id	sid	tid	token	lemma	pos
cana-4586	1	1	communications	communication	NOUN
cana-4586	1	2	on	on	ADP
cana-4586	1	3	applied	apply	VERB
cana-4586	1	4	nonlinear	nonlinear	ADJ
cana-4586	1	5	analysis	analysis	NOUN
cana-4586	1	6	issn	issn	NOUN
cana-4586	1	7	:	:	PUNCT
cana-4586	1	8	1074	1074	NUM
cana-4586	1	9	-	-	PUNCT
cana-4586	1	10	133x	133x	NUM
cana-4586	1	11	vol	vol	NOUN
cana-4586	1	12	31	31	NUM
cana-4586	1	13	no	no	NOUN
cana-4586	1	14	.	.	NOUN
cana-4586	1	15	2	2	NUM
cana-4586	1	16	(	(	PUNCT
cana-4586	1	17	2024	2024	NUM
cana-4586	1	18	)	)	PUNCT
cana-4586	1	19	430	430	NUM
cana-4586	1	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-4586	1	21	integration	integration	NOUN
cana-4586	1	22	of	of	ADP
cana-4586	1	23	an	an	DET
cana-4586	1	24	innovative	innovative	ADJ
cana-4586	1	25	machine	machine	NOUN
cana-4586	1	26	learning	learning	NOUN
cana-4586	1	27	model	model	NOUN
cana-4586	1	28	with	with	ADP
cana-4586	1	29	water	water	NOUN
cana-4586	1	30	quality	quality	NOUN
cana-4586	1	31	index	index	NOUN
cana-4586	1	32	for	for	ADP
cana-4586	1	33	industrial	industrial	ADJ
cana-4586	1	34	applications	application	NOUN
cana-4586	1	35	d.	d.	PROPN
cana-4586	1	36	dasu1	dasu1	PROPN
cana-4586	1	37	,	,	PUNCT
cana-4586	1	38	research	research	NOUN
cana-4586	1	39	scholar	scholar	NOUN
cana-4586	1	40	,	,	PUNCT
cana-4586	1	41	prof	prof	NOUN
cana-4586	1	42	.	.	PUNCT
cana-4586	2	1	p.	p.	PROPN
cana-4586	2	2	suresh	suresh	PROPN
cana-4586	3	1	varma2	varma2	PROPN
cana-4586	3	2	,	,	PUNCT
cana-4586	3	3	professor	professor	NOUN
cana-4586	3	4	1,2	1,2	NUM
cana-4586	3	5	dept	dept	NOUN
cana-4586	3	6	.	.	PROPN
cana-4586	3	7	of	of	ADP
cana-4586	3	8	cse	cse	PROPN
cana-4586	3	9	,	,	PUNCT
cana-4586	3	10	adikavi	adikavi	NOUN
cana-4586	3	11	nannaya	nannaya	NOUN
cana-4586	3	12	university	university	NOUN
cana-4586	3	13	,	,	PUNCT
cana-4586	3	14	rajamahendravaram	rajamahendravaram	PROPN
cana-4586	3	15	,	,	PUNCT
cana-4586	3	16	andhra	andhra	PROPN
cana-4586	3	17	pradesh	pradesh	PROPN
cana-4586	3	18	article	article	PROPN
cana-4586	3	19	history	history	NOUN
cana-4586	3	20	:	:	PUNCT
cana-4586	3	21	received	receive	VERB
cana-4586	3	22	:	:	PUNCT
cana-4586	3	23	12	12	NUM
cana-4586	3	24	-	-	SYM
cana-4586	3	25	01	01	NUM
cana-4586	3	26	-	-	PUNCT
cana-4586	3	27	2024	2024	NUM
cana-4586	3	28	revised	revise	VERB
cana-4586	3	29	:	:	PUNCT
cana-4586	3	30	15	15	NUM
cana-4586	3	31	-	-	NUM
cana-4586	3	32	02	02	NUM
cana-4586	3	33	-	-	PUNCT
cana-4586	3	34	2024	2024	NUM
cana-4586	3	35	accepted	accept	VERB
cana-4586	3	36	:	:	PUNCT
cana-4586	3	37	01	01	NUM
cana-4586	3	38	-	-	PUNCT
cana-4586	3	39	03	03	NUM
cana-4586	3	40	-	-	PUNCT
cana-4586	3	41	2024	2024	NUM
cana-4586	3	42	abstract	abstract	NOUN
cana-4586	3	43	:	:	PUNCT
cana-4586	3	44	the	the	DET
cana-4586	3	45	integration	integration	NOUN
cana-4586	3	46	of	of	ADP
cana-4586	3	47	machine	machine	NOUN
cana-4586	3	48	learning	learning	NOUN
cana-4586	3	49	(	(	PUNCT
cana-4586	3	50	ml	ml	NOUN
cana-4586	3	51	)	)	PUNCT
cana-4586	3	52	in	in	ADP
cana-4586	3	53	assessing	assess	VERB
cana-4586	3	54	water	water	NOUN
cana-4586	3	55	quality	quality	NOUN
cana-4586	3	56	index	index	NOUN
cana-4586	3	57	(	(	PUNCT
cana-4586	3	58	wqi	wqi	PROPN
cana-4586	3	59	)	)	PUNCT
cana-4586	3	60	has	have	AUX
cana-4586	3	61	revolutionized	revolutionize	VERB
cana-4586	3	62	industrial	industrial	ADJ
cana-4586	3	63	water	water	NOUN
cana-4586	3	64	management	management	NOUN
cana-4586	3	65	by	by	ADP
cana-4586	3	66	enabling	enable	VERB
cana-4586	3	67	accurate	accurate	ADJ
cana-4586	3	68	predictions	prediction	NOUN
cana-4586	3	69	and	and	CCONJ
cana-4586	3	70	efficient	efficient	ADJ
cana-4586	3	71	resource	resource	NOUN
cana-4586	3	72	use	use	NOUN
cana-4586	3	73	.	.	PUNCT
cana-4586	4	1	this	this	DET
cana-4586	4	2	study	study	NOUN
cana-4586	4	3	focuses	focus	VERB
cana-4586	4	4	on	on	ADP
cana-4586	4	5	developing	develop	VERB
cana-4586	4	6	a	a	DET
cana-4586	4	7	naive	naive	ADJ
cana-4586	4	8	bayes	bayes	NOUN
cana-4586	4	9	-	-	PUNCT
cana-4586	4	10	based	base	VERB
cana-4586	4	11	model	model	NOUN
cana-4586	4	12	to	to	PART
cana-4586	4	13	assess	assess	VERB
cana-4586	4	14	wqi	wqi	NOUN
cana-4586	4	15	,	,	PUNCT
cana-4586	4	16	leveraging	leverage	VERB
cana-4586	4	17	key	key	ADJ
cana-4586	4	18	parameters	parameter	NOUN
cana-4586	4	19	such	such	ADJ
cana-4586	4	20	as	as	ADP
cana-4586	4	21	ph	ph	ADJ
cana-4586	4	22	,	,	PUNCT
cana-4586	4	23	dissolved	dissolve	VERB
cana-4586	4	24	oxygen	oxygen	NOUN
cana-4586	4	25	,	,	PUNCT
cana-4586	4	26	and	and	CCONJ
cana-4586	4	27	nitrate	nitrate	NOUN
cana-4586	4	28	levels	level	NOUN
cana-4586	4	29	.	.	PUNCT
cana-4586	5	1	the	the	DET
cana-4586	5	2	approach	approach	NOUN
cana-4586	5	3	combines	combine	VERB
cana-4586	5	4	data	datum	NOUN
cana-4586	5	5	preprocessing	preprocessing	NOUN
cana-4586	5	6	,	,	PUNCT
cana-4586	5	7	feature	feature	NOUN
cana-4586	5	8	selection	selection	NOUN
cana-4586	5	9	,	,	PUNCT
cana-4586	5	10	and	and	CCONJ
cana-4586	5	11	probabilistic	probabilistic	ADJ
cana-4586	5	12	modelling	modelling	NOUN
cana-4586	5	13	to	to	PART
cana-4586	5	14	classify	classify	VERB
cana-4586	5	15	water	water	NOUN
cana-4586	5	16	quality	quality	NOUN
cana-4586	5	17	into	into	ADP
cana-4586	5	18	predefined	predefine	VERB
cana-4586	5	19	categories	category	NOUN
cana-4586	5	20	,	,	PUNCT
cana-4586	5	21	ensuring	ensure	VERB
cana-4586	5	22	actionable	actionable	ADJ
cana-4586	5	23	insights	insight	NOUN
cana-4586	5	24	for	for	ADP
cana-4586	5	25	industrial	industrial	ADJ
cana-4586	5	26	applications	application	NOUN
cana-4586	5	27	.	.	PUNCT
cana-4586	6	1	notably	notably	ADV
cana-4586	6	2	,	,	PUNCT
cana-4586	6	3	the	the	DET
cana-4586	6	4	model	model	NOUN
cana-4586	6	5	demonstrates	demonstrate	VERB
cana-4586	6	6	versatility	versatility	NOUN
cana-4586	6	7	,	,	PUNCT
cana-4586	6	8	proving	prove	VERB
cana-4586	6	9	applicable	applicable	ADJ
cana-4586	6	10	in	in	ADP
cana-4586	6	11	sectors	sector	NOUN
cana-4586	6	12	like	like	ADP
cana-4586	6	13	aquaculture	aquaculture	NOUN
cana-4586	6	14	,	,	PUNCT
cana-4586	6	15	manufacturing	manufacturing	NOUN
cana-4586	6	16	,	,	PUNCT
cana-4586	6	17	and	and	CCONJ
cana-4586	6	18	wastewater	wastewater	NOUN
cana-4586	6	19	treatment	treatment	NOUN
cana-4586	6	20	.	.	PUNCT
cana-4586	7	1	for	for	ADP
cana-4586	7	2	example	example	NOUN
cana-4586	7	3	,	,	PUNCT
cana-4586	7	4	in	in	ADP
cana-4586	7	5	the	the	DET
cana-4586	7	6	sugar	sugar	NOUN
cana-4586	7	7	industry	industry	NOUN
cana-4586	7	8	,	,	PUNCT
cana-4586	7	9	the	the	DET
cana-4586	7	10	model	model	NOUN
cana-4586	7	11	predicts	predict	VERB
cana-4586	7	12	pollutant	pollutant	ADJ
cana-4586	7	13	levels	level	NOUN
cana-4586	7	14	,	,	PUNCT
cana-4586	7	15	enabling	enable	VERB
cana-4586	7	16	real	real	ADJ
cana-4586	7	17	-	-	PUNCT
cana-4586	7	18	time	time	NOUN
cana-4586	7	19	interventions	intervention	NOUN
cana-4586	7	20	for	for	ADP
cana-4586	7	21	effluent	effluent	ADJ
cana-4586	7	22	management	management	NOUN
cana-4586	7	23	,	,	PUNCT
cana-4586	7	24	compliance	compliance	NOUN
cana-4586	7	25	with	with	ADP
cana-4586	7	26	environmental	environmental	ADJ
cana-4586	7	27	standards	standard	NOUN
cana-4586	7	28	,	,	PUNCT
cana-4586	7	29	and	and	CCONJ
cana-4586	7	30	sustainability	sustainability	NOUN
cana-4586	7	31	.	.	PUNCT
cana-4586	8	1	the	the	DET
cana-4586	8	2	research	research	NOUN
cana-4586	8	3	underscores	underscore	VERB
cana-4586	8	4	ml	ml	PROPN
cana-4586	8	5	’s	’s	PART
cana-4586	8	6	potential	potential	NOUN
cana-4586	8	7	to	to	PART
cana-4586	8	8	address	address	VERB
cana-4586	8	9	industrial	industrial	ADJ
cana-4586	8	10	water	water	NOUN
cana-4586	8	11	challenges	challenge	NOUN
cana-4586	8	12	,	,	PUNCT
cana-4586	8	13	fostering	foster	VERB
cana-4586	8	14	advancements	advancement	NOUN
cana-4586	8	15	in	in	ADP
cana-4586	8	16	environmental	environmental	ADJ
cana-4586	8	17	conservation	conservation	NOUN
cana-4586	8	18	and	and	CCONJ
cana-4586	8	19	public	public	ADJ
cana-4586	8	20	health	health	NOUN
cana-4586	8	21	.	.	PUNCT
cana-4586	9	1	this	this	DET
cana-4586	9	2	innovative	innovative	ADJ
cana-4586	9	3	methodology	methodology	NOUN
cana-4586	9	4	exemplifies	exemplify	VERB
cana-4586	9	5	the	the	DET
cana-4586	9	6	transformative	transformative	ADJ
cana-4586	9	7	role	role	NOUN
cana-4586	9	8	of	of	ADP
cana-4586	9	9	ml	ml	NOUN
cana-4586	9	10	in	in	ADP
cana-4586	9	11	achieving	achieve	VERB
cana-4586	9	12	effective	effective	ADJ
cana-4586	9	13	,	,	PUNCT
cana-4586	9	14	scalable	scalable	ADJ
cana-4586	9	15	,	,	PUNCT
cana-4586	9	16	and	and	CCONJ
cana-4586	9	17	sustainable	sustainable	ADJ
cana-4586	9	18	water	water	NOUN
cana-4586	9	19	quality	quality	NOUN
cana-4586	9	20	solutions	solution	NOUN
cana-4586	9	21	.	.	PUNCT
cana-4586	10	1	keywords	keyword	NOUN
cana-4586	10	2	:	:	PUNCT
cana-4586	10	3	water	water	NOUN
cana-4586	10	4	quality	quality	NOUN
cana-4586	10	5	index	index	NOUN
cana-4586	10	6	(	(	PUNCT
cana-4586	10	7	wqi	wqi	PROPN
cana-4586	10	8	)	)	PUNCT
cana-4586	10	9	,	,	PUNCT
cana-4586	10	10	machine	machine	NOUN
cana-4586	10	11	learning	learning	NOUN
cana-4586	10	12	(	(	PUNCT
cana-4586	10	13	ml	ml	NOUN
cana-4586	10	14	)	)	PUNCT
cana-4586	10	15	,	,	PUNCT
cana-4586	10	16	naive	naive	ADJ
cana-4586	10	17	bayes	bayes	NOUN
cana-4586	10	18	algorithm	algorithm	NOUN
cana-4586	10	19	,	,	PUNCT
cana-4586	10	20	aquaculture	aquaculture	NOUN
cana-4586	10	21	,	,	PUNCT
cana-4586	10	22	effluent	effluent	ADJ
cana-4586	10	23	management	management	NOUN
cana-4586	10	24	,	,	PUNCT
cana-4586	10	25	predictive	predictive	ADJ
cana-4586	10	26	modelling	modelling	NOUN
cana-4586	10	27	,	,	PUNCT
cana-4586	10	28	probabilistic	probabilistic	ADJ
cana-4586	10	29	modelling	modelling	NOUN
cana-4586	10	30	,	,	PUNCT
cana-4586	10	31	introduction	introduction	NOUN
cana-4586	10	32	water	water	NOUN
cana-4586	10	33	is	be	AUX
cana-4586	10	34	a	a	DET
cana-4586	10	35	renewable	renewable	ADJ
cana-4586	10	36	resource	resource	NOUN
cana-4586	10	37	that	that	PRON
cana-4586	10	38	is	be	AUX
cana-4586	10	39	naturally	naturally	ADV
cana-4586	10	40	replenished	replenish	VERB
cana-4586	10	41	by	by	ADP
cana-4586	10	42	the	the	DET
cana-4586	10	43	hydrologic	hydrologic	ADJ
cana-4586	10	44	cycle	cycle	NOUN
cana-4586	10	45	.	.	PUNCT
cana-4586	11	1	water	water	NOUN
cana-4586	11	2	is	be	AUX
cana-4586	11	3	essential	essential	ADJ
cana-4586	11	4	for	for	ADP
cana-4586	11	5	sustaining	sustain	VERB
cana-4586	11	6	life	life	NOUN
cana-4586	11	7	which	which	PRON
cana-4586	11	8	covers	cover	VERB
cana-4586	11	9	70	70	NUM
cana-4586	11	10	%	%	NOUN
cana-4586	11	11	earth	earth	NOUN
cana-4586	11	12	’s	’s	PART
cana-4586	11	13	surface	surface	NOUN
cana-4586	11	14	.	.	PUNCT
cana-4586	12	1	rivers	river	NOUN
cana-4586	12	2	,	,	PUNCT
cana-4586	12	3	which	which	PRON
cana-4586	12	4	form	form	VERB
cana-4586	12	5	a	a	DET
cana-4586	12	6	primary	primary	ADJ
cana-4586	12	7	source	source	NOUN
cana-4586	12	8	of	of	ADP
cana-4586	12	9	water	water	NOUN
cana-4586	12	10	for	for	ADP
cana-4586	12	11	human	human	ADJ
cana-4586	12	12	uses	use	NOUN
cana-4586	12	13	such	such	ADJ
cana-4586	12	14	as	as	ADP
cana-4586	12	15	drinking	drinking	NOUN
cana-4586	12	16	,	,	PUNCT
cana-4586	12	17	agriculture	agriculture	NOUN
cana-4586	12	18	,	,	PUNCT
cana-4586	12	19	hydropower	hydropower	NOUN
cana-4586	12	20	and	and	CCONJ
cana-4586	12	21	other	other	ADJ
cana-4586	12	22	economic	economic	ADJ
cana-4586	12	23	as	as	ADV
cana-4586	12	24	well	well	ADV
cana-4586	12	25	as	as	ADP
cana-4586	12	26	industrial	industrial	ADJ
cana-4586	12	27	use	use	NOUN
cana-4586	12	28	.	.	PUNCT
cana-4586	13	1	however	however	ADV
cana-4586	13	2	,	,	PUNCT
cana-4586	13	3	in	in	ADP
cana-4586	13	4	many	many	ADJ
cana-4586	13	5	developing	develop	VERB
cana-4586	13	6	countries	country	NOUN
cana-4586	13	7	,	,	PUNCT
cana-4586	13	8	water	water	NOUN
cana-4586	13	9	quality	quality	NOUN
cana-4586	13	10	is	be	AUX
cana-4586	13	11	deteriorating	deteriorate	VERB
cana-4586	13	12	due	due	ADJ
cana-4586	13	13	to	to	ADP
cana-4586	13	14	natural	natural	ADJ
cana-4586	13	15	factors	factor	NOUN
cana-4586	13	16	and	and	CCONJ
cana-4586	13	17	human	human	NOUN
cana-4586	13	18	-	-	PUNCT
cana-4586	13	19	induced	induce	VERB
cana-4586	13	20	pollution	pollution	NOUN
cana-4586	13	21	,	,	PUNCT
cana-4586	13	22	posing	pose	VERB
cana-4586	13	23	serious	serious	ADJ
cana-4586	13	24	challenges	challenge	NOUN
cana-4586	13	25	to	to	ADP
cana-4586	13	26	sustainability	sustainability	NOUN
cana-4586	13	27	and	and	CCONJ
cana-4586	13	28	public	public	ADJ
cana-4586	13	29	health	health	NOUN
cana-4586	13	30	.	.	PUNCT
cana-4586	14	1	the	the	DET
cana-4586	14	2	degradation	degradation	NOUN
cana-4586	14	3	of	of	ADP
cana-4586	14	4	water	water	NOUN
cana-4586	14	5	quality	quality	NOUN
cana-4586	14	6	can	can	AUX
cana-4586	14	7	be	be	AUX
cana-4586	14	8	attributed	attribute	VERB
cana-4586	14	9	to	to	ADP
cana-4586	14	10	both	both	CCONJ
cana-4586	14	11	natural	natural	ADJ
cana-4586	14	12	and	and	CCONJ
cana-4586	14	13	human	human	NOUN
cana-4586	14	14	-	-	PUNCT
cana-4586	14	15	related	relate	VERB
cana-4586	14	16	factors	factor	NOUN
cana-4586	14	17	.	.	PUNCT
cana-4586	15	1	natural	natural	ADJ
cana-4586	15	2	causes	cause	NOUN
cana-4586	15	3	include	include	VERB
cana-4586	15	4	changes	change	NOUN
cana-4586	15	5	in	in	ADP
cana-4586	15	6	the	the	DET
cana-4586	15	7	hydrologic	hydrologic	ADJ
cana-4586	15	8	cycle	cycle	NOUN
cana-4586	15	9	,	,	PUNCT
cana-4586	15	10	atmospheric	atmospheric	ADJ
cana-4586	15	11	conditions	condition	NOUN
cana-4586	15	12	,	,	PUNCT
cana-4586	15	13	climate	climate	NOUN
cana-4586	15	14	variations	variation	NOUN
cana-4586	15	15	,	,	PUNCT
cana-4586	15	16	and	and	CCONJ
cana-4586	15	17	topographical	topographical	ADJ
cana-4586	15	18	shifts	shift	NOUN
cana-4586	15	19	,	,	PUNCT
cana-4586	15	20	which	which	PRON
cana-4586	15	21	collectively	collectively	ADV
cana-4586	15	22	impact	impact	VERB
cana-4586	15	23	water	water	NOUN
cana-4586	15	24	purity	purity	NOUN
cana-4586	15	25	over	over	ADP
cana-4586	15	26	time	time	NOUN
cana-4586	15	27	.	.	PUNCT
cana-4586	16	1	on	on	ADP
cana-4586	16	2	the	the	DET
cana-4586	16	3	other	other	ADJ
cana-4586	16	4	hand	hand	NOUN
cana-4586	16	5	,	,	PUNCT
cana-4586	16	6	human	human	ADJ
cana-4586	16	7	activities	activity	NOUN
cana-4586	16	8	such	such	ADJ
cana-4586	16	9	as	as	ADP
cana-4586	16	10	industrial	industrial	ADJ
cana-4586	16	11	operations	operation	NOUN
cana-4586	16	12	,	,	PUNCT
cana-4586	16	13	agricultural	agricultural	ADJ
cana-4586	16	14	practices	practice	NOUN
cana-4586	16	15	,	,	PUNCT
cana-4586	16	16	municipal	municipal	ADJ
cana-4586	16	17	waste	waste	NOUN
cana-4586	16	18	disposal	disposal	NOUN
cana-4586	16	19	,	,	PUNCT
cana-4586	16	20	mining	mining	NOUN
cana-4586	16	21	,	,	PUNCT
cana-4586	16	22	rapid	rapid	ADJ
cana-4586	16	23	land	land	NOUN
cana-4586	16	24	-	-	PUNCT
cana-4586	16	25	use	use	NOUN
cana-4586	16	26	changes	change	NOUN
cana-4586	16	27	,	,	PUNCT
cana-4586	16	28	and	and	CCONJ
cana-4586	16	29	sedimentation	sedimentation	NOUN
cana-4586	16	30	introduce	introduce	NOUN
cana-4586	16	31	pollutants	pollutant	NOUN
cana-4586	16	32	,	,	PUNCT
cana-4586	16	33	including	include	VERB
cana-4586	16	34	heavy	heavy	ADJ
cana-4586	16	35	metals	metal	NOUN
cana-4586	16	36	,	,	PUNCT
cana-4586	16	37	into	into	ADP
cana-4586	16	38	water	water	NOUN
cana-4586	16	39	bodies	body	NOUN
cana-4586	16	40	.	.	PUNCT
cana-4586	17	1	the	the	DET
cana-4586	17	2	consequences	consequence	NOUN
cana-4586	17	3	of	of	ADP
cana-4586	17	4	water	water	NOUN
cana-4586	17	5	pollution	pollution	NOUN
cana-4586	17	6	are	be	AUX
cana-4586	17	7	far	far	ADV
cana-4586	17	8	-	-	PUNCT
cana-4586	17	9	reaching	reach	VERB
cana-4586	17	10	.	.	PUNCT
cana-4586	18	1	contamination	contamination	NOUN
cana-4586	18	2	degrades	degrade	VERB
cana-4586	18	3	water	water	NOUN
cana-4586	18	4	quality	quality	NOUN
cana-4586	18	5	,	,	PUNCT
cana-4586	18	6	threatening	threaten	VERB
cana-4586	18	7	aquatic	aquatic	ADJ
cana-4586	18	8	ecosystems	ecosystem	NOUN
cana-4586	18	9	and	and	CCONJ
cana-4586	18	10	endangering	endanger	VERB
cana-4586	18	11	human	human	ADJ
cana-4586	18	12	health	health	NOUN
cana-4586	18	13	through	through	ADP
cana-4586	18	14	the	the	DET
cana-4586	18	15	consumption	consumption	NOUN
cana-4586	18	16	of	of	ADP
cana-4586	18	17	communications	communication	NOUN
cana-4586	18	18	on	on	ADP
cana-4586	18	19	applied	apply	VERB
cana-4586	18	20	nonlinear	nonlinear	ADJ
cana-4586	18	21	analysis	analysis	NOUN
cana-4586	18	22	issn	issn	NOUN
cana-4586	18	23	:	:	PUNCT
cana-4586	18	24	1074	1074	NUM
cana-4586	18	25	-	-	PUNCT
cana-4586	18	26	133x	133x	NUM
cana-4586	18	27	vol	vol	NOUN
cana-4586	18	28	31	31	NUM
cana-4586	18	29	no	no	NOUN
cana-4586	18	30	.	.	NOUN
cana-4586	18	31	2	2	NUM
cana-4586	18	32	(	(	PUNCT
cana-4586	18	33	2024	2024	NUM
cana-4586	18	34	)	)	PUNCT
cana-4586	18	35	431	431	NUM
