id	sid	tid	token	lemma	pos
faba-258	1	1	56	56	NUM
faba-258	1	2	finance	finance	NOUN
faba-258	1	3	,	,	PUNCT
faba-258	1	4	accounting	accounting	NOUN
faba-258	1	5	and	and	CCONJ
faba-258	1	6	business	business	NOUN
faba-258	1	7	analysis	analysis	NOUN
faba-258	1	8	volume	volume	NOUN
faba-258	1	9	7	7	NUM
faba-258	1	10	issue	issue	NOUN
faba-258	1	11	1	1	NUM
faba-258	1	12	,	,	PUNCT
faba-258	1	13	2025	2025	NUM
faba-258	1	14	http://faba.bg/	http://faba.bg/	NOUN
faba-258	1	15	issn	issn	VERB
faba-258	1	16	2603	2603	NUM
faba-258	1	17	-	-	SYM
faba-258	1	18	5324	5324	NUM
faba-258	1	19	doi	doi	NOUN
faba-258	1	20	:	:	PUNCT
faba-258	1	21	https://doi.org/10.37075/faba.2025.1.05	https://doi.org/10.37075/faba.2025.1.05	PROPN
faba-258	1	22	macroeconomic	macroeconomic	ADJ
faba-258	1	23	and	and	CCONJ
faba-258	1	24	bank	bank	NOUN
faba-258	1	25	-	-	PUNCT
faba-258	1	26	specific	specific	ADJ
faba-258	1	27	factors	factor	NOUN
faba-258	1	28	affecting	affect	VERB
faba-258	1	29	bank	bank	NOUN
faba-258	1	30	liquidity	liquidity	NOUN
faba-258	1	31	in	in	ADP
faba-258	1	32	south	south	PROPN
faba-258	1	33	africa	africa	PROPN
faba-258	1	34	:	:	PUNCT
faba-258	1	35	an	an	DET
faba-258	1	36	msm	msm	NOUN
faba-258	1	37	-	-	PUNCT
faba-258	1	38	var	var	NOUN
faba-258	1	39	approach	approach	NOUN
faba-258	1	40	dumisani	dumisani	PROPN
faba-258	1	41	pamba	pamba	PROPN
faba-258	1	42	school	school	NOUN
faba-258	1	43	of	of	ADP
faba-258	1	44	accounting	accounting	NOUN
faba-258	1	45	,	,	PUNCT
faba-258	1	46	economics	economic	NOUN
faba-258	1	47	and	and	CCONJ
faba-258	1	48	finance	finance	NOUN
faba-258	1	49	,	,	PUNCT
faba-258	1	50	university	university	NOUN
faba-258	1	51	of	of	ADP
faba-258	1	52	kwazulu	kwazulu	PROPN
faba-258	1	53	-	-	PUNCT
faba-258	1	54	natal	natal	ADJ
faba-258	1	55	,	,	PUNCT
faba-258	1	56	south	south	PROPN
faba-258	1	57	africa	africa	PROPN
faba-258	1	58	info	info	NOUN
faba-258	1	59	articles	article	NOUN
faba-258	1	60	abstract	abstract	ADJ
faba-258	1	61	history	history	NOUN
faba-258	1	62	article	article	NOUN
faba-258	1	63	:	:	PUNCT
faba-258	1	64	submitted	submit	VERB
faba-258	1	65	6	6	NUM
faba-258	1	66	january	january	NOUN
faba-258	1	67	2025	2025	NUM
faba-258	1	68	revised	revise	VERB
faba-258	1	69	2	2	NUM
faba-258	1	70	march	march	NOUN
faba-258	1	71	2025	2025	NUM
faba-258	1	72	accepted	accept	VERB
faba-258	1	73	26	26	NUM
faba-258	1	74	march	march	NOUN
faba-258	1	75	2025	2025	NUM
faba-258	1	76	purpose	purpose	NOUN
faba-258	1	77	:	:	PUNCT
faba-258	1	78	the	the	DET
faba-258	1	79	study	study	NOUN
faba-258	1	80	aims	aim	VERB
faba-258	1	81	to	to	PART
faba-258	1	82	determine	determine	VERB
faba-258	1	83	if	if	SCONJ
faba-258	1	84	macroeconomic	macroeconomic	ADJ
faba-258	1	85	and	and	CCONJ
faba-258	1	86	bankspecific	bankspecific	ADJ
faba-258	1	87	factors	factor	NOUN
faba-258	1	88	affect	affect	VERB
faba-258	1	89	bank	bank	NOUN
faba-258	1	90	liquidity	liquidity	NOUN
faba-258	1	91	differently	differently	ADV
faba-258	1	92	under	under	ADP
faba-258	1	93	different	different	ADJ
faba-258	1	94	regimes	regime	NOUN
faba-258	1	95	in	in	ADP
faba-258	1	96	south	south	PROPN
faba-258	1	97	africa	africa	PROPN
faba-258	1	98	.	.	PUNCT
faba-258	2	1	design	design	NOUN
faba-258	2	2	/	/	SYM
faba-258	2	3	methodology	methodology	NOUN
faba-258	2	4	/	/	SYM
faba-258	2	5	approach	approach	NOUN
faba-258	2	6	:	:	PUNCT
faba-258	2	7	this	this	DET
faba-258	2	8	research	research	NOUN
faba-258	2	9	used	use	VERB
faba-258	2	10	the	the	DET
faba-258	2	11	markov	markov	NOUN
faba-258	2	12	switching	switching	NOUN
faba-258	2	13	mean	mean	NOUN
faba-258	2	14	vector	vector	NOUN
faba-258	2	15	autoregressive	autoregressive	ADJ
faba-258	2	16	(	(	PUNCT
faba-258	2	17	msm	msm	NOUN
faba-258	2	18	-	-	PUNCT
faba-258	2	19	var	var	NOUN
faba-258	2	20	)	)	PUNCT
faba-258	2	21	approach	approach	NOUN
faba-258	2	22	from	from	ADP
faba-258	2	23	2000q1	2000q1	NOUN
faba-258	2	24	to	to	ADP
faba-258	2	25	2021q4	2021q4	NUM
faba-258	2	26	.	.	PUNCT
faba-258	3	1	the	the	DET
faba-258	3	2	study	study	NOUN
faba-258	3	3	employed	employ	VERB
faba-258	3	4	a	a	DET
faba-258	3	5	two	two	NUM
faba-258	3	6	-	-	PUNCT
faba-258	3	7	regime	regime	NOUN
faba-258	3	8	model	model	NOUN
faba-258	3	9	,	,	PUNCT
faba-258	3	10	with	with	ADP
faba-258	3	11	regime	regime	NOUN
faba-258	3	12	one	one	NUM
faba-258	3	13	indicating	indicate	VERB
faba-258	3	14	low	low	ADJ
faba-258	3	15	liquidity	liquidity	NOUN
faba-258	3	16	volatility	volatility	NOUN
faba-258	3	17	and	and	CCONJ
faba-258	3	18	regime	regime	NOUN
faba-258	3	19	two	two	NUM
faba-258	3	20	indicating	indicate	VERB
faba-258	3	21	high	high	ADJ
faba-258	3	22	liquidity	liquidity	NOUN
faba-258	3	23	volatility	volatility	NOUN
faba-258	3	24	.	.	PUNCT
faba-258	4	1	findings	finding	NOUN
faba-258	4	2	:	:	PUNCT
faba-258	4	3	the	the	DET
faba-258	4	4	findings	finding	NOUN
faba-258	4	5	show	show	VERB
faba-258	4	6	that	that	SCONJ
faba-258	4	7	macroeconomic	macroeconomic	ADJ
faba-258	4	8	and	and	CCONJ
faba-258	4	9	bank	bank	NOUN
faba-258	4	10	-	-	PUNCT
faba-258	4	11	specific	specific	ADJ
faba-258	4	12	factors	factor	NOUN
faba-258	4	13	react	react	VERB
faba-258	4	14	differently	differently	ADV
faba-258	4	15	to	to	ADP
faba-258	4	16	liquidity	liquidity	NOUN
faba-258	4	17	based	base	VERB
faba-258	4	18	on	on	ADP
faba-258	4	19	market	market	NOUN
faba-258	4	20	conditions	condition	NOUN
faba-258	4	21	.	.	PUNCT
faba-258	5	1	gdp	gdp	NOUN
faba-258	5	2	growth	growth	NOUN
faba-258	5	3	has	have	VERB
faba-258	5	4	positive	positive	ADJ
faba-258	5	5	effects	effect	NOUN
faba-258	5	6	on	on	ADP
faba-258	5	7	bank	bank	NOUN
faba-258	5	8	liquidity	liquidity	NOUN
faba-258	5	9	in	in	ADP
faba-258	5	10	both	both	DET
faba-258	5	11	regimes	regime	NOUN
faba-258	5	12	,	,	PUNCT
faba-258	5	13	while	while	SCONJ
faba-258	5	14	exchange	exchange	NOUN
faba-258	5	15	rate	rate	NOUN
faba-258	5	16	risk	risk	NOUN
faba-258	5	17	,	,	PUNCT
faba-258	5	18	credit	credit	NOUN
faba-258	5	19	risk	risk	NOUN
faba-258	5	20	,	,	PUNCT
faba-258	5	21	and	and	CCONJ
faba-258	5	22	bank	bank	NOUN
faba-258	5	23	return	return	NOUN
faba-258	5	24	on	on	ADP
faba-258	5	25	equity	equity	NOUN
faba-258	5	26	have	have	VERB
faba-258	5	27	negative	negative	ADJ
faba-258	5	28	effects	effect	NOUN
faba-258	5	29	.	.	PUNCT
faba-258	6	1	inflation	inflation	NOUN
faba-258	6	2	has	have	VERB
faba-258	6	3	a	a	DET
faba-258	6	4	negative	negative	ADJ
faba-258	6	5	impact	impact	NOUN
faba-258	6	6	on	on	ADP
faba-258	6	7	liquidity	liquidity	NOUN
faba-258	6	8	in	in	ADP
faba-258	6	9	regime	regime	NOUN
faba-258	6	10	one	one	NUM
faba-258	6	11	and	and	CCONJ
faba-258	6	12	a	a	DET
faba-258	6	13	positive	positive	ADJ
faba-258	6	14	impact	impact	NOUN
faba-258	6	15	in	in	ADP
faba-258	6	16	regime	regime	NOUN
faba-258	6	17	two	two	NUM
faba-258	6	18	.	.	PUNCT
faba-258	7	1	bank	bank	NOUN
faba-258	7	2	size	size	NOUN
faba-258	7	3	has	have	VERB
faba-258	7	4	positive	positive	ADJ
faba-258	7	5	effects	effect	NOUN
faba-258	7	6	on	on	ADP
faba-258	7	7	liquidity	liquidity	NOUN
faba-258	7	8	in	in	ADP
faba-258	7	9	regime	regime	NOUN
faba-258	7	10	one	one	NUM
faba-258	7	11	and	and	CCONJ
faba-258	7	12	negative	negative	ADJ
faba-258	7	13	effects	effect	NOUN
faba-258	7	14	in	in	ADP
faba-258	7	15	regime	regime	NOUN
faba-258	7	16	two	two	NUM
faba-258	7	17	.	.	PUNCT
faba-258	8	1	practical	practical	ADJ
faba-258	8	2	implications	implication	NOUN
faba-258	8	3	:	:	PUNCT
faba-258	8	4	the	the	DET
faba-258	8	5	study	study	NOUN
faba-258	8	6	reveals	reveal	VERB
faba-258	8	7	the	the	DET
faba-258	8	8	interplay	interplay	NOUN
faba-258	8	9	between	between	ADP
faba-258	8	10	macroeconomic	macroeconomic	ADJ
faba-258	8	11	and	and	CCONJ
faba-258	8	12	bank	bank	NOUN
faba-258	8	13	-	-	PUNCT
faba-258	8	14	specific	specific	ADJ
faba-258	8	15	factors	factor	NOUN
faba-258	8	16	in	in	ADP
faba-258	8	17	shaping	shape	VERB
faba-258	8	18	bank	bank	NOUN
faba-258	8	19	liquidity	liquidity	NOUN
faba-258	8	20	,	,	PUNCT
faba-258	8	21	providing	provide	VERB
faba-258	8	22	insights	insight	NOUN
faba-258	8	23	for	for	ADP
faba-258	8	24	policymakers	policymaker	NOUN
faba-258	8	25	,	,	PUNCT
faba-258	8	26	bank	bank	NOUN
faba-258	8	27	management	management	NOUN
faba-258	8	28	,	,	PUNCT
faba-258	8	29	and	and	CCONJ
faba-258	8	30	investors	investor	NOUN
faba-258	8	31	to	to	PART
faba-258	8	32	respond	respond	VERB
faba-258	8	33	to	to	ADP
faba-258	8	34	liquidity	liquidity	NOUN
faba-258	8	35	dynamics	dynamic	NOUN
faba-258	8	36	during	during	ADP
faba-258	8	37	economic	economic	ADJ
faba-258	8	38	fluctuations	fluctuation	NOUN
faba-258	8	39	.	.	PUNCT
faba-258	9	1	originality	originality	NOUN
faba-258	9	2	/	/	SYM
faba-258	9	3	value	value	NOUN
faba-258	9	4	:	:	PUNCT
faba-258	9	5	the	the	DET
faba-258	9	6	msm	msm	NOUN
faba-258	9	7	-	-	PUNCT
faba-258	9	8	var	var	NOUN
faba-258	9	9	approach	approach	NOUN
faba-258	9	10	analyzes	analyze	VERB
faba-258	9	11	south	south	ADJ
faba-258	9	12	african	african	ADJ
faba-258	9	13	banking	banking	NOUN
faba-258	9	14	sector	sector	NOUN
faba-258	9	15	liquidity	liquidity	NOUN
faba-258	9	16	dynamics	dynamic	NOUN
faba-258	9	17	,	,	PUNCT
faba-258	9	18	providing	provide	VERB
faba-258	9	19	insights	insight	NOUN
faba-258	9	20	for	for	ADP
faba-258	9	21	policymakers	policymaker	NOUN
faba-258	9	22	,	,	PUNCT
faba-258	9	23	financial	financial	ADJ
faba-258	9	24	institutions	institution	NOUN
faba-258	9	25	,	,	PUNCT
faba-258	9	26	and	and	CCONJ
faba-258	9	27	investors	investor	NOUN
faba-258	9	28	to	to	PART
faba-258	9	29	improve	improve	VERB
faba-258	9	30	liquidity	liquidity	NOUN
faba-258	9	31	management	management	NOUN
faba-258	9	32	strategies	strategy	NOUN
faba-258	9	33	.	.	PUNCT
faba-258	10	1	paper	paper	NOUN
faba-258	10	2	type	type	NOUN
faba-258	10	3	:	:	PUNCT
faba-258	10	4	research	research	NOUN
faba-258	10	5	paper	paper	NOUN
faba-258	10	6	.	.	PUNCT
faba-258	11	1	keywords	keyword	NOUN
faba-258	11	2	:	:	PUNCT
faba-258	11	3	bank	bank	NOUN
faba-258	11	4	liquidity	liquidity	NOUN
faba-258	11	5	,	,	PUNCT
faba-258	11	6	macroeconomic	macroeconomic	ADJ
faba-258	11	7	factors	factor	NOUN
faba-258	11	8	,	,	PUNCT
faba-258	11	9	bank	bank	NOUN
faba-258	11	10	-	-	PUNCT
faba-258	11	11	specific	specific	ADJ
faba-258	11	12	factors	factor	NOUN
faba-258	11	13	,	,	PUNCT
faba-258	11	14	msm	msm	NOUN
faba-258	11	15	-	-	PUNCT
faba-258	11	16	var	var	NOUN
faba-258	11	17	jel	jel	PROPN
faba-258	11	18	:	:	PUNCT
faba-258	11	19	f65	f65	NOUN
faba-258	11	20	,	,	PUNCT
faba-258	11	21	g21	g21	PROPN
faba-258	11	22	,	,	PUNCT
faba-258	11	23	g32	g32	NOUN
faba-258	11	24	*	*	PUNCT
faba-258	11	25	address	address	NOUN
faba-258	11	26	correspondence	correspondence	NOUN
faba-258	11	27	:	:	PUNCT
faba-258	11	28	e	e	X
faba-258	11	29	-	-	NOUN
faba-258	11	30	mail	mail	NOUN
faba-258	11	31	:	:	PUNCT
faba-258	11	32	kanye.pamba@gmail.com	kanye.pamba@gmail.com	X
faba-258	11	33	http://faba.bg/	http://faba.bg/	PROPN
faba-258	11	34	https://doi.org/10.37075/faba.2025.1.05	https://doi.org/10.37075/faba.2025.1.05	PROPN
faba-258	11	35	https://orcid.org/0000-0002-1911-5671	https://orcid.org/0000-0002-1911-5671	VERB
faba-258	11	36	dumisani	dumisani	ADJ
faba-258	11	37	pamba	pamba	NOUN
faba-258	11	38	/	/	SYM
faba-258	11	39	finance	finance	NOUN
faba-258	11	40	,	,	PUNCT
faba-258	11	41	accounting	accounting	NOUN
faba-258	11	42	and	and	CCONJ
faba-258	11	43	business	business	NOUN
faba-258	11	44	analysis	analysis	NOUN
faba-258	11	45	,	,	PUNCT
faba-258	11	46	volume	volume	NOUN
faba-258	11	47	7	7	NUM
faba-258	11	48	,	,	PUNCT
faba-258	11	49	issue	issue	NOUN
faba-258	11	50	1	1	NUM
faba-258	11	51	,	,	PUNCT
faba-258	11	52	2025	2025	NUM
faba-258	11	53	57	57	NUM
faba-258	11	54	introduction	introduction	NOUN
faba-258	11	55	bank	bank	NOUN
faba-258	11	56	liquidity	liquidity	NOUN
faba-258	11	57	is	be	AUX
faba-258	11	58	crucial	crucial	ADJ
faba-258	11	59	for	for	ADP
faba-258	11	60	financial	financial	ADJ
faba-258	11	61	stability	stability	NOUN
faba-258	11	62	in	in	ADP
faba-258	11	63	emerging	emerge	VERB
faba-258	11	64	economies	economy	NOUN
faba-258	11	65	like	like	ADP
faba-258	11	66	south	south	PROPN
faba-258	11	67	africa	africa	PROPN
faba-258	11	68	.	.	PUNCT
faba-258	12	1	moussa	moussa	PROPN
faba-258	12	2	and	and	CCONJ
faba-258	12	3	trabelsi	trabelsi	NOUN
faba-258	12	4	(	(	PUNCT
faba-258	12	5	2023	2023	NUM
faba-258	12	6	)	)	PUNCT
faba-258	12	7	define	define	VERB
faba-258	12	8	liquidity	liquidity	NOUN
faba-258	12	9	as	as	ADP
faba-258	12	10	an	an	DET
faba-258	12	11	institution	institution	NOUN
faba-258	12	12	's	's	PART
faba-258	12	13	capacity	capacity	NOUN
faba-258	12	14	to	to	PART
faba-258	12	15	fund	fund	VERB
faba-258	12	16	assets	asset	NOUN
faba-258	12	17	and	and	CCONJ
faba-258	12	18	meet	meet	VERB
faba-258	12	19	financial	financial	ADJ
faba-258	12	20	obligations	obligation	NOUN
faba-258	12	21	.	.	PUNCT
faba-258	13	1	as	as	SCONJ
faba-258	13	2	stated	state	VERB
faba-258	13	3	by	by	ADP
faba-258	13	4	molefe	molefe	NOUN
faba-258	13	5	and	and	CCONJ
faba-258	13	6	muzindutsi	muzindutsi	PROPN
faba-258	13	7	(	(	PUNCT
faba-258	13	8	2016	2016	NUM
faba-258	13	9	)	)	PUNCT
faba-258	13	10	,	,	PUNCT
faba-258	13	11	banks	bank	NOUN
faba-258	13	12	serve	serve	VERB
faba-258	13	13	as	as	ADP
faba-258	13	14	economic	economic	ADJ
faba-258	13	15	intermediaries	intermediary	NOUN
faba-258	13	16	by	by	ADP
faba-258	13	17	accepting	accept	VERB
faba-258	13	18	deposits	deposit	NOUN
faba-258	13	19	from	from	ADP
faba-258	13	20	individuals	individual	NOUN
faba-258	13	21	,	,	PUNCT
faba-258	13	22	companies	company	NOUN
faba-258	13	23	,	,	PUNCT
faba-258	13	24	financial	financial	ADJ
faba-258	13	25	institutions	institution	NOUN
faba-258	13	26	,	,	PUNCT
faba-258	13	27	and	and	CCONJ
faba-258	13	28	governments	government	NOUN
faba-258	13	29	with	with	ADP
faba-258	13	30	excess	excess	ADJ
faba-258	13	31	savings	saving	NOUN
faba-258	13	32	.	.	PUNCT
faba-258	14	1	it	it	PRON
faba-258	14	2	is	be	AUX
faba-258	14	3	essential	essential	ADJ
faba-258	14	4	that	that	SCONJ
faba-258	14	5	bank	bank	NOUN
faba-258	14	6	assets	asset	NOUN
faba-258	14	7	can	can	AUX
faba-258	14	8	be	be	AUX
faba-258	14	9	converted	convert	VERB
faba-258	14	10	into	into	ADP
faba-258	14	11	cash	cash	NOUN
faba-258	14	12	promptly	promptly	ADV
faba-258	14	13	to	to	PART
faba-258	14	14	satisfy	satisfy	VERB
faba-258	14	15	these	these	DET
faba-258	14	16	demands	demand	NOUN
faba-258	14	17	(	(	PUNCT
faba-258	14	18	van	van	PROPN
faba-258	14	19	schalkwyk	schalkwyk	NOUN
faba-258	14	20	and	and	CCONJ
faba-258	14	21	witbooi	witbooi	NOUN
faba-258	14	22	2017	2017	NUM
faba-258	14	23	)	)	PUNCT
faba-258	14	24	.	.	PUNCT
faba-258	15	1	the	the	DET
faba-258	15	2	literature	literature	NOUN
faba-258	15	3	on	on	ADP
faba-258	15	4	macroeconomic	macroeconomic	ADJ
faba-258	15	5	and	and	CCONJ
faba-258	15	6	bank	bank	NOUN
faba-258	15	7	-	-	PUNCT
faba-258	15	8	specific	specific	ADJ
faba-258	15	9	factors	factor	NOUN
faba-258	15	10	affecting	affect	VERB
faba-258	15	11	bank	bank	NOUN
faba-258	15	12	liquidity	liquidity	NOUN
faba-258	15	13	across	across	ADP
faba-258	15	14	various	various	ADJ
faba-258	15	15	countries	country	NOUN
faba-258	15	16	presents	present	VERB
faba-258	15	17	a	a	DET
faba-258	15	18	range	range	NOUN
faba-258	15	19	of	of	ADP
faba-258	15	20	findings	finding	NOUN
faba-258	15	21	,	,	PUNCT
faba-258	15	22	emphasizing	emphasize	VERB
faba-258	15	23	both	both	DET
faba-258	15	24	commonalities	commonality	NOUN
faba-258	15	25	and	and	CCONJ
faba-258	15	26	differences	difference	NOUN
faba-258	15	27	in	in	ADP
faba-258	15	28	liquidity	liquidity	NOUN
faba-258	15	29	determinants	determinant	NOUN
faba-258	15	30	across	across	ADP
faba-258	15	31	regions	region	NOUN
faba-258	15	32	.	.	PUNCT
faba-258	16	1	many	many	ADJ
faba-258	16	2	studies	study	NOUN
faba-258	16	3	concur	concur	VERB
faba-258	16	4	that	that	SCONJ
faba-258	16	5	bank	bank	NOUN
faba-258	16	6	-	-	PUNCT
faba-258	16	7	specific	specific	ADJ
faba-258	16	8	factors	factor	NOUN
faba-258	16	9	,	,	PUNCT
faba-258	16	10	such	such	ADJ
faba-258	16	11	as	as	ADP
faba-258	16	12	capital	capital	NOUN
faba-258	16	13	adequacy	adequacy	NOUN
faba-258	16	14	,	,	PUNCT
faba-258	16	15	non	non	ADJ
faba-258	16	16	-	-	ADJ
faba-258	16	17	performing	performing	ADJ
faba-258	16	18	loans	loan	NOUN
faba-258	16	19	(	(	PUNCT
faba-258	16	20	npl	npl	NOUN
faba-258	16	21	)	)	PUNCT
faba-258	16	22	,	,	PUNCT
faba-258	16	23	bank	bank	NOUN
faba-258	16	24	size	size	NOUN
faba-258	16	25	,	,	PUNCT
faba-258	16	26	and	and	CCONJ
faba-258	16	27	profitability	profitability	NOUN
faba-258	16	28	,	,	PUNCT
faba-258	16	29	significantly	significantly	ADV
faba-258	16	30	influence	influence	VERB
faba-258	16	31	liquidity	liquidity	NOUN
faba-258	16	32	.	.	PUNCT
faba-258	17	1	for	for	ADP
faba-258	17	2	instance	instance	NOUN
faba-258	17	3	,	,	PUNCT
faba-258	17	4	ebenezer	ebenezer	PROPN
faba-258	17	5	et	et	PROPN
faba-258	17	6	al	al	PROPN
faba-258	17	7	.	.	PROPN
faba-258	18	1	(	(	PUNCT
faba-258	18	2	2017	2017	NUM
faba-258	18	3	)	)	PUNCT
faba-258	18	4	and	and	CCONJ
faba-258	18	5	mashamba	mashamba	ADJ
faba-258	18	6	(	(	PUNCT
faba-258	18	7	2014	2014	NUM
faba-258	18	8	)	)	PUNCT
faba-258	18	9	find	find	VERB
faba-258	18	10	that	that	SCONJ
faba-258	18	11	capital	capital	NOUN
faba-258	18	12	adequacy	adequacy	NOUN
faba-258	18	13	positively	positively	ADV
faba-258	18	14	impacts	impact	VERB
faba-258	18	15	bank	bank	NOUN
faba-258	18	16	liquidity	liquidity	NOUN
faba-258	18	17	,	,	PUNCT
faba-258	18	18	while	while	SCONJ
faba-258	18	19	npl	npl	NOUN
faba-258	18	20	has	have	VERB
faba-258	18	21	a	a	DET
faba-258	18	22	negative	negative	ADJ
faba-258	18	23	effect	effect	NOUN
faba-258	18	24	.	.	PUNCT
faba-258	19	1	similarly	similarly	ADV
faba-258	19	2	,	,	PUNCT
faba-258	19	3	mdaghri	mdaghri	PROPN
faba-258	19	4	and	and	CCONJ
faba-258	19	5	oubdi	oubdi	NOUN
faba-258	19	6	(	(	PUNCT
faba-258	19	7	2022	2022	NUM
faba-258	19	8	)	)	PUNCT
faba-258	19	9	highlight	highlight	VERB
faba-258	19	10	the	the	DET
faba-258	19	11	positive	positive	ADJ
faba-258	19	12	influence	influence	NOUN
faba-258	19	13	of	of	ADP
faba-258	19	14	capital	capital	NOUN
faba-258	19	15	and	and	CCONJ
faba-258	19	16	bank	bank	NOUN
faba-258	19	17	size	size	NOUN
faba-258	19	18	on	on	ADP
faba-258	19	19	liquidity	liquidity	NOUN
faba-258	19	20	creation	creation	NOUN
faba-258	19	21	.	.	PUNCT
faba-258	20	1	tahir	tahir	PROPN
faba-258	20	2	et	et	PROPN
faba-258	20	3	al	al	PROPN
faba-258	20	4	.	.	PROPN
faba-258	20	5	(	(	PUNCT
faba-258	20	6	2023	2023	NUM
faba-258	20	7	)	)	PUNCT
faba-258	20	8	and	and	CCONJ
faba-258	20	9	singh	singh	PROPN
faba-258	20	10	and	and	CCONJ
faba-258	20	11	sharma	sharma	PROPN
faba-258	20	12	(	(	PUNCT
faba-258	20	13	2016	2016	NUM
faba-258	20	14	)	)	PUNCT
faba-258	20	15	also	also	ADV
faba-258	20	16	identify	identify	VERB
faba-258	20	17	profitability	profitability	NOUN
faba-258	20	18	and	and	CCONJ
faba-258	20	19	capital	capital	NOUN
faba-258	20	20	adequacy	adequacy	NOUN
faba-258	20	21	as	as	ADP
faba-258	20	22	key	key	ADJ
faba-258	20	23	drivers	driver	NOUN
faba-258	20	24	of	of	ADP
faba-258	20	25	liquidity	liquidity	NOUN
faba-258	20	26	,	,	PUNCT
faba-258	20	27	noting	note	VERB
faba-258	20	28	that	that	SCONJ
faba-258	20	29	profitability	profitability	NOUN
faba-258	20	30	has	have	VERB
faba-258	20	31	a	a	DET
faba-258	20	32	positive	positive	ADJ
faba-258	20	33	impact	impact	NOUN
faba-258	20	34	.	.	PUNCT
faba-258	21	1	al	al	PROPN
faba-258	21	2	-	-	PUNCT
faba-258	21	3	qudah	qudah	PROPN
faba-258	21	4	(	(	PUNCT
faba-258	21	5	2020	2020	NUM
faba-258	21	6	)	)	PUNCT
faba-258	21	7	and	and	CCONJ
faba-258	21	8	antony	antony	PROPN
faba-258	21	9	(	(	PUNCT
faba-258	21	10	2023	2023	NUM
faba-258	21	11	)	)	PUNCT
faba-258	21	12	demonstrate	demonstrate	VERB
faba-258	21	13	that	that	SCONJ
faba-258	21	14	deposit	deposit	NOUN
faba-258	21	15	growth	growth	NOUN
faba-258	21	16	positively	positively	ADV
faba-258	21	17	influences	influence	VERB
faba-258	21	18	liquidity	liquidity	NOUN
faba-258	21	19	,	,	PUNCT
faba-258	21	20	whereas	whereas	SCONJ
faba-258	21	21	npl	npl	PROPN
faba-258	21	22	and	and	CCONJ
faba-258	21	23	bank	bank	NOUN
faba-258	21	24	size	size	NOUN
faba-258	21	25	negatively	negatively	ADV
faba-258	21	26	affect	affect	VERB
faba-258	21	27	it	it	PRON
faba-258	21	28	.	.	PUNCT
faba-258	22	1	regarding	regard	VERB
faba-258	22	2	macroeconomic	macroeconomic	ADJ
faba-258	22	3	factors	factor	NOUN
faba-258	22	4	,	,	PUNCT
faba-258	22	5	tahir	tahir	PROPN
faba-258	22	6	et	et	PROPN
faba-258	22	7	al	al	PROPN
faba-258	22	8	.	.	PROPN
faba-258	22	9	(	(	PUNCT
faba-258	22	10	2023	2023	NUM
faba-258	22	11	)	)	PUNCT
faba-258	22	12	found	find	VERB
faba-258	22	13	no	no	DET
faba-258	22	14	significant	significant	ADJ
faba-258	22	15	relationship	relationship	NOUN
faba-258	22	16	between	between	ADP
faba-258	22	17	gdp	gdp	NOUN
faba-258	22	18	and	and	CCONJ
faba-258	22	19	islamic	islamic	PROPN
faba-258	22	20	bank	bank	PROPN
faba-258	22	21	liquidity	liquidity	NOUN
faba-258	22	22	,	,	PUNCT
faba-258	22	23	while	while	SCONJ
faba-258	22	24	singh	singh	PROPN
faba-258	22	25	and	and	CCONJ
faba-258	22	26	sharma	sharma	PROPN
faba-258	22	27	(	(	PUNCT
faba-258	22	28	2016	2016	NUM
faba-258	22	29	)	)	PUNCT
faba-258	22	30	report	report	VERB
faba-258	22	31	a	a	DET
faba-258	22	32	positive	positive	ADJ
faba-258	22	33	relationship	relationship	NOUN
faba-258	22	34	between	between	ADP
faba-258	22	35	inflation	inflation	NOUN
faba-258	22	36	and	and	CCONJ
faba-258	22	37	liquidity	liquidity	NOUN
faba-258	22	38	.	.	PUNCT
faba-258	23	1	these	these	DET
faba-258	23	2	findings	finding	NOUN
faba-258	23	3	highlight	highlight	VERB
faba-258	23	4	the	the	DET
faba-258	23	5	importance	importance	NOUN
faba-258	23	6	of	of	ADP
faba-258	23	7	considering	consider	VERB
faba-258	23	8	a	a	DET
faba-258	23	9	range	range	NOUN
faba-258	23	10	of	of	ADP
faba-258	23	11	factors	factor	NOUN
faba-258	23	12	when	when	SCONJ
faba-258	23	13	analyzing	analyze	VERB
faba-258	23	14	liquidity	liquidity	NOUN
faba-258	23	15	creation	creation	NOUN
faba-258	23	16	within	within	ADP
faba-258	23	17	the	the	DET
faba-258	23	18	banking	banking	NOUN
faba-258	23	19	sector	sector	NOUN
faba-258	23	20	.	.	PUNCT
faba-258	24	1	south	south	PROPN
faba-258	24	2	africa	africa	PROPN
faba-258	24	3	has	have	VERB
faba-258	24	4	one	one	NUM
faba-258	24	5	of	of	ADP
faba-258	24	6	the	the	DET
faba-258	24	7	most	most	ADV
faba-258	24	8	advanced	advanced	ADJ
faba-258	24	9	and	and	CCONJ
faba-258	24	10	liquid	liquid	ADJ
faba-258	24	11	financial	financial	ADJ
faba-258	24	12	markets	market	NOUN
faba-258	24	13	in	in	ADP
faba-258	24	14	africa	africa	PROPN
faba-258	24	15	,	,	PUNCT
faba-258	24	16	supported	support	VERB
faba-258	24	17	by	by	ADP
faba-258	24	18	impartial	impartial	ADJ
faba-258	24	19	policy	policy	NOUN
faba-258	24	20	formation	formation	NOUN
faba-258	24	21	,	,	PUNCT
faba-258	24	22	a	a	DET
faba-258	24	23	diverse	diverse	ADJ
faba-258	24	24	economy	economy	NOUN
faba-258	24	25	,	,	PUNCT
faba-258	24	26	and	and	CCONJ
faba-258	24	27	robust	robust	ADJ
faba-258	24	28	financial	financial	ADJ
faba-258	24	29	institutions	institution	NOUN
faba-258	24	30	(	(	PUNCT
faba-258	24	31	imf	imf	PROPN
faba-258	24	32	2022	2022	NUM
faba-258	24	33	)	)	PUNCT
faba-258	24	34	.	.	PUNCT
faba-258	25	1	corporate	corporate	ADJ
faba-258	25	2	and	and	CCONJ
faba-258	25	3	institutional	institutional	ADJ
faba-258	25	4	deposits	deposit	NOUN
faba-258	25	5	dominate	dominate	VERB
faba-258	25	6	the	the	DET
faba-258	25	7	funding	funding	NOUN
faba-258	25	8	base	base	NOUN
faba-258	25	9	,	,	PUNCT
faba-258	25	10	contributing	contribute	VERB
faba-258	25	11	over	over	ADP
faba-258	25	12	70	70	NUM
faba-258	25	13	%	%	NOUN
faba-258	25	14	of	of	ADP
faba-258	25	15	total	total	ADJ
faba-258	25	16	funding	funding	NOUN
faba-258	25	17	,	,	PUNCT
faba-258	25	18	while	while	SCONJ
faba-258	25	19	retail	retail	ADJ
faba-258	25	20	deposits	deposit	NOUN
faba-258	25	21	play	play	VERB
faba-258	25	22	a	a	DET
faba-258	25	23	modest	modest	ADJ
faba-258	25	24	role	role	NOUN
faba-258	25	25	(	(	PUNCT
faba-258	25	26	imf	imf	PROPN
faba-258	25	27	2022	2022	NUM
faba-258	25	28	)	)	PUNCT
faba-258	25	29	.	.	PUNCT
faba-258	26	1	nevertheless	nevertheless	ADV
faba-258	26	2	,	,	PUNCT
faba-258	26	3	the	the	DET
faba-258	26	4	south	south	ADJ
faba-258	26	5	african	african	ADJ
faba-258	26	6	economy	economy	NOUN
faba-258	26	7	faces	face	VERB
faba-258	26	8	significant	significant	ADJ
faba-258	26	9	macroeconomic	macroeconomic	ADJ
faba-258	26	10	challenges	challenge	NOUN
faba-258	26	11	that	that	PRON
faba-258	26	12	threaten	threaten	VERB
faba-258	26	13	its	its	PRON
faba-258	26	14	banking	banking	NOUN
faba-258	26	15	sector	sector	NOUN
faba-258	26	16	's	's	PART
faba-258	26	17	stability	stability	NOUN
faba-258	26	18	and	and	CCONJ
faba-258	26	19	liquidity	liquidity	NOUN
faba-258	26	20	.	.	PUNCT
faba-258	27	1	over	over	ADP
faba-258	27	2	the	the	DET
faba-258	27	3	last	last	ADJ
faba-258	27	4	decade	decade	NOUN
faba-258	27	5	,	,	PUNCT
faba-258	27	6	economic	economic	ADJ
faba-258	27	7	growth	growth	NOUN
faba-258	27	8	has	have	AUX
faba-258	27	9	steadily	steadily	ADV
faba-258	27	10	declined	decline	VERB
faba-258	27	11	(	(	PUNCT
faba-258	27	12	sarb	sarb	X
faba-258	27	13	2020	2020	NUM
faba-258	27	14	)	)	PUNCT
faba-258	27	15	.	.	PUNCT
faba-258	28	1	structural	structural	ADJ
faba-258	28	2	constraints	constraint	NOUN
faba-258	28	3	such	such	ADJ
faba-258	28	4	as	as	ADP
faba-258	28	5	infrastructure	infrastructure	NOUN
faba-258	28	6	bottlenecks	bottleneck	NOUN
faba-258	28	7	and	and	CCONJ
faba-258	28	8	low	low	ADJ
faba-258	28	9	productivity	productivity	NOUN
faba-258	28	10	have	have	AUX
faba-258	28	11	hindered	hinder	VERB
faba-258	28	12	post	post	ADJ
faba-258	28	13	-	-	ADJ
faba-258	28	14	pandemic	pandemic	ADJ
faba-258	28	15	recovery	recovery	NOUN
faba-258	28	16	,	,	PUNCT
faba-258	28	17	keeping	keep	VERB
faba-258	28	18	gdp	gdp	NOUN
faba-258	28	19	growth	growth	NOUN
faba-258	28	20	below	below	ADP
faba-258	28	21	potential	potential	ADJ
faba-258	28	22	levels	level	NOUN
faba-258	28	23	(	(	PUNCT
faba-258	28	24	world	world	PROPN
faba-258	28	25	bank	bank	PROPN
faba-258	28	26	2024	2024	NUM
faba-258	28	27	)	)	PUNCT
faba-258	28	28	.	.	PUNCT
faba-258	29	1	the	the	DET
faba-258	29	2	nation	nation	NOUN
faba-258	29	3	faces	face	VERB
faba-258	29	4	stark	stark	ADJ
faba-258	29	5	inequality	inequality	NOUN
faba-258	29	6	,	,	PUNCT
faba-258	29	7	evidenced	evidence	VERB
faba-258	29	8	by	by	ADP
faba-258	29	9	a	a	DET
faba-258	29	10	gini	gini	PROPN
faba-258	29	11	coefficient	coefficient	NOUN
faba-258	29	12	of	of	ADP
faba-258	29	13	0.67	0.67	NUM
faba-258	29	14	,	,	PUNCT
faba-258	29	15	one	one	NUM
faba-258	29	16	of	of	ADP
faba-258	29	17	the	the	DET
faba-258	29	18	highest	high	ADJ
faba-258	29	19	globally	globally	ADV
faba-258	29	20	(	(	PUNCT
faba-258	29	21	world	world	NOUN
faba-258	29	22	bank	bank	PROPN
faba-258	29	23	2024	2024	NUM
faba-258	29	24	)	)	PUNCT
faba-258	29	25	.	.	PUNCT
faba-258	30	1	additionally	additionally	ADV
faba-258	30	2	,	,	PUNCT
faba-258	30	3	high	high	ADJ
faba-258	30	4	unemployment	unemployment	NOUN
faba-258	30	5	,	,	PUNCT
faba-258	30	6	poor	poor	ADJ
faba-258	30	7	educational	educational	ADJ
faba-258	30	8	outcomes	outcome	NOUN
faba-258	30	9	,	,	PUNCT
faba-258	30	10	stagnating	stagnate	VERB
faba-258	30	11	manufacturing	manufacturing	NOUN
faba-258	30	12	output	output	NOUN
faba-258	30	13	,	,	PUNCT
faba-258	30	14	and	and	CCONJ
faba-258	30	15	declining	decline	VERB
faba-258	30	16	export	export	NOUN
faba-258	30	17	volumes	volume	NOUN
faba-258	30	18	exacerbate	exacerbate	VERB
faba-258	30	19	the	the	DET
faba-258	30	20	economic	economic	ADJ
faba-258	30	21	strain	strain	NOUN
faba-258	30	22	(	(	PUNCT
faba-258	30	23	sarb	sarb	X
faba-258	30	24	2020	2020	NUM
faba-258	30	25	)	)	PUNCT
faba-258	30	26	.	.	PUNCT
faba-258	31	1	given	give	VERB
faba-258	31	2	these	these	DET
faba-258	31	3	challenges	challenge	NOUN
faba-258	31	4	,	,	PUNCT
faba-258	31	5	a	a	DET
faba-258	31	6	significant	significant	ADJ
faba-258	31	7	gap	gap	NOUN
faba-258	31	8	exists	exist	VERB
faba-258	31	9	in	in	ADP
faba-258	31	10	understanding	understand	VERB
faba-258	31	11	how	how	SCONJ
faba-258	31	12	macroeconomic	macroeconomic	ADJ
faba-258	31	13	factors	factor	NOUN
faba-258	31	14	—	—	PUNCT
faba-258	31	15	such	such	ADJ
faba-258	31	16	as	as	ADP
faba-258	31	17	slowing	slow	VERB
faba-258	31	18	growth	growth	NOUN
faba-258	31	19	,	,	PUNCT
faba-258	31	20	fiscal	fiscal	ADJ
faba-258	31	21	constraints	constraint	NOUN
faba-258	31	22	,	,	PUNCT
faba-258	31	23	and	and	CCONJ
faba-258	31	24	structural	structural	ADJ
faba-258	31	25	inefficiencies	inefficiency	NOUN
faba-258	31	26	—	—	PUNCT
faba-258	31	27	interact	interact	VERB
faba-258	31	28	with	with	ADP
faba-258	31	29	bank	bank	NOUN
faba-258	31	30	-	-	PUNCT
faba-258	31	31	specific	specific	ADJ
faba-258	31	32	factors	factor	NOUN
faba-258	31	33	like	like	ADP
faba-258	31	34	funding	funding	NOUN
faba-258	31	35	structures	structure	NOUN
faba-258	31	36	,	,	PUNCT
faba-258	31	37	risk	risk	NOUN
faba-258	31	38	management	management	NOUN
faba-258	31	39	,	,	PUNCT
faba-258	31	40	and	and	CCONJ
faba-258	31	41	asset	asset	NOUN
faba-258	31	42	quality	quality	NOUN
faba-258	31	43	to	to	PART
faba-258	31	44	affect	affect	VERB
faba-258	31	45	bank	bank	NOUN
faba-258	31	46	liquidity	liquidity	NOUN
faba-258	31	47	.	.	PUNCT
faba-258	32	1	while	while	SCONJ
faba-258	32	2	prior	prior	ADJ
faba-258	32	3	research	research	NOUN
faba-258	32	4	has	have	AUX
faba-258	32	5	examined	examine	VERB
faba-258	32	6	the	the	DET
faba-258	32	7	relationship	relationship	NOUN
faba-258	32	8	between	between	ADP
faba-258	32	9	economic	economic	ADJ
faba-258	32	10	growth	growth	NOUN
faba-258	32	11	and	and	CCONJ
faba-258	32	12	banking	banking	NOUN
faba-258	32	13	resilience	resilience	NOUN
faba-258	32	14	(	(	PUNCT
faba-258	32	15	sambaza	sambaza	NOUN
faba-258	32	16	2016	2016	NUM
faba-258	32	17	)	)	PUNCT
faba-258	32	18	,	,	PUNCT
faba-258	32	19	the	the	DET
faba-258	32	20	asymmetric	asymmetric	ADJ
faba-258	32	21	effects	effect	NOUN
faba-258	32	22	of	of	ADP
faba-258	32	23	these	these	DET
faba-258	32	24	variables	variable	NOUN
faba-258	32	25	in	in	ADP
faba-258	32	26	south	south	PROPN
faba-258	32	27	africa	africa	PROPN
faba-258	32	28	’s	’s	PART
faba-258	32	29	distinct	distinct	ADJ
faba-258	32	30	socio	socio	NOUN
faba-258	32	31	-	-	PUNCT
faba-258	32	32	economic	economic	ADJ
faba-258	32	33	context	context	NOUN
faba-258	32	34	have	have	AUX
faba-258	32	35	received	receive	VERB
faba-258	32	36	limited	limited	ADJ
faba-258	32	37	attention	attention	NOUN
faba-258	32	38	.	.	PUNCT
faba-258	33	1	there	there	PRON
faba-258	33	2	is	be	VERB
faba-258	33	3	limited	limited	ADJ
faba-258	33	4	research	research	NOUN
faba-258	33	5	on	on	ADP
faba-258	33	6	the	the	DET
faba-258	33	7	specific	specific	ADJ
faba-258	33	8	impact	impact	NOUN
faba-258	33	9	of	of	ADP
faba-258	33	10	macroeconomic	macroeconomic	ADJ
faba-258	33	11	and	and	CCONJ
faba-258	33	12	bank	bank	NOUN
faba-258	33	13	-	-	PUNCT
faba-258	33	14	specific	specific	ADJ
faba-258	33	15	factors	factor	NOUN
faba-258	33	16	on	on	ADP
faba-258	33	17	bank	bank	NOUN
faba-258	33	18	liquidity	liquidity	NOUN
faba-258	33	19	in	in	ADP
faba-258	33	20	south	south	PROPN
faba-258	33	21	africa	africa	PROPN
faba-258	33	22	.	.	PUNCT
faba-258	34	1	luvuno	luvuno	ADJ
faba-258	34	2	(	(	PUNCT
faba-258	34	3	2018	2018	NUM
faba-258	34	4	)	)	PUNCT
faba-258	34	5	found	find	VERB
faba-258	34	6	that	that	SCONJ
faba-258	34	7	gdp	gdp	NOUN
faba-258	34	8	and	and	CCONJ
faba-258	34	9	bank	bank	NOUN
faba-258	34	10	size	size	NOUN
faba-258	34	11	positively	positively	ADV
faba-258	34	12	influence	influence	NOUN
faba-258	34	13	liquidity	liquidity	NOUN
faba-258	34	14	,	,	PUNCT
faba-258	34	15	whereas	whereas	SCONJ
faba-258	34	16	non	non	ADJ
faba-258	34	17	-	-	ADJ
faba-258	34	18	performing	performing	ADJ
faba-258	34	19	loans	loan	NOUN
faba-258	34	20	and	and	CCONJ
faba-258	34	21	loan	loan	NOUN
faba-258	34	22	growth	growth	NOUN
faba-258	34	23	negatively	negatively	ADV
faba-258	34	24	affect	affect	VERB
faba-258	34	25	it	it	PRON
faba-258	34	26	.	.	PUNCT
faba-258	35	1	inflation	inflation	NOUN
faba-258	35	2	shows	show	VERB
faba-258	35	3	both	both	CCONJ
faba-258	35	4	positive	positive	ADJ
faba-258	35	5	and	and	CCONJ
faba-258	35	6	negative	negative	ADJ
faba-258	35	7	,	,	PUNCT
faba-258	35	8	though	though	SCONJ
faba-258	35	9	minimal	minimal	ADJ
faba-258	35	10	,	,	PUNCT
faba-258	35	11	effects	effect	NOUN
faba-258	35	12	on	on	ADP
faba-258	35	13	liquidity	liquidity	NOUN
faba-258	35	14	.	.	PUNCT
faba-258	36	1	umar	umar	PROPN
faba-258	36	2	and	and	CCONJ
faba-258	36	3	sun	sun	PROPN
faba-258	36	4	(	(	PUNCT
faba-258	36	5	2016	2016	NUM
faba-258	36	6	)	)	PUNCT
faba-258	36	7	analyzed	analyze	VERB
faba-258	36	8	brics	bric	NOUN
faba-258	36	9	countries	country	NOUN
faba-258	36	10	,	,	PUNCT
faba-258	36	11	including	include	VERB
faba-258	36	12	south	south	PROPN
faba-258	36	13	africa	africa	PROPN
faba-258	36	14	,	,	PUNCT
faba-258	37	1	and	and	CCONJ
faba-258	38	1	concluded	conclude	VERB
faba-258	38	2	that	that	SCONJ
faba-258	38	3	liquidity	liquidity	NOUN
faba-258	38	4	in	in	ADP
faba-258	38	5	brics	bric	NOUN
faba-258	38	6	banks	bank	NOUN
faba-258	38	7	is	be	AUX
faba-258	38	8	shaped	shape	VERB
faba-258	38	9	by	by	ADP
faba-258	38	10	macroeconomic	macroeconomic	ADJ
faba-258	38	11	factors	factor	NOUN
faba-258	38	12	such	such	ADJ
faba-258	38	13	as	as	ADP
faba-258	38	14	interest	interest	NOUN
faba-258	38	15	rates	rate	NOUN
faba-258	38	16	,	,	PUNCT
faba-258	38	17	inflation	inflation	NOUN
faba-258	38	18	rates	rate	NOUN
faba-258	38	19	,	,	PUNCT
faba-258	38	20	and	and	CCONJ
faba-258	38	21	national	national	ADJ
faba-258	38	22	savings	saving	NOUN
faba-258	38	23	rates	rate	NOUN
faba-258	38	24	.	.	PUNCT
faba-258	39	1	however	however	ADV
faba-258	39	2	,	,	PUNCT
faba-258	39	3	they	they	PRON
faba-258	39	4	found	find	VERB
faba-258	39	5	no	no	DET
faba-258	39	6	effect	effect	NOUN
faba-258	39	7	of	of	ADP
faba-258	39	8	bank	bank	NOUN
faba-258	39	9	size	size	NOUN
faba-258	39	10	on	on	ADP
faba-258	39	11	liquidity	liquidity	NOUN
faba-258	39	12	.	.	PUNCT
faba-258	40	1	while	while	SCONJ
faba-258	40	2	this	this	DET
faba-258	40	3	study	study	NOUN
faba-258	40	4	offers	offer	VERB
faba-258	40	5	a	a	DET
faba-258	40	6	broad	broad	ADJ
faba-258	40	7	perspective	perspective	NOUN
faba-258	40	8	on	on	ADP
faba-258	40	9	brics	bric	NOUN
faba-258	40	10	,	,	PUNCT
faba-258	40	11	it	it	PRON
faba-258	40	12	does	do	AUX
faba-258	40	13	not	not	PART
faba-258	40	14	address	address	VERB
faba-258	40	15	south	south	PROPN
faba-258	40	16	africa	africa	PROPN
faba-258	40	17	’s	’s	PART
faba-258	40	18	unique	unique	ADJ
faba-258	40	19	dual	dual	ADJ
faba-258	40	20	economy	economy	NOUN
faba-258	40	21	,	,	PUNCT
faba-258	40	22	structural	structural	ADJ
faba-258	40	23	constraints	constraint	NOUN
faba-258	40	24	,	,	PUNCT
faba-258	40	25	or	or	CCONJ
faba-258	40	26	the	the	DET
faba-258	40	27	asymmetric	asymmetric	ADJ
faba-258	40	28	effects	effect	NOUN
faba-258	40	29	of	of	ADP
faba-258	40	30	these	these	DET
faba-258	40	31	factors	factor	NOUN
faba-258	40	32	on	on	ADP
faba-258	40	33	its	its	PRON
faba-258	40	34	banking	banking	NOUN
faba-258	40	35	sector	sector	NOUN
faba-258	40	36	.	.	PUNCT
faba-258	41	1	a	a	DET
faba-258	41	2	linear	linear	ADJ
faba-258	41	3	model	model	NOUN
faba-258	41	4	is	be	AUX
faba-258	41	5	used	use	VERB
faba-258	41	6	in	in	ADP
faba-258	41	7	both	both	DET
faba-258	41	8	studies	study	NOUN
faba-258	41	9	,	,	PUNCT
faba-258	41	10	potentially	potentially	ADV
faba-258	41	11	simplifying	simplify	VERB
faba-258	41	12	the	the	DET
faba-258	41	13	relationships	relationship	NOUN
faba-258	41	14	between	between	ADP
faba-258	41	15	variables	variable	NOUN
faba-258	41	16	.	.	PUNCT
faba-258	42	1	it	it	PRON
faba-258	42	2	remains	remain	VERB
faba-258	42	3	unclear	unclear	ADJ
faba-258	42	4	how	how	SCONJ
faba-258	42	5	liquidity	liquidity	NOUN
faba-258	42	6	behaves	behave	VERB
faba-258	42	7	in	in	ADP
faba-258	42	8	non	non	ADJ
faba-258	42	9	-	-	ADJ
faba-258	42	10	linear	linear	ADJ
faba-258	42	11	dynamics	dynamic	NOUN
faba-258	42	12	and	and	CCONJ
faba-258	42	13	during	during	ADP
faba-258	42	14	regime	regime	NOUN
faba-258	42	15	switches	switch	NOUN
faba-258	42	16	between	between	ADP
faba-258	42	17	periods	period	NOUN
faba-258	42	18	of	of	ADP
faba-258	42	19	economic	economic	ADJ
faba-258	42	20	expansion	expansion	NOUN
faba-258	42	21	and	and	CCONJ
faba-258	42	22	contractions	contraction	NOUN
faba-258	42	23	.	.	PUNCT
faba-258	43	1	similarly	similarly	ADV
faba-258	43	2	,	,	PUNCT
faba-258	43	3	international	international	ADJ
faba-258	43	4	studies	study	NOUN
faba-258	43	5	often	often	ADV
faba-258	43	6	assume	assume	VERB
faba-258	43	7	a	a	DET
faba-258	43	8	linear	linear	ADJ
faba-258	43	9	relationship	relationship	NOUN
faba-258	43	10	.	.	PUNCT
faba-258	44	1	several	several	ADJ
faba-258	44	2	studies	study	NOUN
faba-258	44	3	have	have	AUX
faba-258	44	4	employed	employ	VERB
faba-258	44	5	panel	panel	NOUN
faba-258	44	6	data	datum	NOUN
faba-258	44	7	analysis	analysis	NOUN
faba-258	44	8	,	,	PUNCT
faba-258	44	9	using	use	VERB
faba-258	44	10	methods	method	NOUN
faba-258	44	11	such	such	ADJ
faba-258	44	12	as	as	ADP
faba-258	44	13	fixed	fix	VERB
faba-258	44	14	effects	effect	NOUN
faba-258	44	15	and	and	CCONJ
faba-258	44	16	random	random	ADJ
faba-258	44	17	effects	effect	NOUN
faba-258	44	18	models	model	NOUN
faba-258	44	19	(	(	PUNCT
faba-258	44	20	e.g.	e.g.	ADV
faba-258	44	21	,	,	PUNCT
faba-258	44	22	tahir	tahir	PROPN
faba-258	44	23	et	et	PROPN
faba-258	44	24	al	al	PROPN
faba-258	44	25	.	.	PROPN
faba-258	44	26	2023	2023	NUM
faba-258	44	27	;	;	PUNCT
faba-258	44	28	javid	javid	PROPN
faba-258	44	29	2016	2016	NUM
faba-258	44	30	;	;	PUNCT
faba-258	44	31	singh	singh	PROPN
faba-258	44	32	and	and	CCONJ
faba-258	44	33	sharma	sharma	PROPN
faba-258	44	34	2016	2016	NUM
faba-258	44	35	)	)	PUNCT
faba-258	44	36	.	.	PUNCT
faba-258	45	1	however	however	ADV
faba-258	45	2	,	,	PUNCT
faba-258	45	3	these	these	DET
faba-258	45	4	static	static	ADJ
faba-258	45	5	models	model	NOUN
faba-258	45	6	(	(	PUNCT
faba-258	45	7	e.g.	e.g.	ADV
faba-258	45	8	,	,	PUNCT
faba-258	45	9	ols	ol	NOUN
faba-258	45	10	,	,	PUNCT
faba-258	45	11	fixed	fix	VERB
faba-258	45	12	effects	effect	NOUN
faba-258	45	13	)	)	PUNCT
faba-258	45	14	are	be	AUX
faba-258	45	15	unable	unable	ADJ
faba-258	45	16	to	to	PART
faba-258	45	17	capture	capture	VERB
faba-258	45	18	structural	structural	ADJ
faba-258	45	19	breaks	break	NOUN
faba-258	45	20	or	or	CCONJ
faba-258	45	21	non	non	NOUN
faba-258	45	22	-	-	NOUN
faba-258	45	23	linearities	linearity	NOUN
faba-258	45	24	.	.	PUNCT
faba-258	46	1	in	in	ADP
faba-258	46	2	contrast	contrast	NOUN
faba-258	46	3	,	,	PUNCT
faba-258	46	4	msm	msm	NOUN
faba-258	46	5	-	-	PUNCT
faba-258	46	6	var	var	NOUN
faba-258	46	7	can	can	AUX
faba-258	46	8	effectively	effectively	ADV
faba-258	46	9	model	model	VERB
faba-258	46	10	non	non	ADJ
faba-258	46	11	-	-	ADJ
faba-258	46	12	linear	linear	ADJ
faba-258	46	13	effects	effect	NOUN
faba-258	46	14	,	,	PUNCT
faba-258	46	15	such	such	ADJ
faba-258	46	16	as	as	ADP
