id	sid	tid	token	lemma	pos
cana-3276	1	1	105	105	NUM
cana-3276	1	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-3276	1	3	communications	communication	NOUN
cana-3276	1	4	on	on	ADP
cana-3276	1	5	applied	apply	VERB
cana-3276	1	6	nonlinear	nonlinear	ADJ
cana-3276	1	7	analysis	analysis	NOUN
cana-3276	1	8	issn	issn	NOUN
cana-3276	1	9	:	:	PUNCT
cana-3276	1	10	1074	1074	NUM
cana-3276	1	11	-	-	PUNCT
cana-3276	1	12	133x	133x	NUM
cana-3276	1	13	vol	vol	NOUN
cana-3276	1	14	32	32	NUM
cana-3276	1	15	no	no	NOUN
cana-3276	1	16	.	.	PUNCT
cana-3276	2	1	6s	6s	NUM
cana-3276	2	2	(	(	PUNCT
cana-3276	2	3	2025	2025	NUM
cana-3276	2	4	)	)	PUNCT
cana-3276	2	5	identification	identification	NOUN
cana-3276	2	6	of	of	ADP
cana-3276	2	7	actionable	actionable	ADJ
cana-3276	2	8	insights	insight	NOUN
cana-3276	2	9	from	from	ADP
cana-3276	2	10	online	online	ADJ
cana-3276	2	11	data	datum	NOUN
cana-3276	2	12	sources	source	NOUN
cana-3276	2	13	by	by	ADP
cana-3276	2	14	using	use	VERB
cana-3276	2	15	the	the	DET
cana-3276	2	16	hashed	hashed	ADJ
cana-3276	2	17	coherence	coherence	NOUN
cana-3276	2	18	frequency	frequency	NOUN
cana-3276	2	19	calculator	calculator	NOUN
cana-3276	2	20	(	(	PUNCT
cana-3276	2	21	hcfc	hcfc	PROPN
cana-3276	2	22	)	)	PUNCT
cana-3276	2	23	algorithm	algorithm	PROPN
cana-3276	2	24	dr	dr	PROPN
cana-3276	2	25	.	.	PROPN
cana-3276	2	26	b.	b.	PROPN
cana-3276	2	27	srinivasan	srinivasan	PROPN
cana-3276	2	28	associate	associate	PROPN
cana-3276	2	29	professor	professor	NOUN
cana-3276	2	30	of	of	ADP
cana-3276	2	31	computer	computer	NOUN
cana-3276	2	32	science	science	NOUN
cana-3276	2	33	,	,	PUNCT
cana-3276	2	34	school	school	NOUN
cana-3276	2	35	of	of	ADP
cana-3276	2	36	arts	art	NOUN
cana-3276	2	37	and	and	CCONJ
cana-3276	2	38	science	science	NOUN
cana-3276	2	39	,	,	PUNCT
cana-3276	2	40	vinayaka	vinayaka	PROPN
cana-3276	2	41	mission	mission	NOUN
cana-3276	2	42	’s	’s	PART
cana-3276	2	43	chennai	chennai	PROPN
cana-3276	2	44	campus	campus	PROPN
cana-3276	2	45	,	,	PUNCT
cana-3276	2	46	vinayaka	vinayaka	PROPN
cana-3276	2	47	mission	mission	NOUN
cana-3276	2	48	's	's	PART
cana-3276	2	49	research	research	NOUN
cana-3276	2	50	foundation	foundation	PROPN
cana-3276	2	51	deemed	deem	VERB
cana-3276	2	52	to	to	PART
cana-3276	2	53	be	be	AUX
cana-3276	2	54	university	university	NOUN
cana-3276	2	55	,	,	PUNCT
cana-3276	2	56	salem	salem	NOUN
cana-3276	2	57	,	,	PUNCT
cana-3276	2	58	paiyanoor	paiyanoor	NOUN
cana-3276	2	59	,	,	PUNCT
cana-3276	2	60	tamil	tamil	PROPN
cana-3276	2	61	nadu	nadu	PROPN
cana-3276	2	62	,	,	PUNCT
cana-3276	2	63	india	india	PROPN
cana-3276	2	64	.	.	PUNCT
cana-3276	2	65	email	email	NOUN
cana-3276	2	66	:	:	PUNCT
cana-3276	2	67	srinivasan.avca014a@avsas.ac.in	srinivasan.avca014a@avsas.ac.in	PROPN
cana-3276	2	68	article	article	NOUN
cana-3276	2	69	history	history	NOUN
cana-3276	2	70	:	:	PUNCT
cana-3276	2	71	received	receive	VERB
cana-3276	2	72	:	:	PUNCT
cana-3276	2	73	16	16	NUM
cana-3276	2	74	-	-	SYM
cana-3276	2	75	10	10	NUM
cana-3276	2	76	-	-	PUNCT
cana-3276	2	77	2024	2024	NUM
cana-3276	2	78	revised	revise	VERB
cana-3276	2	79	:	:	PUNCT
cana-3276	2	80	30	30	NUM
cana-3276	2	81	-	-	SYM
cana-3276	2	82	11	11	NUM
cana-3276	2	83	-	-	PUNCT
cana-3276	2	84	2024	2024	NUM
cana-3276	2	85	accepted	accept	VERB
cana-3276	2	86	:	:	PUNCT
cana-3276	2	87	10	10	NUM
cana-3276	2	88	-	-	SYM
cana-3276	2	89	12	12	NUM
cana-3276	2	90	-	-	PUNCT
cana-3276	2	91	2024	2024	NUM
cana-3276	2	92	abstract	abstract	NOUN
cana-3276	2	93	:	:	PUNCT
cana-3276	2	94	the	the	DET
cana-3276	2	95	present	present	ADJ
cana-3276	2	96	contemporary	contemporary	ADJ
cana-3276	2	97	world	world	NOUN
cana-3276	2	98	is	be	AUX
cana-3276	2	99	propelled	propel	VERB
cana-3276	2	100	by	by	ADP
cana-3276	2	101	data	datum	NOUN
cana-3276	2	102	.	.	PUNCT
cana-3276	3	1	everyone	everyone	PRON
cana-3276	3	2	in	in	ADP
cana-3276	3	3	society	society	NOUN
cana-3276	3	4	makes	make	VERB
cana-3276	3	5	decisions	decision	NOUN
cana-3276	3	6	based	base	VERB
cana-3276	3	7	on	on	ADP
cana-3276	3	8	the	the	DET
cana-3276	3	9	existing	exist	VERB
cana-3276	3	10	data	datum	NOUN
cana-3276	3	11	and	and	CCONJ
cana-3276	3	12	proceeds	proceed	NOUN
cana-3276	3	13	accordingly	accordingly	ADV
cana-3276	3	14	.	.	PUNCT
cana-3276	4	1	furthermore	furthermore	ADV
cana-3276	4	2	,	,	PUNCT
cana-3276	4	3	all	all	DET
cana-3276	4	4	machinery	machinery	NOUN
cana-3276	4	5	is	be	AUX
cana-3276	4	6	automated	automate	VERB
cana-3276	4	7	using	use	VERB
cana-3276	4	8	advanced	advanced	ADJ
cana-3276	4	9	technologies	technology	NOUN
cana-3276	4	10	such	such	ADJ
cana-3276	4	11	as	as	ADP
cana-3276	4	12	artificial	artificial	ADJ
cana-3276	4	13	intelligence	intelligence	NOUN
cana-3276	4	14	(	(	PUNCT
cana-3276	4	15	ai	ai	NOUN
cana-3276	4	16	)	)	PUNCT
cana-3276	4	17	,	,	PUNCT
cana-3276	4	18	internet	internet	NOUN
cana-3276	4	19	of	of	ADP
cana-3276	4	20	things	thing	NOUN
cana-3276	4	21	(	(	PUNCT
cana-3276	4	22	iot	iot	NOUN
cana-3276	4	23	)	)	PUNCT
cana-3276	4	24	,	,	PUNCT
cana-3276	4	25	machine	machine	NOUN
cana-3276	4	26	learning	learning	NOUN
cana-3276	4	27	(	(	PUNCT
cana-3276	4	28	ml	ml	NOUN
cana-3276	4	29	)	)	PUNCT
cana-3276	4	30	,	,	PUNCT
cana-3276	4	31	and	and	CCONJ
cana-3276	4	32	data	datum	NOUN
cana-3276	4	33	science	science	NOUN
cana-3276	4	34	(	(	PUNCT
cana-3276	4	35	dl	dl	PROPN
cana-3276	4	36	)	)	PUNCT
cana-3276	4	37	,	,	PUNCT
cana-3276	4	38	which	which	DET
cana-3276	4	39	predominantly	predominantly	ADV
cana-3276	4	40	harness	harness	ADJ
cana-3276	4	41	data	data	NOUN
cana-3276	4	42	-	-	PUNCT
cana-3276	4	43	driven	drive	VERB
cana-3276	4	44	insights	insight	NOUN
cana-3276	4	45	for	for	ADP
cana-3276	4	46	daily	daily	ADJ
cana-3276	4	47	operations	operation	NOUN
cana-3276	4	48	.	.	PUNCT
cana-3276	5	1	business	business	NOUN
cana-3276	5	2	organizations	organization	NOUN
cana-3276	5	3	,	,	PUNCT
cana-3276	5	4	social	social	ADJ
cana-3276	5	5	media	medium	NOUN
cana-3276	5	6	,	,	PUNCT
cana-3276	5	7	healthcare	healthcare	PROPN
cana-3276	5	8	,	,	PUNCT
cana-3276	5	9	big	big	ADJ
cana-3276	5	10	data	datum	NOUN
cana-3276	5	11	analytics	analytic	NOUN
cana-3276	5	12	,	,	PUNCT
cana-3276	5	13	and	and	CCONJ
cana-3276	5	14	locality	locality	NOUN
cana-3276	5	15	mapping	mapping	NOUN
cana-3276	5	16	are	be	AUX
cana-3276	5	17	just	just	ADV
cana-3276	5	18	a	a	DET
cana-3276	5	19	few	few	ADJ
cana-3276	5	20	modern	modern	ADJ
cana-3276	5	21	industries	industry	NOUN
cana-3276	5	22	that	that	PRON
cana-3276	5	23	rely	rely	VERB
cana-3276	5	24	heavily	heavily	ADV
cana-3276	5	25	on	on	ADP
cana-3276	5	26	data	data	NOUN
cana-3276	5	27	-	-	PUNCT
cana-3276	5	28	driven	drive	VERB
cana-3276	5	29	strategies	strategy	NOUN
cana-3276	5	30	.	.	PUNCT
cana-3276	6	1	these	these	DET
cana-3276	6	2	areas	area	NOUN
cana-3276	6	3	utilize	utilize	VERB
cana-3276	6	4	cloud	cloud	NOUN
cana-3276	6	5	computing	computing	NOUN
cana-3276	6	6	(	(	PUNCT
cana-3276	6	7	cc	cc	NOUN
cana-3276	6	8	)	)	PUNCT
cana-3276	6	9	to	to	PART
cana-3276	6	10	store	store	VERB
cana-3276	6	11	the	the	DET
cana-3276	6	12	data	datum	NOUN
cana-3276	6	13	in	in	ADP
cana-3276	6	14	the	the	DET
cana-3276	6	15	cloud	cloud	NOUN
cana-3276	6	16	and	and	CCONJ
cana-3276	6	17	allow	allow	VERB
cana-3276	6	18	access	access	NOUN
cana-3276	6	19	to	to	ADP
cana-3276	6	20	data	datum	NOUN
cana-3276	6	21	on	on	ADP
cana-3276	6	22	any	any	DET
cana-3276	6	23	device	device	NOUN
cana-3276	6	24	.	.	PUNCT
cana-3276	7	1	the	the	DET
cana-3276	7	2	primary	primary	ADJ
cana-3276	7	3	consideration	consideration	NOUN
cana-3276	7	4	in	in	ADP
cana-3276	7	5	data	data	NOUN
cana-3276	7	6	-	-	PUNCT
cana-3276	7	7	driven	drive	VERB
cana-3276	7	8	terminology	terminology	NOUN
cana-3276	7	9	is	be	AUX
cana-3276	7	10	that	that	SCONJ
cana-3276	7	11	not	not	PART
cana-3276	7	12	all	all	DET
cana-3276	7	13	available	available	ADJ
cana-3276	7	14	data	datum	NOUN
cana-3276	7	15	is	be	AUX
cana-3276	7	16	utilized	utilize	VERB
cana-3276	7	17	for	for	ADP
cana-3276	7	18	decision	decision	NOUN
cana-3276	7	19	-	-	PUNCT
cana-3276	7	20	making	making	NOUN
cana-3276	7	21	.	.	PUNCT
cana-3276	8	1	hence	hence	ADV
cana-3276	8	2	,	,	PUNCT
cana-3276	8	3	before	before	ADP
cana-3276	8	4	adopting	adopt	VERB
cana-3276	8	5	a	a	DET
cana-3276	8	6	data	data	NOUN
cana-3276	8	7	-	-	PUNCT
cana-3276	8	8	driven	drive	VERB
cana-3276	8	9	process	process	NOUN
cana-3276	8	10	,	,	PUNCT
cana-3276	8	11	it	it	PRON
cana-3276	8	12	is	be	AUX
cana-3276	8	13	essential	essential	ADJ
cana-3276	8	14	to	to	PART
cana-3276	8	15	identify	identify	VERB
cana-3276	8	16	a	a	DET
cana-3276	8	17	collection	collection	NOUN
cana-3276	8	18	of	of	ADP
cana-3276	8	19	trustworthy	trustworthy	ADJ
cana-3276	8	20	and	and	CCONJ
cana-3276	8	21	actionable	actionable	ADJ
cana-3276	8	22	insights	insight	NOUN
cana-3276	8	23	that	that	PRON
cana-3276	8	24	will	will	AUX
cana-3276	8	25	enable	enable	VERB
cana-3276	8	26	better	well	ADJ
cana-3276	8	27	decision	decision	NOUN
cana-3276	8	28	-	-	PUNCT
cana-3276	8	29	making	making	NOUN
cana-3276	8	30	.	.	PUNCT
cana-3276	9	1	this	this	DET
cana-3276	9	2	paper	paper	NOUN
cana-3276	9	3	proposes	propose	VERB
cana-3276	9	4	a	a	DET
cana-3276	9	5	novel	novel	ADJ
cana-3276	9	6	algorithm	algorithm	NOUN
cana-3276	9	7	,	,	PUNCT
cana-3276	9	8	the	the	DET
cana-3276	9	9	hashed	hashed	ADJ
cana-3276	9	10	coherence	coherence	NOUN
cana-3276	9	11	frequency	frequency	NOUN
cana-3276	9	12	calculator	calculator	NOUN
cana-3276	9	13	(	(	PUNCT
cana-3276	9	14	hcf	hcf	PROPN
cana-3276	9	15	)	)	PUNCT
cana-3276	9	16	,	,	PUNCT
cana-3276	9	17	for	for	ADP
cana-3276	9	18	segregating	segregate	VERB
cana-3276	9	19	actionable	actionable	ADJ
cana-3276	9	20	and	and	CCONJ
cana-3276	9	21	non	non	ADJ
cana-3276	9	22	-	-	ADJ
cana-3276	9	23	actionable	actionable	ADJ
cana-3276	9	24	insights	insight	NOUN
cana-3276	9	25	from	from	ADP
cana-3276	9	26	the	the	DET
cana-3276	9	27	given	give	VERB
cana-3276	9	28	dataset	dataset	NOUN
cana-3276	9	29	and	and	CCONJ
cana-3276	9	30	enabling	enable	VERB
cana-3276	9	31	better	well	ADJ
cana-3276	9	32	decision	decision	NOUN
cana-3276	9	33	-	-	PUNCT
cana-3276	9	34	making	making	NOUN
cana-3276	9	35	.	.	PUNCT
cana-3276	10	1	the	the	DET
cana-3276	10	2	algorithm	algorithm	NOUN
cana-3276	10	3	is	be	AUX
cana-3276	10	4	applied	apply	VERB
cana-3276	10	5	over	over	ADP
cana-3276	10	6	two	two	NUM
cana-3276	10	7	case	case	NOUN
cana-3276	10	8	studies	study	NOUN
cana-3276	10	9	containing	contain	VERB
cana-3276	10	10	amazon	amazon	NOUN
cana-3276	10	11	product	product	NOUN
cana-3276	10	12	reviews	review	NOUN
cana-3276	10	13	and	and	CCONJ
cana-3276	10	14	google	google	PROPN
cana-3276	10	15	play	play	NOUN
cana-3276	10	16	store	store	NOUN
cana-3276	10	17	apps	app	NOUN
cana-3276	10	18	review	review	NOUN
cana-3276	10	19	datasets	dataset	NOUN
cana-3276	10	20	.	.	PUNCT
cana-3276	11	1	the	the	DET
cana-3276	11	2	coherent	coherent	ADJ
cana-3276	11	3	frequency	frequency	NOUN
cana-3276	11	4	count	count	NOUN
cana-3276	11	5	statistical	statistical	ADJ
cana-3276	11	6	measure	measure	NOUN
cana-3276	11	7	is	be	AUX
cana-3276	11	8	mainly	mainly	ADV
cana-3276	11	9	applied	apply	VERB
cana-3276	11	10	to	to	PART
cana-3276	11	11	identify	identify	VERB
cana-3276	11	12	actionable	actionable	ADJ
cana-3276	11	13	insights	insight	NOUN
cana-3276	11	14	,	,	PUNCT
cana-3276	11	15	and	and	CCONJ
cana-3276	11	16	the	the	DET
cana-3276	11	17	outcomes	outcome	NOUN
cana-3276	11	18	will	will	AUX
cana-3276	11	19	also	also	ADV
cana-3276	11	20	be	be	AUX
cana-3276	11	21	compared	compare	VERB
cana-3276	11	22	with	with	ADP
cana-3276	11	23	the	the	DET
cana-3276	11	24	existing	exist	VERB
cana-3276	11	25	approaches	approach	NOUN
cana-3276	11	26	.	.	PUNCT
cana-3276	12	1	keywords	keyword	NOUN
cana-3276	12	2	:	:	PUNCT
cana-3276	12	3	actionable	actionable	ADJ
cana-3276	12	4	insights	insight	NOUN
cana-3276	12	5	,	,	PUNCT
cana-3276	12	6	cloud	cloud	NOUN
cana-3276	12	7	computing	computing	NOUN
cana-3276	12	8	,	,	PUNCT
cana-3276	12	9	coherence	coherence	NOUN
cana-3276	12	10	frequency	frequency	NOUN
cana-3276	12	11	count	count	NOUN
cana-3276	12	12	,	,	PUNCT
cana-3276	12	13	topic	topic	NOUN
cana-3276	12	14	detection	detection	NOUN
cana-3276	12	15	,	,	PUNCT
cana-3276	12	16	data	data	NOUN
cana-3276	12	17	-	-	PUNCT
cana-3276	12	18	driven	drive	VERB
cana-3276	12	19	decision	decision	NOUN
cana-3276	12	20	-	-	PUNCT
cana-3276	12	21	making	making	NOUN
cana-3276	12	22	,	,	PUNCT
cana-3276	12	23	hash	hash	NOUN
cana-3276	12	24	vectorizer	vectorizer	NOUN
cana-3276	12	25	,	,	PUNCT
cana-3276	12	26	non	non	ADJ
cana-3276	12	27	-	-	ADJ
cana-3276	12	28	actionable	actionable	ADJ
cana-3276	12	29	insights	insight	NOUN
cana-3276	12	30	,	,	PUNCT
cana-3276	12	31	tf	tf	PROPN
cana-3276	12	32	-	-	PUNCT
cana-3276	12	33	idf	idf	PROPN
cana-3276	12	34	,	,	PUNCT
cana-3276	12	35	lda	lda	PROPN
cana-3276	12	36	,	,	PUNCT
cana-3276	12	37	outliers	outlier	NOUN
cana-3276	12	38	.	.	PUNCT
cana-3276	13	1	i.	i.	PROPN
cana-3276	13	2	introduction	introduction	PROPN
cana-3276	13	3	data	datum	NOUN
cana-3276	13	4	has	have	AUX
cana-3276	13	5	been	be	AUX
cana-3276	13	6	used	use	VERB
cana-3276	13	7	for	for	ADP
cana-3276	13	8	decision	decision	NOUN
cana-3276	13	9	-	-	PUNCT
cana-3276	13	10	making	making	NOUN
cana-3276	13	11	from	from	ADP
cana-3276	13	12	the	the	DET
cana-3276	13	13	dawn	dawn	NOUN
cana-3276	13	14	of	of	ADP
cana-3276	13	15	time	time	NOUN
cana-3276	13	16	.	.	PUNCT
cana-3276	14	1	since	since	SCONJ
cana-3276	14	2	the	the	DET
cana-3276	14	3	inception	inception	NOUN
cana-3276	14	4	of	of	ADP
cana-3276	14	5	information	information	NOUN
cana-3276	14	6	technology	technology	NOUN
cana-3276	14	7	till	till	SCONJ
cana-3276	14	8	the	the	DET
cana-3276	14	9	present	present	ADJ
cana-3276	14	10	day	day	NOUN
cana-3276	14	11	,	,	PUNCT
cana-3276	14	12	data	datum	NOUN
cana-3276	14	13	is	be	AUX
cana-3276	14	14	the	the	DET
cana-3276	14	15	foundational	foundational	NOUN
cana-3276	14	16	for	for	ADP
cana-3276	14	17	decision	decision	NOUN
cana-3276	14	18	-	-	PUNCT
cana-3276	14	19	making	making	NOUN
cana-3276	14	20	across	across	ADP
cana-3276	14	21	all	all	DET
cana-3276	14	22	domains	domain	NOUN
cana-3276	14	23	.	.	PUNCT
cana-3276	15	1	recent	recent	ADJ
cana-3276	15	2	advancements	advancement	NOUN
cana-3276	15	3	in	in	ADP
cana-3276	15	4	artificial	artificial	ADJ
cana-3276	15	5	intelligence	intelligence	NOUN
cana-3276	15	6	and	and	CCONJ
cana-3276	15	7	the	the	DET
cana-3276	15	8	advent	advent	NOUN
cana-3276	15	9	of	of	ADP
cana-3276	15	10	big	big	ADJ
cana-3276	15	11	data	datum	NOUN
cana-3276	15	12	analytics	analytic	NOUN
cana-3276	15	13	and	and	CCONJ
cana-3276	15	14	data	datum	NOUN
cana-3276	15	15	science	science	NOUN
cana-3276	15	16	have	have	AUX
cana-3276	15	17	propelled	propel	VERB
cana-3276	15	18	the	the	DET
cana-3276	15	19	present	present	ADJ
cana-3276	15	20	contemporary	contemporary	ADJ
cana-3276	15	21	world	world	NOUN
cana-3276	15	22	to	to	PART
cana-3276	15	23	be	be	AUX
cana-3276	15	24	powered	power	VERB
cana-3276	15	25	by	by	ADP
cana-3276	15	26	data	datum	NOUN
cana-3276	15	27	.	.	PUNCT
cana-3276	16	1	the	the	DET
cana-3276	16	2	modern	modern	ADJ
cana-3276	16	3	world	world	NOUN
cana-3276	16	4	comprises	comprise	VERB
cana-3276	16	5	diverse	diverse	ADJ
cana-3276	16	6	data	datum	NOUN
cana-3276	16	7	,	,	PUNCT
cana-3276	16	8	including	include	VERB
cana-3276	16	9	corporate	corporate	ADJ
cana-3276	16	10	,	,	PUNCT
cana-3276	16	11	banking	banking	NOUN
cana-3276	16	12	,	,	PUNCT
cana-3276	16	13	medical	medical	ADJ
cana-3276	16	14	,	,	PUNCT
cana-3276	16	15	social	social	ADJ
cana-3276	16	16	media	medium	NOUN
cana-3276	16	17	,	,	PUNCT
cana-3276	16	18	and	and	CCONJ
cana-3276	16	19	data	datum	NOUN
cana-3276	16	20	from	from	ADP
cana-3276	16	21	various	various	ADJ
cana-3276	16	22	devices	device	NOUN
cana-3276	16	23	like	like	ADP
cana-3276	16	24	the	the	DET
cana-3276	16	25	internet	internet	NOUN
cana-3276	16	26	of	of	ADP
cana-3276	16	27	things	thing	NOUN
cana-3276	16	28	[	[	X
cana-3276	16	29	1	1	NUM
cana-3276	16	30	]	]	PUNCT
cana-3276	16	31	.	.	PUNCT
cana-3276	17	1	the	the	DET
cana-3276	17	2	significance	significance	NOUN
cana-3276	17	3	of	of	ADP
cana-3276	17	4	data	data	NOUN
cana-3276	17	5	-	-	PUNCT
cana-3276	17	6	driven	drive	VERB
cana-3276	17	7	decision	decision	NOUN
cana-3276	17	8	-	-	PUNCT
cana-3276	17	9	making	making	NOUN
cana-3276	17	10	is	be	AUX
cana-3276	17	11	escalating	escalate	VERB
cana-3276	17	12	across	across	ADP
cana-3276	17	13	numerous	numerous	ADJ
cana-3276	17	14	recent	recent	ADJ
cana-3276	17	15	real	real	ADJ
cana-3276	17	16	-	-	PUNCT
cana-3276	17	17	world	world	NOUN
cana-3276	17	18	applications	application	NOUN
cana-3276	17	19	.	.	PUNCT
cana-3276	18	1	websites	website	NOUN
cana-3276	18	2	like	like	ADP
cana-3276	18	3	amazon	amazon	NOUN
cana-3276	18	4	and	and	CCONJ
cana-3276	18	5	flipkart	flipkart	NOUN
cana-3276	18	6	utilize	utilize	VERB
cana-3276	18	7	client	client	NOUN
cana-3276	18	8	purchasing	purchase	VERB
cana-3276	18	9	behaviour	behaviour	NOUN
cana-3276	18	10	to	to	PART
cana-3276	18	11	provide	provide	VERB
cana-3276	18	12	tailored	tailored	ADJ
cana-3276	18	13	suggestions	suggestion	NOUN
cana-3276	18	14	.	.	PUNCT
cana-3276	19	1	google	google	PROPN
cana-3276	19	2	maps	map	NOUN
cana-3276	19	3	utilizes	utilize	VERB
cana-3276	19	4	collected	collect	VERB
cana-3276	19	5	data	datum	NOUN
cana-3276	19	6	to	to	PART
cana-3276	19	7	provide	provide	VERB
cana-3276	19	8	users	user	NOUN
cana-3276	19	9	with	with	ADP
cana-3276	19	10	real	real	ADJ
cana-3276	19	11	-	-	PUNCT
cana-3276	19	12	time	time	NOUN
cana-3276	19	13	updates	update	NOUN
cana-3276	19	14	on	on	ADP
cana-3276	19	15	traffic	traffic	NOUN
cana-3276	19	16	situations	situation	NOUN
cana-3276	19	17	.	.	PUNCT
cana-3276	20	1	moreover	moreover	ADV
cana-3276	20	2	,	,	PUNCT
cana-3276	20	3	healthcare	healthcare	NOUN
cana-3276	20	4	applications	application	NOUN
cana-3276	20	5	offer	offer	VERB
cana-3276	20	6	insights	insight	NOUN
cana-3276	20	7	into	into	ADP
cana-3276	20	8	patients	patient	NOUN
cana-3276	20	9	'	'	PART
cana-3276	20	10	states	state	NOUN
cana-3276	20	11	and	and	CCONJ
cana-3276	20	12	suggest	suggest	VERB
cana-3276	20	13	suitable	suitable	ADJ
cana-3276	20	14	treatments	treatment	NOUN
cana-3276	20	15	for	for	ADP
cana-3276	20	16	particular	particular	ADJ
cana-3276	20	17	disorders	disorder	NOUN
cana-3276	20	18	.	.	PUNCT
cana-3276	21	1	businesses	business	NOUN
cana-3276	21	2	utilize	utilize	VERB
cana-3276	21	3	user	user	NOUN
cana-3276	21	4	input	input	NOUN
cana-3276	21	5	from	from	ADP
cana-3276	21	6	social	social	ADJ
cana-3276	21	7	media	medium	NOUN
cana-3276	21	8	to	to	PART
cana-3276	21	9	guide	guide	VERB
cana-3276	21	10	choices	choice	NOUN
cana-3276	21	11	about	about	ADP
cana-3276	21	12	product	product	NOUN
cana-3276	21	13	manufacture	manufacture	NOUN
cana-3276	21	14	and	and	CCONJ
cana-3276	21	15	sales	sale	NOUN
cana-3276	21	16	expansion	expansion	NOUN
cana-3276	21	17	.	.	PUNCT
cana-3276	22	1	all	all	DET
cana-3276	22	2	the	the	DET
cana-3276	22	3	domains	domain	NOUN
cana-3276	22	4	above	above	ADV
cana-3276	22	5	employ	employ	VERB
cana-3276	22	6	the	the	DET
cana-3276	22	7	cloud	cloud	NOUN
cana-3276	22	8	computing	compute	VERB
cana-3276	22	9	communications	communication	NOUN
cana-3276	22	10	on	on	ADP
cana-3276	22	11	applied	apply	VERB
cana-3276	22	12	nonlinear	nonlinear	ADJ
cana-3276	22	13	analysis	analysis	NOUN
cana-3276	22	14	issn	issn	NOUN
cana-3276	22	15	:	:	PUNCT
cana-3276	22	16	1074	1074	NUM
cana-3276	22	17	-	-	PUNCT
cana-3276	22	18	133x	133x	NUM
cana-3276	22	19	vol	vol	NOUN
cana-3276	22	20	32	32	NUM
cana-3276	22	21	no	no	NOUN
cana-3276	22	22	.	.	PUNCT
cana-3276	23	1	6s	6s	NUM
cana-3276	23	2	(	(	PUNCT
cana-3276	23	3	2025	2025	NUM
cana-3276	23	4	)	)	PUNCT
cana-3276	24	1	106	106	NUM
cana-3276	24	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-3276	24	3	infrastructure	infrastructure	NOUN
cana-3276	24	4	to	to	PART
cana-3276	24	5	manage	manage	VERB
cana-3276	24	6	data	datum	NOUN
cana-3276	24	7	centrally	centrally	ADV
cana-3276	24	8	.	.	PUNCT
cana-3276	25	1	the	the	DET
cana-3276	25	2	core	core	NOUN
cana-3276	25	3	premise	premise	NOUN
cana-3276	25	4	of	of	ADP
cana-3276	25	5	data	data	NOUN
cana-3276	25	6	-	-	PUNCT
cana-3276	25	7	driven	drive	VERB
cana-3276	25	8	terminology	terminology	NOUN
cana-3276	25	9	is	be	AUX
cana-3276	25	10	that	that	SCONJ
cana-3276	25	11	not	not	PART
cana-3276	25	12	all	all	DET
cana-3276	25	13	accessible	accessible	ADJ
cana-3276	25	14	data	datum	NOUN
cana-3276	25	15	are	be	AUX
cana-3276	25	16	employed	employ	VERB
cana-3276	25	17	in	in	ADP
cana-3276	25	18	decision	decision	NOUN
cana-3276	25	19	-	-	PUNCT
cana-3276	25	20	making	making	NOUN
cana-3276	25	21	.	.	PUNCT
cana-3276	26	1	hence	hence	ADV
cana-3276	26	2	,	,	PUNCT
cana-3276	26	3	it	it	PRON
cana-3276	26	4	is	be	AUX
cana-3276	26	5	essential	essential	ADJ
cana-3276	26	6	to	to	PART
cana-3276	26	7	identify	identify	VERB
cana-3276	26	8	actionable	actionable	ADJ
cana-3276	26	9	insights	insight	NOUN
cana-3276	26	10	that	that	PRON
cana-3276	26	11	promote	promote	VERB
cana-3276	26	12	better	well	ADJ
cana-3276	26	13	decision	decision	NOUN
cana-3276	26	14	-	-	PUNCT
cana-3276	26	15	making	making	NOUN
cana-3276	26	16	before	before	ADP
cana-3276	26	17	implementing	implement	VERB
cana-3276	26	18	data	data	NOUN
cana-3276	26	19	-	-	PUNCT
cana-3276	26	20	driven	drive	VERB
cana-3276	26	21	concepts	concept	NOUN
cana-3276	26	22	.	.	PUNCT
cana-3276	27	1	actionable	actionable	ADJ
cana-3276	27	2	insights	insight	NOUN
cana-3276	27	3	are	be	AUX
cana-3276	27	4	pertinent	pertinent	ADJ
cana-3276	27	5	and	and	CCONJ
cana-3276	27	6	instructive	instructive	ADJ
cana-3276	27	7	for	for	ADP
cana-3276	27	8	a	a	DET
cana-3276	27	9	specific	specific	ADJ
cana-3276	27	10	event	event	NOUN
cana-3276	27	11	or	or	CCONJ
cana-3276	27	12	individual	individual	NOUN
cana-3276	27	13	[	[	X
cana-3276	27	14	2	2	NUM
cana-3276	27	15	]	]	PUNCT
cana-3276	27	16	.	.	PUNCT
cana-3276	28	1	in	in	ADP
cana-3276	28	2	the	the	DET
cana-3276	28	3	dynamic	dynamic	ADJ
cana-3276	28	4	realm	realm	NOUN
cana-3276	28	5	of	of	ADP
cana-3276	28	6	present	present	ADJ
cana-3276	28	7	-	-	PUNCT
cana-3276	28	8	day	day	NOUN
cana-3276	28	9	business	business	NOUN
cana-3276	28	10	,	,	PUNCT
cana-3276	28	11	data	datum	NOUN
cana-3276	28	12	utilization	utilization	NOUN
cana-3276	28	13	has	have	AUX
cana-3276	28	14	become	become	VERB
cana-3276	28	15	a	a	DET
cana-3276	28	16	pivotal	pivotal	ADJ
cana-3276	28	17	predictor	predictor	NOUN
cana-3276	28	18	of	of	ADP
cana-3276	28	19	success	success	NOUN
cana-3276	28	20	.	.	PUNCT
cana-3276	29	1	consequently	consequently	ADV
cana-3276	29	2	,	,	PUNCT
cana-3276	29	3	most	most	ADJ
cana-3276	29	4	firms	firm	NOUN
cana-3276	29	5	are	be	AUX
cana-3276	29	6	adopting	adopt	VERB
cana-3276	29	7	data	datum	NOUN
cana-3276	29	8	analytics	analytic	NOUN
cana-3276	29	9	as	as	ADP
cana-3276	29	10	a	a	DET
cana-3276	29	11	strategic	strategic	ADJ
cana-3276	29	12	need	need	NOUN
cana-3276	29	13	to	to	PART
cana-3276	29	14	uncover	uncover	VERB
cana-3276	29	15	meaningful	meaningful	ADJ
cana-3276	29	16	insights	insight	NOUN
cana-3276	29	17	,	,	PUNCT
cana-3276	29	18	facilitate	facilitate	VERB
cana-3276	29	19	informed	informed	ADJ
cana-3276	29	20	decision	decision	NOUN
cana-3276	29	21	-	-	PUNCT
cana-3276	29	22	making	making	NOUN
cana-3276	29	23	,	,	PUNCT
cana-3276	29	24	and	and	CCONJ
cana-3276	29	25	achieve	achieve	VERB
cana-3276	29	26	a	a	DET
cana-3276	29	27	competitive	competitive	ADJ
cana-3276	29	28	advantage	advantage	NOUN
cana-3276	29	29	in	in	ADP
cana-3276	29	30	their	their	PRON
cana-3276	29	31	respective	respective	ADJ
cana-3276	29	32	sectors	sector	NOUN
cana-3276	29	33	[	[	X
cana-3276	29	34	3	3	NUM
cana-3276	29	35	]	]	PUNCT
cana-3276	29	36	.	.	PUNCT
cana-3276	30	1	actionable	actionable	ADJ
cana-3276	30	2	insights	insight	NOUN
cana-3276	30	3	foster	foster	VERB
cana-3276	30	4	the	the	DET
cana-3276	30	5	next	next	ADJ
cana-3276	30	6	level	level	NOUN
cana-3276	30	7	of	of	ADP
cana-3276	30	8	ideas	idea	NOUN
cana-3276	30	9	and	and	CCONJ
cana-3276	30	10	create	create	VERB
cana-3276	30	11	openings	opening	NOUN
cana-3276	30	12	for	for	ADP
cana-3276	30	13	breakthroughs	breakthrough	NOUN
cana-3276	30	14	that	that	PRON
cana-3276	30	15	improve	improve	VERB
cana-3276	30	16	lives	life	NOUN
cana-3276	30	17	in	in	ADP
cana-3276	30	18	all	all	DET
cana-3276	30	19	areas	area	NOUN
cana-3276	30	20	.	.	PUNCT
cana-3276	31	1	finding	find	VERB
cana-3276	31	2	of	of	ADP
cana-3276	31	3	insights	insight	NOUN
cana-3276	31	4	from	from	ADP
cana-3276	31	5	the	the	DET
cana-3276	31	6	given	give	VERB
cana-3276	31	7	dataset	dataset	NOUN
cana-3276	31	8	is	be	AUX
cana-3276	31	9	an	an	DET
cana-3276	31	10	epiphany	epiphany	NOUN
cana-3276	31	11	act	act	NOUN
cana-3276	31	12	and	and	CCONJ
cana-3276	31	13	entails	entail	VERB
cana-3276	31	14	the	the	DET
cana-3276	31	15	identification	identification	NOUN
cana-3276	31	16	of	of	ADP
cana-3276	31	17	anomalies	anomaly	NOUN
cana-3276	31	18	within	within	ADP
cana-3276	31	19	the	the	DET
cana-3276	31	20	provided	provide	VERB
cana-3276	31	21	data	datum	NOUN
cana-3276	31	22	.	.	PUNCT
cana-3276	32	1	the	the	DET
cana-3276	32	2	identification	identification	NOUN
cana-3276	32	3	of	of	ADP
cana-3276	32	4	actionable	actionable	ADJ
cana-3276	32	5	insights	insight	NOUN
cana-3276	32	6	entails	entail	VERB
cana-3276	32	7	the	the	DET
cana-3276	32	8	following	follow	VERB
cana-3276	32	9	•	•	NUM
cana-3276	32	10	data	datum	NOUN
cana-3276	32	11	alignment	alignment	NOUN
cana-3276	32	12	with	with	ADP
cana-3276	32	13	objectives	objective	NOUN
cana-3276	32	14	•	•	ADP
cana-3276	32	15	selection	selection	NOUN
cana-3276	32	16	of	of	ADP
cana-3276	32	17	the	the	DET
cana-3276	32	18	appropriate	appropriate	ADJ
cana-3276	32	19	instrument	instrument	NOUN
cana-3276	32	20	for	for	ADP
cana-3276	32	21	the	the	DET
cana-3276	32	22	data	data	NOUN
cana-3276	32	23	analytics	analytic	NOUN
cana-3276	32	24	process	process	NOUN
cana-3276	32	25	.	.	PUNCT
cana-3276	33	1	•	•	NUM
cana-3276	33	2	emphasizing	emphasize	VERB
cana-3276	33	3	a	a	DET
cana-3276	33	4	human	human	NOUN
cana-3276	33	5	-	-	PUNCT
cana-3276	33	6	centered	center	VERB
cana-3276	33	7	approach	approach	NOUN
cana-3276	33	8	,	,	PUNCT
cana-3276	33	9	the	the	DET
cana-3276	33	10	user	user	NOUN
cana-3276	33	11	needs	need	VERB
cana-3276	33	12	,	,	PUNCT
cana-3276	33	13	and	and	CCONJ
cana-3276	33	14	behaviors	behavior	NOUN
cana-3276	33	15	for	for	ADP
cana-3276	33	16	ideal	ideal	ADJ
cana-3276	33	17	insight	insight	NOUN
cana-3276	33	18	extraction	extraction	NOUN
cana-3276	33	19	.	.	PUNCT
cana-3276	34	1	•	•	NUM
cana-3276	34	2	transformation	transformation	NOUN
cana-3276	34	3	of	of	ADP
cana-3276	34	4	actionable	actionable	ADJ
cana-3276	34	5	findings	finding	NOUN
cana-3276	34	6	into	into	ADP
cana-3276	34	7	actionable	actionable	ADJ
cana-3276	34	8	tactics	tactic	NOUN
cana-3276	34	9	.	.	PUNCT
cana-3276	35	1	•	•	NUM
cana-3276	35	2	utilization	utilization	NOUN
cana-3276	35	3	of	of	ADP
cana-3276	35	4	the	the	DET
cana-3276	35	5	human	human	NOUN
cana-3276	35	6	-	-	PUNCT
cana-3276	35	7	centered	center	VERB
cana-3276	35	8	insights	insight	NOUN
cana-3276	35	9	certificate	certificate	VERB
cana-3276	35	10	to	to	PART
cana-3276	35	11	enhance	enhance	VERB
cana-3276	35	12	the	the	DET
cana-3276	35	13	purification	purification	NOUN
cana-3276	35	14	process	process	NOUN
cana-3276	35	15	.	.	PUNCT
cana-3276	36	1	actionable	actionable	ADJ
cana-3276	36	2	insights	insight	NOUN
cana-3276	36	3	must	must	AUX
cana-3276	36	4	also	also	ADV
cana-3276	36	5	be	be	AUX
cana-3276	36	6	evaluated	evaluate	VERB
cana-3276	36	7	within	within	ADP
cana-3276	36	8	the	the	DET
cana-3276	36	9	context	context	NOUN
cana-3276	36	10	of	of	ADP
cana-3276	36	11	personally	personally	ADV
cana-3276	36	12	identifiable	identifiable	ADJ
cana-3276	36	13	information	information	NOUN
cana-3276	36	14	since	since	SCONJ
cana-3276	36	15	they	they	PRON
cana-3276	36	16	signify	signify	VERB
cana-3276	36	17	a	a	DET
cana-3276	36	18	specific	specific	ADJ
cana-3276	36	19	category	category	NOUN
cana-3276	36	20	of	of	ADP
cana-3276	36	21	products	product	NOUN
cana-3276	36	22	,	,	PUNCT
cana-3276	36	23	services	service	NOUN
cana-3276	36	24	,	,	PUNCT
cana-3276	36	25	and	and	CCONJ
cana-3276	36	26	occasionally	occasionally	ADV
cana-3276	36	27	an	an	DET
cana-3276	36	28	individual	individual	NOUN
cana-3276	36	29	.	.	PUNCT
cana-3276	37	1	given	give	VERB
cana-3276	37	2	that	that	SCONJ
cana-3276	37	3	the	the	DET
cana-3276	37	4	cloud	cloud	NOUN
cana-3276	37	5	computing	compute	VERB
cana-3276	37	6	environment	environment	NOUN
cana-3276	37	7	is	be	AUX
cana-3276	37	8	plagued	plague	VERB
cana-3276	37	9	by	by	ADP
cana-3276	37	10	security	security	NOUN
cana-3276	37	11	and	and	CCONJ
cana-3276	37	12	privacy	privacy	NOUN
cana-3276	37	13	concerns	concern	NOUN
cana-3276	37	14	,	,	PUNCT
cana-3276	37	15	appropriate	appropriate	ADJ
cana-3276	37	16	security	security	NOUN
cana-3276	37	17	and	and	CCONJ
cana-3276	37	18	privacy	privacy	NOUN
cana-3276	37	19	mitigation	mitigation	NOUN
cana-3276	37	20	strategies	strategy	NOUN
cana-3276	37	21	must	must	AUX
cana-3276	37	22	be	be	AUX
cana-3276	37	23	implemented	implement	VERB
cana-3276	37	24	across	across	ADP
cana-3276	37	25	all	all	DET
cana-3276	37	26	identified	identify	VERB
cana-3276	37	27	insights	insight	NOUN
cana-3276	37	28	.	.	PUNCT
cana-3276	38	1	this	this	DET
cana-3276	38	2	present	present	ADJ
cana-3276	38	3	research	research	NOUN
cana-3276	38	4	paper	paper	NOUN
cana-3276	38	5	discusses	discuss	VERB
cana-3276	38	6	a	a	DET
cana-3276	38	7	unique	unique	ADJ