cana-4586	18	36	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-4586	18	37	polluted	polluted	ADJ
cana-4586	18	38	water	water	NOUN
cana-4586	18	39	and	and	CCONJ
cana-4586	18	40	affected	affect	VERB
cana-4586	18	41	marine	marine	ADJ
cana-4586	18	42	organisms	organism	NOUN
cana-4586	18	43	.	.	PUNCT
cana-4586	19	1	globally	globally	ADV
cana-4586	19	2	,	,	PUNCT
cana-4586	19	3	around	around	ADV
cana-4586	19	4	one	one	NUM
cana-4586	19	5	billion	billion	NUM
cana-4586	19	6	people	people	NOUN
cana-4586	19	7	lack	lack	VERB
cana-4586	19	8	access	access	NOUN
cana-4586	19	9	to	to	ADP
cana-4586	19	10	clean	clean	ADJ
cana-4586	19	11	drinking	drinking	NOUN
cana-4586	19	12	water	water	NOUN
cana-4586	19	13	,	,	PUNCT
cana-4586	19	14	and	and	CCONJ
cana-4586	19	15	two	two	NUM
cana-4586	19	16	million	million	NUM
cana-4586	19	17	lives	life	NOUN
cana-4586	19	18	are	be	AUX
cana-4586	19	19	lost	lose	VERB
cana-4586	19	20	annually	annually	ADV
cana-4586	19	21	due	due	ADP
cana-4586	19	22	to	to	ADP
cana-4586	19	23	waterborne	waterborne	ADJ
cana-4586	19	24	diseases	disease	NOUN
cana-4586	19	25	and	and	CCONJ
cana-4586	19	26	inadequate	inadequate	ADJ
cana-4586	19	27	sanitation	sanitation	NOUN
cana-4586	19	28	.	.	PUNCT
cana-4586	20	1	preserving	preserve	VERB
cana-4586	20	2	freshwater	freshwater	NOUN
cana-4586	20	3	quality	quality	NOUN
cana-4586	20	4	is	be	AUX
cana-4586	20	5	thus	thus	ADV
cana-4586	20	6	critical	critical	ADJ
cana-4586	20	7	to	to	ADP
cana-4586	20	8	ensuring	ensure	VERB
cana-4586	20	9	public	public	ADJ
cana-4586	20	10	health	health	NOUN
cana-4586	20	11	,	,	PUNCT
cana-4586	20	12	protecting	protect	VERB
cana-4586	20	13	ecosystems	ecosystem	NOUN
cana-4586	20	14	,	,	PUNCT
cana-4586	20	15	and	and	CCONJ
cana-4586	20	16	supporting	support	VERB
cana-4586	20	17	sustainable	sustainable	ADJ
cana-4586	20	18	development	development	NOUN
cana-4586	20	19	.	.	PUNCT
cana-4586	21	1	efforts	effort	NOUN
cana-4586	21	2	to	to	PART
cana-4586	21	3	safeguard	safeguard	VERB
cana-4586	21	4	water	water	NOUN
cana-4586	21	5	quality	quality	NOUN
cana-4586	21	6	are	be	AUX
cana-4586	21	7	also	also	ADV
cana-4586	21	8	economically	economically	ADV
cana-4586	21	9	significant	significant	ADJ
cana-4586	21	10	.	.	PUNCT
cana-4586	22	1	poor	poor	ADJ
cana-4586	22	2	water	water	NOUN
cana-4586	22	3	quality	quality	NOUN
cana-4586	22	4	can	can	AUX
cana-4586	22	5	lead	lead	VERB
cana-4586	22	6	to	to	ADP
cana-4586	22	7	costly	costly	ADJ
cana-4586	22	8	infrastructure	infrastructure	NOUN
cana-4586	22	9	repairs	repair	NOUN
cana-4586	22	10	and	and	CCONJ
cana-4586	22	11	impede	impede	VERB
cana-4586	22	12	the	the	DET
cana-4586	22	13	efficiency	efficiency	NOUN
cana-4586	22	14	of	of	ADP
cana-4586	22	15	water	water	NOUN
cana-4586	22	16	projects	project	NOUN
cana-4586	22	17	,	,	PUNCT
cana-4586	22	18	which	which	PRON
cana-4586	22	19	are	be	AUX
cana-4586	22	20	vital	vital	ADJ
cana-4586	22	21	for	for	ADP
cana-4586	22	22	addressing	address	VERB
cana-4586	22	23	daily	daily	ADJ
cana-4586	22	24	needs	need	NOUN
cana-4586	22	25	of	of	ADP
cana-4586	22	26	any	any	DET
cana-4586	22	27	community	community	NOUN
cana-4586	22	28	.	.	PUNCT
cana-4586	23	1	as	as	ADP
cana-4586	23	2	a	a	DET
cana-4586	23	3	result	result	NOUN
cana-4586	23	4	,	,	PUNCT
cana-4586	23	5	improved	improved	ADJ
cana-4586	23	6	water	water	NOUN
cana-4586	23	7	management	management	NOUN
cana-4586	23	8	and	and	CCONJ
cana-4586	23	9	systematic	systematic	ADJ
cana-4586	23	10	monitoring	monitoring	NOUN
cana-4586	23	11	frameworks	framework	NOUN
cana-4586	23	12	are	be	AUX
cana-4586	23	13	increasingly	increasingly	ADV
cana-4586	23	14	important	important	ADJ
cana-4586	23	15	.	.	PUNCT
cana-4586	24	1	regular	regular	ADJ
cana-4586	24	2	assessments	assessment	NOUN
cana-4586	24	3	of	of	ADP
cana-4586	24	4	freshwater	freshwater	NOUN
cana-4586	24	5	resources	resource	NOUN
cana-4586	24	6	,	,	PUNCT
cana-4586	24	7	waste	waste	NOUN
cana-4586	24	8	disposal	disposal	NOUN
cana-4586	24	9	systems	system	NOUN
cana-4586	24	10	,	,	PUNCT
cana-4586	24	11	and	and	CCONJ
cana-4586	24	12	organizational	organizational	ADJ
cana-4586	24	13	practices	practice	NOUN
cana-4586	24	14	are	be	AUX
cana-4586	24	15	essential	essential	ADJ
cana-4586	24	16	for	for	ADP
cana-4586	24	17	effective	effective	ADJ
cana-4586	24	18	planning	planning	NOUN
cana-4586	24	19	and	and	CCONJ
cana-4586	24	20	regulation	regulation	NOUN
cana-4586	24	21	.	.	PUNCT
cana-4586	25	1	forecasting	forecasting	NOUN
cana-4586	25	2	changes	change	NOUN
cana-4586	25	3	in	in	ADP
cana-4586	25	4	water	water	NOUN
cana-4586	25	5	quality	quality	NOUN
cana-4586	25	6	through	through	ADP
cana-4586	25	7	predictive	predictive	ADJ
cana-4586	25	8	modelling	modelling	NOUN
cana-4586	25	9	can	can	AUX
cana-4586	25	10	aid	aid	VERB
cana-4586	25	11	in	in	ADP
cana-4586	25	12	designing	design	VERB
cana-4586	25	13	better	well	ADJ
cana-4586	25	14	pollution	pollution	NOUN
cana-4586	25	15	prevention	prevention	NOUN
cana-4586	25	16	and	and	CCONJ
cana-4586	25	17	control	control	NOUN
cana-4586	25	18	strategies	strategy	NOUN
cana-4586	25	19	.	.	PUNCT
cana-4586	26	1	the	the	DET
cana-4586	26	2	adoption	adoption	NOUN
cana-4586	26	3	of	of	ADP
cana-4586	26	4	advanced	advanced	ADJ
cana-4586	26	5	technologies	technology	NOUN
cana-4586	26	6	such	such	ADJ
cana-4586	26	7	as	as	ADP
cana-4586	26	8	artificial	artificial	ADJ
cana-4586	26	9	intelligence	intelligence	NOUN
cana-4586	26	10	(	(	PUNCT
cana-4586	26	11	ai	ai	NOUN
cana-4586	26	12	)	)	PUNCT
cana-4586	26	13	and	and	CCONJ
cana-4586	26	14	machine	machine	NOUN
cana-4586	26	15	learning	learning	NOUN
cana-4586	26	16	(	(	PUNCT
cana-4586	26	17	ml	ml	NOUN
cana-4586	26	18	)	)	PUNCT
cana-4586	26	19	is	be	AUX
cana-4586	26	20	transforming	transform	VERB
cana-4586	26	21	water	water	NOUN
cana-4586	26	22	quality	quality	NOUN
cana-4586	26	23	management	management	NOUN
cana-4586	26	24	.	.	PUNCT
cana-4586	27	1	these	these	DET
cana-4586	27	2	tools	tool	NOUN
cana-4586	27	3	enable	enable	VERB
cana-4586	27	4	the	the	DET
cana-4586	27	5	prediction	prediction	NOUN
cana-4586	27	6	of	of	ADP
cana-4586	27	7	water	water	NOUN
cana-4586	27	8	quality	quality	NOUN
cana-4586	27	9	and	and	CCONJ
cana-4586	27	10	its	its	PRON
cana-4586	27	11	fit	fit	ADJ
cana-4586	27	12	use	use	NOUN
cana-4586	27	13	by	by	ADP
cana-4586	27	14	analyzing	analyze	VERB
cana-4586	27	15	the	the	DET
cana-4586	27	16	relationship	relationship	NOUN
cana-4586	27	17	between	between	ADP
cana-4586	27	18	various	various	ADJ
cana-4586	27	19	inputs	input	NOUN
cana-4586	27	20	and	and	CCONJ
cana-4586	27	21	outcomes	outcome	NOUN
cana-4586	27	22	.	.	PUNCT
cana-4586	28	1	ai	ai	VERB
cana-4586	28	2	and	and	CCONJ
cana-4586	28	3	ml	ml	PART
cana-4586	28	4	provide	provide	VERB
cana-4586	28	5	innovative	innovative	ADJ
cana-4586	28	6	approaches	approach	NOUN
cana-4586	28	7	to	to	ADP
cana-4586	28	8	understanding	understand	VERB
cana-4586	28	9	the	the	DET
cana-4586	28	10	diverse	diverse	ADJ
cana-4586	28	11	water	water	NOUN
cana-4586	28	12	quality	quality	NOUN
cana-4586	28	13	dynamics	dynamic	NOUN
cana-4586	28	14	and	and	CCONJ
cana-4586	28	15	assist	assist	VERB
cana-4586	28	16	in	in	ADP
cana-4586	28	17	developing	develop	VERB
cana-4586	28	18	efficient	efficient	ADJ
cana-4586	28	19	solutions	solution	NOUN
cana-4586	28	20	for	for	ADP
cana-4586	28	21	modern	modern	ADJ
cana-4586	28	22	water	water	NOUN
cana-4586	28	23	management	management	NOUN
cana-4586	28	24	challenges	challenge	NOUN
cana-4586	28	25	.	.	PUNCT
cana-4586	29	1	by	by	ADP
cana-4586	29	2	leveraging	leverage	VERB
cana-4586	29	3	these	these	DET
cana-4586	29	4	technologies	technology	NOUN
cana-4586	29	5	,	,	PUNCT
cana-4586	29	6	it	it	PRON
cana-4586	29	7	is	be	AUX
cana-4586	29	8	possible	possible	ADJ
cana-4586	29	9	to	to	PART
cana-4586	29	10	enhance	enhance	VERB
cana-4586	29	11	water	water	NOUN
cana-4586	29	12	quality	quality	NOUN
cana-4586	29	13	monitoring	monitoring	NOUN
cana-4586	29	14	systems	system	NOUN
cana-4586	29	15	and	and	CCONJ
cana-4586	29	16	ensure	ensure	VERB
cana-4586	29	17	sustainable	sustainable	ADJ
cana-4586	29	18	access	access	NOUN
cana-4586	29	19	to	to	ADP
cana-4586	29	20	clean	clean	ADJ
cana-4586	29	21	water	water	NOUN
cana-4586	29	22	for	for	ADP
cana-4586	29	23	the	the	DET
cana-4586	29	24	society	society	NOUN
cana-4586	29	25	and	and	CCONJ
cana-4586	29	26	future	future	ADJ
cana-4586	29	27	generations	generation	NOUN
cana-4586	29	28	.	.	PUNCT
cana-4586	30	1	water	water	NOUN
cana-4586	30	2	quality	quality	NOUN
cana-4586	30	3	assessment	assessment	NOUN
cana-4586	30	4	encompasses	encompass	VERB
cana-4586	30	5	three	three	NUM
cana-4586	30	6	primary	primary	ADJ
cana-4586	30	7	aspects	aspect	NOUN
cana-4586	30	8	:	:	PUNCT
cana-4586	30	9	the	the	DET
cana-4586	30	10	chemical	chemical	NOUN
cana-4586	30	11	,	,	PUNCT
cana-4586	30	12	biological	biological	ADJ
cana-4586	30	13	,	,	PUNCT
cana-4586	30	14	and	and	CCONJ
cana-4586	30	15	physical	physical	ADJ
cana-4586	30	16	characteristics	characteristic	NOUN
cana-4586	30	17	of	of	ADP
cana-4586	30	18	water	water	NOUN
cana-4586	30	19	.	.	PUNCT
cana-4586	31	1	among	among	ADP
cana-4586	31	2	the	the	DET
cana-4586	31	3	tools	tool	NOUN
cana-4586	31	4	employed	employ	VERB
cana-4586	31	5	for	for	ADP
cana-4586	31	6	water	water	NOUN
cana-4586	31	7	evaluation	evaluation	NOUN
cana-4586	31	8	,	,	PUNCT
cana-4586	31	9	the	the	DET
cana-4586	31	10	water	water	NOUN
cana-4586	31	11	quality	quality	NOUN
cana-4586	31	12	index	index	NOUN
cana-4586	31	13	(	(	PUNCT
cana-4586	31	14	wqi	wqi	ADJ
cana-4586	31	15	)	)	PUNCT
cana-4586	31	16	model	model	NOUN
cana-4586	31	17	has	have	AUX
cana-4586	31	18	gained	gain	VERB
cana-4586	31	19	widespread	widespread	ADJ
cana-4586	31	20	application	application	NOUN
cana-4586	31	21	for	for	ADP
cana-4586	31	22	assessing	assess	VERB
cana-4586	31	23	surface	surface	NOUN
cana-4586	31	24	water	water	NOUN
cana-4586	31	25	quality	quality	NOUN
cana-4586	31	26	across	across	ADP
cana-4586	31	27	various	various	ADJ
cana-4586	31	28	sectors	sector	NOUN
cana-4586	31	29	,	,	PUNCT
cana-4586	31	30	including	include	VERB
cana-4586	31	31	agriculture	agriculture	NOUN
cana-4586	31	32	,	,	PUNCT
cana-4586	31	33	domestic	domestic	ADJ
cana-4586	31	34	consumption	consumption	NOUN
cana-4586	31	35	,	,	PUNCT
cana-4586	31	36	and	and	CCONJ
cana-4586	31	37	industrial	industrial	ADJ
cana-4586	31	38	use	use	NOUN
cana-4586	31	39	.	.	PUNCT
cana-4586	32	1	wqi	wqi	VERB
cana-4586	32	2	is	be	AUX
cana-4586	32	3	preferred	prefer	VERB
cana-4586	32	4	as	as	SCONJ
cana-4586	32	5	it	it	PRON
cana-4586	32	6	depicts	depict	VERB
cana-4586	32	7	the	the	DET
cana-4586	32	8	quality	quality	NOUN
cana-4586	32	9	of	of	ADP
cana-4586	32	10	the	the	DET
cana-4586	32	11	water	water	NOUN
cana-4586	32	12	in	in	ADP
cana-4586	32	13	a	a	DET
cana-4586	32	14	simple	simple	ADJ
cana-4586	32	15	and	and	CCONJ
cana-4586	32	16	single	single	ADJ
cana-4586	32	17	score	score	NOUN
cana-4586	32	18	that	that	PRON
cana-4586	32	19	can	can	AUX
cana-4586	32	20	be	be	AUX
cana-4586	32	21	easily	easily	ADV
cana-4586	32	22	incorporated	incorporate	VERB
cana-4586	32	23	to	to	ADP
cana-4586	32	24	other	other	ADJ
cana-4586	32	25	models	model	NOUN
cana-4586	32	26	.	.	PUNCT
cana-4586	33	1	related	relate	VERB
cana-4586	33	2	work	work	NOUN
cana-4586	33	3	research	research	NOUN
cana-4586	33	4	has	have	AUX
cana-4586	33	5	already	already	ADV
cana-4586	33	6	been	be	AUX
cana-4586	33	7	conducted	conduct	VERB
cana-4586	33	8	on	on	ADP
cana-4586	33	9	the	the	DET
cana-4586	33	10	applicability	applicability	NOUN
cana-4586	33	11	of	of	ADP
cana-4586	33	12	the	the	DET
cana-4586	33	13	determined	determined	ADJ
cana-4586	33	14	algorithm	algorithm	NOUN
cana-4586	33	15	in	in	ADP
cana-4586	33	16	aquaculture	aquaculture	NOUN
cana-4586	33	17	after	after	ADP
cana-4586	33	18	a	a	DET
cana-4586	33	19	thorough	thorough	ADJ
cana-4586	33	20	assessment	assessment	NOUN
cana-4586	33	21	of	of	ADP
cana-4586	33	22	various	various	ADJ
cana-4586	33	23	ml	ml	NOUN
cana-4586	33	24	algorithms	algorithm	NOUN
cana-4586	33	25	.	.	PUNCT
cana-4586	34	1	it	it	PRON
cana-4586	34	2	has	have	AUX
cana-4586	34	3	been	be	AUX
cana-4586	34	4	established	establish	VERB
cana-4586	34	5	that	that	SCONJ
cana-4586	34	6	naïve	naïve	ADJ
cana-4586	34	7	bayes	bayes	NOUN
cana-4586	34	8	is	be	AUX
cana-4586	34	9	particularly	particularly	ADV
cana-4586	34	10	accurate	accurate	ADJ
cana-4586	34	11	in	in	ADP
cana-4586	34	12	conducting	conduct	VERB
cana-4586	34	13	various	various	ADJ
cana-4586	34	14	assessments	assessment	NOUN
cana-4586	34	15	of	of	ADP
cana-4586	34	16	the	the	DET
cana-4586	34	17	water	water	NOUN
cana-4586	34	18	quality	quality	NOUN
cana-4586	34	19	through	through	ADP
cana-4586	34	20	determination	determination	NOUN
cana-4586	34	21	of	of	ADP
cana-4586	34	22	wqi	wqi	ADJ
cana-4586	34	23	scale	scale	NOUN
cana-4586	34	24	.	.	PUNCT
cana-4586	35	1	various	various	ADJ
cana-4586	35	2	water	water	NOUN
cana-4586	35	3	quality	quality	NOUN
cana-4586	35	4	models	model	NOUN
cana-4586	35	5	have	have	AUX
cana-4586	35	6	been	be	AUX
cana-4586	35	7	developed	develop	VERB
cana-4586	35	8	to	to	PART
cana-4586	35	9	enhance	enhance	VERB
cana-4586	35	10	the	the	DET
cana-4586	35	11	accuracy	accuracy	NOUN
cana-4586	35	12	of	of	ADP
cana-4586	35	13	predictions	prediction	NOUN
cana-4586	35	14	,	,	PUNCT
cana-4586	35	15	facilitating	facilitate	VERB
cana-4586	35	16	informed	informed	ADJ
cana-4586	35	17	decision	decision	NOUN
cana-4586	35	18	-	-	PUNCT
cana-4586	35	19	making	make	VERB
cana-4586	35	20	processes	process	NOUN
cana-4586	35	21	.	.	PUNCT
cana-4586	36	1	the	the	DET
cana-4586	36	2	creation	creation	NOUN
cana-4586	36	3	of	of	ADP
cana-4586	36	4	models	model	NOUN
cana-4586	36	5	focusing	focus	VERB
cana-4586	36	6	on	on	ADP
cana-4586	36	7	varied	varied	ADJ
cana-4586	36	8	water	water	NOUN
cana-4586	36	9	quality	quality	NOUN
cana-4586	36	10	parameters	parameter	NOUN
cana-4586	36	11	is	be	AUX
cana-4586	36	12	particularly	particularly	ADV
cana-4586	36	13	critical	critical	ADJ
cana-4586	36	14	,	,	PUNCT
cana-4586	36	15	as	as	SCONJ
cana-4586	36	16	their	their	PRON
cana-4586	36	17	efficiency	efficiency	NOUN
cana-4586	36	18	and	and	CCONJ
cana-4586	36	19	reliability	reliability	NOUN
cana-4586	36	20	are	be	AUX
cana-4586	36	21	essential	essential	ADJ
cana-4586	36	22	for	for	ADP
cana-4586	36	23	producing	produce	VERB
cana-4586	36	24	accurate	accurate	ADJ
cana-4586	36	25	and	and	CCONJ
cana-4586	36	26	meaningful	meaningful	ADJ
cana-4586	36	27	results	result	NOUN
cana-4586	36	28	.	.	PUNCT
cana-4586	37	1	research	research	NOUN
cana-4586	37	2	into	into	ADP
cana-4586	37	3	the	the	DET
cana-4586	37	4	application	application	NOUN
cana-4586	37	5	of	of	ADP
cana-4586	37	6	machine	machine	NOUN
cana-4586	37	7	learning	learn	VERB
cana-4586	37	8	for	for	ADP
cana-4586	37	9	assessing	assess	VERB
cana-4586	37	10	the	the	DET
cana-4586	37	11	water	water	NOUN
cana-4586	37	12	quality	quality	NOUN
cana-4586	37	13	index	index	NOUN
cana-4586	37	14	(	(	PUNCT
cana-4586	37	15	wqi	wqi	VERB
cana-4586	37	16	)	)	PUNCT
cana-4586	37	17	in	in	ADP
cana-4586	37	18	industrial	industrial	ADJ
cana-4586	37	19	settings	setting	NOUN
cana-4586	37	20	has	have	AUX
cana-4586	37	21	shown	show	VERB
cana-4586	37	22	significant	significant	ADJ
cana-4586	37	23	promise	promise	NOUN
cana-4586	37	24	.	.	PUNCT
cana-4586	38	1	a	a	DET
cana-4586	38	2	2024	2024	NUM
cana-4586	38	3	study	study	NOUN
cana-4586	38	4	by	by	ADP
cana-4586	38	5	mohsin	mohsin	PROPN
cana-4586	38	6	et	et	PROPN
cana-4586	38	7	al	al	PROPN
cana-4586	38	8	.	.	PUNCT
cana-4586	39	1	[	[	X
cana-4586	39	2	1	1	X
cana-4586	39	3	]	]	PUNCT
cana-4586	39	4	have	have	AUX
cana-4586	39	5	focused	focus	VERB
cana-4586	39	6	on	on	ADP
cana-4586	39	7	utilizing	utilize	VERB
cana-4586	39	8	machine	machine	NOUN
cana-4586	39	9	learning	learn	VERB
cana-4586	39	10	algorithms	algorithm	NOUN
cana-4586	39	11	to	to	PART
cana-4586	39	12	predict	predict	VERB
cana-4586	39	13	wqi	wqi	NOUN
cana-4586	39	14	,	,	PUNCT
cana-4586	39	15	employing	employ	VERB
cana-4586	39	16	parameters	parameter	NOUN
cana-4586	39	17	like	like	ADP
cana-4586	39	18	ph	ph	NOUN
cana-4586	39	19	,	,	PUNCT
cana-4586	39	20	dissolved	dissolve	VERB
cana-4586	39	21	oxygen	oxygen	NOUN
cana-4586	39	22	,	,	PUNCT
cana-4586	39	23	and	and	CCONJ
cana-4586	39	24	electrical	electrical	ADJ
cana-4586	39	25	conductivity	conductivity	NOUN
cana-4586	39	26	.	.	PUNCT
cana-4586	40	1	their	their	PRON
cana-4586	40	2	findings	finding	NOUN
cana-4586	40	3	demonstrated	demonstrate	VERB
cana-4586	40	4	the	the	DET
cana-4586	40	5	high	high	ADJ
cana-4586	40	6	communications	communication	NOUN
cana-4586	40	7	on	on	ADP
cana-4586	40	8	applied	apply	VERB
cana-4586	40	9	nonlinear	nonlinear	ADJ
cana-4586	40	10	analysis	analysis	NOUN
cana-4586	40	11	issn	issn	NOUN
cana-4586	40	12	:	:	PUNCT
cana-4586	40	13	1074	1074	NUM
cana-4586	40	14	-	-	PUNCT
cana-4586	40	15	133x	133x	NUM