faba-258	46	17	liquidity	liquidity	NOUN
faba-258	46	18	responding	respond	VERB
faba-258	46	19	differently	differently	ADV
faba-258	46	20	to	to	ADP
faba-258	46	21	gdp	gdp	NOUN
faba-258	46	22	growth	growth	NOUN
faba-258	46	23	during	during	ADP
faba-258	46	24	economic	economic	ADJ
faba-258	46	25	expansions	expansion	NOUN
faba-258	46	26	and	and	CCONJ
faba-258	46	27	recessions	recession	NOUN
faba-258	46	28	.	.	PUNCT
faba-258	47	1	this	this	DET
faba-258	47	2	study	study	NOUN
faba-258	47	3	adds	add	VERB
faba-258	47	4	a	a	DET
faba-258	47	5	unique	unique	ADJ
faba-258	47	6	perspective	perspective	NOUN
faba-258	47	7	to	to	ADP
faba-258	47	8	the	the	DET
faba-258	47	9	literature	literature	NOUN
faba-258	47	10	.	.	PUNCT
faba-258	48	1	first	first	ADV
faba-258	48	2	,	,	PUNCT
faba-258	48	3	it	it	PRON
faba-258	48	4	analyses	analyse	VERB
faba-258	48	5	the	the	DET
faba-258	48	6	impact	impact	NOUN
faba-258	48	7	of	of	ADP
faba-258	48	8	macroeconomic	macroeconomic	ADJ
faba-258	48	9	and	and	CCONJ
faba-258	48	10	bank	bank	NOUN
faba-258	48	11	-	-	PUNCT
faba-258	48	12	specific	specific	ADJ
faba-258	48	13	factors	factor	NOUN
faba-258	48	14	on	on	ADP
faba-258	48	15	bank	bank	NOUN
faba-258	48	16	liquidity	liquidity	NOUN
faba-258	48	17	in	in	ADP
faba-258	48	18	south	south	PROPN
faba-258	48	19	africa	africa	PROPN
faba-258	48	20	,	,	PUNCT
faba-258	48	21	considering	consider	VERB
faba-258	48	22	how	how	SCONJ
faba-258	48	23	these	these	DET
faba-258	48	24	relationships	relationship	NOUN
faba-258	48	25	evolve	evolve	VERB
faba-258	48	26	under	under	ADP
faba-258	48	27	different	different	ADJ
faba-258	48	28	economic	economic	ADJ
faba-258	48	29	regimes	regime	NOUN
faba-258	48	30	.	.	PUNCT
faba-258	49	1	second	second	ADJ
faba-258	49	2	,	,	PUNCT
faba-258	49	3	it	it	PRON
faba-258	49	4	fills	fill	VERB
faba-258	49	5	a	a	DET
faba-258	49	6	methodological	methodological	ADJ
faba-258	49	7	gap	gap	NOUN
faba-258	49	8	:	:	PUNCT
faba-258	49	9	while	while	SCONJ
faba-258	49	10	several	several	ADJ
faba-258	49	11	studies	study	NOUN
faba-258	49	12	(	(	PUNCT
faba-258	49	13	e.g.	e.g.	ADV
faba-258	49	14	,	,	PUNCT
faba-258	49	15	mdaghri	mdaghri	NOUN
faba-258	49	16	and	and	CCONJ
faba-258	49	17	oubdi	oubdi	NOUN
faba-258	49	18	2022	2022	NUM
faba-258	49	19	)	)	PUNCT
faba-258	49	20	use	use	VERB
faba-258	49	21	advanced	advanced	ADJ
faba-258	49	22	econometric	econometric	ADJ
faba-258	49	23	techniques	technique	NOUN
faba-258	49	24	,	,	PUNCT
faba-258	49	25	the	the	DET
faba-258	49	26	markov	markov	NOUN
faba-258	49	27	-	-	PUNCT
faba-258	49	28	switching	switch	VERB
faba-258	49	29	means	mean	NOUN
faba-258	49	30	autoregressive	autoregressive	ADJ
faba-258	49	31	(	(	PUNCT
faba-258	49	32	msmvar	msmvar	NOUN
faba-258	49	33	)	)	PUNCT
faba-258	49	34	approach	approach	NOUN
faba-258	49	35	remains	remain	VERB
faba-258	49	36	underexplored	underexplored	ADJ
faba-258	49	37	in	in	ADP
faba-258	49	38	liquidity	liquidity	NOUN
faba-258	49	39	studies	study	NOUN
faba-258	49	40	,	,	PUNCT
faba-258	49	41	especially	especially	ADV
faba-258	49	42	in	in	ADP
faba-258	49	43	emerging	emerge	VERB
faba-258	49	44	markets	market	NOUN
faba-258	49	45	like	like	ADP
faba-258	49	46	south	south	PROPN
faba-258	49	47	africa	africa	PROPN
faba-258	49	48	.	.	PUNCT
faba-258	50	1	the	the	DET
faba-258	50	2	study	study	NOUN
faba-258	50	3	applies	apply	VERB
faba-258	50	4	the	the	DET
faba-258	50	5	msm	msm	NOUN
faba-258	50	6	-	-	PUNCT
faba-258	50	7	var	var	NOUN
faba-258	50	8	approach	approach	NOUN
faba-258	50	9	,	,	PUNCT
faba-258	50	10	enabling	enable	VERB
faba-258	50	11	a	a	DET
faba-258	50	12	dynamic	dynamic	ADJ
faba-258	50	13	,	,	PUNCT
faba-258	50	14	regime	regime	NOUN
faba-258	50	15	-	-	PUNCT
faba-258	50	16	sensitive	sensitive	ADJ
faba-258	50	17	understanding	understanding	NOUN
faba-258	50	18	of	of	ADP
faba-258	50	19	liquidity	liquidity	NOUN
faba-258	50	20	determinants	determinant	NOUN
faba-258	50	21	in	in	ADP
faba-258	50	22	south	south	PROPN
faba-258	50	23	africa	africa	PROPN
faba-258	50	24	’s	’s	PART
faba-258	50	25	banking	banking	NOUN
faba-258	50	26	sector	sector	NOUN
faba-258	50	27	.	.	PUNCT
faba-258	51	1	third	third	ADJ
faba-258	51	2	,	,	PUNCT
faba-258	51	3	it	it	PRON
faba-258	51	4	presents	present	VERB
faba-258	51	5	empirical	empirical	ADJ
faba-258	51	6	results	result	NOUN
faba-258	51	7	,	,	PUNCT
faba-258	51	8	showing	show	VERB
faba-258	51	9	that	that	PRON
faba-258	51	10	macroeconomic	macroeconomic	ADJ
faba-258	51	11	and	and	CCONJ
faba-258	51	12	bank	bank	NOUN
faba-258	51	13	-	-	PUNCT
faba-258	51	14	specific	specific	ADJ
faba-258	51	15	factors	factor	NOUN
faba-258	51	16	react	react	VERB
faba-258	51	17	differently	differently	ADV
faba-258	51	18	to	to	ADP
faba-258	51	19	liquidity	liquidity	NOUN
faba-258	51	20	based	base	VERB
faba-258	51	21	on	on	ADP
faba-258	51	22	market	market	NOUN
faba-258	51	23	conditions	condition	NOUN
faba-258	51	24	.	.	PUNCT
faba-258	52	1	fourth	fourth	ADJ
faba-258	52	2	,	,	PUNCT
faba-258	52	3	the	the	DET
faba-258	52	4	results	result	NOUN
faba-258	52	5	suggest	suggest	VERB
faba-258	52	6	that	that	SCONJ
faba-258	52	7	policymakers	policymaker	NOUN
faba-258	52	8	should	should	AUX
faba-258	52	9	consider	consider	VERB
faba-258	52	10	the	the	DET
faba-258	52	11	varied	varied	ADJ
faba-258	52	12	responses	response	NOUN
faba-258	52	13	of	of	ADP
faba-258	52	14	these	these	DET
faba-258	52	15	factors	factor	NOUN
faba-258	52	16	when	when	SCONJ
faba-258	52	17	dumisani	dumisani	ADJ
faba-258	52	18	pamba	pamba	NOUN
faba-258	52	19	/	/	SYM
faba-258	52	20	finance	finance	NOUN
faba-258	52	21	,	,	PUNCT
faba-258	52	22	accounting	accounting	NOUN
faba-258	52	23	and	and	CCONJ
faba-258	52	24	business	business	NOUN
faba-258	52	25	analysis	analysis	NOUN
faba-258	52	26	,	,	PUNCT
faba-258	52	27	volume	volume	NOUN
faba-258	52	28	7	7	NUM
faba-258	52	29	,	,	PUNCT
faba-258	52	30	issue	issue	NOUN
faba-258	52	31	1	1	NUM
faba-258	52	32	,	,	PUNCT
faba-258	52	33	2025	2025	NUM
faba-258	52	34	58	58	NUM
faba-258	52	35	implementing	implement	VERB
faba-258	52	36	liquidity	liquidity	NOUN
faba-258	52	37	management	management	NOUN
faba-258	52	38	strategies	strategy	NOUN
faba-258	52	39	.	.	PUNCT
faba-258	53	1	lastly	lastly	ADV
faba-258	53	2	,	,	PUNCT
faba-258	53	3	to	to	ADP
faba-258	53	4	the	the	DET
faba-258	53	5	best	good	ADJ
faba-258	53	6	of	of	ADP
faba-258	53	7	the	the	DET
faba-258	53	8	author	author	NOUN
faba-258	53	9	's	's	PART
faba-258	53	10	knowledge	knowledge	NOUN
faba-258	53	11	,	,	PUNCT
faba-258	53	12	this	this	PRON
faba-258	53	13	is	be	AUX
faba-258	53	14	the	the	DET
faba-258	53	15	first	first	ADJ
faba-258	53	16	study	study	NOUN
faba-258	53	17	to	to	PART
faba-258	53	18	apply	apply	VERB
faba-258	53	19	msm	msm	NOUN
faba-258	53	20	-	-	PUNCT
faba-258	53	21	var	var	NOUN
faba-258	53	22	to	to	ADP
faba-258	53	23	the	the	DET
faba-258	53	24	nexus	nexus	NOUN
faba-258	53	25	between	between	ADP
faba-258	53	26	macroeconomic	macroeconomic	ADJ
faba-258	53	27	and	and	CCONJ
faba-258	53	28	bank	bank	NOUN
faba-258	53	29	-	-	PUNCT
faba-258	53	30	specific	specific	ADJ
faba-258	53	31	factors	factor	NOUN
faba-258	53	32	and	and	CCONJ
faba-258	53	33	bank	bank	NOUN
faba-258	53	34	liquidity	liquidity	NOUN
faba-258	53	35	.	.	PUNCT
faba-258	54	1	by	by	ADP
faba-258	54	2	using	use	VERB
faba-258	54	3	this	this	DET
faba-258	54	4	innovative	innovative	ADJ
faba-258	54	5	approach	approach	NOUN
faba-258	54	6	,	,	PUNCT
faba-258	54	7	it	it	PRON
faba-258	54	8	provides	provide	VERB
faba-258	54	9	valuable	valuable	ADJ
faba-258	54	10	insights	insight	NOUN
faba-258	54	11	into	into	ADP
faba-258	54	12	how	how	SCONJ
faba-258	54	13	different	different	ADJ
faba-258	54	14	factors	factor	NOUN
faba-258	54	15	influence	influence	VERB
faba-258	54	16	liquidity	liquidity	NOUN
faba-258	54	17	management	management	NOUN
faba-258	54	18	strategies	strategy	NOUN
faba-258	54	19	in	in	ADP
faba-258	54	20	varying	vary	VERB
faba-258	54	21	market	market	NOUN
faba-258	54	22	conditions	condition	NOUN
faba-258	54	23	.	.	PUNCT
faba-258	55	1	overall	overall	ADV
faba-258	55	2	,	,	PUNCT
faba-258	55	3	the	the	DET
faba-258	55	4	findings	finding	NOUN
faba-258	55	5	illuminate	illuminate	VERB
faba-258	55	6	the	the	DET
faba-258	55	7	complex	complex	ADJ
faba-258	55	8	interplay	interplay	NOUN
faba-258	55	9	between	between	ADP
faba-258	55	10	macroeconomic	macroeconomic	ADJ
faba-258	55	11	and	and	CCONJ
faba-258	55	12	bank	bank	NOUN
faba-258	55	13	-	-	PUNCT
faba-258	55	14	specific	specific	ADJ
faba-258	55	15	factors	factor	NOUN
faba-258	55	16	in	in	ADP
faba-258	55	17	liquidity	liquidity	NOUN
faba-258	55	18	management	management	NOUN
faba-258	55	19	.	.	PUNCT
faba-258	56	1	following	follow	VERB
faba-258	56	2	the	the	DET
faba-258	56	3	introduction	introduction	NOUN
faba-258	56	4	,	,	PUNCT
faba-258	56	5	section	section	NOUN
faba-258	56	6	2	2	NUM
faba-258	56	7	presents	present	VERB
faba-258	56	8	a	a	DET
faba-258	56	9	literature	literature	NOUN
faba-258	56	10	review	review	NOUN
faba-258	56	11	of	of	ADP
faba-258	56	12	research	research	NOUN
faba-258	56	13	on	on	ADP
faba-258	56	14	macroeconomic	macroeconomic	ADJ
faba-258	56	15	and	and	CCONJ
faba-258	56	16	bank	bank	NOUN
faba-258	56	17	-	-	PUNCT
faba-258	56	18	specific	specific	ADJ
faba-258	56	19	factors	factor	NOUN
faba-258	56	20	influencing	influence	VERB
faba-258	56	21	bank	bank	NOUN
faba-258	56	22	liquidity	liquidity	NOUN
faba-258	56	23	.	.	PUNCT
faba-258	57	1	section	section	NOUN
faba-258	57	2	3	3	NUM
faba-258	57	3	provides	provide	VERB
faba-258	57	4	the	the	DET
faba-258	57	5	theoretical	theoretical	ADJ
faba-258	57	6	development	development	NOUN
faba-258	57	7	of	of	ADP
faba-258	57	8	the	the	DET
faba-258	57	9	variables	variable	NOUN
faba-258	57	10	.	.	PUNCT
faba-258	58	1	section	section	NOUN
faba-258	58	2	4	4	NUM
faba-258	58	3	details	detail	NOUN
faba-258	58	4	the	the	DET
faba-258	58	5	research	research	NOUN
faba-258	58	6	methodology	methodology	NOUN
faba-258	58	7	.	.	PUNCT
faba-258	59	1	section	section	NOUN
faba-258	59	2	5	5	NUM
faba-258	59	3	examines	examine	VERB
faba-258	59	4	empirical	empirical	ADJ
faba-258	59	5	findings	finding	NOUN
faba-258	59	6	and	and	CCONJ
faba-258	59	7	discusses	discuss	VERB
faba-258	59	8	the	the	DET
faba-258	59	9	results	result	NOUN
faba-258	59	10	,	,	PUNCT
faba-258	59	11	while	while	SCONJ
faba-258	59	12	section	section	NOUN
faba-258	59	13	6	6	NUM
faba-258	59	14	concludes	conclude	VERB
faba-258	59	15	the	the	DET
faba-258	59	16	paper	paper	NOUN
faba-258	59	17	.	.	PUNCT
faba-258	60	1	literature	literature	NOUN
faba-258	60	2	review	review	VERB
faba-258	60	3	the	the	DET
faba-258	60	4	studies	study	NOUN
faba-258	60	5	reviewed	review	VERB
faba-258	60	6	examine	examine	VERB
faba-258	60	7	the	the	DET
faba-258	60	8	determinants	determinant	NOUN
faba-258	60	9	of	of	ADP
faba-258	60	10	bank	bank	NOUN
faba-258	60	11	liquidity	liquidity	NOUN
faba-258	60	12	,	,	PUNCT
faba-258	60	13	focusing	focus	VERB
faba-258	60	14	on	on	ADP
faba-258	60	15	both	both	CCONJ
faba-258	60	16	macroeconomic	macroeconomic	ADJ
faba-258	60	17	and	and	CCONJ
faba-258	60	18	bank	bank	NOUN
faba-258	60	19	-	-	PUNCT
faba-258	60	20	specific	specific	ADJ
faba-258	60	21	factors	factor	NOUN
faba-258	60	22	across	across	ADP
faba-258	60	23	different	different	ADJ
faba-258	60	24	regions	region	NOUN
faba-258	60	25	and	and	CCONJ
faba-258	60	26	time	time	NOUN
faba-258	60	27	periods	period	NOUN
faba-258	60	28	.	.	PUNCT
faba-258	61	1	most	most	ADJ
faba-258	61	2	studies	study	NOUN
faba-258	61	3	agree	agree	VERB
faba-258	61	4	that	that	SCONJ
faba-258	61	5	both	both	CCONJ
faba-258	61	6	internal	internal	ADJ
faba-258	61	7	and	and	CCONJ
faba-258	61	8	external	external	ADJ
faba-258	61	9	factors	factor	NOUN
faba-258	61	10	significantly	significantly	ADV
faba-258	61	11	influence	influence	VERB
faba-258	61	12	bank	bank	NOUN
faba-258	61	13	liquidity	liquidity	NOUN
faba-258	61	14	,	,	PUNCT
faba-258	61	15	although	although	SCONJ
faba-258	61	16	the	the	DET
faba-258	61	17	direction	direction	NOUN
faba-258	61	18	and	and	CCONJ
faba-258	61	19	strength	strength	NOUN
faba-258	61	20	of	of	ADP
faba-258	61	21	their	their	PRON
faba-258	61	22	effects	effect	NOUN
faba-258	61	23	vary	vary	VERB
faba-258	61	24	.	.	PUNCT
faba-258	62	1	there	there	PRON
faba-258	62	2	is	be	VERB
faba-258	62	3	a	a	DET
faba-258	62	4	literature	literature	NOUN
faba-258	62	5	gap	gap	NOUN
faba-258	62	6	in	in	ADP
faba-258	62	7	the	the	DET
faba-258	62	8	context	context	NOUN
faba-258	62	9	of	of	ADP
faba-258	62	10	south	south	PROPN
faba-258	62	11	africa	africa	PROPN
faba-258	62	12	.	.	PUNCT
faba-258	63	1	below	below	ADP
faba-258	63	2	is	be	AUX
faba-258	63	3	a	a	DET
faba-258	63	4	synthesis	synthesis	NOUN
faba-258	63	5	of	of	ADP
faba-258	63	6	the	the	DET
faba-258	63	7	relevant	relevant	ADJ
faba-258	63	8	studies	study	NOUN
faba-258	63	9	.	.	PUNCT
faba-258	64	1	the	the	DET
faba-258	64	2	impact	impact	NOUN
faba-258	64	3	of	of	ADP
faba-258	64	4	bank	bank	NOUN
faba-258	64	5	size	size	NOUN
faba-258	64	6	on	on	ADP
faba-258	64	7	liquidity	liquidity	NOUN
faba-258	64	8	is	be	AUX
faba-258	64	9	mixed	mixed	ADJ
faba-258	64	10	.	.	PUNCT
faba-258	65	1	antony	antony	PROPN
faba-258	65	2	(	(	PUNCT
faba-258	65	3	2023	2023	NUM
faba-258	65	4	)	)	PUNCT
faba-258	65	5	uses	uses	AUX
faba-258	65	6	pooled	pool	VERB
faba-258	65	7	ols	ol	NOUN
faba-258	65	8	,	,	PUNCT
faba-258	65	9	fixed	fix	VERB
faba-258	65	10	effect	effect	NOUN
faba-258	65	11	,	,	PUNCT
faba-258	65	12	and	and	CCONJ
faba-258	65	13	random	random	ADJ
faba-258	65	14	effect	effect	NOUN
faba-258	65	15	approaches	approach	NOUN
faba-258	65	16	to	to	PART
faba-258	65	17	investigate	investigate	VERB
faba-258	65	18	the	the	DET
faba-258	65	19	factors	factor	NOUN
faba-258	65	20	that	that	PRON
faba-258	65	21	influence	influence	VERB
faba-258	65	22	liquidity	liquidity	NOUN
faba-258	65	23	risk	risk	NOUN
faba-258	65	24	for	for	ADP
faba-258	65	25	indian	indian	ADJ
faba-258	65	26	commercial	commercial	ADJ
faba-258	65	27	banks	bank	NOUN
faba-258	65	28	between	between	ADP
faba-258	65	29	2013	2013	NUM
faba-258	65	30	and	and	CCONJ
faba-258	65	31	2022	2022	NUM
faba-258	65	32	.	.	PUNCT
faba-258	66	1	the	the	DET
faba-258	66	2	results	result	NOUN
faba-258	66	3	show	show	VERB
faba-258	66	4	a	a	DET
faba-258	66	5	positive	positive	ADJ
faba-258	66	6	relationship	relationship	NOUN
faba-258	66	7	between	between	ADP
faba-258	66	8	liquidity	liquidity	NOUN
faba-258	66	9	risk	risk	NOUN
faba-258	66	10	and	and	CCONJ
faba-258	66	11	factors	factor	NOUN
faba-258	66	12	like	like	ADP
faba-258	66	13	bank	bank	NOUN
faba-258	66	14	size	size	NOUN
faba-258	66	15	.	.	PUNCT
faba-258	67	1	based	base	VERB
faba-258	67	2	on	on	ADP
faba-258	67	3	a	a	DET
faba-258	67	4	study	study	NOUN
faba-258	67	5	by	by	ADP
faba-258	67	6	lalone	lalone	PROPN
faba-258	67	7	et	et	PROPN
faba-258	67	8	al	al	PROPN
faba-258	67	9	.	.	PROPN
faba-258	68	1	(	(	PUNCT
faba-258	68	2	2023	2023	NUM
faba-258	68	3	)	)	PUNCT
faba-258	68	4	,	,	PUNCT
faba-258	68	5	the	the	DET
faba-258	68	6	size	size	NOUN
faba-258	68	7	of	of	ADP
faba-258	68	8	a	a	DET
faba-258	68	9	bank	bank	NOUN
faba-258	68	10	has	have	VERB
faba-258	68	11	a	a	DET
faba-258	68	12	significant	significant	ADJ
faba-258	68	13	impact	impact	NOUN
faba-258	68	14	on	on	ADP
faba-258	68	15	its	its	PRON
faba-258	68	16	liquidity	liquidity	NOUN
faba-258	68	17	.	.	PUNCT
faba-258	69	1	using	use	VERB
faba-258	69	2	a	a	DET
faba-258	69	3	fixed	fix	VERB
faba-258	69	4	and	and	CCONJ
faba-258	69	5	random	random	ADJ
faba-258	69	6	effect	effect	NOUN
faba-258	69	7	(	(	PUNCT
faba-258	69	8	fre	fre	ADJ
faba-258	69	9	)	)	PUNCT
faba-258	69	10	model	model	NOUN
faba-258	69	11	,	,	PUNCT
faba-258	69	12	vu	vu	PROPN
faba-258	69	13	et	et	PROPN
faba-258	69	14	al	al	PROPN
faba-258	69	15	.	.	PROPN
faba-258	70	1	(	(	PUNCT
faba-258	70	2	2021	2021	NUM
faba-258	70	3	)	)	PUNCT
faba-258	70	4	examined	examine	VERB
faba-258	70	5	data	datum	NOUN
faba-258	70	6	from	from	ADP
faba-258	70	7	40	40	NUM
faba-258	70	8	banks	bank	NOUN
faba-258	70	9	between	between	ADP
faba-258	70	10	2006	2006	NUM
faba-258	70	11	and	and	CCONJ
faba-258	70	12	2019	2019	NUM
faba-258	70	13	and	and	CCONJ
faba-258	70	14	found	find	VERB
faba-258	70	15	that	that	SCONJ
faba-258	70	16	bank	bank	NOUN
faba-258	70	17	size	size	NOUN
faba-258	70	18	has	have	VERB
faba-258	70	19	a	a	DET
faba-258	70	20	negligible	negligible	ADJ
faba-258	70	21	impact	impact	NOUN
faba-258	70	22	on	on	ADP
faba-258	70	23	bank	bank	NOUN
faba-258	70	24	deposits	deposit	NOUN
faba-258	70	25	.	.	PUNCT
faba-258	71	1	similarly	similarly	ADV
faba-258	71	2	,	,	PUNCT
faba-258	71	3	moussa	moussa	PROPN
faba-258	71	4	(	(	PUNCT
faba-258	71	5	2015	2015	NUM
faba-258	71	6	)	)	PUNCT
faba-258	71	7	found	find	VERB
faba-258	71	8	that	that	SCONJ
faba-258	71	9	bank	bank	NOUN
faba-258	71	10	size	size	NOUN
faba-258	71	11	did	do	AUX
faba-258	71	12	not	not	PART
faba-258	71	13	significantly	significantly	ADV
faba-258	71	14	affect	affect	VERB
faba-258	71	15	bank	bank	NOUN
faba-258	71	16	liquidity	liquidity	NOUN
faba-258	71	17	in	in	ADP
faba-258	71	18	18	18	NUM
faba-258	71	19	tunisian	tunisian	ADJ
faba-258	71	20	banks	bank	NOUN
faba-258	71	21	from	from	ADP
faba-258	71	22	2000	2000	NUM
faba-258	71	23	to	to	ADP
faba-258	71	24	2010	2010	NUM
faba-258	71	25	using	use	VERB
faba-258	71	26	a	a	DET
faba-258	71	27	panel	panel	NOUN
faba-258	71	28	method	method	NOUN
faba-258	71	29	.	.	PUNCT
faba-258	72	1	based	base	VERB
faba-258	72	2	on	on	ADP
faba-258	72	3	pham	pham	PROPN
faba-258	72	4	and	and	CCONJ
faba-258	72	5	pham	pham	PROPN
faba-258	72	6	's	's	PART
faba-258	72	7	(	(	PUNCT
faba-258	72	8	2021	2021	NUM
faba-258	72	9	)	)	PUNCT
faba-258	72	10	analysis	analysis	NOUN
faba-258	72	11	of	of	ADP
faba-258	72	12	the	the	DET
faba-258	72	13	variables	variable	NOUN
faba-258	72	14	influencing	influence	VERB
faba-258	72	15	the	the	DET
faba-258	72	16	liquidity	liquidity	NOUN
faba-258	72	17	of	of	ADP
faba-258	72	18	vietnamese	vietnamese	ADJ
faba-258	72	19	banks	bank	NOUN
faba-258	72	20	since	since	SCONJ
faba-258	72	21	2007	2007	NUM
faba-258	72	22	,	,	PUNCT
faba-258	72	23	it	it	PRON
faba-258	72	24	appears	appear	VERB
faba-258	72	25	that	that	SCONJ
faba-258	72	26	bank	bank	NOUN
faba-258	72	27	size	size	NOUN
faba-258	72	28	contributes	contribute	VERB
faba-258	72	29	to	to	ADP
faba-258	72	30	a	a	DET
faba-258	72	31	decrease	decrease	NOUN
faba-258	72	32	in	in	ADP
faba-258	72	33	liquidity	liquidity	NOUN
faba-258	72	34	.	.	PUNCT
faba-258	73	1	mahmood	mahmood	PROPN
faba-258	73	2	et	et	PROPN
faba-258	73	3	al	al	PROPN
faba-258	73	4	.	.	PROPN
faba-258	74	1	(	(	PUNCT
faba-258	74	2	2019	2019	NUM
faba-258	74	3	)	)	PUNCT
faba-258	74	4	used	use	VERB
faba-258	74	5	the	the	DET
faba-258	74	6	fully	fully	ADV
faba-258	74	7	modified	modify	VERB
faba-258	74	8	ordinary	ordinary	ADJ
faba-258	74	9	least	least	ADJ
faba-258	74	10	square	square	ADJ
faba-258	74	11	(	(	PUNCT
faba-258	74	12	fmols	fmol	NOUN
faba-258	74	13	)	)	PUNCT
faba-258	74	14	to	to	PART
faba-258	74	15	analyze	analyze	VERB
faba-258	74	16	macroand	macroand	NOUN
faba-258	74	17	bank	bank	NOUN
faba-258	74	18	-	-	PUNCT
faba-258	74	19	specific	specific	ADJ
faba-258	74	20	variables	variable	NOUN
faba-258	74	21	in	in	ADP
faba-258	74	22	pakistan	pakistan	PROPN
faba-258	74	23	from	from	ADP
faba-258	74	24	2000	2000	NUM
faba-258	74	25	to	to	ADP
faba-258	74	26	2017	2017	NUM
faba-258	74	27	,	,	PUNCT
faba-258	74	28	indicating	indicate	VERB
faba-258	74	29	that	that	SCONJ
faba-258	74	30	bank	bank	NOUN
faba-258	74	31	size	size	NOUN
faba-258	74	32	has	have	VERB
faba-258	74	33	a	a	DET
faba-258	74	34	detrimental	detrimental	ADJ
faba-258	74	35	effect	effect	NOUN
faba-258	74	36	on	on	ADP
faba-258	74	37	liquidity	liquidity	NOUN
faba-258	74	38	.	.	PUNCT
faba-258	75	1	it	it	PRON
faba-258	75	2	was	be	AUX
faba-258	75	3	found	find	VERB
faba-258	75	4	by	by	ADP
faba-258	75	5	sopan	sopan	NOUN
faba-258	75	6	and	and	CCONJ
faba-258	75	7	dutta	dutta	PROPN
faba-258	75	8	(	(	PUNCT
faba-258	75	9	2018	2018	NUM
faba-258	75	10	)	)	PUNCT
faba-258	75	11	that	that	PRON
faba-258	75	12	factors	factor	NOUN
faba-258	75	13	like	like	ADP
faba-258	75	14	bank	bank	NOUN
faba-258	75	15	size	size	NOUN
faba-258	75	16	adversely	adversely	ADV
faba-258	75	17	affect	affect	VERB
faba-258	75	18	indian	indian	ADJ
faba-258	75	19	banks	bank	NOUN
faba-258	75	20	'	'	PART
faba-258	75	21	liquidity	liquidity	NOUN
faba-258	75	22	.	.	PUNCT
faba-258	76	1	tasnova	tasnova	PROPN
faba-258	76	2	(	(	PUNCT
faba-258	76	3	2022	2022	NUM
faba-258	76	4	)	)	PUNCT
faba-258	76	5	used	use	VERB
faba-258	76	6	the	the	DET
faba-258	76	7	pooled	pooled	ADJ
faba-258	76	8	ordinary	ordinary	ADJ
faba-258	76	9	least	least	ADJ
faba-258	76	10	squares	square	NOUN
faba-258	76	11	method	method	NOUN
faba-258	76	12	,	,	PUNCT
faba-258	76	13	fixed	fixed	ADJ
faba-258	76	14	and	and	CCONJ
faba-258	76	15	random	random	ADJ
faba-258	76	16	effect	effect	NOUN
faba-258	76	17	estimates	estimate	NOUN
faba-258	76	18	,	,	PUNCT
faba-258	76	19	and	and	CCONJ
faba-258	76	20	implemented	implement	VERB
faba-258	76	21	the	the	DET
faba-258	76	22	gls	gl	VERB
faba-258	76	23	random	random	ADJ
faba-258	76	24	effect	effect	NOUN
faba-258	76	25	method	method	NOUN
faba-258	76	26	,	,	PUNCT
faba-258	76	27	confirming	confirm	VERB
faba-258	76	28	that	that	SCONJ
faba-258	76	29	nonperforming	nonperforme	VERB
faba-258	76	30	loans	loan	NOUN
faba-258	76	31	have	have	VERB
faba-258	76	32	a	a	DET
faba-258	76	33	positive	positive	ADJ
faba-258	76	34	effect	effect	NOUN
faba-258	76	35	on	on	ADP
faba-258	76	36	liquidity	liquidity	NOUN
faba-258	76	37	in	in	ADP
faba-258	76	38	29	29	NUM
faba-258	76	39	listed	list	VERB
faba-258	76	40	commercial	commercial	ADJ
faba-258	76	41	banks	bank	NOUN
faba-258	76	42	in	in	ADP
faba-258	76	43	bangladesh	bangladesh	PROPN
faba-258	76	44	.	.	PUNCT
faba-258	77	1	bhati	bhati	PROPN
faba-258	77	2	et	et	PROPN
faba-258	77	3	al	al	PROPN
faba-258	77	4	.	.	PROPN
faba-258	78	1	(	(	PUNCT
faba-258	78	2	2019	2019	NUM
faba-258	78	3	)	)	PUNCT
faba-258	78	4	found	find	VERB
faba-258	78	5	that	that	SCONJ
faba-258	78	6	non	non	ADJ
faba-258	78	7	-	-	ADJ
faba-258	78	8	performing	perform	VERB
faba-258	78	9	assets	asset	NOUN
faba-258	78	10	did	do	AUX
faba-258	78	11	not	not	PART
faba-258	78	12	influence	influence	VERB
faba-258	78	13	bank	bank	NOUN
faba-258	78	14	liquidity	liquidity	NOUN
faba-258	78	15	ratios	ratio	NOUN
faba-258	78	16	in	in	ADP
faba-258	78	17	india	india	PROPN
faba-258	78	18	from	from	ADP
faba-258	78	19	1996	1996	NUM
faba-258	78	20	to	to	ADP
faba-258	78	21	2016	2016	NUM
faba-258	78	22	.	.	PUNCT
faba-258	79	1	mdaghri	mdaghri	PROPN
faba-258	79	2	and	and	CCONJ
faba-258	79	3	oubdi	oubdi	NOUN
faba-258	79	4	(	(	PUNCT
faba-258	79	5	2022	2022	NUM
faba-258	79	6	)	)	PUNCT
faba-258	79	7	found	find	VERB
faba-258	79	8	that	that	SCONJ
faba-258	79	9	profitability	profitability	NOUN
faba-258	79	10	plays	play	VERB
faba-258	79	11	an	an	DET
faba-258	79	12	important	important	ADJ
faba-258	79	13	role	role	NOUN
faba-258	79	14	in	in	ADP
faba-258	79	15	bank	bank	NOUN
faba-258	79	16	liquidity	liquidity	NOUN
faba-258	79	17	creation	creation	NOUN
faba-258	79	18	in	in	ADP
faba-258	79	19	mena	mena	PROPN
faba-258	79	20	countries	country	NOUN
faba-258	79	21	using	use	VERB
faba-258	79	22	a	a	DET
faba-258	79	23	fixed	fix	VERB
faba-258	79	24	effects	effect	NOUN
faba-258	79	25	model	model	NOUN
faba-258	79	26	and	and	CCONJ
faba-258	79	27	the	the	DET
faba-258	79	28	new	new	ADJ
faba-258	79	29	method	method	NOUN
faba-258	79	30	of	of	ADP
faba-258	79	31	moments	moment	NOUN
faba-258	79	32	quantile	quantile	ADJ
faba-258	79	33	regression	regression	NOUN
faba-258	79	34	(	(	PUNCT
faba-258	79	35	mmqr	mmqr	NOUN
faba-258	79	36	)	)	PUNCT
faba-258	79	37	.	.	PUNCT
faba-258	80	1	a	a	DET
faba-258	80	2	study	study	NOUN
faba-258	80	3	by	by	ADP
faba-258	80	4	tahir	tahir	PROPN
faba-258	80	5	et	et	PROPN
faba-258	80	6	al	al	PROPN
faba-258	80	7	.	.	PROPN
faba-258	80	8	(	(	PUNCT
faba-258	80	9	2023	2023	NUM
faba-258	80	10	)	)	PUNCT
faba-258	80	11	examines	examine	VERB
faba-258	80	12	the	the	DET
faba-258	80	13	variables	variable	NOUN
faba-258	80	14	affecting	affect	VERB
faba-258	80	15	pakistani	pakistani	ADJ
faba-258	80	16	islamic	islamic	PROPN
faba-258	80	17	banks	bank	NOUN
faba-258	80	18	'	'	PART
faba-258	80	19	liquidity	liquidity	NOUN
faba-258	80	20	conditions	condition	NOUN
faba-258	80	21	.	.	PUNCT
faba-258	81	1	using	use	VERB
faba-258	81	2	a	a	DET
faba-258	81	3	fixed	fix	VERB
faba-258	81	4	-	-	PUNCT
faba-258	81	5	effect	effect	NOUN
faba-258	81	6	model	model	NOUN
faba-258	81	7	,	,	PUNCT
faba-258	81	8	the	the	DET
faba-258	81	9	study	study	NOUN
faba-258	81	10	analyzed	analyze	VERB
faba-258	81	11	pakistani	pakistani	ADJ
faba-258	81	12	islamic	islamic	ADJ
faba-258	81	13	banks	bank	NOUN
faba-258	81	14	during	during	ADP
faba-258	81	15	the	the	DET
faba-258	81	16	post	post	ADJ
faba-258	81	17	-	-	ADJ
faba-258	81	18	financial	financial	ADJ
faba-258	81	19	crisis	crisis	NOUN
faba-258	81	20	period	period	NOUN
faba-258	81	21	of	of	ADP
faba-258	81	22	2009–2020	2009–2020	NUM
faba-258	81	23	and	and	CCONJ
faba-258	81	24	discovered	discover	VERB
faba-258	81	25	that	that	SCONJ
faba-258	81	26	profitability	profitability	NOUN
faba-258	81	27	had	have	VERB
faba-258	81	28	a	a	DET
faba-258	81	29	favorable	favorable	ADJ
faba-258	81	30	impact	impact	NOUN
faba-258	81	31	on	on	ADP
faba-258	81	32	their	their	PRON
faba-258	81	33	liquidity	liquidity	NOUN
faba-258	81	34	.	.	PUNCT
faba-258	82	1	a	a	DET
faba-258	82	2	fixed	fix	VERB
faba-258	82	3	and	and	CCONJ
faba-258	82	4	random	random	ADJ
faba-258	82	5	effect	effect	NOUN
faba-258	82	6	(	(	PUNCT
faba-258	82	7	fre	fre	ADJ
faba-258	82	8	)	)	PUNCT
faba-258	82	9	model	model	NOUN
faba-258	82	10	was	be	AUX
faba-258	82	11	applied	apply	VERB
faba-258	82	12	to	to	ADP
faba-258	82	13	a	a	DET
faba-258	82	14	dataset	dataset	NOUN
faba-258	82	15	of	of	ADP
faba-258	82	16	40	40	NUM
faba-258	82	17	banks	bank	NOUN
faba-258	82	18	from	from	ADP
faba-258	82	19	2006	2006	NUM
faba-258	82	20	to	to	ADP
faba-258	82	21	2019	2019	NUM
faba-258	82	22	,	,	PUNCT
faba-258	82	23	indicating	indicate	VERB
faba-258	82	24	that	that	SCONJ
faba-258	82	25	bank	bank	NOUN
faba-258	82	26	deposits	deposit	NOUN
faba-258	82	27	were	be	AUX
faba-258	82	28	positively	positively	ADV
faba-258	82	29	impacted	impact	VERB
faba-258	82	30	by	by	ADP
faba-258	82	31	profitability	profitability	NOUN
faba-258	82	32	(	(	PUNCT
faba-258	82	33	vu	vu	X
faba-258	82	34	et	et	PROPN
faba-258	82	35	al	al	PROPN
faba-258	82	36	.	.	PROPN
faba-258	82	37	2021	2021	NUM
faba-258	82	38	)	)	PUNCT
faba-258	82	39	.	.	PUNCT
faba-258	83	1	based	base	VERB
faba-258	83	2	on	on	ADP
faba-258	83	3	balanced	balanced	ADJ
faba-258	83	4	panel	panel	NOUN
faba-258	83	5	data	datum	NOUN
faba-258	83	6	,	,	PUNCT
faba-258	83	7	javid	javid	PROPN
faba-258	83	8	(	(	PUNCT
faba-258	83	9	2016	2016	NUM
faba-258	83	10	)	)	PUNCT
faba-258	83	11	conducted	conduct	VERB
faba-258	83	12	regression	regression	NOUN
faba-258	83	13	analysis	analysis	NOUN
faba-258	83	14	using	use	VERB
faba-258	83	15	random	random	ADJ
faba-258	83	16	effect	effect	NOUN
faba-258	83	17	panel	panel	NOUN
faba-258	83	18	data	datum	NOUN
faba-258	83	19	in	in	ADP
faba-258	83	20	the	the	DET
faba-258	83	21	pakistani	pakistani	ADJ
faba-258	83	22	banking	banking	NOUN
faba-258	83	23	sector	sector	NOUN
faba-258	83	24	,	,	PUNCT
faba-258	83	25	confirming	confirm	VERB
faba-258	83	26	a	a	DET
faba-258	83	27	positive	positive	ADJ
faba-258	83	28	correlation	correlation	NOUN
faba-258	83	29	.	.	PUNCT
faba-258	84	1	by	by	ADP
faba-258	84	2	using	use	VERB
faba-258	84	3	the	the	DET
faba-258	84	4	pooled	pooled	ADJ
faba-258	84	5	ordinary	ordinary	ADJ
faba-258	84	6	least	least	ADJ
faba-258	84	7	squares	square	NOUN
faba-258	84	8	method	method	NOUN
faba-258	84	9	,	,	PUNCT
faba-258	84	10	fixed	fixed	ADJ
faba-258	84	11	and	and	CCONJ
faba-258	84	12	random	random	ADJ
faba-258	84	13	effect	effect	NOUN
faba-258	84	14	estimates	estimate	NOUN
faba-258	84	15	,	,	PUNCT
faba-258	84	16	and	and	CCONJ
faba-258	84	17	the	the	DET
faba-258	84	18	gls	gl	VERB
faba-258	84	19	random	random	ADJ
faba-258	84	20	effect	effect	NOUN
faba-258	84	21	method	method	NOUN
faba-258	84	22	,	,	PUNCT
faba-258	84	23	tasnova	tasnova	X
faba-258	84	24	(	(	PUNCT
faba-258	84	25	2022	2022	NUM
faba-258	84	26	)	)	PUNCT
faba-258	84	27	verified	verify	VERB
faba-258	84	28	that	that	SCONJ
faba-258	84	29	profitability	profitability	NOUN
faba-258	84	30	has	have	VERB
faba-258	84	31	a	a	DET
faba-258	84	32	favorable	favorable	ADJ
faba-258	84	33	impact	impact	NOUN
faba-258	84	34	on	on	ADP
faba-258	84	35	liquidity	liquidity	NOUN
faba-258	84	36	for	for	ADP
faba-258	84	37	29	29	NUM
faba-258	84	38	bangladeshi	bangladeshi	ADJ
faba-258	84	39	listed	list	VERB
faba-258	84	40	commercial	commercial	ADJ
faba-258	84	41	banks	bank	NOUN
faba-258	84	42	.	.	PUNCT
faba-258	85	1	ols	ol	NOUN
faba-258	85	2	,	,	PUNCT
faba-258	85	3	fixed	fix	VERB
faba-258	85	4	effect	effect	NOUN
faba-258	85	5	,	,	PUNCT
faba-258	85	6	and	and	CCONJ
faba-258	85	7	random	random	ADJ
faba-258	85	8	effect	effect	NOUN
faba-258	85	9	estimates	estimate	NOUN
faba-258	85	10	were	be	AUX
faba-258	85	11	applied	apply	VERB
faba-258	85	12	to	to	ADP
faba-258	85	13	a	a	DET
faba-258	85	14	dataset	dataset	NOUN
faba-258	85	15	of	of	ADP
faba-258	85	16	59	59	NUM
faba-258	85	17	indian	indian	ADJ
faba-258	85	18	banks	bank	NOUN
faba-258	85	19	from	from	ADP
faba-258	85	20	2000	2000	NUM
faba-258	85	21	to	to	ADP
faba-258	85	22	2013	2013	NUM
faba-258	85	23	,	,	PUNCT
faba-258	85	24	and	and	CCONJ
faba-258	85	25	singh	singh	PROPN
faba-258	85	26	and	and	CCONJ
faba-258	85	27	sharma	sharma	PROPN
faba-258	85	28	(	(	PUNCT
faba-258	85	29	2016	2016	NUM
faba-258	85	30	)	)	PUNCT
faba-258	85	31	discovered	discover	VERB
faba-258	85	32	that	that	SCONJ
faba-258	85	33	profitability	profitability	NOUN
faba-258	85	34	had	have	VERB
faba-258	85	35	a	a	DET
faba-258	85	36	favorable	favorable	ADJ
faba-258	85	37	impact	impact	NOUN
faba-258	85	38	on	on	ADP
faba-258	85	39	bank	bank	NOUN
faba-258	85	40	liquidity	liquidity	NOUN
faba-258	85	41	.	.	PUNCT
faba-258	86	1	sopan	sopan	NOUN
faba-258	86	2	and	and	CCONJ
faba-258	86	3	dutta	dutta	PROPN
faba-258	86	4	's	's	PART
faba-258	86	5	(	(	PUNCT
faba-258	86	6	2018	2018	NUM
faba-258	86	7	)	)	PUNCT
faba-258	86	8	study	study	NOUN
faba-258	86	9	found	find	VERB
faba-258	86	10	that	that	SCONJ
faba-258	86	11	profitability	profitability	NOUN
faba-258	86	12	negatively	negatively	ADV
faba-258	86	13	impacts	impact	VERB
faba-258	86	14	liquidity	liquidity	NOUN
faba-258	86	15	in	in	ADP
faba-258	86	16	indian	indian	ADJ
faba-258	86	17	banks	bank	NOUN
faba-258	86	18	.	.	PUNCT
faba-258	87	1	by	by	ADP
faba-258	87	2	applying	apply	VERB
faba-258	87	3	the	the	DET
faba-258	87	4	gls	gl	VERB
faba-258	87	5	random	random	ADJ
faba-258	87	6	effect	effect	NOUN
faba-258	87	7	method	method	NOUN
faba-258	87	8	,	,	PUNCT
faba-258	87	9	fixed	fix	VERB
faba-258	87	10	and	and	CCONJ
faba-258	87	11	random	random	ADJ
faba-258	87	12	effect	effect	NOUN
faba-258	87	13	estimates	estimate	NOUN
faba-258	87	14	,	,	PUNCT
faba-258	87	15	and	and	CCONJ
faba-258	87	16	the	the	DET
faba-258	87	17	pooled	pooled	ADJ
faba-258	87	18	ordinary	ordinary	ADJ
faba-258	87	19	least	least	ADJ
faba-258	87	20	square	square	ADJ
faba-258	87	21	method	method	NOUN
faba-258	87	22	,	,	PUNCT
faba-258	87	23	tasnova	tasnova	X
faba-258	87	24	(	(	PUNCT
faba-258	87	25	2022	2022	NUM
faba-258	87	26	)	)	PUNCT
faba-258	87	27	verified	verify	VERB
faba-258	87	28	that	that	SCONJ
faba-258	87	29	capital	capital	NOUN
faba-258	87	30	adequacy	adequacy	NOUN
faba-258	87	31	improves	improve	VERB
faba-258	87	32	liquidity	liquidity	NOUN
faba-258	87	33	for	for	ADP
faba-258	87	34	29	29	NUM
faba-258	87	35	bangladeshi	bangladeshi	ADJ
faba-258	87	36	listed	list	VERB
faba-258	87	37	commercial	commercial	ADJ
faba-258	87	38	banks	bank	NOUN
faba-258	87	39	.	.	PUNCT
faba-258	88	1	a	a	DET
faba-258	88	2	dataset	dataset	NOUN
faba-258	88	3	of	of	ADP
faba-258	88	4	59	59	NUM
faba-258	88	5	indian	indian	ADJ
faba-258	88	6	banks	bank	NOUN
faba-258	88	7	from	from	ADP
faba-258	88	8	2000	2000	NUM
faba-258	88	9	to	to	ADP
faba-258	88	10	2013	2013	NUM
faba-258	88	11	was	be	AUX
faba-258	88	12	examined	examine	VERB
faba-258	88	13	by	by	ADP
faba-258	88	14	singh	singh	PROPN
faba-258	88	15	and	and	CCONJ
faba-258	88	16	sharma	sharma	PROPN
faba-258	88	17	(	(	PUNCT
faba-258	88	18	2016	2016	NUM
faba-258	88	19	)	)	PUNCT
faba-258	88	20	,	,	PUNCT
faba-258	88	21	and	and	CCONJ
faba-258	88	22	they	they	PRON
faba-258	88	23	found	find	VERB
faba-258	88	24	that	that	SCONJ
faba-258	88	25	capital	capital	NOUN
faba-258	88	26	adequacy	adequacy	NOUN
faba-258	88	27	had	have	VERB
faba-258	88	28	a	a	DET
faba-258	88	29	positive	positive	ADJ
faba-258	88	30	impact	impact	NOUN
faba-258	88	31	on	on	ADP
faba-258	88	32	bank	bank	NOUN
faba-258	88	33	liquidity	liquidity	NOUN
faba-258	88	34	.	.	PUNCT
faba-258	89	1	on	on	ADP
faba-258	89	2	the	the	DET
faba-258	89	3	other	other	ADJ
faba-258	89	4	hand	hand	NOUN
faba-258	89	5	,	,	PUNCT
faba-258	89	6	tahir	tahir	PROPN
faba-258	89	7	et	et	PROPN
faba-258	89	8	al	al	PROPN
faba-258	89	9	.	.	PROPN
faba-258	89	10	(	(	PUNCT
faba-258	89	11	2023	2023	NUM
faba-258	89	12	)	)	PUNCT
faba-258	89	13	examined	examine	VERB
faba-258	89	14	factors	factor	NOUN
faba-258	89	15	affecting	affect	VERB
faba-258	89	16	the	the	DET
faba-258	89	17	liquidity	liquidity	NOUN
faba-258	89	18	position	position	NOUN
faba-258	89	19	of	of	ADP
faba-258	89	20	islamic	islamic	ADJ
faba-258	89	21	banks	bank	NOUN
faba-258	89	22	in	in	ADP
faba-258	89	23	pakistan	pakistan	PROPN
faba-258	89	24	.	.	PUNCT
faba-258	90	1	the	the	DET
faba-258	90	2	study	study	NOUN
faba-258	90	3	found	find	VERB
faba-258	90	4	that	that	SCONJ
faba-258	90	5	capital	capital	NOUN
faba-258	90	6	adequacy	adequacy	NOUN
faba-258	90	7	ratios	ratio	NOUN
faba-258	90	8	had	have	VERB
faba-258	90	9	a	a	DET
faba-258	90	10	negative	negative	ADJ
faba-258	90	11	influence	influence	NOUN
faba-258	90	12	on	on	ADP
faba-258	90	13	islamic	islamic	ADJ
faba-258	90	14	banks	bank	NOUN
faba-258	90	15	’	'	PUNCT
faba-258	90	16	liquidity	liquidity	NOUN
faba-258	90	17	using	use	VERB
faba-258	90	18	a	a	DET
faba-258	90	19	fixed	fix	VERB
faba-258	90	20	-	-	PUNCT
faba-258	90	21	effect	effect	NOUN
faba-258	90	22	model	model	NOUN
faba-258	90	23	on	on	ADP
faba-258	90	24	pakistani	pakistani	ADJ
faba-258	90	25	islamic	islamic	ADJ
faba-258	90	26	banks	bank	NOUN
faba-258	90	27	for	for	ADP
faba-258	90	28	the	the	DET
faba-258	90	29	post	post	ADJ
faba-258	90	30	-	-	ADJ
faba-258	90	31	financial	financial	ADJ
faba-258	90	32	crisis	crisis	NOUN
faba-258	90	33	period	period	NOUN
faba-258	90	34	2009–2020	2009–2020	NUM
faba-258	90	35	.	.	PUNCT
faba-258	91	1	similarly	similarly	ADV
faba-258	91	2	,	,	PUNCT
faba-258	91	3	pham	pham	PROPN
faba-258	91	4	and	and	CCONJ
faba-258	91	5	pham	pham	PROPN
faba-258	91	6	(	(	PUNCT
faba-258	91	7	2021	2021	NUM
faba-258	91	8	)	)	PUNCT
faba-258	91	9	examined	examine	VERB
faba-258	91	10	the	the	DET
faba-258	91	11	factors	factor	NOUN
faba-258	91	12	that	that	PRON
faba-258	91	13	have	have	AUX
faba-258	91	14	affected	affect	VERB
faba-258	91	15	vietnam	vietnam	PROPN
faba-258	91	16	's	's	PART
faba-258	91	17	banks	bank	NOUN
faba-258	91	18	'	'	PART
faba-258	91	19	liquidity	liquidity	NOUN
faba-258	91	20	since	since	SCONJ
faba-258	91	21	2007	2007	NUM
faba-258	91	22	,	,	PUNCT
faba-258	91	23	and	and	CCONJ
faba-258	91	24	the	the	DET
faba-258	91	25	results	result	NOUN
faba-258	91	26	showed	show	VERB
faba-258	91	27	that	that	SCONJ
faba-258	91	28	capital	capital	NOUN
faba-258	91	29	had	have	VERB
faba-258	91	30	a	a	DET
faba-258	91	31	negative	negative	ADJ
faba-258	91	32	impact	impact	NOUN
faba-258	91	33	on	on	ADP
faba-258	91	34	vietnam	vietnam	PROPN
faba-258	91	35	's	's	PART
faba-258	91	36	banks	bank	NOUN
faba-258	91	37	'	'	PART
faba-258	91	38	liquidity	liquidity	NOUN
faba-258	91	39	.	.	PUNCT
faba-258	92	1	sopan	sopan	NOUN
faba-258	92	2	and	and	CCONJ
faba-258	92	3	dutta	dutta	PROPN
faba-258	92	4	's	's	PART
faba-258	92	5	(	(	PUNCT
faba-258	92	6	2018	2018	NUM
faba-258	92	7	)	)	PUNCT
faba-258	92	8	study	study	NOUN
faba-258	92	9	found	find	VERB
faba-258	92	10	that	that	SCONJ
faba-258	92	11	gdp	gdp	NOUN
faba-258	92	12	has	have	VERB
faba-258	92	13	a	a	DET
faba-258	92	14	negative	negative	ADJ
faba-258	92	15	impact	impact	NOUN
faba-258	92	16	on	on	ADP
faba-258	92	17	liquidity	liquidity	NOUN
faba-258	92	18	in	in	ADP
faba-258	92	19	indian	indian	ADJ
faba-258	92	20	banks	bank	NOUN
faba-258	92	21	.	.	PUNCT
faba-258	93	1	utilizing	utilize	VERB
faba-258	93	2	fmols	fmol	NOUN
faba-258	93	3	,	,	PUNCT
faba-258	93	4	mahmood	mahmood	PROPN
faba-258	93	5	et	et	PROPN
faba-258	93	6	al	al	PROPN
faba-258	93	7	.	.	PROPN
faba-258	94	1	(	(	PUNCT
faba-258	94	2	2019	2019	NUM
faba-258	94	3	)	)	PUNCT
faba-258	94	4	investigated	investigate	VERB
faba-258	94	5	macroand	macroand	NOUN
faba-258	94	6	bank	bank	NOUN
faba-258	94	7	-	-	PUNCT
faba-258	94	8	specific	specific	ADJ
faba-258	94	9	variables	variable	NOUN
faba-258	94	10	in	in	ADP
faba-258	94	11	pakistan	pakistan	PROPN
faba-258	94	12	from	from	ADP
faba-258	94	13	2000	2000	NUM
faba-258	94	14	to	to	ADP
faba-258	94	15	2017	2017	NUM
faba-258	94	16	.	.	PUNCT
faba-258	95	1	the	the	DET
faba-258	95	2	findings	finding	NOUN
faba-258	95	3	indicate	indicate	VERB
faba-258	95	4	that	that	SCONJ
faba-258	95	5	a	a	DET
faba-258	95	6	bank	bank	NOUN
faba-258	95	7	's	's	PART
faba-258	95	8	liquidity	liquidity	NOUN
faba-258	95	9	is	be	AUX
faba-258	95	10	negatively	negatively	ADV
faba-258	95	11	impacted	impact	VERB
faba-258	95	12	by	by	ADP
faba-258	95	13	gdp	gdp	NOUN
faba-258	95	14	.	.	PUNCT
faba-258	96	1	in	in	ADP
faba-258	96	2	contrast	contrast	NOUN
faba-258	96	3	,	,	PUNCT
faba-258	96	4	antony	antony	PROPN
faba-258	96	5	(	(	PUNCT
faba-258	96	6	2023	2023	NUM
faba-258	96	7	)	)	PUNCT
faba-258	96	8	examines	examine	VERB
faba-258	96	9	the	the	DET
faba-258	96	10	determinants	determinant	NOUN
faba-258	96	11	of	of	ADP
faba-258	96	12	liquidity	liquidity	NOUN
faba-258	96	13	risk	risk	NOUN
faba-258	96	14	for	for	ADP
faba-258	96	15	indian	indian	ADJ
faba-258	96	16	commercial	commercial	ADJ
faba-258	96	17	banks	bank	NOUN
faba-258	96	18	from	from	ADP
faba-258	96	19	2013	2013	NUM
faba-258	96	20	to	to	ADP
faba-258	96	21	2022	2022	NUM
faba-258	96	22	using	use	VERB
faba-258	96	23	pooled	pool	VERB
faba-258	96	24	ols	ol	NOUN
faba-258	96	25	,	,	PUNCT
faba-258	96	26	fixed	fix	VERB
faba-258	96	27	effect	effect	NOUN
faba-258	96	28	,	,	PUNCT
faba-258	96	29	and	and	CCONJ
faba-258	96	30	random	random	ADJ
faba-258	96	31	effect	effect	NOUN
faba-258	96	32	methods	method	NOUN
faba-258	96	33	.	.	PUNCT
faba-258	97	1	the	the	DET
faba-258	97	2	findings	finding	NOUN
faba-258	97	3	show	show	VERB
faba-258	97	4	that	that	SCONJ
faba-258	97	5	liquidity	liquidity	NOUN
faba-258	97	6	risk	risk	NOUN
faba-258	97	7	is	be	AUX
faba-258	97	8	positively	positively	ADV
faba-258	97	9	dumisani	dumisani	ADJ
