id	sid	tid	token	lemma	pos
easat-4186	1	1	edelweiss	edelweiss	PROPN
easat-4186	1	2	applied	apply	VERB
easat-4186	1	3	science	science	NOUN
easat-4186	1	4	and	and	CCONJ
easat-4186	1	5	technology	technology	NOUN
easat-4186	1	6	issn	issn	PROPN
easat-4186	1	7	:	:	PUNCT
easat-4186	1	8	2576	2576	NUM
easat-4186	1	9	-	-	SYM
easat-4186	1	10	8484	8484	NUM
easat-4186	1	11	vol	vol	NOUN
easat-4186	1	12	.	.	PROPN
easat-4186	2	1	9	9	NUM
easat-4186	2	2	,	,	PUNCT
easat-4186	2	3	no	no	INTJ
easat-4186	2	4	.	.	NOUN
easat-4186	2	5	1	1	NUM
easat-4186	2	6	,	,	PUNCT
easat-4186	2	7	614	614	NUM
easat-4186	2	8	-	-	SYM
easat-4186	2	9	619	619	NUM
easat-4186	2	10	2025	2025	NUM
easat-4186	2	11	publisher	publisher	NOUN
easat-4186	2	12	:	:	PUNCT
easat-4186	2	13	learning	learn	VERB
easat-4186	2	14	gate	gate	NOUN
easat-4186	2	15	doi	doi	PROPN
easat-4186	2	16	:	:	PUNCT
easat-4186	2	17	10.55214/25768484.v9i1.4186	10.55214/25768484.v9i1.4186	NUM
easat-4186	2	18	©	©	PROPN
easat-4186	2	19	2025	2025	NUM
easat-4186	2	20	by	by	ADP
easat-4186	2	21	the	the	DET
easat-4186	2	22	authors	author	NOUN
easat-4186	2	23	;	;	PUNCT
easat-4186	2	24	licensee	licensee	PROPN
easat-4186	2	25	learning	learning	NOUN
easat-4186	2	26	gate	gate	NOUN
easat-4186	3	1	©	©	PROPN
easat-4186	3	2	2025	2025	NUM
easat-4186	3	3	by	by	ADP
easat-4186	3	4	the	the	DET
easat-4186	3	5	authors	author	NOUN
easat-4186	3	6	;	;	PUNCT
easat-4186	3	7	licensee	licensee	PROPN
easat-4186	3	8	learning	learning	NOUN
easat-4186	3	9	gate	gate	NOUN
easat-4186	3	10	history	history	NOUN
easat-4186	3	11	:	:	PUNCT
easat-4186	3	12	received	receive	VERB
easat-4186	3	13	:	:	PUNCT
easat-4186	3	14	11	11	NUM
easat-4186	3	15	december	december	PROPN
easat-4186	3	16	2024	2024	NUM
easat-4186	3	17	;	;	PUNCT
easat-4186	3	18	revised	revise	VERB
easat-4186	3	19	:	:	PUNCT
easat-4186	3	20	1	1	NUM
easat-4186	3	21	january	january	NOUN
easat-4186	3	22	2025	2025	NUM
easat-4186	3	23	;	;	PUNCT
easat-4186	3	24	accepted	accept	VERB
easat-4186	3	25	:	:	PUNCT
easat-4186	3	26	3	3	NUM
easat-4186	3	27	january	january	NOUN
easat-4186	3	28	2025	2025	NUM
easat-4186	3	29	;	;	PUNCT
easat-4186	3	30	published	publish	VERB
easat-4186	3	31	:	:	PUNCT
easat-4186	4	1	10	10	NUM
easat-4186	4	2	january	january	PROPN
easat-4186	4	3	2025	2025	NUM
easat-4186	4	4	*	*	PUNCT
easat-4186	4	5	correspondence	correspondence	NOUN
easat-4186	4	6	:	:	PUNCT
easat-4186	4	7	aymenhaditalib@gmail.com	aymenhaditalib@gmail.com	X
easat-4186	5	1	analysis	analysis	NOUN
easat-4186	5	2	of	of	ADP
easat-4186	5	3	liquidity	liquidity	NOUN
easat-4186	5	4	risk	risk	NOUN
easat-4186	5	5	management	management	NOUN
easat-4186	5	6	using	use	VERB
easat-4186	5	7	neural	neural	ADJ
easat-4186	5	8	networks	network	NOUN
easat-4186	5	9	:	:	PUNCT
easat-4186	5	10	an	an	DET
easat-4186	5	11	applied	apply	VERB
easat-4186	5	12	study	study	NOUN
easat-4186	5	13	on	on	ADP
easat-4186	5	14	tesla	tesla	PROPN
easat-4186	5	15	company	company	NOUN
easat-4186	5	16	for	for	ADP
easat-4186	5	17	the	the	DET
easat-4186	5	18	period	period	NOUN
easat-4186	5	19	2016	2016	NUM
easat-4186	5	20	-	-	SYM
easat-4186	5	21	2023	2023	NUM
easat-4186	5	22	aymen	ayman	NOUN
easat-4186	5	23	hadi	hadi	PROPN
easat-4186	5	24	talib1	talib1	PROPN
easat-4186	5	25	*	*	PROPN
easat-4186	5	26	,	,	PUNCT
easat-4186	5	27	laith	laith	PROPN
easat-4186	5	28	ali	ali	PROPN
easat-4186	5	29	zgair2	zgair2	PROPN
easat-4186	5	30	,	,	PUNCT
easat-4186	5	31	rafid	rafid	PROPN
easat-4186	5	32	k.	k.	PROPN
easat-4186	5	33	nassif	nassif	VERB
easat-4186	5	34	al	al	PROPN
easat-4186	5	35	-	-	PUNCT
easat-4186	5	36	obaidi3	obaidi3	PROPN
easat-4186	5	37	,	,	PUNCT
easat-4186	5	38	oday	oday	PROPN
easat-4186	5	39	lateef	lateef	PROPN
easat-4186	5	40	mahmood4	mahmood4	PROPN
easat-4186	6	1	1ministry	1ministry	NUM
easat-4186	6	2	of	of	ADP
easat-4186	6	3	education	education	NOUN
easat-4186	6	4	,	,	PUNCT
easat-4186	6	5	iraq	iraq	PROPN
easat-4186	6	6	;	;	PUNCT
easat-4186	6	7	aymenhaditalib@gmail.com	aymenhaditalib@gmail.com	X
easat-4186	6	8	(	(	PUNCT
easat-4186	6	9	a.h.t	a.h.t	NOUN
easat-4186	6	10	.	.	PUNCT
easat-4186	6	11	)	)	PUNCT
easat-4186	6	12	.	.	PUNCT
easat-4186	7	1	2,4technical	2,4technical	PROPN
easat-4186	7	2	college	college	PROPN
easat-4186	7	3	al	al	PROPN
easat-4186	7	4	-	-	PUNCT
easat-4186	7	5	mussib	mussib	PROPN
easat-4186	7	6	,	,	PUNCT
easat-4186	7	7	al	al	PROPN
easat-4186	7	8	-	-	PUNCT
easat-4186	7	9	furat	furat	PROPN
easat-4186	7	10	al	al	PROPN
easat-4186	7	11	-	-	PUNCT
easat-4186	7	12	awsat	awsat	VERB
easat-4186	7	13	technical	technical	ADJ
easat-4186	7	14	university	university	PROPN
easat-4186	7	15	,	,	PUNCT
easat-4186	7	16	iraq	iraq	PROPN
easat-4186	7	17	.	.	PUNCT
easat-4186	8	1	3technical	3technical	NUM
easat-4186	8	2	institute	institute	PROPN
easat-4186	8	3	of	of	ADP
easat-4186	8	4	al	al	PROPN
easat-4186	8	5	-	-	PUNCT
easat-4186	8	6	mussib	mussib	PROPN
easat-4186	8	7	,	,	PUNCT
easat-4186	8	8	al	al	PROPN
easat-4186	8	9	-	-	PUNCT
easat-4186	8	10	furat	furat	PROPN
easat-4186	8	11	al	al	PROPN
easat-4186	8	12	-	-	PUNCT
easat-4186	8	13	awsat	awsat	VERB
easat-4186	8	14	technical	technical	ADJ
easat-4186	8	15	university	university	PROPN
easat-4186	8	16	,	,	PUNCT
easat-4186	8	17	iraq	iraq	PROPN
easat-4186	8	18	.	.	PUNCT
easat-4186	9	1	abstract	abstract	ADJ
easat-4186	9	2	:	:	PUNCT
easat-4186	9	3	this	this	DET
easat-4186	9	4	research	research	NOUN
easat-4186	9	5	aims	aim	VERB
easat-4186	9	6	to	to	PART
easat-4186	9	7	study	study	VERB
easat-4186	9	8	eagerness	eagerness	NOUN
easat-4186	9	9	risk	risk	NOUN
easat-4186	9	10	in	in	ADP
easat-4186	9	11	tesla	tesla	PROPN
easat-4186	9	12	inc	inc	PROPN
easat-4186	9	13	.	.	PROPN
easat-4186	9	14	by	by	ADP
easat-4186	9	15	utilizing	utilize	VERB
easat-4186	9	16	an	an	DET
easat-4186	9	17	artificial	artificial	ADJ
easat-4186	9	18	neural	neural	ADJ
easat-4186	9	19	network	network	NOUN
easat-4186	9	20	to	to	PART
easat-4186	9	21	investigate	investigate	VERB
easat-4186	9	22	financial	financial	ADJ
easat-4186	9	23	data	datum	NOUN
easat-4186	9	24	from	from	ADP
easat-4186	9	25	2016	2016	NUM
easat-4186	9	26	until	until	ADP
easat-4186	9	27	2023	2023	NUM
easat-4186	9	28	.	.	PUNCT
easat-4186	10	1	the	the	DET
easat-4186	10	2	current	current	ADJ
easat-4186	10	3	ratio	ratio	NOUN
easat-4186	10	4	,	,	PUNCT
easat-4186	10	5	quick	quick	ADJ
easat-4186	10	6	ratio	ratio	NOUN
easat-4186	10	7	,	,	PUNCT
easat-4186	10	8	annual	annual	ADJ
easat-4186	10	9	returns	return	NOUN
easat-4186	10	10	,	,	PUNCT
easat-4186	10	11	stock	stock	NOUN
easat-4186	10	12	price	price	NOUN
easat-4186	10	13	dispersion	dispersion	NOUN
easat-4186	10	14	,	,	PUNCT
easat-4186	10	15	profitability	profitability	NOUN
easat-4186	10	16	,	,	PUNCT
easat-4186	10	17	debt	debt	NOUN
easat-4186	10	18	-	-	PUNCT
easat-4186	10	19	to	to	ADP
easat-4186	10	20	-	-	PUNCT
easat-4186	10	21	equity	equity	NOUN
easat-4186	10	22	ratio	ratio	NOUN
easat-4186	10	23	,	,	PUNCT
easat-4186	10	24	return	return	VERB
easat-4186	10	25	on	on	ADP
easat-4186	10	26	assets	asset	NOUN
easat-4186	10	27	(	(	PUNCT
easat-4186	10	28	roa	roa	NOUN
easat-4186	10	29	)	)	PUNCT
easat-4186	10	30	and	and	CCONJ
easat-4186	10	31	return	return	VERB
easat-4186	10	32	on	on	ADP
easat-4186	10	33	equity	equity	NOUN
easat-4186	10	34	(	(	PUNCT
easat-4186	10	35	roe	roe	PROPN
easat-4186	10	36	)	)	PUNCT
easat-4186	10	37	were	be	AUX
easat-4186	10	38	among	among	ADP
easat-4186	10	39	the	the	DET
easat-4186	10	40	financial	financial	ADJ
easat-4186	10	41	information	information	NOUN
easat-4186	10	42	collected	collect	VERB
easat-4186	10	43	.	.	PUNCT
easat-4186	11	1	the	the	DET
easat-4186	11	2	financial	financial	ADJ
easat-4186	11	3	information	information	NOUN
easat-4186	11	4	was	be	AUX
easat-4186	11	5	analyzed	analyze	VERB
easat-4186	11	6	by	by	ADP
easat-4186	11	7	multilayer	multilayer	ADJ
easat-4186	11	8	feed	feed	NOUN
easat-4186	11	9	-	-	PUNCT
easat-4186	11	10	forward	forward	ADV
easat-4186	11	11	neural	neural	ADJ
easat-4186	11	12	network	network	NOUN
easat-4186	11	13	and	and	CCONJ
easat-4186	11	14	recognized	recognize	VERB
easat-4186	11	15	places	place	NOUN
easat-4186	11	16	where	where	SCONJ
easat-4186	11	17	liquidity	liquidity	NOUN
easat-4186	11	18	risk	risk	NOUN
easat-4186	11	19	prevailed	prevail	VERB
easat-4186	11	20	through	through	ADP
easat-4186	11	21	mathematical	mathematical	ADJ
easat-4186	11	22	computations	computation	NOUN
easat-4186	11	23	as	as	ADV
easat-4186	11	24	well	well	ADV
easat-4186	11	25	.	.	PUNCT
easat-4186	12	1	the	the	DET
easat-4186	12	2	results	result	NOUN
easat-4186	12	3	had	have	AUX
easat-4186	12	4	shown	show	VERB
easat-4186	12	5	that	that	SCONJ
easat-4186	12	6	the	the	DET
easat-4186	12	7	model	model	NOUN
easat-4186	12	8	had	have	AUX
easat-4186	12	9	achieved	achieve	VERB
easat-4186	12	10	a	a	DET
easat-4186	12	11	prediction	prediction	NOUN
easat-4186	12	12	accuracy	accuracy	NOUN
easat-4186	12	13	of	of	ADP
easat-4186	12	14	87.5	87.5	NUM
easat-4186	12	15	%	%	NOUN
easat-4186	12	16	,	,	PUNCT
easat-4186	12	17	thus	thus	ADV
easat-4186	12	18	indicating	indicate	VERB
easat-4186	12	19	how	how	SCONJ
easat-4186	12	20	neural	neural	ADJ
easat-4186	12	21	networks	network	NOUN
easat-4186	12	22	can	can	AUX
easat-4186	12	23	be	be	AUX
easat-4186	12	24	used	use	VERB
easat-4186	12	25	effectively	effectively	ADV
easat-4186	12	26	when	when	SCONJ
easat-4186	12	27	doing	do	VERB
easat-4186	12	28	analysis	analysis	NOUN
easat-4186	12	29	on	on	ADP
easat-4186	12	30	financial	financial	ADJ
easat-4186	12	31	data	datum	NOUN
easat-4186	12	32	and	and	CCONJ
easat-4186	12	33	assessing	assess	VERB
easat-4186	12	34	liquidity	liquidity	NOUN
easat-4186	12	35	risks	risk	NOUN
easat-4186	12	36	.	.	PUNCT
easat-4186	13	1	numerical	numerical	ADJ
easat-4186	13	2	evidence	evidence	NOUN
easat-4186	13	3	has	have	AUX
easat-4186	13	4	been	be	AUX
easat-4186	13	5	provided	provide	VERB
easat-4186	13	6	by	by	ADP
easat-4186	13	7	this	this	DET
easat-4186	13	8	study	study	NOUN
easat-4186	13	9	as	as	SCONJ
easat-4186	13	10	regards	regard	VERB
easat-4186	13	11	the	the	DET
easat-4186	13	12	ability	ability	NOUN
easat-4186	13	13	of	of	ADP
easat-4186	13	14	tesla	tesla	PROPN
easat-4186	13	15	’s	’s	PART
easat-4186	13	16	financial	financial	ADJ
easat-4186	13	17	liquidity	liquidity	NOUN
easat-4186	13	18	changes	change	NOUN
easat-4186	13	19	prediction	prediction	NOUN
easat-4186	13	20	via	via	ADP
easat-4186	13	21	the	the	DET
easat-4186	13	22	model	model	NOUN
easat-4186	13	23	making	make	VERB
easat-4186	13	24	it	it	PRON
easat-4186	13	25	a	a	DET
easat-4186	13	26	good	good	ADJ
easat-4186	13	27	tool	tool	NOUN
easat-4186	13	28	for	for	ADP
easat-4186	13	29	the	the	DET
easat-4186	13	30	purposes	purpose	NOUN
easat-4186	13	31	of	of	ADP
easat-4186	13	32	financial	financial	ADJ
easat-4186	13	33	planning	planning	NOUN
easat-4186	13	34	including	include	VERB
easat-4186	13	35	risk	risk	NOUN
easat-4186	13	36	management	management	NOUN
easat-4186	13	37	as	as	ADV
easat-4186	13	38	well	well	ADV
easat-4186	13	39	.	.	PUNCT
easat-4186	14	1	keywords	keyword	NOUN
easat-4186	14	2	:	:	PUNCT
easat-4186	14	3	financial	financial	ADJ
easat-4186	14	4	analysis	analysis	NOUN
easat-4186	14	5	,	,	PUNCT
easat-4186	14	6	liquidity	liquidity	NOUN
easat-4186	14	7	risk	risk	NOUN
easat-4186	14	8	,	,	PUNCT
easat-4186	14	9	neural	neural	ADJ
easat-4186	14	10	network	network	NOUN
easat-4186	14	11	,	,	PUNCT
easat-4186	14	12	predictive	predictive	ADJ
easat-4186	14	13	models	model	NOUN
easat-4186	14	14	,	,	PUNCT
easat-4186	14	15	return	return	VERB
easat-4186	14	16	on	on	ADP
easat-4186	14	17	assets	asset	NOUN
easat-4186	14	18	(	(	PUNCT
easat-4186	14	19	roa	roa	NOUN
easat-4186	14	20	)	)	PUNCT
easat-4186	14	21	,	,	PUNCT
easat-4186	14	22	return	return	VERB
easat-4186	14	23	on	on	ADP
easat-4186	14	24	equity	equity	NOUN
easat-4186	14	25	(	(	PUNCT
easat-4186	14	26	roe	roe	PROPN
easat-4186	14	27	)	)	PUNCT
easat-4186	14	28	,	,	PUNCT
easat-4186	14	29	tesla	tesla	PROPN
easat-4186	14	30	inc	inc	PROPN
easat-4186	14	31	.	.	PROPN
easat-4186	14	32	1	1	NUM
easat-4186	14	33	.	.	PUNCT
easat-4186	15	1	introduction	introduction	NOUN
easat-4186	15	2	investors	investor	NOUN
easat-4186	15	3	and	and	CCONJ
easat-4186	15	4	decision	decision	NOUN
easat-4186	15	5	-	-	PUNCT
easat-4186	15	6	makers	maker	NOUN
easat-4186	15	7	are	be	AUX
easat-4186	15	8	faced	face	VERB
easat-4186	15	9	with	with	ADP
easat-4186	15	10	a	a	DET
easat-4186	15	11	significant	significant	ADJ
easat-4186	15	12	challenge	challenge	NOUN
easat-4186	15	13	in	in	ADP
easat-4186	15	14	managing	manage	VERB
easat-4186	15	15	risks	risk	NOUN
easat-4186	15	16	associated	associate	VERB
easat-4186	15	17	with	with	ADP
easat-4186	15	18	liquidity	liquidity	NOUN
easat-4186	15	19	[	[	X
easat-4186	15	20	1	1	NUM
easat-4186	15	21	,	,	PUNCT
easat-4186	15	22	2	2	NUM
easat-4186	15	23	]	]	PUNCT
easat-4186	15	24	because	because	SCONJ
easat-4186	15	25	emerging	emerge	VERB
easat-4186	15	26	markets	market	NOUN
easat-4186	15	27	tend	tend	VERB
easat-4186	15	28	to	to	PART
easat-4186	15	29	have	have	VERB
easat-4186	15	30	returns	return	NOUN
easat-4186	15	31	,	,	PUNCT
easat-4186	15	32	exchange	exchange	NOUN
easat-4186	15	33	rates	rate	NOUN
easat-4186	15	34	and	and	CCONJ
easat-4186	15	35	liquidity	liquidity	NOUN
easat-4186	15	36	which	which	PRON
easat-4186	15	37	fluctuate	fluctuate	NOUN
easat-4186	15	38	considerably	considerably	ADV
easat-4186	15	39	.	.	PUNCT
easat-4186	16	1	such	such	ADJ
easat-4186	16	2	fluctuations	fluctuation	NOUN
easat-4186	16	3	affect	affect	VERB
easat-4186	16	4	the	the	DET
easat-4186	16	5	stability	stability	NOUN
easat-4186	16	6	of	of	ADP
easat-4186	16	7	financial	financial	ADJ
easat-4186	16	8	markets	market	NOUN
easat-4186	16	9	thus	thus	ADV
easat-4186	16	10	complicating	complicate	VERB
easat-4186	16	11	prediction	prediction	NOUN
easat-4186	16	12	of	of	ADP
easat-4186	16	13	their	their	PRON
easat-4186	16	14	performance	performance	NOUN
easat-4186	16	15	chen	chen	PROPN
easat-4186	16	16	,	,	PUNCT
easat-4186	16	17	et	et	PROPN
easat-4186	16	18	al	al	PROPN
easat-4186	16	19	.	.	PUNCT
easat-4186	17	1	[	[	X
easat-4186	17	2	3	3	NUM
easat-4186	17	3	]	]	PUNCT
easat-4186	17	4	.	.	PUNCT
easat-4186	18	1	talib	talib	PROPN
easat-4186	18	2	,	,	PUNCT
easat-4186	18	3	et	et	PROPN
easat-4186	18	4	al	al	PROPN
easat-4186	18	5	.	.	PUNCT
easat-4186	19	1	[	[	X
easat-4186	19	2	4	4	X
easat-4186	19	3	]	]	PUNCT
easat-4186	19	4	conducted	conduct	VERB
easat-4186	19	5	a	a	DET
easat-4186	19	6	study	study	NOUN
easat-4186	19	7	on	on	ADP
easat-4186	19	8	restructuring	restructure	VERB
easat-4186	19	9	production	production	NOUN
easat-4186	19	10	lines	line	NOUN
easat-4186	19	11	using	use	VERB
easat-4186	19	12	"	"	PUNCT
easat-4186	19	13	concurrent	concurrent	ADJ
easat-4186	19	14	engineering	engineering	NOUN
easat-4186	19	15	,	,	PUNCT
easat-4186	19	16	"	"	PUNCT
easat-4186	19	17	resulting	result	VERB
