id	sid	tid	token	lemma	pos
9w032229n66	1	1	as	as	SCONJ
9w032229n66	1	2	real	real	ADJ
9w032229n66	1	3	-	-	PUNCT
9w032229n66	1	4	world	world	NOUN
9w032229n66	1	5	complex	complex	ADJ
9w032229n66	1	6	networks	network	NOUN
9w032229n66	1	7	are	be	AUX
9w032229n66	1	8	heterogeneous	heterogeneous	ADJ
9w032229n66	1	9	structures	structure	NOUN
9w032229n66	1	10	,	,	PUNCT
9w032229n66	1	11	not	not	PART
9w032229n66	1	12	all	all	DET
9w032229n66	1	13	their	their	PRON
9w032229n66	1	14	components	component	NOUN
9w032229n66	1	15	such	such	ADJ
9w032229n66	1	16	as	as	ADP
9w032229n66	1	17	nodes	node	NOUN
9w032229n66	1	18	,	,	PUNCT
9w032229n66	1	19	edges	edge	NOUN
9w032229n66	1	20	and	and	CCONJ
9w032229n66	1	21	subgraphs	subgraph	NOUN
9w032229n66	1	22	carry	carry	VERB
9w032229n66	1	23	the	the	DET
9w032229n66	1	24	same	same	ADJ
9w032229n66	1	25	role	role	NOUN
9w032229n66	1	26	or	or	CCONJ
9w032229n66	1	27	importance	importance	NOUN
9w032229n66	1	28	in	in	ADP
9w032229n66	1	29	the	the	DET
9w032229n66	1	30	functions	function	NOUN
9w032229n66	1	31	performed	perform	VERB
9w032229n66	1	32	by	by	ADP
9w032229n66	1	33	the	the	DET
9w032229n66	1	34	networks	network	NOUN
9w032229n66	1	35	:	:	PUNCT
9w032229n66	1	36	some	some	DET
9w032229n66	1	37	elements	element	NOUN
9w032229n66	1	38	are	be	AUX
9w032229n66	1	39	more	more	ADV
9w032229n66	1	40	critical	critical	ADJ
9w032229n66	1	41	than	than	ADP
9w032229n66	1	42	others	other	NOUN
9w032229n66	1	43	.	.	PUNCT
9w032229n66	2	1	understanding	understand	VERB
9w032229n66	2	2	the	the	DET
9w032229n66	2	3	roles	role	NOUN
9w032229n66	2	4	of	of	ADP
9w032229n66	2	5	the	the	DET
9w032229n66	2	6	components	component	NOUN
9w032229n66	2	7	of	of	ADP
9w032229n66	2	8	a	a	DET
9w032229n66	2	9	network	network	NOUN
9w032229n66	2	10	is	be	AUX
9w032229n66	2	11	crucial	crucial	ADJ
9w032229n66	2	12	for	for	ADP
9w032229n66	2	13	understanding	understand	VERB
9w032229n66	2	14	the	the	DET
9w032229n66	2	15	behavior	behavior	NOUN
9w032229n66	2	16	of	of	ADP
9w032229n66	2	17	the	the	DET
9w032229n66	2	18	network	network	NOUN
9w032229n66	2	19	as	as	ADP
9w032229n66	2	20	a	a	DET
9w032229n66	2	21	whole	whole	NOUN
9w032229n66	2	22	.	.	PUNCT
9w032229n66	3	1	one	one	NUM
9w032229n66	3	2	the	the	DET
9w032229n66	3	3	most	most	ADV
9w032229n66	3	4	basic	basic	ADJ
9w032229n66	3	5	function	function	NOUN
9w032229n66	3	6	of	of	ADP
9w032229n66	3	7	networks	network	NOUN
9w032229n66	3	8	is	be	AUX
9w032229n66	3	9	transport	transport	NOUN
9w032229n66	3	10	;	;	PUNCT
9w032229n66	3	11	transport	transport	NOUN
9w032229n66	3	12	of	of	ADP
9w032229n66	3	13	vehicles	vehicle	NOUN
9w032229n66	3	14	/	/	SYM
