id	sid	tid	token	lemma	pos
cet-13179	1	1	cet	cet	PROPN
cet-13179	1	2	vol	vol	NOUN
cet-13179	1	3	99	99	NUM
cet-13179	1	4	doi	doi	NOUN
cet-13179	1	5	:	:	PUNCT
cet-13179	1	6	10.3303	10.3303	NUM
cet-13179	1	7	/	/	SYM
cet-13179	1	8	cet2399101	cet2399101	NOUN
cet-13179	1	9	paper	paper	NOUN
cet-13179	1	10	received	receive	VERB
cet-13179	1	11	:	:	PUNCT
cet-13179	1	12	14	14	NUM
cet-13179	1	13	december	december	PROPN
cet-13179	1	14	2022	2022	NUM
cet-13179	1	15	;	;	PUNCT
cet-13179	1	16	revised	revise	VERB
cet-13179	1	17	:	:	PUNCT
cet-13179	1	18	4	4	NUM
cet-13179	1	19	march	march	NOUN
cet-13179	1	20	2023	2023	NUM
cet-13179	1	21	;	;	PUNCT
cet-13179	1	22	accepted	accept	VERB
cet-13179	1	23	:	:	PUNCT
cet-13179	1	24	7	7	NUM
cet-13179	1	25	may	may	AUX
cet-13179	1	26	2023	2023	NUM
cet-13179	1	27	please	please	INTJ
cet-13179	1	28	cite	cite	VERB
cet-13179	1	29	this	this	DET
cet-13179	1	30	article	article	NOUN
cet-13179	1	31	as	as	ADP
cet-13179	1	32	:	:	PUNCT
cet-13179	1	33	foronda	foronda	PROPN
cet-13179	1	34	r.m.f.u	r.m.f.u	PROPN
cet-13179	1	35	.	.	PROPN
cet-13179	1	36	,	,	PUNCT
cet-13179	1	37	fracassio	fracassio	PROPN
cet-13179	1	38	v.m	v.m	PROPN
cet-13179	1	39	.	.	PROPN
cet-13179	1	40	,	,	PUNCT
cet-13179	1	41	santos	santos	PROPN
cet-13179	1	42	r.b	r.b	PROPN
cet-13179	1	43	.	.	PROPN
cet-13179	1	44	,	,	PUNCT
cet-13179	1	45	santos	santos	PROPN
cet-13179	1	46	b.f	b.f	PROPN
cet-13179	1	47	.	.	PROPN
cet-13179	1	48	,	,	PUNCT
cet-13179	1	49	2023	2023	NUM
cet-13179	1	50	,	,	PUNCT
cet-13179	1	51	statistical	statistical	ADJ
cet-13179	1	52	analysis	analysis	NOUN
cet-13179	1	53	in	in	ADP
cet-13179	1	54	database	database	NOUN
cet-13179	1	55	of	of	ADP
cet-13179	1	56	offshore	offshore	ADJ
cet-13179	1	57	naturally	naturally	ADV
cet-13179	1	58	flowing	flow	VERB
cet-13179	1	59	wells	well	NOUN
cet-13179	1	60	with	with	ADP
cet-13179	1	61	abnormal	abnormal	ADJ
cet-13179	1	62	events	event	NOUN
cet-13179	1	63	,	,	PUNCT
cet-13179	1	64	chemical	chemical	ADJ
cet-13179	1	65	engineering	engineering	NOUN
cet-13179	1	66	transactions	transaction	NOUN
cet-13179	1	67	,	,	PUNCT
cet-13179	1	68	99	99	NUM
cet-13179	1	69	,	,	PUNCT
cet-13179	1	70	601	601	NUM
cet-13179	1	71	-	-	SYM
cet-13179	1	72	606	606	NUM
cet-13179	1	73	doi:10.3303	doi:10.3303	NOUN
cet-13179	1	74	/	/	SYM
cet-13179	1	75	cet2399101	cet2399101	NOUN
cet-13179	1	76	chemical	chemical	NOUN
cet-13179	1	77	engineering	engineering	NOUN
cet-13179	1	78	transactions	transaction	NOUN
cet-13179	1	79	vol	vol	NOUN
cet-13179	1	80	.	.	PROPN
cet-13179	1	81	99	99	NUM
cet-13179	1	82	,	,	PUNCT
cet-13179	1	83	2023	2023	NUM
cet-13179	1	84	a	a	DET
cet-13179	1	85	publication	publication	NOUN
cet-13179	1	86	of	of	ADP
cet-13179	1	87	the	the	DET
cet-13179	1	88	italian	italian	ADJ
cet-13179	1	89	association	association	NOUN
cet-13179	1	90	of	of	ADP
cet-13179	1	91	chemical	chemical	PROPN
cet-13179	1	92	engineering	engineering	NOUN
cet-13179	1	93	online	online	ADV
cet-13179	1	94	at	at	ADP
cet-13179	1	95	www.cetjournal.it	www.cetjournal.it	PROPN
cet-13179	1	96	guest	guest	NOUN
cet-13179	1	97	editors	editor	NOUN
cet-13179	1	98	:	:	PUNCT
cet-13179	1	99	sauro	sauro	PROPN
cet-13179	1	100	pierucci	pierucci	PROPN
cet-13179	1	101	,	,	PUNCT
cet-13179	1	102	flavio	flavio	PROPN
cet-13179	1	103	manenti	manenti	VERB
cet-13179	1	104	copyright	copyright	NOUN
cet-13179	1	105	©	©	PROPN
cet-13179	1	106	2023	2023	NUM
cet-13179	1	107	,	,	PUNCT
cet-13179	1	108	aidic	aidic	ADJ
cet-13179	1	109	servizi	servizi	PROPN
cet-13179	1	110	s.r.l	s.r.l	PROPN
cet-13179	1	111	.	.	PUNCT
cet-13179	2	1	isbn	isbn	ADJ
cet-13179	2	2	978	978	NUM
cet-13179	2	3	-	-	SYM
cet-13179	2	4	88	88	NUM
cet-13179	2	5	-	-	PUNCT
cet-13179	2	6	95608	95608	NUM
cet-13179	2	7	-	-	PUNCT
cet-13179	2	8	98	98	NUM
cet-13179	2	9	-	-	SYM
cet-13179	2	10	3	3	NUM
cet-13179	2	11	;	;	PUNCT
cet-13179	2	12	issn	issn	PROPN
cet-13179	2	13	2283	2283	NUM
cet-13179	2	14	-	-	SYM
cet-13179	2	15	9216	9216	NUM
cet-13179	2	16	statistical	statistical	ADJ
cet-13179	2	17	analysis	analysis	NOUN
cet-13179	2	18	in	in	ADP
cet-13179	2	19	database	database	NOUN
cet-13179	2	20	of	of	ADP
cet-13179	2	21	offshore	offshore	ADJ
cet-13179	2	22	naturally	naturally	ADV
cet-13179	2	23	flowing	flow	VERB
cet-13179	2	24	wells	well	NOUN
cet-13179	2	25	with	with	ADP
cet-13179	2	26	abnormal	abnormal	ADJ
cet-13179	2	27	events	event	NOUN
cet-13179	2	28	raul	raul	PROPN
cet-13179	2	29	m.	m.	PROPN
cet-13179	2	30	f.	f.	PROPN
cet-13179	2	31	u.	u.	PROPN
cet-13179	2	32	forondaa	forondaa	PROPN
cet-13179	2	33	,	,	PUNCT
cet-13179	2	34	victoria	victoria	PROPN
cet-13179	2	35	m.	m.	PROPN
cet-13179	2	36	fracassioa	fracassioa	PROPN
cet-13179	2	37	,	,	PUNCT
cet-13179	2	38	rejane	rejane	PROPN
cet-13179	2	39	b.	b.	PROPN
cet-13179	2	40	santosa	santosa	PROPN
cet-13179	2	41	,	,	PUNCT
cet-13179	2	42	b	b	PROPN
cet-13179	2	43	,	,	PUNCT
cet-13179	2	44	brunno	brunno	PROPN
cet-13179	2	45	f.	f.	PROPN
cet-13179	2	46	dos	dos	PROPN
cet-13179	2	47	santosa	santosa	PROPN
cet-13179	2	48	,	,	PUNCT
cet-13179	2	49	*	*	PUNCT
cet-13179	2	50	adepartment	adepartment	NOUN
cet-13179	2	51	of	of	ADP
cet-13179	2	52	chemical	chemical	NOUN
cet-13179	2	53	and	and	CCONJ
cet-13179	2	54	materials	material	NOUN
cet-13179	2	55	engineering	engineering	NOUN
cet-13179	2	56	(	(	PUNCT
cet-13179	2	57	deqm	deqm	PROPN
cet-13179	2	58	)	)	PUNCT
cet-13179	2	59	,	,	PUNCT
cet-13179	2	60	pontifical	pontifical	ADJ
cet-13179	2	61	catholic	catholic	PROPN
cet-13179	2	62	university	university	PROPN
cet-13179	2	63	of	of	ADP
cet-13179	2	64	rio	rio	PROPN
cet-13179	2	65	de	de	PROPN
cet-13179	2	66	janeiro	janeiro	PROPN
cet-13179	2	67	(	(	PUNCT
cet-13179	2	68	puc	puc	PROPN
cet-13179	2	69	-	-	PUNCT
cet-13179	2	70	rio	rio	NOUN
cet-13179	2	71	)	)	PUNCT
cet-13179	2	72	.	.	PUNCT
cet-13179	3	1	rua	rua	PROPN
cet-13179	3	2	marquês	marquês	PROPN
cet-13179	3	3	de	de	PROPN
cet-13179	3	4	são	são	PROPN
cet-13179	3	5	vicente	vicente	PROPN
cet-13179	3	6	,	,	PUNCT
cet-13179	3	7	225	225	NUM
cet-13179	3	8	–	–	PUNCT
cet-13179	3	9	gávea	gávea	NOUN
cet-13179	3	10	,	,	PUNCT
cet-13179	3	11	rio	rio	PROPN
cet-13179	3	12	de	de	PROPN
cet-13179	3	13	janeiro	janeiro	PROPN
cet-13179	3	14	–	–	PUNCT
cet-13179	3	15	rj	rj	PROPN
cet-13179	3	16	,	,	PUNCT
cet-13179	3	17	22453	22453	NUM
cet-13179	3	18	-	-	SYM
cet-13179	3	19	900	900	NUM
cet-13179	3	20	,	,	PUNCT
cet-13179	3	21	brazil	brazil	PROPN
cet-13179	3	22	.	.	PUNCT
cet-13179	4	1	bfederal	bfederal	PROPN
cet-13179	4	2	institute	institute	PROPN
cet-13179	4	3	of	of	ADP
cet-13179	4	4	sul	sul	PROPN
cet-13179	4	5	de	de	PROPN
cet-13179	4	6	minas	minas	PROPN
cet-13179	4	7	gerais	gerais	PROPN
cet-13179	4	8	(	(	PUNCT
cet-13179	4	9	ifsuldeminas	ifsuldeminas	PROPN
cet-13179	4	10	)	)	PUNCT
cet-13179	4	11	,	,	PUNCT
cet-13179	4	12	av	av	PROPN
cet-13179	4	13	.	.	PUNCT
cet-13179	4	14	maria	maria	PROPN
cet-13179	4	15	da	da	PROPN
cet-13179	4	16	conceição	conceição	PROPN
cet-13179	4	17	santos	santos	PROPN
cet-13179	4	18	,	,	PUNCT
cet-13179	4	19	900	900	NUM
cet-13179	4	20	parque	parque	NOUN
cet-13179	4	21	real	real	ADJ
cet-13179	4	22	,	,	PUNCT
cet-13179	4	23	pouso	pouso	NOUN
cet-13179	4	24	alegre	alegre	VERB
cet-13179	4	25	mg	mg	PROPN
cet-13179	4	26	,	,	PUNCT
cet-13179	4	27	37550	37550	NUM
cet-13179	4	28	-	-	SYM
cet-13179	4	29	000	000	NUM
cet-13179	4	30	,	,	PUNCT
cet-13179	4	31	brazil	brazil	PROPN
cet-13179	4	32	.	.	PUNCT
cet-13179	5	1	bsantos@puc-rio.br	bsantos@puc-rio.br	VERB
cet-13179	5	2	the	the	DET
cet-13179	5	3	development	development	NOUN
cet-13179	5	4	of	of	ADP
cet-13179	5	5	statistical	statistical	ADJ
cet-13179	5	6	analysis	analysis	NOUN
cet-13179	5	7	in	in	ADP
cet-13179	5	8	the	the	DET
cet-13179	5	9	oil	oil	NOUN
cet-13179	5	10	and	and	CCONJ
cet-13179	5	11	gas	gas	NOUN
cet-13179	5	12	industry	industry	NOUN
cet-13179	5	13	database	database	NOUN
cet-13179	5	14	represents	represent	VERB
cet-13179	5	15	the	the	DET
cet-13179	5	16	importance	importance	NOUN
cet-13179	5	17	of	of	ADP
cet-13179	5	18	seeking	seek	VERB
cet-13179	5	19	improvements	improvement	NOUN
cet-13179	5	20	in	in	ADP
cet-13179	5	21	safety	safety	NOUN
cet-13179	5	22	and	and	CCONJ
cet-13179	5	23	preventing	prevent	VERB
cet-13179	5	24	undesirable	undesirable	ADJ
cet-13179	5	25	events	event	NOUN
cet-13179	5	26	.	.	PUNCT
cet-13179	6	1	for	for	ADP
cet-13179	6	2	accident	accident	NOUN
cet-13179	6	3	prevention	prevention	NOUN
cet-13179	6	4	,	,	PUNCT
cet-13179	6	5	which	which	PRON
cet-13179	6	6	may	may	AUX
cet-13179	6	7	cause	cause	VERB
cet-13179	6	8	damage	damage	NOUN
cet-13179	6	9	to	to	ADP
cet-13179	6	10	the	the	DET
cet-13179	6	11	environment	environment	NOUN
cet-13179	6	12	and	and	CCONJ
cet-13179	6	13	financial	financial	ADJ
cet-13179	6	14	losses	loss	NOUN
cet-13179	6	15	,	,	PUNCT
cet-13179	6	16	fault	fault	NOUN
cet-13179	6	17	detection	detection	NOUN
cet-13179	6	18	is	be	AUX
cet-13179	6	19	essential	essential	ADJ
cet-13179	6	20	.	.	PUNCT
cet-13179	7	1	modern	modern	ADJ
cet-13179	7	2	techniques	technique	NOUN
cet-13179	7	3	on	on	ADP
cet-13179	7	4	the	the	DET
cet-13179	7	5	data	data	NOUN
cet-13179	7	6	-	-	PUNCT
cet-13179	7	7	driven	drive	VERB
cet-13179	7	8	,	,	PUNCT
cet-13179	7	9	such	such	ADJ
cet-13179	7	10	as	as	ADP
cet-13179	7	11	data	datum	NOUN
cet-13179	7	12	analysis	analysis	NOUN
cet-13179	7	13	and	and	CCONJ
cet-13179	7	14	artificial	artificial	ADJ
cet-13179	7	15	intelligence	intelligence	NOUN
cet-13179	7	16	are	be	AUX
cet-13179	7	17	currently	currently	ADV
cet-13179	7	18	considered	consider	VERB
cet-13179	7	19	the	the	DET
cet-13179	7	20	best	good	ADJ
cet-13179	7	21	options	option	NOUN
cet-13179	7	22	for	for	ADP
cet-13179	7	23	this	this	DET
cet-13179	7	24	purpose	purpose	NOUN
cet-13179	7	25	.	.	PUNCT
cet-13179	8	1	regardless	regardless	ADV
cet-13179	8	2	of	of	ADP
cet-13179	8	3	advances	advance	NOUN
cet-13179	8	4	in	in	ADP
cet-13179	8	5	techniques	technique	NOUN
cet-13179	8	6	for	for	ADP
cet-13179	8	7	database	database	NOUN
cet-13179	8	8	manipulation	manipulation	NOUN
cet-13179	8	9	,	,	PUNCT
cet-13179	8	10	scientists	scientist	NOUN
cet-13179	8	11	spend	spend	VERB
cet-13179	8	12	an	an	DET
cet-13179	8	13	amount	amount	NOUN
cet-13179	8	14	of	of	ADP
cet-13179	8	15	time	time	NOUN
cet-13179	8	16	working	work	VERB
cet-13179	8	17	on	on	ADP
cet-13179	8	18	data	datum	NOUN
cet-13179	8	19	quality	quality	NOUN
cet-13179	8	20	improvement	improvement	NOUN
cet-13179	8	21	.	.	PUNCT
cet-13179	9	1	thus	thus	ADV
cet-13179	9	2	,	,	PUNCT
cet-13179	9	3	the	the	DET
cet-13179	9	4	high	high	ADJ
cet-13179	9	5	dimensionality	dimensionality	NOUN
cet-13179	9	6	of	of	ADP
cet-13179	9	7	data	datum	NOUN
cet-13179	9	8	introduces	introduce	NOUN
cet-13179	9	9	computational	computational	ADJ
cet-13179	9	10	and	and	CCONJ
cet-13179	9	11	statistical	statistical	ADJ
cet-13179	9	12	challenges	challenge	NOUN
cet-13179	9	13	such	such	ADJ
cet-13179	9	14	as	as	ADP
cet-13179	9	15	acquisition	acquisition	NOUN
cet-13179	9	16	,	,	PUNCT
cet-13179	9	17	treatment	treatment	NOUN
cet-13179	9	18	,	,	PUNCT
cet-13179	9	19	processing	processing	NOUN
cet-13179	9	20	and	and	CCONJ
cet-13179	9	21	interpretation	interpretation	NOUN
cet-13179	9	22	of	of	ADP
cet-13179	9	23	data	data	PROPN
cet-13179	9	24	.	.	PUNCT
cet-13179	10	1	in	in	ADP
cet-13179	10	2	this	this	DET
cet-13179	10	3	paper	paper	NOUN
cet-13179	10	4	,	,	PUNCT
cet-13179	10	5	we	we	PRON
cet-13179	10	6	used	use	VERB
cet-13179	10	7	the	the	DET
cet-13179	10	8	3w	3w	NUM
cet-13179	10	9	public	public	ADJ
cet-13179	10	10	dataset	dataset	NOUN
cet-13179	10	11	published	publish	VERB
cet-13179	10	12	by	by	ADP
cet-13179	10	13	vargas	vargas	PROPN
cet-13179	10	14	et	et	PROPN
cet-13179	10	15	al	al	PROPN
cet-13179	10	16	.	.	PROPN
cet-13179	11	1	(	(	PUNCT
cet-13179	11	2	2019	2019	NUM
cet-13179	11	3	)	)	PUNCT
cet-13179	11	4	,	,	PUNCT
cet-13179	11	5	provided	provide	VERB
cet-13179	11	6	by	by	ADP
cet-13179	11	7	petróleo	petróleo	PROPN
cet-13179	11	8	brasileiro	brasileiro	PROPN
cet-13179	11	9	s.a	s.a	PROPN
cet-13179	11	10	.	.	PROPN
cet-13179	11	11	(	(	PUNCT
cet-13179	11	12	petrobras	petrobras	PROPN
cet-13179	11	13	)	)	PUNCT
cet-13179	11	14	,	,	PUNCT
cet-13179	11	15	which	which	PRON
cet-13179	11	16	contains	contain	VERB
cet-13179	11	17	8	8	NUM
cet-13179	11	18	variables	variable	NOUN
cet-13179	11	19	such	such	ADJ
cet-13179	11	20	as	as	ADP
cet-13179	11	21	pressure	pressure	NOUN
cet-13179	11	22	,	,	PUNCT
cet-13179	11	23	temperature	temperature	NOUN
cet-13179	11	24	and	and	CCONJ
cet-13179	11	25	flow	flow	NOUN
cet-13179	11	26	rate	rate	NOUN
cet-13179	11	27	in	in	ADP
cet-13179	11	28	the	the	DET
cet-13179	11	29	process	process	NOUN
cet-13179	11	30	of	of	ADP
cet-13179	11	31	offshore	offshore	ADJ
cet-13179	11	32	natural	natural	ADJ
cet-13179	11	33	flow	flow	NOUN
cet-13179	11	34	wells	well	NOUN
cet-13179	11	35	.	.	PUNCT
cet-13179	12	1	the	the	DET
cet-13179	12	2	database	database	NOUN
cet-13179	12	3	was	be	AUX
cet-13179	12	4	evaluated	evaluate	VERB
cet-13179	12	5	by	by	ADP
cet-13179	12	6	data	datum	NOUN
cet-13179	12	7	exploration	exploration	NOUN
cet-13179	12	8	and	and	CCONJ
cet-13179	12	9	transformation	transformation	NOUN
cet-13179	12	10	that	that	PRON
cet-13179	12	11	enables	enable	VERB
cet-13179	12	12	statistical	statistical	ADJ
cet-13179	12	13	analysis	analysis	NOUN
cet-13179	12	14	.	.	PUNCT
cet-13179	13	1	the	the	DET
cet-13179	13	2	relationship	relationship	NOUN
cet-13179	13	3	between	between	ADP
cet-13179	13	4	the	the	DET
cet-13179	13	5	variables	variable	NOUN
cet-13179	13	6	was	be	AUX
cet-13179	13	7	verified	verify	VERB
cet-13179	13	8	using	use	VERB
cet-13179	13	9	histograms	histogram	NOUN
cet-13179	13	10	,	,	PUNCT
cet-13179	13	11	spearman	spearman	NOUN
cet-13179	13	12	's	's	PART
cet-13179	13	13	correlation	correlation	NOUN
cet-13179	13	14	and	and	CCONJ
cet-13179	13	15	principal	principal	ADJ