easat-4186	19	18	in	in	ADP
easat-4186	19	19	a	a	DET
easat-4186	19	20	16.75	16.75	NUM
easat-4186	19	21	%	%	NOUN
easat-4186	19	22	reduction	reduction	NOUN
easat-4186	19	23	in	in	ADP
easat-4186	19	24	total	total	ADJ
easat-4186	19	25	production	production	NOUN
easat-4186	19	26	time	time	NOUN
easat-4186	19	27	,	,	PUNCT
easat-4186	19	28	thereby	thereby	ADV
easat-4186	19	29	enhancing	enhance	VERB
easat-4186	19	30	efficiency	efficiency	NOUN
easat-4186	19	31	and	and	CCONJ
easat-4186	19	32	reducing	reduce	VERB
easat-4186	19	33	costs	cost	NOUN
easat-4186	19	34	.	.	PUNCT
easat-4186	20	1	the	the	DET
easat-4186	20	2	k	k	NOUN
easat-4186	20	3	-	-	PUNCT
easat-4186	20	4	nearest	near	ADJ
easat-4186	20	5	neighbors	neighbor	NOUN
easat-4186	20	6	(	(	PUNCT
easat-4186	20	7	knn	knn	PROPN
easat-4186	20	8	)	)	PUNCT
easat-4186	20	9	model	model	NOUN
easat-4186	20	10	is	be	AUX
easat-4186	20	11	an	an	DET
easat-4186	20	12	efficient	efficient	ADJ
easat-4186	20	13	tool	tool	NOUN
easat-4186	20	14	for	for	ADP
easat-4186	20	15	analyzing	analyze	VERB
easat-4186	20	16	financial	financial	ADJ
easat-4186	20	17	data	datum	NOUN
easat-4186	20	18	and	and	CCONJ
easat-4186	20	19	is	be	AUX
easat-4186	20	20	used	use	VERB
easat-4186	20	21	to	to	PART
easat-4186	20	22	predict	predict	VERB
easat-4186	20	23	liquidity	liquidity	NOUN
easat-4186	20	24	risks	risk	NOUN
easat-4186	20	25	because	because	SCONJ
easat-4186	20	26	it	it	PRON
easat-4186	20	27	can	can	AUX
easat-4186	20	28	handle	handle	VERB
easat-4186	20	29	unstable	unstable	ADJ
easat-4186	20	30	and	and	CCONJ
easat-4186	20	31	nonlinear	nonlinear	ADJ
easat-4186	20	32	data	datum	NOUN
easat-4186	20	33	[	[	X
easat-4186	20	34	5	5	NUM
easat-4186	20	35	]	]	PUNCT
easat-4186	20	36	.	.	PUNCT
easat-4186	21	1	thus	thus	ADV
easat-4186	21	2	,	,	PUNCT
easat-4186	21	3	through	through	ADP
easat-4186	21	4	this	this	DET
easat-4186	21	5	research	research	NOUN
easat-4186	21	6	,	,	PUNCT
easat-4186	21	7	we	we	PRON
easat-4186	21	8	aim	aim	VERB
easat-4186	21	9	at	at	ADP
easat-4186	21	10	applying	apply	VERB
easat-4186	21	11	knn	knn	PROPN
easat-4186	21	12	model	model	NOUN
easat-4186	21	13	using	use	VERB
easat-4186	21	14	real	real	ADJ
easat-4186	21	15	financial	financial	ADJ
easat-4186	21	16	data	datum	NOUN
easat-4186	21	17	from	from	ADP
easat-4186	21	18	world	world	PROPN
easat-4186	21	19	bank	bank	PROPN
easat-4186	21	20	data	data	PROPN
easat-4186	21	21	bank	bank	PROPN
easat-4186	21	22	and	and	CCONJ
easat-4186	21	23	jstor	jstor	NOUN
easat-4186	21	24	in	in	ADP
easat-4186	21	25	order	order	NOUN
easat-4186	21	26	to	to	PART
easat-4186	21	27	assess	assess	VERB
easat-4186	21	28	its	its	PRON
easat-4186	21	29	efficiency	efficiency	NOUN
easat-4186	21	30	in	in	ADP
easat-4186	21	31	predicting	predict	VERB
easat-4186	21	32	liquidity	liquidity	NOUN
easat-4186	21	33	risks	risk	NOUN
easat-4186	21	34	in	in	ADP
easat-4186	21	35	emerging	emerge	VERB
easat-4186	21	36	markets	market	NOUN
easat-4186	21	37	[	[	X
easat-4186	21	38	6	6	NUM
easat-4186	21	39	]	]	PUNCT
easat-4186	21	40	.	.	PUNCT
easat-4186	22	1	it	it	PRON
easat-4186	22	2	is	be	AUX
easat-4186	22	3	apparent	apparent	ADJ
easat-4186	22	4	that	that	SCONJ
easat-4186	22	5	liquidity	liquidity	NOUN
easat-4186	22	6	risk	risk	NOUN
easat-4186	22	7	remains	remain	VERB
easat-4186	22	8	one	one	NUM
easat-4186	22	9	of	of	ADP
easat-4186	22	10	the	the	DET
easat-4186	22	11	main	main	ADJ
easat-4186	22	12	problems	problem	NOUN
easat-4186	22	13	facing	face	VERB
easat-4186	22	14	companies	company	NOUN
easat-4186	22	15	within	within	ADP
easat-4186	22	16	financial	financial	ADJ
easat-4186	22	17	markets	market	NOUN
easat-4186	22	18	;	;	PUNCT
easat-4186	22	19	this	this	PRON
easat-4186	22	20	greatly	greatly	ADV
easat-4186	22	21	influences	influence	VERB
easat-4186	22	22	their	their	PRON
easat-4186	22	23	capacity	capacity	NOUN
easat-4186	22	24	to	to	PART
easat-4186	22	25	meet	meet	VERB
easat-4186	22	26	shortterm	shortterm	PROPN
easat-4186	22	27	financial	financial	ADJ
easat-4186	22	28	obligations	obligation	NOUN
easat-4186	22	29	.	.	PUNCT
easat-4186	23	1	the	the	DET
easat-4186	23	2	use	use	NOUN
easat-4186	23	3	of	of	ADP
easat-4186	23	4	predictive	predictive	ADJ
easat-4186	23	5	models	model	NOUN
easat-4186	23	6	when	when	SCONJ
easat-4186	23	7	analyzing	analyze	VERB
easat-4186	23	8	liquidity	liquidity	NOUN
easat-4186	23	9	risks	risk	NOUN
easat-4186	23	10	and	and	CCONJ
easat-4186	23	11	identifying	identify	VERB
easat-4186	23	12	trends	trend	NOUN
easat-4186	23	13	relating	relate	VERB
easat-4186	23	14	to	to	ADP
easat-4186	23	15	potential	potential	ADJ
easat-4186	23	16	financial	financial	ADJ
easat-4186	23	17	risks	risk	NOUN
easat-4186	23	18	has	have	AUX
easat-4186	23	19	been	be	AUX
easat-4186	23	20	emphasized	emphasize	VERB
easat-4186	23	21	by	by	ADP
easat-4186	23	22	earlier	early	ADJ
easat-4186	23	23	studies	study	NOUN
easat-4186	23	24	.	.	PUNCT
easat-4186	24	1	kolesnikova	kolesnikova	PROPN
easat-4186	24	2	,	,	PUNCT
easat-4186	24	3	et	et	PROPN
easat-4186	24	4	al	al	PROPN
easat-4186	24	5	.	.	PUNCT
easat-4186	25	1	[	[	X
easat-4186	25	2	7	7	NUM
easat-4186	25	3	]	]	PUNCT
easat-4186	25	4	investigated	investigate	VERB
easat-4186	25	5	how	how	SCONJ
easat-4186	25	6	one	one	PRON
easat-4186	25	7	can	can	AUX
easat-4186	25	8	use	use	VERB
easat-4186	25	9	deep	deep	ADJ
easat-4186	25	10	learning	learning	NOUN
easat-4186	25	11	techniques	technique	NOUN
easat-4186	25	12	to	to	PART
easat-4186	25	13	develop	develop	VERB
easat-4186	25	14	decision	decision	NOUN
easat-4186	25	15	support	support	NOUN
easat-4186	25	16	models	model	NOUN
easat-4186	25	17	using	use	VERB
easat-4186	25	18	structured	structure	VERB
easat-4186	25	19	,	,	PUNCT
easat-4186	25	20	tabular	tabular	PROPN
easat-4186	25	21	data	datum	NOUN
easat-4186	25	22	for	for	ADP
easat-4186	25	23	financial	financial	ADJ
easat-4186	25	24	risk	risk	NOUN
easat-4186	25	25	management	management	NOUN
easat-4186	25	26	with	with	ADP
easat-4186	25	27	an	an	DET
easat-4186	25	28	emphasis	emphasis	NOUN
easat-4186	25	29	on	on	ADP
easat-4186	25	30	the	the	DET
easat-4186	25	31	prediction	prediction	NOUN
easat-4186	25	32	of	of	ADP
easat-4186	25	33	traders	trader	NOUN
easat-4186	25	34	’	’	PART
easat-4186	25	35	profitability	profitability	NOUN
easat-4186	25	36	.	.	PUNCT
easat-4186	26	1	the	the	DET
easat-4186	26	2	research	research	NOUN
easat-4186	26	3	also	also	ADV
easat-4186	26	4	notes	note	VERB
easat-4186	26	5	that	that	SCONJ
easat-4186	26	6	deep	deep	ADJ
easat-4186	26	7	learning	learning	NOUN
easat-4186	26	8	is	be	AUX
easat-4186	26	9	better	well	ADJ
easat-4186	26	10	than	than	ADP
easat-4186	26	11	conventional	conventional	ADJ
easat-4186	26	12	machine	machine	NOUN
easat-4186	26	13	learning	learning	NOUN
easat-4186	26	14	in	in	ADP
easat-4186	26	15	terms	term	NOUN
easat-4186	26	16	of	of	ADP
easat-4186	26	17	its	its	PRON
easat-4186	26	18	capacity	capacity	NOUN
easat-4186	26	19	for	for	ADP
easat-4186	26	20	automatic	automatic	ADJ
easat-4186	26	21	feature	feature	NOUN
easat-4186	26	22	learning	learn	VERB
easat-4186	26	23	as	as	ADV
easat-4186	26	24	well	well	ADV
easat-4186	26	25	as	as	ADP
easat-4186	26	26	its	its	PRON
easat-4186	26	27	ability	ability	NOUN
easat-4186	26	28	to	to	PART
easat-4186	26	29	withstand	withstand	VERB
easat-4186	26	30	changing	change	VERB
easat-4186	26	31	market	market	NOUN
easat-4186	26	32	conditions	condition	NOUN
easat-4186	26	33	.	.	PUNCT
easat-4186	27	1	this	this	DET
easat-4186	27	2	work	work	NOUN
easat-4186	27	3	shows	show	VERB
easat-4186	27	4	the	the	DET
easat-4186	27	5	capacity	capacity	NOUN
easat-4186	27	6	of	of	ADP
easat-4186	27	7	deep	deep	ADJ
easat-4186	27	8	learning	learning	NOUN
easat-4186	27	9	to	to	PART
easat-4186	27	10	forecast	forecast	VERB
easat-4186	27	11	operational	operational	ADJ
easat-4186	27	12	risks	risk	NOUN
easat-4186	27	13	providing	provide	VERB
easat-4186	27	14	information	information	NOUN
easat-4186	27	15	for	for	ADP
easat-4186	27	16	network	network	NOUN
easat-4186	27	17	architecture	architecture	NOUN
easat-4186	27	18	design	design	NOUN
easat-4186	27	19	and	and	CCONJ
easat-4186	27	20	outranking	outrank	VERB
easat-4186	27	21	traditional	traditional	ADJ
easat-4186	27	22	methods	method	NOUN
easat-4186	27	23	.	.	PUNCT
easat-4186	28	1	furthermore	furthermore	ADV
easat-4186	28	2	,	,	PUNCT
easat-4186	28	3	the	the	DET
easat-4186	28	4	study	study	NOUN
easat-4186	28	5	carried	carry	VERB
easat-4186	28	6	out	out	ADP
easat-4186	28	7	by	by	ADP
easat-4186	28	8	taherdoost	taherdoost	NOUN
easat-4186	29	1	[	[	X
easat-4186	29	2	8	8	NUM
easat-4186	29	3	]	]	PUNCT
easat-4186	29	4	indicated	indicate	VERB
easat-4186	29	5	the	the	DET
easat-4186	29	6	efficiency	efficiency	NOUN
easat-4186	29	7	of	of	ADP
easat-4186	29	8	using	use	VERB
easat-4186	29	9	neural	neural	ADJ
easat-4186	29	10	networks	network	NOUN
easat-4186	29	11	in	in	ADP
easat-4186	29	12	order	order	NOUN
easat-4186	29	13	to	to	ADP
easat-4186	29	14	615	615	NUM
easat-4186	29	15	edelweiss	edelweiss	PROPN
easat-4186	29	16	applied	apply	VERB
easat-4186	29	17	science	science	NOUN
easat-4186	29	18	and	and	CCONJ
easat-4186	29	19	technology	technology	NOUN
easat-4186	29	20	issn	issn	PROPN
easat-4186	29	21	:	:	PUNCT
easat-4186	29	22	2576	2576	NUM
easat-4186	29	23	-	-	SYM
easat-4186	29	24	8484	8484	NUM
easat-4186	29	25	vol	vol	NOUN
easat-4186	29	26	.	.	PROPN
easat-4186	30	1	9	9	NUM
easat-4186	30	2	,	,	PUNCT
easat-4186	30	3	no	no	INTJ
easat-4186	30	4	.	.	NOUN
easat-4186	30	5	1	1	NUM
easat-4186	30	6	:	:	PUNCT
easat-4186	30	7	614	614	NUM
easat-4186	30	8	-	-	SYM
easat-4186	30	9	619	619	NUM
easat-4186	30	10	,	,	PUNCT
easat-4186	30	11	2025	2025	NUM
easat-4186	30	12	doi	doi	NOUN
easat-4186	30	13	:	:	PUNCT
easat-4186	30	14	10.55214/25768484.v9i1.4186	10.55214/25768484.v9i1.4186	NUM
easat-4186	30	15	©	©	PROPN
easat-4186	30	16	2025	2025	NUM
easat-4186	30	17	by	by	ADP
easat-4186	30	18	the	the	DET
easat-4186	30	19	authors	author	NOUN
easat-4186	30	20	;	;	PUNCT
easat-4186	30	21	licensee	licensee	PROPN
easat-4186	30	22	learning	learn	VERB
easat-4186	30	23	gate	gate	NOUN
easat-4186	30	24	enhance	enhance	VERB
easat-4186	30	25	the	the	DET
easat-4186	30	26	accuracy	accuracy	NOUN
easat-4186	30	27	of	of	ADP
easat-4186	30	28	financial	financial	ADJ
easat-4186	30	29	forecasting	forecasting	NOUN
easat-4186	30	30	within	within	ADP
easat-4186	30	31	technology	technology	NOUN
easat-4186	30	32	firms	firm	NOUN
easat-4186	30	33	.	.	PUNCT
easat-4186	31	1	hence	hence	ADV
easat-4186	31	2	the	the	DET
easat-4186	31	3	objective	objective	NOUN
easat-4186	31	4	of	of	ADP
easat-4186	31	5	this	this	DET
easat-4186	31	6	paper	paper	NOUN
easat-4186	31	7	is	be	AUX
easat-4186	31	8	to	to	PART
easat-4186	31	9	utilize	utilize	VERB
easat-4186	31	10	a	a	DET
easat-4186	31	11	neural	neural	ADJ
easat-4186	31	12	networking	networking	NOUN
easat-4186	31	13	model	model	NOUN
easat-4186	31	14	that	that	PRON
easat-4186	31	15	will	will	AUX
easat-4186	31	16	facilitate	facilitate	VERB
easat-4186	31	17	analysis	analysis	NOUN
easat-4186	31	18	of	of	ADP
easat-4186	31	19	tesla	tesla	PROPN
easat-4186	31	20	’s	’s	PART
easat-4186	31	21	fiscal	fiscal	ADJ
easat-4186	31	22	performance	performance	NOUN
easat-4186	31	23	and	and	CCONJ
easat-4186	31	24	also	also	ADV
easat-4186	31	25	evaluate	evaluate	VERB
easat-4186	31	26	its	its	PRON
easat-4186	31	27	capability	capability	NOUN
easat-4186	31	28	in	in	ADP
easat-4186	31	29	predicting	predict	VERB
easat-4186	31	30	liquidity	liquidity	NOUN
easat-4186	31	31	risks	risk	NOUN
easat-4186	31	32	based	base	VERB
easat-4186	31	33	on	on	ADP
easat-4186	31	34	data	datum	NOUN
easat-4186	31	35	derived	derive	VERB
easat-4186	31	36	from	from	ADP
easat-4186	31	37	yahoo	yahoo	PROPN
easat-4186	31	38	[	[	X
easat-4186	31	39	9	9	NUM
easat-4186	31	40	]	]	PUNCT
easat-4186	31	41	as	as	ADV
easat-4186	31	42	well	well	ADV
easat-4186	31	43	as	as	ADP
easat-4186	31	44	macro	macro	ADJ
easat-4186	31	45	trends	trend	NOUN
easat-4186	31	46	[	[	X
easat-4186	31	47	10	10	NUM
easat-4186	31	48	]	]	PUNCT
easat-4186	31	49	.	.	PUNCT
easat-4186	32	1	2	2	X
easat-4186	32	2	.	.	X
easat-4186	32	3	methodology	methodology	NOUN
easat-4186	32	4	and	and	CCONJ
easat-4186	32	5	programming	programming	NOUN
easat-4186	32	6	explanation	explanation	NOUN
easat-4186	32	7	2.1	2.1	NUM
easat-4186	32	8	.	.	PUNCT
easat-4186	33	1	data	datum	NOUN
easat-4186	33	2	preparation	preparation	NOUN
easat-4186	33	3	and	and	CCONJ
easat-4186	33	4	analysis	analysis	NOUN
easat-4186	33	5	using	use	VERB
easat-4186	33	6	neural	neural	ADJ
easat-4186	33	7	networks	network	NOUN
easat-4186	33	8	explanation	explanation	NOUN
easat-4186	33	9	:	:	PUNCT
easat-4186	33	10	financial	financial	ADJ
easat-4186	33	11	data	datum	NOUN
easat-4186	33	12	for	for	ADP
easat-4186	33	13	tesla	tesla	PROPN
easat-4186	33	14	from	from	ADP
easat-4186	33	15	2016	2016	NUM
easat-4186	33	16	to	to	ADP
easat-4186	33	17	2023	2023	NUM
easat-4186	33	18	is	be	AUX
easat-4186	33	19	collected	collect	VERB
easat-4186	33	20	.	.	PUNCT
easat-4186	34	1	the	the	DET
easat-4186	34	2	analysis	analysis	NOUN
easat-4186	34	3	utilizes	utilize	VERB
easat-4186	34	4	various	various	ADJ
easat-4186	34	5	financial	financial	ADJ
easat-4186	34	6	indicators	indicator	NOUN
easat-4186	34	7	,	,	PUNCT
easat-4186	34	8	such	such	ADJ
easat-4186	34	9	as	as	ADP
easat-4186	34	10	the	the	DET
easat-4186	34	11	current	current	ADJ
easat-4186	34	12	ratio	ratio	NOUN
easat-4186	34	13	,	,	PUNCT
easat-4186	34	14	quick	quick	ADJ
easat-4186	34	15	ratio	ratio	NOUN
easat-4186	34	16	,	,	PUNCT
easat-4186	34	17	annual	annual	ADJ
easat-4186	34	18	returns	return	NOUN
easat-4186	34	19	,	,	PUNCT
easat-4186	34	20	stock	stock	NOUN
easat-4186	34	21	price	price	NOUN
easat-4186	34	22	volatility	volatility	NOUN
easat-4186	34	23	,	,	PUNCT
easat-4186	34	24	profitability	profitability	NOUN
easat-4186	34	25	,	,	PUNCT
easat-4186	34	26	debt	debt	NOUN
easat-4186	34	27	-	-	PUNCT
easat-4186	34	28	to	to	ADP
easat-4186	34	29	-	-	PUNCT
easat-4186	34	30	equity	equity	NOUN
easat-4186	34	31	ratio	ratio	NOUN
easat-4186	34	32	,	,	PUNCT
easat-4186	34	33	return	return	VERB
easat-4186	34	34	on	on	ADP
easat-4186	34	35	assets	asset	NOUN
easat-4186	34	36	(	(	PUNCT
easat-4186	34	37	roa	roa	NOUN
easat-4186	34	38	)	)	PUNCT
easat-4186	34	39	,	,	PUNCT
easat-4186	34	40	and	and	CCONJ
easat-4186	34	41	return	return	VERB
easat-4186	34	42	on	on	ADP
easat-4186	34	43	equity	equity	NOUN
easat-4186	34	44	(	(	PUNCT
easat-4186	34	45	roe	roe	PROPN
easat-4186	34	46	)	)	PUNCT
easat-4186	34	47	to	to	PART
easat-4186	34	48	assess	assess	VERB
easat-4186	34	49	liquidity	liquidity	NOUN
easat-4186	34	50	risk	risk	NOUN
easat-4186	34	51	.	.	PUNCT
easat-4186	35	1	the	the	DET
easat-4186	35	2	monthly	monthly	ADJ
easat-4186	35	3	averages	average	NOUN
easat-4186	35	4	of	of	ADP
easat-4186	35	5	both	both	DET
easat-4186	35	6	returns	return	NOUN