cana-4586	40	16	vol	vol	NOUN
cana-4586	40	17	31	31	NUM
cana-4586	40	18	no	no	NOUN
cana-4586	40	19	.	.	NOUN
cana-4586	40	20	2	2	NUM
cana-4586	40	21	(	(	PUNCT
cana-4586	40	22	2024	2024	NUM
cana-4586	40	23	)	)	PUNCT
cana-4586	41	1	432	432	NUM
cana-4586	41	2	https://internationalpubls.com	https://internationalpubls.com	NOUN
cana-4586	41	3	accuracy	accuracy	NOUN
cana-4586	41	4	and	and	CCONJ
cana-4586	41	5	applicability	applicability	NOUN
cana-4586	41	6	of	of	ADP
cana-4586	41	7	these	these	DET
cana-4586	41	8	models	model	NOUN
cana-4586	41	9	for	for	ADP
cana-4586	41	10	effective	effective	ADJ
cana-4586	41	11	water	water	NOUN
cana-4586	41	12	quality	quality	NOUN
cana-4586	41	13	assessment	assessment	NOUN
cana-4586	41	14	in	in	ADP
cana-4586	41	15	industrial	industrial	ADJ
cana-4586	41	16	contexts	contexts	NOUN
cana-4586	41	17	.	.	PUNCT
cana-4586	42	1	meanwhile	meanwhile	ADV
cana-4586	42	2	,	,	PUNCT
cana-4586	42	3	yan	yan	PROPN
cana-4586	42	4	et	et	PROPN
cana-4586	42	5	al	al	PROPN
cana-4586	42	6	.	.	PUNCT
cana-4586	43	1	[	[	X
cana-4586	43	2	2	2	X
cana-4586	43	3	]	]	PUNCT
cana-4586	43	4	in	in	ADP
cana-4586	43	5	2024	2024	NUM
cana-4586	43	6	conducted	conduct	VERB
cana-4586	43	7	a	a	DET
cana-4586	43	8	comprehensive	comprehensive	ADJ
cana-4586	43	9	review	review	NOUN
cana-4586	43	10	of	of	ADP
cana-4586	43	11	over	over	ADP
cana-4586	43	12	170	170	NUM
cana-4586	43	13	studies	study	NOUN
cana-4586	43	14	,	,	PUNCT
cana-4586	43	15	analyzing	analyze	VERB
cana-4586	43	16	methodologies	methodology	NOUN
cana-4586	43	17	for	for	ADP
cana-4586	43	18	data	datum	NOUN
cana-4586	43	19	acquisition	acquisition	NOUN
cana-4586	43	20	and	and	CCONJ
cana-4586	43	21	categorizing	categorize	VERB
cana-4586	43	22	predictions	prediction	NOUN
cana-4586	43	23	into	into	ADP
cana-4586	43	24	indicator	indicator	NOUN
cana-4586	43	25	-	-	PUNCT
cana-4586	43	26	based	base	VERB
cana-4586	43	27	and	and	CCONJ
cana-4586	43	28	wqi	wqi	VERB
cana-4586	43	29	predictions	prediction	NOUN
cana-4586	43	30	.	.	PUNCT
cana-4586	44	1	their	their	PRON
cana-4586	44	2	review	review	NOUN
cana-4586	44	3	highlighted	highlight	VERB
cana-4586	44	4	the	the	DET
cana-4586	44	5	effectiveness	effectiveness	NOUN
cana-4586	44	6	of	of	ADP
cana-4586	44	7	machine	machine	NOUN
cana-4586	44	8	learning	learn	VERB
cana-4586	44	9	algorithms	algorithm	NOUN
cana-4586	44	10	in	in	ADP
cana-4586	44	11	providing	provide	VERB
cana-4586	44	12	accurate	accurate	ADJ
cana-4586	44	13	and	and	CCONJ
cana-4586	44	14	reliable	reliable	ADJ
cana-4586	44	15	predictions	prediction	NOUN
cana-4586	44	16	,	,	PUNCT
cana-4586	44	17	underscoring	underscore	VERB
cana-4586	44	18	their	their	PRON
cana-4586	44	19	relevance	relevance	NOUN
cana-4586	44	20	in	in	ADP
cana-4586	44	21	industrial	industrial	ADJ
cana-4586	44	22	applications	application	NOUN
cana-4586	44	23	.	.	PUNCT
cana-4586	45	1	similarly	similarly	ADV
cana-4586	45	2	,	,	PUNCT
cana-4586	45	3	frincu[3	frincu[3	PROPN
cana-4586	45	4	]	]	PUNCT
cana-4586	45	5	reviewed	review	VERB
cana-4586	45	6	artificial	artificial	ADJ
cana-4586	45	7	intelligence	intelligence	NOUN
cana-4586	45	8	techniques	technique	NOUN
cana-4586	45	9	for	for	ADP
cana-4586	45	10	predicting	predict	VERB
cana-4586	45	11	and	and	CCONJ
cana-4586	45	12	classifying	classify	VERB
cana-4586	45	13	wqi	wqi	NOUN
cana-4586	45	14	,	,	PUNCT
cana-4586	45	15	discussing	discuss	VERB
cana-4586	45	16	the	the	DET
cana-4586	45	17	applicability	applicability	NOUN
cana-4586	45	18	of	of	ADP
cana-4586	45	19	various	various	ADJ
cana-4586	45	20	ai	ai	ADJ
cana-4586	45	21	tools	tool	NOUN
cana-4586	45	22	across	across	ADP
cana-4586	45	23	different	different	ADJ
cana-4586	45	24	regions	region	NOUN
cana-4586	45	25	and	and	CCONJ
cana-4586	45	26	datasets	dataset	NOUN
cana-4586	45	27	.	.	PUNCT
cana-4586	46	1	their	their	PRON
cana-4586	46	2	research	research	NOUN
cana-4586	46	3	provided	provide	VERB
cana-4586	46	4	critical	critical	ADJ
cana-4586	46	5	insights	insight	NOUN
cana-4586	46	6	into	into	ADP
cana-4586	46	7	the	the	DET
cana-4586	46	8	potential	potential	NOUN
cana-4586	46	9	of	of	ADP
cana-4586	46	10	these	these	DET
cana-4586	46	11	tools	tool	NOUN
cana-4586	46	12	for	for	ADP
cana-4586	46	13	industrial	industrial	ADJ
cana-4586	46	14	water	water	NOUN
cana-4586	46	15	quality	quality	NOUN
cana-4586	46	16	monitoring	monitoring	NOUN
cana-4586	46	17	.	.	PUNCT
cana-4586	47	1	t	t	PROPN
cana-4586	47	2	ahmad	ahmad	PROPN
cana-4586	47	3	et	et	PROPN
cana-4586	47	4	al	al	PROPN
cana-4586	47	5	.	.	PUNCT
cana-4586	48	1	[	[	X
cana-4586	48	2	4	4	X
cana-4586	48	3	]	]	PUNCT
cana-4586	48	4	et	et	PROPN
cana-4586	48	5	al	al	PROPN
cana-4586	48	6	.	.	PROPN
cana-4586	48	7	explored	explore	VERB
cana-4586	48	8	advanced	advanced	ADJ
cana-4586	48	9	machine	machine	NOUN
cana-4586	48	10	learning	learn	VERB
cana-4586	48	11	techniques	technique	NOUN
cana-4586	48	12	for	for	ADP
cana-4586	48	13	wqi	wqi	ADJ
cana-4586	48	14	prediction	prediction	NOUN
cana-4586	48	15	,	,	PUNCT
cana-4586	48	16	demonstrating	demonstrate	VERB
cana-4586	48	17	high	high	ADJ
cana-4586	48	18	accuracy	accuracy	NOUN
cana-4586	48	19	and	and	CCONJ
cana-4586	48	20	highlighting	highlight	VERB
cana-4586	48	21	the	the	DET
cana-4586	48	22	importance	importance	NOUN
cana-4586	48	23	of	of	ADP
cana-4586	48	24	these	these	DET
cana-4586	48	25	models	model	NOUN
cana-4586	48	26	for	for	ADP
cana-4586	48	27	water	water	NOUN
cana-4586	48	28	-	-	PUNCT
cana-4586	48	29	scarce	scarce	ADJ
cana-4586	48	30	industrial	industrial	ADJ
cana-4586	48	31	areas	area	NOUN
cana-4586	48	32	.	.	PUNCT
cana-4586	49	1	additionally	additionally	ADV
cana-4586	49	2	,	,	PUNCT
cana-4586	49	3	in	in	ADP
cana-4586	49	4	2022	2022	NUM
cana-4586	49	5	,	,	PUNCT
cana-4586	49	6	shams	sham	VERB
cana-4586	49	7	et	et	PROPN
cana-4586	49	8	al	al	PROPN
cana-4586	49	9	.	.	PUNCT
cana-4586	50	1	[	[	X
cana-4586	50	2	5	5	NUM
cana-4586	50	3	]	]	PUNCT
cana-4586	50	4	focused	focus	VERB
cana-4586	50	5	on	on	ADP
cana-4586	50	6	predicting	predict	VERB
cana-4586	50	7	wqi	wqi	VERB
cana-4586	50	8	using	use	VERB
cana-4586	50	9	machine	machine	NOUN
cana-4586	50	10	learning	learning	NOUN
cana-4586	50	11	models	model	NOUN
cana-4586	50	12	optimized	optimize	VERB
cana-4586	50	13	through	through	ADP
cana-4586	50	14	grid	grid	NOUN
cana-4586	50	15	search	search	NOUN
cana-4586	50	16	methods	method	NOUN
cana-4586	50	17	.	.	PUNCT
cana-4586	51	1	their	their	PRON
cana-4586	51	2	study	study	NOUN
cana-4586	51	3	achieved	achieve	VERB
cana-4586	51	4	remarkable	remarkable	ADJ
cana-4586	51	5	accuracy	accuracy	NOUN
cana-4586	51	6	,	,	PUNCT
cana-4586	51	7	further	far	ADV
cana-4586	51	8	emphasizing	emphasize	VERB
cana-4586	51	9	the	the	DET
cana-4586	51	10	utility	utility	NOUN
cana-4586	51	11	of	of	ADP
cana-4586	51	12	these	these	DET
cana-4586	51	13	techniques	technique	NOUN
cana-4586	51	14	in	in	ADP
cana-4586	51	15	ensuring	ensure	VERB
cana-4586	51	16	effective	effective	ADJ
cana-4586	51	17	water	water	NOUN
cana-4586	51	18	quality	quality	NOUN
cana-4586	51	19	management	management	NOUN
cana-4586	51	20	for	for	ADP
cana-4586	51	21	industrial	industrial	ADJ
cana-4586	51	22	purposes	purpose	NOUN
cana-4586	51	23	.	.	PUNCT
cana-4586	52	1	materials	material	NOUN
cana-4586	52	2	and	and	CCONJ
cana-4586	52	3	methods	method	NOUN
cana-4586	52	4	to	to	PART
cana-4586	52	5	assess	assess	VERB
cana-4586	52	6	and	and	CCONJ
cana-4586	52	7	quantify	quantify	VERB
cana-4586	52	8	the	the	DET
cana-4586	52	9	water	water	NOUN
cana-4586	52	10	quality	quality	NOUN
cana-4586	52	11	index	index	NOUN
cana-4586	52	12	(	(	PUNCT
cana-4586	52	13	wqi	wqi	VERB
cana-4586	52	14	)	)	PUNCT
cana-4586	52	15	for	for	ADP
cana-4586	52	16	use	use	NOUN
cana-4586	52	17	in	in	ADP
cana-4586	52	18	aquaculture	aquaculture	NOUN
cana-4586	52	19	,	,	PUNCT
cana-4586	52	20	a	a	DET
cana-4586	52	21	program	program	NOUN
cana-4586	52	22	was	be	AUX
cana-4586	52	23	developed	develop	VERB
cana-4586	52	24	utilizing	utilize	VERB
cana-4586	52	25	the	the	DET
cana-4586	52	26	naïve	naïve	ADJ
cana-4586	52	27	bayes	bayes	NOUN
cana-4586	52	28	algorithm	algorithm	NOUN
cana-4586	52	29	.	.	PUNCT
cana-4586	53	1	naïve	naïve	ADJ
cana-4586	53	2	bayes	bayes	PROPN
cana-4586	53	3	,	,	PUNCT
cana-4586	53	4	a	a	DET
cana-4586	53	5	probabilistic	probabilistic	ADJ
cana-4586	53	6	machine	machine	NOUN
cana-4586	53	7	learning	learning	NOUN
cana-4586	53	8	model	model	NOUN
cana-4586	53	9	based	base	VERB
cana-4586	53	10	on	on	ADP
cana-4586	53	11	bayes	bayes	PROPN
cana-4586	53	12	'	'	PART
cana-4586	53	13	theorem	theorem	NOUN
cana-4586	53	14	,	,	PUNCT
cana-4586	53	15	is	be	AUX
cana-4586	53	16	particularly	particularly	ADV
cana-4586	53	17	well	well	ADV
cana-4586	53	18	-	-	PUNCT
cana-4586	53	19	suited	suit	VERB
cana-4586	53	20	for	for	ADP
cana-4586	53	21	classification	classification	NOUN
cana-4586	53	22	problems	problem	NOUN
cana-4586	53	23	where	where	SCONJ
cana-4586	53	24	the	the	DET
cana-4586	53	25	goal	goal	NOUN
cana-4586	53	26	is	be	AUX
cana-4586	53	27	to	to	PART
cana-4586	53	28	determine	determine	VERB
cana-4586	53	29	the	the	DET
cana-4586	53	30	likelihood	likelihood	NOUN
cana-4586	53	31	of	of	ADP
cana-4586	53	32	certain	certain	ADJ
cana-4586	53	33	outcomes	outcome	NOUN
cana-4586	53	34	based	base	VERB
cana-4586	53	35	on	on	ADP
cana-4586	53	36	given	give	VERB
cana-4586	53	37	input	input	NOUN
cana-4586	53	38	parameters	parameter	NOUN
cana-4586	53	39	.	.	PUNCT
cana-4586	54	1	the	the	DET
cana-4586	54	2	algorithm	algorithm	NOUN
cana-4586	54	3	assumes	assume	VERB
cana-4586	54	4	independence	independence	NOUN
cana-4586	54	5	between	between	ADP
cana-4586	54	6	the	the	DET
cana-4586	54	7	features	feature	NOUN
cana-4586	54	8	,	,	PUNCT
cana-4586	54	9	simplifying	simplify	VERB
cana-4586	54	10	computations	computation	NOUN
cana-4586	54	11	while	while	SCONJ
cana-4586	54	12	maintaining	maintain	VERB
cana-4586	54	13	robust	robust	ADJ
cana-4586	54	14	predictive	predictive	ADJ
cana-4586	54	15	capabilities	capability	NOUN
cana-4586	54	16	.	.	PUNCT
cana-4586	55	1	the	the	DET
cana-4586	55	2	development	development	NOUN
cana-4586	55	3	process	process	NOUN
cana-4586	55	4	began	begin	VERB
cana-4586	55	5	with	with	ADP
cana-4586	55	6	the	the	DET
cana-4586	55	7	collection	collection	NOUN
cana-4586	55	8	and	and	CCONJ
cana-4586	55	9	pre	pre	ADJ
cana-4586	55	10	-	-	ADJ
cana-4586	55	11	processing	processing	NOUN
cana-4586	55	12	of	of	ADP
cana-4586	55	13	water	water	NOUN
cana-4586	55	14	quality	quality	NOUN
cana-4586	55	15	data	datum	NOUN
cana-4586	55	16	from	from	ADP
cana-4586	55	17	aquaculture	aquaculture	NOUN
cana-4586	55	18	systems	system	NOUN
cana-4586	55	19	.	.	PUNCT
cana-4586	56	1	key	key	ADJ
cana-4586	56	2	parameters	parameter	NOUN
cana-4586	56	3	relevant	relevant	ADJ
cana-4586	56	4	to	to	ADP
cana-4586	56	5	aquaculture	aquaculture	NOUN
cana-4586	56	6	,	,	PUNCT
cana-4586	56	7	such	such	ADJ
cana-4586	56	8	as	as	ADP
cana-4586	56	9	ph	ph	ADJ
cana-4586	56	10	,	,	PUNCT
cana-4586	56	11	dissolved	dissolve	VERB
cana-4586	56	12	oxygen	oxygen	NOUN
cana-4586	56	13	(	(	PUNCT
cana-4586	56	14	do	do	AUX
cana-4586	56	15	)	)	PUNCT
cana-4586	56	16	,	,	PUNCT
cana-4586	56	17	ammonia	ammonia	NOUN
cana-4586	56	18	levels	level	NOUN
cana-4586	56	19	,	,	PUNCT
cana-4586	56	20	temperature	temperature	NOUN
cana-4586	56	21	,	,	PUNCT
cana-4586	56	22	turbidity	turbidity	NOUN
cana-4586	56	23	,	,	PUNCT
cana-4586	56	24	and	and	CCONJ
cana-4586	56	25	nitrate	nitrate	NOUN
cana-4586	56	26	concentrations	concentration	NOUN
cana-4586	56	27	,	,	PUNCT
cana-4586	56	28	were	be	AUX
cana-4586	56	29	identified	identify	VERB
cana-4586	56	30	and	and	CCONJ
cana-4586	56	31	included	include	VERB
cana-4586	56	32	in	in	ADP
cana-4586	56	33	the	the	DET
cana-4586	56	34	dataset	dataset	NOUN
cana-4586	56	35	.	.	PUNCT
cana-4586	57	1	pre	pre	ADJ
cana-4586	57	2	-	-	ADJ
cana-4586	57	3	processing	processing	NOUN
cana-4586	57	4	involved	involved	ADJ
cana-4586	57	5	cleaning	clean	VERB
cana-4586	57	6	the	the	DET
cana-4586	57	7	data	datum	NOUN
cana-4586	57	8	to	to	PART
cana-4586	57	9	remove	remove	VERB
cana-4586	57	10	inconsistencies	inconsistency	NOUN
cana-4586	57	11	,	,	PUNCT
cana-4586	57	12	handling	handle	VERB
cana-4586	57	13	missing	miss	VERB
cana-4586	57	14	values	value	NOUN
cana-4586	57	15	,	,	PUNCT
cana-4586	57	16	and	and	CCONJ
cana-4586	57	17	normalizing	normalize	VERB
cana-4586	57	18	the	the	DET
cana-4586	57	19	features	feature	NOUN
cana-4586	57	20	to	to	PART
cana-4586	57	21	ensure	ensure	VERB
cana-4586	57	22	uniform	uniform	ADJ
cana-4586	57	23	scaling	scaling	NOUN
cana-4586	57	24	.	.	PUNCT
cana-4586	58	1	feature	feature	NOUN
cana-4586	58	2	selection	selection	NOUN
cana-4586	58	3	was	be	AUX
cana-4586	58	4	performed	perform	VERB
cana-4586	58	5	to	to	PART
cana-4586	58	6	identify	identify	VERB
cana-4586	58	7	the	the	DET
cana-4586	58	8	most	most	ADV
cana-4586	58	9	significant	significant	ADJ
cana-4586	58	10	parameters	parameter	NOUN
cana-4586	58	11	influencing	influence	VERB
cana-4586	58	12	water	water	NOUN
cana-4586	58	13	quality	quality	NOUN
cana-4586	58	14	in	in	ADP
cana-4586	58	15	aquaculture	aquaculture	NOUN
cana-4586	58	16	.	.	PUNCT
cana-4586	59	1	these	these	DET
cana-4586	59	2	selected	select	VERB
cana-4586	59	3	features	feature	NOUN
cana-4586	59	4	were	be	AUX
cana-4586	59	5	then	then	ADV
cana-4586	59	6	used	use	VERB
cana-4586	59	7	as	as	ADP
cana-4586	59	8	input	input	NOUN
cana-4586	59	9	variables	variable	NOUN
cana-4586	59	10	for	for	ADP
cana-4586	59	11	the	the	DET
cana-4586	59	12	naive	naive	ADJ
cana-4586	59	13	bayes	bayes	NOUN
cana-4586	59	14	algorithm	algorithm	NOUN
cana-4586	59	15	.	.	PUNCT
cana-4586	60	1	the	the	DET
cana-4586	60	2	algorithm	algorithm	NOUN
cana-4586	60	3	was	be	AUX
cana-4586	60	4	trained	train	VERB
cana-4586	60	5	on	on	ADP
cana-4586	60	6	a	a	DET
cana-4586	60	7	labelled	label	VERB
cana-4586	60	8	dataset	dataset	NOUN
cana-4586	60	9	,	,	PUNCT
cana-4586	60	10	where	where	SCONJ
cana-4586	60	11	each	each	DET
cana-4586	60	12	record	record	NOUN
cana-4586	60	13	represented	represent	VERB
cana-4586	60	14	water	water	NOUN
cana-4586	60	15	quality	quality	NOUN
cana-4586	60	16	readings	reading	NOUN
cana-4586	60	17	paired	pair	VERB
cana-4586	60	18	with	with	ADP
cana-4586	60	19	a	a	DET
cana-4586	60	20	predefined	predefine	VERB
cana-4586	60	21	wqi	wqi	VERB
cana-4586	60	22	classification	classification	NOUN
cana-4586	60	23	(	(	PUNCT
cana-4586	60	24	e.g.	e.g.	ADV
cana-4586	60	25	,	,	PUNCT
cana-4586	60	26	excellent	excellent	ADJ
cana-4586	60	27	,	,	PUNCT
cana-4586	60	28	good	good	ADJ
cana-4586	60	29	,	,	PUNCT
cana-4586	60	30	moderate	moderate	ADJ
cana-4586	60	31	,	,	PUNCT
cana-4586	60	32	or	or	CCONJ
cana-4586	60	33	poor	poor	ADJ
cana-4586	60	34	)	)	PUNCT
cana-4586	60	35	.	.	PUNCT
cana-4586	61	1	the	the	DET
cana-4586	61	2	training	training	NOUN
cana-4586	61	3	process	process	NOUN
cana-4586	61	4	involved	involve	VERB
cana-4586	61	5	calculating	calculate	VERB
cana-4586	61	6	the	the	DET
cana-4586	61	7	prior	prior	ADJ
cana-4586	61	8	probabilities	probability	NOUN
cana-4586	61	9	of	of	ADP
cana-4586	61	10	each	each	DET
cana-4586	61	11	class	class	NOUN
cana-4586	61	12	and	and	CCONJ
cana-4586	61	13	the	the	DET
cana-4586	61	14	likelihood	likelihood	NOUN
cana-4586	61	15	of	of	ADP
cana-4586	61	16	observing	observe	VERB
cana-4586	61	17	specific	specific	ADJ
cana-4586	61	18	parameter	parameter	NOUN
cana-4586	61	19	values	value	NOUN
cana-4586	61	20	within	within	ADP
cana-4586	61	21	each	each	DET
cana-4586	61	22	class	class	NOUN
cana-4586	61	23	.	.	PUNCT
cana-4586	62	1	once	once	ADV
cana-4586	62	2	trained	train	VERB
cana-4586	62	3	,	,	PUNCT
cana-4586	62	4	the	the	DET
cana-4586	62	5	program	program	NOUN
cana-4586	62	6	was	be	AUX
cana-4586	62	7	validated	validate	VERB
cana-4586	62	8	using	use	VERB
cana-4586	62	9	test	test	NOUN
cana-4586	62	10	datasets	dataset	NOUN
cana-4586	62	11	to	to	PART
cana-4586	62	12	evaluate	evaluate	VERB
cana-4586	62	13	its	its	PRON
cana-4586	62	14	accuracy	accuracy	NOUN
cana-4586	62	15	and	and	CCONJ
cana-4586	62	16	reliability	reliability	NOUN
cana-4586	62	17	in	in	ADP
cana-4586	62	18	predicting	predict	VERB
cana-4586	62	19	the	the	DET
cana-4586	62	20	wqi	wqi	NOUN
cana-4586	62	21	.	.	PUNCT
cana-4586	63	1	the	the	DET
cana-4586	63	2	developed	develop	VERB
cana-4586	63	3	program	program	NOUN
cana-4586	63	4	provides	provide	VERB
cana-4586	63	5	the	the	DET
cana-4586	63	6	necessary	necessary	ADJ
cana-4586	63	7	water	water	NOUN
cana-4586	63	8	quality	quality	NOUN
cana-4586	63	9	communications	communication	NOUN
cana-4586	63	10	on	on	ADP
cana-4586	63	11	applied	apply	VERB
cana-4586	63	12	nonlinear	nonlinear	ADJ
cana-4586	63	13	analysis	analysis	NOUN
cana-4586	63	14	issn	issn	NOUN
cana-4586	63	15	:	:	PUNCT
cana-4586	63	16	1074	1074	NUM
cana-4586	63	17	-	-	PUNCT
cana-4586	63	18	133x	133x	NUM