cet-13179	13	16	component	component	NOUN
cet-13179	13	17	analysis	analysis	NOUN
cet-13179	13	18	(	(	PUNCT
cet-13179	13	19	pca	pca	PROPN
cet-13179	13	20	)	)	PUNCT
cet-13179	13	21	.	.	PUNCT
cet-13179	14	1	the	the	DET
cet-13179	14	2	results	result	NOUN
cet-13179	14	3	showed	show	VERB
cet-13179	14	4	that	that	SCONJ
cet-13179	14	5	at	at	ADV
cet-13179	14	6	least	least	ADV
cet-13179	14	7	one	one	NUM
cet-13179	14	8	variable	variable	NOUN
cet-13179	14	9	should	should	AUX
cet-13179	14	10	be	be	AUX
cet-13179	14	11	removed	remove	VERB
cet-13179	14	12	and	and	CCONJ
cet-13179	14	13	others	other	NOUN
cet-13179	14	14	should	should	AUX
cet-13179	14	15	be	be	AUX
cet-13179	14	16	filled	fill	VERB
cet-13179	14	17	in	in	ADP
cet-13179	14	18	order	order	NOUN
cet-13179	14	19	to	to	PART
cet-13179	14	20	complete	complete	VERB
cet-13179	14	21	the	the	DET
cet-13179	14	22	database	database	NOUN
cet-13179	14	23	.	.	PUNCT
cet-13179	15	1	the	the	DET
cet-13179	15	2	analysis	analysis	NOUN
cet-13179	15	3	,	,	PUNCT
cet-13179	15	4	also	also	ADV
cet-13179	15	5	,	,	PUNCT
cet-13179	15	6	revealed	reveal	VERB
cet-13179	15	7	that	that	SCONJ
cet-13179	15	8	the	the	DET
cet-13179	15	9	variables	variable	NOUN
cet-13179	15	10	do	do	AUX
cet-13179	15	11	not	not	PART
cet-13179	15	12	follow	follow	VERB
cet-13179	15	13	a	a	DET
cet-13179	15	14	normal	normal	ADJ
cet-13179	15	15	distribution	distribution	NOUN
cet-13179	15	16	,	,	PUNCT
cet-13179	15	17	and	and	CCONJ
cet-13179	15	18	the	the	DET
cet-13179	15	19	variables	variable	NOUN
cet-13179	15	20	importance	importance	NOUN
cet-13179	15	21	rank	rank	NOUN
cet-13179	15	22	.	.	PUNCT
cet-13179	16	1	thereby	thereby	ADV
cet-13179	16	2	,	,	PUNCT
cet-13179	16	3	it	it	PRON
cet-13179	16	4	was	be	AUX
cet-13179	16	5	possible	possible	ADJ
cet-13179	16	6	to	to	PART
cet-13179	16	7	reach	reach	VERB
cet-13179	16	8	a	a	DET
cet-13179	16	9	database	database	NOUN
cet-13179	16	10	with	with	ADP
cet-13179	16	11	useful	useful	ADJ
cet-13179	16	12	format	format	NOUN
cet-13179	16	13	.	.	PUNCT
cet-13179	17	1	1	1	X
cet-13179	17	2	.	.	X
cet-13179	17	3	introduction	introduction	NOUN
cet-13179	17	4	the	the	DET
cet-13179	17	5	production	production	NOUN
cet-13179	17	6	of	of	ADP
cet-13179	17	7	oil	oil	NOUN
cet-13179	17	8	and	and	CCONJ
cet-13179	17	9	gas	gas	NOUN
cet-13179	17	10	(	(	PUNCT
cet-13179	17	11	o&g	o&g	PROPN
cet-13179	17	12	)	)	PUNCT
cet-13179	17	13	concerns	concern	VERB
cet-13179	17	14	chemical	chemical	NOUN
cet-13179	17	15	and	and	CCONJ
cet-13179	17	16	mechanical	mechanical	ADJ
cet-13179	17	17	process	process	NOUN
cet-13179	17	18	that	that	PRON
cet-13179	17	19	affect	affect	VERB
cet-13179	17	20	well	well	ADV
cet-13179	17	21	drilling	drilling	NOUN
cet-13179	17	22	and	and	CCONJ
cet-13179	17	23	operation	operation	NOUN
cet-13179	17	24	.	.	PUNCT
cet-13179	18	1	it	it	PRON
cet-13179	18	2	is	be	AUX
cet-13179	18	3	of	of	ADP
cet-13179	18	4	common	common	ADJ
cet-13179	18	5	knowledge	knowledge	NOUN
cet-13179	18	6	that	that	SCONJ
cet-13179	18	7	studying	study	VERB
cet-13179	18	8	the	the	DET
cet-13179	18	9	prevention	prevention	NOUN
cet-13179	18	10	of	of	ADP
cet-13179	18	11	undesirable	undesirable	ADJ
cet-13179	18	12	events	event	NOUN
cet-13179	18	13	(	(	PUNCT
cet-13179	18	14	system	system	NOUN
cet-13179	18	15	failures	failure	NOUN
cet-13179	18	16	)	)	PUNCT
cet-13179	18	17	can	can	AUX
cet-13179	18	18	avoid	avoid	VERB
cet-13179	18	19	economic	economic	ADJ
cet-13179	18	20	and	and	CCONJ
cet-13179	18	21	human	human	ADJ
cet-13179	18	22	losses	loss	NOUN
cet-13179	18	23	in	in	ADP
cet-13179	18	24	modern	modern	ADJ
cet-13179	18	25	engineering	engineering	NOUN
cet-13179	18	26	.	.	PUNCT
cet-13179	19	1	from	from	ADP
cet-13179	19	2	1970	1970	NUM
cet-13179	19	3	to	to	ADP
cet-13179	19	4	2016	2016	NUM
cet-13179	19	5	,	,	PUNCT
cet-13179	19	6	there	there	PRON
cet-13179	19	7	have	have	AUX
cet-13179	19	8	been	be	AUX
cet-13179	19	9	recorded	record	VERB
cet-13179	19	10	more	more	ADJ
cet-13179	19	11	than	than	ADP
cet-13179	19	12	1,000	1,000	NUM
cet-13179	19	13	severe	severe	ADJ
cet-13179	19	14	accidents	accident	NOUN
cet-13179	19	15	in	in	ADP
cet-13179	19	16	the	the	DET
cet-13179	19	17	o&g	o&g	PROPN
cet-13179	19	18	industry	industry	NOUN
cet-13179	19	19	,	,	PUNCT
cet-13179	19	20	which	which	PRON
cet-13179	19	21	leads	lead	VERB
cet-13179	19	22	to	to	ADP
cet-13179	19	23	uncountable	uncountable	ADJ
cet-13179	19	24	casualties	casualty	NOUN
cet-13179	19	25	in	in	ADP
cet-13179	19	26	addition	addition	NOUN
cet-13179	19	27	to	to	ADP
cet-13179	19	28	serious	serious	ADJ
cet-13179	19	29	damage	damage	NOUN
cet-13179	19	30	(	(	PUNCT
cet-13179	19	31	mignan	mignan	NOUN
cet-13179	19	32	at	at	ADP
cet-13179	19	33	al	al	PROPN
cet-13179	19	34	.	.	PROPN
cet-13179	19	35	2022	2022	NUM
cet-13179	19	36	)	)	PUNCT
cet-13179	19	37	.	.	PUNCT
cet-13179	20	1	modern	modern	ADJ
cet-13179	20	2	technologies	technology	NOUN
cet-13179	20	3	such	such	ADJ
cet-13179	20	4	as	as	ADP
cet-13179	20	5	artificial	artificial	ADJ
cet-13179	20	6	intelligence	intelligence	NOUN
cet-13179	20	7	(	(	PUNCT
cet-13179	20	8	ai	ai	NOUN
cet-13179	20	9	)	)	PUNCT
cet-13179	20	10	,	,	PUNCT
cet-13179	20	11	along	along	ADP
cet-13179	20	12	with	with	ADP
cet-13179	20	13	cloud	cloud	NOUN
cet-13179	20	14	computing	computing	NOUN
cet-13179	20	15	and	and	CCONJ
cet-13179	20	16	data	datum	NOUN
cet-13179	20	17	analysis	analysis	NOUN
cet-13179	20	18	,	,	PUNCT
cet-13179	20	19	are	be	AUX
cet-13179	20	20	currently	currently	ADV
cet-13179	20	21	considered	consider	VERB
cet-13179	20	22	the	the	DET
cet-13179	20	23	best	good	ADJ
cet-13179	20	24	shot	shot	NOUN
cet-13179	20	25	to	to	PART
cet-13179	20	26	perform	perform	VERB
cet-13179	20	27	fault	fault	NOUN
cet-13179	20	28	detection	detection	NOUN
cet-13179	20	29	and	and	CCONJ
cet-13179	20	30	process	process	NOUN
cet-13179	20	31	optimization	optimization	NOUN
cet-13179	20	32	(	(	PUNCT
cet-13179	20	33	marins	marin	NOUN
cet-13179	20	34	et	et	NOUN
cet-13179	20	35	al	al	PROPN
cet-13179	20	36	.	.	PROPN
cet-13179	21	1	(	(	PUNCT
cet-13179	21	2	2021	2021	NUM
cet-13179	21	3	)	)	PUNCT
cet-13179	21	4	,	,	PUNCT
cet-13179	21	5	sircar	sircar	NOUN
cet-13179	21	6	et	et	PROPN
cet-13179	21	7	al	al	PROPN
cet-13179	21	8	.	.	PROPN
cet-13179	22	1	(	(	PUNCT
cet-13179	22	2	2021	2021	NUM
cet-13179	22	3	)	)	PUNCT
cet-13179	22	4	,	,	PUNCT
cet-13179	22	5	verheyleweghen	verheyleweghen	NOUN
cet-13179	22	6	and	and	CCONJ
cet-13179	22	7	jäschke	jäschke	ADJ
cet-13179	22	8	(	(	PUNCT
cet-13179	22	9	2018	2018	NUM
cet-13179	22	10	)	)	PUNCT
cet-13179	22	11	,	,	PUNCT
cet-13179	22	12	dhaif	dhaif	PROPN
cet-13179	22	13	et	et	PROPN
cet-13179	22	14	al	al	PROPN
cet-13179	22	15	.	.	PROPN
cet-13179	23	1	(	(	PUNCT
cet-13179	23	2	2021	2021	NUM
cet-13179	23	3	)	)	PUNCT
cet-13179	23	4	)	)	PUNCT
cet-13179	23	5	.	.	PUNCT
cet-13179	24	1	machine	machine	NOUN
cet-13179	24	2	learning	learning	NOUN
cet-13179	24	3	(	(	PUNCT
cet-13179	24	4	ml	ml	NOUN
cet-13179	24	5	)	)	PUNCT
cet-13179	24	6	has	have	AUX
cet-13179	24	7	gained	gain	VERB
cet-13179	24	8	considerable	considerable	ADJ
cet-13179	24	9	space	space	NOUN
cet-13179	24	10	into	into	ADP
cet-13179	24	11	chemical	chemical	ADJ
cet-13179	24	12	engineering	engineering	NOUN
cet-13179	24	13	over	over	ADP
cet-13179	24	14	the	the	DET
cet-13179	24	15	past	past	ADJ
cet-13179	24	16	decade	decade	NOUN
cet-13179	24	17	,	,	PUNCT
cet-13179	24	18	given	give	VERB
cet-13179	24	19	the	the	DET
cet-13179	24	20	recent	recent	ADJ
cet-13179	24	21	digital	digital	ADJ
cet-13179	24	22	transformation	transformation	NOUN
cet-13179	24	23	that	that	PRON
cet-13179	24	24	allowed	allow	VERB
cet-13179	24	25	the	the	DET
cet-13179	24	26	usage	usage	NOUN
cet-13179	24	27	for	for	ADP
cet-13179	24	28	newer	new	ADJ
cet-13179	24	29	technologies	technology	NOUN
cet-13179	24	30	,	,	PUNCT
cet-13179	24	31	cheapening	cheapen	VERB
cet-13179	24	32	the	the	DET
cet-13179	24	33	employment	employment	NOUN
cet-13179	24	34	of	of	ADP
cet-13179	24	35	modern	modern	ADJ
cet-13179	24	36	frameworks	framework	NOUN
cet-13179	24	37	to	to	PART
cet-13179	24	38	perform	perform	VERB
cet-13179	24	39	large	large	ADJ
cet-13179	24	40	resolutions	resolution	NOUN
cet-13179	24	41	with	with	ADP
cet-13179	24	42	simple	simple	ADJ
cet-13179	24	43	computational	computational	ADJ
cet-13179	24	44	languages	language	NOUN
cet-13179	24	45	(	(	PUNCT
cet-13179	24	46	e.g.	e.g.	ADV
cet-13179	24	47	,	,	PUNCT
cet-13179	24	48	scikit	scikit	NOUN
cet-13179	24	49	-	-	PUNCT
cet-13179	24	50	learn	learn	VERB
cet-13179	24	51	for	for	ADP
cet-13179	24	52	python	python	NOUN
cet-13179	24	53	)	)	PUNCT
cet-13179	24	54	(	(	PUNCT
cet-13179	24	55	sircar	sircar	NOUN
cet-13179	24	56	et	et	PROPN
cet-13179	24	57	al	al	PROPN
cet-13179	24	58	.	.	PROPN
cet-13179	24	59	(	(	PUNCT
cet-13179	24	60	2021	2021	NUM
cet-13179	24	61	)	)	PUNCT
cet-13179	24	62	,	,	PUNCT
cet-13179	24	63	schweidtmann	schweidtmann	PROPN
cet-13179	24	64	et	et	PROPN
cet-13179	24	65	al	al	PROPN
cet-13179	24	66	.	.	PROPN
cet-13179	24	67	(	(	PUNCT
cet-13179	24	68	2021	2021	NUM
cet-13179	24	69	)	)	PUNCT
cet-13179	24	70	)	)	PUNCT
cet-13179	24	71	.	.	PUNCT
cet-13179	25	1	first	first	ADJ
cet-13179	25	2	step	step	NOUN
cet-13179	25	3	to	to	PART
cet-13179	25	4	develop	develop	VERB
cet-13179	25	5	models	model	NOUN
cet-13179	25	6	of	of	ADP
cet-13179	25	7	predicting	predict	VERB
cet-13179	25	8	fault	fault	NOUN
cet-13179	25	9	(	(	PUNCT
cet-13179	25	10	detection	detection	NOUN
cet-13179	25	11	and	and	CCONJ
cet-13179	25	12	diagnosis	diagnosis	NOUN
cet-13179	25	13	)	)	PUNCT
cet-13179	25	14	is	be	AUX
cet-13179	25	15	to	to	PART
cet-13179	25	16	ensure	ensure	VERB
cet-13179	25	17	the	the	DET
cet-13179	25	18	quality	quality	NOUN
cet-13179	25	19	of	of	ADP
cet-13179	25	20	data	datum	NOUN
cet-13179	25	21	(	(	PUNCT
cet-13179	25	22	integration	integration	NOUN
cet-13179	25	23	,	,	PUNCT
cet-13179	25	24	reducing	reduce	VERB
cet-13179	25	25	duplicates	duplicate	NOUN
cet-13179	25	26	and	and	CCONJ
cet-13179	25	27	missing	miss	VERB
cet-13179	25	28	data	datum	NOUN
cet-13179	25	29	)	)	PUNCT
cet-13179	25	30	.	.	PUNCT
cet-13179	26	1	some	some	DET
cet-13179	26	2	studies	study	NOUN
cet-13179	26	3	were	be	AUX
cet-13179	26	4	developed	develop	VERB
cet-13179	26	5	by	by	ADP
cet-13179	26	6	several	several	ADJ
cet-13179	26	7	scientists	scientist	NOUN
cet-13179	26	8	in	in	ADP
cet-13179	26	9	last	last	ADJ
cet-13179	26	10	years	year	NOUN
cet-13179	26	11	,	,	PUNCT
cet-13179	26	12	as	as	SCONJ
cet-13179	26	13	seen	see	VERB
cet-13179	26	14	in	in	ADP
cet-13179	26	15	azeroual	azeroual	ADJ
cet-13179	26	16	at	at	ADP
cet-13179	26	17	al	al	PROPN
cet-13179	26	18	.	.	PUNCT
cet-13179	27	1	(	(	PUNCT
cet-13179	27	2	2022	2022	NUM
cet-13179	27	3	)	)	PUNCT
cet-13179	27	4	and	and	CCONJ
cet-13179	27	5	rahman	rahman	PROPN
cet-13179	27	6	(	(	PUNCT
cet-13179	27	7	2023	2023	NUM
cet-13179	27	8	)	)	PUNCT
cet-13179	27	9	.	.	PUNCT
cet-13179	28	1	data	datum	NOUN
cet-13179	28	2	scientists	scientist	NOUN
cet-13179	28	3	face	face	VERB
cet-13179	28	4	challenges	challenge	NOUN
cet-13179	28	5	of	of	ADP
cet-13179	28	6	analysing	analyse	VERB
cet-13179	28	7	a	a	DET
cet-13179	28	8	large	large	ADJ
cet-13179	28	9	amount	amount	NOUN
cet-13179	28	10	of	of	ADP
cet-13179	28	11	data	datum	NOUN
cet-13179	28	12	(	(	PUNCT
cet-13179	28	13	such	such	ADJ
cet-13179	28	14	as	as	ADP
cet-13179	28	15	big	big	ADJ
cet-13179	28	16	data	datum	NOUN
cet-13179	28	17	)	)	PUNCT
cet-13179	28	18	in	in	ADP
cet-13179	28	19	chemical	chemical	NOUN
cet-13179	28	20	or	or	CCONJ
cet-13179	28	21	petrochemical	petrochemical	NOUN
cet-13179	28	22	industries	industry	NOUN
cet-13179	28	23	,	,	PUNCT
cet-13179	28	24	due	due	ADP
cet-13179	28	25	to	to	ADP
cet-13179	28	26	very	very	ADV
cet-13179	28	27	high	high	ADV
cet-13179	28	28	-	-	PUNCT
cet-13179	28	29	dimensional	dimensional	ADJ
cet-13179	28	30	or	or	CCONJ
cet-13179	28	31	unstructured	unstructured	ADJ
cet-13179	28	32	data	datum	NOUN
cet-13179	28	33	.	.	PUNCT
cet-13179	29	1	the	the	DET
cet-13179	29	2	data	datum	NOUN
cet-13179	29	3	pre	pre	ADJ
cet-13179	29	4	-	-	ADJ
cet-13179	29	5	processing	processing	ADJ
cet-13179	29	6	takes	take	VERB
cet-13179	29	7	time	time	NOUN
cet-13179	29	8	to	to	PART
cet-13179	29	9	prepare	prepare	VERB
cet-13179	29	10	a	a	DET
cet-13179	29	11	useful	useful	ADJ
cet-13179	29	12	dataset	dataset	NOUN
cet-13179	29	13	,	,	PUNCT
cet-13179	29	14	because	because	SCONJ
cet-13179	29	15	there	there	PRON
cet-13179	29	16	are	be	VERB
cet-13179	29	17	quality	quality	NOUN
cet-13179	29	18	issues	issue	NOUN
cet-13179	29	19	,	,	PUNCT
cet-13179	29	20	such	such	ADJ
cet-13179	29	21	as	as	ADP
cet-13179	29	22	inconsistent	inconsistent	ADJ
cet-13179	29	23	values	value	NOUN
cet-13179	29	24	.	.	PUNCT
cet-13179	30	1	601	601	NUM
cet-13179	30	2	for	for	ADP
cet-13179	30	3	this	this	DET
cet-13179	30	4	reason	reason	NOUN
cet-13179	30	5	,	,	PUNCT
cet-13179	30	6	the	the	DET
cet-13179	30	7	database	database	NOUN
cet-13179	30	8	community	community	NOUN
cet-13179	30	9	has	have	AUX
cet-13179	30	10	developed	develop	VERB
cet-13179	30	11	numerous	numerous	ADJ
cet-13179	30	12	techniques	technique	NOUN
cet-13179	30	13	for	for	ADP
cet-13179	30	14	improving	improve	VERB
cet-13179	30	15	the	the	DET
cet-13179	30	16	situation	situation	NOUN
cet-13179	30	17	(	(	PUNCT
cet-13179	30	18	kendel	kendel	NOUN
cet-13179	30	19	at	at	ADP
cet-13179	30	20	al	al	PROPN
cet-13179	30	21	.	.	PUNCT
cet-13179	31	1	(	(	PUNCT
cet-13179	31	2	2011	2011	NUM
cet-13179	31	3	)	)	PUNCT
cet-13179	31	4	)	)	PUNCT
cet-13179	31	5	,	,	PUNCT
cet-13179	31	6	just	just	ADV
cet-13179	31	7	as	as	SCONJ
cet-13179	31	8	functions	function	NOUN
cet-13179	31	9	in	in	ADP
cet-13179	31	10	programming	programming	NOUN
cet-13179	31	11	languages	language	NOUN
cet-13179	31	12	(	(	PUNCT
cet-13179	31	13	python	python	NOUN
cet-13179	31	14	,	,	PUNCT
