id	sid	tid	token	lemma	pos
cana-7	1	1	communications	communication	NOUN
cana-7	1	2	on	on	ADP
cana-7	1	3	applied	apply	VERB
cana-7	1	4	nonlinear	nonlinear	ADJ
cana-7	1	5	analysis	analysis	NOUN
cana-7	1	6	issn	issn	NOUN
cana-7	1	7	:	:	PUNCT
cana-7	1	8	1074	1074	NUM
cana-7	1	9	-	-	PUNCT
cana-7	1	10	133x	133x	NUM
cana-7	1	11	vol	vol	NOUN
cana-7	1	12	29	29	NUM
cana-7	1	13	no	no	NOUN
cana-7	1	14	.	.	NOUN
cana-7	1	15	4	4	NUM
cana-7	1	16	(	(	PUNCT
cana-7	1	17	2022	2022	NUM
cana-7	1	18	)	)	PUNCT
cana-7	1	19	4	4	NUM
cana-7	1	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-7	1	21	advances	advance	NOUN
cana-7	1	22	in	in	ADP
cana-7	1	23	topological	topological	ADJ
cana-7	1	24	methods	method	NOUN
cana-7	1	25	for	for	ADP
cana-7	1	26	data	datum	NOUN
cana-7	1	27	analysis	analysis	NOUN
cana-7	2	1	s.	s.	PROPN
cana-7	2	2	k.	k.	PROPN
cana-7	2	3	mishra	mishra	PROPN
cana-7	2	4	,	,	PUNCT
cana-7	2	5	amaria	amaria	PROPN
cana-7	2	6	arara	arara	PROPN
cana-7	2	7	institute	institute	PROPN
cana-7	2	8	of	of	ADP
cana-7	2	9	advanced	advanced	ADJ
cana-7	2	10	studies	study	NOUN
cana-7	2	11	in	in	ADP
cana-7	2	12	mathematics	mathematics	PROPN
cana-7	2	13	,	,	PUNCT
cana-7	2	14	paris	paris	PROPN
cana-7	2	15	,	,	PUNCT
cana-7	2	16	france	france	PROPN
cana-7	2	17	article	article	NOUN
cana-7	2	18	history	history	NOUN
cana-7	2	19	:	:	PUNCT
cana-7	2	20	received	receive	VERB
cana-7	2	21	:	:	PUNCT
cana-7	2	22	20	20	NUM
cana-7	2	23	-	-	SYM
cana-7	2	24	09	09	NUM
cana-7	2	25	-	-	PUNCT
cana-7	2	26	2022	2022	NUM
cana-7	2	27	revised	revise	VERB
cana-7	2	28	:	:	PUNCT
cana-7	2	29	22	22	NUM
cana-7	2	30	-	-	SYM
cana-7	2	31	11	11	NUM
cana-7	2	32	-	-	PUNCT
cana-7	2	33	2022	2022	NUM
cana-7	2	34	accepted	accept	VERB
cana-7	2	35	:	:	PUNCT
cana-7	2	36	18	18	NUM
cana-7	2	37	-	-	SYM
cana-7	2	38	12	12	NUM
cana-7	2	39	-	-	PUNCT
cana-7	2	40	2022	2022	NUM
cana-7	2	41	abstract	abstract	NOUN
cana-7	2	42	:	:	PUNCT
cana-7	2	43	topological	topological	ADJ
cana-7	2	44	methods	method	NOUN
cana-7	2	45	have	have	AUX
cana-7	2	46	emerged	emerge	VERB
cana-7	2	47	as	as	ADP
cana-7	2	48	a	a	DET
cana-7	2	49	powerful	powerful	ADJ
cana-7	2	50	approach	approach	NOUN
cana-7	2	51	for	for	ADP
cana-7	2	52	analyzing	analyze	VERB
cana-7	2	53	complex	complex	ADJ
cana-7	2	54	datasets	dataset	NOUN
cana-7	2	55	in	in	ADP
cana-7	2	56	various	various	ADJ
cana-7	2	57	scientific	scientific	ADJ
cana-7	2	58	and	and	CCONJ
cana-7	2	59	engineering	engineering	NOUN
cana-7	2	60	domains	domain	NOUN
cana-7	2	61	.	.	PUNCT
cana-7	3	1	this	this	DET
cana-7	3	2	article	article	NOUN
cana-7	3	3	delves	delve	VERB
cana-7	3	4	into	into	ADP
cana-7	3	5	the	the	DET
cana-7	3	6	mathematical	mathematical	ADJ
cana-7	3	7	foundations	foundation	NOUN
cana-7	3	8	,	,	PUNCT
cana-7	3	9	methodologies	methodology	NOUN
cana-7	3	10	,	,	PUNCT
cana-7	3	11	and	and	CCONJ
