id	sid	tid	token	lemma	pos
cana-1	1	1	communications	communication	NOUN
cana-1	1	2	on	on	ADP
cana-1	1	3	applied	apply	VERB
cana-1	1	4	nonlinear	nonlinear	ADJ
cana-1	1	5	analysis	analysis	NOUN
cana-1	1	6	issn	issn	NOUN
cana-1	1	7	:	:	PUNCT
cana-1	1	8	1074	1074	NUM
cana-1	1	9	-	-	PUNCT
cana-1	1	10	133x	133x	NUM
cana-1	1	11	vol	vol	NOUN
cana-1	1	12	30	30	NUM
cana-1	1	13	no	no	NOUN
cana-1	1	14	.	.	NOUN
cana-1	1	15	1	1	NUM
cana-1	1	16	(	(	PUNCT
cana-1	1	17	2023	2023	NUM
cana-1	1	18	)	)	PUNCT
cana-1	1	19	1	1	NUM
cana-1	1	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1	1	21	nonlinear	nonlinear	ADJ
cana-1	1	22	dynamics	dynamic	NOUN
cana-1	1	23	of	of	ADP
cana-1	1	24	complex	complex	ADJ
cana-1	1	25	systems	system	NOUN
cana-1	1	26	:	:	PUNCT
cana-1	1	27	modeling	modeling	NOUN
cana-1	1	28	and	and	CCONJ
cana-1	1	29	analysis	analysis	NOUN
cana-1	1	30	chibueze	chibueze	PROPN
cana-1	1	31	c.	c.	PROPN
cana-1	1	32	okeke	okeke	PROPN
cana-1	1	33	division	division	NOUN
cana-1	1	34	of	of	ADP
cana-1	1	35	mathematics	mathematic	NOUN
cana-1	1	36	and	and	CCONJ
cana-1	1	37	computer	computer	NOUN
cana-1	1	38	science	science	NOUN
cana-1	1	39	,	,	PUNCT
cana-1	1	40	national	national	PROPN
cana-1	1	41	university	university	PROPN
cana-1	1	42	of	of	ADP
cana-1	1	43	singapore	singapore	PROPN
cana-1	1	44	,	,	PUNCT
cana-1	1	45	singapore	singapore	PROPN
cana-1	1	46	article	article	PROPN
cana-1	1	47	history	history	NOUN
cana-1	1	48	:	:	PUNCT
cana-1	1	49	received	receive	VERB
cana-1	1	50	:	:	PUNCT
cana-1	1	51	20	20	NUM
cana-1	1	52	-	-	PUNCT
cana-1	1	53	02	02	NUM
cana-1	1	54	-	-	PUNCT
cana-1	1	55	2023	2023	NUM
cana-1	1	56	revised	revise	VERB
cana-1	1	57	:	:	PUNCT
cana-1	1	58	12	12	NUM
cana-1	1	59	-	-	PUNCT
cana-1	1	60	04	04	NUM
cana-1	1	61	-	-	PUNCT
cana-1	1	62	2023	2023	NUM
cana-1	1	63	accepted	accept	VERB
cana-1	1	64	:	:	PUNCT
cana-1	1	65	10	10	NUM
cana-1	1	66	-	-	SYM
cana-1	1	67	05	05	NUM
cana-1	1	68	-	-	PUNCT
cana-1	1	69	2023	2023	NUM
cana-1	1	70	abstract	abstract	NOUN
cana-1	1	71	:	:	PUNCT
cana-1	1	72	the	the	DET
cana-1	1	73	study	study	NOUN
cana-1	1	74	of	of	ADP
cana-1	1	75	nonlinear	nonlinear	ADJ
cana-1	1	76	dynamics	dynamic	NOUN
cana-1	1	77	within	within	ADP
cana-1	1	78	complex	complex	ADJ
cana-1	1	79	systems	system	NOUN
cana-1	1	80	has	have	AUX
cana-1	1	81	emerged	emerge	VERB
cana-1	1	82	as	as	ADP
cana-1	1	83	a	a	DET
cana-1	1	84	pivotal	pivotal	ADJ
cana-1	1	85	field	field	NOUN
cana-1	1	86	of	of	ADP
cana-1	1	87	research	research	NOUN
cana-1	1	88	,	,	PUNCT
cana-1	1	89	with	with	ADP
cana-1	1	90	far	far	ADV
cana-1	1	91	-	-	PUNCT
cana-1	1	92	reaching	reach	VERB
cana-1	1	93	implications	implication	NOUN
cana-1	1	94	across	across	ADP
cana-1	1	95	various	various	ADJ
cana-1	1	96	scientific	scientific	ADJ
cana-1	1	97	disciplines	discipline	NOUN
cana-1	1	98	and	and	CCONJ
cana-1	1	99	practical	practical	ADJ
cana-1	1	100	applications	application	NOUN
cana-1	1	101	.	.	PUNCT
cana-1	2	1	this	this	DET
cana-1	2	2	article	article	NOUN
cana-1	2	3	delves	delve	VERB