easat-4186	35	7	and	and	CCONJ
easat-4186	35	8	price	price	NOUN
easat-4186	35	9	volatility	volatility	NOUN
easat-4186	35	10	were	be	AUX
easat-4186	35	11	calculated	calculate	VERB
easat-4186	35	12	to	to	PART
easat-4186	35	13	determine	determine	VERB
easat-4186	35	14	the	the	DET
easat-4186	35	15	annual	annual	ADJ
easat-4186	35	16	ratios	ratio	NOUN
easat-4186	35	17	for	for	ADP
easat-4186	35	18	each	each	DET
easat-4186	35	19	year	year	NOUN
easat-4186	35	20	(	(	PUNCT
easat-4186	35	21	see	see	VERB
easat-4186	35	22	table	table	NOUN
easat-4186	35	23	1	1	NUM
easat-4186	35	24	)	)	PUNCT
easat-4186	35	25	.	.	PUNCT
easat-4186	36	1	table	table	NOUN
easat-4186	36	2	1	1	NUM
easat-4186	36	3	.	.	PUNCT
easat-4186	37	1	summary	summary	NOUN
easat-4186	37	2	table	table	NOUN
easat-4186	37	3	for	for	ADP
easat-4186	37	4	tesla	tesla	PROPN
easat-4186	37	5	financial	financial	ADJ
easat-4186	37	6	data	datum	NOUN
easat-4186	37	7	(	(	PUNCT
easat-4186	37	8	2016	2016	NUM
easat-4186	37	9	-	-	SYM
easat-4186	37	10	2023	2023	NUM
easat-4186	37	11	)	)	PUNCT
easat-4186	37	12	.	.	PUNCT
easat-4186	38	1	year	year	NOUN
easat-4186	38	2	current	current	ADJ
easat-4186	38	3	ratio	ratio	NOUN
easat-4186	38	4	/	/	PUNCT
easat-4186	38	5	quick	quick	ADJ
easat-4186	38	6	ratio	ratio	NOUN
easat-4186	38	7	annual	annual	ADJ
easat-4186	38	8	returns	return	NOUN
easat-4186	38	9	(	(	PUNCT
easat-4186	38	10	%	%	INTJ
easat-4186	38	11	)	)	PUNCT
easat-4186	38	12	annual	annual	ADJ
easat-4186	38	13	stock	stock	NOUN
easat-4186	38	14	price	price	NOUN
easat-4186	38	15	volatility	volatility	NOUN
easat-4186	38	16	(	(	PUNCT
easat-4186	38	17	usd	usd	NOUN
easat-4186	38	18	)	)	PUNCT
easat-4186	38	19	profitability	profitability	NOUN
easat-4186	38	20	(	(	PUNCT
easat-4186	38	21	%	%	INTJ
easat-4186	38	22	)	)	PUNCT
easat-4186	38	23	debt	debt	NOUN
easat-4186	38	24	-	-	PUNCT
easat-4186	38	25	toequity	toequity	NOUN
easat-4186	38	26	ratio	ratio	NOUN
easat-4186	38	27	return	return	NOUN
easat-4186	38	28	on	on	ADP
easat-4186	38	29	assets	asset	NOUN
easat-4186	38	30	(	(	PUNCT
easat-4186	38	31	roa	roa	NOUN
easat-4186	38	32	)	)	PUNCT
easat-4186	38	33	(	(	PUNCT
easat-4186	38	34	%	%	INTJ
easat-4186	38	35	)	)	PUNCT
easat-4186	38	36	return	return	NOUN
easat-4186	38	37	on	on	ADP
easat-4186	38	38	equity	equity	NOUN
easat-4186	38	39	(	(	PUNCT
easat-4186	38	40	roe	roe	PROPN
easat-4186	38	41	)	)	PUNCT
easat-4186	38	42	(	(	PUNCT
easat-4186	38	43	%	%	INTJ
easat-4186	38	44	)	)	PUNCT
easat-4186	38	45	2023	2023	NUM
easat-4186	38	46	1.91	1.91	NUM
easat-4186	38	47	/	/	SYM
easat-4186	38	48	1.25	1.25	NUM
easat-4186	38	49	4.83	4.83	NUM
easat-4186	38	50	108	108	NUM
easat-4186	38	51	278	278	NUM
easat-4186	38	52	15.50	15.50	NUM
easat-4186	38	53	1.91	1.91	NUM
easat-4186	38	54	9.19	9.19	NUM
easat-4186	38	55	24.00	24.00	NUM
easat-4186	38	56	2022	2022	NUM
easat-4186	38	57	1.68	1.68	NUM
easat-4186	38	58	/	/	SYM
easat-4186	38	59	1.41	1.41	NUM
easat-4186	38	60	-2.72	-2.72	NUM
easat-4186	38	61	109	109	NUM
easat-4186	38	62	372	372	NUM
easat-4186	38	63	15.41	15.41	NUM
easat-4186	38	64	1.68	1.68	NUM
easat-4186	38	65	10.30	10.30	NUM
easat-4186	38	66	22.72	22.72	NUM
easat-4186	38	67	2021	2021	NUM
easat-4186	38	68	1.89	1.89	NUM
easat-4186	38	69	/	/	SYM
easat-4186	38	70	1.58	1.58	NUM
easat-4186	38	71	2.96	2.96	NUM
easat-4186	38	72	563	563	NUM
easat-4186	38	73	1243	1243	NUM
easat-4186	38	74	10.25	10.25	NUM
easat-4186	38	75	1.89	1.89	NUM
easat-4186	38	76	7.60	7.60	NUM
easat-4186	38	77	18.55	18.55	NUM
easat-4186	38	78	2020	2020	NUM
easat-4186	38	79	1.63	1.63	NUM
easat-4186	38	80	/	/	SYM
easat-4186	38	81	1.45	1.45	NUM
easat-4186	38	82	21.44	21.44	NUM
easat-4186	38	83	72	72	NUM
easat-4186	38	84	705	705	NUM
easat-4186	38	85	2.29	2.29	NUM
easat-4186	38	86	1.63	1.63	NUM
easat-4186	38	87	3.13	3.13	NUM
easat-4186	38	88	6.21	6.21	NUM
easat-4186	38	89	2019	2019	NUM
easat-4186	38	90	1.13	1.13	NUM
easat-4186	38	91	/	/	SYM
easat-4186	38	92	0.80	0.80	NUM
easat-4186	38	93	3.10	3.10	NUM
easat-4186	38	94	176	176	NUM
easat-4186	38	95	434	434	NUM
easat-4186	38	96	3.10	3.10	NUM
easat-4186	38	97	1.13	1.13	NUM
easat-4186	38	98	2.00	2.00	NUM
easat-4186	38	99	4.00	4.00	NUM
easat-4186	38	100	2018	2018	NUM
easat-4186	38	101	1.08	1.08	NUM
easat-4186	38	102	/	/	SYM
easat-4186	38	103	0.74	0.74	NUM
easat-4186	38	104	-2.76	-2.76	NUM
easat-4186	38	105	244	244	NUM
easat-4186	38	106	380	380	NUM
easat-4186	38	107	-2.76	-2.76	NUM
easat-4186	38	108	1.08	1.08	NUM
easat-4186	38	109	0.50	0.50	NUM
easat-4186	38	110	-3.00	-3.00	NUM
easat-4186	38	111	2017	2017	NUM
easat-4186	38	112	1.09	1.09	NUM
easat-4186	38	113	/	/	SYM
easat-4186	38	114	0.69	0.69	NUM
easat-4186	38	115	0.15	0.15	NUM
easat-4186	38	116	215	215	NUM
easat-4186	38	117	389	389	NUM
easat-4186	38	118	0.15	0.15	NUM
easat-4186	38	119	1.09	1.09	NUM
easat-4186	38	120	-0.50	-0.50	NUM
easat-4186	38	121	-7.90	-7.90	NUM
easat-4186	38	122	2016	2016	NUM
easat-4186	38	123	1.07	1.07	NUM
easat-4186	38	124	/	/	SYM
easat-4186	38	125	0.55	0.55	NUM
easat-4186	38	126	0.76	0.76	NUM
easat-4186	38	127	140	140	NUM
easat-4186	38	128	267	267	NUM
easat-4186	38	129	-3.51	-3.51	NUM
easat-4186	38	130	1.07	1.07	NUM
easat-4186	38	131	-1.00	-1.00	NUM
easat-4186	38	132	-10.00	-10.00	PROPN
easat-4186	38	133	the	the	DET
easat-4186	38	134	first	first	ADJ
easat-4186	38	135	step	step	NOUN
easat-4186	38	136	in	in	ADP
easat-4186	38	137	writing	write	VERB
easat-4186	38	138	the	the	DET
easat-4186	38	139	code	code	NOUN
easat-4186	38	140	involved	involve	VERB
easat-4186	38	141	preparing	prepare	VERB
easat-4186	38	142	tesla	tesla	PROPN
easat-4186	38	143	's	's	PART
easat-4186	38	144	financial	financial	ADJ
easat-4186	38	145	statements	statement	NOUN
easat-4186	38	146	,	,	PUNCT
easat-4186	38	147	as	as	SCONJ
easat-4186	38	148	shown	show	VERB
easat-4186	38	149	in	in	ADP
easat-4186	38	150	the	the	DET
easat-4186	38	151	following	follow	VERB
easat-4186	38	152	code	code	NOUN
easat-4186	38	153	snippet	snippet	NOUN
easat-4186	38	154	:	:	PUNCT
easat-4186	38	155	rng	rng	PROPN
easat-4186	38	156	(	(	PUNCT
easat-4186	38	157	0	0	NUM
easat-4186	38	158	)	)	PUNCT
easat-4186	38	159	;	;	PUNCT
easat-4186	38	160	%	%	INTJ
easat-4186	38	161	preparing	prepare	VERB
easat-4186	38	162	tesla	tesla	PROPN
easat-4186	38	163	's	's	PART
easat-4186	38	164	financial	financial	ADJ
easat-4186	38	165	data	datum	NOUN
easat-4186	38	166	data	datum	NOUN
easat-4186	38	167	=	=	NOUN
easat-4186	38	168	table	table	NOUN
easat-4186	38	169	(	(	PUNCT
easat-4186	38	170	[	[	X
easat-4186	38	171	4.83	4.83	NUM
easat-4186	38	172	;	;	PUNCT
easat-4186	38	173	-2.72	-2.72	NUM
easat-4186	38	174	;	;	PUNCT
easat-4186	38	175	2.96	2.96	NUM
easat-4186	38	176	;	;	PUNCT
easat-4186	38	177	21.44	21.44	NUM
easat-4186	38	178	;	;	PUNCT
easat-4186	38	179	3.10	3.10	NUM
easat-4186	38	180	;	;	PUNCT
easat-4186	38	181	-2.76	-2.76	NUM
easat-4186	38	182	;	;	PUNCT
easat-4186	38	183	0.15	0.15	NUM
easat-4186	38	184	;	;	PUNCT
easat-4186	38	185	0.76	0.76	NUM
easat-4186	38	186	]	]	PUNCT
easat-4186	38	187	,	,	PUNCT
easat-4186	38	188	…	…	PUNCT
easat-4186	38	189	……	……	PRON
easat-4186	38	190	%	%	NOUN
easat-4186	38	191	annual	annual	ADJ
easat-4186	38	192	returns	return	NOUN
easat-4186	38	193	(	(	PUNCT
easat-4186	38	194	%	%	INTJ
easat-4186	38	195	)	)	PUNCT
easat-4186	39	1	[	[	X
easat-4186	39	2	1.91	1.91	NUM
easat-4186	39	3	;	;	PUNCT
easat-4186	39	4	1.68	1.68	NUM
easat-4186	39	5	;	;	PUNCT
easat-4186	39	6	1.89	1.89	NUM
easat-4186	39	7	;	;	PUNCT
easat-4186	39	8	1.63	1.63	NUM
easat-4186	39	9	;	;	PUNCT
easat-4186	39	10	1.13	1.13	NUM
easat-4186	39	11	;	;	PUNCT
easat-4186	39	12	1.08	1.08	NUM
easat-4186	39	13	;	;	PUNCT
easat-4186	39	14	1.09	1.09	NUM
easat-4186	39	15	;	;	PUNCT
easat-4186	39	16	1.07	1.07	NUM
easat-4186	39	17	]	]	PUNCT
easat-4186	39	18	,	,	PUNCT
easat-4186	39	19	...................................	...................................	PUNCT
easat-4186	40	1	%	%	INTJ
easat-4186	41	1	current	current	ADJ
easat-4186	41	2	ratio	ratio	NOUN
easat-4186	41	3	[	[	X
easat-4186	41	4	1.25	1.25	NUM
easat-4186	41	5	;	;	PUNCT
easat-4186	41	6	1.41	1.41	NUM
easat-4186	41	7	;	;	PUNCT
easat-4186	41	8	1.58	1.58	NUM
easat-4186	41	9	;	;	PUNCT
easat-4186	41	10	1.45	1.45	NUM
easat-4186	41	11	;	;	PUNCT
easat-4186	41	12	0.80	0.80	NUM
easat-4186	41	13	;	;	PUNCT
easat-4186	41	14	0.74	0.74	NUM
easat-4186	41	15	;	;	PUNCT
easat-4186	41	16	0.69	0.69	NUM
easat-4186	41	17	;	;	PUNCT
easat-4186	41	18	0.55	0.55	NUM
easat-4186	41	19	]	]	PUNCT
easat-4186	41	20	,	,	PUNCT
easat-4186	41	21	...................................	...................................	PUNCT
easat-4186	42	1	%	%	INTJ
easat-4186	43	1	quick	quick	ADJ
easat-4186	43	2	ratio	ratio	NOUN
easat-4186	43	3	[	[	X
easat-4186	43	4	108	108	NUM
easat-4186	43	5	;	;	PUNCT
easat-4186	43	6	109	109	NUM
easat-4186	43	7	;	;	PUNCT
easat-4186	43	8	563	563	NUM
easat-4186	43	9	;	;	PUNCT
easat-4186	43	10	72	72	NUM
easat-4186	43	11	;	;	PUNCT
easat-4186	43	12	176	176	NUM
easat-4186	43	13	;	;	PUNCT
easat-4186	43	14	244	244	NUM
easat-4186	43	15	;	;	PUNCT
easat-4186	43	16	215	215	NUM
easat-4186	43	17	;	;	PUNCT
easat-4186	43	18	140	140	NUM
easat-4186	43	19	]	]	PUNCT
easat-4186	43	20	,	,	PUNCT
easat-4186	43	21	...............	...............	PUNCT
easat-4186	43	22	%	%	NOUN
easat-4186	43	23	annual	annual	ADJ
easat-4186	43	24	stock	stock	NOUN
easat-4186	43	25	price	price	NOUN
easat-4186	43	26	volatility	volatility	NOUN
easat-4186	43	27	(	(	PUNCT
easat-4186	43	28	min	min	NOUN
easat-4186	43	29	)	)	PUNCT
easat-4186	44	1	[	[	X
easat-4186	44	2	278	278	NUM
easat-4186	44	3	;	;	PUNCT
easat-4186	44	4	372	372	NUM
easat-4186	44	5	;	;	PUNCT
easat-4186	44	6	1243	1243	NUM
easat-4186	44	7	;	;	PUNCT
easat-4186	44	8	705	705	NUM
easat-4186	44	9	;	;	PUNCT
easat-4186	44	10	434	434	NUM
easat-4186	44	11	;	;	PUNCT
easat-4186	44	12	380	380	NUM
easat-4186	44	13	;	;	PUNCT
easat-4186	44	14	389	389	NUM
easat-4186	44	15	;	;	PUNCT
easat-4186	44	16	267	267	NUM
easat-4186	44	17	]	]	PUNCT
easat-4186	44	18	,	,	PUNCT
easat-4186	44	19	............	............	PUNCT
easat-4186	45	1	%	%	NOUN
easat-4186	45	2	annual	annual	ADJ
easat-4186	45	3	stock	stock	NOUN
easat-4186	45	4	price	price	NOUN
easat-4186	45	5	volatility	volatility	NOUN
easat-4186	45	6	(	(	PUNCT
easat-4186	45	7	max	max	PROPN
easat-4186	45	8	)	)	PUNCT
easat-4186	46	1	[	[	X
easat-4186	46	2	15.50	15.50	NUM
easat-4186	46	3	;	;	PUNCT
easat-4186	46	4	15.41	15.41	NUM
easat-4186	46	5	;	;	PUNCT
easat-4186	46	6	10.25	10.25	NUM
easat-4186	46	7	;	;	PUNCT
easat-4186	46	8	2.29	2.29	NUM
easat-4186	46	9	;	;	PUNCT
easat-4186	46	10	3.10	3.10	NUM
easat-4186	46	11	;	;	PUNCT
easat-4186	46	12	-2.76	-2.76	NUM
easat-4186	46	13	;	;	PUNCT
easat-4186	46	14	0.15	0.15	NUM
easat-4186	46	15	;	;	PUNCT
easat-4186	46	16	-3.51	-3.51	NUM
easat-4186	46	17	]	]	X
easat-4186	46	18	,	,	PUNCT
easat-4186	46	19	.......	.......	PUNCT
easat-4186	47	1	%	%	NOUN
easat-4186	47	2	profitability	profitability	NOUN
easat-4186	47	3	(	(	PUNCT
easat-4186	47	4	%	%	INTJ
easat-4186	47	5	)	)	PUNCT
easat-4186	48	1	[	[	X
easat-4186	48	2	1.91	1.91	NUM
easat-4186	48	3	;	;	PUNCT
easat-4186	48	4	1.68	1.68	NUM
easat-4186	48	5	;	;	PUNCT
easat-4186	48	6	1.89	1.89	NUM
easat-4186	48	7	;	;	PUNCT
easat-4186	48	8	1.63	1.63	NUM
easat-4186	48	9	;	;	PUNCT
easat-4186	48	10	1.13	1.13	NUM
easat-4186	48	11	;	;	PUNCT
easat-4186	48	12	1.08	1.08	NUM
easat-4186	48	13	;	;	PUNCT
easat-4186	48	14	1.09	1.09	NUM
easat-4186	48	15	;	;	PUNCT
easat-4186	48	16	1.07	1.07	NUM
easat-4186	48	17	]	]	PUNCT
easat-4186	48	18	,	,	PUNCT
easat-4186	48	19	.............	.............	PUNCT
easat-4186	49	1	%	%	INTJ
easat-4186	49	2	debt	debt	NOUN
easat-4186	49	3	-	-	PUNCT
easat-4186	49	4	to	to	ADP
easat-4186	49	5	-	-	PUNCT
easat-4186	49	6	equity	equity	NOUN
easat-4186	49	7	ratio	ratio	NOUN
easat-4186	49	8	[	[	X
easat-4186	49	9	9.19	9.19	NUM
easat-4186	49	10	;	;	PUNCT
easat-4186	49	11	10.30	10.30	NUM
easat-4186	49	12	;	;	PUNCT
easat-4186	49	13	7.60	7.60	NUM
easat-4186	49	14	;	;	PUNCT
easat-4186	49	15	3.13	3.13	NUM
easat-4186	49	16	;	;	PUNCT
easat-4186	49	17	2.00	2.00	NUM
easat-4186	49	18	;	;	PUNCT
easat-4186	49	19	0.50	0.50	NUM
easat-4186	49	20	;	;	PUNCT
easat-4186	49	21	-0.50	-0.50	NUM
easat-4186	49	22	;	;	PUNCT
easat-4186	49	23	-1.00	-1.00	NUM
easat-4186	49	24	]	]	X
easat-4186	49	25	,	,	PUNCT
easat-4186	49	26	..........	..........	PUNCT
easat-4186	50	1	%	%	INTJ
easat-4186	50	2	return	return	NOUN
easat-4186	50	3	on	on	ADP
easat-4186	50	4	assets	asset	NOUN
easat-4186	50	5	(	(	PUNCT
easat-4186	50	6	roa	roa	NOUN
easat-4186	50	7	)	)	PUNCT
easat-4186	50	8	(	(	PUNCT
easat-4186	50	9	%	%	INTJ
easat-4186	50	10	)	)	PUNCT
easat-4186	51	1	[	[	X
easat-4186	51	2	24.00	24.00	NUM
easat-4186	51	3	;	;	PUNCT
easat-4186	51	4	22.72	22.72	NUM
easat-4186	51	5	;	;	PUNCT
easat-4186	51	6	18.55	18.55	NUM
easat-4186	51	7	;	;	PUNCT
easat-4186	51	8	6.21	6.21	NUM
easat-4186	51	9	;	;	PUNCT
easat-4186	51	10	4.00	4.00	NUM
easat-4186	51	11	;	;	PUNCT
easat-4186	51	12	-3.00	-3.00	NUM
easat-4186	51	13	;	;	PUNCT
easat-4186	51	14	-7.90	-7.90	NUM
easat-4186	51	15	;	;	PUNCT
easat-4186	51	16	-10.00	-10.00	PROPN
easat-4186	51	17	]	]	X
easat-4186	51	18	,	,	PUNCT
easat-4186	51	19	....	....	PUNCT
easat-4186	52	1	%	%	INTJ
easat-4186	52	2	return	return	NOUN
easat-4186	52	3	on	on	ADP
easat-4186	52	4	equity	equity	NOUN
easat-4186	52	5	(	(	PUNCT
easat-4186	52	6	roe	roe	PROPN
easat-4186	52	7	)	)	PUNCT
easat-4186	52	8	(	(	PUNCT
easat-4186	52	9	%	%	INTJ
easat-4186	52	10	)	)	PUNCT
easat-4186	53	1	[	[	X
easat-4186	53	2	1	1	NUM
easat-4186	53	3	;	;	PUNCT
easat-4186	53	4	0	0	NUM
easat-4186	53	5	;	;	PUNCT
easat-4186	53	6	1	1	NUM
easat-4186	53	7	;	;	PUNCT
easat-4186	53	8	1	1	NUM
easat-4186	53	9	;	;	PUNCT
easat-4186	53	10	0	0	NUM
easat-4186	53	11	;	;	PUNCT
easat-4186	53	12	0	0	NUM
easat-4186	53	13	;	;	PUNCT
easat-4186	53	14	1	1	NUM
easat-4186	53	15	;	;	PUNCT
easat-4186	53	16	1	1	NUM
easat-4186	53	17	]	]	PUNCT
easat-4186	53	18	,	,	PUNCT
easat-4186	53	19	…	…	PUNCT
easat-4186	53	20	.	.	PUNCT
easat-4186	53	21	…	…	PUNCT
easat-4186	53	22	…	…	PUNCT
easat-4186	53	23	…	…	PUNCT
easat-4186	53	24	…	…	PUNCT
easat-4186	53	25	……	……	NOUN
easat-4186	53	26	……	……	NOUN
easat-4186	53	27	……	……	NOUN
easat-4186	53	28	……	……	NOUN
easat-4186	53	29	%	%	NOUN
easat-4186	53	30	actual	actual	ADJ
easat-4186	53	31	class	class	NOUN
easat-4186	53	32	(	(	PUNCT
easat-4186	53	33	assumption	assumption	NOUN
easat-4186	53	34	)	)	PUNCT
easat-4186	53	35	'	'	PUNCT
easat-4186	53	36	variable	variable	ADJ
easat-4186	53	37	names	name	NOUN
easat-4186	53	38	'	'	PART
easat-4186	53	39	,	,	PUNCT
easat-4186	53	40	{	{	PUNCT
easat-4186	53	41	'	'	PUNCT
easat-4186	53	42	annual	annual	ADJ
easat-4186	53	43	returns	return	NOUN
easat-4186	53	44	'	'	PART
easat-4186	53	45	,	,	PUNCT
easat-4186	53	46	'	'	PUNCT
easat-4186	53	47	current	current	ADJ
easat-4186	53	48	ratio	ratio	NOUN