cana-7	3	12	realworld	realworld	PROPN
cana-7	3	13	applications	application	NOUN
cana-7	3	14	of	of	ADP
cana-7	3	15	topological	topological	ADJ
cana-7	3	16	data	datum	NOUN
cana-7	3	17	analysis	analysis	NOUN
cana-7	3	18	(	(	PUNCT
cana-7	3	19	tda	tda	NOUN
cana-7	3	20	)	)	PUNCT
cana-7	3	21	.	.	PUNCT
cana-7	4	1	it	it	PRON
cana-7	4	2	emphasizes	emphasize	VERB
cana-7	4	3	the	the	DET
cana-7	4	4	crucial	crucial	ADJ
cana-7	4	5	role	role	NOUN
cana-7	4	6	of	of	ADP
cana-7	4	7	tda	tda	NOUN
cana-7	4	8	in	in	ADP
cana-7	4	9	revealing	reveal	VERB
cana-7	4	10	hidden	hide	VERB
cana-7	4	11	structures	structure	NOUN
cana-7	4	12	,	,	PUNCT
cana-7	4	13	enhancing	enhance	VERB
cana-7	4	14	pattern	pattern	NOUN
cana-7	4	15	recognition	recognition	NOUN
cana-7	4	16	,	,	PUNCT
cana-7	4	17	and	and	CCONJ
cana-7	4	18	advancing	advance	VERB
cana-7	4	19	our	our	PRON
cana-7	4	20	understanding	understanding	NOUN
cana-7	4	21	of	of	ADP
cana-7	4	22	complex	complex	ADJ
cana-7	4	23	data	datum	NOUN
cana-7	4	24	.	.	PUNCT
cana-7	5	1	keywords	keyword	NOUN
cana-7	5	2	:	:	PUNCT
cana-7	5	3	topological	topological	ADJ
cana-7	5	4	methods	method	NOUN
cana-7	5	5	,	,	PUNCT
cana-7	5	6	data	datum	NOUN
cana-7	5	7	analysis	analysis	NOUN
cana-7	5	8	etc	etc	X
cana-7	5	9	.	.	X
cana-7	5	10	1	1	X
cana-7	5	11	.	.	X
cana-7	6	1	introduction	introduction	NOUN
cana-7	6	2	modern	modern	ADJ
cana-7	6	3	data	datum	NOUN
cana-7	6	4	analysis	analysis	NOUN
cana-7	6	5	often	often	ADV
cana-7	6	6	deals	deal	VERB
cana-7	6	7	with	with	ADP
cana-7	6	8	large	large	ADJ
cana-7	6	9	and	and	CCONJ
cana-7	6	10	high	high	ADJ
cana-7	6	11	-	-	PUNCT
cana-7	6	12	dimensional	dimensional	ADJ
cana-7	6	13	datasets	dataset	NOUN
cana-7	6	14	,	,	PUNCT
cana-7	6	15	posing	pose	VERB
cana-7	6	16	challenges	challenge	NOUN
cana-7	6	17	for	for	ADP
cana-7	6	18	traditional	traditional	ADJ
cana-7	6	19	techniques	technique	NOUN
cana-7	6	20	.	.	PUNCT
cana-7	7	1	topological	topological	ADJ
cana-7	7	2	methods	method	NOUN
cana-7	7	3	provide	provide	VERB
cana-7	7	4	a	a	DET
cana-7	7	5	fresh	fresh	ADJ
cana-7	7	6	perspective	perspective	NOUN
cana-7	7	7	by	by	ADP
cana-7	7	8	considering	consider	VERB
cana-7	7	9	the	the	DET
cana-7	7	10	underlying	underlie	VERB
cana-7	7	11	structure	structure	NOUN
cana-7	7	12	and	and	CCONJ
cana-7	7	13	relationships	relationship	NOUN
cana-7	7	14	within	within	ADP
cana-7	7	15	data	datum	NOUN
cana-7	7	16	points	point	NOUN
cana-7	7	17	.	.	PUNCT
cana-7	8	1	2	2	X
cana-7	8	2	.	.	X
cana-7	8	3	mathematical	mathematical	ADJ
cana-7	8	4	foundations	foundation	NOUN
cana-7	8	5	2.1	2.1	NUM
cana-7	8	6	topology	topology	NOUN
cana-7	8	7	topology	topology	NOUN
cana-7	8	8	studies	study	VERB
cana-7	8	9	the	the	DET
cana-7	8	10	properties	property	NOUN
cana-7	8	11	of	of	ADP
cana-7	8	12	space	space	NOUN
cana-7	8	13	that	that	PRON