cana-3276	38	8	methodology	methodology	NOUN
cana-3276	38	9	for	for	ADP
cana-3276	38	10	uncovering	uncover	VERB
cana-3276	38	11	actionable	actionable	ADJ
cana-3276	38	12	insights	insight	NOUN
cana-3276	38	13	using	use	VERB
cana-3276	38	14	a	a	DET
cana-3276	38	15	newly	newly	ADV
cana-3276	38	16	constructed	construct	VERB
cana-3276	38	17	framework	framework	NOUN
cana-3276	38	18	known	know	VERB
cana-3276	38	19	as	as	ADP
cana-3276	38	20	the	the	DET
cana-3276	38	21	hashed	hashed	ADJ
cana-3276	38	22	coherence	coherence	NOUN
cana-3276	38	23	frequency	frequency	NOUN
cana-3276	38	24	calculator(hcfc	calculator(hcfc	NOUN
cana-3276	38	25	)	)	PUNCT
cana-3276	38	26	algorithm	algorithm	NOUN
cana-3276	38	27	,	,	PUNCT
cana-3276	38	28	with	with	ADP
cana-3276	38	29	the	the	DET
cana-3276	38	30	results	result	NOUN
cana-3276	38	31	assessed	assess	VERB
cana-3276	38	32	via	via	ADP
cana-3276	38	33	two	two	NUM
cana-3276	38	34	case	case	NOUN
cana-3276	38	35	studies	study	NOUN
cana-3276	38	36	dealing	deal	VERB
cana-3276	38	37	with	with	ADP
cana-3276	38	38	amazon	amazon	NOUN
cana-3276	38	39	product	product	NOUN
cana-3276	38	40	reviews	review	NOUN
cana-3276	38	41	and	and	CCONJ
cana-3276	38	42	google	google	PROPN
cana-3276	38	43	play	play	NOUN
cana-3276	38	44	store	store	NOUN
cana-3276	38	45	app	app	NOUN
cana-3276	38	46	reviews	review	NOUN
cana-3276	38	47	.	.	PUNCT
cana-3276	39	1	the	the	DET
cana-3276	39	2	opening	opening	NOUN
cana-3276	39	3	section	section	NOUN
cana-3276	39	4	of	of	ADP
cana-3276	39	5	this	this	DET
cana-3276	39	6	paper	paper	NOUN
cana-3276	39	7	presents	present	VERB
cana-3276	39	8	the	the	DET
cana-3276	39	9	essential	essential	ADJ
cana-3276	39	10	backdrops	backdrop	NOUN
cana-3276	39	11	,	,	PUNCT
cana-3276	39	12	and	and	CCONJ
cana-3276	39	13	the	the	DET
cana-3276	39	14	subsequent	subsequent	ADJ
cana-3276	39	15	section	section	NOUN
cana-3276	39	16	examines	examine	VERB
cana-3276	39	17	the	the	DET
cana-3276	39	18	evaluation	evaluation	NOUN
cana-3276	39	19	of	of	ADP
cana-3276	39	20	the	the	DET
cana-3276	39	21	relevant	relevant	ADJ
cana-3276	39	22	literature	literature	NOUN
cana-3276	39	23	.	.	PUNCT
cana-3276	40	1	the	the	DET
cana-3276	40	2	supportive	supportive	ADJ
cana-3276	40	3	methods	method	NOUN
cana-3276	40	4	like	like	ADP
cana-3276	40	5	coherence	coherence	NOUN
cana-3276	40	6	frequency	frequency	NOUN
cana-3276	40	7	count	count	NOUN
cana-3276	40	8	,	,	PUNCT
cana-3276	40	9	hashing	hashing	NOUN
cana-3276	40	10	vectorizer	vectorizer	NOUN
cana-3276	40	11	,	,	PUNCT
cana-3276	40	12	and	and	CCONJ
cana-3276	40	13	perplexity	perplexity	NOUN
cana-3276	40	14	are	be	AUX
cana-3276	40	15	discussed	discuss	VERB
cana-3276	40	16	in	in	ADP
cana-3276	40	17	the	the	DET
cana-3276	40	18	third	third	ADJ
cana-3276	40	19	section	section	NOUN
cana-3276	40	20	,	,	PUNCT
cana-3276	40	21	followed	follow	VERB
cana-3276	40	22	by	by	ADP
cana-3276	40	23	the	the	DET
cana-3276	40	24	overall	overall	ADJ
cana-3276	40	25	proposed	propose	VERB
cana-3276	40	26	methodology	methodology	NOUN
cana-3276	40	27	framed	frame	VERB
cana-3276	40	28	in	in	ADP
cana-3276	40	29	the	the	DET
cana-3276	40	30	fourth	fourth	ADJ
cana-3276	40	31	section	section	NOUN
cana-3276	40	32	.	.	PUNCT
cana-3276	41	1	all	all	DET
cana-3276	41	2	the	the	DET
cana-3276	41	3	observed	observed	ADJ
cana-3276	41	4	results	result	NOUN
cana-3276	41	5	with	with	ADP
cana-3276	41	6	the	the	DET
cana-3276	41	7	sample	sample	NOUN
cana-3276	41	8	datasets	dataset	NOUN
cana-3276	41	9	are	be	AUX
cana-3276	41	10	analyzed	analyze	VERB
cana-3276	41	11	in	in	ADP
cana-3276	41	12	the	the	DET
cana-3276	41	13	results	result	NOUN
cana-3276	41	14	and	and	CCONJ
cana-3276	41	15	analysis	analysis	NOUN
cana-3276	41	16	section	section	NOUN
cana-3276	41	17	,	,	PUNCT
cana-3276	41	18	and	and	CCONJ
cana-3276	41	19	the	the	DET
cana-3276	41	20	final	final	ADJ
cana-3276	41	21	section	section	NOUN
cana-3276	41	22	addresses	address	VERB
cana-3276	41	23	the	the	DET
cana-3276	41	24	conclusion	conclusion	NOUN
cana-3276	41	25	and	and	CCONJ
cana-3276	41	26	future	future	ADJ
cana-3276	41	27	directions	direction	NOUN
cana-3276	41	28	.	.	PUNCT
cana-3276	42	1	ii	ii	X
cana-3276	42	2	.	.	PROPN
cana-3276	42	3	related	relate	VERB
cana-3276	42	4	works	work	VERB
cana-3276	42	5	the	the	DET
cana-3276	42	6	growing	grow	VERB
cana-3276	42	7	nature	nature	NOUN
cana-3276	42	8	of	of	ADP
cana-3276	42	9	data	datum	NOUN
cana-3276	42	10	underscores	underscore	VERB
cana-3276	42	11	the	the	DET
cana-3276	42	12	necessity	necessity	NOUN
cana-3276	42	13	of	of	ADP
cana-3276	42	14	actionable	actionable	ADJ
cana-3276	42	15	insights	insight	NOUN
cana-3276	42	16	to	to	PART
cana-3276	42	17	inform	inform	VERB
cana-3276	42	18	business	business	NOUN
cana-3276	42	19	decisions	decision	NOUN
cana-3276	42	20	.	.	PUNCT
cana-3276	43	1	actionable	actionable	ADJ
cana-3276	43	2	insights	insight	NOUN
cana-3276	43	3	are	be	AUX
cana-3276	43	4	specific	specific	ADJ
cana-3276	43	5	,	,	PUNCT
cana-3276	43	6	data	datum	NOUN
cana-3276	43	7	-	-	PUNCT
cana-3276	43	8	driven	drive	VERB
cana-3276	43	9	recommendations	recommendation	NOUN
cana-3276	43	10	that	that	PRON
cana-3276	43	11	can	can	AUX
cana-3276	43	12	be	be	AUX
cana-3276	43	13	executed	execute	VERB
cana-3276	43	14	to	to	PART
cana-3276	43	15	move	move	VERB
cana-3276	43	16	forward	forward	ADV
cana-3276	43	17	.	.	PUNCT
cana-3276	44	1	finding	find	VERB
cana-3276	44	2	the	the	DET
cana-3276	44	3	needed	need	VERB
cana-3276	44	4	information	information	NOUN
cana-3276	44	5	for	for	ADP
cana-3276	44	6	making	make	VERB
cana-3276	44	7	decisions	decision	NOUN
cana-3276	44	8	can	can	AUX
cana-3276	44	9	sometimes	sometimes	ADV
cana-3276	44	10	be	be	AUX
cana-3276	44	11	challenging	challenge	VERB
cana-3276	44	12	,	,	PUNCT
cana-3276	44	13	even	even	ADV
cana-3276	44	14	with	with	ADP
cana-3276	44	15	the	the	DET
cana-3276	44	16	huge	huge	ADJ
cana-3276	44	17	amount	amount	NOUN
cana-3276	44	18	of	of	ADP
cana-3276	44	19	available	available	ADJ
cana-3276	44	20	data	datum	NOUN
cana-3276	44	21	.	.	PUNCT
cana-3276	45	1	large	large	ADJ
cana-3276	45	2	amounts	amount	NOUN
cana-3276	45	3	of	of	ADP
cana-3276	45	4	data	datum	NOUN
cana-3276	45	5	may	may	AUX
cana-3276	45	6	provide	provide	VERB
cana-3276	45	7	a	a	DET
cana-3276	45	8	wealth	wealth	NOUN
cana-3276	45	9	of	of	ADP
cana-3276	45	10	ideas	idea	NOUN
cana-3276	45	11	and	and	CCONJ
cana-3276	45	12	information	information	NOUN
cana-3276	45	13	for	for	ADP
cana-3276	45	14	creating	create	VERB
cana-3276	45	15	new	new	ADJ
cana-3276	45	16	goods	good	NOUN
cana-3276	45	17	,	,	PUNCT
cana-3276	45	18	services	service	NOUN
cana-3276	45	19	,	,	PUNCT
cana-3276	45	20	systems	system	NOUN
cana-3276	45	21	,	,	PUNCT
cana-3276	45	22	procedures	procedure	NOUN
cana-3276	45	23	,	,	PUNCT
cana-3276	45	24	and	and	CCONJ
cana-3276	45	25	experiences	experience	NOUN
cana-3276	45	26	.	.	PUNCT
cana-3276	46	1	a	a	DET
cana-3276	46	2	detailed	detailed	ADJ
cana-3276	46	3	understanding	understanding	NOUN
cana-3276	46	4	of	of	ADP
cana-3276	46	5	converting	convert	VERB
cana-3276	46	6	raw	raw	ADJ
cana-3276	46	7	data	datum	NOUN
cana-3276	46	8	into	into	ADP
cana-3276	46	9	meaningful	meaningful	ADJ
cana-3276	46	10	and	and	CCONJ
cana-3276	46	11	useful	useful	ADJ
cana-3276	46	12	insights	insight	NOUN
cana-3276	46	13	is	be	AUX
cana-3276	46	14	essential	essential	ADJ
cana-3276	46	15	for	for	ADP
cana-3276	46	16	anyone	anyone	PRON
cana-3276	46	17	engaged	engage	VERB
cana-3276	46	18	in	in	ADP
cana-3276	46	19	data	data	NOUN
cana-3276	46	20	-	-	PUNCT
cana-3276	46	21	driven	drive	VERB
cana-3276	46	22	decision	decision	NOUN
cana-3276	46	23	-	-	PUNCT
cana-3276	46	24	making	making	NOUN
cana-3276	46	25	.	.	PUNCT
cana-3276	47	1	this	this	DET
cana-3276	47	2	literature	literature	NOUN
cana-3276	47	3	review	review	NOUN
cana-3276	47	4	explores	explore	VERB
cana-3276	47	5	the	the	DET
cana-3276	47	6	diverse	diverse	ADJ
cana-3276	47	7	methodologies	methodology	NOUN
cana-3276	47	8	employed	employ	VERB
cana-3276	47	9	by	by	ADP
cana-3276	47	10	various	various	ADJ
cana-3276	47	11	writers	writer	NOUN
cana-3276	47	12	to	to	PART
cana-3276	47	13	extract	extract	VERB
cana-3276	47	14	actionable	actionable	ADJ
cana-3276	47	15	insights	insight	NOUN
cana-3276	47	16	from	from	ADP
cana-3276	47	17	the	the	DET
cana-3276	47	18	available	available	ADJ
cana-3276	47	19	data	datum	NOUN
cana-3276	47	20	,	,	PUNCT
cana-3276	47	21	along	along	ADP
cana-3276	47	22	with	with	ADP
cana-3276	47	23	their	their	PRON
cana-3276	47	24	recommendations	recommendation	NOUN
cana-3276	47	25	.	.	PUNCT
cana-3276	48	1	communications	communication	NOUN
cana-3276	48	2	on	on	ADP
cana-3276	48	3	applied	apply	VERB
cana-3276	48	4	nonlinear	nonlinear	ADJ
cana-3276	48	5	analysis	analysis	NOUN
cana-3276	48	6	issn	issn	NOUN
cana-3276	48	7	:	:	PUNCT
cana-3276	48	8	1074	1074	NUM
cana-3276	48	9	-	-	PUNCT
cana-3276	48	10	133x	133x	NUM
cana-3276	48	11	vol	vol	NOUN
cana-3276	48	12	32	32	NUM
cana-3276	48	13	no	no	NOUN
cana-3276	48	14	.	.	PUNCT
cana-3276	49	1	6s	6s	NUM
cana-3276	49	2	(	(	PUNCT
cana-3276	49	3	2025	2025	NUM
cana-3276	49	4	)	)	PUNCT
cana-3276	49	5	107	107	NUM
cana-3276	49	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3276	49	7	nivedhaa	nivedhaa	NOUN
cana-3276	49	8	n	n	ADV
cana-3276	49	9	conducted	conduct	VERB
cana-3276	49	10	a	a	DET
cana-3276	49	11	thorough	thorough	ADJ
cana-3276	49	12	study	study	NOUN
cana-3276	49	13	elucidating	elucidate	VERB
cana-3276	49	14	the	the	DET
cana-3276	49	15	progression	progression	NOUN
cana-3276	49	16	from	from	ADP
cana-3276	49	17	raw	raw	ADJ
cana-3276	49	18	data	datum	NOUN
cana-3276	49	19	to	to	ADP
cana-3276	49	20	useful	useful	ADJ
cana-3276	49	21	insights	insight	NOUN
cana-3276	49	22	in	in	ADP
cana-3276	49	23	data	datum	NOUN
cana-3276	49	24	science	science	NOUN
cana-3276	49	25	[	[	X
cana-3276	49	26	4	4	NUM
cana-3276	49	27	]	]	PUNCT
cana-3276	49	28	.	.	PUNCT
cana-3276	50	1	richard	richard	PROPN
cana-3276	50	2	mccreadie	mccreadie	PROPN
cana-3276	50	3	and	and	CCONJ
cana-3276	50	4	his	his	PRON
cana-3276	50	5	team	team	NOUN
cana-3276	50	6	identified	identify	VERB
cana-3276	50	7	a	a	DET
cana-3276	50	8	lack	lack	NOUN
cana-3276	50	9	of	of	ADP
cana-3276	50	10	actionable	actionable	ADJ
cana-3276	50	11	insights	insight	NOUN
cana-3276	50	12	for	for	ADP
cana-3276	50	13	locating	locate	VERB
cana-3276	50	14	emergency	emergency	NOUN
cana-3276	50	15	responders	responder	NOUN
cana-3276	50	16	in	in	ADP
cana-3276	50	17	catastrophic	catastrophic	ADJ
cana-3276	50	18	events	event	NOUN
cana-3276	50	19	.	.	PUNCT
cana-3276	51	1	they	they	PRON
cana-3276	51	2	proposed	propose	VERB
cana-3276	51	3	a	a	DET
cana-3276	51	4	filtering	filter	VERB
cana-3276	51	5	method	method	NOUN
cana-3276	51	6	to	to	PART
cana-3276	51	7	extract	extract	VERB
cana-3276	51	8	usable	usable	ADJ
cana-3276	51	9	insights	insight	NOUN
cana-3276	51	10	and	and	CCONJ
cana-3276	51	11	categorize	categorize	VERB
cana-3276	51	12	requests	request	NOUN
cana-3276	51	13	during	during	ADP
cana-3276	51	14	crises	crisis	NOUN
cana-3276	51	15	[	[	X
cana-3276	51	16	5	5	NUM
cana-3276	51	17	]	]	PUNCT
cana-3276	51	18	.	.	PUNCT
cana-3276	52	1	jansen	jansen	PROPN
cana-3276	52	2	bernad	bernad	PROPN
cana-3276	52	3	and	and	CCONJ
cana-3276	52	4	the	the	DET
cana-3276	52	5	team	team	NOUN
cana-3276	52	6	investigated	investigate	VERB
cana-3276	52	7	the	the	DET
cana-3276	52	8	relationship	relationship	NOUN
cana-3276	52	9	between	between	ADP
cana-3276	52	10	avatars	avatar	NOUN
cana-3276	52	11	and	and	CCONJ
cana-3276	52	12	analytics	analytic	NOUN
cana-3276	52	13	to	to	PART
cana-3276	52	14	demonstrate	demonstrate	VERB
cana-3276	52	15	the	the	DET
cana-3276	52	16	efficacy	efficacy	NOUN
cana-3276	52	17	of	of	ADP
cana-3276	52	18	data	data	NOUN
cana-3276	52	19	-	-	PUNCT
cana-3276	52	20	driven	drive	VERB
cana-3276	52	21	decision	decision	NOUN
cana-3276	52	22	-	-	PUNCT
cana-3276	52	23	making	making	NOUN
cana-3276	52	24	[	[	X
cana-3276	52	25	6	6	NUM
cana-3276	52	26	]	]	PUNCT
cana-3276	52	27	.	.	PUNCT
cana-3276	53	1	alex	alex	PROPN
cana-3276	53	2	bogatu	bogatu	PROPN
cana-3276	53	3	et	et	PROPN
cana-3276	53	4	al	al	PROPN
cana-3276	53	5	.	.	PROPN
cana-3276	53	6	developed	develop	VERB
cana-3276	53	7	schema	schema	NOUN
cana-3276	53	8	and	and	CCONJ
cana-3276	53	9	instance	instance	NOUN
cana-3276	53	10	-	-	PUNCT
cana-3276	53	11	based	base	VERB
cana-3276	53	12	features	feature	NOUN
cana-3276	53	13	to	to	PART
cana-3276	53	14	detect	detect	VERB
cana-3276	53	15	relevant	relevant	ADJ
cana-3276	53	16	patterns	pattern	NOUN
cana-3276	53	17	using	use	VERB
cana-3276	53	18	hashtags	hashtag	NOUN
cana-3276	53	19	[	[	X
cana-3276	53	20	7	7	NUM
cana-3276	53	21	]	]	PUNCT
cana-3276	53	22	.	.	PUNCT
cana-3276	54	1	a	a	DET
cana-3276	54	2	related	relate	VERB
cana-3276	54	3	study	study	NOUN
cana-3276	54	4	utilized	utilize	VERB
cana-3276	54	5	data	datum	NOUN
cana-3276	54	6	analytics	analytic	NOUN
cana-3276	54	7	to	to	PART
cana-3276	54	8	guide	guide	VERB
cana-3276	54	9	business	business	NOUN
cana-3276	54	10	decisions	decision	NOUN
cana-3276	54	11	,	,	PUNCT
cana-3276	54	12	enhance	enhance	VERB
cana-3276	54	13	operational	operational	ADJ
cana-3276	54	14	efficiency	efficiency	NOUN
cana-3276	54	15	,	,	PUNCT
cana-3276	54	16	and	and	CCONJ
cana-3276	54	17	improve	improve	VERB
cana-3276	54	18	customer	customer	NOUN
cana-3276	54	19	experiences	experience	NOUN
cana-3276	54	20	[	[	X
cana-3276	54	21	8	8	NUM
cana-3276	54	22	]	]	PUNCT
cana-3276	54	23	.	.	PUNCT
cana-3276	55	1	harish	harish	PROPN
cana-3276	55	2	narne	narne	PROPN
cana-3276	55	3	investigated	investigate	VERB
cana-3276	55	4	the	the	DET
cana-3276	55	5	groundbreaking	groundbreake	VERB
cana-3276	55	6	potential	potential	NOUN
cana-3276	55	7	of	of	ADP
cana-3276	55	8	ai	ai	ADJ
cana-3276	55	9	-	-	PUNCT
cana-3276	55	10	driven	drive	VERB
cana-3276	55	11	data	datum	NOUN
cana-3276	55	12	analytics	analytic	NOUN
cana-3276	55	13	in	in	ADP
cana-3276	55	14	turning	turn	VERB
cana-3276	55	15	huge	huge	ADJ
cana-3276	55	16	data	datum	NOUN
cana-3276	55	17	into	into	ADP
cana-3276	55	18	meaningful	meaningful	ADJ
cana-3276	55	19	insights	insight	NOUN
cana-3276	55	20	[	[	X
cana-3276	55	21	9	9	NUM
cana-3276	55	22	]	]	PUNCT
cana-3276	55	23	.	.	PUNCT
cana-3276	56	1	arisa	arisa	NOUN
cana-3276	56	2	shollo	shollo	PROPN
cana-3276	56	3	and	and	CCONJ
cana-3276	56	4	robert	robert	PROPN
cana-3276	56	5	d.	d.	PROPN
cana-3276	56	6	galliers	gallier	NOUN
cana-3276	56	7	demonstrated	demonstrate	VERB
cana-3276	56	8	how	how	SCONJ
cana-3276	56	9	understanding	understanding	NOUN
cana-3276	56	10	,	,	PUNCT
cana-3276	56	11	context	context	NOUN
cana-3276	56	12	,	,	PUNCT
cana-3276	56	13	and	and	CCONJ
cana-3276	56	14	subjectivity	subjectivity	NOUN
cana-3276	56	15	help	help	VERB
cana-3276	56	16	organizations	organization	NOUN
cana-3276	56	17	to	to	PART
cana-3276	56	18	create	create	VERB
cana-3276	56	19	actionable	actionable	ADJ
cana-3276	56	20	insights	insight	NOUN
cana-3276	56	21	.	.	PUNCT
cana-3276	57	1	the	the	DET
cana-3276	57	2	authors	author	NOUN
cana-3276	57	3	illustrated	illustrate	VERB
cana-3276	57	4	that	that	SCONJ
cana-3276	57	5	actionable	actionable	ADJ
cana-3276	57	6	insights	insight	NOUN
cana-3276	57	7	represent	represent	VERB
cana-3276	57	8	an	an	DET
cana-3276	57	9	ongoing	ongoing	ADJ
cana-3276	57	10	human	human	ADJ
cana-3276	57	11	endeavor	endeavor	NOUN
cana-3276	57	12	and	and	CCONJ
cana-3276	57	13	contemplated	contemplate	VERB
cana-3276	57	14	the	the	DET
cana-3276	57	15	consequences	consequence	NOUN
cana-3276	57	16	for	for	ADP
cana-3276	57	17	future	future	ADJ
cana-3276	57	18	study	study	NOUN
cana-3276	57	19	[	[	X
cana-3276	57	20	10	10	NUM
cana-3276	57	21	]	]	PUNCT
cana-3276	57	22	.	.	PUNCT
cana-3276	58	1	kristof	kristof	PROPN
cana-3276	58	2	coussement	coussement	PROPN
cana-3276	58	3	and	and	CCONJ
cana-3276	58	4	dries	dry	NOUN
cana-3276	58	5	f.	f.	PROPN
cana-3276	58	6	benoit	benoit	PROPN
cana-3276	58	7	outlined	outline	VERB
cana-3276	58	8	the	the	DET
cana-3276	58	9	principles	principle	NOUN
cana-3276	58	10	of	of	ADP
cana-3276	58	11	interpretable	interpretable	ADJ
cana-3276	58	12	data	datum	NOUN
cana-3276	58	13	science	science	NOUN
cana-3276	58	14	,	,	PUNCT
cana-3276	58	15	which	which	PRON
cana-3276	58	16	distill	distill	VERB
cana-3276	58	17	domain	domain	NOUN
cana-3276	58	18	relationships	relationship	NOUN
cana-3276	58	19	to	to	PART
cana-3276	58	20	generate	generate	VERB
cana-3276	58	21	informed	informed	ADJ
cana-3276	58	22	insights	insight	NOUN
cana-3276	58	23	for	for	ADP
cana-3276	58	24	decision	decision	NOUN
cana-3276	58	25	-	-	PUNCT
cana-3276	58	26	making	making	NOUN
cana-3276	58	27	.	.	PUNCT
cana-3276	59	1	they	they	PRON
cana-3276	59	2	also	also	ADV
cana-3276	59	3	contextualized	contextualize	VERB
cana-3276	59	4	the	the	DET
cana-3276	59	5	current	current	ADJ
cana-3276	59	6	significance	significance	NOUN
cana-3276	59	7	of	of	ADP
cana-3276	59	8	interpretable	interpretable	ADJ
cana-3276	59	9	data	datum	NOUN
cana-3276	59	10	science	science	NOUN
cana-3276	59	11	in	in	ADP
cana-3276	59	12	enhancing	enhance	VERB
cana-3276	59	13	decision	decision	NOUN
cana-3276	59	14	-	-	PUNCT
cana-3276	59	15	making	make	VERB
cana-3276	59	16	processes	process	NOUN
cana-3276	59	17	[	[	X
cana-3276	59	18	11	11	NUM
cana-3276	59	19	]	]	PUNCT
cana-3276	59	20	.	.	PUNCT
cana-3276	60	1	ayuns	ayun	NOUN
cana-3276	60	2	luz	luz	PROPN
cana-3276	60	3	and	and	CCONJ
cana-3276	60	4	godwin	godwin	PROPN
cana-3276	60	5	olaoye	olaoye	PROPN
cana-3276	60	6	found	find	VERB
cana-3276	60	7	that	that	SCONJ
cana-3276	60	8	actionable	actionable	ADJ
cana-3276	60	9	data	datum	NOUN
cana-3276	60	10	and	and	CCONJ
cana-3276	60	11	effective	effective	ADJ
cana-3276	60	12	engagement	engagement	NOUN
cana-3276	60	13	tactics	tactic	NOUN
cana-3276	60	14	may	may	AUX
cana-3276	60	15	boost	boost	VERB
cana-3276	60	16	employee	employee	NOUN
cana-3276	60	17	engagement	engagement	NOUN
cana-3276	60	18	,	,	PUNCT
cana-3276	60	19	contentment	contentment	NOUN
cana-3276	60	20	,	,	PUNCT
cana-3276	60	21	health	health	NOUN
cana-3276	60	22	,	,	PUNCT
cana-3276	60	23	and	and	CCONJ
cana-3276	60	24	corporate	corporate	ADJ
cana-3276	60	25	performance[12	performance[12	NOUN
cana-3276	60	26	]	]	PUNCT
cana-3276	60	27	.	.	PUNCT
cana-3276	61	1	gabelaia	gabelaia	PROPN
cana-3276	61	2	ioseb	ioseb	PROPN
cana-3276	61	3	used	use	VERB
cana-3276	61	4	natural	natural	ADJ
cana-3276	61	5	language	language	NOUN
cana-3276	61	6	processing	processing	NOUN
cana-3276	61	7	,	,	PUNCT
cana-3276	61	8	machine	machine	NOUN
cana-3276	61	9	learning	learning	NOUN
cana-3276	61	10	,	,	PUNCT
cana-3276	61	11	and	and	CCONJ
cana-3276	61	12	network	network	NOUN
cana-3276	61	13	analysis	analysis	NOUN
cana-3276	61	14	to	to	PART
cana-3276	61	15	unleash	unleash	VERB
cana-3276	61	16	social	social	ADJ
cana-3276	61	17	media	medium	NOUN
cana-3276	61	18	data	datum	NOUN
cana-3276	61	19	.	.	PUNCT
cana-3276	62	1	the	the	DET
cana-3276	62	2	author	author	NOUN
cana-3276	62	3	additionally	additionally	ADV
cana-3276	62	4	found	find	VERB
cana-3276	62	5	that	that	SCONJ
cana-3276	62	6	such	such	ADJ
cana-3276	62	7	methods	method	NOUN
cana-3276	62	8	can	can	AUX
cana-3276	62	9	help	help	VERB
cana-3276	62	10	businesses	business	NOUN
cana-3276	62	11	,	,	PUNCT
cana-3276	62	12	marketers	marketer	NOUN
cana-3276	62	13	,	,	PUNCT
cana-3276	62	14	and	and	CCONJ
cana-3276	62	15	decision	decision	NOUN
cana-3276	62	16	-	-	PUNCT
cana-3276	62	17	makers	maker	NOUN
cana-3276	62	18	transform	transform	VERB
cana-3276	62	19	social	social	ADJ
cana-3276	62	20	media	medium	NOUN
cana-3276	62	21	data	datum	NOUN
cana-3276	62	22	into	into	ADP
cana-3276	62	23	valuable	valuable	ADJ
cana-3276	62	24	insights	insight	NOUN
cana-3276	62	25	[	[	X
cana-3276	62	26	13	13	NUM
cana-3276	62	27	]	]	PUNCT
cana-3276	62	28	.	.	PUNCT
cana-3276	63	1	priya	priya	PROPN
cana-3276	63	2	patel	patel	PROPN
cana-3276	63	3	and	and	CCONJ
cana-3276	63	4	gahletia	gahletia	PROPN
cana-3276	63	5	sumit	sumit	PROPN
cana-3276	63	6	examined	examine	VERB
cana-3276	63	7	how	how	SCONJ
cana-3276	63	8	big	big	ADJ
cana-3276	63	9	data	datum	NOUN
cana-3276	63	10	analytics	analytic	NOUN
cana-3276	63	11	might	might	AUX
cana-3276	63	12	improve	improve	VERB
cana-3276	63	13	customer	customer	NOUN
cana-3276	63	14	experiences	experience	NOUN
cana-3276	63	15	by	by	ADP
cana-3276	63	16	providing	provide	VERB
cana-3276	63	17	actionable	actionable	ADJ
cana-3276	63	18	information	information	NOUN
cana-3276	63	19	across	across	ADP
cana-3276	63	20	individual	individual	ADJ
cana-3276	63	21	touchpoints	touchpoint	NOUN
cana-3276	63	22	of	of	ADP
cana-3276	63	23	the	the	DET
cana-3276	63	24	consumer	consumer	NOUN
cana-3276	63	25	journey	journey	NOUN
cana-3276	63	26	[	[	X
cana-3276	63	27	14].a	14].a	NUM
cana-3276	63	28	.	.	PUNCT
cana-3276	63	29	s.	s.	PROPN
cana-3276	63	30	rao	rao	PROPN
cana-3276	63	31	,	,	PUNCT
cana-3276	63	32	b.	b.	PROPN
cana-3276	64	1	v.	v.	PROPN
cana-3276	64	2	vardhan	vardhan	PROPN
cana-3276	64	3	,	,	PUNCT
cana-3276	64	4	and	and	CCONJ
cana-3276	64	5	h.	h.	PROPN
cana-3276	64	6	shaik	shaik	PROPN
cana-3276	64	7	examined	examine	VERB
cana-3276	64	8	exploratory	exploratory	ADJ
cana-3276	64	9	data	datum	NOUN
cana-3276	64	10	analysis	analysis	NOUN
cana-3276	64	11	(	(	PUNCT
cana-3276	64	12	eda	eda	X
cana-3276	64	13	)	)	PUNCT
cana-3276	64	14	to	to	PART
cana-3276	64	15	uncover	uncover	VERB
cana-3276	64	16	insights	insight	NOUN
cana-3276	64	17	and	and	CCONJ
cana-3276	64	18	articulated	articulate	VERB
cana-3276	64	19	its	its	PRON
cana-3276	64	20	significance	significance	NOUN
cana-3276	64	21	in	in	ADP
cana-3276	64	22	the	the	DET
cana-3276	64	23	field	field	NOUN
cana-3276	64	24	of	of	ADP
cana-3276	64	25	data	datum	NOUN
cana-3276	64	26	analysis	analysis	NOUN
cana-3276	64	27	.	.	PUNCT
cana-3276	65	1	the	the	DET
cana-3276	65	2	authors	author	NOUN
cana-3276	65	3	also	also	ADV
cana-3276	65	4	examined	examine	VERB
cana-3276	65	5	eda	eda	PROPN
cana-3276	65	6	's	's	PART
cana-3276	65	7	related	related	ADJ
cana-3276	65	8	tools	tool	NOUN
cana-3276	65	9	and	and	CCONJ
cana-3276	65	10	packages	package	NOUN
cana-3276	65	11	[	[	X
cana-3276	65	12	15	15	NUM
cana-3276	65	13	]	]	PUNCT
cana-3276	65	14	.	.	PUNCT
cana-3276	66	1	j	j	PROPN
cana-3276	66	2	hullman	hullman	PROPN
cana-3276	66	3	and	and	CCONJ
cana-3276	66	4	a	a	DET
cana-3276	66	5	gelman	gelman	NOUN
cana-3276	66	6	developed	develop	VERB
cana-3276	66	7	a	a	DET
cana-3276	66	8	bayesian	bayesian	NOUN
cana-3276	66	9	model	model	NOUN
cana-3276	66	10	to	to	PART
cana-3276	66	11	consolidate	consolidate	VERB
cana-3276	66	12	several	several	ADJ
cana-3276	66	13	analytical	analytical	ADJ
cana-3276	66	14	processes	process	NOUN
cana-3276	66	15	,	,	PUNCT
cana-3276	66	16	advocating	advocate	VERB
cana-3276	66	17	for	for	ADP
cana-3276	66	18	a	a	DET
cana-3276	66	19	more	more	ADV
cana-3276	66	20	deliberate	deliberate	ADJ
cana-3276	66	21	integration	integration	NOUN
cana-3276	66	22	of	of	ADP
cana-3276	66	23	graphical	graphical	ADJ
cana-3276	66	24	inference	inference	NOUN
cana-3276	66	25	methods	method	NOUN
cana-3276	66	26	employed	employ	VERB
cana-3276	66	27	in	in	ADP
cana-3276	66	28	data	datum	NOUN
cana-3276	66	29	visualization	visualization	NOUN
cana-3276	66	30	[	[	X
cana-3276	66	31	16	16	NUM
cana-3276	66	32	]	]	PUNCT
cana-3276	66	33	.	.	PUNCT
cana-3276	67	1	mk	mk	PROPN
cana-3276	67	2	manju	manju	PROPN
cana-3276	67	3	,	,	PUNCT
cana-3276	67	4	ao	ao	PROPN
cana-3276	67	5	philip	philip	PROPN
cana-3276	67	6	,	,	PUNCT
cana-3276	67	7	and	and	CCONJ
cana-3276	67	8	mu	mu	PROPN
cana-3276	67	9	sreeja	sreeja	PROPN
cana-3276	67	10	concentrated	concentrate	VERB
cana-3276	67	11	on	on	ADP
cana-3276	67	12	doing	do	VERB
cana-3276	67	13	eda	eda	PROPN
cana-3276	67	14	on	on	ADP
cana-3276	67	15	the	the	DET
cana-3276	67	16	indian	indian	ADJ
cana-3276	67	17	premier	premier	PROPN
cana-3276	67	18	league	league	PROPN
cana-3276	67	19	(	(	PUNCT
cana-3276	67	20	ipl	ipl	PROPN
cana-3276	67	21	)	)	PUNCT
cana-3276	67	22	dataset	dataset	NOUN
cana-3276	67	23	,	,	PUNCT
cana-3276	67	24	which	which	PRON
cana-3276	67	25	encompasses	encompass	VERB
cana-3276	67	26	historical	historical	ADJ
cana-3276	67	27	match	match	NOUN
cana-3276	67	28	information	information	NOUN
cana-3276	67	29	to	to	PART
cana-3276	67	30	uncover	uncover	VERB
cana-3276	67	31	latent	latent	NOUN
cana-3276	67	32	insights	insight	NOUN
cana-3276	67	33	and	and	CCONJ
cana-3276	67	34	utilized	utilize	VERB
cana-3276	67	35	these	these	DET
cana-3276	67	36	features	feature	NOUN
cana-3276	67	37	for	for	ADP
cana-3276	67	38	predicting	predict	VERB
cana-3276	67	39	match	match	NOUN
cana-3276	67	40	results	result	NOUN
cana-3276	67	41	[	[	X
cana-3276	67	42	17	17	NUM
cana-3276	67	43	]	]	PUNCT
cana-3276	67	44	.	.	PUNCT
cana-3276	68	1	o	o	NOUN
cana-3276	68	2	badmus	badmus	NOUN
cana-3276	68	3	,	,	PUNCT
cana-3276	68	4	sa	sa	PROPN
cana-3276	68	5	rajput	rajput	PROPN
cana-3276	68	6	,	,	PUNCT
cana-3276	68	7	jb	jb	PROPN
cana-3276	68	8	arogundade	arogundade	PROPN
cana-3276	68	9	,	,	PUNCT
cana-3276	68	10	and	and	CCONJ
cana-3276	68	11	m	m	PROPN
cana-3276	68	12	williams	williams	PROPN
cana-3276	68	13	elucidated	elucidate	VERB
cana-3276	68	14	the	the	DET
cana-3276	68	15	amalgamation	amalgamation	NOUN
cana-3276	68	16	of	of	ADP
cana-3276	68	17	ai	ai	NOUN
cana-3276	68	18	with	with	ADP
cana-3276	68	19	business	business	NOUN
cana-3276	68	20	intelligence	intelligence	NOUN
cana-3276	68	21	(	(	PUNCT
cana-3276	68	22	bi	bi	NOUN
cana-3276	68	23	)	)	PUNCT
cana-3276	68	24	to	to	PART
cana-3276	68	25	provide	provide	VERB
cana-3276	68	26	profound	profound	ADJ
cana-3276	68	27	insights	insight	NOUN
cana-3276	68	28	from	from	ADP
cana-3276	68	29	intricate	intricate	ADJ
cana-3276	68	30	datasets	dataset	NOUN
cana-3276	68	31	in	in	ADP
cana-3276	68	32	real	real	ADJ
cana-3276	68	33	time	time	NOUN
cana-3276	68	34	[	[	X
cana-3276	68	35	18	18	NUM
cana-3276	68	36	]	]	PUNCT
cana-3276	68	37	.	.	PUNCT
cana-3276	69	1	p	p	PROPN
cana-3276	69	2	rajan	rajan	PROPN
cana-3276	69	3	laid	lay	VERB
cana-3276	69	4	a	a	DET
cana-3276	69	5	thorough	thorough	ADJ
cana-3276	69	6	framework	framework	NOUN
cana-3276	69	7	for	for	ADP
cana-3276	69	8	marketing	marketing	NOUN
cana-3276	69	9	intelligence	intelligence	NOUN
cana-3276	69	10	and	and	CCONJ
cana-3276	69	11	iot	iot	PROPN
cana-3276	69	12	data	datum	NOUN
cana-3276	69	13	analytics	analytic	NOUN
cana-3276	69	14	to	to	PART
cana-3276	69	15	support	support	VERB
cana-3276	69	16	data	data	NOUN
cana-3276	69	17	-	-	PUNCT
cana-3276	69	18	driven	drive	VERB
cana-3276	69	19	decision	decision	NOUN
cana-3276	69	20	-	-	PUNCT
cana-3276	69	21	making	making	NOUN
cana-3276	69	22	.	.	PUNCT
cana-3276	70	1	the	the	DET
cana-3276	70	2	author	author	NOUN
cana-3276	70	3	also	also	ADV
cana-3276	70	4	detailed	detail	VERB
cana-3276	70	5	how	how	SCONJ
cana-3276	70	6	companies	company	NOUN
cana-3276	70	7	might	might	AUX
cana-3276	70	8	get	get	VERB
cana-3276	70	9	valuable	valuable	ADJ
cana-3276	70	10	insights	insight	NOUN
cana-3276	70	11	[	[	X
cana-3276	70	12	19	19	NUM
cana-3276	70	13	]	]	PUNCT
cana-3276	70	14	.	.	PUNCT
cana-3276	71	1	y	y	PROPN
cana-3276	71	2	xu	xu	PROPN
cana-3276	71	3	delineated	delineate	VERB
cana-3276	71	4	a	a	DET
cana-3276	71	5	disclosure	disclosure	NOUN
cana-3276	71	6	utilizing	utilize	VERB
cana-3276	71	7	machine	machine	NOUN
cana-3276	71	8	learning	learn	VERB
cana-3276	71	9	techniques	technique	NOUN
cana-3276	71	10	to	to	PART
cana-3276	71	11	summarize	summarize	VERB
cana-3276	71	12	client	client	NOUN
cana-3276	71	13	comments	comment	NOUN
cana-3276	71	14	autonomously	autonomously	ADV
cana-3276	71	15	and	and	CCONJ
cana-3276	71	16	to	to	PART
cana-3276	71	17	get	get	VERB
cana-3276	71	18	insights	insight	NOUN
cana-3276	71	19	from	from	ADP
cana-3276	71	20	these	these	DET
cana-3276	71	21	summaries	summary	NOUN
cana-3276	71	22	through	through	ADP
cana-3276	71	23	natural	natural	ADJ
cana-3276	71	24	language	language	NOUN
cana-3276	71	25	processing	processing	NOUN
cana-3276	71	26	(	(	PUNCT
cana-3276	71	27	nlp	nlp	NOUN
cana-3276	71	28	)	)	PUNCT
cana-3276	72	1	[	[	X
cana-3276	72	2	20	20	NUM
cana-3276	72	3	]	]	PUNCT
cana-3276	72	4	.	.	PUNCT
cana-3276	73	1	s.	s.	PROPN
cana-3276	73	2	al	al	PROPN
cana-3276	73	3	.	.	PROPN
cana-3276	74	1	mesmari	mesmari	PROPN
cana-3276	74	2	examined	examine	VERB
cana-3276	74	3	the	the	DET
cana-3276	74	4	concept	concept	NOUN
cana-3276	74	5	of	of	ADP
cana-3276	74	6	ai	ai	NOUN
cana-3276	74	7	and	and	CCONJ
cana-3276	74	8	cognitive	cognitive	ADJ
cana-3276	74	9	computing	computing	NOUN
cana-3276	74	10	in	in	ADP
cana-3276	74	11	decision	decision	NOUN
cana-3276	74	12	-	-	PUNCT
cana-3276	74	13	making	making	NOUN
cana-3276	74	14	,	,	PUNCT
cana-3276	74	15	highlighting	highlight	VERB
cana-3276	74	16	how	how	SCONJ
cana-3276	74	17	these	these	DET
cana-3276	74	18	tools	tool	NOUN
cana-3276	74	19	may	may	AUX
cana-3276	74	20	transform	transform	VERB
cana-3276	74	21	useless	useless	ADJ
cana-3276	74	22	data	datum	NOUN
cana-3276	74	23	into	into	ADP
cana-3276	74	24	knowledge	knowledge	NOUN
cana-3276	74	25	and	and	CCONJ
cana-3276	74	26	outlining	outline	VERB
cana-3276	74	27	the	the	DET
cana-3276	74	28	benefits	benefit	NOUN
cana-3276	74	29	of	of	ADP
cana-3276	74	30	applying	apply	VERB
cana-3276	74	31	them	they	PRON
cana-3276	74	32	[	[	X
cana-3276	74	33	21	21	NUM
cana-3276	74	34	]	]	PUNCT
cana-3276	74	35	.	.	PUNCT
cana-3276	75	1	second	second	ADJ
cana-3276	75	2	-	-	PUNCT
cana-3276	75	3	order	order	NOUN
cana-3276	75	4	explainable	explainable	ADJ
cana-3276	75	5	ai	ai	NOUN
cana-3276	75	6	(	(	PUNCT