faba-258	97	10	pamba	pamba	NOUN
faba-258	97	11	/	/	SYM
faba-258	97	12	finance	finance	NOUN
faba-258	97	13	,	,	PUNCT
faba-258	97	14	accounting	accounting	NOUN
faba-258	97	15	and	and	CCONJ
faba-258	97	16	business	business	NOUN
faba-258	97	17	analysis	analysis	NOUN
faba-258	97	18	,	,	PUNCT
faba-258	97	19	volume	volume	NOUN
faba-258	97	20	7	7	NUM
faba-258	97	21	,	,	PUNCT
faba-258	97	22	issue	issue	NOUN
faba-258	97	23	1	1	NUM
faba-258	97	24	,	,	PUNCT
faba-258	97	25	2025	2025	NUM
faba-258	97	26	59	59	NUM
faba-258	97	27	affected	affect	VERB
faba-258	97	28	by	by	ADP
faba-258	97	29	gdp	gdp	NOUN
faba-258	97	30	.	.	PUNCT
faba-258	98	1	in	in	ADP
faba-258	98	2	a	a	DET
faba-258	98	3	study	study	NOUN
faba-258	98	4	of	of	ADP
faba-258	98	5	bangladeshi	bangladeshi	ADJ
faba-258	98	6	state	state	NOUN
faba-258	98	7	-	-	PUNCT
faba-258	98	8	owned	own	VERB
faba-258	98	9	commercial	commercial	ADJ
faba-258	98	10	banks	bank	NOUN
faba-258	98	11	,	,	PUNCT
faba-258	98	12	lalone	lalone	NOUN
faba-258	98	13	et	et	PROPN
faba-258	98	14	al	al	PROPN
faba-258	98	15	.	.	PROPN
faba-258	99	1	(	(	PUNCT
faba-258	99	2	2023	2023	NUM
faba-258	99	3	)	)	PUNCT
faba-258	99	4	discovered	discover	VERB
faba-258	99	5	that	that	SCONJ
faba-258	99	6	gdp	gdp	NOUN
faba-258	99	7	is	be	AUX
faba-258	99	8	associated	associate	VERB
faba-258	99	9	with	with	ADP
faba-258	99	10	profitability	profitability	NOUN
faba-258	99	11	.	.	PUNCT
faba-258	100	1	vu	vu	X
faba-258	100	2	et	et	PROPN
faba-258	100	3	al	al	PROPN
faba-258	100	4	.	.	PROPN
faba-258	101	1	(	(	PUNCT
faba-258	101	2	2021	2021	NUM
faba-258	101	3	)	)	PUNCT
faba-258	101	4	used	use	VERB
faba-258	101	5	an	an	DET
faba-258	101	6	ere	ere	NOUN
faba-258	101	7	model	model	NOUN
faba-258	101	8	on	on	ADP
faba-258	101	9	a	a	DET
faba-258	101	10	dataset	dataset	NOUN
faba-258	101	11	of	of	ADP
faba-258	101	12	40	40	NUM
faba-258	101	13	banks	bank	NOUN
faba-258	101	14	from	from	ADP
faba-258	101	15	2006	2006	NUM
faba-258	101	16	to	to	ADP
faba-258	101	17	2019	2019	NUM
faba-258	101	18	,	,	PUNCT
faba-258	101	19	showing	show	VERB
faba-258	101	20	that	that	SCONJ
faba-258	101	21	gdp	gdp	NOUN
faba-258	101	22	has	have	VERB
faba-258	101	23	a	a	DET
faba-258	101	24	positive	positive	ADJ
faba-258	101	25	effect	effect	NOUN
faba-258	101	26	on	on	ADP
faba-258	101	27	bank	bank	NOUN
faba-258	101	28	deposits	deposit	NOUN
faba-258	101	29	.	.	PUNCT
faba-258	102	1	pham	pham	PROPN
faba-258	102	2	and	and	CCONJ
faba-258	102	3	pham	pham	PROPN
faba-258	102	4	(	(	PUNCT
faba-258	102	5	2021	2021	NUM
faba-258	102	6	)	)	PUNCT
faba-258	102	7	looked	look	VERB
faba-258	102	8	at	at	ADP
faba-258	102	9	the	the	DET
faba-258	102	10	factors	factor	NOUN
faba-258	102	11	that	that	PRON
faba-258	102	12	have	have	AUX
faba-258	102	13	affected	affect	VERB
faba-258	102	14	vietnam	vietnam	PROPN
faba-258	102	15	's	's	PART
faba-258	102	16	banks	bank	NOUN
faba-258	102	17	'	'	PART
faba-258	102	18	liquidity	liquidity	NOUN
faba-258	102	19	since	since	SCONJ
faba-258	102	20	2007	2007	NUM
faba-258	102	21	,	,	PUNCT
faba-258	102	22	and	and	CCONJ
faba-258	102	23	the	the	DET
faba-258	102	24	results	result	NOUN
faba-258	102	25	show	show	VERB
faba-258	102	26	that	that	SCONJ
faba-258	102	27	gdp	gdp	NOUN
faba-258	102	28	has	have	VERB
faba-258	102	29	a	a	DET
faba-258	102	30	positive	positive	ADJ
faba-258	102	31	impact	impact	NOUN
faba-258	102	32	on	on	ADP
faba-258	102	33	vietnam	vietnam	PROPN
faba-258	102	34	's	's	PART
faba-258	102	35	banks	bank	NOUN
faba-258	102	36	'	'	PART
faba-258	102	37	liquidity	liquidity	NOUN
faba-258	102	38	.	.	PUNCT
faba-258	103	1	in	in	ADP
faba-258	103	2	bangladesh	bangladesh	PROPN
faba-258	103	3	,	,	PUNCT
faba-258	103	4	lalon	lalon	PROPN
faba-258	103	5	et	et	PROPN
faba-258	103	6	al	al	PROPN
faba-258	103	7	.	.	PROPN
faba-258	104	1	(	(	PUNCT
faba-258	104	2	2023	2023	NUM
faba-258	104	3	)	)	PUNCT
faba-258	104	4	found	find	VERB
faba-258	104	5	that	that	SCONJ
faba-258	104	6	inflation	inflation	NOUN
faba-258	104	7	is	be	AUX
faba-258	104	8	correlated	correlate	VERB
faba-258	104	9	with	with	ADP
faba-258	104	10	the	the	DET
faba-258	104	11	liquidity	liquidity	NOUN
faba-258	104	12	of	of	ADP
faba-258	104	13	state	state	NOUN
faba-258	104	14	-	-	PUNCT
faba-258	104	15	owned	own	VERB
faba-258	104	16	commercial	commercial	ADJ
faba-258	104	17	banks	bank	NOUN
faba-258	104	18	.	.	PUNCT
faba-258	105	1	pham	pham	PROPN
faba-258	105	2	and	and	CCONJ
faba-258	105	3	pham	pham	PROPN
faba-258	105	4	(	(	PUNCT
faba-258	105	5	2021	2021	NUM
faba-258	105	6	)	)	PUNCT
faba-258	105	7	examined	examine	VERB
faba-258	105	8	factors	factor	NOUN
faba-258	105	9	affecting	affect	VERB
faba-258	105	10	the	the	DET
faba-258	105	11	liquidity	liquidity	NOUN
faba-258	105	12	of	of	ADP
faba-258	105	13	vietnam	vietnam	PROPN
faba-258	105	14	's	's	PART
faba-258	105	15	banks	bank	NOUN
faba-258	105	16	since	since	SCONJ
faba-258	105	17	2007	2007	NUM
faba-258	105	18	and	and	CCONJ
faba-258	105	19	found	find	VERB
faba-258	105	20	that	that	SCONJ
faba-258	105	21	inflation	inflation	NOUN
faba-258	105	22	positively	positively	ADV
faba-258	105	23	impacts	impact	VERB
faba-258	105	24	liquidity	liquidity	NOUN
faba-258	105	25	.	.	PUNCT
faba-258	106	1	after	after	ADP
faba-258	106	2	performing	perform	VERB
faba-258	106	3	ols	ol	NOUN
faba-258	106	4	,	,	PUNCT
faba-258	106	5	fixed	fix	VERB
faba-258	106	6	effect	effect	NOUN
faba-258	106	7	,	,	PUNCT
faba-258	106	8	and	and	CCONJ
faba-258	106	9	random	random	ADJ
faba-258	106	10	effect	effect	NOUN
faba-258	106	11	estimates	estimate	NOUN
faba-258	106	12	on	on	ADP
faba-258	106	13	a	a	DET
faba-258	106	14	dataset	dataset	NOUN
faba-258	106	15	of	of	ADP
faba-258	106	16	59	59	NUM
faba-258	106	17	banks	bank	NOUN
faba-258	106	18	from	from	ADP
faba-258	106	19	2000	2000	NUM
faba-258	106	20	to	to	ADP
faba-258	106	21	2013	2013	NUM
faba-258	106	22	,	,	PUNCT
faba-258	106	23	singh	singh	PROPN
faba-258	106	24	and	and	CCONJ
faba-258	106	25	sharma	sharma	PROPN
faba-258	106	26	(	(	PUNCT
faba-258	106	27	2016	2016	NUM
faba-258	106	28	)	)	PUNCT
faba-258	106	29	discovered	discover	VERB
faba-258	106	30	that	that	SCONJ
faba-258	106	31	inflation	inflation	NOUN
faba-258	106	32	positively	positively	ADV
faba-258	106	33	impacts	impact	VERB
faba-258	106	34	indian	indian	ADJ
faba-258	106	35	banks	bank	NOUN
faba-258	106	36	'	'	PART
faba-258	106	37	liquidity	liquidity	NOUN
faba-258	106	38	.	.	PUNCT
faba-258	107	1	the	the	DET
faba-258	107	2	inflation	inflation	NOUN
faba-258	107	3	rate	rate	NOUN
faba-258	107	4	positively	positively	ADV
faba-258	107	5	impacts	impact	VERB
faba-258	107	6	bank	bank	NOUN
faba-258	107	7	liquidity	liquidity	NOUN
faba-258	107	8	in	in	ADP
faba-258	107	9	india	india	PROPN
faba-258	107	10	,	,	PUNCT
faba-258	107	11	according	accord	VERB
faba-258	107	12	to	to	ADP
faba-258	107	13	sopan	sopan	NOUN
faba-258	107	14	and	and	CCONJ
faba-258	107	15	dutta	dutta	PROPN
faba-258	107	16	(	(	PUNCT
faba-258	107	17	2018	2018	NUM
faba-258	107	18	)	)	PUNCT
faba-258	107	19	.	.	PUNCT
faba-258	108	1	using	use	VERB
faba-258	108	2	panel	panel	NOUN
faba-258	108	3	data	datum	NOUN
faba-258	108	4	analysis	analysis	NOUN
faba-258	108	5	,	,	PUNCT
faba-258	108	6	pooled	pool	VERB
faba-258	108	7	least	least	ADJ
faba-258	108	8	squares	square	NOUN
faba-258	108	9	,	,	PUNCT
faba-258	108	10	fixed	fix	VERB
faba-258	108	11	effects	effect	NOUN
faba-258	108	12	models	model	NOUN
faba-258	108	13	,	,	PUNCT
faba-258	108	14	and	and	CCONJ
faba-258	108	15	random	random	ADJ
faba-258	108	16	effects	effect	NOUN
faba-258	108	17	models	model	NOUN
faba-258	108	18	,	,	PUNCT
faba-258	108	19	al	al	PROPN
faba-258	108	20	-	-	PUNCT
faba-258	108	21	qudah	qudah	PROPN
faba-258	108	22	(	(	PUNCT
faba-258	108	23	2020	2020	NUM
faba-258	108	24	)	)	PUNCT
faba-258	108	25	found	find	VERB
faba-258	108	26	that	that	SCONJ
faba-258	108	27	inflation	inflation	NOUN
faba-258	108	28	positively	positively	ADV
faba-258	108	29	affected	affect	VERB
faba-258	108	30	the	the	DET
faba-258	108	31	liquidity	liquidity	NOUN
faba-258	108	32	of	of	ADP
faba-258	108	33	13	13	NUM
faba-258	108	34	listed	list	VERB
faba-258	108	35	commercial	commercial	ADJ
faba-258	108	36	banks	bank	NOUN
faba-258	108	37	in	in	ADP
faba-258	108	38	jordan	jordan	PROPN
faba-258	108	39	from	from	ADP
faba-258	108	40	2011	2011	NUM
faba-258	108	41	to	to	ADP
faba-258	108	42	2018	2018	NUM
faba-258	108	43	.	.	PUNCT
faba-258	109	1	in	in	ADP
faba-258	109	2	contrast	contrast	NOUN
faba-258	109	3	,	,	PUNCT
faba-258	109	4	bhati	bhati	PROPN
faba-258	109	5	et	et	PROPN
faba-258	109	6	al	al	PROPN
faba-258	109	7	.	.	PROPN
faba-258	110	1	(	(	PUNCT
faba-258	110	2	2019	2019	NUM
faba-258	110	3	)	)	PUNCT
faba-258	110	4	found	find	VERB
faba-258	110	5	that	that	SCONJ
faba-258	110	6	inflation	inflation	NOUN
faba-258	110	7	negatively	negatively	ADV
faba-258	110	8	influenced	influence	VERB
faba-258	110	9	bank	bank	NOUN
faba-258	110	10	liquidity	liquidity	NOUN
faba-258	110	11	ratios	ratio	NOUN
faba-258	110	12	in	in	ADP
faba-258	110	13	india	india	PROPN
faba-258	110	14	from	from	ADP
faba-258	110	15	1996	1996	NUM
faba-258	110	16	to	to	ADP
faba-258	110	17	2016	2016	NUM
faba-258	110	18	.	.	PUNCT
faba-258	111	1	the	the	DET
faba-258	111	2	effect	effect	NOUN
faba-258	111	3	of	of	ADP
faba-258	111	4	monetary	monetary	ADJ
faba-258	111	5	policy	policy	NOUN
faba-258	111	6	on	on	ADP
faba-258	111	7	liquidity	liquidity	NOUN
faba-258	111	8	is	be	AUX
faba-258	111	9	explored	explore	VERB
faba-258	111	10	in	in	ADP
faba-258	111	11	studies	study	NOUN
faba-258	111	12	such	such	ADJ
faba-258	111	13	as	as	ADP
faba-258	111	14	mahmood	mahmood	PROPN
faba-258	111	15	et	et	PROPN
faba-258	111	16	al	al	PROPN
faba-258	111	17	.	.	PROPN
faba-258	111	18	,	,	PUNCT
faba-258	111	19	(	(	PUNCT
faba-258	111	20	2019	2019	NUM
faba-258	111	21	)	)	PUNCT
faba-258	111	22	and	and	CCONJ
faba-258	111	23	mdaghri	mdaghri	PROPN
faba-258	111	24	and	and	CCONJ
faba-258	111	25	oubdi	oubdi	NOUN
faba-258	111	26	(	(	PUNCT
faba-258	111	27	2022	2022	NUM
faba-258	111	28	)	)	PUNCT
faba-258	111	29	,	,	PUNCT
faba-258	111	30	which	which	PRON
faba-258	111	31	suggest	suggest	VERB
faba-258	111	32	that	that	SCONJ
faba-258	111	33	expansionary	expansionary	ADJ
faba-258	111	34	monetary	monetary	ADJ
faba-258	111	35	policy	policy	NOUN
faba-258	111	36	(	(	PUNCT
faba-258	111	37	lower	low	ADJ
faba-258	111	38	interest	interest	NOUN
faba-258	111	39	rates	rate	NOUN
faba-258	111	40	)	)	PUNCT
faba-258	111	41	enhances	enhance	VERB
faba-258	111	42	liquidity	liquidity	NOUN
faba-258	111	43	by	by	ADP
faba-258	111	44	lowering	lower	VERB
faba-258	111	45	funding	funding	NOUN
faba-258	111	46	costs	cost	NOUN
faba-258	111	47	,	,	PUNCT
faba-258	111	48	while	while	SCONJ
faba-258	111	49	restrictive	restrictive	ADJ
faba-258	111	50	policies	policy	NOUN
faba-258	111	51	have	have	VERB
faba-258	111	52	the	the	DET
faba-258	111	53	opposite	opposite	ADJ
faba-258	111	54	effect	effect	NOUN
faba-258	111	55	.	.	PUNCT
faba-258	112	1	bhati	bhati	PROPN
faba-258	112	2	et	et	PROPN
faba-258	112	3	al	al	PROPN
faba-258	112	4	.	.	PROPN
faba-258	113	1	(	(	PUNCT
faba-258	113	2	2019	2019	NUM
faba-258	113	3	)	)	PUNCT
faba-258	113	4	also	also	ADV
faba-258	113	5	show	show	VERB
faba-258	113	6	that	that	SCONJ
faba-258	113	7	macroeconomic	macroeconomic	ADJ
faba-258	113	8	factors	factor	NOUN
faba-258	113	9	,	,	PUNCT
faba-258	113	10	such	such	ADJ
faba-258	113	11	as	as	ADP
faba-258	113	12	interest	interest	NOUN
faba-258	113	13	rates	rate	NOUN
faba-258	113	14	,	,	PUNCT
faba-258	113	15	play	play	VERB
faba-258	113	16	significant	significant	ADJ
faba-258	113	17	roles	role	NOUN
faba-258	113	18	in	in	ADP
faba-258	113	19	determining	determine	VERB
faba-258	113	20	liquidity	liquidity	NOUN
faba-258	113	21	ratios	ratio	NOUN
faba-258	113	22	in	in	ADP
faba-258	113	23	india	india	PROPN
faba-258	113	24	.	.	PUNCT
faba-258	114	1	in	in	ADP
faba-258	114	2	south	south	PROPN
faba-258	114	3	africa	africa	PROPN
faba-258	114	4	,	,	PUNCT
faba-258	114	5	a	a	DET
faba-258	114	6	panel	panel	NOUN
faba-258	114	7	regression	regression	NOUN
faba-258	114	8	method	method	NOUN
faba-258	114	9	was	be	AUX
faba-258	114	10	used	use	VERB
faba-258	114	11	to	to	PART
faba-258	114	12	study	study	VERB
faba-258	114	13	twelve	twelve	NUM
faba-258	114	14	commercial	commercial	ADJ
faba-258	114	15	banks	bank	NOUN
faba-258	114	16	from	from	ADP
faba-258	114	17	2006	2006	NUM
faba-258	114	18	to	to	ADP
faba-258	114	19	2016	2016	NUM
faba-258	114	20	.	.	PUNCT
faba-258	115	1	based	base	VERB
faba-258	115	2	on	on	ADP
faba-258	115	3	luvuno	luvuno	PROPN
faba-258	115	4	's	's	PART
faba-258	115	5	(	(	PUNCT
faba-258	115	6	2018	2018	NUM
faba-258	115	7	)	)	PUNCT
faba-258	115	8	research	research	NOUN
faba-258	115	9	,	,	PUNCT
faba-258	115	10	size	size	NOUN
faba-258	115	11	,	,	PUNCT
faba-258	115	12	gdp	gdp	NOUN
faba-258	115	13	,	,	PUNCT
faba-258	115	14	and	and	CCONJ
faba-258	115	15	capital	capital	NOUN
faba-258	115	16	adequacy	adequacy	NOUN
faba-258	115	17	positively	positively	ADV
faba-258	115	18	affect	affect	VERB
faba-258	115	19	commercial	commercial	ADJ
faba-258	115	20	banks	bank	NOUN
faba-258	115	21	'	'	PART
faba-258	115	22	liquidity	liquidity	NOUN
faba-258	115	23	.	.	PUNCT
faba-258	116	1	conversely	conversely	ADV
faba-258	116	2	,	,	PUNCT
faba-258	116	3	non	non	ADJ
faba-258	116	4	-	-	ADJ
faba-258	116	5	performing	performing	ADJ
faba-258	116	6	loans	loan	NOUN
faba-258	116	7	and	and	CCONJ
faba-258	116	8	loan	loan	NOUN
faba-258	116	9	growth	growth	NOUN
faba-258	116	10	negatively	negatively	ADV
faba-258	116	11	impact	impact	VERB
faba-258	116	12	liquidity	liquidity	NOUN
faba-258	116	13	,	,	PUNCT
faba-258	116	14	while	while	SCONJ
faba-258	116	15	inflation	inflation	NOUN
faba-258	116	16	has	have	VERB
faba-258	116	17	negligible	negligible	ADJ
faba-258	116	18	effects	effect	NOUN
faba-258	116	19	.	.	PUNCT
faba-258	117	1	similarly	similarly	ADV
faba-258	117	2	,	,	PUNCT
faba-258	117	3	umar	umar	PROPN
faba-258	117	4	and	and	CCONJ
faba-258	117	5	sun	sun	PROPN
faba-258	117	6	's	's	PART
faba-258	117	7	2016	2016	NUM
faba-258	117	8	study	study	NOUN
faba-258	117	9	found	find	VERB
faba-258	117	10	that	that	SCONJ
faba-258	117	11	liquidity	liquidity	NOUN
faba-258	117	12	factors	factor	NOUN
faba-258	117	13	in	in	ADP
faba-258	117	14	brics	bric	NOUN
faba-258	117	15	countries	country	NOUN
faba-258	117	16	(	(	PUNCT
faba-258	117	17	brazil	brazil	PROPN
faba-258	117	18	,	,	PUNCT
faba-258	117	19	russia	russia	PROPN
faba-258	117	20	,	,	PUNCT
faba-258	117	21	india	india	PROPN
faba-258	117	22	,	,	PUNCT
faba-258	117	23	china	china	PROPN
faba-258	117	24	,	,	PUNCT
faba-258	117	25	and	and	CCONJ
faba-258	117	26	south	south	PROPN
faba-258	117	27	africa	africa	PROPN
faba-258	117	28	)	)	PUNCT
faba-258	117	29	were	be	AUX
faba-258	117	30	not	not	PART
faba-258	117	31	significantly	significantly	ADV
faba-258	117	32	affected	affect	VERB
faba-258	117	33	by	by	ADP
faba-258	117	34	bank	bank	NOUN
faba-258	117	35	size	size	NOUN
faba-258	117	36	.	.	PUNCT
faba-258	118	1	however	however	ADV
faba-258	118	2	,	,	PUNCT
faba-258	118	3	the	the	DET
faba-258	118	4	financial	financial	ADJ
faba-258	118	5	crisis	crisis	NOUN
faba-258	118	6	notably	notably	ADV
faba-258	118	7	impacted	impact	VERB
faba-258	118	8	funding	funding	NOUN
faba-258	118	9	liquidity	liquidity	NOUN
faba-258	118	10	,	,	PUNCT
faba-258	118	11	with	with	ADP
faba-258	118	12	inflation	inflation	NOUN
faba-258	118	13	,	,	PUNCT
faba-258	118	14	interest	interest	NOUN
faba-258	118	15	rates	rate	NOUN
faba-258	118	16	,	,	PUNCT
faba-258	118	17	and	and	CCONJ
faba-258	118	18	national	national	ADJ
faba-258	118	19	savings	saving	NOUN
faba-258	118	20	rates	rate	NOUN
faba-258	118	21	identified	identify	VERB
faba-258	118	22	as	as	ADP
faba-258	118	23	significant	significant	ADJ
faba-258	118	24	factors	factor	NOUN
faba-258	118	25	.	.	PUNCT
faba-258	119	1	stock	stock	NOUN
faba-258	119	2	liquidity	liquidity	NOUN
faba-258	119	3	was	be	AUX
faba-258	119	4	influenced	influence	VERB
faba-258	119	5	by	by	ADP
faba-258	119	6	stock	stock	NOUN
faba-258	119	7	price	price	NOUN
faba-258	119	8	,	,	PUNCT
faba-258	119	9	profitability	profitability	NOUN
faba-258	119	10	,	,	PUNCT
faba-258	119	11	volatility	volatility	NOUN
faba-258	119	12	,	,	PUNCT
faba-258	119	13	trading	trading	NOUN
faba-258	119	14	volume	volume	NOUN
faba-258	119	15	,	,	PUNCT
faba-258	119	16	and	and	CCONJ
faba-258	119	17	gdp	gdp	NOUN
faba-258	119	18	,	,	PUNCT
faba-258	119	19	while	while	SCONJ
faba-258	119	20	the	the	DET
faba-258	119	21	market	market	NOUN
faba-258	119	22	index	index	NOUN
faba-258	119	23	and	and	CCONJ
faba-258	119	24	market	market	NOUN
faba-258	119	25	capitalization	capitalization	NOUN
faba-258	119	26	did	do	AUX
faba-258	119	27	not	not	PART
faba-258	119	28	have	have	VERB
faba-258	119	29	a	a	DET
faba-258	119	30	significant	significant	ADJ
faba-258	119	31	impact	impact	NOUN
faba-258	119	32	.	.	PUNCT
faba-258	120	1	theoretical	theoretical	ADJ
faba-258	120	2	development	development	PROPN
faba-258	120	3	bank	bank	PROPN
faba-258	120	4	liquidity	liquidity	PROPN
faba-258	120	5	moussa	moussa	PROPN
faba-258	120	6	and	and	CCONJ
faba-258	120	7	trabelsi	trabelsi	NOUN
faba-258	120	8	(	(	PUNCT
faba-258	120	9	2023	2023	NUM
faba-258	120	10	)	)	PUNCT
faba-258	120	11	define	define	VERB
faba-258	120	12	liquidity	liquidity	NOUN
faba-258	120	13	as	as	ADP
faba-258	120	14	the	the	DET
faba-258	120	15	ability	ability	NOUN
faba-258	120	16	of	of	ADP
faba-258	120	17	a	a	DET
faba-258	120	18	bank	bank	NOUN
faba-258	120	19	to	to	PART
faba-258	120	20	quickly	quickly	ADV
faba-258	120	21	settle	settle	VERB
faba-258	120	22	accounts	account	NOUN
faba-258	120	23	and	and	CCONJ
faba-258	120	24	meet	meet	VERB
faba-258	120	25	short	short	ADJ
faba-258	120	26	-	-	PUNCT
faba-258	120	27	term	term	NOUN
faba-258	120	28	obligations	obligation	NOUN
faba-258	120	29	through	through	ADP
faba-258	120	30	cash	cash	NOUN
faba-258	120	31	and	and	CCONJ
faba-258	120	32	assets	asset	NOUN
faba-258	120	33	.	.	PUNCT
faba-258	121	1	for	for	SCONJ
faba-258	121	2	banks	bank	NOUN
faba-258	121	3	to	to	PART
faba-258	121	4	extend	extend	VERB
faba-258	121	5	credit	credit	NOUN
faba-258	121	6	and	and	CCONJ
faba-258	121	7	avoid	avoid	VERB
faba-258	121	8	financial	financial	ADJ
faba-258	121	9	difficulties	difficulty	NOUN
faba-258	121	10	,	,	PUNCT
faba-258	121	11	high	high	ADJ
faba-258	121	12	liquidity	liquidity	NOUN
faba-258	121	13	is	be	AUX
faba-258	121	14	essential	essential	ADJ
faba-258	121	15	.	.	PUNCT
faba-258	122	1	banks	bank	NOUN
faba-258	122	2	must	must	AUX
faba-258	122	3	balance	balance	VERB
faba-258	122	4	profitability	profitability	NOUN
faba-258	122	5	and	and	CCONJ
faba-258	122	6	liquidity	liquidity	NOUN
faba-258	122	7	by	by	ADP
faba-258	122	8	regularly	regularly	ADV
faba-258	122	9	assessing	assess	VERB
faba-258	122	10	their	their	PRON
faba-258	122	11	liquidity	liquidity	NOUN
faba-258	122	12	,	,	PUNCT
faba-258	122	13	managing	manage	VERB
faba-258	122	14	risk	risk	NOUN
faba-258	122	15	,	,	PUNCT
faba-258	122	16	and	and	CCONJ
faba-258	122	17	adhering	adhere	VERB
faba-258	122	18	to	to	PART
faba-258	122	19	sound	sound	VERB
faba-258	122	20	financial	financial	ADJ
faba-258	122	21	practices	practice	NOUN
faba-258	122	22	.	.	PUNCT
faba-258	123	1	this	this	DET
faba-258	123	2	study	study	NOUN
faba-258	123	3	examines	examine	VERB
faba-258	123	4	the	the	DET
faba-258	123	5	influence	influence	NOUN
faba-258	123	6	of	of	ADP
faba-258	123	7	macroeconomic	macroeconomic	ADJ
faba-258	123	8	and	and	CCONJ
faba-258	123	9	bank	bank	NOUN
faba-258	123	10	-	-	PUNCT
faba-258	123	11	specific	specific	ADJ
faba-258	123	12	factors	factor	NOUN
faba-258	123	13	on	on	ADP
faba-258	123	14	bank	bank	NOUN
faba-258	123	15	liquidity	liquidity	NOUN
faba-258	123	16	,	,	PUNCT
faba-258	123	17	offering	offer	VERB
faba-258	123	18	insights	insight	NOUN
faba-258	123	19	to	to	PART
faba-258	123	20	inform	inform	VERB
faba-258	123	21	decisions	decision	NOUN
faba-258	123	22	and	and	CCONJ
faba-258	123	23	enhance	enhance	VERB
faba-258	123	24	financial	financial	ADJ
faba-258	123	25	stability	stability	NOUN
faba-258	123	26	.	.	PUNCT
faba-258	124	1	macroeconomic	macroeconomic	ADJ
faba-258	124	2	factors	factor	NOUN
faba-258	124	3	economic	economic	ADJ
faba-258	124	4	growth	growth	NOUN
faba-258	124	5	(	(	PUNCT
faba-258	124	6	rgdp	rgdp	NOUN
faba-258	124	7	):	):	PUNCT
faba-258	124	8	economic	economic	ADJ
faba-258	124	9	growth	growth	NOUN
faba-258	124	10	represents	represent	VERB
faba-258	124	11	the	the	DET
faba-258	124	12	expansion	expansion	NOUN
faba-258	124	13	of	of	ADP
faba-258	124	14	domestic	domestic	ADJ
faba-258	124	15	economic	economic	ADJ
faba-258	124	16	activity	activity	NOUN
faba-258	124	17	and	and	CCONJ
faba-258	124	18	income	income	NOUN
faba-258	124	19	(	(	PUNCT
faba-258	124	20	nguyen	nguyen	NOUN
faba-258	124	21	&	&	CCONJ
faba-258	124	22	bui	bui	PROPN
faba-258	124	23	2019	2019	NUM
faba-258	124	24	)	)	PUNCT
faba-258	124	25	.	.	PUNCT
faba-258	125	1	gdp	gdp	NOUN
faba-258	125	2	change	change	NOUN
faba-258	125	3	reflects	reflect	VERB
faba-258	125	4	economic	economic	ADJ
faba-258	125	5	stability	stability	NOUN
faba-258	125	6	and	and	CCONJ
faba-258	125	7	evaluates	evaluate	VERB
faba-258	125	8	government	government	NOUN
faba-258	125	9	initiatives	initiative	NOUN
faba-258	125	10	and	and	CCONJ
faba-258	125	11	reforms	reform	NOUN
faba-258	125	12	.	.	PUNCT
faba-258	126	1	bank	bank	NOUN
faba-258	126	2	liquidity	liquidity	NOUN
faba-258	126	3	,	,	PUNCT
faba-258	126	4	or	or	CCONJ
faba-258	126	5	a	a	DET
faba-258	126	6	bank	bank	NOUN
faba-258	126	7	's	's	PART
faba-258	126	8	ability	ability	NOUN
faba-258	126	9	to	to	PART
faba-258	126	10	meet	meet	VERB
faba-258	126	11	short	short	ADJ
faba-258	126	12	-	-	PUNCT
faba-258	126	13	term	term	NOUN
faba-258	126	14	obligations	obligation	NOUN
faba-258	126	15	,	,	PUNCT
faba-258	126	16	is	be	AUX
faba-258	126	17	linked	link	VERB
faba-258	126	18	to	to	ADP
faba-258	126	19	economic	economic	ADJ
faba-258	126	20	growth	growth	NOUN
faba-258	126	21	.	.	PUNCT
faba-258	127	1	many	many	ADJ
faba-258	127	2	studies	study	NOUN
faba-258	127	3	have	have	AUX
faba-258	127	4	confirmed	confirm	VERB
faba-258	127	5	a	a	DET
faba-258	127	6	positive	positive	ADJ
faba-258	127	7	relationship	relationship	NOUN
faba-258	127	8	between	between	ADP
faba-258	127	9	gdp	gdp	NOUN
faba-258	127	10	and	and	CCONJ
faba-258	127	11	liquidity	liquidity	NOUN
faba-258	127	12	(	(	PUNCT
faba-258	127	13	e.g.	e.g.	ADV
faba-258	127	14	,	,	PUNCT
faba-258	127	15	antony	antony	NOUN
faba-258	127	16	2023	2023	NUM
faba-258	127	17	;	;	PUNCT
faba-258	127	18	lalone	lalone	PROPN
faba-258	127	19	et	et	PROPN
faba-258	127	20	al	al	PROPN
faba-258	127	21	.	.	PROPN
faba-258	127	22	2023	2023	NUM
faba-258	127	23	;	;	PUNCT
faba-258	127	24	vu	vu	X
faba-258	127	25	et	et	PROPN
faba-258	127	26	al	al	PROPN
faba-258	127	27	.	.	PROPN
faba-258	127	28	2021	2021	NUM
faba-258	127	29	)	)	PUNCT
faba-258	127	30	.	.	PUNCT
faba-258	128	1	it	it	PRON
faba-258	128	2	is	be	AUX
faba-258	128	3	expected	expect	VERB
faba-258	128	4	that	that	SCONJ
faba-258	128	5	the	the	DET
faba-258	128	6	relationship	relationship	NOUN
faba-258	128	7	between	between	ADP
faba-258	128	8	rgdp	rgdp	NOUN
faba-258	128	9	and	and	CCONJ
faba-258	128	10	liquidity	liquidity	NOUN
faba-258	128	11	will	will	AUX
faba-258	128	12	be	be	AUX
faba-258	128	13	positive	positive	ADJ
faba-258	128	14	in	in	ADP
faba-258	128	15	both	both	DET
faba-258	128	16	states	state	NOUN
faba-258	128	17	or	or	CCONJ
faba-258	128	18	regimes	regime	NOUN
faba-258	128	19	.	.	PUNCT
faba-258	129	1	inflation	inflation	NOUN
faba-258	129	2	rate	rate	NOUN
faba-258	129	3	(	(	PUNCT
faba-258	129	4	inf	inf	NOUN
faba-258	129	5	):	):	PUNCT
faba-258	129	6	inflation	inflation	NOUN
faba-258	129	7	affects	affect	VERB
faba-258	129	8	the	the	DET
faba-258	129	9	real	real	ADJ
faba-258	129	10	value	value	NOUN
faba-258	129	11	of	of	ADP
faba-258	129	12	money	money	NOUN
faba-258	129	13	,	,	PUNCT
faba-258	129	14	influencing	influence	VERB
faba-258	129	15	liquidity	liquidity	NOUN
faba-258	129	16	restrictions	restriction	NOUN
faba-258	129	17	(	(	PUNCT
faba-258	129	18	vodova	vodova	PROPN
faba-258	129	19	2014	2014	NUM
faba-258	129	20	;	;	PUNCT
faba-258	129	21	moussa	moussa	PROPN
faba-258	129	22	2015	2015	NUM
faba-258	129	23	)	)	PUNCT
faba-258	129	24	.	.	PUNCT
faba-258	130	1	as	as	SCONJ
faba-258	130	2	inflation	inflation	NOUN
faba-258	130	3	lowers	lower	VERB
faba-258	130	4	the	the	DET
faba-258	130	5	true	true	ADJ
faba-258	130	6	value	value	NOUN
faba-258	130	7	of	of	ADP
faba-258	130	8	money	money	NOUN
faba-258	130	9	,	,	PUNCT
faba-258	130	10	liquidity	liquidity	NOUN
faba-258	130	11	restrictions	restriction	NOUN
faba-258	130	12	become	become	VERB
faba-258	130	13	more	more	ADV
faba-258	130	14	rigid	rigid	ADJ
faba-258	130	15	,	,	PUNCT
faba-258	130	16	restricting	restrict	VERB
faba-258	130	17	investment	investment	NOUN
faba-258	130	18	and	and	CCONJ
faba-258	130	19	consumption	consumption	NOUN
faba-258	130	20	and	and	CCONJ
faba-258	130	21	hindering	hinder	VERB
faba-258	130	22	economic	economic	ADJ
faba-258	130	23	growth	growth	NOUN
faba-258	130	24	.	.	PUNCT
faba-258	131	1	central	central	ADJ
faba-258	131	2	banks	bank	NOUN
faba-258	131	3	must	must	AUX
faba-258	131	4	monitor	monitor	VERB
faba-258	131	5	inflation	inflation	NOUN
faba-258	131	6	levels	level	NOUN
faba-258	131	7	to	to	PART
faba-258	131	8	maintain	maintain	VERB
faba-258	131	9	stable	stable	ADJ
faba-258	131	10	banking	banking	NOUN
faba-258	131	11	systems	system	NOUN
faba-258	131	12	and	and	CCONJ
faba-258	131	13	economies	economy	NOUN
faba-258	131	14	.	.	PUNCT
faba-258	132	1	understanding	understand	VERB
faba-258	132	2	the	the	DET
faba-258	132	3	relationship	relationship	NOUN
faba-258	132	4	between	between	ADP
faba-258	132	5	bank	bank	NOUN
faba-258	132	6	liquidity	liquidity	NOUN
faba-258	132	7	and	and	CCONJ
faba-258	132	8	inflation	inflation	NOUN
faba-258	132	9	is	be	AUX
faba-258	132	10	crucial	crucial	ADJ
faba-258	132	11	for	for	ADP
faba-258	132	12	effective	effective	ADJ
faba-258	132	13	management	management	NOUN
faba-258	132	14	.	.	PUNCT
faba-258	133	1	it	it	PRON
faba-258	133	2	is	be	AUX
faba-258	133	3	expected	expect	VERB
faba-258	133	4	that	that	SCONJ
faba-258	133	5	inflation	inflation	NOUN
faba-258	133	6	and	and	CCONJ
faba-258	133	7	liquidity	liquidity	NOUN
faba-258	133	8	will	will	AUX
faba-258	133	9	be	be	AUX
faba-258	133	10	negatively	negatively	ADV
faba-258	133	11	related	relate	VERB
faba-258	133	12	under	under	ADP
faba-258	133	13	both	both	DET
faba-258	133	14	market	market	NOUN
faba-258	133	15	conditions	condition	NOUN
faba-258	133	16	(	(	PUNCT
faba-258	133	17	regimes	regime	NOUN
faba-258	133	18	)	)	PUNCT
faba-258	133	19	.	.	PUNCT
faba-258	134	1	exchange	exchange	NOUN
faba-258	134	2	rate	rate	NOUN
faba-258	134	3	risk	risk	NOUN
faba-258	134	4	(	(	PUNCT
faba-258	134	5	exr	exr	PROPN
faba-258	134	6	):	):	PUNCT
faba-258	134	7	exchange	exchange	NOUN
faba-258	134	8	rates	rate	NOUN
faba-258	134	9	can	can	AUX
faba-258	134	10	impact	impact	VERB
faba-258	134	11	banks	bank	NOUN
faba-258	134	12	'	'	PART
faba-258	134	13	liquidity	liquidity	NOUN
faba-258	134	14	because	because	SCONJ
faba-258	134	15	volatile	volatile	ADJ
faba-258	134	16	rates	rate	NOUN
faba-258	134	17	enhance	enhance	VERB
faba-258	134	18	banking	banking	NOUN
faba-258	134	19	sector	sector	NOUN
faba-258	134	20	volatility	volatility	NOUN
faba-258	134	21	.	.	PUNCT
faba-258	135	1	banks	bank	NOUN
faba-258	135	2	use	use	VERB
faba-258	135	3	exchange	exchange	NOUN
faba-258	135	4	rate	rate	NOUN
faba-258	135	5	fluctuations	fluctuation	NOUN
faba-258	135	6	,	,	PUNCT
faba-258	135	7	hedge	hedge	NOUN
faba-258	135	8	techniques	technique	NOUN
faba-258	135	9	,	,	PUNCT
faba-258	135	10	and	and	CCONJ
faba-258	135	11	derivatives	derivative	NOUN
faba-258	135	12	to	to	PART
faba-258	135	13	manage	manage	VERB
faba-258	135	14	liquidity	liquidity	NOUN
faba-258	135	15	risk	risk	NOUN
faba-258	135	16	,	,	PUNCT
faba-258	135	17	protect	protect	VERB
faba-258	135	18	against	against	ADP
faba-258	135	19	foreign	foreign	ADJ
faba-258	135	20	exchange	exchange	NOUN
faba-258	135	21	rate	rate	NOUN
faba-258	135	22	risk	risk	NOUN
faba-258	135	23	,	,	PUNCT
faba-258	135	24	and	and	CCONJ
faba-258	135	25	ensure	ensure	VERB
faba-258	135	26	sufficient	sufficient	ADJ
faba-258	135	27	cash	cash	NOUN
faba-258	135	28	for	for	ADP
faba-258	135	29	contractual	contractual	ADJ
faba-258	135	30	obligations	obligation	NOUN
faba-258	135	31	.	.	PUNCT
faba-258	136	1	the	the	DET
faba-258	136	2	relationship	relationship	NOUN
faba-258	136	3	between	between	ADP
faba-258	136	4	exchange	exchange	NOUN
faba-258	136	5	rate	rate	NOUN
faba-258	136	6	risk	risk	NOUN
faba-258	136	7	and	and	CCONJ
faba-258	136	8	liquidity	liquidity	NOUN
faba-258	136	9	is	be	AUX
faba-258	136	10	expected	expect	VERB
faba-258	136	11	to	to	PART
faba-258	136	12	vary	vary	VERB
faba-258	136	13	based	base	VERB
faba-258	136	14	on	on	ADP
faba-258	136	15	market	market	NOUN
faba-258	136	16	conditions	condition	NOUN
faba-258	136	17	.	.	PUNCT
faba-258	137	1	bank	bank	NOUN
faba-258	137	2	-	-	PUNCT
faba-258	137	3	specific	specific	ADJ
faba-258	137	4	factors	factor	NOUN
faba-258	137	5	credit	credit	NOUN
faba-258	137	6	risk	risk	NOUN
faba-258	137	7	(	(	PUNCT
faba-258	137	8	cr	cr	NOUN
faba-258	137	9	):	):	PUNCT
faba-258	137	10	credit	credit	NOUN
faba-258	137	11	risk	risk	NOUN
faba-258	137	12	is	be	AUX
faba-258	137	13	related	relate	VERB
faba-258	137	14	to	to	ADP
faba-258	137	15	liquidity	liquidity	NOUN
faba-258	137	16	risk	risk	NOUN
faba-258	137	17	through	through	ADP
faba-258	137	18	borrower	borrower	NOUN
faba-258	137	19	defaults	default	NOUN
faba-258	137	20	and	and	CCONJ
faba-258	137	21	fund	fund	NOUN
faba-258	137	22	withdrawals	withdrawal	NOUN
faba-258	137	23	dumisani	dumisani	VERB
faba-258	137	24	pamba	pamba	NOUN
faba-258	137	25	/	/	SYM
faba-258	137	26	finance	finance	NOUN
faba-258	137	27	,	,	PUNCT
faba-258	137	28	accounting	accounting	NOUN
faba-258	137	29	and	and	CCONJ
faba-258	137	30	business	business	NOUN
faba-258	137	31	analysis	analysis	NOUN
faba-258	137	32	,	,	PUNCT
faba-258	137	33	volume	volume	NOUN
faba-258	137	34	7	7	NUM
faba-258	137	35	,	,	PUNCT
faba-258	137	36	issue	issue	NOUN
faba-258	137	37	1	1	NUM
faba-258	137	38	,	,	PUNCT
faba-258	137	39	2025	2025	NUM
faba-258	137	40	60	60	NUM
faba-258	137	41	(	(	PUNCT
faba-258	137	42	diamond	diamond	NOUN
faba-258	137	43	and	and	CCONJ
faba-258	137	44	dybvig	dybvig	NOUN
faba-258	137	45	1983	1983	NUM
faba-258	137	46	)	)	PUNCT
faba-258	137	47	.	.	PUNCT
faba-258	138	1	when	when	SCONJ
faba-258	138	2	a	a	DET
faba-258	138	3	borrower	borrower	NOUN
faba-258	138	4	defaults	default	VERB
faba-258	138	5	,	,	PUNCT
faba-258	138	6	credit	credit	NOUN
faba-258	138	7	risk	risk	NOUN
faba-258	138	8	rises	rise	NOUN
faba-258	138	9	,	,	PUNCT
faba-258	138	10	reducing	reduce	VERB
faba-258	138	11	the	the	DET
faba-258	138	12	liquidity	liquidity	NOUN
faba-258	138	13	of	of	ADP
faba-258	138	14	lender	lender	NOUN
faba-258	138	15	assets	asset	NOUN
faba-258	138	16	and	and	CCONJ
faba-258	138	17	increasing	increase	VERB
faba-258	138	18	borrowing	borrowing	NOUN
faba-258	138	19	costs	cost	NOUN
faba-258	138	20	.	.	PUNCT
faba-258	139	1	this	this	PRON
faba-258	139	2	leads	lead	VERB
faba-258	139	3	to	to	ADP
faba-258	139	4	higher	high	ADJ
faba-258	139	5	interest	interest	NOUN
faba-258	139	6	rates	rate	NOUN
faba-258	139	7	for	for	ADP
faba-258	139	8	borrowers	borrower	NOUN
faba-258	139	9	,	,	PUNCT
faba-258	139	10	resulting	result	VERB
faba-258	139	11	in	in	ADP
faba-258	139	12	less	less	ADJ
faba-258	139	13	borrowing	borrowing	NOUN
faba-258	139	14	and	and	CCONJ
faba-258	139	15	reduced	reduced	ADJ
faba-258	139	16	liquidity	liquidity	NOUN
faba-258	139	17	,	,	PUNCT
faba-258	139	18	or	or	CCONJ
faba-258	139	19	vice	vice	NOUN
faba-258	139	20	versa	versa	ADV
faba-258	139	21	.	.	PUNCT
faba-258	140	1	it	it	PRON
faba-258	140	2	is	be	AUX
faba-258	140	3	expected	expect	VERB
faba-258	140	4	that	that	SCONJ
faba-258	140	5	liquidity	liquidity	NOUN
faba-258	140	6	and	and	CCONJ
faba-258	140	7	credit	credit	NOUN
faba-258	140	8	risk	risk	NOUN
faba-258	140	9	will	will	AUX
faba-258	140	10	vary	vary	VERB
faba-258	140	11	according	accord	VERB
faba-258	140	12	to	to	ADP
faba-258	140	13	market	market	NOUN
faba-258	140	14	conditions	condition	NOUN
faba-258	140	15	.	.	PUNCT
faba-258	141	1	bank	bank	NOUN
faba-258	141	2	size	size	NOUN
faba-258	141	3	(	(	PUNCT
faba-258	141	4	bs	bs	NOUN
faba-258	141	5	):	):	PUNCT
faba-258	141	6	total	total	ADJ
faba-258	141	7	assets	asset	NOUN
faba-258	141	8	are	be	AUX
faba-258	141	9	a	a	DET
faba-258	141	10	common	common	ADJ
faba-258	141	11	measure	measure	NOUN
faba-258	141	12	of	of	ADP
faba-258	141	13	a	a	DET
faba-258	141	14	bank	bank	NOUN
faba-258	141	15	's	's	PART
faba-258	141	16	size	size	NOUN
faba-258	141	17	(	(	PUNCT
faba-258	141	18	demirguc	demirguc	PROPN
faba-258	141	19	-	-	PUNCT
faba-258	141	20	kunt	kunt	PROPN
faba-258	141	21	and	and	CCONJ
faba-258	141	22	huizinga	huizinga	ADV
faba-258	141	23	1999	1999	NUM
faba-258	141	24	;	;	PUNCT
faba-258	141	25	melese	melese	ADJ
faba-258	141	26	2015	2015	NUM
faba-258	141	27	;	;	PUNCT
faba-258	141	28	singh	singh	PROPN
faba-258	141	29	and	and	CCONJ
faba-258	141	30	sharma	sharma	PROPN
faba-258	141	31	2016	2016	NUM
faba-258	141	32	)	)	PUNCT
faba-258	141	33	.	.	PUNCT
faba-258	142	1	bank	bank	NOUN
faba-258	142	2	size	size	NOUN
faba-258	142	3	significantly	significantly	ADV
faba-258	142	4	impacts	impact	VERB
faba-258	142	5	financial	financial	ADJ
faba-258	142	6	health	health	NOUN
faba-258	142	7	,	,	PUNCT
faba-258	142	8	with	with	ADP
faba-258	142	9	larger	large	ADJ
faba-258	142	10	banks	bank	NOUN
faba-258	142	11	being	be	AUX
faba-258	142	12	more	more	ADV
faba-258	142	13	resilient	resilient	ADJ
faba-258	142	14	,	,	PUNCT
faba-258	142	15	diverse	diverse	ADJ
faba-258	142	16	,	,	PUNCT
faba-258	142	17	and	and	CCONJ
faba-258	142	18	better	well	ADV
faba-258	142	19	equipped	equip	VERB
faba-258	142	20	to	to	PART
faba-258	142	21	manage	manage	VERB
faba-258	142	22	liquidity	liquidity	NOUN
faba-258	142	23	during	during	ADP
faba-258	142	24	market	market	NOUN
faba-258	142	25	instability	instability	NOUN
faba-258	142	26	.	.	PUNCT
faba-258	143	1	return	return	NOUN
faba-258	143	2	on	on	ADP
faba-258	143	3	equity	equity	NOUN
faba-258	143	4	(	(	PUNCT
faba-258	143	5	roe	roe	PROPN
faba-258	143	6	):	):	PUNCT
faba-258	143	7	the	the	DET
faba-258	143	8	roe	roe	NOUN
faba-258	143	9	of	of	ADP
faba-258	143	10	a	a	DET
faba-258	143	11	bank	bank	NOUN
faba-258	143	12	represents	represent	VERB
faba-258	143	13	its	its	PRON
faba-258	143	14	profitability	profitability	NOUN
faba-258	143	15	,	,	PUNCT
faba-258	143	16	while	while	SCONJ
faba-258	143	17	its	its	PRON
faba-258	143	18	liquidity	liquidity	NOUN
faba-258	143	19	reflects	reflect	VERB
faba-258	143	20	the	the	DET
faba-258	143	21	bank	bank	NOUN
faba-258	143	22	's	's	PART
faba-258	143	23	ability	ability	NOUN
faba-258	143	24	to	to	PART
faba-258	143	25	meet	meet	VERB
faba-258	143	26	short	short	ADJ
faba-258	143	27	-	-	PUNCT
faba-258	143	28	term	term	NOUN
faba-258	143	29	obligations	obligation	NOUN
faba-258	143	30	.	.	PUNCT
faba-258	144	1	a	a	DET
faba-258	144	2	bank	bank	NOUN
faba-258	144	3	's	's	PART
faba-258	144	4	financial	financial	ADJ
faba-258	144	5	stability	stability	NOUN
faba-258	144	6	is	be	AUX
faba-258	144	7	determined	determine	VERB
faba-258	144	8	by	by	ADP
faba-258	144	9	roe	roe	NOUN
faba-258	144	10	and	and	CCONJ
faba-258	144	11	liquidity	liquidity	NOUN
faba-258	144	12	,	,	PUNCT
faba-258	144	13	with	with	ADP
faba-258	144	14	high	high	ADJ
faba-258	144	15	ratios	ratio	NOUN
faba-258	144	16	improving	improve	VERB
faba-258	144	17	profitability	profitability	NOUN
faba-258	144	18	and	and	CCONJ
faba-258	144	19	reducing	reduce	VERB
faba-258	144	20	risk	risk	NOUN
faba-258	144	21	.	.	PUNCT
faba-258	145	1	balancing	balance	VERB
faba-258	145	2	these	these	PRON
faba-258	145	3	is	be	AUX
faba-258	145	4	crucial	crucial	ADJ
faba-258	145	5	for	for	ADP
faba-258	145	6	long	long	ADJ
faba-258	145	7	-	-	PUNCT
faba-258	145	8	term	term	NOUN
faba-258	145	9	success	success	NOUN
faba-258	145	10	and	and	CCONJ
faba-258	145	11	stakeholder	stakeholder	PROPN
faba-258	145	12	trust	trust	PROPN
faba-258	145	13	.	.	PUNCT
faba-258	146	1	the	the	DET
faba-258	146	2	relationship	relationship	NOUN
faba-258	146	3	between	between	ADP
faba-258	146	4	roe	roe	NOUN
faba-258	146	5	and	and	CCONJ
faba-258	146	6	liquidity	liquidity	NOUN
faba-258	146	7	is	be	AUX
faba-258	146	8	expected	expect	VERB
faba-258	146	9	to	to	PART
faba-258	146	10	vary	vary	VERB
faba-258	146	11	based	base	VERB
faba-258	146	12	on	on	ADP
faba-258	146	13	market	market	NOUN
faba-258	146	14	conditions	condition	NOUN
faba-258	146	15	.	.	PUNCT
faba-258	147	1	methods	method	NOUN
faba-258	147	2	data	datum	NOUN
faba-258	147	3	source	source	NOUN
faba-258	147	4	this	this	DET
faba-258	147	5	study	study	NOUN
faba-258	147	6	analyzes	analyze	VERB
faba-258	147	7	macroeconomic	macroeconomic	ADJ
faba-258	147	8	and	and	CCONJ
faba-258	147	9	bank	bank	NOUN
faba-258	147	10	-	-	PUNCT
faba-258	147	11	specific	specific	ADJ
faba-258	147	12	factors	factor	NOUN
faba-258	147	13	affecting	affect	VERB
faba-258	147	14	bank	bank	NOUN
faba-258	147	15	liquidity	liquidity	NOUN
faba-258	147	16	in	in	ADP
faba-258	147	17	south	south	PROPN
faba-258	147	18	africa	africa	PROPN
faba-258	147	19	.	.	PUNCT
faba-258	148	1	data	datum	NOUN
faba-258	148	2	were	be	AUX
faba-258	148	3	obtained	obtain	VERB
faba-258	148	4	from	from	ADP
faba-258	148	5	the	the	DET
faba-258	148	6	south	south	ADJ
faba-258	148	7	african	african	PROPN
faba-258	148	8	reserve	reserve	PROPN
faba-258	148	9	bank	bank	PROPN
faba-258	148	10	(	(	PUNCT
faba-258	148	11	sarb	sarb	PROPN
faba-258	148	12	)	)	PUNCT
faba-258	148	13	and	and	CCONJ
faba-258	148	14	the	the	DET
faba-258	148	15	johannesburg	johannesburg	PROPN
faba-258	148	16	stock	stock	PROPN
faba-258	148	17	exchange	exchange	PROPN
faba-258	148	18	(	(	PUNCT
faba-258	148	19	jse	jse	PROPN
faba-258	148	20	)	)	PUNCT
faba-258	148	21	for	for	ADP
faba-258	148	22	the	the	DET
faba-258	148	23	period	period	NOUN
faba-258	148	24	from	from	ADP
faba-258	148	25	2000q1	2000q1	NOUN
faba-258	148	26	to	to	ADP
faba-258	148	27	2021q4	2021q4	NUM
faba-258	148	28	.	.	PUNCT
faba-258	149	1	unit	unit	NOUN
faba-258	149	2	root	root	NOUN
faba-258	149	3	tests	test	NOUN
faba-258	149	4	for	for	ADP
faba-258	149	5	stationarity	stationarity	NOUN
faba-258	149	6	the	the	DET
faba-258	149	7	study	study	NOUN
faba-258	149	8	uses	use	VERB
faba-258	149	9	the	the	DET
faba-258	149	10	augmented	augment	VERB
faba-258	149	11	dickey	dickey	NOUN
faba-258	149	12	-	-	PUNCT
faba-258	149	13	fuller	full	ADJ
faba-258	149	14	(	(	PUNCT
faba-258	149	15	adf	adf	NOUN
faba-258	149	16	)	)	PUNCT
faba-258	149	17	(	(	PUNCT
faba-258	149	18	1981	1981	NUM
faba-258	149	19	)	)	PUNCT
faba-258	149	20	test	test	NOUN
faba-258	149	21	and	and	CCONJ
faba-258	149	22	the	the	DET
faba-258	149	23	phillips	phillips	PROPN
faba-258	149	24	-	-	PUNCT