cana-7	8	14	are	be	AUX
cana-7	8	15	preserved	preserve	VERB
cana-7	8	16	under	under	ADP
cana-7	8	17	continuous	continuous	ADJ
cana-7	8	18	deformations	deformation	NOUN
cana-7	8	19	.	.	PUNCT
cana-7	9	1	key	key	ADJ
cana-7	9	2	concepts	concept	NOUN
cana-7	9	3	include	include	VERB
cana-7	9	4	:	:	PUNCT
cana-7	9	5	•	•	NUM
cana-7	9	6	topological	topological	ADJ
cana-7	9	7	space	space	NOUN
cana-7	9	8	:	:	PUNCT
cana-7	9	9	a	a	DET
cana-7	9	10	set	set	NOUN
cana-7	9	11	equipped	equip	VERB
cana-7	9	12	with	with	ADP
cana-7	9	13	a	a	DET
cana-7	9	14	topology	topology	NOUN
cana-7	9	15	that	that	PRON
cana-7	9	16	defines	define	VERB
cana-7	9	17	open	open	ADJ
cana-7	9	18	sets	set	NOUN
cana-7	9	19	.	.	PUNCT
cana-7	10	1	•	•	NUM
cana-7	10	2	topological	topological	ADJ
cana-7	10	3	invariants	invariant	NOUN
cana-7	10	4	:	:	PUNCT
cana-7	10	5	properties	property	NOUN
cana-7	10	6	that	that	PRON
cana-7	10	7	remain	remain	VERB
cana-7	10	8	unchanged	unchanged	ADJ
cana-7	10	9	under	under	ADP
cana-7	10	10	homeomorphisms	homeomorphisms	PROPN
cana-7	10	11	.	.	PUNCT
cana-7	11	1	2.2	2.2	NUM
cana-7	11	2	persistence	persistence	NOUN
cana-7	11	3	homology	homology	NOUN
cana-7	11	4	persistence	persistence	NOUN
cana-7	11	5	homology	homology	NOUN
cana-7	11	6	is	be	AUX
cana-7	11	7	a	a	DET
cana-7	11	8	central	central	ADJ
cana-7	11	9	tool	tool	NOUN
cana-7	11	10	in	in	ADP
cana-7	11	11	tda	tda	NOUN
cana-7	11	12	,	,	PUNCT
cana-7	11	13	enabling	enable	VERB
cana-7	11	14	the	the	DET
cana-7	11	15	identification	identification	NOUN
cana-7	11	16	of	of	ADP
cana-7	11	17	topological	topological	ADJ
cana-7	11	18	features	feature	NOUN
cana-7	11	19	in	in	ADP
cana-7	11	20	datasets	dataset	NOUN
cana-7	11	21	.	.	PUNCT
cana-7	12	1	3	3	X
cana-7	12	2	.	.	NOUN
cana-7	12	3	methodologies	methodology	NOUN
cana-7	12	4	for	for	ADP
cana-7	12	5	topological	topological	ADJ
cana-7	12	6	data	datum	NOUN
cana-7	12	7	analysis	analysis	NOUN
cana-7	12	8	3.1	3.1	NUM
cana-7	12	9	mapper	mapper	NOUN
cana-7	12	10	algorithm	algorithm	NOUN
cana-7	12	11	the	the	DET
cana-7	12	12	mapper	mapper	PROPN
cana-7	12	13	algorithm	algorithm	NOUN
cana-7	12	14	is	be	AUX
cana-7	12	15	widely	widely	ADV
cana-7	12	16	used	use	VERB
cana-7	12	17	for	for	ADP
cana-7	12	18	visualizing	visualize	VERB
cana-7	12	19	high	high	ADJ
cana-7	12	20	-	-	PUNCT
cana-7	12	21	dimensional	dimensional	ADJ
cana-7	12	22	data	datum	NOUN
cana-7	12	23	by	by	ADP
cana-7	12	24	creating	create	VERB
cana-7	12	25	a	a	DET
cana-7	12	26	simplified	simplified	ADJ
cana-7	12	27	representation	representation	NOUN
cana-7	12	28	through	through	ADP
cana-7	12	29	a	a	DET
cana-7	12	30	graph	graph	NOUN
cana-7	12	31	-	-	PUNCT
cana-7	12	32	based	base	VERB
cana-7	12	33	approach	approach	NOUN
cana-7	12	34	.	.	PUNCT
cana-7	13	1	3.2	3.2	NUM
cana-7	13	2	persistent	persistent	ADJ