9w032229n66	3	15	people	people	NOUN
9w032229n66	3	16	,	,	PUNCT
9w032229n66	3	17	information	information	NOUN
9w032229n66	3	18	,	,	PUNCT
9w032229n66	3	19	materials	material	NOUN
9w032229n66	3	20	,	,	PUNCT
9w032229n66	3	21	forces	force	NOUN
9w032229n66	3	22	,	,	PUNCT
9w032229n66	3	23	etc	etc	X
9w032229n66	3	24	,	,	PUNCT
9w032229n66	3	25	and	and	CCONJ
9w032229n66	3	26	these	these	DET
9w032229n66	3	27	quantities	quantity	NOUN
9w032229n66	3	28	are	be	AUX
9w032229n66	3	29	transported	transport	VERB
9w032229n66	3	30	along	along	ADP
9w032229n66	3	31	edges	edge	NOUN
9w032229n66	3	32	between	between	ADP
9w032229n66	3	33	source	source	NOUN
9w032229n66	3	34	and	and	CCONJ
9w032229n66	3	35	destination	destination	NOUN
9w032229n66	3	36	nodes	node	NOUN
9w032229n66	3	37	.	.	PUNCT
9w032229n66	4	1	for	for	ADP
9w032229n66	4	2	this	this	DET
9w032229n66	4	3	reason	reason	NOUN
9w032229n66	4	4	,	,	PUNCT
9w032229n66	4	5	network	network	NOUN
9w032229n66	4	6	path	path	NOUN
9w032229n66	4	7	-	-	PUNCT
9w032229n66	4	8	based	base	VERB
9w032229n66	4	9	importance	importance	NOUN
9w032229n66	4	10	measures	measure	NOUN
9w032229n66	4	11	,	,	PUNCT
9w032229n66	4	12	also	also	ADV
9w032229n66	4	13	called	call	VERB
9w032229n66	4	14	centralities	centrality	NOUN
9w032229n66	4	15	,	,	PUNCT
9w032229n66	4	16	play	play	VERB
9w032229n66	4	17	a	a	DET
9w032229n66	4	18	crucial	crucial	ADJ
9w032229n66	4	19	role	role	NOUN
9w032229n66	4	20	in	in	ADP
9w032229n66	4	21	the	the	DET
9w032229n66	4	22	understanding	understanding	NOUN
9w032229n66	4	23	of	of	ADP
9w032229n66	4	24	the	the	DET
9w032229n66	4	25	transport	transport	NOUN
9w032229n66	4	26	functions	function	NOUN
9w032229n66	4	27	of	of	ADP
9w032229n66	4	28	the	the	DET
9w032229n66	4	29	network	network	NOUN
9w032229n66	4	30	and	and	CCONJ
9w032229n66	4	31	the	the	DET
9w032229n66	4	32	network	network	NOUN
9w032229n66	4	33	's	's	PART
9w032229n66	4	34	structural	structural	ADJ
9w032229n66	4	35	and	and	CCONJ
9w032229n66	4	36	dynamical	dynamical	ADJ
9w032229n66	4	37	behavior	behavior	NOUN
9w032229n66	4	38	in	in	ADP
9w032229n66	4	39	general	general	ADJ
9w032229n66	4	40	.	.	PUNCT
9w032229n66	5	1	in	in	ADP
9w032229n66	5	2	this	this	DET
9w032229n66	5	3	thesis	thesis	NOUN
9w032229n66	5	4	we	we	PRON
9w032229n66	5	5	study	study	VERB
9w032229n66	5	6	the	the	DET
9w032229n66	5	7	notion	notion	NOUN
9w032229n66	5	8	of	of	ADP
9w032229n66	5	9	betweenness	betweenness	ADJ
9w032229n66	5	10	centrality	centrality	NOUN
9w032229n66	5	11	,	,	PUNCT
9w032229n66	5	12	which	which	PRON
9w032229n66	5	13	measures	measure	VERB
9w032229n66	5	14	the	the	DET
9w032229n66	5	15	fraction	fraction	NOUN