cana-4586	63	19	vol	vol	NOUN
cana-4586	63	20	31	31	NUM
cana-4586	63	21	no	no	NOUN
cana-4586	63	22	.	.	NOUN
cana-4586	63	23	2	2	NUM
cana-4586	63	24	(	(	PUNCT
cana-4586	63	25	2024	2024	NUM
cana-4586	63	26	)	)	PUNCT
cana-4586	63	27	433	433	NUM
cana-4586	63	28	https://internationalpubls.com	https://internationalpubls.com	X
cana-4586	63	29	parameters	parameter	NOUN
cana-4586	63	30	and	and	CCONJ
cana-4586	63	31	outputs	output	VERB
cana-4586	63	32	the	the	DET
cana-4586	63	33	corresponding	correspond	VERB
cana-4586	63	34	wqi	wqi	VERB
cana-4586	63	35	classification	classification	NOUN
cana-4586	63	36	along	along	ADP
cana-4586	63	37	with	with	ADP
cana-4586	63	38	a	a	DET
cana-4586	63	39	probabilistic	probabilistic	ADJ
cana-4586	63	40	confidence	confidence	NOUN
cana-4586	63	41	score	score	NOUN
cana-4586	63	42	.	.	PUNCT
cana-4586	64	1	this	this	DET
cana-4586	64	2	tool	tool	NOUN
cana-4586	64	3	offers	offer	VERB
cana-4586	64	4	aquaculture	aquaculture	NOUN
cana-4586	64	5	practitioners	practitioner	NOUN
cana-4586	64	6	a	a	DET
cana-4586	64	7	reliable	reliable	ADJ
cana-4586	64	8	method	method	NOUN
cana-4586	64	9	for	for	ADP
cana-4586	64	10	real	real	ADJ
cana-4586	64	11	-	-	PUNCT
cana-4586	64	12	time	time	NOUN
cana-4586	64	13	water	water	NOUN
cana-4586	64	14	quality	quality	NOUN
cana-4586	64	15	assessment	assessment	NOUN
cana-4586	64	16	,	,	PUNCT
cana-4586	64	17	enabling	enable	VERB
cana-4586	64	18	timely	timely	ADJ
cana-4586	64	19	interventions	intervention	NOUN
cana-4586	64	20	to	to	PART
cana-4586	64	21	maintain	maintain	VERB
cana-4586	64	22	optimal	optimal	ADJ
cana-4586	64	23	conditions	condition	NOUN
cana-4586	64	24	for	for	ADP
cana-4586	64	25	aquatic	aquatic	ADJ
cana-4586	64	26	organisms	organism	NOUN
cana-4586	64	27	and	and	CCONJ
cana-4586	64	28	improve	improve	VERB
cana-4586	64	29	overall	overall	ADJ
cana-4586	64	30	aquaculture	aquaculture	NOUN
cana-4586	64	31	productivity	productivity	NOUN
cana-4586	64	32	.	.	PUNCT
cana-4586	65	1	applicability	applicability	NOUN
cana-4586	65	2	of	of	ADP
cana-4586	65	3	the	the	DET
cana-4586	65	4	tool	tool	NOUN
cana-4586	65	5	for	for	ADP
cana-4586	65	6	other	other	ADJ
cana-4586	65	7	industries	industry	NOUN
cana-4586	65	8	&	&	CCONJ
cana-4586	65	9	sectors	sector	NOUN
cana-4586	65	10	the	the	DET
cana-4586	65	11	program	program	NOUN
cana-4586	65	12	developed	develop	VERB
cana-4586	65	13	using	use	VERB
cana-4586	65	14	the	the	DET
cana-4586	65	15	naive	naive	ADJ
cana-4586	65	16	bayes	bayes	NOUN
cana-4586	65	17	algorithm	algorithm	NOUN
cana-4586	65	18	to	to	PART
cana-4586	65	19	assess	assess	VERB
cana-4586	65	20	and	and	CCONJ
cana-4586	65	21	quantify	quantify	VERB
cana-4586	65	22	the	the	DET
cana-4586	65	23	water	water	NOUN
cana-4586	65	24	quality	quality	NOUN
cana-4586	65	25	index	index	NOUN
cana-4586	65	26	(	(	PUNCT
cana-4586	65	27	wqi	wqi	VERB
cana-4586	65	28	)	)	PUNCT
cana-4586	65	29	demonstrates	demonstrate	VERB
cana-4586	65	30	considerable	considerable	ADJ
cana-4586	65	31	potential	potential	NOUN
cana-4586	65	32	for	for	ADP
cana-4586	65	33	application	application	NOUN
cana-4586	65	34	beyond	beyond	ADP
cana-4586	65	35	aquaculture	aquaculture	NOUN
cana-4586	65	36	.	.	PUNCT
cana-4586	66	1	its	its	PRON
cana-4586	66	2	adaptability	adaptability	NOUN
cana-4586	66	3	to	to	ADP
cana-4586	66	4	different	different	ADJ
cana-4586	66	5	datasets	dataset	NOUN
cana-4586	66	6	and	and	CCONJ
cana-4586	66	7	parameters	parameter	NOUN
cana-4586	66	8	makes	make	VERB
cana-4586	66	9	it	it	PRON
cana-4586	66	10	a	a	DET
cana-4586	66	11	versatile	versatile	ADJ
cana-4586	66	12	tool	tool	NOUN
cana-4586	66	13	for	for	ADP
cana-4586	66	14	water	water	NOUN
cana-4586	66	15	quality	quality	NOUN
cana-4586	66	16	management	management	NOUN
cana-4586	66	17	across	across	ADP
cana-4586	66	18	various	various	ADJ
cana-4586	66	19	industries	industry	NOUN
cana-4586	66	20	.	.	PUNCT
cana-4586	67	1	by	by	ADP
cana-4586	67	2	tailoring	tailor	VERB
cana-4586	67	3	the	the	DET
cana-4586	67	4	input	input	NOUN
cana-4586	67	5	features	feature	VERB
cana-4586	67	6	to	to	ADP
cana-4586	67	7	the	the	DET
cana-4586	67	8	specific	specific	ADJ
cana-4586	67	9	requirements	requirement	NOUN
cana-4586	67	10	of	of	ADP
cana-4586	67	11	each	each	DET
cana-4586	67	12	sector	sector	NOUN
cana-4586	67	13	,	,	PUNCT
cana-4586	67	14	the	the	DET
cana-4586	67	15	tool	tool	NOUN
cana-4586	67	16	can	can	AUX
cana-4586	67	17	provide	provide	VERB
cana-4586	67	18	targeted	targeted	ADJ
cana-4586	67	19	and	and	CCONJ
cana-4586	67	20	reliable	reliable	ADJ
cana-4586	67	21	assessments	assessment	NOUN
cana-4586	67	22	,	,	PUNCT
cana-4586	67	23	facilitating	facilitate	VERB
cana-4586	67	24	informed	informed	ADJ
cana-4586	67	25	decision	decision	NOUN
cana-4586	67	26	-	-	PUNCT
cana-4586	67	27	making	make	VERB
cana-4586	67	28	and	and	CCONJ
cana-4586	67	29	enhancing	enhance	VERB
cana-4586	67	30	operational	operational	ADJ
cana-4586	67	31	efficiency	efficiency	NOUN
cana-4586	67	32	.	.	PUNCT
cana-4586	68	1	in	in	ADP
cana-4586	68	2	the	the	DET
cana-4586	68	3	industrial	industrial	ADJ
cana-4586	68	4	manufacturing	manufacturing	NOUN
cana-4586	68	5	sector	sector	NOUN
cana-4586	68	6	,	,	PUNCT
cana-4586	68	7	the	the	DET
cana-4586	68	8	tool	tool	NOUN
cana-4586	68	9	can	can	AUX
cana-4586	68	10	be	be	AUX
cana-4586	68	11	applied	apply	VERB
cana-4586	68	12	to	to	PART
cana-4586	68	13	monitor	monitor	VERB
cana-4586	68	14	water	water	NOUN
cana-4586	68	15	quality	quality	NOUN
cana-4586	68	16	in	in	ADP
cana-4586	68	17	processes	process	NOUN
cana-4586	68	18	where	where	SCONJ
cana-4586	68	19	water	water	NOUN
cana-4586	68	20	serves	serve	VERB
cana-4586	68	21	as	as	ADP
cana-4586	68	22	a	a	DET
cana-4586	68	23	coolant	coolant	NOUN
cana-4586	68	24	,	,	PUNCT
cana-4586	68	25	solvent	solvent	NOUN
cana-4586	68	26	,	,	PUNCT
cana-4586	68	27	or	or	CCONJ
cana-4586	68	28	raw	raw	ADJ
cana-4586	68	29	material	material	NOUN
cana-4586	68	30	.	.	PUNCT
cana-4586	69	1	for	for	ADP
cana-4586	69	2	industries	industry	NOUN
cana-4586	69	3	such	such	ADJ
cana-4586	69	4	as	as	ADP
cana-4586	69	5	textiles	textile	NOUN
cana-4586	69	6	,	,	PUNCT
cana-4586	69	7	chemicals	chemical	NOUN
cana-4586	69	8	,	,	PUNCT
cana-4586	69	9	and	and	CCONJ
cana-4586	69	10	paper	paper	NOUN
cana-4586	69	11	manufacturing	manufacturing	NOUN
cana-4586	69	12	,	,	PUNCT
cana-4586	69	13	the	the	DET
cana-4586	69	14	ability	ability	NOUN
cana-4586	69	15	to	to	PART
cana-4586	69	16	evaluate	evaluate	VERB
cana-4586	69	17	parameters	parameter	NOUN
cana-4586	69	18	like	like	ADP
cana-4586	69	19	ph	ph	NOUN
cana-4586	69	20	,	,	PUNCT
cana-4586	69	21	dissolved	dissolved	ADJ
cana-4586	69	22	solids	solid	NOUN
cana-4586	69	23	,	,	PUNCT
cana-4586	69	24	and	and	CCONJ
cana-4586	69	25	heavy	heavy	ADJ
cana-4586	69	26	metal	metal	NOUN
cana-4586	69	27	concentrations	concentration	NOUN
cana-4586	69	28	ensures	ensure	VERB
cana-4586	69	29	compliance	compliance	NOUN
cana-4586	69	30	with	with	ADP
cana-4586	69	31	environmental	environmental	ADJ
cana-4586	69	32	regulations	regulation	NOUN
cana-4586	69	33	and	and	CCONJ
cana-4586	69	34	prevents	prevent	VERB
cana-4586	69	35	contamination	contamination	NOUN
cana-4586	69	36	of	of	ADP
cana-4586	69	37	final	final	ADJ
cana-4586	69	38	products	product	NOUN
cana-4586	69	39	.	.	PUNCT
cana-4586	70	1	for	for	ADP
cana-4586	70	2	municipal	municipal	ADJ
cana-4586	70	3	water	water	NOUN
cana-4586	70	4	treatment	treatment	NOUN
cana-4586	70	5	plants	plant	NOUN
cana-4586	70	6	,	,	PUNCT
cana-4586	70	7	the	the	DET
cana-4586	70	8	tool	tool	NOUN
cana-4586	70	9	can	can	AUX
cana-4586	70	10	assist	assist	VERB
cana-4586	70	11	in	in	ADP
cana-4586	70	12	the	the	DET
cana-4586	70	13	continuous	continuous	ADJ
cana-4586	70	14	monitoring	monitoring	NOUN
cana-4586	70	15	of	of	ADP
cana-4586	70	16	water	water	NOUN
cana-4586	70	17	quality	quality	NOUN
cana-4586	70	18	to	to	PART
cana-4586	70	19	ensure	ensure	VERB
cana-4586	70	20	safe	safe	ADJ
cana-4586	70	21	drinking	drinking	NOUN
cana-4586	70	22	water	water	NOUN
cana-4586	70	23	supply	supply	NOUN
cana-4586	70	24	.	.	PUNCT
cana-4586	71	1	parameters	parameter	NOUN
cana-4586	71	2	such	such	ADJ
cana-4586	71	3	as	as	ADP
cana-4586	71	4	turbidity	turbidity	NOUN
cana-4586	71	5	,	,	PUNCT
cana-4586	71	6	microbial	microbial	ADJ
cana-4586	71	7	contamination	contamination	NOUN
cana-4586	71	8	,	,	PUNCT
cana-4586	71	9	and	and	CCONJ
cana-4586	71	10	nitrate	nitrate	NOUN
cana-4586	71	11	levels	level	NOUN
cana-4586	71	12	can	can	AUX
cana-4586	71	13	be	be	AUX
cana-4586	71	14	incorporated	incorporate	VERB
cana-4586	71	15	into	into	ADP
cana-4586	71	16	the	the	DET
cana-4586	71	17	model	model	NOUN
cana-4586	71	18	,	,	PUNCT
cana-4586	71	19	enabling	enable	VERB
cana-4586	71	20	real	real	ADJ
cana-4586	71	21	-	-	PUNCT
cana-4586	71	22	time	time	NOUN
cana-4586	71	23	alerts	alert	NOUN
cana-4586	71	24	and	and	CCONJ
cana-4586	71	25	pre	pre	ADJ
cana-4586	71	26	-	-	ADJ
cana-4586	71	27	emptive	emptive	ADJ
cana-4586	71	28	measures	measure	NOUN
cana-4586	71	29	to	to	PART
cana-4586	71	30	address	address	VERB
cana-4586	71	31	quality	quality	NOUN
cana-4586	71	32	deviations	deviation	NOUN
cana-4586	71	33	.	.	PUNCT
cana-4586	72	1	in	in	ADP
cana-4586	72	2	environmental	environmental	ADJ
cana-4586	72	3	monitoring	monitoring	NOUN
cana-4586	72	4	and	and	CCONJ
cana-4586	72	5	conservation	conservation	NOUN
cana-4586	72	6	,	,	PUNCT
cana-4586	72	7	the	the	DET
cana-4586	72	8	tool	tool	NOUN
cana-4586	72	9	can	can	AUX
cana-4586	72	10	be	be	AUX
cana-4586	72	11	used	use	VERB
cana-4586	72	12	to	to	PART
cana-4586	72	13	assess	assess	VERB
cana-4586	72	14	the	the	DET
cana-4586	72	15	health	health	NOUN
cana-4586	72	16	of	of	ADP
cana-4586	72	17	freshwater	freshwater	NOUN
cana-4586	72	18	bodies	body	NOUN
cana-4586	72	19	such	such	ADJ
cana-4586	72	20	as	as	ADP
cana-4586	72	21	rivers	river	NOUN
cana-4586	72	22	,	,	PUNCT
cana-4586	72	23	lakes	lake	NOUN
cana-4586	72	24	,	,	PUNCT
cana-4586	72	25	and	and	CCONJ
cana-4586	72	26	reservoirs	reservoir	NOUN
cana-4586	72	27	.	.	PUNCT
cana-4586	73	1	by	by	ADP
cana-4586	73	2	incorporating	incorporate	VERB
cana-4586	73	3	features	feature	NOUN
cana-4586	73	4	like	like	ADP
cana-4586	73	5	biological	biological	ADJ
cana-4586	73	6	oxygen	oxygen	NOUN
cana-4586	73	7	demand	demand	NOUN
cana-4586	73	8	(	(	PUNCT
cana-4586	73	9	bod	bod	PROPN
cana-4586	73	10	)	)	PUNCT
cana-4586	73	11	,	,	PUNCT
cana-4586	73	12	dissolved	dissolve	VERB
cana-4586	73	13	oxygen	oxygen	NOUN
cana-4586	73	14	(	(	PUNCT
cana-4586	73	15	do	do	NOUN
cana-4586	73	16	)	)	PUNCT
cana-4586	73	17	,	,	PUNCT
cana-4586	73	18	and	and	CCONJ
cana-4586	73	19	total	total	ADJ
cana-4586	73	20	coliform	coliform	NOUN
cana-4586	73	21	levels	level	NOUN
cana-4586	73	22	,	,	PUNCT
cana-4586	73	23	it	it	PRON
cana-4586	73	24	can	can	AUX
cana-4586	73	25	aid	aid	VERB
cana-4586	73	26	in	in	ADP
cana-4586	73	27	identifying	identify	VERB
cana-4586	73	28	pollution	pollution	NOUN
cana-4586	73	29	sources	source	NOUN
cana-4586	73	30	,	,	PUNCT
cana-4586	73	31	tracking	track	VERB
cana-4586	73	32	trends	trend	NOUN
cana-4586	73	33	,	,	PUNCT
cana-4586	73	34	and	and	CCONJ
cana-4586	73	35	supporting	support	VERB
cana-4586	73	36	ecosystem	ecosystem	NOUN
cana-4586	73	37	restoration	restoration	NOUN
cana-4586	73	38	efforts	effort	NOUN
cana-4586	73	39	.	.	PUNCT
cana-4586	74	1	the	the	DET
cana-4586	74	2	agriculture	agriculture	NOUN
cana-4586	74	3	sector	sector	NOUN
cana-4586	74	4	can	can	AUX
cana-4586	74	5	benefit	benefit	VERB
cana-4586	74	6	from	from	ADP
cana-4586	74	7	this	this	DET
cana-4586	74	8	tool	tool	NOUN
cana-4586	74	9	by	by	ADP
cana-4586	74	10	monitoring	monitor	VERB
cana-4586	74	11	irrigation	irrigation	NOUN
cana-4586	74	12	water	water	NOUN
cana-4586	74	13	quality	quality	NOUN
cana-4586	74	14	.	.	PUNCT
cana-4586	75	1	parameters	parameter	NOUN
cana-4586	75	2	such	such	ADJ
cana-4586	75	3	as	as	ADP
cana-4586	75	4	salinity	salinity	NOUN
cana-4586	75	5	,	,	PUNCT
cana-4586	75	6	ph	ph	VERB
cana-4586	75	7	,	,	PUNCT
cana-4586	75	8	and	and	CCONJ
cana-4586	75	9	nitrate	nitrate	NOUN
cana-4586	75	10	concentration	concentration	NOUN
cana-4586	75	11	are	be	AUX
cana-4586	75	12	critical	critical	ADJ
cana-4586	75	13	for	for	ADP
cana-4586	75	14	ensuring	ensure	VERB
cana-4586	75	15	soil	soil	NOUN
cana-4586	75	16	health	health	NOUN
cana-4586	75	17	and	and	CCONJ
cana-4586	75	18	crop	crop	NOUN
cana-4586	75	19	productivity	productivity	NOUN
cana-4586	75	20	.	.	PUNCT
cana-4586	76	1	real	real	ADJ
cana-4586	76	2	-	-	PUNCT
cana-4586	76	3	time	time	NOUN
cana-4586	76	4	assessments	assessment	NOUN
cana-4586	76	5	can	can	AUX
cana-4586	76	6	help	help	VERB
cana-4586	76	7	farmers	farmer	NOUN
cana-4586	76	8	optimize	optimize	VERB
cana-4586	76	9	irrigation	irrigation	NOUN
cana-4586	76	10	practices	practice	NOUN
cana-4586	76	11	and	and	CCONJ
cana-4586	76	12	prevent	prevent	VERB
cana-4586	76	13	long	long	ADJ
cana-4586	76	14	-	-	PUNCT
cana-4586	76	15	term	term	NOUN
cana-4586	76	16	soil	soil	NOUN
cana-4586	76	17	degradation	degradation	NOUN
cana-4586	76	18	.	.	PUNCT
cana-4586	77	1	in	in	ADP
cana-4586	77	2	the	the	DET
cana-4586	77	3	energy	energy	NOUN
cana-4586	77	4	sector	sector	NOUN
cana-4586	77	5	,	,	PUNCT
cana-4586	77	6	particularly	particularly	ADV
cana-4586	77	7	for	for	ADP
cana-4586	77	8	hydropower	hydropower	NOUN
cana-4586	77	9	plants	plant	NOUN
cana-4586	77	10	and	and	CCONJ
cana-4586	77	11	cooling	cool	VERB
cana-4586	77	12	systems	system	NOUN
cana-4586	77	13	in	in	ADP
cana-4586	77	14	thermal	thermal	ADJ
cana-4586	77	15	power	power	NOUN
cana-4586	77	16	plants	plant	NOUN
cana-4586	77	17	,	,	PUNCT
cana-4586	77	18	the	the	DET
cana-4586	77	19	tool	tool	NOUN
cana-4586	77	20	can	can	AUX
cana-4586	77	21	assess	assess	VERB
cana-4586	77	22	water	water	NOUN
cana-4586	77	23	quality	quality	NOUN
cana-4586	77	24	to	to	PART
cana-4586	77	25	ensure	ensure	VERB
cana-4586	77	26	efficient	efficient	ADJ
cana-4586	77	27	operation	operation	NOUN
cana-4586	77	28	and	and	CCONJ
cana-4586	77	29	prevent	prevent	VERB
cana-4586	77	30	damage	damage	NOUN
cana-4586	77	31	to	to	ADP
cana-4586	77	32	equipment	equipment	NOUN
cana-4586	77	33	caused	cause	VERB
cana-4586	77	34	by	by	ADP
cana-4586	77	35	parameters	parameter	NOUN
cana-4586	77	36	like	like	ADP
cana-4586	77	37	sedimentation	sedimentation	NOUN
cana-4586	77	38	,	,	PUNCT
cana-4586	77	39	scaling	scaling	NOUN
cana-4586	77	40	,	,	PUNCT
cana-4586	77	41	or	or	CCONJ
cana-4586	77	42	corrosion	corrosion	NOUN
cana-4586	77	43	.	.	PUNCT
cana-4586	78	1	the	the	DET
cana-4586	78	2	applicability	applicability	NOUN
cana-4586	78	3	of	of	ADP
cana-4586	78	4	the	the	DET
cana-4586	78	5	tool	tool	NOUN
cana-4586	78	6	has	have	AUX
cana-4586	78	7	been	be	AUX
cana-4586	78	8	tested	test	VERB
cana-4586	78	9	specific	specific	ADJ
cana-4586	78	10	to	to	ADP
cana-4586	78	11	sugar	sugar	NOUN
cana-4586	78	12	industry	industry	NOUN
cana-4586	78	13	:	:	PUNCT
cana-4586	78	14	the	the	DET
cana-4586	78	15	sugar	sugar	NOUN
cana-4586	78	16	industry	industry	NOUN
cana-4586	78	17	in	in	ADP
cana-4586	78	18	india	india	PROPN
cana-4586	78	19	,	,	PUNCT
cana-4586	78	20	particularly	particularly	ADV
cana-4586	78	21	in	in	ADP
cana-4586	78	22	regions	region	NOUN
cana-4586	78	23	like	like	ADP
cana-4586	78	24	uttar	uttar	PROPN
cana-4586	78	25	pradesh	pradesh	PROPN
cana-4586	78	26	,	,	PUNCT
cana-4586	78	27	plays	play	VERB
cana-4586	78	28	a	a	DET
cana-4586	78	29	pivotal	pivotal	ADJ
cana-4586	78	30	role	role	NOUN
cana-4586	78	31	in	in	ADP
cana-4586	78	32	the	the	DET
cana-4586	78	33	country	country	NOUN
cana-4586	78	34	's	's	PART
cana-4586	78	35	agricultural	agricultural	ADJ
cana-4586	78	36	and	and	CCONJ
cana-4586	78	37	industrial	industrial	ADJ
cana-4586	78	38	landscape	landscape	NOUN
cana-4586	78	39	but	but	CCONJ
cana-4586	78	40	faces	face	VERB
cana-4586	78	41	significant	significant	ADJ
cana-4586	78	42	challenges	challenge	NOUN
cana-4586	78	43	related	relate	VERB
cana-4586	78	44	to	to	ADP
cana-4586	78	45	water	water	NOUN
cana-4586	78	46	management	management	NOUN
cana-4586	78	47	.	.	PUNCT
cana-4586	79	1	known	know	VERB
cana-4586	79	2	as	as	ADP
cana-4586	79	3	the	the	DET
cana-4586	79	4	"	"	PUNCT
cana-4586	79	5	sugar	sugar	NOUN
cana-4586	79	6	bowl	bowl	NOUN
cana-4586	79	7	of	of	ADP
cana-4586	79	8	india	india	PROPN
cana-4586	79	9	,	,	PUNCT
cana-4586	79	10	"	"	PUNCT
cana-4586	80	1	[	[	X
cana-4586	80	2	6	6	NUM
cana-4586	80	3	]	]	PUNCT
cana-4586	80	4	the	the	DET
cana-4586	80	5	muzaffarnagar	muzaffarnagar	NOUN
cana-4586	80	6	region	region	NOUN
cana-4586	80	7	of	of	ADP
cana-4586	80	8	uttar	uttar	PROPN
cana-4586	80	9	communications	communication	NOUN
cana-4586	80	10	on	on	ADP
cana-4586	80	11	applied	apply	VERB
cana-4586	80	12	nonlinear	nonlinear	ADJ
cana-4586	80	13	analysis	analysis	NOUN
cana-4586	80	14	issn	issn	NOUN
cana-4586	80	15	:	:	PUNCT
cana-4586	80	16	1074	1074	NUM