cana-7	13	3	homology	homology	NOUN
cana-7	13	4	persistent	persistent	ADJ
cana-7	13	5	homology	homology	NOUN
cana-7	13	6	identifies	identify	VERB
cana-7	13	7	topological	topological	PROPN
cana-7	13	8	features	feature	NOUN
cana-7	13	9	that	that	PRON
cana-7	13	10	persist	persist	VERB
cana-7	13	11	across	across	ADP
cana-7	13	12	multiple	multiple	ADJ
cana-7	13	13	scales	scale	NOUN
cana-7	13	14	in	in	ADP
cana-7	13	15	the	the	DET
cana-7	13	16	data	datum	NOUN
cana-7	13	17	,	,	PUNCT
cana-7	13	18	revealing	reveal	VERB
cana-7	13	19	meaningful	meaningful	ADJ
cana-7	13	20	structures	structure	NOUN
cana-7	13	21	.	.	PUNCT
cana-7	14	1	communications	communication	NOUN
cana-7	14	2	on	on	ADP
cana-7	14	3	applied	apply	VERB
cana-7	14	4	nonlinear	nonlinear	ADJ
cana-7	14	5	analysis	analysis	NOUN
cana-7	14	6	issn	issn	NOUN
cana-7	14	7	:	:	PUNCT
cana-7	14	8	1074	1074	NUM
cana-7	14	9	-	-	PUNCT
cana-7	14	10	133x	133x	NUM
cana-7	14	11	vol	vol	NOUN
cana-7	14	12	29	29	NUM
cana-7	14	13	no	no	NOUN
cana-7	14	14	.	.	NOUN
cana-7	14	15	4	4	NUM
cana-7	14	16	(	(	PUNCT
cana-7	14	17	2022	2022	NUM
cana-7	14	18	)	)	PUNCT
cana-7	14	19	5	5	NUM
cana-7	14	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-7	14	21	4	4	NUM
cana-7	14	22	.	.	PUNCT
cana-7	14	23	applications	application	NOUN
cana-7	14	24	4.1	4.1	NUM
cana-7	14	25	biological	biological	ADJ
cana-7	14	26	data	datum	NOUN
cana-7	14	27	analysis	analysis	NOUN
cana-7	14	28	tda	tda	NOUN
cana-7	14	29	is	be	AUX
cana-7	14	30	used	use	VERB
cana-7	14	31	in	in	ADP
cana-7	14	32	genomics	genomics	NOUN
cana-7	14	33	,	,	PUNCT
cana-7	14	34	proteomics	proteomic	NOUN
cana-7	14	35	,	,	PUNCT
cana-7	14	36	and	and	CCONJ
cana-7	14	37	neuroscience	neuroscience	NOUN
cana-7	14	38	to	to	PART
cana-7	14	39	analyze	analyze	VERB
cana-7	14	40	complex	complex	ADJ
cana-7	14	41	biological	biological	ADJ
cana-7	14	42	datasets	dataset	NOUN
cana-7	14	43	,	,	PUNCT
cana-7	14	44	aiding	aid	VERB
cana-7	14	45	in	in	ADP
cana-7	14	46	understanding	understand	VERB
cana-7	14	47	disease	disease	NOUN
cana-7	14	48	mechanisms	mechanism	NOUN
cana-7	14	49	and	and	CCONJ
cana-7	14	50	identifying	identify	VERB
cana-7	14	51	biomarkers	biomarker	NOUN
cana-7	14	52	.	.	PUNCT
cana-7	15	1	4.2	4.2	NUM
cana-7	15	2	image	image	NOUN
cana-7	15	3	analysis	analysis	NOUN
cana-7	15	4	in	in	ADP
cana-7	15	5	image	image	NOUN
cana-7	15	6	processing	processing	NOUN
cana-7	15	7	,	,	PUNCT
cana-7	15	8	tda	tda	PROPN
cana-7	15	9	can	can	AUX
cana-7	15	10	uncover	uncover	VERB
cana-7	15	11	patterns	pattern	NOUN
cana-7	15	12	and	and	CCONJ
cana-7	15	13	structures	structure	NOUN
cana-7	15	14	within	within	ADP
cana-7	15	15	images	image	NOUN
cana-7	15	16	,	,	PUNCT
cana-7	15	17	improving	improve	VERB
cana-7	15	18	object	object	NOUN
cana-7	15	19	recognition	recognition	NOUN
cana-7	15	20	and	and	CCONJ