9w032229n66	5	16	of	of	ADP
9w032229n66	5	17	lowest	low	ADJ
9w032229n66	5	18	-	-	PUNCT
9w032229n66	5	19	cost	cost	NOUN
9w032229n66	5	20	(	(	PUNCT
9w032229n66	5	21	or	or	CCONJ
9w032229n66	5	22	shortest	short	ADJ
9w032229n66	5	23	)	)	PUNCT
9w032229n66	5	24	paths	path	NOUN
9w032229n66	5	25	running	run	VERB
9w032229n66	5	26	through	through	ADP
9w032229n66	5	27	a	a	DET
9w032229n66	5	28	network	network	NOUN
9w032229n66	5	29	component	component	NOUN
9w032229n66	5	30	,	,	PUNCT
9w032229n66	5	31	in	in	ADP
9w032229n66	5	32	particular	particular	ADJ
9w032229n66	5	33	through	through	ADP
9w032229n66	5	34	a	a	DET
9w032229n66	5	35	node	node	NOUN
9w032229n66	5	36	or	or	CCONJ
9w032229n66	5	37	an	an	DET
9w032229n66	5	38	edge	edge	NOUN
9w032229n66	5	39	.	.	PUNCT
9w032229n66	6	1	high	high	ADJ
9w032229n66	6	2	betweenness	betweenness	ADP
9w032229n66	6	3	centrality	centrality	PROPN
9w032229n66	6	4	nodes	node	NOUN
9w032229n66	6	5	/	/	SYM
9w032229n66	6	6	edges	edge	NOUN
9w032229n66	6	7	are	be	AUX
9w032229n66	6	8	those	those	PRON
9w032229n66	6	9	that	that	PRON
9w032229n66	6	10	will	will	AUX
9w032229n66	6	11	be	be	AUX
9w032229n66	6	12	frequently	frequently	ADV
9w032229n66	6	13	used	use	VERB
9w032229n66	6	14	by	by	ADP
9w032229n66	6	15	the	the	DET
9w032229n66	6	16	entities	entity	NOUN
9w032229n66	6	17	transported	transport	VERB
9w032229n66	6	18	through	through	ADP
9w032229n66	6	19	the	the	DET
9w032229n66	6	20	network	network	NOUN
9w032229n66	6	21	and	and	CCONJ
9w032229n66	6	22	thus	thus	ADV
9w032229n66	6	23	they	they	PRON
9w032229n66	6	24	play	play	VERB
9w032229n66	6	25	a	a	DET
9w032229n66	6	26	key	key	ADJ
9w032229n66	6	27	role	role	NOUN
9w032229n66	6	28	in	in	ADP
9w032229n66	6	29	the	the	DET
9w032229n66	6	30	overall	overall	ADJ
9w032229n66	6	31	transport	transport	NOUN
9w032229n66	6	32	properties	property	NOUN
9w032229n66	6	33	of	of	ADP
9w032229n66	6	34	the	the	DET
9w032229n66	6	35	network	network	NOUN
9w032229n66	6	36	.	.	PUNCT
9w032229n66	7	1	in	in	ADP
9w032229n66	7	2	the	the	DET
9w032229n66	7	3	first	first	ADJ
9w032229n66	7	4	part	part	NOUN
9w032229n66	7	5	of	of	ADP
9w032229n66	7	6	the	the	DET
9w032229n66	7	7	thesis	thesis	NOUN
9w032229n66	7	8	we	we	PRON
9w032229n66	7	9	present	present	VERB
9w032229n66	7	10	a	a	DET
9w032229n66	7	11	first	first	ADJ
9w032229n66	7	12	-	-	PUNCT
9w032229n66	7	13	principles	principle	NOUN
9w032229n66	7	14	based	base	VERB
9w032229n66	7	15	method	method	NOUN
9w032229n66	7	16	for	for	ADP
9w032229n66	7	17	traffic	traffic	NOUN
9w032229n66	7	18	prediction	prediction	NOUN
9w032229n66	7	19	using	use	VERB
9w032229n66	7	20	a	a	DET
9w032229n66	7	21	cost	cost	NOUN