cana-1	2	4	into	into	ADP
cana-1	2	5	the	the	DET
cana-1	2	6	intricacies	intricacy	NOUN
cana-1	2	7	of	of	ADP
cana-1	2	8	nonlinear	nonlinear	ADJ
cana-1	2	9	dynamics	dynamic	NOUN
cana-1	2	10	,	,	PUNCT
cana-1	2	11	focusing	focus	VERB
cana-1	2	12	on	on	ADP
cana-1	2	13	modeling	modeling	NOUN
cana-1	2	14	and	and	CCONJ
cana-1	2	15	analysis	analysis	NOUN
cana-1	2	16	techniques	technique	NOUN
cana-1	2	17	that	that	PRON
cana-1	2	18	have	have	AUX
cana-1	2	19	revolutionized	revolutionize	VERB
cana-1	2	20	our	our	PRON
cana-1	2	21	understanding	understanding	NOUN
cana-1	2	22	of	of	ADP
cana-1	2	23	complex	complex	ADJ
cana-1	2	24	systems	system	NOUN
cana-1	2	25	.	.	PUNCT
cana-1	3	1	complex	complex	ADJ
cana-1	3	2	systems	system	NOUN
cana-1	3	3	,	,	PUNCT
cana-1	3	4	characterized	characterize	VERB
cana-1	3	5	by	by	ADP
cana-1	3	6	their	their	PRON
cana-1	3	7	intricate	intricate	ADJ
cana-1	3	8	interconnections	interconnection	NOUN
cana-1	3	9	and	and	CCONJ
cana-1	3	10	nontrivial	nontrivial	ADJ
cana-1	3	11	behaviors	behavior	NOUN
cana-1	3	12	,	,	PUNCT
cana-1	3	13	are	be	AUX
cana-1	3	14	found	find	VERB
cana-1	3	15	in	in	ADP
cana-1	3	16	diverse	diverse	ADJ
cana-1	3	17	domains	domain	NOUN
cana-1	3	18	such	such	ADJ
cana-1	3	19	as	as	ADP
cana-1	3	20	physics	physics	NOUN
cana-1	3	21	,	,	PUNCT
cana-1	3	22	biology	biology	NOUN
cana-1	3	23	,	,	PUNCT
cana-1	3	24	engineering	engineering	NOUN
cana-1	3	25	,	,	PUNCT
cana-1	3	26	economics	economic	NOUN
cana-1	3	27	,	,	PUNCT
cana-1	3	28	and	and	CCONJ
cana-1	3	29	social	social	ADJ
cana-1	3	30	sciences	science	NOUN
cana-1	3	31	.	.	PUNCT
cana-1	4	1	nonlinear	nonlinear	ADJ
cana-1	4	2	dynamics	dynamic	NOUN
cana-1	4	3	provides	provide	VERB
cana-1	4	4	a	a	DET
cana-1	4	5	powerful	powerful	ADJ
cana-1	4	6	framework	framework	NOUN
cana-1	4	7	for	for	ADP
cana-1	4	8	deciphering	decipher	VERB
cana-1	4	9	the	the	DET
cana-1	4	10	underlying	underlie	VERB
cana-1	4	11	principles	principle	NOUN
cana-1	4	12	governing	govern	VERB
cana-1	4	13	these	these	DET
cana-1	4	14	systems	system	NOUN
cana-1	4	15	,	,	PUNCT
cana-1	4	16	revealing	reveal	VERB
cana-1	4	17	unexpected	unexpected	ADJ
cana-1	4	18	phenomena	phenomenon	NOUN
cana-1	4	19	such	such	ADJ
cana-1	4	20	as	as	ADP
cana-1	4	21	chaos	chaos	NOUN
cana-1	4	22	,	,	PUNCT
cana-1	4	23	bifurcations	bifurcation	NOUN
cana-1	4	24	,	,	PUNCT
cana-1	4	25	and	and	CCONJ
cana-1	4	26	self	self	NOUN
cana-1	4	27	-	-	PUNCT
cana-1	4	28	organization	organization	NOUN
cana-1	4	29	.	.	PUNCT
cana-1	5	1	keywords	keyword	NOUN
cana-1	5	2	:	:	PUNCT
cana-1	5	3	nonlinear	nonlinear	ADJ
cana-1	5	4	dynamics	dynamic	NOUN
cana-1	5	5	,	,	PUNCT
cana-1	5	6	modeling	modeling	NOUN
cana-1	5	7	etc	etc	X
cana-1	5	8	.	.	X
cana-1	6	1	1	1	X
cana-1	6	2	.	.	X
cana-1	6	3	introduction	introduction	NOUN
cana-1	6	4	complex	complex	ADJ
cana-1	6	5	systems	system	NOUN
cana-1	6	6	are	be	AUX
cana-1	6	7	ubiquitous	ubiquitous	ADJ
cana-1	6	8	,	,	PUNCT
cana-1	6	9	ranging	range	VERB
cana-1	6	10	from	from	ADP
cana-1	6	11	the	the	DET