cana-3276	75	7	soxai	soxai	NOUN
cana-3276	75	8	)	)	PUNCT
cana-3276	75	9	has	have	AUX
cana-3276	75	10	been	be	AUX
cana-3276	75	11	examined	examine	VERB
cana-3276	75	12	by	by	ADP
cana-3276	75	13	ez	ez	PROPN
cana-3276	75	14	zeng	zeng	PROPN
cana-3276	75	15	,	,	PUNCT
cana-3276	75	16	h	h	PROPN
cana-3276	75	17	gunraj	gunraj	VERB
cana-3276	75	18	,	,	PUNCT
cana-3276	75	19	s	s	NOUN
cana-3276	75	20	fernandez	fernandez	NOUN
cana-3276	75	21	,	,	PUNCT
cana-3276	75	22	and	and	CCONJ
cana-3276	75	23	a	a	DET
cana-3276	75	24	wong	wong	PROPN
cana-3276	75	25	to	to	PART
cana-3276	75	26	acquire	acquire	VERB
cana-3276	75	27	actionable	actionable	ADJ
cana-3276	75	28	insights	insight	NOUN
cana-3276	75	29	that	that	PRON
cana-3276	75	30	can	can	AUX
cana-3276	75	31	be	be	AUX
cana-3276	75	32	employed	employ	VERB
cana-3276	75	33	to	to	PART
cana-3276	75	34	improve	improve	VERB
cana-3276	75	35	the	the	DET
cana-3276	75	36	model	model	NOUN
cana-3276	75	37	's	's	PART
cana-3276	75	38	performance	performance	NOUN
cana-3276	76	1	[	[	X
cana-3276	76	2	22	22	NUM
cana-3276	76	3	]	]	PUNCT
cana-3276	76	4	.	.	PUNCT
cana-3276	77	1	kharakhash	kharakhash	PROPN
cana-3276	77	2	underscored	underscore	VERB
cana-3276	77	3	the	the	DET
cana-3276	77	4	significance	significance	NOUN
cana-3276	77	5	of	of	ADP
cana-3276	77	6	data	datum	NOUN
cana-3276	77	7	visualization	visualization	NOUN
cana-3276	77	8	tools	tool	NOUN
cana-3276	77	9	for	for	ADP
cana-3276	77	10	converting	convert	VERB
cana-3276	77	11	complicated	complicated	ADJ
cana-3276	77	12	data	datum	NOUN
cana-3276	77	13	into	into	ADP
cana-3276	77	14	usable	usable	ADJ
cana-3276	77	15	insights	insight	NOUN
cana-3276	77	16	.	.	PUNCT
cana-3276	78	1	the	the	DET
cana-3276	78	2	author	author	NOUN
cana-3276	78	3	also	also	ADV
cana-3276	78	4	noted	note	VERB
cana-3276	78	5	that	that	SCONJ
cana-3276	78	6	data	data	NOUN
cana-3276	78	7	visualization	visualization	NOUN
cana-3276	78	8	tools	tool	NOUN
cana-3276	78	9	provide	provide	VERB
cana-3276	78	10	better	well	ADJ
cana-3276	78	11	communications	communication	NOUN
cana-3276	78	12	on	on	ADP
cana-3276	78	13	applied	apply	VERB
cana-3276	78	14	nonlinear	nonlinear	ADJ
cana-3276	78	15	analysis	analysis	NOUN
cana-3276	78	16	issn	issn	NOUN
cana-3276	78	17	:	:	PUNCT
cana-3276	78	18	1074	1074	NUM
cana-3276	78	19	-	-	PUNCT
cana-3276	78	20	133x	133x	NUM
cana-3276	78	21	vol	vol	NOUN
cana-3276	78	22	32	32	NUM
cana-3276	78	23	no	no	NOUN
cana-3276	78	24	.	.	PUNCT
cana-3276	79	1	6s	6s	NUM
cana-3276	79	2	(	(	PUNCT
cana-3276	79	3	2025	2025	NUM
cana-3276	79	4	)	)	PUNCT
cana-3276	79	5	108	108	NUM
cana-3276	79	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3276	79	7	data	datum	NOUN
cana-3276	79	8	comprehension	comprehension	NOUN
cana-3276	79	9	,	,	PUNCT
cana-3276	79	10	enable	enable	ADJ
cana-3276	79	11	pattern	pattern	NOUN
cana-3276	79	12	discovery	discovery	NOUN
cana-3276	79	13	,	,	PUNCT
cana-3276	79	14	and	and	CCONJ
cana-3276	79	15	empower	empower	NOUN
cana-3276	79	16	decision	decision	NOUN
cana-3276	79	17	-	-	PUNCT
cana-3276	79	18	makers	maker	NOUN
cana-3276	79	19	to	to	PART
cana-3276	79	20	develop	develop	VERB
cana-3276	79	21	relevant	relevant	ADJ
cana-3276	79	22	conclusions	conclusion	NOUN
cana-3276	79	23	[	[	X
cana-3276	79	24	23	23	NUM
cana-3276	79	25	]	]	PUNCT
cana-3276	79	26	.	.	PUNCT
cana-3276	80	1	o	o	PROPN
cana-3276	80	2	olaniyi	olaniyi	PROPN
cana-3276	80	3	et	et	PROPN
cana-3276	80	4	al	al	PROPN
cana-3276	80	5	.	.	PROPN
cana-3276	80	6	examined	examine	VERB
cana-3276	80	7	the	the	DET
cana-3276	80	8	revolutionary	revolutionary	ADJ
cana-3276	80	9	potential	potential	NOUN
cana-3276	80	10	of	of	ADP
cana-3276	80	11	predictive	predictive	ADJ
cana-3276	80	12	analysis	analysis	NOUN
cana-3276	80	13	for	for	ADP
cana-3276	80	14	extracting	extract	VERB
cana-3276	80	15	useful	useful	ADJ
cana-3276	80	16	insights	insight	NOUN
cana-3276	80	17	and	and	CCONJ
cana-3276	80	18	decision	decision	NOUN
cana-3276	80	19	-	-	PUNCT
cana-3276	80	20	making	making	NOUN
cana-3276	80	21	,	,	PUNCT
cana-3276	80	22	as	as	ADV
cana-3276	80	23	well	well	ADV
cana-3276	80	24	as	as	ADP
cana-3276	80	25	the	the	DET
cana-3276	80	26	difficulties	difficulty	NOUN
cana-3276	80	27	in	in	ADP
cana-3276	80	28	drawing	draw	VERB
cana-3276	80	29	actionable	actionable	ADJ
cana-3276	80	30	conclusions	conclusion	NOUN
cana-3276	80	31	from	from	ADP
cana-3276	80	32	an	an	DET
cana-3276	80	33	unprecedented	unprecedented	ADJ
cana-3276	80	34	inflow	inflow	NOUN
cana-3276	80	35	of	of	ADP
cana-3276	80	36	data	datum	NOUN
cana-3276	80	37	[	[	X
cana-3276	80	38	24	24	NUM
cana-3276	80	39	]	]	PUNCT
cana-3276	80	40	.e	.e	PUNCT
cana-3276	81	1	hasan	hasan	PROPN
cana-3276	81	2	,	,	PUNCT
cana-3276	81	3	m	m	PROPN
cana-3276	81	4	rahman	rahman	PROPN
cana-3276	81	5	,	,	PUNCT
cana-3276	81	6	c	c	PROPN
cana-3276	81	7	ding	ding	NOUN
cana-3276	81	8	,	,	PUNCT
cana-3276	81	9	jx	jx	PROPN
cana-3276	81	10	huang	huang	PROPN
cana-3276	81	11	,	,	PUNCT
cana-3276	81	12	and	and	CCONJ
cana-3276	81	13	s	s	PROPN
cana-3276	81	14	raza	raza	NOUN
cana-3276	81	15	performed	perform	VERB
cana-3276	81	16	a	a	DET
cana-3276	81	17	thorough	thorough	ADJ
cana-3276	81	18	investigation	investigation	NOUN
cana-3276	81	19	on	on	ADP
cana-3276	81	20	review	review	NOUN
cana-3276	81	21	-	-	PUNCT
cana-3276	81	22	based	base	VERB
cana-3276	81	23	recommender	recommender	NOUN
cana-3276	81	24	systems	system	NOUN
cana-3276	81	25	.	.	PUNCT
cana-3276	82	1	they	they	PRON
cana-3276	82	2	elucidated	elucidate	VERB
cana-3276	82	3	many	many	ADJ
cana-3276	82	4	filtering	filtering	NOUN
cana-3276	82	5	and	and	CCONJ
cana-3276	82	6	classification	classification	NOUN
cana-3276	82	7	methodologies	methodology	NOUN
cana-3276	82	8	predicated	predicate	VERB
cana-3276	82	9	on	on	ADP
cana-3276	82	10	feature	feature	NOUN
cana-3276	82	11	extraction	extraction	NOUN
cana-3276	82	12	and	and	CCONJ
cana-3276	82	13	review	review	NOUN
cana-3276	82	14	strategies	strategy	NOUN
cana-3276	82	15	[	[	X
cana-3276	82	16	25	25	NUM
cana-3276	82	17	]	]	PUNCT
cana-3276	82	18	.	.	PUNCT
cana-3276	83	1	y	y	PROPN
cana-3276	83	2	yang	yang	PROPN
cana-3276	83	3	and	and	CCONJ
cana-3276	83	4	r	r	PROPN
cana-3276	83	5	subramanyam	subramanyam	NOUN
cana-3276	83	6	developed	develop	VERB
cana-3276	83	7	a	a	DET
cana-3276	83	8	method	method	NOUN
cana-3276	83	9	termed	term	VERB
cana-3276	83	10	stable	stable	ADJ
cana-3276	83	11	lda	lda	PROPN
cana-3276	83	12	aimed	aim	VERB
cana-3276	83	13	at	at	ADP
cana-3276	83	14	generating	generate	VERB
cana-3276	83	15	consistent	consistent	ADJ
cana-3276	83	16	outcomes	outcome	NOUN
cana-3276	83	17	in	in	ADP
cana-3276	83	18	topic	topic	NOUN
cana-3276	83	19	modeling	modeling	NOUN
cana-3276	83	20	,	,	PUNCT
cana-3276	83	21	thereby	thereby	ADV
cana-3276	83	22	facilitating	facilitate	VERB
cana-3276	83	23	the	the	DET
cana-3276	83	24	extraction	extraction	NOUN
cana-3276	83	25	of	of	ADP
cana-3276	83	26	valuable	valuable	ADJ
cana-3276	83	27	insights	insight	NOUN
cana-3276	83	28	[	[	X
cana-3276	83	29	26	26	NUM
cana-3276	83	30	]	]	PUNCT
cana-3276	83	31	.	.	PUNCT
cana-3276	84	1	the	the	DET
cana-3276	84	2	described	describe	VERB
cana-3276	84	3	literature	literature	NOUN
cana-3276	84	4	review	review	NOUN
cana-3276	84	5	reveals	reveal	VERB
cana-3276	84	6	that	that	SCONJ
cana-3276	84	7	each	each	DET
cana-3276	84	8	work	work	NOUN
cana-3276	84	9	emphasized	emphasize	VERB
cana-3276	84	10	the	the	DET
cana-3276	84	11	need	need	NOUN
cana-3276	84	12	for	for	ADP
cana-3276	84	13	usable	usable	ADJ
cana-3276	84	14	insights	insight	NOUN
cana-3276	84	15	from	from	ADP
cana-3276	84	16	various	various	ADJ
cana-3276	84	17	fields	field	NOUN
cana-3276	84	18	.	.	PUNCT
cana-3276	85	1	the	the	DET
cana-3276	85	2	evaluated	evaluate	VERB
cana-3276	85	3	experiments	experiment	NOUN
cana-3276	85	4	show	show	VERB
cana-3276	85	5	how	how	SCONJ
cana-3276	85	6	well	well	ADV
cana-3276	85	7	various	various	ADJ
cana-3276	85	8	approaches	approach	NOUN
cana-3276	85	9	can	can	AUX
cana-3276	85	10	extract	extract	VERB
cana-3276	85	11	insightful	insightful	ADJ
cana-3276	85	12	values	value	NOUN
cana-3276	85	13	from	from	ADP
cana-3276	85	14	intricate	intricate	ADJ
cana-3276	85	15	data	datum	NOUN
cana-3276	85	16	sets	set	NOUN
cana-3276	85	17	,	,	PUNCT
cana-3276	85	18	including	include	VERB
cana-3276	85	19	machine	machine	NOUN
cana-3276	85	20	learning	learning	NOUN
cana-3276	85	21	,	,	PUNCT
cana-3276	85	22	network	network	NOUN
cana-3276	85	23	analysis	analysis	NOUN
cana-3276	85	24	,	,	PUNCT
cana-3276	85	25	exploratory	exploratory	ADJ
cana-3276	85	26	data	datum	NOUN
cana-3276	85	27	analysis	analysis	NOUN
cana-3276	85	28	,	,	PUNCT
cana-3276	85	29	data	data	NOUN
cana-3276	85	30	visualization	visualization	NOUN
cana-3276	85	31	,	,	PUNCT
cana-3276	85	32	and	and	CCONJ
cana-3276	85	33	stable	stable	ADJ
cana-3276	85	34	lda	lda	PROPN
cana-3276	85	35	topic	topic	NOUN
cana-3276	85	36	detection	detection	NOUN
cana-3276	85	37	.	.	PUNCT
cana-3276	86	1	this	this	DET
cana-3276	86	2	research	research	NOUN
cana-3276	86	3	focuses	focus	VERB
cana-3276	86	4	on	on	ADP
cana-3276	86	5	coherent	coherent	ADJ
cana-3276	86	6	-	-	PUNCT
cana-3276	86	7	based	base	VERB
cana-3276	86	8	topic	topic	NOUN
cana-3276	86	9	modeling	modeling	NOUN
cana-3276	86	10	to	to	PART
cana-3276	86	11	extract	extract	VERB
cana-3276	86	12	actionable	actionable	ADJ
cana-3276	86	13	insights	insight	NOUN
cana-3276	86	14	from	from	ADP
cana-3276	86	15	the	the	DET
cana-3276	86	16	provided	provide	VERB
cana-3276	86	17	data	datum	NOUN
cana-3276	86	18	.	.	PUNCT
cana-3276	87	1	iii	iii	X
cana-3276	87	2	.	.	PUNCT
cana-3276	87	3	methods	method	NOUN
cana-3276	87	4	used	use	VERB
cana-3276	87	5	for	for	ADP
cana-3276	87	6	insights	insight	NOUN
cana-3276	87	7	detection	detection	VERB
cana-3276	87	8	the	the	DET
cana-3276	87	9	main	main	ADJ
cana-3276	87	10	objective	objective	NOUN
cana-3276	87	11	of	of	ADP
cana-3276	87	12	this	this	DET
cana-3276	87	13	research	research	NOUN
cana-3276	87	14	work	work	NOUN
cana-3276	87	15	is	be	AUX
cana-3276	87	16	to	to	PART
cana-3276	87	17	uncover	uncover	VERB
cana-3276	87	18	actionable	actionable	ADJ
cana-3276	87	19	insights	insight	NOUN
cana-3276	87	20	within	within	ADP
cana-3276	87	21	the	the	DET
cana-3276	87	22	dataset	dataset	NOUN
cana-3276	87	23	and	and	CCONJ
cana-3276	87	24	to	to	PART
cana-3276	87	25	segregate	segregate	VERB
cana-3276	87	26	outliers	outlier	NOUN
cana-3276	87	27	or	or	CCONJ
cana-3276	87	28	non	non	ADJ
cana-3276	87	29	-	-	ADJ
cana-3276	87	30	actionable	actionable	ADJ
cana-3276	87	31	elements	element	NOUN
cana-3276	87	32	.	.	PUNCT
cana-3276	88	1	this	this	DET
cana-3276	88	2	research	research	NOUN
cana-3276	88	3	focuses	focus	VERB
cana-3276	88	4	on	on	ADP
cana-3276	88	5	text	text	NOUN
cana-3276	88	6	data	datum	NOUN
cana-3276	88	7	to	to	PART
cana-3276	88	8	extract	extract	VERB
cana-3276	88	9	actionable	actionable	ADJ
cana-3276	88	10	insights	insight	NOUN
cana-3276	88	11	and	and	CCONJ
cana-3276	88	12	address	address	VERB
cana-3276	88	13	outliers	outlier	NOUN
cana-3276	88	14	by	by	ADP
cana-3276	88	15	utilizing	utilize	VERB
cana-3276	88	16	the	the	DET
cana-3276	88	17	coherence	coherence	NOUN
cana-3276	88	18	frequency	frequency	NOUN
cana-3276	88	19	of	of	ADP
cana-3276	88	20	word	word	NOUN
cana-3276	88	21	count	count	NOUN
cana-3276	88	22	.	.	PUNCT
cana-3276	89	1	coherence	coherence	NOUN
cana-3276	89	2	is	be	AUX
cana-3276	89	3	a	a	DET
cana-3276	89	4	method	method	NOUN
cana-3276	89	5	used	use	VERB
cana-3276	89	6	to	to	PART
cana-3276	89	7	assess	assess	VERB
cana-3276	89	8	the	the	DET
cana-3276	89	9	quality	quality	NOUN
cana-3276	89	10	of	of	ADP
cana-3276	89	11	topics	topic	NOUN
cana-3276	89	12	in	in	ADP
cana-3276	89	13	topic	topic	NOUN
cana-3276	89	14	modeling	modeling	NOUN
cana-3276	89	15	by	by	ADP
cana-3276	89	16	quantifying	quantify	VERB
cana-3276	89	17	the	the	DET
cana-3276	89	18	semantic	semantic	ADJ
cana-3276	89	19	connection	connection	NOUN
cana-3276	89	20	of	of	ADP
cana-3276	89	21	words	word	NOUN
cana-3276	89	22	within	within	ADP
cana-3276	89	23	a	a	DET
cana-3276	89	24	topic	topic	NOUN
cana-3276	89	25	.	.	PUNCT
cana-3276	90	1	the	the	DET
cana-3276	90	2	following	follow	VERB
cana-3276	90	3	paragraphs	paragraph	NOUN
cana-3276	90	4	demonstrate	demonstrate	VERB
cana-3276	90	5	the	the	DET
cana-3276	90	6	base	base	NOUN
cana-3276	90	7	methods	method	NOUN
cana-3276	90	8	,	,	PUNCT
cana-3276	90	9	which	which	PRON
cana-3276	90	10	act	act	VERB
cana-3276	90	11	as	as	ADP
cana-3276	90	12	the	the	DET
cana-3276	90	13	key	key	ADJ
cana-3276	90	14	elements	element	NOUN
cana-3276	90	15	for	for	ADP
cana-3276	90	16	constructing	construct	VERB
cana-3276	90	17	a	a	DET
cana-3276	90	18	novel	novel	ADJ
cana-3276	90	19	approach	approach	NOUN
cana-3276	90	20	to	to	ADP
cana-3276	90	21	finding	find	VERB
cana-3276	90	22	actionable	actionable	ADJ
cana-3276	90	23	insights	insight	NOUN
cana-3276	90	24	in	in	ADP
cana-3276	90	25	the	the	DET
cana-3276	90	26	present	present	ADJ
cana-3276	90	27	research	research	NOUN
cana-3276	90	28	work	work	NOUN
cana-3276	90	29	.	.	PUNCT
cana-3276	91	1	1	1	X
cana-3276	91	2	)	)	PUNCT
cana-3276	91	3	coherence	coherence	NOUN
cana-3276	91	4	coherence	coherence	NOUN
cana-3276	91	5	is	be	AUX
cana-3276	91	6	a	a	DET
cana-3276	91	7	metric	metric	NOUN
cana-3276	91	8	that	that	PRON
cana-3276	91	9	measures	measure	VERB
cana-3276	91	10	a	a	DET
cana-3276	91	11	subject	subject	ADJ
cana-3276	91	12	modeling	modeling	NOUN
cana-3276	91	13	technique	technique	NOUN
cana-3276	91	14	's	's	PART
cana-3276	91	15	interpretability	interpretability	NOUN
cana-3276	91	16	by	by	ADP
cana-3276	91	17	humans	human	NOUN
cana-3276	91	18	.	.	PUNCT
cana-3276	92	1	it	it	PRON
cana-3276	92	2	is	be	AUX
cana-3276	92	3	determined	determine	VERB
cana-3276	92	4	by	by	ADP
cana-3276	92	5	comparing	compare	VERB
cana-3276	92	6	two	two	NUM
cana-3276	92	7	words	word	NOUN
cana-3276	92	8	lexically	lexically	ADV
cana-3276	92	9	[	[	X
cana-3276	92	10	28	28	NUM
cana-3276	92	11	]	]	PUNCT
cana-3276	92	12	.	.	PUNCT
cana-3276	93	1	coherence	coherence	NOUN
cana-3276	93	2	is	be	AUX
cana-3276	93	3	often	often	ADV
cana-3276	93	4	calculated	calculate	VERB
cana-3276	93	5	as	as	ADP
cana-3276	93	6	the	the	DET
cana-3276	93	7	sum	sum	NOUN
cana-3276	93	8	of	of	ADP
cana-3276	93	9	the	the	DET
cana-3276	93	10	correlations	correlation	NOUN
cana-3276	93	11	among	among	ADP
cana-3276	93	12	the	the	DET
cana-3276	93	13	top	top	ADJ
cana-3276	93	14	n	n	NOUN
cana-3276	93	15	words	word	NOUN
cana-3276	93	16	that	that	PRON
cana-3276	93	17	proceed	proceed	VERB
cana-3276	93	18	from	from	ADP
cana-3276	93	19	w1	w1	PROPN
cana-3276	93	20	.	.	PUNCT
cana-3276	94	1	wn	wn	PROPN
cana-3276	94	2	is	be	AUX
cana-3276	94	3	utilized	utilize	VERB
cana-3276	94	4	to	to	PART
cana-3276	94	5	define	define	VERB
cana-3276	94	6	a	a	DET
cana-3276	94	7	topic	topic	NOUN
cana-3276	94	8	[	[	X
cana-3276	94	9	29	29	NUM
cana-3276	94	10	]	]	PUNCT
cana-3276	94	11	.	.	PUNCT
cana-3276	95	1	coherence	coherence	NOUN
cana-3276	95	2	is	be	AUX
cana-3276	95	3	calculated	calculate	VERB
cana-3276	95	4	by	by	ADP
cana-3276	95	5	using	use	VERB
cana-3276	95	6	the	the	DET
cana-3276	95	7	following	follow	VERB
cana-3276	95	8	equation	equation	NOUN
cana-3276	95	9	(	(	PUNCT
cana-3276	95	10	1	1	NUM
cana-3276	95	11	)	)	PUNCT
cana-3276	95	12	.	.	PUNCT
cana-3276	96	1	𝐶𝑜ℎ𝑒𝑟𝑒𝑛𝑐𝑒	𝐶𝑜ℎ𝑒𝑟𝑒𝑛𝑐𝑒	PROPN
cana-3276	96	2	=	=	SYM
cana-3276	96	3	∑	∑	PUNCT
cana-3276	96	4	𝑐𝑜𝑟𝑟𝑒𝑙𝑎𝑡𝑖𝑜𝑛(𝑊𝑖	𝑐𝑜𝑟𝑟𝑒𝑙𝑎𝑡𝑖𝑜𝑛(𝑊𝑖	PROPN
cana-3276	96	5	,	,	PUNCT
cana-3276	96	6	𝑊𝑗	𝑊𝑗	PROPN
cana-3276	96	7	)	)	PUNCT
cana-3276	96	8	(	(	PUNCT
cana-3276	96	9	1	1	X
cana-3276	96	10	)	)	PUNCT
cana-3276	96	11	𝑖<𝑗	𝑖<𝑗	NOUN
cana-3276	96	12	where	where	SCONJ
cana-3276	96	13	wi	wi	PROPN
cana-3276	96	14	and	and	CCONJ
cana-3276	96	15	wj	wj	PROPN
cana-3276	96	16	are	be	AUX
cana-3276	96	17	the	the	DET
cana-3276	96	18	words	word	NOUN
cana-3276	96	19	,	,	PUNCT
cana-3276	96	20	i	i	PRON
cana-3276	96	21	and	and	CCONJ
cana-3276	96	22	j	j	PROPN
cana-3276	96	23	are	be	AUX
cana-3276	96	24	the	the	DET
cana-3276	96	25	word	word	NOUN
cana-3276	96	26	counts	count	VERB
cana-3276	96	27	and	and	CCONJ
cana-3276	96	28	should	should	AUX
cana-3276	96	29	be	be	AUX
cana-3276	96	30	less	less	ADJ
cana-3276	96	31	than	than	ADP
cana-3276	96	32	the	the	DET
cana-3276	96	33	number	number	NOUN
cana-3276	96	34	of	of	ADP
cana-3276	96	35	words	word	NOUN
cana-3276	96	36	n	n	CCONJ
cana-3276	96	37	in	in	ADP
cana-3276	96	38	the	the	DET
cana-3276	96	39	given	give	VERB
cana-3276	96	40	data	datum	NOUN
cana-3276	96	41	source	source	NOUN
cana-3276	96	42	,	,	PUNCT
cana-3276	96	43	i.e.	i.e.	X
cana-3276	96	44	,	,	PUNCT
cana-3276	96	45	i	i	PRON
cana-3276	96	46	<	<	X
cana-3276	96	47	j	j	X
cana-3276	96	48	<	<	X
cana-3276	96	49	n.	n.	NOUN
cana-3276	96	50	in	in	ADP
cana-3276	96	51	the	the	DET
cana-3276	96	52	context	context	NOUN
cana-3276	96	53	of	of	ADP
cana-3276	96	54	uncovering	uncover	VERB
cana-3276	96	55	actionable	actionable	ADJ
cana-3276	96	56	insights	insight	NOUN
cana-3276	96	57	,	,	PUNCT
cana-3276	96	58	the	the	DET
cana-3276	96	59	coherence	coherence	NOUN
cana-3276	96	60	frequency	frequency	NOUN
cana-3276	96	61	measure	measure	NOUN
cana-3276	96	62	serves	serve	VERB
cana-3276	96	63	to	to	PART
cana-3276	96	64	pinpoint	pinpoint	VERB
cana-3276	96	65	1	1	NUM
cana-3276	96	66	.	.	PUNCT
cana-3276	97	1	most	most	ADV
cana-3276	97	2	significant	significant	ADJ
cana-3276	97	3	topics	topic	NOUN
cana-3276	97	4	:	:	PUNCT
cana-3276	97	5	examining	examine	VERB
cana-3276	97	6	the	the	DET
cana-3276	97	7	coherence	coherence	NOUN
cana-3276	97	8	frequency	frequency	NOUN
cana-3276	97	9	of	of	ADP
cana-3276	97	10	words	word	NOUN
cana-3276	97	11	reveals	reveal	VERB
cana-3276	97	12	the	the	DET
cana-3276	97	13	most	most	ADV
cana-3276	97	14	significant	significant	ADJ
cana-3276	97	15	topics	topic	NOUN
cana-3276	97	16	and	and	CCONJ
cana-3276	97	17	themes	theme	NOUN
cana-3276	97	18	within	within	ADP
cana-3276	97	19	a	a	DET
cana-3276	97	20	given	give	VERB
cana-3276	97	21	text	text	NOUN
cana-3276	97	22	or	or	CCONJ
cana-3276	97	23	corpus	corpus	NOUN
cana-3276	97	24	.	.	PUNCT
cana-3276	98	1	2	2	X
cana-3276	98	2	.	.	X
cana-3276	98	3	recognizing	recognize	VERB
cana-3276	98	4	sentiment	sentiment	NOUN
cana-3276	98	5	patterns	pattern	NOUN
cana-3276	98	6	:	:	PUNCT
cana-3276	98	7	coherence	coherence	NOUN
cana-3276	98	8	frequency	frequency	NOUN
cana-3276	98	9	can	can	AUX
cana-3276	98	10	assist	assist	VERB
cana-3276	98	11	in	in	ADP
cana-3276	98	12	recognizing	recognize	VERB
cana-3276	98	13	patterns	pattern	NOUN
cana-3276	98	14	in	in	ADP
cana-3276	98	15	sentiment	sentiment	NOUN
cana-3276	98	16	or	or	CCONJ
cana-3276	98	17	emotional	emotional	ADJ
cana-3276	98	18	tone	tone	NOUN
cana-3276	98	19	,	,	PUNCT
cana-3276	98	20	including	include	VERB
cana-3276	98	21	positive	positive	ADJ
cana-3276	98	22	or	or	CCONJ
cana-3276	98	23	negative	negative	ADJ
cana-3276	98	24	feelings	feeling	NOUN
cana-3276	98	25	towards	towards	ADP
cana-3276	98	26	a	a	DET
cana-3276	98	27	specific	specific	ADJ
cana-3276	98	28	topic	topic	NOUN
cana-3276	98	29	.	.	PUNCT
cana-3276	99	1	3	3	X
cana-3276	99	2	.	.	X
cana-3276	99	3	define	define	VERB
cana-3276	99	4	entity	entity	NOUN
cana-3276	99	5	relationships	relationship	NOUN
cana-3276	99	6	:	:	PUNCT
cana-3276	99	7	the	the	DET
cana-3276	99	8	coherence	coherence	NOUN
cana-3276	99	9	word	word	NOUN
cana-3276	99	10	frequency	frequency	NOUN
cana-3276	99	11	count	count	NOUN
cana-3276	99	12	for	for	ADP
cana-3276	99	13	linking	link	VERB
cana-3276	99	14	a	a	DET
cana-3276	99	15	set	set	NOUN
cana-3276	99	16	of	of	ADP
cana-3276	99	17	entities	entity	NOUN
cana-3276	99	18	,	,	PUNCT
cana-3276	99	19	such	such	ADJ
cana-3276	99	20	as	as	ADP
cana-3276	99	21	social	social	ADJ
cana-3276	99	22	communities	community	NOUN
cana-3276	99	23	,	,	PUNCT
cana-3276	99	24	issues	issue	NOUN
cana-3276	99	25	on	on	ADP
cana-3276	99	26	posts	post	NOUN
cana-3276	99	27	,	,	PUNCT
cana-3276	99	28	and	and	CCONJ
cana-3276	99	29	landmarks	landmark	NOUN
cana-3276	99	30	,	,	PUNCT
cana-3276	99	31	is	be	AUX
cana-3276	99	32	used	use	VERB
cana-3276	99	33	to	to	PART
cana-3276	99	34	define	define	VERB
cana-3276	99	35	the	the	DET
cana-3276	99	36	relationship	relationship	NOUN
cana-3276	99	37	among	among	ADP
cana-3276	99	38	the	the	DET
cana-3276	99	39	communications	communication	NOUN
cana-3276	99	40	on	on	ADP
cana-3276	99	41	applied	apply	VERB
cana-3276	99	42	nonlinear	nonlinear	ADJ
cana-3276	99	43	analysis	analysis	NOUN
cana-3276	99	44	issn	issn	NOUN
cana-3276	99	45	:	:	PUNCT
cana-3276	99	46	1074	1074	NUM
cana-3276	99	47	-	-	PUNCT
cana-3276	99	48	133x	133x	NUM
cana-3276	99	49	vol	vol	NOUN
cana-3276	99	50	32	32	NUM
cana-3276	99	51	no	no	NOUN
cana-3276	99	52	.	.	PUNCT
cana-3276	100	1	6s	6s	NUM
cana-3276	100	2	(	(	PUNCT
cana-3276	100	3	2025	2025	NUM
cana-3276	100	4	)	)	PUNCT
cana-3276	100	5	109	109	NUM
cana-3276	100	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3276	100	7	entities	entity	NOUN
cana-3276	100	8	.	.	PUNCT
cana-3276	101	1	4	4	X
cana-3276	101	2	.	.	X
cana-3276	101	3	insightful	insightful	ADJ
cana-3276	101	4	words	word	NOUN
cana-3276	101	5	:	:	PUNCT
cana-3276	101	6	coherence	coherence	NOUN
cana-3276	101	7	frequency	frequency	NOUN
cana-3276	101	8	helps	help	VERB
cana-3276	101	9	to	to	PART
cana-3276	101	10	identify	identify	VERB
cana-3276	101	11	words	word	NOUN
cana-3276	101	12	or	or	CCONJ
cana-3276	101	13	sentences	sentence	NOUN
cana-3276	101	14	that	that	PRON
cana-3276	101	15	are	be	AUX
cana-3276	101	16	very	very	ADV
cana-3276	101	17	close	close	ADJ
cana-3276	101	18	or	or	CCONJ
cana-3276	101	19	related	relate	VERB
cana-3276	101	20	to	to	ADP
cana-3276	101	21	a	a	DET
cana-3276	101	22	particular	particular	ADJ
cana-3276	101	23	topic	topic	NOUN
cana-3276	101	24	.	.	PUNCT
cana-3276	102	1	2	2	X
cana-3276	102	2	)	)	PUNCT
cana-3276	102	3	hashing	hash	VERB
cana-3276	102	4	vectorizer	vectorizer	NOUN
cana-3276	102	5	(	(	PUNCT
cana-3276	102	6	hv	hv	PROPN
cana-3276	102	7	)	)	PUNCT
cana-3276	102	8	hashing	hash	VERB
cana-3276	102	9	vectorizer	vectorizer	NOUN
cana-3276	102	10	(	(	PUNCT
cana-3276	102	11	hv	hv	PROPN
cana-3276	102	12	)	)	PUNCT
cana-3276	102	13	is	be	AUX
cana-3276	102	14	a	a	DET
cana-3276	102	15	natural	natural	ADJ
cana-3276	102	16	language	language	NOUN
cana-3276	102	17	processing	processing	NOUN
cana-3276	102	18	(	(	PUNCT
cana-3276	102	19	nlp	nlp	NOUN
cana-3276	102	20	)	)	PUNCT
cana-3276	102	21	technique	technique	NOUN
cana-3276	102	22	used	use	VERB
cana-3276	102	23	for	for	ADP
cana-3276	102	24	transforming	transform	VERB
cana-3276	102	25	text	text	NOUN
cana-3276	102	26	data	datum	NOUN
cana-3276	102	27	into	into	ADP
cana-3276	102	28	numerical	numerical	ADJ
cana-3276	102	29	matrix	matrix	NOUN
cana-3276	102	30	format	format	NOUN
cana-3276	102	31	.	.	PUNCT
cana-3276	103	1	hv	hv	PROPN
cana-3276	103	2	helps	help	VERB
cana-3276	103	3	the	the	DET
cana-3276	103	4	machine	machine	NOUN
cana-3276	103	5	learning	learn	VERB
cana-3276	103	6	algorithms	algorithm	NOUN
cana-3276	103	7	to	to	PART
cana-3276	103	8	process	process	VERB
cana-3276	103	9	text	text	NOUN
cana-3276	103	10	data	datum	NOUN
cana-3276	103	11	by	by	ADP
cana-3276	103	12	means	mean	NOUN
cana-3276	103	13	of	of	ADP
cana-3276	103	14	tokenization	tokenization	NOUN
cana-3276	103	15	and	and	CCONJ
cana-3276	103	16	then	then	ADV
cana-3276	103	17	followed	follow	VERB
cana-3276	103	18	by	by	ADP
cana-3276	103	19	hashing	hashing	NOUN
cana-3276	103	20	,	,	PUNCT
cana-3276	103	21	which	which	PRON
cana-3276	103	22	maps	map	VERB
cana-3276	103	23	tokens	token	NOUN
cana-3276	103	24	into	into	ADP
cana-3276	103	25	numerical	numerical	ADJ
cana-3276	103	26	indices	index	NOUN
cana-3276	103	27	.	.	PUNCT
cana-3276	104	1	facilitating	facilitate	VERB
cana-3276	104	2	the	the	DET
cana-3276	104	3	independent	independent	ADJ
cana-3276	104	4	processing	processing	NOUN
cana-3276	104	5	of	of	ADP
cana-3276	104	6	each	each	DET
cana-3276	104	7	word	word	NOUN
cana-3276	104	8	[	[	X
cana-3276	104	9	30	30	NUM
cana-3276	104	10	]	]	PUNCT
cana-3276	104	11	.	.	PUNCT
cana-3276	105	1	hv	hv	PROPN
cana-3276	105	2	is	be	AUX
cana-3276	105	3	calculated	calculate	VERB
cana-3276	105	4	using	use	VERB
cana-3276	105	5	the	the	DET
cana-3276	105	6	equation	equation	NOUN
cana-3276	105	7	provided	provide	VERB
cana-3276	105	8	in	in	ADP
cana-3276	105	9	(	(	PUNCT
cana-3276	105	10	2	2	NUM
cana-3276	105	11	)	)	PUNCT
cana-3276	105	12	.	.	PUNCT
cana-3276	106	1	ℎ(𝑥	ℎ(𝑥	NUM
cana-3276	106	2	)	)	PUNCT
cana-3276	106	3	=	=	SYM
cana-3276	106	4	(	(	PUNCT
cana-3276	106	5	ℎ𝑎𝑠ℎ(𝑥)𝑚𝑜𝑑	ℎ𝑎𝑠ℎ(𝑥)𝑚𝑜𝑑	PROPN
cana-3276	106	6	𝑛	𝑛	NOUN
cana-3276	106	7	)	)	PUNCT
cana-3276	106	8	(	(	PUNCT
cana-3276	106	9	2	2	X
cana-3276	106	10	)	)	PUNCT
cana-3276	107	1	where	where	SCONJ
cana-3276	107	2	x	x	SYM
cana-3276	107	3	∈	∈	PROPN
cana-3276	107	4	rᵈ	rᵈ	NOUN
cana-3276	107	5	is	be	AUX
cana-3276	107	6	the	the	DET
cana-3276	107	7	input	input	NOUN
cana-3276	107	8	vector	vector	NOUN
cana-3276	107	9	,	,	PUNCT
cana-3276	107	10	hash(x	hash(x	PROPN
cana-3276	107	11	)	)	PUNCT
cana-3276	107	12	∈	∈	PROPN
cana-3276	107	13	z	z	NOUN
cana-3276	107	14	is	be	AUX
cana-3276	107	15	the	the	DET
cana-3276	107	16	hash	hash	NOUN
cana-3276	107	17	value	value	NOUN
cana-3276	107	18	of	of	ADP
cana-3276	107	19	x	x	PROPN
cana-3276	107	20	,	,	PUNCT
cana-3276	107	21	n	n	PROPN
cana-3276	107	22	∈	∈	PROPN
cana-3276	107	23	z	z	NOUN
cana-3276	107	24	is	be	AUX
cana-3276	107	25	the	the	DET
cana-3276	107	26	number	number	NOUN
cana-3276	107	27	of	of	ADP
cana-3276	107	28	features	feature	NOUN
cana-3276	107	29	,	,	PUNCT
cana-3276	107	30	and	and	CCONJ
cana-3276	107	31	h(x	h(x	PROPN
cana-3276	107	32	)	)	PUNCT
cana-3276	107	33	∈	∈	PROPN
cana-3276	107	34	{	{	PUNCT
cana-3276	107	35	0	0	NUM
cana-3276	107	36	,	,	PUNCT
cana-3276	107	37	1	1	NUM
cana-3276	107	38	,	,	PUNCT
cana-3276	107	39	...	...	PUNCT
cana-3276	107	40	,	,	PUNCT
cana-3276	107	41	n-1	n-1	PROPN
cana-3276	107	42	}	}	PUNCT
cana-3276	107	43	is	be	AUX
cana-3276	107	44	the	the	DET
cana-3276	107	45	hashed	hashed	ADJ
cana-3276	107	46	index	index	NOUN
cana-3276	107	47	value	value	NOUN
cana-3276	107	48	.	.	PUNCT
cana-3276	108	1	coherence	coherence	NOUN
cana-3276	108	2	and	and	CCONJ
cana-3276	108	3	the	the	DET
cana-3276	108	4	hv	hv	PROPN
cana-3276	108	5	collectively	collectively	ADV
cana-3276	108	6	identify	identify	VERB
cana-3276	108	7	actionable	actionable	ADJ
cana-3276	108	8	insights	insight	NOUN
cana-3276	108	9	from	from	ADP
cana-3276	108	10	the	the	DET
cana-3276	108	11	given	give	VERB
cana-3276	108	12	datasets	dataset	NOUN
cana-3276	108	13	.	.	PUNCT
cana-3276	109	1	first	first	ADV
cana-3276	109	2	,	,	PUNCT
cana-3276	109	3	the	the	DET
cana-3276	109	4	hashing	hashing	NOUN
cana-3276	109	5	vectorizer	vectorizer	NOUN
cana-3276	109	6	is	be	AUX
cana-3276	109	7	calculated	calculate	VERB
cana-3276	109	8	by	by	ADP
cana-3276	109	9	transforming	transform	VERB
cana-3276	109	10	each	each	DET
cana-3276	109	11	text	text	NOUN
cana-3276	109	12	data	datum	NOUN
cana-3276	109	13	point	point	NOUN
cana-3276	109	14	into	into	ADP
cana-3276	109	15	numerical	numerical	ADJ
cana-3276	109	16	values	value	NOUN
cana-3276	109	17	.	.	PUNCT
cana-3276	110	1	then	then	ADV
cana-3276	110	2	,	,	PUNCT
cana-3276	110	3	the	the	DET
cana-3276	110	4	coherence	coherence	NOUN
cana-3276	110	5	is	be	AUX
cana-3276	110	6	calculated	calculate	VERB
cana-3276	110	7	using	use	VERB
cana-3276	110	8	hashed	hashed	ADJ
cana-3276	110	9	vector	vector	NOUN
cana-3276	110	10	values	value	NOUN
cana-3276	110	11	as	as	ADP
cana-3276	110	12	input	input	NOUN
cana-3276	110	13	.	.	PUNCT
cana-3276	111	1	finally	finally	ADV
cana-3276	111	2	,	,	PUNCT
cana-3276	111	3	the	the	DET
cana-3276	111	4	calculated	calculate	VERB
cana-3276	111	5	coherence	coherence	NOUN
cana-3276	111	6	score	score	NOUN
cana-3276	111	7	measures	measure	NOUN
cana-3276	111	8	the	the	DET
cana-3276	111	9	semantic	semantic	ADJ
cana-3276	111	10	relationship	relationship	NOUN
cana-3276	111	11	between	between	ADP
cana-3276	111	12	words	word	NOUN
cana-3276	111	13	and	and	CCONJ
cana-3276	111	14	will	will	AUX
cana-3276	111	15	help	help	VERB
cana-3276	111	16	find	find	VERB
cana-3276	111	17	actionable	actionable	ADJ
cana-3276	111	18	insights	insight	NOUN
cana-3276	111	19	.	.	PUNCT
cana-3276	112	1	coherence	coherence	NOUN
cana-3276	112	2	frequency	frequency	NOUN
cana-3276	112	3	is	be	AUX
cana-3276	112	4	an	an	DET
cana-3276	112	5	important	important	ADJ
cana-3276	112	6	metric	metric	NOUN
cana-3276	112	7	for	for	ADP
cana-3276	112	8	extracting	extract	VERB
cana-3276	112	9	actionable	actionable	ADJ
cana-3276	112	10	insights	insight	NOUN
cana-3276	112	11	from	from	ADP
cana-3276	112	12	text	text	NOUN
cana-3276	112	13	data	datum	NOUN
cana-3276	112	14	.	.	PUNCT
cana-3276	113	1	the	the	DET
cana-3276	113	2	measure	measure	NOUN
cana-3276	113	3	identifies	identify	VERB
cana-3276	113	4	key	key	ADJ
cana-3276	113	5	topics	topic	NOUN
cana-3276	113	6	and	and	CCONJ
cana-3276	113	7	semantic	semantic	ADJ
cana-3276	113	8	relationships	relationship	NOUN
cana-3276	113	9	,	,	PUNCT
cana-3276	113	10	providing	provide	VERB
cana-3276	113	11	clear	clear	ADJ
cana-3276	113	12	insights	insight	NOUN
cana-3276	113	13	for	for	ADP
cana-3276	113	14	business	business	NOUN
cana-3276	113	15	decision	decision	NOUN
cana-3276	113	16	-	-	PUNCT
cana-3276	113	17	making	making	NOUN
cana-3276	113	18	.	.	PUNCT
cana-3276	114	1	the	the	DET
cana-3276	114	2	hv	hv	PROPN
cana-3276	114	3	demonstrates	demonstrate	VERB
cana-3276	114	4	greater	great	ADJ
cana-3276	114	5	resilience	resilience	NOUN