faba-258	149	25	perron	perron	PROPN
faba-258	149	26	(	(	PUNCT
faba-258	149	27	pp	pp	PROPN
faba-258	149	28	)	)	PUNCT
faba-258	149	29	(	(	PUNCT
faba-258	149	30	1981	1981	NUM
faba-258	149	31	)	)	PUNCT
faba-258	149	32	test	test	NOUN
faba-258	149	33	to	to	PART
faba-258	149	34	confirm	confirm	VERB
faba-258	149	35	the	the	DET
faba-258	149	36	stationarity	stationarity	NOUN
faba-258	149	37	of	of	ADP
faba-258	149	38	the	the	DET
faba-258	149	39	variables	variable	NOUN
faba-258	149	40	and	and	CCONJ
faba-258	149	41	determine	determine	VERB
faba-258	149	42	their	their	PRON
faba-258	149	43	order	order	NOUN
faba-258	149	44	of	of	ADP
faba-258	149	45	integration	integration	NOUN
faba-258	149	46	.	.	PUNCT
faba-258	150	1	brooks	brooks	PROPN
faba-258	150	2	(	(	PUNCT
faba-258	150	3	2008	2008	NUM
faba-258	150	4	)	)	PUNCT
faba-258	150	5	emphasizes	emphasize	VERB
faba-258	150	6	the	the	DET
faba-258	150	7	importance	importance	NOUN
faba-258	150	8	of	of	ADP
faba-258	150	9	these	these	DET
faba-258	150	10	tests	test	NOUN
faba-258	150	11	in	in	ADP
faba-258	150	12	analyzing	analyze	VERB
faba-258	150	13	structural	structural	ADJ
faba-258	150	14	breaks	break	NOUN
faba-258	150	15	,	,	PUNCT
faba-258	150	16	trends	trend	NOUN
faba-258	150	17	,	,	PUNCT
faba-258	150	18	and	and	CCONJ
faba-258	150	19	stationarity	stationarity	NOUN
faba-258	150	20	in	in	ADP
faba-258	150	21	data	data	PROPN
faba-258	150	22	.	.	PUNCT
faba-258	151	1	the	the	DET
faba-258	151	2	adf	adf	NOUN
faba-258	151	3	and	and	CCONJ
faba-258	151	4	pp	pp	PROPN
faba-258	151	5	tests	test	NOUN
faba-258	151	6	ensure	ensure	VERB
faba-258	151	7	the	the	DET
faba-258	151	8	data	datum	NOUN
faba-258	151	9	is	be	AUX
faba-258	151	10	suitable	suitable	ADJ
faba-258	151	11	for	for	ADP
faba-258	151	12	further	further	ADJ
faba-258	151	13	statistical	statistical	ADJ
faba-258	151	14	analysis	analysis	NOUN
faba-258	151	15	by	by	ADP
faba-258	151	16	verifying	verify	VERB
faba-258	151	17	the	the	DET
faba-258	151	18	stationarity	stationarity	NOUN
faba-258	151	19	of	of	ADP
faba-258	151	20	the	the	DET
faba-258	151	21	variables	variable	NOUN
faba-258	151	22	.	.	PUNCT
faba-258	152	1	breaks	break	NOUN
faba-258	152	2	and	and	CCONJ
faba-258	152	3	trends	trend	NOUN
faba-258	152	4	may	may	AUX
faba-258	152	5	reveal	reveal	VERB
faba-258	152	6	potential	potential	ADJ
faba-258	152	7	outliers	outlier	NOUN
faba-258	152	8	or	or	CCONJ
faba-258	152	9	anomalies	anomaly	NOUN
faba-258	152	10	that	that	PRON
faba-258	152	11	could	could	AUX
faba-258	152	12	affect	affect	VERB
faba-258	152	13	the	the	DET
faba-258	152	14	study	study	NOUN
faba-258	152	15	's	's	PART
faba-258	152	16	findings	finding	NOUN
faba-258	152	17	.	.	PUNCT
faba-258	153	1	the	the	DET
faba-258	153	2	johansen	johansen	PROPN
faba-258	153	3	cointegration	cointegration	PROPN
faba-258	153	4	test	test	VERB
faba-258	153	5	the	the	DET
faba-258	153	6	johansen	johansen	PROPN
faba-258	153	7	cointegration	cointegration	PROPN
faba-258	153	8	test	test	NOUN
faba-258	153	9	is	be	AUX
faba-258	153	10	a	a	DET
faba-258	153	11	statistical	statistical	ADJ
faba-258	153	12	method	method	NOUN
faba-258	153	13	used	use	VERB
faba-258	153	14	to	to	PART
faba-258	153	15	determine	determine	VERB
faba-258	153	16	whether	whether	SCONJ
faba-258	153	17	a	a	DET
faba-258	153	18	long	long	ADJ
faba-258	153	19	-	-	PUNCT
faba-258	153	20	term	term	NOUN
faba-258	153	21	equilibrium	equilibrium	NOUN
faba-258	153	22	relationship	relationship	NOUN
faba-258	153	23	exists	exist	VERB
faba-258	153	24	among	among	ADP
faba-258	153	25	multiple	multiple	ADJ
faba-258	153	26	time	time	NOUN
faba-258	153	27	series	series	NOUN
faba-258	153	28	variables	variable	NOUN
faba-258	153	29	.	.	PUNCT
faba-258	154	1	in	in	ADP
faba-258	154	2	this	this	DET
faba-258	154	3	study	study	NOUN
faba-258	154	4	,	,	PUNCT
faba-258	154	5	the	the	DET
faba-258	154	6	test	test	NOUN
faba-258	154	7	assesses	assess	VERB
faba-258	154	8	whether	whether	SCONJ
faba-258	154	9	key	key	ADJ
faba-258	154	10	macroeconomic	macroeconomic	ADJ
faba-258	154	11	indicators	indicator	NOUN
faba-258	154	12	and	and	CCONJ
faba-258	154	13	bank	bank	NOUN
faba-258	154	14	-	-	PUNCT
faba-258	154	15	specific	specific	ADJ
faba-258	154	16	factors	factor	NOUN
faba-258	154	17	are	be	AUX
faba-258	154	18	cointegrated	cointegrate	VERB
faba-258	154	19	with	with	ADP
faba-258	154	20	bank	bank	NOUN
faba-258	154	21	liquidity	liquidity	NOUN
faba-258	154	22	over	over	ADP
faba-258	154	23	time	time	NOUN
faba-258	154	24	.	.	PUNCT
faba-258	155	1	various	various	ADJ
faba-258	155	2	macroeconomic	macroeconomic	ADJ
faba-258	155	3	factors	factor	NOUN
faba-258	155	4	(	(	PUNCT
faba-258	155	5	such	such	ADJ
faba-258	155	6	as	as	ADP
faba-258	155	7	gdp	gdp	NOUN
faba-258	155	8	growth	growth	NOUN
faba-258	155	9	,	,	PUNCT
faba-258	155	10	inflation	inflation	NOUN
faba-258	155	11	risk	risk	NOUN
faba-258	155	12	,	,	PUNCT
faba-258	155	13	and	and	CCONJ
faba-258	155	14	exchange	exchange	NOUN
faba-258	155	15	rate	rate	NOUN
faba-258	155	16	risk	risk	NOUN
faba-258	155	17	)	)	PUNCT
faba-258	155	18	and	and	CCONJ
faba-258	155	19	bankspecific	bankspecific	ADJ
faba-258	155	20	variables	variable	NOUN
faba-258	155	21	(	(	PUNCT
faba-258	155	22	including	include	VERB
faba-258	155	23	credit	credit	NOUN
faba-258	155	24	risk	risk	NOUN
faba-258	155	25	,	,	PUNCT
faba-258	155	26	bank	bank	NOUN
faba-258	155	27	size	size	NOUN
faba-258	155	28	,	,	PUNCT
faba-258	155	29	and	and	CCONJ
faba-258	155	30	return	return	VERB
faba-258	155	31	on	on	ADP
faba-258	155	32	equity	equity	NOUN
faba-258	155	33	)	)	PUNCT
faba-258	155	34	may	may	AUX
faba-258	155	35	influence	influence	VERB
faba-258	155	36	liquidity	liquidity	NOUN
faba-258	155	37	levels	level	NOUN
faba-258	155	38	in	in	ADP
faba-258	155	39	the	the	DET
faba-258	155	40	banking	banking	NOUN
faba-258	155	41	system	system	NOUN
faba-258	155	42	.	.	PUNCT
faba-258	156	1	while	while	SCONJ
faba-258	156	2	these	these	DET
faba-258	156	3	variables	variable	NOUN
faba-258	156	4	may	may	AUX
faba-258	156	5	show	show	VERB
faba-258	156	6	short	short	ADJ
faba-258	156	7	-	-	PUNCT
faba-258	156	8	term	term	NOUN
faba-258	156	9	fluctuations	fluctuation	NOUN
faba-258	156	10	,	,	PUNCT
faba-258	156	11	the	the	DET
faba-258	156	12	johansen	johansen	PROPN
faba-258	156	13	cointegration	cointegration	PROPN
faba-258	156	14	test	test	NOUN
faba-258	156	15	helps	helps	AUX
faba-258	156	16	identify	identify	VERB
faba-258	156	17	whether	whether	SCONJ
faba-258	156	18	they	they	PRON
faba-258	156	19	share	share	VERB
faba-258	156	20	a	a	DET
faba-258	156	21	stable	stable	ADJ
faba-258	156	22	long	long	ADJ
faba-258	156	23	-	-	PUNCT
faba-258	156	24	term	term	NOUN
faba-258	156	25	relationship	relationship	NOUN
faba-258	156	26	.	.	PUNCT
faba-258	157	1	if	if	SCONJ
faba-258	157	2	a	a	DET
faba-258	157	3	cointegration	cointegration	NOUN
faba-258	157	4	relationship	relationship	NOUN
faba-258	157	5	exists	exist	VERB
faba-258	157	6	,	,	PUNCT
faba-258	157	7	it	it	PRON
faba-258	157	8	indicates	indicate	VERB
faba-258	157	9	that	that	SCONJ
faba-258	157	10	,	,	PUNCT
faba-258	157	11	despite	despite	SCONJ
faba-258	157	12	short	short	ADJ
faba-258	157	13	-	-	PUNCT
faba-258	157	14	term	term	NOUN
faba-258	157	15	deviations	deviation	NOUN
faba-258	157	16	,	,	PUNCT
faba-258	157	17	these	these	DET
faba-258	157	18	variables	variable	NOUN
faba-258	157	19	are	be	AUX
faba-258	157	20	interconnected	interconnect	VERB
faba-258	157	21	and	and	CCONJ
faba-258	157	22	will	will	AUX
faba-258	157	23	revert	revert	VERB
faba-258	157	24	to	to	ADP
faba-258	157	25	equilibrium	equilibrium	NOUN
faba-258	157	26	over	over	ADP
faba-258	157	27	time	time	NOUN
faba-258	157	28	.	.	PUNCT
faba-258	158	1	markov	markov	NOUN
faba-258	158	2	switching	switching	NOUN
faba-258	158	3	mean	mean	NOUN
faba-258	158	4	vector	vector	NOUN
faba-258	158	5	autoregressive	autoregressive	ADJ
faba-258	158	6	msm	msm	NOUN
faba-258	158	7	-	-	PUNCT
faba-258	158	8	var	var	NOUN
faba-258	158	9	is	be	AUX
faba-258	158	10	one	one	NUM
faba-258	158	11	of	of	ADP
faba-258	158	12	the	the	DET
faba-258	158	13	two	two	NUM
faba-258	158	14	classes	class	NOUN
faba-258	158	15	of	of	ADP
faba-258	158	16	markov	markov	NOUN
faba-258	158	17	switching	switch	VERB
faba-258	158	18	vector	vector	NOUN
faba-258	158	19	autoregressive	autoregressive	ADJ
faba-258	158	20	(	(	PUNCT
faba-258	158	21	ms	ms	ADJ
faba-258	158	22	-	-	PUNCT
faba-258	158	23	var	var	NOUN
faba-258	158	24	)	)	PUNCT
faba-258	158	25	models	model	NOUN
faba-258	158	26	,	,	PUNCT
faba-258	158	27	the	the	DET
faba-258	158	28	other	other	ADJ
faba-258	158	29	being	be	AUX
faba-258	158	30	the	the	DET
faba-258	158	31	markov	markov	NOUN
faba-258	158	32	-	-	PUNCT
faba-258	158	33	switching	switch	VERB
faba-258	158	34	intercept	intercept	NOUN
faba-258	158	35	var	var	NOUN
faba-258	158	36	model	model	NOUN
faba-258	158	37	(	(	PUNCT
faba-258	158	38	see	see	VERB
faba-258	158	39	krolzig	krolzig	NOUN
faba-258	158	40	1997	1997	NUM
faba-258	158	41	)	)	PUNCT
faba-258	158	42	.	.	PUNCT
faba-258	159	1	both	both	DET
faba-258	159	2	classes	class	NOUN
faba-258	159	3	capture	capture	VERB
faba-258	159	4	the	the	DET
faba-258	159	5	dynamic	dynamic	ADJ
faba-258	159	6	interactions	interaction	NOUN
faba-258	159	7	between	between	ADP
faba-258	159	8	multiple	multiple	ADJ
faba-258	159	9	time	time	NOUN
faba-258	159	10	series	series	PROPN
faba-258	159	11	variables	variable	NOUN
faba-258	159	12	while	while	SCONJ
faba-258	159	13	allowing	allow	VERB
faba-258	159	14	for	for	ADP
faba-258	159	15	shifts	shift	NOUN
faba-258	159	16	in	in	ADP
faba-258	159	17	relationships	relationship	NOUN
faba-258	159	18	over	over	ADP
faba-258	159	19	time	time	NOUN
faba-258	159	20	.	.	PUNCT
faba-258	160	1	the	the	DET
faba-258	160	2	msm	msm	NOUN
faba-258	160	3	-	-	PUNCT
faba-258	160	4	var	var	NOUN
faba-258	160	5	allows	allow	NOUN
faba-258	160	6	for	for	ADP
faba-258	160	7	regime	regime	NOUN
faba-258	160	8	switches	switch	NOUN
faba-258	160	9	in	in	ADP
faba-258	160	10	the	the	DET
faba-258	160	11	var	var	NOUN
faba-258	160	12	coefficients	coefficient	NOUN
faba-258	160	13	,	,	PUNCT
faba-258	160	14	reflecting	reflect	VERB
faba-258	160	15	different	different	ADJ
faba-258	160	16	economic	economic	ADJ
faba-258	160	17	or	or	CCONJ
faba-258	160	18	market	market	NOUN
faba-258	160	19	conditions	condition	NOUN
faba-258	160	20	.	.	PUNCT
faba-258	161	1	this	this	DET
faba-258	161	2	flexibility	flexibility	NOUN
faba-258	161	3	makes	make	VERB
faba-258	161	4	ms	ms	ADJ
faba-258	161	5	-	-	PUNCT
faba-258	161	6	var	var	NOUN
faba-258	161	7	models	model	NOUN
faba-258	161	8	well	well	ADV
faba-258	161	9	-	-	PUNCT
faba-258	161	10	suited	suited	ADJ
faba-258	161	11	to	to	ADP
faba-258	161	12	capturing	capture	VERB
faba-258	161	13	non	non	ADJ
faba-258	161	14	-	-	NOUN
faba-258	161	15	linearities	linearity	NOUN
faba-258	161	16	and	and	CCONJ
faba-258	161	17	changes	change	NOUN
faba-258	161	18	in	in	ADP
faba-258	161	19	relationships	relationship	NOUN
faba-258	161	20	that	that	SCONJ
faba-258	161	21	traditional	traditional	ADJ
faba-258	161	22	var	var	NOUN
faba-258	161	23	models	model	NOUN
faba-258	161	24	may	may	AUX
faba-258	161	25	struggle	struggle	VERB
faba-258	161	26	to	to	PART
faba-258	161	27	address	address	VERB
faba-258	161	28	.	.	PUNCT
faba-258	162	1	the	the	DET
faba-258	162	2	msm	msm	NOUN
faba-258	162	3	-	-	PUNCT
faba-258	162	4	var	var	NOUN
faba-258	162	5	model	model	NOUN
faba-258	162	6	is	be	AUX
faba-258	162	7	particularly	particularly	ADV
faba-258	162	8	effective	effective	ADJ
faba-258	162	9	for	for	ADP
faba-258	162	10	analyzing	analyze	VERB
faba-258	162	11	the	the	DET
faba-258	162	12	dynamic	dynamic	ADJ
faba-258	162	13	relationships	relationship	NOUN
faba-258	162	14	between	between	ADP
faba-258	162	15	macroeconomic	macroeconomic	ADJ
faba-258	162	16	and	and	CCONJ
faba-258	162	17	bank	bank	NOUN
faba-258	162	18	-	-	PUNCT
faba-258	162	19	specific	specific	ADJ
faba-258	162	20	factors	factor	NOUN
faba-258	162	21	across	across	ADP
faba-258	162	22	different	different	ADJ
faba-258	162	23	economic	economic	ADJ
faba-258	162	24	regimes	regime	NOUN
faba-258	162	25	,	,	PUNCT
faba-258	162	26	such	such	ADJ
faba-258	162	27	as	as	ADP
faba-258	162	28	periods	period	NOUN
faba-258	162	29	of	of	ADP
faba-258	162	30	high	high	ADJ
faba-258	162	31	liquidity	liquidity	NOUN
faba-258	162	32	or	or	CCONJ
faba-258	162	33	market	market	NOUN
faba-258	162	34	stability	stability	NOUN
faba-258	162	35	and	and	CCONJ
faba-258	162	36	low	low	ADJ
faba-258	162	37	liquidity	liquidity	NOUN
faba-258	162	38	or	or	CCONJ
faba-258	162	39	market	market	NOUN
faba-258	162	40	instability	instability	NOUN
faba-258	162	41	.	.	PUNCT
faba-258	163	1	the	the	DET
faba-258	163	2	model	model	NOUN
faba-258	163	3	assumes	assume	VERB
faba-258	163	4	that	that	SCONJ
faba-258	163	5	the	the	DET
faba-258	163	6	behavior	behavior	NOUN
faba-258	163	7	of	of	ADP
faba-258	163	8	these	these	DET
faba-258	163	9	variables	variable	NOUN
faba-258	163	10	can	can	AUX
faba-258	163	11	switch	switch	VERB
faba-258	163	12	between	between	ADP
faba-258	163	13	different	different	ADJ
faba-258	163	14	regimes	regime	NOUN
faba-258	163	15	depending	depend	VERB
faba-258	163	16	on	on	ADP
faba-258	163	17	the	the	DET
faba-258	163	18	underlying	underlie	VERB
faba-258	163	19	state	state	NOUN
faba-258	163	20	of	of	ADP
faba-258	163	21	the	the	DET
faba-258	163	22	economy	economy	NOUN
faba-258	163	23	or	or	CCONJ
faba-258	163	24	banking	banking	NOUN
faba-258	163	25	environment	environment	NOUN
faba-258	163	26	.	.	PUNCT
faba-258	164	1	msm	msm	NOUN
faba-258	164	2	-	-	PUNCT
faba-258	164	3	vars	var	NOUN
faba-258	164	4	can	can	AUX
faba-258	164	5	be	be	AUX
faba-258	164	6	characterized	characterize	VERB
faba-258	164	7	as	as	SCONJ
faba-258	164	8	follows	follow	VERB
faba-258	164	9	:	:	PUNCT
faba-258	164	10	𝑌𝑡	𝑌𝑡	PROPN
faba-258	164	11	=	=	PUNCT
faba-258	164	12	𝜇𝑆𝑡	𝜇𝑆𝑡	NOUN
faba-258	164	13	+	+	NUM
faba-258	164	14	𝑋𝑡	𝑋𝑡	PROPN
faba-258	164	15	𝛽𝑆𝑡	𝛽𝑆𝑡	NOUN
faba-258	164	16	+	+	X
faba-258	164	17	𝜖𝑡	𝜖𝑡	PROPN
faba-258	164	18	(	(	PUNCT
faba-258	164	19	1	1	NUM
faba-258	164	20	)	)	PUNCT
faba-258	164	21	where	where	SCONJ
faba-258	164	22			NOUN
faba-258	164	23	the	the	DET
faba-258	164	24	bank	bank	PROPN
faba-258	164	25	liquidity	liquidity	NOUN
faba-258	164	26	variable	variable	NOUN
faba-258	164	27	at	at	ADP
faba-258	164	28	time	time	NOUN
faba-258	164	29	𝑡	𝑡	PROPN
faba-258	164	30	is	be	AUX
faba-258	164	31	denoted	denote	VERB
faba-258	164	32	by	by	ADP
faba-258	164	33	𝑌𝑡	𝑌𝑡	PROPN
faba-258	164	34			PUNCT
faba-258	165	1	𝑆𝑡	𝑆𝑡	PROPN
faba-258	165	2	is	be	AUX
faba-258	165	3	a	a	DET
faba-258	165	4	measure	measure	NOUN
faba-258	165	5	of	of	ADP
faba-258	165	6	the	the	DET
faba-258	165	7	market	market	NOUN
faba-258	165	8	's	's	PART
faba-258	165	9	state	state	NOUN
faba-258	165	10	or	or	CCONJ
faba-258	165	11	regime	regime	NOUN
faba-258	165	12	at	at	ADP
faba-258	165	13	time	time	NOUN
faba-258	165	14	𝑡	𝑡	PROPN
faba-258	165	15	(	(	PUNCT
faba-258	165	16	for	for	ADP
faba-258	165	17	example	example	NOUN
faba-258	165	18	,	,	PUNCT
faba-258	165	19	1	1	NUM
faba-258	165	20	represents	represent	VERB
faba-258	165	21	a	a	DET
faba-258	165	22	high	high	ADJ
faba-258	165	23	-	-	PUNCT
faba-258	165	24	liquidity	liquidity	NOUN
faba-258	165	25	,	,	PUNCT
faba-258	165	26	stable	stable	ADJ
faba-258	165	27	market	market	NOUN
faba-258	165	28	,	,	PUNCT
faba-258	165	29	while	while	SCONJ
faba-258	165	30	0	0	NUM
faba-258	165	31	indicates	indicate	VERB
faba-258	165	32	a	a	DET
faba-258	165	33	low	low	ADJ
faba-258	165	34	-	-	PUNCT
faba-258	165	35	liquidity	liquidity	NOUN
faba-258	165	36	,	,	PUNCT
faba-258	165	37	unstable	unstable	ADJ
faba-258	165	38	market	market	NOUN
faba-258	165	39	)	)	PUNCT
faba-258	165	40	.	.	PUNCT
faba-258	166	1			X
faba-258	166	2	a	a	DET
faba-258	166	3	vector	vector	NOUN
faba-258	166	4	of	of	ADP
faba-258	166	5	explanatory	explanatory	ADJ
faba-258	166	6	variables	variable	NOUN
faba-258	166	7	(	(	PUNCT
faba-258	166	8	for	for	ADP
faba-258	166	9	example	example	NOUN
faba-258	166	10	,	,	PUNCT
faba-258	166	11	macroeconomic	macroeconomic	ADJ
faba-258	166	12	indicators	indicator	NOUN
faba-258	166	13	,	,	PUNCT
faba-258	166	14	bank	bank	NOUN
faba-258	166	15	-	-	PUNCT
faba-258	166	16	specific	specific	ADJ
faba-258	166	17	factors	factor	NOUN
faba-258	166	18	)	)	PUNCT
faba-258	166	19	is	be	AUX
faba-258	166	20	denoted	denote	VERB
faba-258	166	21	by	by	ADP
faba-258	166	22	𝑋𝑡	𝑋𝑡	PROPN
faba-258	166	23	dumisani	dumisani	ADJ
faba-258	166	24	pamba	pamba	NOUN
faba-258	166	25	/	/	SYM
faba-258	166	26	finance	finance	NOUN
faba-258	166	27	,	,	PUNCT
faba-258	166	28	accounting	accounting	NOUN
faba-258	166	29	and	and	CCONJ
faba-258	166	30	business	business	NOUN
faba-258	166	31	analysis	analysis	NOUN
faba-258	166	32	,	,	PUNCT
faba-258	166	33	volume	volume	NOUN
faba-258	166	34	7	7	NUM
faba-258	166	35	,	,	PUNCT
faba-258	166	36	issue	issue	NOUN
faba-258	166	37	1	1	NUM
faba-258	166	38	,	,	PUNCT
faba-258	166	39	2025	2025	NUM
faba-258	166	40	61	61	NUM
faba-258	166	41			NOUN
faba-258	166	42	𝛽𝑆𝑡	𝛽𝑆𝑡	NOUN
faba-258	166	43	is	be	AUX
faba-258	166	44	the	the	DET
faba-258	166	45	state	state	NOUN
faba-258	166	46	-	-	PUNCT
faba-258	166	47	dependent	dependent	ADJ
faba-258	166	48	coefficient	coefficient	NOUN
faba-258	166	49	vector	vector	NOUN
faba-258	166	50			NOUN
faba-258	166	51	𝜖𝑡	𝜖𝑡	NOUN
faba-258	166	52	is	be	AUX
faba-258	166	53	the	the	DET
faba-258	166	54	error	error	NOUN
faba-258	166	55	term	term	NOUN
faba-258	166	56	.	.	PUNCT
faba-258	167	1	markov	markov	NOUN
faba-258	167	2	process	process	NOUN
faba-258	167	3	for	for	ADP
faba-258	167	4	regime	regime	NOUN
faba-258	167	5	switching	switching	NOUN
faba-258	167	6	:	:	PUNCT
faba-258	168	1	𝑆𝑡	𝑆𝑡	PROPN
faba-258	168	2	,	,	PUNCT
faba-258	168	3	the	the	DET
faba-258	168	4	regime	regime	NOUN
faba-258	168	5	variable	variable	NOUN
faba-258	168	6	,	,	PUNCT
faba-258	168	7	follows	follow	VERB
faba-258	168	8	a	a	DET
faba-258	168	9	discrete	discrete	ADJ
faba-258	168	10	markov	markov	NOUN
faba-258	168	11	process	process	NOUN
faba-258	168	12	,	,	PUNCT
faba-258	168	13	determining	determine	VERB
faba-258	168	14	the	the	DET
faba-258	168	15	probability	probability	NOUN
faba-258	168	16	of	of	ADP
faba-258	168	17	switching	switch	VERB
faba-258	168	18	from	from	ADP
faba-258	168	19	one	one	NUM
faba-258	168	20	regime	regime	NOUN
faba-258	168	21	to	to	ADP
faba-258	168	22	another	another	PRON
faba-258	168	23	.	.	PUNCT
faba-258	169	1	to	to	PART
faba-258	169	2	define	define	VERB
faba-258	169	3	transition	transition	NOUN
faba-258	169	4	probabilities	probability	NOUN
faba-258	169	5	between	between	ADP
faba-258	169	6	regimes	regime	NOUN
faba-258	169	7	,	,	PUNCT
faba-258	169	8	we	we	PRON
faba-258	169	9	use	use	VERB
faba-258	169	10	the	the	DET
faba-258	169	11	following	follow	VERB
faba-258	169	12	formula	formula	NOUN
faba-258	169	13	:	:	PUNCT
faba-258	169	14	𝑃	𝑃	NOUN
faba-258	169	15	(	(	PUNCT
faba-258	169	16	𝑆𝑡	𝑆𝑡	PROPN
faba-258	169	17	=	=	PUNCT
faba-258	169	18	𝑗	𝑗	PROPN
faba-258	169	19	|𝑆𝑡−1	|𝑆𝑡−1	NOUN
faba-258	169	20	=	=	SYM
faba-258	169	21	𝑖	𝑖	X
faba-258	169	22	)	)	PUNCT
faba-258	169	23	𝑝𝑖𝑗	𝑝𝑖𝑗	NOUN
faba-258	169	24	(	(	PUNCT
faba-258	169	25	2	2	NUM
faba-258	169	26	)	)	PUNCT
faba-258	169	27	where	where	SCONJ
faba-258	169	28	:	:	PUNCT
faba-258	169	29			X
faba-258	169	30	a	a	DET
faba-258	169	31	switch	switch	NOUN
faba-258	169	32	from	from	ADP
faba-258	169	33	regime	regime	NOUN
faba-258	169	34	𝑖	𝑖	ADP
faba-258	169	35	to	to	PART
faba-258	169	36	regime	regime	VERB
faba-258	169	37	𝑗	𝑗	PROPN
faba-258	169	38	is	be	AUX
faba-258	169	39	represented	represent	VERB
faba-258	169	40	by	by	ADP
faba-258	169	41	𝑝𝑖𝑗	𝑝𝑖𝑗	PROPN
faba-258	169	42			NOUN
faba-258	170	1	𝑃	𝑃	NOUN
faba-258	170	2	is	be	AUX
faba-258	170	3	a	a	DET
faba-258	170	4	transition	transition	NOUN
faba-258	170	5	matrix	matrix	NOUN
faba-258	170	6	arranged	arrange	VERB
faba-258	170	7	according	accord	VERB
faba-258	170	8	to	to	ADP
faba-258	170	9	the	the	DET
faba-258	170	10	transition	transition	NOUN
faba-258	170	11	probabilities	probability	NOUN
faba-258	170	12	𝑝𝑖𝑗	𝑝𝑖𝑗	VERB
faba-258	170	13	expanded	expand	VERB
faba-258	170	14	model	model	NOUN
faba-258	170	15	for	for	ADP
faba-258	170	16	liquidity	liquidity	NOUN
faba-258	170	17	analysis	analysis	NOUN
faba-258	170	18	in	in	ADP
faba-258	170	19	banks	bank	NOUN
faba-258	170	20	:	:	PUNCT
faba-258	170	21	there	there	PRON
faba-258	170	22	are	be	VERB
faba-258	170	23	two	two	NUM
faba-258	170	24	types	type	NOUN
faba-258	170	25	of	of	ADP
faba-258	170	26	factors	factor	NOUN
faba-258	170	27	that	that	PRON
faba-258	170	28	can	can	AUX
faba-258	170	29	be	be	AUX
faba-258	170	30	included	include	VERB
faba-258	170	31	in	in	ADP
faba-258	170	32	the	the	DET
faba-258	170	33	vector	vector	NOUN
faba-258	170	34	𝑌𝑡	𝑌𝑡	PROPN
faba-258	170	35	for	for	ADP
faba-258	170	36	analyzing	analyze	VERB
faba-258	170	37	liquidity	liquidity	NOUN
faba-258	170	38	in	in	ADP
faba-258	170	39	south	south	ADJ
faba-258	170	40	african	african	ADJ
faba-258	170	41	banks	bank	NOUN
faba-258	170	42	:	:	PUNCT
faba-258	170	43	macroeconomic	macroeconomic	ADJ
faba-258	170	44	factors	factor	NOUN
faba-258	170	45	and	and	CCONJ
faba-258	170	46	factors	factor	NOUN
faba-258	170	47	specific	specific	ADJ
faba-258	170	48	to	to	ADP
faba-258	170	49	the	the	DET
faba-258	170	50	bank	bank	NOUN
faba-258	170	51	:	:	PUNCT
faba-258	170	52	yt	yt	PROPN
faba-258	170	53	=	=	PUNCT
faba-258	170	54	rgdpt	rgdpt	PROPN
faba-258	170	55	,	,	PUNCT
faba-258	170	56	inft	inft	PROPN
faba-258	170	57	,	,	PUNCT
faba-258	170	58	exrt	exrt	PROPN
faba-258	170	59	,	,	PUNCT
faba-258	170	60	crt	crt	ADJ
faba-258	170	61	,	,	PUNCT
faba-258	170	62	bst	bst	PROPN
faba-258	170	63	,	,	PUNCT
faba-258	170	64	roet	roet	VERB
faba-258	170	65	(	(	PUNCT
faba-258	170	66	3	3	X
faba-258	170	67	)	)	PUNCT
faba-258	170	68	an	an	DET
faba-258	170	69	msm	msm	NOUN
faba-258	170	70	-	-	PUNCT
faba-258	170	71	var	var	NOUN
faba-258	170	72	model	model	NOUN
faba-258	170	73	shows	show	VERB
faba-258	170	74	how	how	SCONJ
faba-258	170	75	interactions	interaction	NOUN
faba-258	170	76	between	between	ADP
faba-258	170	77	these	these	DET
faba-258	170	78	variables	variable	NOUN
faba-258	170	79	change	change	VERB
faba-258	170	80	with	with	ADP
faba-258	170	81	economic	economic	ADJ
faba-258	170	82	regimes	regime	NOUN
faba-258	170	83	.	.	PUNCT
faba-258	171	1	for	for	ADP
faba-258	171	2	instance	instance	NOUN
faba-258	171	3	,	,	PUNCT
faba-258	171	4	in	in	ADP
faba-258	171	5	a	a	DET
faba-258	171	6	low	low	ADJ
faba-258	171	7	liquidity	liquidity	NOUN
faba-258	171	8	regime	regime	NOUN
faba-258	171	9	,	,	PUNCT
faba-258	171	10	such	such	ADJ
faba-258	171	11	as	as	ADP
faba-258	171	12	during	during	ADP
faba-258	171	13	a	a	DET
faba-258	171	14	financial	financial	ADJ
faba-258	171	15	crisis	crisis	NOUN
faba-258	171	16	,	,	PUNCT
faba-258	171	17	the	the	DET
faba-258	171	18	effects	effect	NOUN
faba-258	171	19	of	of	ADP
faba-258	171	20	inflation	inflation	NOUN
faba-258	171	21	or	or	CCONJ
faba-258	171	22	high	high	ADJ
faba-258	171	23	credit	credit	NOUN
faba-258	171	24	risk	risk	NOUN
faba-258	171	25	on	on	ADP
faba-258	171	26	liquidity	liquidity	NOUN
faba-258	171	27	may	may	AUX
faba-258	171	28	be	be	AUX
faba-258	171	29	more	more	ADV
faba-258	171	30	pronounced	pronounced	ADJ
faba-258	171	31	than	than	ADP
faba-258	171	32	in	in	ADP
faba-258	171	33	a	a	DET
faba-258	171	34	high	high	ADJ
faba-258	171	35	liquidity	liquidity	NOUN
faba-258	171	36	regime	regime	NOUN
faba-258	171	37	.	.	PUNCT
faba-258	172	1	example	example	NOUN
faba-258	172	2	of	of	ADP
faba-258	172	3	msm	msm	NOUN
faba-258	172	4	-	-	PUNCT
faba-258	172	5	var	var	NOUN
faba-258	172	6	in	in	ADP
faba-258	172	7	liquidity	liquidity	NOUN
faba-258	172	8	analysis	analysis	NOUN
faba-258	172	9	:	:	PUNCT
faba-258	172	10	suppose	suppose	VERB
faba-258	172	11	the	the	DET
faba-258	172	12	model	model	NOUN
faba-258	172	13	identifies	identify	VERB
faba-258	172	14	two	two	NUM
faba-258	172	15	regimes	regime	NOUN
faba-258	172	16	:	:	PUNCT
faba-258	172	17	•	•	NUM
faba-258	172	18	regime	regime	NOUN
faba-258	172	19	1	1	NUM
faba-258	172	20	:	:	PUNCT
faba-258	172	21	periods	period	NOUN
faba-258	172	22	of	of	ADP
faba-258	172	23	high	high	ADJ
faba-258	172	24	liquidity	liquidity	NOUN
faba-258	172	25	(	(	PUNCT
faba-258	172	26	expansionary	expansionary	ADJ
faba-258	172	27	economic	economic	ADJ
faba-258	172	28	condition	condition	NOUN
faba-258	172	29	)	)	PUNCT
faba-258	172	30	.	.	PUNCT
faba-258	173	1	•	•	NUM
faba-258	173	2	regime	regime	NOUN
faba-258	173	3	2	2	NUM
faba-258	173	4	:	:	PUNCT
faba-258	173	5	periods	period	NOUN
faba-258	173	6	of	of	ADP
faba-258	173	7	low	low	ADJ
faba-258	173	8	liquidity	liquidity	NOUN
faba-258	173	9	(	(	PUNCT
faba-258	173	10	financial	financial	ADJ
faba-258	173	11	stress	stress	NOUN
faba-258	173	12	or	or	CCONJ
faba-258	173	13	contractionary	contractionary	ADJ
faba-258	173	14	economic	economic	ADJ
faba-258	173	15	condition	condition	NOUN
faba-258	173	16	)	)	PUNCT
faba-258	173	17	.	.	PUNCT
faba-258	174	1	for	for	ADP
faba-258	174	2	regime	regime	NOUN
faba-258	174	3	1	1	NUM
faba-258	174	4	:	:	PUNCT
faba-258	174	5	𝑌𝑡	𝑌𝑡	PROPN
faba-258	174	6	𝐴1	𝐴1	PROPN
faba-258	174	7	(	(	PUNCT
faba-258	174	8	1	1	NUM
faba-258	174	9	)	)	PUNCT
faba-258	174	10	𝑌𝑡−1	𝑌𝑡−1	PROPN
faba-258	175	1	+	+	CCONJ
faba-258	175	2	𝐴2	𝐴2	PROPN
faba-258	175	3	(	(	PUNCT
faba-258	175	4	1	1	NUM
faba-258	175	5	)	)	PUNCT
faba-258	175	6	𝑌𝑡−2	𝑌𝑡−2	NOUN
faba-258	175	7	𝐶(1	𝐶(1	NUM
faba-258	175	8	)	)	PUNCT
faba-258	176	1	+	+	CCONJ
faba-258	176	2	𝜖𝑡	𝜖𝑡	ADJ
faba-258	176	3	(	(	PUNCT
faba-258	176	4	1	1	NUM
faba-258	176	5	)	)	PUNCT
faba-258	176	6	(	(	PUNCT
faba-258	176	7	4	4	X
faba-258	176	8	)	)	PUNCT
faba-258	176	9	for	for	ADP
faba-258	176	10	regime	regime	NOUN
faba-258	176	11	2	2	NUM
faba-258	176	12	:	:	PUNCT
faba-258	176	13	𝑌𝑡	𝑌𝑡	PROPN
faba-258	176	14	𝐴1	𝐴1	PROPN
faba-258	176	15	(	(	PUNCT
faba-258	176	16	2	2	NUM
faba-258	176	17	)	)	PUNCT
faba-258	176	18	𝑌𝑡−1	𝑌𝑡−1	PROPN
faba-258	177	1	+	+	CCONJ
faba-258	177	2	𝐴2	𝐴2	PROPN
faba-258	177	3	(	(	PUNCT
faba-258	177	4	2	2	NUM
faba-258	177	5	)	)	PUNCT
faba-258	177	6	𝑌𝑡−2	𝑌𝑡−2	NOUN
faba-258	177	7	𝐶(2	𝐶(2	NUM
faba-258	177	8	)	)	PUNCT
faba-258	178	1	+	+	CCONJ
faba-258	178	2	𝜖𝑡	𝜖𝑡	ADJ
faba-258	178	3	(	(	PUNCT
faba-258	178	4	2	2	NUM
faba-258	178	5	)	)	PUNCT
faba-258	178	6	(	(	PUNCT
faba-258	178	7	5	5	X
faba-258	178	8	)	)	PUNCT
faba-258	178	9	the	the	DET
faba-258	178	10	model	model	NOUN
faba-258	178	11	estimates	estimate	VERB
faba-258	178	12	distinct	distinct	ADJ
faba-258	178	13	dynamics	dynamic	NOUN
faba-258	178	14	for	for	ADP
faba-258	178	15	each	each	DET
faba-258	178	16	regime	regime	NOUN
faba-258	178	17	,	,	PUNCT
faba-258	178	18	enabling	enable	VERB
faba-258	178	19	liquidity	liquidity	NOUN
faba-258	178	20	to	to	PART
faba-258	178	21	respond	respond	VERB
faba-258	178	22	differently	differently	ADV
faba-258	178	23	to	to	ADP
faba-258	178	24	shocks	shock	NOUN
faba-258	178	25	in	in	ADP
faba-258	178	26	macroeconomic	macroeconomic	ADJ
faba-258	178	27	factors	factor	NOUN
faba-258	178	28	or	or	CCONJ
faba-258	178	29	bank	bank	NOUN
faba-258	178	30	-	-	PUNCT
faba-258	178	31	specific	specific	ADJ
faba-258	178	32	variables	variable	NOUN
faba-258	178	33	.	.	PUNCT
faba-258	179	1	results	result	NOUN
faba-258	179	2	and	and	CCONJ
faba-258	179	3	discussion	discussion	NOUN
faba-258	179	4	descriptive	descriptive	ADJ
faba-258	179	5	statistics	statistic	NOUN
faba-258	179	6	table	table	NOUN
faba-258	179	7	1	1	NUM
faba-258	179	8	summarizes	summarize	NOUN
faba-258	179	9	descriptive	descriptive	ADJ
faba-258	179	10	statistics	statistic	NOUN
faba-258	179	11	for	for	ADP
faba-258	179	12	all	all	DET
faba-258	179	13	variables	variable	NOUN
faba-258	179	14	used	use	VERB
faba-258	179	15	in	in	ADP
faba-258	179	16	this	this	DET
faba-258	179	17	study	study	NOUN
faba-258	179	18	.	.	PUNCT
faba-258	180	1	variables	variable	NOUN
faba-258	180	2	include	include	VERB
faba-258	180	3	bank	bank	NOUN
faba-258	180	4	liquidity	liquidity	NOUN
faba-258	180	5	,	,	PUNCT
faba-258	180	6	rgdp	rgdp	NOUN
faba-258	180	7	,	,	PUNCT
faba-258	180	8	inflation	inflation	NOUN
faba-258	180	9	rate	rate	NOUN
faba-258	180	10	,	,	PUNCT
faba-258	180	11	exchange	exchange	NOUN
faba-258	180	12	rate	rate	NOUN
faba-258	180	13	,	,	PUNCT
faba-258	180	14	credit	credit	NOUN
faba-258	180	15	risk	risk	NOUN
faba-258	180	16	,	,	PUNCT
faba-258	180	17	bank	bank	NOUN
faba-258	180	18	size	size	NOUN
faba-258	180	19	,	,	PUNCT
faba-258	180	20	and	and	CCONJ
faba-258	180	21	return	return	VERB
faba-258	180	22	on	on	ADP
faba-258	180	23	equity	equity	NOUN
faba-258	180	24	.	.	PUNCT
faba-258	181	1	the	the	DET
faba-258	181	2	mean	mean	PROPN
faba-258	181	3	bank	bank	NOUN
faba-258	181	4	liquidity	liquidity	NOUN
faba-258	181	5	was	be	AUX
faba-258	181	6	16.38	16.38	NUM
faba-258	181	7	,	,	PUNCT
faba-258	181	8	indicating	indicate	VERB
faba-258	181	9	a	a	DET
faba-258	181	10	high	high	ADJ
faba-258	181	11	level	level	NOUN
faba-258	181	12	of	of	ADP
faba-258	181	13	liquidity	liquidity	NOUN
faba-258	181	14	.	.	PUNCT
faba-258	182	1	the	the	DET
faba-258	182	2	rgdp	rgdp	NOUN
faba-258	182	3	had	have	VERB
faba-258	182	4	a	a	DET
faba-258	182	5	mean	mean	NOUN
faba-258	182	6	of	of	ADP
faba-258	182	7	2.33	2.33	NUM
faba-258	182	8	,	,	PUNCT
faba-258	182	9	suggesting	suggest	VERB
faba-258	182	10	moderate	moderate	ADJ
faba-258	182	11	economic	economic	ADJ
faba-258	182	12	growth	growth	NOUN
faba-258	182	13	.	.	PUNCT
faba-258	183	1	the	the	DET
faba-258	183	2	inflation	inflation	NOUN
faba-258	183	3	rate	rate	NOUN
faba-258	183	4	averaged	average	VERB
faba-258	183	5	108.05	108.05	NUM
faba-258	183	6	%	%	NOUN
faba-258	183	7	,	,	PUNCT
faba-258	183	8	indicating	indicate	VERB
faba-258	183	9	high	high	ADJ
faba-258	183	10	inflation	inflation	NOUN
faba-258	183	11	.	.	PUNCT
faba-258	184	1	the	the	DET
faba-258	184	2	average	average	ADJ
faba-258	184	3	exchange	exchange	NOUN
faba-258	184	4	rate	rate	NOUN
faba-258	184	5	was	be	AUX
faba-258	184	6	86.98	86.98	NUM
faba-258	184	7	,	,	PUNCT
faba-258	184	8	reflecting	reflect	VERB
faba-258	184	9	the	the	DET
faba-258	184	10	instability	instability	NOUN
faba-258	184	11	of	of	ADP
faba-258	184	12	the	the	DET
faba-258	184	13	domestic	domestic	ADJ
faba-258	184	14	currency	currency	NOUN
faba-258	184	15	.	.	PUNCT
faba-258	185	1	credit	credit	NOUN
faba-258	185	2	risk	risk	NOUN
faba-258	185	3	had	have	VERB
faba-258	185	4	a	a	DET
faba-258	185	5	mean	mean	NOUN
faba-258	185	6	of	of	ADP
faba-258	185	7	3.46	3.46	NUM
faba-258	185	8	,	,	PUNCT
faba-258	185	9	indicating	indicate	VERB
faba-258	185	10	low	low	ADJ
faba-258	185	11	risk	risk	NOUN
faba-258	185	12	in	in	ADP
faba-258	185	13	the	the	DET
faba-258	185	14	banking	banking	NOUN
faba-258	185	15	industry	industry	NOUN
faba-258	185	16	.	.	PUNCT
faba-258	186	1	the	the	DET
faba-258	186	2	mean	mean	ADJ
faba-258	186	3	bank	bank	NOUN
faba-258	186	4	size	size	NOUN
faba-258	186	5	was	be	AUX
faba-258	186	6	98.23	98.23	NUM
faba-258	186	7	,	,	PUNCT
faba-258	186	8	representing	represent	VERB
faba-258	186	9	the	the	DET
faba-258	186	10	average	average	ADJ
faba-258	186	11	size	size	NOUN
faba-258	186	12	of	of	ADP
faba-258	186	13	the	the	DET
faba-258	186	14	banks	bank	NOUN
faba-258	186	15	studied	study	VERB
faba-258	186	16	.	.	PUNCT
faba-258	187	1	the	the	DET
faba-258	187	2	average	average	ADJ
faba-258	187	3	return	return	NOUN
faba-258	187	4	on	on	ADP
faba-258	187	5	equity	equity	NOUN
faba-258	187	6	was	be	AUX
faba-258	187	7	14.28	14.28	NUM
faba-258	187	8	%	%	NOUN
faba-258	187	9	,	,	PUNCT
faba-258	187	10	demonstrating	demonstrate	VERB
faba-258	187	11	bank	bank	NOUN
faba-258	187	12	profitability	profitability	NOUN
faba-258	187	13	.	.	PUNCT
faba-258	188	1	the	the	DET
faba-258	188	2	study	study	NOUN
faba-258	188	3	revealed	reveal	VERB
faba-258	188	4	high	high	ADJ
faba-258	188	5	inflation	inflation	NOUN
faba-258	188	6	and	and	CCONJ
faba-258	188	7	volatile	volatile	ADJ
faba-258	188	8	exchange	exchange	NOUN
faba-258	188	9	rates	rate	NOUN
faba-258	188	10	,	,	PUNCT
faba-258	188	11	but	but	CCONJ
faba-258	188	12	the	the	DET
faba-258	188	13	banking	banking	NOUN
faba-258	188	14	industry	industry	NOUN
faba-258	188	15	remained	remain	VERB
faba-258	188	16	stable	stable	ADJ
faba-258	188	17	with	with	ADP
faba-258	188	18	low	low	ADJ
faba-258	188	19	credit	credit	NOUN
faba-258	188	20	risk	risk	NOUN
faba-258	188	21	and	and	CCONJ
faba-258	188	22	an	an	DET
faba-258	188	23	average	average	ADJ
faba-258	188	24	bank	bank	NOUN
faba-258	188	25	size	size	NOUN
faba-258	188	26	.	.	PUNCT
faba-258	189	1	regarding	regard	VERB
faba-258	189	2	skewness	skewness	NOUN
faba-258	189	3	,	,	PUNCT
faba-258	189	4	it	it	PRON
faba-258	189	5	is	be	AUX
faba-258	189	6	positive	positive	ADJ
faba-258	189	7	for	for	ADP
faba-258	189	8	inf	inf	PROPN
faba-258	189	9	,	,	PUNCT
faba-258	189	10	exr	exr	PROPN
faba-258	189	11	,	,	PUNCT
faba-258	189	12	cr	cr	PROPN
faba-258	189	13	,	,	PUNCT
faba-258	189	14	and	and	CCONJ
faba-258	189	15	roe	roe	NOUN
faba-258	189	16	,	,	PUNCT
faba-258	189	17	indicating	indicate	VERB
faba-258	189	18	comparable	comparable	ADJ
faba-258	189	19	behavior	behavior	NOUN
faba-258	189	20	among	among	ADP
faba-258	189	21	these	these	DET
faba-258	189	22	variables	variable	NOUN
faba-258	189	23	.	.	PUNCT
faba-258	190	1	in	in	ADP
faba-258	190	2	contrast	contrast	NOUN
faba-258	190	3	,	,	PUNCT
faba-258	190	4	liq	liq	NOUN
faba-258	190	5	,	,	PUNCT
faba-258	190	6	rgdp	rgdp	NOUN
faba-258	190	7	,	,	PUNCT
faba-258	190	8	and	and	CCONJ
faba-258	190	9	bs	bs	PROPN
faba-258	190	10	have	have	VERB
faba-258	190	11	negative	negative	ADJ
faba-258	190	12	skewness	skewness	NOUN
faba-258	190	13	,	,	PUNCT
faba-258	190	14	meaning	mean	VERB
faba-258	190	15	inf	inf	NOUN
faba-258	190	16	,	,	PUNCT
faba-258	190	17	exr	exr	PROPN
faba-258	190	18	,	,	PUNCT
faba-258	190	19	cr	cr	PROPN
faba-258	190	20	,	,	PUNCT
faba-258	190	21	and	and	CCONJ
faba-258	190	22	roe	roe	NOUN
faba-258	190	23	are	be	AUX
faba-258	190	24	positively	positively	ADV
faba-258	190	25	skewed	skewed	ADJ
faba-258	190	26	,	,	PUNCT
faba-258	190	27	showing	show	VERB
faba-258	190	28	a	a	DET
faba-258	190	29	greater	great	ADJ
faba-258	190	30	concentration	concentration	NOUN
faba-258	190	31	of	of	ADP
faba-258	190	32	values	value	NOUN
faba-258	190	33	at	at	ADP
faba-258	190	34	the	the	DET
faba-258	190	35	lower	low	ADJ
faba-258	190	36	end	end	NOUN
faba-258	190	37	of	of	ADP
faba-258	190	38	the	the	DET
faba-258	190	39	distribution	distribution	NOUN
faba-258	190	40	.	.	PUNCT
faba-258	191	1	conversely	conversely	ADV
faba-258	191	2	,	,	PUNCT
faba-258	191	3	liq	liq	NOUN
faba-258	191	4	,	,	PUNCT
faba-258	191	5	rgdp	rgdp	NOUN
faba-258	191	6	,	,	PUNCT
faba-258	191	7	and	and	CCONJ
faba-258	191	8	bs	bs	PROPN
faba-258	191	9	exhibit	exhibit	VERB
faba-258	191	10	negatively	negatively	ADV
faba-258	191	11	skewed	skewed	ADJ
faba-258	191	12	distributions	distribution	NOUN
faba-258	191	13	,	,	PUNCT
faba-258	191	14	indicating	indicate	VERB
faba-258	191	15	a	a	DET
faba-258	191	16	greater	great	ADJ
faba-258	191	17	dumisani	dumisani	ADJ
faba-258	191	18	pamba	pamba	NOUN
faba-258	191	19	/	/	SYM
faba-258	191	20	finance	finance	NOUN
faba-258	191	21	,	,	PUNCT
faba-258	191	22	accounting	accounting	NOUN
faba-258	191	23	and	and	CCONJ
faba-258	191	24	business	business	NOUN
faba-258	191	25	analysis	analysis	NOUN
faba-258	191	26	,	,	PUNCT
faba-258	191	27	volume	volume	NOUN
faba-258	191	28	7	7	NUM
faba-258	191	29	,	,	PUNCT
faba-258	191	30	issue	issue	NOUN
faba-258	191	31	1	1	NUM
faba-258	191	32	,	,	PUNCT
faba-258	191	33	2025	2025	NUM
faba-258	191	34	62	62	NUM
faba-258	191	35	concentration	concentration	NOUN
faba-258	191	36	of	of	ADP
faba-258	191	37	values	value	NOUN
faba-258	191	38	at	at	ADP
faba-258	191	39	the	the	DET
faba-258	191	40	higher	high	ADJ
faba-258	191	41	end	end	NOUN
faba-258	191	42	.	.	PUNCT
faba-258	192	1	these	these	DET
faba-258	192	2	changes	change	NOUN
faba-258	192	3	in	in	ADP
faba-258	192	4	skewness	skewness	NOUN
faba-258	192	5	illustrate	illustrate	VERB
faba-258	192	6	the	the	DET
faba-258	192	7	different	different	ADJ
faba-258	192	8	behaviors	behavior	NOUN
faba-258	192	9	and	and	CCONJ
faba-258	192	10	properties	property	NOUN
faba-258	192	11	of	of	ADP
faba-258	192	12	the	the	DET
faba-258	192	13	variables	variable	NOUN
faba-258	192	14	.	.	PUNCT
faba-258	193	1	table	table	NOUN
faba-258	193	2	1	1	NUM
faba-258	193	3	.	.	PUNCT
faba-258	193	4	descriptive	descriptive	ADJ
faba-258	193	5	statistics	statistic	NOUN
faba-258	193	6	summary	summary	NOUN
faba-258	193	7	description	description	NOUN
faba-258	193	8	liq	liq	PROPN
faba-258	193	9	rgdp	rgdp	PROPN
faba-258	193	10	inf	inf	PROPN
faba-258	193	11	exr	exr	PROPN
faba-258	193	12	cr	cr	PROPN
faba-258	193	13	bs	bs	PROPN
faba-258	193	14	roe	roe	PROPN
faba-258	193	15	mean	mean	VERB
faba-258	193	16	16.37583	16.37583	NUM
faba-258	194	1	2.328409	2.328409	NUM
faba-258	194	2	108.0484	108.0484	NUM
faba-258	194	3	86.97864	86.97864	NUM
faba-258	194	4	3.456818	3.456818	NUM
faba-258	194	5	98.22568	98.22568	NUM
faba-258	194	6	14.27913	14.27913	NUM
faba-258	194	7	median	median	NOUN
faba-258	194	8	17.32435	17.32435	NUM
faba-258	194	9	2.500000	2.500000	NUM
faba-258	194	10	101.7150	101.7150	NUM
faba-258	194	11	84.40000	84.40000	NUM
faba-258	194	12	3.300000	3.300000	NUM
faba-258	194	13	99.30700	99.30700	NUM
faba-258	194	14	14.45212	14.45212	NUM
faba-258	194	15	maximum	maximum	NOUN
faba-258	194	16	22.09582	22.09582	NUM
faba-258	194	17	5.600000	5.600000	NUM
faba-258	194	18	174.9900	174.9900	NUM
faba-258	194	19	108.9900	108.9900	NUM
faba-258	194	20	5.900000	5.900000	NUM
faba-258	194	21	100.0000	100.0000	NUM
faba-258	194	22	28.91479	28.91479	NUM
faba-258	194	23	minimum	minimum	NOUN
faba-258	194	24	2.871962	2.871962	NUM
faba-258	194	25	-6.300000	-6.300000	NOUN
faba-258	194	26	58.14000	58.14000	NUM
faba-258	195	1	64.68000	64.68000	NUM
faba-258	195	2	1.100000	1.100000	NUM
faba-258	195	3	90.46090	90.46090	NUM
faba-258	195	4	4.570380	4.570380	NUM
faba-258	195	5	std	std	NOUN
faba-258	195	6	.	.	PUNCT
faba-258	196	1	deviation	deviation	NOUN
faba-258	196	2	4.570762	4.570762	NUM
faba-258	196	3	2.248062	2.248062	NUM
faba-258	196	4	35.06533	35.06533	NUM
faba-258	196	5	11.68720	11.68720	NUM
faba-258	196	6	1.2776111	1.2776111	NUM
faba-258	196	7	2.678353	2.678353	NUM
faba-258	196	8	6.283023	6.283023	NUM
faba-258	196	9	skewness	skewness	NOUN
faba-258	196	10	-0.898018	-0.898018	NOUN
faba-258	196	11	-1.143259	-1.143259	VERB
faba-258	197	1	0.336017	0.336017	NUM
faba-258	197	2	0.174620	0.174620	NUM
faba-258	197	3	0.075491	0.075491	NUM
faba-258	197	4	-1.872170	-1.872170	PUNCT
faba-258	197	5	0.546211	0.546211	NUM
faba-258	197	6	kurtosis	kurtosis	VERB
faba-258	197	7	39,42014	39,42014	NUM
faba-258	197	8	5.318787	5.318787	NUM
faba-258	197	9	1.789708	1.789708	NUM
faba-258	197	10	1.843576	1.843576	NUM
faba-258	197	11	2.223244	2.223244	NUM
faba-258	197	12	4.808261	4.808261	NUM
faba-258	197	13	2.889533	2.889533	NUM
faba-258	197	14	jarque	jarque	NOUN
faba-258	197	15	-	-	PUNCT
faba-258	197	16	bera	bera	NOUN
faba-258	197	17	12.10576	12.10576	NUM