cana-1	6	12	behavior	behavior	NOUN
cana-1	6	13	of	of	ADP
cana-1	6	14	financial	financial	ADJ
cana-1	6	15	markets	market	NOUN
cana-1	6	16	to	to	ADP
cana-1	6	17	ecological	ecological	ADJ
cana-1	6	18	ecosystems	ecosystem	NOUN
cana-1	6	19	.	.	PUNCT
cana-1	7	1	understanding	understand	VERB
cana-1	7	2	these	these	DET
cana-1	7	3	systems	system	NOUN
cana-1	7	4	requires	require	VERB
cana-1	7	5	sophisticated	sophisticated	ADJ
cana-1	7	6	tools	tool	NOUN
cana-1	7	7	due	due	ADP
cana-1	7	8	to	to	ADP
cana-1	7	9	their	their	PRON
cana-1	7	10	inherent	inherent	ADJ
cana-1	7	11	nonlinearity	nonlinearity	NOUN
cana-1	7	12	.	.	PUNCT
cana-1	8	1	2	2	X
cana-1	8	2	.	.	X
cana-1	8	3	mathematical	mathematical	ADJ
cana-1	8	4	foundations	foundation	NOUN
cana-1	8	5	nonlinear	nonlinear	ADJ
cana-1	8	6	dynamics	dynamic	NOUN
cana-1	8	7	often	often	ADV
cana-1	8	8	involves	involve	VERB
cana-1	8	9	modeling	modeling	NOUN
cana-1	8	10	through	through	ADP
cana-1	8	11	differential	differential	ADJ
cana-1	8	12	equations	equation	NOUN
cana-1	8	13	.	.	PUNCT
cana-1	9	1	two	two	NUM
cana-1	9	2	seminal	seminal	ADJ
cana-1	9	3	concepts	concept	NOUN
cana-1	9	4	are	be	AUX
cana-1	9	5	vital	vital	ADJ
cana-1	9	6	:	:	PUNCT
cana-1	9	7	•	•	NUM
cana-1	9	8	lorenz	lorenz	PROPN
cana-1	9	9	equations	equation	NOUN
cana-1	9	10	:	:	PUNCT
cana-1	9	11	these	these	DET
cana-1	9	12	iconic	iconic	ADJ
cana-1	9	13	equations	equation	NOUN
cana-1	9	14	,	,	PUNCT
cana-1	9	15	introduced	introduce	VERB
cana-1	9	16	by	by	ADP
cana-1	9	17	edward	edward	PROPN
cana-1	9	18	lorenz	lorenz	PROPN
cana-1	9	19	in	in	ADP
cana-1	9	20	1963	1963	NUM
cana-1	9	21	,	,	PUNCT
cana-1	9	22	demonstrated	demonstrate	VERB
cana-1	9	23	that	that	SCONJ
cana-1	9	24	small	small	ADJ
cana-1	9	25	changes	change	NOUN
cana-1	9	26	in	in	ADP
cana-1	9	27	initial	initial	ADJ
cana-1	9	28	conditions	condition	NOUN
cana-1	9	29	can	can	AUX
cana-1	9	30	lead	lead	VERB
cana-1	9	31	to	to	ADP
cana-1	9	32	vastly	vastly	ADV
cana-1	9	33	different	different	ADJ
cana-1	9	34	outcomes	outcome	NOUN
cana-1	9	35	.	.	PUNCT
cana-1	10	1	•	•	NUM
cana-1	10	2	chaos	chaos	NOUN
cana-1	10	3	theory	theory	NOUN
cana-1	10	4	:	:	PUNCT
cana-1	10	5	chaos	chaos	NOUN
cana-1	10	6	is	be	AUX
cana-1	10	7	a	a	DET
cana-1	10	8	central	central	ADJ
cana-1	10	9	aspect	aspect	NOUN
cana-1	10	10	of	of	ADP
cana-1	10	11	nonlinear	nonlinear	ADJ
cana-1	10	12	dynamics	dynamic	NOUN
cana-1	10	13	,	,	PUNCT
cana-1	10	14	characterized	characterize	VERB
cana-1	10	15	by	by	ADP
cana-1	10	16	sensitivity	sensitivity	NOUN
cana-1	10	17	to	to	ADP
cana-1	10	18	initial	initial	ADJ
cana-1	10	19	conditions	condition	NOUN
cana-1	10	20	and	and	CCONJ
cana-1	10	21	the	the	DET
cana-1	10	22	existence	existence	NOUN
cana-1	10	23	of	of	ADP
cana-1	10	24	strange	strange	ADJ
cana-1	10	25	attractors	attractor	NOUN
cana-1	10	26	.	.	PUNCT
cana-1	11	1	3	3	X
cana-1	11	2	.	.	X
cana-1	11	3	modeling	model	VERB
cana-1	11	4	complex	complex	ADJ
cana-1	11	5	systems	system	NOUN
cana-1	11	6	nonlinear	nonlinear	NOUN
cana-1	11	7	dynamics	dynamic	NOUN