9w032229n66	7	22	-	-	PUNCT
9w032229n66	7	23	based	base	VERB
9w032229n66	7	24	generalization	generalization	NOUN
9w032229n66	7	25	of	of	ADP
9w032229n66	7	26	the	the	DET
9w032229n66	7	27	radiation	radiation	NOUN
9w032229n66	7	28	model	model	NOUN
9w032229n66	7	29	(	(	PUNCT
9w032229n66	7	30	emission	emission	NOUN
9w032229n66	7	31	/	/	SYM
9w032229n66	7	32	absorption	absorption	NOUN
9w032229n66	7	33	model	model	NOUN
9w032229n66	7	34	)	)	PUNCT
9w032229n66	7	35	for	for	ADP
9w032229n66	7	36	human	human	ADJ
9w032229n66	7	37	mobility	mobility	NOUN
9w032229n66	7	38	,	,	PUNCT
9w032229n66	7	39	coupled	couple	VERB
9w032229n66	7	40	with	with	ADP
9w032229n66	7	41	a	a	DET
9w032229n66	7	42	cost	cost	NOUN
9w032229n66	7	43	-	-	PUNCT
9w032229n66	7	44	minimizing	minimize	VERB
9w032229n66	7	45	algorithm	algorithm	NOUN
9w032229n66	7	46	for	for	ADP
9w032229n66	7	47	efficient	efficient	ADJ
9w032229n66	7	48	distribution	distribution	NOUN
9w032229n66	7	49	of	of	ADP
9w032229n66	7	50	the	the	DET
9w032229n66	7	51	mobility	mobility	NOUN
9w032229n66	7	52	fluxes	flux	NOUN
9w032229n66	7	53	through	through	ADP
9w032229n66	7	54	the	the	DET
9w032229n66	7	55	network	network	NOUN
9w032229n66	7	56	.	.	PUNCT
9w032229n66	8	1	using	use	VERB
9w032229n66	8	2	us	we	PRON
9w032229n66	8	3	census	census	NOUN
9w032229n66	8	4	and	and	CCONJ
9w032229n66	8	5	highway	highway	NOUN
9w032229n66	8	6	traffic	traffic	NOUN
9w032229n66	8	7	data	datum	NOUN
9w032229n66	8	8	,	,	PUNCT
9w032229n66	8	9	we	we	PRON
9w032229n66	8	10	show	show	VERB
9w032229n66	8	11	that	that	SCONJ
9w032229n66	8	12	traffic	traffic	NOUN
9w032229n66	8	13	can	can	AUX
9w032229n66	8	14	efficiently	efficiently	ADV
9w032229n66	8	15	and	and	CCONJ
9w032229n66	8	16	accurately	accurately	ADV
9w032229n66	8	17	be	be	AUX
9w032229n66	8	18	computed	compute	VERB
9w032229n66	8	19	from	from	ADP
9w032229n66	8	20	a	a	DET
9w032229n66	8	21	rangelimited	rangelimite	VERB
9w032229n66	8	22	,	,	PUNCT
9w032229n66	8	23	network	network	NOUN
9w032229n66	8	24	betweenness	betweenness	ADP
9w032229n66	8	25	type	type	NOUN
9w032229n66	8	26	calculation	calculation	NOUN
9w032229n66	8	27	.	.	PUNCT
9w032229n66	9	1	the	the	DET
9w032229n66	9	2	model	model	NOUN
9w032229n66	9	3	based	base	VERB
9w032229n66	9	4	on	on	ADP
9w032229n66	9	5	travel	travel	NOUN
9w032229n66	9	6	time	time	NOUN
9w032229n66	9	7	costs	cost	NOUN
9w032229n66	9	8	captures	capture	VERB
9w032229n66	9	9	the	the	DET
9w032229n66	9	10	log	log	NOUN
9w032229n66	9	11	-	-	PUNCT
9w032229n66	9	12	normal	normal	ADJ
9w032229n66	9	13	distribution	distribution	NOUN
9w032229n66	9	14	of	of	ADP
9w032229n66	9	15	the	the	DET
9w032229n66	9	16	traffic	traffic	NOUN