faba-258	197	18	38.88478	38.88478	NUM
faba-258	197	19	7.026933	7.026933	NUM
faba-258	197	20	5.350715	5.350715	NUM
faba-258	197	21	2.295864	2.295864	NUM
faba-258	197	22	63.39628	63.39628	NUM
faba-258	197	23	4.420486	4.420486	NUM
faba-258	197	24	probability	probability	NOUN
faba-258	197	25	0.002366	0.002366	NUM
faba-258	197	26	0.000000	0.000000	NUM
faba-258	197	27	0.029793	0.029793	NUM
faba-258	197	28	0.068882	0.068882	NUM
faba-258	197	29	0.317292	0.317292	NUM
faba-258	197	30	0.000000	0.000000	NUM
faba-258	197	31	0.109674	0.109674	NUM
faba-258	197	32	observations	observation	NOUN
faba-258	197	33	88	88	NUM
faba-258	197	34	88	88	NUM
faba-258	197	35	88	88	NUM
faba-258	197	36	88	88	NUM
faba-258	197	37	88	88	NUM
faba-258	197	38	88	88	NUM
faba-258	197	39	88	88	NUM
faba-258	197	40	source	source	NOUN
faba-258	197	41	:	:	PUNCT
faba-258	197	42	author`s	author`s	X
faba-258	197	43	calculation	calculation	NOUN
faba-258	197	44	using	use	VERB
faba-258	197	45	eviews	eviews	PROPN
faba-258	197	46	14	14	NUM
faba-258	197	47	.	.	PUNCT
faba-258	198	1	the	the	DET
faba-258	198	2	kurtosis	kurtosis	NOUN
faba-258	198	3	coefficient	coefficient	NOUN
faba-258	198	4	measures	measure	VERB
faba-258	198	5	the	the	DET
faba-258	198	6	shape	shape	NOUN
faba-258	198	7	of	of	ADP
faba-258	198	8	distributions	distribution	NOUN
faba-258	198	9	.	.	PUNCT
faba-258	199	1	distributions	distribution	NOUN
faba-258	199	2	with	with	ADP
faba-258	199	3	kurtosis	kurtosis	NOUN
faba-258	199	4	coefficients	coefficient	NOUN
faba-258	199	5	greater	great	ADJ
faba-258	199	6	than	than	ADP
faba-258	199	7	3	3	NUM
faba-258	199	8	are	be	AUX
faba-258	199	9	leptokurtic	leptokurtic	ADJ
faba-258	199	10	,	,	PUNCT
faba-258	199	11	while	while	SCONJ
faba-258	199	12	those	those	PRON
faba-258	199	13	with	with	ADP
faba-258	199	14	coefficients	coefficient	NOUN
faba-258	199	15	less	less	ADJ
faba-258	199	16	than	than	ADP
faba-258	199	17	3	3	NUM
faba-258	199	18	are	be	AUX
faba-258	199	19	platykurtic	platykurtic	ADJ
faba-258	199	20	.	.	PUNCT
faba-258	200	1	mesokurtic	mesokurtic	ADJ
faba-258	200	2	distributions	distribution	NOUN
faba-258	200	3	have	have	VERB
faba-258	200	4	a	a	DET
faba-258	200	5	kurtosis	kurtosis	NOUN
faba-258	200	6	coefficient	coefficient	NOUN
faba-258	200	7	of	of	ADP
faba-258	200	8	3	3	NUM
faba-258	200	9	.	.	NOUN
faba-258	200	10	liq	liq	PROPN
faba-258	200	11	,	,	PUNCT
faba-258	200	12	rgdp	rgdp	NOUN
faba-258	200	13	,	,	PUNCT
faba-258	200	14	and	and	CCONJ
faba-258	200	15	bs	bs	NOUN
faba-258	200	16	are	be	AUX
faba-258	200	17	leptokurtic	leptokurtic	ADJ
faba-258	200	18	because	because	SCONJ
faba-258	200	19	their	their	PRON
faba-258	200	20	values	value	NOUN
faba-258	200	21	exceed	exceed	VERB
faba-258	200	22	3	3	NUM
faba-258	200	23	,	,	PUNCT
faba-258	200	24	indicating	indicate	VERB
faba-258	200	25	a	a	DET
faba-258	200	26	higher	high	ADJ
faba-258	200	27	peak	peak	NOUN
faba-258	200	28	than	than	ADP
faba-258	200	29	a	a	DET
faba-258	200	30	normal	normal	ADJ
faba-258	200	31	distribution	distribution	NOUN
faba-258	200	32	.	.	PUNCT
faba-258	201	1	conversely	conversely	ADV
faba-258	201	2	,	,	PUNCT
faba-258	201	3	since	since	SCONJ
faba-258	201	4	the	the	DET
faba-258	201	5	kurtosis	kurtosis	NOUN
faba-258	201	6	values	value	NOUN
faba-258	201	7	for	for	ADP
faba-258	201	8	inf	inf	NOUN
faba-258	201	9	,	,	PUNCT
faba-258	201	10	exr	exr	PROPN
faba-258	201	11	,	,	PUNCT
faba-258	201	12	and	and	CCONJ
faba-258	201	13	roe	roe	NOUN
faba-258	201	14	fall	fall	VERB
faba-258	201	15	below	below	ADP
faba-258	201	16	3	3	NUM
faba-258	201	17	,	,	PUNCT
faba-258	201	18	these	these	DET
faba-258	201	19	variables	variable	NOUN
faba-258	201	20	are	be	AUX
faba-258	201	21	platykurtic	platykurtic	ADJ
faba-258	201	22	,	,	PUNCT
faba-258	201	23	exhibiting	exhibit	VERB
faba-258	201	24	lighter	light	ADJ
faba-258	201	25	tails	tail	NOUN
faba-258	201	26	than	than	ADP
faba-258	201	27	a	a	DET
faba-258	201	28	normal	normal	ADJ
faba-258	201	29	distribution	distribution	NOUN
faba-258	201	30	.	.	PUNCT
faba-258	202	1	this	this	PRON
faba-258	202	2	indicates	indicate	VERB
faba-258	202	3	that	that	SCONJ
faba-258	202	4	the	the	DET
faba-258	202	5	values	value	NOUN
faba-258	202	6	of	of	ADP
faba-258	202	7	inf	inf	NOUN
faba-258	202	8	,	,	PUNCT
faba-258	202	9	exr	exr	PROPN
faba-258	202	10	,	,	PUNCT
faba-258	202	11	and	and	CCONJ
faba-258	202	12	roe	roe	NOUN
faba-258	202	13	are	be	AUX
faba-258	202	14	spread	spread	VERB
faba-258	202	15	over	over	ADP
faba-258	202	16	a	a	DET
faba-258	202	17	wider	wide	ADJ
faba-258	202	18	range	range	NOUN
faba-258	202	19	and	and	CCONJ
faba-258	202	20	are	be	AUX
faba-258	202	21	less	less	ADV
faba-258	202	22	likely	likely	ADJ
faba-258	202	23	to	to	PART
faba-258	202	24	be	be	AUX
faba-258	202	25	concentrated	concentrate	VERB
faba-258	202	26	around	around	ADP
faba-258	202	27	the	the	DET
faba-258	202	28	mean	mean	NOUN
faba-258	202	29	.	.	PUNCT
faba-258	203	1	unit	unit	NOUN
faba-258	203	2	root	root	PROPN
faba-258	203	3	test	test	PROPN
faba-258	203	4	results	result	NOUN
faba-258	203	5	unit	unit	NOUN
faba-258	203	6	root	root	NOUN
faba-258	203	7	tests	test	NOUN
faba-258	203	8	are	be	AUX
faba-258	203	9	statistical	statistical	ADJ
faba-258	203	10	assessments	assessment	NOUN
faba-258	203	11	that	that	PRON
faba-258	203	12	determine	determine	VERB
faba-258	203	13	whether	whether	SCONJ
faba-258	203	14	a	a	DET
faba-258	203	15	time	time	NOUN
faba-258	203	16	series	series	NOUN
faba-258	203	17	is	be	AUX
faba-258	203	18	stationary	stationary	ADJ
faba-258	203	19	.	.	PUNCT
faba-258	204	1	these	these	DET
faba-258	204	2	tests	test	NOUN
faba-258	204	3	identify	identify	VERB
faba-258	204	4	the	the	DET
faba-258	204	5	presence	presence	NOUN
faba-258	204	6	of	of	ADP
faba-258	204	7	a	a	DET
faba-258	204	8	unit	unit	NOUN
faba-258	204	9	root	root	NOUN
faba-258	204	10	,	,	PUNCT
faba-258	204	11	indicating	indicate	VERB
faba-258	204	12	non	non	ADJ
faba-258	204	13	-	-	NOUN
faba-258	204	14	stationarity	stationarity	NOUN
faba-258	204	15	.	.	PUNCT
faba-258	205	1	the	the	DET
faba-258	205	2	augmented	augment	VERB
faba-258	205	3	dickey	dickey	PROPN
faba-258	205	4	-	-	PUNCT
faba-258	205	5	fuller	full	ADJ
faba-258	205	6	and	and	CCONJ
faba-258	205	7	phillips	phillips	PROPN
faba-258	205	8	-	-	PUNCT
faba-258	205	9	perron	perron	PROPN
faba-258	205	10	tests	test	NOUN
faba-258	205	11	are	be	AUX
faba-258	205	12	the	the	DET
faba-258	205	13	most	most	ADV
faba-258	205	14	used	use	VERB
faba-258	205	15	unit	unit	NOUN
faba-258	205	16	root	root	NOUN
faba-258	205	17	tests	test	NOUN
faba-258	205	18	.	.	PUNCT
faba-258	206	1	table	table	NOUN
faba-258	206	2	2	2	NUM
faba-258	206	3	.	.	PUNCT
faba-258	207	1	adf	adf	NOUN
faba-258	207	2	and	and	CCONJ
faba-258	207	3	pp	pp	PROPN
faba-258	207	4	unit	unit	NOUN
faba-258	207	5	root	root	PROPN
faba-258	207	6	test	test	NOUN
faba-258	207	7	results	result	NOUN
faba-258	207	8	variables	variable	VERB
faba-258	207	9	adf	adf	PROPN
faba-258	207	10	test	test	NOUN
faba-258	207	11	pp	pp	ADP
faba-258	207	12	test	test	PROPN
faba-258	207	13	t	t	PROPN
faba-258	207	14	-	-	PUNCT
faba-258	207	15	statistic	statistic	NOUN
faba-258	207	16	status	status	NOUN
faba-258	207	17	t	t	PROPN
faba-258	207	18	-	-	PUNCT
faba-258	207	19	statistic	statistic	NOUN
faba-258	207	20	status	status	NOUN
faba-258	207	21	lnliq	lnliq	NOUN
faba-258	207	22	-4.961932	-4.961932	PROPN
faba-258	207	23	*	*	PUNCT
faba-258	207	24	*	*	PUNCT
faba-258	207	25	*	*	PUNCT
faba-258	207	26	i(1	i(1	NOUN
faba-258	207	27	)	)	PUNCT
faba-258	207	28	-3.105286	-3.105286	NOUN
faba-258	207	29	*	*	PUNCT
faba-258	207	30	*	*	PUNCT
faba-258	207	31	i(1	i(1	PROPN
faba-258	207	32	)	)	PUNCT
faba-258	207	33	lnrgdp	lnrgdp	NOUN
faba-258	207	34	-3.322135	-3.322135	PROPN
faba-258	207	35	*	*	PROPN
faba-258	207	36	*	*	PUNCT
faba-258	207	37	i(1	i(1	PROPN
faba-258	207	38	)	)	PUNCT
faba-258	207	39	-5.798362	-5.798362	VERB
faba-258	207	40	*	*	PUNCT
faba-258	207	41	*	*	PUNCT
faba-258	207	42	*	*	PUNCT
faba-258	207	43	i(1	i(1	PROPN
faba-258	207	44	)	)	PUNCT
faba-258	207	45	lninf	lninf	ADJ
faba-258	207	46	-5.866137	-5.866137	NOUN
faba-258	207	47	*	*	PUNCT
faba-258	207	48	*	*	PUNCT
faba-258	207	49	*	*	PUNCT
faba-258	207	50	i(1	i(1	PROPN
faba-258	207	51	)	)	PUNCT
faba-258	207	52	-5.883608	-5.883608	NOUN
faba-258	207	53	*	*	PUNCT
faba-258	207	54	*	*	PUNCT
faba-258	207	55	*	*	PUNCT
faba-258	207	56	i(1	i(1	PROPN
faba-258	207	57	)	)	PUNCT
faba-258	207	58	lnexr	lnexr	PROPN
faba-258	207	59	-7.464003	-7.464003	PROPN
faba-258	207	60	*	*	PUNCT
faba-258	207	61	*	*	PUNCT
faba-258	207	62	*	*	PUNCT
faba-258	207	63	i(1	i(1	PROPN
faba-258	207	64	)	)	PUNCT
faba-258	207	65	-7.478403	-7.478403	NOUN
faba-258	207	66	*	*	PUNCT
faba-258	207	67	*	*	PUNCT
faba-258	207	68	*	*	PUNCT
faba-258	207	69	i(1	i(1	PROPN
faba-258	207	70	)	)	PUNCT
faba-258	207	71	lncr	lncr	VERB
faba-258	207	72	-4.319999	-4.319999	NOUN
faba-258	207	73	*	*	PUNCT
faba-258	207	74	*	*	PUNCT
faba-258	207	75	*	*	PUNCT
faba-258	207	76	i(1	i(1	PROPN
faba-258	207	77	)	)	PUNCT
faba-258	207	78	-12.21163	-12.21163	PUNCT
faba-258	207	79	*	*	PUNCT
faba-258	207	80	*	*	PUNCT
faba-258	207	81	*	*	PUNCT
faba-258	207	82	i(1	i(1	PROPN
faba-258	207	83	)	)	PUNCT
faba-258	207	84	lnbs	lnbs	NOUN
faba-258	207	85	-4.319199	-4.319199	VERB
faba-258	208	1	*	*	PUNCT
faba-258	208	2	*	*	PUNCT
faba-258	208	3	*	*	PUNCT
faba-258	208	4	i(1	i(1	PROPN
faba-258	208	5	)	)	PUNCT
faba-258	208	6	-6.504042	-6.504042	PUNCT
faba-258	209	1	*	*	PUNCT
faba-258	209	2	*	*	PUNCT
faba-258	209	3	*	*	PUNCT
faba-258	209	4	i(1	i(1	PROPN
faba-258	209	5	)	)	PUNCT
faba-258	209	6	lnroe	lnroe	PROPN
faba-258	209	7	-4.481221	-4.481221	NOUN
faba-258	209	8	*	*	PUNCT
faba-258	209	9	*	*	PUNCT
faba-258	209	10	*	*	PUNCT
faba-258	209	11	i(1	i(1	PROPN
faba-258	209	12	)	)	PUNCT
faba-258	209	13	-10.01642	-10.01642	PUNCT
faba-258	209	14	*	*	PUNCT
faba-258	209	15	*	*	PUNCT
faba-258	209	16	*	*	PUNCT
faba-258	209	17	i(1	i(1	PROPN
faba-258	209	18	)	)	PUNCT
faba-258	209	19	source	source	NOUN
faba-258	209	20	:	:	PUNCT
faba-258	209	21	author`s	author`s	X
faba-258	209	22	calculation	calculation	NOUN
faba-258	209	23	using	use	VERB
faba-258	209	24	eviews	eviews	PROPN
faba-258	209	25	14	14	NUM
faba-258	209	26	.	.	PUNCT
faba-258	209	27	table	table	NOUN
faba-258	209	28	2	2	NUM
faba-258	209	29	shows	show	VERB
faba-258	209	30	the	the	DET
faba-258	209	31	results	result	NOUN
faba-258	209	32	of	of	ADP
faba-258	209	33	the	the	DET
faba-258	209	34	adf	adf	NOUN
faba-258	209	35	and	and	CCONJ
faba-258	209	36	pp	pp	PROPN
faba-258	209	37	unit	unit	NOUN
faba-258	209	38	root	root	NOUN
faba-258	209	39	tests	test	NOUN
faba-258	209	40	.	.	PUNCT
faba-258	210	1	all	all	DET
faba-258	210	2	variables	variable	NOUN
faba-258	210	3	are	be	AUX
faba-258	210	4	integrated	integrate	VERB
faba-258	210	5	at	at	ADP
faba-258	210	6	level	level	NOUN
faba-258	210	7	i(1	i(1	PROPN
faba-258	210	8	)	)	PUNCT
faba-258	210	9	.	.	PUNCT
faba-258	211	1	consequently	consequently	ADV
faba-258	211	2	,	,	PUNCT
faba-258	211	3	there	there	PRON
faba-258	211	4	is	be	VERB
faba-258	211	5	evidence	evidence	NOUN
faba-258	211	6	of	of	ADP
faba-258	211	7	a	a	DET
faba-258	211	8	long	long	ADV
faba-258	211	9	-	-	PUNCT
faba-258	211	10	run	run	VERB
faba-258	211	11	equilibrium	equilibrium	NOUN
faba-258	211	12	relationship	relationship	NOUN
faba-258	211	13	between	between	ADP
faba-258	211	14	the	the	DET
faba-258	211	15	variables	variable	NOUN
faba-258	211	16	.	.	PUNCT
faba-258	212	1	the	the	DET
faba-258	212	2	results	result	NOUN
faba-258	212	3	suggest	suggest	VERB
faba-258	212	4	that	that	SCONJ
faba-258	212	5	the	the	DET
faba-258	212	6	null	null	ADJ
faba-258	212	7	hypothesis	hypothesis	NOUN
faba-258	212	8	of	of	ADP
faba-258	212	9	non	non	ADJ
faba-258	212	10	-	-	NOUN
faba-258	212	11	stationarity	stationarity	NOUN
faba-258	212	12	can	can	AUX
faba-258	212	13	be	be	AUX
faba-258	212	14	rejected	reject	VERB
faba-258	212	15	for	for	ADP
faba-258	212	16	all	all	DET
faba-258	212	17	variables	variable	NOUN
faba-258	212	18	,	,	PUNCT
faba-258	212	19	implying	imply	VERB
faba-258	212	20	that	that	SCONJ
faba-258	212	21	they	they	PRON
faba-258	212	22	are	be	AUX
faba-258	212	23	suitable	suitable	ADJ
faba-258	212	24	for	for	ADP
faba-258	212	25	further	further	ADJ
faba-258	212	26	investigation	investigation	NOUN
faba-258	212	27	.	.	PUNCT
faba-258	213	1	correlation	correlation	NOUN
faba-258	213	2	coefficients	coefficient	NOUN
faba-258	213	3	results	result	VERB
faba-258	213	4	the	the	DET
faba-258	213	5	correlation	correlation	NOUN
faba-258	213	6	coefficients	coefficient	NOUN
faba-258	213	7	between	between	ADP
faba-258	213	8	the	the	DET
faba-258	213	9	dependent	dependent	ADJ
faba-258	213	10	and	and	CCONJ
faba-258	213	11	independent	independent	ADJ
faba-258	213	12	variables	variable	NOUN
faba-258	213	13	are	be	AUX
faba-258	213	14	shown	show	VERB
faba-258	213	15	in	in	ADP
faba-258	213	16	the	the	DET
faba-258	213	17	correlation	correlation	NOUN
faba-258	213	18	matrix	matrix	NOUN
faba-258	213	19	(	(	PUNCT
faba-258	213	20	table	table	NOUN
faba-258	213	21	3	3	NUM
faba-258	213	22	)	)	PUNCT
faba-258	213	23	.	.	PUNCT
faba-258	214	1	high	high	ADJ
faba-258	214	2	collinearity	collinearity	NOUN
faba-258	214	3	among	among	ADP
faba-258	214	4	independent	independent	ADJ
faba-258	214	5	variables	variable	NOUN
faba-258	214	6	can	can	AUX
faba-258	214	7	lead	lead	VERB
faba-258	214	8	to	to	ADP
faba-258	214	9	faulty	faulty	ADJ
faba-258	214	10	regression	regression	NOUN
faba-258	214	11	models	model	NOUN
faba-258	214	12	,	,	PUNCT
faba-258	214	13	making	make	VERB
faba-258	214	14	it	it	PRON
faba-258	214	15	difficult	difficult	ADJ
faba-258	214	16	to	to	PART
faba-258	214	17	isolate	isolate	VERB
faba-258	214	18	specific	specific	ADJ
faba-258	214	19	effects	effect	NOUN
faba-258	214	20	and	and	CCONJ
faba-258	214	21	inflating	inflate	VERB
faba-258	214	22	standard	standard	ADJ
faba-258	214	23	errors	error	NOUN
faba-258	214	24	.	.	PUNCT
faba-258	215	1	these	these	DET
faba-258	215	2	issues	issue	NOUN
faba-258	215	3	must	must	AUX
faba-258	215	4	be	be	AUX
faba-258	215	5	recognized	recognize	VERB
faba-258	215	6	and	and	CCONJ
faba-258	215	7	addressed	address	VERB
faba-258	215	8	before	before	ADP
faba-258	215	9	interpreting	interpret	VERB
faba-258	215	10	the	the	DET
faba-258	215	11	matrix	matrix	NOUN
faba-258	215	12	.	.	PUNCT
faba-258	216	1	rgdp	rgdp	PROPN
faba-258	216	2	-0.003662	-0.003662	PROPN
faba-258	216	3	,	,	PUNCT
faba-258	216	4	inf	inf	PROPN
faba-258	216	5	0.284276	0.284276	NUM
faba-258	216	6	,	,	PUNCT
faba-258	216	7	exr	exr	PROPN
faba-258	216	8	-0.040107	-0.040107	PROPN
faba-258	216	9	,	,	PUNCT
faba-258	216	10	cr	cr	ADP
faba-258	216	11	0.026609	0.026609	NUM
faba-258	216	12	,	,	PUNCT
faba-258	216	13	bs	bs	NOUN
faba-258	216	14	0.702747	0.702747	NUM
faba-258	216	15	,	,	PUNCT
faba-258	216	16	and	and	CCONJ
faba-258	216	17	roe	roe	PROPN
faba-258	216	18	0.558220	0.558220	NUM
faba-258	216	19	.	.	PUNCT
faba-258	217	1	liq	liq	NOUN
faba-258	217	2	and	and	CCONJ
faba-258	217	3	rgdp	rgdp	NOUN
faba-258	217	4	have	have	VERB
faba-258	217	5	a	a	DET
faba-258	217	6	correlation	correlation	NOUN
faba-258	217	7	of	of	ADP
faba-258	217	8	-0.003662	-0.003662	NOUN
faba-258	217	9	,	,	PUNCT
faba-258	217	10	indicating	indicate	VERB
faba-258	217	11	a	a	DET
faba-258	217	12	modest	modest	ADJ
faba-258	217	13	negative	negative	ADJ
faba-258	217	14	association	association	NOUN
faba-258	217	15	.	.	PUNCT
faba-258	218	1	the	the	DET
faba-258	218	2	positive	positive	ADJ
faba-258	218	3	correlations	correlation	NOUN
faba-258	218	4	for	for	ADP
faba-258	218	5	inf	inf	NOUN
faba-258	218	6	,	,	PUNCT
faba-258	218	7	cr	cr	PROPN
faba-258	218	8	,	,	PUNCT
faba-258	218	9	bs	b	NOUN
faba-258	218	10	,	,	PUNCT
faba-258	218	11	and	and	CCONJ
faba-258	218	12	roe	roe	PROPN
faba-258	218	13	suggest	suggest	VERB
faba-258	218	14	moderate	moderate	ADJ
faba-258	218	15	to	to	ADP
faba-258	218	16	high	high	ADJ
faba-258	218	17	positive	positive	ADJ
faba-258	218	18	relationships	relationship	NOUN
faba-258	218	19	with	with	ADP
faba-258	218	20	liq	liq	NOUN
faba-258	218	21	,	,	PUNCT
faba-258	218	22	while	while	SCONJ
faba-258	218	23	the	the	DET
faba-258	218	24	negative	negative	ADJ
faba-258	218	25	correlation	correlation	NOUN
faba-258	218	26	between	between	ADP
faba-258	218	27	liq	liq	NOUN
faba-258	218	28	and	and	CCONJ
faba-258	218	29	exr	exr	PROPN
faba-258	218	30	indicates	indicate	VERB
faba-258	218	31	a	a	DET
faba-258	218	32	weak	weak	ADJ
faba-258	218	33	negative	negative	ADJ
faba-258	218	34	association	association	NOUN
faba-258	218	35	.	.	PUNCT
faba-258	219	1	the	the	DET
faba-258	219	2	correlations	correlation	NOUN
faba-258	219	3	among	among	ADP
faba-258	219	4	the	the	DET
faba-258	219	5	independent	independent	ADJ
faba-258	219	6	variables	variable	NOUN
faba-258	219	7	are	be	AUX
faba-258	219	8	all	all	ADV
faba-258	219	9	less	less	ADJ
faba-258	219	10	than	than	ADP
faba-258	219	11	0.95	0.95	NUM
faba-258	219	12	,	,	PUNCT
faba-258	219	13	indicating	indicate	VERB
faba-258	219	14	minimal	minimal	ADJ
faba-258	219	15	multicollinearity	multicollinearity	NOUN
faba-258	219	16	.	.	PUNCT
faba-258	220	1	lower	low	ADJ
faba-258	220	2	correlations	correlation	NOUN
faba-258	220	3	suggest	suggest	VERB
faba-258	220	4	that	that	SCONJ
faba-258	220	5	the	the	DET
faba-258	220	6	variables	variable	NOUN
faba-258	220	7	are	be	AUX
faba-258	220	8	less	less	ADV
faba-258	220	9	dependent	dependent	ADJ
faba-258	220	10	on	on	ADP
faba-258	220	11	each	each	DET
faba-258	220	12	other	other	ADJ
faba-258	220	13	,	,	PUNCT
faba-258	220	14	allowing	allow	VERB
faba-258	220	15	for	for	ADP
faba-258	220	16	more	more	ADV
faba-258	220	17	reliable	reliable	ADJ
faba-258	220	18	analysis	analysis	NOUN
faba-258	220	19	and	and	CCONJ
faba-258	220	20	enhancing	enhance	VERB
faba-258	220	21	confidence	confidence	NOUN
faba-258	220	22	in	in	ADP
faba-258	220	23	statistical	statistical	ADJ
faba-258	220	24	models	model	NOUN
faba-258	220	25	and	and	CCONJ
faba-258	220	26	forecasts	forecast	NOUN
faba-258	220	27	based	base	VERB
faba-258	220	28	on	on	ADP
faba-258	220	29	these	these	DET
faba-258	220	30	variables	variable	NOUN
faba-258	220	31	.	.	PUNCT
faba-258	221	1	dumisani	dumisani	ADJ
faba-258	221	2	pamba	pamba	NOUN
faba-258	221	3	/	/	SYM
faba-258	221	4	finance	finance	NOUN
faba-258	221	5	,	,	PUNCT
faba-258	221	6	accounting	accounting	NOUN
faba-258	221	7	and	and	CCONJ
faba-258	221	8	business	business	NOUN
faba-258	221	9	analysis	analysis	NOUN
faba-258	221	10	,	,	PUNCT
faba-258	221	11	volume	volume	NOUN
faba-258	221	12	7	7	NUM
faba-258	221	13	,	,	PUNCT
faba-258	221	14	issue	issue	NOUN
faba-258	221	15	1	1	NUM
faba-258	221	16	,	,	PUNCT
faba-258	221	17	2025	2025	NUM
faba-258	221	18	63	63	NUM
faba-258	221	19	table	table	NOUN
faba-258	221	20	3	3	NUM
faba-258	221	21	.	.	PUNCT
faba-258	221	22	correlation	correlation	NOUN
faba-258	221	23	coefficients	coefficient	NOUN
faba-258	221	24	test	test	NOUN
faba-258	221	25	results	result	NOUN
faba-258	221	26	variables	variable	VERB
faba-258	221	27	liq	liq	PROPN
faba-258	221	28	rgdp	rgdp	PROPN
faba-258	221	29	inf	inf	PROPN
faba-258	221	30	exr	exr	PROPN
faba-258	221	31	cr	cr	PROPN
faba-258	221	32	bs	bs	PROPN
faba-258	221	33	roe	roe	PROPN
faba-258	221	34	liq	liq	NOUN
faba-258	221	35	1.000000	1.000000	NUM
faba-258	221	36	rgdp	rgdp	NOUN
faba-258	221	37	-0.003662	-0.003662	NOUN
faba-258	221	38	1.000000	1.000000	NUM
faba-258	221	39	inf	inf	NOUN
faba-258	221	40	0.284276	0.284276	NUM
faba-258	221	41	-0.632893	-0.632893	NOUN
faba-258	221	42	1.000000	1.000000	NUM
faba-258	221	43	exr	exr	NOUN
faba-258	221	44	-0.040107	-0.040107	NOUN
faba-258	221	45	0.636099	0.636099	NUM
faba-258	221	46	-0.655890	-0.655890	NOUN
faba-258	221	47	1.000000	1.000000	NUM
faba-258	221	48	cr	cr	ADP
faba-258	221	49	0.026609	0.026609	NUM
faba-258	221	50	-0.575647	-0.575647	NOUN
faba-258	222	1	0.374317	0.374317	NUM
faba-258	222	2	-0.238237	-0.238237	NOUN
faba-258	222	3	1.000000	1.000000	NUM
faba-258	222	4	bs	b	NOUN
faba-258	222	5	0.702747	0.702747	NUM
faba-258	222	6	-0.219050	-0.219050	NOUN
faba-258	222	7	0.564480	0.564480	NUM
faba-258	222	8	-0.069178	-0.069178	NOUN
faba-258	222	9	0.173193	0.173193	NUM
faba-258	222	10	1.000000	1.000000	NUM
faba-258	222	11	roe	roe	NOUN
faba-258	222	12	0.558220	0.558220	NUM
faba-258	222	13	0.370466	0.370466	NUM
faba-258	222	14	-0.062748	-0.062748	NOUN
faba-258	222	15	0.274776	0.274776	NUM
faba-258	222	16	-0.298292	-0.298292	NOUN
faba-258	222	17	0.563605	0.563605	NUM
faba-258	222	18	1.000000	1.000000	NUM
faba-258	222	19	source	source	NOUN
faba-258	222	20	:	:	PUNCT
faba-258	222	21	author`s	author`s	X
faba-258	222	22	calculation	calculation	NOUN
faba-258	222	23	using	use	VERB
faba-258	222	24	eviews	eviews	PROPN
faba-258	222	25	14	14	NUM
faba-258	222	26	.	.	PUNCT
faba-258	223	1	var	var	PROPN
faba-258	223	2	lag	lag	PROPN
faba-258	223	3	length	length	NOUN
faba-258	223	4	selection	selection	NOUN
faba-258	223	5	criteria	criterion	NOUN
faba-258	223	6	an	an	DET
faba-258	223	7	overfitted	overfitted	ADJ
faba-258	223	8	model	model	NOUN
faba-258	223	9	can	can	AUX
faba-258	223	10	suffer	suffer	VERB
faba-258	223	11	from	from	ADP
faba-258	223	12	autocorrelated	autocorrelated	ADJ
faba-258	223	13	errors	error	NOUN
faba-258	223	14	when	when	SCONJ
faba-258	223	15	there	there	PRON
faba-258	223	16	are	be	VERB
faba-258	223	17	too	too	ADV
faba-258	223	18	few	few	ADJ
faba-258	223	19	or	or	CCONJ
faba-258	223	20	too	too	ADV
faba-258	223	21	many	many	ADJ
faba-258	223	22	lags	lag	NOUN
faba-258	223	23	.	.	PUNCT
faba-258	224	1	to	to	PART
faba-258	224	2	minimize	minimize	VERB
faba-258	224	3	these	these	DET
faba-258	224	4	issues	issue	NOUN
faba-258	224	5	,	,	PUNCT
faba-258	224	6	information	information	NOUN
faba-258	224	7	criteria	criterion	NOUN
faba-258	224	8	are	be	AUX
faba-258	224	9	utilized	utilize	VERB
faba-258	224	10	.	.	PUNCT
faba-258	225	1	in	in	ADP
faba-258	225	2	this	this	DET
faba-258	225	3	study	study	NOUN
faba-258	225	4	,	,	PUNCT
faba-258	225	5	both	both	CCONJ
faba-258	225	6	the	the	DET
faba-258	225	7	schwarz	schwarz	PROPN
faba-258	225	8	criterion	criterion	NOUN
faba-258	225	9	(	(	PUNCT
faba-258	225	10	sc	sc	PROPN
faba-258	225	11	)	)	PUNCT
faba-258	225	12	and	and	CCONJ
faba-258	225	13	the	the	DET
faba-258	225	14	akaike	akaike	ADJ
faba-258	225	15	information	information	NOUN
faba-258	225	16	criterion	criterion	NOUN
faba-258	225	17	(	(	PUNCT
faba-258	225	18	aic	aic	PROPN
faba-258	225	19	)	)	PUNCT
faba-258	225	20	were	be	AUX
faba-258	225	21	applied	apply	VERB
faba-258	225	22	.	.	PUNCT
faba-258	226	1	based	base	VERB
faba-258	226	2	on	on	ADP
faba-258	226	3	the	the	DET
faba-258	226	4	lag	lag	NOUN
faba-258	226	5	length	length	NOUN
faba-258	226	6	selection	selection	NOUN
faba-258	226	7	results	result	NOUN
faba-258	226	8	,	,	PUNCT
faba-258	226	9	length	length	NOUN
faba-258	226	10	2	2	NUM
faba-258	226	11	was	be	AUX
faba-258	226	12	selected	select	VERB
faba-258	226	13	.	.	PUNCT
faba-258	227	1	cointegration	cointegration	NOUN
faba-258	227	2	test	test	NOUN
faba-258	227	3	results	result	VERB
faba-258	227	4	the	the	DET
faba-258	227	5	johansen	johansen	PROPN
faba-258	227	6	cointegration	cointegration	PROPN
faba-258	227	7	test	test	NOUN
faba-258	227	8	is	be	AUX
faba-258	227	9	a	a	DET
faba-258	227	10	statistical	statistical	ADJ
faba-258	227	11	tool	tool	NOUN
faba-258	227	12	used	use	VERB
faba-258	227	13	to	to	PART
faba-258	227	14	determine	determine	VERB
faba-258	227	15	whether	whether	SCONJ
faba-258	227	16	a	a	DET
faba-258	227	17	set	set	NOUN
faba-258	227	18	of	of	ADP
faba-258	227	19	variables	variable	NOUN
faba-258	227	20	is	be	AUX
faba-258	227	21	cointegrated	cointegrate	VERB
faba-258	227	22	,	,	PUNCT
faba-258	227	23	indicating	indicate	VERB
faba-258	227	24	a	a	DET
faba-258	227	25	long	long	ADJ
faba-258	227	26	-	-	PUNCT
faba-258	227	27	term	term	NOUN
faba-258	227	28	relationship	relationship	NOUN
faba-258	227	29	.	.	PUNCT
faba-258	228	1	it	it	PRON
faba-258	228	2	can	can	AUX
faba-258	228	3	also	also	ADV
faba-258	228	4	count	count	VERB
faba-258	228	5	the	the	DET
faba-258	228	6	number	number	NOUN
faba-258	228	7	of	of	ADP
faba-258	228	8	cointegrated	cointegrate	VERB
faba-258	228	9	links	link	NOUN
faba-258	228	10	between	between	ADP
faba-258	228	11	variables	variable	NOUN
faba-258	228	12	.	.	PUNCT
faba-258	229	1	this	this	DET
faba-258	229	2	test	test	NOUN
faba-258	229	3	is	be	AUX
faba-258	229	4	commonly	commonly	ADV
faba-258	229	5	used	use	VERB
faba-258	229	6	in	in	ADP
faba-258	229	7	econometrics	econometric	NOUN
faba-258	229	8	for	for	ADP
faba-258	229	9	regression	regression	NOUN
faba-258	229	10	analysis	analysis	NOUN
faba-258	229	11	.	.	PUNCT
faba-258	230	1	table	table	NOUN
faba-258	230	2	4	4	NUM
faba-258	230	3	.	.	PUNCT
faba-258	230	4	liq	liq	NOUN
faba-258	230	5	johansen	johansen	PROPN
faba-258	230	6	juselius	juselius	PROPN
faba-258	230	7	test	test	NOUN
faba-258	230	8	for	for	ADP
faba-258	230	9	cointegration	cointegration	NOUN
faba-258	230	10	hypothesized	hypothesize	VERB
faba-258	230	11	no	no	ADP
faba-258	230	12	.	.	PROPN
faba-258	230	13	of	of	ADP
faba-258	230	14	ce9s	ce9s	PROPN
faba-258	230	15	)	)	PUNCT
faba-258	230	16	eigenvalue	eigenvalue	NOUN
faba-258	230	17	trace	trace	NOUN
faba-258	230	18	statistics	statistic	NOUN
faba-258	230	19	0.05	0.05	NUM
faba-258	230	20	critical	critical	ADJ
faba-258	230	21	value	value	NOUN
faba-258	230	22	max	max	PROPN
faba-258	230	23	-	-	PUNCT
faba-258	230	24	eigen	eigen	PROPN
faba-258	230	25	statistic	statistic	NOUN
faba-258	230	26	0.05	0.05	NUM
faba-258	230	27	critical	critical	ADJ
faba-258	230	28	value	value	NOUN
faba-258	230	29	none	none	NOUN
faba-258	230	30	*	*	NOUN
faba-258	230	31	0.544310	0.544310	NUM
faba-258	230	32	221.1146	221.1146	NUM
faba-258	230	33	*	*	PUNCT
faba-258	230	34	*	*	PUNCT
faba-258	230	35	*	*	PUNCT
faba-258	230	36	125.6154	125.6154	NUM
faba-258	230	37	66.80507	66.80507	NUM
faba-258	230	38	*	*	PUNCT
faba-258	230	39	*	*	PUNCT
faba-258	230	40	*	*	PUNCT
faba-258	230	41	46.23142	46.23142	NUM
faba-258	230	42	at	at	ADP
faba-258	230	43	most	most	ADJ
faba-258	230	44	1	1	NUM
faba-258	230	45	*	*	SYM
faba-258	230	46	0.467719	0.467719	NUM
faba-258	230	47	154.3095	154.3095	NUM
faba-258	230	48	*	*	PUNCT
faba-258	230	49	*	*	PUNCT
faba-258	230	50	*	*	PUNCT
faba-258	230	51	95.75366	95.75366	NUM
faba-258	231	1	53.59966	53.59966	NUM
faba-258	231	2	*	*	PUNCT
faba-258	231	3	*	*	PUNCT
faba-258	231	4	*	*	X
faba-258	231	5	40.07757	40.07757	NUM
faba-258	231	6	at	at	ADP
faba-258	231	7	most	most	ADJ
faba-258	231	8	2	2	NUM
faba-258	231	9	*	*	SYM
faba-258	231	10	0.443349	0.443349	NUM
faba-258	231	11	100.7099	100.7099	NUM
faba-258	231	12	*	*	PUNCT
faba-258	231	13	*	*	PUNCT
faba-258	231	14	*	*	NOUN
faba-258	231	15	69.81889	69.81889	NUM
faba-258	231	16	49.79439	49.79439	NUM
faba-258	231	17	*	*	PUNCT
faba-258	231	18	*	*	PUNCT
faba-258	231	19	*	*	X
faba-258	231	20	33.87687	33.87687	NUM
faba-258	231	21	at	at	ADP
faba-258	231	22	most	most	ADJ
faba-258	231	23	3	3	NUM
faba-258	231	24	*	*	NUM
faba-258	231	25	0.249934	0.249934	NUM
faba-258	231	26	50.91547	50.91547	NUM
faba-258	231	27	*	*	PUNCT
faba-258	231	28	*	*	X
faba-258	231	29	47.85613	47.85613	NUM
faba-258	231	30	24.44550	24.44550	NUM
faba-258	231	31	27.58434	27.58434	NUM
faba-258	231	32	at	at	ADP
faba-258	231	33	most	most	ADJ
faba-258	231	34	4	4	NUM
faba-258	231	35	0.186711	0.186711	NUM
faba-258	231	36	26.46997	26.46997	NUM
faba-258	231	37	29.79707	29.79707	NUM
faba-258	231	38	17.566887	17.566887	NUM
faba-258	231	39	21.13162	21.13162	NUM
faba-258	231	40	at	at	ADP
faba-258	231	41	most	most	ADJ
faba-258	231	42	5	5	NUM
faba-258	231	43	0.080131	0.080131	NUM
faba-258	231	44	8.903097	8.903097	NUM
faba-258	231	45	15.49471	15.49471	NUM
faba-258	231	46	7.099514	7.099514	NUM
faba-258	231	47	14.26460	14.26460	NUM
faba-258	231	48	at	at	ADP
faba-258	231	49	most	most	ADJ
faba-258	231	50	6	6	NUM
faba-258	231	51	0.020995	0.020995	NUM
faba-258	231	52	1.803583	1.803583	NUM
faba-258	231	53	3.841465	3.841465	NUM
faba-258	231	54	1.803583	1.803583	NUM
faba-258	231	55	3.841465	3.841465	NUM
faba-258	231	56	note	note	NOUN
faba-258	231	57	:	:	PUNCT
faba-258	231	58	*	*	PUNCT
faba-258	231	59	*	*	PUNCT
faba-258	231	60	*	*	PUNCT
faba-258	231	61	and	and	CCONJ
faba-258	231	62	*	*	PUNCT
faba-258	231	63	*	*	PUNCT
faba-258	231	64	represent	represent	VERB
faba-258	231	65	statistically	statistically	ADV
faba-258	231	66	significant	significant	ADJ
faba-258	231	67	at	at	ADP
faba-258	231	68	1	1	NUM
faba-258	231	69	%	%	NOUN
faba-258	231	70	and	and	CCONJ
faba-258	231	71	5	5	NUM
faba-258	231	72	%	%	NOUN
faba-258	231	73	levels	level	NOUN
faba-258	231	74	.	.	PUNCT
faba-258	232	1	trace	trace	NOUN
faba-258	232	2	test	test	NOUN
faba-258	232	3	indicates	indicate	VERB
faba-258	232	4	4	4	NUM
faba-258	232	5	cointegrating	cointegrate	VERB
faba-258	232	6	eqn(s	eqn(s	PROPN
faba-258	232	7	)	)	PUNCT
faba-258	232	8	at	at	ADP
faba-258	232	9	the	the	DET
faba-258	232	10	0.05	0.05	NUM
faba-258	232	11	level	level	NOUN
faba-258	232	12	.	.	PUNCT
faba-258	233	1	max	max	PROPN
faba-258	233	2	-	-	PUNCT
faba-258	233	3	eigenvalue	eigenvalue	PROPN
faba-258	233	4	test	test	NOUN
faba-258	233	5	indicates	indicate	VERB
faba-258	233	6	3	3	NUM
faba-258	233	7	cointegrating	cointegrate	VERB
faba-258	233	8	eqn(s	eqn(s	PROPN
faba-258	233	9	)	)	PUNCT
faba-258	233	10	at	at	ADP
faba-258	233	11	the	the	DET
faba-258	233	12	0.05	0.05	NUM
faba-258	233	13	level	level	NOUN
faba-258	233	14	.	.	PUNCT
faba-258	234	1	source	source	NOUN
faba-258	234	2	:	:	PUNCT
faba-258	234	3	author`s	author`s	X
faba-258	234	4	calculation	calculation	NOUN
faba-258	234	5	using	use	VERB
faba-258	234	6	eviews	eviews	PROPN
faba-258	234	7	14	14	NUM
faba-258	234	8	.	.	PUNCT
faba-258	235	1	table	table	NOUN
faba-258	235	2	4	4	NUM
faba-258	235	3	displays	display	VERB
faba-258	235	4	the	the	DET
faba-258	235	5	johansen	johansen	PROPN
faba-258	235	6	cointegration	cointegration	PROPN
faba-258	235	7	findings	finding	NOUN
faba-258	235	8	based	base	VERB
faba-258	235	9	on	on	ADP
faba-258	235	10	trace	trace	NOUN
faba-258	235	11	and	and	CCONJ
faba-258	235	12	maximum	maximum	PROPN
faba-258	235	13	eigenvalue	eigenvalue	ADJ
faba-258	235	14	statistics	statistic	NOUN
faba-258	235	15	to	to	PART
faba-258	235	16	identify	identify	VERB
faba-258	235	17	the	the	DET
faba-258	235	18	integration	integration	NOUN
faba-258	235	19	sequence	sequence	NOUN
faba-258	235	20	.	.	PUNCT
faba-258	236	1	the	the	DET
faba-258	236	2	cointegrated	cointegrate	VERB
faba-258	236	3	time	time	NOUN
faba-258	236	4	-	-	PUNCT
faba-258	236	5	series	series	NOUN
faba-258	236	6	variables	variable	NOUN
faba-258	236	7	exhibit	exhibit	VERB
faba-258	236	8	a	a	DET
faba-258	236	9	long	long	ADV
faba-258	236	10	-	-	PUNCT
faba-258	236	11	run	run	VERB
faba-258	236	12	equilibrium	equilibrium	NOUN
faba-258	236	13	connection	connection	NOUN
faba-258	236	14	;	;	PUNCT
faba-258	236	15	at	at	ADP
faba-258	236	16	the	the	DET
faba-258	236	17	5	5	NUM
faba-258	236	18	%	%	NOUN
faba-258	236	19	critical	critical	ADJ
faba-258	236	20	value	value	NOUN
faba-258	236	21	,	,	PUNCT
faba-258	236	22	the	the	DET
faba-258	236	23	trace	trace	NOUN
faba-258	236	24	statistics	statistic	NOUN
faba-258	236	25	reveal	reveal	VERB
faba-258	236	26	four	four	NUM
faba-258	236	27	cointegrated	cointegrate	VERB
faba-258	236	28	vectors	vector	NOUN
faba-258	236	29	,	,	PUNCT
faba-258	236	30	while	while	SCONJ
faba-258	236	31	the	the	DET
faba-258	236	32	maximum	maximum	PROPN
faba-258	236	33	eigenvalue	eigenvalue	PROPN
faba-258	236	34	statistics	statistic	NOUN
faba-258	236	35	show	show	VERB
faba-258	236	36	three	three	NUM
faba-258	236	37	.	.	PUNCT
faba-258	237	1	both	both	PRON
faba-258	237	2	trace	trace	NOUN
faba-258	237	3	and	and	CCONJ
faba-258	237	4	maximum	maximum	PROPN
faba-258	237	5	eigenvalue	eigenvalue	PROPN
faba-258	237	6	statistics	statistic	NOUN
faba-258	237	7	reject	reject	VERB
faba-258	237	8	the	the	DET
faba-258	237	9	null	null	ADJ
faba-258	237	10	hypothesis	hypothesis	NOUN
faba-258	237	11	that	that	SCONJ
faba-258	237	12	none	none	NOUN
faba-258	237	13	of	of	ADP
faba-258	237	14	the	the	DET
faba-258	237	15	variables	variable	NOUN
faba-258	237	16	are	be	AUX
faba-258	237	17	cointegrated	cointegrate	VERB
faba-258	237	18	,	,	PUNCT
faba-258	237	19	indicating	indicate	VERB
faba-258	237	20	that	that	SCONJ
faba-258	237	21	the	the	DET
faba-258	237	22	cointegrated	cointegrate	VERB
faba-258	237	23	variables	variable	NOUN
faba-258	237	24	are	be	AUX
faba-258	237	25	statistically	statistically	ADV
faba-258	237	26	significant	significant	ADJ
faba-258	237	27	.	.	PUNCT
faba-258	238	1	this	this	PRON
faba-258	238	2	implies	imply	VERB
faba-258	238	3	that	that	SCONJ
faba-258	238	4	the	the	DET
faba-258	238	5	long	long	ADV
faba-258	238	6	-	-	PUNCT
faba-258	238	7	run	run	VERB
faba-258	238	8	equilibrium	equilibrium	NOUN
faba-258	238	9	link	link	NOUN
faba-258	238	10	between	between	ADP
faba-258	238	11	the	the	DET
faba-258	238	12	variables	variable	NOUN
faba-258	238	13	is	be	AUX
faba-258	238	14	stable	stable	ADJ
faba-258	238	15	.	.	PUNCT
faba-258	239	1	msm	msm	NOUN
faba-258	239	2	-	-	PUNCT
faba-258	239	3	var	var	NOUN
faba-258	239	4	estimate	estimate	NOUN
faba-258	239	5	results	result	VERB
faba-258	239	6	the	the	DET
faba-258	239	7	study	study	NOUN
faba-258	239	8	utilized	utilize	VERB
faba-258	239	9	two	two	NUM
faba-258	239	10	regimes	regime	NOUN
faba-258	239	11	,	,	PUNCT
faba-258	239	12	one	one	NUM
faba-258	239	13	with	with	ADP
faba-258	239	14	low	low	ADJ
faba-258	239	15	volatility	volatility	NOUN
faba-258	239	16	and	and	CCONJ
faba-258	239	17	the	the	DET
faba-258	239	18	other	other	ADJ
faba-258	239	19	with	with	ADP
faba-258	239	20	high	high	ADJ
faba-258	239	21	volatility	volatility	NOUN
faba-258	239	22	,	,	PUNCT
faba-258	239	23	like	like	ADP
faba-258	239	24	agyemang	agyemang	NOUN
faba-258	239	25	-	-	PUNCT
faba-258	239	26	badu	badu	NOUN
faba-258	239	27	et	et	PROPN
faba-258	239	28	al	al	PROPN
faba-258	239	29	.	.	PROPN
faba-258	240	1	(	(	PUNCT
faba-258	240	2	2024	2024	NUM
faba-258	240	3	)	)	PUNCT
faba-258	240	4	.	.	PUNCT
faba-258	241	1	a	a	DET
faba-258	241	2	stable	stable	ADJ
faba-258	241	3	market	market	NOUN
faba-258	241	4	or	or	CCONJ
faba-258	241	5	a	a	DET
faba-258	241	6	state	state	NOUN
faba-258	241	7	with	with	ADP
faba-258	241	8	low	low	ADJ
faba-258	241	9	volatility	volatility	NOUN
faba-258	241	10	or	or	CCONJ
faba-258	241	11	high	high	ADJ
faba-258	241	12	liquidity	liquidity	NOUN
faba-258	241	13	is	be	AUX
faba-258	241	14	represented	represent	VERB
faba-258	241	15	by	by	ADP
faba-258	241	16	regime	regime	NOUN
faba-258	241	17	1	1	NUM
faba-258	241	18	,	,	PUNCT
faba-258	241	19	whereas	whereas	SCONJ
faba-258	241	20	an	an	DET
faba-258	241	21	unstable	unstable	ADJ
faba-258	241	22	market	market	NOUN
faba-258	241	23	or	or	CCONJ
faba-258	241	24	a	a	DET
faba-258	241	25	crisis	crisis	NOUN
faba-258	241	26	with	with	ADP
faba-258	241	27	high	high	ADJ
faba-258	241	28	volatility	volatility	NOUN
faba-258	241	29	or	or	CCONJ
faba-258	241	30	low	low	ADJ
faba-258	241	31	liquidity	liquidity	NOUN
faba-258	241	32	is	be	AUX
faba-258	241	33	represented	represent	VERB
faba-258	241	34	by	by	ADP
faba-258	241	35	regime	regime	NOUN
faba-258	241	36	2	2	NUM
faba-258	241	37	.	.	PUNCT
faba-258	241	38	table	table	NOUN
faba-258	241	39	5	5	NUM
faba-258	241	40	shows	show	VERB
faba-258	241	41	msm	msm	NOUN
faba-258	241	42	-	-	PUNCT
faba-258	241	43	var	var	NOUN
faba-258	241	44	results	result	NOUN
faba-258	241	45	.	.	PUNCT
faba-258	242	1	the	the	DET
faba-258	242	2	relationship	relationship	NOUN
faba-258	242	3	between	between	ADP
faba-258	242	4	economic	economic	ADJ
faba-258	242	5	growth	growth	NOUN
faba-258	242	6	(	(	PUNCT
faba-258	242	7	rgdp	rgdp	NOUN
faba-258	242	8	)	)	PUNCT
faba-258	242	9	and	and	CCONJ
faba-258	242	10	bank	bank	NOUN
faba-258	242	11	liquidity	liquidity	NOUN
faba-258	242	12	(	(	PUNCT
faba-258	242	13	liq	liq	NOUN
faba-258	242	14	)	)	PUNCT
faba-258	242	15	in	in	ADP
faba-258	242	16	south	south	PROPN
faba-258	242	17	africa	africa	PROPN
faba-258	242	18	is	be	AUX
faba-258	242	19	positive	positive	ADJ
faba-258	242	20	in	in	ADP
faba-258	242	21	both	both	DET
faba-258	242	22	regime	regime	NOUN
faba-258	242	23	one	one	NUM
faba-258	242	24	(	(	PUNCT
faba-258	242	25	0.252825	0.252825	NUM
faba-258	242	26	)	)	PUNCT
faba-258	242	27	and	and	CCONJ
faba-258	242	28	regime	regime	NOUN
faba-258	242	29	two	two	NUM
faba-258	242	30	(	(	PUNCT
faba-258	242	31	12.44829	12.44829	NUM
faba-258	242	32	)	)	PUNCT
faba-258	242	33	.	.	PUNCT
faba-258	243	1	however	however	ADV
faba-258	243	2	,	,	PUNCT
faba-258	243	3	this	this	DET
faba-258	243	4	relationship	relationship	NOUN
faba-258	243	5	is	be	AUX
faba-258	243	6	much	much	ADV
faba-258	243	7	stronger	strong	ADJ
faba-258	243	8	in	in	ADP
faba-258	243	9	regime	regime	NOUN
faba-258	243	10	two	two	NUM
faba-258	243	11	,	,	PUNCT
faba-258	243	12	indicating	indicate	VERB
faba-258	243	13	that	that	SCONJ
faba-258	243	14	economic	economic	ADJ
faba-258	243	15	growth	growth	NOUN
faba-258	243	16	has	have	VERB
faba-258	243	17	a	a	DET
faba-258	243	18	larger	large	ADJ
faba-258	243	19	impact	impact	NOUN
faba-258	243	20	on	on	ADP
faba-258	243	21	bank	bank	NOUN
faba-258	243	22	liquidity	liquidity	NOUN
faba-258	243	23	during	during	ADP
faba-258	243	24	periods	period	NOUN
faba-258	243	25	of	of	ADP
faba-258	243	26	high	high	ADJ
faba-258	243	27	volatility	volatility	NOUN
faba-258	243	28	and	and	CCONJ
faba-258	243	29	unstable	unstable	ADJ
faba-258	243	30	market	market	NOUN
faba-258	243	31	conditions	condition	NOUN
faba-258	243	32	.	.	PUNCT
faba-258	244	1	this	this	PRON
faba-258	244	2	suggests	suggest	VERB
faba-258	244	3	that	that	SCONJ
faba-258	244	4	during	during	ADP
faba-258	244	5	times	time	NOUN
faba-258	244	6	of	of	ADP
faba-258	244	7	economic	economic	ADJ
faba-258	244	8	uncertainty	uncertainty	NOUN
faba-258	244	9	,	,	PUNCT
faba-258	244	10	south	south	ADJ
faba-258	244	11	african	african	ADJ
faba-258	244	12	banks	bank	NOUN
faba-258	244	13	may	may	AUX
faba-258	244	14	rely	rely	VERB
faba-258	244	15	more	more	ADV
faba-258	244	16	heavily	heavily	ADV
faba-258	244	17	on	on	ADP
faba-258	244	18	economic	economic	ADJ
faba-258	244	19	growth	growth	NOUN
faba-258	244	20	to	to	PART
faba-258	244	21	maintain	maintain	VERB
faba-258	244	22	liquidity	liquidity	NOUN
faba-258	244	23	levels	level	NOUN
faba-258	244	24	.	.	PUNCT
faba-258	245	1	consequently	consequently	ADV
faba-258	245	2	,	,	PUNCT
faba-258	245	3	banks	bank	NOUN
faba-258	245	4	may	may	AUX
faba-258	245	5	need	need	VERB
faba-258	245	6	to	to	PART
faba-258	245	7	adopt	adopt	VERB
faba-258	245	8	different	different	ADJ
faba-258	245	9	liquidity	liquidity	NOUN
faba-258	245	10	management	management	NOUN
faba-258	245	11	strategies	strategy	NOUN
faba-258	245	12	based	base	VERB
faba-258	245	13	on	on	ADP
faba-258	245	14	the	the	DET
faba-258	245	15	prevailing	prevail	VERB
faba-258	245	16	regime	regime	NOUN
faba-258	245	17	to	to	PART
faba-258	245	18	mitigate	mitigate	VERB
faba-258	245	19	potential	potential	ADJ
faba-258	245	20	risks	risk	NOUN
