166	606	8	2010	2010	NUM
sc-1166	606	9	)	)	PUNCT
sc-1166	606	10	computación	computación	PROPN
sc-1166	606	11	científica	científica	PROPN
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sc-1166	606	13	alto	alto	PROPN
sc-1166	606	14	desempeño	desempeño	PROPN
sc-1166	606	15	en	en	X
sc-1166	606	16	la	la	PROPN
sc-1166	606	17	facultad	facultad	PROPN
sc-1166	606	18	de	de	PROPN
sc-1166	606	19	ingeniería	ingeniería	PROPN
sc-1166	606	20	,	,	PUNCT
sc-1166	606	21	universidad	universidad	PROPN
sc-1166	606	22	de	de	PROPN
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sc-1166	606	25	.	.	PROPN
sc-1166	606	26	revista	revista	PROPN
sc-1166	606	27	de	de	X
sc-1166	606	28	la	la	X
sc-1166	606	29	asociación	asociación	X
sc-1166	606	30	de	de	X
sc-1166	606	31	ingenieros	ingenieros	PROPN
sc-1166	606	32	del	del	PROPN
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sc-1166	606	34	61	61	NUM
sc-1166	606	35	:	:	PUNCT
sc-1166	606	36	12–15	12–15	NUM
sc-1166	606	37	.	.	PUNCT
sc-1166	607	1	[	[	X
sc-1166	607	2	32	32	NUM
sc-1166	607	3	]	]	PUNCT
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sc-1166	607	9	)	)	PUNCT
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sc-1166	607	11	and	and	CCONJ
sc-1166	607	12	building	build	VERB
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sc-1166	607	14	programs	program	NOUN
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sc-1166	607	19	for	for	ADP
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sc-1166	607	21	software	software	NOUN
sc-1166	607	22	engineering	engineering	NOUN
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sc-1166	607	27	,	,	PUNCT
sc-1166	607	28	usa	usa	PROPN
sc-1166	607	29	:	:	PUNCT
sc-1166	607	30	addison	addison	PROPN
sc-1166	607	31	-	-	PUNCT
sc-1166	607	32	wesley	wesley	PROPN
sc-1166	607	33	longman	longman	PROPN
sc-1166	607	34	publishing	publishing	PROPN
sc-1166	607	35	co.	co.	PROPN
sc-1166	607	36	,	,	PUNCT
sc-1166	607	37	inc	inc	PROPN
sc-1166	607	38	.	.	PROPN
sc-1166	607	39	)	)	PUNCT
sc-1166	607	40	.	.	PUNCT
sc-1166	608	1	18	18	NUM
sc-1166	608	2	eai	eai	PROPN
sc-1166	608	3	endorsed	endorse	VERB
sc-1166	608	4	transactions	transaction	NOUN
sc-1166	608	5	on	on	ADP
sc-1166	608	6	smart	smart	ADJ
sc-1166	608	7	cities	city	NOUN
sc-1166	608	8	12	12	NUM
sc-1166	608	9	2016	2016	NUM
sc-1166	608	10	12	12	NUM
sc-1166	608	11	2017	2017	NUM
sc-1166	608	12	|	|	ADV
sc-1166	608	13	volume	volume	NOUN
sc-1166	608	14	2	2	NUM
sc-1166	608	15	|	|	ADV
sc-1166	608	16	issue	issue	VERB
sc-1166	608	17	5	5	NUM
sc-1166	608	18	|	|	NOUN
sc-1166	608	19	e	e	X
sc-1166	608	20	http://sig.montevideo.gub.uy/	http://sig.montevideo.gub.uy/	NOUN
sc-1166	608	21	http://sig.montevideo.gub.uy/	http://sig.montevideo.gub.uy/	X
sc-1166	609	1	http://geopandas.org	http://geopandas.org	X
sc-1166	609	2	http://geopandas.org	http://geopandas.org	PROPN
sc-1166	609	3	https://github.com/toblerity/fiona	https://github.com/toblerity/fiona	NOUN