easat-4186	53	49	'	'	PUNCT
easat-4186	53	50	,	,	PUNCT
easat-4186	53	51	'	'	PUNCT
easat-4186	53	52	quick	quick	ADJ
easat-4186	53	53	ratio	ratio	NOUN
easat-4186	53	54	'	'	PUNCT
easat-4186	53	55	,	,	PUNCT
easat-4186	53	56	'	'	PUNCT
easat-4186	53	57	stock	stock	NOUN
easat-4186	53	58	volatility	volatility	NOUN
easat-4186	53	59	min	min	PROPN
easat-4186	53	60	'	'	PART
easat-4186	53	61	,	,	PUNCT
easat-4186	53	62	'	'	PUNCT
easat-4186	53	63	stock	stock	NOUN
easat-4186	53	64	volatility	volatility	NOUN
easat-4186	53	65	max	max	PROPN
easat-4186	53	66	'	'	PART
easat-4186	53	67	,	,	PUNCT
easat-4186	53	68	'	'	PUNCT
easat-4186	53	69	profitability	profitability	NOUN
easat-4186	53	70	'	'	PUNCT
easat-4186	53	71	,	,	PUNCT
easat-4186	53	72	'	'	PUNCT
easat-4186	53	73	debt	debt	NOUN
easat-4186	53	74	equity	equity	NOUN
easat-4186	53	75	ratio	ratio	NOUN
easat-4186	53	76	'	'	PUNCT
easat-4186	53	77	,	,	PUNCT
easat-4186	53	78	'	'	PUNCT
easat-4186	53	79	roa	roa	NOUN
easat-4186	53	80	'	'	PUNCT
easat-4186	53	81	,	,	PUNCT
easat-4186	53	82	'	'	PUNCT
easat-4186	53	83	roe	roe	NOUN
easat-4186	53	84	'	'	PUNCT
easat-4186	53	85	,	,	PUNCT
easat-4186	53	86	'	'	PUNCT
easat-4186	53	87	target	target	VERB
easat-4186	53	88	'	'	PUNCT
easat-4186	53	89	}	}	PUNCT
easat-4186	53	90	)	)	PUNCT
easat-4186	53	91	;	;	PUNCT
easat-4186	53	92	%	%	NOUN
easat-4186	53	93	normalizing	normalize	VERB
easat-4186	53	94	data	datum	NOUN
easat-4186	53	95	to	to	ADP
easat-4186	53	96	a	a	DET
easat-4186	53	97	range	range	NOUN
easat-4186	53	98	of	of	ADP
easat-4186	53	99	[	[	X
easat-4186	53	100	0	0	NUM
easat-4186	53	101	,	,	PUNCT
easat-4186	53	102	1	1	NUM
easat-4186	53	103	]	]	PUNCT
easat-4186	53	104	normalized	normalize	VERB
easat-4186	53	105	data	datum	NOUN
easat-4186	53	106	=	=	PRON
easat-4186	53	107	normalize	normalize	VERB
easat-4186	53	108	(	(	PUNCT
easat-4186	53	109	data	datum	NOUN
easat-4186	53	110	{	{	PUNCT
easat-4186	53	111	:	:	PUNCT
easat-4186	53	112	1	1	NUM
easat-4186	53	113	:	:	PUNCT
easat-4186	53	114	end-1	end-1	NUM
easat-4186	53	115	}	}	PUNCT
easat-4186	53	116	)	)	PUNCT
easat-4186	53	117	;	;	PUNCT
easat-4186	54	1	2.2	2.2	NUM
easat-4186	54	2	.	.	PUNCT
easat-4186	55	1	development	development	NOUN
easat-4186	55	2	and	and	CCONJ
easat-4186	55	3	data	datum	NOUN
easat-4186	55	4	analysis	analysis	NOUN
easat-4186	55	5	using	use	VERB
easat-4186	55	6	neural	neural	ADJ
easat-4186	55	7	networks	network	NOUN
easat-4186	55	8	this	this	DET
easat-4186	55	9	study	study	NOUN
easat-4186	55	10	involves	involve	VERB
easat-4186	55	11	constructing	construct	VERB
easat-4186	55	12	and	and	CCONJ
easat-4186	55	13	analyzing	analyze	VERB
easat-4186	55	14	a	a	DET
easat-4186	55	15	neural	neural	ADJ
easat-4186	55	16	network	network	NOUN
easat-4186	55	17	model	model	NOUN
easat-4186	55	18	using	use	VERB
easat-4186	55	19	matlab	matlab	PROPN
easat-4186	55	20	to	to	PART
easat-4186	55	21	implement	implement	VERB
easat-4186	55	22	a	a	DET
easat-4186	55	23	multi	multi	ADJ
easat-4186	55	24	-	-	ADJ
easat-4186	55	25	layer	layer	ADJ
easat-4186	55	26	model	model	NOUN
easat-4186	55	27	for	for	ADP
easat-4186	55	28	financial	financial	ADJ
easat-4186	55	29	data	datum	NOUN
easat-4186	55	30	analysis	analysis	NOUN
easat-4186	55	31	.	.	PUNCT
easat-4186	56	1	neural	neural	ADJ
easat-4186	56	2	network	network	NOUN
easat-4186	56	3	construction	construction	NOUN
easat-4186	56	4	using	use	VERB
easat-4186	56	5	matlab	matlab	PROPN
easat-4186	56	6	.	.	PUNCT
easat-4186	57	1	a	a	DET
easat-4186	57	2	multi	multi	ADJ
easat-4186	57	3	-	-	ADJ
easat-4186	57	4	layer	layer	ADJ
easat-4186	57	5	neural	neural	ADJ
easat-4186	57	6	network	network	NOUN
easat-4186	57	7	model	model	NOUN
easat-4186	57	8	was	be	AUX
easat-4186	57	9	developed	develop	VERB
easat-4186	57	10	using	use	VERB
easat-4186	57	11	matlab	matlab	PROPN
easat-4186	57	12	for	for	ADP
easat-4186	57	13	the	the	DET
easat-4186	57	14	analysis	analysis	NOUN
easat-4186	57	15	of	of	ADP
easat-4186	57	16	financial	financial	ADJ
easat-4186	57	17	data	datum	NOUN
easat-4186	57	18	.	.	PUNCT
easat-4186	58	1	cross	cross	ADJ
easat-4186	58	2	-	-	ADJ
easat-4186	58	3	validation	validation	ADJ
easat-4186	58	4	preparation	preparation	NOUN
easat-4186	58	5	:	:	PUNCT
easat-4186	58	6	616	616	NUM
easat-4186	58	7	edelweiss	edelweiss	PROPN
easat-4186	58	8	applied	apply	VERB
easat-4186	58	9	science	science	NOUN
easat-4186	58	10	and	and	CCONJ
easat-4186	58	11	technology	technology	NOUN
easat-4186	58	12	issn	issn	PROPN
easat-4186	58	13	:	:	PUNCT
easat-4186	58	14	2576	2576	NUM
easat-4186	58	15	-	-	SYM
easat-4186	58	16	8484	8484	NUM
easat-4186	58	17	vol	vol	NOUN
easat-4186	58	18	.	.	PROPN
easat-4186	59	1	9	9	NUM
easat-4186	59	2	,	,	PUNCT
easat-4186	59	3	no	no	INTJ
easat-4186	59	4	.	.	NOUN
easat-4186	59	5	1	1	NUM
easat-4186	59	6	:	:	PUNCT
easat-4186	59	7	614	614	NUM
easat-4186	59	8	-	-	SYM
easat-4186	59	9	619	619	NUM
easat-4186	59	10	,	,	PUNCT
easat-4186	59	11	2025	2025	NUM
easat-4186	59	12	doi	doi	NOUN
easat-4186	59	13	:	:	PUNCT
easat-4186	59	14	10.55214/25768484.v9i1.4186	10.55214/25768484.v9i1.4186	NUM
easat-4186	59	15	©	©	PROPN
easat-4186	59	16	2025	2025	NUM
easat-4186	59	17	by	by	ADP
easat-4186	59	18	the	the	DET
easat-4186	59	19	authors	author	NOUN
easat-4186	59	20	;	;	PUNCT
easat-4186	59	21	licensee	licensee	PROPN
easat-4186	59	22	learning	learn	VERB
easat-4186	59	23	gate	gate	PROPN
easat-4186	59	24	cv	cv	PROPN
easat-4186	59	25	=	=	NOUN
easat-4186	59	26	cvpartition	cvpartition	NOUN
easat-4186	59	27	(	(	PUNCT
easat-4186	59	28	size	size	NOUN
easat-4186	59	29	(	(	PUNCT
easat-4186	59	30	normalized	normalize	VERB
easat-4186	59	31	data	datum	NOUN
easat-4186	59	32	,	,	PUNCT
easat-4186	59	33	1	1	NUM
easat-4186	59	34	)	)	PUNCT
easat-4186	59	35	,	,	PUNCT
easat-4186	59	36	'	'	PUNCT
easat-4186	59	37	kfold	kfold	NOUN
easat-4186	59	38	'	'	PUNCT
easat-4186	59	39	,	,	PUNCT
easat-4186	59	40	4	4	NUM
easat-4186	59	41	)	)	PUNCT
easat-4186	59	42	;	;	PUNCT
easat-4186	59	43	variables	variable	NOUN
easat-4186	59	44	for	for	ADP
easat-4186	59	45	storing	store	VERB
easat-4186	59	46	metric	metric	ADJ
easat-4186	59	47	results	result	NOUN
easat-4186	59	48	:	:	PUNCT
easat-4186	59	49	accuracies_nn	accuracies_nn	X
easat-4186	59	50	=	=	PUNCT
easat-4186	60	1	[	[	X
easat-4186	60	2	]	]	X
easat-4186	60	3	;	;	PUNCT
easat-4186	60	4	confmatrices_nn	confmatrices_nn	NOUN
easat-4186	60	5	=	=	PUNCT
easat-4186	60	6	{	{	PUNCT
easat-4186	60	7	}	}	PUNCT
easat-4186	60	8	;	;	PUNCT
easat-4186	60	9	a	a	DET
easat-4186	60	10	cross	cross	ADJ
easat-4186	60	11	-	-	ADJ
easat-4186	60	12	validation	validation	ADJ
easat-4186	60	13	approach	approach	NOUN
easat-4186	60	14	with	with	ADP
easat-4186	60	15	4	4	NUM
easat-4186	60	16	folds	fold	NOUN
easat-4186	60	17	was	be	AUX
easat-4186	60	18	used	use	VERB
easat-4186	60	19	to	to	PART
easat-4186	60	20	evaluate	evaluate	VERB
easat-4186	60	21	the	the	DET
easat-4186	60	22	model	model	NOUN
easat-4186	60	23	's	's	PART
easat-4186	60	24	performance	performance	NOUN
easat-4186	60	25	.	.	PUNCT
easat-4186	61	1	for	for	ADP
easat-4186	61	2	each	each	DET
easat-4186	61	3	fold	fold	NOUN
easat-4186	61	4	,	,	PUNCT
easat-4186	61	5	the	the	DET
easat-4186	61	6	data	datum	NOUN
easat-4186	61	7	was	be	AUX
easat-4186	61	8	partitioned	partition	VERB
easat-4186	61	9	into	into	ADP
easat-4186	61	10	training	training	NOUN
easat-4186	61	11	and	and	CCONJ
easat-4186	61	12	testing	testing	NOUN
easat-4186	61	13	subsets	subset	NOUN
easat-4186	61	14	.	.	PUNCT
easat-4186	62	1	2.3	2.3	NUM
easat-4186	62	2	.	.	PUNCT
easat-4186	62	3	model	model	NOUN
easat-4186	62	4	training	training	NOUN
easat-4186	62	5	and	and	CCONJ
easat-4186	62	6	evaluation	evaluation	NOUN
easat-4186	62	7	training	train	VERB
easat-4186	62	8	the	the	DET
easat-4186	62	9	neural	neural	ADJ
easat-4186	62	10	network	network	NOUN
easat-4186	62	11	.	.	PUNCT
easat-4186	63	1	a	a	DET
easat-4186	63	2	deeper	deep	ADJ
easat-4186	63	3	neural	neural	ADJ
easat-4186	63	4	network	network	NOUN
easat-4186	63	5	with	with	ADP
easat-4186	63	6	multiple	multiple	ADJ
easat-4186	63	7	layers	layer	NOUN
easat-4186	63	8	was	be	AUX
easat-4186	63	9	constructed	construct	VERB
easat-4186	63	10	as	as	SCONJ
easat-4186	63	11	follows	follow	VERB
easat-4186	63	12	:	:	PUNCT
easat-4186	64	1	net	net	ADJ
easat-4186	64	2	=	=	SYM
easat-4186	64	3	patternnet([50	patternnet([50	NOUN
easat-4186	64	4	,	,	PUNCT
easat-4186	64	5	40	40	NUM
easat-4186	64	6	,	,	PUNCT
easat-4186	64	7	30	30	NUM
easat-4186	64	8	,	,	PUNCT
easat-4186	64	9	20	20	NUM
easat-4186	64	10	,	,	PUNCT
easat-4186	64	11	10	10	NUM
easat-4186	64	12	]	]	NUM
easat-4186	64	13	)	)	PUNCT
easat-4186	64	14	;	;	PUNCT
easat-4186	65	1	%	%	X
easat-4186	65	2	increasing	increase	VERB
easat-4186	65	3	the	the	DET
easat-4186	65	4	number	number	NOUN
easat-4186	65	5	of	of	ADP
easat-4186	65	6	layers	layer	NOUN
easat-4186	65	7	and	and	CCONJ
easat-4186	65	8	neurons	neuron	NOUN
easat-4186	65	9	net.trainparam.showwindow	net.trainparam.showwindow	NOUN
easat-4186	65	10	=	=	PUNCT
easat-4186	65	11	false	false	ADJ
easat-4186	65	12	;	;	PUNCT
easat-4186	65	13	%	%	NOUN
easat-4186	65	14	suppressing	suppress	VERB
easat-4186	65	15	the	the	DET
easat-4186	65	16	training	training	NOUN
easat-4186	65	17	window	window	NOUN
easat-4186	65	18	display	display	NOUN
easat-4186	65	19	net.trainparam.max_fail	net.trainparam.max_fail	NOUN
easat-4186	65	20	=	=	SYM
easat-4186	65	21	20	20	NUM
easat-4186	65	22	;	;	PUNCT
easat-4186	65	23	%	%	NOUN
easat-4186	65	24	allowing	allow	VERB
easat-4186	65	25	for	for	ADP
easat-4186	65	26	a	a	DET
easat-4186	65	27	higher	high	ADJ
easat-4186	65	28	number	number	NOUN
easat-4186	65	29	of	of	ADP
easat-4186	65	30	failures	failure	NOUN
easat-4186	65	31	for	for	ADP
easat-4186	65	32	early	early	ADV
easat-4186	65	33	stopping	stop	VERB
easat-4186	65	34	net.trainparam.lr	net.trainparam.lr	NOUN
easat-4186	65	35	=	=	PUNCT
easat-4186	65	36	0.005	0.005	NUM
easat-4186	65	37	;	;	PUNCT
easat-4186	65	38	%	%	NOUN
easat-4186	65	39	setting	set	VERB
easat-4186	65	40	a	a	DET
easat-4186	65	41	lower	low	ADJ
easat-4186	65	42	learning	learning	NOUN
easat-4186	65	43	rate	rate	NOUN
easat-4186	65	44	for	for	ADP
easat-4186	65	45	improved	improved	ADJ
easat-4186	65	46	training	training	NOUN
easat-4186	65	47	the	the	DET
easat-4186	65	48	neural	neural	ADJ
easat-4186	65	49	network	network	NOUN
easat-4186	65	50	was	be	AUX
easat-4186	65	51	then	then	ADV
easat-4186	65	52	trained	train	VERB
easat-4186	65	53	on	on	ADP
easat-4186	65	54	the	the	DET
easat-4186	65	55	training	training	NOUN
easat-4186	65	56	data	datum	NOUN
easat-4186	65	57	:	:	PUNCT
easat-4186	66	1	[	[	X
easat-4186	66	2	net	net	NOUN
easat-4186	66	3	,	,	PUNCT
easat-4186	66	4	tr	tr	VERB
easat-4186	66	5	]	]	X
easat-4186	66	6	=	=	SYM
easat-4186	66	7	train(net	train(net	NOUN
easat-4186	66	8	,	,	PUNCT
easat-4186	66	9	traindata	traindata	PROPN
easat-4186	66	10	'	'	PUNCT
easat-4186	66	11	,	,	PUNCT
easat-4186	66	12	trainlabels	trainlabel	NOUN
easat-4186	66	13	'	'	PUNCT
easat-4186	66	14	)	)	PUNCT
easat-4186	66	15	;	;	PUNCT
easat-4186	66	16	prediction	prediction	NOUN
easat-4186	66	17	and	and	CCONJ
easat-4186	66	18	performance	performance	NOUN
easat-4186	66	19	measurement	measurement	NOUN
easat-4186	66	20	.	.	PUNCT
easat-4186	67	1	predictions	prediction	NOUN
easat-4186	67	2	were	be	AUX
easat-4186	67	3	made	make	VERB
easat-4186	67	4	using	use	VERB
easat-4186	67	5	the	the	DET
easat-4186	67	6	trained	train	VERB
easat-4186	67	7	model	model	NOUN
easat-4186	67	8	,	,	PUNCT
easat-4186	67	9	and	and	CCONJ
easat-4186	67	10	results	result	NOUN
easat-4186	67	11	were	be	AUX
easat-4186	67	12	rounded	rounded	ADJ
easat-4186	67	13	to	to	ADP
easat-4186	67	14	0	0	NUM
easat-4186	67	15	or	or	CCONJ
easat-4186	67	16	1	1	NUM
easat-4186	67	17	:	:	PUNCT
easat-4186	67	18	predictions_nn	predictions_nn	X
easat-4186	67	19	=	=	PUNCT
easat-4186	67	20	net(testdata	net(testdata	NOUN
easat-4186	67	21	'	'	PUNCT
easat-4186	67	22	)	)	PUNCT
easat-4186	67	23	;	;	PUNCT
easat-4186	67	24	predictions_nn	predictions_nn	NOUN
easat-4186	67	25	=	=	SYM
easat-4186	67	26	round(predictions_nn	round(predictions_nn	NOUN
easat-4186	67	27	)	)	PUNCT
easat-4186	67	28	;	;	PUNCT
easat-4186	67	29	the	the	DET
easat-4186	67	30	confusion	confusion	NOUN
easat-4186	67	31	matrix	matrix	NOUN
easat-4186	67	32	was	be	AUX
easat-4186	67	33	computed	compute	VERB
easat-4186	67	34	to	to	PART
easat-4186	67	35	evaluate	evaluate	VERB
easat-4186	67	36	the	the	DET
easat-4186	67	37	neural	neural	ADJ
easat-4186	67	38	network	network	NOUN
easat-4186	67	39	's	's	PART
easat-4186	67	40	performance	performance	NOUN
easat-4186	67	41	:	:	PUNCT
easat-4186	67	42	confmatrix_nn	confmatrix_nn	NOUN
easat-4186	67	43	=	=	SYM
easat-4186	67	44	confusionmat(testlabels	confusionmat(testlabel	NOUN
easat-4186	67	45	,	,	PUNCT
easat-4186	67	46	predictions_nn	predictions_nn	NOUN
easat-4186	67	47	'	'	PUNCT
easat-4186	67	48	)	)	PUNCT
easat-4186	67	49	;	;	PUNCT
easat-4186	67	50	confmatrices_nn(i	confmatrices_nn(i	PROPN
easat-4186	67	51	)	)	PUNCT
easat-4186	67	52	=	=	NOUN
easat-4186	67	53	confmatrix_nn	confmatrix_nn	NOUN
easat-4186	67	54	;	;	PUNCT
easat-4186	67	55	the	the	DET
easat-4186	67	56	accuracy	accuracy	NOUN
easat-4186	67	57	of	of	ADP
easat-4186	67	58	the	the	DET
easat-4186	67	59	model	model	NOUN
easat-4186	67	60	was	be	AUX
easat-4186	67	61	calculated	calculate	VERB
easat-4186	67	62	for	for	ADP
easat-4186	67	63	each	each	DET
easat-4186	67	64	fold	fold	NOUN
easat-4186	67	65	:	:	PUNCT
easat-4186	67	66	accuracy_nn	accuracy_nn	X
easat-4186	67	67	=	=	SYM
easat-4186	67	68	sum(diag(confmatrix_nn	sum(diag(confmatrix_nn	NOUN
easat-4186	67	69	)	)	PUNCT
easat-4186	67	70	)	)	PUNCT
easat-4186	67	71	/	/	PUNCT
easat-4186	68	1	sum(confmatrix_nn	sum(confmatrix_nn	PROPN
easat-4186	68	2	(	(	PUNCT
easat-4186	68	3	:))	:))	PROPN
easat-4186	68	4	;	;	PUNCT
easat-4186	68	5	accuracies_nn	accuracies_nn	X
easat-4186	68	6	=	=	PUNCT
easat-4186	69	1	[	[	X
easat-4186	69	2	accuracies_nn	accuracies_nn	NOUN
easat-4186	69	3	;	;	PUNCT
easat-4186	69	4	accuracy_nn	accuracy_nn	NOUN
easat-4186	69	5	]	]	X
easat-4186	69	6	;	;	PUNCT
easat-4186	69	7	2.4	2.4	NUM
easat-4186	69	8	.	.	PUNCT
easat-4186	69	9	plotting	plot	VERB
easat-4186	69	10	model	model	NOUN
easat-4186	69	11	accuracy	accuracy	NOUN
easat-4186	69	12	across	across	ADP
easat-4186	69	13	all	all	DET
easat-4186	69	14	folds	fold	NOUN
easat-4186	69	15	the	the	DET
easat-4186	69	16	study	study	NOUN
easat-4186	69	17	successfully	successfully	ADV
easat-4186	69	18	demonstrates	demonstrate	VERB
easat-4186	69	19	the	the	DET
easat-4186	69	20	implementation	implementation	NOUN
easat-4186	69	21	and	and	CCONJ
easat-4186	69	22	enhancement	enhancement	NOUN
easat-4186	69	23	of	of	ADP
easat-4186	69	24	a	a	DET
easat-4186	69	25	multi	multi	ADJ
easat-4186	69	26	-	-	ADJ
easat-4186	69	27	layer	layer	ADJ
easat-4186	69	28	neural	neural	ADJ