cana-3276	114	6	than	than	ADP
cana-3276	114	7	alternative	alternative	ADJ
cana-3276	114	8	vectorizers	vectorizer	NOUN
cana-3276	114	9	,	,	PUNCT
cana-3276	114	10	effectively	effectively	ADV
cana-3276	114	11	managing	manage	VERB
cana-3276	114	12	empty	empty	ADJ
cana-3276	114	13	documents	document	NOUN
cana-3276	114	14	,	,	PUNCT
cana-3276	114	15	outof	outof	PROPN
cana-3276	114	16	-	-	PUNCT
cana-3276	114	17	vocabulary	vocabulary	NOUN
cana-3276	114	18	(	(	PUNCT
cana-3276	114	19	oov	oov	PROPN
cana-3276	114	20	)	)	PUNCT
cana-3276	114	21	words	word	NOUN
cana-3276	114	22	,	,	PUNCT
cana-3276	114	23	and	and	CCONJ
cana-3276	114	24	hash	hash	NOUN
cana-3276	114	25	collisions	collision	NOUN
cana-3276	114	26	.	.	PUNCT
cana-3276	115	1	3	3	X
cana-3276	115	2	)	)	PUNCT
cana-3276	115	3	perplexity	perplexity	NOUN
cana-3276	115	4	(	(	PUNCT
cana-3276	115	5	ppl	ppl	NOUN
cana-3276	115	6	)	)	PUNCT
cana-3276	115	7	perplexity	perplexity	NOUN
cana-3276	115	8	(	(	PUNCT
cana-3276	115	9	ppl	ppl	PROPN
cana-3276	115	10	)	)	PUNCT
cana-3276	115	11	is	be	AUX
cana-3276	115	12	a	a	DET
cana-3276	115	13	popular	popular	ADJ
cana-3276	115	14	metric	metric	NOUN
cana-3276	115	15	for	for	ADP
cana-3276	115	16	assessing	assess	VERB
cana-3276	115	17	the	the	DET
cana-3276	115	18	performance	performance	NOUN
cana-3276	115	19	of	of	ADP
cana-3276	115	20	a	a	DET
cana-3276	115	21	language	language	NOUN
cana-3276	115	22	model	model	NOUN
cana-3276	115	23	(	(	PUNCT
cana-3276	115	24	lm	lm	INTJ
cana-3276	115	25	)	)	PUNCT
cana-3276	115	26	,	,	PUNCT
cana-3276	115	27	and	and	CCONJ
cana-3276	115	28	is	be	AUX
cana-3276	115	29	defined	define	VERB
cana-3276	115	30	as	as	ADP
cana-3276	115	31	the	the	DET
cana-3276	115	32	inverse	inverse	NOUN
cana-3276	115	33	of	of	ADP
cana-3276	115	34	the	the	DET
cana-3276	115	35	probability	probability	NOUN
cana-3276	115	36	of	of	ADP
cana-3276	115	37	the	the	DET
cana-3276	115	38	test	test	NOUN
cana-3276	115	39	data	datum	NOUN
cana-3276	115	40	being	be	AUX
cana-3276	115	41	normalized	normalize	VERB
cana-3276	115	42	by	by	ADP
cana-3276	115	43	the	the	DET
cana-3276	115	44	number	number	NOUN
cana-3276	115	45	of	of	ADP
cana-3276	115	46	words	word	NOUN
cana-3276	115	47	count	count	VERB
cana-3276	116	1	[	[	X
cana-3276	116	2	33	33	NUM
cana-3276	116	3	]	]	PUNCT
cana-3276	116	4	.	.	PUNCT
cana-3276	117	1	ppl	ppl	PROPN
cana-3276	117	2	is	be	AUX
cana-3276	117	3	the	the	DET
cana-3276	117	4	inverse	inverse	ADJ
cana-3276	117	5	geometric	geometric	ADJ
cana-3276	117	6	mean	mean	NOUN
cana-3276	117	7	of	of	ADP
cana-3276	117	8	subsequent	subsequent	ADJ
cana-3276	117	9	word	word	NOUN
cana-3276	117	10	possibilities	possibility	NOUN
cana-3276	117	11	p(wiw	p(wiw	VERB
cana-3276	117	12	<	<	X
cana-3276	117	13	i	i	NOUN
cana-3276	117	14	)	)	PUNCT
cana-3276	117	15	in	in	ADP
cana-3276	117	16	a	a	DET
cana-3276	117	17	text	text	NOUN
cana-3276	117	18	with	with	ADP
cana-3276	117	19	n	n	PRON
cana-3276	117	20	signals(w1w2	signals(w1w2	ADJ
cana-3276	117	21	…	…	SYM
cana-3276	117	22	wn	wn	NOUN
cana-3276	117	23	)	)	PUNCT
cana-3276	118	1	[	[	X
cana-3276	118	2	34	34	NUM
cana-3276	118	3	]	]	PUNCT
cana-3276	118	4	.	.	PUNCT
cana-3276	119	1	perplexity	perplexity	NOUN
cana-3276	119	2	can	can	AUX
cana-3276	119	3	be	be	AUX
cana-3276	119	4	calculated	calculate	VERB
cana-3276	119	5	by	by	ADP
cana-3276	119	6	using	use	VERB
cana-3276	119	7	the	the	DET
cana-3276	119	8	following	follow	VERB
cana-3276	119	9	equation	equation	NOUN
cana-3276	119	10	(	(	PUNCT
cana-3276	119	11	3	3	X
cana-3276	119	12	)	)	PUNCT
cana-3276	119	13	𝑃𝑃𝐿	𝑃𝑃𝐿	PROPN
cana-3276	119	14	=	=	SYM
cana-3276	119	15	2^(−∑(𝑝(𝑥	2^(−∑(𝑝(𝑥	NUM
cana-3276	119	16	)	)	PUNCT
cana-3276	119	17	∗	∗	NOUN
cana-3276	119	18	𝑙𝑜𝑔2(𝑝(𝑥	𝑙𝑜𝑔2(𝑝(𝑥	NOUN
cana-3276	119	19	)	)	PUNCT
cana-3276	119	20	)	)	PUNCT
cana-3276	119	21	)	)	PUNCT
cana-3276	119	22	)	)	PUNCT
cana-3276	120	1	(	(	PUNCT
cana-3276	120	2	3	3	X
cana-3276	120	3	)	)	PUNCT
cana-3276	120	4	where	where	SCONJ
cana-3276	120	5	ppl	ppl	PROPN
cana-3276	120	6	is	be	AUX
cana-3276	120	7	the	the	DET
cana-3276	120	8	perplexity	perplexity	NOUN
cana-3276	120	9	,	,	PUNCT
cana-3276	120	10	p(x	p(x	PROPN
cana-3276	120	11	)	)	PUNCT
cana-3276	120	12	is	be	AUX
cana-3276	120	13	the	the	DET
cana-3276	120	14	probability	probability	NOUN
cana-3276	120	15	distribution	distribution	NOUN
cana-3276	120	16	of	of	ADP
cana-3276	120	17	the	the	DET
cana-3276	120	18	data	datum	NOUN
cana-3276	120	19	,	,	PUNCT
cana-3276	120	20	log2	log2	PROPN
cana-3276	120	21	is	be	AUX
cana-3276	120	22	the	the	DET
cana-3276	120	23	base	base	ADJ
cana-3276	120	24	2	2	NUM
cana-3276	120	25	logarithm	logarithm	NOUN
cana-3276	120	26	and	and	CCONJ
cana-3276	120	27	∑	∑	PROPN
cana-3276	120	28	is	be	AUX
cana-3276	120	29	the	the	DET
cana-3276	120	30	summation	summation	NOUN
cana-3276	120	31	of	of	ADP
cana-3276	120	32	all	all	DET
cana-3276	120	33	data	datum	NOUN
cana-3276	120	34	points	point	NOUN
cana-3276	120	35	iv	iv	NUM
cana-3276	120	36	.	.	PUNCT
cana-3276	121	1	the	the	DET
cana-3276	121	2	proposed	propose	VERB
cana-3276	121	3	methodology	methodology	NOUN
cana-3276	121	4	this	this	DET
cana-3276	121	5	research	research	NOUN
cana-3276	121	6	proposes	propose	VERB
cana-3276	121	7	a	a	DET
cana-3276	121	8	comprehensive	comprehensive	ADJ
cana-3276	121	9	framework	framework	NOUN
cana-3276	121	10	for	for	ADP
cana-3276	121	11	extracting	extract	VERB
cana-3276	121	12	actionable	actionable	ADJ
cana-3276	121	13	insights	insight	NOUN
cana-3276	121	14	from	from	ADP
cana-3276	121	15	the	the	DET
cana-3276	121	16	given	give	VERB
cana-3276	121	17	dataset	dataset	NOUN
cana-3276	121	18	.	.	PUNCT
cana-3276	122	1	this	this	DET
cana-3276	122	2	framed	frame	VERB
cana-3276	122	3	methodology	methodology	NOUN
cana-3276	122	4	efficiently	efficiently	ADV
cana-3276	122	5	extracts	extract	VERB
cana-3276	122	6	valuable	valuable	ADJ
cana-3276	122	7	insights	insight	NOUN
cana-3276	122	8	for	for	ADP
cana-3276	122	9	subsequent	subsequent	ADJ
cana-3276	122	10	processes	process	NOUN
cana-3276	122	11	such	such	ADJ
cana-3276	122	12	as	as	ADP
cana-3276	122	13	decision	decision	NOUN
cana-3276	122	14	-	-	PUNCT
cana-3276	122	15	making	making	NOUN
cana-3276	122	16	,	,	PUNCT
cana-3276	122	17	opinion	opinion	NOUN
cana-3276	122	18	analysis	analysis	NOUN
cana-3276	122	19	,	,	PUNCT
cana-3276	122	20	sentiment	sentiment	NOUN
cana-3276	122	21	analysis	analysis	NOUN
cana-3276	122	22	,	,	PUNCT
cana-3276	122	23	or	or	CCONJ
cana-3276	122	24	recommending	recommend	VERB
cana-3276	122	25	solutions	solution	NOUN
cana-3276	122	26	for	for	ADP
cana-3276	122	27	a	a	DET
cana-3276	122	28	procedure	procedure	NOUN
cana-3276	122	29	.	.	PUNCT
cana-3276	123	1	a	a	DET
cana-3276	123	2	novel	novel	ADJ
cana-3276	123	3	method	method	NOUN
cana-3276	123	4	known	know	VERB
cana-3276	123	5	as	as	ADP
cana-3276	123	6	the	the	DET
cana-3276	123	7	hashed	hash	VERB
cana-3276	123	8	-	-	PUNCT
cana-3276	123	9	coherence	coherence	NOUN
cana-3276	123	10	frequency	frequency	NOUN
cana-3276	123	11	calculator	calculator	NOUN
cana-3276	123	12	(	(	PUNCT
cana-3276	123	13	hcfc	hcfc	PROPN
cana-3276	123	14	)	)	PUNCT
cana-3276	123	15	has	have	AUX
cana-3276	123	16	been	be	AUX
cana-3276	123	17	developed	develop	VERB
cana-3276	123	18	to	to	PART
cana-3276	123	19	extract	extract	VERB
cana-3276	123	20	actionable	actionable	ADJ
cana-3276	123	21	insights	insight	NOUN
cana-3276	123	22	from	from	ADP
cana-3276	123	23	any	any	DET
cana-3276	123	24	provided	provide	VERB
cana-3276	123	25	dataset	dataset	NOUN
cana-3276	123	26	.	.	PUNCT
cana-3276	124	1	the	the	DET
cana-3276	124	2	overall	overall	ADJ
cana-3276	124	3	approach	approach	NOUN
cana-3276	124	4	is	be	AUX
cana-3276	124	5	picturized	picturize	VERB
cana-3276	124	6	in	in	ADP
cana-3276	124	7	fig	fig	NOUN
cana-3276	124	8	.	.	PUNCT
cana-3276	125	1	1	1	X
cana-3276	125	2	.	.	X
cana-3276	125	3	communications	communication	NOUN
cana-3276	125	4	on	on	ADP
cana-3276	125	5	applied	apply	VERB
cana-3276	125	6	nonlinear	nonlinear	ADJ
cana-3276	125	7	analysis	analysis	NOUN
cana-3276	125	8	issn	issn	NOUN
cana-3276	125	9	:	:	PUNCT
cana-3276	125	10	1074	1074	NUM
cana-3276	125	11	-	-	PUNCT
cana-3276	125	12	133x	133x	NUM
cana-3276	125	13	vol	vol	NOUN
cana-3276	125	14	32	32	NUM
cana-3276	125	15	no	no	NOUN
cana-3276	125	16	.	.	PUNCT
cana-3276	126	1	6s	6s	NUM
cana-3276	126	2	(	(	PUNCT
cana-3276	126	3	2025	2025	NUM
cana-3276	126	4	)	)	PUNCT
cana-3276	126	5	110	110	NUM
cana-3276	126	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-3276	126	7	fig	fig	NOUN
cana-3276	126	8	.	.	PUNCT
cana-3276	127	1	1	1	X
cana-3276	127	2	.	.	X
cana-3276	127	3	overall	overall	ADJ
cana-3276	127	4	methodology	methodology	NOUN
cana-3276	127	5	the	the	DET
cana-3276	127	6	methodology	methodology	NOUN
cana-3276	127	7	shown	show	VERB
cana-3276	127	8	in	in	ADP
cana-3276	127	9	fig	fig	NOUN
cana-3276	127	10	.	.	PUNCT
cana-3276	128	1	1	1	NUM
cana-3276	128	2	contains	contain	VERB
cana-3276	128	3	6	6	NUM
cana-3276	128	4	stages	stage	NOUN
cana-3276	128	5	,	,	PUNCT
cana-3276	128	6	and	and	CCONJ
cana-3276	128	7	the	the	DET
cana-3276	128	8	first	first	ADJ
cana-3276	128	9	stage	stage	NOUN
cana-3276	128	10	involves	involve	VERB
cana-3276	128	11	reading	read	VERB
cana-3276	128	12	the	the	DET
cana-3276	128	13	data	datum	NOUN
cana-3276	128	14	from	from	ADP
cana-3276	128	15	the	the	DET
cana-3276	128	16	dataset	dataset	NOUN
cana-3276	128	17	and	and	CCONJ
cana-3276	128	18	applying	apply	VERB
cana-3276	128	19	preprocessing	preprocessing	NOUN
cana-3276	128	20	over	over	ADP
cana-3276	128	21	the	the	DET
cana-3276	128	22	read	read	NOUN
cana-3276	128	23	data	datum	NOUN
cana-3276	128	24	.	.	PUNCT
cana-3276	129	1	subsequently	subsequently	ADV
cana-3276	129	2	,	,	PUNCT
cana-3276	129	3	the	the	DET
cana-3276	129	4	preprocessed	preprocesse	VERB
cana-3276	129	5	data	data	NOUN
cana-3276	129	6	is	be	AUX
cana-3276	129	7	input	input	VERB
cana-3276	129	8	into	into	ADP
cana-3276	129	9	the	the	DET
cana-3276	129	10	hasher	hasher	ADJ
cana-3276	129	11	,	,	PUNCT
cana-3276	129	12	where	where	SCONJ
cana-3276	129	13	word	word	NOUN
cana-3276	129	14	frequency	frequency	NOUN
cana-3276	129	15	calculation	calculation	NOUN
cana-3276	129	16	is	be	AUX
cana-3276	129	17	performed	perform	VERB
cana-3276	129	18	,	,	PUNCT
cana-3276	129	19	followed	follow	VERB
cana-3276	129	20	by	by	ADP
cana-3276	129	21	the	the	DET
cana-3276	129	22	calculation	calculation	NOUN
cana-3276	129	23	of	of	ADP
cana-3276	129	24	coherence	coherence	NOUN
cana-3276	129	25	frequency	frequency	NOUN
cana-3276	129	26	.	.	PUNCT
cana-3276	130	1	ultimately	ultimately	ADV
cana-3276	130	2	,	,	PUNCT
cana-3276	130	3	actionable	actionable	ADJ
cana-3276	130	4	insights	insight	NOUN
cana-3276	130	5	characterized	characterize	VERB
cana-3276	130	6	by	by	ADP
cana-3276	130	7	strong	strong	ADJ
cana-3276	130	8	mutual	mutual	ADJ
cana-3276	130	9	bonding	bonding	NOUN
cana-3276	130	10	are	be	AUX
cana-3276	130	11	identified	identify	VERB
cana-3276	130	12	and	and	CCONJ
cana-3276	130	13	visualized	visualize	VERB
cana-3276	130	14	.	.	PUNCT
cana-3276	131	1	the	the	DET
cana-3276	131	2	picturized	picturize	VERB
cana-3276	131	3	steps	step	NOUN
cana-3276	131	4	in	in	ADP
cana-3276	131	5	fig	fig	NOUN
cana-3276	131	6	.	.	PUNCT
cana-3276	132	1	1	1	NUM
cana-3276	132	2	are	be	AUX
cana-3276	132	3	implemented	implement	VERB
cana-3276	132	4	in	in	ADP
cana-3276	132	5	the	the	DET
cana-3276	132	6	hashed	hashed	ADJ
cana-3276	132	7	coherence	coherence	NOUN
cana-3276	132	8	frequency	frequency	NOUN
cana-3276	132	9	calculator(hcfc	calculator(hcfc	NOUN
cana-3276	132	10	)	)	PUNCT
cana-3276	132	11	algorithm	algorithm	NOUN
cana-3276	132	12	.	.	PUNCT
cana-3276	133	1	algorithm	algorithm	PROPN
cana-3276	133	2	hashed	hash	VERB
cana-3276	133	3	coherence	coherence	NOUN
cana-3276	133	4	frequency	frequency	NOUN
cana-3276	133	5	calculator	calculator	NOUN
cana-3276	133	6	(	(	PUNCT
cana-3276	133	7	hcfc	hcfc	PROPN
cana-3276	133	8	)	)	PUNCT
cana-3276	133	9	hcfc(d	hcfc(d	NOUN
cana-3276	133	10	)	)	PUNCT
cana-3276	133	11	step	step	NOUN
cana-3276	133	12	1	1	NUM
cana-3276	133	13	:	:	PUNCT
cana-3276	133	14	preprocess	preprocess	VERB
cana-3276	133	15	the	the	DET
cana-3276	133	16	dataset	dataset	NOUN
cana-3276	133	17	d	d	NOUN
cana-3276	133	18	a.	a.	NOUN
cana-3276	133	19	let	let	VERB
cana-3276	133	20	d	d	NOUN
cana-3276	133	21	be	be	AUX
cana-3276	133	22	the	the	DET
cana-3276	133	23	dataset	dataset	NOUN
cana-3276	133	24	and	and	CCONJ
cana-3276	133	25	x	x	AUX
cana-3276	133	26	be	be	AUX
cana-3276	133	27	the	the	DET
cana-3276	133	28	text	text	NOUN
cana-3276	133	29	∋	∋	NOUN
cana-3276	133	30	x	x	PUNCT
cana-3276	133	31	∈	∈	PROPN
cana-3276	133	32	d	d	PROPN
cana-3276	133	33	b.	b.	PROPN
cana-3276	133	34	preprocess	preprocess	NOUN
cana-3276	133	35	the	the	DET
cana-3276	133	36	x	x	PROPN
cana-3276	133	37	c.	c.	PROPN
cana-3276	133	38	f(x	f(x	PROPN
cana-3276	133	39	)	)	PUNCT
cana-3276	134	1	=	=	SYM
cana-3276	134	2	tokenize(lowercase(remove_stopwords(x	tokenize(lowercase(remove_stopwords(x	PROPN
cana-3276	134	3	)	)	PUNCT
cana-3276	134	4	)	)	PUNCT
cana-3276	134	5	)	)	PUNCT
cana-3276	134	6	)	)	PUNCT
cana-3276	135	1	where	where	SCONJ
cana-3276	135	2	tokenize	tokenize	VERB
cana-3276	135	3	breaks	break	NOUN
cana-3276	135	4	x	x	PUNCT
cana-3276	135	5	into	into	ADP
cana-3276	135	6	words	word	NOUN
cana-3276	135	7	,	,	PUNCT
cana-3276	135	8	lowercase	lowercase	NOUN
cana-3276	135	9	converts	convert	NOUN
cana-3276	135	10	x	x	PUNCT
cana-3276	135	11	into	into	ADP
cana-3276	135	12	lower	low	ADJ
cana-3276	135	13	case	case	NOUN
cana-3276	135	14	,	,	PUNCT
cana-3276	135	15	and	and	CCONJ
cana-3276	135	16	remove_stopwords	remove_stopword	NOUN
cana-3276	135	17	removes	remove	VERB
cana-3276	135	18	all	all	PRON
cana-3276	135	19	stop	stop	VERB
cana-3276	135	20	words	word	NOUN
cana-3276	135	21	from	from	ADP
cana-3276	135	22	x.	x.	NOUN
cana-3276	135	23	step	step	NOUN
cana-3276	135	24	2	2	NUM
cana-3276	135	25	:	:	PUNCT
cana-3276	135	26	calculate	calculate	VERB
cana-3276	135	27	the	the	DET
cana-3276	135	28	word	word	NOUN
cana-3276	135	29	frequencies	frequency	NOUN
cana-3276	135	30	a.	a.	NOUN
cana-3276	135	31	let	let	VERB
cana-3276	135	32	v	v	PART
cana-3276	135	33	be	be	AUX
cana-3276	135	34	the	the	DET
cana-3276	135	35	vocabulary	vocabulary	NOUN
cana-3276	135	36	,	,	PUNCT
cana-3276	135	37	and	and	CCONJ
cana-3276	135	38	h	h	NOUN
cana-3276	135	39	be	be	VERB
cana-3276	135	40	the	the	DET
cana-3276	135	41	hashing	hashing	NOUN
cana-3276	135	42	function	function	NOUN
cana-3276	135	43	∋	∋	NOUN
cana-3276	135	44	h	h	NOUN
cana-3276	135	45	:	:	PUNCT
cana-3276	135	46	v	v	NOUN
cana-3276	135	47	→	→	SYM
cana-3276	135	48	r	r	NOUN
cana-3276	135	49	where	where	SCONJ
cana-3276	135	50	:	:	PUNCT
cana-3276	135	51	v	v	NOUN
cana-3276	135	52	is	be	AUX
cana-3276	135	53	the	the	DET
cana-3276	135	54	vocabulary	vocabulary	NOUN
cana-3276	135	55	(	(	PUNCT
cana-3276	135	56	set	set	NOUN
cana-3276	135	57	of	of	ADP
cana-3276	135	58	unique	unique	ADJ
cana-3276	135	59	words	word	NOUN
cana-3276	135	60	)	)	PUNCT
cana-3276	135	61	r	r	NOUN
cana-3276	135	62	is	be	AUX
cana-3276	135	63	the	the	DET
cana-3276	135	64	set	set	NOUN
cana-3276	135	65	of	of	ADP
cana-3276	135	66	real	real	ADJ
cana-3276	135	67	numbers	number	NOUN
cana-3276	135	68	h	h	NOUN
cana-3276	135	69	is	be	AUX
cana-3276	135	70	the	the	DET
cana-3276	135	71	hashing	hashing	NOUN
cana-3276	135	72	function	function	NOUN
cana-3276	135	73	that	that	PRON
cana-3276	135	74	maps	map	VERB
cana-3276	135	75	each	each	DET
cana-3276	135	76	word	word	NOUN
cana-3276	135	77	in	in	ADP
cana-3276	135	78	v	v	NOUN
cana-3276	135	79	to	to	ADP
cana-3276	135	80	a	a	DET
cana-3276	135	81	unique	unique	ADJ
cana-3276	135	82	real	real	ADJ
cana-3276	135	83	number	number	NOUN
cana-3276	135	84	b.	b.	PROPN
cana-3276	135	85	calculate	calculate	VERB
cana-3276	135	86	the	the	DET
cana-3276	135	87	hashing	hashing	NOUN
cana-3276	135	88	matrix	matrix	NOUN
cana-3276	135	89	for	for	ADP
cana-3276	135	90	each	each	DET
cana-3276	135	91	column	column	NOUN
cana-3276	135	92	.	.	PUNCT
cana-3276	136	1	c	c	NOUN
cana-3276	136	2	hc	hc	PROPN
cana-3276	136	3	=	=	PUNCT
cana-3276	137	1	[	[	X
cana-3276	137	2	h(w_1	h(w_1	NOUN
cana-3276	137	3	)	)	PUNCT
cana-3276	137	4	,	,	PUNCT
cana-3276	137	5	h(w_2	h(w_2	PROPN
cana-3276	137	6	)	)	PUNCT
cana-3276	137	7	,	,	PUNCT
cana-3276	137	8	...	...	PUNCT
cana-3276	137	9	,	,	PUNCT
cana-3276	137	10	h(w_n	h(w_n	PROPN
cana-3276	137	11	)	)	PUNCT
cana-3276	137	12	]	]	PUNCT
cana-3276	137	13	communications	communication	NOUN
cana-3276	137	14	on	on	ADP
cana-3276	137	15	applied	apply	VERB
cana-3276	137	16	nonlinear	nonlinear	ADJ
cana-3276	137	17	analysis	analysis	NOUN
cana-3276	137	18	issn	issn	NOUN
cana-3276	137	19	:	:	PUNCT
cana-3276	137	20	1074	1074	NUM
cana-3276	137	21	-	-	PUNCT
cana-3276	137	22	133x	133x	NUM
cana-3276	137	23	vol	vol	NOUN
cana-3276	137	24	32	32	NUM
cana-3276	137	25	no	no	NOUN
cana-3276	137	26	.	.	PUNCT
cana-3276	138	1	6s	6s	NUM
cana-3276	138	2	(	(	PUNCT
cana-3276	138	3	2025	2025	NUM
cana-3276	138	4	)	)	PUNCT
cana-3276	138	5	111	111	NUM
cana-3276	138	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3276	138	7	where	where	SCONJ
cana-3276	138	8	:	:	PUNCT
cana-3276	138	9	hc	hc	NOUN
cana-3276	138	10	is	be	AUX
cana-3276	138	11	the	the	DET
cana-3276	138	12	hashing	hashing	NOUN
cana-3276	138	13	matrix	matrix	NOUN
cana-3276	138	14	for	for	ADP
cana-3276	138	15	column	column	NOUN
cana-3276	138	16	c	c	PROPN
cana-3276	138	17	w_i	w_i	PROPN
cana-3276	138	18	is	be	AUX
cana-3276	138	19	the	the	DET
cana-3276	138	20	i	i	PROPN
cana-3276	138	21	-	-	PUNCT
cana-3276	138	22	th	th	VERB
cana-3276	138	23	word	word	NOUN
cana-3276	138	24	in	in	ADP
cana-3276	138	25	the	the	DET
cana-3276	138	26	vocabulary	vocabulary	NOUN
cana-3276	138	27	n	n	PART
cana-3276	138	28	is	be	AUX
cana-3276	138	29	the	the	DET
cana-3276	138	30	number	number	NOUN
cana-3276	138	31	of	of	ADP
cana-3276	138	32	words	word	NOUN
cana-3276	138	33	in	in	ADP
cana-3276	138	34	the	the	DET
cana-3276	138	35	vocabulary	vocabulary	ADJ
cana-3276	138	36	h(w_i	h(w_i	PROPN
cana-3276	138	37	)	)	PUNCT
cana-3276	138	38	is	be	AUX
cana-3276	138	39	the	the	DET
cana-3276	138	40	hashed	hashed	ADJ
cana-3276	138	41	value	value	NOUN
cana-3276	138	42	of	of	ADP
cana-3276	138	43	the	the	DET
cana-3276	138	44	i	i	PROPN
cana-3276	138	45	-	-	PUNCT
cana-3276	138	46	th	th	VERB
cana-3276	138	47	word	word	NOUN
cana-3276	138	48	step	step	NOUN
cana-3276	138	49	3	3	NUM
cana-3276	138	50	:	:	PUNCT
cana-3276	138	51	calculate	calculate	VERB
cana-3276	138	52	the	the	DET
cana-3276	138	53	coherence	coherence	NOUN
cana-3276	138	54	frequency	frequency	NOUN
cana-3276	138	55	a.	a.	NOUN
cana-3276	138	56	calculate	calculate	NOUN
cana-3276	138	57	the	the	DET
cana-3276	138	58	coherence	coherence	NOUN
cana-3276	138	59	frequency	frequency	NOUN
cana-3276	138	60	cc	cc	NOUN
cana-3276	138	61	=	=	SYM
cana-3276	138	62	∑(hc	∑(hc	PROPN
cana-3276	138	63	)	)	PUNCT
cana-3276	138	64	where	where	SCONJ
cana-3276	138	65	∑	∑	PUNCT
cana-3276	138	66	denotes	denote	VERB
cana-3276	138	67	the	the	DET
cana-3276	138	68	sum	sum	NOUN
cana-3276	138	69	of	of	ADP
cana-3276	138	70	all	all	DET
cana-3276	138	71	words	word	NOUN
cana-3276	138	72	in	in	ADP
cana-3276	138	73	the	the	DET
cana-3276	138	74	vocabulary	vocabulary	NOUN
cana-3276	138	75	cc	cc	PROPN
cana-3276	138	76	is	be	AUX
cana-3276	138	77	the	the	DET
cana-3276	138	78	coherence	coherence	NOUN
cana-3276	138	79	frequency	frequency	NOUN
cana-3276	138	80	for	for	ADP
cana-3276	138	81	column	column	NOUN
cana-3276	138	82	c	c	PROPN
cana-3276	138	83	step	step	NOUN
cana-3276	138	84	4	4	NUM
cana-3276	138	85	:	:	PUNCT
cana-3276	138	86	find	find	VERB
cana-3276	138	87	the	the	DET
cana-3276	138	88	actionable	actionable	ADJ
cana-3276	138	89	insights	insight	NOUN
cana-3276	138	90	a.	a.	NOUN
cana-3276	138	91	let	let	VERB
cana-3276	138	92	t	t	NOUN
cana-3276	138	93	=	=	SYM
cana-3276	138	94	0.1	0.1	NUM
cana-3276	138	95	(	(	PUNCT
cana-3276	138	96	denoting	denote	VERB
cana-3276	138	97	the	the	DET
cana-3276	138	98	threshold	threshold	NOUN
cana-3276	138	99	value	value	NOUN
cana-3276	138	100	)	)	PUNCT
cana-3276	138	101	b.	b.	NOUN
cana-3276	138	102	find	find	VERB
cana-3276	138	103	actionable	actionable	ADJ
cana-3276	138	104	insight	insight	NOUN
cana-3276	138	105	column	column	NOUN
cana-3276	138	106	a	a	DET
cana-3276	138	107	a	a	X
cana-3276	138	108	=	=	X
cana-3276	138	109	{	{	PUNCT
cana-3276	138	110	c	c	NOUN
cana-3276	138	111	|	|	ADV
cana-3276	138	112	cc	cc	PROPN
cana-3276	138	113	>	>	X
cana-3276	138	114	t	t	PROPN
cana-3276	138	115	}	}	PUNCT
cana-3276	138	116	where	where	SCONJ
cana-3276	138	117	:	:	PUNCT
cana-3276	138	118	a	a	PRON
cana-3276	138	119	is	be	AUX
cana-3276	138	120	the	the	DET
cana-3276	138	121	set	set	NOUN
cana-3276	138	122	of	of	ADP
cana-3276	138	123	columns	column	NOUN
cana-3276	138	124	with	with	ADP
cana-3276	138	125	actionable	actionable	ADJ
cana-3276	138	126	insights	insight	NOUN
cana-3276	138	127	cc	cc	ADP
cana-3276	138	128	>	>	PROPN
cana-3276	138	129	t	t	PROPN
cana-3276	138	130	indicates	indicate	VERB
cana-3276	138	131	the	the	DET
cana-3276	138	132	coherence	coherence	NOUN
cana-3276	138	133	frequency	frequency	NOUN
cana-3276	138	134	of	of	ADP
cana-3276	138	135	column	column	NOUN
cana-3276	138	136	c	c	PROPN
cana-3276	138	137	,	,	PUNCT
cana-3276	138	138	which	which	PRON
cana-3276	138	139	is	be	AUX
cana-3276	138	140	above	above	ADP
cana-3276	138	141	the	the	DET
cana-3276	138	142	threshold	threshold	NOUN
cana-3276	138	143	value	value	NOUN
cana-3276	138	144	.	.	PUNCT
cana-3276	139	1	the	the	DET
cana-3276	139	2	hashed	hashed	ADJ
cana-3276	139	3	coherence	coherence	NOUN
cana-3276	139	4	frequency	frequency	NOUN
cana-3276	139	5	calculator	calculator	NOUN
cana-3276	139	6	(	(	PUNCT
cana-3276	139	7	hcfc	hcfc	PROPN
cana-3276	139	8	)	)	PUNCT
cana-3276	139	9	algorithm	algorithm	PROPN
cana-3276	139	10	uses	use	VERB
cana-3276	139	11	a	a	DET
cana-3276	139	12	text	text	NOUN
cana-3276	139	13	-	-	PUNCT
cana-3276	139	14	based	base	VERB
cana-3276	139	15	analysis	analysis	NOUN
cana-3276	139	16	approach	approach	NOUN
cana-3276	139	17	to	to	PART
cana-3276	139	18	compute	compute	VERB
cana-3276	139	19	the	the	DET
cana-3276	139	20	coherence	coherence	NOUN
cana-3276	139	21	frequency	frequency	NOUN
cana-3276	139	22	of	of	ADP
cana-3276	139	23	words	word	NOUN
cana-3276	139	24	in	in	ADP
cana-3276	139	25	the	the	DET
cana-3276	139	26	given	give	VERB
cana-3276	139	27	dataset	dataset	NOUN
cana-3276	139	28	.	.	PUNCT
cana-3276	140	1	the	the	DET
cana-3276	140	2	algorithm	algorithm	NOUN
cana-3276	140	3	begins	begin	VERB
cana-3276	140	4	by	by	ADP
cana-3276	140	5	preprocessing	preprocesse	VERB
cana-3276	140	6	the	the	DET
cana-3276	140	7	text	text	NOUN
cana-3276	140	8	,	,	PUNCT
cana-3276	140	9	transforming	transform	VERB
cana-3276	140	10	it	it	PRON
cana-3276	140	11	to	to	PART
cana-3276	140	12	lowercase	lowercase	VERB
cana-3276	140	13	,	,	PUNCT
cana-3276	140	14	eliminating	eliminate	VERB
cana-3276	140	15	stop	stop	NOUN
cana-3276	140	16	words	word	NOUN
cana-3276	140	17	,	,	PUNCT
cana-3276	140	18	and	and	CCONJ
cana-3276	140	19	segmenting	segment	VERB
cana-3276	140	20	it	it	PRON
cana-3276	140	21	into	into	ADP
cana-3276	140	22	individual	individual	ADJ
cana-3276	140	23	tokens	token	NOUN
cana-3276	140	24	.	.	PUNCT
cana-3276	141	1	subsequently	subsequently	ADV
cana-3276	141	2	,	,	PUNCT
cana-3276	141	3	it	it	PRON
cana-3276	141	4	computes	compute	VERB
cana-3276	141	5	the	the	DET
cana-3276	141	6	hashing	hashing	NOUN
cana-3276	141	7	matrix	matrix	NOUN
cana-3276	141	8	for	for	ADP
cana-3276	141	9	each	each	DET
cana-3276	141	10	term	term	NOUN
cana-3276	141	11	,	,	PUNCT
cana-3276	141	12	reflecting	reflect	VERB
cana-3276	141	13	the	the	DET
cana-3276	141	14	term	term	NOUN
cana-3276	141	15	's	's	PART
cana-3276	141	16	frequency	frequency	NOUN
cana-3276	141	17	within	within	ADP
cana-3276	141	18	the	the	DET
cana-3276	141	19	text	text	NOUN
cana-3276	141	20	.	.	PUNCT
cana-3276	142	1	the	the	DET
cana-3276	142	2	approach	approach	NOUN
cana-3276	142	3	then	then	ADV
cana-3276	142	4	computes	compute	VERB
cana-3276	142	5	the	the	DET
cana-3276	142	6	coherence	coherence	NOUN
cana-3276	142	7	frequency	frequency	NOUN
cana-3276	142	8	for	for	ADP
cana-3276	142	9	each	each	DET
cana-3276	142	10	word	word	NOUN
cana-3276	142	11	by	by	ADP
cana-3276	142	12	aggregating	aggregate	VERB
cana-3276	142	13	the	the	DET
cana-3276	142	14	values	value	NOUN
cana-3276	142	15	of	of	ADP
cana-3276	142	16	the	the	DET
cana-3276	142	17	hashing	hashing	NOUN
cana-3276	142	18	matrix	matrix	NOUN
cana-3276	142	19	.	.	PUNCT
cana-3276	143	1	ultimately	ultimately	ADV
cana-3276	143	2	,	,	PUNCT
cana-3276	143	3	it	it	PRON
cana-3276	143	4	discerns	discern	VERB
cana-3276	143	5	actionable	actionable	ADJ
cana-3276	143	6	insights	insight	NOUN
cana-3276	143	7	by	by	ADP
cana-3276	143	8	picking	pick	VERB
cana-3276	143	9	terms	term	NOUN
cana-3276	143	10	with	with	ADP
cana-3276	143	11	coherence	coherence	NOUN
cana-3276	143	12	frequencies	frequency	NOUN
cana-3276	143	13	exceeding	exceed	VERB
cana-3276	143	14	a	a	DET
cana-3276	143	15	specified	specified	ADJ
cana-3276	143	16	threshold	threshold	NOUN
cana-3276	143	17	.	.	PUNCT
cana-3276	144	1	the	the	DET
cana-3276	144	2	hcfc	hcfc	PROPN
cana-3276	144	3	algorithm	algorithm	NOUN
cana-3276	144	4	offers	offer	VERB
cana-3276	144	5	a	a	DET
cana-3276	144	6	quick	quick	ADJ
cana-3276	144	7	and	and	CCONJ
cana-3276	144	8	effective	effective	ADJ
cana-3276	144	9	method	method	NOUN
cana-3276	144	10	for	for	ADP
cana-3276	144	11	analyzing	analyze	VERB
cana-3276	144	12	text	text	NOUN
cana-3276	144	13	data	datum	NOUN
cana-3276	144	14	and	and	CCONJ
cana-3276	144	15	identifying	identify	VERB
cana-3276	144	16	significant	significant	ADJ
cana-3276	144	17	words	word	NOUN
cana-3276	144	18	and	and	CCONJ
cana-3276	144	19	phrases	phrase	NOUN
cana-3276	144	20	to	to	PART
cana-3276	144	21	detect	detect	VERB
cana-3276	144	22	actionable	actionable	ADJ
cana-3276	144	23	insights	insight	NOUN
cana-3276	144	24	.	.	PUNCT
cana-3276	145	1	v.	v.	ADP
cana-3276	145	2	results	result	NOUN
cana-3276	145	3	and	and	CCONJ
cana-3276	145	4	analysis	analysis	NOUN
cana-3276	145	5	this	this	DET
cana-3276	145	6	section	section	NOUN
cana-3276	145	7	comprehensively	comprehensively	ADV
cana-3276	145	8	analyses	analyse	VERB
cana-3276	145	9	the	the	DET
cana-3276	145	10	outcomes	outcome	NOUN
cana-3276	145	11	of	of	ADP
cana-3276	145	12	the	the	DET
cana-3276	145	13	hashed	hashed	ADJ
cana-3276	145	14	coherence	coherence	NOUN
cana-3276	145	15	frequency	frequency	NOUN
cana-3276	145	16	calculator	calculator	NOUN
cana-3276	145	17	(	(	PUNCT
cana-3276	145	18	hcfc	hcfc	PROPN
cana-3276	145	19	)	)	PUNCT
cana-3276	145	20	algorithm	algorithm	NOUN
cana-3276	145	21	for	for	ADP
cana-3276	145	22	detecting	detect	VERB
cana-3276	145	23	actionable	actionable	ADJ
cana-3276	145	24	insight	insight	NOUN
cana-3276	145	25	columns	column	NOUN
cana-3276	145	26	in	in	ADP
cana-3276	145	27	the	the	DET
cana-3276	145	28	given	give	VERB
cana-3276	145	29	datasets	dataset	NOUN
cana-3276	145	30	.	.	PUNCT
cana-3276	146	1	the	the	DET
cana-3276	146	2	overall	overall	ADJ
cana-3276	146	3	analysis	analysis	NOUN
cana-3276	146	4	reveals	reveal	VERB
cana-3276	146	5	underlying	underlie	VERB
cana-3276	146	6	patterns	pattern	NOUN
cana-3276	146	7	and	and	CCONJ
cana-3276	146	8	trends	trend	NOUN
cana-3276	146	9	in	in	ADP
cana-3276	146	10	customer	customer	NOUN
cana-3276	146	11	feedback	feedback	NOUN
cana-3276	146	12	,	,	PUNCT
cana-3276	146	13	providing	provide	VERB
cana-3276	146	14	valuable	valuable	ADJ
cana-3276	146	15	insights	insight	NOUN
cana-3276	146	16	for	for	ADP
cana-3276	146	17	improving	improve	VERB
cana-3276	146	18	product	product	NOUN
cana-3276	146	19	design	design	NOUN
cana-3276	146	20	,	,	PUNCT
cana-3276	146	21	app	app	NOUN
cana-3276	146	22	development	development	NOUN
cana-3276	146	23	,	,	PUNCT
cana-3276	146	24	and	and	CCONJ
cana-3276	146	25	customer	customer	NOUN
cana-3276	146	26	satisfaction	satisfaction	NOUN
cana-3276	146	27	.	.	PUNCT
cana-3276	147	1	the	the	DET
cana-3276	147	2	performance	performance	NOUN
cana-3276	147	3	analysis	analysis	NOUN
cana-3276	147	4	is	be	AUX
cana-3276	147	5	conducted	conduct	VERB
cana-3276	147	6	through	through	ADP
cana-3276	147	7	the	the	DET
cana-3276	147	8	following	follow	VERB
cana-3276	147	9	two	two	NUM
cana-3276	147	10	case	case	NOUN
cana-3276	147	11	studies	study	NOUN
cana-3276	147	12	using	use	VERB
cana-3276	147	13	the	the	DET
cana-3276	147	14	amazon	amazon	NOUN
cana-3276	147	15	product	product	NOUN
cana-3276	147	16	and	and	CCONJ
cana-3276	147	17	google	google	PROPN
cana-3276	147	18	play	play	NOUN
cana-3276	147	19	store	store	NOUN
cana-3276	147	20	apps	app	NOUN
cana-3276	147	21	review	review	NOUN
cana-3276	147	22	datasets	dataset	NOUN
cana-3276	147	23	.	.	PUNCT
cana-3276	148	1	a.	a.	NOUN
cana-3276	148	2	case	case	NOUN
cana-3276	148	3	study-1	study-1	NUM
cana-3276	148	4	case	case	NOUN
cana-3276	148	5	study	study	NOUN
cana-3276	148	6	1	1	NUM
cana-3276	148	7	uses	use	VERB
cana-3276	148	8	a	a	DET
cana-3276	148	9	dataset	dataset	NOUN
cana-3276	148	10	from	from	ADP
cana-3276	148	11	the	the	DET
cana-3276	148	12	kaggle	kaggle	ADJ
cana-3276	148	13	database[31	database[31	NOUN
cana-3276	148	14	]	]	PUNCT
cana-3276	148	15	of	of	ADP
cana-3276	148	16	about	about	ADV
cana-3276	148	17	34,000	34,000	NUM
cana-3276	148	18	consumer	consumer	NOUN
cana-3276	148	19	review	review	NOUN
cana-3276	148	20	details	detail	NOUN
cana-3276	148	21	for	for	ADP
cana-3276	148	22	amazon	amazon	NOUN