sc-1166	609	4	https://github.com/toblerity/fiona	https://github.com/toblerity/fiona	NOUN
sc-1166	609	5	https://github.com/toblerity/shapely	https://github.com/toblerity/shapely	ADV
sc-1166	609	6	https://github.com/toblerity/shapely	https://github.com/toblerity/shapely	ADV
sc-1166	609	7	http://www.ine.gub.uy/web/guest/encuesta-continua-de-hogares1	http://www.ine.gub.uy/web/guest/encuesta-continua-de-hogares1	PROPN
sc-1166	609	8	http://www.ine.gub.uy/web/guest/encuesta-continua-de-hogares1	http://www.ine.gub.uy/web/guest/encuesta-continua-de-hogares1	PROPN
sc-1166	609	9	http://www.ine.gub.uy/web/guest/338/	http://www.ine.gub.uy/web/guest/338/	PROPN
sc-1166	609	10	http://qgis.osgeo.org	http://qgis.osgeo.org	PROPN
sc-1166	609	11	http://dispy.sourceforge.net/	http://dispy.sourceforge.net/	NOUN
sc-1166	609	12	1	1	NUM
sc-1166	609	13	introduction	introduction	NOUN
sc-1166	609	14	2	2	NUM
sc-1166	609	15	big	big	ADJ
sc-1166	609	16	data	datum	NOUN
sc-1166	609	17	processing	processing	NOUN
sc-1166	609	18	for	for	ADP
sc-1166	609	19	intelligent	intelligent	ADJ
sc-1166	609	20	transportation	transportation	NOUN
sc-1166	609	21	systems	system	NOUN
sc-1166	609	22	in	in	ADP
sc-1166	609	23	smart	smart	ADJ
sc-1166	609	24	cities	city	NOUN
sc-1166	609	25	2.1	2.1	NUM
sc-1166	609	26	analysis	analysis	NOUN
sc-1166	609	27	of	of	ADP
sc-1166	609	28	the	the	DET
sc-1166	609	29	quality	quality	NOUN
sc-1166	609	30	and	and	CCONJ
sc-1166	609	31	equability	equability	NOUN
sc-1166	609	32	of	of	ADP
sc-1166	609	33	the	the	DET
sc-1166	609	34	public	public	ADJ
sc-1166	609	35	transportation	transportation	NOUN
sc-1166	609	36	system	system	NOUN
sc-1166	609	37	2.2	2.2	NUM
sc-1166	609	38	estimation	estimation	NOUN
sc-1166	609	39	of	of	ADP
sc-1166	609	40	mobility	mobility	NOUN
sc-1166	609	41	patterns	pattern	NOUN
sc-1166	609	42	:	:	PUNCT
sc-1166	609	43	demand	demand	NOUN
sc-1166	609	44	and	and	CCONJ
sc-1166	609	45	od	od	NOUN
sc-1166	609	46	matrices	matrix	NOUN
sc-1166	609	47	3	3	NUM
sc-1166	609	48	related	relate	VERB
sc-1166	609	49	works	work	VERB
sc-1166	609	50	3.1	3.1	NUM
sc-1166	609	51	distributed	distribute	VERB
sc-1166	609	52	computing	computing	NOUN
sc-1166	609	53	for	for	ADP
sc-1166	609	54	processing	process	VERB
sc-1166	609	55	traffic	traffic	NOUN
sc-1166	609	56	data	datum	NOUN
sc-1166	609	57	3.2	3.2	NUM
sc-1166	609	58	estimation	estimation	NOUN
sc-1166	609	59	of	of	ADP
sc-1166	609	60	demand	demand	NOUN
sc-1166	609	61	and	and	CCONJ
sc-1166	609	62	od	od	NOUN
sc-1166	609	63	matrices	matrice	VERB
sc-1166	609	64	3.3	3.3	NUM
sc-1166	609	65	summary	summary	NOUN
sc-1166	609	66	of	of	ADP
sc-1166	609	67	related	related	ADJ
sc-1166	609	68	works	work	NOUN
sc-1166	609	69	4	4	NUM
sc-1166	609	70	the	the	DET
sc-1166	609	71	proposed	propose	VERB
sc-1166	609	72	solutions	solution	NOUN
sc-1166	609	73	4.1	4.1	NUM