easat-4186	69	29	network	network	NOUN
easat-4186	69	30	for	for	ADP
easat-4186	69	31	financial	financial	ADJ
easat-4186	69	32	data	datum	NOUN
easat-4186	69	33	analysis	analysis	NOUN
easat-4186	69	34	using	use	VERB
easat-4186	69	35	matlab	matlab	PROPN
easat-4186	69	36	.	.	PUNCT
easat-4186	70	1	the	the	DET
easat-4186	70	2	results	result	NOUN
easat-4186	70	3	indicate	indicate	VERB
easat-4186	70	4	improvements	improvement	NOUN
easat-4186	70	5	in	in	ADP
easat-4186	70	6	model	model	NOUN
easat-4186	70	7	performance	performance	NOUN
easat-4186	70	8	through	through	ADP
easat-4186	70	9	deeper	deep	ADJ
easat-4186	70	10	network	network	NOUN
easat-4186	70	11	architectures	architecture	NOUN
easat-4186	70	12	and	and	CCONJ
easat-4186	70	13	optimized	optimize	VERB
easat-4186	70	14	training	training	NOUN
easat-4186	70	15	parameters	parameter	NOUN
easat-4186	70	16	,	,	PUNCT
easat-4186	70	17	as	as	SCONJ
easat-4186	70	18	visualized	visualize	VERB
easat-4186	70	19	through	through	ADP
easat-4186	70	20	various	various	ADJ
easat-4186	70	21	performance	performance	NOUN
easat-4186	70	22	metrics	metric	NOUN
easat-4186	70	23	.	.	PUNCT
easat-4186	71	1	3	3	X
easat-4186	71	2	.	.	NOUN
easat-4186	71	3	results	result	NOUN
easat-4186	71	4	and	and	CCONJ
easat-4186	71	5	discussion	discussion	NOUN
easat-4186	71	6	based	base	VERB
easat-4186	71	7	on	on	ADP
easat-4186	71	8	the	the	DET
easat-4186	71	9	analysis	analysis	NOUN
easat-4186	71	10	of	of	ADP
easat-4186	71	11	tesla	tesla	PROPN
easat-4186	71	12	's	's	PART
easat-4186	71	13	financial	financial	ADJ
easat-4186	71	14	data	datum	NOUN
easat-4186	71	15	from	from	ADP
easat-4186	71	16	2016	2016	NUM
easat-4186	71	17	to	to	ADP
easat-4186	71	18	2023	2023	NUM
easat-4186	71	19	using	use	VERB
easat-4186	71	20	neural	neural	ADJ
easat-4186	71	21	networks	network	NOUN
easat-4186	71	22	and	and	CCONJ
easat-4186	71	23	various	various	ADJ
easat-4186	71	24	financial	financial	ADJ
easat-4186	71	25	ratios	ratio	NOUN
easat-4186	71	26	,	,	PUNCT
easat-4186	71	27	the	the	DET
easat-4186	71	28	following	follow	VERB
easat-4186	71	29	results	result	NOUN
easat-4186	71	30	were	be	AUX
easat-4186	71	31	obtained	obtain	VERB
easat-4186	71	32	:	:	PUNCT
easat-4186	71	33	3.1	3.1	NUM
easat-4186	71	34	.	.	PUNCT
easat-4186	71	35	standard	standard	ADJ
easat-4186	71	36	deviation	deviation	NOUN
easat-4186	71	37	(	(	PUNCT
easat-4186	71	38	σ	σ	NOUN
easat-4186	71	39	)	)	PUNCT
easat-4186	71	40	the	the	DET
easat-4186	71	41	standard	standard	ADJ
easat-4186	71	42	deviation	deviation	NOUN
easat-4186	71	43	and	and	CCONJ
easat-4186	71	44	variance	variance	NOUN
easat-4186	71	45	of	of	ADP
easat-4186	71	46	the	the	DET
easat-4186	71	47	annual	annual	ADJ
easat-4186	71	48	returns	return	NOUN
easat-4186	71	49	indicate	indicate	VERB
easat-4186	71	50	significant	significant	ADJ
easat-4186	71	51	fluctuations	fluctuation	NOUN
easat-4186	71	52	in	in	ADP
easat-4186	71	53	the	the	DET
easat-4186	71	54	company	company	NOUN
easat-4186	71	55	's	's	PART
easat-4186	71	56	financial	financial	ADJ
easat-4186	71	57	performance	performance	NOUN
easat-4186	71	58	,	,	PUNCT
easat-4186	71	59	reflecting	reflect	VERB
easat-4186	71	60	a	a	DET
easat-4186	71	61	high	high	ADJ
easat-4186	71	62	level	level	NOUN
easat-4186	71	63	of	of	ADP
easat-4186	71	64	financial	financial	ADJ
easat-4186	71	65	risk	risk	NOUN
easat-4186	71	66	.	.	PUNCT
easat-4186	72	1	analysis	analysis	NOUN
easat-4186	72	2	of	of	ADP
easat-4186	72	3	financial	financial	ADJ
easat-4186	72	4	ratios	ratio	NOUN
easat-4186	72	5	and	and	CCONJ
easat-4186	72	6	statistical	statistical	ADJ
easat-4186	72	7	measures	measure	NOUN
easat-4186	72	8	for	for	ADP
easat-4186	72	9	tesla	tesla	PROPN
easat-4186	72	10	,	,	PUNCT
easat-4186	72	11	𝜎	𝜎	PROPN
easat-4186	73	1	=	=	NOUN
easat-4186	73	2	√	√	ADJ
easat-4186	73	3	1	1	NUM
easat-4186	73	4	𝑁	𝑁	PROPN
easat-4186	73	5	∑(𝑥	∑(𝑥	ADP
easat-4186	73	6	−	−	PROPN
easat-4186	73	7	𝑥𝑖	𝑥𝑖	NUM
easat-4186	73	8	)	)	PUNCT
easat-4186	73	9	2	2	NUM
easat-4186	74	1	𝑁	𝑁	PROPN
easat-4186	74	2	𝑖=1	𝑖=1	PROPN
easat-4186	74	3	where	where	SCONJ
easat-4186	74	4	xᵢ	xᵢ	PROPN
easat-4186	74	5	is	be	AUX
easat-4186	74	6	the	the	DET
easat-4186	74	7	annual	annual	ADJ
easat-4186	74	8	return	return	NOUN
easat-4186	74	9	for	for	ADP
easat-4186	74	10	each	each	DET
easat-4186	74	11	year	year	NOUN
easat-4186	74	12	,	,	PUNCT
easat-4186	74	13	x	x	SYM
easat-4186	74	14	̄	̄	NOUN
easat-4186	74	15	is	be	AUX
easat-4186	74	16	the	the	DET
easat-4186	74	17	mean	mean	NOUN
easat-4186	74	18	of	of	ADP
easat-4186	74	19	annual	annual	ADJ
easat-4186	74	20	returns	return	NOUN
easat-4186	74	21	,	,	PUNCT
easat-4186	74	22	and	and	CCONJ
easat-4186	74	23	n	n	PRON
easat-4186	74	24	is	be	AUX
easat-4186	74	25	the	the	DET
easat-4186	74	26	number	number	NOUN
easat-4186	74	27	of	of	ADP
easat-4186	74	28	years	year	NOUN
easat-4186	74	29	[	[	X
easat-4186	74	30	11	11	NUM
easat-4186	74	31	]	]	PUNCT
easat-4186	74	32	.	.	PUNCT
easat-4186	75	1	the	the	DET
easat-4186	75	2	result	result	NOUN
easat-4186	75	3	was	be	AUX
easat-4186	75	4	σ	σ	NOUN
easat-4186	75	5	=	=	SYM
easat-4186	75	6	7.75	7.75	NUM
easat-4186	75	7	,	,	PUNCT
easat-4186	75	8	the	the	DET
easat-4186	75	9	annual	annual	ADJ
easat-4186	75	10	returns	return	NOUN
easat-4186	75	11	’	'	PUNCT
easat-4186	75	12	standard	standard	ADJ
easat-4186	75	13	deviation	deviation	NOUN
easat-4186	75	14	is	be	AUX
easat-4186	75	15	high	high	ADJ
easat-4186	75	16	.	.	PUNCT
easat-4186	76	1	617	617	NUM
easat-4186	76	2	edelweiss	edelweiss	PROPN
easat-4186	76	3	applied	apply	VERB
easat-4186	76	4	science	science	NOUN
easat-4186	76	5	and	and	CCONJ
easat-4186	76	6	technology	technology	NOUN
easat-4186	76	7	issn	issn	PROPN
easat-4186	76	8	:	:	PUNCT
easat-4186	76	9	2576	2576	NUM
easat-4186	76	10	-	-	SYM
easat-4186	76	11	8484	8484	NUM
easat-4186	76	12	vol	vol	NOUN
easat-4186	76	13	.	.	PROPN
easat-4186	77	1	9	9	NUM
easat-4186	77	2	,	,	PUNCT
easat-4186	77	3	no	no	INTJ
easat-4186	77	4	.	.	NOUN
easat-4186	77	5	1	1	NUM
easat-4186	77	6	:	:	PUNCT
easat-4186	77	7	614	614	NUM
easat-4186	77	8	-	-	SYM
easat-4186	77	9	619	619	NUM
easat-4186	77	10	,	,	PUNCT
easat-4186	77	11	2025	2025	NUM
easat-4186	77	12	doi	doi	NOUN
easat-4186	77	13	:	:	PUNCT
easat-4186	77	14	10.55214/25768484.v9i1.4186	10.55214/25768484.v9i1.4186	NUM
easat-4186	77	15	©	©	PROPN
easat-4186	77	16	2025	2025	NUM
easat-4186	77	17	by	by	ADP
easat-4186	77	18	the	the	DET
easat-4186	77	19	authors	author	NOUN
easat-4186	77	20	;	;	PUNCT
easat-4186	77	21	licensee	licensee	PROPN
easat-4186	77	22	learning	learning	NOUN
easat-4186	77	23	gate	gate	NOUN
easat-4186	77	24	3.2	3.2	NUM
easat-4186	77	25	.	.	PUNCT
easat-4186	78	1	variance	variance	NOUN
easat-4186	78	2	(	(	PUNCT
easat-4186	78	3	var(x	var(x	PROPN
easat-4186	78	4	)	)	PUNCT
easat-4186	78	5	the	the	DET
easat-4186	78	6	result	result	NOUN
easat-4186	78	7	of	of	ADP
easat-4186	78	8	variance	variance	NOUN
easat-4186	78	9	was	be	AUX
easat-4186	78	10	=	=	NOUN
easat-4186	78	11	60.09	60.09	NUM
easat-4186	78	12	while	while	SCONJ
easat-4186	78	13	the	the	DET
easat-4186	78	14	coefficient	coefficient	NOUN
easat-4186	78	15	of	of	ADP
easat-4186	78	16	variation	variation	NOUN
easat-4186	78	17	of	of	ADP
easat-4186	78	18	2.23	2.23	NUM
easat-4186	78	19	for	for	ADP
easat-4186	78	20	annual	annual	ADJ
easat-4186	78	21	returns	return	NOUN
easat-4186	78	22	suggests	suggest	VERB
easat-4186	78	23	a	a	DET
easat-4186	78	24	high	high	ADJ
easat-4186	78	25	degree	degree	NOUN
easat-4186	78	26	of	of	ADP
easat-4186	78	27	relative	relative	ADJ
easat-4186	78	28	dispersion	dispersion	NOUN
easat-4186	78	29	,	,	PUNCT
easat-4186	78	30	implying	imply	VERB
easat-4186	78	31	high	high	ADJ
easat-4186	78	32	risk	risk	NOUN
easat-4186	78	33	relative	relative	ADJ
easat-4186	78	34	to	to	ADP
easat-4186	78	35	the	the	DET
easat-4186	78	36	expected	expect	VERB
easat-4186	78	37	return	return	NOUN
easat-4186	78	38	.	.	PUNCT
easat-4186	79	1	𝑉𝑎𝑟(𝑥	𝑉𝑎𝑟(𝑥	NOUN
easat-4186	79	2	)	)	PUNCT
easat-4186	80	1	=	=	SYM
easat-4186	80	2	1	1	NUM
easat-4186	80	3	𝑁	𝑁	NOUN
easat-4186	80	4	∑(𝑥	∑(𝑥	ADP
easat-4186	80	5	−	−	PROPN
easat-4186	80	6	𝑥𝑖	𝑥𝑖	NUM
easat-4186	80	7	)	)	PUNCT
easat-4186	80	8	2	2	NUM
easat-4186	81	1	𝑁	𝑁	PROPN
easat-4186	81	2	𝑖=1	𝑖=1	PROPN
easat-4186	81	3	the	the	DET
easat-4186	81	4	linear	linear	ADJ
easat-4186	81	5	equation	equation	NOUN
easat-4186	81	6	between	between	ADP
easat-4186	81	7	annual	annual	ADJ
easat-4186	81	8	returns	return	NOUN
easat-4186	81	9	and	and	CCONJ
easat-4186	81	10	quick	quick	ADJ
easat-4186	81	11	ratio	ratio	NOUN
easat-4186	81	12	indicates	indicate	VERB
easat-4186	81	13	that	that	SCONJ
easat-4186	81	14	an	an	DET
easat-4186	81	15	increase	increase	NOUN
easat-4186	81	16	in	in	ADP
easat-4186	81	17	the	the	DET
easat-4186	81	18	quick	quick	ADJ
easat-4186	81	19	ratio	ratio	NOUN
easat-4186	81	20	leads	lead	VERB
easat-4186	81	21	to	to	ADP
easat-4186	81	22	an	an	DET
easat-4186	81	23	improvement	improvement	NOUN
easat-4186	81	24	in	in	ADP
easat-4186	81	25	annual	annual	ADJ
easat-4186	81	26	returns	return	NOUN
easat-4186	81	27	,	,	PUNCT
easat-4186	81	28	highlighting	highlight	VERB
easat-4186	81	29	the	the	DET
easat-4186	81	30	importance	importance	NOUN
easat-4186	81	31	of	of	ADP
easat-4186	81	32	maintaining	maintain	VERB
easat-4186	81	33	high	high	ADJ
easat-4186	81	34	liquidity	liquidity	NOUN
easat-4186	81	35	levels	level	NOUN
easat-4186	81	36	to	to	PART
easat-4186	81	37	enhance	enhance	VERB
easat-4186	81	38	financial	financial	ADJ
easat-4186	81	39	performance	performance	NOUN
easat-4186	81	40	.	.	PUNCT
easat-4186	82	1	𝐶𝑉	𝐶𝑉	PROPN
easat-4186	82	2	=	=	SYM
easat-4186	82	3	𝜎	𝜎	PROPN
easat-4186	82	4	�	�	PROPN
easat-4186	82	5	̅	̅	NOUN
easat-4186	82	6	�	�	NOUN
easat-4186	82	7	where	where	SCONJ
easat-4186	82	8	σ	σ	PROPN
easat-4186	82	9	is	be	AUX
easat-4186	82	10	the	the	DET
easat-4186	82	11	standard	standard	ADJ
easat-4186	82	12	deviation	deviation	NOUN
easat-4186	82	13	and	and	CCONJ
easat-4186	82	14	x̄	x̄	NOUN
easat-4186	82	15	is	be	AUX
easat-4186	82	16	the	the	DET
easat-4186	82	17	mean	mean	NOUN
easat-4186	82	18	of	of	ADP
easat-4186	82	19	annual	annual	ADJ
easat-4186	82	20	returns	return	NOUN
easat-4186	82	21	(	(	PUNCT
easat-4186	82	22	talib	talib	PROPN
easat-4186	82	23	,	,	PUNCT
easat-4186	82	24	et	et	PROPN
easat-4186	82	25	al	al	PROPN
easat-4186	82	26	.	.	PUNCT
easat-4186	83	1	[	[	X
easat-4186	83	2	4	4	NUM
easat-4186	83	3	]	]	NUM
easat-4186	83	4	)	)	PUNCT
easat-4186	83	5	.	.	PUNCT
easat-4186	84	1	the	the	DET
easat-4186	84	2	linear	linear	ADJ
easat-4186	84	3	regression	regression	NOUN
easat-4186	84	4	equation	equation	NOUN
easat-4186	84	5	between	between	ADP
easat-4186	84	6	annual	annual	ADJ
easat-4186	84	7	returns	return	NOUN
easat-4186	84	8	and	and	CCONJ
easat-4186	84	9	quick	quick	ADJ
easat-4186	84	10	ratio	ratio	NOUN
easat-4186	84	11	:	:	PUNCT
easat-4186	84	12	annual	annual	ADJ
easat-4186	84	13	returns	return	NOUN
easat-4186	84	14	=	=	SYM
easat-4186	84	15	-5.32	-5.32	PUNCT
easat-4186	84	16	+	+	NUM
easat-4186	84	17	8.31	8.31	NUM
easat-4186	84	18	*	*	PUNCT
easat-4186	84	19	quick	quick	ADJ
easat-4186	84	20	ratio	ratio	NOUN
easat-4186	84	21	this	this	DET
easat-4186	84	22	equation	equation	NOUN
easat-4186	84	23	suggests	suggest	VERB
easat-4186	84	24	a	a	DET
easat-4186	84	25	positive	positive	ADJ
easat-4186	84	26	relationship	relationship	NOUN
easat-4186	84	27	between	between	ADP
easat-4186	84	28	liquidity	liquidity	NOUN
easat-4186	84	29	(	(	PUNCT
easat-4186	84	30	as	as	SCONJ
easat-4186	84	31	measured	measure	VERB
easat-4186	84	32	by	by	ADP
easat-4186	84	33	the	the	DET
easat-4186	84	34	quick	quick	ADJ
easat-4186	84	35	ratio	ratio	NOUN
easat-4186	84	36	)	)	PUNCT
easat-4186	84	37	and	and	CCONJ
easat-4186	84	38	returns	return	NOUN
easat-4186	84	39	.	.	PUNCT
easat-4186	85	1	3.3	3.3	NUM
easat-4186	85	2	.	.	PUNCT
easat-4186	86	1	cash	cash	NOUN
easat-4186	86	2	,	,	PUNCT
easat-4186	86	3	coverage	coverage	NOUN
easat-4186	86	4	and	and	CCONJ
easat-4186	86	5	leverage	leverage	NOUN
easat-4186	86	6	ratio	ratio	NOUN
easat-4186	86	7	assessment	assessment	NOUN
easat-4186	86	8	of	of	ADP
easat-4186	86	9	tesla	tesla	PROPN
easat-4186	86	10	financial	financial	ADJ
easat-4186	86	11	ratios	ratio	NOUN
easat-4186	86	12	depicts	depict	VERB
easat-4186	86	13	careful	careful	ADJ
easat-4186	86	14	as	as	ADV
easat-4186	86	15	well	well	ADV
easat-4186	86	16	as	as	ADP
easat-4186	86	17	proper	proper	ADJ
easat-4186	86	18	management	management	NOUN
easat-4186	86	19	of	of	ADP
easat-4186	86	20	its	its	PRON
easat-4186	86	21	finances	finance	NOUN
easat-4186	86	22	.	.	PUNCT
easat-4186	87	1	a	a	DET
easat-4186	87	2	0.56	0.56	NUM
easat-4186	87	3	cash	cash	NOUN
easat-4186	87	4	ratio	ratio	NOUN
easat-4186	87	5	points	point	VERB
easat-4186	87	6	out	out	ADP
easat-4186	87	7	that	that	SCONJ
easat-4186	87	8	tesla	tesla	PROPN
easat-4186	87	9	possesses	possess	VERB
easat-4186	87	10	an	an	DET
easat-4186	87	11	average	average	ADJ
easat-4186	87	12	amount	amount	NOUN
easat-4186	87	13	of	of	ADP
easat-4186	87	14	cash	cash	NOUN
easat-4186	87	15	so	so	SCONJ
easat-4186	87	16	that	that	SCONJ
easat-4186	87	17	it	it	PRON
easat-4186	87	18	can	can	AUX
easat-4186	87	19	honour	honour	VERB
easat-4186	87	20	its	its	PRON
easat-4186	87	21	shortterm	shortterm	PROPN
easat-4186	87	22	obligations	obligation	NOUN
easat-4186	87	23	showing	show	VERB
easat-4186	87	24	an	an	DET
easat-4186	87	25	adequate	adequate	ADJ
easat-4186	87	26	level	level	NOUN
easat-4186	87	27	of	of	ADP
easat-4186	87	28	urgent	urgent	ADJ
easat-4186	87	29	liquidity	liquidity	NOUN
easat-4186	87	30	.	.	PUNCT
easat-4186	88	1	the	the	DET
easat-4186	88	2	1.53	1.53	NUM
easat-4186	88	3	coverage	coverage	NOUN
easat-4186	88	4	ratio	ratio	NOUN
easat-4186	88	5	suggests	suggest	VERB
easat-4186	88	6	that	that	SCONJ
easat-4186	88	7	the	the	DET
easat-4186	88	8	company	company	NOUN
easat-4186	88	9	is	be	AUX
easat-4186	88	10	in	in	ADP
easat-4186	88	11	a	a	DET
easat-4186	88	12	good	good	ADJ
easat-4186	88	13	position	position	NOUN
easat-4186	88	14	to	to	PART
easat-4186	88	15	pay	pay	VERB
easat-4186	88	16	off	off	ADP
easat-4186	88	17	its	its	PRON
easat-4186	88	18	short	short	ADJ
easat-4186	88	19	-	-	PUNCT
easat-4186	88	20	term	term	NOUN
easat-4186	88	21	dues	due	NOUN
easat-4186	88	22	which	which	PRON
easat-4186	88	23	demonstrates	demonstrate	VERB
easat-4186	88	24	how	how	SCONJ
easat-4186	88	25	effective	effective	ADJ
easat-4186	88	26	they	they	PRON
easat-4186	88	27	are	be	AUX
easat-4186	88	28	in	in	ADP
easat-4186	88	29	terms	term	NOUN
easat-4186	88	30	of	of	ADP
easat-4186	88	31	financial	financial	ADJ
easat-4186	88	32	management	management	NOUN
easat-4186	88	33	.	.	PUNCT
easat-4186	89	1	furthermore	furthermore	ADV
easat-4186	89	2	,	,	PUNCT
easat-4186	89	3	with	with	ADP
easat-4186	89	4	only	only	ADV
easat-4186	89	5	39	39	NUM
easat-4186	89	6	%	%	NOUN
easat-4186	89	7	(	(	PUNCT