cet-13179	31	15	r	r	NOUN
cet-13179	31	16	and	and	CCONJ
cet-13179	31	17	others).statistical	others).statistical	ADJ
cet-13179	31	18	analysis	analysis	NOUN
cet-13179	31	19	is	be	AUX
cet-13179	31	20	a	a	DET
cet-13179	31	21	great	great	ADJ
cet-13179	31	22	tool	tool	NOUN
cet-13179	31	23	to	to	PART
cet-13179	31	24	evaluate	evaluate	VERB
cet-13179	31	25	the	the	DET
cet-13179	31	26	relationship	relationship	NOUN
cet-13179	31	27	between	between	ADP
cet-13179	31	28	variables	variable	NOUN
cet-13179	31	29	.	.	PUNCT
cet-13179	32	1	classical	classical	ADJ
cet-13179	32	2	correlation	correlation	NOUN
cet-13179	32	3	coefficient	coefficient	NOUN
cet-13179	32	4	,	,	PUNCT
cet-13179	32	5	as	as	ADP
cet-13179	32	6	spearman	spearman	NOUN
cet-13179	32	7	matrix	matrix	NOUN
cet-13179	32	8	,	,	PUNCT
cet-13179	32	9	are	be	AUX
cet-13179	32	10	widespread	widespread	ADJ
cet-13179	32	11	used	use	VERB
cet-13179	32	12	,	,	PUNCT
cet-13179	32	13	seen	see	VERB
cet-13179	32	14	in	in	ADP
cet-13179	32	15	li	li	PROPN
cet-13179	32	16	et	et	PROPN
cet-13179	32	17	al	al	PROPN
cet-13179	32	18	.	.	PROPN
cet-13179	33	1	(	(	PUNCT
cet-13179	33	2	2021	2021	NUM
cet-13179	33	3	)	)	PUNCT
cet-13179	33	4	and	and	CCONJ
cet-13179	33	5	hua	hua	PROPN
cet-13179	33	6	et	et	PROPN
cet-13179	33	7	al	al	PROPN
cet-13179	33	8	.	.	PROPN
cet-13179	34	1	(	(	PUNCT
cet-13179	34	2	2020	2020	NUM
cet-13179	34	3	)	)	PUNCT
cet-13179	34	4	.	.	PUNCT
cet-13179	35	1	the	the	DET
cet-13179	35	2	principal	principal	ADJ
cet-13179	35	3	component	component	NOUN
cet-13179	35	4	analysis	analysis	NOUN
cet-13179	35	5	(	(	PUNCT
cet-13179	35	6	pca	pca	NOUN
cet-13179	35	7	)	)	PUNCT
cet-13179	35	8	is	be	AUX
cet-13179	35	9	an	an	DET
cet-13179	35	10	effective	effective	ADJ
cet-13179	35	11	technique	technique	NOUN
cet-13179	35	12	for	for	ADP
cet-13179	35	13	discovering	discover	VERB
cet-13179	35	14	the	the	DET
cet-13179	35	15	hidden	hidden	ADJ
cet-13179	35	16	feature	feature	NOUN
cet-13179	35	17	from	from	ADP
cet-13179	35	18	variables	variable	NOUN
cet-13179	35	19	(	(	PUNCT
cet-13179	35	20	li	li	PROPN
cet-13179	35	21	and	and	CCONJ
cet-13179	35	22	huang	huang	PROPN
cet-13179	35	23	(	(	PUNCT
cet-13179	35	24	2020	2020	NUM
cet-13179	35	25	)	)	PUNCT
cet-13179	35	26	,	,	PUNCT
cet-13179	35	27	mei	mei	PROPN
cet-13179	35	28	et	et	PROPN
cet-13179	35	29	al	al	PROPN
cet-13179	35	30	.	.	PUNCT
cet-13179	36	1	(	(	PUNCT
cet-13179	36	2	2017)).this	2017)).this	NUM
cet-13179	36	3	study	study	NOUN
cet-13179	36	4	aimed	aim	VERB
cet-13179	36	5	to	to	PART
cet-13179	36	6	initiate	initiate	VERB
cet-13179	36	7	a	a	DET
cet-13179	36	8	more	more	ADV
cet-13179	36	9	detailed	detailed	ADJ
cet-13179	36	10	analysis	analysis	NOUN
cet-13179	36	11	of	of	ADP
cet-13179	36	12	dataset	dataset	NOUN
cet-13179	36	13	sensed	sense	VERB
cet-13179	36	14	by	by	ADP
cet-13179	36	15	vargas	vargas	PROPN
cet-13179	36	16	et	et	PROPN
cet-13179	36	17	al	al	PROPN
cet-13179	36	18	.	.	PROPN
cet-13179	36	19	(	(	PUNCT
cet-13179	36	20	2019	2019	NUM
cet-13179	36	21	)	)	PUNCT
cet-13179	36	22	,	,	PUNCT
cet-13179	36	23	with	with	ADP
cet-13179	36	24	the	the	DET
cet-13179	36	25	intention	intention	NOUN
cet-13179	36	26	of	of	ADP
cet-13179	36	27	detecting	detect	VERB
cet-13179	36	28	failures	failure	NOUN
cet-13179	36	29	caused	cause	VERB
cet-13179	36	30	in	in	ADP
cet-13179	36	31	the	the	DET
cet-13179	36	32	process	process	NOUN
cet-13179	36	33	of	of	ADP
cet-13179	36	34	offshore	offshore	ADJ
cet-13179	36	35	natural	natural	ADJ
cet-13179	36	36	flow	flow	NOUN
cet-13179	36	37	wells	well	NOUN
cet-13179	36	38	.	.	PUNCT
cet-13179	37	1	therefore	therefore	ADV
cet-13179	37	2	,	,	PUNCT
cet-13179	37	3	the	the	DET
cet-13179	37	4	subdataset	subdataset	NOUN
cet-13179	37	5	chosen	choose	VERB
cet-13179	37	6	,	,	PUNCT
cet-13179	37	7	from	from	ADP
cet-13179	37	8	3w	3w	NUM
cet-13179	37	9	dataset	dataset	NOUN
cet-13179	37	10	,	,	PUNCT
cet-13179	37	11	was	be	AUX
cet-13179	37	12	evaluated	evaluate	VERB
cet-13179	37	13	for	for	ADP
cet-13179	37	14	cleaning	cleaning	NOUN
cet-13179	37	15	and	and	CCONJ
cet-13179	37	16	manipulation	manipulation	NOUN
cet-13179	37	17	data	datum	NOUN
cet-13179	37	18	.	.	PUNCT
cet-13179	38	1	the	the	DET
cet-13179	38	2	relationship	relationship	NOUN
cet-13179	38	3	between	between	ADP
cet-13179	38	4	the	the	DET
cet-13179	38	5	variables	variable	NOUN
cet-13179	38	6	was	be	AUX
cet-13179	38	7	verified	verify	VERB
cet-13179	38	8	using	use	VERB
cet-13179	38	9	spearman	spearman	NOUN
cet-13179	38	10	's	's	PART
cet-13179	38	11	correlation	correlation	NOUN
cet-13179	38	12	and	and	CCONJ
cet-13179	38	13	a	a	DET
cet-13179	38	14	pca	pca	NOUN
cet-13179	38	15	analysis	analysis	NOUN
cet-13179	38	16	.	.	PUNCT
cet-13179	39	1	2	2	X
cet-13179	39	2	.	.	X
cet-13179	39	3	materials	material	NOUN
cet-13179	39	4	and	and	CCONJ
cet-13179	39	5	methods	method	NOUN
cet-13179	39	6	for	for	ADP
cet-13179	39	7	this	this	DET
cet-13179	39	8	work	work	NOUN
cet-13179	39	9	,	,	PUNCT
cet-13179	39	10	the	the	DET
cet-13179	39	11	database	database	NOUN
cet-13179	39	12	produced	produce	VERB
cet-13179	39	13	by	by	ADP
cet-13179	39	14	vargas	vargas	PROPN
cet-13179	39	15	et	et	PROPN
cet-13179	39	16	al	al	PROPN
cet-13179	39	17	.	.	PROPN
cet-13179	40	1	(	(	PUNCT
cet-13179	40	2	2019	2019	NUM
cet-13179	40	3	)	)	PUNCT
cet-13179	40	4	,	,	PUNCT
cet-13179	40	5	3w	3w	NUM
cet-13179	40	6	dataset	dataset	NOUN
cet-13179	40	7	,	,	PUNCT
cet-13179	40	8	was	be	AUX
cet-13179	40	9	assessed	assess	VERB
cet-13179	40	10	.	.	PUNCT
cet-13179	41	1	the	the	DET
cet-13179	41	2	3w	3w	NUM
cet-13179	41	3	dataset	dataset	NOUN
cet-13179	41	4	is	be	AUX
cet-13179	41	5	composed	compose	VERB
cet-13179	41	6	of	of	ADP
cet-13179	41	7	three	three	NUM
cet-13179	41	8	types	type	NOUN
cet-13179	41	9	of	of	ADP
cet-13179	41	10	instances	instance	NOUN
cet-13179	41	11	,	,	PUNCT
cet-13179	41	12	real	real	ADJ
cet-13179	41	13	data	datum	NOUN
cet-13179	41	14	that	that	PRON
cet-13179	41	15	occurred	occur	VERB
cet-13179	41	16	in	in	ADP
cet-13179	41	17	wells	well	NOUN
cet-13179	41	18	produced	produce	VERB
cet-13179	41	19	by	by	ADP
cet-13179	41	20	petrobras	petrobras	PROPN
cet-13179	41	21	,	,	PUNCT
cet-13179	41	22	simulated	simulate	VERB
cet-13179	41	23	and	and	CCONJ
cet-13179	41	24	hand	hand	NOUN
cet-13179	41	25	-	-	PUNCT
cet-13179	41	26	drawn	draw	VERB
cet-13179	41	27	.	.	PUNCT
cet-13179	42	1	however	however	ADV
cet-13179	42	2	,	,	PUNCT
cet-13179	42	3	in	in	ADP
cet-13179	42	4	this	this	DET
cet-13179	42	5	work	work	NOUN
cet-13179	42	6	only	only	ADV
cet-13179	42	7	real	real	ADJ
cet-13179	42	8	data	datum	NOUN
cet-13179	42	9	was	be	AUX
cet-13179	42	10	used	use	VERB
cet-13179	42	11	.	.	PUNCT
cet-13179	43	1	each	each	DET
cet-13179	43	2	instance	instance	NOUN
cet-13179	43	3	of	of	ADP
cet-13179	43	4	the	the	DET
cet-13179	43	5	3w	3w	NUM
cet-13179	43	6	database	database	NOUN
cet-13179	43	7	is	be	AUX
cet-13179	43	8	composed	compose	VERB
cet-13179	43	9	of	of	ADP
cet-13179	43	10	eight	eight	NUM
cet-13179	43	11	variables	variable	NOUN
cet-13179	43	12	,	,	PUNCT
cet-13179	43	13	as	as	SCONJ
cet-13179	43	14	shown	show	VERB
cet-13179	43	15	in	in	ADP
cet-13179	43	16	table	table	NOUN
cet-13179	43	17	1	1	NUM
cet-13179	43	18	,	,	PUNCT
cet-13179	43	19	from	from	ADP
cet-13179	43	20	sensors	sensor	NOUN
cet-13179	43	21	of	of	ADP
cet-13179	43	22	oil	oil	NOUN
cet-13179	43	23	production	production	NOUN
cet-13179	43	24	systems	system	NOUN
cet-13179	43	25	.	.	PUNCT
cet-13179	44	1	besides	besides	SCONJ
cet-13179	44	2	the	the	DET
cet-13179	44	3	eight	eight	NUM
cet-13179	44	4	variables	variable	NOUN
cet-13179	44	5	,	,	PUNCT
cet-13179	44	6	the	the	DET
cet-13179	44	7	instances	instance	NOUN
cet-13179	44	8	have	have	VERB
cet-13179	44	9	an	an	DET
cet-13179	44	10	additional	additional	ADJ
cet-13179	44	11	variable	variable	NOUN
cet-13179	44	12	that	that	PRON
cet-13179	44	13	is	be	AUX
cet-13179	44	14	a	a	DET
cet-13179	44	15	vector	vector	NOUN
cet-13179	44	16	called	call	VERB
cet-13179	44	17	a	a	DET
cet-13179	44	18	class	class	NOUN
cet-13179	44	19	,	,	PUNCT
cet-13179	44	20	which	which	PRON
cet-13179	44	21	establishes	establish	VERB
cet-13179	44	22	three	three	NUM
cet-13179	44	23	situations	situation	NOUN
cet-13179	44	24	of	of	ADP
cet-13179	44	25	the	the	DET
cet-13179	44	26	type	type	NOUN
cet-13179	44	27	:	:	PUNCT
cet-13179	44	28	normal	normal	ADJ
cet-13179	44	29	,	,	PUNCT
cet-13179	44	30	transient	transient	ADJ
cet-13179	44	31	anomaly	anomaly	NOUN
cet-13179	44	32	and	and	CCONJ
cet-13179	44	33	stable	stable	ADJ
cet-13179	44	34	state	state	NOUN
cet-13179	44	35	of	of	ADP
cet-13179	44	36	anomaly	anomaly	PROPN
cet-13179	44	37	.	.	PUNCT
cet-13179	45	1	table	table	NOUN
cet-13179	45	2	1	1	NUM
cet-13179	45	3	:	:	PUNCT
cet-13179	45	4	variables	variable	NOUN
cet-13179	45	5	contained	contain	VERB
cet-13179	45	6	in	in	ADP
cet-13179	45	7	the	the	DET
cet-13179	45	8	3w	3w	NUM
cet-13179	45	9	dataset	dataset	NOUN
cet-13179	45	10	,	,	PUNCT
cet-13179	45	11	adapted	adapt	VERB
cet-13179	45	12	from	from	ADP
cet-13179	45	13	vargas	vargas	PROPN
cet-13179	45	14	et	et	PROPN
cet-13179	45	15	al	al	PROPN
cet-13179	45	16	.	.	PROPN
cet-13179	46	1	(	(	PUNCT
cet-13179	46	2	2019	2019	NUM
cet-13179	46	3	)	)	PUNCT
cet-13179	46	4	.	.	PUNCT
cet-13179	47	1	variable	variable	ADJ
cet-13179	47	2	description	description	NOUN
cet-13179	47	3	units	unit	NOUN
cet-13179	47	4	p	p	PROPN
cet-13179	47	5	-	-	PUNCT
cet-13179	47	6	pdg	pdg	PROPN
cet-13179	47	7	pressure	pressure	NOUN
cet-13179	47	8	in	in	ADP
cet-13179	47	9	the	the	DET
cet-13179	47	10	fluid	fluid	NOUN
cet-13179	47	11	at	at	ADP
cet-13179	47	12	the	the	DET
cet-13179	47	13	permanent	permanent	ADJ
cet-13179	47	14	downhole	downhole	NOUN
cet-13179	47	15	gauge	gauge	NOUN
cet-13179	47	16	(	(	PUNCT
cet-13179	47	17	pdg	pdg	PROPN
cet-13179	47	18	)	)	PUNCT
cet-13179	47	19	pa	pa	PROPN
cet-13179	47	20	p	p	PROPN
cet-13179	47	21	-	-	PUNCT
cet-13179	47	22	tpt	tpt	NOUN
cet-13179	47	23	pressure	pressure	NOUN
cet-13179	47	24	in	in	ADP
cet-13179	47	25	the	the	DET
cet-13179	47	26	fluid	fluid	NOUN
cet-13179	47	27	at	at	ADP
cet-13179	47	28	the	the	DET
cet-13179	47	29	temperature	temperature	NOUN
cet-13179	47	30	and	and	CCONJ
cet-13179	47	31	pressure	pressure	NOUN
cet-13179	47	32	transducer	transducer	NOUN
cet-13179	47	33	(	(	PUNCT
cet-13179	47	34	tpt	tpt	NOUN
cet-13179	47	35	)	)	PUNCT
cet-13179	47	36	pa	pa	PROPN
cet-13179	47	37	t	t	PROPN
cet-13179	47	38	-	-	PUNCT
cet-13179	47	39	tpt	tpt	NOUN
cet-13179	47	40	temperature	temperature	NOUN
cet-13179	47	41	in	in	ADP
cet-13179	47	42	the	the	DET
cet-13179	47	43	fluid	fluid	NOUN
cet-13179	47	44	at	at	ADP
cet-13179	47	45	the	the	DET
cet-13179	47	46	temperature	temperature	NOUN
cet-13179	47	47	and	and	CCONJ
cet-13179	47	48	pressure	pressure	NOUN
cet-13179	47	49	transducer	transducer	NOUN
cet-13179	47	50	(	(	PUNCT
cet-13179	47	51	tpt	tpt	NOUN
cet-13179	47	52	)	)	PUNCT
cet-13179	47	53	°	°	ADP
cet-13179	47	54	c	c	NOUN
cet-13179	47	55	p	p	PROPN
cet-13179	47	56	-	-	PUNCT
cet-13179	47	57	mon	mon	NOUN
cet-13179	47	58	-	-	PUNCT
cet-13179	47	59	ckp	ckp	PROPN
cet-13179	47	60	upstream	upstream	ADJ
cet-13179	47	61	fluid	fluid	NOUN
cet-13179	47	62	pressure	pressure	NOUN
cet-13179	47	63	to	to	ADP
cet-13179	47	64	the	the	DET
cet-13179	47	65	valve	valve	NOUN
cet-13179	47	66	production	production	NOUN
cet-13179	47	67	choke	choke	NOUN
cet-13179	47	68	(	(	PUNCT
cet-13179	47	69	pck	pck	PROPN
cet-13179	47	70	)	)	PUNCT
cet-13179	47	71	pa	pa	PROPN
cet-13179	47	72	t	t	PROPN
cet-13179	47	73	-	-	PUNCT
cet-13179	47	74	jus	ju	VERB
cet-13179	47	75	-	-	PUNCT
cet-13179	47	76	ckp	ckp	NOUN
cet-13179	47	77	fluid	fluid	ADJ
cet-13179	47	78	temperature	temperature	NOUN
cet-13179	47	79	downstream	downstream	NOUN
cet-13179	47	80	of	of	ADP
cet-13179	47	81	the	the	DET
cet-13179	47	82	valve	valve	NOUN
cet-13179	47	83	production	production	NOUN
cet-13179	47	84	choke	choke	NOUN
cet-13179	47	85	(	(	PUNCT
cet-13179	47	86	pck	pck	PROPN
cet-13179	47	87	)	)	PUNCT
cet-13179	47	88	°	°	ADP
cet-13179	47	89	c	c	PROPN
cet-13179	47	90	p	p	VERB
cet-13179	47	91	-	-	PUNCT
cet-13179	47	92	jus	ju	VERB
cet-13179	47	93	-	-	PUNCT
cet-13179	47	94	ckgl	ckgl	NOUN
cet-13179	47	95	fluid	fluid	NOUN
cet-13179	47	96	pressure	pressure	NOUN
cet-13179	47	97	downstream	downstream	NOUN
cet-13179	47	98	of	of	ADP
cet-13179	47	99	the	the	DET
cet-13179	47	100	control	control	NOUN
cet-13179	47	101	valve	valve	NOUN
cet-13179	47	102	by	by	ADP
cet-13179	47	103	gas	gas	NOUN
cet-13179	47	104	lift	lift	NOUN
cet-13179	47	105	pa	pa	PROPN
cet-13179	47	106	t	t	PROPN
cet-13179	47	107	-	-	PUNCT
cet-13179	47	108	jus	jus	ADJ
cet-13179	47	109	–	–	PUNCT
cet-13179	47	110	ckgl	ckgl	NOUN
cet-13179	47	111	fluid	fluid	NOUN
cet-13179	47	112	temperature	temperature	NOUN
cet-13179	47	113	downstream	downstream	NOUN
cet-13179	47	114	of	of	ADP
cet-13179	47	115	the	the	DET
cet-13179	47	116	gas	gas	NOUN
cet-13179	47	117	lift	lift	NOUN
cet-13179	47	118	control	control	NOUN
cet-13179	47	119	valve	valve	NOUN
cet-13179	47	120	°	°	ADP
cet-13179	47	121	c	c	NOUN
cet-13179	47	122	qgl	qgl	ADJ
cet-13179	47	123	gas	gas	NOUN
cet-13179	47	124	lift	lift	NOUN
cet-13179	47	125	flow	flow	NOUN
cet-13179	47	126	m³/s	m³/s	NOUN
cet-13179	47	127	class	class	NOUN
cet-13179	47	128	indicates	indicate	VERB
cet-13179	47	129	the	the	DET
cet-13179	47	130	status	status	NOUN
cet-13179	47	131	of	of	ADP
cet-13179	47	132	each	each	DET
cet-13179	47	133	anomaly	anomaly	NOUN
cet-13179	47	134	along	along	ADP
cet-13179	47	135	the	the	DET
cet-13179	47	136	time	time	NOUN
cet-13179	47	137	series	series	NOUN
cet-13179	47	138	:	:	PUNCT
cet-13179	47	139	normal	normal	ADJ
cet-13179	47	140	period	period	NOUN
cet-13179	47	141	,	,	PUNCT
cet-13179	47	142	transient	transient	ADJ
cet-13179	47	143	anomaly	anomaly	NOUN
cet-13179	47	144	and	and	CCONJ
cet-13179	47	145	anomaly	anomaly	VERB