faba-258	245	21	and	and	CCONJ
faba-258	245	22	ensure	ensure	VERB
faba-258	245	23	stability	stability	NOUN
faba-258	245	24	.	.	PUNCT
faba-258	246	1	these	these	DET
faba-258	246	2	results	result	NOUN
faba-258	246	3	align	align	VERB
faba-258	246	4	with	with	ADP
faba-258	246	5	findings	finding	NOUN
faba-258	246	6	from	from	ADP
faba-258	246	7	antony	antony	PROPN
faba-258	246	8	(	(	PUNCT
faba-258	246	9	2023	2023	NUM
faba-258	246	10	)	)	PUNCT
faba-258	246	11	and	and	CCONJ
faba-258	246	12	lalon	lalon	NOUN
faba-258	246	13	et	et	PROPN
faba-258	246	14	al	al	PROPN
faba-258	246	15	.	.	PROPN
faba-258	247	1	(	(	PUNCT
faba-258	247	2	2023	2023	NUM
faba-258	247	3	)	)	PUNCT
faba-258	247	4	,	,	PUNCT
faba-258	247	5	who	who	PRON
faba-258	247	6	reported	report	VERB
faba-258	247	7	that	that	SCONJ
faba-258	247	8	gdp	gdp	NOUN
faba-258	247	9	positively	positively	ADV
faba-258	247	10	influences	influence	VERB
faba-258	247	11	bank	bank	NOUN
faba-258	247	12	liquidity	liquidity	NOUN
faba-258	247	13	in	in	ADP
faba-258	247	14	indian	indian	ADJ
faba-258	247	15	commercial	commercial	ADJ
faba-258	247	16	banks	bank	NOUN
faba-258	247	17	and	and	CCONJ
faba-258	247	18	stateowned	stateowne	VERB
faba-258	247	19	commercial	commercial	ADJ
faba-258	247	20	banks	bank	NOUN
faba-258	247	21	of	of	ADP
faba-258	247	22	bangladesh	bangladesh	NOUN
faba-258	247	23	,	,	PUNCT
faba-258	247	24	respectively	respectively	ADV
faba-258	247	25	.	.	PUNCT
faba-258	248	1	the	the	DET
faba-258	248	2	studies	study	NOUN
faba-258	248	3	indicate	indicate	VERB
faba-258	248	4	that	that	SCONJ
faba-258	248	5	economic	economic	ADJ
faba-258	248	6	growth	growth	NOUN
faba-258	248	7	significantly	significantly	ADV
faba-258	248	8	influences	influence	VERB
faba-258	248	9	bank	bank	NOUN
faba-258	248	10	liquidity	liquidity	NOUN
faba-258	248	11	levels	level	NOUN
faba-258	248	12	in	in	ADP
faba-258	248	13	various	various	ADJ
faba-258	248	14	regions	region	NOUN
faba-258	248	15	,	,	PUNCT
faba-258	248	16	highlighting	highlight	VERB
faba-258	248	17	the	the	DET
faba-258	248	18	need	need	NOUN
faba-258	248	19	for	for	SCONJ
faba-258	248	20	south	south	ADJ
faba-258	248	21	african	african	ADJ
faba-258	248	22	banks	bank	NOUN
faba-258	248	23	to	to	PART
faba-258	248	24	monitor	monitor	VERB
faba-258	248	25	economic	economic	ADJ
faba-258	248	26	indicators	indicator	NOUN
faba-258	248	27	and	and	CCONJ
faba-258	248	28	adjust	adjust	VERB
faba-258	248	29	their	their	PRON
faba-258	248	30	liquidity	liquidity	NOUN
faba-258	248	31	management	management	NOUN
faba-258	248	32	strategies	strategy	NOUN
faba-258	248	33	for	for	ADP
faba-258	248	34	operational	operational	ADJ
faba-258	248	35	stability	stability	NOUN
faba-258	248	36	.	.	PUNCT
faba-258	249	1	dumisani	dumisani	ADJ
faba-258	249	2	pamba	pamba	NOUN
faba-258	249	3	/	/	SYM
faba-258	249	4	finance	finance	NOUN
faba-258	249	5	,	,	PUNCT
faba-258	249	6	accounting	accounting	NOUN
faba-258	249	7	and	and	CCONJ
faba-258	249	8	business	business	NOUN
faba-258	249	9	analysis	analysis	NOUN
faba-258	249	10	,	,	PUNCT
faba-258	249	11	volume	volume	NOUN
faba-258	249	12	7	7	NUM
faba-258	249	13	,	,	PUNCT
faba-258	249	14	issue	issue	NOUN
faba-258	249	15	1	1	NUM
faba-258	249	16	,	,	PUNCT
faba-258	249	17	2025	2025	NUM
faba-258	249	18	64	64	NUM
faba-258	249	19	the	the	DET
faba-258	249	20	study	study	NOUN
faba-258	249	21	reveals	reveal	VERB
faba-258	249	22	a	a	DET
faba-258	249	23	negative	negative	ADJ
faba-258	249	24	relationship	relationship	NOUN
faba-258	249	25	(	(	PUNCT
faba-258	249	26	-0.058618	-0.058618	INTJ
faba-258	249	27	)	)	PUNCT
faba-258	249	28	between	between	ADP
faba-258	249	29	inflation	inflation	NOUN
faba-258	249	30	and	and	CCONJ
faba-258	249	31	bank	bank	NOUN
faba-258	249	32	liquidity	liquidity	NOUN
faba-258	249	33	in	in	ADP
faba-258	249	34	regime	regime	NOUN
faba-258	249	35	one	one	NUM
faba-258	249	36	in	in	ADP
faba-258	249	37	south	south	PROPN
faba-258	249	38	africa	africa	PROPN
faba-258	249	39	.	.	PUNCT
faba-258	250	1	inflation	inflation	NOUN
faba-258	250	2	negatively	negatively	ADV
faba-258	250	3	impacts	impact	VERB
faba-258	250	4	bank	bank	NOUN
faba-258	250	5	liquidity	liquidity	NOUN
faba-258	250	6	during	during	ADP
faba-258	250	7	stable	stable	ADJ
faba-258	250	8	market	market	NOUN
faba-258	250	9	conditions	condition	NOUN
faba-258	250	10	,	,	PUNCT
faba-258	250	11	meaning	mean	VERB
faba-258	250	12	that	that	SCONJ
faba-258	250	13	an	an	DET
faba-258	250	14	increase	increase	NOUN
faba-258	250	15	in	in	ADP
faba-258	250	16	inflation	inflation	NOUN
faba-258	250	17	results	result	NOUN
faba-258	250	18	in	in	ADP
faba-258	250	19	a	a	DET
faba-258	250	20	decrease	decrease	NOUN
faba-258	250	21	in	in	ADP
faba-258	250	22	bank	bank	NOUN
faba-258	250	23	liquidity	liquidity	NOUN
faba-258	250	24	.	.	PUNCT
faba-258	251	1	this	this	DET
faba-258	251	2	finding	finding	NOUN
faba-258	251	3	suggests	suggest	VERB
faba-258	251	4	that	that	SCONJ
faba-258	251	5	banks	bank	NOUN
faba-258	251	6	may	may	AUX
faba-258	251	7	struggle	struggle	VERB
faba-258	251	8	to	to	PART
faba-258	251	9	maintain	maintain	VERB
faba-258	251	10	adequate	adequate	ADJ
faba-258	251	11	levels	level	NOUN
faba-258	251	12	of	of	ADP
faba-258	251	13	liquidity	liquidity	NOUN
faba-258	251	14	when	when	SCONJ
faba-258	251	15	faced	face	VERB
faba-258	251	16	with	with	ADP
faba-258	251	17	higher	high	ADJ
faba-258	251	18	inflation	inflation	NOUN
faba-258	251	19	rates	rate	NOUN
faba-258	251	20	.	.	PUNCT
faba-258	252	1	these	these	DET
faba-258	252	2	findings	finding	NOUN
faba-258	252	3	align	align	VERB
faba-258	252	4	with	with	ADP
faba-258	252	5	the	the	DET
faba-258	252	6	study	study	NOUN
faba-258	252	7	by	by	ADP
faba-258	252	8	bhati	bhati	PROPN
faba-258	252	9	et	et	PROPN
faba-258	252	10	al	al	PROPN
faba-258	252	11	.	.	PROPN
faba-258	253	1	(	(	PUNCT
faba-258	253	2	2019	2019	NUM
faba-258	253	3	)	)	PUNCT
faba-258	253	4	,	,	PUNCT
faba-258	253	5	who	who	PRON
faba-258	253	6	found	find	VERB
faba-258	253	7	that	that	SCONJ
faba-258	253	8	inflation	inflation	NOUN
faba-258	253	9	adversely	adversely	ADV
faba-258	253	10	affects	affect	VERB
faba-258	253	11	bank	bank	NOUN
faba-258	253	12	liquidity	liquidity	NOUN
faba-258	253	13	in	in	ADP
faba-258	253	14	indian	indian	ADJ
faba-258	253	15	banks	bank	NOUN
faba-258	253	16	,	,	PUNCT
faba-258	253	17	and	and	CCONJ
faba-258	253	18	pham	pham	PROPN
faba-258	253	19	and	and	CCONJ
faba-258	253	20	pham	pham	PROPN
faba-258	253	21	(	(	PUNCT
faba-258	253	22	2021	2021	NUM
faba-258	253	23	)	)	PUNCT
faba-258	253	24	in	in	ADP
faba-258	253	25	vietnam	vietnam	PROPN
faba-258	253	26	.	.	PUNCT
faba-258	254	1	in	in	ADP
faba-258	254	2	contrast	contrast	NOUN
faba-258	254	3	,	,	PUNCT
faba-258	254	4	there	there	PRON
faba-258	254	5	is	be	VERB
faba-258	254	6	a	a	DET
faba-258	254	7	positive	positive	ADJ
faba-258	254	8	effect	effect	NOUN
faba-258	254	9	(	(	PUNCT
faba-258	254	10	1.011321	1.011321	NUM
faba-258	254	11	)	)	PUNCT
faba-258	254	12	in	in	ADP
faba-258	254	13	regime	regime	NOUN
faba-258	254	14	two	two	NUM
faba-258	254	15	,	,	PUNCT
faba-258	254	16	suggesting	suggest	VERB
faba-258	254	17	inflation	inflation	NOUN
faba-258	254	18	positively	positively	ADV
faba-258	254	19	impacts	impact	VERB
faba-258	254	20	bank	bank	NOUN
faba-258	254	21	liquidity	liquidity	NOUN
faba-258	254	22	during	during	ADP
faba-258	254	23	unstable	unstable	ADJ
faba-258	254	24	market	market	NOUN
faba-258	254	25	conditions	condition	NOUN
faba-258	254	26	.	.	PUNCT
faba-258	255	1	this	this	PRON
faba-258	255	2	implies	imply	VERB
faba-258	255	3	that	that	SCONJ
faba-258	255	4	during	during	ADP
faba-258	255	5	times	time	NOUN
faba-258	255	6	of	of	ADP
faba-258	255	7	economic	economic	ADJ
faba-258	255	8	instability	instability	NOUN
faba-258	255	9	,	,	PUNCT
faba-258	255	10	such	such	ADJ
faba-258	255	11	as	as	ADP
faba-258	255	12	periods	period	NOUN
faba-258	255	13	of	of	ADP
faba-258	255	14	high	high	ADJ
faba-258	255	15	inflation	inflation	NOUN
faba-258	255	16	,	,	PUNCT
faba-258	255	17	banks	bank	NOUN
faba-258	255	18	may	may	AUX
faba-258	255	19	see	see	VERB
faba-258	255	20	an	an	DET
faba-258	255	21	improvement	improvement	NOUN
faba-258	255	22	in	in	ADP
faba-258	255	23	their	their	PRON
faba-258	255	24	liquidity	liquidity	NOUN
faba-258	255	25	levels	level	NOUN
faba-258	255	26	.	.	PUNCT
faba-258	256	1	conventional	conventional	ADJ
faba-258	256	2	wisdom	wisdom	NOUN
faba-258	256	3	holds	hold	VERB
faba-258	256	4	that	that	SCONJ
faba-258	256	5	inflation	inflation	NOUN
faba-258	256	6	always	always	ADV
faba-258	256	7	negatively	negatively	ADV
faba-258	256	8	impacts	impact	VERB
faba-258	256	9	bank	bank	NOUN
faba-258	256	10	liquidity	liquidity	NOUN
faba-258	256	11	.	.	PUNCT
faba-258	257	1	this	this	DET
faba-258	257	2	unexpected	unexpected	ADJ
faba-258	257	3	result	result	NOUN
faba-258	257	4	challenges	challenge	VERB
faba-258	257	5	this	this	DET
faba-258	257	6	belief	belief	NOUN
faba-258	257	7	.	.	PUNCT
faba-258	258	1	this	this	PRON
faba-258	258	2	is	be	AUX
faba-258	258	3	consistent	consistent	ADJ
faba-258	258	4	with	with	ADP
faba-258	258	5	moussa	moussa	PROPN
faba-258	258	6	's	's	PART
faba-258	258	7	(	(	PUNCT
faba-258	258	8	2015	2015	NUM
faba-258	258	9	)	)	PUNCT
faba-258	258	10	findings	finding	VERB
faba-258	258	11	that	that	SCONJ
faba-258	258	12	inflation	inflation	NOUN
faba-258	258	13	significantly	significantly	ADV
faba-258	258	14	impacts	impact	VERB
faba-258	258	15	bank	bank	NOUN
faba-258	258	16	liquidity	liquidity	NOUN
faba-258	258	17	in	in	ADP
faba-258	258	18	tunisia	tunisia	PROPN
faba-258	258	19	,	,	PUNCT
faba-258	258	20	sopan	sopan	NOUN
faba-258	258	21	and	and	CCONJ
faba-258	258	22	dutta	dutta	PROPN
faba-258	258	23	's	's	PART
faba-258	258	24	(	(	PUNCT
faba-258	258	25	2018	2018	NUM
faba-258	258	26	)	)	PUNCT
faba-258	258	27	in	in	ADP
faba-258	258	28	india	india	PROPN
faba-258	258	29	,	,	PUNCT
faba-258	258	30	and	and	CCONJ
faba-258	258	31	al	al	PROPN
faba-258	258	32	-	-	PUNCT
faba-258	258	33	qudah	qudah	PROPN
faba-258	258	34	(	(	PUNCT
faba-258	258	35	2020	2020	NUM
faba-258	258	36	)	)	PUNCT
faba-258	258	37	in	in	ADP
faba-258	258	38	jordan	jordan	PROPN
faba-258	258	39	.	.	PUNCT
faba-258	259	1	the	the	DET
faba-258	259	2	study	study	NOUN
faba-258	259	3	emphasizes	emphasize	VERB
faba-258	259	4	the	the	DET
faba-258	259	5	significance	significance	NOUN
faba-258	259	6	of	of	ADP
faba-258	259	7	considering	consider	VERB
faba-258	259	8	various	various	ADJ
faba-258	259	9	economic	economic	ADJ
faba-258	259	10	regimes	regime	NOUN
faba-258	259	11	in	in	ADP
faba-258	259	12	macroeconomic	macroeconomic	ADJ
faba-258	259	13	analysis	analysis	NOUN
faba-258	259	14	,	,	PUNCT
faba-258	259	15	providing	provide	VERB
faba-258	259	16	valuable	valuable	ADJ
faba-258	259	17	insights	insight	NOUN
faba-258	259	18	for	for	ADP
faba-258	259	19	policymakers	policymaker	NOUN
faba-258	259	20	and	and	CCONJ
faba-258	259	21	financial	financial	ADJ
faba-258	259	22	institutions	institution	NOUN
faba-258	259	23	in	in	ADP
faba-258	259	24	managing	manage	VERB
faba-258	259	25	liquidity	liquidity	NOUN
faba-258	259	26	risk	risk	NOUN
faba-258	259	27	.	.	PUNCT
faba-258	260	1	table	table	NOUN
faba-258	260	2	5	5	NUM
faba-258	260	3	.	.	PUNCT
faba-258	260	4	liq	liq	NOUN
faba-258	260	5	johansen	johansen	PROPN
faba-258	260	6	juselius	juselius	PROPN
faba-258	260	7	test	test	NOUN
faba-258	260	8	for	for	ADP
faba-258	260	9	cointegration	cointegration	NOUN
faba-258	260	10	variables	variable	NOUN
faba-258	260	11	coefficient	coefficient	VERB
faba-258	260	12	std	std	X
faba-258	260	13	.	.	PUNCT
faba-258	261	1	error	error	NOUN
faba-258	261	2	z	z	PROPN
faba-258	261	3	-	-	PUNCT
faba-258	261	4	statistics	statistic	NOUN
faba-258	261	5	regime	regime	NOUN
faba-258	261	6	1	1	NUM
faba-258	261	7	:	:	PUNCT
faba-258	261	8	low	low	ADJ
faba-258	261	9	volatility	volatility	NOUN
faba-258	261	10	c	c	PROPN
faba-258	261	11	-14.64968	-14.64968	SYM
faba-258	261	12	25.8278	25.8278	NUM
faba-258	261	13	-0.56721	-0.56721	ADJ
faba-258	261	14	rgdp	rgdp	NOUN
faba-258	261	15	0.252825	0.252825	NUM
faba-258	261	16	0.10957	0.10957	NUM
faba-258	261	17	2.30748	2.30748	NUM
faba-258	261	18	inf	inf	NOUN
faba-258	261	19	-0.058618	-0.058618	PUNCT
faba-258	261	20	0.02554	0.02554	NUM
faba-258	261	21	-2.29491	-2.29491	X
faba-258	261	22	exr	exr	PROPN
faba-258	261	23	-0.016728	-0.016728	NOUN
faba-258	261	24	0.01977	0.01977	NUM
faba-258	261	25	-0.84627	-0.84627	NOUN
faba-258	262	1	cr	cr	X
faba-258	262	2	-0.196079	-0.196079	NOUN
faba-258	262	3	0.24867	0.24867	NUM
faba-258	262	4	-0.78852	-0.78852	ADJ
faba-258	262	5	bs	bs	NOUN
faba-258	262	6	0.435512	0.435512	NUM
faba-258	262	7	0.25446	0.25446	NUM
faba-258	262	8	1.71152	1.71152	NUM
faba-258	262	9	roe	roe	NOUN
faba-258	262	10	-0.062325	-0.062325	NOUN
faba-258	262	11	0.06059	0.06059	NUM
faba-258	262	12	1.71152	1.71152	NUM
faba-258	262	13	regime	regime	NOUN
faba-258	262	14	2	2	NUM
faba-258	262	15	:	:	PUNCT
faba-258	262	16	high	high	ADJ
faba-258	262	17	volatility	volatility	NOUN
faba-258	262	18	c	c	PROPN
faba-258	262	19	113.7426	113.7426	NUM
faba-258	262	20	37.7925	37.7925	NUM
faba-258	262	21	3.00966	3.00966	NUM
faba-258	262	22	rgdp	rgdp	NOUN
faba-258	262	23	12.44829	12.44829	NUM
faba-258	262	24	2.59409	2.59409	NUM
faba-258	262	25	4.79871	4.79871	NUM
faba-258	262	26	inf	inf	NOUN
faba-258	262	27	1.011321	1.011321	NUM
faba-258	262	28	0.28522	0.28522	NUM
faba-258	262	29	3.54581	3.54581	NUM
faba-258	262	30	exr	exr	ADJ
faba-258	262	31	-0.028677	-0.028677	NOUN
faba-258	262	32	0.06045	0.06045	NUM
faba-258	262	33	-0.47437	-0.47437	VERB
faba-258	262	34	cr	cr	PART
faba-258	262	35	-2.715756	-2.715756	VERB
faba-258	262	36	2.04857	2.04857	NUM
faba-258	262	37	-1.32568	-1.32568	NOUN
faba-258	262	38	bs	bs	NOUN
faba-258	262	39	-2.196915	-2.196915	VERB
faba-258	262	40	0.56562	0.56562	NUM
faba-258	262	41	-3.88405	-3.88405	NOUN
faba-258	262	42	roe	roe	NOUN
faba-258	262	43	-0.175051	-0.175051	PROPN
faba-258	262	44	0.11293	0.11293	NUM
faba-258	262	45	-1.55003	-1.55003	NOUN
faba-258	262	46	common	common	ADJ
faba-258	262	47	liq(-1	liq(-1	NOUN
faba-258	262	48	)	)	PUNCT
faba-258	262	49	0.677358	0.677358	NUM
faba-258	262	50	0.13572	0.13572	NUM
faba-258	262	51	4.99086	4.99086	NUM
faba-258	262	52	liq(-2	liq(-2	NOUN
faba-258	262	53	)	)	PUNCT
faba-258	262	54	0.210270	0.210270	NUM
faba-258	263	1	0.13794	0.13794	NUM
faba-258	263	2	1.52436	1.52436	NUM
faba-258	263	3	sigma	sigma	NOUN
faba-258	263	4	-	-	PUNCT
faba-258	263	5	liq	liq	NOUN
faba-258	263	6	0.669298	0.669298	NUM
faba-258	263	7	0.10248	0.10248	NUM
faba-258	263	8	6.53094	6.53094	NUM
faba-258	263	9	transition	transition	NOUN
faba-258	263	10	matrix	matrix	NOUN
faba-258	263	11	parameters	parameter	NOUN
faba-258	263	12	variable	variable	ADJ
faba-258	263	13	coefficient	coefficient	NOUN
faba-258	263	14	std	std	PROPN
faba-258	263	15	.	.	PUNCT
faba-258	264	1	error	error	NOUN
faba-258	264	2	z	z	PROPN
faba-258	264	3	-	-	PUNCT
faba-258	264	4	statistics	statistic	VERB
faba-258	264	5	p11	p11	NOUN
faba-258	264	6	-	-	PUNCT
faba-258	264	7	c	c	NOUN
faba-258	264	8	3.667654	3.667654	NUM
faba-258	264	9	*	*	PUNCT
faba-258	264	10	*	*	PUNCT
faba-258	264	11	*	*	PUNCT
faba-258	264	12	0.719915	0.719915	NUM
faba-258	264	13	5.094565	5.094565	NUM
faba-258	264	14	p21	p21	NOUN
faba-258	264	15	-	-	PUNCT
faba-258	264	16	c	c	NOUN
faba-258	264	17	-1.361965	-1.361965	NOUN
faba-258	264	18	*	*	PUNCT
faba-258	265	1	0.761510	0.761510	NUM
faba-258	265	2	-1.788505	-1.788505	NOUN
faba-258	265	3	determinant	determinant	ADJ
faba-258	265	4	resid	resid	NOUN
faba-258	265	5	covariance	covariance	NOUN
faba-258	265	6	2.368881	2.368881	NUM
faba-258	265	7	log	log	NOUN
faba-258	265	8	likelihood	likelihood	NOUN
faba-258	265	9	-118.5199	-118.5199	VERB
faba-258	265	10	akaike	akaike	ADJ
faba-258	265	11	info	info	NOUN
faba-258	265	12	criterion	criterion	NOUN
faba-258	265	13	3.198137	3.198137	NUM
faba-258	265	14	schwarz	schwarz	NOUN
faba-258	265	15	criterion	criterion	NOUN
faba-258	265	16	3.740377	3.740377	NUM
faba-258	265	17	number	number	NOUN
faba-258	265	18	of	of	ADP
faba-258	265	19	coefficients	coefficient	NOUN
faba-258	265	20	19	19	NUM
faba-258	265	21	source	source	NOUN
faba-258	265	22	:	:	PUNCT
faba-258	265	23	author`s	author`s	X
faba-258	265	24	calculation	calculation	NOUN
faba-258	265	25	using	use	VERB
faba-258	265	26	eviews	eviews	PROPN
faba-258	265	27	14	14	NUM
faba-258	265	28	.	.	PUNCT
faba-258	266	1	the	the	DET
faba-258	266	2	relationship	relationship	NOUN
faba-258	266	3	between	between	ADP
faba-258	266	4	exchange	exchange	NOUN
faba-258	266	5	rate	rate	NOUN
faba-258	266	6	risk	risk	NOUN
faba-258	266	7	(	(	PUNCT
faba-258	266	8	exr	exr	PROPN
faba-258	266	9	)	)	PUNCT
faba-258	266	10	and	and	CCONJ
faba-258	266	11	bank	bank	NOUN
faba-258	266	12	liquidity	liquidity	NOUN
faba-258	266	13	in	in	ADP
faba-258	266	14	south	south	PROPN
faba-258	266	15	africa	africa	PROPN
faba-258	266	16	is	be	AUX
faba-258	266	17	negative	negative	ADJ
faba-258	266	18	in	in	ADP
faba-258	266	19	both	both	DET
faba-258	266	20	regime	regime	NOUN
faba-258	266	21	one	one	NUM
faba-258	266	22	(	(	PUNCT
faba-258	266	23	-0.016728	-0.016728	NOUN
faba-258	266	24	)	)	PUNCT
faba-258	266	25	and	and	CCONJ
faba-258	266	26	regime	regime	NOUN
faba-258	266	27	two	two	NUM
faba-258	266	28	(	(	PUNCT
faba-258	266	29	-0.028577	-0.028577	NOUN
faba-258	266	30	)	)	PUNCT
faba-258	266	31	.	.	PUNCT
faba-258	267	1	the	the	DET
faba-258	267	2	findings	finding	NOUN
faba-258	267	3	indicate	indicate	VERB
faba-258	267	4	that	that	SCONJ
faba-258	267	5	fluctuations	fluctuation	NOUN
faba-258	267	6	in	in	ADP
faba-258	267	7	exchange	exchange	NOUN
faba-258	267	8	rate	rate	NOUN
faba-258	267	9	risk	risk	NOUN
faba-258	267	10	have	have	VERB
faba-258	267	11	a	a	DET
faba-258	267	12	more	more	ADV
faba-258	267	13	pronounced	pronounced	ADJ
faba-258	267	14	effect	effect	NOUN
faba-258	267	15	on	on	ADP
faba-258	267	16	bank	bank	NOUN
faba-258	267	17	liquidity	liquidity	NOUN
faba-258	267	18	during	during	ADP
faba-258	267	19	periods	period	NOUN
faba-258	267	20	of	of	ADP
faba-258	267	21	high	high	ADJ
faba-258	267	22	volatility	volatility	NOUN
faba-258	267	23	(	(	PUNCT
faba-258	267	24	regime	regime	NOUN
faba-258	267	25	two	two	NUM
faba-258	267	26	)	)	PUNCT
faba-258	267	27	.	.	PUNCT
faba-258	268	1	this	this	PRON
faba-258	268	2	suggests	suggest	VERB
faba-258	268	3	that	that	SCONJ
faba-258	268	4	the	the	DET
faba-258	268	5	depreciation	depreciation	NOUN
faba-258	268	6	of	of	ADP
faba-258	268	7	the	the	DET
faba-258	268	8	rand	rand	NOUN
faba-258	268	9	reduces	reduce	VERB
faba-258	268	10	bank	bank	NOUN
faba-258	268	11	liquidity	liquidity	NOUN
faba-258	268	12	.	.	PUNCT
faba-258	269	1	exchange	exchange	NOUN
faba-258	269	2	depreciation	depreciation	NOUN
faba-258	269	3	negatively	negatively	ADV
faba-258	269	4	impacts	impact	VERB
faba-258	269	5	the	the	DET
faba-258	269	6	economy	economy	NOUN
faba-258	269	7	by	by	ADP
faba-258	269	8	reducing	reduce	VERB
faba-258	269	9	liquidity	liquidity	NOUN
faba-258	269	10	in	in	ADP
faba-258	269	11	foreign	foreign	ADJ
faba-258	269	12	-	-	PUNCT
faba-258	269	13	denominated	denominate	VERB
faba-258	269	14	assets	asset	NOUN
faba-258	269	15	,	,	PUNCT
faba-258	269	16	affecting	affect	VERB
faba-258	269	17	lending	lending	NOUN
faba-258	269	18	and	and	CCONJ
faba-258	269	19	economic	economic	ADJ
faba-258	269	20	activity	activity	NOUN
faba-258	269	21	,	,	PUNCT
faba-258	269	22	emphasizing	emphasize	VERB
faba-258	269	23	the	the	DET
faba-258	269	24	need	need	NOUN
faba-258	269	25	for	for	ADP
faba-258	269	26	careful	careful	ADJ
faba-258	269	27	risk	risk	NOUN
faba-258	269	28	management	management	NOUN
faba-258	269	29	.	.	PUNCT
faba-258	270	1	in	in	ADP
faba-258	270	2	south	south	PROPN
faba-258	270	3	africa	africa	PROPN
faba-258	270	4	,	,	PUNCT
faba-258	270	5	credit	credit	NOUN
faba-258	270	6	risk	risk	NOUN
faba-258	270	7	(	(	PUNCT
faba-258	270	8	cr	cr	NOUN
faba-258	270	9	)	)	PUNCT
faba-258	270	10	and	and	CCONJ
faba-258	270	11	bank	bank	NOUN
faba-258	270	12	liquidity	liquidity	NOUN
faba-258	270	13	have	have	VERB
faba-258	270	14	negative	negative	ADJ
faba-258	270	15	relationships	relationship	NOUN
faba-258	270	16	in	in	ADP
faba-258	270	17	both	both	DET
faba-258	270	18	regimes	regime	NOUN
faba-258	270	19	(	(	PUNCT
faba-258	270	20	0.196079	0.196079	NUM
faba-258	270	21	and	and	CCONJ
faba-258	270	22	-2.715756	-2.715756	ADJ
faba-258	270	23	)	)	PUNCT
faba-258	270	24	.	.	PUNCT
faba-258	271	1	this	this	PRON
faba-258	271	2	suggests	suggest	VERB
faba-258	271	3	that	that	SCONJ
faba-258	271	4	during	during	ADP
faba-258	271	5	times	time	NOUN
faba-258	271	6	of	of	ADP
faba-258	271	7	market	market	NOUN
faba-258	271	8	stability	stability	NOUN
faba-258	271	9	,	,	PUNCT
faba-258	271	10	credit	credit	NOUN
faba-258	271	11	risk	risk	NOUN
faba-258	271	12	has	have	VERB
faba-258	271	13	a	a	DET
faba-258	271	14	smaller	small	ADJ
faba-258	271	15	impact	impact	NOUN
faba-258	271	16	on	on	ADP
faba-258	271	17	bank	bank	NOUN
faba-258	271	18	liquidity	liquidity	NOUN
faba-258	271	19	compared	compare	VERB
faba-258	271	20	to	to	ADP
faba-258	271	21	periods	period	NOUN
faba-258	271	22	of	of	ADP
faba-258	271	23	volatility	volatility	NOUN
faba-258	271	24	.	.	PUNCT
faba-258	272	1	these	these	DET
faba-258	272	2	results	result	NOUN
faba-258	272	3	align	align	VERB
faba-258	272	4	with	with	ADP
faba-258	272	5	al	al	PROPN
faba-258	272	6	-	-	PUNCT
faba-258	272	7	harbi	harbi	PROPN
faba-258	272	8	's	's	PART
faba-258	272	9	(	(	PUNCT
faba-258	272	10	2017	2017	NUM
faba-258	272	11	)	)	PUNCT
faba-258	272	12	findings	finding	NOUN
faba-258	272	13	of	of	ADP
faba-258	272	14	a	a	DET
faba-258	272	15	negative	negative	ADJ
faba-258	272	16	relationship	relationship	NOUN
faba-258	272	17	between	between	ADP
faba-258	272	18	credit	credit	NOUN
faba-258	272	19	risk	risk	NOUN
faba-258	272	20	and	and	CCONJ
faba-258	272	21	bank	bank	NOUN
faba-258	272	22	liquidity	liquidity	NOUN
faba-258	272	23	in	in	ADP
faba-258	272	24	less	less	ADV
faba-258	272	25	-	-	PUNCT
faba-258	272	26	developed	develop	VERB
faba-258	272	27	countries	country	NOUN
faba-258	272	28	.	.	PUNCT
faba-258	273	1	policymakers	policymaker	NOUN
faba-258	273	2	and	and	CCONJ
faba-258	273	3	regulators	regulator	NOUN
faba-258	273	4	in	in	ADP
faba-258	273	5	south	south	PROPN
faba-258	273	6	africa	africa	PROPN
faba-258	273	7	should	should	AUX
faba-258	273	8	consider	consider	VERB
faba-258	273	9	these	these	DET
faba-258	273	10	findings	finding	NOUN
faba-258	273	11	when	when	SCONJ
faba-258	273	12	implementing	implement	VERB
faba-258	273	13	measures	measure	NOUN
faba-258	273	14	to	to	PART
faba-258	273	15	ensure	ensure	VERB
faba-258	273	16	banking	banking	NOUN
faba-258	273	17	sector	sector	NOUN
faba-258	273	18	stability	stability	NOUN
faba-258	273	19	.	.	PUNCT
faba-258	274	1	by	by	ADP
faba-258	274	2	understanding	understand	VERB
faba-258	274	3	the	the	DET
faba-258	274	4	impact	impact	NOUN
faba-258	274	5	of	of	ADP
faba-258	274	6	credit	credit	NOUN
faba-258	274	7	risk	risk	NOUN
faba-258	274	8	on	on	ADP
faba-258	274	9	bank	bank	NOUN
faba-258	274	10	liquidity	liquidity	NOUN
faba-258	274	11	,	,	PUNCT
faba-258	274	12	policymakers	policymaker	NOUN
faba-258	274	13	can	can	AUX
faba-258	274	14	promote	promote	VERB
faba-258	274	15	longterm	longterm	VERB
faba-258	274	16	sustainability	sustainability	NOUN
faba-258	274	17	in	in	ADP
faba-258	274	18	the	the	DET
faba-258	274	19	financial	financial	ADJ
faba-258	274	20	industry	industry	NOUN
faba-258	274	21	,	,	PUNCT
faba-258	274	22	benefiting	benefit	VERB
faba-258	274	23	both	both	DET
faba-258	274	24	banks	bank	NOUN
faba-258	274	25	and	and	CCONJ
faba-258	274	26	the	the	DET
faba-258	274	27	economy	economy	NOUN
faba-258	274	28	.	.	PUNCT
faba-258	275	1	dumisani	dumisani	ADJ
faba-258	275	2	pamba	pamba	NOUN
faba-258	275	3	/	/	SYM
faba-258	275	4	finance	finance	NOUN
faba-258	275	5	,	,	PUNCT
faba-258	275	6	accounting	accounting	NOUN
faba-258	275	7	and	and	CCONJ
faba-258	275	8	business	business	NOUN
faba-258	275	9	analysis	analysis	NOUN
faba-258	275	10	,	,	PUNCT
faba-258	275	11	volume	volume	NOUN
faba-258	275	12	7	7	NUM
faba-258	275	13	,	,	PUNCT
faba-258	275	14	issue	issue	NOUN
faba-258	275	15	1	1	NUM
faba-258	275	16	,	,	PUNCT
faba-258	275	17	2025	2025	NUM
faba-258	275	18	65	65	NUM
faba-258	276	1	the	the	DET
faba-258	276	2	relationship	relationship	NOUN
faba-258	276	3	between	between	ADP
faba-258	276	4	bank	bank	NOUN
faba-258	276	5	size	size	NOUN
faba-258	276	6	and	and	CCONJ
faba-258	276	7	bank	bank	NOUN
faba-258	276	8	liquidity	liquidity	NOUN
faba-258	276	9	in	in	ADP
faba-258	276	10	south	south	PROPN
faba-258	276	11	africa	africa	PROPN
faba-258	276	12	varies	vary	VERB
faba-258	276	13	by	by	ADP
faba-258	276	14	market	market	NOUN
faba-258	276	15	regime	regime	NOUN
faba-258	276	16	.	.	PUNCT
faba-258	277	1	in	in	ADP
faba-258	277	2	regime	regime	NOUN
faba-258	277	3	one	one	NUM
faba-258	277	4	,	,	PUNCT
faba-258	277	5	the	the	DET
faba-258	277	6	relationship	relationship	NOUN
faba-258	277	7	is	be	AUX
faba-258	277	8	positive	positive	ADJ
faba-258	277	9	(	(	PUNCT
faba-258	277	10	0.435512	0.435512	NUM
faba-258	277	11	)	)	PUNCT
faba-258	277	12	,	,	PUNCT
faba-258	277	13	indicating	indicate	VERB
faba-258	277	14	that	that	SCONJ
faba-258	277	15	larger	large	ADJ
faba-258	277	16	banks	bank	NOUN
faba-258	277	17	tend	tend	VERB
faba-258	277	18	to	to	PART
faba-258	277	19	have	have	VERB
faba-258	277	20	higher	high	ADJ
faba-258	277	21	liquidity	liquidity	NOUN
faba-258	277	22	under	under	ADP
faba-258	277	23	low	low	ADJ
faba-258	277	24	volatility	volatility	NOUN
faba-258	277	25	and	and	CCONJ
faba-258	277	26	stable	stable	ADJ
faba-258	277	27	conditions	condition	NOUN
faba-258	277	28	.	.	PUNCT
faba-258	278	1	this	this	PRON
faba-258	278	2	may	may	AUX
faba-258	278	3	stem	stem	VERB
faba-258	278	4	from	from	ADP
faba-258	278	5	economies	economy	NOUN
faba-258	278	6	of	of	ADP
faba-258	278	7	scale	scale	NOUN
faba-258	278	8	,	,	PUNCT
faba-258	278	9	as	as	SCONJ
faba-258	278	10	larger	large	ADJ
faba-258	278	11	banks	bank	NOUN
faba-258	278	12	benefit	benefit	VERB
faba-258	278	13	from	from	ADP
faba-258	278	14	lower	low	ADJ
faba-258	278	15	transaction	transaction	NOUN
faba-258	278	16	costs	cost	NOUN
faba-258	278	17	and	and	CCONJ
faba-258	278	18	a	a	DET
faba-258	278	19	larger	large	ADJ
faba-258	278	20	customer	customer	NOUN
faba-258	278	21	base	base	NOUN
faba-258	278	22	.	.	PUNCT
faba-258	279	1	similarly	similarly	ADV
faba-258	279	2	,	,	PUNCT
faba-258	279	3	antony	antony	PROPN
faba-258	279	4	(	(	PUNCT
faba-258	279	5	2023	2023	NUM
faba-258	279	6	)	)	PUNCT
faba-258	279	7	and	and	CCONJ
faba-258	279	8	lalon	lalon	NOUN
faba-258	279	9	et	et	PROPN
faba-258	279	10	al	al	PROPN
faba-258	279	11	.	.	PROPN
faba-258	279	12	(	(	PUNCT
faba-258	279	13	2023	2023	NUM
faba-258	279	14	)	)	PUNCT
faba-258	279	15	found	find	VERB
faba-258	279	16	that	that	SCONJ
faba-258	279	17	bank	bank	NOUN
faba-258	279	18	size	size	NOUN
faba-258	279	19	positively	positively	ADV
faba-258	279	20	impacts	impact	VERB
faba-258	279	21	bank	bank	NOUN
faba-258	279	22	liquidity	liquidity	NOUN
faba-258	279	23	for	for	ADP
faba-258	279	24	indian	indian	ADJ
faba-258	279	25	commercial	commercial	ADJ
faba-258	279	26	banks	bank	NOUN
faba-258	279	27	and	and	CCONJ
faba-258	279	28	bangladeshi	bangladeshi	ADJ
faba-258	279	29	stateowned	stateowne	VERB
faba-258	279	30	commercial	commercial	ADJ
faba-258	279	31	banks	bank	NOUN
faba-258	279	32	.	.	PUNCT
faba-258	280	1	conversely	conversely	ADV
faba-258	280	2	,	,	PUNCT
faba-258	280	3	in	in	ADP
faba-258	280	4	regime	regime	NOUN
faba-258	280	5	two	two	NUM
faba-258	280	6	,	,	PUNCT
faba-258	280	7	the	the	DET
faba-258	280	8	relationship	relationship	NOUN
faba-258	280	9	is	be	AUX
faba-258	280	10	negative	negative	ADJ
faba-258	280	11	(	(	PUNCT
faba-258	280	12	-2.196915	-2.196915	NOUN
faba-258	280	13	)	)	PUNCT
faba-258	280	14	,	,	PUNCT
faba-258	280	15	suggesting	suggest	VERB
faba-258	280	16	that	that	SCONJ
faba-258	280	17	in	in	ADP
faba-258	280	18	times	time	NOUN
faba-258	280	19	of	of	ADP
faba-258	280	20	high	high	ADJ
faba-258	280	21	volatility	volatility	NOUN
faba-258	280	22	and	and	CCONJ
faba-258	280	23	instability	instability	NOUN
faba-258	280	24	,	,	PUNCT
faba-258	280	25	larger	large	ADJ
faba-258	280	26	banks	bank	NOUN
faba-258	280	27	may	may	AUX
faba-258	280	28	struggle	struggle	VERB
faba-258	280	29	to	to	PART
faba-258	280	30	maintain	maintain	VERB
faba-258	280	31	adequate	adequate	ADJ
faba-258	280	32	liquidity	liquidity	NOUN
faba-258	280	33	.	.	PUNCT
faba-258	281	1	this	this	PRON
faba-258	281	2	is	be	AUX
faba-258	281	3	consistent	consistent	ADJ
faba-258	281	4	with	with	ADP
faba-258	281	5	findings	finding	NOUN
faba-258	281	6	by	by	ADP
faba-258	281	7	pham	pham	PROPN
faba-258	281	8	and	and	CCONJ
faba-258	281	9	pham	pham	PROPN
faba-258	281	10	(	(	PUNCT
faba-258	281	11	2021	2021	NUM
faba-258	281	12	)	)	PUNCT
faba-258	281	13	,	,	PUNCT
faba-258	281	14	mahmood	mahmood	PROPN
faba-258	281	15	et	et	PROPN
faba-258	281	16	al	al	PROPN
faba-258	281	17	.	.	PROPN
faba-258	282	1	(	(	PUNCT
faba-258	282	2	2019	2019	NUM
faba-258	282	3	)	)	PUNCT
faba-258	282	4	,	,	PUNCT
faba-258	282	5	and	and	CCONJ
faba-258	282	6	sopan	sopan	NOUN
faba-258	282	7	and	and	CCONJ
faba-258	282	8	dutta	dutta	PROPN
faba-258	282	9	(	(	PUNCT
faba-258	282	10	2018	2018	NUM
faba-258	282	11	)	)	PUNCT
faba-258	282	12	,	,	PUNCT
faba-258	282	13	which	which	PRON
faba-258	282	14	identified	identify	VERB
faba-258	282	15	a	a	DET
faba-258	282	16	negative	negative	ADJ
faba-258	282	17	link	link	NOUN
faba-258	282	18	between	between	ADP
faba-258	282	19	bank	bank	NOUN
faba-258	282	20	size	size	NOUN
faba-258	282	21	and	and	CCONJ
faba-258	282	22	liquidity	liquidity	NOUN
faba-258	282	23	in	in	ADP
faba-258	282	24	vietnamese	vietnamese	ADJ
faba-258	282	25	banks	bank	NOUN
faba-258	282	26	,	,	PUNCT
faba-258	282	27	pakistan	pakistan	PROPN
faba-258	282	28	,	,	PUNCT
faba-258	282	29	and	and	CCONJ
faba-258	282	30	india	india	PROPN
faba-258	282	31	,	,	PUNCT
faba-258	282	32	respectively	respectively	ADV
faba-258	282	33	.	.	PUNCT
faba-258	283	1	overall	overall	ADV
faba-258	283	2	,	,	PUNCT
faba-258	283	3	the	the	DET
faba-258	283	4	study	study	NOUN
faba-258	283	5	shows	show	VERB
faba-258	283	6	that	that	SCONJ
faba-258	283	7	large	large	ADJ
faba-258	283	8	banks	bank	NOUN
faba-258	283	9	may	may	AUX
faba-258	283	10	struggle	struggle	VERB
faba-258	283	11	to	to	PART
faba-258	283	12	maintain	maintain	VERB
faba-258	283	13	adequate	adequate	ADJ
faba-258	283	14	liquidity	liquidity	NOUN
faba-258	283	15	during	during	ADP
faba-258	283	16	high	high	ADJ
faba-258	283	17	volatility	volatility	NOUN
faba-258	283	18	and	and	CCONJ
faba-258	283	19	instability	instability	NOUN
faba-258	283	20	,	,	PUNCT
faba-258	283	21	emphasizing	emphasize	VERB
faba-258	283	22	the	the	DET
faba-258	283	23	need	need	NOUN
faba-258	283	24	for	for	ADP
faba-258	283	25	careful	careful	ADJ
faba-258	283	26	risk	risk	NOUN
faba-258	283	27	management	management	NOUN
faba-258	283	28	and	and	CCONJ
faba-258	283	29	adequate	adequate	ADJ
faba-258	283	30	buffers	buffer	NOUN
faba-258	283	31	.	.	PUNCT
faba-258	284	1	the	the	DET
faba-258	284	2	study	study	NOUN
faba-258	284	3	reveals	reveal	VERB
faba-258	284	4	a	a	DET
faba-258	284	5	negative	negative	ADJ
faba-258	284	6	relationship	relationship	NOUN
faba-258	284	7	between	between	ADP
faba-258	284	8	bank	bank	NOUN
faba-258	284	9	return	return	NOUN
faba-258	284	10	on	on	ADP
faba-258	284	11	equity	equity	NOUN
faba-258	284	12	(	(	PUNCT
faba-258	284	13	roe	roe	PROPN
faba-258	284	14	)	)	PUNCT
faba-258	284	15	and	and	CCONJ
faba-258	284	16	bank	bank	NOUN
faba-258	284	17	liquidity	liquidity	NOUN
faba-258	284	18	in	in	ADP
faba-258	284	19	south	south	PROPN
faba-258	284	20	africa	africa	PROPN
faba-258	284	21	,	,	PUNCT
faba-258	284	22	with	with	ADP
faba-258	284	23	a	a	DET
faba-258	284	24	negative	negative	ADJ
faba-258	284	25	correlation	correlation	NOUN
faba-258	284	26	in	in	ADP
faba-258	284	27	both	both	DET
faba-258	284	28	regime	regime	NOUN
faba-258	284	29	one	one	NUM
faba-258	284	30	(	(	PUNCT
faba-258	284	31	-0.062325	-0.062325	PROPN
faba-258	284	32	)	)	PUNCT
faba-258	284	33	and	and	CCONJ
faba-258	284	34	regime	regime	NOUN
faba-258	284	35	two	two	NUM
faba-258	284	36	(	(	PUNCT
faba-258	284	37	-0.175051	-0.175051	PROPN
faba-258	284	38	)	)	PUNCT
faba-258	284	39	.	.	PUNCT
faba-258	285	1	this	this	DET
faba-258	285	2	relationship	relationship	NOUN
faba-258	285	3	persists	persist	VERB
faba-258	285	4	during	during	ADP
faba-258	285	5	low	low	ADJ
faba-258	285	6	volatility	volatility	NOUN
faba-258	285	7	and	and	CCONJ
faba-258	285	8	stable	stable	ADJ
faba-258	285	9	market	market	NOUN
faba-258	285	10	conditions	condition	NOUN
faba-258	285	11	and	and	CCONJ
faba-258	285	12	is	be	AUX
faba-258	285	13	more	more	ADV
faba-258	285	14	pronounced	pronounced	ADJ
faba-258	285	15	during	during	ADP
faba-258	285	16	high	high	ADJ
faba-258	285	17	volatility	volatility	NOUN
faba-258	285	18	and	and	CCONJ
faba-258	285	19	unstable	unstable	ADJ
faba-258	285	20	conditions	condition	NOUN
faba-258	285	21	(	(	PUNCT
faba-258	285	22	regime	regime	NOUN
faba-258	285	23	two	two	NUM
faba-258	285	24	)	)	PUNCT
faba-258	285	25	.	.	PUNCT
faba-258	286	1	the	the	DET
faba-258	286	2	findings	finding	NOUN
faba-258	286	3	indicate	indicate	VERB
faba-258	286	4	that	that	SCONJ
faba-258	286	5	bank	bank	NOUN
faba-258	286	6	-	-	PUNCT
faba-258	286	7	specific	specific	ADJ
faba-258	286	8	factors	factor	NOUN
faba-258	286	9	,	,	PUNCT
faba-258	286	10	such	such	ADJ
faba-258	286	11	as	as	ADP
faba-258	286	12	roe	roe	NOUN
faba-258	286	13	,	,	PUNCT
faba-258	286	14	significantly	significantly	ADV
faba-258	286	15	affect	affect	VERB
faba-258	286	16	liquidity	liquidity	NOUN
faba-258	286	17	levels	level	NOUN
faba-258	286	18	in	in	ADP
faba-258	286	19	south	south	ADJ
faba-258	286	20	african	african	ADJ
faba-258	286	21	banks	bank	NOUN
faba-258	286	22	,	,	PUNCT
faba-258	286	23	emphasizing	emphasize	VERB
faba-258	286	24	the	the	DET
faba-258	286	25	need	need	NOUN
faba-258	286	26	for	for	SCONJ
faba-258	286	27	policymakers	policymaker	NOUN
faba-258	286	28	and	and	CCONJ
faba-258	286	29	regulators	regulator	NOUN
faba-258	286	30	to	to	PART
faba-258	286	31	consider	consider	VERB
faba-258	286	32	these	these	DET
faba-258	286	33	results	result	NOUN
faba-258	286	34	.	.	PUNCT
faba-258	287	1	this	this	PRON
faba-258	287	2	is	be	AUX
faba-258	287	3	consistent	consistent	ADJ
faba-258	287	4	with	with	ADP
faba-258	287	5	al	al	PROPN
faba-258	287	6	-	-	PUNCT
faba-258	287	7	qudah	qudah	PROPN
faba-258	287	8	(	(	PUNCT
faba-258	287	9	2020	2020	NUM
faba-258	287	10	)	)	PUNCT
faba-258	287	11	and	and	CCONJ
faba-258	287	12	delechat	delechat	ADP
faba-258	287	13	et	et	PROPN
faba-258	287	14	al	al	PROPN
faba-258	287	15	.	.	PROPN
faba-258	288	1	(	(	PUNCT
faba-258	288	2	2014	2014	NUM
faba-258	288	3	)	)	PUNCT
faba-258	288	4	,	,	PUNCT
faba-258	288	5	who	who	PRON
faba-258	288	6	noted	note	VERB
faba-258	288	7	that	that	SCONJ
faba-258	288	8	profitability	profitability	NOUN
faba-258	288	9	negatively	negatively	ADV
faba-258	288	10	impacts	impact	VERB
faba-258	288	11	bank	bank	NOUN
faba-258	288	12	liquidity	liquidity	NOUN
faba-258	288	13	in	in	ADP
faba-258	288	14	jordanian	jordanian	ADJ
faba-258	288	15	commercial	commercial	ADJ
faba-258	288	16	banks	bank	NOUN
faba-258	288	17	and	and	CCONJ
faba-258	288	18	central	central	PROPN
faba-258	288	19	america	america	PROPN
faba-258	288	20	,	,	PUNCT
faba-258	288	21	respectively	respectively	ADV
faba-258	288	22	.	.	PUNCT
faba-258	289	1	the	the	DET
faba-258	289	2	study	study	NOUN
faba-258	289	3	underscores	underscore	VERB
faba-258	289	4	the	the	DET
faba-258	289	5	importance	importance	NOUN
faba-258	289	6	of	of	ADP
faba-258	289	7	bank	bank	NOUN
faba-258	289	8	-	-	PUNCT
faba-258	289	9	specific	specific	ADJ
faba-258	289	10	factors	factor	NOUN
faba-258	289	11	in	in	ADP
faba-258	289	12	assessing	assess	VERB
faba-258	289	13	liquidity	liquidity	NOUN
faba-258	289	14	levels	level	NOUN
faba-258	289	15	in	in	ADP
faba-258	289	16	financial	financial	ADJ
faba-258	289	17	institutions	institution	NOUN
faba-258	289	18	,	,	PUNCT
faba-258	289	19	aiding	aid	VERB
faba-258	289	20	regulators	regulator	NOUN
faba-258	289	21	in	in	ADP
faba-258	289	22	assessing	assess	VERB
faba-258	289	23	and	and	CCONJ
faba-258	289	24	mitigating	mitigate	VERB
faba-258	289	25	risks	risk	NOUN
faba-258	289	26	in	in	ADP
faba-258	289	27	the	the	DET
faba-258	289	28	banking	banking	NOUN
faba-258	289	29	sector	sector	NOUN
faba-258	289	30	.	.	PUNCT
faba-258	290	1	liq(-1	liq(-1	NOUN
faba-258	290	2	)	)	PUNCT
faba-258	290	3	is	be	AUX
faba-258	290	4	0.677358	0.677358	NUM
faba-258	290	5	,	,	PUNCT
faba-258	290	6	liq(-2	liq(-2	NOUN
faba-258	290	7	)	)	PUNCT
faba-258	290	8	is	be	AUX
faba-258	290	9	0.210270	0.210270	NUM
faba-258	290	10	,	,	PUNCT
faba-258	290	11	and	and	CCONJ
faba-258	290	12	sigma	sigma	NOUN
faba-258	290	13	-	-	PUNCT
faba-258	290	14	liq	liq	NOUN
faba-258	290	15	is	be	AUX
faba-258	290	16	0.669298	0.669298	NUM
faba-258	290	17	.	.	PUNCT
faba-258	291	1	based	base	VERB
faba-258	291	2	on	on	ADP
faba-258	291	3	these	these	DET
faba-258	291	4	results	result	NOUN
faba-258	291	5	,	,	PUNCT
faba-258	291	6	macroeconomic	macroeconomic	ADJ
faba-258	291	7	and	and	CCONJ
faba-258	291	8	bank	bank	NOUN
faba-258	291	9	-	-	PUNCT
faba-258	291	10	specific	specific	ADJ
faba-258	291	11	factors	factor	NOUN
faba-258	291	12	influence	influence	VERB
faba-258	291	13	south	south	ADJ
faba-258	291	14	african	african	ADJ
faba-258	291	15	banks	bank	NOUN
faba-258	291	16	'	'	PART
faba-258	291	17	liquidity	liquidity	NOUN
faba-258	291	18	.	.	PUNCT
faba-258	292	1	the	the	DET
faba-258	292	2	positive	positive	ADJ
faba-258	292	3	values	value	NOUN
faba-258	292	4	of	of	ADP
faba-258	292	5	liq(-1	liq(-1	NOUN
faba-258	292	6	)	)	PUNCT
faba-258	292	7	and	and	CCONJ
faba-258	292	8	liq(-2	liq(-2	PROPN
faba-258	292	9	)	)	PUNCT
faba-258	292	10	suggest	suggest	VERB
faba-258	292	11	that	that	SCONJ
faba-258	292	12	past	past	ADJ
faba-258	292	13	liquidity	liquidity	NOUN
faba-258	292	14	levels	level	NOUN
faba-258	292	15	significantly	significantly	ADV
faba-258	292	16	affect	affect	VERB
faba-258	292	17	current	current	ADJ
faba-258	292	18	liquidity	liquidity	NOUN
faba-258	292	19	.	.	PUNCT
faba-258	293	1	additionally	additionally	ADV
faba-258	293	2	,	,	PUNCT
faba-258	293	3	the	the	DET
faba-258	293	4	sigma	sigma	ADJ
faba-258	293	5	-	-	PUNCT
faba-258	293	6	liq	liq	NOUN
faba-258	293	7	value	value	NOUN
faba-258	293	8	of	of	ADP
faba-258	293	9	0.669298	0.669298	NUM
faba-258	293	10	indicates	indicate	VERB
faba-258	293	11	a	a	DET
faba-258	293	12	moderate	moderate	ADJ
faba-258	293	13	level	level	NOUN
faba-258	293	14	of	of	ADP
faba-258	293	15	volatility	volatility	NOUN
faba-258	293	16	in	in	ADP
faba-258	293	17	liquidity	liquidity	NOUN
faba-258	293	18	within	within	ADP
faba-258	293	19	the	the	DET
faba-258	293	20	south	south	ADJ
faba-258	293	21	african	african	ADJ
faba-258	293	22	banking	banking	NOUN