sc-1166	609	74	processing	processing	NOUN
sc-1166	609	75	gps	gps	NOUN
sc-1166	609	76	data	datum	NOUN
sc-1166	609	77	from	from	ADP
sc-1166	609	78	buses	bus	NOUN
sc-1166	609	79	in	in	ADP
sc-1166	609	80	the	the	DET
sc-1166	609	81	public	public	ADJ
sc-1166	609	82	transport	transport	NOUN
sc-1166	609	83	system	system	NOUN
sc-1166	609	84	historical	historical	ADJ
sc-1166	609	85	gps	gps	PROPN
sc-1166	609	86	data	datum	NOUN
sc-1166	609	87	processing	processing	NOUN
sc-1166	609	88	applying	apply	VERB
sc-1166	609	89	map	map	NOUN
sc-1166	609	90	-	-	PUNCT
sc-1166	609	91	reduce	reduce	VERB
sc-1166	609	92	over	over	ADP
sc-1166	609	93	hadoop	hadoop	NOUN
sc-1166	609	94	characterizing	characterize	VERB
sc-1166	609	95	the	the	DET
sc-1166	609	96	bus	bus	NOUN
sc-1166	609	97	service	service	NOUN
sc-1166	609	98	zones	zone	NOUN
sc-1166	609	99	using	use	VERB
sc-1166	609	100	socioeconomic	socioeconomic	ADJ
sc-1166	609	101	indicators	indicator	NOUN
sc-1166	609	102	4.2	4.2	NUM
sc-1166	609	103	mobility	mobility	NOUN
sc-1166	609	104	patterns	pattern	NOUN
sc-1166	609	105	and	and	CCONJ
sc-1166	609	106	demand	demand	NOUN
sc-1166	609	107	/	/	SYM
sc-1166	609	108	od	od	NOUN
sc-1166	609	109	matrices	matrix	NOUN
sc-1166	609	110	estimation	estimation	NOUN
sc-1166	609	111	5	5	NUM
sc-1166	609	112	computational	computational	ADJ
sc-1166	609	113	efficiency	efficiency	NOUN
sc-1166	609	114	evaluation	evaluation	NOUN
sc-1166	609	115	5.1	5.1	NUM
sc-1166	609	116	platform	platform	NOUN
sc-1166	609	117	,	,	PUNCT
sc-1166	609	118	instances	instance	NOUN
sc-1166	609	119	,	,	PUNCT
sc-1166	609	120	and	and	CCONJ
sc-1166	609	121	metrics	metric	NOUN
sc-1166	609	122	5.2	5.2	NUM
sc-1166	609	123	experimental	experimental	ADJ
sc-1166	609	124	results	result	NOUN
sc-1166	609	125	gps	gps	VERB
sc-1166	609	126	data	datum	NOUN
sc-1166	609	127	processing	processing	NOUN
sc-1166	609	128	demand	demand	NOUN
sc-1166	609	129	and	and	CCONJ
sc-1166	609	130	origin	origin	NOUN
sc-1166	609	131	-	-	PUNCT
sc-1166	609	132	destination	destination	NOUN
sc-1166	609	133	matrix	matrix	NOUN
sc-1166	609	134	estimation	estimation	NOUN
sc-1166	609	135	6	6	NUM
sc-1166	609	136	two	two	NUM
sc-1166	609	137	sample	sample	NOUN
sc-1166	609	138	studies	study	NOUN
sc-1166	609	139	6.1	6.1	NUM
sc-1166	609	140	average	average	ADJ
sc-1166	609	141	speed	speed	NOUN
sc-1166	609	142	and	and	CCONJ
sc-1166	609	143	troublesome	troublesome	ADJ
sc-1166	609	144	locations	location	NOUN
sc-1166	609	145	6.2	6.2	NUM
sc-1166	609	146	fairness	fairness	NOUN
sc-1166	609	147	of	of	ADP
sc-1166	609	148	the	the	DET
sc-1166	609	149	public	public	ADJ
sc-1166	609	150	transportation	transportation	NOUN
sc-1166	609	151	service	service	NOUN
sc-1166	609	152	delivery	delivery	NOUN
sc-1166	609	153	7	7	NUM
sc-1166	609	154	conclusions	conclusion	NOUN
sc-1166	609	155	and	and	CCONJ
sc-1166	609	156	future	future	ADJ
sc-1166	609	157	work	work	NOUN