9w032229n66	9	17	and	and	CCONJ
9w032229n66	9	18	attains	attain	VERB
9w032229n66	9	19	a	a	DET
9w032229n66	9	20	high	high	ADJ
9w032229n66	9	21	pearson	pearson	NOUN
9w032229n66	9	22	correlation	correlation	NOUN
9w032229n66	9	23	coefficient	coefficient	NOUN
9w032229n66	9	24	(	(	PUNCT
9w032229n66	9	25	0.75	0.75	NUM
9w032229n66	9	26	)	)	PUNCT
9w032229n66	9	27	when	when	SCONJ
9w032229n66	9	28	compared	compare	VERB
9w032229n66	9	29	with	with	ADP
9w032229n66	9	30	real	real	ADJ
9w032229n66	9	31	traffic	traffic	NOUN
9w032229n66	9	32	.	.	PUNCT
9w032229n66	10	1	we	we	PRON
9w032229n66	10	2	then	then	ADV
9w032229n66	10	3	focus	focus	VERB
9w032229n66	10	4	on	on	ADP
9w032229n66	10	5	studying	study	VERB
9w032229n66	10	6	the	the	DET
9w032229n66	10	7	extent	extent	NOUN
9w032229n66	10	8	of	of	ADP
9w032229n66	10	9	changes	change	NOUN
9w032229n66	10	10	in	in	ADP
9w032229n66	10	11	traffic	traffic	NOUN
9w032229n66	10	12	flows	flow	NOUN
9w032229n66	10	13	in	in	ADP
9w032229n66	10	14	the	the	DET
9w032229n66	10	15	wake	wake	NOUN
9w032229n66	10	16	of	of	ADP
9w032229n66	10	17	a	a	DET
9w032229n66	10	18	localized	localize	VERB
9w032229n66	10	19	damage	damage	NOUN
9w032229n66	10	20	or	or	CCONJ
9w032229n66	10	21	alteration	alteration	NOUN
9w032229n66	10	22	to	to	ADP
9w032229n66	10	23	the	the	DET
9w032229n66	10	24	network	network	NOUN
9w032229n66	10	25	and	and	CCONJ
9w032229n66	10	26	we	we	PRON
9w032229n66	10	27	demonstrate	demonstrate	VERB
9w032229n66	10	28	that	that	SCONJ
9w032229n66	10	29	the	the	DET
9w032229n66	10	30	changes	change	NOUN
9w032229n66	10	31	can	can	AUX
9w032229n66	10	32	propagate	propagate	VERB
9w032229n66	10	33	globally	globally	ADV
9w032229n66	10	34	,	,	PUNCT
9w032229n66	10	35	affecting	affect	VERB
9w032229n66	10	36	traffic	traffic	NOUN
9w032229n66	10	37	several	several	ADJ
9w032229n66	10	38	hundreds	hundred	NOUN
9w032229n66	10	39	of	of	ADP
9w032229n66	10	40	miles	mile	NOUN
9w032229n66	10	41	away	away	ADV
9w032229n66	10	42	.	.	PUNCT
9w032229n66	11	1	because	because	SCONJ
9w032229n66	11	2	of	of	ADP
9w032229n66	11	3	its	its	PRON
9w032229n66	11	4	principled	principled	ADJ
9w032229n66	11	5	nature	nature	NOUN
9w032229n66	11	6	,	,	PUNCT
9w032229n66	11	7	this	this	DET
9w032229n66	11	8	method	method	NOUN
9w032229n66	11	9	can	can	AUX
9w032229n66	11	10	inform	inform	VERB
9w032229n66	11	11	many	many	ADJ
9w032229n66	11	12	applications	application	NOUN
9w032229n66	11	13	related	relate	VERB
9w032229n66	11	14	to	to	ADP
9w032229n66	11	15	human	human	ADJ
9w032229n66	11	16	mobility	mobility	NOUN
9w032229n66	11	17	driven	drive	VERB
9w032229n66	11	18	flows	flow	NOUN