faba-258	293	23	sector	sector	NOUN
faba-258	293	24	.	.	PUNCT
faba-258	294	1	overall	overall	ADV
faba-258	294	2	,	,	PUNCT
faba-258	294	3	these	these	DET
faba-258	294	4	findings	finding	NOUN
faba-258	294	5	highlight	highlight	VERB
faba-258	294	6	the	the	DET
faba-258	294	7	complexity	complexity	NOUN
faba-258	294	8	of	of	ADP
faba-258	294	9	liquidity	liquidity	NOUN
faba-258	294	10	management	management	NOUN
faba-258	294	11	in	in	ADP
faba-258	294	12	south	south	ADJ
faba-258	294	13	african	african	ADJ
faba-258	294	14	banks	bank	NOUN
faba-258	294	15	and	and	CCONJ
faba-258	294	16	the	the	DET
faba-258	294	17	need	need	NOUN
faba-258	294	18	for	for	ADP
faba-258	294	19	a	a	DET
faba-258	294	20	thorough	thorough	ADJ
faba-258	294	21	analysis	analysis	NOUN
faba-258	294	22	of	of	ADP
faba-258	294	23	both	both	CCONJ
faba-258	294	24	internal	internal	ADJ
faba-258	294	25	and	and	CCONJ
faba-258	294	26	external	external	ADJ
faba-258	294	27	factors	factor	NOUN
faba-258	294	28	.	.	PUNCT
faba-258	295	1	p11	p11	NOUN
faba-258	295	2	-	-	PUNCT
faba-258	295	3	c	c	NOUN
faba-258	295	4	and	and	CCONJ
faba-258	295	5	p21	p21	NOUN
faba-258	295	6	-	-	PUNCT
faba-258	295	7	c	c	PROPN
faba-258	295	8	are	be	AUX
faba-258	295	9	the	the	DET
faba-258	295	10	parameters	parameter	NOUN
faba-258	295	11	of	of	ADP
faba-258	295	12	the	the	DET
faba-258	295	13	transition	transition	NOUN
faba-258	295	14	matrix	matrix	NOUN
faba-258	295	15	,	,	PUNCT
faba-258	295	16	respectively	respectively	ADV
faba-258	295	17	,	,	PUNCT
faba-258	295	18	with	with	ADP
faba-258	295	19	p11	p11	NOUN
faba-258	295	20	-	-	PUNCT
faba-258	295	21	c	c	NOUN
faba-258	295	22	significant	significant	ADJ
faba-258	295	23	at	at	ADP
faba-258	295	24	the	the	DET
faba-258	295	25	1	1	NUM
faba-258	295	26	%	%	NOUN
faba-258	295	27	level	level	NOUN
faba-258	295	28	and	and	CCONJ
faba-258	295	29	p21	p21	NOUN
faba-258	295	30	-	-	PUNCT
faba-258	295	31	c	c	NOUN
faba-258	295	32	significant	significant	ADJ
faba-258	295	33	at	at	ADP
faba-258	295	34	the	the	DET
faba-258	295	35	10	10	NUM
faba-258	295	36	%	%	NOUN
faba-258	295	37	level	level	NOUN
faba-258	295	38	for	for	ADP
faba-258	295	39	bank	bank	NOUN
faba-258	295	40	liquidity	liquidity	NOUN
faba-258	295	41	(	(	PUNCT
faba-258	295	42	liq	liq	NOUN
faba-258	295	43	)	)	PUNCT
faba-258	295	44	.	.	PUNCT
faba-258	296	1	these	these	DET
faba-258	296	2	findings	finding	NOUN
faba-258	296	3	indicate	indicate	VERB
faba-258	296	4	a	a	DET
faba-258	296	5	high	high	ADJ
faba-258	296	6	probability	probability	NOUN
faba-258	296	7	of	of	ADP
faba-258	296	8	remaining	remain	VERB
faba-258	296	9	in	in	ADP
faba-258	296	10	a	a	DET
faba-258	296	11	state	state	NOUN
faba-258	296	12	of	of	ADP
faba-258	296	13	high	high	ADJ
faba-258	296	14	bank	bank	NOUN
faba-258	296	15	liquidity	liquidity	NOUN
faba-258	296	16	,	,	PUNCT
faba-258	296	17	while	while	SCONJ
faba-258	296	18	the	the	DET
faba-258	296	19	likelihood	likelihood	NOUN
faba-258	296	20	of	of	ADP
faba-258	296	21	transitioning	transition	VERB
faba-258	296	22	from	from	ADP
faba-258	296	23	low	low	ADJ
faba-258	296	24	to	to	ADP
faba-258	296	25	high	high	ADJ
faba-258	296	26	bank	bank	NOUN
faba-258	296	27	liquidity	liquidity	NOUN
faba-258	296	28	is	be	AUX
faba-258	296	29	relatively	relatively	ADV
faba-258	296	30	low	low	ADJ
faba-258	296	31	.	.	PUNCT
faba-258	297	1	this	this	PRON
faba-258	297	2	suggests	suggest	VERB
faba-258	297	3	that	that	SCONJ
faba-258	297	4	once	once	SCONJ
faba-258	297	5	a	a	DET
faba-258	297	6	bank	bank	NOUN
faba-258	297	7	achieves	achieve	VERB
faba-258	297	8	a	a	DET
faba-258	297	9	strong	strong	ADJ
faba-258	297	10	liquidity	liquidity	NOUN
faba-258	297	11	position	position	NOUN
faba-258	297	12	,	,	PUNCT
faba-258	297	13	it	it	PRON
faba-258	297	14	is	be	AUX
faba-258	297	15	likely	likely	ADJ
faba-258	297	16	to	to	PART
faba-258	297	17	maintain	maintain	VERB
faba-258	297	18	that	that	SCONJ
faba-258	297	19	position	position	NOUN
faba-258	297	20	for	for	ADP
faba-258	297	21	a	a	DET
faba-258	297	22	considerable	considerable	ADJ
faba-258	297	23	time	time	NOUN
faba-258	297	24	.	.	PUNCT
faba-258	298	1	additionally	additionally	ADV
faba-258	298	2	,	,	PUNCT
faba-258	298	3	the	the	DET
faba-258	298	4	negative	negative	ADJ
faba-258	298	5	coefficient	coefficient	NOUN
faba-258	298	6	for	for	ADP
faba-258	298	7	p21	p21	NOUN
faba-258	298	8	-	-	PUNCT
faba-258	298	9	c	c	PROPN
faba-258	298	10	indicates	indicate	VERB
faba-258	298	11	that	that	SCONJ
faba-258	298	12	transitioning	transition	VERB
faba-258	298	13	from	from	ADP
faba-258	298	14	low	low	ADJ
faba-258	298	15	liquidity	liquidity	NOUN
faba-258	298	16	to	to	ADP
faba-258	298	17	high	high	ADJ
faba-258	298	18	liquidity	liquidity	NOUN
faba-258	298	19	is	be	AUX
faba-258	298	20	less	less	ADV
faba-258	298	21	likely	likely	ADJ
faba-258	298	22	,	,	PUNCT
faba-258	298	23	though	though	SCONJ
faba-258	298	24	still	still	ADV
faba-258	298	25	possible	possible	ADJ
faba-258	298	26	.	.	PUNCT
faba-258	299	1	the	the	DET
faba-258	299	2	transition	transition	NOUN
faba-258	299	3	matrix	matrix	NOUN
faba-258	299	4	parameters	parameter	NOUN
faba-258	299	5	show	show	VERB
faba-258	299	6	that	that	SCONJ
faba-258	299	7	external	external	ADJ
faba-258	299	8	factors	factor	NOUN
faba-258	299	9	,	,	PUNCT
faba-258	299	10	such	such	ADJ
faba-258	299	11	as	as	ADP
faba-258	299	12	economic	economic	ADJ
faba-258	299	13	conditions	condition	NOUN
faba-258	299	14	and	and	CCONJ
faba-258	299	15	market	market	NOUN
faba-258	299	16	shocks	shock	NOUN
faba-258	299	17	,	,	PUNCT
faba-258	299	18	significantly	significantly	ADV
faba-258	299	19	influence	influence	VERB
faba-258	299	20	bank	bank	NOUN
faba-258	299	21	liquidity	liquidity	NOUN
faba-258	299	22	more	more	ADJ
faba-258	299	23	than	than	ADP
faba-258	299	24	internal	internal	ADJ
faba-258	299	25	factors	factor	NOUN
faba-258	299	26	.	.	PUNCT
faba-258	300	1	the	the	DET
faba-258	300	2	positive	positive	ADJ
faba-258	300	3	coefficient	coefficient	NOUN
faba-258	300	4	of	of	ADP
faba-258	300	5	p11	p11	NOUN
faba-258	300	6	-	-	PUNCT
faba-258	300	7	c	c	NOUN
faba-258	300	8	indicates	indicate	VERB
faba-258	300	9	that	that	SCONJ
faba-258	300	10	changes	change	NOUN
faba-258	300	11	in	in	ADP
faba-258	300	12	external	external	ADJ
faba-258	300	13	factors	factor	NOUN
faba-258	300	14	increase	increase	VERB
faba-258	300	15	the	the	DET
faba-258	300	16	likelihood	likelihood	NOUN
faba-258	300	17	of	of	ADP
faba-258	300	18	transitions	transition	NOUN
faba-258	300	19	between	between	ADP
faba-258	300	20	different	different	ADJ
faba-258	300	21	liquidity	liquidity	NOUN
faba-258	300	22	states	state	NOUN
faba-258	300	23	in	in	ADP
faba-258	300	24	the	the	DET
faba-258	300	25	banking	banking	NOUN
faba-258	300	26	system	system	NOUN
faba-258	300	27	.	.	PUNCT
faba-258	301	1	in	in	ADP
faba-258	301	2	contrast	contrast	NOUN
faba-258	301	3	,	,	PUNCT
faba-258	301	4	the	the	DET
faba-258	301	5	negative	negative	ADJ
faba-258	301	6	coefficient	coefficient	NOUN
faba-258	301	7	of	of	ADP
faba-258	301	8	p21	p21	NOUN
faba-258	301	9	-	-	PUNCT
faba-258	301	10	c	c	PROPN
faba-258	301	11	suggests	suggest	VERB
faba-258	301	12	that	that	SCONJ
faba-258	301	13	internal	internal	ADJ
faba-258	301	14	factors	factor	NOUN
faba-258	301	15	have	have	VERB
faba-258	301	16	a	a	DET
faba-258	301	17	weaker	weak	ADJ
faba-258	301	18	effect	effect	NOUN
faba-258	301	19	on	on	ADP
faba-258	301	20	liquidity	liquidity	NOUN
faba-258	301	21	transitions	transition	NOUN
faba-258	301	22	,	,	PUNCT
faba-258	301	23	likely	likely	ADJ
faba-258	301	24	because	because	SCONJ
faba-258	301	25	banks	bank	NOUN
faba-258	301	26	manage	manage	VERB
faba-258	301	27	their	their	PRON
faba-258	301	28	internal	internal	ADJ
faba-258	301	29	operations	operation	NOUN
faba-258	301	30	more	more	ADV
faba-258	301	31	effectively	effectively	ADV
faba-258	301	32	.	.	PUNCT
faba-258	302	1	this	this	DET
faba-258	302	2	analysis	analysis	NOUN
faba-258	302	3	highlights	highlight	VERB
faba-258	302	4	the	the	DET
faba-258	302	5	importance	importance	NOUN
faba-258	302	6	of	of	ADP
faba-258	302	7	considering	consider	VERB
faba-258	302	8	both	both	CCONJ
faba-258	302	9	external	external	ADJ
faba-258	302	10	and	and	CCONJ
faba-258	302	11	internal	internal	ADJ
faba-258	302	12	factors	factor	NOUN
faba-258	302	13	when	when	SCONJ
faba-258	302	14	evaluating	evaluate	VERB
faba-258	302	15	bank	bank	NOUN
faba-258	302	16	liquidity	liquidity	NOUN
faba-258	302	17	.	.	PUNCT
faba-258	303	1	the	the	DET
faba-258	303	2	determinant	determinant	ADJ
faba-258	303	3	residual	residual	ADJ
faba-258	303	4	covariance	covariance	NOUN
faba-258	303	5	is	be	AUX
faba-258	303	6	2.368881	2.368881	NUM
faba-258	303	7	,	,	PUNCT
faba-258	303	8	the	the	DET
faba-258	303	9	log	log	NOUN
faba-258	303	10	likelihood	likelihood	NOUN
faba-258	303	11	is	be	AUX
faba-258	303	12	-118.5199	-118.5199	PROPN
faba-258	303	13	,	,	PUNCT
faba-258	303	14	the	the	DET
faba-258	303	15	akaike	akaike	ADJ
faba-258	303	16	information	information	NOUN
faba-258	303	17	criterion	criterion	NOUN
faba-258	303	18	is	be	AUX
faba-258	303	19	3.198137	3.198137	NUM
faba-258	303	20	,	,	PUNCT
faba-258	303	21	and	and	CCONJ
faba-258	303	22	the	the	DET
faba-258	303	23	schwarz	schwarz	PROPN
faba-258	303	24	criterion	criterion	NOUN
faba-258	303	25	is	be	AUX
faba-258	303	26	3.740377	3.740377	NUM
faba-258	303	27	.	.	PUNCT
faba-258	304	1	these	these	DET
faba-258	304	2	statistical	statistical	ADJ
faba-258	304	3	measures	measure	NOUN
faba-258	304	4	provide	provide	VERB
faba-258	304	5	insight	insight	NOUN
faba-258	304	6	into	into	ADP
faba-258	304	7	the	the	DET
faba-258	304	8	relationships	relationship	NOUN
faba-258	304	9	between	between	ADP
faba-258	304	10	macroeconomic	macroeconomic	ADJ
faba-258	304	11	and	and	CCONJ
faba-258	304	12	bank	bank	NOUN
faba-258	304	13	-	-	PUNCT
faba-258	304	14	specific	specific	ADJ
faba-258	304	15	factors	factor	NOUN
faba-258	304	16	affecting	affect	VERB
faba-258	304	17	liquidity	liquidity	NOUN
faba-258	304	18	in	in	ADP
faba-258	304	19	south	south	ADJ
faba-258	304	20	african	african	ADJ
faba-258	304	21	banks	bank	NOUN
faba-258	304	22	.	.	PUNCT
faba-258	305	1	the	the	DET
faba-258	305	2	determinant	determinant	ADJ
faba-258	305	3	residual	residual	ADJ
faba-258	305	4	covariance	covariance	NOUN
faba-258	305	5	indicates	indicate	VERB
faba-258	305	6	significant	significant	ADJ
faba-258	305	7	covariance	covariance	NOUN
faba-258	305	8	among	among	ADP
faba-258	305	9	the	the	DET
faba-258	305	10	determinants	determinant	NOUN
faba-258	305	11	.	.	PUNCT
faba-258	306	1	the	the	DET
faba-258	306	2	negative	negative	ADJ
faba-258	306	3	log	log	NOUN
faba-258	306	4	likelihood	likelihood	NOUN
faba-258	306	5	suggests	suggest	VERB
faba-258	306	6	that	that	SCONJ
faba-258	306	7	the	the	DET
faba-258	306	8	model	model	NOUN
faba-258	306	9	fits	fit	VERB
faba-258	306	10	the	the	DET
faba-258	306	11	data	datum	NOUN
faba-258	306	12	well	well	ADV
faba-258	306	13	.	.	PUNCT
faba-258	307	1	the	the	DET
faba-258	307	2	akaike	akaike	ADJ
faba-258	307	3	information	information	NOUN
faba-258	307	4	criterion	criterion	NOUN
faba-258	307	5	and	and	CCONJ
faba-258	307	6	the	the	DET
faba-258	307	7	schwarz	schwarz	PROPN
faba-258	307	8	criterion	criterion	NOUN
faba-258	307	9	indicate	indicate	VERB
faba-258	307	10	that	that	SCONJ
faba-258	307	11	the	the	DET
faba-258	307	12	model	model	NOUN
faba-258	307	13	is	be	AUX
faba-258	307	14	a	a	DET
faba-258	307	15	good	good	ADJ
faba-258	307	16	fit	fit	NOUN
faba-258	307	17	and	and	CCONJ
faba-258	307	18	has	have	VERB
faba-258	307	19	strong	strong	ADJ
faba-258	307	20	explanatory	explanatory	ADJ
faba-258	307	21	power	power	NOUN
faba-258	307	22	.	.	PUNCT
faba-258	308	1	probability	probability	NOUN
faba-258	308	2	plot	plot	NOUN
faba-258	308	3	probability	probability	NOUN
faba-258	308	4	plots	plot	NOUN
faba-258	308	5	are	be	AUX
faba-258	308	6	useful	useful	ADJ
faba-258	308	7	tools	tool	NOUN
faba-258	308	8	for	for	ADP
faba-258	308	9	identifying	identify	VERB
faba-258	308	10	deviations	deviation	NOUN
faba-258	308	11	from	from	ADP
faba-258	308	12	normality	normality	NOUN
faba-258	308	13	in	in	ADP
faba-258	308	14	data	datum	NOUN
faba-258	308	15	distribution	distribution	NOUN
faba-258	308	16	,	,	PUNCT
faba-258	308	17	helping	help	VERB
faba-258	308	18	to	to	PART
faba-258	308	19	assess	assess	VERB
faba-258	308	20	model	model	NOUN
faba-258	308	21	assumptions	assumption	NOUN
faba-258	308	22	and	and	CCONJ
faba-258	308	23	validate	validate	VERB
faba-258	308	24	results	result	NOUN
faba-258	308	25	on	on	ADP
faba-258	308	26	liquidity	liquidity	NOUN
faba-258	308	27	in	in	ADP
faba-258	308	28	south	south	ADJ
faba-258	308	29	african	african	ADJ
faba-258	308	30	banks	bank	NOUN
faba-258	308	31	.	.	PUNCT
faba-258	309	1	the	the	DET
faba-258	309	2	results	result	NOUN
faba-258	309	3	indicate	indicate	VERB
faba-258	309	4	that	that	SCONJ
faba-258	309	5	regime	regime	NOUN
faba-258	309	6	one	one	NOUN
faba-258	309	7	is	be	AUX
faba-258	309	8	more	more	ADV
faba-258	309	9	dominant	dominant	ADJ
faba-258	309	10	,	,	PUNCT
faba-258	309	11	with	with	ADP
faba-258	309	12	a	a	DET
faba-258	309	13	probability	probability	NOUN
faba-258	309	14	of	of	ADP
faba-258	309	15	0.881285	0.881285	NUM
faba-258	309	16	,	,	PUNCT
faba-258	309	17	compared	compare	VERB
faba-258	309	18	to	to	ADP
faba-258	309	19	regime	regime	NOUN
faba-258	309	20	two	two	NUM
faba-258	309	21	,	,	PUNCT
faba-258	309	22	which	which	PRON
faba-258	309	23	has	have	VERB
faba-258	309	24	a	a	DET
faba-258	309	25	probability	probability	NOUN
faba-258	309	26	of	of	ADP
faba-258	309	27	0.118715	0.118715	NUM
faba-258	309	28	.	.	PUNCT
faba-258	310	1	this	this	PRON
faba-258	310	2	suggests	suggest	VERB
faba-258	310	3	that	that	SCONJ
faba-258	310	4	south	south	ADJ
faba-258	310	5	african	african	ADJ
faba-258	310	6	banks	bank	NOUN
faba-258	310	7	generally	generally	ADV
faba-258	310	8	operate	operate	VERB
faba-258	310	9	in	in	ADP
faba-258	310	10	a	a	DET
faba-258	310	11	low	low	ADJ
faba-258	310	12	-	-	PUNCT
faba-258	310	13	volatility	volatility	NOUN
faba-258	310	14	,	,	PUNCT
faba-258	310	15	stable	stable	ADJ
faba-258	310	16	market	market	NOUN
faba-258	310	17	environment	environment	NOUN
faba-258	310	18	.	.	PUNCT
faba-258	311	1	however	however	ADV
faba-258	311	2	,	,	PUNCT
faba-258	311	3	monitoring	monitor	VERB
faba-258	311	4	transitions	transition	NOUN
faba-258	311	5	between	between	ADP
faba-258	311	6	regimes	regime	NOUN
faba-258	311	7	is	be	AUX
faba-258	311	8	important	important	ADJ
faba-258	311	9	to	to	PART
faba-258	311	10	understand	understand	VERB
faba-258	311	11	how	how	SCONJ
faba-258	311	12	changes	change	NOUN
faba-258	311	13	in	in	ADP
faba-258	311	14	macroeconomic	macroeconomic	ADJ
faba-258	311	15	and	and	CCONJ
faba-258	311	16	bank	bank	NOUN
faba-258	311	17	-	-	PUNCT
faba-258	311	18	specific	specific	ADJ
faba-258	311	19	factors	factor	NOUN
faba-258	311	20	may	may	AUX
faba-258	311	21	affect	affect	VERB
faba-258	311	22	liquidity	liquidity	NOUN
faba-258	311	23	in	in	ADP
faba-258	311	24	the	the	DET
faba-258	311	25	future	future	NOUN
faba-258	311	26	.	.	PUNCT
faba-258	312	1	overall	overall	ADV
faba-258	312	2	,	,	PUNCT
faba-258	312	3	the	the	DET
faba-258	312	4	msm	msm	NOUN
faba-258	312	5	-	-	PUNCT
faba-258	312	6	var	var	NOUN
faba-258	312	7	model	model	NOUN
faba-258	312	8	provides	provide	VERB
faba-258	312	9	valuable	valuable	ADJ
faba-258	312	10	insights	insight	NOUN
faba-258	312	11	into	into	ADP
faba-258	312	12	the	the	DET
faba-258	312	13	dynamics	dynamic	NOUN
faba-258	312	14	of	of	ADP
faba-258	312	15	liquidity	liquidity	NOUN
faba-258	312	16	in	in	ADP
faba-258	312	17	south	south	ADJ
faba-258	312	18	african	african	ADJ
faba-258	312	19	banks	bank	NOUN
faba-258	312	20	and	and	CCONJ
faba-258	312	21	can	can	AUX
faba-258	312	22	inform	inform	VERB
faba-258	312	23	risk	risk	NOUN
faba-258	312	24	management	management	NOUN
faba-258	312	25	strategies	strategy	NOUN
faba-258	312	26	.	.	PUNCT
faba-258	313	1	dumisani	dumisani	ADJ
faba-258	313	2	pamba	pamba	NOUN
faba-258	313	3	/	/	SYM
faba-258	313	4	finance	finance	NOUN
faba-258	313	5	,	,	PUNCT
faba-258	313	6	accounting	accounting	NOUN
faba-258	313	7	and	and	CCONJ
faba-258	313	8	business	business	NOUN
faba-258	313	9	analysis	analysis	NOUN
faba-258	313	10	,	,	PUNCT
faba-258	313	11	volume	volume	NOUN
faba-258	313	12	7	7	NUM
faba-258	313	13	,	,	PUNCT
faba-258	313	14	issue	issue	NOUN
faba-258	313	15	1	1	NUM
faba-258	313	16	,	,	PUNCT
faba-258	313	17	2025	2025	NUM
faba-258	313	18	66	66	NUM
faba-258	313	19	0.0	0.0	NUM
faba-258	313	20	0.2	0.2	NUM
faba-258	313	21	0.4	0.4	NUM
faba-258	313	22	0.6	0.6	NUM
faba-258	313	23	0.8	0.8	NUM
faba-258	313	24	1.0	1.0	NUM
faba-258	313	25	00	00	NUM
faba-258	313	26	02	02	NUM
faba-258	313	27	04	04	NUM
faba-258	313	28	06	06	NUM
faba-258	313	29	08	08	NUM
faba-258	313	30	10	10	NUM
faba-258	313	31	12	12	NUM
faba-258	313	32	14	14	NUM
faba-258	313	33	16	16	NUM
faba-258	313	34	18	18	NUM
faba-258	313	35	20	20	NUM
faba-258	313	36	p(s(t)=	p(s(t)=	NOUN
faba-258	313	37	1	1	NUM
faba-258	313	38	)	)	PUNCT
faba-258	313	39	p(s(t)=	p(s(t)=	VERB
faba-258	313	40	2	2	NUM
faba-258	313	41	)	)	PUNCT
faba-258	313	42	markov	markov	NOUN
faba-258	313	43	switching	switch	VERB
faba-258	313	44	smoothed	smooth	VERB
faba-258	313	45	regime	regime	NOUN
faba-258	313	46	probabilities	probability	NOUN
faba-258	313	47	source	source	NOUN
faba-258	313	48	:	:	PUNCT
faba-258	313	49	author`s	author`s	X
faba-258	313	50	calculation	calculation	NOUN
faba-258	313	51	using	use	VERB
faba-258	313	52	eviews	eviews	PROPN
faba-258	313	53	14	14	NUM
faba-258	313	54	.	.	PUNCT
faba-258	314	1	figure	figure	NOUN
faba-258	314	2	1	1	NUM
faba-258	314	3	.	.	NOUN
faba-258	314	4	liq	liq	NOUN
faba-258	314	5	smoothed	smooth	VERB
faba-258	314	6	probabilities	probability	NOUN
faba-258	314	7	in	in	ADP
faba-258	314	8	the	the	DET
faba-258	314	9	msm	msm	NOUN
faba-258	314	10	-	-	PUNCT
faba-258	314	11	var	var	NOUN
faba-258	314	12	model	model	NOUN
faba-258	314	13	.	.	PUNCT
faba-258	315	1	inverse	inverse	NOUN
faba-258	315	2	root	root	NOUN
faba-258	315	3	of	of	ADP
faba-258	315	4	ar	ar	PROPN
faba-258	315	5	the	the	DET
faba-258	315	6	var	var	PROPN
faba-258	315	7	model	model	NOUN
faba-258	315	8	used	use	VERB
faba-258	315	9	in	in	ADP
faba-258	315	10	this	this	DET
faba-258	315	11	study	study	NOUN
faba-258	315	12	is	be	AUX
faba-258	315	13	stable	stable	ADJ
faba-258	315	14	and	and	CCONJ
faba-258	315	15	suitable	suitable	ADJ
faba-258	315	16	for	for	ADP
faba-258	315	17	analyzing	analyze	VERB
faba-258	315	18	the	the	DET
faba-258	315	19	macroeconomic	macroeconomic	ADJ
faba-258	315	20	and	and	CCONJ
faba-258	315	21	bankspecific	bankspecific	ADJ
faba-258	315	22	factors	factor	NOUN
faba-258	315	23	that	that	PRON
faba-258	315	24	influence	influence	VERB
faba-258	315	25	liquidity	liquidity	NOUN
faba-258	315	26	risk	risk	NOUN
faba-258	315	27	in	in	ADP
faba-258	315	28	south	south	ADJ
faba-258	315	29	african	african	ADJ
faba-258	315	30	banks	bank	NOUN
faba-258	315	31	.	.	PUNCT
faba-258	316	1	-1.5	-1.5	X
faba-258	316	2	-1.0	-1.0	PROPN
faba-258	316	3	-0.5	-0.5	PROPN
faba-258	316	4	0.0	0.0	NUM
faba-258	316	5	0.5	0.5	NUM
faba-258	316	6	1.0	1.0	NUM
faba-258	316	7	1.5	1.5	NUM
faba-258	316	8	-1	-1	SYM
faba-258	316	9	0	0	NUM
faba-258	316	10	1	1	NUM
faba-258	316	11	inverse	inverse	NOUN
faba-258	316	12	roots	root	NOUN
faba-258	316	13	of	of	ADP
faba-258	316	14	ar	ar	NOUN
faba-258	316	15	characteristic	characteristic	ADJ
faba-258	316	16	polynomial	polynomial	PROPN
faba-258	316	17	source	source	NOUN
faba-258	316	18	:	:	PUNCT
faba-258	316	19	author`s	author`s	X
faba-258	316	20	calculation	calculation	NOUN
faba-258	316	21	using	use	VERB
faba-258	316	22	eviews	eviews	PROPN
faba-258	316	23	14	14	NUM
faba-258	316	24	.	.	PUNCT
faba-258	317	1	figure	figure	NOUN
faba-258	317	2	2	2	NUM
faba-258	317	3	.	.	NOUN
faba-258	317	4	liq	liq	NOUN
faba-258	317	5	inverse	inverse	NOUN
faba-258	317	6	roots	root	NOUN
faba-258	317	7	of	of	ADP
faba-258	317	8	ar	ar	NOUN
faba-258	317	9	characteristic	characteristic	ADJ
faba-258	317	10	polynomial	polynomial	ADJ
faba-258	317	11	figure	figure	NOUN
faba-258	317	12	2	2	NUM
faba-258	317	13	shows	show	VERB
faba-258	317	14	that	that	SCONJ
faba-258	317	15	no	no	DET
faba-258	317	16	points	point	NOUN
faba-258	317	17	are	be	AUX
faba-258	317	18	found	find	VERB
faba-258	317	19	outside	outside	ADP
faba-258	317	20	the	the	DET
faba-258	317	21	circle	circle	NOUN
faba-258	317	22	,	,	PUNCT
faba-258	317	23	as	as	SCONJ
faba-258	317	24	indicated	indicate	VERB
faba-258	317	25	by	by	ADP
faba-258	317	26	the	the	DET
faba-258	317	27	inverse	inverse	NOUN
faba-258	317	28	root	root	NOUN
faba-258	317	29	of	of	ADP
faba-258	317	30	the	the	DET
faba-258	317	31	ar	ar	NOUN
faba-258	317	32	characteristic	characteristic	ADJ
faba-258	317	33	polynomial	polynomial	NOUN
faba-258	317	34	.	.	PUNCT
faba-258	318	1	it	it	PRON
faba-258	318	2	emphasizes	emphasize	VERB
faba-258	318	3	the	the	DET
faba-258	318	4	importance	importance	NOUN
faba-258	318	5	of	of	ADP
faba-258	318	6	considering	consider	VERB
faba-258	318	7	both	both	CCONJ
faba-258	318	8	external	external	ADJ
faba-258	318	9	and	and	CCONJ
faba-258	318	10	internal	internal	ADJ
faba-258	318	11	factors	factor	NOUN
faba-258	318	12	when	when	SCONJ
faba-258	318	13	predicting	predict	VERB
faba-258	318	14	liquidity	liquidity	NOUN
faba-258	318	15	levels	level	NOUN
faba-258	318	16	in	in	ADP
faba-258	318	17	south	south	ADJ
faba-258	318	18	african	african	ADJ
faba-258	318	19	banks	bank	NOUN
faba-258	318	20	using	use	VERB
faba-258	318	21	the	the	DET
faba-258	318	22	var	var	NOUN
faba-258	318	23	model	model	NOUN
faba-258	318	24	.	.	PUNCT
faba-258	319	1	transition	transition	NOUN
faba-258	319	2	probability	probability	NOUN
faba-258	319	3	the	the	DET
faba-258	319	4	possibility	possibility	NOUN
faba-258	319	5	of	of	ADP
faba-258	319	6	switching	switch	VERB
faba-258	319	7	between	between	ADP
faba-258	319	8	regimes	regime	NOUN
faba-258	319	9	or	or	CCONJ
faba-258	319	10	states	state	NOUN
faba-258	319	11	within	within	ADP
faba-258	319	12	a	a	DET
faba-258	319	13	system	system	NOUN
faba-258	319	14	or	or	CCONJ
faba-258	319	15	process	process	NOUN
faba-258	319	16	is	be	AUX
faba-258	319	17	called	call	VERB
faba-258	319	18	transition	transition	NOUN
faba-258	319	19	probability	probability	NOUN
faba-258	319	20	.	.	PUNCT
faba-258	320	1	the	the	DET
faba-258	320	2	transition	transition	NOUN
faba-258	320	3	probability	probability	NOUN
faba-258	320	4	of	of	ADP
faba-258	320	5	liquidity	liquidity	NOUN
faba-258	320	6	in	in	ADP
faba-258	320	7	south	south	ADJ
faba-258	320	8	african	african	ADJ
faba-258	320	9	banks	bank	NOUN
faba-258	320	10	is	be	AUX
faba-258	320	11	shown	show	VERB
faba-258	320	12	in	in	ADP
faba-258	320	13	table	table	NOUN
faba-258	320	14	6	6	NUM
faba-258	320	15	.	.	PUNCT
faba-258	320	16	table	table	NOUN
faba-258	320	17	6	6	NUM
faba-258	320	18	.	.	PUNCT
faba-258	320	19	transition	transition	NOUN
faba-258	320	20	probability	probability	NOUN
faba-258	320	21	.	.	PUNCT
faba-258	321	1	south	south	PROPN
faba-258	321	2	africa	africa	PROPN
faba-258	321	3	regime	regime	NOUN
faba-258	321	4	1	1	NUM
faba-258	321	5	regime	regime	NOUN
faba-258	321	6	2	2	NUM
faba-258	321	7	regime	regime	NOUN
faba-258	321	8	1	1	NUM
faba-258	321	9	0.975100	0.975100	NUM
faba-258	321	10	0.024900	0.024900	NUM
faba-258	321	11	regime	regime	NOUN
faba-258	321	12	2	2	NUM
faba-258	321	13	0.203921	0.203921	NUM
faba-258	321	14	0.796079	0.796079	NUM
faba-258	321	15	durations	duration	NOUN
faba-258	321	16	40.15993	40.15993	NUM
faba-258	321	17	4.903857	4.903857	NUM
faba-258	321	18	source	source	NOUN
faba-258	321	19	:	:	PUNCT
faba-258	321	20	authors	author	NOUN
faba-258	321	21	’	'	PUNCT
faba-258	321	22	estimation	estimation	NOUN
faba-258	321	23	using	use	VERB
faba-258	321	24	eviews	eviews	PROPN
faba-258	321	25	13	13	NUM
faba-258	321	26	the	the	DET
faba-258	321	27	results	result	NOUN
faba-258	321	28	of	of	ADP
faba-258	321	29	this	this	DET
faba-258	321	30	study	study	NOUN
faba-258	321	31	indicate	indicate	VERB
faba-258	321	32	a	a	DET
faba-258	321	33	high	high	ADJ
faba-258	321	34	probability	probability	NOUN
faba-258	321	35	(	(	PUNCT
faba-258	321	36	0.975100	0.975100	NUM
faba-258	321	37	)	)	PUNCT
faba-258	321	38	that	that	SCONJ
faba-258	321	39	south	south	ADJ
faba-258	321	40	african	african	ADJ
faba-258	321	41	banks	bank	NOUN
faba-258	321	42	would	would	AUX
faba-258	321	43	remain	remain	VERB
faba-258	321	44	in	in	ADP
faba-258	321	45	regime	regime	NOUN
faba-258	321	46	one	one	NUM
faba-258	321	47	if	if	SCONJ
faba-258	321	48	they	they	PRON
faba-258	321	49	were	be	AUX
faba-258	321	50	in	in	ADP
faba-258	321	51	that	that	DET
faba-258	321	52	regime	regime	NOUN
faba-258	321	53	during	during	ADP
faba-258	321	54	the	the	DET
faba-258	321	55	previous	previous	ADJ
faba-258	321	56	period	period	NOUN
faba-258	321	57	,	,	PUNCT
faba-258	321	58	suggesting	suggest	VERB
faba-258	321	59	strong	strong	ADJ
faba-258	321	60	market	market	NOUN
faba-258	321	61	stability	stability	NOUN
faba-258	321	62	.	.	PUNCT
faba-258	322	1	in	in	ADP
faba-258	322	2	contrast	contrast	NOUN
faba-258	322	3	,	,	PUNCT
faba-258	322	4	the	the	DET
faba-258	322	5	probability	probability	NOUN
faba-258	322	6	of	of	ADP
faba-258	322	7	transitioning	transition	VERB
faba-258	322	8	from	from	ADP
faba-258	322	9	regime	regime	NOUN
faba-258	322	10	two	two	NUM
faba-258	322	11	to	to	PART
faba-258	322	12	regime	regime	VERB
faba-258	322	13	one	one	NUM
faba-258	322	14	is	be	AUX
faba-258	322	15	significantly	significantly	ADV
faba-258	322	16	lower	low	ADJ
faba-258	322	17	at	at	ADP
faba-258	322	18	0.203921	0.203921	NUM
faba-258	322	19	,	,	PUNCT
faba-258	322	20	implying	imply	VERB
faba-258	322	21	that	that	SCONJ
faba-258	322	22	once	once	SCONJ
faba-258	322	23	market	market	NOUN
faba-258	322	24	conditions	condition	NOUN
faba-258	322	25	become	become	VERB
faba-258	322	26	volatile	volatile	ADJ
faba-258	322	27	,	,	PUNCT
faba-258	322	28	they	they	PRON
faba-258	322	29	are	be	AUX
faba-258	322	30	likely	likely	ADJ
faba-258	322	31	to	to	PART
faba-258	322	32	stay	stay	VERB
faba-258	322	33	that	that	DET
faba-258	322	34	way	way	NOUN
faba-258	322	35	.	.	PUNCT
faba-258	323	1	additionally	additionally	ADV
faba-258	323	2	,	,	PUNCT
faba-258	323	3	the	the	DET
faba-258	323	4	dumisani	dumisani	ADJ
faba-258	323	5	pamba	pamba	NOUN
faba-258	323	6	/	/	SYM
faba-258	323	7	finance	finance	NOUN
faba-258	323	8	,	,	PUNCT
faba-258	323	9	accounting	accounting	NOUN
faba-258	323	10	and	and	CCONJ
faba-258	323	11	business	business	NOUN
faba-258	323	12	analysis	analysis	NOUN
faba-258	323	13	,	,	PUNCT
faba-258	323	14	volume	volume	NOUN
faba-258	323	15	7	7	NUM
faba-258	323	16	,	,	PUNCT
faba-258	323	17	issue	issue	NOUN
faba-258	323	18	1	1	NUM
faba-258	323	19	,	,	PUNCT
faba-258	323	20	2025	2025	NUM
faba-258	323	21	67	67	NUM
faba-258	323	22	expected	expect	VERB
faba-258	323	23	duration	duration	NOUN
faba-258	323	24	of	of	ADP
faba-258	323	25	each	each	DET
faba-258	323	26	regime	regime	NOUN
faba-258	323	27	provides	provide	VERB
faba-258	323	28	insights	insight	NOUN
faba-258	323	29	into	into	ADP
faba-258	323	30	the	the	DET
faba-258	323	31	persistence	persistence	NOUN
faba-258	323	32	of	of	ADP
faba-258	323	33	market	market	NOUN
faba-258	323	34	conditions	condition	NOUN
faba-258	323	35	and	and	CCONJ
faba-258	323	36	their	their	PRON
faba-258	323	37	effects	effect	NOUN
faba-258	323	38	on	on	ADP
faba-258	323	39	bank	bank	NOUN
faba-258	323	40	liquidity	liquidity	NOUN
faba-258	323	41	in	in	ADP
faba-258	323	42	south	south	PROPN
faba-258	323	43	africa	africa	PROPN
faba-258	323	44	.	.	PUNCT
faba-258	324	1	the	the	DET
faba-258	324	2	study	study	NOUN
faba-258	324	3	reveals	reveal	VERB
faba-258	324	4	that	that	SCONJ
faba-258	324	5	south	south	ADJ
faba-258	324	6	african	african	ADJ
faba-258	324	7	banks	bank	NOUN
faba-258	324	8	maintain	maintain	VERB
faba-258	324	9	stability	stability	NOUN
faba-258	324	10	in	in	ADP
faba-258	324	11	specific	specific	ADJ
faba-258	324	12	regimes	regime	NOUN
faba-258	324	13	,	,	PUNCT
faba-258	324	14	highlighting	highlight	VERB
faba-258	324	15	the	the	DET
faba-258	324	16	importance	importance	NOUN
faba-258	324	17	of	of	ADP
faba-258	324	18	understanding	understand	VERB
faba-258	324	19	market	market	NOUN
faba-258	324	20	dynamics	dynamic	NOUN
faba-258	324	21	for	for	ADP
faba-258	324	22	informed	informed	ADJ
faba-258	324	23	decision	decision	NOUN
faba-258	324	24	-	-	PUNCT
faba-258	324	25	making	make	VERB
faba-258	324	26	and	and	CCONJ
faba-258	324	27	enhancing	enhance	VERB
faba-258	324	28	sector	sector	NOUN
faba-258	324	29	resilience	resilience	NOUN
faba-258	324	30	.	.	PUNCT
faba-258	325	1	conclusion	conclusion	NOUN
faba-258	325	2	the	the	DET
faba-258	325	3	purpose	purpose	NOUN
faba-258	325	4	of	of	ADP
faba-258	325	5	this	this	DET
faba-258	325	6	study	study	NOUN
faba-258	325	7	is	be	AUX
faba-258	325	8	to	to	PART
faba-258	325	9	provide	provide	VERB
faba-258	325	10	critical	critical	ADJ
faba-258	325	11	insights	insight	NOUN
faba-258	325	12	into	into	ADP
faba-258	325	13	liquidity	liquidity	NOUN
faba-258	325	14	dynamics	dynamic	NOUN
faba-258	325	15	of	of	ADP
faba-258	325	16	south	south	ADJ
faba-258	325	17	african	african	ADJ
faba-258	325	18	banks	bank	NOUN
faba-258	325	19	in	in	ADP
faba-258	325	20	varying	vary	VERB
faba-258	325	21	market	market	NOUN
faba-258	325	22	conditions	condition	NOUN
faba-258	325	23	by	by	ADP
faba-258	325	24	examining	examine	VERB
faba-258	325	25	factors	factor	NOUN
faba-258	325	26	that	that	PRON
faba-258	325	27	affect	affect	VERB
faba-258	325	28	macroeconomic	macroeconomic	ADJ
faba-258	325	29	conditions	condition	NOUN
faba-258	325	30	and	and	CCONJ
faba-258	325	31	bank	bank	NOUN
faba-258	325	32	-	-	PUNCT
faba-258	325	33	specific	specific	ADJ
faba-258	325	34	factors	factor	NOUN
faba-258	325	35	from	from	ADP
faba-258	325	36	2000q1	2000q1	NOUN
faba-258	325	37	to	to	ADP
faba-258	325	38	2021q4	2021q4	NUM
faba-258	325	39	.	.	PUNCT
faba-258	326	1	the	the	DET
faba-258	326	2	results	result	NOUN
faba-258	326	3	of	of	ADP
faba-258	326	4	the	the	DET
faba-258	326	5	adf	adf	NOUN
faba-258	326	6	and	and	CCONJ
faba-258	326	7	pp	pp	PROPN
faba-258	326	8	unit	unit	NOUN
faba-258	326	9	root	root	NOUN
faba-258	326	10	tests	test	NOUN
faba-258	326	11	confirm	confirm	VERB
faba-258	326	12	that	that	SCONJ
faba-258	326	13	the	the	DET
faba-258	326	14	variables	variable	NOUN
faba-258	326	15	are	be	AUX
faba-258	326	16	integrated	integrate	VERB
faba-258	326	17	at	at	ADP
faba-258	326	18	i(1	i(1	PROPN
faba-258	326	19	)	)	PUNCT
faba-258	326	20	,	,	PUNCT
faba-258	326	21	indicating	indicate	VERB
faba-258	326	22	a	a	DET
faba-258	326	23	long	long	ADJ
faba-258	326	24	-	-	PUNCT
faba-258	326	25	term	term	NOUN
faba-258	326	26	equilibrium	equilibrium	NOUN
faba-258	326	27	relationship	relationship	NOUN
faba-258	326	28	suitable	suitable	ADJ
faba-258	326	29	for	for	ADP
faba-258	326	30	further	further	ADJ
faba-258	326	31	analysis	analysis	NOUN
faba-258	326	32	.	.	PUNCT
faba-258	327	1	utilizing	utilize	VERB
faba-258	327	2	the	the	DET
faba-258	327	3	msm	msm	NOUN
faba-258	327	4	-	-	PUNCT
faba-258	327	5	var	var	NOUN
faba-258	327	6	model	model	NOUN
faba-258	327	7	,	,	PUNCT
faba-258	327	8	the	the	DET
faba-258	327	9	study	study	NOUN
faba-258	327	10	captures	capture	VERB
faba-258	327	11	the	the	DET
faba-258	327	12	complex	complex	ADJ
faba-258	327	13	interactions	interaction	NOUN
faba-258	327	14	between	between	ADP
faba-258	327	15	the	the	DET
faba-258	327	16	variables	variable	NOUN
faba-258	327	17	under	under	ADP
faba-258	327	18	two	two	NUM
faba-258	327	19	distinct	distinct	ADJ
faba-258	327	20	regimes	regime	NOUN
faba-258	327	21	:	:	PUNCT
faba-258	327	22	low	low	ADJ
faba-258	327	23	liquidity	liquidity	NOUN
faba-258	327	24	volatility	volatility	NOUN
faba-258	327	25	(	(	PUNCT
faba-258	327	26	regime	regime	NOUN
faba-258	327	27	one	one	NUM
faba-258	327	28	)	)	PUNCT
faba-258	327	29	and	and	CCONJ
faba-258	327	30	high	high	ADJ
faba-258	327	31	liquidity	liquidity	NOUN
faba-258	327	32	volatility	volatility	NOUN
faba-258	327	33	(	(	PUNCT
faba-258	327	34	regime	regime	NOUN
faba-258	327	35	two	two	NUM
faba-258	327	36	)	)	PUNCT
faba-258	327	37	.	.	PUNCT
faba-258	328	1	based	base	VERB
faba-258	328	2	on	on	ADP
faba-258	328	3	the	the	DET
faba-258	328	4	findings	finding	NOUN
faba-258	328	5	,	,	PUNCT
faba-258	328	6	these	these	DET
faba-258	328	7	regimes	regime	NOUN
faba-258	328	8	influence	influence	NOUN
faba-258	328	9	bank	bank	NOUN
faba-258	328	10	liquidity	liquidity	NOUN
faba-258	328	11	differently	differently	ADV
faba-258	328	12	.	.	PUNCT
faba-258	329	1	gdp	gdp	NOUN
faba-258	329	2	growth	growth	NOUN
faba-258	329	3	consistently	consistently	ADV
faba-258	329	4	improves	improve	VERB
faba-258	329	5	liquidity	liquidity	NOUN
faba-258	329	6	in	in	ADP
faba-258	329	7	both	both	DET
faba-258	329	8	regimes	regime	NOUN
faba-258	329	9	,	,	PUNCT
faba-258	329	10	while	while	SCONJ
faba-258	329	11	exchange	exchange	NOUN
faba-258	329	12	rate	rate	NOUN
faba-258	329	13	risk	risk	NOUN
faba-258	329	14	,	,	PUNCT
faba-258	329	15	credit	credit	NOUN
faba-258	329	16	risk	risk	NOUN
faba-258	329	17	,	,	PUNCT
faba-258	329	18	and	and	CCONJ
faba-258	329	19	return	return	VERB
faba-258	329	20	on	on	ADP
faba-258	329	21	equity	equity	NOUN
faba-258	329	22	exert	exert	VERB
faba-258	329	23	negative	negative	ADJ
faba-258	329	24	effects	effect	NOUN
faba-258	329	25	.	.	PUNCT
faba-258	330	1	there	there	PRON
faba-258	330	2	is	be	VERB
faba-258	330	3	a	a	DET
faba-258	330	4	negative	negative	ADJ
faba-258	330	5	impact	impact	NOUN
faba-258	330	6	of	of	ADP
faba-258	330	7	inflation	inflation	NOUN
faba-258	330	8	on	on	ADP
faba-258	330	9	liquidity	liquidity	NOUN
faba-258	330	10	in	in	ADP
faba-258	330	11	regime	regime	NOUN
faba-258	330	12	one	one	NUM
faba-258	330	13	,	,	PUNCT
faba-258	330	14	and	and	CCONJ
faba-258	330	15	a	a	DET
faba-258	330	16	positive	positive	ADJ
faba-258	330	17	impact	impact	NOUN
faba-258	330	18	on	on	ADP
faba-258	330	19	liquidity	liquidity	NOUN
faba-258	330	20	in	in	ADP
faba-258	330	21	regime	regime	NOUN
faba-258	330	22	two	two	NUM
faba-258	330	23	.	.	PUNCT
faba-258	331	1	similarly	similarly	ADV
faba-258	331	2	,	,	PUNCT
faba-258	331	3	bank	bank	NOUN
faba-258	331	4	size	size	NOUN
faba-258	331	5	enhances	enhance	VERB
faba-258	331	6	liquidity	liquidity	NOUN
faba-258	331	7	during	during	ADP
faba-258	331	8	low	low	ADJ
faba-258	331	9	volatility	volatility	NOUN
faba-258	331	10	periods	period	NOUN
faba-258	331	11	but	but	CCONJ
faba-258	331	12	reduces	reduce	VERB
faba-258	331	13	it	it	PRON
faba-258	331	14	during	during	ADP
faba-258	331	15	high	high	ADJ
faba-258	331	16	volatility	volatility	NOUN
faba-258	331	17	periods	period	NOUN
faba-258	331	18	.	.	PUNCT
faba-258	332	1	policymakers	policymaker	NOUN
faba-258	332	2	should	should	AUX
faba-258	332	3	focus	focus	VERB
faba-258	332	4	on	on	ADP
faba-258	332	5	achieving	achieve	VERB
faba-258	332	6	economic	economic	ADJ
faba-258	332	7	stability	stability	NOUN
faba-258	332	8	by	by	ADP
faba-258	332	9	implementing	implement	VERB
faba-258	332	10	policies	policy	NOUN
faba-258	332	11	that	that	PRON
faba-258	332	12	promote	promote	VERB
faba-258	332	13	gdp	gdp	NOUN
faba-258	332	14	growth	growth	NOUN
faba-258	332	15	and	and	CCONJ
faba-258	332	16	reduce	reduce	VERB
faba-258	332	17	inflation	inflation	NOUN
faba-258	332	18	.	.	PUNCT
faba-258	333	1	stabilizing	stabilize	VERB
faba-258	333	2	exchange	exchange	NOUN
faba-258	333	3	rates	rate	NOUN
faba-258	333	4	can	can	AUX
faba-258	333	5	minimize	minimize	VERB
faba-258	333	6	liquidity	liquidity	NOUN
faba-258	333	7	risks	risk	NOUN
faba-258	333	8	.	.	PUNCT
faba-258	334	1	there	there	PRON
faba-258	334	2	is	be	VERB
faba-258	334	3	a	a	DET
faba-258	334	4	need	need	NOUN
faba-258	334	5	to	to	PART
faba-258	334	6	strengthen	strengthen	VERB
faba-258	334	7	bank	bank	NOUN
faba-258	334	8	capital	capital	NOUN
faba-258	334	9	buffer	buffer	NOUN
faba-258	334	10	regulations	regulation	NOUN
faba-258	334	11	.	.	PUNCT
faba-258	335	1	enhancing	enhance	VERB
faba-258	335	2	transparency	transparency	NOUN
faba-258	335	3	and	and	CCONJ
faba-258	335	4	accountability	accountability	NOUN
faba-258	335	5	can	can	AUX
faba-258	335	6	mitigate	mitigate	VERB
faba-258	335	7	credit	credit	NOUN
faba-258	335	8	and	and	CCONJ
faba-258	335	9	exchange	exchange	NOUN
faba-258	335	10	rate	rate	NOUN
faba-258	335	11	risks	risk	NOUN
faba-258	335	12	.	.	PUNCT
faba-258	336	1	encouraging	encourage	VERB
faba-258	336	2	economic	economic	ADJ
faba-258	336	3	diversification	diversification	NOUN
faba-258	336	4	can	can	AUX
faba-258	336	5	safeguard	safeguard	VERB
faba-258	336	6	the	the	DET
faba-258	336	7	banking	banking	NOUN
faba-258	336	8	sector	sector	NOUN
faba-258	336	9	against	against	ADP
faba-258	336	10	macroeconomic	macroeconomic	ADJ
faba-258	336	11	shocks	shock	NOUN
faba-258	336	12	.	.	PUNCT
faba-258	337	1	to	to	PART
faba-258	337	2	reduce	reduce	VERB
faba-258	337	3	risks	risk	NOUN
faba-258	337	4	associated	associate	VERB
faba-258	337	5	with	with	ADP
faba-258	337	6	high	high	ADJ
faba-258	337	7	liquidity	liquidity	NOUN
faba-258	337	8	volatility	volatility	NOUN
faba-258	337	9	,	,	PUNCT
faba-258	337	10	investors	investor	NOUN
faba-258	337	11	should	should	AUX
faba-258	337	12	diversify	diversify	VERB
faba-258	337	13	their	their	PRON
faba-258	337	14	portfolios	portfolio	NOUN
faba-258	337	15	and	and	CCONJ
faba-258	337	16	prioritize	prioritize	VERB
faba-258	337	17	banks	bank	NOUN
faba-258	337	18	with	with	ADP
faba-258	337	19	strong	strong	ADJ
faba-258	337	20	internal	internal	ADJ
faba-258	337	21	controls	control	NOUN
faba-258	337	22	and	and	CCONJ
faba-258	337	23	resilience	resilience	NOUN
faba-258	337	24	to	to	ADP
faba-258	337	25	macroeconomic	macroeconomic	ADJ
faba-258	337	26	shocks	shock	NOUN
faba-258	337	27	.	.	PUNCT
faba-258	338	1	it	it	PRON
faba-258	338	2	's	be	AUX
faba-258	338	3	important	important	ADJ
faba-258	338	4	to	to	PART
faba-258	338	5	monitor	monitor	VERB
faba-258	338	6	macroeconomic	macroeconomic	ADJ
faba-258	338	7	indicators	indicator	NOUN
faba-258	338	8	such	such	ADJ
faba-258	338	9	as	as	ADP
faba-258	338	10	gdp	gdp	NOUN
faba-258	338	11	growth	growth	NOUN
faba-258	338	12	,	,	PUNCT
faba-258	338	13	inflation	inflation	NOUN
faba-258	338	14	,	,	PUNCT
faba-258	338	15	and	and	CCONJ
faba-258	338	16	exchange	exchange	NOUN
faba-258	338	17	rate	rate	NOUN
faba-258	338	18	trends	trend	NOUN
faba-258	338	19	.	.	PUNCT
faba-258	339	1	in	in	ADP
faba-258	339	2	addition	addition	NOUN
faba-258	339	3	,	,	PUNCT
faba-258	339	4	regime	regime	NOUN
faba-258	339	5	-	-	PUNCT
faba-258	339	6	switching	switch	VERB
faba-258	339	7	models	model	NOUN
faba-258	339	8	can	can	AUX
faba-258	339	9	help	help	VERB
faba-258	339	10	evaluate	evaluate	VERB
faba-258	339	11	the	the	DET
faba-258	339	12	performance	performance	NOUN
faba-258	339	13	and	and	CCONJ
faba-258	339	14	stability	stability	NOUN
faba-258	339	15	of	of	ADP
faba-258	339	16	banks	bank	NOUN
faba-258	339	17	under	under	ADP
faba-258	339	18	varying	vary	VERB
faba-258	339	19	economic	economic	ADJ