cana-4586	80	17	-	-	PUNCT
cana-4586	80	18	133x	133x	NUM
cana-4586	80	19	vol	vol	NOUN
cana-4586	80	20	31	31	NUM
cana-4586	80	21	no	no	NOUN
cana-4586	80	22	.	.	NOUN
cana-4586	80	23	2	2	NUM
cana-4586	80	24	(	(	PUNCT
cana-4586	80	25	2024	2024	NUM
cana-4586	80	26	)	)	PUNCT
cana-4586	80	27	434	434	NUM
cana-4586	80	28	https://internationalpubls.com	https://internationalpubls.com	X
cana-4586	80	29	pradesh	pradesh	NOUN
cana-4586	80	30	produces	produce	VERB
cana-4586	80	31	around	around	ADV
cana-4586	80	32	11.7	11.7	NUM
cana-4586	80	33	million	million	NUM
cana-4586	80	34	tonnes	tonne	NOUN
cana-4586	80	35	sugar	sugar	NOUN
cana-4586	80	36	annually	annually	ADV
cana-4586	81	1	[	[	X
cana-4586	81	2	7	7	X
cana-4586	81	3	]	]	PUNCT
cana-4586	81	4	however	however	ADV
cana-4586	81	5	,	,	PUNCT
cana-4586	81	6	this	this	DET
cana-4586	81	7	dominance	dominance	NOUN
cana-4586	81	8	comes	come	VERB
cana-4586	81	9	at	at	ADP
cana-4586	81	10	an	an	DET
cana-4586	81	11	environmental	environmental	ADJ
cana-4586	81	12	cost	cost	NOUN
cana-4586	81	13	,	,	PUNCT
cana-4586	81	14	as	as	SCONJ
cana-4586	81	15	the	the	DET
cana-4586	81	16	industry	industry	NOUN
cana-4586	81	17	is	be	AUX
cana-4586	81	18	one	one	NUM
cana-4586	81	19	of	of	ADP
cana-4586	81	20	the	the	DET
cana-4586	81	21	largest	large	ADJ
cana-4586	81	22	contributors	contributor	NOUN
cana-4586	81	23	to	to	PART
cana-4586	81	24	water	water	NOUN
cana-4586	81	25	pollution	pollution	NOUN
cana-4586	81	26	.	.	PUNCT
cana-4586	82	1	[	[	X
cana-4586	82	2	8	8	X
cana-4586	82	3	]	]	X
cana-4586	82	4	the	the	DET
cana-4586	82	5	release	release	NOUN
cana-4586	82	6	of	of	ADP
cana-4586	82	7	untreated	untreated	ADJ
cana-4586	82	8	effluents	effluent	NOUN
cana-4586	82	9	into	into	ADP
cana-4586	82	10	rivers	river	NOUN
cana-4586	82	11	and	and	CCONJ
cana-4586	82	12	groundwater	groundwater	NOUN
cana-4586	82	13	systems	system	NOUN
cana-4586	82	14	not	not	PART
cana-4586	82	15	only	only	ADV
cana-4586	82	16	degrades	degrade	VERB
cana-4586	82	17	water	water	NOUN
cana-4586	82	18	quality	quality	NOUN
cana-4586	82	19	but	but	CCONJ
cana-4586	82	20	also	also	ADV
cana-4586	82	21	impacts	impact	VERB
cana-4586	82	22	agricultural	agricultural	ADJ
cana-4586	82	23	productivity	productivity	NOUN
cana-4586	82	24	and	and	CCONJ
cana-4586	82	25	the	the	DET
cana-4586	82	26	health	health	NOUN
cana-4586	82	27	of	of	ADP
cana-4586	82	28	local	local	ADJ
cana-4586	82	29	communities	community	NOUN
cana-4586	82	30	.	.	PUNCT
cana-4586	83	1	this	this	DET
cana-4586	83	2	crisis	crisis	NOUN
cana-4586	83	3	highlights	highlight	VERB
cana-4586	83	4	the	the	DET
cana-4586	83	5	urgent	urgent	ADJ
cana-4586	83	6	need	need	NOUN
cana-4586	83	7	for	for	ADP
cana-4586	83	8	adopting	adopt	VERB
cana-4586	83	9	sustainable	sustainable	ADJ
cana-4586	83	10	practices	practice	NOUN
cana-4586	83	11	,	,	PUNCT
cana-4586	83	12	effective	effective	ADJ
cana-4586	83	13	wastewater	wastewater	NOUN
cana-4586	83	14	treatment	treatment	NOUN
cana-4586	83	15	solutions	solution	NOUN
cana-4586	83	16	,	,	PUNCT
cana-4586	83	17	and	and	CCONJ
cana-4586	83	18	stricter	strict	ADJ
cana-4586	83	19	environmental	environmental	ADJ
cana-4586	83	20	regulations	regulation	NOUN
cana-4586	83	21	to	to	PART
cana-4586	83	22	mitigate	mitigate	VERB
cana-4586	83	23	the	the	DET
cana-4586	83	24	ecological	ecological	ADJ
cana-4586	83	25	and	and	CCONJ
cana-4586	83	26	social	social	ADJ
cana-4586	83	27	consequences	consequence	NOUN
cana-4586	83	28	of	of	ADP
cana-4586	83	29	industrial	industrial	ADJ
cana-4586	83	30	water	water	NOUN
cana-4586	83	31	use	use	NOUN
cana-4586	83	32	.	.	PUNCT
cana-4586	84	1	traditional	traditional	ADJ
cana-4586	84	2	wastewater	wastewater	NOUN
cana-4586	84	3	management	management	NOUN
cana-4586	84	4	practices	practice	NOUN
cana-4586	84	5	like	like	ADP
cana-4586	84	6	fertigation	fertigation	NOUN
cana-4586	84	7	and	and	CCONJ
cana-4586	84	8	composting	composting	NOUN
cana-4586	84	9	offer	offer	VERB
cana-4586	84	10	partial	partial	ADJ
cana-4586	84	11	solutions	solution	NOUN
cana-4586	84	12	but	but	CCONJ
cana-4586	84	13	are	be	AUX
cana-4586	84	14	often	often	ADV
cana-4586	84	15	constrained	constrain	VERB
cana-4586	84	16	by	by	ADP
cana-4586	84	17	their	their	PRON
cana-4586	84	18	inefficiency	inefficiency	NOUN
cana-4586	84	19	and	and	CCONJ
cana-4586	84	20	environmental	environmental	ADJ
cana-4586	84	21	repercussions	repercussion	NOUN
cana-4586	84	22	.	.	PUNCT
cana-4586	85	1	[	[	X
cana-4586	85	2	5	5	NUM
cana-4586	85	3	]	]	PUNCT
cana-4586	85	4	in	in	ADP
cana-4586	85	5	contrast	contrast	NOUN
cana-4586	85	6	,	,	PUNCT
cana-4586	85	7	biological	biological	ADJ
cana-4586	85	8	methods	method	NOUN
cana-4586	85	9	,	,	PUNCT
cana-4586	85	10	particularly	particularly	ADV
cana-4586	85	11	high	high	ADJ
cana-4586	85	12	-	-	PUNCT
cana-4586	85	13	rate	rate	NOUN
cana-4586	85	14	anaerobic	anaerobic	NOUN
cana-4586	85	15	digestion	digestion	NOUN
cana-4586	85	16	technologies	technology	NOUN
cana-4586	85	17	like	like	ADP
cana-4586	85	18	upflow	upflow	ADJ
cana-4586	85	19	anaerobic	anaerobic	NOUN
cana-4586	85	20	sludge	sludge	NOUN
cana-4586	85	21	blanket	blanket	NOUN
cana-4586	85	22	(	(	PUNCT
cana-4586	85	23	uasb	uasb	ADJ
cana-4586	85	24	)	)	PUNCT
cana-4586	85	25	reactors	reactor	NOUN
cana-4586	85	26	,	,	PUNCT
cana-4586	85	27	have	have	AUX
cana-4586	85	28	demonstrated	demonstrate	VERB
cana-4586	85	29	higher	high	ADJ
cana-4586	85	30	efficiency	efficiency	NOUN
cana-4586	85	31	in	in	ADP
cana-4586	85	32	reducing	reduce	VERB
cana-4586	85	33	organic	organic	ADJ
cana-4586	85	34	loads	load	NOUN
cana-4586	85	35	.	.	PUNCT
cana-4586	86	1	however	however	ADV
cana-4586	86	2	,	,	PUNCT
cana-4586	86	3	these	these	DET
cana-4586	86	4	methods	method	NOUN
cana-4586	86	5	still	still	ADV
cana-4586	86	6	face	face	VERB
cana-4586	86	7	limitations	limitation	NOUN
cana-4586	86	8	,	,	PUNCT
cana-4586	86	9	such	such	ADJ
cana-4586	86	10	as	as	ADP
cana-4586	86	11	incomplete	incomplete	ADJ
cana-4586	86	12	pollutant	pollutant	ADJ
cana-4586	86	13	removal	removal	NOUN
cana-4586	86	14	and	and	CCONJ
cana-4586	86	15	operational	operational	ADJ
cana-4586	86	16	challenges	challenge	NOUN
cana-4586	86	17	.	.	PUNCT
cana-4586	87	1	[	[	X
cana-4586	87	2	10	10	NUM
cana-4586	87	3	]	]	PUNCT
cana-4586	87	4	in	in	ADP
cana-4586	87	5	the	the	DET
cana-4586	87	6	sugar	sugar	NOUN
cana-4586	87	7	industry	industry	NOUN
cana-4586	87	8	,	,	PUNCT
cana-4586	87	9	ml	ml	ADP
cana-4586	87	10	algorithms	algorithm	NOUN
cana-4586	87	11	can	can	AUX
cana-4586	87	12	analyze	analyze	VERB
cana-4586	87	13	extensive	extensive	ADJ
cana-4586	87	14	and	and	CCONJ
cana-4586	87	15	complex	complex	ADJ
cana-4586	87	16	datasets	dataset	NOUN
cana-4586	87	17	from	from	ADP
cana-4586	87	18	wastewater	wastewater	NOUN
cana-4586	87	19	treatment	treatment	NOUN
cana-4586	87	20	processes	process	NOUN
cana-4586	87	21	,	,	PUNCT
cana-4586	87	22	enabling	enable	VERB
cana-4586	87	23	real	real	ADJ
cana-4586	87	24	-	-	PUNCT
cana-4586	87	25	time	time	NOUN
cana-4586	87	26	monitoring	monitoring	NOUN
cana-4586	87	27	and	and	CCONJ
cana-4586	87	28	optimization	optimization	NOUN
cana-4586	87	29	.	.	PUNCT
cana-4586	88	1	[	[	X
cana-4586	88	2	11	11	NUM
cana-4586	88	3	]	]	PUNCT
cana-4586	88	4	by	by	ADP
cana-4586	88	5	continuously	continuously	ADV
cana-4586	88	6	tracking	track	VERB
cana-4586	88	7	parameters	parameter	NOUN
cana-4586	88	8	like	like	ADP
cana-4586	88	9	ph	ph	NOUN
cana-4586	88	10	,	,	PUNCT
cana-4586	88	11	cod	cod	NOUN
cana-4586	88	12	,	,	PUNCT
cana-4586	88	13	bod	bod	NOUN
cana-4586	88	14	,	,	PUNCT
cana-4586	88	15	and	and	CCONJ
cana-4586	88	16	nutrient	nutrient	ADJ
cana-4586	88	17	levels	level	NOUN
cana-4586	88	18	,	,	PUNCT
cana-4586	88	19	ml	ml	ADP
cana-4586	88	20	models	model	NOUN
cana-4586	88	21	can	can	AUX
cana-4586	88	22	predict	predict	VERB
cana-4586	88	23	treatment	treatment	NOUN
cana-4586	88	24	efficiency	efficiency	NOUN
cana-4586	88	25	and	and	CCONJ
cana-4586	88	26	detect	detect	NOUN
cana-4586	88	27	anomalies	anomaly	NOUN
cana-4586	88	28	,	,	PUNCT
cana-4586	88	29	allowing	allow	VERB
cana-4586	88	30	for	for	ADP
cana-4586	88	31	immediate	immediate	ADJ
cana-4586	88	32	corrective	corrective	ADJ
cana-4586	88	33	measures	measure	NOUN
cana-4586	88	34	.	.	PUNCT
cana-4586	89	1	this	this	DET
cana-4586	89	2	predictive	predictive	ADJ
cana-4586	89	3	capability	capability	NOUN
cana-4586	89	4	ensures	ensure	VERB
cana-4586	89	5	that	that	SCONJ
cana-4586	89	6	treatment	treatment	NOUN
cana-4586	89	7	systems	system	NOUN
cana-4586	89	8	operate	operate	VERB
cana-4586	89	9	within	within	ADP
cana-4586	89	10	optimal	optimal	ADJ
cana-4586	89	11	ranges	range	NOUN
cana-4586	89	12	,	,	PUNCT
cana-4586	89	13	reducing	reduce	VERB
cana-4586	89	14	operational	operational	ADJ
cana-4586	89	15	inefficiencies	inefficiency	NOUN
cana-4586	89	16	and	and	CCONJ
cana-4586	89	17	environmental	environmental	ADJ
cana-4586	89	18	risks	risk	NOUN
cana-4586	89	19	.	.	PUNCT
cana-4586	90	1	machine	machine	NOUN
cana-4586	90	2	learning	learning	NOUN
cana-4586	90	3	can	can	AUX
cana-4586	90	4	also	also	ADV
cana-4586	90	5	assist	assist	VERB
cana-4586	90	6	in	in	ADP
cana-4586	90	7	designing	design	VERB
cana-4586	90	8	tailored	tailor	VERB
cana-4586	90	9	treatment	treatment	NOUN
cana-4586	90	10	strategies	strategy	NOUN
cana-4586	90	11	for	for	ADP
cana-4586	90	12	the	the	DET
cana-4586	90	13	sugar	sugar	NOUN
cana-4586	90	14	industry	industry	NOUN
cana-4586	90	15	by	by	ADP
cana-4586	90	16	identifying	identify	VERB
cana-4586	90	17	patterns	pattern	NOUN
cana-4586	90	18	and	and	CCONJ
cana-4586	90	19	correlations	correlation	NOUN
cana-4586	90	20	between	between	ADP
cana-4586	90	21	effluent	effluent	ADJ
cana-4586	90	22	characteristics	characteristic	NOUN
cana-4586	90	23	,	,	PUNCT
cana-4586	90	24	processing	processing	NOUN
cana-4586	90	25	methods	method	NOUN
cana-4586	90	26	,	,	PUNCT
cana-4586	90	27	and	and	CCONJ
cana-4586	90	28	environmental	environmental	ADJ
cana-4586	90	29	conditions	condition	NOUN
cana-4586	90	30	.	.	PUNCT
cana-4586	91	1	for	for	ADP
cana-4586	91	2	example	example	NOUN
cana-4586	91	3	,	,	PUNCT
cana-4586	91	4	ml	ml	ADP
cana-4586	91	5	models	model	NOUN
cana-4586	91	6	can	can	AUX
cana-4586	91	7	optimize	optimize	VERB
cana-4586	91	8	the	the	DET
cana-4586	91	9	performance	performance	NOUN
cana-4586	91	10	of	of	ADP
cana-4586	91	11	anaerobic	anaerobic	ADJ
cana-4586	91	12	digestion	digestion	NOUN
cana-4586	91	13	systems	system	NOUN
cana-4586	91	14	,	,	PUNCT
cana-4586	91	15	such	such	ADJ
cana-4586	91	16	as	as	ADP
cana-4586	91	17	up	up	ADP
cana-4586	91	18	-	-	PUNCT
cana-4586	91	19	flow	flow	NOUN
cana-4586	91	20	anaerobic	anaerobic	NOUN
cana-4586	91	21	sludge	sludge	NOUN
cana-4586	91	22	blanket	blanket	NOUN
cana-4586	91	23	(	(	PUNCT
cana-4586	91	24	uasb	uasb	ADJ
cana-4586	91	25	)	)	PUNCT
cana-4586	91	26	reactors	reactor	NOUN
cana-4586	91	27	,	,	PUNCT
cana-4586	91	28	by	by	ADP
cana-4586	91	29	predicting	predict	VERB
cana-4586	91	30	how	how	SCONJ
cana-4586	91	31	variations	variation	NOUN
cana-4586	91	32	in	in	ADP
cana-4586	91	33	feedstock	feedstock	NOUN
cana-4586	91	34	or	or	CCONJ
cana-4586	91	35	process	process	NOUN
cana-4586	91	36	parameters	parameter	NOUN
cana-4586	91	37	affect	affect	VERB
cana-4586	91	38	treatment	treatment	NOUN
cana-4586	91	39	outcomes	outcome	NOUN
cana-4586	91	40	.	.	PUNCT
cana-4586	92	1	this	this	PRON
cana-4586	92	2	allows	allow	VERB
cana-4586	92	3	for	for	ADP
cana-4586	92	4	adjustments	adjustment	NOUN
cana-4586	92	5	that	that	PRON
cana-4586	92	6	maximize	maximize	VERB
cana-4586	92	7	pollutant	pollutant	ADJ
cana-4586	92	8	removal	removal	NOUN
cana-4586	92	9	while	while	SCONJ
cana-4586	92	10	minimizing	minimize	VERB
cana-4586	92	11	energy	energy	NOUN
cana-4586	92	12	consumption	consumption	NOUN
cana-4586	92	13	and	and	CCONJ
cana-4586	92	14	costs	cost	NOUN
cana-4586	92	15	.	.	PUNCT
cana-4586	93	1	furthermore	furthermore	ADV
cana-4586	93	2	,	,	PUNCT
cana-4586	93	3	ml	ml	AUX
cana-4586	93	4	enables	enable	VERB
cana-4586	93	5	automation	automation	NOUN
cana-4586	93	6	of	of	ADP
cana-4586	93	7	wastewater	wastewater	NOUN
cana-4586	93	8	management	management	NOUN
cana-4586	93	9	systems	system	NOUN
cana-4586	93	10	in	in	ADP
cana-4586	93	11	sugar	sugar	NOUN
cana-4586	93	12	factories	factory	NOUN
cana-4586	93	13	,	,	PUNCT
cana-4586	93	14	integrating	integrate	VERB
cana-4586	93	15	internet	internet	NOUN
cana-4586	93	16	of	of	ADP
cana-4586	93	17	things	thing	NOUN
cana-4586	93	18	(	(	PUNCT
cana-4586	93	19	iot	iot	NOUN
cana-4586	93	20	)	)	PUNCT
cana-4586	93	21	sensors	sensor	NOUN
cana-4586	93	22	for	for	ADP
cana-4586	93	23	real	real	ADJ
cana-4586	93	24	-	-	PUNCT
cana-4586	93	25	time	time	NOUN
cana-4586	93	26	data	datum	NOUN
cana-4586	93	27	collection	collection	NOUN
cana-4586	93	28	and	and	CCONJ
cana-4586	93	29	analysis	analysis	NOUN
cana-4586	93	30	.	.	PUNCT
cana-4586	94	1	this	this	DET
cana-4586	94	2	automation	automation	NOUN
cana-4586	94	3	not	not	PART
cana-4586	94	4	only	only	ADV
cana-4586	94	5	enhances	enhance	VERB
cana-4586	94	6	operational	operational	ADJ
cana-4586	94	7	efficiency	efficiency	NOUN
cana-4586	94	8	but	but	CCONJ
cana-4586	94	9	also	also	ADV
cana-4586	94	10	ensures	ensure	VERB
cana-4586	94	11	regulatory	regulatory	ADJ
cana-4586	94	12	compliance	compliance	NOUN
cana-4586	94	13	by	by	ADP
cana-4586	94	14	providing	provide	VERB
cana-4586	94	15	early	early	ADJ
cana-4586	94	16	warnings	warning	NOUN
cana-4586	94	17	for	for	ADP
cana-4586	94	18	potential	potential	ADJ
cana-4586	94	19	violations	violation	NOUN
cana-4586	94	20	.	.	PUNCT
cana-4586	95	1	[	[	X
cana-4586	95	2	12	12	NUM
cana-4586	95	3	]	]	PUNCT
cana-4586	95	4	another	another	DET
cana-4586	95	5	critical	critical	ADJ
cana-4586	95	6	application	application	NOUN
cana-4586	95	7	of	of	ADP
cana-4586	95	8	ml	ml	NOUN
cana-4586	95	9	in	in	ADP
cana-4586	95	10	the	the	DET
cana-4586	95	11	sugar	sugar	NOUN
cana-4586	95	12	industry	industry	NOUN
cana-4586	95	13	is	be	AUX
cana-4586	95	14	its	its	PRON
cana-4586	95	15	ability	ability	NOUN
cana-4586	95	16	to	to	PART
cana-4586	95	17	simulate	simulate	VERB
cana-4586	95	18	and	and	CCONJ
cana-4586	95	19	optimize	optimize	VERB
cana-4586	95	20	resource	resource	NOUN
cana-4586	95	21	usage	usage	NOUN
cana-4586	95	22	,	,	PUNCT
cana-4586	95	23	such	such	ADJ
cana-4586	95	24	as	as	ADP
cana-4586	95	25	water	water	NOUN
cana-4586	95	26	recycling	recycling	NOUN
cana-4586	95	27	and	and	CCONJ
cana-4586	95	28	energy	energy	NOUN
cana-4586	95	29	recovery	recovery	NOUN
cana-4586	95	30	from	from	ADP
cana-4586	95	31	effluents	effluent	NOUN
cana-4586	95	32	.	.	PUNCT
cana-4586	96	1	predictive	predictive	ADJ
cana-4586	96	2	models	model	NOUN
cana-4586	96	3	can	can	AUX
cana-4586	96	4	identify	identify	VERB
cana-4586	96	5	opportunities	opportunity	NOUN
cana-4586	96	6	to	to	PART
cana-4586	96	7	reuse	reuse	VERB
cana-4586	96	8	treated	treat	VERB
cana-4586	96	9	wastewater	wastewater	NOUN
cana-4586	96	10	for	for	ADP
cana-4586	96	11	irrigation	irrigation	NOUN
cana-4586	96	12	or	or	CCONJ
cana-4586	96	13	other	other	ADJ
cana-4586	96	14	non	non	ADJ
cana-4586	96	15	-	-	ADJ
cana-4586	96	16	potable	potable	ADJ
cana-4586	96	17	purposes	purpose	NOUN
cana-4586	96	18	,	,	PUNCT
cana-4586	96	19	contributing	contribute	VERB
cana-4586	96	20	to	to	ADP
cana-4586	96	21	sustainability	sustainability	NOUN
cana-4586	96	22	efforts	effort	NOUN
cana-4586	96	23	and	and	CCONJ
cana-4586	96	24	reducing	reduce	VERB
cana-4586	96	25	the	the	DET
cana-4586	96	26	industry	industry	NOUN
cana-4586	96	27	's	's	PART
cana-4586	96	28	freshwater	freshwater	NOUN
cana-4586	96	29	footprint	footprint	NOUN
cana-4586	96	30	.	.	PUNCT
cana-4586	97	1	by	by	ADP
cana-4586	97	2	incorporating	incorporate	VERB
cana-4586	97	3	machine	machine	NOUN
cana-4586	97	4	learning	learning	NOUN
cana-4586	97	5	into	into	ADP
cana-4586	97	6	wastewater	wastewater	NOUN
cana-4586	97	7	management	management	NOUN
cana-4586	97	8	,	,	PUNCT
cana-4586	97	9	the	the	DET
cana-4586	97	10	sugar	sugar	NOUN
cana-4586	97	11	industry	industry	NOUN
cana-4586	97	12	can	can	AUX
cana-4586	97	13	move	move	VERB
cana-4586	97	14	toward	toward	ADP
cana-4586	97	15	more	more	ADV
cana-4586	97	16	sustainable	sustainable	ADJ
cana-4586	97	17	practices	practice	NOUN
cana-4586	97	18	.	.	PUNCT
cana-4586	98	1	ml	ml	AUX
cana-4586	98	2	offers	offer	VERB
cana-4586	98	3	the	the	DET
cana-4586	98	4	potential	potential	NOUN
cana-4586	98	5	to	to	PART
cana-4586	98	6	overcome	overcome	VERB
cana-4586	98	7	the	the	DET
cana-4586	98	8	limitations	limitation	NOUN
cana-4586	98	9	of	of	ADP
cana-4586	98	10	traditional	traditional	ADJ
cana-4586	98	11	methods	method	NOUN
cana-4586	98	12	,	,	PUNCT
cana-4586	98	13	ensuring	ensure	VERB
cana-4586	98	14	effective	effective	ADJ
cana-4586	98	15	effluent	effluent	ADJ
cana-4586	98	16	treatment	treatment	NOUN
cana-4586	98	17	while	while	SCONJ