cana-7	15	21	segmentation	segmentation	NOUN
cana-7	15	22	.	.	PUNCT
cana-7	16	1	4.3	4.3	NUM
cana-7	16	2	materials	material	NOUN
cana-7	16	3	science	science	NOUN
cana-7	16	4	tda	tda	PROPN
cana-7	16	5	is	be	AUX
cana-7	16	6	applied	apply	VERB
cana-7	16	7	to	to	ADP
cana-7	16	8	materials	material	NOUN
cana-7	16	9	science	science	NOUN
cana-7	16	10	to	to	PART
cana-7	16	11	analyze	analyze	VERB
cana-7	16	12	complex	complex	ADJ
cana-7	16	13	material	material	NOUN
cana-7	16	14	properties	property	NOUN
cana-7	16	15	and	and	CCONJ
cana-7	16	16	identify	identify	VERB
cana-7	16	17	novel	novel	ADJ
cana-7	16	18	materials	material	NOUN
cana-7	16	19	for	for	ADP
cana-7	16	20	specific	specific	ADJ
cana-7	16	21	applications	application	NOUN
cana-7	16	22	.	.	PUNCT
cana-7	17	1	5	5	NUM
cana-7	17	2	.	.	NOUN
cana-7	17	3	significance	significance	NOUN
cana-7	17	4	and	and	CCONJ
cana-7	17	5	future	future	ADJ
cana-7	17	6	directions	direction	NOUN
cana-7	17	7	topological	topological	ADJ
cana-7	17	8	methods	method	NOUN
cana-7	17	9	provide	provide	VERB
cana-7	17	10	a	a	DET
cana-7	17	11	versatile	versatile	ADJ
cana-7	17	12	approach	approach	NOUN
cana-7	17	13	to	to	ADP
cana-7	17	14	data	datum	NOUN
cana-7	17	15	analysis	analysis	NOUN
cana-7	17	16	,	,	PUNCT
cana-7	17	17	offering	offer	VERB
cana-7	17	18	insights	insight	NOUN
cana-7	17	19	into	into	ADP
cana-7	17	20	complex	complex	ADJ
cana-7	17	21	datasets	dataset	NOUN
cana-7	17	22	that	that	SCONJ
cana-7	17	23	traditional	traditional	ADJ
cana-7	17	24	methods	method	NOUN
cana-7	17	25	may	may	AUX
cana-7	17	26	miss	miss	VERB
cana-7	17	27	.	.	PUNCT
cana-7	18	1	future	future	ADJ
cana-7	18	2	directions	direction	NOUN
cana-7	18	3	include	include	VERB
cana-7	18	4	developing	develop	VERB
cana-7	18	5	efficient	efficient	ADJ
cana-7	18	6	algorithms	algorithm	NOUN
cana-7	18	7	for	for	ADP
cana-7	18	8	large	large	ADJ
cana-7	18	9	datasets	dataset	NOUN
cana-7	18	10	and	and	CCONJ
cana-7	18	11	expanding	expand	VERB
cana-7	18	12	applications	application	NOUN
cana-7	18	13	in	in	ADP
cana-7	18	14	machine	machine	NOUN
cana-7	18	15	learning	learning	NOUN
cana-7	18	16	and	and	CCONJ
cana-7	18	17	network	network	NOUN
cana-7	18	18	analysis	analysis	NOUN
cana-7	18	19	.	.	PUNCT
cana-7	19	1	6	6	X
cana-7	19	2	.	.	X
cana-7	19	3	conclusion	conclusion	NOUN
cana-7	19	4	advances	advance	NOUN
cana-7	19	5	in	in	ADP
cana-7	19	6	topological	topological	ADJ
cana-7	19	7	methods	method	NOUN
cana-7	19	8	for	for	ADP
cana-7	19	9	data	datum	NOUN
cana-7	19	10	analysis	analysis	NOUN
cana-7	19	11	have	have	AUX
cana-7	19	12	revolutionized	revolutionize	VERB
cana-7	19	13	our	our	PRON
cana-7	19	14	approach	approach	NOUN
cana-7	19	15	to	to	ADP
cana-7	19	16	understanding	understand	VERB
cana-7	19	17	complex	complex	ADJ
cana-7	19	18	datasets	dataset	NOUN
cana-7	19	19	.	.	PUNCT
cana-7	20	1	by	by	ADP