cet-13179	47	146	steady	steady	ADJ
cet-13179	47	147	state	state	NOUN
cet-13179	47	148	in	in	ADP
cet-13179	47	149	this	this	DET
cet-13179	47	150	work	work	NOUN
cet-13179	47	151	,	,	PUNCT
cet-13179	47	152	the	the	DET
cet-13179	47	153	flow	flow	NOUN
cet-13179	47	154	instability	instability	NOUN
cet-13179	47	155	subdataset	subdataset	NOUN
cet-13179	47	156	was	be	AUX
cet-13179	47	157	adopted	adopt	VERB
cet-13179	47	158	,	,	PUNCT
cet-13179	47	159	due	due	ADJ
cet-13179	47	160	it	it	PRON
cet-13179	47	161	's	be	AUX
cet-13179	47	162	acceptable	acceptable	ADJ
cet-13179	47	163	ranges	range	NOUN
cet-13179	47	164	of	of	ADP
cet-13179	47	165	variables	variable	NOUN
cet-13179	47	166	,	,	PUNCT
cet-13179	47	167	as	as	SCONJ
cet-13179	47	168	referred	refer	VERB
cet-13179	47	169	by	by	ADP
cet-13179	47	170	vargas	vargas	PROPN
cet-13179	47	171	et	et	PROPN
cet-13179	47	172	al	al	PROPN
cet-13179	47	173	.	.	PROPN
cet-13179	48	1	(	(	PUNCT
cet-13179	48	2	2019	2019	NUM
cet-13179	48	3	)	)	PUNCT
cet-13179	48	4	.	.	PUNCT
cet-13179	49	1	this	this	DET
cet-13179	49	2	subdataset	subdataset	NOUN
cet-13179	49	3	contains	contain	VERB
cet-13179	49	4	2,462,076	2,462,076	NUM
cet-13179	49	5	information	information	NOUN
cet-13179	49	6	vectors	vector	NOUN
cet-13179	49	7	for	for	ADP
cet-13179	49	8	each	each	DET
cet-13179	49	9	variable	variable	NOUN
cet-13179	49	10	.	.	PUNCT
cet-13179	50	1	2.1	2.1	NUM
cet-13179	50	2	software	software	NOUN
cet-13179	50	3	tool	tool	NOUN
cet-13179	50	4	all	all	DET
cet-13179	50	5	analysis	analysis	NOUN
cet-13179	50	6	was	be	AUX
cet-13179	50	7	conducted	conduct	VERB
cet-13179	50	8	on	on	ADP
cet-13179	50	9	google	google	PROPN
cet-13179	50	10	colaboratory	colaboratory	PROPN
cet-13179	50	11	(	(	PUNCT
cet-13179	50	12	colab	colab	PROPN
cet-13179	50	13	)	)	PUNCT
cet-13179	50	14	,	,	PUNCT
cet-13179	50	15	python	python	PROPN
cet-13179	50	16	3.7.13	3.7.13	NUM
cet-13179	50	17	,	,	PUNCT
cet-13179	50	18	available	available	ADJ
cet-13179	50	19	for	for	ADP
cet-13179	50	20	free	free	ADJ
cet-13179	50	21	as	as	ADP
cet-13179	50	22	web	web	NOUN
cet-13179	50	23	application	application	NOUN
cet-13179	50	24	.	.	PUNCT
cet-13179	51	1	the	the	DET
cet-13179	51	2	libraries	library	NOUN
cet-13179	51	3	used	use	VERB
cet-13179	51	4	were	be	AUX
cet-13179	51	5	pandas	panda	NOUN
cet-13179	51	6	(	(	PUNCT
cet-13179	51	7	pandas	panda	NOUN
cet-13179	51	8	,	,	PUNCT
cet-13179	51	9	2023	2023	NUM
cet-13179	51	10	)	)	PUNCT
cet-13179	51	11	,	,	PUNCT
cet-13179	51	12	numpy	numpy	NOUN
cet-13179	51	13	(	(	PUNCT
cet-13179	51	14	numpy	numpy	NOUN
cet-13179	51	15	,	,	PUNCT
cet-13179	51	16	2022	2022	NUM
cet-13179	51	17	)	)	PUNCT
cet-13179	51	18	,	,	PUNCT
cet-13179	51	19	matplotlib	matplotlib	PROPN
cet-13179	51	20	3.7.0	3.7.0	NUM
cet-13179	51	21	(	(	PUNCT
cet-13179	51	22	matplotlib	matplotlib	PROPN
cet-13179	51	23	,	,	PUNCT
cet-13179	51	24	2023	2023	NUM
cet-13179	51	25	)	)	PUNCT
cet-13179	51	26	,	,	PUNCT
cet-13179	51	27	seaborn	seaborn	PROPN
cet-13179	51	28	(	(	PUNCT
cet-13179	51	29	seaborn	seaborn	PROPN
cet-13179	51	30	,	,	PUNCT
cet-13179	51	31	2022	2022	NUM
cet-13179	51	32	)	)	PUNCT
cet-13179	51	33	and	and	CCONJ
cet-13179	51	34	scikit	scikit	NOUN
cet-13179	51	35	-	-	PUNCT
cet-13179	51	36	learn	learn	VERB
cet-13179	51	37	(	(	PUNCT
cet-13179	51	38	scilit	scilit	NOUN
cet-13179	51	39	-	-	PUNCT
cet-13179	51	40	learn	learn	NOUN
cet-13179	51	41	,	,	PUNCT
cet-13179	51	42	2023	2023	NUM
cet-13179	51	43	)	)	PUNCT
cet-13179	51	44	.	.	PUNCT
cet-13179	52	1	2.2	2.2	NUM
cet-13179	52	2	data	datum	NOUN
cet-13179	52	3	analysis	analysis	NOUN
cet-13179	52	4	and	and	CCONJ
cet-13179	52	5	wrangling	wrangle	VERB
cet-13179	52	6	the	the	DET
cet-13179	52	7	data	datum	NOUN
cet-13179	52	8	underwent	underwent	NOUN
cet-13179	52	9	information	information	NOUN
cet-13179	52	10	counting	counting	NOUN
cet-13179	52	11	on	on	ADP
cet-13179	52	12	each	each	DET
cet-13179	52	13	variable	variable	NOUN
cet-13179	52	14	to	to	PART
cet-13179	52	15	check	check	VERB
cet-13179	52	16	for	for	ADP
cet-13179	52	17	missing	miss	VERB
cet-13179	52	18	data	datum	NOUN
cet-13179	52	19	and	and	CCONJ
cet-13179	52	20	some	some	DET
cet-13179	52	21	basic	basic	ADJ
cet-13179	52	22	statistics	statistic	NOUN
cet-13179	52	23	,	,	PUNCT
cet-13179	52	24	such	such	ADJ
cet-13179	52	25	as	as	ADP
cet-13179	52	26	mean	mean	ADJ
cet-13179	52	27	,	,	PUNCT
cet-13179	52	28	median	median	ADJ
cet-13179	52	29	,	,	PUNCT
cet-13179	52	30	standard	standard	ADJ
cet-13179	52	31	deviation	deviation	NOUN
cet-13179	52	32	,	,	PUNCT
cet-13179	52	33	i.e.	i.e.	X
cet-13179	52	34	the	the	DET
cet-13179	52	35	functions	function	NOUN
cet-13179	52	36	"	"	PUNCT
cet-13179	52	37	.isnull	.isnull	NOUN
cet-13179	52	38	(	(	PUNCT
cet-13179	52	39	)	)	PUNCT
cet-13179	52	40	"	"	PUNCT
cet-13179	52	41	,	,	PUNCT
cet-13179	52	42	"	"	PUNCT
cet-13179	52	43	sum	sum	NOUN
cet-13179	52	44	(	(	PUNCT
cet-13179	52	45	)	)	PUNCT
cet-13179	52	46	"	"	PUNCT
cet-13179	52	47	and	and	CCONJ
cet-13179	52	48	"	"	PUNCT
cet-13179	52	49	describe	describe	VERB
cet-13179	52	50	(	(	PUNCT
cet-13179	52	51	)	)	PUNCT
cet-13179	52	52	"	"	PUNCT
cet-13179	52	53	were	be	AUX
cet-13179	52	54	applied	apply	VERB
cet-13179	52	55	.	.	PUNCT
cet-13179	53	1	and	and	CCONJ
cet-13179	53	2	to	to	PART
cet-13179	53	3	fill	fill	VERB
cet-13179	53	4	missing	missing	ADJ
cet-13179	53	5	data	datum	NOUN
cet-13179	53	6	it	it	PRON
cet-13179	53	7	was	be	AUX
cet-13179	53	8	used	use	VERB
cet-13179	53	9	“	"	PUNCT
cet-13179	53	10	.fillna(method=’bfill	.fillna(method=’bfill	NOUN
cet-13179	53	11	’	'	PUNCT
cet-13179	53	12	)	)	PUNCT
cet-13179	53	13	”	"	PUNCT
cet-13179	53	14	,	,	PUNCT
cet-13179	53	15	this	this	DET
cet-13179	53	16	methodology	methodology	NOUN
cet-13179	53	17	propagates	propagate	VERB
cet-13179	53	18	the	the	DET
cet-13179	53	19	first	first	ADJ
cet-13179	53	20	observed	observe	VERB
cet-13179	53	21	nonnull	nonnull	NOUN
cet-13179	53	22	value	value	NOUN
cet-13179	53	23	backward	backward	ADV
cet-13179	53	24	until	until	SCONJ
cet-13179	53	25	another	another	DET
cet-13179	53	26	non	non	ADJ
cet-13179	53	27	-	-	ADJ
cet-13179	53	28	value	value	NOUN
cet-13179	53	29	is	be	AUX
cet-13179	53	30	met	meet	VERB
cet-13179	53	31	.	.	PUNCT
cet-13179	54	1	2.3	2.3	NUM
cet-13179	54	2	statistical	statistical	ADJ
cet-13179	54	3	analysis	analysis	NOUN
cet-13179	54	4	after	after	ADP
cet-13179	54	5	adjustments	adjustment	NOUN
cet-13179	54	6	,	,	PUNCT
cet-13179	54	7	the	the	DET
cet-13179	54	8	database	database	NOUN
cet-13179	54	9	was	be	AUX
cet-13179	54	10	evaluated	evaluate	VERB
cet-13179	54	11	for	for	ADP
cet-13179	54	12	statistical	statistical	ADJ
cet-13179	54	13	analysis	analysis	NOUN
cet-13179	54	14	.	.	PUNCT
cet-13179	55	1	first	first	ADV
cet-13179	55	2	,	,	PUNCT
cet-13179	55	3	histograms	histogram	NOUN
cet-13179	55	4	(	(	PUNCT
cet-13179	55	5	“	"	PUNCT
cet-13179	55	6	.hist	.hist	NUM
cet-13179	55	7	(	(	PUNCT
cet-13179	55	8	)	)	PUNCT
cet-13179	55	9	”	"	PUNCT
cet-13179	55	10	)	)	PUNCT
cet-13179	55	11	were	be	AUX
cet-13179	55	12	performed	perform	VERB
cet-13179	55	13	to	to	PART
cet-13179	55	14	qualitatively	qualitatively	ADV
cet-13179	55	15	verify	verify	VERB
cet-13179	55	16	the	the	DET
cet-13179	55	17	frequency	frequency	NOUN
cet-13179	55	18	distributions	distribution	NOUN
cet-13179	55	19	.	.	PUNCT
cet-13179	56	1	correlation	correlation	NOUN
cet-13179	56	2	coefficient	coefficient	NOUN
cet-13179	56	3	can	can	AUX
cet-13179	56	4	describe	describe	VERB
cet-13179	56	5	the	the	DET
cet-13179	56	6	monotonicity	monotonicity	NOUN
cet-13179	56	7	of	of	ADP
cet-13179	56	8	two	two	NUM
cet-13179	56	9	variables	variable	NOUN
cet-13179	56	10	.	.	PUNCT
cet-13179	57	1	the	the	DET
cet-13179	57	2	spearman	spearman	NOUN
cet-13179	57	3	coefficient	coefficient	NOUN
cet-13179	57	4	is	be	AUX
cet-13179	57	5	a	a	DET
cet-13179	57	6	correlation	correlation	NOUN
cet-13179	57	7	measure	measure	NOUN
cet-13179	57	8	with	with	ADP
cet-13179	57	9	strictly	strictly	ADV
cet-13179	57	10	monotone	monotone	ADJ
cet-13179	57	11	transformation	transformation	NOUN
cet-13179	57	12	invariance	invariance	NOUN
cet-13179	57	13	.	.	PUNCT
cet-13179	58	1	the	the	DET
cet-13179	58	2	heat	heat	NOUN
cet-13179	58	3	map	map	NOUN
cet-13179	58	4	can	can	AUX
cet-13179	58	5	express	express	VERB
cet-13179	58	6	correlation	correlation	NOUN
cet-13179	58	7	diagram	diagram	NOUN
cet-13179	58	8	,	,	PUNCT
cet-13179	58	9	+1	+1	PROPN
cet-13179	58	10	or	or	CCONJ
cet-13179	58	11	-1	-1	ADP
cet-13179	58	12	indicating	indicate	VERB
cet-13179	58	13	how	how	SCONJ
cet-13179	58	14	much	much	ADV
cet-13179	58	15	stronger	strong	ADJ
cet-13179	58	16	the	the	DET
cet-13179	58	17	relationship	relationship	NOUN
cet-13179	58	18	between	between	ADP
cet-13179	58	19	variables	variable	NOUN
cet-13179	58	20	.	.	PUNCT
cet-13179	59	1	the	the	DET
cet-13179	59	2	“	"	PUNCT
cet-13179	59	3	.corr	.corr	NOUN
cet-13179	59	4	(	(	PUNCT
cet-13179	59	5	)	)	PUNCT
cet-13179	59	6	”	"	PUNCT
cet-13179	59	7	and	and	CCONJ
cet-13179	59	8	“	"	PUNCT
cet-13179	59	9	.heatmap	.heatmap	NOUN
cet-13179	59	10	(	(	PUNCT
cet-13179	59	11	)	)	PUNCT
cet-13179	59	12	”	"	PUNCT
cet-13179	59	13	functions	function	NOUN
cet-13179	59	14	were	be	AUX
cet-13179	59	15	used	use	VERB
cet-13179	59	16	to	to	PART
cet-13179	59	17	obtain	obtain	VERB
cet-13179	59	18	values	value	NOUN
cet-13179	59	19	corresponding	correspond	VERB
cet-13179	59	20	to	to	ADP
cet-13179	59	21	correlation	correlation	NOUN
cet-13179	59	22	matrix	matrix	NOUN
cet-13179	59	23	.	.	PUNCT
cet-13179	60	1	the	the	DET
cet-13179	60	2	strength	strength	NOUN
cet-13179	60	3	of	of	ADP
cet-13179	60	4	a	a	DET
cet-13179	60	5	spearman	spearman	NOUN
cet-13179	60	6	correlation	correlation	NOUN
cet-13179	60	7	is	be	AUX
cet-13179	60	8	categorized	categorize	VERB
cet-13179	60	9	using	use	VERB
cet-13179	60	10	the	the	DET
cet-13179	60	11	following	follow	VERB
cet-13179	60	12	guidelines	guideline	NOUN
cet-13179	60	13	for	for	ADP
cet-13179	60	14	the	the	DET
cet-13179	60	15	absolute	absolute	ADJ
cet-13179	60	16	value	value	NOUN
cet-13179	60	17	of	of	ADP
cet-13179	60	18	coefficient	coefficient	NOUN
cet-13179	60	19	(	(	PUNCT
cet-13179	60	20	rs	rs	NOUN
cet-13179	60	21	)	)	PUNCT
cet-13179	60	22	,	,	PUNCT
cet-13179	60	23	zhao	zhao	PROPN
cet-13179	60	24	et	et	PROPN
cet-13179	60	25	al	al	PROPN
cet-13179	60	26	.	.	PROPN
cet-13179	61	1	(	(	PUNCT
cet-13179	61	2	2022	2022	NUM
cet-13179	61	3	):	):	PUNCT
cet-13179	61	4	602	602	NUM
cet-13179	61	5	0.80	0.80	NUM
cet-13179	61	6	≤	≤	NUM
cet-13179	61	7	|𝑅𝑠|	|𝑅𝑠|	NOUN
cet-13179	61	8	≤	≤	NUM
cet-13179	61	9	1.0	1.0	NUM
cet-13179	61	10	"	"	PUNCT
cet-13179	61	11	𝑣𝑒𝑟𝑦	𝑣𝑒𝑟𝑦	NOUN
cet-13179	61	12	𝑠𝑡𝑟𝑜𝑛𝑔	𝑠𝑡𝑟𝑜𝑛𝑔	ADJ
cet-13179	61	13	"	"	PUNCT
cet-13179	61	14	;	;	PUNCT
cet-13179	61	15	0.60	0.60	NUM
cet-13179	61	16	≤	≤	NOUN
cet-13179	61	17	|𝑅𝑠|	|𝑅𝑠|	NOUN
cet-13179	61	18	≤	≤	NUM
cet-13179	61	19	0.79	0.79	NUM
cet-13179	61	20	"	"	PUNCT
cet-13179	61	21	𝑠𝑡𝑟𝑜𝑛𝑔	𝑠𝑡𝑟𝑜𝑛𝑔	ADJ
cet-13179	61	22	"	"	PUNCT
cet-13179	61	23	;	;	PUNCT
cet-13179	61	24	0.40	0.40	NUM
cet-13179	61	25	≤	≤	NOUN
cet-13179	61	26	|𝑅𝑠|	|𝑅𝑠|	NOUN
cet-13179	61	27	≤	≤	NUM
cet-13179	61	28	0.59	0.59	NUM
cet-13179	61	29	"	"	PUNCT
cet-13179	61	30	𝑚𝑜𝑑𝑒𝑟𝑎𝑡𝑒	𝑚𝑜𝑑𝑒𝑟𝑎𝑡𝑒	NOUN
cet-13179	61	31	"	"	PUNCT
cet-13179	61	32	;	;	PUNCT
cet-13179	61	33	0.20	0.20	NUM
cet-13179	61	34	≤	≤	NOUN
cet-13179	61	35	|𝑅𝑠|	|𝑅𝑠|	NOUN
cet-13179	61	36	≤	≤	NUM
cet-13179	61	37	0.39	0.39	NUM
cet-13179	61	38	"	"	PUNCT
cet-13179	61	39	𝑤𝑒𝑎𝑘	𝑤𝑒𝑎𝑘	NOUN
cet-13179	61	40	"	"	PUNCT
cet-13179	61	41	;	;	PUNCT
cet-13179	61	42	0.00	0.00	NUM
cet-13179	61	43	≤	≤	NUM
cet-13179	61	44	|𝑅𝑠|	|𝑅𝑠|	NOUN
cet-13179	61	45	≤	≤	NOUN
cet-13179	61	46	0.19	0.19	NUM
cet-13179	61	47	very	very	ADV
cet-13179	61	48	weak	weak	ADJ
cet-13179	61	49	.	.	PUNCT
cet-13179	62	1	principal	principal	ADJ
cet-13179	62	2	component	component	NOUN
cet-13179	62	3	analysis	analysis	NOUN
cet-13179	62	4	(	(	PUNCT
cet-13179	62	5	pca	pca	NOUN
cet-13179	62	6	)	)	PUNCT
cet-13179	62	7	was	be	AUX
cet-13179	62	8	adopted	adopt	VERB
cet-13179	62	9	for	for	ADP
cet-13179	62	10	dimensionality	dimensionality	NOUN
cet-13179	62	11	reduction	reduction	NOUN
cet-13179	62	12	or	or	CCONJ
cet-13179	62	13	to	to	PART
cet-13179	62	14	arrange	arrange	VERB
cet-13179	62	15	the	the	DET
cet-13179	62	16	importance	importance	NOUN
cet-13179	62	17	of	of	ADP
cet-13179	62	18	variables	variable	NOUN
cet-13179	62	19	by	by	ADP
cet-13179	62	20	rank	rank	PROPN
cet-13179	62	21	.	.	PUNCT
cet-13179	63	1	then	then	ADV
cet-13179	63	2	,	,	PUNCT
cet-13179	63	3	the	the	DET
cet-13179	63	4	main	main	ADJ
cet-13179	63	5	objective	objective	NOUN
cet-13179	63	6	was	be	AUX
cet-13179	63	7	identifying	identify	VERB
cet-13179	63	8	the	the	DET
cet-13179	63	9	inter	inter	NOUN
cet-13179	63	10	-	-	NOUN
cet-13179	63	11	relationship	relationship	NOUN
cet-13179	63	12	among	among	ADP
cet-13179	63	13	the	the	DET
cet-13179	63	14	independent	independent	ADJ
cet-13179	63	15	variables	variable	NOUN
cet-13179	63	16	.	.	PUNCT
cet-13179	64	1	the	the	DET
cet-13179	64	2	“	"	PUNCT
cet-13179	64	3	pca	pca	NOUN
cet-13179	64	4	(	(	PUNCT
cet-13179	64	5	)	)	PUNCT
cet-13179	64	6	”	"	PUNCT
cet-13179	64	7	function	function	NOUN
cet-13179	64	8	along	along	ADP
cet-13179	64	9	with	with	ADP
cet-13179	64	10	graphical	graphical	ADJ
cet-13179	64	11	techniques	technique	NOUN
cet-13179	64	12	based	base	VERB
cet-13179	64	13	on	on	ADP
cet-13179	64	14	scree	scree	ADJ
cet-13179	64	15	plot	plot	NOUN
cet-13179	64	16	(	(	PUNCT
cet-13179	64	17	which	which	PRON
cet-13179	64	18	shows	show	VERB
cet-13179	64	19	the	the	DET
cet-13179	64	20	eigenvalues	eigenvalue	NOUN
cet-13179	64	21	in	in	ADP
cet-13179	64	22	decreasing	decrease	VERB
cet-13179	64	23	order	order	NOUN
cet-13179	64	24	)	)	PUNCT
cet-13179	64	25	were	be	AUX
cet-13179	64	26	analysed	analyse	VERB
cet-13179	64	27	.	.	PUNCT
cet-13179	65	1	3	3	X
cet-13179	65	2	.	.	NOUN