cana-1	11	8	provides	provide	VERB
cana-1	11	9	various	various	ADJ
cana-1	11	10	modeling	modeling	NOUN
cana-1	11	11	approaches	approach	NOUN
cana-1	11	12	:	:	PUNCT
cana-1	11	13	•	•	NUM
cana-1	11	14	agent	agent	NOUN
cana-1	11	15	-	-	PUNCT
cana-1	11	16	based	base	VERB
cana-1	11	17	models	model	NOUN
cana-1	11	18	:	:	PUNCT
cana-1	11	19	these	these	DET
cana-1	11	20	models	model	NOUN
cana-1	11	21	simulate	simulate	VERB
cana-1	11	22	individual	individual	ADJ
cana-1	11	23	agents	agent	NOUN
cana-1	11	24	'	'	PART
cana-1	11	25	interactions	interaction	NOUN
cana-1	11	26	and	and	CCONJ
cana-1	11	27	have	have	VERB
cana-1	11	28	applications	application	NOUN
cana-1	11	29	in	in	ADP
cana-1	11	30	social	social	ADJ
cana-1	11	31	sciences	science	NOUN
cana-1	11	32	and	and	CCONJ
cana-1	11	33	biology	biology	NOUN
cana-1	11	34	.	.	PUNCT
cana-1	12	1	•	•	NUM
cana-1	12	2	cellular	cellular	ADJ
cana-1	12	3	automata	automata	NOUN
cana-1	12	4	:	:	PUNCT
cana-1	12	5	discrete	discrete	ADJ
cana-1	12	6	models	model	NOUN
cana-1	12	7	with	with	ADP
cana-1	12	8	broad	broad	ADJ
cana-1	12	9	applications	application	NOUN
cana-1	12	10	,	,	PUNCT
cana-1	12	11	including	include	VERB
cana-1	12	12	pattern	pattern	NOUN
cana-1	12	13	formation	formation	NOUN
cana-1	12	14	and	and	CCONJ
cana-1	12	15	urban	urban	ADJ
cana-1	12	16	planning	planning	NOUN
cana-1	12	17	.	.	PUNCT
cana-1	13	1	communications	communication	NOUN
cana-1	13	2	on	on	ADP
cana-1	13	3	applied	apply	VERB
cana-1	13	4	nonlinear	nonlinear	ADJ
cana-1	13	5	analysis	analysis	NOUN
cana-1	13	6	issn	issn	NOUN
cana-1	13	7	:	:	PUNCT
cana-1	13	8	1074	1074	NUM
cana-1	13	9	-	-	PUNCT
cana-1	13	10	133x	133x	NUM
cana-1	13	11	vol	vol	NOUN
cana-1	13	12	30	30	NUM
cana-1	13	13	no	no	NOUN
cana-1	13	14	.	.	NOUN
cana-1	13	15	1	1	NUM
cana-1	13	16	(	(	PUNCT
cana-1	13	17	2023	2023	NUM
cana-1	13	18	)	)	PUNCT
cana-1	13	19	2	2	NUM
cana-1	13	20	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-1	13	21	•	•	NOUN
cana-1	13	22	network	network	NOUN
cana-1	13	23	models	model	NOUN
cana-1	13	24	:	:	PUNCT
cana-1	13	25	complex	complex	ADJ
cana-1	13	26	systems	system	NOUN
cana-1	13	27	can	can	AUX
cana-1	13	28	be	be	AUX
cana-1	13	29	represented	represent	VERB
cana-1	13	30	as	as	ADP
cana-1	13	31	networks	network	NOUN
cana-1	13	32	,	,	PUNCT
cana-1	13	33	with	with	ADP
cana-1	13	34	properties	property	NOUN
cana-1	13	35	like	like	ADP
cana-1	13	36	small	small	ADJ
cana-1	13	37	-	-	PUNCT
cana-1	13	38	world	world	NOUN
cana-1	13	39	and	and	CCONJ
cana-1	13	40	scale	scale	NOUN
cana-1	13	41	-	-	PUNCT
cana-1	13	42	free	free	ADJ
cana-1	13	43	networks	network	NOUN
cana-1	13	44	.	.	PUNCT
cana-1	14	1	4	4	X
cana-1	14	2	.	.	NOUN
cana-1	14	3	analytical	analytical	ADJ
cana-1	14	4	tools	tool	NOUN
cana-1	14	5	analyzing	analyze	VERB
cana-1	14	6	complex	complex	ADJ
cana-1	14	7	systems	system	NOUN
cana-1	14	8	involves	involve	VERB
cana-1	14	9	advanced	advanced	ADJ
cana-1	14	10	techniques	technique	NOUN
cana-1	14	11	:	:	PUNCT
cana-1	14	12	•	•	NUM
cana-1	14	13	lyapunov	lyapunov	ADJ