cana-7	20	2	uncovering	uncover	VERB
cana-7	20	3	hidden	hidden	ADJ
cana-7	20	4	structures	structure	NOUN
cana-7	20	5	and	and	CCONJ
cana-7	20	6	patterns	pattern	NOUN
cana-7	20	7	,	,	PUNCT
cana-7	20	8	tda	tda	NOUN
cana-7	20	9	has	have	VERB
cana-7	20	10	the	the	DET
cana-7	20	11	potential	potential	NOUN
cana-7	20	12	to	to	PART
cana-7	20	13	transform	transform	VERB
cana-7	20	14	various	various	ADJ
cana-7	20	15	scientific	scientific	ADJ
cana-7	20	16	and	and	CCONJ
cana-7	20	17	engineering	engineering	NOUN
cana-7	20	18	disciplines	discipline	NOUN
cana-7	20	19	.	.	PUNCT
cana-7	21	1	as	as	SCONJ
cana-7	21	2	we	we	PRON
cana-7	21	3	continue	continue	VERB
cana-7	21	4	to	to	PART
cana-7	21	5	refine	refine	VERB
cana-7	21	6	and	and	CCONJ
cana-7	21	7	expand	expand	VERB
cana-7	21	8	these	these	DET
cana-7	21	9	methods	method	NOUN
cana-7	21	10	,	,	PUNCT
cana-7	21	11	topological	topological	ADJ
cana-7	21	12	data	datum	NOUN
cana-7	21	13	analysis	analysis	NOUN
cana-7	21	14	will	will	AUX
cana-7	21	15	play	play	VERB
cana-7	21	16	a	a	DET
cana-7	21	17	pivotal	pivotal	ADJ
cana-7	21	18	role	role	NOUN
cana-7	21	19	in	in	ADP
cana-7	21	20	solving	solve	VERB
cana-7	21	21	realworld	realworld	PROPN
cana-7	21	22	problems	problem	NOUN
cana-7	21	23	and	and	CCONJ
cana-7	21	24	advancing	advance	VERB
cana-7	21	25	knowledge	knowledge	NOUN
cana-7	21	26	.	.	PUNCT
cana-7	22	1	references	reference	NOUN
cana-7	22	2	:	:	PUNCT
cana-7	23	1	[	[	X
cana-7	23	2	1	1	NUM
cana-7	23	3	]	]	X
cana-7	23	4	carlsson	carlsson	PROPN
cana-7	23	5	,	,	PUNCT
cana-7	23	6	g.	g.	PROPN
cana-7	23	7	(	(	PUNCT
cana-7	23	8	2009	2009	NUM
cana-7	23	9	)	)	PUNCT
cana-7	23	10	.	.	PUNCT
cana-7	24	1	topology	topology	NOUN
cana-7	24	2	and	and	CCONJ
cana-7	24	3	data	datum	NOUN
cana-7	24	4	.	.	PUNCT
cana-7	25	1	bulletin	bulletin	NOUN
cana-7	25	2	of	of	ADP
cana-7	25	3	the	the	DET
cana-7	25	4	american	american	PROPN
cana-7	25	5	mathematical	mathematical	PROPN
cana-7	25	6	society	society	NOUN
cana-7	25	7	,	,	PUNCT
cana-7	25	8	46(2	46(2	NOUN
cana-7	25	9	)	)	PUNCT
cana-7	25	10	,	,	PUNCT
cana-7	25	11	255	255	NUM
cana-7	25	12	-	-	SYM
cana-7	25	13	308	308	NUM
cana-7	25	14	.	.	PUNCT
cana-7	26	1	[	[	X
cana-7	26	2	2	2	NUM
cana-7	26	3	]	]	PUNCT
cana-7	26	4	edelsbrunner	edelsbrunner	NOUN
cana-7	26	5	,	,	PUNCT
cana-7	26	6	h.	h.	PROPN
cana-7	26	7	,	,	PUNCT
cana-7	26	8	&	&	CCONJ
cana-7	26	9	harer	harer	PROPN
cana-7	26	10	,	,	PUNCT
cana-7	26	11	j.	j.	PROPN
cana-7	26	12	(	(	PUNCT
cana-7	26	13	2008	2008	NUM
cana-7	26	14	)	)	PUNCT
cana-7	26	15	.	.	PUNCT
cana-7	27	1	persistent	persistent	ADJ
cana-7	27	2	homology	homology	NOUN
cana-7	27	3	—	—	PUNCT
cana-7	27	4	a	a	DET
cana-7	27	5	survey	survey	NOUN
cana-7	27	6	.	.	PUNCT
cana-7	28	1	contemporary	contemporary	ADJ
cana-7	28	2	mathematics	mathematic	NOUN
cana-7	28	3	,	,	PUNCT