easat-4186	89	8	leverage	leverage	NOUN
easat-4186	89	9	ratio	ratio	NOUN
easat-4186	89	10	=	=	SYM
easat-4186	89	11	.39	.39	NUM
easat-4186	89	12	)	)	PUNCT
easat-4186	89	13	of	of	ADP
easat-4186	89	14	teslas	tesla	NOUN
easat-4186	89	15	'	'	PART
easat-4186	89	16	assets	asset	NOUN
easat-4186	89	17	financed	finance	VERB
easat-4186	89	18	by	by	ADP
easat-4186	89	19	debt	debt	NOUN
easat-4186	89	20	,	,	PUNCT
easat-4186	89	21	this	this	PRON
easat-4186	89	22	reveals	reveal	VERB
easat-4186	89	23	their	their	PRON
easat-4186	89	24	modestly	modestly	ADV
easat-4186	89	25	aggressive	aggressive	ADJ
easat-4186	89	26	approach	approach	NOUN
easat-4186	89	27	towards	towards	ADP
easat-4186	89	28	leveraging	leverage	VERB
easat-4186	89	29	and	and	CCONJ
easat-4186	89	30	perhaps	perhaps	ADV
easat-4186	89	31	lower	low	ADJ
easat-4186	89	32	level	level	NOUN
easat-4186	89	33	of	of	ADP
easat-4186	89	34	overall	overall	ADJ
easat-4186	89	35	financial	financial	ADJ
easat-4186	89	36	risks	risk	NOUN
easat-4186	89	37	involved	involve	VERB
easat-4186	89	38	.	.	PUNCT
easat-4186	90	1	3.4	3.4	NUM
easat-4186	90	2	.	.	PUNCT
easat-4186	90	3	analysis	analysis	NOUN
easat-4186	90	4	of	of	ADP
easat-4186	90	5	results	result	NOUN
easat-4186	90	6	and	and	CCONJ
easat-4186	90	7	prediction	prediction	NOUN
easat-4186	90	8	accuracy	accuracy	NOUN
easat-4186	90	9	using	use	VERB
easat-4186	90	10	neural	neural	ADJ
easat-4186	90	11	networks	network	NOUN
easat-4186	90	12	results	result	NOUN
easat-4186	90	13	from	from	ADP
easat-4186	90	14	the	the	DET
easat-4186	90	15	examination	examination	NOUN
easat-4186	90	16	show	show	NOUN
easat-4186	90	17	that	that	SCONJ
easat-4186	90	18	tesla	tesla	PROPN
easat-4186	90	19	has	have	AUX
easat-4186	90	20	been	be	AUX
easat-4186	90	21	able	able	ADJ
easat-4186	90	22	to	to	PART
easat-4186	90	23	keep	keep	VERB
easat-4186	90	24	a	a	DET
easat-4186	90	25	moderate	moderate	ADJ
easat-4186	90	26	degree	degree	NOUN
easat-4186	90	27	of	of	ADP
easat-4186	90	28	liquidity	liquidity	NOUN
easat-4186	90	29	and	and	CCONJ
easat-4186	90	30	low	low	ADJ
easat-4186	90	31	levels	level	NOUN
easat-4186	90	32	of	of	ADP
easat-4186	90	33	leverage	leverage	NOUN
easat-4186	90	34	which	which	PRON
easat-4186	90	35	add	add	VERB
easat-4186	90	36	greatly	greatly	ADV
easat-4186	90	37	to	to	ADP
easat-4186	90	38	its	its	PRON
easat-4186	90	39	financial	financial	ADJ
easat-4186	90	40	steadiness	steadiness	NOUN
easat-4186	90	41	and	and	CCONJ
easat-4186	90	42	capacity	capacity	NOUN
easat-4186	90	43	for	for	ADP
easat-4186	90	44	withstanding	withstand	VERB
easat-4186	90	45	market	market	NOUN
easat-4186	90	46	variability	variability	NOUN
easat-4186	90	47	[	[	X
easat-4186	90	48	12	12	NUM
easat-4186	90	49	]	]	PUNCT
easat-4186	90	50	.	.	PUNCT
easat-4186	91	1	this	this	DET
easat-4186	91	2	overall	overall	ADJ
easat-4186	91	3	stability	stability	NOUN
easat-4186	91	4	in	in	ADP
easat-4186	91	5	performances	performance	NOUN
easat-4186	91	6	is	be	AUX
easat-4186	91	7	because	because	SCONJ
easat-4186	91	8	of	of	ADP
easat-4186	91	9	intervention	intervention	NOUN
easat-4186	91	10	in	in	ADP
easat-4186	91	11	management	management	NOUN
easat-4186	91	12	relating	relate	VERB
easat-4186	91	13	to	to	ADP
easat-4186	91	14	liquidity	liquidity	NOUN
easat-4186	91	15	and	and	CCONJ
easat-4186	91	16	debt	debt	NOUN
easat-4186	91	17	,	,	PUNCT
easat-4186	91	18	despite	despite	SCONJ
easat-4186	91	19	high	high	ADJ
easat-4186	91	20	deviation	deviation	NOUN
easat-4186	91	21	from	from	ADP
easat-4186	91	22	standard	standard	ADJ
easat-4186	91	23	mean	mean	NOUN
easat-4186	91	24	for	for	ADP
easat-4186	91	25	yearly	yearly	ADJ
easat-4186	91	26	returns	return	NOUN
easat-4186	91	27	on	on	ADP
easat-4186	91	28	average	average	ADJ
easat-4186	91	29	.	.	PUNCT
easat-4186	92	1	at	at	ADP
easat-4186	92	2	last	last	ADV
easat-4186	92	3	,	,	PUNCT
easat-4186	92	4	there	there	PRON
easat-4186	92	5	is	be	VERB
easat-4186	92	6	substantial	substantial	ADJ
easat-4186	92	7	evidence	evidence	NOUN
easat-4186	92	8	in	in	ADP
easat-4186	92	9	this	this	DET
easat-4186	92	10	work	work	NOUN
easat-4186	92	11	that	that	PRON
easat-4186	92	12	cash	cash	NOUN
easat-4186	92	13	flow	flow	NOUN
easat-4186	92	14	influences	influence	VERB
easat-4186	92	15	annual	annual	ADJ
easat-4186	92	16	returns	return	NOUN
easat-4186	92	17	;	;	PUNCT
easat-4186	92	18	thus	thus	ADV
easat-4186	92	19	,	,	PUNCT
easat-4186	92	20	more	more	ADJ
easat-4186	92	21	cash	cash	NOUN
easat-4186	92	22	inflows	inflow	NOUN
easat-4186	92	23	raise	raise	VERB
easat-4186	92	24	company	company	NOUN
easat-4186	92	25	’s	’s	PART
easat-4186	92	26	earnings	earning	NOUN
easat-4186	92	27	while	while	SCONJ
easat-4186	92	28	reducing	reduce	VERB
easat-4186	92	29	loss	loss	NOUN
easat-4186	92	30	chances	chance	NOUN
easat-4186	92	31	.	.	PUNCT
easat-4186	93	1	therefore	therefore	ADV
easat-4186	93	2	,	,	PUNCT
easat-4186	93	3	there	there	PRON
easat-4186	93	4	is	be	VERB
easat-4186	93	5	need	need	NOUN
easat-4186	93	6	for	for	ADP
easat-4186	93	7	continuous	continuous	ADJ
easat-4186	93	8	improvement	improvement	NOUN
easat-4186	93	9	on	on	ADP
easat-4186	93	10	cash	cash	NOUN
easat-4186	93	11	reserves	reserve	NOUN
easat-4186	93	12	as	as	ADV
easat-4186	93	13	well	well	ADV
easat-4186	93	14	as	as	ADP
easat-4186	93	15	managing	manage	VERB
easat-4186	93	16	borrowing	borrowing	NOUN
easat-4186	93	17	so	so	SCONJ
easat-4186	93	18	as	as	SCONJ
easat-4186	93	19	to	to	PART
easat-4186	93	20	ensure	ensure	VERB
easat-4186	93	21	sustained	sustained	ADJ
easat-4186	93	22	profitability	profitability	NOUN
easat-4186	93	23	in	in	ADP
easat-4186	93	24	the	the	DET
easat-4186	93	25	long	long	ADJ
easat-4186	93	26	run	run	NOUN
easat-4186	93	27	.	.	PUNCT
easat-4186	94	1	the	the	DET
easat-4186	94	2	current	current	ADJ
easat-4186	94	3	ratio	ratio	NOUN
easat-4186	94	4	and	and	CCONJ
easat-4186	94	5	the	the	DET
easat-4186	94	6	quick	quick	ADJ
easat-4186	94	7	ratio	ratio	NOUN
easat-4186	94	8	findings	finding	NOUN
easat-4186	94	9	indicate	indicate	VERB
easat-4186	94	10	that	that	SCONJ
easat-4186	94	11	the	the	DET
easat-4186	94	12	liquidity	liquidity	NOUN
easat-4186	94	13	risk	risk	NOUN
easat-4186	94	14	exists	exist	VERB
easat-4186	94	15	where	where	SCONJ
easat-4186	94	16	the	the	DET
easat-4186	94	17	current	current	ADJ
easat-4186	94	18	ratio	ratio	NOUN
easat-4186	94	19	is	be	AUX
easat-4186	94	20	less	less	ADJ
easat-4186	94	21	than	than	ADP
easat-4186	94	22	1.5	1.5	NUM
easat-4186	94	23	and	and	CCONJ
easat-4186	94	24	a	a	DET
easat-4186	94	25	quick	quick	ADJ
easat-4186	94	26	ratio	ratio	NOUN
easat-4186	94	27	below	below	ADP
easat-4186	94	28	1.0	1.0	NUM
easat-4186	94	29	.	.	PUNCT
easat-4186	95	1	for	for	ADP
easat-4186	95	2	example	example	NOUN
easat-4186	95	3	,	,	PUNCT
easat-4186	95	4	a	a	DET
easat-4186	95	5	low	low	ADJ
easat-4186	95	6	current	current	ADJ
easat-4186	95	7	ratio	ratio	NOUN
easat-4186	95	8	indicates	indicate	VERB
easat-4186	95	9	a	a	DET
easat-4186	95	10	70	70	NUM
easat-4186	95	11	%	%	NOUN
easat-4186	95	12	likelihood	likelihood	NOUN
easat-4186	95	13	of	of	ADP
easat-4186	95	14	liquidity	liquidity	NOUN
easat-4186	95	15	reduction	reduction	NOUN
easat-4186	95	16	.	.	PUNCT
easat-4186	96	1	in	in	ADP
easat-4186	96	2	cases	case	NOUN
easat-4186	96	3	of	of	ADP
easat-4186	96	4	high	high	ADJ
easat-4186	96	5	stock	stock	NOUN
easat-4186	96	6	price	price	NOUN
easat-4186	96	7	volatility	volatility	NOUN
easat-4186	96	8	and	and	CCONJ
easat-4186	96	9	low	low	ADJ
easat-4186	96	10	or	or	CCONJ
easat-4186	96	11	negative	negative	ADJ
easat-4186	96	12	annual	annual	ADJ
easat-4186	96	13	returns	return	NOUN
easat-4186	96	14	,	,	PUNCT
easat-4186	96	15	financial	financial	ADJ
easat-4186	96	16	risk	risk	NOUN
easat-4186	96	17	percentages	percentage	NOUN
easat-4186	96	18	are	be	AUX
easat-4186	96	19	increased	increase	VERB
easat-4186	96	20	.	.	PUNCT
easat-4186	97	1	thus	thus	ADV
easat-4186	97	2	,	,	PUNCT
easat-4186	97	3	an	an	DET
easat-4186	97	4	80	80	NUM
easat-4186	97	5	%	%	NOUN
easat-4186	97	6	rate	rate	NOUN
easat-4186	97	7	to	to	PART
easat-4186	97	8	predict	predict	VERB
easat-4186	97	9	liquidity	liquidity	NOUN
easat-4186	97	10	risks	risk	NOUN
easat-4186	97	11	was	be	AUX
easat-4186	97	12	attained	attain	VERB
easat-4186	97	13	from	from	ADP
easat-4186	97	14	this	this	DET
easat-4186	97	15	model	model	NOUN
easat-4186	97	16	.	.	PUNCT
easat-4186	98	1	on	on	ADP
easat-4186	98	2	profit	profit	NOUN
easat-4186	98	3	and	and	CCONJ
easat-4186	98	4	debt	debt	NOUN
easat-4186	98	5	-	-	PUNCT
easat-4186	98	6	equity	equity	NOUN
easat-4186	98	7	ratio	ratio	NOUN
easat-4186	98	8	analysis	analysis	NOUN
easat-4186	98	9	,	,	PUNCT
easat-4186	98	10	firms	firm	NOUN
easat-4186	98	11	often	often	ADV
easat-4186	98	12	face	face	VERB
easat-4186	98	13	liquidity	liquidity	NOUN
easat-4186	98	14	shortages	shortage	NOUN
easat-4186	98	15	with	with	ADP
easat-4186	98	16	high	high	ADJ
easat-4186	98	17	debt	debt	NOUN
easat-4186	98	18	-	-	PUNCT
easat-4186	98	19	equity	equity	NOUN
easat-4186	98	20	ratios	ratio	NOUN
easat-4186	98	21	while	while	SCONJ
easat-4186	98	22	having	have	VERB
easat-4186	98	23	negative	negative	ADJ
easat-4186	98	24	or	or	CCONJ
easat-4186	98	25	declining	decline	VERB
easat-4186	98	26	profits	profit	NOUN
easat-4186	98	27	.	.	PUNCT
easat-4186	99	1	the	the	DET
easat-4186	99	2	model	model	NOUN
easat-4186	99	3	showed	show	VERB
easat-4186	99	4	an	an	DET
easat-4186	99	5	85	85	NUM
easat-4186	99	6	%	%	NOUN
easat-4186	99	7	accuracy	accuracy	NOUN
easat-4186	99	8	rate	rate	NOUN
easat-4186	99	9	when	when	SCONJ
easat-4186	99	10	these	these	DET
easat-4186	99	11	two	two	NUM
easat-4186	99	12	factors	factor	NOUN
easat-4186	99	13	were	be	AUX
easat-4186	99	14	analyzed	analyze	VERB
easat-4186	99	15	together	together	ADV
easat-4186	99	16	.	.	PUNCT
easat-4186	100	1	the	the	DET
easat-4186	100	2	model	model	NOUN
easat-4186	100	3	’s	’s	PART
easat-4186	100	4	prediction	prediction	NOUN
easat-4186	100	5	accuracy	accuracy	NOUN
easat-4186	100	6	was	be	AUX
easat-4186	100	7	examined	examine	VERB
easat-4186	100	8	in	in	ADP
easat-4186	100	9	a	a	DET
easat-4186	100	10	complete	complete	ADJ
easat-4186	100	11	mathematical	mathematical	ADJ
easat-4186	100	12	way	way	NOUN
easat-4186	100	13	including	include	VERB
easat-4186	100	14	all	all	DET
easat-4186	100	15	the	the	DET
easat-4186	100	16	financial	financial	ADJ
easat-4186	100	17	indicators	indicator	NOUN
easat-4186	100	18	and	and	CCONJ
easat-4186	100	19	it	it	PRON
easat-4186	100	20	was	be	AUX
easat-4186	100	21	found	find	VERB
easat-4186	100	22	that	that	SCONJ
easat-4186	100	23	the	the	DET
easat-4186	100	24	accuracy	accuracy	NOUN
easat-4186	100	25	rate	rate	NOUN
easat-4186	100	26	was	be	AUX
easat-4186	100	27	87.5	87.5	NUM
easat-4186	100	28	%	%	NOUN
easat-4186	100	29	(	(	PUNCT
easat-4186	100	30	see	see	VERB
easat-4186	100	31	figure1	figure1	PROPN
easat-4186	100	32	)	)	PUNCT
easat-4186	100	33	.	.	PUNCT
easat-4186	101	1	this	this	DET
easat-4186	101	2	outstanding	outstanding	ADJ
easat-4186	101	3	statistic	statistic	NOUN
easat-4186	101	4	implies	imply	VERB
easat-4186	101	5	that	that	SCONJ
easat-4186	101	6	this	this	DET
easat-4186	101	7	model	model	NOUN
easat-4186	101	8	is	be	AUX
easat-4186	101	9	reliable	reliable	ADJ
easat-4186	101	10	in	in	ADP
easat-4186	101	11	forecasting	forecast	VERB
easat-4186	101	12	liquidity	liquidity	NOUN
easat-4186	101	13	risks	risk	NOUN
easat-4186	101	14	;	;	PUNCT
easat-4186	101	15	however	however	ADV
easat-4186	101	16	,	,	PUNCT
easat-4186	101	17	there	there	PRON
easat-4186	101	18	is	be	VERB
easat-4186	101	19	room	room	NOUN
easat-4186	101	20	for	for	ADP
easat-4186	101	21	future	future	ADJ
easat-4186	101	22	predictions	prediction	NOUN
easat-4186	101	23	to	to	PART
easat-4186	101	24	be	be	AUX
easat-4186	101	25	improved	improve	VERB
easat-4186	101	26	by	by	ADP
easat-4186	101	27	increasing	increase	VERB
easat-4186	101	28	the	the	DET
easat-4186	101	29	size	size	NOUN
easat-4186	101	30	and	and	CCONJ
easat-4186	101	31	scope	scope	NOUN
easat-4186	101	32	of	of	ADP
easat-4186	101	33	dataset	dataset	NOUN
easat-4186	101	34	used	use	VERB
easat-4186	101	35	for	for	ADP
easat-4186	101	36	the	the	DET
easat-4186	101	37	predictions	prediction	NOUN
easat-4186	101	38	.	.	PUNCT
easat-4186	102	1	to	to	PART
easat-4186	102	2	enable	enable	VERB
easat-4186	102	3	more	more	ADJ
easat-4186	102	4	comprehensive	comprehensive	ADJ
easat-4186	102	5	analysis	analysis	NOUN
easat-4186	102	6	,	,	PUNCT
easat-4186	102	7	tracing	trace	VERB
easat-4186	102	8	of	of	ADP
easat-4186	102	9	accuracy	accuracy	NOUN
easat-4186	102	10	on	on	ADP
easat-4186	102	11	different	different	ADJ
easat-4186	102	12	financial	financial	ADJ
easat-4186	102	13	indicators	indicator	NOUN
easat-4186	102	14	using	use	VERB
easat-4186	102	15	matlab	matlab	PROPN
easat-4186	102	16	plotting	plotting	NOUN
easat-4186	102	17	has	have	AUX
easat-4186	102	18	been	be	AUX
easat-4186	102	19	done	do	VERB
easat-4186	102	20	to	to	PART
easat-4186	102	21	identify	identify	VERB
easat-4186	102	22	areas	area	NOUN
easat-4186	102	23	where	where	SCONJ
easat-4186	102	24	the	the	DET
easat-4186	102	25	model	model	NOUN
easat-4186	102	26	excelled	excel	VERB
easat-4186	102	27	and	and	CCONJ
easat-4186	102	28	where	where	SCONJ
easat-4186	102	29	it	it	PRON
easat-4186	102	30	requires	require	VERB
easat-4186	102	31	improvement	improvement	NOUN
easat-4186	102	32	.	.	PUNCT
easat-4186	103	1	618	618	NUM
easat-4186	103	2	edelweiss	edelweiss	PROPN
easat-4186	103	3	applied	apply	VERB
easat-4186	103	4	science	science	NOUN
easat-4186	103	5	and	and	CCONJ
easat-4186	103	6	technology	technology	NOUN
easat-4186	103	7	issn	issn	PROPN
easat-4186	103	8	:	:	PUNCT
easat-4186	103	9	2576	2576	NUM
easat-4186	103	10	-	-	SYM
easat-4186	103	11	8484	8484	NUM
easat-4186	103	12	vol	vol	NOUN
easat-4186	103	13	.	.	PROPN
easat-4186	104	1	9	9	NUM
easat-4186	104	2	,	,	PUNCT
easat-4186	104	3	no	no	INTJ
easat-4186	104	4	.	.	NOUN
easat-4186	104	5	1	1	NUM
easat-4186	104	6	:	:	PUNCT
easat-4186	104	7	614	614	NUM
easat-4186	104	8	-	-	SYM
easat-4186	104	9	619	619	NUM
easat-4186	104	10	,	,	PUNCT
easat-4186	104	11	2025	2025	NUM
easat-4186	104	12	doi	doi	NOUN
easat-4186	104	13	:	:	PUNCT
easat-4186	104	14	10.55214/25768484.v9i1.4186	10.55214/25768484.v9i1.4186	NUM
easat-4186	104	15	©	©	PROPN
easat-4186	104	16	2025	2025	NUM
easat-4186	104	17	by	by	ADP
easat-4186	104	18	the	the	DET
easat-4186	104	19	authors	author	NOUN
easat-4186	104	20	;	;	PUNCT
easat-4186	104	21	licensee	licensee	PROPN
easat-4186	104	22	learning	learn	VERB
easat-4186	104	23	gate	gate	NOUN
easat-4186	104	24	figure	figure	NOUN
easat-4186	104	25	1	1	NUM
easat-4186	104	26	.	.	PUNCT
easat-4186	104	27	model	model	NOUN
easat-4186	104	28	accuracy	accuracy	NOUN
easat-4186	104	29	across	across	ADP
easat-4186	104	30	different	different	ADJ
easat-4186	104	31	financial	financial	ADJ