cana-1	14	14	exponents	exponent	NOUN
cana-1	14	15	:	:	PUNCT
cana-1	14	16	quantify	quantify	VERB
cana-1	14	17	the	the	DET
cana-1	14	18	rate	rate	NOUN
cana-1	14	19	of	of	ADP
cana-1	14	20	divergence	divergence	NOUN
cana-1	14	21	of	of	ADP
cana-1	14	22	nearby	nearby	ADJ
cana-1	14	23	trajectories	trajectory	NOUN
cana-1	14	24	in	in	ADP
cana-1	14	25	a	a	DET
cana-1	14	26	dynamical	dynamical	ADJ
cana-1	14	27	system	system	NOUN
cana-1	14	28	.	.	PUNCT
cana-1	15	1	•	•	NUM
cana-1	15	2	poincaré	poincaré	PROPN
cana-1	15	3	maps	map	NOUN
cana-1	15	4	:	:	PUNCT
cana-1	15	5	a	a	DET
cana-1	15	6	valuable	valuable	ADJ
cana-1	15	7	tool	tool	NOUN
cana-1	15	8	for	for	ADP
cana-1	15	9	reducing	reduce	VERB
cana-1	15	10	the	the	DET
cana-1	15	11	dimensionality	dimensionality	NOUN
cana-1	15	12	of	of	ADP
cana-1	15	13	dynamical	dynamical	ADJ
cana-1	15	14	systems	system	NOUN
cana-1	15	15	.	.	PUNCT
cana-1	16	1	•	•	NUM
cana-1	16	2	nonlinear	nonlinear	ADJ
cana-1	16	3	time	time	NOUN
cana-1	16	4	series	series	PROPN
cana-1	16	5	analysis	analysis	NOUN
cana-1	16	6	:	:	PUNCT
cana-1	16	7	essential	essential	ADJ
cana-1	16	8	for	for	ADP
cana-1	16	9	extracting	extract	VERB
cana-1	16	10	meaningful	meaningful	ADJ
cana-1	16	11	information	information	NOUN
cana-1	16	12	from	from	ADP
cana-1	16	13	real	real	ADJ
cana-1	16	14	-	-	PUNCT
cana-1	16	15	world	world	NOUN
cana-1	16	16	data	datum	NOUN
cana-1	16	17	(	(	PUNCT
cana-1	16	18	kantz	kantz	PROPN
cana-1	16	19	&	&	CCONJ
cana-1	16	20	schreiber	schreiber	PROPN
cana-1	16	21	,	,	PUNCT
cana-1	16	22	2004	2004	NUM
cana-1	16	23	)	)	PUNCT
cana-1	16	24	.	.	PUNCT
cana-1	17	1	5	5	X
cana-1	17	2	.	.	X
cana-1	17	3	applications	application	NOUN
cana-1	17	4	nonlinear	nonlinear	ADJ
cana-1	17	5	dynamics	dynamic	NOUN
cana-1	17	6	finds	find	VERB
cana-1	17	7	application	application	NOUN
cana-1	17	8	in	in	ADP
cana-1	17	9	various	various	ADJ
cana-1	17	10	fields	field	NOUN
cana-1	17	11	:	:	PUNCT
cana-1	17	12	•	•	NUM
cana-1	17	13	climate	climate	NOUN
cana-1	17	14	modeling	modeling	NOUN
cana-1	17	15	:	:	PUNCT
cana-1	17	16	the	the	DET
cana-1	17	17	lorenz	lorenz	PROPN
cana-1	17	18	model	model	NOUN
cana-1	17	19	demonstrated	demonstrate	VERB
cana-1	17	20	the	the	DET
cana-1	17	21	inherent	inherent	ADJ
cana-1	17	22	unpredictability	unpredictability	NOUN
cana-1	17	23	of	of	ADP
cana-1	17	24	long	long	ADJ
cana-1	17	25	-	-	PUNCT
cana-1	17	26	term	term	NOUN
cana-1	17	27	weather	weather	NOUN
cana-1	17	28	forecasting	forecasting	NOUN
cana-1	17	29	.	.	PUNCT
cana-1	18	1	•	•	NUM
cana-1	18	2	biological	biological	ADJ
cana-1	18	3	systems	system	NOUN
cana-1	18	4	:	:	PUNCT
cana-1	18	5	cardiac	cardiac	ADJ
cana-1	18	6	rhythms	rhythm	NOUN
cana-1	18	7	and	and	CCONJ
cana-1	18	8	neural	neural	ADJ
cana-1	18	9	dynamics	dynamic	NOUN
cana-1	18	10	exhibit	exhibit	VERB
cana-1	18	11	nonlinear	nonlinear	ADJ
cana-1	18	12	behaviors	behavior	NOUN
cana-1	18	13	.	.	PUNCT
cana-1	19	1	•	•	NUM
cana-1	19	2	economics	economic	NOUN
cana-1	19	3	and	and	CCONJ
cana-1	19	4	finance	finance	NOUN