9w032229n66	11	19	in	in	ADP
9w032229n66	11	20	spatial	spatial	ADJ
9w032229n66	11	21	networks	network	NOUN
9w032229n66	11	22	,	,	PUNCT
9w032229n66	11	23	ranging	range	VERB
9w032229n66	11	24	from	from	ADP
9w032229n66	11	25	transportation	transportation	NOUN
9w032229n66	11	26	,	,	PUNCT
9w032229n66	11	27	through	through	ADP
9w032229n66	11	28	urban	urban	ADJ
9w032229n66	11	29	planning	planning	NOUN
9w032229n66	11	30	to	to	ADP
9w032229n66	11	31	mitigation	mitigation	NOUN
9w032229n66	11	32	of	of	ADP
9w032229n66	11	33	the	the	DET
9w032229n66	11	34	effects	effect	NOUN
9w032229n66	11	35	of	of	ADP
9w032229n66	11	36	catastrophic	catastrophic	ADJ
9w032229n66	11	37	events	event	NOUN
9w032229n66	11	38	.	.	PUNCT
9w032229n66	12	1	in	in	ADP
9w032229n66	12	2	the	the	DET
9w032229n66	12	3	second	second	ADJ
9w032229n66	12	4	part	part	NOUN
9w032229n66	12	5	of	of	ADP
9w032229n66	12	6	the	the	DET
9w032229n66	12	7	thesis	thesis	NOUN
9w032229n66	12	8	we	we	PRON
9w032229n66	12	9	focus	focus	VERB
9w032229n66	12	10	on	on	ADP
9w032229n66	12	11	network	network	NOUN
9w032229n66	12	12	deconstruction	deconstruction	NOUN
9w032229n66	12	13	and	and	CCONJ
9w032229n66	12	14	community	community	NOUN
9w032229n66	12	15	detection	detection	NOUN
9w032229n66	12	16	problems	problem	NOUN
9w032229n66	12	17	,	,	PUNCT
9w032229n66	12	18	both	both	DET
9w032229n66	12	19	intensely	intensely	ADV
9w032229n66	12	20	studied	study	VERB
9w032229n66	12	21	topics	topic	NOUN
9w032229n66	12	22	in	in	ADP
9w032229n66	12	23	network	network	NOUN
9w032229n66	12	24	science	science	NOUN
9w032229n66	12	25	,	,	PUNCT
9w032229n66	12	26	using	use	VERB
9w032229n66	12	27	a	a	DET
9w032229n66	12	28	weighted	weighted	ADJ
9w032229n66	12	29	betweenness	betweenness	ADP
9w032229n66	12	30	centrality	centrality	NOUN
9w032229n66	12	31	approach	approach	NOUN
9w032229n66	12	32	.	.	PUNCT
9w032229n66	13	1	we	we	PRON
9w032229n66	13	2	present	present	VERB
9w032229n66	13	3	an	an	DET
9w032229n66	13	4	algorithm	algorithm	NOUN
9w032229n66	13	5	that	that	PRON
9w032229n66	13	6	solves	solve	VERB
9w032229n66	13	7	both	both	DET
9w032229n66	13	8	problems	problem	NOUN
9w032229n66	13	9	efficiently	efficiently	ADV
9w032229n66	13	10	and	and	CCONJ
9w032229n66	13	11	accurately	accurately	ADV
9w032229n66	13	12	and	and	CCONJ
9w032229n66	13	13	demonstrate	demonstrate	VERB
9w032229n66	13	14	that	that	SCONJ
9w032229n66	13	15	on	on	ADP
9w032229n66	13	16	both	both	PRON
9w032229n66	13	17	benchmark	benchmark	NOUN
9w032229n66	13	18	networks	network	NOUN
9w032229n66	13	19	and	and	CCONJ
9w032229n66	13	20	data	datum	NOUN
9w032229n66	13	21	networks	network	NOUN
9w032229n66	13	22	.	.	PUNCT