easat-4186	104	32	features	feature	NOUN
easat-4186	104	33	.	.	PUNCT
easat-4186	105	1	figure	figure	NOUN
easat-4186	105	2	2	2	NUM
easat-4186	105	3	illustrates	illustrate	VERB
easat-4186	105	4	the	the	DET
easat-4186	105	5	confusion	confusion	NOUN
easat-4186	105	6	matrix	matrix	NOUN
easat-4186	105	7	,	,	PUNCT
easat-4186	105	8	which	which	PRON
easat-4186	105	9	depicts	depict	VERB
easat-4186	105	10	the	the	DET
easat-4186	105	11	model	model	NOUN
easat-4186	105	12	's	's	PART
easat-4186	105	13	performance	performance	NOUN
easat-4186	105	14	in	in	ADP
easat-4186	105	15	classifying	classify	VERB
easat-4186	105	16	different	different	ADJ
easat-4186	105	17	cases	case	NOUN
easat-4186	105	18	.	.	PUNCT
easat-4186	106	1	figure	figure	NOUN
easat-4186	106	2	2	2	NUM
easat-4186	106	3	.	.	PUNCT
easat-4186	106	4	confusion	confusion	NOUN
easat-4186	106	5	matrix	matrix	NOUN
easat-4186	106	6	for	for	ADP
easat-4186	106	7	liquidity	liquidity	NOUN
easat-4186	106	8	risk	risk	NOUN
easat-4186	106	9	prediction	prediction	NOUN
easat-4186	106	10	.	.	PUNCT
easat-4186	107	1	619	619	NUM
easat-4186	107	2	edelweiss	edelweiss	PROPN
easat-4186	107	3	applied	apply	VERB
easat-4186	107	4	science	science	NOUN
easat-4186	107	5	and	and	CCONJ
easat-4186	107	6	technology	technology	NOUN
easat-4186	107	7	issn	issn	PROPN
easat-4186	107	8	:	:	PUNCT
easat-4186	107	9	2576	2576	NUM
easat-4186	107	10	-	-	SYM
easat-4186	107	11	8484	8484	NUM
easat-4186	107	12	vol	vol	NOUN
easat-4186	107	13	.	.	PROPN
easat-4186	108	1	9	9	NUM
easat-4186	108	2	,	,	PUNCT
easat-4186	108	3	no	no	INTJ
easat-4186	108	4	.	.	NOUN
easat-4186	108	5	1	1	NUM
easat-4186	108	6	:	:	PUNCT
easat-4186	108	7	614	614	NUM
easat-4186	108	8	-	-	SYM
easat-4186	108	9	619	619	NUM
easat-4186	108	10	,	,	PUNCT
easat-4186	108	11	2025	2025	NUM
easat-4186	108	12	doi	doi	NOUN
easat-4186	108	13	:	:	PUNCT
easat-4186	108	14	10.55214/25768484.v9i1.4186	10.55214/25768484.v9i1.4186	NUM
easat-4186	108	15	©	©	PROPN
easat-4186	108	16	2025	2025	NUM
easat-4186	108	17	by	by	ADP
easat-4186	108	18	the	the	DET
easat-4186	108	19	authors	author	NOUN
easat-4186	108	20	;	;	PUNCT
easat-4186	108	21	licensee	licensee	PROPN
easat-4186	108	22	learning	learning	NOUN
easat-4186	108	23	gate	gate	NOUN
easat-4186	108	24	4	4	NUM
easat-4186	108	25	.	.	PUNCT
easat-4186	108	26	conclusion	conclusion	VERB
easat-4186	108	27	the	the	DET
easat-4186	108	28	effectiveness	effectiveness	NOUN
easat-4186	108	29	of	of	ADP
easat-4186	108	30	using	use	VERB
easat-4186	108	31	neural	neural	ADJ
easat-4186	108	32	networks	network	NOUN
easat-4186	108	33	to	to	PART
easat-4186	108	34	analyze	analyze	VERB
easat-4186	108	35	financial	financial	ADJ
easat-4186	108	36	data	datum	NOUN
easat-4186	108	37	and	and	CCONJ
easat-4186	108	38	assess	assess	VERB
easat-4186	108	39	liquidity	liquidity	NOUN
easat-4186	108	40	risks	risk	NOUN
easat-4186	108	41	for	for	ADP
easat-4186	108	42	tesla	tesla	PROPN
easat-4186	108	43	has	have	AUX
easat-4186	108	44	been	be	AUX
easat-4186	108	45	confirmed	confirm	VERB
easat-4186	108	46	through	through	ADP
easat-4186	108	47	the	the	DET
easat-4186	108	48	study	study	NOUN
easat-4186	108	49	.	.	PUNCT
easat-4186	109	1	the	the	DET
easat-4186	109	2	results	result	NOUN
easat-4186	109	3	revealed	reveal	VERB
easat-4186	109	4	a	a	DET
easat-4186	109	5	model	model	NOUN
easat-4186	109	6	that	that	PRON
easat-4186	109	7	can	can	AUX
easat-4186	109	8	predict	predict	VERB
easat-4186	109	9	potential	potential	ADJ
easat-4186	109	10	liquidity	liquidity	NOUN
easat-4186	109	11	changes	change	NOUN
easat-4186	109	12	with	with	ADP
easat-4186	109	13	very	very	ADV
easat-4186	109	14	high	high	ADJ
easat-4186	109	15	precision	precision	NOUN
easat-4186	109	16	.	.	PUNCT
easat-4186	110	1	this	this	PRON
easat-4186	110	2	proves	prove	VERB
easat-4186	110	3	that	that	SCONJ
easat-4186	110	4	it	it	PRON
easat-4186	110	5	can	can	AUX
easat-4186	110	6	assist	assist	VERB
easat-4186	110	7	in	in	ADP
easat-4186	110	8	financial	financial	ADJ
easat-4186	110	9	planning	planning	NOUN
easat-4186	110	10	as	as	ADV
easat-4186	110	11	well	well	ADV
easat-4186	110	12	as	as	ADP
easat-4186	110	13	risk	risk	NOUN
easat-4186	110	14	management	management	NOUN
easat-4186	110	15	in	in	ADP
easat-4186	110	16	companies	company	NOUN
easat-4186	110	17	.	.	PUNCT
easat-4186	111	1	the	the	DET
easat-4186	111	2	evaluation	evaluation	NOUN
easat-4186	111	3	of	of	ADP
easat-4186	111	4	the	the	DET
easat-4186	111	5	model	model	NOUN
easat-4186	111	6	exposes	expose	VERB
easat-4186	111	7	several	several	ADJ
easat-4186	111	8	strengths	strength	NOUN
easat-4186	111	9	and	and	CCONJ
easat-4186	111	10	weaknesses	weakness	NOUN
easat-4186	111	11	.	.	PUNCT
easat-4186	112	1	it	it	PRON
easat-4186	112	2	is	be	AUX
easat-4186	112	3	able	able	ADJ
easat-4186	112	4	to	to	PART
easat-4186	112	5	efficiently	efficiently	ADV
easat-4186	112	6	detect	detect	VERB
easat-4186	112	7	non	non	ADJ
easat-4186	112	8	-	-	ADJ
easat-4186	112	9	linear	linear	ADJ
easat-4186	112	10	and	and	CCONJ
easat-4186	112	11	complex	complex	ADJ
easat-4186	112	12	financial	financial	ADJ
easat-4186	112	13	trends	trend	NOUN
easat-4186	112	14	;	;	PUNCT
easat-4186	112	15	furthermore	furthermore	ADV
easat-4186	112	16	,	,	PUNCT
easat-4186	112	17	it	it	PRON
easat-4186	112	18	adjusts	adjust	VERB
easat-4186	112	19	rapidly	rapidly	ADV
easat-4186	112	20	to	to	ADP
easat-4186	112	21	changes	change	NOUN
easat-4186	112	22	in	in	ADP
easat-4186	112	23	financial	financial	ADJ
easat-4186	112	24	data	datum	NOUN
easat-4186	112	25	which	which	PRON
easat-4186	112	26	makes	make	VERB
easat-4186	112	27	it	it	PRON
easat-4186	112	28	suitable	suitable	ADJ
easat-4186	112	29	for	for	ADP
easat-4186	112	30	liquidity	liquidity	NOUN
easat-4186	112	31	management	management	NOUN
easat-4186	112	32	.	.	PUNCT
easat-4186	113	1	however	however	ADV
easat-4186	113	2	,	,	PUNCT
easat-4186	113	3	its	its	PRON
easat-4186	113	4	reliability	reliability	NOUN
easat-4186	113	5	is	be	AUX
easat-4186	113	6	largely	largely	ADV
easat-4186	113	7	tied	tie	VERB
easat-4186	113	8	with	with	ADP
easat-4186	113	9	the	the	DET
easat-4186	113	10	quality	quality	NOUN
easat-4186	113	11	of	of	ADP
easat-4186	113	12	existing	exist	VERB
easat-4186	113	13	data	datum	NOUN
easat-4186	113	14	hence	hence	ADV
easat-4186	113	15	limiting	limit	VERB
easat-4186	113	16	its	its	PRON
easat-4186	113	17	precision	precision	NOUN
easat-4186	113	18	when	when	SCONJ
easat-4186	113	19	applying	apply	VERB
easat-4186	113	20	to	to	ADP
easat-4186	113	21	new	new	ADJ
easat-4186	113	22	or	or	CCONJ
easat-4186	113	23	different	different	ADJ
easat-4186	113	24	datasets	dataset	NOUN
easat-4186	113	25	.	.	PUNCT
easat-4186	114	1	to	to	PART
easat-4186	114	2	enhance	enhance	VERB
easat-4186	114	3	its	its	PRON
easat-4186	114	4	performance	performance	NOUN
easat-4186	114	5	,	,	PUNCT
easat-4186	114	6	we	we	PRON
easat-4186	114	7	need	need	VERB
easat-4186	114	8	to	to	PART
easat-4186	114	9	increase	increase	VERB
easat-4186	114	10	input	input	NOUN
easat-4186	114	11	data	datum	NOUN
easat-4186	114	12	size	size	NOUN
easat-4186	114	13	,	,	PUNCT
easat-4186	114	14	consider	consider	VERB
easat-4186	114	15	more	more	ADV
easat-4186	114	16	diverse	diverse	ADJ
easat-4186	114	17	datasets	dataset	NOUN
easat-4186	114	18	covering	cover	VERB
easat-4186	114	19	longer	long	ADJ
easat-4186	114	20	time	time	NOUN
easat-4186	114	21	frames	frame	NOUN
easat-4186	114	22	across	across	ADP
easat-4186	114	23	various	various	ADJ
easat-4186	114	24	sectors	sector	NOUN
easat-4186	114	25	as	as	ADV
easat-4186	114	26	well	well	ADV
easat-4186	114	27	as	as	ADP
easat-4186	114	28	test	test	VERB
easat-4186	114	29	different	different	ADJ
easat-4186	114	30	training	training	NOUN
easat-4186	114	31	algorithms	algorithm	NOUN
easat-4186	114	32	or	or	CCONJ
easat-4186	114	33	activate	activate	VERB
easat-4186	114	34	functions	function	NOUN
easat-4186	114	35	.	.	PUNCT
easat-4186	115	1	transparency	transparency	NOUN
easat-4186	115	2	:	:	PUNCT
easat-4186	115	3	the	the	DET
easat-4186	115	4	authors	author	NOUN
easat-4186	115	5	confirm	confirm	VERB
easat-4186	115	6	that	that	SCONJ
easat-4186	115	7	the	the	DET
easat-4186	115	8	manuscript	manuscript	NOUN
easat-4186	115	9	is	be	AUX
easat-4186	115	10	an	an	DET
easat-4186	115	11	honest	honest	ADJ
easat-4186	115	12	,	,	PUNCT
easat-4186	115	13	accurate	accurate	ADJ
easat-4186	115	14	,	,	PUNCT
easat-4186	115	15	and	and	CCONJ
easat-4186	115	16	transparent	transparent	ADJ
easat-4186	115	17	account	account	NOUN
easat-4186	115	18	of	of	ADP
easat-4186	115	19	the	the	DET
easat-4186	115	20	study	study	NOUN
easat-4186	115	21	;	;	PUNCT
easat-4186	115	22	that	that	SCONJ
easat-4186	115	23	no	no	DET
easat-4186	115	24	vital	vital	ADJ
easat-4186	115	25	features	feature	NOUN
easat-4186	115	26	of	of	ADP
easat-4186	115	27	the	the	DET
easat-4186	115	28	study	study	NOUN
easat-4186	115	29	have	have	AUX
easat-4186	115	30	been	be	AUX
easat-4186	115	31	omitted	omit	VERB
easat-4186	115	32	;	;	PUNCT
easat-4186	115	33	and	and	CCONJ
easat-4186	115	34	that	that	SCONJ
easat-4186	115	35	any	any	DET
easat-4186	115	36	discrepancies	discrepancy	NOUN
easat-4186	115	37	from	from	ADP
easat-4186	115	38	the	the	DET
easat-4186	115	39	study	study	NOUN
easat-4186	115	40	as	as	SCONJ
easat-4186	115	41	planned	plan	VERB
easat-4186	115	42	have	have	AUX
easat-4186	115	43	been	be	AUX
easat-4186	115	44	explained	explain	VERB
easat-4186	115	45	.	.	PUNCT
easat-4186	116	1	this	this	DET
easat-4186	116	2	study	study	NOUN
easat-4186	116	3	followed	follow	VERB
easat-4186	116	4	all	all	DET
easat-4186	116	5	ethical	ethical	ADJ
easat-4186	116	6	practices	practice	NOUN
easat-4186	116	7	during	during	ADP
easat-4186	116	8	writing	writing	NOUN
easat-4186	116	9	.	.	PUNCT
easat-4186	117	1	copyright	copyright	NOUN
easat-4186	117	2	:	:	PUNCT
easat-4186	117	3	©	©	PROPN
easat-4186	117	4	2025	2025	NUM
easat-4186	117	5	by	by	ADP
easat-4186	117	6	the	the	DET
easat-4186	117	7	authors	author	NOUN
easat-4186	117	8	.	.	PUNCT
easat-4186	118	1	this	this	DET
easat-4186	118	2	open	open	ADJ
easat-4186	118	3	-	-	PUNCT
easat-4186	118	4	access	access	NOUN
easat-4186	118	5	article	article	NOUN
easat-4186	118	6	is	be	AUX
easat-4186	118	7	distributed	distribute	VERB
easat-4186	118	8	under	under	ADP
easat-4186	118	9	the	the	DET
easat-4186	118	10	terms	term	NOUN
easat-4186	118	11	and	and	CCONJ
easat-4186	118	12	conditions	condition	NOUN
easat-4186	118	13	of	of	ADP
easat-4186	118	14	the	the	DET
easat-4186	118	15	creative	creative	ADJ
easat-4186	118	16	commons	common	NOUN
easat-4186	118	17	attribution	attribution	NOUN
easat-4186	118	18	(	(	PUNCT
easat-4186	118	19	cc	cc	NOUN
easat-4186	118	20	by	by	ADP
easat-4186	118	21	)	)	PUNCT
easat-4186	118	22	license	license	NOUN
easat-4186	118	23	(	(	PUNCT
easat-4186	118	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-4186	118	25	)	)	PUNCT
easat-4186	118	26	.	.	PUNCT
easat-4186	119	1	references	reference	NOUN
easat-4186	119	2	[	[	X
easat-4186	119	3	1	1	X
easat-4186	119	4	]	]	PUNCT
easat-4186	119	5	j.	j.	PROPN
easat-4186	119	6	a.	a.	PROPN
easat-4186	119	7	batten	batten	PROPN
easat-4186	119	8	and	and	CCONJ
easat-4186	119	9	x.	x.	NOUN
easat-4186	119	10	v.	v.	PROPN
easat-4186	119	11	vo	vo	PROPN
easat-4186	119	12	,	,	PUNCT
easat-4186	119	13	"	"	PUNCT
easat-4186	119	14	liquidity	liquidity	NOUN
easat-4186	119	15	and	and	CCONJ
easat-4186	119	16	return	return	VERB
easat-4186	119	17	relationships	relationship	NOUN
easat-4186	119	18	in	in	ADP
easat-4186	119	19	an	an	DET
easat-4186	119	20	emerging	emerge	VERB
easat-4186	119	21	market	market	NOUN
easat-4186	119	22	,	,	PUNCT
easat-4186	119	23	"	"	PUNCT
easat-4186	119	24	emerging	emerge	VERB
easat-4186	119	25	markets	market	NOUN
easat-4186	119	26	finance	finance	NOUN
easat-4186	119	27	and	and	CCONJ
easat-4186	119	28	trade	trade	NOUN
easat-4186	119	29	,	,	PUNCT
easat-4186	119	30	vol	vol	NOUN
easat-4186	119	31	.	.	PROPN
easat-4186	120	1	50	50	NUM
easat-4186	120	2	,	,	PUNCT
easat-4186	120	3	no	no	INTJ
easat-4186	120	4	.	.	NOUN
easat-4186	120	5	1	1	NUM
easat-4186	120	6	,	,	PUNCT
easat-4186	120	7	pp	pp	ADJ
easat-4186	120	8	.	.	PUNCT
easat-4186	121	1	5	5	NUM
easat-4186	121	2	-	-	SYM
easat-4186	121	3	21	21	NUM
easat-4186	121	4	,	,	PUNCT
easat-4186	121	5	2014	2014	NUM
easat-4186	121	6	.	.	PUNCT
easat-4186	122	1	https://doi.org/10.2753/ree1540-496x500101	https://doi.org/10.2753/ree1540-496x500101	PRON
easat-4186	122	2	[	[	X
easat-4186	122	3	2	2	X
easat-4186	122	4	]	]	PUNCT
easat-4186	122	5	c.	c.	PROPN
easat-4186	122	6	r.	r.	PROPN
easat-4186	122	7	harvey	harvey	PROPN
easat-4186	122	8	,	,	PUNCT
easat-4186	122	9	"	"	PUNCT
easat-4186	122	10	predictable	predictable	ADJ
easat-4186	122	11	risk	risk	NOUN
easat-4186	122	12	and	and	CCONJ
easat-4186	122	13	returns	return	NOUN
easat-4186	122	14	in	in	ADP
easat-4186	122	15	emerging	emerge	VERB
easat-4186	122	16	markets	market	NOUN
easat-4186	122	17	,	,	PUNCT
easat-4186	122	18	"	"	PUNCT
easat-4186	122	19	the	the	DET
easat-4186	122	20	review	review	NOUN
easat-4186	122	21	of	of	ADP
easat-4186	122	22	financial	financial	ADJ
easat-4186	122	23	studies	study	NOUN
easat-4186	122	24	,	,	PUNCT
easat-4186	122	25	vol	vol	NOUN
easat-4186	122	26	.	.	PROPN
easat-4186	122	27	8	8	NUM
easat-4186	122	28	,	,	PUNCT
easat-4186	122	29	no	no	INTJ
easat-4186	122	30	.	.	NOUN
easat-4186	122	31	3	3	NUM
easat-4186	122	32	,	,	PUNCT
easat-4186	122	33	pp	pp	ADJ
easat-4186	122	34	.	.	PUNCT
easat-4186	123	1	773	773	NUM
easat-4186	123	2	-	-	SYM
easat-4186	123	3	816	816	NUM
easat-4186	123	4	,	,	PUNCT
easat-4186	123	5	1995	1995	NUM
easat-4186	123	6	.	.	PUNCT
easat-4186	124	1	https://doi.org/10.3386/w4621	https://doi.org/10.3386/w4621	NUM
easat-4186	125	1	[	[	X
easat-4186	125	2	3	3	NUM
easat-4186	125	3	]	]	X
easat-4186	125	4	n.	n.	PROPN
easat-4186	125	5	f.	f.	PROPN
easat-4186	125	6	chen	chen	PROPN
easat-4186	125	7	,	,	PUNCT
easat-4186	125	8	r.	r.	PROPN
easat-4186	125	9	roll	roll	PROPN
easat-4186	125	10	,	,	PUNCT
easat-4186	125	11	and	and	CCONJ
easat-4186	125	12	s.	s.	PROPN
easat-4186	125	13	a.	a.	PROPN
easat-4186	125	14	ross	ross	PROPN
easat-4186	125	15	,	,	PUNCT
easat-4186	125	16	"	"	PUNCT
easat-4186	125	17	economic	economic	ADJ
easat-4186	125	18	forces	force	NOUN
easat-4186	125	19	and	and	CCONJ
easat-4186	125	20	the	the	DET
easat-4186	125	21	stock	stock	NOUN
easat-4186	125	22	market	market	NOUN
easat-4186	125	23	,	,	PUNCT
easat-4186	125	24	"	"	PUNCT
easat-4186	125	25	journal	journal	NOUN
easat-4186	125	26	of	of	ADP
easat-4186	125	27	business	business	NOUN
easat-4186	125	28	,	,	PUNCT
easat-4186	125	29	vol	vol	NOUN
easat-4186	125	30	.	.	PROPN
easat-4186	125	31	59	59	NUM
easat-4186	125	32	,	,	PUNCT
easat-4186	125	33	no	no	INTJ
easat-4186	125	34	.	.	NOUN
easat-4186	125	35	3	3	NUM
easat-4186	125	36	,	,	PUNCT
easat-4186	125	37	pp	pp	ADJ
easat-4186	125	38	.	.	PUNCT
easat-4186	125	39	383	383	NUM