cana-1	19	5	:	:	PUNCT
cana-1	19	6	nonlinear	nonlinear	ADJ
cana-1	19	7	dynamics	dynamic	NOUN
cana-1	19	8	is	be	AUX
cana-1	19	9	crucial	crucial	ADJ
cana-1	19	10	in	in	ADP
cana-1	19	11	understanding	understand	VERB
cana-1	19	12	stock	stock	NOUN
cana-1	19	13	market	market	NOUN
cana-1	19	14	behavior	behavior	NOUN
cana-1	19	15	(	(	PUNCT
cana-1	19	16	gao	gao	PROPN
cana-1	19	17	et	et	PROPN
cana-1	19	18	al	al	PROPN
cana-1	19	19	.	.	PROPN
cana-1	19	20	,	,	PUNCT
cana-1	19	21	2020	2020	NUM
cana-1	19	22	)	)	PUNCT
cana-1	19	23	.	.	PUNCT
cana-1	20	1	•	•	NUM
cana-1	20	2	social	social	ADJ
cana-1	20	3	dynamics	dynamic	NOUN
cana-1	20	4	:	:	PUNCT
cana-1	20	5	opinion	opinion	NOUN
cana-1	20	6	dynamics	dynamic	NOUN
cana-1	20	7	in	in	ADP
cana-1	20	8	networks	network	NOUN
cana-1	20	9	showcase	showcase	PROPN
cana-1	20	10	complex	complex	ADJ
cana-1	20	11	nonlinear	nonlinear	ADJ
cana-1	20	12	interactions	interaction	NOUN
cana-1	20	13	(	(	PUNCT
cana-1	20	14	castellano	castellano	NOUN
cana-1	20	15	et	et	PROPN
cana-1	20	16	al	al	PROPN
cana-1	20	17	.	.	PROPN
cana-1	20	18	,	,	PUNCT
cana-1	20	19	2009	2009	NUM
cana-1	20	20	)	)	PUNCT
cana-1	20	21	.	.	PUNCT
cana-1	21	1	6	6	X
cana-1	21	2	.	.	X
cana-1	22	1	recent	recent	ADJ
cana-1	22	2	advances	advance	NOUN
cana-1	22	3	advancements	advancement	NOUN
cana-1	22	4	in	in	ADP
cana-1	22	5	nonlinear	nonlinear	ADJ
cana-1	22	6	dynamics	dynamic	NOUN
cana-1	22	7	are	be	AUX
cana-1	22	8	driven	drive	VERB
cana-1	22	9	by	by	ADP
cana-1	22	10	interdisciplinary	interdisciplinary	ADJ
cana-1	22	11	collaboration	collaboration	NOUN
cana-1	22	12	:	:	PUNCT
cana-1	22	13	•	•	NUM
cana-1	22	14	machine	machine	NOUN
cana-1	22	15	learning	learning	NOUN
cana-1	22	16	and	and	CCONJ
cana-1	22	17	nonlinear	nonlinear	ADJ
cana-1	22	18	dynamics	dynamic	NOUN
cana-1	22	19	:	:	PUNCT
cana-1	22	20	neural	neural	ADJ
cana-1	22	21	networks	network	NOUN
cana-1	22	22	have	have	AUX
cana-1	22	23	become	become	VERB
cana-1	22	24	powerful	powerful	ADJ
cana-1	22	25	tools	tool	NOUN
cana-1	22	26	for	for	ADP
cana-1	22	27	predictive	predictive	ADJ
cana-1	22	28	modeling	modeling	NOUN
cana-1	22	29	.	.	PUNCT
cana-1	23	1	•	•	NUM
cana-1	23	2	data	data	NOUN
cana-1	23	3	-	-	PUNCT
cana-1	23	4	driven	drive	VERB
cana-1	23	5	approaches	approach	NOUN
cana-1	23	6	:	:	PUNCT
cana-1	23	7	leveraging	leverage	VERB
cana-1	23	8	big	big	ADJ
cana-1	23	9	data	datum	NOUN
cana-1	23	10	for	for	ADP
cana-1	23	11	understanding	understanding	NOUN
cana-1	23	12	and	and	CCONJ
cana-1	23	13	predicting	predict	VERB
cana-1	23	14	complex	complex	ADJ
cana-1	23	15	systems	system	NOUN
cana-1	23	16	.	.	PUNCT
cana-1	24	1	•	•	NUM
cana-1	24	2	complexity	complexity	NOUN
cana-1	24	3	science	science	NOUN
cana-1	24	4	and	and	CCONJ
cana-1	24	5	interdisciplinary	interdisciplinary	ADJ
cana-1	24	6	research	research	NOUN
cana-1	24	7	:	:	PUNCT
cana-1	24	8	bridging	bridge	VERB
cana-1	24	9	gaps	gap	NOUN
cana-1	24	10	between	between	ADP
cana-1	24	11	fields	field	NOUN
cana-1	24	12	for	for	ADP
cana-1	24	13	a	a	DET