cana-3276	148	23	items	item	NOUN
cana-3276	148	24	,	,	PUNCT
cana-3276	148	25	such	such	ADJ
cana-3276	148	26	as	as	ADP
cana-3276	148	27	kindle	kindle	NOUN
cana-3276	148	28	and	and	CCONJ
cana-3276	148	29	fire	fire	NOUN
cana-3276	148	30	tv	tv	PROPN
cana-3276	148	31	stick	stick	NOUN
cana-3276	148	32	,	,	PUNCT
cana-3276	148	33	acquired	acquire	VERB
cana-3276	148	34	from	from	ADP
cana-3276	148	35	datafiniti	datafiniti	PROPN
cana-3276	148	36	's	's	PART
cana-3276	148	37	product	product	NOUN
cana-3276	148	38	database	database	NOUN
cana-3276	148	39	.	.	PUNCT
cana-3276	149	1	the	the	DET
cana-3276	149	2	dataset	dataset	NOUN
cana-3276	149	3	contains	contain	VERB
cana-3276	149	4	21	21	NUM
cana-3276	149	5	columns	column	NOUN
cana-3276	149	6	and	and	CCONJ
cana-3276	149	7	is	be	AUX
cana-3276	149	8	picturized	picturize	VERB
cana-3276	149	9	in	in	ADP
cana-3276	149	10	fig	fig	NOUN
cana-3276	149	11	.2	.2	NUM
cana-3276	149	12	.	.	PUNCT
cana-3276	150	1	communications	communication	NOUN
cana-3276	150	2	on	on	ADP
cana-3276	150	3	applied	apply	VERB
cana-3276	150	4	nonlinear	nonlinear	ADJ
cana-3276	150	5	analysis	analysis	NOUN
cana-3276	150	6	issn	issn	NOUN
cana-3276	150	7	:	:	PUNCT
cana-3276	150	8	1074	1074	NUM
cana-3276	150	9	-	-	PUNCT
cana-3276	150	10	133x	133x	NUM
cana-3276	150	11	vol	vol	NOUN
cana-3276	150	12	32	32	NUM
cana-3276	150	13	no	no	NOUN
cana-3276	150	14	.	.	PUNCT
cana-3276	151	1	6s	6s	NUM
cana-3276	151	2	(	(	PUNCT
cana-3276	151	3	2025	2025	NUM
cana-3276	151	4	)	)	PUNCT
cana-3276	151	5	112	112	NUM
cana-3276	151	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3276	151	7	fig	fig	NOUN
cana-3276	151	8	.	.	PUNCT
cana-3276	152	1	2	2	X
cana-3276	152	2	.	.	X
cana-3276	152	3	columns	column	NOUN
cana-3276	152	4	in	in	ADP
cana-3276	152	5	amazon	amazon	PROPN
cana-3276	152	6	consumer	consumer	NOUN
cana-3276	152	7	’s	’s	PART
cana-3276	152	8	products	product	NOUN
cana-3276	152	9	review	review	NOUN
cana-3276	152	10	dataset	dataset	VERB
cana-3276	152	11	the	the	DET
cana-3276	152	12	columns	column	NOUN
cana-3276	152	13	in	in	ADP
cana-3276	152	14	the	the	DET
cana-3276	152	15	amazon	amazon	NOUN
cana-3276	152	16	customer	customer	NOUN
cana-3276	152	17	product	product	NOUN
cana-3276	152	18	reviews	review	NOUN
cana-3276	152	19	depicted	depict	VERB
cana-3276	152	20	in	in	ADP
cana-3276	152	21	fig	fig	NOUN
cana-3276	152	22	.	.	PUNCT
cana-3276	153	1	2	2	NUM
cana-3276	153	2	illustrate	illustrate	VERB
cana-3276	153	3	diverse	diverse	ADJ
cana-3276	153	4	aspects	aspect	NOUN
cana-3276	153	5	of	of	ADP
cana-3276	153	6	the	the	DET
cana-3276	153	7	items	item	NOUN
cana-3276	153	8	and	and	CCONJ
cana-3276	153	9	the	the	DET
cana-3276	153	10	shopping	shopping	NOUN
cana-3276	153	11	experience	experience	NOUN
cana-3276	153	12	.	.	PUNCT
cana-3276	154	1	each	each	DET
cana-3276	154	2	row	row	NOUN
cana-3276	154	3	in	in	ADP
cana-3276	154	4	the	the	DET
cana-3276	154	5	dataset	dataset	NOUN
cana-3276	154	6	denotes	denote	NOUN
cana-3276	154	7	distinct	distinct	ADJ
cana-3276	154	8	feedback	feedback	NOUN
cana-3276	154	9	of	of	ADP
cana-3276	154	10	an	an	DET
cana-3276	154	11	individual	individual	ADJ
cana-3276	154	12	consumer	consumer	NOUN
cana-3276	154	13	.	.	PUNCT
cana-3276	155	1	a	a	DET
cana-3276	155	2	sample	sample	NOUN
cana-3276	155	3	from	from	ADP
cana-3276	155	4	the	the	DET
cana-3276	155	5	consumer	consumer	NOUN
cana-3276	155	6	product	product	NOUN
cana-3276	155	7	review	review	NOUN
cana-3276	155	8	dataset	dataset	NOUN
cana-3276	155	9	is	be	AUX
cana-3276	155	10	presented	present	VERB
cana-3276	155	11	in	in	ADP
cana-3276	155	12	fig	fig	NOUN
cana-3276	155	13	.	.	PUNCT
cana-3276	156	1	3	3	NUM
cana-3276	156	2	below	below	ADV
cana-3276	156	3	.	.	PUNCT
cana-3276	157	1	fig	fig	NOUN
cana-3276	157	2	.	.	PUNCT
cana-3276	158	1	3	3	X
cana-3276	158	2	.	.	X
cana-3276	158	3	sample	sample	NOUN
cana-3276	158	4	data	datum	NOUN
cana-3276	158	5	from	from	ADP
cana-3276	158	6	amazon	amazon	PROPN
cana-3276	158	7	consumer	consumer	NOUN
cana-3276	158	8	’s	’s	PART
cana-3276	158	9	products	product	NOUN
cana-3276	158	10	review	review	VERB
cana-3276	158	11	dataset	dataset	NOUN
cana-3276	158	12	applying	apply	VERB
cana-3276	158	13	the	the	DET
cana-3276	158	14	hashed	hashed	ADJ
cana-3276	158	15	coherence	coherence	NOUN
cana-3276	158	16	frequency	frequency	NOUN
cana-3276	158	17	calculator	calculator	NOUN
cana-3276	158	18	(	(	PUNCT
cana-3276	158	19	hcfc	hcfc	PROPN
cana-3276	158	20	)	)	PUNCT
cana-3276	158	21	technique	technique	NOUN
cana-3276	158	22	to	to	ADP
cana-3276	158	23	the	the	DET
cana-3276	158	24	dataset	dataset	NOUN
cana-3276	158	25	in	in	ADP
cana-3276	158	26	fig.3	fig.3	PROPN
cana-3276	158	27	reveals	reveal	VERB
cana-3276	158	28	the	the	DET
cana-3276	158	29	feedback	feedback	NOUN
cana-3276	158	30	data	datum	NOUN
cana-3276	158	31	's	's	PART
cana-3276	158	32	underlying	underlie	VERB
cana-3276	158	33	patterns	pattern	NOUN
cana-3276	158	34	and	and	CCONJ
cana-3276	158	35	trends	trend	NOUN
cana-3276	158	36	,	,	PUNCT
cana-3276	158	37	discovering	discover	VERB
cana-3276	158	38	useful	useful	ADJ
cana-3276	158	39	insights	insight	NOUN
cana-3276	158	40	that	that	PRON
cana-3276	158	41	can	can	AUX
cana-3276	158	42	guide	guide	VERB
cana-3276	158	43	future	future	ADJ
cana-3276	158	44	product	product	NOUN
cana-3276	158	45	sales	sale	NOUN
cana-3276	158	46	and	and	CCONJ
cana-3276	158	47	decision	decision	NOUN
cana-3276	158	48	-	-	PUNCT
cana-3276	158	49	making	making	NOUN
cana-3276	158	50	.	.	PUNCT
cana-3276	159	1	after	after	ADP
cana-3276	159	2	applying	apply	VERB
cana-3276	159	3	the	the	DET
cana-3276	159	4	hcfc	hcfc	PROPN
cana-3276	159	5	algorithm	algorithm	NOUN
cana-3276	159	6	,	,	PUNCT
cana-3276	159	7	the	the	DET
cana-3276	159	8	separated	separate	VERB
cana-3276	159	9	actionable	actionable	ADJ
cana-3276	159	10	insights	insight	NOUN
cana-3276	159	11	from	from	ADP
cana-3276	159	12	the	the	DET
cana-3276	159	13	dataset	dataset	NOUN
cana-3276	159	14	with	with	ADP
cana-3276	159	15	5000	5000	NUM
cana-3276	159	16	samples	sample	NOUN
cana-3276	159	17	are	be	AUX
cana-3276	159	18	shown	show	VERB
cana-3276	159	19	in	in	ADP
cana-3276	159	20	table	table	NOUN
cana-3276	159	21	.	.	PUNCT
cana-3276	160	1	i	i	PRON
cana-3276	160	2	,	,	PUNCT
cana-3276	160	3	along	along	ADP
cana-3276	160	4	with	with	ADP
cana-3276	160	5	their	their	PRON
cana-3276	160	6	coherence	coherence	NOUN
cana-3276	160	7	frequency	frequency	NOUN
cana-3276	160	8	count	count	NOUN
cana-3276	160	9	.	.	PUNCT
cana-3276	161	1	table	table	NOUN
cana-3276	161	2	i	i	PRON
cana-3276	161	3	segregation	segregation	NOUN
cana-3276	161	4	of	of	ADP
cana-3276	161	5	actionable	actionable	ADJ
cana-3276	161	6	insights	insight	NOUN
cana-3276	161	7	with	with	ADP
cana-3276	161	8	their	their	PRON
cana-3276	161	9	coherence	coherence	NOUN
cana-3276	161	10	frequency	frequency	NOUN
cana-3276	161	11	top	top	ADJ
cana-3276	161	12	actionable	actionable	ADJ
cana-3276	161	13	insights	insight	NOUN
cana-3276	161	14	columns	column	NOUN
cana-3276	161	15	s.no	s.no	PROPN
cana-3276	161	16	.	.	PROPN
cana-3276	161	17	column	column	NOUN
cana-3276	161	18	name	name	NOUN
cana-3276	161	19	coherence	coherence	NOUN
cana-3276	161	20	frequency	frequency	NOUN
cana-3276	161	21	count	count	NOUN
cana-3276	161	22	1	1	NUM
cana-3276	161	23	.	.	PUNCT
cana-3276	162	1	reviews.sourceurls	reviews.sourceurl	NOUN
cana-3276	162	2	4593	4593	NUM
cana-3276	162	3	2	2	NUM
cana-3276	162	4	.	.	PUNCT
cana-3276	162	5	categories	category	NOUN
cana-3276	162	6	4053	4053	NUM
cana-3276	162	7	3	3	NUM
cana-3276	162	8	.	.	PUNCT
cana-3276	162	9	name	name	NOUN
cana-3276	162	10	1725	1725	NUM
cana-3276	162	11	4	4	NUM
cana-3276	162	12	.	.	PUNCT
cana-3276	163	1	reviews.title	reviews.title	ADP
cana-3276	163	2	1158	1158	NUM
cana-3276	163	3	5	5	NUM
cana-3276	163	4	.	.	PUNCT
cana-3276	164	1	reviews.text	reviews.text	ADJ
cana-3276	164	2	512	512	NUM
cana-3276	164	3	table	table	NOUN
cana-3276	164	4	i	i	PRON
cana-3276	164	5	presents	present	VERB
cana-3276	164	6	the	the	DET
cana-3276	164	7	columns	column	NOUN
cana-3276	164	8	featuring	feature	VERB
cana-3276	164	9	high	high	ADJ
cana-3276	164	10	coherent	coherent	ADJ
cana-3276	164	11	frequencies	frequency	NOUN
cana-3276	164	12	as	as	ADP
cana-3276	164	13	actionable	actionable	ADJ
cana-3276	164	14	insights	insight	NOUN
cana-3276	164	15	columns	column	NOUN
cana-3276	164	16	.	.	PUNCT
cana-3276	165	1	the	the	DET
cana-3276	165	2	listed	list	VERB
cana-3276	165	3	columns	column	NOUN
cana-3276	165	4	,	,	PUNCT
cana-3276	165	5	reviews	review	NOUN
cana-3276	165	6	,	,	PUNCT
cana-3276	165	7	sourceurls	sourceurl	NOUN
cana-3276	165	8	,	,	PUNCT
cana-3276	165	9	and	and	CCONJ
cana-3276	165	10	categories	category	NOUN
cana-3276	165	11	are	be	AUX
cana-3276	165	12	the	the	DET
cana-3276	165	13	most	most	ADV
cana-3276	165	14	pertinent	pertinent	ADJ
cana-3276	165	15	actionable	actionable	ADJ
cana-3276	165	16	insights	insight	NOUN
cana-3276	165	17	,	,	PUNCT
cana-3276	165	18	with	with	SCONJ
cana-3276	165	19	communications	communication	NOUN
cana-3276	165	20	on	on	ADP
cana-3276	165	21	applied	apply	VERB
cana-3276	165	22	nonlinear	nonlinear	ADJ
cana-3276	165	23	analysis	analysis	NOUN
cana-3276	165	24	issn	issn	NOUN
cana-3276	165	25	:	:	PUNCT
cana-3276	165	26	1074	1074	NUM
cana-3276	165	27	-	-	PUNCT
cana-3276	165	28	133x	133x	NUM
cana-3276	165	29	vol	vol	NOUN
cana-3276	165	30	32	32	NUM
cana-3276	165	31	no	no	NOUN
cana-3276	165	32	.	.	PUNCT
cana-3276	166	1	6s	6s	NUM
cana-3276	166	2	(	(	PUNCT
cana-3276	166	3	2025	2025	NUM
cana-3276	166	4	)	)	PUNCT
cana-3276	166	5	113	113	NUM
cana-3276	166	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3276	166	7	coherence	coherence	NOUN
cana-3276	166	8	frequencies	frequency	NOUN
cana-3276	166	9	of	of	ADP
cana-3276	166	10	4593	4593	NUM
cana-3276	166	11	and	and	CCONJ
cana-3276	166	12	4053	4053	NUM
cana-3276	166	13	,	,	PUNCT
cana-3276	166	14	respectively	respectively	ADV
cana-3276	166	15	.	.	PUNCT
cana-3276	167	1	product	product	NOUN
cana-3276	167	2	names	name	NOUN
cana-3276	167	3	,	,	PUNCT
cana-3276	167	4	review	review	NOUN
cana-3276	167	5	titles	title	NOUN
cana-3276	167	6	,	,	PUNCT
cana-3276	167	7	and	and	CCONJ
cana-3276	167	8	review	review	VERB
cana-3276	167	9	text	text	NOUN
cana-3276	167	10	follow	follow	VERB
cana-3276	167	11	with	with	ADP
cana-3276	167	12	subsequent	subsequent	ADJ
cana-3276	167	13	significance	significance	NOUN
cana-3276	167	14	.	.	PUNCT
cana-3276	168	1	table	table	NOUN
cana-3276	168	2	ii	ii	PROPN
cana-3276	168	3	segregation	segregation	NOUN
cana-3276	168	4	of	of	ADP
cana-3276	168	5	outliers	outlier	NOUN
cana-3276	168	6	(	(	PUNCT
cana-3276	168	7	non	non	ADJ
cana-3276	168	8	-	-	ADJ
cana-3276	168	9	actionable	actionable	ADJ
cana-3276	168	10	items	item	NOUN
cana-3276	168	11	)	)	PUNCT
cana-3276	168	12	with	with	ADP
cana-3276	168	13	their	their	PRON
cana-3276	168	14	coherence	coherence	NOUN
cana-3276	168	15	frequency	frequency	NOUN
cana-3276	168	16	outliers(non	outliers(non	NOUN
cana-3276	168	17	-	-	PUNCT
cana-3276	168	18	actionable	actionable	ADJ
cana-3276	168	19	items	item	NOUN
cana-3276	168	20	)	)	PUNCT
cana-3276	168	21	columns	column	NOUN
cana-3276	168	22	s.no	s.no	PROPN
cana-3276	168	23	.	.	PROPN
cana-3276	168	24	column	column	NOUN
cana-3276	168	25	name	name	NOUN
cana-3276	168	26	coherence	coherence	NOUN
cana-3276	168	27	frequency	frequency	NOUN
cana-3276	168	28	count	count	NOUN
cana-3276	168	29	1	1	NUM
cana-3276	168	30	.	.	PUNCT
cana-3276	169	1	i	i	PRON
cana-3276	169	2	d	d	NOUN
cana-3276	169	3	0	0	NUM
cana-3276	169	4	2	2	NUM
cana-3276	169	5	.	.	PUNCT
cana-3276	169	6	asings	asing	NOUN
cana-3276	169	7	0	0	NUM
cana-3276	169	8	3	3	X
cana-3276	169	9	.	.	PUNCT
cana-3276	169	10	brand	brand	NOUN
cana-3276	169	11	0	0	NUM
cana-3276	169	12	4	4	NUM
cana-3276	169	13	.	.	PUNCT
cana-3276	170	1	keys	key	NOUN
cana-3276	170	2	0	0	NUM
cana-3276	170	3	5	5	NUM
cana-3276	170	4	.	.	PUNCT
cana-3276	170	5	manufacturer	manufacturer	NOUN
cana-3276	170	6	0	0	NUM
cana-3276	170	7	6	6	NUM
cana-3276	170	8	.	.	PUNCT
cana-3276	171	1	reviews.date	reviews.date	NOUN
cana-3276	171	2	0	0	NUM
cana-3276	171	3	7	7	NUM
cana-3276	171	4	.	.	PUNCT
cana-3276	172	1	reviews.dateadded	reviews.dateadde	VERB
cana-3276	172	2	0	0	NUM
cana-3276	172	3	8	8	NUM
cana-3276	172	4	.	.	PUNCT
cana-3276	173	1	reviews.dateseen	reviews.dateseen	NUM
cana-3276	173	2	0	0	NUM
cana-3276	173	3	9	9	NUM
cana-3276	173	4	.	.	PUNCT
cana-3276	174	1	reviews.didpurchase	reviews.didpurchase	ADJ
cana-3276	174	2	0	0	NUM
cana-3276	174	3	10	10	NUM
cana-3276	174	4	.	.	PUNCT
cana-3276	175	1	reviews.dorecommend	reviews.dorecommend	VERB
cana-3276	175	2	0	0	NUM
cana-3276	175	3	11	11	NUM
cana-3276	175	4	.	.	PUNCT
cana-3276	176	1	reviews.id	reviews.id	X
cana-3276	176	2	0	0	NUM
cana-3276	176	3	12	12	NUM
cana-3276	176	4	,	,	PUNCT
cana-3276	176	5	reviews.numhelpful	reviews.numhelpful	ADJ
cana-3276	176	6	0	0	NUM
cana-3276	176	7	13	13	NUM
cana-3276	176	8	.	.	PUNCT
cana-3276	177	1	reviews.rating	reviews.rate	VERB
cana-3276	177	2	0	0	NUM
cana-3276	177	3	14	14	NUM
cana-3276	177	4	reviews.usercity	reviews.usercity	NOUN
cana-3276	177	5	0	0	NUM
cana-3276	177	6	15	15	NUM
cana-3276	177	7	reviews.userprovince	reviews.userprovince	NOUN
cana-3276	177	8	0	0	NUM
cana-3276	177	9	16	16	NUM
cana-3276	177	10	reviews.username	reviews.username	NUM
cana-3276	177	11	16	16	NUM
cana-3276	177	12	table	table	NOUN
cana-3276	177	13	ii	ii	NOUN
cana-3276	177	14	lists	list	NOUN
cana-3276	177	15	segregated	segregate	VERB
cana-3276	177	16	outliers	outlier	NOUN
cana-3276	177	17	(	(	PUNCT
cana-3276	177	18	non	non	ADJ
cana-3276	177	19	-	-	ADJ
cana-3276	177	20	actionable	actionable	ADJ
cana-3276	177	21	items	item	NOUN
cana-3276	177	22	)	)	PUNCT
cana-3276	177	23	and	and	CCONJ
cana-3276	177	24	their	their	PRON
cana-3276	177	25	coherence	coherence	NOUN
cana-3276	177	26	frequencies	frequency	NOUN
cana-3276	177	27	.	.	PUNCT
cana-3276	178	1	after	after	ADP
cana-3276	178	2	preprocessing	preprocesse	VERB
cana-3276	178	3	,	,	PUNCT
cana-3276	178	4	the	the	DET
cana-3276	178	5	hcfc	hcfc	PROPN
cana-3276	178	6	algorithm	algorithm	NOUN
cana-3276	178	7	counts	count	VERB
cana-3276	178	8	the	the	DET
cana-3276	178	9	maximum	maximum	ADJ
cana-3276	178	10	number	number	NOUN
cana-3276	178	11	of	of	ADP
cana-3276	178	12	pertinent	pertinent	ADJ
cana-3276	178	13	words	word	NOUN
cana-3276	178	14	in	in	ADP
cana-3276	178	15	a	a	DET
cana-3276	178	16	column	column	NOUN
cana-3276	178	17	as	as	ADP
cana-3276	178	18	the	the	DET
cana-3276	178	19	coherence	coherence	NOUN
cana-3276	178	20	frequency	frequency	NOUN
cana-3276	178	21	.	.	PUNCT
cana-3276	179	1	before	before	ADP
cana-3276	179	2	computing	compute	VERB
cana-3276	179	3	the	the	DET
cana-3276	179	4	coherence	coherence	NOUN
cana-3276	179	5	frequency	frequency	NOUN
cana-3276	179	6	,	,	PUNCT
cana-3276	179	7	all	all	DET
cana-3276	179	8	textual	textual	ADJ
cana-3276	179	9	data	datum	NOUN
cana-3276	179	10	are	be	AUX
cana-3276	179	11	transformed	transform	VERB
cana-3276	179	12	into	into	ADP
cana-3276	179	13	numerical	numerical	ADJ
cana-3276	179	14	vectors	vector	NOUN
cana-3276	179	15	via	via	ADP
cana-3276	179	16	the	the	DET
cana-3276	179	17	hashed	hashed	ADJ
cana-3276	179	18	vectorizer	vectorizer	NOUN
cana-3276	179	19	function	function	NOUN
cana-3276	179	20	.	.	PUNCT
cana-3276	180	1	the	the	DET
cana-3276	180	2	hcfc	hcfc	PROPN
cana-3276	180	3	algorithm	algorithm	NOUN
cana-3276	180	4	identifies	identify	VERB
cana-3276	180	5	actionable	actionable	ADJ
cana-3276	180	6	insights	insight	NOUN
cana-3276	180	7	by	by	ADP
cana-3276	180	8	focusing	focus	VERB
cana-3276	180	9	on	on	ADP
cana-3276	180	10	columns	column	NOUN
cana-3276	180	11	with	with	ADP
cana-3276	180	12	the	the	DET
cana-3276	180	13	highest	high	ADJ
cana-3276	180	14	coherence	coherence	NOUN
cana-3276	180	15	frequency	frequency	NOUN
cana-3276	180	16	,	,	PUNCT
cana-3276	180	17	likely	likely	ADJ
cana-3276	180	18	to	to	PART
cana-3276	180	19	contain	contain	VERB
cana-3276	180	20	relevant	relevant	ADJ
cana-3276	180	21	and	and	CCONJ
cana-3276	180	22	meaningful	meaningful	ADJ
cana-3276	180	23	information	information	NOUN
cana-3276	180	24	.	.	PUNCT
cana-3276	181	1	however	however	ADV
cana-3276	181	2	,	,	PUNCT
cana-3276	181	3	the	the	DET
cana-3276	181	4	lowest	low	ADJ
cana-3276	181	5	coherence	coherence	NOUN
cana-3276	181	6	frequency	frequency	NOUN
cana-3276	181	7	columns	column	NOUN
cana-3276	181	8	are	be	AUX
cana-3276	181	9	less	less	ADV
cana-3276	181	10	likely	likely	ADJ
cana-3276	181	11	to	to	PART
cana-3276	181	12	contain	contain	VERB
cana-3276	181	13	valuable	valuable	ADJ
cana-3276	181	14	information	information	NOUN
cana-3276	181	15	and	and	CCONJ
cana-3276	181	16	are	be	AUX
cana-3276	181	17	regarded	regard	VERB
cana-3276	181	18	as	as	ADP
cana-3276	181	19	non	non	ADJ
cana-3276	181	20	-	-	ADJ
cana-3276	181	21	actionable	actionable	ADJ
cana-3276	181	22	insights	insight	NOUN
cana-3276	181	23	.	.	PUNCT
cana-3276	182	1	fig	fig	NOUN
cana-3276	182	2	.	.	PUNCT
cana-3276	183	1	4	4	NUM
cana-3276	183	2	visualizes	visualize	VERB
cana-3276	183	3	the	the	DET
cana-3276	183	4	plotting	plotting	NOUN
cana-3276	183	5	of	of	ADP
cana-3276	183	6	the	the	DET
cana-3276	183	7	top	top	ADJ
cana-3276	183	8	actionable	actionable	ADJ
cana-3276	183	9	insights	insight	NOUN
cana-3276	183	10	columns	column	NOUN
cana-3276	183	11	in	in	ADP
cana-3276	183	12	the	the	DET
cana-3276	183	13	given	give	VERB
cana-3276	183	14	dataset	dataset	NOUN
cana-3276	183	15	.	.	PUNCT
cana-3276	184	1	communications	communication	NOUN
cana-3276	184	2	on	on	ADP
cana-3276	184	3	applied	apply	VERB
cana-3276	184	4	nonlinear	nonlinear	ADJ
cana-3276	184	5	analysis	analysis	NOUN
cana-3276	184	6	issn	issn	NOUN
cana-3276	184	7	:	:	PUNCT
cana-3276	184	8	1074	1074	NUM
cana-3276	184	9	-	-	PUNCT
cana-3276	184	10	133x	133x	NUM
cana-3276	184	11	vol	vol	NOUN
cana-3276	184	12	32	32	NUM
cana-3276	184	13	no	no	NOUN
cana-3276	184	14	.	.	PUNCT
cana-3276	185	1	6s	6s	NUM
cana-3276	185	2	(	(	PUNCT
cana-3276	185	3	2025	2025	NUM
cana-3276	185	4	)	)	PUNCT
cana-3276	185	5	114	114	NUM
cana-3276	185	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3276	185	7	fig.4	fig.4	PRON
cana-3276	185	8	top	top	ADJ
cana-3276	185	9	actionable	actionable	ADJ
cana-3276	185	10	insights	insight	NOUN
cana-3276	185	11	from	from	ADP
cana-3276	185	12	the	the	DET
cana-3276	185	13	amazon	amazon	NOUN
cana-3276	185	14	consumer	consumer	NOUN
cana-3276	185	15	product	product	NOUN
cana-3276	185	16	review	review	NOUN
cana-3276	185	17	dataset	dataset	VERB
cana-3276	185	18	.	.	PUNCT
cana-3276	186	1	each	each	DET
cana-3276	186	2	actionable	actionable	ADJ
cana-3276	186	3	insight	insight	NOUN
cana-3276	186	4	column	column	NOUN
cana-3276	186	5	is	be	AUX
cana-3276	186	6	represented	represent	VERB
cana-3276	186	7	as	as	ADP
cana-3276	186	8	a	a	DET
cana-3276	186	9	separate	separate	ADJ
cana-3276	186	10	bar	bar	NOUN
cana-3276	186	11	with	with	ADP
cana-3276	186	12	different	different	ADJ
cana-3276	186	13	colours	colour	NOUN
cana-3276	186	14	and	and	CCONJ
cana-3276	186	15	maximum	maximum	ADJ
cana-3276	186	16	coherence	coherence	NOUN
cana-3276	186	17	frequency	frequency	NOUN
cana-3276	186	18	at	at	ADP
cana-3276	186	19	the	the	DET
cana-3276	186	20	top	top	NOUN
cana-3276	186	21	of	of	ADP
cana-3276	186	22	each	each	DET
cana-3276	186	23	bar	bar	NOUN
cana-3276	186	24	.	.	PUNCT
cana-3276	187	1	the	the	DET
cana-3276	187	2	hcfc	hcfc	PROPN
cana-3276	187	3	algorithm	algorithm	NOUN
cana-3276	187	4	found	find	VERB
cana-3276	187	5	a	a	DET
cana-3276	187	6	total	total	NOUN
cana-3276	187	7	of	of	ADP
cana-3276	187	8	5	5	NUM
cana-3276	187	9	actionable	actionable	ADJ
cana-3276	187	10	insights	insight	NOUN
cana-3276	187	11	columns	column	NOUN
cana-3276	187	12	.	.	PUNCT
cana-3276	188	1	the	the	DET
cana-3276	188	2	picturization	picturization	NOUN
cana-3276	188	3	of	of	ADP
cana-3276	188	4	non	non	ADJ
cana-3276	188	5	-	-	ADJ
cana-3276	188	6	actionable	actionable	ADJ
cana-3276	188	7	insights	insight	NOUN
cana-3276	188	8	(	(	PUNCT
cana-3276	188	9	outliers	outlier	NOUN
cana-3276	188	10	)	)	PUNCT
cana-3276	188	11	is	be	AUX
cana-3276	188	12	represented	represent	VERB
cana-3276	188	13	in	in	ADP
cana-3276	188	14	fig	fig	NOUN
cana-3276	188	15	.	.	PUNCT
cana-3276	189	1	5	5	X
cana-3276	189	2	.	.	X
cana-3276	189	3	fig.5	fig.5	VERB
cana-3276	189	4	the	the	DET
cana-3276	189	5	outliers	outlier	NOUN
cana-3276	189	6	(	(	PUNCT
cana-3276	189	7	non	non	ADJ
cana-3276	189	8	-	-	ADJ
cana-3276	189	9	actionable	actionable	ADJ
cana-3276	189	10	insights	insight	NOUN
cana-3276	189	11	)	)	PUNCT
cana-3276	189	12	in	in	ADP
cana-3276	189	13	amazon	amazon	NOUN
cana-3276	189	14	consumer	consumer	NOUN
cana-3276	189	15	product	product	NOUN
cana-3276	189	16	review	review	NOUN
cana-3276	189	17	dataset	dataset	VERB
cana-3276	189	18	.	.	PUNCT
cana-3276	190	1	fig	fig	NOUN
cana-3276	190	2	.	.	PUNCT
cana-3276	191	1	6	6	NUM
cana-3276	191	2	illustrates	illustrate	VERB
cana-3276	191	3	the	the	DET
cana-3276	191	4	complete	complete	ADJ
cana-3276	191	5	classification	classification	NOUN
cana-3276	191	6	of	of	ADP
cana-3276	191	7	all	all	DET
cana-3276	191	8	columns	column	NOUN
cana-3276	191	9	,	,	PUNCT
cana-3276	191	10	designated	designate	VERB
cana-3276	191	11	as	as	ADP
cana-3276	191	12	either	either	CCONJ
cana-3276	191	13	actionable	actionable	ADJ
cana-3276	191	14	insights	insight	NOUN
cana-3276	191	15	or	or	CCONJ
cana-3276	191	16	outliers	outlier	NOUN
cana-3276	191	17	(	(	PUNCT
cana-3276	191	18	non	non	ADJ
cana-3276	191	19	-	-	ADJ
cana-3276	191	20	actionable	actionable	ADJ
cana-3276	191	21	insights	insight	NOUN
cana-3276	191	22	)	)	PUNCT
cana-3276	191	23	,	,	PUNCT
cana-3276	191	24	together	together	ADV
cana-3276	191	25	with	with	ADP
cana-3276	191	26	their	their	PRON
cana-3276	191	27	highest	high	ADJ
cana-3276	191	28	coherence	coherence	NOUN
cana-3276	191	29	frequency	frequency	NOUN
cana-3276	191	30	bound	bind	VERB
cana-3276	191	31	.	.	PUNCT
cana-3276	192	1	fig.6	fig.6	VERB
cana-3276	192	2	the	the	DET
cana-3276	192	3	complete	complete	ADJ
cana-3276	192	4	grouping	grouping	NOUN
cana-3276	192	5	of	of	ADP
cana-3276	192	6	actionable	actionable	ADJ
cana-3276	192	7	and	and	CCONJ
cana-3276	192	8	non	non	ADJ
cana-3276	192	9	-	-	ADJ
cana-3276	192	10	actionable	actionable	ADJ
cana-3276	192	11	insights	insight	NOUN
cana-3276	192	12	columns	column	NOUN
cana-3276	192	13	with	with	ADP
cana-3276	192	14	their	their	PRON
cana-3276	192	15	coherence	coherence	NOUN
cana-3276	192	16	frequency	frequency	NOUN
cana-3276	192	17	values	value	NOUN
cana-3276	192	18	the	the	DET
cana-3276	192	19	perplexity	perplexity	NOUN
cana-3276	192	20	plot	plot	NOUN
cana-3276	192	21	for	for	ADP
cana-3276	192	22	all	all	DET
cana-3276	192	23	actionable	actionable	ADJ
cana-3276	192	24	insight	insight	NOUN
cana-3276	192	25	columns	column	NOUN
cana-3276	192	26	is	be	AUX
cana-3276	192	27	plotted	plot	VERB
cana-3276	192	28	in	in	ADP
cana-3276	192	29	fig	fig	NOUN
cana-3276	192	30	.	.	PUNCT
cana-3276	193	1	7	7	NUM
cana-3276	193	2	communications	communication	NOUN
cana-3276	193	3	on	on	ADP
cana-3276	193	4	applied	apply	VERB
cana-3276	193	5	nonlinear	nonlinear	ADJ
cana-3276	193	6	analysis	analysis	NOUN
cana-3276	193	7	issn	issn	NOUN
cana-3276	193	8	:	:	PUNCT
cana-3276	193	9	1074	1074	NUM
cana-3276	193	10	-	-	PUNCT
cana-3276	193	11	133x	133x	NUM
cana-3276	193	12	vol	vol	NOUN
cana-3276	193	13	32	32	NUM
cana-3276	193	14	no	no	NOUN
cana-3276	193	15	.	.	PUNCT
cana-3276	194	1	6s	6s	NUM
cana-3276	194	2	(	(	PUNCT
cana-3276	194	3	2025	2025	NUM
cana-3276	194	4	)	)	PUNCT
cana-3276	194	5	115	115	NUM
cana-3276	194	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3276	195	1	fig.7	fig.7	ADV
cana-3276	195	2	the	the	DET
cana-3276	195	3	perplexity	perplexity	NOUN
cana-3276	195	4	plot	plot	NOUN
cana-3276	195	5	for	for	ADP
cana-3276	195	6	all	all	DET
cana-3276	195	7	actionable	actionable	ADJ
cana-3276	195	8	insight	insight	NOUN
cana-3276	195	9	columns	column	NOUN
cana-3276	195	10	.	.	PUNCT
cana-3276	196	1	the	the	DET
cana-3276	196	2	produced	produce	VERB
cana-3276	196	3	curve	curve	NOUN
cana-3276	196	4	shapes	shape	NOUN
cana-3276	196	5	for	for	ADP
cana-3276	196	6	each	each	DET
cana-3276	196	7	actionable	actionable	ADJ
cana-3276	196	8	insight	insight	NOUN
cana-3276	196	9	column	column	NOUN
cana-3276	196	10	in	in	ADP
cana-3276	196	11	fig	fig	NOUN
cana-3276	196	12	.	.	PUNCT
cana-3276	196	13	7	7	NUM
cana-3276	196	14	indicate	indicate	VERB
cana-3276	196	15	its	its	PRON
cana-3276	196	16	importance	importance	NOUN
cana-3276	196	17	and	and	CCONJ
cana-3276	196	18	binding	bind	VERB
cana-3276	196	19	to	to	ADP
cana-3276	196	20	others	other	NOUN
cana-3276	196	21	.	.	PUNCT
cana-3276	197	1	all	all	DET
cana-3276	197	2	the	the	DET
cana-3276	197	3	actionable	actionable	ADJ
cana-3276	197	4	insight	insight	NOUN
cana-3276	197	5	columns	column	NOUN
cana-3276	197	6	have	have	VERB
cana-3276	197	7	stable	stable	ADJ
cana-3276	197	8	convergence	convergence	NOUN
cana-3276	197	9	at	at	ADP
cana-3276	197	10	certain	certain	ADJ
cana-3276	197	11	points	point	NOUN
cana-3276	197	12	,	,	PUNCT
cana-3276	197	13	which	which	PRON
cana-3276	197	14	may	may	AUX
cana-3276	197	15	lead	lead	VERB
cana-3276	197	16	to	to	ADP
cana-3276	197	17	good	good	ADJ
cana-3276	197	18	topic	topic	NOUN
cana-3276	197	19	modeling	modeling	NOUN
cana-3276	197	20	detection	detection	NOUN
cana-3276	197	21	.	.	PUNCT
cana-3276	198	1	the	the	DET
cana-3276	198	2	decreasing	decrease	VERB
cana-3276	198	3	level	level	NOUN
cana-3276	198	4	at	at	ADP
cana-3276	198	5	certain	certain	ADJ
cana-3276	198	6	points	point	NOUN
cana-3276	198	7	indicates	indicate	VERB
cana-3276	198	8	the	the	DET
cana-3276	198	9	increasing	increase	VERB
cana-3276	198	10	feature	feature	NOUN
cana-3276	198	11	count	count	NOUN
cana-3276	198	12	towards	towards	ADP
cana-3276	198	13	better	well	ADJ
cana-3276	198	14	topic	topic	NOUN
cana-3276	198	15	modeling	modeling	NOUN
cana-3276	198	16	.	.	PUNCT
cana-3276	199	1	from	from	ADP
cana-3276	199	2	the	the	DET
cana-3276	199	3	observation	observation	NOUN
cana-3276	199	4	,	,	PUNCT
cana-3276	199	5	it	it	PRON
cana-3276	199	6	is	be	AUX
cana-3276	199	7	concluded	conclude	VERB
cana-3276	199	8	that	that	SCONJ
cana-3276	199	9	the	the	DET
cana-3276	199	10	hcfc	hcfc	NOUN
cana-3276	199	11	predicted	predict	VERB
cana-3276	199	12	the	the	DET
cana-3276	199	13	exact	exact	ADJ
cana-3276	199	14	actionable	actionable	ADJ
cana-3276	199	15	insights	insight	NOUN
cana-3276	199	16	columns	column	NOUN
cana-3276	199	17	based	base	VERB
cana-3276	199	18	on	on	ADP
cana-3276	199	19	their	their	PRON
cana-3276	199	20	importance	importance	NOUN
cana-3276	199	21	.	.	PUNCT
cana-3276	200	1	the	the	DET
cana-3276	200	2	perplexity	perplexity	NOUN
cana-3276	200	3	plot	plot	NOUN
cana-3276	200	4	for	for	ADP
cana-3276	200	5	all	all	DET
cana-3276	200	6	remaining	remain	VERB
cana-3276	200	7	non	non	ADJ
cana-3276	200	8	-	-	ADJ
cana-3276	200	9	actionable	actionable	ADJ
cana-3276	200	10	insight	insight	NOUN
cana-3276	200	11	columns	column	NOUN
cana-3276	200	12	is	be	AUX
cana-3276	200	13	presented	present	VERB
cana-3276	200	14	in	in	ADP
cana-3276	200	15	fig	fig	NOUN
cana-3276	200	16	.	.	PUNCT
cana-3276	201	1	8	8	X
cana-3276	201	2	.	.	X
cana-3276	201	3	communications	communication	NOUN
cana-3276	201	4	on	on	ADP
cana-3276	201	5	applied	apply	VERB
cana-3276	201	6	nonlinear	nonlinear	ADJ
cana-3276	201	7	analysis	analysis	NOUN
cana-3276	201	8	issn	issn	NOUN
cana-3276	201	9	:	:	PUNCT
cana-3276	201	10	1074	1074	NUM
cana-3276	201	11	-	-	PUNCT
cana-3276	201	12	133x	133x	NUM
cana-3276	201	13	vol	vol	NOUN
cana-3276	201	14	32	32	NUM
cana-3276	201	15	no	no	NOUN
cana-3276	201	16	.	.	PUNCT
cana-3276	202	1	6s	6s	NUM
cana-3276	202	2	(	(	PUNCT
cana-3276	202	3	2025	2025	NUM
cana-3276	202	4	)	)	PUNCT
cana-3276	202	5	116	116	NUM
cana-3276	202	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-3276	202	7	fig	fig	NOUN
cana-3276	202	8	.	.	PUNCT
cana-3276	202	9	8	8	NUM
cana-3276	203	1	the	the	DET
cana-3276	203	2	perplexity	perplexity	NOUN
cana-3276	203	3	plot	plot	NOUN
cana-3276	203	4	for	for	ADP
cana-3276	203	5	all	all	DET
cana-3276	203	6	non	non	ADJ
cana-3276	203	7	-	-	ADJ
cana-3276	203	8	actionable	actionable	ADJ
cana-3276	203	9	insight	insight	NOUN
cana-3276	203	10	columns	column	NOUN
cana-3276	203	11	.	.	PUNCT
cana-3276	204	1	the	the	DET
cana-3276	204	2	plotted	plot	VERB
cana-3276	204	3	perplexity	perplexity	NOUN
cana-3276	204	4	curves	curve	NOUN
cana-3276	204	5	for	for	ADP
cana-3276	204	6	all	all	DET
cana-3276	204	7	non	non	ADJ
cana-3276	204	8	-	-	ADJ
cana-3276	204	9	actionable	actionable	ADJ
cana-3276	204	10	insights	insight	NOUN
cana-3276	204	11	columns	column	NOUN
cana-3276	204	12	from	from	ADP
cana-3276	204	13	fig	fig	NOUN
cana-3276	204	14	.	.	PUNCT
cana-3276	205	1	8	8	NUM
cana-3276	205	2	show	show	VERB
cana-3276	205	3	the	the	DET
cana-3276	205	4	binding	bind	VERB
cana-3276	205	5	relation	relation	NOUN
cana-3276	205	6	with	with	ADP
cana-3276	205	7	other	other	ADJ
cana-3276	205	8	columns	column	NOUN
cana-3276	205	9	.	.	PUNCT
cana-3276	206	1	most	most	ADJ
cana-3276	206	2	columns	column	NOUN
cana-3276	206	3	have	have	VERB
cana-3276	206	4	no	no	DET
cana-3276	206	5	stable	stable	ADJ
cana-3276	206	6	convergence	convergence	NOUN
cana-3276	206	7	progression	progression	NOUN
cana-3276	206	8	and	and	CCONJ
cana-3276	206	9	flat	flat	ADJ
cana-3276	206	10	curves	curve	NOUN
cana-3276	206	11	,	,	PUNCT
cana-3276	206	12	indicating	indicate	VERB
cana-3276	206	13	no	no	DET
cana-3276	206	14	binding	bind	VERB