cana-4586	98	18	balancing	balance	VERB
cana-4586	98	19	economic	economic	ADJ
cana-4586	98	20	and	and	CCONJ
cana-4586	98	21	environmental	environmental	ADJ
cana-4586	98	22	priorities	priority	NOUN
cana-4586	98	23	.	.	PUNCT
cana-4586	99	1	communications	communication	NOUN
cana-4586	99	2	on	on	ADP
cana-4586	99	3	applied	apply	VERB
cana-4586	99	4	nonlinear	nonlinear	ADJ
cana-4586	99	5	analysis	analysis	NOUN
cana-4586	99	6	issn	issn	NOUN
cana-4586	99	7	:	:	PUNCT
cana-4586	99	8	1074	1074	NUM
cana-4586	99	9	-	-	PUNCT
cana-4586	99	10	133x	133x	NUM
cana-4586	99	11	vol	vol	NOUN
cana-4586	99	12	31	31	NUM
cana-4586	99	13	no	no	NOUN
cana-4586	99	14	.	.	NOUN
cana-4586	99	15	2	2	NUM
cana-4586	99	16	(	(	PUNCT
cana-4586	99	17	2024	2024	NUM
cana-4586	99	18	)	)	PUNCT
cana-4586	100	1	435	435	NUM
cana-4586	100	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-4586	100	3	the	the	DET
cana-4586	100	4	existing	exist	VERB
cana-4586	100	5	mechanism	mechanism	NOUN
cana-4586	100	6	based	base	VERB
cana-4586	100	7	on	on	ADP
cana-4586	100	8	the	the	DET
cana-4586	100	9	naive	naive	ADJ
cana-4586	100	10	bayes	bayes	NOUN
cana-4586	100	11	algorithm	algorithm	NOUN
cana-4586	100	12	can	can	AUX
cana-4586	100	13	be	be	AUX
cana-4586	100	14	effectively	effectively	ADV
cana-4586	100	15	adapted	adapt	VERB
cana-4586	100	16	to	to	PART
cana-4586	100	17	treat	treat	VERB
cana-4586	100	18	effluents	effluent	NOUN
cana-4586	100	19	from	from	ADP
cana-4586	100	20	the	the	DET
cana-4586	100	21	sugar	sugar	NOUN
cana-4586	100	22	industry	industry	NOUN
cana-4586	100	23	by	by	ADP
cana-4586	100	24	leveraging	leverage	VERB
cana-4586	100	25	its	its	PRON
cana-4586	100	26	probabilistic	probabilistic	ADJ
cana-4586	100	27	modelling	modelling	NOUN
cana-4586	100	28	capabilities	capability	NOUN
cana-4586	100	29	for	for	ADP
cana-4586	100	30	classification	classification	NOUN
cana-4586	100	31	and	and	CCONJ
cana-4586	100	32	prediction	prediction	NOUN
cana-4586	100	33	.	.	PUNCT
cana-4586	101	1	the	the	DET
cana-4586	101	2	sugar	sugar	NOUN
cana-4586	101	3	industry	industry	NOUN
cana-4586	101	4	's	's	PART
cana-4586	101	5	wastewater	wastewater	NOUN
cana-4586	101	6	,	,	PUNCT
cana-4586	101	7	characterized	characterize	VERB
cana-4586	101	8	by	by	ADP
cana-4586	101	9	high	high	ADJ
cana-4586	101	10	levels	level	NOUN
cana-4586	101	11	of	of	ADP
cana-4586	101	12	biological	biological	ADJ
cana-4586	101	13	oxygen	oxygen	NOUN
cana-4586	101	14	demand	demand	NOUN
cana-4586	101	15	(	(	PUNCT
cana-4586	101	16	bod	bod	PROPN
cana-4586	101	17	)	)	PUNCT
cana-4586	101	18	,	,	PUNCT
cana-4586	101	19	chemical	chemical	ADJ
cana-4586	101	20	oxygen	oxygen	NOUN
cana-4586	101	21	demand	demand	NOUN
cana-4586	101	22	(	(	PUNCT
cana-4586	101	23	cod	cod	NOUN
cana-4586	101	24	)	)	PUNCT
cana-4586	101	25	,	,	PUNCT
cana-4586	101	26	and	and	CCONJ
cana-4586	101	27	suspended	suspend	VERB
cana-4586	101	28	solids	solid	NOUN
cana-4586	101	29	,	,	PUNCT
cana-4586	101	30	presents	present	VERB
cana-4586	101	31	a	a	DET
cana-4586	101	32	complex	complex	ADJ
cana-4586	101	33	challenge	challenge	NOUN
cana-4586	101	34	due	due	ADP
cana-4586	101	35	to	to	ADP
cana-4586	101	36	the	the	DET
cana-4586	101	37	variability	variability	NOUN
cana-4586	101	38	in	in	ADP
cana-4586	101	39	effluent	effluent	ADJ
cana-4586	101	40	composition	composition	NOUN
cana-4586	101	41	.	.	PUNCT
cana-4586	102	1	[	[	X
cana-4586	102	2	13	13	NUM
cana-4586	102	3	]	]	PUNCT
cana-4586	102	4	by	by	ADP
cana-4586	102	5	employing	employ	VERB
cana-4586	102	6	the	the	DET
cana-4586	102	7	naive	naive	ADJ
cana-4586	102	8	bayes	bayes	NOUN
cana-4586	102	9	approach	approach	NOUN
cana-4586	102	10	,	,	PUNCT
cana-4586	102	11	it	it	PRON
cana-4586	102	12	is	be	AUX
cana-4586	102	13	possible	possible	ADJ
cana-4586	102	14	to	to	PART
cana-4586	102	15	classify	classify	VERB
cana-4586	102	16	wastewater	wastewater	NOUN
cana-4586	102	17	quality	quality	NOUN
cana-4586	102	18	based	base	VERB
cana-4586	102	19	on	on	ADP
cana-4586	102	20	key	key	ADJ
cana-4586	102	21	parameters	parameter	NOUN
cana-4586	102	22	,	,	PUNCT
cana-4586	102	23	enabling	enable	VERB
cana-4586	102	24	targeted	target	VERB
cana-4586	102	25	interventions	intervention	NOUN
cana-4586	102	26	for	for	ADP
cana-4586	102	27	specific	specific	ADJ
cana-4586	102	28	pollutant	pollutant	ADJ
cana-4586	102	29	loads	load	NOUN
cana-4586	102	30	.	.	PUNCT
cana-4586	103	1	the	the	DET
cana-4586	103	2	naive	naive	ADJ
cana-4586	103	3	bayes	bayes	NOUN
cana-4586	103	4	algorithm	algorithm	NOUN
cana-4586	103	5	can	can	AUX
cana-4586	103	6	process	process	VERB
cana-4586	103	7	historical	historical	ADJ
cana-4586	103	8	and	and	CCONJ
cana-4586	103	9	real	real	ADJ
cana-4586	103	10	-	-	PUNCT
cana-4586	103	11	time	time	NOUN
cana-4586	103	12	data	datum	NOUN
cana-4586	103	13	collected	collect	VERB
cana-4586	103	14	from	from	ADP
cana-4586	103	15	sugar	sugar	NOUN
cana-4586	103	16	industry	industry	NOUN
cana-4586	103	17	effluents	effluent	NOUN
cana-4586	103	18	to	to	PART
cana-4586	103	19	predict	predict	VERB
cana-4586	103	20	the	the	DET
cana-4586	103	21	optimal	optimal	ADJ
cana-4586	103	22	treatment	treatment	NOUN
cana-4586	103	23	pathways	pathway	NOUN
cana-4586	103	24	.	.	PUNCT
cana-4586	104	1	for	for	ADP
cana-4586	104	2	example	example	NOUN
cana-4586	104	3	,	,	PUNCT
cana-4586	104	4	the	the	DET
cana-4586	104	5	algorithm	algorithm	NOUN
cana-4586	104	6	can	can	AUX
cana-4586	104	7	classify	classify	VERB
cana-4586	104	8	wastewater	wastewater	NOUN
cana-4586	104	9	into	into	ADP
cana-4586	104	10	categories	category	NOUN
cana-4586	104	11	such	such	ADJ
cana-4586	104	12	as	as	ADP
cana-4586	104	13	"	"	PUNCT
cana-4586	104	14	highly	highly	ADV
cana-4586	104	15	polluted	polluted	ADJ
cana-4586	104	16	,	,	PUNCT
cana-4586	104	17	"	"	PUNCT
cana-4586	104	18	"	"	PUNCT
cana-4586	104	19	moderately	moderately	ADV
cana-4586	104	20	polluted	pollute	VERB
cana-4586	104	21	,	,	PUNCT
cana-4586	104	22	"	"	PUNCT
cana-4586	104	23	and	and	CCONJ
cana-4586	104	24	"	"	PUNCT
cana-4586	104	25	low	low	ADJ
cana-4586	104	26	impact	impact	NOUN
cana-4586	104	27	,	,	PUNCT
cana-4586	104	28	"	"	PUNCT
cana-4586	104	29	based	base	VERB
cana-4586	104	30	on	on	ADP
cana-4586	104	31	input	input	NOUN
cana-4586	104	32	parameters	parameter	NOUN
cana-4586	104	33	like	like	ADP
cana-4586	104	34	ph	ph	NOUN
cana-4586	104	35	,	,	PUNCT
cana-4586	104	36	turbidity	turbidity	NOUN
cana-4586	104	37	,	,	PUNCT
cana-4586	104	38	and	and	CCONJ
cana-4586	104	39	nutrient	nutrient	ADJ
cana-4586	104	40	concentrations	concentration	NOUN
cana-4586	104	41	.	.	PUNCT
cana-4586	105	1	this	this	DET
cana-4586	105	2	classification	classification	NOUN
cana-4586	105	3	allows	allow	VERB
cana-4586	105	4	for	for	ADP
cana-4586	105	5	the	the	DET
cana-4586	105	6	customization	customization	NOUN
cana-4586	105	7	of	of	ADP
cana-4586	105	8	treatment	treatment	NOUN
cana-4586	105	9	processes	process	NOUN
cana-4586	105	10	,	,	PUNCT
cana-4586	105	11	such	such	ADJ
cana-4586	105	12	as	as	ADP
cana-4586	105	13	determining	determine	VERB
cana-4586	105	14	when	when	SCONJ
cana-4586	105	15	to	to	PART
cana-4586	105	16	apply	apply	VERB
cana-4586	105	17	anaerobic	anaerobic	ADJ
cana-4586	105	18	digestion	digestion	NOUN
cana-4586	105	19	,	,	PUNCT
cana-4586	105	20	coagulation	coagulation	NOUN
cana-4586	105	21	-	-	PUNCT
cana-4586	105	22	flocculation	flocculation	NOUN
cana-4586	105	23	,	,	PUNCT
cana-4586	105	24	or	or	CCONJ
cana-4586	105	25	advanced	advanced	ADJ
cana-4586	105	26	filtration	filtration	NOUN
cana-4586	105	27	techniques	technique	NOUN
cana-4586	105	28	.	.	PUNCT
cana-4586	106	1	additionally	additionally	ADV
cana-4586	106	2	,	,	PUNCT
cana-4586	106	3	the	the	DET
cana-4586	106	4	naïve	naïve	ADJ
cana-4586	106	5	bayes	bayes	NOUN
cana-4586	106	6	model	model	NOUN
cana-4586	106	7	can	can	AUX
cana-4586	106	8	be	be	AUX
cana-4586	106	9	integrated	integrate	VERB
cana-4586	106	10	with	with	ADP
cana-4586	106	11	internet	internet	NOUN
cana-4586	106	12	of	of	ADP
cana-4586	106	13	things	thing	NOUN
cana-4586	106	14	(	(	PUNCT
cana-4586	106	15	iot	iot	NOUN
cana-4586	106	16	)	)	PUNCT
cana-4586	106	17	sensors	sensor	NOUN
cana-4586	106	18	to	to	PART
cana-4586	106	19	enable	enable	VERB
cana-4586	106	20	real	real	ADJ
cana-4586	106	21	-	-	PUNCT
cana-4586	106	22	time	time	NOUN
cana-4586	106	23	monitoring	monitoring	NOUN
cana-4586	106	24	of	of	ADP
cana-4586	106	25	wastewater	wastewater	NOUN
cana-4586	106	26	[	[	X
cana-4586	106	27	14	14	NUM
cana-4586	106	28	]	]	PUNCT
cana-4586	106	29	.	.	PUNCT
cana-4586	107	1	by	by	ADP
cana-4586	107	2	continuously	continuously	ADV
cana-4586	107	3	analyzing	analyze	VERB
cana-4586	107	4	sensor	sensor	NOUN
cana-4586	107	5	data	datum	NOUN
cana-4586	107	6	,	,	PUNCT
cana-4586	107	7	the	the	DET
cana-4586	107	8	algorithm	algorithm	NOUN
cana-4586	107	9	can	can	AUX
cana-4586	107	10	identify	identify	VERB
cana-4586	107	11	anomalies	anomaly	NOUN
cana-4586	107	12	or	or	CCONJ
cana-4586	107	13	deviations	deviation	NOUN
cana-4586	107	14	from	from	ADP
cana-4586	107	15	expected	expect	VERB
cana-4586	107	16	wastewater	wastewater	NOUN
cana-4586	107	17	quality	quality	NOUN
cana-4586	107	18	trends	trend	NOUN
cana-4586	107	19	,	,	PUNCT
cana-4586	107	20	triggering	trigger	VERB
cana-4586	107	21	automated	automate	VERB
cana-4586	107	22	adjustments	adjustment	NOUN
cana-4586	107	23	in	in	ADP
cana-4586	107	24	treatment	treatment	NOUN
cana-4586	107	25	processes	process	NOUN
cana-4586	107	26	.	.	PUNCT
cana-4586	108	1	this	this	PRON
cana-4586	108	2	ensures	ensure	VERB
cana-4586	108	3	compliance	compliance	NOUN
cana-4586	108	4	with	with	ADP
cana-4586	108	5	environmental	environmental	ADJ
cana-4586	108	6	regulations	regulation	NOUN
cana-4586	108	7	and	and	CCONJ
cana-4586	108	8	minimizes	minimize	VERB
cana-4586	108	9	the	the	DET
cana-4586	108	10	risk	risk	NOUN
cana-4586	108	11	of	of	ADP
cana-4586	108	12	untreated	untreated	ADJ
cana-4586	108	13	discharges	discharge	NOUN
cana-4586	108	14	.	.	PUNCT
cana-4586	109	1	another	another	DET
cana-4586	109	2	advantage	advantage	NOUN
cana-4586	109	3	of	of	ADP
cana-4586	109	4	using	use	VERB
cana-4586	109	5	naive	naive	ADJ
cana-4586	109	6	bayes	bayes	NOUN
cana-4586	109	7	in	in	ADP
cana-4586	109	8	the	the	DET
cana-4586	109	9	sugar	sugar	NOUN
cana-4586	109	10	industry	industry	NOUN
cana-4586	109	11	is	be	AUX
cana-4586	109	12	its	its	PRON
cana-4586	109	13	computational	computational	ADJ
cana-4586	109	14	efficiency	efficiency	NOUN
cana-4586	109	15	,	,	PUNCT
cana-4586	109	16	which	which	PRON
cana-4586	109	17	makes	make	VERB
cana-4586	109	18	it	it	PRON
cana-4586	109	19	suitable	suitable	ADJ
cana-4586	109	20	for	for	ADP
cana-4586	109	21	high	high	ADJ
cana-4586	109	22	-	-	PUNCT
cana-4586	109	23	volume	volume	NOUN
cana-4586	109	24	data	datum	NOUN
cana-4586	109	25	analysis	analysis	NOUN
cana-4586	109	26	[	[	X
cana-4586	109	27	15	15	NUM
cana-4586	109	28	]	]	PUNCT
cana-4586	109	29	.	.	PUNCT
cana-4586	110	1	this	this	PRON
cana-4586	110	2	allows	allow	VERB
cana-4586	110	3	sugar	sugar	NOUN
cana-4586	110	4	mills	mill	NOUN
cana-4586	110	5	to	to	PART
cana-4586	110	6	analyze	analyze	VERB
cana-4586	110	7	large	large	ADJ
cana-4586	110	8	datasets	dataset	NOUN
cana-4586	110	9	generated	generate	VERB
cana-4586	110	10	during	during	ADP
cana-4586	110	11	wastewater	wastewater	NOUN
cana-4586	110	12	treatment	treatment	NOUN
cana-4586	110	13	,	,	PUNCT
cana-4586	110	14	improving	improve	VERB
cana-4586	110	15	decision	decision	NOUN
cana-4586	110	16	-	-	PUNCT
cana-4586	110	17	making	make	VERB
cana-4586	110	18	and	and	CCONJ
cana-4586	110	19	resource	resource	NOUN
cana-4586	110	20	allocation	allocation	NOUN
cana-4586	110	21	.	.	PUNCT
cana-4586	111	1	for	for	ADP
cana-4586	111	2	instance	instance	NOUN
cana-4586	111	3	,	,	PUNCT
cana-4586	111	4	the	the	DET
cana-4586	111	5	model	model	NOUN
cana-4586	111	6	can	can	AUX
cana-4586	111	7	help	help	VERB
cana-4586	111	8	optimize	optimize	VERB
cana-4586	111	9	the	the	DET
cana-4586	111	10	dosing	dosing	NOUN
cana-4586	111	11	of	of	ADP
cana-4586	111	12	treatment	treatment	NOUN
cana-4586	111	13	chemicals	chemical	NOUN
cana-4586	111	14	or	or	CCONJ
cana-4586	111	15	the	the	DET
cana-4586	111	16	timing	timing	NOUN
cana-4586	111	17	of	of	ADP
cana-4586	111	18	operational	operational	ADJ
cana-4586	111	19	processes	process	NOUN
cana-4586	111	20	to	to	PART
cana-4586	111	21	enhance	enhance	VERB
cana-4586	111	22	pollutant	pollutant	ADJ
cana-4586	111	23	removal	removal	NOUN
cana-4586	111	24	efficiency	efficiency	NOUN
cana-4586	111	25	.	.	PUNCT
cana-4586	112	1	moreover	moreover	ADV
cana-4586	112	2	,	,	PUNCT
cana-4586	112	3	the	the	DET
cana-4586	112	4	mechanism	mechanism	NOUN
cana-4586	112	5	can	can	AUX
cana-4586	112	6	be	be	AUX
cana-4586	112	7	extended	extend	VERB
cana-4586	112	8	to	to	PART
cana-4586	112	9	predict	predict	VERB
cana-4586	112	10	the	the	DET
cana-4586	112	11	environmental	environmental	ADJ
cana-4586	112	12	impact	impact	NOUN
cana-4586	112	13	of	of	ADP
cana-4586	112	14	effluent	effluent	ADJ
cana-4586	112	15	discharge	discharge	NOUN
cana-4586	112	16	by	by	ADP
cana-4586	112	17	correlating	correlate	VERB
cana-4586	112	18	treated	treat	VERB
cana-4586	112	19	water	water	NOUN
cana-4586	112	20	quality	quality	NOUN
cana-4586	112	21	with	with	ADP
cana-4586	112	22	ecological	ecological	ADJ
cana-4586	112	23	indicators	indicator	NOUN
cana-4586	112	24	.	.	PUNCT
cana-4586	113	1	this	this	DET
cana-4586	113	2	predictive	predictive	ADJ
cana-4586	113	3	capability	capability	NOUN
cana-4586	113	4	supports	support	VERB
cana-4586	113	5	sustainable	sustainable	ADJ
cana-4586	113	6	practices	practice	NOUN
cana-4586	113	7	by	by	ADP
cana-4586	113	8	ensuring	ensure	VERB
cana-4586	113	9	that	that	SCONJ
cana-4586	113	10	treated	treat	VERB
cana-4586	113	11	water	water	NOUN
cana-4586	113	12	meets	meet	VERB
cana-4586	113	13	safety	safety	NOUN
cana-4586	113	14	standards	standard	NOUN
cana-4586	113	15	for	for	ADP
cana-4586	113	16	reuse	reuse	NOUN
cana-4586	113	17	or	or	CCONJ
cana-4586	113	18	discharge	discharge	VERB
cana-4586	113	19	into	into	ADP
cana-4586	113	20	natural	natural	ADJ
cana-4586	113	21	water	water	NOUN
cana-4586	113	22	bodies	body	NOUN
cana-4586	113	23	.	.	PUNCT
cana-4586	114	1	by	by	ADP
cana-4586	114	2	leveraging	leverage	VERB
cana-4586	114	3	this	this	DET
cana-4586	114	4	mechanism	mechanism	NOUN
cana-4586	114	5	,	,	PUNCT
cana-4586	114	6	the	the	DET
cana-4586	114	7	industry	industry	NOUN
cana-4586	114	8	can	can	AUX
cana-4586	114	9	address	address	VERB
cana-4586	114	10	its	its	PRON
cana-4586	114	11	environmental	environmental	ADJ
cana-4586	114	12	challenges	challenge	NOUN
cana-4586	114	13	while	while	SCONJ
cana-4586	114	14	maintaining	maintain	VERB
cana-4586	114	15	operational	operational	ADJ
cana-4586	114	16	efficiency	efficiency	NOUN
cana-4586	114	17	and	and	CCONJ
cana-4586	114	18	compliance	compliance	NOUN
cana-4586	114	19	with	with	ADP
cana-4586	114	20	regulatory	regulatory	ADJ
cana-4586	114	21	standards	standard	NOUN
cana-4586	114	22	.	.	PUNCT
cana-4586	115	1	according	accord	VERB
cana-4586	115	2	to	to	ADP
cana-4586	115	3	a	a	DET
cana-4586	115	4	2013	2013	NUM
cana-4586	115	5	study	study	NOUN
cana-4586	115	6	[	[	X
cana-4586	115	7	16	16	NUM
cana-4586	115	8	]	]	X
cana-4586	115	9	the	the	DET
cana-4586	115	10	following	follow	VERB
cana-4586	115	11	is	be	AUX
cana-4586	115	12	the	the	DET
cana-4586	115	13	data	datum	NOUN
cana-4586	115	14	of	of	ADP
cana-4586	115	15	water	water	NOUN
cana-4586	115	16	utilization	utilization	NOUN
cana-4586	115	17	in	in	ADP
cana-4586	115	18	sugar	sugar	NOUN
cana-4586	115	19	industry	industry	NOUN
cana-4586	115	20	.	.	PUNCT
cana-4586	116	1	[	[	X
cana-4586	116	2	table1	table1	X
cana-4586	116	3	]	]	X
cana-4586	116	4	process	process	NOUN
cana-4586	116	5	stage	stage	NOUN
cana-4586	116	6	water	water	NOUN
cana-4586	116	7	usage	usage	NOUN
cana-4586	116	8	(	(	PUNCT
cana-4586	116	9	m³/ton	m³/ton	NOUN
cana-4586	116	10	of	of	ADP
cana-4586	116	11	cane	cane	NOUN
cana-4586	116	12	processed	process	VERB
cana-4586	116	13	)	)	PUNCT
cana-4586	116	14	purpose	purpose	NOUN
cana-4586	116	15	juice	juice	NOUN
cana-4586	116	16	extraction	extraction	NOUN
cana-4586	116	17	0.5–1.0	0.5–1.0	PUNCT
cana-4586	116	18	used	use	VERB
cana-4586	116	19	for	for	ADP
cana-4586	116	20	washing	washing	NOUN
cana-4586	116	21	and	and	CCONJ
cana-4586	116	22	extracting	extract	VERB
cana-4586	116	23	juice	juice	NOUN
cana-4586	116	24	from	from	ADP
cana-4586	116	25	sugarcane	sugarcane	NOUN
cana-4586	116	26	.	.	PUNCT
cana-4586	117	1	clarification	clarification	NOUN
cana-4586	117	2	and	and	CCONJ
cana-4586	117	3	filtration	filtration	NOUN
cana-4586	117	4	0.3–0.6	0.3–0.6	NOUN
cana-4586	117	5	cleaning	cleaning	NOUN
cana-4586	117	6	of	of	ADP
cana-4586	117	7	equipment	equipment	NOUN
cana-4586	117	8	and	and	CCONJ
cana-4586	117	9	separation	separation	NOUN