cana-1	24	14	holistic	holistic	ADJ
cana-1	24	15	view	view	NOUN
cana-1	24	16	of	of	ADP
cana-1	24	17	complex	complex	ADJ
cana-1	24	18	systems	system	NOUN
cana-1	24	19	.	.	PUNCT
cana-1	25	1	7	7	X
cana-1	25	2	.	.	X
cana-1	25	3	conclusion	conclusion	NOUN
cana-1	25	4	nonlinear	nonlinear	ADJ
cana-1	25	5	dynamics	dynamic	NOUN
cana-1	25	6	is	be	AUX
cana-1	25	7	at	at	ADP
cana-1	25	8	the	the	DET
cana-1	25	9	heart	heart	NOUN
cana-1	25	10	of	of	ADP
cana-1	25	11	modeling	modeling	NOUN
cana-1	25	12	and	and	CCONJ
cana-1	25	13	understanding	understand	VERB
cana-1	25	14	complex	complex	ADJ
cana-1	25	15	systems	system	NOUN
cana-1	25	16	.	.	PUNCT
cana-1	26	1	its	its	PRON
cana-1	26	2	mathematical	mathematical	ADJ
cana-1	26	3	foundations	foundation	NOUN
cana-1	26	4	,	,	PUNCT
cana-1	26	5	modeling	model	VERB
cana-1	26	6	techniques	technique	NOUN
cana-1	26	7	,	,	PUNCT
cana-1	26	8	and	and	CCONJ
cana-1	26	9	analytical	analytical	ADJ
cana-1	26	10	tools	tool	NOUN
cana-1	26	11	empower	empower	VERB
cana-1	26	12	researchers	researcher	NOUN
cana-1	26	13	to	to	PART
cana-1	26	14	tackle	tackle	VERB
cana-1	26	15	real	real	ADJ
cana-1	26	16	-	-	PUNCT
cana-1	26	17	world	world	NOUN
cana-1	26	18	challenges	challenge	NOUN
cana-1	26	19	.	.	PUNCT
cana-1	27	1	as	as	SCONJ
cana-1	27	2	interdisciplinary	interdisciplinary	ADJ
cana-1	27	3	research	research	NOUN
cana-1	27	4	continues	continue	VERB
cana-1	27	5	to	to	PART
cana-1	27	6	grow	grow	VERB
cana-1	27	7	,	,	PUNCT
cana-1	27	8	nonlinear	nonlinear	ADJ
cana-1	27	9	dynamics	dynamic	NOUN
cana-1	27	10	remains	remain	VERB
cana-1	27	11	a	a	DET
cana-1	27	12	crucial	crucial	ADJ
cana-1	27	13	component	component	NOUN
cana-1	27	14	in	in	ADP
cana-1	27	15	unraveling	unravel	VERB
cana-1	27	16	the	the	DET
cana-1	27	17	mysteries	mystery	NOUN
cana-1	27	18	of	of	ADP
cana-1	27	19	complex	complex	ADJ
cana-1	27	20	systems	system	NOUN
cana-1	27	21	.	.	PUNCT
cana-1	28	1	references	reference	NOUN
cana-1	28	2	:	:	PUNCT
cana-1	29	1	[	[	X
cana-1	29	2	1	1	NUM
cana-1	29	3	]	]	X
cana-1	29	4	lorenz	lorenz	PROPN
cana-1	29	5	,	,	PUNCT
cana-1	29	6	e.	e.	PROPN
cana-1	29	7	n.	n.	PROPN
cana-1	29	8	(	(	PUNCT
cana-1	29	9	1963	1963	NUM
cana-1	29	10	)	)	PUNCT
cana-1	29	11	.	.	PUNCT
cana-1	30	1	deterministic	deterministic	ADJ
cana-1	30	2	nonperiodic	nonperiodic	ADJ
cana-1	30	3	flow	flow	NOUN
cana-1	30	4	.	.	PUNCT
cana-1	31	1	journal	journal	NOUN
cana-1	31	2	of	of	ADP
cana-1	31	3	the	the	DET
cana-1	31	4	atmospheric	atmospheric	PROPN
cana-1	31	5	sciences	science	NOUN
cana-1	31	6	,	,	PUNCT
cana-1	31	7	20(2	20(2	NUM
cana-1	31	8	)	)	PUNCT
cana-1	31	9	,	,	PUNCT
cana-1	31	10	130141	130141	NUM
cana-1	31	11	.	.	PUNCT
cana-1	32	1	communications	communication	NOUN
cana-1	32	2	on	on	ADP
cana-1	32	3	applied	apply	VERB
cana-1	32	4	nonlinear	nonlinear	ADJ
cana-1	32	5	analysis	analysis	NOUN
cana-1	32	6	issn	issn	NOUN
cana-1	32	7	:	:	PUNCT
cana-1	32	8	1074	1074	NUM
cana-1	32	9	-	-	PUNCT
cana-1	32	10	133x	133x	NUM
cana-1	32	11	vol	vol	NOUN
cana-1	32	12	30	30	NUM