cet-13179	65	3	results	result	NOUN
cet-13179	65	4	and	and	CCONJ
cet-13179	65	5	discussion	discussion	VERB
cet-13179	65	6	the	the	DET
cet-13179	65	7	results	result	NOUN
cet-13179	65	8	of	of	ADP
cet-13179	65	9	previous	previous	ADJ
cet-13179	65	10	statistical	statistical	ADJ
cet-13179	65	11	analysis	analysis	NOUN
cet-13179	65	12	of	of	ADP
cet-13179	65	13	the	the	DET
cet-13179	65	14	subdataset	subdataset	NOUN
cet-13179	65	15	flow	flow	NOUN
cet-13179	65	16	instability	instability	NOUN
cet-13179	65	17	(	(	PUNCT
cet-13179	65	18	from	from	ADP
cet-13179	65	19	3w	3w	NUM
cet-13179	65	20	dataset	dataset	NOUN
cet-13179	65	21	)	)	PUNCT
cet-13179	65	22	showed	show	VERB
cet-13179	65	23	that	that	SCONJ
cet-13179	65	24	all	all	DET
cet-13179	65	25	variables	variable	NOUN
cet-13179	65	26	had	have	AUX
cet-13179	65	27	missing	miss	VERB
cet-13179	65	28	data	datum	NOUN
cet-13179	65	29	(	(	PUNCT
cet-13179	65	30	not	not	PART
cet-13179	65	31	a	a	DET
cet-13179	65	32	number	number	NOUN
cet-13179	65	33	nan	nan	PROPN
cet-13179	65	34	)	)	PUNCT
cet-13179	65	35	,	,	PUNCT
cet-13179	65	36	such	such	ADJ
cet-13179	65	37	as	as	ADP
cet-13179	65	38	:	:	PUNCT
cet-13179	65	39	p	p	X
cet-13179	65	40	-	-	PUNCT
cet-13179	65	41	pdg	pdg	PROPN
cet-13179	65	42	750.0	750.0	NUM
cet-13179	65	43	;	;	PUNCT
cet-13179	65	44	p	p	X
cet-13179	65	45	-	-	PUNCT
cet-13179	65	46	tpt	tpt	NOUN
cet-13179	65	47	1,067.0	1,067.0	NUM
cet-13179	65	48	;	;	PUNCT
cet-13179	65	49	t	t	X
cet-13179	65	50	-	-	PUNCT
cet-13179	65	51	tpt	tpt	NOUN
cet-13179	65	52	1,056.0	1,056.0	NUM
cet-13179	65	53	;	;	PUNCT
cet-13179	65	54	p	p	X
cet-13179	65	55	-	-	PUNCT
cet-13179	65	56	mon	mon	NOUN
cet-13179	65	57	-	-	PUNCT
cet-13179	65	58	ckp	ckp	PROPN
cet-13179	65	59	672	672	NUM
cet-13179	65	60	;	;	PUNCT
cet-13179	65	61	t	t	PROPN
cet-13179	65	62	-	-	PUNCT
cet-13179	65	63	jus	jus	NOUN
cet-13179	65	64	-	-	PUNCT
cet-13179	65	65	ckp	ckp	NOUN
cet-13179	65	66	1,126	1,126	NUM
cet-13179	65	67	;	;	PUNCT
cet-13179	65	68	p	p	X
cet-13179	65	69	-	-	PUNCT
cet-13179	65	70	jus	jus	NOUN
cet-13179	65	71	-	-	PUNCT
cet-13179	65	72	ckgl	ckgl	NOUN
cet-13179	65	73	1,243,569	1,243,569	NUM
cet-13179	65	74	;	;	PUNCT
cet-13179	65	75	t	t	PROPN
cet-13179	65	76	-	-	PUNCT
cet-13179	65	77	jus	ju	VERB
cet-13179	65	78	-	-	PUNCT
cet-13179	65	79	ckgl	ckgl	NOUN
cet-13179	65	80	2,462,076	2,462,076	NUM
cet-13179	65	81	;	;	PUNCT
cet-13179	65	82	qgl	qgl	VERB
cet-13179	65	83	579,609	579,609	NUM
cet-13179	65	84	.	.	PUNCT
cet-13179	66	1	the	the	DET
cet-13179	66	2	percentage	percentage	NOUN
cet-13179	66	3	of	of	ADP
cet-13179	66	4	missing	miss	VERB
cet-13179	66	5	data	datum	NOUN
cet-13179	66	6	were	be	AUX
cet-13179	66	7	calculated	calculate	VERB
cet-13179	66	8	,	,	PUNCT
cet-13179	66	9	it	it	PRON
cet-13179	66	10	is	be	AUX
cet-13179	66	11	possible	possible	ADJ
cet-13179	66	12	to	to	PART
cet-13179	66	13	assess	assess	VERB
cet-13179	66	14	the	the	DET
cet-13179	66	15	impact	impact	NOUN
cet-13179	66	16	in	in	ADP
cet-13179	66	17	database	database	NOUN
cet-13179	66	18	.	.	PUNCT
cet-13179	67	1	thereby	thereby	ADV
cet-13179	67	2	,	,	PUNCT
cet-13179	67	3	the	the	DET
cet-13179	67	4	variables	variable	NOUN
cet-13179	67	5	with	with	ADP
cet-13179	67	6	the	the	DET
cet-13179	67	7	highest	high	ADJ
cet-13179	67	8	number	number	NOUN
cet-13179	67	9	of	of	ADP
cet-13179	67	10	missing	miss	VERB
cet-13179	67	11	data	datum	NOUN
cet-13179	67	12	were	be	AUX
cet-13179	67	13	p	p	NOUN
cet-13179	67	14	-	-	PUNCT
cet-13179	67	15	jus	ju	VERB
cet-13179	67	16	-	-	PUNCT
cet-13179	67	17	ckgl	ckgl	NOUN
cet-13179	67	18	and	and	CCONJ
cet-13179	67	19	t	t	PROPN
cet-13179	67	20	-	-	PUNCT
cet-13179	67	21	jus	ju	VERB
cet-13179	67	22	-ckgl	-ckgl	PROPN
cet-13179	67	23	,	,	PUNCT
cet-13179	67	24	50.50	50.50	NUM
cet-13179	67	25	%	%	NOUN
cet-13179	67	26	and	and	CCONJ
cet-13179	67	27	100	100	NUM
cet-13179	67	28	%	%	NOUN
cet-13179	67	29	,	,	PUNCT
cet-13179	67	30	respectively	respectively	ADV
cet-13179	67	31	.	.	PUNCT
cet-13179	68	1	this	this	DET
cet-13179	68	2	fact	fact	NOUN
cet-13179	68	3	had	have	VERB
cet-13179	68	4	repercussions	repercussion	NOUN
cet-13179	68	5	on	on	ADP
cet-13179	68	6	the	the	DET
cet-13179	68	7	removal	removal	NOUN
cet-13179	68	8	of	of	ADP
cet-13179	68	9	these	these	DET
cet-13179	68	10	two	two	NUM
cet-13179	68	11	variables	variable	NOUN
cet-13179	68	12	from	from	ADP
cet-13179	68	13	the	the	DET
cet-13179	68	14	database	database	NOUN
cet-13179	68	15	.	.	PUNCT
cet-13179	69	1	the	the	DET
cet-13179	69	2	behaviour	behaviour	NOUN
cet-13179	69	3	of	of	ADP
cet-13179	69	4	the	the	DET
cet-13179	69	5	variables	variable	NOUN
cet-13179	69	6	was	be	AUX
cet-13179	69	7	evaluated	evaluate	VERB
cet-13179	69	8	,	,	PUNCT
cet-13179	69	9	displayed	display	VERB
cet-13179	69	10	in	in	ADP
cet-13179	69	11	figure	figure	NOUN
cet-13179	69	12	1	1	NUM
cet-13179	69	13	.	.	PUNCT
cet-13179	70	1	each	each	DET
cet-13179	70	2	variable	variable	NOUN
cet-13179	70	3	was	be	AUX
cet-13179	70	4	portrayed	portray	VERB
cet-13179	70	5	as	as	ADP
cet-13179	70	6	completely	completely	ADV
cet-13179	70	7	different	different	ADJ
cet-13179	70	8	,	,	PUNCT
cet-13179	70	9	considering	consider	VERB
cet-13179	70	10	the	the	DET
cet-13179	70	11	data	datum	NOUN
cet-13179	70	12	collected	collect	VERB
cet-13179	70	13	for	for	ADP
cet-13179	70	14	seven	seven	NUM
cet-13179	70	15	months	month	NOUN
cet-13179	70	16	.	.	PUNCT
cet-13179	71	1	the	the	DET
cet-13179	71	2	database	database	NOUN
cet-13179	71	3	revealed	reveal	VERB
cet-13179	71	4	a	a	DET
cet-13179	71	5	type	type	NOUN
cet-13179	71	6	of	of	ADP
cet-13179	71	7	event	event	NOUN
cet-13179	71	8	in	in	ADP
cet-13179	71	9	oil	oil	NOUN
cet-13179	71	10	wells	well	NOUN
cet-13179	71	11	that	that	PRON
cet-13179	71	12	underwent	undergo	VERB
cet-13179	71	13	relevant	relevant	ADJ
cet-13179	71	14	changes	change	NOUN
cet-13179	71	15	,	,	PUNCT
cet-13179	71	16	but	but	CCONJ
cet-13179	71	17	with	with	ADP
cet-13179	71	18	tolerable	tolerable	ADJ
cet-13179	71	19	amplitudes	amplitude	NOUN
cet-13179	71	20	.	.	PUNCT
cet-13179	72	1	figure	figure	NOUN
cet-13179	72	2	1	1	NUM
cet-13179	72	3	:	:	PUNCT
cet-13179	72	4	behaviour	behaviour	NOUN
cet-13179	72	5	of	of	ADP
cet-13179	72	6	the	the	DET
cet-13179	72	7	variables	variable	NOUN
cet-13179	72	8	p	p	PROPN
cet-13179	72	9	-	-	PUNCT
cet-13179	72	10	pdg	pdg	PROPN
cet-13179	72	11	,	,	PUNCT
cet-13179	72	12	p	p	NOUN
cet-13179	72	13	-	-	PUNCT
cet-13179	72	14	tpt	tpt	NOUN
cet-13179	72	15	,	,	PUNCT
cet-13179	72	16	t	t	NOUN
cet-13179	72	17	-	-	PUNCT
cet-13179	72	18	tpt	tpt	NOUN
cet-13179	72	19	,	,	PUNCT
cet-13179	72	20	p	p	NOUN
cet-13179	72	21	-	-	PUNCT
cet-13179	72	22	mon	mon	NOUN
cet-13179	72	23	-	-	PUNCT
cet-13179	72	24	ckp	ckp	PROPN
cet-13179	72	25	,	,	PUNCT
cet-13179	72	26	t	t	PROPN
cet-13179	72	27	-	-	PUNCT
cet-13179	72	28	jus	jus	NOUN
cet-13179	72	29	-	-	PUNCT
cet-13179	72	30	ckp	ckp	NOUN
cet-13179	72	31	,	,	PUNCT
cet-13179	72	32	p	p	NOUN
cet-13179	72	33	-	-	PUNCT
cet-13179	72	34	jus	jus	NOUN
cet-13179	72	35	-	-	PUNCT
cet-13179	72	36	ckgl	ckgl	NOUN
cet-13179	72	37	,	,	PUNCT
cet-13179	72	38	t	t	PROPN
cet-13179	72	39	-	-	PUNCT
cet-13179	72	40	jusckgl	jusckgl	NOUN
cet-13179	72	41	and	and	CCONJ
cet-13179	72	42	qgl	qgl	ADJ
cet-13179	72	43	raw	raw	ADJ
cet-13179	72	44	data	datum	NOUN
cet-13179	72	45	.	.	PUNCT
cet-13179	73	1	in	in	ADP
cet-13179	73	2	parallel	parallel	NOUN
cet-13179	73	3	,	,	PUNCT
cet-13179	73	4	some	some	DET
cet-13179	73	5	information	information	NOUN
cet-13179	73	6	on	on	ADP
cet-13179	73	7	the	the	DET
cet-13179	73	8	considered	consider	VERB
cet-13179	73	9	variables	variable	NOUN
cet-13179	73	10	was	be	AUX
cet-13179	73	11	verified	verify	VERB
cet-13179	73	12	,	,	PUNCT
cet-13179	73	13	such	such	ADJ
cet-13179	73	14	as	as	ADP
cet-13179	73	15	arithmetic	arithmetic	ADJ
cet-13179	73	16	mean	mean	NOUN
cet-13179	73	17	,	,	PUNCT
cet-13179	73	18	standard	standard	ADJ
cet-13179	73	19	deviation	deviation	NOUN
cet-13179	73	20	,	,	PUNCT
cet-13179	73	21	maximum	maximum	ADJ
cet-13179	73	22	and	and	CCONJ
cet-13179	73	23	minimum	minimum	ADJ
cet-13179	73	24	values	value	NOUN
cet-13179	73	25	,	,	PUNCT
cet-13179	73	26	according	accord	VERB
cet-13179	73	27	to	to	ADP
cet-13179	73	28	table	table	NOUN
cet-13179	73	29	2	2	NUM
cet-13179	73	30	.	.	PUNCT
cet-13179	73	31	table	table	NOUN
cet-13179	73	32	2	2	NUM
cet-13179	73	33	:	:	PUNCT
cet-13179	73	34	information	information	NOUN
cet-13179	73	35	on	on	ADP
cet-13179	73	36	the	the	DET
cet-13179	73	37	variables	variable	NOUN
cet-13179	73	38	considered	consider	VERB
cet-13179	73	39	.	.	PUNCT
cet-13179	74	1	p	p	X
cet-13179	74	2	-	-	PUNCT
cet-13179	74	3	pdg	pdg	PROPN
cet-13179	74	4	p	p	PROPN
cet-13179	74	5	-	-	PUNCT
cet-13179	74	6	tpt	tpt	NOUN
cet-13179	74	7	t	t	NOUN
cet-13179	74	8	-	-	PUNCT
cet-13179	74	9	tpt	tpt	NOUN
cet-13179	74	10	p	p	NOUN
cet-13179	74	11	-	-	PUNCT
cet-13179	74	12	mon	mon	NOUN
cet-13179	74	13	-	-	PUNCT
cet-13179	74	14	ckp	ckp	PROPN
cet-13179	74	15	t	t	PROPN
cet-13179	74	16	-	-	PUNCT
cet-13179	74	17	jus	ju	VERB
cet-13179	74	18	-	-	PUNCT
cet-13179	74	19	ckp	ckp	NOUN
cet-13179	74	20	qgl	qgl	NOUN
cet-13179	74	21	mean	mean	NOUN
cet-13179	74	22	9.59693e+06	9.59693e+06	NUM
cet-13179	74	23	1	1	NUM
cet-13179	74	24	.	.	PUNCT
cet-13179	75	1	61094e+07	61094e+07	ADJ
cet-13179	75	2	9.53257e+01	9.53257e+01	NUM
cet-13179	76	1	7.13235e+06	7.13235e+06	NUM
cet-13179	76	2	9.21587e+01	9.21587e+01	PROPN
cet-13179	76	3	5.49359e-01	5.49359e-01	NUM
cet-13179	76	4	std	std	NOUN
cet-13179	76	5	1.27087e+07	1.27087e+07	PROPN
cet-13179	76	6	2.17084e+06	2.17084e+06	NUM
cet-13179	76	7	2.64399e+01	2.64399e+01	NUM
cet-13179	76	8	2.21848e+06	2.21848e+06	NUM
cet-13179	76	9	5.80663e+01	5.80663e+01	NUM
cet-13179	76	10	6.90434e-01	6.90434e-01	NUM
cet-13179	76	11	min	min	NOUN
cet-13179	76	12	0.00000e+00	0.00000e+00	NUM
cet-13179	76	13	9,47822e+06	9,47822e+06	NOUN
cet-13179	77	1	5.57029e+01	5.57029e+01	PROPN
cet-13179	77	2	1.85999e+06	1.85999e+06	NUM
cet-13179	78	1	2,90300e+01	2,90300e+01	NUM
cet-13179	78	2	0.00000e+00	0.00000e+00	NUM
cet-13179	78	3	max	max	PROPN
cet-13179	78	4	2.46207e+06	2.46207e+06	NUM
cet-13179	79	1	2.08888e+07	2.08888e+07	NUM
cet-13179	79	2	1.18199e+02	1.18199e+02	NUM
cet-13179	79	3	1.19983e+07	1.19983e+07	NUM
cet-13179	79	4	1.73096e+02	1.73096e+02	NUM
cet-13179	79	5	2.38415e+00	2.38415e+00	NUM
cet-13179	79	6	603	603	NUM
cet-13179	79	7	the	the	DET
cet-13179	79	8	frequency	frequency	NOUN
cet-13179	79	9	distribution	distribution	NOUN
cet-13179	79	10	for	for	ADP
cet-13179	79	11	the	the	DET
cet-13179	79	12	variables	variable	NOUN
cet-13179	79	13	was	be	AUX
cet-13179	79	14	performed	perform	VERB
cet-13179	79	15	by	by	ADP
cet-13179	79	16	histograms	histogram	NOUN
cet-13179	79	17	,	,	PUNCT
cet-13179	79	18	figure	figure	VERB
cet-13179	79	19	3	3	NUM
cet-13179	79	20	.	.	PUNCT
cet-13179	80	1	this	this	DET
cet-13179	80	2	analysis	analysis	NOUN
cet-13179	80	3	indicates	indicate	VERB
cet-13179	80	4	that	that	SCONJ
cet-13179	80	5	the	the	DET
cet-13179	80	6	majority	majority	NOUN
cet-13179	80	7	of	of	ADP
cet-13179	80	8	the	the	DET
cet-13179	80	9	grouped	group	VERB
cet-13179	80	10	observations	observation	NOUN
cet-13179	80	11	has	have	VERB
cet-13179	80	12	a	a	DET
cet-13179	80	13	normal	normal	ADJ
cet-13179	80	14	(	(	PUNCT
cet-13179	80	15	or	or	CCONJ
cet-13179	80	16	gaussian	gaussian	ADJ
cet-13179	80	17	)	)	PUNCT
cet-13179	80	18	distribution	distribution	NOUN
cet-13179	80	19	.	.	PUNCT
cet-13179	81	1	this	this	DET
cet-13179	81	2	technique	technique	NOUN
cet-13179	81	3	tests	test	VERB
cet-13179	81	4	parametric	parametric	ADJ
cet-13179	81	5	procedures	procedure	NOUN
cet-13179	81	6	.	.	PUNCT
cet-13179	82	1	figure	figure	VERB
cet-13179	82	2	3	3	NUM
cet-13179	82	3	:	:	PUNCT
cet-13179	82	4	histogram	histogram	NOUN
cet-13179	82	5	of	of	ADP
cet-13179	82	6	variables	variable	NOUN
cet-13179	82	7	.	.	PUNCT
cet-13179	83	1	as	as	SCONJ
cet-13179	83	2	it	it	PRON
cet-13179	83	3	can	can	AUX
cet-13179	83	4	be	be	AUX
cet-13179	83	5	seen	see	VERB
cet-13179	83	6	,	,	PUNCT
cet-13179	83	7	the	the	DET
cet-13179	83	8	variables	variable	NOUN
cet-13179	83	9	do	do	AUX
cet-13179	83	10	not	not	PART
cet-13179	83	11	follow	follow	VERB
cet-13179	83	12	a	a	DET
cet-13179	83	13	normal	normal	ADJ
cet-13179	83	14	distribution	distribution	NOUN
cet-13179	83	15	.	.	PUNCT
cet-13179	84	1	this	this	DET
cet-13179	84	2	behaviour	behaviour	NOUN
cet-13179	84	3	was	be	AUX
cet-13179	84	4	expected	expect	VERB
cet-13179	84	5	since	since	SCONJ
cet-13179	84	6	changes	change	NOUN
cet-13179	84	7	are	be	AUX
cet-13179	84	8	seen	see	VERB
cet-13179	84	9	in	in	ADP
cet-13179	84	10	different	different	ADJ
cet-13179	84	11	amplitudes	amplitude	NOUN
cet-13179	84	12	.	.	PUNCT
cet-13179	85	1	other	other	ADJ
cet-13179	85	2	fact	fact	NOUN
cet-13179	85	3	,	,	PUNCT
cet-13179	85	4	the	the	DET
cet-13179	85	5	variables	variable	NOUN
cet-13179	85	6	was	be	AUX
cet-13179	85	7	collected	collect	VERB
cet-13179	85	8	by	by	ADP
cet-13179	85	9	real	real	ADJ
cet-13179	85	10	scenario	scenario	NOUN
cet-13179	85	11	,	,	PUNCT
cet-13179	85	12	which	which	PRON
cet-13179	85	13	means	mean	VERB
cet-13179	85	14	that	that	SCONJ
cet-13179	85	15	lot	lot	NOUN
cet-13179	85	16	of	of	ADP
cet-13179	85	17	noise	noise	NOUN
cet-13179	85	18	is	be	AUX
cet-13179	85	19	contained	contain	VERB
cet-13179	85	20	.	.	PUNCT
cet-13179	86	1	with	with	ADP
cet-13179	86	2	the	the	DET
cet-13179	86	3	aim	aim	NOUN
cet-13179	86	4	of	of	ADP
cet-13179	86	5	avoiding	avoid	VERB
cet-13179	86	6	problems	problem	NOUN
cet-13179	86	7	in	in	ADP
cet-13179	86	8	statistical	statistical	ADJ
cet-13179	86	9	analysis	analysis	NOUN
cet-13179	86	10	,	,	PUNCT
cet-13179	86	11	data	datum	NOUN
cet-13179	86	12	manipulation	manipulation	NOUN
cet-13179	86	13	for	for	ADP
cet-13179	86	14	including	include	VERB
cet-13179	86	15	elements	element	NOUN