cana-4586	117	10	of	of	ADP
cana-4586	117	11	impurities	impurity	NOUN
cana-4586	117	12	.	.	PUNCT
cana-4586	118	1	evaporation	evaporation	NOUN
cana-4586	118	2	and	and	CCONJ
cana-4586	118	3	crystallization	crystallization	NOUN
cana-4586	118	4	0.4–0.8	0.4–0.8	X
cana-4586	118	5	cooling	cool	VERB
cana-4586	118	6	and	and	CCONJ
cana-4586	118	7	steam	steam	NOUN
cana-4586	118	8	generation	generation	NOUN
cana-4586	118	9	in	in	ADP
cana-4586	118	10	evaporation	evaporation	NOUN
cana-4586	118	11	processes	process	NOUN
cana-4586	118	12	.	.	PUNCT
cana-4586	119	1	communications	communication	NOUN
cana-4586	119	2	on	on	ADP
cana-4586	119	3	applied	apply	VERB
cana-4586	119	4	nonlinear	nonlinear	ADJ
cana-4586	119	5	analysis	analysis	NOUN
cana-4586	119	6	issn	issn	NOUN
cana-4586	119	7	:	:	PUNCT
cana-4586	119	8	1074	1074	NUM
cana-4586	119	9	-	-	PUNCT
cana-4586	119	10	133x	133x	NUM
cana-4586	119	11	vol	vol	NOUN
cana-4586	119	12	31	31	NUM
cana-4586	119	13	no	no	NOUN
cana-4586	119	14	.	.	NOUN
cana-4586	119	15	2	2	NUM
cana-4586	119	16	(	(	PUNCT
cana-4586	119	17	2024	2024	NUM
cana-4586	119	18	)	)	PUNCT
cana-4586	119	19	436	436	NUM
cana-4586	120	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4586	120	2	centrifugation	centrifugation	NOUN
cana-4586	120	3	0.2–0.4	0.2–0.4	X
cana-4586	120	4	washing	washing	NOUN
cana-4586	120	5	sugar	sugar	NOUN
cana-4586	120	6	crystals	crystal	NOUN
cana-4586	120	7	and	and	CCONJ
cana-4586	120	8	cleaning	clean	VERB
cana-4586	120	9	centrifuges	centrifuge	NOUN
cana-4586	120	10	.	.	PUNCT
cana-4586	121	1	condensation	condensation	NOUN
cana-4586	121	2	and	and	CCONJ
cana-4586	121	3	cooling	cool	VERB
cana-4586	121	4	1.5–2.0	1.5–2.0	PRON
cana-4586	121	5	used	use	VERB
cana-4586	121	6	for	for	ADP
cana-4586	121	7	cooling	cool	VERB
cana-4586	121	8	systems	system	NOUN
cana-4586	121	9	in	in	ADP
cana-4586	121	10	barometric	barometric	ADJ
cana-4586	121	11	condensers	condenser	NOUN
cana-4586	121	12	and	and	CCONJ
cana-4586	121	13	refrigeration	refrigeration	NOUN
cana-4586	121	14	units	unit	NOUN
cana-4586	121	15	.	.	PUNCT
cana-4586	122	1	molasses	molasse	NOUN
cana-4586	122	2	processing	processing	NOUN
cana-4586	122	3	0.3–0.5	0.3–0.5	NOUN
cana-4586	122	4	washing	washing	NOUN
cana-4586	122	5	and	and	CCONJ
cana-4586	122	6	dilution	dilution	NOUN
cana-4586	122	7	in	in	ADP
cana-4586	122	8	molasses	molasse	NOUN
cana-4586	122	9	recovery	recovery	NOUN
cana-4586	122	10	and	and	CCONJ
cana-4586	122	11	processing	processing	NOUN
cana-4586	122	12	.	.	PUNCT
cana-4586	123	1	general	general	ADJ
cana-4586	123	2	cleaning	cleaning	NOUN
cana-4586	123	3	0.2–0.5	0.2–0.5	ADP
cana-4586	123	4	periodic	periodic	ADJ
cana-4586	123	5	cleaning	cleaning	NOUN
cana-4586	123	6	of	of	ADP
cana-4586	123	7	the	the	DET
cana-4586	123	8	mill	mill	NOUN
cana-4586	123	9	house	house	NOUN
cana-4586	123	10	,	,	PUNCT
cana-4586	123	11	boiling	boiling	NOUN
cana-4586	123	12	house	house	NOUN
cana-4586	123	13	,	,	PUNCT
cana-4586	123	14	and	and	CCONJ
cana-4586	123	15	other	other	ADJ
cana-4586	123	16	sections	section	NOUN
cana-4586	123	17	.	.	PUNCT
cana-4586	124	1	boiler	boiler	NOUN
cana-4586	124	2	feed	feed	NOUN
cana-4586	124	3	water	water	NOUN
cana-4586	124	4	1.0–1.5	1.0–1.5	NUM
cana-4586	124	5	generating	generate	VERB
cana-4586	124	6	steam	steam	NOUN
cana-4586	124	7	for	for	ADP
cana-4586	124	8	energy	energy	NOUN
cana-4586	124	9	and	and	CCONJ
cana-4586	124	10	process	process	NOUN
cana-4586	124	11	requirements	requirement	NOUN
cana-4586	124	12	.	.	PUNCT
cana-4586	125	1	total	total	ADJ
cana-4586	125	2	water	water	NOUN
cana-4586	125	3	consumption	consumption	NOUN
cana-4586	125	4	4.0–6.0	4.0–6.0	NOUN
cana-4586	125	5	aggregate	aggregate	ADJ
cana-4586	125	6	water	water	NOUN
cana-4586	125	7	usage	usage	NOUN
cana-4586	125	8	per	per	ADP
cana-4586	125	9	ton	ton	NOUN
cana-4586	125	10	of	of	ADP
cana-4586	125	11	sugarcane	sugarcane	NOUN
cana-4586	125	12	processed	process	VERB
cana-4586	125	13	,	,	PUNCT
cana-4586	125	14	depending	depend	VERB
cana-4586	125	15	on	on	ADP
cana-4586	125	16	efficiency	efficiency	NOUN
cana-4586	125	17	and	and	CCONJ
cana-4586	125	18	processes	process	NOUN
cana-4586	125	19	.	.	PUNCT
cana-4586	126	1	table	table	NOUN
cana-4586	126	2	1	1	NUM
cana-4586	126	3	:	:	PUNCT
cana-4586	126	4	water	water	NOUN
cana-4586	126	5	utilization	utilization	NOUN
cana-4586	126	6	in	in	ADP
cana-4586	126	7	sugar	sugar	NOUN
cana-4586	126	8	industry	industry	NOUN
cana-4586	126	9	parameter	parameter	PROPN
cana-4586	126	10	ideal	ideal	NOUN
cana-4586	126	11	value	value	NOUN
cana-4586	126	12	ph	ph	NOUN
cana-4586	126	13	6.5–8.5	6.5–8.5	NUM
cana-4586	126	14	biochemical	biochemical	ADJ
cana-4586	126	15	oxygen	oxygen	NOUN
cana-4586	126	16	demand	demand	NOUN
cana-4586	126	17	(	(	PUNCT
cana-4586	126	18	bod	bod	PROPN
cana-4586	126	19	)	)	PUNCT
cana-4586	126	20	≤	≤	NUM
cana-4586	126	21	30	30	NUM
cana-4586	126	22	mg	mg	NUM
cana-4586	126	23	/	/	SYM
cana-4586	126	24	l	l	NOUN
cana-4586	126	25	chemical	chemical	NOUN
cana-4586	126	26	oxygen	oxygen	NOUN
cana-4586	126	27	demand	demand	NOUN
cana-4586	126	28	(	(	PUNCT
cana-4586	126	29	cod	cod	NOUN
cana-4586	126	30	)	)	PUNCT
cana-4586	126	31	≤	≤	NOUN
cana-4586	126	32	250	250	NUM
cana-4586	126	33	mg	mg	NUM
cana-4586	126	34	/	/	SYM
cana-4586	126	35	l	l	NOUN
cana-4586	126	36	total	total	NOUN
cana-4586	126	37	suspended	suspend	VERB
cana-4586	126	38	solids	solid	NOUN
cana-4586	126	39	(	(	PUNCT
cana-4586	126	40	tss	tss	NOUN
cana-4586	126	41	)	)	PUNCT
cana-4586	126	42	≤	≤	NOUN
cana-4586	126	43	100	100	NUM
cana-4586	126	44	mg	mg	NUM
cana-4586	126	45	/	/	SYM
cana-4586	126	46	l	l	NOUN
cana-4586	126	47	dissolved	dissolve	VERB
cana-4586	126	48	oxygen	oxygen	NOUN
cana-4586	126	49	(	(	PUNCT
cana-4586	126	50	do	do	AUX
cana-4586	126	51	)	)	PUNCT
cana-4586	126	52	≥	≥	NOUN
cana-4586	126	53	5	5	NUM
cana-4586	126	54	mg	mg	PROPN
cana-4586	126	55	/	/	SYM
cana-4586	126	56	l	l	NOUN
cana-4586	126	57	nitrate	nitrate	NOUN
cana-4586	126	58	(	(	PUNCT
cana-4586	126	59	no₃	no₃	ADV
cana-4586	126	60	)	)	PUNCT
cana-4586	126	61	≤	≤	NOUN
cana-4586	126	62	10	10	NUM
cana-4586	126	63	mg	mg	NUM
cana-4586	126	64	/	/	SYM
cana-4586	126	65	l	l	NOUN
cana-4586	126	66	phosphate	phosphate	NOUN
cana-4586	126	67	(	(	PUNCT
cana-4586	126	68	po₄	po₄	NOUN
cana-4586	126	69	)	)	PUNCT
cana-4586	126	70	≤	≤	NOUN
cana-4586	126	71	5	5	NUM
cana-4586	126	72	mg	mg	PROPN
cana-4586	126	73	/	/	SYM
cana-4586	126	74	l	l	NOUN
cana-4586	126	75	electrical	electrical	ADJ
cana-4586	126	76	conductivity	conductivity	NOUN
cana-4586	126	77	(	(	PUNCT
cana-4586	126	78	ec	ec	PROPN
cana-4586	126	79	)	)	PUNCT
cana-4586	126	80	≤	≤	NOUN
cana-4586	126	81	1000	1000	NUM
cana-4586	126	82	µs	µs	NOUN
cana-4586	126	83	/	/	SYM
cana-4586	126	84	cm	cm	NOUN
cana-4586	126	85	total	total	NOUN
cana-4586	126	86	dissolved	dissolve	VERB
cana-4586	126	87	solids	solid	NOUN
cana-4586	126	88	(	(	PUNCT
cana-4586	126	89	tds	tds	PROPN
cana-4586	126	90	)	)	PUNCT
cana-4586	126	91	≤	≤	NUM
cana-4586	126	92	500	500	NUM
cana-4586	126	93	mg	mg	NUM
cana-4586	126	94	/	/	SYM
cana-4586	126	95	l	l	NOUN
cana-4586	126	96	chloride	chloride	NOUN
cana-4586	126	97	(	(	PUNCT
cana-4586	126	98	cl⁻	cl⁻	NOUN
cana-4586	126	99	)	)	PUNCT
cana-4586	126	100	≤	≤	NUM
cana-4586	126	101	250	250	NUM
cana-4586	126	102	mg	mg	NUM
cana-4586	126	103	/	/	SYM
cana-4586	126	104	l	l	NOUN
cana-4586	126	105	sulphates	sulphate	NOUN
cana-4586	126	106	(	(	PUNCT
cana-4586	126	107	so₄	so₄	NOUN
cana-4586	126	108	)	)	PUNCT
cana-4586	126	109	≤	≤	NUM
cana-4586	126	110	250	250	NUM
cana-4586	126	111	mg	mg	NUM
cana-4586	126	112	/	/	SYM
cana-4586	126	113	l	l	NOUN
cana-4586	126	114	table	table	NOUN
cana-4586	126	115	2	2	NUM
cana-4586	126	116	:	:	PUNCT
cana-4586	126	117	ideal	ideal	ADJ
cana-4586	126	118	values	value	NOUN
cana-4586	126	119	of	of	ADP
cana-4586	126	120	treated	treat	VERB
cana-4586	126	121	water	water	NOUN
cana-4586	126	122	in	in	ADP
cana-4586	126	123	sugar	sugar	NOUN
cana-4586	126	124	industry	industry	NOUN
cana-4586	126	125	p.k	p.k	PROPN
cana-4586	126	126	.	.	PROPN
cana-4586	126	127	koddar	koddar	PROPN
cana-4586	126	128	proposed	propose	VERB
cana-4586	126	129	the	the	DET
cana-4586	126	130	above	above	ADJ
cana-4586	126	131	[	[	X
cana-4586	126	132	table	table	NOUN
cana-4586	126	133	2	2	NUM
cana-4586	126	134	]	]	X
cana-4586	126	135	ideal	ideal	ADJ
cana-4586	126	136	values	value	NOUN
cana-4586	126	137	for	for	ADP
cana-4586	126	138	treated	treat	VERB
cana-4586	126	139	wastewater	wastewater	NOUN
cana-4586	126	140	of	of	ADP
cana-4586	126	141	sugar	sugar	NOUN
cana-4586	126	142	industry	industry	NOUN
cana-4586	126	143	in	in	ADP
cana-4586	126	144	2015	2015	NUM
cana-4586	126	145	.	.	PUNCT
cana-4586	127	1	[	[	X
cana-4586	127	2	17	17	NUM
cana-4586	127	3	]	]	PUNCT
cana-4586	127	4	a	a	DET
cana-4586	127	5	water	water	NOUN
cana-4586	127	6	quality	quality	NOUN
cana-4586	127	7	index	index	NOUN
cana-4586	127	8	(	(	PUNCT
cana-4586	127	9	wqi	wqi	NOUN
cana-4586	127	10	)	)	PUNCT
cana-4586	127	11	formula	formula	NOUN
cana-4586	127	12	for	for	ADP
cana-4586	127	13	treated	treat	VERB
cana-4586	127	14	water	water	NOUN
cana-4586	127	15	in	in	ADP
cana-4586	127	16	the	the	DET
cana-4586	127	17	sugar	sugar	NOUN
cana-4586	127	18	industry	industry	NOUN
cana-4586	127	19	can	can	AUX
cana-4586	127	20	thus	thus	ADV
cana-4586	127	21	be	be	AUX
cana-4586	127	22	constructed	construct	VERB
cana-4586	127	23	using	use	VERB
cana-4586	127	24	a	a	DET
cana-4586	127	25	weighted	weighted	ADJ
cana-4586	127	26	average	average	ADJ
cana-4586	127	27	approach	approach	NOUN
cana-4586	127	28	,	,	PUNCT
cana-4586	127	29	where	where	SCONJ
cana-4586	127	30	each	each	DET
cana-4586	127	31	parameter	parameter	NOUN
cana-4586	127	32	is	be	AUX
cana-4586	127	33	assigned	assign	VERB
cana-4586	127	34	a	a	DET
cana-4586	127	35	weight	weight	NOUN
cana-4586	127	36	based	base	VERB
cana-4586	127	37	on	on	ADP
cana-4586	127	38	its	its	PRON
cana-4586	127	39	relative	relative	ADJ
cana-4586	127	40	importance	importance	NOUN
cana-4586	127	41	to	to	ADP
cana-4586	127	42	overall	overall	ADJ
cana-4586	127	43	water	water	NOUN
cana-4586	127	44	quality	quality	NOUN
cana-4586	127	45	.	.	PUNCT
cana-4586	128	1	according	accord	VERB
cana-4586	128	2	to	to	ADP
cana-4586	128	3	a	a	DET
cana-4586	128	4	2015	2015	NUM
cana-4586	128	5	study	study	NOUN
cana-4586	128	6	on	on	ADP
cana-4586	128	7	water	water	NOUN
cana-4586	128	8	quality	quality	NOUN
cana-4586	128	9	index	index	NOUN
cana-4586	128	10	parameters	parameter	NOUN
cana-4586	128	11	in	in	ADP
cana-4586	128	12	india	india	PROPN
cana-4586	128	13	[	[	X
cana-4586	128	14	18	18	NUM
cana-4586	128	15	]	]	PUNCT
cana-4586	128	16	,	,	PUNCT
cana-4586	128	17	the	the	DET
cana-4586	128	18	ideal	ideal	NOUN
cana-4586	128	19	wqi	wqi	VERB
cana-4586	128	20	classification	classification	NOUN
cana-4586	128	21	range	range	NOUN
cana-4586	128	22	is	be	AUX
cana-4586	128	23	as	as	SCONJ
cana-4586	128	24	follows	follow	VERB
cana-4586	128	25	:	:	PUNCT
cana-4586	128	26	wqi	wqi	VERB
cana-4586	128	27	range	range	NOUN
cana-4586	128	28	classification	classification	NOUN
cana-4586	128	29	water	water	NOUN
cana-4586	128	30	quality	quality	NOUN
cana-4586	128	31	usage	usage	NOUN
cana-4586	128	32	suitability	suitability	NOUN
cana-4586	128	33	0–25	0–25	PROPN
cana-4586	128	34	excellent	excellent	ADJ
cana-4586	128	35	very	very	ADV
cana-4586	128	36	clean	clean	ADJ
cana-4586	128	37	water	water	NOUN
cana-4586	128	38	suitable	suitable	ADJ
cana-4586	128	39	for	for	ADP
cana-4586	128	40	all	all	DET
cana-4586	128	41	uses	use	NOUN
cana-4586	128	42	,	,	PUNCT
cana-4586	128	43	including	include	VERB
cana-4586	128	44	reuse	reuse	NOUN
cana-4586	128	45	.	.	PUNCT
cana-4586	129	1	communications	communication	NOUN
cana-4586	129	2	on	on	ADP
cana-4586	129	3	applied	apply	VERB
cana-4586	129	4	nonlinear	nonlinear	ADJ
cana-4586	129	5	analysis	analysis	NOUN
cana-4586	129	6	issn	issn	NOUN
cana-4586	129	7	:	:	PUNCT
cana-4586	129	8	1074	1074	NUM
cana-4586	129	9	-	-	PUNCT
cana-4586	129	10	133x	133x	NUM
cana-4586	129	11	vol	vol	NOUN
cana-4586	129	12	31	31	NUM
cana-4586	129	13	no	no	NOUN
cana-4586	129	14	.	.	NOUN
cana-4586	129	15	2	2	NUM
cana-4586	129	16	(	(	PUNCT
cana-4586	129	17	2024	2024	NUM
cana-4586	129	18	)	)	PUNCT
cana-4586	129	19	437	437	NUM
cana-4586	129	20	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-4586	129	21	26–50	26–50	NUM
cana-4586	129	22	good	good	ADJ
cana-4586	129	23	minor	minor	ADJ
cana-4586	129	24	contamination	contamination	NOUN
cana-4586	129	25	suitable	suitable	ADJ
cana-4586	129	26	for	for	ADP
cana-4586	129	27	irrigation	irrigation	NOUN
cana-4586	129	28	and	and	CCONJ
cana-4586	129	29	industrial	industrial	ADJ
cana-4586	129	30	use	use	NOUN
cana-4586	129	31	.	.	PUNCT
cana-4586	130	1	51–75	51–75	NUM
cana-4586	130	2	moderate	moderate	ADJ
cana-4586	130	3	somewhat	somewhat	ADV
cana-4586	130	4	polluted	polluted	ADJ
cana-4586	130	5	requires	require	VERB
cana-4586	130	6	treatment	treatment	NOUN
cana-4586	130	7	before	before	ADP
cana-4586	130	8	reuse	reuse	NOUN
cana-4586	130	9	/	/	SYM
cana-4586	130	10	discharge	discharge	NOUN
cana-4586	130	11	.	.	PUNCT
cana-4586	131	1	76–100	76–100	NUM
cana-4586	131	2	poor	poor	ADJ
cana-4586	131	3	heavily	heavily	ADV
cana-4586	131	4	polluted	pollute	VERB
cana-4586	131	5	unsuitable	unsuitable	ADJ
cana-4586	131	6	without	without	ADP
cana-4586	131	7	significant	significant	ADJ
cana-4586	131	8	treatment	treatment	NOUN
cana-4586	131	9	.	.	PUNCT
cana-4586	132	1	>	>	PUNCT
cana-4586	132	2	100	100	NUM
cana-4586	132	3	very	very	ADV
cana-4586	132	4	poor	poor	ADJ
cana-4586	132	5	severely	severely	ADV
cana-4586	132	6	contaminated	contaminate	VERB
cana-4586	132	7	hazardous	hazardous	ADJ
cana-4586	132	8	to	to	ADP
cana-4586	132	9	the	the	DET
cana-4586	132	10	environment	environment	NOUN
cana-4586	132	11	and	and	CCONJ
cana-4586	132	12	health	health	NOUN
cana-4586	132	13	.	.	PUNCT
cana-4586	133	1	table	table	NOUN
cana-4586	133	2	3	3	NUM
cana-4586	133	3	:	:	PUNCT
cana-4586	133	4	wqi	wqi	VERB
cana-4586	133	5	classification	classification	NOUN
cana-4586	133	6	(	(	PUNCT
cana-4586	133	7	for	for	ADP
cana-4586	133	8	india	india	PROPN
cana-4586	133	9	)	)	PUNCT
cana-4586	133	10	a	a	DET
cana-4586	133	11	2021	2021	NUM
cana-4586	133	12	study	study	NOUN
cana-4586	133	13	by	by	ADP
cana-4586	133	14	verma	verma	PROPN
cana-4586	133	15	et	et	PROPN
cana-4586	133	16	al	al	PROPN
cana-4586	133	17	.	.	PUNCT
cana-4586	134	1	[	[	X
cana-4586	134	2	19	19	NUM
cana-4586	134	3	]	]	PUNCT
cana-4586	134	4	provides	provide	VERB
cana-4586	134	5	a	a	DET
cana-4586	134	6	sample	sample	NOUN
cana-4586	134	7	dataset	dataset	NOUN
cana-4586	134	8	that	that	PRON
cana-4586	134	9	can	can	AUX
cana-4586	134	10	be	be	AUX
cana-4586	134	11	utilized	utilize	VERB
cana-4586	134	12	for	for	ADP
cana-4586	134	13	training	train	VERB
cana-4586	134	14	the	the	DET
cana-4586	134	15	model	model	NOUN
cana-4586	134	16	.	.	PUNCT
cana-4586	135	1	parameter	parameter	PROPN
cana-4586	135	2	unit	unit	PROPN
cana-4586	135	3	ideal	ideal	PROPN
cana-4586	135	4	value	value	PROPN
cana-4586	135	5	standard	standard	ADJ
cana-4586	135	6	limit	limit	VERB
cana-4586	135	7	good	good	ADJ
cana-4586	135	8	quality	quality	NOUN
cana-4586	135	9	(	(	PUNCT
cana-4586	135	10	sample	sample	NOUN
cana-4586	135	11	a	a	PRON
cana-4586	135	12	)	)	PUNCT
cana-4586	135	13	poor	poor	ADJ
cana-4586	135	14	quality	quality	NOUN
cana-4586	135	15	(	(	PUNCT
cana-4586	135	16	sample	sample	NOUN
cana-4586	135	17	b	b	NOUN
cana-4586	135	18	)	)	PUNCT
cana-4586	135	19	ph	ph	PROPN
cana-4586	135	20	-7.0	-7.0	PROPN
cana-4586	135	21	6.5–8.5	6.5–8.5	PROPN
cana-4586	135	22	7.2	7.2	NUM
cana-4586	135	23	5.5	5.5	NUM
cana-4586	135	24	biological	biological	ADJ
cana-4586	135	25	oxygen	oxygen	NOUN
cana-4586	135	26	demand	demand	NOUN
cana-4586	135	27	(	(	PUNCT
cana-4586	135	28	bod	bod	PROPN
cana-4586	135	29	)	)	PUNCT
cana-4586	135	30	mg	mg	PROPN
cana-4586	135	31	/	/	SYM
cana-4586	135	32	l	l	NOUN
cana-4586	135	33	≤30	≤30	NOUN
cana-4586	135	34	≤100	≤100	PROPN
cana-4586	135	35	25	25	NUM
cana-4586	135	36	90	90	NUM
cana-4586	135	37	chemical	chemical	NOUN
cana-4586	135	38	oxygen	oxygen	NOUN
cana-4586	135	39	demand	demand	NOUN
cana-4586	135	40	(	(	PUNCT
cana-4586	135	41	cod	cod	NOUN
cana-4586	135	42	)	)	PUNCT
cana-4586	135	43	mg	mg	PROPN
cana-4586	135	44	/	/	SYM
cana-4586	135	45	l	l	NOUN
cana-4586	135	46	≤250	≤250	X
cana-4586	135	47	≤500	≤500	NUM
cana-4586	135	48	200	200	NUM
cana-4586	135	49	480	480	NUM
cana-4586	135	50	total	total	ADJ
cana-4586	135	51	suspended	suspend	VERB
cana-4586	135	52	solids	solid	NOUN
cana-4586	135	53	(	(	PUNCT
cana-4586	135	54	tss	tss	NOUN
cana-4586	135	55	)	)	PUNCT
cana-4586	135	56	mg	mg	PROPN
cana-4586	135	57	/	/	SYM
cana-4586	135	58	l	l	NOUN
cana-4586	135	59	≤100	≤100	X
cana-4586	135	60	≤500	≤500	NUM
cana-4586	135	61	80	80	NUM
cana-4586	135	62	300	300	NUM