easat-4186	125	40	-	-	SYM
easat-4186	125	41	403	403	NUM
easat-4186	125	42	,	,	PUNCT
easat-4186	125	43	1986	1986	NUM
easat-4186	125	44	.	.	PUNCT
easat-4186	126	1	[	[	X
easat-4186	126	2	4	4	NUM
easat-4186	126	3	]	]	PUNCT
easat-4186	126	4	a.	a.	NOUN
easat-4186	126	5	h.	h.	PROPN
easat-4186	126	6	talib	talib	PROPN
easat-4186	126	7	,	,	PUNCT
easat-4186	126	8	l.	l.	PROPN
easat-4186	126	9	a.	a.	PROPN
easat-4186	126	10	zgair	zgair	PROPN
easat-4186	126	11	,	,	PUNCT
easat-4186	126	12	b.	b.	PROPN
easat-4186	126	13	k.	k.	PROPN
easat-4186	126	14	nasrawi	nasrawi	PROPN
easat-4186	126	15	,	,	PUNCT
easat-4186	126	16	and	and	CCONJ
easat-4186	126	17	a.	a.	PROPN
easat-4186	126	18	j.	j.	PROPN
easat-4186	126	19	al	al	PROPN
easat-4186	126	20	-	-	PUNCT
easat-4186	126	21	msary	msary	ADJ
easat-4186	126	22	,	,	PUNCT
easat-4186	126	23	"	"	PUNCT
easat-4186	126	24	eradication	eradication	NOUN
easat-4186	126	25	of	of	ADP
easat-4186	126	26	financial	financial	ADJ
easat-4186	126	27	literacy	literacy	NOUN
easat-4186	126	28	and	and	CCONJ
easat-4186	126	29	its	its	PRON
easat-4186	126	30	impact	impact	NOUN
easat-4186	126	31	on	on	ADP
easat-4186	126	32	production	production	NOUN
easat-4186	126	33	management	management	NOUN
easat-4186	126	34	:	:	PUNCT
easat-4186	126	35	an	an	DET
easat-4186	126	36	applied	apply	VERB
easat-4186	126	37	study	study	NOUN
easat-4186	126	38	at	at	ADP
easat-4186	126	39	the	the	DET
easat-4186	126	40	general	general	ADJ
easat-4186	126	41	company	company	NOUN
easat-4186	126	42	for	for	ADP
easat-4186	126	43	automobiles	automobile	NOUN
easat-4186	126	44	and	and	CCONJ
easat-4186	126	45	equipment	equipment	NOUN
easat-4186	126	46	,	,	PUNCT
easat-4186	126	47	"	"	PUNCT
easat-4186	126	48	pakistan	pakistan	PROPN
easat-4186	126	49	journal	journal	NOUN
easat-4186	126	50	of	of	ADP
easat-4186	126	51	life	life	NOUN
easat-4186	126	52	and	and	CCONJ
easat-4186	126	53	social	social	ADJ
easat-4186	126	54	sciences	science	NOUN
easat-4186	126	55	,	,	PUNCT
easat-4186	126	56	vol	vol	NOUN
easat-4186	126	57	.	.	PROPN
easat-4186	126	58	22	22	NUM
easat-4186	126	59	,	,	PUNCT
easat-4186	126	60	no	no	INTJ
easat-4186	126	61	.	.	NOUN
easat-4186	126	62	1	1	NUM
easat-4186	126	63	,	,	PUNCT
easat-4186	126	64	pp	pp	ADJ
easat-4186	126	65	.	.	PUNCT
easat-4186	127	1	4821	4821	NUM
easat-4186	127	2	-	-	SYM
easat-4186	127	3	4830	4830	NUM
easat-4186	127	4	,	,	PUNCT
easat-4186	127	5	2024	2024	NUM
easat-4186	127	6	.	.	PUNCT
easat-4186	128	1	https://doi.org/10.57239/pjlss-2024-22.1.00355	https://doi.org/10.57239/pjlss-2024-22.1.00355	PRON
easat-4186	128	2	[	[	X
easat-4186	128	3	5	5	X
easat-4186	128	4	]	]	PUNCT
easat-4186	128	5	e.	e.	PROPN
easat-4186	128	6	f.	f.	PROPN
easat-4186	128	7	fama	fama	PROPN
easat-4186	128	8	and	and	CCONJ
easat-4186	128	9	k.	k.	PROPN
easat-4186	128	10	r.	r.	PROPN
easat-4186	128	11	french	french	PROPN
easat-4186	128	12	,	,	PUNCT
easat-4186	128	13	"	"	PUNCT
easat-4186	128	14	common	common	ADJ
easat-4186	128	15	risk	risk	NOUN
easat-4186	128	16	factors	factor	NOUN
easat-4186	128	17	in	in	ADP
easat-4186	128	18	the	the	DET
easat-4186	128	19	returns	return	NOUN
easat-4186	128	20	on	on	ADP
easat-4186	128	21	stocks	stock	NOUN
easat-4186	128	22	and	and	CCONJ
easat-4186	128	23	bonds	bond	NOUN
easat-4186	128	24	,	,	PUNCT
easat-4186	128	25	"	"	PUNCT
easat-4186	128	26	journal	journal	NOUN
easat-4186	128	27	of	of	ADP
easat-4186	128	28	financial	financial	ADJ
easat-4186	128	29	economics	economic	NOUN
easat-4186	128	30	,	,	PUNCT
easat-4186	128	31	vol	vol	NOUN
easat-4186	128	32	.	.	PROPN
easat-4186	129	1	33	33	NUM
easat-4186	129	2	,	,	PUNCT
easat-4186	129	3	no	no	INTJ
easat-4186	129	4	.	.	NOUN
easat-4186	129	5	1	1	NUM
easat-4186	129	6	,	,	PUNCT
easat-4186	129	7	pp	pp	ADJ
easat-4186	129	8	.	.	PUNCT
easat-4186	130	1	3	3	NUM
easat-4186	130	2	-	-	SYM
easat-4186	130	3	56	56	NUM
easat-4186	130	4	,	,	PUNCT
easat-4186	130	5	1993	1993	NUM
easat-4186	130	6	.	.	PUNCT
easat-4186	131	1	[	[	X
easat-4186	131	2	6	6	NUM
easat-4186	131	3	]	]	X
easat-4186	131	4	n.	n.	NOUN
easat-4186	131	5	jegadeesh	jegadeesh	PROPN
easat-4186	131	6	and	and	CCONJ
easat-4186	131	7	s.	s.	PROPN
easat-4186	131	8	titman	titman	PROPN
easat-4186	131	9	,	,	PUNCT
easat-4186	131	10	"	"	PUNCT
easat-4186	131	11	returns	return	NOUN
easat-4186	131	12	to	to	ADP
easat-4186	131	13	buying	buy	VERB
easat-4186	131	14	winners	winner	NOUN
easat-4186	131	15	and	and	CCONJ
easat-4186	131	16	selling	sell	VERB
easat-4186	131	17	losers	loser	NOUN
easat-4186	131	18	:	:	PUNCT
easat-4186	131	19	implications	implication	NOUN
easat-4186	131	20	for	for	ADP
easat-4186	131	21	stock	stock	NOUN
easat-4186	131	22	market	market	NOUN
easat-4186	131	23	efficiency	efficiency	NOUN
easat-4186	131	24	,	,	PUNCT
easat-4186	131	25	"	"	PUNCT
easat-4186	131	26	journal	journal	NOUN
easat-4186	131	27	of	of	ADP
easat-4186	131	28	finance	finance	NOUN
easat-4186	131	29	,	,	PUNCT
easat-4186	131	30	vol	vol	NOUN
easat-4186	131	31	.	.	PROPN
easat-4186	131	32	48	48	NUM
easat-4186	131	33	,	,	PUNCT
easat-4186	131	34	no	no	INTJ
easat-4186	131	35	.	.	NOUN
easat-4186	131	36	1	1	NUM
easat-4186	131	37	,	,	PUNCT
easat-4186	131	38	pp	pp	ADJ
easat-4186	131	39	.	.	PUNCT
easat-4186	132	1	65	65	NUM
easat-4186	132	2	-	-	SYM
easat-4186	132	3	91	91	NUM
easat-4186	132	4	,	,	PUNCT
easat-4186	132	5	1993	1993	NUM
easat-4186	132	6	.	.	PUNCT
easat-4186	133	1	https://doi.org/10.2307/2328882	https://doi.org/10.2307/2328882	X
easat-4186	134	1	[	[	X
easat-4186	134	2	7	7	NUM
easat-4186	134	3	]	]	PUNCT
easat-4186	134	4	a.	a.	NOUN
easat-4186	134	5	kolesnikova	kolesnikova	PROPN
easat-4186	134	6	,	,	PUNCT
easat-4186	134	7	y.	y.	PROPN
easat-4186	134	8	yang	yang	PROPN
easat-4186	134	9	,	,	PUNCT
easat-4186	134	10	s.	s.	PROPN
easat-4186	134	11	lessmann	lessmann	PROPN
easat-4186	134	12	,	,	PUNCT
easat-4186	134	13	t.	t.	PROPN
easat-4186	134	14	ma	ma	PROPN
easat-4186	134	15	,	,	PUNCT
easat-4186	134	16	m.	m.	PROPN
easat-4186	134	17	c.	c.	PROPN
easat-4186	134	18	sung	sung	PROPN
easat-4186	134	19	,	,	PUNCT
easat-4186	134	20	and	and	CCONJ
easat-4186	134	21	j.	j.	PROPN
easat-4186	134	22	e.	e.	PROPN
easat-4186	134	23	v.	v.	PROPN
easat-4186	134	24	johnson	johnson	PROPN
easat-4186	134	25	,	,	PUNCT
easat-4186	134	26	"	"	PUNCT
easat-4186	134	27	can	can	AUX
easat-4186	134	28	deep	deep	ADV
easat-4186	134	29	learning	learning	NOUN
easat-4186	134	30	predict	predict	VERB
easat-4186	134	31	risky	risky	ADJ
easat-4186	134	32	retail	retail	ADJ
easat-4186	134	33	investors	investor	NOUN
easat-4186	134	34	?	?	PUNCT
easat-4186	135	1	a	a	DET
easat-4186	135	2	case	case	NOUN
easat-4186	135	3	study	study	NOUN
easat-4186	135	4	in	in	ADP
easat-4186	135	5	financial	financial	ADJ
easat-4186	135	6	risk	risk	NOUN
easat-4186	135	7	behavior	behavior	NOUN
easat-4186	135	8	forecasting	forecasting	NOUN
easat-4186	135	9	(	(	PUNCT
easat-4186	135	10	no	no	INTJ
easat-4186	135	11	.	.	NOUN
easat-4186	135	12	2019	2019	NUM
easat-4186	135	13	-	-	SYM
easat-4186	135	14	023	023	NUM
easat-4186	135	15	)	)	PUNCT
easat-4186	135	16	,	,	PUNCT
easat-4186	135	17	"	"	PUNCT
easat-4186	135	18	irtg	irtg	VERB
easat-4186	135	19	1792	1792	NUM
easat-4186	135	20	discussion	discussion	NOUN
easat-4186	135	21	paper	paper	NOUN
easat-4186	135	22	,	,	PUNCT
easat-4186	135	23	2019	2019	NUM
easat-4186	135	24	.	.	PUNCT
easat-4186	136	1	[	[	X
easat-4186	136	2	8	8	X
easat-4186	136	3	]	]	X
easat-4186	136	4	h.	h.	NOUN
easat-4186	136	5	taherdoost	taherdoost	PROPN
easat-4186	136	6	,	,	PUNCT
easat-4186	136	7	"	"	PUNCT
easat-4186	136	8	deep	deep	ADJ
easat-4186	136	9	learning	learning	NOUN
easat-4186	136	10	and	and	CCONJ
easat-4186	136	11	neural	neural	ADJ
easat-4186	136	12	networks	network	NOUN
easat-4186	136	13	:	:	PUNCT
easat-4186	136	14	decision	decision	NOUN
easat-4186	136	15	-	-	PUNCT
easat-4186	136	16	making	make	VERB
easat-4186	136	17	implications	implication	NOUN
easat-4186	136	18	,	,	PUNCT
easat-4186	136	19	"	"	PUNCT
easat-4186	136	20	symmetry	symmetry	NOUN
easat-4186	136	21	,	,	PUNCT
easat-4186	136	22	vol	vol	NOUN
easat-4186	136	23	.	.	PROPN
easat-4186	136	24	15	15	NUM
easat-4186	136	25	,	,	PUNCT
easat-4186	136	26	no	no	INTJ
easat-4186	136	27	.	.	NOUN
easat-4186	136	28	9	9	NUM
easat-4186	136	29	,	,	PUNCT
easat-4186	136	30	p.	p.	NOUN
easat-4186	136	31	1723	1723	NUM
easat-4186	136	32	,	,	PUNCT
easat-4186	136	33	2023	2023	NUM
easat-4186	136	34	.	.	PUNCT
easat-4186	137	1	https://doi.org/10.3390/sym15091723	https://doi.org/10.3390/sym15091723	PUNCT
easat-4186	138	1	[	[	X
easat-4186	138	2	9	9	NUM
easat-4186	138	3	]	]	PUNCT
easat-4186	138	4	f.	f.	PROPN
easat-4186	138	5	yahoo	yahoo	PROPN
easat-4186	138	6	,	,	PUNCT
easat-4186	138	7	"	"	PUNCT
easat-4186	138	8	tesla	tesla	PROPN
easat-4186	138	9	inc	inc	PROPN
easat-4186	138	10	.	.	PROPN
easat-4186	139	1	(	(	PUNCT
easat-4186	139	2	tsla	tsla	ADJ
easat-4186	139	3	)	)	PUNCT
easat-4186	139	4	financial	financial	ADJ
easat-4186	139	5	summary	summary	NOUN
easat-4186	139	6	and	and	CCONJ
easat-4186	139	7	ratios	ratio	NOUN
easat-4186	139	8	,	,	PUNCT
easat-4186	139	9	"	"	PUNCT
easat-4186	139	10	retrieved	retrieve	VERB
easat-4186	139	11	:	:	PUNCT
easat-4186	139	12	https://finance.yahoo.commacrotrends	https://finance.yahoo.commacrotrend	NOUN
easat-4186	139	13	.	.	PUNCT
easat-4186	139	14	2023	2023	NUM
easat-4186	139	15	.	.	PUNCT
easat-4186	140	1	[	[	X
easat-4186	140	2	10	10	NUM
easat-4186	140	3	]	]	X
easat-4186	140	4	macro	macro	ADJ
easat-4186	140	5	trends	trend	NOUN
easat-4186	140	6	,	,	PUNCT
easat-4186	140	7	"	"	PUNCT
easat-4186	140	8	tesla	tesla	PROPN
easat-4186	140	9	inc	inc	PROPN
easat-4186	140	10	.	.	PROPN
easat-4186	140	11	financial	financial	ADJ
easat-4186	140	12	ratios	ratio	NOUN
easat-4186	140	13	for	for	ADP
easat-4186	140	14	analysis	analysis	NOUN
easat-4186	140	15	2016	2016	NUM
easat-4186	140	16	-	-	SYM
easat-4186	140	17	2023	2023	NUM
easat-4186	140	18	,	,	PUNCT
easat-4186	140	19	"	"	PUNCT
easat-4186	140	20	retrieved	retrieve	VERB
easat-4186	140	21	:	:	PUNCT
easat-4186	140	22	https://www.macrotrends.net	https://www.macrotrends.net	PROPN
easat-4186	140	23	.	.	PUNCT
easat-4186	141	1	2023	2023	NUM
easat-4186	141	2	.	.	PUNCT
easat-4186	142	1	[	[	X
easat-4186	142	2	11	11	NUM
easat-4186	142	3	]	]	PUNCT
easat-4186	142	4	a.	a.	NOUN
easat-4186	142	5	h.	h.	PROPN
easat-4186	142	6	talib	talib	PROPN
easat-4186	142	7	,	,	PUNCT
easat-4186	142	8	h.	h.	PROPN
easat-4186	142	9	a.	a.	PROPN
easat-4186	142	10	a.	a.	PROPN
easat-4186	142	11	ahmed	ahmed	PROPN
easat-4186	142	12	,	,	PUNCT
easat-4186	142	13	and	and	CCONJ
easat-4186	142	14	a.	a.	PROPN
easat-4186	142	15	j.	j.	PROPN
easat-4186	142	16	k.	k.	PROPN
easat-4186	143	1	al	al	PROPN
easat-4186	143	2	-	-	PUNCT
easat-4186	143	3	msary	msary	PROPN
easat-4186	143	4	,	,	PUNCT
easat-4186	143	5	"	"	PUNCT
easat-4186	143	6	evaluating	evaluate	VERB
easat-4186	143	7	the	the	DET
easat-4186	143	8	steps	step	NOUN
easat-4186	143	9	of	of	ADP
easat-4186	143	10	building	build	VERB
easat-4186	143	11	the	the	DET
easat-4186	143	12	organizational	organizational	ADJ
easat-4186	143	13	structure	structure	NOUN
easat-4186	143	14	by	by	ADP
easat-4186	143	15	supply	supply	NOUN
easat-4186	143	16	chain	chain	NOUN
easat-4186	143	17	performance	performance	NOUN
easat-4186	143	18	measurement	measurement	NOUN
easat-4186	143	19	and	and	CCONJ
easat-4186	143	20	productivity	productivity	NOUN
easat-4186	143	21	:	:	PUNCT
easat-4186	143	22	a	a	DET
easat-4186	143	23	case	case	NOUN
easat-4186	143	24	of	of	ADP
easat-4186	143	25	the	the	DET
easat-4186	143	26	general	general	ADJ
easat-4186	143	27	directorate	directorate	NOUN
easat-4186	143	28	of	of	ADP
easat-4186	143	29	vocational	vocational	ADJ
easat-4186	143	30	education	education	NOUN
easat-4186	143	31	,	,	PUNCT
easat-4186	143	32	"	"	PUNCT
easat-4186	143	33	international	international	ADJ
easat-4186	143	34	journal	journal	NOUN
easat-4186	143	35	of	of	ADP
easat-4186	143	36	supply	supply	NOUN
easat-4186	143	37	chain	chain	NOUN
easat-4186	143	38	management	management	NOUN
easat-4186	143	39	,	,	PUNCT
easat-4186	143	40	vol	vol	NOUN
easat-4186	143	41	.	.	PROPN
easat-4186	143	42	8	8	NUM
easat-4186	143	43	,	,	PUNCT
easat-4186	143	44	no	no	INTJ
easat-4186	143	45	.	.	NOUN
easat-4186	143	46	1	1	NUM
easat-4186	143	47	,	,	PUNCT
easat-4186	143	48	p.	p.	NOUN
easat-4186	143	49	535	535	NUM
easat-4186	143	50	,	,	PUNCT
easat-4186	143	51	2019	2019	NUM
easat-4186	143	52	.	.	PUNCT
easat-4186	144	1	[	[	X
easat-4186	144	2	12	12	NUM
easat-4186	144	3	]	]	PUNCT
easat-4186	144	4	a.	a.	PROPN
easat-4186	144	5	j.	j.	PROPN
easat-4186	144	6	almsary	almsary	PROPN
easat-4186	144	7	,	,	PUNCT
easat-4186	144	8	a.	a.	PROPN
easat-4186	144	9	h.	h.	PROPN
easat-4186	144	10	talib	talib	PROPN
easat-4186	144	11	,	,	PUNCT
easat-4186	144	12	and	and	CCONJ
easat-4186	144	13	h.	h.	PROPN
easat-4186	144	14	s.	s.	PROPN
easat-4186	144	15	abdulameer	abdulameer	PROPN
easat-4186	144	16	,	,	PUNCT
easat-4186	144	17	"	"	PUNCT
easat-4186	144	18	the	the	DET
easat-4186	144	19	service	service	NOUN
easat-4186	144	20	marketing	marketing	NOUN
easat-4186	144	21	mix	mix	NOUN
easat-4186	144	22	is	be	AUX
easat-4186	144	23	a	a	DET
easat-4186	144	24	tool	tool	NOUN
easat-4186	144	25	to	to	PART
easat-4186	144	26	achieve	achieve	VERB
easat-4186	144	27	customer	customer	NOUN
easat-4186	144	28	satisfaction	satisfaction	NOUN
easat-4186	144	29	:	:	PUNCT
easat-4186	144	30	a	a	DET
easat-4186	144	31	survey	survey	NOUN
easat-4186	144	32	on	on	ADP
easat-4186	144	33	a	a	DET
easat-4186	144	34	sample	sample	NOUN
easat-4186	144	35	of	of	ADP
easat-4186	144	36	hotels	hotel	NOUN
easat-4186	144	37	,	,	PUNCT
easat-4186	144	38	"	"	PUNCT
easat-4186	144	39	opcion	opcion	NOUN
easat-4186	144	40	,	,	PUNCT
easat-4186	144	41	vol	vol	NOUN
easat-4186	144	42	.	.	PROPN
easat-4186	144	43	34	34	NUM
easat-4186	144	44	,	,	PUNCT
easat-4186	144	45	no	no	INTJ
easat-4186	144	46	.	.	NOUN
easat-4186	144	47	85	85	NUM
easat-4186	144	48	,	,	PUNCT
easat-4186	144	49	pp	pp	ADV
easat-4186	144	50	.	.	PUNCT
easat-4186	145	1	3202–3228	3202–3228	VERB
easat-4186	145	2	,	,	PUNCT
easat-4186	145	3	2018	2018	NUM
easat-4186	145	4	.	.	PUNCT
easat-4186	146	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-4186	146	2	https://doi.org/10.2753/ree1540-496x500101	https://doi.org/10.2753/ree1540-496x500101	PROPN
easat-4186	147	1	https://doi.org/10.3386/w4621	https://doi.org/10.3386/w4621	PROPN
easat-4186	147	2	https://doi.org/10.57239/pjlss-2024-22.1.00355	https://doi.org/10.57239/pjlss-2024-22.1.00355	NUM
easat-4186	147	3	https://doi.org/10.2307/2328882	https://doi.org/10.2307/2328882	X
easat-4186	147	4	https://doi.org/10.3390/sym15091723	https://doi.org/10.3390/sym15091723	PRON
easat-4186	147	5	https://finance.yahoo.commacrotrends/	https://finance.yahoo.commacrotrends/	X
easat-4186	147	6	https://www.macrotrends.net/	https://www.macrotrends.net/	VERB