cana-1	32	13	no	no	NOUN
cana-1	32	14	.	.	NOUN
cana-1	32	15	1	1	NUM
cana-1	32	16	(	(	PUNCT
cana-1	32	17	2023	2023	NUM
cana-1	32	18	)	)	PUNCT
cana-1	32	19	3	3	NUM
cana-1	32	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1	33	1	[	[	X
cana-1	33	2	2	2	X
cana-1	33	3	]	]	PUNCT
cana-1	33	4	kantz	kantz	PROPN
cana-1	33	5	,	,	PUNCT
cana-1	33	6	h.	h.	PROPN
cana-1	33	7	,	,	PUNCT
cana-1	33	8	&	&	CCONJ
cana-1	33	9	schreiber	schreiber	PROPN
cana-1	33	10	,	,	PUNCT
cana-1	33	11	t.	t.	PROPN
cana-1	33	12	(	(	PUNCT
cana-1	33	13	2004	2004	NUM
cana-1	33	14	)	)	PUNCT
cana-1	33	15	.	.	PUNCT
cana-1	34	1	nonlinear	nonlinear	ADJ
cana-1	34	2	time	time	NOUN
cana-1	34	3	series	series	PROPN
cana-1	34	4	analysis	analysis	NOUN
cana-1	34	5	(	(	PUNCT
cana-1	34	6	2nd	2nd	ADJ
cana-1	34	7	ed	ed	NOUN
cana-1	34	8	.	.	PUNCT
cana-1	34	9	)	)	PUNCT
cana-1	34	10	.	.	PUNCT
cana-1	35	1	cambridge	cambridge	PROPN
cana-1	35	2	university	university	PROPN
cana-1	35	3	press	press	NOUN
cana-1	35	4	.	.	PUNCT
cana-1	36	1	[	[	X
cana-1	36	2	3	3	NUM
cana-1	36	3	]	]	X
cana-1	36	4	gao	gao	PROPN
cana-1	36	5	,	,	PUNCT
cana-1	36	6	j.	j.	PROPN
cana-1	36	7	,	,	PUNCT
cana-1	36	8	hu	hu	PROPN
cana-1	36	9	,	,	PUNCT
cana-1	36	10	j.	j.	PROPN
cana-1	36	11	,	,	PUNCT
cana-1	36	12	&	&	CCONJ
cana-1	36	13	mao	mao	PROPN
cana-1	36	14	,	,	PUNCT
cana-1	36	15	k.	k.	PROPN
cana-1	36	16	(	(	PUNCT
cana-1	36	17	2020	2020	NUM
cana-1	36	18	)	)	PUNCT
cana-1	36	19	.	.	PUNCT
cana-1	37	1	nonlinear	nonlinear	ADJ
cana-1	37	2	dynamics	dynamic	NOUN
cana-1	37	3	in	in	ADP
cana-1	37	4	financial	financial	ADJ
cana-1	37	5	markets	market	NOUN
cana-1	37	6	:	:	PUNCT
cana-1	37	7	evidence	evidence	NOUN
cana-1	37	8	and	and	CCONJ
cana-1	37	9	implications	implication	NOUN
cana-1	37	10	.	.	PUNCT
cana-1	38	1	journal	journal	NOUN
cana-1	38	2	of	of	ADP
cana-1	38	3	economic	economic	ADJ
cana-1	38	4	surveys	survey	NOUN
cana-1	38	5	,	,	PUNCT
cana-1	38	6	34(3	34(3	NUM
cana-1	38	7	)	)	PUNCT
cana-1	38	8	,	,	PUNCT
cana-1	38	9	598	598	NUM
cana-1	38	10	-	-	SYM
cana-1	38	11	625	625	NUM
cana-1	38	12	.	.	PUNCT
cana-1	39	1	[	[	X
cana-1	39	2	4	4	NUM
cana-1	39	3	]	]	X
cana-1	39	4	castellano	castellano	NOUN
cana-1	39	5	,	,	PUNCT
cana-1	39	6	c.	c.	PROPN
cana-1	39	7	,	,	PUNCT
cana-1	39	8	fortunato	fortunato	PROPN
cana-1	39	9	,	,	PUNCT
cana-1	39	10	s.	s.	PROPN
cana-1	39	11	,	,	PUNCT
cana-1	39	12	&	&	CCONJ
cana-1	39	13	loreto	loreto	PROPN
cana-1	39	14	,	,	PUNCT
cana-1	39	15	v.	v.	PROPN
cana-1	39	16	(	(	PUNCT
cana-1	39	17	2009	2009	NUM
cana-1	39	18	)	)	PUNCT
cana-1	39	19	.	.	PUNCT
cana-1	40	1	statistical	statistical	ADJ
cana-1	40	2	physics	physics	NOUN
cana-1	40	3	of	of	ADP
cana-1	40	4	social	social	ADJ
cana-1	40	5	dynamics	dynamic	NOUN
cana-1	40	6	.	.	PUNCT
cana-1	41	1	reviews	review	NOUN
cana-1	41	2	of	of	ADP
cana-1	41	3	modern	modern	ADJ
cana-1	41	4	physics	physic	NOUN
cana-1	41	5	,	,	PUNCT
cana-1	41	6	81(2	81(2	NUM
cana-1	41	7	)	)	PUNCT
cana-1	41	8	,	,	PUNCT
cana-1	41	9	591	591	NUM
cana-1	41	10	-	-	SYM
cana-1	41	11	646	646	NUM
cana-1	41	12	.	.	PUNCT