cana-3276	206	15	and	and	CCONJ
cana-3276	206	16	no	no	PRON
cana-3276	206	17	more	more	ADJ
cana-3276	206	18	feature	feature	NOUN
cana-3276	206	19	count	count	NOUN
cana-3276	206	20	for	for	ADP
cana-3276	206	21	topic	topic	NOUN
cana-3276	206	22	detection	detection	NOUN
cana-3276	206	23	.	.	PUNCT
cana-3276	207	1	b	b	PRON
cana-3276	207	2	case	case	NOUN
cana-3276	207	3	study-2	study-2	NOUN
cana-3276	207	4	caste	caste	NOUN
cana-3276	207	5	study-2	study-2	NOUN
cana-3276	207	6	used	use	VERB
cana-3276	207	7	a	a	DET
cana-3276	207	8	dataset	dataset	NOUN
cana-3276	207	9	containing	contain	VERB
cana-3276	207	10	12k	12k	NOUN
cana-3276	207	11	review	review	NOUN
cana-3276	207	12	records	record	NOUN
cana-3276	207	13	of	of	ADP
cana-3276	207	14	real	real	ADJ
cana-3276	207	15	users	user	NOUN
cana-3276	207	16	about	about	ADP
cana-3276	207	17	the	the	DET
cana-3276	207	18	app	app	NOUN
cana-3276	207	19	at	at	ADP
cana-3276	207	20	google	google	PROPN
cana-3276	207	21	play	play	NOUN
cana-3276	207	22	store	store	NOUN
cana-3276	207	23	from	from	ADP
cana-3276	207	24	the	the	DET
cana-3276	207	25	kaggle	kaggle	ADJ
cana-3276	207	26	database	database	NOUN
cana-3276	207	27	[	[	X
cana-3276	207	28	32	32	NUM
cana-3276	207	29	]	]	PUNCT
cana-3276	207	30	.	.	PUNCT
cana-3276	208	1	the	the	DET
cana-3276	208	2	dataset	dataset	NOUN
cana-3276	208	3	contains	contain	VERB
cana-3276	208	4	about	about	ADV
cana-3276	208	5	12	12	NUM
cana-3276	208	6	columns	column	NOUN
cana-3276	208	7	,	,	PUNCT
cana-3276	208	8	which	which	PRON
cana-3276	208	9	are	be	AUX
cana-3276	208	10	depicted	depict	VERB
cana-3276	208	11	in	in	ADP
cana-3276	208	12	fig	fig	NOUN
cana-3276	208	13	.	.	PUNCT
cana-3276	209	1	9	9	X
cana-3276	209	2	.	.	X
cana-3276	209	3	fig.9	fig.9	ADJ
cana-3276	209	4	columns	column	NOUN
cana-3276	209	5	in	in	ADP
cana-3276	209	6	the	the	DET
cana-3276	209	7	play	play	NOUN
cana-3276	209	8	store	store	NOUN
cana-3276	209	9	reviews	review	NOUN
cana-3276	209	10	dataset	dataset	NOUN
cana-3276	209	11	tables	table	NOUN
cana-3276	209	12	iii	iii	NOUN
cana-3276	209	13	and	and	CCONJ
cana-3276	209	14	iv	iv	NOUN
cana-3276	209	15	present	present	VERB
cana-3276	209	16	the	the	DET
cana-3276	209	17	actionable	actionable	ADJ
cana-3276	209	18	and	and	CCONJ
cana-3276	209	19	non	non	ADJ
cana-3276	209	20	-	-	ADJ
cana-3276	209	21	actionable	actionable	ADJ
cana-3276	209	22	columns	column	NOUN
cana-3276	209	23	from	from	ADP
cana-3276	209	24	the	the	DET
cana-3276	209	25	above	above	ADJ
cana-3276	209	26	dataset	dataset	NOUN
cana-3276	209	27	.	.	PUNCT
cana-3276	210	1	communications	communication	NOUN
cana-3276	210	2	on	on	ADP
cana-3276	210	3	applied	apply	VERB
cana-3276	210	4	nonlinear	nonlinear	ADJ
cana-3276	210	5	analysis	analysis	NOUN
cana-3276	210	6	issn	issn	NOUN
cana-3276	210	7	:	:	PUNCT
cana-3276	210	8	1074	1074	NUM
cana-3276	210	9	-	-	PUNCT
cana-3276	210	10	133x	133x	NUM
cana-3276	210	11	vol	vol	NOUN
cana-3276	210	12	32	32	NUM
cana-3276	210	13	no	no	NOUN
cana-3276	210	14	.	.	PUNCT
cana-3276	211	1	6s	6s	NUM
cana-3276	211	2	(	(	PUNCT
cana-3276	211	3	2025	2025	NUM
cana-3276	211	4	)	)	PUNCT
cana-3276	211	5	117	117	NUM
cana-3276	211	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-3276	211	7	table	table	NOUN
cana-3276	211	8	iii	iii	NOUN
cana-3276	211	9	segregation	segregation	NOUN
cana-3276	211	10	of	of	ADP
cana-3276	211	11	actionable	actionable	ADJ
cana-3276	211	12	insights	insight	NOUN
cana-3276	211	13	with	with	ADP
cana-3276	211	14	their	their	PRON
cana-3276	211	15	coherence	coherence	NOUN
cana-3276	211	16	frequency	frequency	NOUN
cana-3276	211	17	top	top	ADJ
cana-3276	211	18	actionable	actionable	ADJ
cana-3276	211	19	insights	insight	NOUN
cana-3276	211	20	columns	column	NOUN
cana-3276	211	21	s.no	s.no	PROPN
cana-3276	211	22	.	.	PROPN
cana-3276	211	23	column	column	NOUN
cana-3276	211	24	name	name	NOUN
cana-3276	211	25	coherence	coherence	NOUN
cana-3276	211	26	frequency	frequency	NOUN
cana-3276	211	27	count	count	NOUN
cana-3276	211	28	1	1	NUM
cana-3276	211	29	.	.	PUNCT
cana-3276	211	30	sortorder	sortorder	NOUN
cana-3276	211	31	5000	5000	NUM
cana-3276	211	32	2	2	NUM
cana-3276	211	33	.	.	PUNCT
cana-3276	211	34	content	content	NOUN
cana-3276	211	35	789	789	NUM
cana-3276	211	36	3	3	NUM
cana-3276	211	37	.	.	PUNCT
cana-3276	212	1	replycontent	replycontent	VERB
cana-3276	212	2	284	284	NUM
cana-3276	212	3	4	4	NUM
cana-3276	212	4	.	.	PUNCT
cana-3276	212	5	username	username	PROPN
cana-3276	212	6	49	49	NUM
cana-3276	212	7	5	5	NUM
cana-3276	212	8	.	.	PUNCT
cana-3276	212	9	reviewed	review	VERB
cana-3276	212	10	07	07	NUM
cana-3276	212	11	table	table	NOUN
cana-3276	212	12	iv	iv	NUM
cana-3276	212	13	segregation	segregation	NOUN
cana-3276	212	14	of	of	ADP
cana-3276	212	15	outliers	outlier	NOUN
cana-3276	212	16	(	(	PUNCT
cana-3276	212	17	non	non	ADJ
cana-3276	212	18	-	-	ADJ
cana-3276	212	19	actionable	actionable	ADJ
cana-3276	212	20	items	item	NOUN
cana-3276	212	21	)	)	PUNCT
cana-3276	212	22	with	with	ADP
cana-3276	212	23	their	their	PRON
cana-3276	212	24	coherence	coherence	NOUN
cana-3276	212	25	frequency	frequency	NOUN
cana-3276	212	26	outliers(non	outliers(non	NOUN
cana-3276	212	27	-	-	PUNCT
cana-3276	212	28	actionable	actionable	ADJ
cana-3276	212	29	items	item	NOUN
cana-3276	212	30	)	)	PUNCT
cana-3276	212	31	columns	column	NOUN
cana-3276	212	32	s.no	s.no	PROPN
cana-3276	212	33	.	.	PROPN
cana-3276	212	34	column	column	NOUN
cana-3276	212	35	name	name	NOUN
cana-3276	212	36	coherence	coherence	NOUN
cana-3276	212	37	frequency	frequency	NOUN
cana-3276	212	38	count	count	NOUN
cana-3276	212	39	1	1	NUM
cana-3276	212	40	.	.	PUNCT
cana-3276	213	1	score	score	NOUN
cana-3276	213	2	0	0	NUM
cana-3276	213	3	2	2	X
cana-3276	213	4	.	.	PUNCT
cana-3276	214	1	thumbsupcount	thumbsupcount	NOUN
cana-3276	214	2	0	0	NUM
cana-3276	214	3	3	3	NUM
cana-3276	214	4	.	.	PUNCT
cana-3276	214	5	reviewcreatedversion	reviewcreatedversion	NOUN
cana-3276	214	6	0	0	NUM
cana-3276	214	7	4	4	NUM
cana-3276	214	8	.	.	PUNCT
cana-3276	215	1	at	at	ADP
cana-3276	215	2	0	0	NUM
cana-3276	215	3	5	5	NUM
cana-3276	215	4	.	.	PUNCT
cana-3276	215	5	repliedat	repliedat	NOUN
cana-3276	215	6	0	0	NUM
cana-3276	215	7	6	6	NUM
cana-3276	215	8	.	.	PUNCT
cana-3276	215	9	appid	appid	PROPN
cana-3276	215	10	0	0	NUM
cana-3276	215	11	7	7	X
cana-3276	215	12	.	.	PUNCT
cana-3276	215	13	userimage	userimage	NOUN
cana-3276	215	14	1	1	NUM
cana-3276	215	15	tables	table	NOUN
cana-3276	215	16	iii	iii	NOUN
cana-3276	215	17	and	and	CCONJ
cana-3276	215	18	iv	iv	NUM
cana-3276	215	19	show	show	VERB
cana-3276	215	20	that	that	SCONJ
cana-3276	215	21	the	the	DET
cana-3276	215	22	hcfc	hcfc	PROPN
cana-3276	215	23	algorithm	algorithm	NOUN
cana-3276	215	24	dutifully	dutifully	ADV
cana-3276	215	25	identified	identify	VERB
cana-3276	215	26	the	the	DET
cana-3276	215	27	actionable	actionable	ADJ
cana-3276	215	28	and	and	CCONJ
cana-3276	215	29	non	non	ADJ
cana-3276	215	30	-	-	ADJ
cana-3276	215	31	actionable	actionable	ADJ
cana-3276	215	32	insights	insight	NOUN
cana-3276	215	33	from	from	ADP
cana-3276	215	34	the	the	DET
cana-3276	215	35	play	play	NOUN
cana-3276	215	36	store	store	NOUN
cana-3276	215	37	dataset	dataset	NOUN
cana-3276	215	38	.	.	PUNCT
cana-3276	216	1	in	in	ADP
cana-3276	216	2	case	case	NOUN
cana-3276	216	3	study	study	NOUN
cana-3276	216	4	2	2	NUM
cana-3276	216	5	,	,	PUNCT
cana-3276	216	6	the	the	DET
cana-3276	216	7	algorithm	algorithm	NOUN
cana-3276	216	8	also	also	ADV
cana-3276	216	9	used	use	VERB
cana-3276	216	10	coherence	coherence	NOUN
cana-3276	216	11	frequency	frequency	NOUN
cana-3276	216	12	count	count	NOUN
cana-3276	216	13	over	over	ADP
cana-3276	216	14	5000	5000	NUM
cana-3276	216	15	data	datum	NOUN
cana-3276	216	16	samples	sample	NOUN
cana-3276	216	17	to	to	PART
cana-3276	216	18	identify	identify	VERB
cana-3276	216	19	the	the	DET
cana-3276	216	20	actionable	actionable	ADJ
cana-3276	216	21	and	and	CCONJ
cana-3276	216	22	non	non	ADJ
cana-3276	216	23	-	-	ADJ
cana-3276	216	24	actionable	actionable	ADJ
cana-3276	216	25	insight	insight	NOUN
cana-3276	216	26	columns	column	NOUN
cana-3276	216	27	.	.	PUNCT
cana-3276	217	1	the	the	DET
cana-3276	217	2	maximum	maximum	ADJ
cana-3276	217	3	occurrence	occurrence	NOUN
cana-3276	217	4	of	of	ADP
cana-3276	217	5	words	word	NOUN
cana-3276	217	6	in	in	ADP
cana-3276	217	7	columns	column	NOUN
cana-3276	217	8	is	be	AUX
cana-3276	217	9	counted	count	VERB
cana-3276	217	10	as	as	ADP
cana-3276	217	11	coherence	coherence	NOUN
cana-3276	217	12	frequency	frequency	NOUN
cana-3276	217	13	and	and	CCONJ
cana-3276	217	14	subjected	subject	VERB
cana-3276	217	15	to	to	ADP
cana-3276	217	16	insight	insight	NOUN
cana-3276	217	17	identification	identification	NOUN
cana-3276	217	18	.	.	PUNCT
cana-3276	218	1	fig	fig	NOUN
cana-3276	218	2	.	.	PUNCT
cana-3276	219	1	10	10	NUM
cana-3276	219	2	plots	plot	NOUN
cana-3276	219	3	the	the	DET
cana-3276	219	4	top	top	ADJ
cana-3276	219	5	actionable	actionable	ADJ
cana-3276	219	6	insights	insight	NOUN
cana-3276	219	7	columns	column	NOUN
cana-3276	219	8	from	from	ADP
cana-3276	219	9	the	the	DET
cana-3276	219	10	play	play	NOUN
cana-3276	219	11	store	store	NOUN
cana-3276	219	12	review	review	NOUN
cana-3276	219	13	dataset	dataset	VERB
cana-3276	219	14	as	as	ADP
cana-3276	219	15	a	a	DET
cana-3276	219	16	bar	bar	NOUN
cana-3276	219	17	chart	chart	NOUN
cana-3276	219	18	with	with	ADP
cana-3276	219	19	their	their	PRON
cana-3276	219	20	coherence	coherence	NOUN
cana-3276	219	21	frequency	frequency	NOUN
cana-3276	219	22	count	count	NOUN
cana-3276	219	23	at	at	ADP
cana-3276	219	24	the	the	DET
cana-3276	219	25	top	top	NOUN
cana-3276	219	26	of	of	ADP
cana-3276	219	27	each	each	DET
cana-3276	219	28	bar	bar	NOUN
cana-3276	219	29	.	.	PUNCT
cana-3276	220	1	fig	fig	NOUN
cana-3276	220	2	10	10	NUM
cana-3276	220	3	top	top	ADJ
cana-3276	220	4	actionable	actionable	ADJ
cana-3276	220	5	insights	insight	NOUN
cana-3276	220	6	columns	column	NOUN
cana-3276	220	7	from	from	ADP
cana-3276	220	8	the	the	DET
cana-3276	220	9	google	google	PROPN
cana-3276	220	10	play	play	NOUN
cana-3276	220	11	store	store	NOUN
cana-3276	220	12	review	review	NOUN
cana-3276	220	13	dataset	dataset	VERB
cana-3276	220	14	the	the	DET
cana-3276	220	15	bar	bar	NOUN
cana-3276	220	16	plotting	plotting	NOUN
cana-3276	220	17	of	of	ADP
cana-3276	220	18	non	non	ADJ
cana-3276	220	19	-	-	ADJ
cana-3276	220	20	actionable	actionable	ADJ
cana-3276	220	21	insight	insight	NOUN
cana-3276	220	22	columns	column	NOUN
cana-3276	220	23	from	from	ADP
cana-3276	220	24	the	the	DET
cana-3276	220	25	play	play	NOUN
cana-3276	220	26	store	store	NOUN
cana-3276	220	27	review	review	NOUN
cana-3276	220	28	dataset	dataset	NOUN
cana-3276	220	29	is	be	AUX
cana-3276	220	30	picturized	picturize	VERB
cana-3276	220	31	in	in	ADP
cana-3276	220	32	fig	fig	NOUN
cana-3276	220	33	.	.	PUNCT
cana-3276	221	1	11	11	NUM
cana-3276	221	2	.	.	PUNCT
cana-3276	222	1	communications	communication	NOUN
cana-3276	222	2	on	on	ADP
cana-3276	222	3	applied	apply	VERB
cana-3276	222	4	nonlinear	nonlinear	ADJ
cana-3276	222	5	analysis	analysis	NOUN
cana-3276	222	6	issn	issn	NOUN
cana-3276	222	7	:	:	PUNCT
cana-3276	222	8	1074	1074	NUM
cana-3276	222	9	-	-	PUNCT
cana-3276	222	10	133x	133x	NUM
cana-3276	222	11	vol	vol	NOUN
cana-3276	222	12	32	32	NUM
cana-3276	222	13	no	no	NOUN
cana-3276	222	14	.	.	PUNCT
cana-3276	223	1	6s	6s	NUM
cana-3276	223	2	(	(	PUNCT
cana-3276	223	3	2025	2025	NUM
cana-3276	223	4	)	)	PUNCT
cana-3276	223	5	118	118	NUM
cana-3276	223	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3276	223	7	fig	fig	NOUN
cana-3276	223	8	11	11	NUM
cana-3276	223	9	non	non	ADJ
cana-3276	223	10	-	-	ADJ
cana-3276	223	11	actionable	actionable	ADJ
cana-3276	223	12	insights	insight	NOUN
cana-3276	223	13	columns	column	NOUN
cana-3276	223	14	in	in	ADP
cana-3276	223	15	the	the	DET
cana-3276	223	16	google	google	PROPN
cana-3276	223	17	play	play	NOUN
cana-3276	223	18	store	store	NOUN
cana-3276	223	19	review	review	NOUN
cana-3276	223	20	dataset	dataset	VERB
cana-3276	223	21	fig	fig	NOUN
cana-3276	223	22	.	.	PUNCT
cana-3276	224	1	12	12	NUM
cana-3276	224	2	.	.	PUNCT
cana-3276	224	3	shows	show	VERB
cana-3276	224	4	the	the	DET
cana-3276	224	5	complete	complete	ADJ
cana-3276	224	6	segregation	segregation	NOUN
cana-3276	224	7	of	of	ADP
cana-3276	224	8	actionable	actionable	ADJ
cana-3276	224	9	and	and	CCONJ
cana-3276	224	10	non	non	ADJ
cana-3276	224	11	-	-	ADJ
cana-3276	224	12	actionable	actionable	ADJ
cana-3276	224	13	insights	insight	NOUN
cana-3276	224	14	columns	column	NOUN
cana-3276	224	15	and	and	CCONJ
cana-3276	224	16	their	their	PRON
cana-3276	224	17	maximum	maximum	ADJ
cana-3276	224	18	coherence	coherence	NOUN
cana-3276	224	19	frequency	frequency	NOUN
cana-3276	224	20	bound	bind	VERB
cana-3276	224	21	.	.	PUNCT
cana-3276	225	1	fig	fig	NOUN
cana-3276	225	2	12	12	NUM
cana-3276	225	3	complete	complete	ADJ
cana-3276	225	4	visualization	visualization	NOUN
cana-3276	225	5	of	of	ADP
cana-3276	225	6	actionable	actionable	ADJ
cana-3276	225	7	and	and	CCONJ
cana-3276	225	8	non	non	ADJ
cana-3276	225	9	-	-	ADJ
cana-3276	225	10	actionable	actionable	ADJ
cana-3276	225	11	insight	insight	NOUN
cana-3276	225	12	columns	column	NOUN
cana-3276	225	13	from	from	ADP
cana-3276	225	14	google	google	PROPN
cana-3276	225	15	play	play	NOUN
cana-3276	225	16	store	store	NOUN
cana-3276	225	17	review	review	NOUN
cana-3276	225	18	dataset	dataset	VERB
cana-3276	225	19	.	.	PUNCT
cana-3276	226	1	fig	fig	NOUN
cana-3276	226	2	.	.	PUNCT
cana-3276	227	1	12	12	NUM
cana-3276	227	2	visualizes	visualize	VERB
cana-3276	227	3	all	all	DET
cana-3276	227	4	actionable	actionable	ADJ
cana-3276	227	5	and	and	CCONJ
cana-3276	227	6	non	non	ADJ
cana-3276	227	7	-	-	ADJ
cana-3276	227	8	actionable	actionable	ADJ
cana-3276	227	9	insights	insight	NOUN
cana-3276	227	10	columns	column	NOUN
cana-3276	227	11	of	of	ADP
cana-3276	227	12	the	the	DET
cana-3276	227	13	play	play	NOUN
cana-3276	227	14	store	store	NOUN
cana-3276	227	15	review	review	NOUN
cana-3276	227	16	dataset	dataset	VERB
cana-3276	227	17	with	with	ADP
cana-3276	227	18	their	their	PRON
cana-3276	227	19	coherence	coherence	NOUN
cana-3276	227	20	frequency	frequency	NOUN
cana-3276	227	21	values	value	NOUN
cana-3276	227	22	.	.	PUNCT
cana-3276	228	1	the	the	DET
cana-3276	228	2	figure	figure	NOUN
cana-3276	228	3	displayed	display	VERB
cana-3276	228	4	the	the	DET
cana-3276	228	5	column	column	NOUN
cana-3276	228	6	names	name	NOUN
cana-3276	228	7	and	and	CCONJ
cana-3276	228	8	their	their	PRON
cana-3276	228	9	coherence	coherence	NOUN
cana-3276	228	10	frequencies	frequency	NOUN
cana-3276	228	11	as	as	ADP
cana-3276	228	12	two	two	NUM
cana-3276	228	13	groups	group	NOUN
cana-3276	228	14	in	in	ADP
cana-3276	228	15	a	a	DET
cana-3276	228	16	clear	clear	ADJ
cana-3276	228	17	visual	visual	ADJ
cana-3276	228	18	presentation	presentation	NOUN
cana-3276	228	19	.	.	PUNCT
cana-3276	229	1	the	the	DET
cana-3276	229	2	perplexity	perplexity	NOUN
cana-3276	229	3	plot	plot	NOUN
cana-3276	229	4	for	for	ADP
cana-3276	229	5	both	both	CCONJ
cana-3276	229	6	actionable	actionable	ADJ
cana-3276	229	7	and	and	CCONJ
cana-3276	229	8	non	non	ADJ
cana-3276	229	9	-	-	ADJ
cana-3276	229	10	actionable	actionable	ADJ
cana-3276	229	11	insights	insight	NOUN
cana-3276	229	12	columns	column	NOUN
cana-3276	229	13	is	be	AUX
cana-3276	229	14	shown	show	VERB
cana-3276	229	15	in	in	ADP
cana-3276	229	16	fig	fig	NOUN
cana-3276	229	17	.	.	PUNCT
cana-3276	230	1	13	13	NUM
cana-3276	230	2	and	and	CCONJ
cana-3276	230	3	fig	fig	NOUN
cana-3276	230	4	.	.	PUNCT
cana-3276	231	1	14	14	NUM
cana-3276	231	2	.	.	X
cana-3276	231	3	fig	fig	NOUN
cana-3276	231	4	13	13	NUM
cana-3276	231	5	perplexity	perplexity	NOUN
cana-3276	231	6	plot	plot	NOUN
cana-3276	231	7	for	for	ADP
cana-3276	231	8	all	all	DET
cana-3276	231	9	actionable	actionable	ADJ
cana-3276	231	10	insight	insight	NOUN
cana-3276	231	11	columns	column	NOUN
cana-3276	231	12	in	in	ADP
cana-3276	231	13	play	play	NOUN
cana-3276	231	14	store	store	NOUN
cana-3276	231	15	review	review	NOUN
cana-3276	231	16	dataset	dataset	NOUN
cana-3276	231	17	communications	communication	NOUN
cana-3276	231	18	on	on	ADP
cana-3276	231	19	applied	apply	VERB
cana-3276	231	20	nonlinear	nonlinear	ADJ
cana-3276	231	21	analysis	analysis	NOUN
cana-3276	231	22	issn	issn	NOUN
cana-3276	231	23	:	:	PUNCT
cana-3276	231	24	1074	1074	NUM
cana-3276	231	25	-	-	PUNCT
cana-3276	231	26	133x	133x	NUM
cana-3276	231	27	vol	vol	NOUN
cana-3276	231	28	32	32	NUM
cana-3276	231	29	no	no	NOUN
cana-3276	231	30	.	.	PUNCT
cana-3276	232	1	6s	6s	NUM
cana-3276	232	2	(	(	PUNCT
cana-3276	232	3	2025	2025	NUM
cana-3276	232	4	)	)	PUNCT
cana-3276	232	5	119	119	NUM
cana-3276	232	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-3276	232	7	fig	fig	NOUN
cana-3276	232	8	14	14	NUM
cana-3276	232	9	perplexity	perplexity	NOUN
cana-3276	232	10	plot	plot	NOUN
cana-3276	232	11	for	for	ADP
cana-3276	232	12	all	all	DET
cana-3276	232	13	non	non	ADJ
cana-3276	232	14	-	-	ADJ
cana-3276	232	15	actionable	actionable	ADJ
cana-3276	232	16	insight	insight	NOUN
cana-3276	232	17	columns	column	NOUN
cana-3276	232	18	in	in	ADP
cana-3276	232	19	play	play	NOUN
cana-3276	232	20	store	store	NOUN
cana-3276	232	21	review	review	NOUN
cana-3276	232	22	dataset	dataset	VERB
cana-3276	232	23	the	the	DET
cana-3276	232	24	perplexity	perplexity	NOUN
cana-3276	232	25	plot	plot	NOUN
cana-3276	232	26	for	for	ADP
cana-3276	232	27	actionable	actionable	ADJ
cana-3276	232	28	insights	insight	NOUN
cana-3276	232	29	columns	column	NOUN
cana-3276	232	30	in	in	ADP
cana-3276	232	31	fig	fig	NOUN
cana-3276	232	32	.	.	PUNCT
cana-3276	233	1	13	13	NUM
cana-3276	233	2	shows	show	VERB
cana-3276	233	3	that	that	SCONJ
cana-3276	233	4	the	the	DET
cana-3276	233	5	curves	curve	NOUN
cana-3276	233	6	converge	converge	VERB
cana-3276	233	7	for	for	ADP
cana-3276	233	8	certain	certain	ADJ
cana-3276	233	9	columns	column	NOUN
cana-3276	233	10	and	and	CCONJ
cana-3276	233	11	are	be	AUX
cana-3276	233	12	flat	flat	ADJ
cana-3276	233	13	for	for	ADP
cana-3276	233	14	one	one	NUM
cana-3276	233	15	column	column	NOUN
cana-3276	233	16	.	.	PUNCT
cana-3276	234	1	this	this	PRON
cana-3276	234	2	indicates	indicate	VERB
cana-3276	234	3	that	that	SCONJ
cana-3276	234	4	the	the	DET
cana-3276	234	5	actionable	actionable	ADJ
cana-3276	234	6	insights	insight	NOUN
cana-3276	234	7	columns	column	NOUN
cana-3276	234	8	have	have	AUX
cana-3276	234	9	been	be	AUX
cana-3276	234	10	assessed	assess	VERB
cana-3276	234	11	using	use	VERB
cana-3276	234	12	the	the	DET
cana-3276	234	13	coherence	coherence	NOUN
cana-3276	234	14	frequency	frequency	NOUN
cana-3276	234	15	count	count	NOUN
cana-3276	234	16	,	,	PUNCT
cana-3276	234	17	and	and	CCONJ
cana-3276	234	18	the	the	DET
cana-3276	234	19	curve	curve	NOUN
cana-3276	234	20	shape	shape	NOUN
cana-3276	234	21	indicates	indicate	VERB
cana-3276	234	22	their	their	PRON
cana-3276	234	23	relationship	relationship	NOUN
cana-3276	234	24	with	with	ADP
cana-3276	234	25	others	other	NOUN
cana-3276	234	26	.	.	PUNCT
cana-3276	235	1	in	in	ADP
cana-3276	235	2	fig	fig	NOUN
cana-3276	235	3	.	.	PUNCT
cana-3276	236	1	14	14	NUM
cana-3276	236	2	,	,	PUNCT
cana-3276	236	3	maximum	maximum	ADJ
cana-3276	236	4	columns	column	NOUN
cana-3276	236	5	have	have	VERB
cana-3276	236	6	high	high	ADJ
cana-3276	236	7	peak	peak	NOUN
cana-3276	236	8	values	value	NOUN
cana-3276	236	9	consecutively	consecutively	ADV
cana-3276	236	10	and	and	CCONJ
cana-3276	236	11	flat	flat	ADJ
cana-3276	236	12	shapes	shape	NOUN
cana-3276	236	13	,	,	PUNCT
cana-3276	236	14	indicating	indicate	VERB
cana-3276	236	15	minimum	minimum	ADJ
cana-3276	236	16	binding	binding	NOUN
cana-3276	236	17	with	with	ADP
cana-3276	236	18	other	other	ADJ
cana-3276	236	19	columns	column	NOUN
cana-3276	236	20	tending	tend	VERB
cana-3276	236	21	to	to	ADP
cana-3276	236	22	a	a	DET
cana-3276	236	23	topic	topic	NOUN
cana-3276	236	24	model	model	NOUN
cana-3276	236	25	and	and	CCONJ
cana-3276	236	26	with	with	ADP
cana-3276	236	27	minimum	minimum	ADJ
cana-3276	236	28	coherence	coherence	NOUN
cana-3276	236	29	frequency	frequency	NOUN
cana-3276	236	30	counts	count	NOUN
cana-3276	236	31	.	.	PUNCT
cana-3276	237	1	c.	c.	PROPN
cana-3276	237	2	result	result	VERB
cana-3276	237	3	analysis	analysis	NOUN
cana-3276	237	4	and	and	CCONJ
cana-3276	237	5	discussion	discussion	NOUN
cana-3276	237	6	the	the	DET
cana-3276	237	7	results	result	NOUN
cana-3276	237	8	obtained	obtain	VERB
cana-3276	237	9	from	from	ADP
cana-3276	237	10	both	both	DET
cana-3276	237	11	case	case	NOUN
cana-3276	237	12	studies	study	NOUN
cana-3276	237	13	1	1	NUM
cana-3276	237	14	and	and	CCONJ
cana-3276	237	15	2	2	NUM
cana-3276	237	16	show	show	VERB
cana-3276	237	17	that	that	SCONJ
cana-3276	237	18	the	the	DET
cana-3276	237	19	proposed	propose	VERB
cana-3276	237	20	hcfc	hcfc	PROPN
cana-3276	237	21	algorithm	algorithm	NOUN
cana-3276	237	22	efficiently	efficiently	ADV
cana-3276	237	23	identified	identify	VERB
cana-3276	237	24	the	the	DET
cana-3276	237	25	actionable	actionable	ADJ
cana-3276	237	26	and	and	CCONJ
cana-3276	237	27	non	non	ADJ
cana-3276	237	28	-	-	ADJ
cana-3276	237	29	actionable	actionable	ADJ
cana-3276	237	30	insights	insight	NOUN
cana-3276	237	31	columns	column	NOUN
cana-3276	237	32	in	in	ADP
cana-3276	237	33	the	the	DET
cana-3276	237	34	given	give	VERB
cana-3276	237	35	dataset	dataset	NOUN
cana-3276	237	36	.	.	PUNCT
cana-3276	238	1	the	the	DET
cana-3276	238	2	primary	primary	ADJ
cana-3276	238	3	processing	processing	NOUN
cana-3276	238	4	involved	involve	VERB
cana-3276	238	5	in	in	ADP
cana-3276	238	6	this	this	DET
cana-3276	238	7	algorithm	algorithm	NOUN
cana-3276	238	8	is	be	AUX
cana-3276	238	9	preprocessing	preprocesse	VERB
cana-3276	238	10	and	and	CCONJ
cana-3276	238	11	the	the	DET
cana-3276	238	12	calculation	calculation	NOUN
cana-3276	238	13	of	of	ADP
cana-3276	238	14	word	word	NOUN
cana-3276	238	15	frequencies	frequency	NOUN
cana-3276	238	16	.	.	PUNCT
cana-3276	239	1	so	so	ADV
cana-3276	239	2	,	,	PUNCT
cana-3276	239	3	the	the	DET
cana-3276	239	4	time	time	NOUN
cana-3276	239	5	complexity	complexity	NOUN
cana-3276	239	6	of	of	ADP
cana-3276	239	7	hcfc	hcfc	NOUN
cana-3276	239	8	is	be	AUX
cana-3276	239	9	o(n*m	o(n*m	NOUN
cana-3276	239	10	)	)	PUNCT
cana-3276	239	11	,	,	PUNCT
cana-3276	239	12	where	where	SCONJ
cana-3276	239	13	n	n	PRON
cana-3276	239	14	is	be	AUX
cana-3276	239	15	the	the	DET
cana-3276	239	16	number	number	NOUN
cana-3276	239	17	of	of	ADP
cana-3276	239	18	texts	text	NOUN
cana-3276	239	19	and	and	CCONJ
cana-3276	239	20	m	m	NOUN
cana-3276	239	21	is	be	AUX
cana-3276	239	22	the	the	DET
cana-3276	239	23	average	average	ADJ
cana-3276	239	24	text	text	NOUN
cana-3276	239	25	length	length	NOUN
cana-3276	239	26	.	.	PUNCT
cana-3276	240	1	the	the	DET
cana-3276	240	2	space	space	NOUN
cana-3276	240	3	complexity	complexity	NOUN
cana-3276	240	4	of	of	ADP
cana-3276	240	5	the	the	DET
cana-3276	240	6	algorithm	algorithm	NOUN
cana-3276	240	7	is	be	AUX
cana-3276	240	8	also	also	ADV
cana-3276	240	9	o	o	NOUN
cana-3276	240	10	(	(	PUNCT
cana-3276	240	11	n	n	PROPN
cana-3276	240	12	*	*	PUNCT
cana-3276	240	13	m	m	PROPN
cana-3276	240	14	)	)	PUNCT
cana-3276	240	15	,	,	PUNCT
cana-3276	240	16	as	as	SCONJ
cana-3276	240	17	it	it	PRON
cana-3276	240	18	takes	take	VERB
cana-3276	240	19	space	space	NOUN
cana-3276	240	20	for	for	ADP
cana-3276	240	21	storing	store	VERB
cana-3276	240	22	the	the	DET
cana-3276	240	23	dataset	dataset	NOUN
cana-3276	240	24	and	and	CCONJ
cana-3276	240	25	vocabulary	vocabulary	NOUN
cana-3276	240	26	.	.	PUNCT
cana-3276	241	1	the	the	DET
cana-3276	241	2	scalability	scalability	NOUN
cana-3276	241	3	of	of	ADP
cana-3276	241	4	the	the	DET
cana-3276	241	5	algorithm	algorithm	NOUN
cana-3276	241	6	is	be	AUX
cana-3276	241	7	also	also	ADV
cana-3276	241	8	having	have	VERB
cana-3276	241	9	a	a	DET
cana-3276	241	10	notable	notable	ADJ
cana-3276	241	11	benefit	benefit	NOUN
cana-3276	241	12	,	,	PUNCT
cana-3276	241	13	allowing	allow	VERB
cana-3276	241	14	it	it	PRON
cana-3276	241	15	to	to	PART
cana-3276	241	16	handle	handle	VERB
cana-3276	241	17	large	large	ADJ
cana-3276	241	18	datasets	dataset	NOUN
cana-3276	241	19	efficiently	efficiently	ADV
cana-3276	241	20	and	and	CCONJ
cana-3276	241	21	with	with	ADP
cana-3276	241	22	ease	ease	NOUN
cana-3276	241	23	.	.	PUNCT
cana-3276	242	1	as	as	SCONJ
cana-3276	242	2	the	the	DET
cana-3276	242	3	number	number	NOUN
cana-3276	242	4	of	of	ADP
cana-3276	242	5	samples	sample	NOUN
cana-3276	242	6	grows	grow	VERB
cana-3276	242	7	,	,	PUNCT
cana-3276	242	8	the	the	DET
cana-3276	242	9	hashing	hashing	NOUN
cana-3276	242	10	matrix	matrix	NOUN
cana-3276	242	11	will	will	AUX
cana-3276	242	12	also	also	ADV
cana-3276	242	13	grow	grow	VERB
cana-3276	242	14	linearly	linearly	ADV
cana-3276	242	15	.	.	PUNCT
cana-3276	243	1	this	this	PRON
cana-3276	243	2	makes	make	VERB
cana-3276	243	3	sure	sure	ADJ
cana-3276	243	4	that	that	SCONJ
cana-3276	243	5	the	the	DET
cana-3276	243	6	method	method	NOUN
cana-3276	243	7	stays	stay	VERB
cana-3276	243	8	as	as	ADV
cana-3276	243	9	fast	fast	ADV
cana-3276	243	10	as	as	SCONJ
cana-3276	243	11	it	it	PRON
cana-3276	243	12	can	can	AUX
cana-3276	243	13	be	be	AUX
cana-3276	243	14	.	.	PUNCT
cana-3276	244	1	this	this	DET
cana-3276	244	2	algorithm	algorithm	NOUN
cana-3276	244	3	's	's	PART
cana-3276	244	4	scalability	scalability	NOUN
cana-3276	244	5	enables	enable	VERB
cana-3276	244	6	it	it	PRON
cana-3276	244	7	to	to	PART
cana-3276	244	8	effectively	effectively	ADV
cana-3276	244	9	tackle	tackle	VERB
cana-3276	244	10	complex	complex	ADJ
cana-3276	244	11	data	datum	NOUN
cana-3276	244	12	analysis	analysis	NOUN
cana-3276	244	13	tasks	task	NOUN
cana-3276	244	14	,	,	PUNCT
cana-3276	244	15	making	make	VERB
cana-3276	244	16	it	it	PRON
cana-3276	244	17	a	a	DET
cana-3276	244	18	strong	strong	ADJ
cana-3276	244	19	candidate	candidate	NOUN
cana-3276	244	20	for	for	ADP
cana-3276	244	21	big	big	ADJ
cana-3276	244	22	data	datum	NOUN
cana-3276	244	23	applications	application	NOUN
cana-3276	244	24	.	.	PUNCT
cana-3276	245	1	the	the	DET
cana-3276	245	2	performance	performance	NOUN
cana-3276	245	3	analysis	analysis	NOUN
cana-3276	245	4	of	of	ADP
cana-3276	245	5	the	the	DET
cana-3276	245	6	hcfc	hcfc	NOUN
cana-3276	245	7	with	with	ADP
cana-3276	245	8	tf	tf	PROPN
cana-3276	245	9	-	-	PUNCT
cana-3276	245	10	idf	idf	PROPN
cana-3276	245	11	,	,	PUNCT
cana-3276	245	12	word	word	NOUN
cana-3276	245	13	embedding	embed	VERB
cana-3276	245	14	,	,	PUNCT
cana-3276	245	15	and	and	CCONJ
cana-3276	245	16	lda	lda	PROPN
cana-3276	245	17	is	be	AUX
cana-3276	245	18	illustrated	illustrate	VERB
cana-3276	245	19	in	in	ADP
cana-3276	245	20	fig	fig	NOUN
cana-3276	245	21	.	.	PUNCT
cana-3276	246	1	15	15	NUM
cana-3276	246	2	.	.	PUNCT
cana-3276	247	1	communications	communication	NOUN
cana-3276	247	2	on	on	ADP
cana-3276	247	3	applied	apply	VERB
cana-3276	247	4	nonlinear	nonlinear	ADJ
cana-3276	247	5	analysis	analysis	NOUN
cana-3276	247	6	issn	issn	NOUN
cana-3276	247	7	:	:	PUNCT
cana-3276	247	8	1074	1074	NUM
cana-3276	247	9	-	-	PUNCT
cana-3276	247	10	133x	133x	NUM
cana-3276	247	11	vol	vol	NOUN
cana-3276	247	12	32	32	NUM
cana-3276	247	13	no	no	NOUN
cana-3276	247	14	.	.	PUNCT
cana-3276	248	1	6s	6s	NUM
cana-3276	248	2	(	(	PUNCT
cana-3276	248	3	2025	2025	NUM
cana-3276	248	4	)	)	PUNCT
cana-3276	248	5	120	120	NUM
cana-3276	248	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3276	248	7	fig	fig	NOUN
cana-3276	248	8	15	15	NUM
cana-3276	248	9	performance	performance	NOUN
cana-3276	248	10	analysis	analysis	NOUN
cana-3276	248	11	of	of	ADP
cana-3276	248	12	hcfc	hcfc	ADJ
cana-3276	248	13	algorithm	algorithm	NOUN
cana-3276	248	14	with	with	ADP
cana-3276	248	15	tf	tf	PROPN
cana-3276	248	16	-	-	PUNCT
cana-3276	248	17	idf	idf	ADJ
cana-3276	248	18	,	,	PUNCT
cana-3276	248	19	word	word	NOUN
cana-3276	248	20	-	-	PUNCT
cana-3276	248	21	embedding	embed	VERB
cana-3276	248	22	,	,	PUNCT
cana-3276	248	23	and	and	CCONJ
cana-3276	248	24	lda	lda	VERB
cana-3276	248	25	fig	fig	NOUN
cana-3276	248	26	.	.	PUNCT
cana-3276	249	1	15	15	NUM
cana-3276	249	2	visualizes	visualize	VERB
cana-3276	249	3	the	the	DET
cana-3276	249	4	performance	performance	NOUN
cana-3276	249	5	analysis	analysis	NOUN
cana-3276	249	6	of	of	ADP
cana-3276	249	7	the	the	DET
cana-3276	249	8	hcfc	hcfc	NOUN
cana-3276	249	9	,	,	PUNCT
cana-3276	249	10	tf	tf	PROPN
cana-3276	249	11	-	-	PUNCT
cana-3276	249	12	idf	idf	PROPN
cana-3276	249	13	,	,	PUNCT
cana-3276	249	14	word	word	NOUN
cana-3276	249	15	embedding	embed	VERB
cana-3276	249	16	,	,	PUNCT
cana-3276	249	17	and	and	CCONJ
cana-3276	249	18	lda	lda	VERB
cana-3276	249	19	algorithms	algorithm	NOUN
cana-3276	249	20	.	.	PUNCT
cana-3276	250	1	three	three	NUM
cana-3276	250	2	measures	measure	NOUN
cana-3276	250	3	,	,	PUNCT
cana-3276	250	4	namely	namely	ADV
cana-3276	250	5	,	,	PUNCT
cana-3276	250	6	time	time	NOUN
cana-3276	250	7	complexity	complexity	NOUN
cana-3276	250	8	,	,	PUNCT
cana-3276	250	9	space	space	NOUN
cana-3276	250	10	complexity	complexity	NOUN
cana-3276	250	11	,	,	PUNCT
cana-3276	250	12	and	and	CCONJ
cana-3276	250	13	scalability	scalability	NOUN
cana-3276	250	14	,	,	PUNCT
cana-3276	250	15	are	be	AUX
cana-3276	250	16	analyzed	analyze	VERB
cana-3276	250	17	for	for	ADP
cana-3276	250	18	all	all	DET
cana-3276	250	19	the	the	DET
cana-3276	250	20	algorithms	algorithm	NOUN
cana-3276	250	21	considered	consider	VERB
cana-3276	250	22	,	,	PUNCT
cana-3276	250	23	leading	lead	VERB
cana-3276	250	24	to	to	ADP
cana-3276	250	25	the	the	DET