faba-258	339	20	circumstances	circumstance	NOUN
faba-258	339	21	.	.	PUNCT
faba-258	340	1	reference	reference	NOUN
faba-258	340	2	agyemang	agyemang	PROPN
faba-258	340	3	-	-	PUNCT
faba-258	340	4	badu	badu	NOUN
faba-258	340	5	,	,	PUNCT
faba-258	340	6	a.	a.	NOUN
faba-258	340	7	a.	a.	PROPN
faba-258	340	8	,	,	PUNCT
faba-258	340	9	f.	f.	PROPN
faba-258	340	10	g.	g.	PROPN
faba-258	340	11	olmedo	olmedo	PROPN
faba-258	340	12	,	,	PUNCT
faba-258	340	13	and	and	CCONJ
faba-258	340	14	m.	m.	NOUN
faba-258	340	15	m.	m.	PROPN
faba-258	340	16	m.	m.	PROPN
faba-258	340	17	josé	josé	PROPN
faba-258	340	18	.	.	PROPN
faba-258	341	1	2024	2024	NUM
faba-258	341	2	.	.	PUNCT
faba-258	342	1	conditional	conditional	ADJ
faba-258	342	2	macroeconomic	macroeconomic	ADJ
faba-258	342	3	and	and	CCONJ
faba-258	342	4	stock	stock	NOUN
faba-258	342	5	market	market	NOUN
faba-258	342	6	volatility	volatility	NOUN
faba-258	342	7	under	under	ADP
faba-258	342	8	regime	regime	NOUN
faba-258	342	9	switching	switching	NOUN
faba-258	342	10	:	:	PUNCT
faba-258	342	11	empirical	empirical	ADJ
faba-258	342	12	evidence	evidence	NOUN
faba-258	342	13	from	from	ADP
faba-258	342	14	africa	africa	PROPN
faba-258	342	15	.	.	PUNCT
faba-258	343	1	quantitative	quantitative	ADJ
faba-258	343	2	finance	finance	NOUN
faba-258	343	3	and	and	CCONJ
faba-258	343	4	economics	economic	NOUN
faba-258	343	5	,	,	PUNCT
faba-258	343	6	8(2	8(2	NUM
faba-258	343	7	):	):	PUNCT
faba-258	343	8	255	255	NUM
faba-258	343	9	-	-	SYM
faba-258	343	10	285	285	NUM
faba-258	343	11	.	.	PUNCT
faba-258	344	1	al	al	PROPN
faba-258	344	2	-	-	PUNCT
faba-258	344	3	harbi	harbi	PROPN
faba-258	344	4	,	,	PUNCT
faba-258	344	5	a.	a.	NOUN
faba-258	344	6	2017	2017	NUM
faba-258	344	7	.	.	PUNCT
faba-258	345	1	determinants	determinant	NOUN
faba-258	345	2	of	of	ADP
faba-258	345	3	banks	bank	NOUN
faba-258	345	4	liquidity	liquidity	NOUN
faba-258	345	5	:	:	PUNCT
faba-258	345	6	evidence	evidence	NOUN
faba-258	345	7	from	from	ADP
faba-258	345	8	oic	oic	PROPN
faba-258	345	9	countries	country	NOUN
faba-258	345	10	.	.	PUNCT
faba-258	346	1	journal	journal	NOUN
faba-258	346	2	of	of	ADP
faba-258	346	3	economic	economic	ADJ
faba-258	346	4	and	and	CCONJ
faba-258	346	5	administrative	administrative	ADJ
faba-258	346	6	sciences	science	NOUN
faba-258	346	7	,	,	PUNCT
faba-258	346	8	33(2	33(2	NUM
faba-258	346	9	):	):	PUNCT
faba-258	346	10	164	164	NUM
faba-258	346	11	-	-	SYM
faba-258	346	12	177	177	NUM
faba-258	346	13	.	.	PUNCT
faba-258	347	1	al	al	PROPN
faba-258	347	2	-	-	PUNCT
faba-258	347	3	qudah	qudah	PROPN
faba-258	347	4	,	,	PUNCT
faba-258	347	5	a.	a.	NOUN
faba-258	347	6	m.	m.	NOUN
faba-258	347	7	2020	2020	NUM
faba-258	347	8	.	.	PUNCT
faba-258	348	1	macroeconomic	macroeconomic	ADJ
faba-258	348	2	and	and	CCONJ
faba-258	348	3	bank	bank	NOUN
faba-258	348	4	-	-	PUNCT
faba-258	348	5	specific	specific	ADJ
faba-258	348	6	variables	variable	NOUN
faba-258	348	7	and	and	CCONJ
faba-258	348	8	the	the	DET
faba-258	348	9	liquidity	liquidity	NOUN
faba-258	348	10	of	of	ADP
faba-258	348	11	jordanian	jordanian	ADJ
faba-258	348	12	commercial	commercial	ADJ
faba-258	348	13	banks	bank	NOUN
faba-258	348	14	.	.	PUNCT
faba-258	349	1	journal	journal	PROPN
faba-258	349	2	of	of	ADP
faba-258	349	3	asian	asian	ADJ
faba-258	349	4	finance	finance	NOUN
faba-258	349	5	,	,	PUNCT
faba-258	349	6	economics	economic	NOUN
faba-258	349	7	and	and	CCONJ
faba-258	349	8	business	business	NOUN
faba-258	349	9	,	,	PUNCT
faba-258	349	10	7	7	NUM
faba-258	349	11	(	(	PUNCT
faba-258	349	12	12	12	NUM
faba-258	349	13	):	):	PUNCT
faba-258	349	14	085–093	085–093	NUM
faba-258	349	15	.	.	PUNCT
faba-258	350	1	antony	antony	PROPN
faba-258	350	2	,	,	PUNCT
faba-258	350	3	t.	t.	PROPN
faba-258	350	4	m.	m.	NOUN
faba-258	350	5	2023	2023	NUM
faba-258	350	6	.	.	PUNCT
faba-258	351	1	determinants	determinant	NOUN
faba-258	351	2	of	of	ADP
faba-258	351	3	liquidity	liquidity	NOUN
faba-258	351	4	risk	risk	NOUN
faba-258	351	5	:	:	PUNCT
faba-258	351	6	empirical	empirical	ADJ
faba-258	351	7	evidence	evidence	NOUN
faba-258	351	8	from	from	ADP
faba-258	351	9	indian	indian	ADJ
faba-258	351	10	commercial	commercial	ADJ
faba-258	351	11	banks	bank	NOUN
faba-258	351	12	.	.	PUNCT
faba-258	352	1	banks	bank	NOUN
faba-258	352	2	and	and	CCONJ
faba-258	352	3	bank	bank	NOUN
faba-258	352	4	systems	system	NOUN
faba-258	352	5	,	,	PUNCT
faba-258	352	6	18(3	18(3	NUM
faba-258	352	7	)	)	PUNCT
faba-258	352	8	.	.	PUNCT
faba-258	353	1	bhati	bhati	PROPN
faba-258	353	2	,	,	PUNCT
faba-258	353	3	s.	s.	PROPN
faba-258	353	4	s.	s.	PROPN
faba-258	353	5	,	,	PUNCT
faba-258	353	6	a.	a.	PROPN
faba-258	353	7	de	de	PROPN
faba-258	353	8	zoysa	zoysa	PROPN
faba-258	353	9	,	,	PUNCT
faba-258	353	10	and	and	CCONJ
faba-258	353	11	w.	w.	PROPN
faba-258	353	12	jitaree	jitaree	PROPN
faba-258	353	13	.	.	PUNCT
faba-258	354	1	2019	2019	NUM
faba-258	354	2	.	.	PUNCT
faba-258	355	1	factors	factor	NOUN
faba-258	355	2	affecting	affect	VERB
faba-258	355	3	the	the	DET
faba-258	355	4	liquidity	liquidity	NOUN
faba-258	355	5	of	of	ADP
faba-258	355	6	commercial	commercial	ADJ
faba-258	355	7	banks	bank	NOUN
faba-258	355	8	in	in	ADP
faba-258	355	9	india	india	PROPN
faba-258	355	10	:	:	PUNCT
faba-258	355	11	a	a	DET
faba-258	355	12	longitudinal	longitudinal	ADJ
faba-258	355	13	analysis	analysis	NOUN
faba-258	355	14	.	.	PUNCT
faba-258	356	1	bank	bank	NOUN
faba-258	356	2	and	and	CCONJ
faba-258	356	3	bank	bank	NOUN
faba-258	356	4	systems	system	NOUN
faba-258	356	5	,	,	PUNCT
faba-258	356	6	14(4	14(4	NUM
faba-258	356	7	):	):	PUNCT
faba-258	356	8	78	78	NUM
faba-258	356	9	-	-	SYM
faba-258	356	10	88	88	NUM
faba-258	356	11	.	.	PUNCT
faba-258	357	1	brooks	brooks	PROPN
faba-258	357	2	,	,	PUNCT
faba-258	357	3	c.	c.	PROPN
faba-258	357	4	2008	2008	NUM
faba-258	357	5	.	.	PUNCT
faba-258	358	1	introductory	introductory	ADJ
faba-258	358	2	econometrics	econometric	NOUN
faba-258	358	3	for	for	ADP
faba-258	358	4	finance	finance	NOUN
faba-258	358	5	.	.	PUNCT
faba-258	359	1	cambridge	cambridge	PROPN
faba-258	359	2	university	university	PROPN
faba-258	359	3	press	press	NOUN
faba-258	359	4	.	.	PUNCT
faba-258	360	1	new	new	PROPN
faba-258	360	2	york	york	PROPN
faba-258	360	3	,	,	PUNCT
faba-258	360	4	ny	ny	PROPN
faba-258	360	5	.	.	PROPN
faba-258	360	6	delechat	delechat	PROPN
faba-258	360	7	,	,	PUNCT
faba-258	360	8	c.	c.	PROPN
faba-258	360	9	,	,	PUNCT
faba-258	360	10	c.	c.	PROPN
faba-258	360	11	h.	h.	PROPN
faba-258	360	12	arbelaez	arbelaez	PROPN
faba-258	360	13	,	,	PUNCT
faba-258	360	14	m.	m.	NOUN
faba-258	360	15	p.	p.	PROPN
faba-258	360	16	s.	s.	PROPN
faba-258	360	17	muthoora	muthoora	PROPN
faba-258	360	18	,	,	PUNCT
faba-258	360	19	and	and	CCONJ
faba-258	360	20	s.	s.	PROPN
faba-258	360	21	vtyurina	vtyurina	PROPN
faba-258	360	22	.	.	PUNCT
faba-258	361	1	2014	2014	NUM
faba-258	361	2	.	.	PUNCT
faba-258	362	1	the	the	DET
faba-258	362	2	determinants	determinant	NOUN
faba-258	362	3	of	of	ADP
faba-258	362	4	banks	bank	NOUN
faba-258	362	5	’	’	PART
faba-258	362	6	liquidity	liquidity	NOUN
faba-258	362	7	buffers	buffer	NOUN
faba-258	362	8	in	in	ADP
faba-258	362	9	central	central	PROPN
faba-258	362	10	america	america	PROPN
faba-258	362	11	.	.	PUNCT
faba-258	363	1	monetaria	monetaria	PROPN
faba-258	363	2	,	,	PUNCT
faba-258	363	3	ii	ii	PROPN
faba-258	363	4	(	(	PUNCT
faba-258	363	5	1	1	NUM
faba-258	363	6	):	):	PUNCT
faba-258	363	7	83	83	NUM
faba-258	363	8	-	-	SYM
faba-258	363	9	129	129	NUM
faba-258	363	10	.	.	PUNCT
faba-258	364	1	demirguc	demirguc	PROPN
faba-258	364	2	-	-	PUNCT
faba-258	364	3	kunt	kunt	PROPN
faba-258	364	4	,	,	PUNCT
faba-258	364	5	a.	a.	NOUN
faba-258	364	6	,	,	PUNCT
faba-258	364	7	and	and	CCONJ
faba-258	364	8	h.	h.	PROPN
faba-258	364	9	huizinga	huizinga	NOUN
faba-258	364	10	.	.	PUNCT
faba-258	365	1	1999	1999	NUM
faba-258	365	2	.	.	PUNCT
faba-258	366	1	determinants	determinant	NOUN
faba-258	366	2	of	of	ADP
faba-258	366	3	commercial	commercial	ADJ
faba-258	366	4	bank	bank	NOUN
faba-258	366	5	interest	interest	NOUN
faba-258	366	6	margins	margin	NOUN
faba-258	366	7	and	and	CCONJ
faba-258	366	8	profitability	profitability	NOUN
faba-258	366	9	:	:	PUNCT
faba-258	366	10	some	some	DET
faba-258	366	11	international	international	ADJ
faba-258	366	12	evidence	evidence	NOUN
faba-258	366	13	.	.	PUNCT
faba-258	367	1	the	the	DET
faba-258	367	2	world	world	PROPN
faba-258	367	3	bank	bank	PROPN
faba-258	367	4	economic	economic	PROPN
faba-258	367	5	review	review	PROPN
faba-258	367	6	,	,	PUNCT
faba-258	367	7	13(2	13(2	PROPN
faba-258	367	8	):	):	PUNCT
faba-258	367	9	379	379	NUM
faba-258	367	10	-	-	SYM
faba-258	367	11	408	408	NUM
faba-258	367	12	.	.	PUNCT
faba-258	367	13	diamond	diamond	NOUN
faba-258	367	14	,	,	PUNCT
faba-258	367	15	d.	d.	PROPN
faba-258	367	16	w.	w.	PROPN
faba-258	367	17	,	,	PUNCT
faba-258	367	18	and	and	CCONJ
faba-258	367	19	p.	p.	PROPN
faba-258	367	20	h.	h.	PROPN
faba-258	367	21	dybvig	dybvig	PROPN
faba-258	367	22	.	.	PUNCT
faba-258	367	23	1983	1983	NUM
faba-258	367	24	.	.	PUNCT
faba-258	368	1	bank	bank	NOUN
faba-258	368	2	runs	run	NOUN
faba-258	368	3	,	,	PUNCT
faba-258	368	4	liquidity	liquidity	NOUN
faba-258	368	5	and	and	CCONJ
faba-258	368	6	deposit	deposit	NOUN
faba-258	368	7	insurance	insurance	NOUN
faba-258	368	8	.	.	PUNCT
faba-258	369	1	journal	journal	NOUN
faba-258	369	2	of	of	ADP
faba-258	369	3	political	political	ADJ
faba-258	369	4	economy	economy	NOUN
faba-258	369	5	,	,	PUNCT
faba-258	369	6	91(3	91(3	NUM
faba-258	369	7	):	):	PUNCT
faba-258	369	8	401–419	401–419	NUM
faba-258	369	9	.	.	PUNCT
faba-258	370	1	dickey	dickey	PROPN
faba-258	370	2	,	,	PUNCT
faba-258	370	3	d.	d.	PROPN
faba-258	370	4	a.	a.	PROPN
faba-258	370	5	,	,	PUNCT
faba-258	370	6	and	and	CCONJ
faba-258	370	7	w.	w.	PROPN
faba-258	370	8	a.	a.	NOUN
faba-258	370	9	fuller	fuller	PROPN
faba-258	370	10	.	.	PUNCT
faba-258	371	1	1981	1981	NUM
faba-258	371	2	.	.	PUNCT
faba-258	372	1	likelihood	likelihood	NOUN
faba-258	372	2	ratio	ratio	NOUN
faba-258	372	3	statistics	statistic	NOUN
faba-258	372	4	for	for	ADP
faba-258	372	5	autoregressive	autoregressive	ADJ
faba-258	372	6	time	time	NOUN
faba-258	372	7	series	series	NOUN
faba-258	372	8	with	with	ADP
faba-258	372	9	a	a	DET
faba-258	372	10	unit	unit	NOUN
faba-258	372	11	root	root	NOUN
faba-258	372	12	.	.	PUNCT
faba-258	373	1	econometrica	econometrica	PROPN
faba-258	373	2	,	,	PUNCT
faba-258	373	3	49	49	NUM
faba-258	373	4	:	:	SYM
faba-258	373	5	1057–1072	1057–1072	NUM
faba-258	373	6	.	.	PUNCT
faba-258	374	1	ebenezer	ebenezer	PROPN
faba-258	374	2	,	,	PUNCT
faba-258	374	3	o.	o.	PROPN
faba-258	374	4	o.	o.	PROPN
faba-258	374	5	,	,	PUNCT
faba-258	374	6	w.	w.	PROPN
faba-258	374	7	a.	a.	PROPN
faba-258	374	8	omar	omar	PROPN
faba-258	374	9	,	,	PUNCT
faba-258	374	10	and	and	CCONJ
faba-258	374	11	s.	s.	PROPN
faba-258	374	12	kamil	kamil	PROPN
faba-258	374	13	.	.	PROPN
faba-258	374	14	2017	2017	NUM
faba-258	374	15	.	.	PUNCT
faba-258	375	1	bank	bank	NOUN
faba-258	375	2	specific	specific	ADJ
faba-258	375	3	and	and	CCONJ
faba-258	375	4	macroeconomic	macroeconomic	ADJ
faba-258	375	5	determinants	determinant	NOUN
faba-258	375	6	of	of	ADP
faba-258	375	7	commercial	commercial	ADJ
faba-258	375	8	bank	bank	NOUN
faba-258	375	9	profitability	profitability	NOUN
faba-258	375	10	:	:	PUNCT
faba-258	375	11	empirical	empirical	ADJ
faba-258	375	12	evidence	evidence	NOUN
faba-258	375	13	from	from	ADP
faba-258	375	14	nigeria	nigeria	PROPN
faba-258	375	15	.	.	PUNCT
faba-258	376	1	journal	journal	PROPN
faba-258	376	2	of	of	ADP
faba-258	376	3	finance	finance	PROPN
faba-258	376	4	&	&	CCONJ
faba-258	376	5	banking	banking	NOUN
faba-258	376	6	studies	study	NOUN
faba-258	376	7	,	,	PUNCT
faba-258	376	8	6(1	6(1	NUM
faba-258	376	9	):	):	PUNCT
faba-258	376	10	25	25	NUM
faba-258	376	11	-	-	SYM
faba-258	376	12	38	38	NUM
faba-258	376	13	.	.	PUNCT
faba-258	377	1	imf	imf	PROPN
faba-258	377	2	.	.	PROPN
faba-258	377	3	2022	2022	NUM
faba-258	377	4	.	.	PUNCT
faba-258	378	1	south	south	PROPN
faba-258	378	2	africa	africa	PROPN
faba-258	378	3	:	:	PUNCT
faba-258	378	4	financial	financial	ADJ
faba-258	378	5	sector	sector	NOUN
faba-258	378	6	assessment	assessment	NOUN
faba-258	378	7	program	program	NOUN
faba-258	378	8	-	-	PUNCT
faba-258	378	9	technical	technical	ADJ
faba-258	378	10	note	note	NOUN
faba-258	378	11	on	on	ADP
faba-258	378	12	systemic	systemic	ADJ
faba-258	378	13	liquidity	liquidity	NOUN
faba-258	378	14	management	management	NOUN
faba-258	378	15	.	.	PUNCT
faba-258	379	1	https://www.elibrary.imf.org/view/journals/002/2022/183/article-a001-en.xml	https://www.elibrary.imf.org/view/journals/002/2022/183/article-a001-en.xml	NUM
faba-258	379	2	javid	javid	PROPN
faba-258	379	3	,	,	PUNCT
faba-258	379	4	m.	m.	PROPN
faba-258	379	5	e.	e.	PROPN
faba-258	379	6	2016	2016	NUM
faba-258	379	7	.	.	PUNCT
faba-258	380	1	bank	bank	NOUN
faba-258	380	2	specific	specific	ADJ
faba-258	380	3	and	and	CCONJ
faba-258	380	4	macroeconomic	macroeconomic	ADJ
faba-258	380	5	determinants	determinant	NOUN
faba-258	380	6	of	of	ADP
faba-258	380	7	bank	bank	NOUN
faba-258	380	8	profitability	profitability	NOUN
faba-258	380	9	.	.	PUNCT
faba-258	381	1	journal	journal	NOUN
faba-258	381	2	of	of	ADP
faba-258	381	3	management	management	NOUN
faba-258	381	4	,	,	PUNCT
faba-258	381	5	3(2	3(2	NUM
faba-258	381	6	):	):	PUNCT
faba-258	381	7	14	14	NUM
faba-258	381	8	-	-	SYM
faba-258	381	9	18	18	NUM
faba-258	381	10	.	.	PUNCT
faba-258	382	1	krolzig	krolzig	PROPN
faba-258	382	2	,	,	PUNCT
faba-258	382	3	h.	h.	PROPN
faba-258	382	4	1997	1997	NUM
faba-258	382	5	.	.	PUNCT
faba-258	383	1	markov	markov	NOUN
faba-258	383	2	-	-	PUNCT
faba-258	383	3	switching	switch	VERB
faba-258	383	4	vector	vector	NOUN
faba-258	383	5	autoregressions	autoregression	NOUN
faba-258	383	6	:	:	PUNCT
faba-258	383	7	modelling	modelling	NOUN
faba-258	383	8	,	,	PUNCT
faba-258	383	9	statistical	statistical	ADJ
faba-258	383	10	inference	inference	NOUN
faba-258	383	11	,	,	PUNCT
faba-258	383	12	and	and	CCONJ
faba-258	383	13	application	application	NOUN
faba-258	383	14	to	to	ADP
faba-258	383	15	business	business	NOUN
faba-258	383	16	cycle	cycle	NOUN
faba-258	383	17	analysis	analysis	NOUN
faba-258	383	18	.	.	PUNCT
faba-258	384	1	spinger	spinger	ADJ
faba-258	384	2	verleg	verleg	PROPN
faba-258	384	3	.	.	PUNCT
faba-258	385	1	https://www.elibrary.imf.org/view/journals/002/2022/183/article-a001-en.xml	https://www.elibrary.imf.org/view/journals/002/2022/183/article-a001-en.xml	NUM
faba-258	385	2	dumisani	dumisani	NOUN
faba-258	385	3	pamba	pamba	NOUN
faba-258	385	4	/	/	SYM
faba-258	385	5	finance	finance	NOUN
faba-258	385	6	,	,	PUNCT
faba-258	385	7	accounting	accounting	NOUN
faba-258	385	8	and	and	CCONJ
faba-258	385	9	business	business	NOUN
faba-258	385	10	analysis	analysis	NOUN
faba-258	385	11	,	,	PUNCT
faba-258	385	12	volume	volume	NOUN
faba-258	385	13	7	7	NUM
faba-258	385	14	,	,	PUNCT
faba-258	385	15	issue	issue	NOUN
faba-258	385	16	1	1	NUM
faba-258	385	17	,	,	PUNCT
faba-258	385	18	2025	2025	NUM
faba-258	385	19	68	68	NUM
faba-258	385	20	lalon	lalon	NOUN
faba-258	385	21	,	,	PUNCT
faba-258	385	22	r.	r.	PROPN
faba-258	385	23	m.	m.	PROPN
faba-258	385	24	,	,	PUNCT
faba-258	385	25	a.	a.	NOUN
faba-258	385	26	afroz	afroz	PROPN
faba-258	385	27	,	,	PUNCT
faba-258	385	28	and	and	CCONJ
faba-258	385	29	t.	t.	PROPN
faba-258	385	30	khan	khan	PROPN
faba-258	385	31	.	.	PUNCT
faba-258	386	1	2023	2023	NUM
faba-258	386	2	.	.	PUNCT
faba-258	387	1	impact	impact	NOUN
faba-258	387	2	of	of	ADP
faba-258	387	3	bank	bank	NOUN
faba-258	387	4	liquidity	liquidity	NOUN
faba-258	387	5	and	and	CCONJ
faba-258	387	6	macroeconomic	macroeconomic	ADJ
faba-258	387	7	determinants	determinant	NOUN
faba-258	387	8	on	on	ADP
faba-258	387	9	profitability	profitability	NOUN
faba-258	387	10	of	of	ADP
faba-258	387	11	commercial	commercial	ADJ
faba-258	387	12	banks	bank	NOUN
faba-258	387	13	in	in	ADP
faba-258	387	14	bangladesh	bangladesh	PROPN
faba-258	387	15	.	.	PUNCT
faba-258	388	1	international	international	ADJ
faba-258	388	2	journal	journal	PROPN
faba-258	388	3	of	of	ADP
faba-258	388	4	economics	economic	NOUN
faba-258	388	5	and	and	CCONJ
faba-258	388	6	financial	financial	ADJ
faba-258	388	7	issues	issue	NOUN
faba-258	388	8	,	,	PUNCT
faba-258	388	9	13(6	13(6	NUM
faba-258	388	10	):	):	PUNCT
faba-258	388	11	177–186	177–186	NUM
faba-258	388	12	.	.	PUNCT
faba-258	389	1	luvuno	luvuno	ADJ
faba-258	389	2	,	,	PUNCT
faba-258	389	3	t.	t.	PROPN
faba-258	389	4	i.	i.	PROPN
faba-258	389	5	2018	2018	NUM
faba-258	389	6	.	.	PUNCT
faba-258	390	1	determinants	determinant	NOUN
faba-258	390	2	of	of	ADP
faba-258	390	3	commercial	commercial	ADJ
faba-258	390	4	bank	bank	NOUN
faba-258	390	5	liquidity	liquidity	NOUN
faba-258	390	6	in	in	ADP
faba-258	390	7	south	south	PROPN
faba-258	390	8	africa	africa	PROPN
faba-258	390	9	.	.	PUNCT
faba-258	391	1	unpublished	unpublished	ADJ
faba-258	391	2	master	master	NOUN
faba-258	391	3	dissertation	dissertation	NOUN
faba-258	391	4	.	.	PUNCT
faba-258	392	1	university	university	NOUN
faba-258	392	2	of	of	ADP
faba-258	392	3	south	south	PROPN
faba-258	392	4	africa	africa	PROPN
faba-258	392	5	.	.	PUNCT
faba-258	393	1	mahmood	mahmood	PROPN
faba-258	393	2	,	,	PUNCT
faba-258	393	3	h.	h.	PROPN
faba-258	393	4	,	,	PUNCT
faba-258	393	5	s.	s.	PROPN
faba-258	393	6	khalid	khalid	PROPN
faba-258	393	7	,	,	PUNCT
faba-258	393	8	a.	a.	PROPN
faba-258	393	9	waheed	waheed	PROPN
faba-258	393	10	,	,	PUNCT
faba-258	393	11	and	and	CCONJ
faba-258	393	12	m.	m.	PROPN
faba-258	393	13	arif	arif	PROPN
faba-258	393	14	.	.	PUNCT
faba-258	394	1	2019	2019	NUM
faba-258	394	2	.	.	PUNCT
faba-258	395	1	impact	impact	NOUN
faba-258	395	2	of	of	ADP
faba-258	395	3	macro	macro	ADJ
faba-258	395	4	specific	specific	ADJ
faba-258	395	5	factor	factor	NOUN
faba-258	395	6	and	and	CCONJ
faba-258	395	7	bank	bank	NOUN
faba-258	395	8	specific	specific	ADJ
faba-258	395	9	factor	factor	NOUN
faba-258	395	10	on	on	ADP
faba-258	395	11	bank	bank	NOUN
faba-258	395	12	liquidity	liquidity	NOUN
faba-258	395	13	using	use	VERB
faba-258	395	14	fmols	fmol	NOUN
faba-258	395	15	approach	approach	NOUN
faba-258	395	16	.	.	PUNCT
faba-258	396	1	emerging	emerge	VERB
faba-258	396	2	science	science	NOUN
faba-258	396	3	journal	journal	NOUN
faba-258	396	4	,	,	PUNCT
faba-258	396	5	3(3	3(3	NUM
faba-258	396	6	)	)	PUNCT
faba-258	396	7	.	.	PUNCT
faba-258	397	1	marozva	marozva	PROPN
faba-258	397	2	,	,	PUNCT
faba-258	397	3	g.	g.	PROPN
faba-258	397	4	2015	2015	NUM
faba-258	397	5	.	.	PUNCT
faba-258	398	1	liquidity	liquidity	NOUN
faba-258	398	2	and	and	CCONJ
faba-258	398	3	bank	bank	NOUN
faba-258	398	4	performance	performance	NOUN
faba-258	398	5	.	.	PUNCT
faba-258	399	1	international	international	ADJ
faba-258	399	2	business	business	PROPN
faba-258	399	3	&	&	CCONJ
faba-258	399	4	economics	economics	PROPN
faba-258	399	5	research	research	PROPN
faba-258	399	6	journal	journal	PROPN
faba-258	399	7	,	,	PUNCT
faba-258	399	8	14(3	14(3	NUM
faba-258	399	9	):	):	PUNCT
faba-258	399	10	453	453	NUM
faba-258	399	11	-	-	SYM
faba-258	399	12	562	562	NUM
faba-258	399	13	.	.	PUNCT
faba-258	400	1	mashamba	mashamba	ADJ
faba-258	400	2	,	,	PUNCT
faba-258	400	3	t.	t.	NOUN
faba-258	400	4	2014	2014	NUM
faba-258	400	5	.	.	PUNCT
faba-258	401	1	determinants	determinant	NOUN
faba-258	401	2	of	of	ADP
faba-258	401	3	commercial	commercial	ADJ
faba-258	401	4	banks	bank	NOUN
faba-258	401	5	liquidity	liquidity	NOUN
faba-258	401	6	:	:	PUNCT
faba-258	401	7	internal	internal	ADJ
faba-258	401	8	factor	factor	NOUN
faba-258	401	9	analysis	analysis	NOUN
faba-258	401	10	.	.	PUNCT
faba-258	402	1	european	european	ADJ
faba-258	402	2	journal	journal	PROPN
faba-258	402	3	of	of	ADP
faba-258	402	4	economics	economic	NOUN
faba-258	402	5	and	and	CCONJ
faba-258	402	6	management	management	NOUN
faba-258	402	7	,	,	PUNCT
faba-258	402	8	1(2	1(2	NUM
faba-258	402	9	)	)	PUNCT
faba-258	402	10	.	.	PUNCT
faba-258	403	1	mdaghri	mdaghri	PROPN
faba-258	403	2	,	,	PUNCT
faba-258	403	3	a.	a.	NOUN
faba-258	403	4	a.	a.	PROPN
faba-258	403	5	,	,	PUNCT
faba-258	403	6	and	and	CCONJ
faba-258	403	7	l.	l.	PROPN
faba-258	403	8	oubdi	oubdi	PROPN
faba-258	403	9	.	.	PUNCT
faba-258	404	1	2022	2022	NUM
faba-258	404	2	.	.	PUNCT
faba-258	405	1	bank	bank	NOUN
faba-258	405	2	-	-	PUNCT
faba-258	405	3	specific	specific	ADJ
faba-258	405	4	and	and	CCONJ
faba-258	405	5	macroeconomic	macroeconomic	ADJ
faba-258	405	6	determinants	determinant	NOUN
faba-258	405	7	of	of	ADP
faba-258	405	8	bank	bank	NOUN
faba-258	405	9	liquidity	liquidity	NOUN
faba-258	405	10	creation	creation	NOUN
faba-258	405	11	:	:	PUNCT
faba-258	405	12	evidence	evidence	NOUN
faba-258	405	13	from	from	ADP
faba-258	405	14	mena	mena	PROPN
faba-258	405	15	countries	countries	PROPN
faba-258	405	16	.	.	PUNCT
faba-258	406	1	journal	journal	PROPN
faba-258	406	2	of	of	ADP
faba-258	406	3	central	central	ADJ
faba-258	406	4	banking	banking	NOUN
faba-258	406	5	theory	theory	NOUN
faba-258	406	6	and	and	CCONJ
faba-258	406	7	practice	practice	NOUN
faba-258	406	8	,	,	PUNCT
faba-258	406	9	central	central	ADJ
faba-258	406	10	bank	bank	NOUN
faba-258	406	11	of	of	ADP
faba-258	406	12	montenegro	montenegro	PROPN
faba-258	406	13	,	,	PUNCT
faba-258	406	14	11(2	11(2	NUM
faba-258	406	15	):	):	PUNCT
faba-258	406	16	55	55	NUM
faba-258	406	17	-	-	SYM
faba-258	406	18	76	76	NUM
faba-258	406	19	.	.	PUNCT
faba-258	407	1	melese	melese	PROPN
faba-258	407	2	,	,	PUNCT
faba-258	407	3	n.	n.	NOUN
faba-258	407	4	2015	2015	NUM
faba-258	407	5	.	.	PUNCT
faba-258	408	1	determinants	determinant	NOUN
faba-258	408	2	of	of	ADP
faba-258	408	3	banks	bank	NOUN
faba-258	408	4	liquidity	liquidity	NOUN
faba-258	408	5	:	:	PUNCT
faba-258	408	6	empirical	empirical	ADJ
faba-258	408	7	evidence	evidence	NOUN
faba-258	408	8	on	on	ADP
faba-258	408	9	ethiopian	ethiopian	ADJ
faba-258	408	10	commercial	commercial	ADJ
faba-258	408	11	banks	bank	NOUN
faba-258	408	12	.	.	PUNCT
faba-258	409	1	journal	journal	PROPN
faba-258	409	2	of	of	ADP
faba-258	409	3	economics	economic	NOUN
faba-258	409	4	and	and	CCONJ
faba-258	409	5	sustainable	sustainable	ADJ
faba-258	409	6	development	development	NOUN
faba-258	409	7	,	,	PUNCT
faba-258	409	8	6(15	6(15	NUM
faba-258	409	9	):	):	PUNCT
faba-258	409	10	36–47	36–47	NUM
faba-258	409	11	.	.	PUNCT
faba-258	410	1	molefe	molefe	PROPN
faba-258	410	2	,	,	PUNCT
faba-258	410	3	b.	b.	PROPN
faba-258	410	4	,	,	PUNCT
faba-258	410	5	and	and	CCONJ
faba-258	410	6	p.	p.	PROPN
faba-258	410	7	muzindutsi	muzindutsi	PROPN
faba-258	410	8	.	.	PUNCT
faba-258	411	1	2016	2016	NUM
faba-258	411	2	.	.	PUNCT
faba-258	412	1	effect	effect	NOUN
faba-258	412	2	of	of	ADP
faba-258	412	3	capital	capital	NOUN
faba-258	412	4	of	of	ADP
faba-258	412	5	liquidity	liquidity	NOUN
faba-258	412	6	management	management	NOUN
faba-258	412	7	on	on	ADP
faba-258	412	8	profitability	profitability	NOUN
faba-258	412	9	of	of	ADP
faba-258	412	10	major	major	ADJ
faba-258	412	11	south	south	ADJ
faba-258	412	12	african	african	ADJ
faba-258	412	13	banks	bank	NOUN
faba-258	412	14	.	.	PUNCT
faba-258	413	1	proceedings	proceeding	NOUN
faba-258	413	2	of	of	ADP
faba-258	413	3	the	the	DET
faba-258	413	4	28th	28th	ADJ
faba-258	413	5	annual	annual	ADJ
faba-258	413	6	conference	conference	NOUN
faba-258	413	7	of	of	ADP
faba-258	413	8	the	the	DET
faba-258	413	9	southern	southern	ADJ
faba-258	413	10	african	african	PROPN
faba-258	413	11	institute	institute	PROPN
faba-258	413	12	of	of	ADP
faba-258	413	13	management	management	NOUN
faba-258	413	14	scientists	scientist	NOUN
faba-258	413	15	,	,	PUNCT
faba-258	413	16	pretoria	pretoria	PROPN
faba-258	413	17	.	.	PUNCT
faba-258	413	18	moussa	moussa	PROPN
faba-258	413	19	,	,	PUNCT
faba-258	413	20	m.	m.	NOUN
faba-258	413	21	a.	a.	NOUN
faba-258	413	22	2015	2015	NUM
faba-258	413	23	.	.	PUNCT
faba-258	414	1	the	the	DET
faba-258	414	2	determinants	determinant	NOUN
faba-258	414	3	of	of	ADP
faba-258	414	4	bank	bank	NOUN
faba-258	414	5	liquidity	liquidity	NOUN
faba-258	414	6	:	:	PUNCT
faba-258	414	7	case	case	NOUN
faba-258	414	8	of	of	ADP
faba-258	414	9	tunisia	tunisia	PROPN
faba-258	414	10	.	.	PUNCT
faba-258	415	1	international	international	ADJ
faba-258	415	2	journal	journal	PROPN
faba-258	415	3	of	of	ADP
faba-258	415	4	economics	economic	NOUN
faba-258	415	5	and	and	CCONJ
faba-258	415	6	financial	financial	ADJ
faba-258	415	7	issues	issue	NOUN
faba-258	415	8	,	,	PUNCT
faba-258	415	9	5	5	NUM
faba-258	415	10	(	(	PUNCT
faba-258	415	11	1	1	NUM
faba-258	415	12	):	):	PUNCT
faba-258	415	13	249	249	NUM
faba-258	415	14	-	-	SYM
faba-258	415	15	259	259	NUM
faba-258	415	16	.	.	PUNCT
faba-258	416	1	moussa	moussa	PROPN
faba-258	416	2	,	,	PUNCT
faba-258	416	3	m.	m.	PROPN
faba-258	416	4	a.	a.	PROPN
faba-258	416	5	b.	b.	PROPN
faba-258	416	6	,	,	PUNCT
faba-258	416	7	and	and	CCONJ
faba-258	416	8	h.	h.	PROPN
faba-258	416	9	trabelsi	trabelsi	PROPN
faba-258	416	10	.	.	PROPN
faba-258	416	11	2023	2023	NUM
faba-258	416	12	.	.	PUNCT
faba-258	417	1	the	the	DET
faba-258	417	2	impact	impact	NOUN
faba-258	417	3	of	of	ADP
faba-258	417	4	economic	economic	ADJ
faba-258	417	5	growth	growth	NOUN
faba-258	417	6	on	on	ADP
faba-258	417	7	bank	bank	NOUN
faba-258	417	8	liquidity	liquidity	NOUN
faba-258	417	9	:	:	PUNCT
faba-258	417	10	case	case	NOUN
faba-258	417	11	of	of	ADP
faba-258	417	12	tunisia	tunisia	PROPN
faba-258	417	13	.	.	PUNCT
faba-258	418	1	journal	journal	PROPN
faba-258	418	2	of	of	ADP
faba-258	418	3	banking	banking	NOUN
faba-258	418	4	and	and	CCONJ
faba-258	418	5	finance	finance	NOUN
faba-258	418	6	management	management	NOUN
faba-258	418	7	,	,	PUNCT
faba-258	418	8	4(1	4(1	NOUN
faba-258	418	9	):	):	PUNCT
faba-258	418	10	1	1	NUM
faba-258	418	11	-	-	SYM
faba-258	418	12	6	6	NUM
faba-258	418	13	.	.	PUNCT
faba-258	419	1	nguyen	nguyen	NOUN
faba-258	419	2	,	,	PUNCT
faba-258	419	3	m.	m.	PROPN
faba-258	419	4	l.	l.	PROPN
faba-258	419	5	t.	t.	PROPN
faba-258	419	6	,	,	PUNCT
faba-258	419	7	and	and	CCONJ
faba-258	419	8	t.	t.	PROPN
faba-258	419	9	n.	n.	PROPN
faba-258	419	10	bui	bui	PROPN
faba-258	419	11	.	.	PROPN
faba-258	420	1	2019	2019	NUM
faba-258	420	2	.	.	PUNCT
faba-258	421	1	stock	stock	NOUN
faba-258	421	2	market	market	NOUN
faba-258	421	3	,	,	PUNCT
faba-258	421	4	real	real	ADJ
faba-258	421	5	estate	estate	NOUN
faba-258	421	6	market	market	NOUN
faba-258	421	7	,	,	PUNCT
faba-258	421	8	and	and	CCONJ
faba-258	421	9	economic	economic	ADJ
faba-258	421	10	growth	growth	NOUN
faba-258	421	11	:	:	PUNCT
faba-258	421	12	an	an	DET
faba-258	421	13	ardl	ardl	NOUN
faba-258	421	14	approach	approach	NOUN
faba-258	421	15	.	.	PUNCT
faba-258	422	1	investment	investment	NOUN
faba-258	422	2	management	management	NOUN
faba-258	422	3	and	and	CCONJ
faba-258	422	4	financial	financial	ADJ
faba-258	422	5	innovations	innovation	NOUN
faba-258	422	6	,	,	PUNCT
faba-258	422	7	16(4	16(4	NUM
faba-258	422	8	):	):	PUNCT
faba-258	422	9	290	290	NUM
faba-258	422	10	-	-	SYM
faba-258	422	11	302	302	NUM
faba-258	422	12	.	.	PUNCT
faba-258	423	1	pham	pham	PROPN
faba-258	423	2	,	,	PUNCT
faba-258	423	3	h.	h.	PROPN
faba-258	423	4	n.	n.	PROPN
faba-258	423	5	,	,	PUNCT
faba-258	423	6	and	and	CCONJ
faba-258	423	7	t.	t.	PROPN
faba-258	423	8	h.	h.	PROPN
faba-258	423	9	n.	n.	PROPN
faba-258	423	10	pham	pham	PROPN
faba-258	423	11	.	.	PROPN
faba-258	423	12	2021	2021	NUM
faba-258	423	13	.	.	PUNCT
faba-258	424	1	determinants	determinant	NOUN
faba-258	424	2	of	of	ADP
faba-258	424	3	bank	bank	NOUN
faba-258	424	4	liquidity	liquidity	NOUN
faba-258	424	5	:	:	PUNCT
faba-258	424	6	evidence	evidence	NOUN
faba-258	424	7	from	from	ADP
faba-258	424	8	vietnam	vietnam	PROPN
faba-258	424	9	.	.	PUNCT
faba-258	425	1	paper	paper	PROPN
faba-258	425	2	presented	present	VERB
faba-258	425	3	at	at	ADP
faba-258	425	4	the	the	DET
faba-258	425	5	in	in	ADP
faba-258	425	6	international	international	ADJ
faba-258	425	7	econometric	econometric	ADJ
faba-258	425	8	conference	conference	NOUN
faba-258	425	9	of	of	ADP
faba-258	425	10	vietnam	vietnam	PROPN
faba-258	425	11	.	.	PUNCT
faba-258	426	1	springer	springer	PROPN
faba-258	426	2	,	,	PUNCT
faba-258	426	3	cham	cham	PROPN
faba-258	426	4	.	.	PUNCT
faba-258	427	1	phillips	phillips	PROPN
faba-258	427	2	,	,	PUNCT
faba-258	427	3	p.	p.	PROPN
faba-258	427	4	c.	c.	PROPN
faba-258	427	5	b.	b.	PROPN
faba-258	427	6	,	,	PUNCT
faba-258	427	7	and	and	CCONJ
faba-258	427	8	b.	b.	PROPN
faba-258	427	9	e.	e.	PROPN
faba-258	427	10	hansen	hansen	PROPN
faba-258	427	11	.	.	PROPN
faba-258	427	12	1990	1990	NUM
faba-258	427	13	.	.	PUNCT
faba-258	428	1	statistical	statistical	ADJ
faba-258	428	2	inference	inference	NOUN
faba-258	428	3	in	in	ADP
faba-258	428	4	instrumental	instrumental	ADJ
faba-258	428	5	variables	variable	NOUN
faba-258	428	6	regression	regression	VERB
faba-258	428	7	with	with	ADP
faba-258	428	8	i(1	i(1	PROPN
faba-258	428	9	)	)	PUNCT
faba-258	428	10	processes	process	NOUN
faba-258	428	11	.	.	PUNCT
faba-258	429	1	the	the	DET
faba-258	429	2	review	review	NOUN
faba-258	429	3	of	of	ADP
faba-258	429	4	economic	economic	ADJ
faba-258	429	5	studies	study	NOUN
faba-258	429	6	,	,	PUNCT
faba-258	429	7	57(1	57(1	NUM
faba-258	429	8	):	):	PUNCT
faba-258	429	9	99	99	NUM
faba-258	429	10	-	-	SYM
faba-258	429	11	125	125	NUM
faba-258	429	12	.	.	PUNCT
faba-258	430	1	sambaza	sambaza	PROPN
faba-258	430	2	,	,	PUNCT
faba-258	430	3	n.	n.	PROPN
faba-258	430	4	2016	2016	NUM
faba-258	430	5	.	.	PUNCT
faba-258	431	1	determinants	determinant	NOUN
faba-258	431	2	of	of	ADP
faba-258	431	3	effective	effective	ADJ
faba-258	431	4	bank	bank	NOUN
faba-258	431	5	liquidity	liquidity	NOUN
faba-258	431	6	management	management	NOUN
faba-258	431	7	in	in	ADP
faba-258	431	8	zimbabwe	zimbabwe	PROPN
faba-258	431	9	.	.	PUNCT
faba-258	432	1	unpublished	unpublished	ADJ
faba-258	432	2	doctoral	doctoral	ADJ
faba-258	432	3	dissertation	dissertation	NOUN
faba-258	432	4	,	,	PUNCT
faba-258	432	5	stellenbosch	stellenbosch	PROPN
faba-258	432	6	:	:	PUNCT
faba-258	432	7	stellenbosch	stellenbosch	PROPN
faba-258	432	8	university	university	PROPN
faba-258	432	9	.	.	PUNCT
faba-258	433	1	sarb	sarb	PROPN
faba-258	433	2	.	.	PROPN
faba-258	433	3	2020	2020	NUM
faba-258	433	4	.	.	PUNCT
faba-258	433	5	time	time	NOUN
faba-258	433	6	consistency	consistency	NOUN
faba-258	433	7	and	and	CCONJ
faba-258	433	8	economic	economic	ADJ
faba-258	433	9	growth	growth	NOUN
faba-258	433	10	:	:	PUNCT
faba-258	433	11	a	a	DET
faba-258	433	12	case	case	NOUN
faba-258	433	13	study	study	NOUN
faba-258	433	14	of	of	ADP
faba-258	433	15	south	south	ADJ
faba-258	433	16	african	african	ADJ
faba-258	433	17	macroeconomic	macroeconomic	ADJ
faba-258	433	18	policy	policy	NOUN
faba-258	433	19	.	.	PUNCT
faba-258	434	1	south	south	ADJ
faba-258	434	2	african	african	PROPN
faba-258	434	3	reserve	reserve	PROPN
faba-258	434	4	bank	bank	PROPN
faba-258	434	5	working	working	PROPN
faba-258	434	6	paper	paper	NOUN
faba-258	434	7	series	series	PROPN
faba-258	434	8	wp/20/12	wp/20/12	PROPN
faba-258	434	9	.	.	PUNCT
faba-258	435	1	singh	singh	PROPN
faba-258	435	2	,	,	PUNCT
faba-258	435	3	a.	a.	NOUN
faba-258	435	4	,	,	PUNCT
faba-258	435	5	and	and	CCONJ
faba-258	435	6	a.k	a.k	PROPN
faba-258	435	7	.	.	PROPN
faba-258	435	8	sharma	sharma	PROPN
faba-258	435	9	.	.	PUNCT
faba-258	436	1	2016	2016	NUM
faba-258	436	2	.	.	PUNCT
faba-258	437	1	an	an	DET
faba-258	437	2	empirical	empirical	ADJ
faba-258	437	3	analysis	analysis	NOUN
faba-258	437	4	of	of	ADP
faba-258	437	5	macroeconomic	macroeconomic	ADJ
faba-258	437	6	and	and	CCONJ
faba-258	437	7	bank	bank	NOUN
faba-258	437	8	-	-	PUNCT
faba-258	437	9	specific	specific	ADJ
faba-258	437	10	factors	factor	NOUN
faba-258	437	11	affecting	affect	VERB
faba-258	437	12	liquidity	liquidity	NOUN
faba-258	437	13	of	of	ADP
faba-258	437	14	indian	indian	ADJ
faba-258	437	15	banks	bank	NOUN
faba-258	437	16	.	.	PUNCT
faba-258	438	1	future	future	ADJ
faba-258	438	2	business	business	NOUN
faba-258	438	3	journal	journal	NOUN
faba-258	438	4	,	,	PUNCT
faba-258	438	5	2(1	2(1	NUM
faba-258	438	6	):	):	PUNCT
faba-258	438	7	40	40	NUM
faba-258	438	8	-	-	SYM
faba-258	438	9	53	53	NUM
faba-258	438	10	.	.	PUNCT
faba-258	439	1	sopan	sopan	PROPN
faba-258	439	2	,	,	PUNCT
faba-258	439	3	j.	j.	PROPN
faba-258	439	4	,	,	PUNCT
faba-258	439	5	and	and	CCONJ
faba-258	439	6	a.	a.	PROPN
faba-258	439	7	dutta	dutta	PROPN
faba-258	439	8	.	.	PROPN
faba-258	439	9	2018	2018	NUM
faba-258	439	10	.	.	PUNCT
faba-258	440	1	determinants	determinant	NOUN
faba-258	440	2	of	of	ADP
faba-258	440	3	liquidity	liquidity	NOUN
faba-258	440	4	risk	risk	NOUN
faba-258	440	5	in	in	ADP
faba-258	440	6	indian	indian	ADJ
faba-258	440	7	banks	bank	NOUN
faba-258	440	8	:	:	PUNCT
faba-258	440	9	a	a	DET
faba-258	440	10	panel	panel	NOUN
faba-258	440	11	data	data	VERB
faba-258	440	12	analysis	analysis	NOUN
faba-258	440	13	.	.	PUNCT
faba-258	441	1	asian	asian	ADJ
faba-258	441	2	journal	journal	PROPN
faba-258	441	3	of	of	ADP
faba-258	441	4	research	research	NOUN
faba-258	441	5	in	in	ADP
faba-258	441	6	banking	banking	NOUN
faba-258	441	7	and	and	CCONJ
faba-258	441	8	finance	finance	NOUN
faba-258	441	9	,	,	PUNCT
faba-258	441	10	8(6	8(6	NUM
faba-258	441	11	):	):	PUNCT
faba-258	441	12	47	47	NUM
faba-258	441	13	-	-	SYM
faba-258	441	14	59	59	NUM
faba-258	441	15	.	.	PUNCT
faba-258	442	1	tahir	tahir	PROPN
faba-258	442	2	,	,	PUNCT
faba-258	442	3	m.	m.	NOUN
faba-258	442	4	,	,	PUNCT
faba-258	442	5	fong	fong	PROPN
faba-258	442	6	-	-	PUNCT
faba-258	442	7	woon	woon	PROPN
faba-258	442	8	l.	l.	PROPN
faba-258	442	9	,	,	PUNCT
faba-258	442	10	a.	a.	PROPN
faba-258	442	11	a.	a.	PROPN
faba-258	442	12	jan	jan	PROPN
faba-258	442	13	,	,	PUNCT
faba-258	442	14	and	and	CCONJ
faba-258	442	15	s.	s.	PROPN
faba-258	442	16	q.	q.	PROPN
faba-258	442	17	a.	a.	PROPN
faba-258	442	18	shah	shah	PROPN
faba-258	442	19	.	.	PUNCT
faba-258	443	1	2023	2023	NUM
faba-258	443	2	.	.	PUNCT
faba-258	444	1	investigating	investigate	VERB
faba-258	444	2	bank	bank	NOUN
faba-258	444	3	-	-	PUNCT
faba-258	444	4	specific	specific	ADJ
faba-258	444	5	and	and	CCONJ
faba-258	444	6	macroeconomic	macroeconomic	ADJ
faba-258	444	7	factors	factor	NOUN
faba-258	444	8	affecting	affect	VERB
faba-258	444	9	the	the	DET
faba-258	444	10	liquidity	liquidity	NOUN
faba-258	444	11	position	position	NOUN
faba-258	444	12	of	of	ADP
faba-258	444	13	islamic	islamic	ADJ
faba-258	444	14	banks	bank	NOUN
faba-258	444	15	in	in	ADP
faba-258	444	16	pakistan	pakistan	PROPN
faba-258	444	17	.	.	PUNCT
faba-258	445	1	islamic	islamic	ADJ
faba-258	445	2	accounting	accounting	NOUN
faba-258	445	3	and	and	CCONJ
faba-258	445	4	finance	finance	NOUN
faba-258	445	5	,	,	PUNCT
faba-258	445	6	653	653	NUM
faba-258	445	7	-	-	SYM
faba-258	445	8	676	676	NUM
faba-258	445	9	.	.	PUNCT
faba-258	446	1	tasnova	tasnova	PROPN
faba-258	446	2	,	,	PUNCT
faba-258	446	3	n.	n.	PROPN
faba-258	446	4	2022	2022	NUM
faba-258	446	5	.	.	PUNCT
faba-258	447	1	impact	impact	NOUN
faba-258	447	2	of	of	ADP
faba-258	447	3	bank	bank	NOUN
faba-258	447	4	specific	specific	ADJ
faba-258	447	5	and	and	CCONJ
faba-258	447	6	macroeconomic	macroeconomic	ADJ
faba-258	447	7	determinants	determinant	NOUN
faba-258	447	8	on	on	ADP
faba-258	447	9	banks	bank	NOUN
faba-258	447	10	liquidity	liquidity	NOUN
faba-258	447	11	:	:	PUNCT
faba-258	447	12	an	an	DET
faba-258	447	13	empirical	empirical	ADJ
faba-258	447	14	study	study	NOUN
faba-258	447	15	on	on	ADP
faba-258	447	16	listed	list	VERB
faba-258	447	17	commercial	commercial	ADJ
faba-258	447	18	banks	bank	NOUN
faba-258	447	19	in	in	ADP
faba-258	447	20	bangladesh	bangladesh	NOUN
faba-258	447	21	.	.	PUNCT
faba-258	448	1	finance	finance	PROPN
faba-258	448	2	&	&	CCONJ
faba-258	448	3	economics	economics	PROPN
faba-258	448	4	review	review	PROPN
faba-258	448	5	4(1	4(1	NOUN
faba-258	448	6	):	):	PUNCT
faba-258	448	7	11–24	11–24	PROPN
faba-258	448	8	.	.	PUNCT
faba-258	449	1	umar	umar	PROPN
faba-258	449	2	,	,	PUNCT
faba-258	449	3	m.	m.	NOUN
faba-258	449	4	,	,	PUNCT
faba-258	449	5	and	and	CCONJ
faba-258	449	6	g.	g.	PROPN
faba-258	449	7	sun	sun	PROPN
faba-258	449	8	.	.	PROPN
faba-258	449	9	2016	2016	NUM
faba-258	449	10	.	.	PUNCT
faba-258	450	1	determinants	determinant	NOUN
faba-258	450	2	of	of	ADP
faba-258	450	3	different	different	ADJ
faba-258	450	4	types	type	NOUN
faba-258	450	5	of	of	ADP
faba-258	450	6	bank	bank	NOUN
faba-258	450	7	liquidity	liquidity	NOUN
faba-258	450	8	:	:	PUNCT
faba-258	450	9	evidence	evidence	NOUN
faba-258	450	10	from	from	ADP
faba-258	450	11	brics	bric	NOUN
faba-258	450	12	countries	country	NOUN
faba-258	450	13	.	.	PUNCT
faba-258	451	1	china	china	PROPN
faba-258	451	2	finance	finance	PROPN
faba-258	451	3	review	review	PROPN
faba-258	451	4	international	international	PROPN
faba-258	451	5	,	,	PUNCT
faba-258	451	6	6(4	6(4	NUM
faba-258	451	7	):	):	PUNCT
faba-258	451	8	380	380	NUM
faba-258	451	9	-	-	SYM
faba-258	451	10	403	403	NUM
faba-258	451	11	.	.	PUNCT
faba-258	452	1	van	van	PROPN
faba-258	452	2	schalkwyk	schalkwyk	PROPN
faba-258	452	3	,	,	PUNCT
faba-258	452	4	g.	g.	PROPN
faba-258	452	5	j.	j.	PROPN
faba-258	452	6	,	,	PUNCT
faba-258	452	7	and	and	CCONJ
faba-258	452	8	p.	p.	PROPN
faba-258	452	9	j.	j.	PROPN
faba-258	452	10	witbooi	witbooi	PROPN
faba-258	452	11	.	.	PUNCT
faba-258	453	1	2017	2017	NUM
faba-258	453	2	.	.	PUNCT
faba-258	454	1	an	an	DET
faba-258	454	2	optimal	optimal	ADJ
faba-258	454	3	strategy	strategy	NOUN
faba-258	454	4	for	for	ADP
faba-258	454	5	liquidity	liquidity	NOUN
faba-258	454	6	management	management	NOUN
faba-258	454	7	in	in	ADP
faba-258	454	8	banking	banking	NOUN
faba-258	454	9	.	.	PUNCT
faba-258	455	1	applied	apply	VERB
faba-258	455	2	mathematical	mathematical	ADJ
faba-258	455	3	sciences	science	NOUN
faba-258	455	4	,	,	PUNCT
faba-258	455	5	11	11	NUM
faba-258	455	6	(	(	PUNCT
faba-258	455	7	6	6	NUM
faba-258	455	8	):	):	PUNCT
faba-258	455	9	275–297	275–297	NUM
faba-258	455	10	.	.	PUNCT
faba-258	456	1	vu	vu	NOUN
faba-258	456	2	,	,	PUNCT
faba-258	456	3	t.	t.	PROPN
faba-258	456	4	,	,	PUNCT
faba-258	456	5	p.	p.	PROPN
faba-258	456	6	thao	thao	PROPN
faba-258	456	7	,	,	PUNCT
faba-258	456	8	and	and	CCONJ
faba-258	456	9	l.	l.	PROPN
faba-258	456	10	t.	t.	PROPN
faba-258	456	11	thanh	thanh	PROPN
faba-258	456	12	.	.	PUNCT
faba-258	457	1	2021	2021	NUM
faba-258	457	2	.	.	PUNCT
faba-258	458	1	an	an	DET
faba-258	458	2	empirical	empirical	ADJ
faba-258	458	3	analysis	analysis	NOUN
faba-258	458	4	of	of	ADP
faba-258	458	5	macroeconomic	macroeconomic	ADJ
faba-258	458	6	and	and	CCONJ
faba-258	458	7	bank	bank	NOUN
faba-258	458	8	-	-	PUNCT
faba-258	458	9	specific	specific	ADJ
faba-258	458	10	factors	factor	NOUN
faba-258	458	11	affecting	affect	VERB
faba-258	458	12	bank	bank	NOUN
faba-258	458	13	deposits	deposit	NOUN
faba-258	458	14	in	in	ADP
faba-258	458	15	vietnam	vietnam	PROPN
faba-258	458	16	.	.	PUNCT
faba-258	459	1	international	international	ADJ
faba-258	459	2	journal	journal	PROPN
faba-258	459	3	of	of	ADP
faba-258	459	4	financial	financial	ADJ
faba-258	459	5	research	research	NOUN
faba-258	459	6	,	,	PUNCT
faba-258	459	7	12(2):172	12(2):172	PROPN
faba-258	459	8	-	-	SYM
faba-258	459	9	183	183	NUM
faba-258	459	10	.	.	PUNCT