cana-7	28	4	453	453	NUM
cana-7	28	5	,	,	PUNCT
cana-7	28	6	257	257	NUM
cana-7	28	7	-	-	SYM
cana-7	28	8	282	282	NUM
cana-7	28	9	.	.	PUNCT
cana-7	29	1	[	[	X
cana-7	29	2	3	3	X
cana-7	29	3	]	]	X
cana-7	29	4	singh	singh	PROPN
cana-7	29	5	,	,	PUNCT
cana-7	29	6	g.	g.	PROPN
cana-7	29	7	,	,	PUNCT
cana-7	29	8	memoli	memoli	PROPN
cana-7	29	9	,	,	PUNCT
cana-7	29	10	f.	f.	PROPN
cana-7	29	11	,	,	PUNCT
cana-7	29	12	&	&	CCONJ
cana-7	29	13	carlsson	carlsson	PROPN
cana-7	29	14	,	,	PUNCT
cana-7	29	15	g.	g.	PROPN
cana-7	29	16	(	(	PUNCT
cana-7	29	17	2007	2007	NUM
cana-7	29	18	)	)	PUNCT
cana-7	29	19	.	.	PUNCT
cana-7	30	1	topological	topological	ADJ
cana-7	30	2	methods	method	NOUN
cana-7	30	3	for	for	ADP
cana-7	30	4	the	the	DET
cana-7	30	5	analysis	analysis	NOUN
cana-7	30	6	of	of	ADP
cana-7	30	7	high	high	ADJ
cana-7	30	8	-	-	PUNCT
cana-7	30	9	dimensional	dimensional	ADJ
cana-7	30	10	data	datum	NOUN
cana-7	30	11	sets	set	NOUN
cana-7	30	12	and	and	CCONJ
cana-7	30	13	3d	3d	NUM
cana-7	30	14	object	object	NOUN
cana-7	30	15	recognition	recognition	NOUN
cana-7	30	16	.	.	PUNCT
cana-7	31	1	in	in	ADP
cana-7	31	2	spbg	spbg	NOUN
cana-7	31	3	(	(	PUNCT
cana-7	31	4	pp	pp	PROPN
cana-7	31	5	.	.	PUNCT
cana-7	31	6	91	91	NUM
cana-7	31	7	-	-	SYM
cana-7	31	8	100	100	NUM
cana-7	31	9	)	)	PUNCT
cana-7	31	10	.	.	PUNCT
cana-7	32	1	[	[	X
cana-7	32	2	4	4	NUM
cana-7	32	3	]	]	X
cana-7	32	4	lum	lum	PROPN
cana-7	32	5	,	,	PUNCT
cana-7	32	6	p.	p.	PROPN
cana-7	32	7	y.	y.	PROPN
cana-7	32	8	,	,	PUNCT
cana-7	32	9	singh	singh	PROPN
cana-7	32	10	,	,	PUNCT
cana-7	32	11	g.	g.	PROPN
cana-7	32	12	,	,	PUNCT
cana-7	32	13	lehman	lehman	PROPN
cana-7	32	14	,	,	PUNCT
cana-7	32	15	a.	a.	PROPN
cana-7	32	16	,	,	PUNCT
cana-7	32	17	ishkanov	ishkanov	PROPN
cana-7	32	18	,	,	PUNCT
cana-7	32	19	t.	t.	PROPN
cana-7	32	20	,	,	PUNCT
cana-7	32	21	vejdemo	vejdemo	NOUN
cana-7	32	22	-	-	PUNCT
cana-7	32	23	johansson	johansson	NOUN
cana-7	32	24	,	,	PUNCT
cana-7	32	25	m.	m.	NOUN
cana-7	32	26	,	,	PUNCT
cana-7	32	27	alagappan	alagappan	NOUN
cana-7	32	28	,	,	PUNCT
cana-7	32	29	m.	m.	NOUN
cana-7	32	30	,	,	PUNCT
cana-7	32	31	...	...	PUNCT
cana-7	32	32	&	&	CCONJ
cana-7	32	33	carlsson	carlsson	PROPN
cana-7	32	34	,	,	PUNCT
cana-7	32	35	j.	j.	PROPN
cana-7	32	36	(	(	PUNCT
cana-7	32	37	2013	2013	NUM
cana-7	32	38	)	)	PUNCT
cana-7	32	39	.	.	PUNCT
cana-7	33	1	extracting	extract	VERB
cana-7	33	2	insights	insight	NOUN
cana-7	33	3	from	from	ADP
cana-7	33	4	the	the	DET
cana-7	33	5	shape	shape	NOUN
cana-7	33	6	of	of	ADP
cana-7	33	7	complex	complex	ADJ
cana-7	33	8	data	datum	NOUN
cana-7	33	9	using	use	VERB
cana-7	33	10	topology	topology	NOUN
cana-7	33	11	.	.	PUNCT
cana-7	34	1	scientific	scientific	ADJ
cana-7	34	2	reports	report	NOUN
cana-7	34	3	,	,	PUNCT
cana-7	34	4	3(1	3(1	NUM
cana-7	34	5	)	)	PUNCT
cana-7	34	6	,	,	PUNCT
cana-7	34	7	1	1	NUM