cana-3276	250	26	following	follow	VERB
cana-3276	250	27	conclusions	conclusion	NOUN
cana-3276	250	28	.	.	PUNCT
cana-3276	251	1	•	•	NUM
cana-3276	251	2	the	the	DET
cana-3276	251	3	hcfc	hcfc	PROPN
cana-3276	251	4	algorithm	algorithm	NOUN
cana-3276	251	5	has	have	AUX
cana-3276	251	6	shown	show	VERB
cana-3276	251	7	optimized	optimize	VERB
cana-3276	251	8	performance	performance	NOUN
cana-3276	251	9	and	and	CCONJ
cana-3276	251	10	is	be	AUX
cana-3276	251	11	appropriate	appropriate	ADJ
cana-3276	251	12	for	for	ADP
cana-3276	251	13	general	general	ADJ
cana-3276	251	14	topic	topic	NOUN
cana-3276	251	15	detection	detection	NOUN
cana-3276	251	16	,	,	PUNCT
cana-3276	251	17	text	text	NOUN
cana-3276	251	18	classification	classification	NOUN
cana-3276	251	19	,	,	PUNCT
cana-3276	251	20	and	and	CCONJ
cana-3276	251	21	real	real	ADJ
cana-3276	251	22	-	-	PUNCT
cana-3276	251	23	time	time	NOUN
cana-3276	251	24	analysis	analysis	NOUN
cana-3276	251	25	applications	application	NOUN
cana-3276	251	26	.	.	PUNCT
cana-3276	252	1	its	its	PRON
cana-3276	252	2	optimistic	optimistic	ADJ
cana-3276	252	3	characteristics	characteristic	NOUN
cana-3276	252	4	render	render	VERB
cana-3276	252	5	it	it	PRON
cana-3276	252	6	suitable	suitable	ADJ
cana-3276	252	7	for	for	ADP
cana-3276	252	8	applications	application	NOUN
cana-3276	252	9	in	in	ADP
cana-3276	252	10	edge	edge	NOUN
cana-3276	252	11	computing	computing	NOUN
cana-3276	252	12	,	,	PUNCT
cana-3276	252	13	cloud	cloud	NOUN
cana-3276	252	14	computing	computing	NOUN
cana-3276	252	15	,	,	PUNCT
cana-3276	252	16	and	and	CCONJ
cana-3276	252	17	real	real	ADJ
cana-3276	252	18	-	-	PUNCT
cana-3276	252	19	time	time	NOUN
cana-3276	252	20	processing	processing	NOUN
cana-3276	252	21	involving	involve	VERB
cana-3276	252	22	larger	large	ADJ
cana-3276	252	23	datasets	dataset	NOUN
cana-3276	252	24	.	.	PUNCT
cana-3276	253	1	•	•	NUM
cana-3276	253	2	tf	tf	ADJ
cana-3276	253	3	-	-	PUNCT
cana-3276	253	4	idf	idf	PROPN
cana-3276	253	5	exhibits	exhibit	VERB
cana-3276	253	6	significant	significant	ADJ
cana-3276	253	7	time	time	NOUN
cana-3276	253	8	complexity	complexity	NOUN
cana-3276	253	9	while	while	SCONJ
cana-3276	253	10	demonstrating	demonstrate	VERB
cana-3276	253	11	favorable	favorable	ADJ
cana-3276	253	12	space	space	NOUN
cana-3276	253	13	efficiency	efficiency	NOUN
cana-3276	253	14	and	and	CCONJ
cana-3276	253	15	scalability	scalability	NOUN
cana-3276	253	16	.	.	PUNCT
cana-3276	254	1	word	word	NOUN
cana-3276	254	2	embedding	embed	VERB
cana-3276	254	3	establishes	establish	VERB
cana-3276	254	4	high	high	ADJ
cana-3276	254	5	temporal	temporal	ADJ
cana-3276	254	6	efficiency	efficiency	NOUN
cana-3276	254	7	while	while	SCONJ
cana-3276	254	8	maintaining	maintain	VERB
cana-3276	254	9	favorable	favorable	ADJ
cana-3276	254	10	spatial	spatial	ADJ
cana-3276	254	11	complexities	complexity	NOUN
cana-3276	254	12	.	.	PUNCT
cana-3276	255	1	lda	lda	PROPN
cana-3276	255	2	discloses	disclose	VERB
cana-3276	255	3	low	low	ADJ
cana-3276	255	4	time	time	NOUN
cana-3276	255	5	complexity	complexity	NOUN
cana-3276	255	6	,	,	PUNCT
cana-3276	255	7	favorable	favorable	ADJ
cana-3276	255	8	space	space	NOUN
cana-3276	255	9	complexity	complexity	NOUN
cana-3276	255	10	,	,	PUNCT
cana-3276	255	11	and	and	CCONJ
cana-3276	255	12	optimal	optimal	ADJ
cana-3276	255	13	scalability	scalability	NOUN
cana-3276	255	14	.	.	PUNCT
cana-3276	256	1	the	the	DET
cana-3276	256	2	overall	overall	ADJ
cana-3276	256	3	comparative	comparative	ADJ
cana-3276	256	4	analysis	analysis	NOUN
cana-3276	256	5	shows	show	VERB
cana-3276	256	6	that	that	SCONJ
cana-3276	256	7	the	the	DET
cana-3276	256	8	designed	design	VERB
cana-3276	256	9	hcfc	hcfc	PROPN
cana-3276	256	10	algorithm	algorithm	NOUN
cana-3276	256	11	has	have	VERB
cana-3276	256	12	balanced	balance	VERB
cana-3276	256	13	performance	performance	NOUN
cana-3276	256	14	over	over	ADP
cana-3276	256	15	all	all	DET
cana-3276	256	16	the	the	DET
cana-3276	256	17	used	used	ADJ
cana-3276	256	18	metrics	metric	NOUN
cana-3276	256	19	,	,	PUNCT
cana-3276	256	20	efficient	efficient	ADJ
cana-3276	256	21	algorithmic	algorithmic	ADJ
cana-3276	256	22	design	design	NOUN
cana-3276	256	23	,	,	PUNCT
cana-3276	256	24	and	and	CCONJ
cana-3276	256	25	low	low	ADJ
cana-3276	256	26	computational	computational	ADJ
cana-3276	256	27	overhead	overhead	NOUN
cana-3276	256	28	.	.	PUNCT
cana-3276	257	1	the	the	DET
cana-3276	257	2	algorithm	algorithm	NOUN
cana-3276	257	3	can	can	AUX
cana-3276	257	4	be	be	AUX
cana-3276	257	5	applied	apply	VERB
cana-3276	257	6	to	to	ADP
cana-3276	257	7	real	real	ADJ
cana-3276	257	8	-	-	PUNCT
cana-3276	257	9	time	time	NOUN
cana-3276	257	10	processing	processing	NOUN
cana-3276	257	11	like	like	ADP
cana-3276	257	12	chatbot	chatbot	NOUN
cana-3276	257	13	development	development	NOUN
cana-3276	257	14	,	,	PUNCT
cana-3276	257	15	text	text	NOUN
cana-3276	257	16	classification	classification	NOUN
cana-3276	257	17	,	,	PUNCT
cana-3276	257	18	sentimental	sentimental	ADJ
cana-3276	257	19	analysis	analysis	NOUN
cana-3276	257	20	,	,	PUNCT
cana-3276	257	21	and	and	CCONJ
cana-3276	257	22	topic	topic	NOUN
cana-3276	257	23	modeling	modeling	NOUN
cana-3276	257	24	.	.	PUNCT
cana-3276	258	1	vi	vi	X
cana-3276	258	2	.	.	PROPN
cana-3276	258	3	conclusion	conclusion	VERB
cana-3276	258	4	the	the	DET
cana-3276	258	5	present	present	ADJ
cana-3276	258	6	research	research	NOUN
cana-3276	258	7	work	work	NOUN
cana-3276	258	8	developed	develop	VERB
cana-3276	258	9	an	an	DET
cana-3276	258	10	innovative	innovative	ADJ
cana-3276	258	11	algorithm	algorithm	NOUN
cana-3276	258	12	known	know	VERB
cana-3276	258	13	as	as	ADP
cana-3276	258	14	the	the	DET
cana-3276	258	15	hashed	hashed	ADJ
cana-3276	258	16	coherence	coherence	NOUN
cana-3276	258	17	frequency	frequency	NOUN
cana-3276	258	18	calculator	calculator	NOUN
cana-3276	258	19	(	(	PUNCT
cana-3276	258	20	hcfc	hcfc	PROPN
cana-3276	258	21	)	)	PUNCT
cana-3276	258	22	,	,	PUNCT
cana-3276	258	23	which	which	PRON
cana-3276	258	24	serves	serve	VERB
cana-3276	258	25	as	as	ADP
cana-3276	258	26	a	a	DET
cana-3276	258	27	comprehensive	comprehensive	ADJ
cana-3276	258	28	framework	framework	NOUN
cana-3276	258	29	for	for	ADP
cana-3276	258	30	distinguishing	distinguish	VERB
cana-3276	258	31	between	between	ADP
cana-3276	258	32	actionable	actionable	ADJ
cana-3276	258	33	and	and	CCONJ
cana-3276	258	34	non	non	ADJ
cana-3276	258	35	-	-	ADJ
cana-3276	258	36	actionable	actionable	ADJ
cana-3276	258	37	items	item	NOUN
cana-3276	258	38	within	within	ADP
cana-3276	258	39	the	the	DET
cana-3276	258	40	provided	provide	VERB
cana-3276	258	41	data	data	NOUN
cana-3276	258	42	sources	source	NOUN
cana-3276	258	43	.	.	PUNCT
cana-3276	259	1	following	follow	VERB
cana-3276	259	2	the	the	DET
cana-3276	259	3	meticulous	meticulous	ADJ
cana-3276	259	4	design	design	NOUN
cana-3276	259	5	and	and	CCONJ
cana-3276	259	6	execution	execution	NOUN
cana-3276	259	7	of	of	ADP
cana-3276	259	8	the	the	DET
cana-3276	259	9	hcfc	hcfc	NOUN
cana-3276	259	10	alongside	alongside	ADP
cana-3276	259	11	two	two	NUM
cana-3276	259	12	case	case	NOUN
cana-3276	259	13	studies	study	NOUN
cana-3276	259	14	,	,	PUNCT
cana-3276	259	15	the	the	DET
cana-3276	259	16	findings	finding	NOUN
cana-3276	259	17	demonstrated	demonstrate	VERB
cana-3276	259	18	the	the	DET
cana-3276	259	19	effectiveness	effectiveness	NOUN
cana-3276	259	20	of	of	ADP
cana-3276	259	21	the	the	DET
cana-3276	259	22	proposed	propose	VERB
cana-3276	259	23	algorithm	algorithm	NOUN
cana-3276	259	24	in	in	ADP
cana-3276	259	25	distinguishing	distinguish	VERB
cana-3276	259	26	between	between	ADP
cana-3276	259	27	actionable	actionable	ADJ
cana-3276	259	28	and	and	CCONJ
cana-3276	259	29	non	non	ADJ
cana-3276	259	30	-	-	ADJ
cana-3276	259	31	actionable	actionable	ADJ
cana-3276	259	32	insights	insight	NOUN
cana-3276	259	33	.	.	PUNCT
cana-3276	260	1	by	by	ADP
cana-3276	260	2	utilizing	utilize	VERB
cana-3276	260	3	coherence	coherence	NOUN
cana-3276	260	4	frequency	frequency	NOUN
cana-3276	260	5	count	count	NOUN
cana-3276	260	6	and	and	CCONJ
cana-3276	260	7	hashing	hashing	NOUN
cana-3276	260	8	vectorizer	vectorizer	NOUN
cana-3276	260	9	,	,	PUNCT
cana-3276	260	10	hcfc	hcfc	PROPN
cana-3276	260	11	shows	show	VERB
cana-3276	260	12	impressive	impressive	ADJ
cana-3276	260	13	performance	performance	NOUN
cana-3276	260	14	,	,	PUNCT
cana-3276	260	15	and	and	CCONJ
cana-3276	260	16	its	its	PRON
cana-3276	260	17	linear	linear	ADJ
cana-3276	260	18	scalability	scalability	NOUN
cana-3276	260	19	guarantees	guarantee	VERB
cana-3276	260	20	computational	computational	ADJ
cana-3276	260	21	efficiency	efficiency	NOUN
cana-3276	260	22	.	.	PUNCT
cana-3276	261	1	the	the	DET
cana-3276	261	2	comprehensive	comprehensive	ADJ
cana-3276	261	3	result	result	NOUN
cana-3276	261	4	analysis	analysis	NOUN
cana-3276	261	5	indicated	indicate	VERB
cana-3276	261	6	that	that	SCONJ
cana-3276	261	7	the	the	DET
cana-3276	261	8	developed	develop	VERB
cana-3276	261	9	algorithm	algorithm	NOUN
cana-3276	261	10	is	be	AUX
cana-3276	261	11	an	an	DET
cana-3276	261	12	optimal	optimal	ADJ
cana-3276	261	13	solution	solution	NOUN
cana-3276	261	14	for	for	ADP
cana-3276	261	15	applications	application	NOUN
cana-3276	261	16	involving	involve	VERB
cana-3276	261	17	vast	vast	ADJ
cana-3276	261	18	quantities	quantity	NOUN
cana-3276	261	19	of	of	ADP
cana-3276	261	20	data	datum	NOUN
cana-3276	261	21	.	.	PUNCT
cana-3276	262	1	the	the	DET
cana-3276	262	2	work	work	NOUN
cana-3276	262	3	can	can	AUX
cana-3276	262	4	be	be	AUX
cana-3276	262	5	improved	improve	VERB
cana-3276	262	6	by	by	ADP
cana-3276	262	7	incorporating	incorporate	VERB
cana-3276	262	8	essential	essential	ADJ
cana-3276	262	9	dimensionality	dimensionality	NOUN
cana-3276	262	10	reduction	reduction	NOUN
cana-3276	262	11	methods	method	NOUN
cana-3276	262	12	to	to	PART
cana-3276	262	13	enhance	enhance	VERB
cana-3276	262	14	computational	computational	ADJ
cana-3276	262	15	efficiency	efficiency	NOUN
cana-3276	262	16	.	.	PUNCT
cana-3276	263	1	conflict	conflict	NOUN
cana-3276	263	2	of	of	ADP
cana-3276	263	3	interest	interest	NOUN
cana-3276	263	4	:	:	PUNCT
cana-3276	263	5	only	only	ADV
cana-3276	263	6	one	one	NUM
cana-3276	263	7	author	author	NOUN
cana-3276	263	8	is	be	AUX
cana-3276	263	9	involved	involve	VERB
cana-3276	263	10	in	in	ADP
cana-3276	263	11	this	this	DET
cana-3276	263	12	work	work	NOUN
cana-3276	263	13	,	,	PUNCT
cana-3276	263	14	so	so	CCONJ
cana-3276	263	15	there	there	PRON
cana-3276	263	16	is	be	VERB
cana-3276	263	17	no	no	DET
cana-3276	263	18	conflict	conflict	NOUN
cana-3276	263	19	of	of	ADP
cana-3276	263	20	interest	interest	NOUN
cana-3276	263	21	throughout	throughout	ADP
cana-3276	263	22	.	.	PUNCT
cana-3276	264	1	reference	reference	NOUN
cana-3276	264	2	[	[	X
cana-3276	264	3	1	1	NUM
cana-3276	264	4	]	]	X
cana-3276	264	5	sarker	sarker	NOUN
cana-3276	264	6	,	,	PUNCT
cana-3276	264	7	iqbal	iqbal	PROPN
cana-3276	264	8	h.	h.	PROPN
cana-3276	265	1	"	"	PUNCT
cana-3276	265	2	data	datum	NOUN
cana-3276	265	3	science	science	NOUN
cana-3276	265	4	and	and	CCONJ
cana-3276	265	5	analytics	analytic	NOUN
cana-3276	265	6	:	:	PUNCT
cana-3276	265	7	an	an	DET
cana-3276	265	8	overview	overview	NOUN
cana-3276	265	9	from	from	ADP
cana-3276	265	10	data	data	NOUN
cana-3276	265	11	-	-	PUNCT
cana-3276	265	12	driven	drive	VERB
cana-3276	265	13	smart	smart	ADJ
cana-3276	265	14	computing	computing	NOUN
cana-3276	265	15	,	,	PUNCT
cana-3276	265	16	decision	decision	NOUN
cana-3276	265	17	-	-	PUNCT
cana-3276	265	18	making	making	NOUN
cana-3276	265	19	and	and	CCONJ
cana-3276	265	20	communications	communication	NOUN
cana-3276	265	21	on	on	ADP
cana-3276	265	22	applied	apply	VERB
cana-3276	265	23	nonlinear	nonlinear	ADJ
cana-3276	265	24	analysis	analysis	NOUN
cana-3276	265	25	issn	issn	NOUN
cana-3276	265	26	:	:	PUNCT
cana-3276	265	27	1074	1074	NUM
cana-3276	265	28	-	-	PUNCT
cana-3276	265	29	133x	133x	NUM
cana-3276	265	30	vol	vol	NOUN
cana-3276	265	31	32	32	NUM
cana-3276	265	32	no	no	NOUN
cana-3276	265	33	.	.	PUNCT
cana-3276	266	1	6s	6s	NUM
cana-3276	266	2	(	(	PUNCT
cana-3276	266	3	2025	2025	NUM
cana-3276	266	4	)	)	PUNCT
cana-3276	266	5	121	121	NUM
cana-3276	266	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-3276	266	7	applications	application	NOUN
cana-3276	266	8	perspective	perspective	NOUN
cana-3276	266	9	.	.	PUNCT
cana-3276	266	10	"	"	PUNCT
cana-3276	267	1	sn	sn	PROPN
cana-3276	267	2	computer	computer	NOUN
cana-3276	267	3	science	science	NOUN
cana-3276	267	4	2	2	NUM
cana-3276	267	5	,	,	PUNCT
cana-3276	267	6	no	no	INTJ
cana-3276	267	7	.	.	NOUN
cana-3276	267	8	5	5	NUM
cana-3276	267	9	(	(	PUNCT
cana-3276	267	10	2021	2021	NUM
cana-3276	267	11	):	):	PUNCT
cana-3276	267	12	377	377	NUM
cana-3276	267	13	.	.	PUNCT
cana-3276	268	1	[	[	X
cana-3276	268	2	2	2	NUM
cana-3276	268	3	]	]	SYM
cana-3276	268	4	kruspe	kruspe	NOUN
cana-3276	268	5	,	,	PUNCT
cana-3276	268	6	anna	anna	PROPN
cana-3276	268	7	,	,	PUNCT
cana-3276	268	8	jens	jen	NOUN
cana-3276	268	9	kersten	kersten	VERB
cana-3276	268	10	,	,	PUNCT
cana-3276	268	11	and	and	CCONJ
cana-3276	268	12	friederike	friederike	PROPN
cana-3276	268	13	klan	klan	PROPN
cana-3276	268	14	.	.	PUNCT
cana-3276	269	1	"	"	PUNCT
cana-3276	269	2	detection	detection	NOUN
cana-3276	269	3	of	of	ADP
cana-3276	269	4	actionable	actionable	ADJ
cana-3276	269	5	tweets	tweet	NOUN
cana-3276	269	6	in	in	ADP
cana-3276	269	7	crisis	crisis	NOUN
cana-3276	269	8	events	event	NOUN
cana-3276	269	9	.	.	PUNCT
cana-3276	269	10	"	"	PUNCT
cana-3276	270	1	natural	natural	ADJ
cana-3276	270	2	hazards	hazard	NOUN
cana-3276	270	3	and	and	CCONJ
cana-3276	270	4	earth	earth	NOUN
cana-3276	270	5	system	system	NOUN
cana-3276	270	6	sciences	science	NOUN
cana-3276	270	7	21	21	NUM
cana-3276	270	8	,	,	PUNCT
cana-3276	270	9	no	no	INTJ
cana-3276	270	10	.	.	NOUN
cana-3276	270	11	6	6	NUM
cana-3276	270	12	(	(	PUNCT
cana-3276	270	13	2021	2021	NUM
cana-3276	270	14	):	):	PUNCT
cana-3276	270	15	1825	1825	NUM
cana-3276	270	16	-	-	SYM
cana-3276	270	17	1845	1845	NUM
cana-3276	270	18	.	.	PUNCT
cana-3276	271	1	[	[	X
cana-3276	271	2	3	3	NUM
cana-3276	271	3	]	]	X
cana-3276	271	4	khan	khan	PROPN
cana-3276	271	5	,	,	PUNCT
cana-3276	271	6	roman	roman	PROPN
cana-3276	271	7	,	,	PUNCT
cana-3276	271	8	muhammad	muhammad	PROPN
cana-3276	271	9	usman	usman	PROPN
cana-3276	271	10	,	,	PUNCT
cana-3276	271	11	and	and	CCONJ
cana-3276	271	12	muhammad	muhammad	PROPN
cana-3276	271	13	moinuddin	moinuddin	PROPN
cana-3276	271	14	.	.	PUNCT
cana-3276	272	1	"	"	PUNCT
cana-3276	272	2	from	from	ADP
cana-3276	272	3	raw	raw	ADJ
cana-3276	272	4	data	datum	NOUN
cana-3276	272	5	to	to	ADP
cana-3276	272	6	actionable	actionable	ADJ
cana-3276	272	7	insights	insight	NOUN
cana-3276	272	8	:	:	PUNCT
cana-3276	272	9	navigating	navigate	VERB
cana-3276	272	10	the	the	DET
cana-3276	272	11	world	world	NOUN
cana-3276	272	12	of	of	ADP
cana-3276	272	13	data	datum	NOUN
cana-3276	272	14	analytics	analytic	NOUN
cana-3276	272	15	.	.	PUNCT
cana-3276	272	16	"	"	PUNCT
cana-3276	273	1	international	international	ADJ
cana-3276	273	2	journal	journal	NOUN
cana-3276	273	3	of	of	ADP
cana-3276	273	4	advanced	advanced	ADJ
cana-3276	273	5	engineering	engineering	NOUN
cana-3276	273	6	technologies	technology	NOUN
cana-3276	273	7	and	and	CCONJ
cana-3276	273	8	innovations	innovation	NOUN
cana-3276	273	9	1	1	NUM
cana-3276	273	10	,	,	PUNCT
cana-3276	273	11	no	no	INTJ
cana-3276	273	12	.	.	NOUN
cana-3276	273	13	4	4	NUM
cana-3276	273	14	(	(	PUNCT
cana-3276	273	15	2024	2024	NUM
cana-3276	273	16	):	):	PUNCT
cana-3276	273	17	142	142	NUM
cana-3276	273	18	-	-	SYM
cana-3276	273	19	166	166	NUM
cana-3276	273	20	.	.	PUNCT
cana-3276	274	1	[	[	X
cana-3276	274	2	4	4	NUM
cana-3276	274	3	]	]	X
cana-3276	274	4	nivedhaa	nivedhaa	NOUN
cana-3276	274	5	,	,	PUNCT
cana-3276	274	6	n.	n.	NOUN
cana-3276	274	7	"	"	PUNCT
cana-3276	274	8	from	from	ADP
cana-3276	274	9	raw	raw	ADJ
cana-3276	274	10	data	datum	NOUN
cana-3276	274	11	to	to	ADP
cana-3276	274	12	actionable	actionable	ADJ
cana-3276	274	13	insights	insight	NOUN
cana-3276	274	14	:	:	PUNCT
cana-3276	274	15	a	a	DET
cana-3276	274	16	holistic	holistic	ADJ
cana-3276	274	17	survey	survey	NOUN
cana-3276	274	18	of	of	ADP
cana-3276	274	19	data	datum	NOUN
cana-3276	274	20	science	science	NOUN
cana-3276	274	21	processes	process	NOUN
cana-3276	274	22	.	.	PUNCT
cana-3276	274	23	"	"	PUNCT
cana-3276	274	24	international	international	ADJ
cana-3276	274	25	journal	journal	NOUN
cana-3276	274	26	of	of	ADP
cana-3276	274	27	data	data	PROPN
cana-3276	274	28	science	science	NOUN
cana-3276	274	29	(	(	PUNCT
cana-3276	274	30	ijds	ijds	PROPN
cana-3276	274	31	)	)	PUNCT
cana-3276	274	32	1	1	NUM
cana-3276	274	33	,	,	PUNCT
cana-3276	274	34	no	no	INTJ
cana-3276	274	35	.	.	NOUN
cana-3276	274	36	1	1	NUM
cana-3276	274	37	(	(	PUNCT
cana-3276	274	38	2024	2024	NUM
cana-3276	274	39	):	):	PUNCT
cana-3276	274	40	1	1	NUM
cana-3276	274	41	-	-	SYM
cana-3276	274	42	16	16	NUM
cana-3276	274	43	.	.	PUNCT
cana-3276	275	1	[	[	X
cana-3276	275	2	5	5	NUM
cana-3276	275	3	]	]	SYM
cana-3276	275	4	mccreadie	mccreadie	NOUN
cana-3276	275	5	,	,	PUNCT
cana-3276	275	6	richard	richard	PROPN
cana-3276	275	7	,	,	PUNCT
cana-3276	275	8	cody	cody	NOUN
cana-3276	275	9	buntain	buntain	VERB
cana-3276	275	10	,	,	PUNCT
cana-3276	275	11	and	and	CCONJ
cana-3276	275	12	ian	ian	PROPN
cana-3276	275	13	soboroff	soboroff	NOUN
cana-3276	275	14	.	.	PUNCT
cana-3276	276	1	"	"	PUNCT
cana-3276	276	2	incident	incident	NOUN
cana-3276	276	3	streams	stream	NOUN
cana-3276	276	4	2019	2019	NUM
cana-3276	276	5	:	:	PUNCT
cana-3276	276	6	actionable	actionable	ADJ
cana-3276	276	7	insights	insight	NOUN
cana-3276	276	8	and	and	CCONJ
cana-3276	276	9	how	how	SCONJ
cana-3276	276	10	to	to	PART
cana-3276	276	11	find	find	VERB
cana-3276	276	12	them	they	PRON
cana-3276	276	13	.	.	PUNCT
cana-3276	276	14	"	"	PUNCT
cana-3276	277	1	(	(	PUNCT
cana-3276	277	2	2020	2020	NUM
cana-3276	277	3	):	):	PUNCT
cana-3276	277	4	744	744	NUM
cana-3276	277	5	-	-	SYM
cana-3276	277	6	760	760	NUM
cana-3276	277	7	.	.	PUNCT
cana-3276	278	1	[	[	X
cana-3276	278	2	6	6	NUM
cana-3276	278	3	]	]	X
cana-3276	278	4	jansen	jansen	PROPN
cana-3276	278	5	,	,	PUNCT
cana-3276	278	6	bernard	bernard	PROPN
cana-3276	278	7	j.	j.	PROPN
cana-3276	278	8	,	,	PUNCT
cana-3276	278	9	joni	joni	PROPN
cana-3276	278	10	o.	o.	PROPN
cana-3276	278	11	salminen	salminen	PROPN
cana-3276	278	12	,	,	PUNCT
cana-3276	278	13	and	and	CCONJ
cana-3276	278	14	soon	soon	ADV
cana-3276	278	15	-	-	PUNCT
cana-3276	278	16	gyo	gyo	NOUN
cana-3276	278	17	jung	jung	NOUN
cana-3276	278	18	.	.	PUNCT
cana-3276	279	1	"	"	PUNCT
cana-3276	279	2	data	data	NOUN
cana-3276	279	3	-	-	PUNCT
cana-3276	279	4	driven	drive	VERB
cana-3276	279	5	personas	persona	NOUN
cana-3276	279	6	for	for	ADP
cana-3276	279	7	enhanced	enhanced	ADJ
cana-3276	279	8	user	user	NOUN
cana-3276	279	9	understanding	understanding	NOUN
cana-3276	279	10	:	:	PUNCT
cana-3276	279	11	combining	combine	VERB
cana-3276	279	12	empathy	empathy	NOUN
cana-3276	279	13	with	with	ADP
cana-3276	279	14	rationality	rationality	NOUN
cana-3276	279	15	for	for	ADP
cana-3276	279	16	better	well	ADJ
cana-3276	279	17	insights	insight	NOUN
cana-3276	279	18	to	to	ADP
cana-3276	279	19	analytics	analytic	NOUN
cana-3276	279	20	.	.	PUNCT
cana-3276	279	21	"	"	PUNCT
cana-3276	280	1	data	datum	NOUN
cana-3276	280	2	and	and	CCONJ
cana-3276	280	3	information	information	NOUN
cana-3276	280	4	management	management	NOUN
cana-3276	280	5	4	4	NUM
cana-3276	280	6	,	,	PUNCT
cana-3276	280	7	no	no	INTJ
cana-3276	280	8	.	.	NOUN
cana-3276	280	9	1	1	NUM
cana-3276	280	10	(	(	PUNCT
cana-3276	280	11	2020	2020	NUM
cana-3276	280	12	):	):	PUNCT
cana-3276	280	13	1	1	NUM
cana-3276	280	14	-	-	SYM
cana-3276	280	15	17	17	NUM
cana-3276	280	16	.	.	PUNCT
cana-3276	281	1	[	[	X
cana-3276	281	2	7	7	NUM
cana-3276	281	3	]	]	X
cana-3276	281	4	bogatu	bogatu	NOUN
cana-3276	281	5	,	,	PUNCT
cana-3276	281	6	alex	alex	PROPN
cana-3276	281	7	,	,	PUNCT
cana-3276	281	8	alvaro	alvaro	PROPN
cana-3276	281	9	aa	aa	PROPN
cana-3276	281	10	fernandes	fernandes	PROPN
cana-3276	281	11	,	,	PUNCT
cana-3276	281	12	norman	norman	PROPN
cana-3276	281	13	w.	w.	PROPN
cana-3276	281	14	paton	paton	PROPN
cana-3276	281	15	,	,	PUNCT
cana-3276	281	16	and	and	CCONJ
cana-3276	281	17	nikolaos	nikolaos	PROPN
cana-3276	281	18	konstantinou	konstantinou	PROPN
cana-3276	281	19	.	.	PUNCT
cana-3276	282	1	"	"	PUNCT
cana-3276	282	2	dataset	dataset	VERB
cana-3276	282	3	discovery	discovery	NOUN
cana-3276	282	4	in	in	ADP
cana-3276	282	5	data	datum	NOUN
cana-3276	282	6	lakes	lake	NOUN
cana-3276	282	7	.	.	PUNCT
cana-3276	282	8	"	"	PUNCT
cana-3276	283	1	in	in	ADP
cana-3276	283	2	2020	2020	NUM
cana-3276	283	3	ieee	ieee	NOUN
cana-3276	283	4	36th	36th	ADJ
cana-3276	283	5	international	international	ADJ
cana-3276	283	6	conference	conference	NOUN
cana-3276	283	7	on	on	ADP
cana-3276	283	8	data	datum	NOUN
cana-3276	283	9	engineering	engineering	NOUN
cana-3276	283	10	(	(	PUNCT
cana-3276	283	11	icde	icde	PROPN
cana-3276	283	12	)	)	PUNCT
cana-3276	283	13	,	,	PUNCT
cana-3276	283	14	pp	pp	ADP
cana-3276	283	15	.	.	PUNCT
cana-3276	284	1	709	709	NUM
cana-3276	284	2	-	-	SYM
cana-3276	284	3	720	720	NUM
cana-3276	284	4	.	.	PUNCT
cana-3276	285	1	ieee	ieee	NOUN
cana-3276	285	2	,	,	PUNCT
cana-3276	285	3	2020	2020	NUM
cana-3276	285	4	.	.	PUNCT
cana-3276	286	1	[	[	X
cana-3276	286	2	8	8	NUM
cana-3276	286	3	]	]	X
cana-3276	286	4	kumar	kumar	PROPN
cana-3276	286	5	,	,	PUNCT
cana-3276	286	6	s.	s.	PROPN
cana-3276	286	7	,	,	PUNCT
cana-3276	286	8	sharma	sharma	PROPN
cana-3276	286	9	,	,	PUNCT
cana-3276	286	10	a.	a.	NOUN
cana-3276	286	11	,	,	PUNCT
cana-3276	286	12	and	and	CCONJ
cana-3276	286	13	singh	singh	PROPN
cana-3276	286	14	,	,	PUNCT
cana-3276	286	15	h.	h.	NOUN
cana-3276	286	16	"	"	PUNCT
cana-3276	286	17	machine	machine	NOUN
cana-3276	286	18	learning	learn	VERB
cana-3276	286	19	for	for	ADP
cana-3276	286	20	business	business	NOUN
cana-3276	286	21	analytics	analytic	NOUN
cana-3276	286	22	:	:	PUNCT
cana-3276	286	23	a	a	DET
cana-3276	286	24	review	review	NOUN
cana-3276	286	25	.	.	PUNCT
cana-3276	286	26	"	"	PUNCT
cana-3276	287	1	journal	journal	NOUN
cana-3276	287	2	of	of	ADP
cana-3276	287	3	business	business	NOUN
cana-3276	287	4	analytics	analytic	NOUN
cana-3276	287	5	3	3	NUM
cana-3276	287	6	,	,	PUNCT
cana-3276	287	7	no	no	INTJ
cana-3276	287	8	.	.	NOUN
cana-3276	287	9	1	1	NUM
cana-3276	287	10	(	(	PUNCT
cana-3276	287	11	2020	2020	NUM
cana-3276	287	12	):	):	PUNCT
cana-3276	287	13	1	1	NUM
cana-3276	287	14	-	-	SYM
cana-3276	287	15	12	12	NUM
cana-3276	287	16	.	.	PUNCT
cana-3276	288	1	[	[	X
cana-3276	288	2	9	9	NUM
cana-3276	288	3	]	]	PUNCT
cana-3276	288	4	narne	narne	VERB
cana-3276	288	5	,	,	PUNCT
cana-3276	288	6	harish	harish	PROPN
cana-3276	288	7	.	.	PUNCT
cana-3276	289	1	"	"	PUNCT
cana-3276	289	2	ai	ai	VERB
cana-3276	289	3	-	-	PUNCT
cana-3276	289	4	driven	drive	VERB
cana-3276	289	5	data	datum	NOUN
cana-3276	289	6	analytics	analytic	NOUN
cana-3276	289	7	transforming	transform	VERB
cana-3276	289	8	big	big	ADJ
cana-3276	289	9	data	datum	NOUN
cana-3276	289	10	into	into	ADP
cana-3276	289	11	actionable	actionable	ADJ
cana-3276	289	12	insights	insight	NOUN
cana-3276	289	13	.	.	PUNCT
cana-3276	289	14	"	"	PUNCT
cana-3276	290	1	international	international	ADJ
cana-3276	290	2	journal	journal	NOUN
cana-3276	290	3	of	of	ADP
cana-3276	290	4	artificial	artificial	ADJ
cana-3276	290	5	intelligence	intelligence	NOUN
cana-3276	290	6	&	&	CCONJ
cana-3276	290	7	machine	machine	NOUN
cana-3276	290	8	learning	learning	NOUN
cana-3276	290	9	(	(	PUNCT
cana-3276	290	10	ijaiml	ijaiml	NOUN
cana-3276	290	11	)	)	PUNCT
cana-3276	290	12	2	2	NUM
cana-3276	290	13	,	,	PUNCT
cana-3276	290	14	no	no	INTJ
cana-3276	290	15	.	.	NOUN
cana-3276	290	16	01	01	NUM
cana-3276	290	17	(	(	PUNCT
cana-3276	290	18	2023	2023	NUM
cana-3276	290	19	):	):	PUNCT
cana-3276	290	20	142	142	NUM
cana-3276	290	21	-	-	SYM
cana-3276	290	22	154	154	NUM
cana-3276	290	23	.	.	PUNCT
cana-3276	291	1	[	[	X
cana-3276	291	2	10	10	NUM
cana-3276	291	3	]	]	PUNCT
cana-3276	291	4	shollo	shollo	PROPN
cana-3276	291	5	,	,	PUNCT
cana-3276	291	6	arisa	arisa	NOUN
cana-3276	291	7	,	,	PUNCT
cana-3276	291	8	and	and	CCONJ
cana-3276	291	9	robert	robert	PROPN
cana-3276	291	10	d.	d.	PROPN
cana-3276	291	11	galliers	gallier	NOUN
cana-3276	291	12	.	.	PUNCT
cana-3276	292	1	"	"	PUNCT
cana-3276	292	2	constructing	construct	VERB
cana-3276	292	3	actionable	actionable	ADJ
cana-3276	292	4	insights	insight	NOUN
cana-3276	292	5	:	:	PUNCT
cana-3276	292	6	the	the	DET
cana-3276	292	7	missing	miss	VERB
cana-3276	292	8	link	link	NOUN
cana-3276	292	9	between	between	ADP
cana-3276	292	10	data	datum	NOUN
cana-3276	292	11	,	,	PUNCT
cana-3276	292	12	artificial	artificial	ADJ
cana-3276	292	13	intelligence	intelligence	NOUN
cana-3276	292	14	,	,	PUNCT
cana-3276	292	15	and	and	CCONJ
cana-3276	292	16	organizational	organizational	ADJ
cana-3276	292	17	decision	decision	NOUN
cana-3276	292	18	-	-	PUNCT
cana-3276	292	19	making	making	NOUN
cana-3276	292	20	.	.	PUNCT
cana-3276	292	21	"	"	PUNCT
cana-3276	293	1	in	in	ADP
cana-3276	293	2	research	research	NOUN
cana-3276	293	3	handbook	handbook	NOUN
cana-3276	293	4	on	on	ADP
cana-3276	293	5	artificial	artificial	ADJ
cana-3276	293	6	intelligence	intelligence	NOUN
cana-3276	293	7	and	and	CCONJ
cana-3276	293	8	decision	decision	NOUN
cana-3276	293	9	making	making	NOUN
cana-3276	293	10	in	in	ADP
cana-3276	293	11	organizations	organization	NOUN
cana-3276	293	12	,	,	PUNCT
cana-3276	293	13	pp	pp	ADP
cana-3276	293	14	.	.	PUNCT
cana-3276	293	15	195	195	NUM
cana-3276	293	16	-	-	PUNCT
cana-3276	293	17	213	213	NUM
cana-3276	293	18	.	.	PUNCT
cana-3276	293	19	edward	edward	PROPN
cana-3276	293	20	elgar	elgar	PROPN
cana-3276	293	21	publishing	publishing	PROPN
cana-3276	293	22	,	,	PUNCT
cana-3276	293	23	2024	2024	NUM
cana-3276	293	24	.	.	PUNCT
cana-3276	294	1	[	[	X
cana-3276	294	2	11	11	NUM
cana-3276	294	3	]	]	SYM
cana-3276	294	4	coussement	coussement	NOUN
cana-3276	294	5	,	,	PUNCT
cana-3276	294	6	kristof	kristof	NOUN
cana-3276	294	7	,	,	PUNCT
cana-3276	294	8	and	and	CCONJ
cana-3276	294	9	dries	dry	NOUN
cana-3276	294	10	f.	f.	PROPN
cana-3276	294	11	benoit	benoit	PROPN
cana-3276	294	12	.	.	PUNCT
cana-3276	295	1	"	"	PUNCT
cana-3276	295	2	interpretable	interpretable	ADJ
cana-3276	295	3	data	datum	NOUN
cana-3276	295	4	science	science	NOUN
cana-3276	295	5	for	for	ADP
cana-3276	295	6	decision	decision	NOUN
cana-3276	295	7	making	making	NOUN
cana-3276	295	8	.	.	PUNCT
cana-3276	295	9	"	"	PUNCT
cana-3276	296	1	decision	decision	NOUN
cana-3276	296	2	support	support	NOUN
cana-3276	296	3	systems	system	NOUN
cana-3276	296	4	150	150	NUM
cana-3276	296	5	(	(	PUNCT
cana-3276	296	6	2021	2021	NUM
cana-3276	296	7	):	):	PUNCT
cana-3276	296	8	113664	113664	NUM
cana-3276	296	9	.	.	PUNCT
cana-3276	297	1	[	[	X
cana-3276	297	2	12	12	NUM
cana-3276	297	3	]	]	X
cana-3276	297	4	luz	luz	NOUN
cana-3276	297	5	,	,	PUNCT
cana-3276	297	6	ayuns	ayun	NOUN
cana-3276	297	7	,	,	PUNCT
cana-3276	297	8	and	and	CCONJ
cana-3276	297	9	godwin	godwin	PROPN
cana-3276	297	10	olaoye	olaoye	NOUN
cana-3276	297	11	.	.	PUNCT
cana-3276	298	1	leveraging	leverage	VERB
cana-3276	298	2	data	datum	NOUN
cana-3276	298	3	for	for	ADP
cana-3276	298	4	actionable	actionable	ADJ
cana-3276	298	5	insights	insight	NOUN
cana-3276	298	6	and	and	CCONJ
cana-3276	298	7	engagement	engagement	NOUN
cana-3276	298	8	strategies	strategy	NOUN
cana-3276	298	9	.	.	PUNCT
cana-3276	299	1	no	no	INTJ
cana-3276	299	2	.	.	NOUN
cana-3276	300	1	13218	13218	NUM
cana-3276	300	2	.	.	PUNCT
cana-3276	301	1	easychair	easychair	ADJ
cana-3276	301	2	,	,	PUNCT
cana-3276	301	3	2024	2024	NUM
cana-3276	301	4	.	.	PUNCT
cana-3276	302	1	[	[	X
cana-3276	302	2	13	13	NUM
cana-3276	302	3	]	]	PUNCT
cana-3276	302	4	gabelaia	gabelaia	PROPN
cana-3276	302	5	,	,	PUNCT
cana-3276	302	6	ioseb	ioseb	NOUN
cana-3276	302	7	.	.	PUNCT
cana-3276	303	1	"	"	PUNCT
cana-3276	303	2	the	the	DET
cana-3276	303	3	use	use	NOUN
cana-3276	303	4	of	of	ADP
cana-3276	303	5	artificial	artificial	ADJ
cana-3276	303	6	intelligence	intelligence	NOUN
cana-3276	303	7	to	to	PART
cana-3276	303	8	convert	convert	VERB
cana-3276	303	9	social	social	ADJ
cana-3276	303	10	media	medium	NOUN
cana-3276	303	11	data	datum	NOUN
cana-3276	303	12	into	into	ADP
cana-3276	303	13	actionable	actionable	ADJ
cana-3276	303	14	insights	insight	NOUN
cana-3276	303	15	.	.	PUNCT
cana-3276	303	16	"	"	PUNCT
cana-3276	303	17	in	in	ADP
cana-3276	303	18	international	international	ADJ
cana-3276	303	19	conference	conference	NOUN
cana-3276	303	20	on	on	ADP
cana-3276	303	21	reliability	reliability	NOUN
cana-3276	303	22	and	and	CCONJ
cana-3276	303	23	statistics	statistic	NOUN
cana-3276	303	24	in	in	ADP
cana-3276	303	25	transportation	transportation	NOUN
cana-3276	303	26	and	and	CCONJ
cana-3276	303	27	communication	communication	NOUN
cana-3276	303	28	,	,	PUNCT
cana-3276	303	29	pp	pp	ADJ
cana-3276	303	30	.	.	PUNCT
cana-3276	304	1	167	167	NUM
cana-3276	304	2	-	-	SYM
cana-3276	304	3	178	178	NUM
cana-3276	304	4	.	.	PUNCT
cana-3276	305	1	cham	cham	PROPN
cana-3276	305	2	:	:	PUNCT
cana-3276	305	3	springer	springer	NOUN
cana-3276	305	4	nature	nature	PROPN
cana-3276	305	5	switzerland	switzerland	PROPN
cana-3276	305	6	,	,	PUNCT
cana-3276	305	7	2023	2023	NUM
cana-3276	305	8	.	.	PUNCT
cana-3276	306	1	[	[	X
cana-3276	306	2	14	14	NUM
cana-3276	306	3	]	]	X
cana-3276	306	4	patel	patel	PROPN
cana-3276	306	5	,	,	PUNCT
cana-3276	306	6	priya	priya	PROPN
cana-3276	306	7	,	,	PUNCT
cana-3276	306	8	and	and	CCONJ