cet-13179	86	16	in	in	ADP
cet-13179	86	17	database	database	NOUN
cet-13179	86	18	.	.	PUNCT
cet-13179	87	1	in	in	ADP
cet-13179	87	2	many	many	ADJ
cet-13179	87	3	situations	situation	NOUN
cet-13179	87	4	,	,	PUNCT
cet-13179	87	5	the	the	DET
cet-13179	87	6	variables	variable	NOUN
cet-13179	87	7	are	be	AUX
cet-13179	87	8	filled	fill	VERB
cet-13179	87	9	he	he	PRON
cet-13179	87	10	empty	empty	ADJ
cet-13179	87	11	elements	element	NOUN
cet-13179	87	12	with	with	ADP
cet-13179	87	13	the	the	DET
cet-13179	87	14	next	next	ADJ
cet-13179	87	15	non	non	ADJ
cet-13179	87	16	-	-	ADJ
cet-13179	87	17	empty	empty	ADJ
cet-13179	87	18	value	value	NOUN
cet-13179	87	19	of	of	ADP
cet-13179	87	20	the	the	DET
cet-13179	87	21	sequence	sequence	NOUN
cet-13179	87	22	,	,	PUNCT
cet-13179	87	23	using	use	VERB
cet-13179	87	24	the	the	DET
cet-13179	87	25	attribute	attribute	NOUN
cet-13179	87	26	“	"	PUNCT
cet-13179	87	27	bfill	bfill	NOUN
cet-13179	87	28	”	"	PUNCT
cet-13179	87	29	(	(	PUNCT
cet-13179	87	30	backward	backward	ADJ
cet-13179	87	31	fill	fill	NOUN
cet-13179	87	32	)	)	PUNCT
cet-13179	87	33	in	in	ADP
cet-13179	87	34	.fillna	.fillna	PROPN
cet-13179	87	35	(	(	PUNCT
cet-13179	87	36	)	)	PUNCT
cet-13179	87	37	,	,	PUNCT
cet-13179	87	38	pandas	panda	NOUN
cet-13179	87	39	.	.	PUNCT
cet-13179	88	1	the	the	DET
cet-13179	88	2	method	method	PROPN
cet-13179	88	3	.describe	.describe	PROPN
cet-13179	88	4	(	(	PUNCT
cet-13179	88	5	)	)	PUNCT
cet-13179	88	6	was	be	AUX
cet-13179	88	7	used	use	VERB
cet-13179	88	8	to	to	PART
cet-13179	88	9	confirm	confirm	VERB
cet-13179	88	10	the	the	DET
cet-13179	88	11	filling.after	filling.after	NOUN
cet-13179	88	12	that	that	PRON
cet-13179	88	13	,	,	PUNCT
cet-13179	88	14	the	the	DET
cet-13179	88	15	spearman	spearman	NOUN
cet-13179	88	16	correlation	correlation	NOUN
cet-13179	88	17	matrix	matrix	NOUN
cet-13179	88	18	was	be	AUX
cet-13179	88	19	performed	perform	VERB
cet-13179	88	20	to	to	PART
cet-13179	88	21	investigate	investigate	VERB
cet-13179	88	22	the	the	DET
cet-13179	88	23	relationship	relationship	NOUN
cet-13179	88	24	between	between	ADP
cet-13179	88	25	two	two	NUM
cet-13179	88	26	variables	variable	NOUN
cet-13179	88	27	and	and	CCONJ
cet-13179	88	28	to	to	PART
cet-13179	88	29	evaluate	evaluate	VERB
cet-13179	88	30	the	the	DET
cet-13179	88	31	nonlinear	nonlinear	ADJ
cet-13179	88	32	correlation	correlation	NOUN
cet-13179	88	33	based	base	VERB
cet-13179	88	34	on	on	ADP
cet-13179	88	35	non	non	ADJ
cet-13179	88	36	-	-	ADJ
cet-13179	88	37	parametric	parametric	ADJ
cet-13179	88	38	statistical	statistical	ADJ
cet-13179	88	39	.	.	PUNCT
cet-13179	89	1	figure	figure	NOUN
cet-13179	89	2	4	4	NUM
cet-13179	89	3	shows	show	VERB
cet-13179	89	4	all	all	DET
cet-13179	89	5	correlations	correlation	NOUN
cet-13179	89	6	between	between	ADP
cet-13179	89	7	the	the	DET
cet-13179	89	8	variables	variable	NOUN
cet-13179	89	9	from	from	ADP
cet-13179	89	10	database	database	NOUN
cet-13179	89	11	.	.	PUNCT
cet-13179	90	1	figure	figure	VERB
cet-13179	90	2	4	4	NUM
cet-13179	90	3	:	:	PUNCT
cet-13179	90	4	histogram	histogram	NOUN
cet-13179	90	5	of	of	ADP
cet-13179	90	6	variables	variable	NOUN
cet-13179	90	7	.	.	PUNCT
cet-13179	91	1	604	604	NUM
cet-13179	91	2	according	accord	VERB
cet-13179	91	3	to	to	ADP
cet-13179	91	4	matrix	matrix	NOUN
cet-13179	91	5	(	(	PUNCT
cet-13179	91	6	figure	figure	NOUN
cet-13179	91	7	4	4	NUM
cet-13179	91	8	)	)	PUNCT
cet-13179	91	9	,	,	PUNCT
cet-13179	91	10	the	the	DET
cet-13179	91	11	variable	variable	ADJ
cet-13179	91	12	p	p	PROPN
cet-13179	91	13	-	-	PUNCT
cet-13179	91	14	pdg	pdg	PROPN
cet-13179	91	15	has	have	VERB
cet-13179	91	16	a	a	DET
cet-13179	91	17	strong	strong	ADJ
cet-13179	91	18	correlation	correlation	NOUN
cet-13179	91	19	with	with	ADP
cet-13179	91	20	all	all	DET
cet-13179	91	21	variables	variable	NOUN
cet-13179	91	22	,	,	PUNCT
cet-13179	91	23	in	in	ADP
cet-13179	91	24	other	other	ADJ
cet-13179	91	25	hand	hand	NOUN
cet-13179	91	26	,	,	PUNCT
cet-13179	91	27	only	only	ADV
cet-13179	91	28	positively	positively	ADV
cet-13179	91	29	with	with	ADP
cet-13179	91	30	qgl	qgl	NOUN
cet-13179	91	31	,	,	PUNCT
cet-13179	91	32	which	which	PRON
cet-13179	91	33	means	mean	VERB
cet-13179	91	34	they	they	PRON
cet-13179	91	35	grow	grow	VERB
cet-13179	91	36	in	in	ADP
cet-13179	91	37	the	the	DET
cet-13179	91	38	same	same	ADJ
cet-13179	91	39	direction	direction	NOUN
cet-13179	91	40	,	,	PUNCT
cet-13179	91	41	observed	observe	VERB
cet-13179	91	42	in	in	ADP
cet-13179	91	43	figure	figure	NOUN
cet-13179	91	44	1	1	NUM
cet-13179	91	45	.	.	PUNCT
cet-13179	92	1	while	while	SCONJ
cet-13179	92	2	the	the	DET
cet-13179	92	3	variable	variable	ADJ
cet-13179	92	4	p	p	NOUN
cet-13179	92	5	-	-	PUNCT
cet-13179	92	6	tpt	tpt	NOUN
cet-13179	92	7	has	have	VERB
cet-13179	92	8	a	a	DET
cet-13179	92	9	very	very	ADV
cet-13179	92	10	strong	strong	ADJ
cet-13179	92	11	correlation	correlation	NOUN
cet-13179	92	12	with	with	ADP
cet-13179	92	13	the	the	DET
cet-13179	92	14	variable	variable	ADJ
cet-13179	92	15	p	p	PROPN
cet-13179	92	16	-	-	PUNCT
cet-13179	92	17	mon	mon	NOUN
cet-13179	92	18	-	-	PUNCT
cet-13179	92	19	ckp	ckp	PROPN
cet-13179	92	20	(	(	PUNCT
cet-13179	92	21	positively	positively	ADV
cet-13179	92	22	)	)	PUNCT
cet-13179	92	23	,	,	PUNCT
cet-13179	92	24	moderate	moderate	ADJ
cet-13179	92	25	with	with	ADP
cet-13179	92	26	the	the	DET
cet-13179	92	27	variable	variable	ADJ
cet-13179	92	28	qgl	qgl	NOUN
cet-13179	92	29	(	(	PUNCT
cet-13179	92	30	negatively	negatively	ADV
cet-13179	92	31	)	)	PUNCT
cet-13179	92	32	and	and	CCONJ
cet-13179	92	33	weak	weak	ADJ
cet-13179	92	34	with	with	ADP
cet-13179	92	35	the	the	DET
cet-13179	92	36	variables	variable	NOUN
cet-13179	92	37	t	t	NOUN
cet-13179	92	38	-	-	PUNCT
cet-13179	92	39	tpt	tpt	NOUN
cet-13179	92	40	and	and	CCONJ
cet-13179	92	41	t	t	PROPN
cet-13179	92	42	-	-	PUNCT
cet-13179	92	43	jus	jus	NOUN
cet-13179	92	44	-	-	PUNCT
cet-13179	92	45	ckp	ckp	NOUN
cet-13179	92	46	.	.	PUNCT
cet-13179	93	1	probably	probably	ADV
cet-13179	93	2	,	,	PUNCT
cet-13179	93	3	the	the	DET
cet-13179	93	4	flow	flow	NOUN
cet-13179	93	5	instability	instability	NOUN
cet-13179	93	6	passing	pass	VERB
cet-13179	93	7	through	through	ADP
cet-13179	93	8	tube	tube	NOUN
cet-13179	93	9	until	until	SCONJ
cet-13179	93	10	platform	platform	NOUN
cet-13179	93	11	undergoes	undergoe	NOUN
cet-13179	93	12	disturbances	disturbance	NOUN
cet-13179	93	13	from	from	ADP
cet-13179	93	14	the	the	DET
cet-13179	93	15	environment.the	environment.the	PRON
cet-13179	93	16	variable	variable	ADJ
cet-13179	93	17	t	t	PROPN
cet-13179	93	18	-	-	PUNCT
cet-13179	93	19	tpt	tpt	NOUN
cet-13179	93	20	has	have	VERB
cet-13179	93	21	a	a	DET
cet-13179	93	22	very	very	ADV
cet-13179	93	23	strong	strong	ADJ
cet-13179	93	24	correlation	correlation	NOUN
cet-13179	93	25	with	with	ADP
cet-13179	93	26	the	the	DET
cet-13179	93	27	variable	variable	ADJ
cet-13179	93	28	t	t	PROPN
cet-13179	93	29	-	-	PUNCT
cet-13179	93	30	jus	jus	NOUN
cet-13179	93	31	-	-	PUNCT
cet-13179	93	32	ckp	ckp	NOUN
cet-13179	93	33	(	(	PUNCT
cet-13179	93	34	positively	positively	ADV
cet-13179	93	35	)	)	PUNCT
cet-13179	93	36	,	,	PUNCT
cet-13179	93	37	strong	strong	ADJ
cet-13179	93	38	with	with	ADP
cet-13179	93	39	the	the	DET
cet-13179	93	40	variable	variable	ADJ
cet-13179	93	41	qgl	qgl	NOUN
cet-13179	93	42	(	(	PUNCT
cet-13179	93	43	negatively	negatively	ADV
cet-13179	93	44	)	)	PUNCT
cet-13179	93	45	and	and	CCONJ
cet-13179	93	46	moderate	moderate	ADJ
cet-13179	93	47	with	with	ADP
cet-13179	93	48	the	the	DET
cet-13179	93	49	variables	variable	NOUN
cet-13179	93	50	p	p	NOUN
cet-13179	93	51	-	-	PUNCT
cet-13179	93	52	tpt	tpt	NOUN
cet-13179	93	53	and	and	CCONJ
cet-13179	93	54	p	p	NOUN
cet-13179	93	55	-	-	PUNCT
cet-13179	93	56	mon	mon	NOUN
cet-13179	93	57	-	-	PUNCT
cet-13179	93	58	ckp	ckp	PROPN
cet-13179	93	59	(	(	PUNCT
cet-13179	93	60	positively).the	positively).the	DET
cet-13179	93	61	variable	variable	ADJ
cet-13179	93	62	p	p	PROPN
cet-13179	93	63	-	-	PUNCT
cet-13179	93	64	mon	mon	NOUN
cet-13179	93	65	-	-	PUNCT
cet-13179	93	66	ckp	ckp	PROPN
cet-13179	93	67	has	have	VERB
cet-13179	93	68	a	a	DET
cet-13179	93	69	moderate	moderate	ADJ
cet-13179	93	70	correlation	correlation	NOUN
cet-13179	93	71	with	with	ADP
cet-13179	93	72	the	the	DET
cet-13179	93	73	variable	variable	ADJ
cet-13179	93	74	t	t	PROPN
cet-13179	93	75	-	-	PUNCT
cet-13179	93	76	jus	jus	NOUN
cet-13179	93	77	-	-	PUNCT
cet-13179	93	78	ckp	ckp	NOUN
cet-13179	93	79	(	(	PUNCT
cet-13179	93	80	positively	positively	ADV
cet-13179	93	81	)	)	PUNCT
cet-13179	93	82	and	and	CCONJ
cet-13179	93	83	strong	strong	ADJ
cet-13179	93	84	with	with	ADP
cet-13179	93	85	the	the	DET
cet-13179	93	86	variable	variable	ADJ
cet-13179	93	87	qgl	qgl	NOUN
cet-13179	93	88	(	(	PUNCT
cet-13179	93	89	negatively	negatively	ADV
cet-13179	93	90	)	)	PUNCT
cet-13179	93	91	.	.	PUNCT
cet-13179	94	1	finally	finally	ADV
cet-13179	94	2	,	,	PUNCT
cet-13179	94	3	the	the	DET
cet-13179	94	4	variable	variable	ADJ
cet-13179	94	5	t	t	PROPN
cet-13179	94	6	-	-	PUNCT
cet-13179	94	7	jus	jus	NOUN
cet-13179	94	8	-	-	PUNCT
cet-13179	94	9	ckp	ckp	NOUN
cet-13179	94	10	has	have	VERB
cet-13179	94	11	a	a	DET
cet-13179	94	12	strong	strong	ADJ
cet-13179	94	13	correlation	correlation	NOUN
cet-13179	94	14	with	with	ADP
cet-13179	94	15	the	the	DET
cet-13179	94	16	variable	variable	ADJ
cet-13179	94	17	qgl	qgl	NOUN
cet-13179	94	18	(	(	PUNCT
cet-13179	94	19	positively	positively	ADV
cet-13179	94	20	)	)	PUNCT
cet-13179	94	21	.	.	PUNCT
cet-13179	95	1	in	in	ADP
cet-13179	95	2	general	general	ADJ
cet-13179	95	3	,	,	PUNCT
cet-13179	95	4	spearman	spearman	NOUN
cet-13179	95	5	correlation	correlation	NOUN
cet-13179	95	6	matrix	matrix	NOUN
cet-13179	95	7	showed	show	VERB
cet-13179	95	8	that	that	SCONJ
cet-13179	95	9	the	the	DET
cet-13179	95	10	most	most	ADJ
cet-13179	95	11	of	of	ADP
cet-13179	95	12	temperatures	temperature	NOUN
cet-13179	95	13	have	have	VERB
cet-13179	95	14	moderate	moderate	ADJ
cet-13179	95	15	correlation	correlation	NOUN
cet-13179	95	16	with	with	ADP
cet-13179	95	17	pressures	pressure	NOUN
cet-13179	95	18	,	,	PUNCT
cet-13179	95	19	but	but	CCONJ
cet-13179	95	20	have	have	VERB
cet-13179	95	21	strong	strong	ADJ
cet-13179	95	22	correlation	correlation	NOUN
cet-13179	95	23	with	with	ADP
cet-13179	95	24	each	each	DET
cet-13179	95	25	other	other	ADJ
cet-13179	95	26	and	and	CCONJ
cet-13179	95	27	vice-versa.the	vice-versa.the	DET
cet-13179	95	28	analysis	analysis	NOUN
cet-13179	95	29	of	of	ADP
cet-13179	95	30	database	database	NOUN
cet-13179	95	31	by	by	ADP
cet-13179	95	32	pca	pca	PROPN
cet-13179	95	33	has	have	AUX
cet-13179	95	34	shown	show	VERB
cet-13179	95	35	the	the	DET
cet-13179	95	36	values	value	NOUN
cet-13179	95	37	of	of	ADP
cet-13179	95	38	variances	variance	NOUN
cet-13179	95	39	for	for	ADP
cet-13179	95	40	the	the	DET
cet-13179	95	41	six	six	NUM
cet-13179	95	42	new	new	ADJ
cet-13179	95	43	principal	principal	ADJ
cet-13179	95	44	components	component	NOUN
cet-13179	95	45	(	(	PUNCT
cet-13179	95	46	pc	pc	NOUN
cet-13179	95	47	)	)	PUNCT
cet-13179	95	48	.	.	PUNCT
cet-13179	96	1	the	the	DET
cet-13179	96	2	pcs	pc	NOUN
cet-13179	96	3	presented	present	VERB
cet-13179	96	4	a	a	DET
cet-13179	96	5	cumulative	cumulative	ADJ
cet-13179	96	6	percentage	percentage	NOUN
cet-13179	96	7	of	of	ADP
cet-13179	96	8	variance	variance	NOUN
cet-13179	96	9	,	,	PUNCT
cet-13179	96	10	which	which	PRON
cet-13179	96	11	implies	imply	VERB
cet-13179	96	12	that	that	SCONJ
cet-13179	96	13	these	these	PRON
cet-13179	96	14	they	they	PRON
cet-13179	96	15	can	can	AUX
cet-13179	96	16	be	be	AUX
cet-13179	96	17	used	use	VERB
cet-13179	96	18	to	to	PART
cet-13179	96	19	explain	explain	VERB
cet-13179	96	20	the	the	DET
cet-13179	96	21	database	database	NOUN
cet-13179	96	22	,	,	PUNCT
cet-13179	96	23	indicating	indicate	VERB
cet-13179	96	24	the	the	DET
cet-13179	96	25	order	order	NOUN
cet-13179	96	26	of	of	ADP
cet-13179	96	27	importance	importance	NOUN
cet-13179	96	28	.	.	PUNCT
cet-13179	97	1	pc1	pc1	PROPN
cet-13179	97	2	was	be	AUX
cet-13179	97	3	96.23	96.23	NUM
cet-13179	97	4	%	%	NOUN
cet-13179	97	5	,	,	PUNCT
cet-13179	97	6	pc2	pc2	VERB
cet-13179	97	7	99.72	99.72	NUM
cet-13179	97	8	%	%	NOUN
cet-13179	97	9	and	and	CCONJ
cet-13179	97	10	from	from	ADP
cet-13179	97	11	the	the	DET
cet-13179	97	12	addition	addition	NOUN
cet-13179	97	13	of	of	ADP
cet-13179	97	14	the	the	DET
cet-13179	97	15	pc3	pc3	PROPN
cet-13179	97	16	100	100	NUM
cet-13179	97	17	%	%	NOUN
cet-13179	97	18	were	be	AUX
cet-13179	97	19	reached	reach	VERB
cet-13179	97	20	.	.	PUNCT
cet-13179	98	1	pca	pca	NOUN
cet-13179	98	2	transformation	transformation	NOUN
cet-13179	98	3	expresses	express	VERB
cet-13179	98	4	the	the	DET
cet-13179	98	5	correlation	correlation	NOUN
cet-13179	98	6	between	between	ADP
cet-13179	98	7	pcs	pc	NOUN
cet-13179	98	8	and	and	CCONJ
cet-13179	98	9	the	the	DET
cet-13179	98	10	original	original	ADJ
cet-13179	98	11	variables	variable	NOUN
cet-13179	98	12	,	,	PUNCT
cet-13179	98	13	and	and	CCONJ
cet-13179	98	14	these	these	DET
cet-13179	98	15	results	result	NOUN
cet-13179	98	16	make	make	VERB
cet-13179	98	17	it	it	PRON
cet-13179	98	18	clear	clear	ADJ
cet-13179	98	19	that	that	SCONJ
cet-13179	98	20	most	most	ADJ
cet-13179	98	21	of	of	ADP
cet-13179	98	22	variance	variance	NOUN
cet-13179	98	23	is	be	AUX
cet-13179	98	24	explained	explain	VERB
cet-13179	98	25	by	by	ADP
cet-13179	98	26	pc1	pc1	PROPN
cet-13179	98	27	.	.	PUNCT
cet-13179	99	1	another	another	DET
cet-13179	99	2	tool	tool	NOUN
cet-13179	99	3	,	,	PUNCT
cet-13179	99	4	the	the	DET
cet-13179	99	5	scree	scree	ADJ
cet-13179	99	6	plot	plot	NOUN
cet-13179	99	7	(	(	PUNCT
cet-13179	99	8	figure	figure	NOUN
cet-13179	99	9	5	5	NUM
cet-13179	99	10	)	)	PUNCT
cet-13179	99	11	finds	find	VERB
cet-13179	99	12	a	a	DET