cana-7	34	8	-	-	SYM
cana-7	34	9	6	6	NUM
cana-7	34	10	.	.	PUNCT
cana-7	35	1	[	[	X
cana-7	35	2	5	5	NUM
cana-7	35	3	]	]	X
cana-7	35	4	nicolau	nicolau	ADJ
cana-7	35	5	,	,	PUNCT
cana-7	35	6	m.	m.	NOUN
cana-7	35	7	,	,	PUNCT
cana-7	35	8	levine	levine	PROPN
cana-7	35	9	,	,	PUNCT
cana-7	35	10	a.	a.	PROPN
cana-7	35	11	j.	j.	PROPN
cana-7	35	12	,	,	PUNCT
cana-7	35	13	&	&	CCONJ
cana-7	35	14	carlsson	carlsson	PROPN
cana-7	35	15	,	,	PUNCT
cana-7	35	16	g.	g.	PROPN
cana-7	35	17	(	(	PUNCT
cana-7	35	18	2011	2011	NUM
cana-7	35	19	)	)	PUNCT
cana-7	35	20	.	.	PUNCT
cana-7	36	1	topology	topology	NOUN
cana-7	36	2	based	base	VERB
cana-7	36	3	data	datum	NOUN
cana-7	36	4	analysis	analysis	NOUN
cana-7	36	5	identifies	identify	VERB
cana-7	36	6	a	a	DET
cana-7	36	7	subgroup	subgroup	NOUN
cana-7	36	8	of	of	ADP
cana-7	36	9	breast	breast	NOUN
cana-7	36	10	cancers	cancer	NOUN
cana-7	36	11	with	with	ADP
cana-7	36	12	a	a	DET
cana-7	36	13	unique	unique	ADJ
cana-7	36	14	mutational	mutational	ADJ
cana-7	36	15	profile	profile	NOUN
cana-7	36	16	and	and	CCONJ
cana-7	36	17	excellent	excellent	ADJ
cana-7	36	18	survival	survival	NOUN
cana-7	36	19	.	.	PUNCT
cana-7	37	1	proceedings	proceeding	NOUN
cana-7	37	2	of	of	ADP
cana-7	37	3	the	the	DET
cana-7	37	4	national	national	PROPN
cana-7	37	5	academy	academy	PROPN
cana-7	37	6	of	of	ADP
cana-7	37	7	sciences	sciences	PROPN
cana-7	37	8	,	,	PUNCT
cana-7	37	9	108(17	108(17	NUM
cana-7	37	10	)	)	PUNCT
cana-7	37	11	,	,	PUNCT
cana-7	37	12	7265	7265	NUM
cana-7	37	13	-	-	SYM
cana-7	37	14	7270	7270	NUM
cana-7	37	15	.	.	PUNCT
cana-7	38	1	[	[	X
cana-7	38	2	6	6	NUM
cana-7	38	3	]	]	SYM
cana-7	38	4	otter	otter	NOUN
cana-7	38	5	,	,	PUNCT
cana-7	38	6	n.	n.	NOUN
cana-7	38	7	,	,	PUNCT
cana-7	38	8	porter	porter	NOUN
cana-7	38	9	,	,	PUNCT
cana-7	38	10	m.	m.	NOUN
cana-7	38	11	a.	a.	PROPN
cana-7	38	12	,	,	PUNCT
cana-7	38	13	tillmann	tillmann	PROPN
cana-7	38	14	,	,	PUNCT
cana-7	38	15	u.	u.	PROPN
cana-7	38	16	,	,	PUNCT
cana-7	38	17	grindrod	grindrod	NOUN
cana-7	38	18	,	,	PUNCT
cana-7	38	19	p.	p.	PROPN
cana-7	38	20	,	,	PUNCT
cana-7	38	21	&	&	CCONJ
cana-7	38	22	harrington	harrington	PROPN
cana-7	38	23	,	,	PUNCT
cana-7	38	24	h.	h.	PROPN
cana-7	38	25	a.	a.	PROPN
cana-7	38	26	(	(	PUNCT
cana-7	38	27	2017	2017	NUM
cana-7	38	28	)	)	PUNCT
cana-7	38	29	.	.	PUNCT
cana-7	39	1	a	a	DET
cana-7	39	2	roadmap	roadmap	NOUN
cana-7	39	3	for	for	ADP
cana-7	39	4	the	the	DET
cana-7	39	5	computation	computation	NOUN
cana-7	39	6	of	of	ADP
cana-7	39	7	persistent	persistent	ADJ
cana-7	39	8	homology	homology	NOUN
cana-7	39	9	.	.	PUNCT
cana-7	40	1	epj	epj	NOUN
cana-7	40	2	data	data	PROPN
cana-7	40	3	science	science	NOUN
cana-7	40	4	,	,	PUNCT
cana-7	40	5	6(1	6(1	NUM
cana-7	40	6	)	)	PUNCT
cana-7	40	7	,	,	PUNCT
cana-7	40	8	1	1	NUM
cana-7	40	9	-	-	SYM
cana-7	40	10	25	25	NUM
cana-7	40	11	.	.	PUNCT