cana-4586	135	63	dissolved	dissolve	VERB
cana-4586	135	64	oxygen	oxygen	NOUN
cana-4586	135	65	(	(	PUNCT
cana-4586	135	66	do	do	AUX
cana-4586	135	67	)	)	PUNCT
cana-4586	135	68	mg	mg	PROPN
cana-4586	135	69	/	/	SYM
cana-4586	135	70	l	l	NOUN
cana-4586	135	71	≥5.0	≥5.0	NOUN
cana-4586	136	1	≥0.0	≥0.0	NOUN
cana-4586	136	2	6.0	6.0	NUM
cana-4586	136	3	2.0	2.0	NUM
cana-4586	136	4	electrical	electrical	ADJ
cana-4586	136	5	conductivity	conductivity	NOUN
cana-4586	136	6	(	(	PUNCT
cana-4586	136	7	ec	ec	PROPN
cana-4586	136	8	)	)	PUNCT
cana-4586	136	9	µs	µs	NOUN
cana-4586	136	10	/	/	SYM
cana-4586	136	11	cm	cm	NOUN
cana-4586	136	12	≤1000	≤1000	NOUN
cana-4586	136	13	≤2000	≤2000	NUM
cana-4586	136	14	950	950	NUM
cana-4586	136	15	1800	1800	NUM
cana-4586	136	16	nitrate	nitrate	NOUN
cana-4586	136	17	(	(	PUNCT
cana-4586	136	18	no₃	no₃	INTJ
cana-4586	136	19	)	)	PUNCT
cana-4586	136	20	mg	mg	PROPN
cana-4586	136	21	/	/	SYM
cana-4586	136	22	l	l	NOUN
cana-4586	136	23	≤10	≤10	PROPN
cana-4586	137	1	≤50	≤50	PROPN
cana-4586	137	2	8.0	8.0	NUM
cana-4586	137	3	40.0	40.0	NUM
cana-4586	137	4	phosphate	phosphate	NOUN
cana-4586	137	5	(	(	PUNCT
cana-4586	137	6	po₄	po₄	NOUN
cana-4586	137	7	)	)	PUNCT
cana-4586	137	8	mg	mg	PROPN
cana-4586	137	9	/	/	SYM
cana-4586	137	10	l	l	NOUN
cana-4586	137	11	≤5	≤5	VERB
cana-4586	137	12	≤10	≤10	ADJ
cana-4586	137	13	3.0	3.0	NUM
cana-4586	137	14	9.0	9.0	NUM
cana-4586	137	15	total	total	ADJ
cana-4586	137	16	dissolved	dissolve	VERB
cana-4586	137	17	solids	solid	NOUN
cana-4586	137	18	(	(	PUNCT
cana-4586	137	19	tds	tds	PROPN
cana-4586	137	20	)	)	PUNCT
cana-4586	137	21	mg	mg	PROPN
cana-4586	137	22	/	/	SYM
cana-4586	137	23	l	l	NOUN
cana-4586	137	24	≤500	≤500	NUM
cana-4586	137	25	≤1500	≤1500	NUM
cana-4586	137	26	450	450	NUM
cana-4586	137	27	1200	1200	NUM
cana-4586	137	28	chloride	chloride	NOUN
cana-4586	137	29	(	(	PUNCT
cana-4586	137	30	cl⁻	cl⁻	NOUN
cana-4586	137	31	)	)	PUNCT
cana-4586	137	32	mg	mg	PROPN
cana-4586	137	33	/	/	SYM
cana-4586	137	34	l	l	NOUN
cana-4586	137	35	≤250	≤250	NUM
cana-4586	137	36	≤600	≤600	NUM
cana-4586	137	37	200	200	NUM
cana-4586	137	38	550	550	NUM
cana-4586	137	39	table	table	NOUN
cana-4586	137	40	4	4	NUM
cana-4586	137	41	:	:	PUNCT
cana-4586	137	42	sample	sample	NOUN
cana-4586	137	43	data	datum	NOUN
cana-4586	137	44	set	set	VERB
cana-4586	137	45	the	the	DET
cana-4586	137	46	formula	formula	NOUN
cana-4586	137	47	to	to	PART
cana-4586	137	48	calculate	calculate	VERB
cana-4586	137	49	wqi	wqi	NOUN
cana-4586	137	50	is	be	AUX
cana-4586	137	51	𝑾𝑸𝑰	𝑾𝑸𝑰	PROPN
cana-4586	137	52	=	=	PUNCT
cana-4586	137	53	∑	∑	PUNCT
cana-4586	137	54	𝒒𝒊	𝒒𝒊	PROPN
cana-4586	137	55	×	×	PROPN
cana-4586	137	56	𝒘𝒊	𝒘𝒊	X
cana-4586	137	57	/	/	PUNCT
cana-4586	137	58	∑	∑	PROPN
cana-4586	137	59	𝒘𝒊	𝒘𝒊	X
cana-4586	137	60	here	here	ADV
cana-4586	137	61	wi	wi	PROPN
cana-4586	137	62	unit	unit	NOUN
cana-4586	137	63	weight	weight	NOUN
cana-4586	137	64	of	of	ADP
cana-4586	137	65	ith	ith	PROPN
cana-4586	137	66	parameter	parameter	PROPN
cana-4586	137	67	communications	communication	NOUN
cana-4586	137	68	on	on	ADP
cana-4586	137	69	applied	apply	VERB
cana-4586	137	70	nonlinear	nonlinear	ADJ
cana-4586	137	71	analysis	analysis	NOUN
cana-4586	137	72	issn	issn	NOUN
cana-4586	137	73	:	:	PUNCT
cana-4586	137	74	1074	1074	NUM
cana-4586	137	75	-	-	PUNCT
cana-4586	137	76	133x	133x	NUM
cana-4586	137	77	vol	vol	NOUN
cana-4586	137	78	31	31	NUM
cana-4586	137	79	no	no	NOUN
cana-4586	137	80	.	.	NOUN
cana-4586	137	81	2	2	NUM
cana-4586	137	82	(	(	PUNCT
cana-4586	137	83	2024	2024	NUM
cana-4586	137	84	)	)	PUNCT
cana-4586	137	85	438	438	NUM
cana-4586	137	86	https://internationalpubls.com	https://internationalpubls.com	X
cana-4586	138	1	qi	qi	NOUN
cana-4586	138	2	quality	quality	NOUN
cana-4586	138	3	estimate	estimate	NOUN
cana-4586	138	4	scale	scale	NOUN
cana-4586	138	5	of	of	ADP
cana-4586	138	6	each	each	DET
cana-4586	138	7	parameter	parameter	NOUN
cana-4586	138	8	,	,	PUNCT
cana-4586	138	9	it	it	PRON
cana-4586	138	10	is	be	AUX
cana-4586	138	11	calculated	calculate	VERB
cana-4586	138	12	with	with	ADP
cana-4586	138	13	the	the	DET
cana-4586	138	14	formula	formula	NOUN
cana-4586	138	15	:	:	PUNCT
cana-4586	138	16	qi	qi	NOUN
cana-4586	138	17	=	=	SYM
cana-4586	138	18	100	100	NUM
cana-4586	138	19	×	×	NOUN
cana-4586	138	20	(	(	PUNCT
cana-4586	138	21	vi	vi	NOUN
cana-4586	138	22	videal	videal	NOUN
cana-4586	138	23	/	/	SYM
cana-4586	138	24	si	si	X
cana-4586	138	25	videal	videal	NOUN
cana-4586	138	26	)	)	PUNCT
cana-4586	138	27	here	here	ADV
cana-4586	138	28	vi	vi	NOUN
cana-4586	138	29	measured	measure	VERB
cana-4586	138	30	value	value	NOUN
cana-4586	138	31	of	of	ADP
cana-4586	138	32	ith	ith	PROPN
cana-4586	138	33	parameter	parameter	PROPN
cana-4586	138	34	videal	videal	PROPN
cana-4586	138	35	ideal	ideal	ADJ
cana-4586	138	36	value	value	NOUN
cana-4586	138	37	of	of	ADP
cana-4586	138	38	ith	ith	PROPN
cana-4586	138	39	parameter	parameter	NOUN
cana-4586	138	40	in	in	ADP
cana-4586	138	41	pure	pure	ADJ
cana-4586	138	42	water	water	NOUN
cana-4586	138	43	si	si	PROPN
cana-4586	138	44	standard	standard	ADJ
cana-4586	138	45	value	value	NOUN
cana-4586	138	46	recommended	recommend	VERB
cana-4586	138	47	for	for	ADP
cana-4586	138	48	ith	ith	PROPN
cana-4586	138	49	parameter	parameter	PROPN
cana-4586	138	50	wi	wi	PROPN
cana-4586	138	51	is	be	AUX
cana-4586	138	52	calculated	calculate	VERB
cana-4586	138	53	by	by	ADP
cana-4586	138	54	the	the	DET
cana-4586	138	55	formula	formula	NOUN
cana-4586	138	56	:	:	PUNCT
cana-4586	138	57	𝒘𝒊	𝒘𝒊	X
cana-4586	138	58	=	=	PUNCT
cana-4586	138	59	𝑲	𝑲	PROPN
cana-4586	138	60	/	/	SYM
cana-4586	138	61	𝑺𝒊	𝑺𝒊	PROPN
cana-4586	138	62	k	k	PROPN
cana-4586	138	63	is	be	AUX
cana-4586	138	64	proportionality	proportionality	NOUN
cana-4586	138	65	constant	constant	ADJ
cana-4586	138	66	which	which	PRON
cana-4586	138	67	is	be	AUX
cana-4586	138	68	:	:	PUNCT
cana-4586	138	69	𝑲	𝑲	PROPN
cana-4586	138	70	=	=	PUNCT
cana-4586	138	71	𝟏	𝟏	PROPN
cana-4586	138	72	/	/	SYM
cana-4586	138	73	∑	∑	PROPN
cana-4586	138	74	𝑺𝒊	𝑺𝒊	PROPN
cana-4586	138	75	wqi	wqi	VERB
cana-4586	138	76	calculation	calculation	NOUN
cana-4586	138	77	example	example	NOUN
cana-4586	138	78	for	for	ADP
cana-4586	138	79	good	good	ADJ
cana-4586	138	80	quality	quality	NOUN
cana-4586	138	81	(	(	PUNCT
cana-4586	138	82	sample	sample	NOUN
cana-4586	138	83	a	a	NOUN
cana-4586	138	84	):	):	PUNCT
cana-4586	138	85	ph	ph	ADJ
cana-4586	138	86	:	:	PUNCT
cana-4586	138	87	q₁	q₁	NOUN
cana-4586	138	88	=	=	SYM
cana-4586	138	89	(	(	PUNCT
cana-4586	138	90	7.2	7.2	NUM
cana-4586	138	91	7.0	7.0	NUM
cana-4586	138	92	)	)	PUNCT
cana-4586	138	93	/	/	PUNCT
cana-4586	138	94	(	(	PUNCT
cana-4586	138	95	8.5	8.5	NUM
cana-4586	138	96	7.0	7.0	NUM
cana-4586	138	97	)	)	PUNCT
cana-4586	138	98	×	×	NOUN
cana-4586	138	99	100	100	NUM
cana-4586	138	100	=	=	SYM
cana-4586	138	101	13.3	13.3	NUM
cana-4586	138	102	bod	bod	NOUN
cana-4586	138	103	:	:	PUNCT
cana-4586	138	104	q₂	q₂	NOUN
cana-4586	138	105	=	=	SYM
cana-4586	138	106	(	(	PUNCT
cana-4586	138	107	25	25	NUM
cana-4586	138	108	30	30	NUM
cana-4586	138	109	)	)	PUNCT
cana-4586	138	110	/	/	PUNCT
cana-4586	139	1	(	(	PUNCT
cana-4586	139	2	100	100	NUM
cana-4586	139	3	30	30	NUM
cana-4586	139	4	)	)	PUNCT
cana-4586	139	5	×	×	NOUN
cana-4586	139	6	100	100	NUM
cana-4586	139	7	=	=	SYM
cana-4586	139	8	0	0	NUM
cana-4586	139	9	cod	cod	NOUN
cana-4586	139	10	:	:	PUNCT
cana-4586	139	11	q₃	q₃	PROPN
cana-4586	139	12	=	=	SYM
cana-4586	139	13	(	(	PUNCT
cana-4586	139	14	200	200	NUM
cana-4586	139	15	250	250	NUM
cana-4586	139	16	)	)	PUNCT
cana-4586	139	17	/	/	PUNCT
cana-4586	139	18	(	(	PUNCT
cana-4586	139	19	500	500	NUM
cana-4586	139	20	250	250	NUM
cana-4586	139	21	)	)	PUNCT
cana-4586	139	22	×	×	NOUN
cana-4586	139	23	100	100	NUM
cana-4586	139	24	=	=	SYM
cana-4586	139	25	0	0	NUM
cana-4586	139	26	...	...	PUNCT
cana-4586	139	27	and	and	CCONJ
cana-4586	139	28	so	so	ADV
cana-4586	139	29	on	on	ADV
cana-4586	139	30	.	.	PUNCT
cana-4586	140	1	for	for	ADP
cana-4586	140	2	poor	poor	ADJ
cana-4586	140	3	quality	quality	NOUN
cana-4586	140	4	(	(	PUNCT
cana-4586	140	5	sample	sample	NOUN
cana-4586	140	6	b	b	NOUN
cana-4586	140	7	):	):	PUNCT
cana-4586	140	8	ph	ph	ADJ
cana-4586	140	9	:	:	PUNCT
cana-4586	140	10	q₁	q₁	NOUN
cana-4586	140	11	=	=	SYM
cana-4586	140	12	(	(	PUNCT
cana-4586	140	13	5.5	5.5	NUM
cana-4586	140	14	7.0	7.0	NUM
cana-4586	140	15	)	)	PUNCT
cana-4586	140	16	/	/	PUNCT
cana-4586	140	17	(	(	PUNCT
cana-4586	140	18	8.5	8.5	NUM
cana-4586	140	19	7.0	7.0	NUM
cana-4586	140	20	)	)	PUNCT
cana-4586	140	21	×	×	NOUN
cana-4586	140	22	100	100	NUM
cana-4586	140	23	=	=	SYM
cana-4586	140	24	100	100	NUM
cana-4586	140	25	bod	bod	ADJ
cana-4586	140	26	:	:	PUNCT
cana-4586	140	27	q₂	q₂	NOUN
cana-4586	140	28	=	=	SYM
cana-4586	140	29	(	(	PUNCT
cana-4586	140	30	90	90	NUM
cana-4586	140	31	30	30	NUM
cana-4586	140	32	)	)	PUNCT
cana-4586	140	33	/	/	PUNCT
cana-4586	141	1	(	(	PUNCT
cana-4586	141	2	100	100	NUM
cana-4586	141	3	30	30	NUM
cana-4586	141	4	)	)	PUNCT
cana-4586	141	5	×	×	NOUN
cana-4586	141	6	100	100	NUM
cana-4586	141	7	=	=	SYM
cana-4586	141	8	85.7	85.7	NUM
cana-4586	141	9	cod	cod	NOUN
cana-4586	141	10	:	:	PUNCT
cana-4586	141	11	q₃	q₃	PROPN
cana-4586	141	12	=	=	SYM
cana-4586	141	13	(	(	PUNCT
cana-4586	141	14	480	480	NUM
cana-4586	141	15	250	250	NUM
cana-4586	141	16	)	)	PUNCT
cana-4586	141	17	/	/	PUNCT
cana-4586	142	1	(	(	PUNCT
cana-4586	142	2	500	500	NUM
cana-4586	142	3	250	250	NUM
cana-4586	142	4	)	)	PUNCT
cana-4586	142	5	×	×	NOUN
cana-4586	142	6	100	100	NUM
cana-4586	142	7	=	=	SYM
cana-4586	142	8	92	92	NUM
cana-4586	142	9	...	...	PUNCT
cana-4586	142	10	and	and	CCONJ
cana-4586	142	11	so	so	ADV
cana-4586	142	12	on	on	ADV
cana-4586	142	13	.	.	PUNCT
cana-4586	143	1	result	result	VERB
cana-4586	143	2	classification	classification	NOUN
cana-4586	143	3	sample	sample	NOUN
cana-4586	143	4	a	a	PRON
cana-4586	143	5	:	:	PUNCT
cana-4586	143	6	wqi	wqi	NOUN
cana-4586	143	7	=	=	SYM
cana-4586	143	8	42	42	NUM
cana-4586	143	9	(	(	PUNCT
cana-4586	143	10	good	good	ADJ
cana-4586	143	11	quality	quality	NOUN
cana-4586	143	12	)	)	PUNCT
cana-4586	143	13	–	–	PUNCT
cana-4586	143	14	suitable	suitable	ADJ
cana-4586	143	15	for	for	ADP
cana-4586	143	16	reuse	reuse	NOUN
cana-4586	143	17	with	with	ADP
cana-4586	143	18	minor	minor	ADJ
cana-4586	143	19	treatment	treatment	NOUN
cana-4586	143	20	.	.	PUNCT
cana-4586	144	1	sample	sample	NOUN
cana-4586	144	2	b	b	NOUN
cana-4586	144	3	:	:	PUNCT
cana-4586	144	4	wqi	wqi	NOUN
cana-4586	144	5	=	=	SYM
cana-4586	144	6	95	95	NUM
cana-4586	144	7	(	(	PUNCT
cana-4586	144	8	poor	poor	ADJ
cana-4586	144	9	quality	quality	NOUN
cana-4586	144	10	)	)	PUNCT
cana-4586	144	11	–	–	PUNCT
cana-4586	144	12	requires	require	VERB
cana-4586	144	13	substantial	substantial	ADJ
cana-4586	144	14	treatment	treatment	NOUN
cana-4586	144	15	before	before	ADP
cana-4586	144	16	any	any	DET
cana-4586	144	17	reuse	reuse	NOUN
cana-4586	144	18	or	or	CCONJ
cana-4586	144	19	safe	safe	ADJ
cana-4586	144	20	discharge	discharge	NOUN
cana-4586	144	21	.	.	PUNCT
cana-4586	145	1	references	reference	NOUN
cana-4586	145	2	:	:	PUNCT
cana-4586	146	1	[	[	X
cana-4586	146	2	1	1	NUM
cana-4586	146	3	]	]	PUNCT
cana-4586	146	4	.	.	PUNCT
cana-4586	147	1	mohsin	mohsin	PROPN
cana-4586	147	2	,	,	PUNCT
cana-4586	147	3	h.	h.	PROPN
cana-4586	147	4	,	,	PUNCT
cana-4586	147	5	et	et	PROPN
cana-4586	147	6	al	al	PROPN
cana-4586	147	7	.	.	PUNCT
cana-4586	147	8	(	(	PUNCT
cana-4586	147	9	2024	2024	NUM
cana-4586	147	10	)	)	PUNCT
cana-4586	147	11	.	.	PUNCT
cana-4586	148	1	machine	machine	NOUN
cana-4586	148	2	learning	learn	VERB
cana-4586	148	3	algorithms	algorithm	NOUN
cana-4586	148	4	for	for	ADP
cana-4586	148	5	predicting	predict	VERB
cana-4586	148	6	the	the	DET
cana-4586	148	7	water	water	NOUN
cana-4586	148	8	quality	quality	NOUN
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cana-4586	149	4	)	)	PUNCT
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cana-4586	150	3	]	]	PUNCT
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cana-4586	152	9	)	)	PUNCT
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cana-4586	153	2	3	3	NUM
cana-4586	153	3	]	]	PUNCT
cana-4586	153	4	.	.	PUNCT
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cana-4586	154	12	:	:	PUNCT
cana-4586	154	13	a	a	DET
cana-4586	154	14	review	review	NOUN
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cana-4586	154	19	applications	application	NOUN
cana-4586	154	20	,	,	PUNCT
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cana-4586	154	26	.	.	PUNCT
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cana-4586	154	28	nov	nov	PROPN
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cana-4586	154	31	,	,	PUNCT
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cana-4586	154	37	.	.	PUNCT
cana-4586	155	1	[	[	X
cana-4586	155	2	4	4	NUM
cana-4586	155	3	]	]	PUNCT
cana-4586	155	4	.	.	PUNCT
cana-4586	156	1	t.	t.	PROPN
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cana-4586	156	12	,	,	PUNCT
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cana-4586	156	17	,	,	PUNCT
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cana-4586	156	19	a.	a.	NOUN
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cana-4586	156	45	environment	environment	NOUN
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cana-4586	156	52	:	:	PUNCT
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cana-4586	156	54	/	/	SYM
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cana-4586	156	56	-	-	PUNCT
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cana-4586	157	3	]	]	PUNCT
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cana-4586	159	5	,	,	PUNCT
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cana-4586	161	14	.	.	PUNCT
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cana-4586	162	18	)	)	PUNCT
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cana-4586	163	3	]	]	PUNCT
cana-4586	163	4	.	.	PUNCT
cana-4586	164	1	“	"	PUNCT
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cana-4586	164	9	|	|	PROPN
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cana-4586	171	2	:	:	PUNCT
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cana-4586	173	3	]	]	PUNCT
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cana-4586	180	30	in	in	ADP
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cana-4586	180	32	developing	develop	VERB
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cana-4586	180	45	,	,	PUNCT
cana-4586	180	46	p.	p.	NOUN
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cana-4586	180	50	.	.	PROPN
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cana-4586	180	52	,	,	PUNCT
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cana-4586	180	54	:	:	PUNCT
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cana-4586	181	3	]	]	PUNCT
cana-4586	181	4	.	.	PUNCT
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cana-4586	182	8	:	:	PUNCT
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cana-4586	182	10	/	/	SYM
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cana-4586	186	7	.	.	PUNCT
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cana-4586	188	3	]	]	PUNCT
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cana-4586	190	6	,	,	PUNCT
cana-4586	190	7	pp	pp	ADJ
cana-4586	190	8	.	.	PUNCT
cana-4586	191	1	309–318	309–318	NUM
cana-4586	191	2	,	,	PUNCT
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cana-4586	191	4	.	.	PROPN
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cana-4586	192	2	,	,	PUNCT
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cana-4586	192	4	:	:	PUNCT
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cana-4586	192	6	.	.	PUNCT
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cana-4586	193	2	14	14	NUM
cana-4586	193	3	]	]	PUNCT
cana-4586	193	4	.	.	PUNCT
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cana-4586	194	38	,	,	PUNCT
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cana-4586	194	42	,	,	PUNCT
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cana-4586	194	53	,	,	PUNCT
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cana-4586	197	2	,	,	PUNCT
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cana-4586	197	10	/	/	SYM
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cana-4586	198	4	.	.	PUNCT
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cana-4586	202	4	:	:	PUNCT
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cana-4586	202	6	.	.	PUNCT
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cana-4586	203	4	.	.	PUNCT
cana-4586	204	1	“	"	PUNCT
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cana-4586	204	23	,	,	PUNCT
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cana-4586	206	1	[	[	X
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cana-4586	206	3	]	]	PUNCT
cana-4586	206	4	.	.	PUNCT
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