cana-3276	306	9	sumit	sumit	PROPN
cana-3276	306	10	gahletia	gahletia	PROPN
cana-3276	306	11	.	.	PUNCT
cana-3276	307	1	"	"	PUNCT
cana-3276	307	2	deriving	derive	VERB
cana-3276	307	3	actionable	actionable	ADJ
cana-3276	307	4	insights	insight	NOUN
cana-3276	307	5	from	from	ADP
cana-3276	307	6	big	big	ADJ
cana-3276	307	7	data	datum	NOUN
cana-3276	307	8	to	to	PART
cana-3276	307	9	enhance	enhance	VERB
cana-3276	307	10	customer	customer	NOUN
cana-3276	307	11	experiences	experience	NOUN
cana-3276	307	12	across	across	ADP
cana-3276	307	13	the	the	DET
cana-3276	307	14	consumer	consumer	NOUN
cana-3276	307	15	journey	journey	NOUN
cana-3276	307	16	.	.	PUNCT
cana-3276	307	17	"	"	PUNCT
cana-3276	308	1	international	international	ADJ
cana-3276	308	2	journal	journal	NOUN
cana-3276	308	3	of	of	ADP
cana-3276	308	4	responsible	responsible	ADJ
cana-3276	308	5	artificial	artificial	ADJ
cana-3276	308	6	intelligence	intelligence	NOUN
cana-3276	308	7	10	10	NUM
cana-3276	308	8	,	,	PUNCT
cana-3276	308	9	no	no	INTJ
cana-3276	308	10	.	.	NOUN
cana-3276	308	11	8	8	NUM
cana-3276	308	12	(	(	PUNCT
cana-3276	308	13	2020	2020	NUM
cana-3276	308	14	):	):	PUNCT
cana-3276	308	15	1	1	NUM
cana-3276	308	16	-	-	SYM
cana-3276	308	17	9	9	NUM
cana-3276	308	18	.	.	PUNCT
cana-3276	309	1	[	[	X
cana-3276	309	2	15	15	NUM
cana-3276	309	3	]	]	X
cana-3276	309	4	rao	rao	PROPN
cana-3276	309	5	,	,	PUNCT
cana-3276	309	6	a.	a.	PROPN
cana-3276	309	7	suresh	suresh	PROPN
cana-3276	309	8	,	,	PUNCT
cana-3276	309	9	b.	b.	PROPN
cana-3276	309	10	vishnu	vishnu	PROPN
cana-3276	309	11	vardhan	vardhan	PROPN
cana-3276	309	12	,	,	PUNCT
cana-3276	309	13	and	and	CCONJ
cana-3276	309	14	hafeezuddin	hafeezuddin	NOUN
cana-3276	309	15	shaik	shaik	NOUN
cana-3276	309	16	.	.	PUNCT
cana-3276	310	1	"	"	PUNCT
cana-3276	310	2	role	role	NOUN
cana-3276	310	3	of	of	ADP
cana-3276	310	4	exploratory	exploratory	ADJ
cana-3276	310	5	data	datum	NOUN
cana-3276	310	6	analysis	analysis	NOUN
cana-3276	310	7	in	in	ADP
cana-3276	310	8	data	data	NOUN
cana-3276	310	9	science	science	NOUN
cana-3276	310	10	.	.	PUNCT
cana-3276	310	11	"	"	PUNCT
cana-3276	311	1	in	in	ADP
cana-3276	311	2	2021	2021	NUM
cana-3276	311	3	6th	6th	ADJ
cana-3276	311	4	international	international	ADJ
cana-3276	311	5	conference	conference	NOUN
cana-3276	311	6	on	on	ADP
cana-3276	311	7	communication	communication	NOUN
cana-3276	311	8	and	and	CCONJ
cana-3276	311	9	electronics	electronic	NOUN
cana-3276	311	10	systems	system	NOUN
cana-3276	311	11	(	(	PUNCT
cana-3276	311	12	icces	icce	NOUN
cana-3276	311	13	)	)	PUNCT
cana-3276	311	14	,	,	PUNCT
cana-3276	311	15	pp	pp	ADJ
cana-3276	311	16	.	.	PUNCT
cana-3276	312	1	1457	1457	NUM
cana-3276	312	2	-	-	SYM
cana-3276	312	3	1461	1461	NUM
cana-3276	312	4	.	.	PUNCT
cana-3276	313	1	ieee	ieee	NOUN
cana-3276	313	2	,	,	PUNCT
cana-3276	313	3	2021	2021	NUM
cana-3276	313	4	.	.	PUNCT
cana-3276	314	1	[	[	X
cana-3276	314	2	16	16	NUM
cana-3276	314	3	]	]	X
cana-3276	314	4	hullman	hullman	PROPN
cana-3276	314	5	,	,	PUNCT
cana-3276	314	6	jessica	jessica	PROPN
cana-3276	314	7	,	,	PUNCT
cana-3276	314	8	and	and	CCONJ
cana-3276	314	9	andrew	andrew	PROPN
cana-3276	314	10	gelman	gelman	PROPN
cana-3276	314	11	.	.	PUNCT
cana-3276	315	1	"	"	PUNCT
cana-3276	315	2	designing	design	VERB
cana-3276	315	3	for	for	ADP
cana-3276	315	4	interactive	interactive	ADJ
cana-3276	315	5	exploratory	exploratory	ADJ
cana-3276	315	6	data	datum	NOUN
cana-3276	315	7	analysis	analysis	NOUN
cana-3276	315	8	requires	require	VERB
cana-3276	315	9	theories	theory	NOUN
cana-3276	315	10	of	of	ADP
cana-3276	315	11	graphical	graphical	ADJ
cana-3276	315	12	inference	inference	NOUN
cana-3276	315	13	.	.	PUNCT
cana-3276	315	14	"	"	PUNCT
cana-3276	316	1	harvard	harvard	PROPN
cana-3276	316	2	data	data	PROPN
cana-3276	316	3	science	science	PROPN
cana-3276	316	4	review	review	PROPN
cana-3276	316	5	3	3	NUM
cana-3276	316	6	,	,	PUNCT
cana-3276	316	7	no	no	INTJ
cana-3276	316	8	.	.	NOUN
cana-3276	316	9	3	3	NUM
cana-3276	316	10	(	(	PUNCT
cana-3276	316	11	2021	2021	NUM
cana-3276	316	12	):	):	PUNCT
cana-3276	316	13	10	10	NUM
cana-3276	316	14	-	-	SYM
cana-3276	316	15	1162	1162	NUM
cana-3276	316	16	.	.	PUNCT
cana-3276	317	1	[	[	X
cana-3276	317	2	17	17	NUM
cana-3276	317	3	]	]	X
cana-3276	317	4	manju	manju	PROPN
cana-3276	317	5	,	,	PUNCT
cana-3276	317	6	m.	m.	PROPN
cana-3276	317	7	k.	k.	PROPN
cana-3276	317	8	,	,	PUNCT
cana-3276	317	9	abin	abin	PROPN
cana-3276	317	10	oommen	oommen	PROPN
cana-3276	317	11	philip	philip	PROPN
cana-3276	317	12	,	,	PUNCT
cana-3276	317	13	and	and	CCONJ
cana-3276	317	14	m.	m.	NOUN
cana-3276	317	15	u.	u.	PROPN
cana-3276	317	16	sreeja	sreeja	PROPN
cana-3276	317	17	.	.	PUNCT
cana-3276	318	1	"	"	PUNCT
cana-3276	318	2	exploratory	exploratory	ADJ
cana-3276	318	3	data	data	NOUN
cana-3276	318	4	analysis	analysis	NOUN
cana-3276	318	5	of	of	ADP
cana-3276	318	6	indian	indian	ADJ
cana-3276	318	7	premier	premier	PROPN
cana-3276	318	8	league	league	PROPN
cana-3276	318	9	(	(	PUNCT
cana-3276	318	10	ipl	ipl	PROPN
cana-3276	318	11	)	)	PUNCT
cana-3276	318	12	.	.	PUNCT
cana-3276	318	13	"	"	PUNCT
cana-3276	319	1	in	in	ADP
cana-3276	319	2	aip	aip	PROPN
cana-3276	319	3	conference	conference	NOUN
cana-3276	319	4	proceedings	proceeding	NOUN
cana-3276	319	5	,	,	PUNCT
cana-3276	319	6	vol	vol	NOUN
cana-3276	319	7	.	.	PROPN
cana-3276	319	8	2773	2773	NUM
cana-3276	319	9	,	,	PUNCT
cana-3276	319	10	no	no	INTJ
cana-3276	319	11	.	.	NOUN
cana-3276	319	12	1	1	X
cana-3276	319	13	.	.	X
cana-3276	319	14	aip	aip	PROPN
cana-3276	319	15	publishing	publishing	NOUN
cana-3276	319	16	,	,	PUNCT
cana-3276	319	17	2023	2023	NUM
cana-3276	319	18	.	.	PUNCT
cana-3276	320	1	[	[	X
cana-3276	320	2	18	18	NUM
cana-3276	320	3	]	]	X
cana-3276	320	4	badmus	badmus	NOUN
cana-3276	320	5	,	,	PUNCT
cana-3276	320	6	oluwaseun	oluwaseun	PROPN
cana-3276	320	7	,	,	PUNCT
cana-3276	320	8	shahab	shahab	PROPN
cana-3276	320	9	anas	anas	PROPN
cana-3276	320	10	rajput	rajput	PROPN
cana-3276	320	11	,	,	PUNCT
cana-3276	320	12	john	john	PROPN
cana-3276	320	13	babatope	babatope	PROPN
cana-3276	320	14	arogundade	arogundade	PROPN
cana-3276	320	15	,	,	PUNCT
cana-3276	320	16	and	and	CCONJ
cana-3276	320	17	mosope	mosope	PROPN
cana-3276	320	18	williams	williams	PROPN
cana-3276	320	19	.	.	PUNCT
cana-3276	321	1	"	"	PUNCT
cana-3276	321	2	ai	ai	VERB
cana-3276	321	3	-	-	PUNCT
cana-3276	321	4	driven	drive	VERB
cana-3276	321	5	business	business	NOUN
cana-3276	321	6	analytics	analytic	NOUN
cana-3276	321	7	and	and	CCONJ
cana-3276	321	8	decision	decision	NOUN
cana-3276	321	9	making	making	NOUN
cana-3276	321	10	.	.	PUNCT
cana-3276	321	11	"	"	PUNCT
cana-3276	322	1	(	(	PUNCT
cana-3276	322	2	2024	2024	NUM
cana-3276	322	3	)	)	PUNCT
cana-3276	322	4	.	.	PUNCT
cana-3276	323	1	[	[	X
cana-3276	323	2	19	19	NUM
cana-3276	323	3	]	]	X
cana-3276	323	4	rajan	rajan	PROPN
cana-3276	323	5	,	,	PUNCT
cana-3276	323	6	preethi	preethi	ADV
cana-3276	323	7	.	.	PUNCT
cana-3276	324	1	"	"	PUNCT
cana-3276	324	2	integrating	integrate	VERB
cana-3276	324	3	iot	iot	ADJ
cana-3276	324	4	analytics	analytic	NOUN
cana-3276	324	5	into	into	ADP
cana-3276	324	6	marketing	marketing	NOUN
cana-3276	324	7	decision	decision	NOUN
cana-3276	324	8	making	making	NOUN
cana-3276	324	9	:	:	PUNCT
cana-3276	324	10	a	a	DET
cana-3276	324	11	smart	smart	ADJ
cana-3276	324	12	data	data	NOUN
cana-3276	324	13	-	-	PUNCT
cana-3276	324	14	driven	drive	VERB
cana-3276	324	15	approach	approach	NOUN
cana-3276	324	16	.	.	PUNCT
cana-3276	324	17	"	"	PUNCT
cana-3276	325	1	international	international	ADJ
cana-3276	325	2	journal	journal	NOUN
cana-3276	325	3	of	of	ADP
cana-3276	325	4	data	datum	NOUN
cana-3276	325	5	informatics	informatic	NOUN
cana-3276	325	6	and	and	CCONJ
cana-3276	325	7	intelligent	intelligent	ADJ
cana-3276	325	8	computing	computing	NOUN
cana-3276	325	9	3	3	NUM
cana-3276	325	10	,	,	PUNCT
cana-3276	325	11	no	no	INTJ
cana-3276	325	12	.	.	NOUN
cana-3276	325	13	1	1	NUM
cana-3276	325	14	(	(	PUNCT
cana-3276	325	15	2024	2024	NUM
cana-3276	325	16	):	):	PUNCT
cana-3276	325	17	12	12	NUM
cana-3276	325	18	-	-	SYM
cana-3276	325	19	22	22	NUM
cana-3276	325	20	.	.	PUNCT
cana-3276	326	1	[	[	X
cana-3276	326	2	20	20	NUM
cana-3276	326	3	]	]	PUNCT
cana-3276	326	4	xu	xu	PROPN
cana-3276	326	5	,	,	PUNCT
cana-3276	326	6	yuanzhi	yuanzhi	PROPN
cana-3276	326	7	.	.	PUNCT
cana-3276	327	1	"	"	PUNCT
cana-3276	327	2	customer	customer	NOUN
cana-3276	327	3	feedback	feedback	NOUN
cana-3276	327	4	segmentation	segmentation	NOUN
cana-3276	327	5	,	,	PUNCT
cana-3276	327	6	summarization	summarization	NOUN
cana-3276	327	7	,	,	PUNCT
cana-3276	327	8	and	and	CCONJ
cana-3276	327	9	natural	natural	ADJ
cana-3276	327	10	language	language	NOUN
cana-3276	327	11	querying	query	VERB
cana-3276	327	12	using	use	VERB
cana-3276	327	13	machine	machine	NOUN
cana-3276	327	14	learning	learning	NOUN
cana-3276	327	15	.	.	PUNCT
cana-3276	327	16	"	"	PUNCT
cana-3276	328	1	(	(	PUNCT
cana-3276	328	2	2024	2024	NUM
cana-3276	328	3	)	)	PUNCT
cana-3276	328	4	.	.	PUNCT
cana-3276	329	1	[	[	X
cana-3276	329	2	21	21	NUM
cana-3276	329	3	]	]	X
cana-3276	329	4	al	al	PROPN
cana-3276	329	5	mesmari	mesmari	PROPN
cana-3276	329	6	,	,	PUNCT
cana-3276	329	7	saleimah	saleimah	PROPN
cana-3276	329	8	.	.	PUNCT
cana-3276	330	1	"	"	PUNCT
cana-3276	330	2	transforming	transform	VERB
cana-3276	330	3	data	datum	NOUN
cana-3276	330	4	into	into	ADP
cana-3276	330	5	actionable	actionable	ADJ
cana-3276	330	6	insights	insight	NOUN
cana-3276	330	7	with	with	ADP
cana-3276	330	8	cognitive	cognitive	ADJ
cana-3276	330	9	computing	computing	NOUN
cana-3276	330	10	and	and	CCONJ
cana-3276	330	11	ai	ai	NOUN
cana-3276	330	12	.	.	PUNCT
cana-3276	330	13	"	"	PUNCT
cana-3276	330	14	journal	journal	PROPN
cana-3276	330	15	of	of	ADP
cana-3276	330	16	software	software	NOUN
cana-3276	330	17	engineering	engineering	NOUN
cana-3276	330	18	and	and	CCONJ
cana-3276	330	19	applications	application	NOUN
cana-3276	330	20	16	16	NUM
cana-3276	330	21	,	,	PUNCT
cana-3276	330	22	no	no	INTJ
cana-3276	330	23	.	.	NOUN
cana-3276	330	24	6	6	NUM
cana-3276	330	25	(	(	PUNCT
cana-3276	330	26	2023	2023	NUM
cana-3276	330	27	):	):	PUNCT
cana-3276	330	28	211	211	NUM
cana-3276	330	29	-	-	SYM
cana-3276	330	30	222	222	NUM
cana-3276	330	31	.	.	PUNCT
cana-3276	331	1	[	[	X
cana-3276	331	2	22	22	NUM
cana-3276	331	3	]	]	X
cana-3276	331	4	zeng	zeng	PROPN
cana-3276	331	5	,	,	PUNCT
cana-3276	331	6	e.	e.	PROPN
cana-3276	331	7	zhixuan	zhixuan	PROPN
cana-3276	331	8	,	,	PUNCT
cana-3276	331	9	hayden	hayden	PROPN
cana-3276	331	10	gunraj	gunraj	PROPN
cana-3276	331	11	,	,	PUNCT
cana-3276	331	12	sheldon	sheldon	PROPN
cana-3276	331	13	fernandez	fernandez	PROPN
cana-3276	331	14	,	,	PUNCT
cana-3276	331	15	and	and	CCONJ
cana-3276	331	16	alexander	alexander	PROPN
cana-3276	331	17	wong	wong	PROPN
cana-3276	331	18	.	.	PUNCT
cana-3276	332	1	"	"	PUNCT
cana-3276	332	2	explaining	explain	VERB
cana-3276	332	3	explainability	explainability	NOUN
cana-3276	332	4	:	:	PUNCT
cana-3276	332	5	towards	towards	ADP
cana-3276	332	6	deeper	deep	ADJ
cana-3276	332	7	actionable	actionable	ADJ
cana-3276	332	8	insights	insight	NOUN
cana-3276	332	9	into	into	ADP
cana-3276	332	10	deep	deep	ADJ
cana-3276	332	11	learning	learning	NOUN
cana-3276	332	12	through	through	ADP
cana-3276	332	13	second	second	ADJ
cana-3276	332	14	-	-	PUNCT
cana-3276	332	15	order	order	NOUN
cana-3276	332	16	explainability	explainability	NOUN
cana-3276	332	17	.	.	PUNCT
cana-3276	332	18	"	"	PUNCT
cana-3276	333	1	arxiv	arxiv	PROPN
cana-3276	333	2	preprint	preprint	VERB
cana-3276	333	3	arxiv:2306.08780	arxiv:2306.08780	X
cana-3276	333	4	(	(	PUNCT
cana-3276	333	5	2023	2023	NUM
cana-3276	333	6	)	)	PUNCT
cana-3276	333	7	.	.	PUNCT
cana-3276	334	1	[	[	X
cana-3276	334	2	23	23	NUM
cana-3276	334	3	]	]	X
cana-3276	334	4	kharakhash	kharakhash	NOUN
cana-3276	334	5	,	,	PUNCT
cana-3276	334	6	о	о	PROPN
cana-3276	334	7	.	.	PUNCT
cana-3276	335	1	"	"	PUNCT
cana-3276	335	2	data	data	NOUN
cana-3276	335	3	visualization	visualization	NOUN
cana-3276	335	4	:	:	PUNCT
cana-3276	335	5	transforming	transform	VERB
cana-3276	335	6	complex	complex	ADJ
cana-3276	335	7	data	datum	NOUN
cana-3276	335	8	into	into	ADP
cana-3276	335	9	actionable	actionable	ADJ
cana-3276	335	10	insights	insight	NOUN
cana-3276	335	11	.	.	PUNCT
cana-3276	335	12	"	"	PUNCT
cana-3276	336	1	automation	automation	NOUN
cana-3276	336	2	of	of	ADP
cana-3276	336	3	technological	technological	ADJ
cana-3276	336	4	and	and	CCONJ
cana-3276	336	5	business	business	NOUN
cana-3276	336	6	processes	process	NOUN
cana-3276	336	7	15	15	NUM
cana-3276	336	8	,	,	PUNCT
cana-3276	336	9	no	no	INTJ
cana-3276	336	10	.	.	NOUN
cana-3276	336	11	2	2	NUM
cana-3276	336	12	(	(	PUNCT
cana-3276	336	13	2023	2023	NUM
cana-3276	336	14	):	):	PUNCT
cana-3276	336	15	4	4	NUM
cana-3276	336	16	-	-	SYM
cana-3276	336	17	12	12	NUM
cana-3276	336	18	.	.	PUNCT
cana-3276	337	1	communications	communication	NOUN
cana-3276	337	2	on	on	ADP
cana-3276	337	3	applied	apply	VERB
cana-3276	337	4	nonlinear	nonlinear	ADJ
cana-3276	337	5	analysis	analysis	NOUN
cana-3276	337	6	issn	issn	NOUN
cana-3276	337	7	:	:	PUNCT
cana-3276	337	8	1074	1074	NUM
cana-3276	337	9	-	-	PUNCT
cana-3276	337	10	133x	133x	NUM
cana-3276	337	11	vol	vol	NOUN
cana-3276	337	12	32	32	NUM
cana-3276	337	13	no	no	NOUN
cana-3276	337	14	.	.	PUNCT
cana-3276	338	1	6s	6s	NUM
cana-3276	338	2	(	(	PUNCT
cana-3276	338	3	2025	2025	NUM
cana-3276	338	4	)	)	PUNCT
cana-3276	338	5	122	122	NUM
cana-3276	338	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3276	339	1	[	[	X
cana-3276	339	2	24	24	NUM
cana-3276	339	3	]	]	X
cana-3276	339	4	olaniyi	olaniyi	NOUN
cana-3276	339	5	,	,	PUNCT
cana-3276	339	6	oluwaseun	oluwaseun	PROPN
cana-3276	339	7	,	,	PUNCT
cana-3276	339	8	nishant	nishant	ADJ
cana-3276	339	9	hemantkumar	hemantkumar	PROPN
cana-3276	339	10	shah	shah	NOUN
cana-3276	339	11	,	,	PUNCT
cana-3276	339	12	anthony	anthony	PROPN
cana-3276	339	13	abalaka	abalaka	PROPN
cana-3276	339	14	,	,	PUNCT
cana-3276	339	15	and	and	CCONJ
cana-3276	339	16	folashade	folashade	ADJ
cana-3276	339	17	gloria	gloria	PROPN
cana-3276	339	18	olaniyi	olaniyi	NOUN
cana-3276	339	19	.	.	PUNCT
cana-3276	340	1	"	"	PUNCT
cana-3276	340	2	harnessing	harness	VERB
cana-3276	340	3	predictive	predictive	ADJ
cana-3276	340	4	analytics	analytic	NOUN
cana-3276	340	5	for	for	ADP
cana-3276	340	6	strategic	strategic	ADJ
cana-3276	340	7	foresight	foresight	NOUN
cana-3276	340	8	:	:	PUNCT
cana-3276	340	9	a	a	DET
cana-3276	340	10	comprehensive	comprehensive	ADJ
cana-3276	340	11	review	review	NOUN
cana-3276	340	12	of	of	ADP
cana-3276	340	13	techniques	technique	NOUN
cana-3276	340	14	and	and	CCONJ
cana-3276	340	15	applications	application	NOUN
cana-3276	340	16	in	in	ADP
cana-3276	340	17	transforming	transform	VERB
cana-3276	340	18	raw	raw	ADJ
cana-3276	340	19	data	datum	NOUN
cana-3276	340	20	to	to	ADP
cana-3276	340	21	actionable	actionable	ADJ
cana-3276	340	22	insights	insight	NOUN
cana-3276	340	23	.	.	PUNCT
cana-3276	340	24	"	"	PUNCT
cana-3276	340	25	available	available	ADJ
cana-3276	340	26	at	at	ADP
cana-3276	340	27	ssrn	ssrn	PROPN
cana-3276	340	28	4635189	4635189	NUM
cana-3276	340	29	(	(	PUNCT
cana-3276	340	30	2023	2023	NUM
cana-3276	340	31	)	)	PUNCT
cana-3276	340	32	.	.	PUNCT
cana-3276	341	1	[	[	X
cana-3276	341	2	25	25	NUM
cana-3276	341	3	]	]	X
cana-3276	341	4	hasan	hasan	PROPN
cana-3276	341	5	,	,	PUNCT
cana-3276	341	6	emrul	emrul	NOUN
cana-3276	341	7	,	,	PUNCT
cana-3276	341	8	mizanur	mizanur	PROPN
cana-3276	341	9	rahman	rahman	PROPN
cana-3276	341	10	,	,	PUNCT
cana-3276	341	11	chen	chen	PROPN
cana-3276	341	12	ding	ding	PROPN
cana-3276	341	13	,	,	PUNCT
cana-3276	341	14	jimmy	jimmy	PROPN
cana-3276	341	15	xiangji	xiangji	PROPN
cana-3276	341	16	huang	huang	PROPN
cana-3276	341	17	,	,	PUNCT
cana-3276	341	18	and	and	CCONJ
cana-3276	341	19	shaina	shaina	PROPN
cana-3276	341	20	raza	raza	PROPN
cana-3276	341	21	.	.	PUNCT
cana-3276	342	1	"	"	PUNCT
cana-3276	342	2	based	base	VERB
cana-3276	342	3	recommender	recommender	NOUN
cana-3276	342	4	systems	system	NOUN
cana-3276	342	5	:	:	PUNCT
cana-3276	342	6	a	a	DET
cana-3276	342	7	survey	survey	NOUN
cana-3276	342	8	of	of	ADP
cana-3276	342	9	approaches	approach	NOUN
cana-3276	342	10	,	,	PUNCT
cana-3276	342	11	challenges	challenge	NOUN
cana-3276	342	12	and	and	CCONJ
cana-3276	342	13	future	future	ADJ
cana-3276	342	14	perspectives	perspective	NOUN
cana-3276	342	15	.	.	PUNCT
cana-3276	342	16	"	"	PUNCT
cana-3276	343	1	arxiv	arxiv	PROPN
cana-3276	343	2	preprint	preprint	NOUN
cana-3276	343	3	arxiv:2405.05562	arxiv:2405.05562	NUM
cana-3276	343	4	(	(	PUNCT
cana-3276	343	5	2024	2024	NUM
cana-3276	343	6	)	)	PUNCT
cana-3276	343	7	.	.	PUNCT
cana-3276	344	1	[	[	X
cana-3276	344	2	26	26	NUM
cana-3276	344	3	]	]	SYM
cana-3276	344	4	yang	yang	PROPN
cana-3276	344	5	,	,	PUNCT
cana-3276	344	6	yi	yi	PROPN
cana-3276	344	7	,	,	PUNCT
cana-3276	344	8	and	and	CCONJ
cana-3276	344	9	ramanath	ramanath	NOUN
cana-3276	344	10	subramanyam	subramanyam	NOUN
cana-3276	344	11	.	.	PUNCT
cana-3276	345	1	"	"	PUNCT
cana-3276	345	2	extracting	extract	VERB
cana-3276	345	3	actionable	actionable	ADJ
cana-3276	345	4	insights	insight	NOUN
cana-3276	345	5	from	from	ADP
cana-3276	345	6	text	text	NOUN
cana-3276	345	7	data	datum	NOUN
cana-3276	345	8	:	:	PUNCT
cana-3276	345	9	a	a	DET
cana-3276	345	10	stable	stable	ADJ
cana-3276	345	11	topic	topic	NOUN
cana-3276	345	12	model	model	NOUN
cana-3276	345	13	approach	approach	NOUN
cana-3276	345	14	.	.	PUNCT
cana-3276	345	15	"	"	PUNCT
cana-3276	346	1	mis	mis	PROPN
cana-3276	346	2	quarterly	quarterly	ADJ
cana-3276	346	3	47	47	NUM
cana-3276	346	4	,	,	PUNCT
cana-3276	346	5	no	no	INTJ
cana-3276	346	6	.	.	NOUN
cana-3276	346	7	3	3	NUM
cana-3276	346	8	(	(	PUNCT
cana-3276	346	9	2023	2023	NUM
cana-3276	346	10	)	)	PUNCT
cana-3276	346	11	.	.	PUNCT
cana-3276	347	1	[	[	X
cana-3276	347	2	27	27	NUM
cana-3276	347	3	]	]	PUNCT
cana-3276	347	4	tijare	tijare	NOUN
cana-3276	347	5	,	,	PUNCT
cana-3276	347	6	poonam	poonam	PROPN
cana-3276	347	7	,	,	PUNCT
cana-3276	347	8	and	and	CCONJ
cana-3276	347	9	p.	p.	PROPN
cana-3276	347	10	jhansi	jhansi	PROPN
cana-3276	347	11	rani	rani	PROPN
cana-3276	347	12	.	.	PUNCT
cana-3276	348	1	"	"	PUNCT
cana-3276	348	2	exploring	explore	VERB
cana-3276	348	3	popular	popular	ADJ
cana-3276	348	4	topic	topic	NOUN
cana-3276	348	5	models	model	NOUN
cana-3276	348	6	.	.	PUNCT
cana-3276	348	7	"	"	PUNCT
cana-3276	349	1	in	in	ADP
cana-3276	349	2	journal	journal	PROPN
cana-3276	349	3	of	of	ADP
cana-3276	349	4	physics	physics	PROPN
cana-3276	349	5	:	:	PUNCT
cana-3276	349	6	conference	conference	NOUN
cana-3276	349	7	series	series	NOUN
cana-3276	349	8	,	,	PUNCT
cana-3276	349	9	vol	vol	NOUN
cana-3276	349	10	.	.	PUNCT
cana-3276	349	11	1706	1706	NUM
cana-3276	349	12	,	,	PUNCT
cana-3276	349	13	no	no	INTJ
cana-3276	349	14	.	.	NOUN
cana-3276	349	15	1	1	NUM
cana-3276	349	16	,	,	PUNCT
cana-3276	349	17	p.	p.	NOUN
cana-3276	349	18	012171	012171	NUM
cana-3276	349	19	.	.	PUNCT
cana-3276	350	1	iop	iop	PROPN
cana-3276	350	2	publishing	publishing	NOUN
cana-3276	350	3	,	,	PUNCT
cana-3276	350	4	2020	2020	NUM
cana-3276	350	5	.	.	PUNCT
cana-3276	351	1	[	[	X
cana-3276	351	2	28	28	NUM
cana-3276	351	3	]	]	X
cana-3276	351	4	abdelrazek	abdelrazek	NOUN
cana-3276	351	5	,	,	PUNCT
cana-3276	351	6	aly	aly	PROPN
cana-3276	351	7	,	,	PUNCT
cana-3276	351	8	yomna	yomna	PROPN
cana-3276	351	9	eid	eid	PROPN
cana-3276	351	10	,	,	PUNCT
cana-3276	351	11	eman	eman	PROPN
cana-3276	351	12	gawish	gawish	PROPN
cana-3276	351	13	,	,	PUNCT
cana-3276	351	14	walaa	walaa	PROPN
cana-3276	351	15	medhat	medhat	PROPN
cana-3276	351	16	,	,	PUNCT
cana-3276	351	17	and	and	CCONJ
cana-3276	351	18	ahmed	ahmed	PROPN
cana-3276	351	19	hassan	hassan	PROPN
cana-3276	351	20	.	.	PUNCT
cana-3276	352	1	"	"	PUNCT
cana-3276	352	2	topic	topic	NOUN
cana-3276	352	3	modeling	modeling	NOUN
cana-3276	352	4	algorithms	algorithm	NOUN
cana-3276	352	5	and	and	CCONJ
cana-3276	352	6	applications	application	NOUN
cana-3276	352	7	:	:	PUNCT
cana-3276	352	8	a	a	DET
cana-3276	352	9	survey	survey	NOUN
cana-3276	352	10	.	.	PUNCT
cana-3276	352	11	"	"	PUNCT
cana-3276	353	1	information	information	NOUN
cana-3276	353	2	systems	system	NOUN
cana-3276	353	3	112	112	NUM
cana-3276	353	4	(	(	PUNCT
cana-3276	353	5	2023	2023	NUM
cana-3276	353	6	):	):	PUNCT
cana-3276	353	7	102131	102131	NUM
cana-3276	353	8	.	.	PUNCT
cana-3276	354	1	[	[	X
cana-3276	354	2	29	29	NUM
cana-3276	354	3	]	]	X
cana-3276	354	4	papadia	papadia	PROPN
cana-3276	354	5	,	,	PUNCT
cana-3276	354	6	gabriele	gabriele	PROPN
cana-3276	354	7	,	,	PUNCT
cana-3276	354	8	massimo	massimo	PROPN
cana-3276	354	9	pacella	pacella	PROPN
cana-3276	354	10	,	,	PUNCT
cana-3276	354	11	massimiliano	massimiliano	PROPN
cana-3276	354	12	perrone	perrone	PROPN
cana-3276	354	13	,	,	PUNCT
cana-3276	354	14	and	and	CCONJ
cana-3276	354	15	vincenzo	vincenzo	PROPN
cana-3276	354	16	giliberti	giliberti	PROPN
cana-3276	354	17	.	.	PUNCT
cana-3276	355	1	"	"	PUNCT
cana-3276	355	2	a	a	DET
cana-3276	355	3	comparison	comparison	NOUN
cana-3276	355	4	of	of	ADP
cana-3276	355	5	different	different	ADJ
cana-3276	355	6	topic	topic	NOUN
cana-3276	355	7	modeling	modeling	NOUN
cana-3276	355	8	methods	method	NOUN
cana-3276	355	9	through	through	ADP
cana-3276	355	10	a	a	DET
cana-3276	355	11	real	real	ADJ
cana-3276	355	12	case	case	NOUN
cana-3276	355	13	study	study	NOUN
cana-3276	355	14	of	of	ADP
cana-3276	355	15	italian	italian	ADJ
cana-3276	355	16	customer	customer	NOUN
cana-3276	355	17	care	care	NOUN
cana-3276	355	18	.	.	PUNCT
cana-3276	355	19	"	"	PUNCT
cana-3276	356	1	algorithms	algorithm	VERB
cana-3276	356	2	16	16	NUM
cana-3276	356	3	,	,	PUNCT
cana-3276	356	4	no	no	INTJ
cana-3276	356	5	.	.	NOUN
cana-3276	356	6	2	2	NUM
cana-3276	356	7	(	(	PUNCT
cana-3276	356	8	2023	2023	NUM
cana-3276	356	9	):	):	PUNCT
cana-3276	356	10	94	94	NUM
cana-3276	356	11	.	.	PUNCT
cana-3276	357	1	[	[	X
cana-3276	357	2	30	30	NUM
cana-3276	357	3	]	]	X
cana-3276	357	4	roshan	roshan	PROPN
cana-3276	357	5	,	,	PUNCT
cana-3276	357	6	r.	r.	PROPN
cana-3276	357	7	,	,	PUNCT
cana-3276	357	8	bhacho	bhacho	PROPN
cana-3276	357	9	,	,	PUNCT
cana-3276	357	10	i.a	i.a	PROPN
cana-3276	357	11	.	.	PROPN
cana-3276	357	12	and	and	CCONJ
cana-3276	357	13	zai	zai	PROPN
cana-3276	357	14	,	,	PUNCT
cana-3276	357	15	s.	s.	PROPN
cana-3276	357	16	,	,	PUNCT
cana-3276	357	17	2023	2023	NUM
cana-3276	357	18	.	.	PUNCT
cana-3276	358	1	comparative	comparative	ADJ
cana-3276	358	2	analysis	analysis	NOUN
cana-3276	358	3	of	of	ADP
cana-3276	358	4	tf	tf	PROPN
cana-3276	358	5	–	–	PUNCT
cana-3276	358	6	idf	idf	NOUN
cana-3276	358	7	and	and	CCONJ
cana-3276	358	8	hashing	hash	VERB
cana-3276	358	9	vectorizer	vectorizer	NOUN
cana-3276	358	10	for	for	ADP
cana-3276	358	11	fake	fake	ADJ
cana-3276	358	12	news	news	NOUN
cana-3276	358	13	detection	detection	NOUN
cana-3276	358	14	in	in	ADP
cana-3276	358	15	sindhi	sindhi	PROPN
cana-3276	358	16	:	:	PUNCT
cana-3276	358	17	a	a	DET
cana-3276	358	18	machine	machine	NOUN
cana-3276	358	19	learning	learning	NOUN
cana-3276	358	20	and	and	CCONJ
cana-3276	358	21	deep	deep	ADJ
cana-3276	358	22	learning	learning	NOUN
cana-3276	358	23	approach	approach	NOUN
cana-3276	358	24	.	.	PUNCT
cana-3276	359	1	engineering	engineering	NOUN
cana-3276	359	2	proceedings	proceeding	NOUN
cana-3276	359	3	,	,	PUNCT
cana-3276	359	4	46(1	46(1	X
cana-3276	359	5	)	)	PUNCT
cana-3276	359	6	,	,	PUNCT
cana-3276	359	7	p.5	p.5	PUNCT
cana-3276	359	8	.	.	PUNCT
cana-3276	360	1	[	[	X
cana-3276	360	2	31	31	NUM
cana-3276	360	3	]	]	PUNCT
cana-3276	360	4	https://www.kaggle.com/datasets/datafiniti/consumer-reviews-of-amazon-products	https://www.kaggle.com/datasets/datafiniti/consumer-reviews-of-amazon-products	X
cana-3276	360	5	[	[	X
cana-3276	360	6	32	32	NUM
cana-3276	360	7	]	]	SYM
cana-3276	360	8	https://www.kaggle.com/datasets/prakharrathi25/google-play-store-reviews	https://www.kaggle.com/datasets/prakharrathi25/google-play-store-reviews	PROPN
cana-3276	361	1	[	[	X
cana-3276	361	2	33	33	NUM
cana-3276	361	3	]	]	X
cana-3276	361	4	lee	lee	PROPN
cana-3276	361	5	,	,	PUNCT
cana-3276	361	6	nayeon	nayeon	NOUN
cana-3276	361	7	,	,	PUNCT
cana-3276	361	8	yejin	yejin	PROPN
cana-3276	361	9	bang	bang	PROPN
cana-3276	361	10	,	,	PUNCT
cana-3276	361	11	andrea	andrea	PROPN
cana-3276	361	12	madotto	madotto	PROPN
cana-3276	361	13	,	,	PUNCT
cana-3276	361	14	and	and	CCONJ
cana-3276	361	15	pascale	pascale	PROPN
cana-3276	361	16	fung	fung	PROPN
cana-3276	361	17	.	.	PUNCT
cana-3276	362	1	"	"	PUNCT
cana-3276	362	2	misinformation	misinformation	NOUN
cana-3276	362	3	has	have	VERB
cana-3276	362	4	high	high	ADJ
cana-3276	362	5	perplexity	perplexity	NOUN
cana-3276	362	6	.	.	PUNCT
cana-3276	362	7	"	"	PUNCT
cana-3276	363	1	arxiv	arxiv	PROPN
cana-3276	363	2	preprint	preprint	VERB
cana-3276	363	3	arxiv:2006.04666	arxiv:2006.04666	PROPN
cana-3276	363	4	(	(	PUNCT
cana-3276	363	5	2020	2020	NUM
cana-3276	363	6	)	)	PUNCT
cana-3276	363	7	.	.	PUNCT
cana-3276	364	1	[	[	X
cana-3276	364	2	34	34	NUM
cana-3276	364	3	]	]	SYM
cana-3276	364	4	kuribayashi	kuribayashi	PROPN
cana-3276	364	5	,	,	PUNCT
cana-3276	364	6	tatsuki	tatsuki	PROPN
cana-3276	364	7	,	,	PUNCT
cana-3276	364	8	yohei	yohei	PROPN
cana-3276	364	9	oseki	oseki	PROPN
cana-3276	364	10	,	,	PUNCT
cana-3276	364	11	takumi	takumi	PROPN
cana-3276	364	12	ito	ito	PROPN
cana-3276	364	13	,	,	PUNCT
cana-3276	364	14	ryo	ryo	PROPN
cana-3276	364	15	yoshida	yoshida	PROPN
cana-3276	364	16	,	,	PUNCT
cana-3276	364	17	masayuki	masayuki	PROPN
cana-3276	364	18	asahara	asahara	PROPN
cana-3276	364	19	,	,	PUNCT
cana-3276	364	20	and	and	CCONJ
cana-3276	364	21	kentaro	kentaro	PROPN
cana-3276	364	22	inui	inui	PROPN
cana-3276	364	23	.	.	PUNCT
cana-3276	365	1	"	"	PUNCT
cana-3276	365	2	lower	low	ADJ
cana-3276	365	3	perplexity	perplexity	NOUN
cana-3276	365	4	is	be	AUX
cana-3276	365	5	not	not	PART
cana-3276	365	6	always	always	ADV
cana-3276	365	7	human	human	NOUN
cana-3276	365	8	-	-	PUNCT
cana-3276	365	9	like	like	ADJ
cana-3276	365	10	.	.	PUNCT
cana-3276	365	11	"	"	PUNCT
cana-3276	366	1	arxiv	arxiv	PROPN
cana-3276	366	2	preprint	preprint	NOUN
cana-3276	366	3	arxiv:2106.01229	arxiv:2106.01229	NOUN
cana-3276	366	4	(	(	PUNCT
cana-3276	366	5	2021	2021	NUM
cana-3276	366	6	)	)	PUNCT
cana-3276	366	7	.	.	PUNCT
cana-3276	367	1	about	about	ADP
cana-3276	367	2	author	author	PROPN
cana-3276	367	3	dr	dr	PROPN
cana-3276	367	4	.	.	PROPN
cana-3276	367	5	b.	b.	PROPN
cana-3276	367	6	srinivasan	srinivasan	PROPN
cana-3276	367	7	is	be	AUX
cana-3276	367	8	working	work	VERB
cana-3276	367	9	as	as	ADP
cana-3276	367	10	an	an	DET
cana-3276	367	11	associate	associate	ADJ
cana-3276	367	12	professor	professor	NOUN
cana-3276	367	13	of	of	ADP
cana-3276	367	14	computer	computer	NOUN
cana-3276	367	15	science	science	NOUN
cana-3276	367	16	at	at	ADP
cana-3276	367	17	the	the	DET
cana-3276	367	18	school	school	NOUN
cana-3276	367	19	of	of	ADP
cana-3276	367	20	arts	art	NOUN
cana-3276	367	21	and	and	CCONJ
cana-3276	367	22	science	science	NOUN
cana-3276	367	23	,	,	PUNCT
cana-3276	367	24	vinayaka	vinayaka	PROPN
cana-3276	367	25	mission	mission	NOUN
cana-3276	367	26	’s	’s	PART
cana-3276	367	27	chennai	chennai	PROPN
cana-3276	367	28	campus	campus	PROPN
cana-3276	367	29	,	,	PUNCT
cana-3276	367	30	paiyanoor	paiyanoor	NOUN
cana-3276	367	31	,	,	PUNCT
cana-3276	367	32	vinayaka	vinayaka	PROPN
cana-3276	367	33	mission	mission	NOUN
cana-3276	367	34	’s	’s	PART
cana-3276	367	35	research	research	PROPN
cana-3276	367	36	foundation	foundation	PROPN
cana-3276	367	37	deemed	deem	VERB
cana-3276	367	38	to	to	PART
cana-3276	367	39	be	be	AUX
cana-3276	367	40	university	university	NOUN
cana-3276	367	41	,	,	PUNCT
cana-3276	367	42	salem	salem	NOUN
cana-3276	367	43	,	,	PUNCT
cana-3276	367	44	and	and	CCONJ
cana-3276	367	45	has	have	VERB
cana-3276	367	46	26	26	NUM
cana-3276	367	47	years	year	NOUN
cana-3276	367	48	of	of	ADP
cana-3276	367	49	academic	academic	ADJ
cana-3276	367	50	and	and	CCONJ
cana-3276	367	51	17	17	NUM
cana-3276	367	52	years	year	NOUN
cana-3276	367	53	of	of	ADP
cana-3276	367	54	research	research	NOUN
cana-3276	367	55	experience	experience	NOUN
cana-3276	367	56	.	.	PUNCT
cana-3276	368	1	his	his	PRON
cana-3276	368	2	specialization	specialization	NOUN
cana-3276	368	3	areas	area	NOUN
cana-3276	368	4	are	be	AUX
cana-3276	368	5	artificial	artificial	ADJ
cana-3276	368	6	intelligence	intelligence	NOUN
cana-3276	368	7	,	,	PUNCT
cana-3276	368	8	neural	neural	ADJ
cana-3276	368	9	networks	network	NOUN
cana-3276	368	10	,	,	PUNCT
cana-3276	368	11	big	big	ADJ
cana-3276	368	12	data	datum	NOUN
cana-3276	368	13	analytics	analytic	NOUN
cana-3276	368	14	,	,	PUNCT
cana-3276	368	15	machine	machine	NOUN
cana-3276	368	16	learning	learning	NOUN
cana-3276	368	17	,	,	PUNCT
cana-3276	368	18	internet	internet	NOUN
cana-3276	368	19	of	of	ADP
cana-3276	368	20	things	thing	NOUN
cana-3276	368	21	(	(	PUNCT
cana-3276	368	22	iot	iot	NOUN
cana-3276	368	23	)	)	PUNCT
cana-3276	368	24	and	and	CCONJ
cana-3276	368	25	cloud	cloud	NOUN
cana-3276	368	26	computing	computing	NOUN
cana-3276	368	27	.	.	PUNCT
cana-3276	369	1	he	he	PRON
cana-3276	369	2	published	publish	VERB
cana-3276	369	3	research	research	NOUN
cana-3276	369	4	papers	paper	NOUN
cana-3276	369	5	on	on	ADP
cana-3276	369	6	recent	recent	ADJ
cana-3276	369	7	topics	topic	NOUN
cana-3276	369	8	and	and	CCONJ
cana-3276	369	9	also	also	ADV
cana-3276	369	10	wrote	write	VERB
cana-3276	369	11	books	book	NOUN
cana-3276	369	12	on	on	ADP
cana-3276	369	13	advanced	advanced	ADJ
cana-3276	369	14	topics	topic	NOUN
cana-3276	369	15	.	.	PUNCT