cet-13179	99	13	sharp	sharp	ADJ
cet-13179	99	14	reduction	reduction	NOUN
cet-13179	99	15	in	in	ADP
cet-13179	99	16	the	the	DET
cet-13179	99	17	size	size	NOUN
cet-13179	99	18	of	of	ADP
cet-13179	99	19	the	the	DET
cet-13179	99	20	eigenvalues	eigenvalue	NOUN
cet-13179	99	21	,	,	PUNCT
cet-13179	99	22	with	with	ADP
cet-13179	99	23	the	the	DET
cet-13179	99	24	rest	rest	NOUN
cet-13179	99	25	of	of	ADP
cet-13179	99	26	the	the	DET
cet-13179	99	27	smaller	small	ADJ
cet-13179	99	28	eigenvalues	eigenvalue	NOUN
cet-13179	99	29	remain	remain	VERB
cet-13179	99	30	in	in	ADP
cet-13179	99	31	plateau	plateau	NOUN
cet-13179	99	32	.	.	PUNCT
cet-13179	100	1	figure	figure	NOUN
cet-13179	100	2	5	5	NUM
cet-13179	100	3	:	:	PUNCT
cet-13179	100	4	scree	scree	ADJ
cet-13179	100	5	plot	plot	NOUN
cet-13179	100	6	with	with	ADP
cet-13179	100	7	the	the	DET
cet-13179	100	8	threshold	threshold	NOUN
cet-13179	100	9	of	of	ADP
cet-13179	100	10	variance	variance	NOUN
cet-13179	100	11	explained	explain	VERB
cet-13179	100	12	approach	approach	NOUN
cet-13179	100	13	.	.	PUNCT
cet-13179	101	1	the	the	DET
cet-13179	101	2	figure	figure	NOUN
cet-13179	101	3	5	5	NUM
cet-13179	101	4	suggests	suggest	VERB
cet-13179	101	5	that	that	SCONJ
cet-13179	101	6	a	a	DET
cet-13179	101	7	useful	useful	ADJ
cet-13179	101	8	model	model	NOUN
cet-13179	101	9	for	for	ADP
cet-13179	101	10	data	datum	NOUN
cet-13179	101	11	may	may	AUX
cet-13179	101	12	have	have	VERB
cet-13179	101	13	three	three	NUM
cet-13179	101	14	pcs	pc	NOUN
cet-13179	101	15	with	with	ADP
cet-13179	101	16	total	total	ADJ
cet-13179	101	17	explainability	explainability	NOUN
cet-13179	101	18	of	of	ADP
cet-13179	101	19	variables	variable	NOUN
cet-13179	101	20	.	.	PUNCT
cet-13179	102	1	the	the	DET
cet-13179	102	2	rank	rank	NOUN
cet-13179	102	3	of	of	ADP
cet-13179	102	4	variables	variable	NOUN
cet-13179	102	5	calculated	calculate	VERB
cet-13179	102	6	by	by	ADP
cet-13179	102	7	pca	pca	PROPN
cet-13179	102	8	can	can	AUX
cet-13179	102	9	be	be	AUX
cet-13179	102	10	seen	see	VERB
cet-13179	102	11	in	in	ADP
cet-13179	102	12	table	table	NOUN
cet-13179	102	13	3	3	NUM
cet-13179	102	14	.	.	PUNCT
cet-13179	103	1	thus	thus	ADV
cet-13179	103	2	,	,	PUNCT
cet-13179	103	3	p	p	PROPN
cet-13179	103	4	-	-	PUNCT
cet-13179	103	5	pdg	pdg	PROPN
cet-13179	103	6	is	be	AUX
cet-13179	103	7	the	the	DET
cet-13179	103	8	most	most	ADV
cet-13179	103	9	important	important	ADJ
cet-13179	103	10	variable	variable	NOUN
cet-13179	103	11	,	,	PUNCT
cet-13179	103	12	the	the	DET
cet-13179	103	13	pca	pca	NOUN
cet-13179	103	14	analysis	analysis	NOUN
cet-13179	103	15	indicates	indicate	VERB
cet-13179	103	16	that	that	SCONJ
cet-13179	103	17	it	it	PRON
cet-13179	103	18	has	have	VERB
cet-13179	103	19	a	a	DET
cet-13179	103	20	stronger	strong	ADJ
cet-13179	103	21	influence	influence	NOUN
cet-13179	103	22	according	accord	VERB
cet-13179	103	23	to	to	ADP
cet-13179	103	24	pc1	pc1	PROPN
cet-13179	103	25	.	.	PUNCT
cet-13179	103	26	table	table	NOUN
cet-13179	103	27	3	3	NUM
cet-13179	103	28	:	:	PUNCT
cet-13179	103	29	variable	variable	PROPN
cet-13179	103	30	’s	’s	PART
cet-13179	103	31	rank	rank	NOUN
cet-13179	103	32	according	accord	VERB
cet-13179	103	33	to	to	ADP
cet-13179	103	34	pca	pca	PROPN
cet-13179	103	35	4	4	NUM
cet-13179	103	36	.	.	PUNCT
cet-13179	104	1	conclusions	conclusion	NOUN
cet-13179	104	2	this	this	DET
cet-13179	104	3	paper	paper	NOUN
cet-13179	104	4	proposed	propose	VERB
cet-13179	104	5	to	to	PART
cet-13179	104	6	investigate	investigate	VERB
cet-13179	104	7	a	a	DET
cet-13179	104	8	real	real	ADJ
cet-13179	104	9	database	database	NOUN
cet-13179	104	10	,	,	PUNCT
cet-13179	104	11	from	from	ADP
cet-13179	104	12	3w	3w	NUM
cet-13179	104	13	dataset	dataset	NOUN
cet-13179	104	14	,	,	PUNCT
cet-13179	104	15	with	with	ADP
cet-13179	104	16	instances	instance	NOUN
cet-13179	104	17	of	of	ADP
cet-13179	104	18	types	type	NOUN
cet-13179	104	19	of	of	ADP
cet-13179	104	20	undesirable	undesirable	ADJ
cet-13179	104	21	events	event	NOUN
cet-13179	104	22	that	that	PRON
cet-13179	104	23	may	may	AUX
cet-13179	104	24	happen	happen	VERB
cet-13179	104	25	in	in	ADP
cet-13179	104	26	offshore	offshore	ADV
cet-13179	104	27	naturally	naturally	ADV
cet-13179	104	28	flowing	flow	VERB
cet-13179	104	29	oil	oil	NOUN
cet-13179	104	30	and	and	CCONJ
cet-13179	104	31	gas	gas	NOUN
cet-13179	104	32	wells	well	NOUN
cet-13179	104	33	.	.	PUNCT
cet-13179	105	1	the	the	DET
cet-13179	105	2	subdataset	subdataset	NOUN
cet-13179	105	3	was	be	AUX
cet-13179	105	4	chosen	choose	VERB
cet-13179	105	5	from	from	ADP
cet-13179	105	6	the	the	DET
cet-13179	105	7	flow	flow	NOUN
cet-13179	105	8	instability	instability	NOUN
cet-13179	105	9	with	with	ADP
cet-13179	105	10	2,462,076	2,462,076	NUM
cet-13179	105	11	information	information	NOUN
cet-13179	105	12	vectors	vector	NOUN
cet-13179	105	13	.	.	PUNCT
cet-13179	106	1	in	in	ADP
cet-13179	106	2	order	order	NOUN
cet-13179	106	3	to	to	PART
cet-13179	106	4	understand	understand	VERB
cet-13179	106	5	their	their	PRON
cet-13179	106	6	statistical	statistical	ADJ
cet-13179	106	7	behaviour	behaviour	NOUN
cet-13179	106	8	,	,	PUNCT
cet-13179	106	9	it	it	PRON
cet-13179	106	10	was	be	AUX
cet-13179	106	11	performed	perform	VERB
cet-13179	106	12	some	some	DET
cet-13179	106	13	analysis	analysis	NOUN
cet-13179	106	14	.	.	PUNCT
cet-13179	107	1	the	the	DET
cet-13179	107	2	subset	subset	NOUN
cet-13179	107	3	reveals	reveal	VERB
cet-13179	107	4	that	that	SCONJ
cet-13179	107	5	variables	variable	NOUN
cet-13179	107	6	showed	show	VERB
cet-13179	107	7	missing	missing	ADJ
cet-13179	107	8	data	datum	NOUN
cet-13179	107	9	and	and	CCONJ
cet-13179	107	10	different	different	ADJ
cet-13179	107	11	correlation	correlation	NOUN
cet-13179	107	12	each	each	DET
cet-13179	107	13	other	other	ADJ
cet-13179	107	14	.	.	PUNCT
cet-13179	108	1	pca	pca	PROPN
cet-13179	108	2	allows	allow	VERB
cet-13179	108	3	identifying	identify	VERB
cet-13179	108	4	the	the	DET
cet-13179	108	5	variable	variable	NOUN
cet-13179	108	6	’s	’s	PART
cet-13179	108	7	rank	rank	NOUN
cet-13179	108	8	:	:	PUNCT
cet-13179	108	9	p	p	PROPN
cet-13179	108	10	-	-	PUNCT
cet-13179	108	11	pdg	pdg	PROPN
cet-13179	108	12	>	>	X
cet-13179	108	13	qgl	qgl	PROPN
cet-13179	108	14	>	>	SYM
cet-13179	108	15	t	t	NOUN
cet-13179	108	16	-	-	PUNCT
cet-13179	108	17	tpt	tpt	NOUN
cet-13179	108	18	>	>	NOUN
cet-13179	108	19	t	t	PROPN
cet-13179	108	20	-	-	PUNCT
cet-13179	108	21	jus	jus	NOUN
cet-13179	108	22	-	-	PUNCT
cet-13179	108	23	ckp	ckp	NOUN
cet-13179	108	24	>	>	PROPN
cet-13179	108	25	p	p	NOUN
cet-13179	108	26	-	-	PUNCT
cet-13179	108	27	tpt	tpt	NOUN
cet-13179	108	28	>	>	NOUN
cet-13179	108	29	p	p	PROPN
cet-13179	108	30	-	-	PUNCT
cet-13179	108	31	mon	mon	NOUN
cet-13179	108	32	-	-	PUNCT
cet-13179	108	33	ckp	ckp	PROPN
cet-13179	108	34	.	.	PUNCT
cet-13179	109	1	from	from	ADP
cet-13179	109	2	these	these	DET
cet-13179	109	3	results	result	NOUN
cet-13179	109	4	is	be	AUX
cet-13179	109	5	possible	possible	ADJ
cet-13179	109	6	to	to	PART
cet-13179	109	7	compile	compile	VERB
cet-13179	109	8	a	a	DET
cet-13179	109	9	robust	robust	ADJ
cet-13179	109	10	database	database	NOUN
cet-13179	109	11	and	and	CCONJ
cet-13179	109	12	to	to	PART
cet-13179	109	13	develop	develop	VERB
cet-13179	109	14	several	several	ADJ
cet-13179	109	15	investigations	investigation	NOUN
cet-13179	109	16	,	,	PUNCT
cet-13179	109	17	such	such	ADJ
cet-13179	109	18	as	as	ADP
cet-13179	109	19	machine	machine	NOUN
cet-13179	109	20	learning	learning	NOUN
cet-13179	109	21	models	model	NOUN
cet-13179	109	22	.	.	PUNCT
cet-13179	110	1	for	for	ADP
cet-13179	110	2	further	further	ADJ
cet-13179	110	3	researches	research	NOUN
cet-13179	110	4	,	,	PUNCT
cet-13179	110	5	it	it	PRON
cet-13179	110	6	is	be	AUX
cet-13179	110	7	recommended	recommend	VERB
cet-13179	110	8	the	the	DET
cet-13179	110	9	implementation	implementation	NOUN
cet-13179	110	10	the	the	DET
cet-13179	110	11	same	same	ADJ
cet-13179	110	12	analysis	analysis	NOUN
cet-13179	110	13	in	in	ADP
cet-13179	110	14	all	all	DET
cet-13179	110	15	database	database	NOUN
cet-13179	110	16	,	,	PUNCT
cet-13179	110	17	and	and	CCONJ
cet-13179	110	18	,	,	PUNCT
cet-13179	110	19	also	also	ADV
cet-13179	110	20	,	,	PUNCT
cet-13179	110	21	to	to	PART
cet-13179	110	22	conduct	conduct	VERB
cet-13179	110	23	research	research	NOUN
cet-13179	110	24	on	on	ADP
cet-13179	110	25	the	the	DET
cet-13179	110	26	development	development	NOUN
cet-13179	110	27	of	of	ADP
cet-13179	110	28	models	model	NOUN
cet-13179	110	29	based	base	VERB
cet-13179	110	30	on	on	ADP
cet-13179	110	31	artificial	artificial	ADJ
cet-13179	110	32	intelligence	intelligence	NOUN
cet-13179	110	33	.	.	PUNCT
cet-13179	111	1	components	component	NOUN
cet-13179	111	2	p	p	PROPN
cet-13179	111	3	-	-	PUNCT
cet-13179	111	4	pdg	pdg	PROPN
cet-13179	111	5	0.989895	0.989895	NUM
cet-13179	111	6	qgl	qgl	ADJ
cet-13179	111	7	0.000000	0.000000	NUM
cet-13179	111	8	t	t	NOUN
cet-13179	111	9	-	-	PUNCT
cet-13179	111	10	tpt	tpt	NOUN
cet-13179	111	11	-0.000002	-0.000002	NOUN
cet-13179	111	12	t	t	PROPN
cet-13179	111	13	-	-	PUNCT
cet-13179	111	14	jus	jus	PROPN
cet-13179	111	15	-	-	PUNCT
cet-13179	111	16	ckp	ckp	NOUN
cet-13179	111	17	-0.000003	-0.000003	NOUN
cet-13179	111	18	p	p	X
cet-13179	111	19	-	-	PUNCT
cet-13179	111	20	tpt	tpt	NOUN
cet-13179	111	21	-0.091859	-0.091859	NOUN
cet-13179	112	1	p	p	NOUN
cet-13179	112	2	-	-	PUNCT
cet-13179	112	3	mon	mon	NOUN
cet-13179	112	4	-	-	PUNCT
cet-13179	112	5	ckp	ckp	PROPN
cet-13179	112	6	-0.108031	-0.108031	NOUN
cet-13179	112	7	605	605	NUM
cet-13179	112	8	acknowledgments	acknowledgment	NOUN
cet-13179	112	9	the	the	DET
cet-13179	112	10	authors	author	NOUN
cet-13179	112	11	would	would	AUX
cet-13179	112	12	like	like	VERB
cet-13179	112	13	to	to	PART
cet-13179	112	14	thank	thank	VERB
cet-13179	112	15	the	the	DET
cet-13179	112	16	cnpq	cnpq	NOUN
cet-13179	112	17	/	/	SYM
cet-13179	112	18	mct	mct	PROPN
cet-13179	112	19	,	,	PUNCT
cet-13179	112	20	capes	cape	NOUN
cet-13179	112	21	,	,	PUNCT
cet-13179	112	22	faperj	faperj	PROPN
cet-13179	112	23	(	(	PUNCT
cet-13179	112	24	e-26/200.282/2023	e-26/200.282/2023	PROPN
cet-13179	112	25	-	-	SYM
cet-13179	112	26	283570	283570	NUM
cet-13179	112	27	)	)	PUNCT
cet-13179	112	28	and	and	CCONJ
cet-13179	112	29	finep	finep	NOUN
cet-13179	112	30	for	for	ADP
cet-13179	112	31	the	the	DET
cet-13179	112	32	financial	financial	ADJ
cet-13179	112	33	support	support	NOUN
cet-13179	112	34	to	to	ADP
cet-13179	112	35	the	the	DET
cet-13179	112	36	department	department	NOUN
cet-13179	112	37	of	of	ADP
cet-13179	112	38	chemical	chemical	NOUN
cet-13179	112	39	and	and	CCONJ
cet-13179	112	40	materials	material	NOUN
cet-13179	112	41	engineering	engineering	NOUN
cet-13179	112	42	(	(	PUNCT
cet-13179	112	43	deqm	deqm	NOUN
cet-13179	112	44	)	)	PUNCT
cet-13179	112	45	at	at	ADP
cet-13179	112	46	the	the	DET
cet-13179	112	47	pontifical	pontifical	ADJ
cet-13179	112	48	catholic	catholic	PROPN
cet-13179	112	49	university	university	PROPN
cet-13179	112	50	of	of	ADP
cet-13179	112	51	rio	rio	PROPN
cet-13179	112	52	de	de	PROPN
cet-13179	112	53	janeiro	janeiro	PROPN
cet-13179	112	54	(	(	PUNCT
cet-13179	112	55	puc	puc	PROPN
cet-13179	112	56	-	-	PUNCT
cet-13179	112	57	rio	rio	NOUN
cet-13179	112	58	)	)	PUNCT
cet-13179	112	59	.	.	PUNCT
cet-13179	113	1	references	reference	NOUN
cet-13179	113	2	azeroual	azeroual	ADJ
cet-13179	113	3	o.	o.	PROPN
cet-13179	113	4	,	,	PUNCT
cet-13179	113	5	schöpfel	schöpfel	PROPN
cet-13179	113	6	j.	j.	PROPN
cet-13179	113	7	,	,	PUNCT
cet-13179	113	8	ivanovic	ivanovic	PROPN
cet-13179	113	9	d.	d.	PROPN
cet-13179	113	10	,	,	PUNCT
cet-13179	113	11	nikiforova	nikiforova	PROPN
cet-13179	113	12	a.	a.	PROPN
cet-13179	113	13	,	,	PUNCT
cet-13179	113	14	2022	2022	NUM
cet-13179	113	15	,	,	PUNCT
cet-13179	113	16	combining	combine	VERB
cet-13179	113	17	data	datum	NOUN
cet-13179	113	18	lake	lake	NOUN
cet-13179	113	19	and	and	CCONJ
cet-13179	113	20	data	datum	NOUN
cet-13179	113	21	wrangling	wrangle	VERB
cet-13179	113	22	for	for	ADP
cet-13179	113	23	ensuring	ensure	VERB
cet-13179	113	24	data	datum	NOUN
cet-13179	113	25	quality	quality	NOUN
cet-13179	113	26	in	in	ADP
cet-13179	113	27	cris	cris	PROPN
cet-13179	113	28	,	,	PUNCT
cet-13179	113	29	211	211	NUM
cet-13179	113	30	,	,	PUNCT
cet-13179	113	31	3	3	NUM
cet-13179	113	32	-	-	SYM
cet-13179	113	33	16	16	NUM
cet-13179	113	34	.	.	PUNCT
cet-13179	114	1	dhaif	dhaif	PROPN
cet-13179	114	2	r.	r.	PROPN
cet-13179	114	3	a.	a.	PROPN
cet-13179	114	4	,	,	PUNCT
cet-13179	114	5	ibrahim	ibrahim	PROPN
cet-13179	114	6	a.	a.	PROPN
cet-13179	114	7	f.	f.	PROPN
cet-13179	114	8	,	,	PUNCT
cet-13179	114	9	elkatatny	elkatatny	PROPN
cet-13179	114	10	s.	s.	PROPN
cet-13179	114	11	,	,	PUNCT
cet-13179	114	12	shehri	shehri	PROPN
cet-13179	114	13	d.	d.	PROPN
cet-13179	114	14	a.	a.	PROPN
cet-13179	114	15	,	,	PUNCT
cet-13179	114	16	2021	2021	NUM
cet-13179	114	17	,	,	PUNCT
cet-13179	114	18	prediction	prediction	NOUN
cet-13179	114	19	of	of	ADP
cet-13179	114	20	oil	oil	NOUN
cet-13179	114	21	rates	rate	NOUN
cet-13179	114	22	using	use	VERB
cet-13179	114	23	machine	machine	NOUN
cet-13179	114	24	learning	learning	NOUN
cet-13179	114	25	for	for	ADP
cet-13179	114	26	high	high	ADJ
cet-13179	114	27	gas	gas	NOUN
cet-13179	114	28	oil	oil	NOUN
cet-13179	114	29	ratio	ratio	NOUN
cet-13179	114	30	and	and	CCONJ
cet-13179	114	31	water	water	NOUN
cet-13179	114	32	cut	cut	NOUN
cet-13179	114	33	reservoirs	reservoir	NOUN
cet-13179	114	34	.	.	PUNCT
cet-13179	115	1	flow	flow	NOUN
cet-13179	115	2	measurement	measurement	NOUN
cet-13179	115	3	and	and	CCONJ
cet-13179	115	4	instrumentation	instrumentation	NOUN
cet-13179	115	5	,	,	PUNCT
cet-13179	115	6	82	82	NUM
cet-13179	115	7	,	,	PUNCT
cet-13179	115	8	1	1	NUM
cet-13179	115	9	-	-	SYM
cet-13179	115	10	9	9	NUM
cet-13179	115	11	.	.	PUNCT
cet-13179	116	1	hua	hua	PROPN
cet-13179	116	2	l.	l.	PROPN
cet-13179	116	3	,	,	PUNCT
cet-13179	116	4	xiao	xiao	PROPN
cet-13179	116	5	f.	f.	PROPN
cet-13179	116	6	,	,	PUNCT
cet-13179	116	7	li	li	PROPN
cet-13179	116	8	y.	y.	PROPN
cet-13179	116	9	,	,	PUNCT
cet-13179	116	10	huang	huang	PROPN
cet-13179	116	11	h.	h.	PROPN
cet-13179	116	12	,	,	PUNCT
cet-13179	116	13	zhao	zhao	PROPN
cet-13179	116	14	k.	k.	PROPN
cet-13179	116	15	,	,	PUNCT
cet-13179	116	16	yu	yu	PROPN
cet-13179	116	17	k.	k.	PROPN
cet-13179	116	18	,	,	PUNCT
cet-13179	116	19	hettiarachchi	hettiarachchi	PROPN
cet-13179	116	20	c.	c.	PROPN
cet-13179	116	21	,	,	PUNCT
cet-13179	116	22	2020	2020	NUM
cet-13179	116	23	,	,	PUNCT
cet-13179	116	24	a	a	DET
cet-13179	116	25	potential	potential	ADJ
cet-13179	116	26	damage	damage	NOUN
cet-13179	116	27	mechanism	mechanism	NOUN
cet-13179	116	28	of	of	ADP
cet-13179	116	29	rubberized	rubberize	VERB
cet-13179	116	30	cement	cement	NOUN
cet-13179	116	31	under	under	ADP
cet-13179	116	32	freeze	freeze	NOUN
cet-13179	116	33	-	-	PUNCT
cet-13179	116	34	thaw	thaw	NOUN
cet-13179	116	35	cycle	cycle	NOUN
cet-13179	116	36	,	,	PUNCT
cet-13179	116	37	constr	constr	NOUN
cet-13179	116	38	.	.	PUNCT
cet-13179	116	39	build	build	VERB
cet-13179	116	40	.	.	PUNCT
cet-13179	117	1	mater	mater	NOUN
cet-13179	117	2	.	.	PROPN
cet-13179	117	3	,	,	PUNCT
cet-13179	117	4	252	252	NUM
cet-13179	117	5	,	,	PUNCT
cet-13179	117	6	doi:10.1016	doi:10.1016	PROPN
cet-13179	117	7	/	/	SYM
cet-13179	117	8	j.conbuildmat.2020.119054	j.conbuildmat.2020.119054	PROPN
cet-13179	117	9	.	.	PUNCT
cet-13179	118	1	kandel	kandel	PROPN
cet-13179	118	2	s.	s.	PROPN
cet-13179	118	3	,	,	PUNCT
cet-13179	118	4	heer	heer	PROPN
cet-13179	118	5	j.	j.	PROPN
cet-13179	118	6	,	,	PUNCT
cet-13179	118	7	plaisant	plaisant	PROPN
cet-13179	118	8	c.	c.	PROPN
cet-13179	118	9	,	,	PUNCT
cet-13179	118	10	kennedy	kennedy	PROPN
cet-13179	118	11	j.	j.	PROPN
cet-13179	118	12	,	,	PUNCT
cet-13179	118	13	ham	ham	PROPN
cet-13179	118	14	f.	f.	PROPN
cet-13179	118	15	,	,	PUNCT
cet-13179	118	16	riche	riche	PROPN
cet-13179	118	17	n.	n.	PROPN
cet-13179	118	18	h.	h.	PROPN
cet-13179	118	19	,	,	PUNCT
cet-13179	118	20	weaver	weaver	PROPN
cet-13179	118	21	c.	c.	PROPN
cet-13179	118	22	,	,	PUNCT
cet-13179	118	23	lee	lee	PROPN
cet-13179	118	24	b.	b.	PROPN
cet-13179	118	25	,	,	PUNCT
cet-13179	118	26	brodbeck	brodbeck	PROPN
cet-13179	118	27	d.	d.	PROPN
cet-13179	118	28	,	,	PUNCT
cet-13179	118	29	buono	buono	PROPN
cet-13179	118	30	p.	p.	PROPN
cet-13179	118	31	,	,	PUNCT
cet-13179	118	32	2011	2011	NUM
cet-13179	118	33	,	,	PUNCT
cet-13179	118	34	research	research	NOUN
cet-13179	118	35	directions	direction	NOUN
cet-13179	118	36	in	in	ADP
cet-13179	118	37	data	datum	NOUN
cet-13179	118	38	wrangling	wrangle	VERB
cet-13179	118	39	:	:	PUNCT
cet-13179	118	40	visualizations	visualization	NOUN
cet-13179	118	41	and	and	CCONJ
cet-13179	118	42	transformations	transformation	NOUN
cet-13179	118	43	for	for	ADP
cet-13179	118	44	usable	usable	ADJ
cet-13179	118	45	and	and	CCONJ
cet-13179	118	46	credible	credible	ADJ
cet-13179	118	47	data	datum	NOUN
cet-13179	118	48	,	,	PUNCT
cet-13179	118	49	10	10	NUM
cet-13179	118	50	.	.	PUNCT
cet-13179	119	1	doi	doi	NOUN
cet-13179	119	2	:	:	PUNCT
cet-13179	119	3	10.1177/1473871611415994	10.1177/1473871611415994	NUM
cet-13179	119	4	li	li	PROPN
cet-13179	119	5	w.	w.	PROPN
cet-13179	119	6	,	,	PUNCT
cet-13179	119	7	huang	huang	PROPN
cet-13179	119	8	y.	y.	PROPN
cet-13179	119	9	,	,	PUNCT
cet-13179	119	10	2020	2020	NUM
cet-13179	119	11	,	,	PUNCT
cet-13179	119	12	a	a	DET
cet-13179	119	13	combined	combined	ADJ
cet-13179	119	14	method	method	NOUN
cet-13179	119	15	of	of	ADP
cet-13179	119	16	cross	cross	NOUN
cet-13179	119	17	-	-	NOUN
cet-13179	119	18	correlation	correlation	NOUN
cet-13179	119	19	and	and	CCONJ
cet-13179	119	20	pca	pca	NOUN
cet-13179	119	21	-	-	PUNCT
cet-13179	119	22	based	base	VERB
cet-13179	119	23	outlier	outlier	NOUN
cet-13179	119	24	algorithm	algorithm	NOUN
cet-13179	119	25	for	for	ADP
cet-13179	119	26	detecting	detect	VERB
cet-13179	119	27	structural	structural	ADJ
cet-13179	119	28	damages	damage	NOUN
cet-13179	119	29	on	on	ADP
cet-13179	119	30	a	a	DET
cet-13179	119	31	jacket	jacket	NOUN
cet-13179	119	32	oil	oil	NOUN
cet-13179	119	33	platform	platform	NOUN
cet-13179	119	34	under	under	ADP
cet-13179	119	35	random	random	ADJ
cet-13179	119	36	wave	wave	NOUN
cet-13179	119	37	excitations	excitation	NOUN
cet-13179	119	38	,	,	PUNCT
cet-13179	119	39	applied	apply	VERB
cet-13179	119	40	ocean	ocean	NOUN
cet-13179	119	41	research	research	NOUN
cet-13179	119	42	,	,	PUNCT
cet-13179	119	43	102	102	NUM
cet-13179	119	44	.	.	PUNCT
cet-13179	120	1	doi	doi	NOUN
cet-13179	120	2	:	:	PUNCT
cet-13179	120	3	10.1016	10.1016	NUM
cet-13179	120	4	/	/	SYM
cet-13179	120	5	j.apor.2020.102301	j.apor.2020.102301	PROPN
cet-13179	120	6	li	li	PROPN
cet-13179	120	7	z.	z.	PROPN
cet-13179	120	8	,	,	PUNCT
cet-13179	120	9	gao	gao	PROPN
cet-13179	120	10	x.	x.	PROPN
cet-13179	120	11	,	,	PUNCT
cet-13179	120	12	lu	lu	PROPN
cet-13179	120	13	d.	d.	PROPN
cet-13179	120	14	,	,	PUNCT
cet-13179	120	15	2021	2021	NUM
cet-13179	120	16	,	,	PUNCT
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cet-13179	120	18	analysis	analysis	NOUN
cet-13179	120	19	and	and	CCONJ
cet-13179	120	20	statistical	statistical	ADJ
cet-13179	120	21	assessment	assessment	NOUN
cet-13179	120	22	of	of	ADP
cet-13179	120	23	early	early	ADJ
cet-13179	120	24	hydration	hydration	NOUN
cet-13179	120	25	characteristics	characteristic	NOUN
cet-13179	120	26	and	and	CCONJ
cet-13179	120	27	compressive	compressive	ADJ
cet-13179	120	28	strength	strength	NOUN
cet-13179	120	29	for	for	ADP
cet-13179	120	30	multi	multi	ADJ
cet-13179	120	31	-	-	ADJ
cet-13179	120	32	composite	composite	ADJ
cet-13179	120	33	cement	cement	NOUN
cet-13179	120	34	paste	paste	NOUN
cet-13179	120	35	,	,	PUNCT
cet-13179	120	36	construction	construction	NOUN
cet-13179	120	37	and	and	CCONJ
cet-13179	120	38	building	building	NOUN
cet-13179	120	39	materials	material	NOUN
cet-13179	120	40	,	,	PUNCT
cet-13179	120	41	310	310	NUM
cet-13179	120	42	.	.	PUNCT
cet-13179	121	1	marins	marins	PROPN
cet-13179	121	2	a.	a.	NOUN
cet-13179	121	3	m.	m.	PROPN
cet-13179	121	4	,	,	PUNCT
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cet-13179	121	6	b.	b.	PROPN
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cet-13179	122	2	,	,	PUNCT
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cet-13179	122	5	h.	h.	PROPN
cet-13179	122	6	,	,	PUNCT
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cet-13179	122	8	d.	d.	PROPN
cet-13179	122	9	c.	c.	PROPN
cet-13179	122	10	,	,	PUNCT
cet-13179	123	1	vargas	vargas	PROPN
cet-13179	123	2	r.	r.	PROPN
cet-13179	123	3	e.v	e.v	PROPN
cet-13179	123	4	.	.	PROPN
cet-13179	123	5	,	,	PUNCT
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cet-13179	123	7	t.	t.	PROPN
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cet-13179	123	9	,	,	PUNCT
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cet-13179	123	11	a.	a.	NOUN
cet-13179	123	12	a.	a.	PROPN
cet-13179	123	13	,	,	PUNCT
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cet-13179	123	16	l.	l.	PROPN
cet-13179	123	17	r.	r.	PROPN
cet-13179	123	18	,	,	PUNCT
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cet-13179	123	20	e.	e.	PROPN
cet-13179	123	21	a.	a.	PROPN
cet-13179	123	22	b.	b.	PROPN
cet-13179	123	23	,	,	PUNCT
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cet-13179	123	25	s.	s.	PROPN
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cet-13179	123	33	in	in	ADP
cet-13179	123	34	oil	oil	NOUN
cet-13179	123	35	wells	well	NOUN
cet-13179	123	36	and	and	CCONJ
cet-13179	123	37	production	production	NOUN
cet-13179	123	38	/	/	SYM
cet-13179	123	39	service	service	NOUN
cet-13179	123	40	lines	line	NOUN
cet-13179	123	41	using	use	VERB
cet-13179	123	42	random	random	ADJ
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cet-13179	123	44	,	,	PUNCT
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cet-13179	123	48	science	science	NOUN
cet-13179	123	49	and	and	CCONJ
cet-13179	123	50	engineering	engineering	NOUN
cet-13179	123	51	,	,	PUNCT
cet-13179	123	52	197	197	NUM
cet-13179	123	53	.	.	PUNCT
cet-13179	124	1	matplotlib	matplotlib	PROPN
cet-13179	124	2	,	,	PUNCT
cet-13179	124	3	2022	2022	NUM
cet-13179	124	4	,	,	PUNCT
cet-13179	124	5	matplotlib	matplotlib	PROPN
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cet-13179	124	7	documentation	documentation	NOUN
cet-13179	124	8	<	<	X
cet-13179	124	9	https://matplotlib.org/stable/index.html	https://matplotlib.org/stable/index.html	X
cet-13179	124	10	>	>	X
cet-13179	124	11	accessed	access	VERB
cet-13179	124	12	10.02.2023	10.02.2023	NUM
cet-13179	124	13	mei	mei	PROPN
cet-13179	124	14	c.	c.	PROPN
cet-13179	124	15	,	,	PUNCT
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cet-13179	124	17	y.	y.	PROPN
cet-13179	124	18	,	,	PUNCT
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cet-13179	124	20	h.	h.	PROPN
cet-13179	124	21	,	,	PUNCT
cet-13179	124	22	chen	chen	PROPN
cet-13179	124	23	x.	x.	PROPN
cet-13179	124	24	,	,	PUNCT
cet-13179	124	25	liu	liu	PROPN
cet-13179	124	26	g.	g.	PROPN
cet-13179	124	27	,	,	PUNCT
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cet-13179	124	29	,	,	PUNCT
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cet-13179	124	32	a	a	DET
cet-13179	124	33	multi	multi	ADJ
cet-13179	124	34	-	-	ADJ
cet-13179	124	35	model	model	ADJ
cet-13179	124	36	strategy	strategy	NOUN
cet-13179	124	37	based	base	VERB
cet-13179	124	38	soft	soft	ADJ
cet-13179	124	39	sensor	sensor	NOUN
cet-13179	124	40	using	use	VERB
cet-13179	124	41	gaussian	gaussian	ADJ
cet-13179	124	42	process	process	NOUN
cet-13179	124	43	regression	regression	NOUN
cet-13179	124	44	and	and	CCONJ
cet-13179	124	45	principal	principal	ADJ
cet-13179	124	46	component	component	NOUN
cet-13179	124	47	analysis	analysis	NOUN
cet-13179	124	48	in	in	ADP
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cet-13179	124	50	processes	process	NOUN
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cet-13179	124	53	engineering	engineering	NOUN
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cet-13179	124	55	,	,	PUNCT
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cet-13179	124	57	,	,	PUNCT
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cet-13179	124	59	-	-	SYM
cet-13179	124	60	390	390	NUM
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cet-13179	124	62	/	/	SYM
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cet-13179	124	65	a.	a.	PROPN
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cet-13179	124	67	spada	spada	PROPN
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cet-13179	124	69	,	,	PUNCT
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cet-13179	124	77	d.	d.	PROPN
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cet-13179	124	80	,	,	PUNCT
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cet-13179	124	82	of	of	ADP
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cet-13179	124	85	in	in	ADP
cet-13179	124	86	the	the	DET
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cet-13179	124	89	gas	gas	NOUN
cet-13179	124	90	energy	energy	NOUN
cet-13179	124	91	sector	sector	NOUN
cet-13179	124	92	derived	derive	VERB
cet-13179	124	93	from	from	ADP
cet-13179	124	94	the	the	DET
cet-13179	124	95	authoritative	authoritative	ADJ
cet-13179	124	96	energy	energy	NOUN
cet-13179	124	97	-	-	PUNCT
cet-13179	124	98	related	relate	VERB
cet-13179	124	99	severe	severe	ADJ
cet-13179	124	100	accident	accident	NOUN
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cet-13179	125	5	:	:	PUNCT
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cet-13179	125	7	/	/	SYM
cet-13179	125	8	journal.pone.0263962	journal.pone.0263962	NOUN
cet-13179	125	9	numpy	numpy	NOUN
cet-13179	125	10	,	,	PUNCT
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cet-13179	125	12	,	,	PUNCT
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cet-13179	125	15	<	<	X
cet-13179	125	16	https://numpy.org/doc/stable/index.html	https://numpy.org/doc/stable/index.html	X
cet-13179	125	17	>	>	X
cet-13179	125	18	accessed	access	VERB
cet-13179	125	19	10.02.2023	10.02.2023	NUM
cet-13179	125	20	.	.	PUNCT
cet-13179	126	1	pandas	panda	NOUN
cet-13179	126	2	,	,	PUNCT
cet-13179	126	3	2023	2023	NUM
cet-13179	126	4	,	,	PUNCT
cet-13179	126	5	pandas	panda	VERB
cet-13179	126	6	documentation	documentation	NOUN
cet-13179	126	7	<	<	X
cet-13179	126	8	https://pandas.pydata.org/docs/index.html	https://pandas.pydata.org/docs/index.html	PROPN
cet-13179	126	9	>	>	X
cet-13179	126	10	accessed	access	VERB
cet-13179	126	11	10.02.2023	10.02.2023	NUM
cet-13179	126	12	.	.	PUNCT
cet-13179	127	1	rahman	rahman	PROPN
cet-13179	127	2	a.	a.	PROPN
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cet-13179	127	4	,	,	PUNCT
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cet-13179	127	7	collection	collection	NOUN
cet-13179	127	8	,	,	PUNCT
cet-13179	127	9	wrangling	wrangling	NOUN
cet-13179	127	10	,	,	PUNCT
cet-13179	127	11	and	and	CCONJ
cet-13179	127	12	pre	pre	ADJ
cet-13179	127	13	-	-	ADJ
cet-13179	127	14	processing	processing	NOUN
cet-13179	127	15	for	for	ADP
cet-13179	127	16	ai	ai	PROPN
cet-13179	127	17	assurance	assurance	NOUN
cet-13179	127	18	,	,	PUNCT
cet-13179	127	19	ai	ai	VERB
cet-13179	127	20	assurance	assurance	NOUN
cet-13179	127	21	,	,	PUNCT
cet-13179	127	22	321	321	NUM
cet-13179	127	23	-	-	SYM
cet-13179	127	24	338	338	NUM
cet-13179	127	25	.	.	PUNCT
cet-13179	128	1	doi	doi	NOUN
cet-13179	128	2	:	:	PUNCT
cet-13179	128	3	10.1016	10.1016	NUM
cet-13179	128	4	/	/	SYM
cet-13179	128	5	b978	b978	NUM
cet-13179	128	6	-	-	PUNCT
cet-13179	128	7	0	0	NUM
cet-13179	128	8	-	-	PUNCT
cet-13179	128	9	32	32	NUM
cet-13179	128	10	-	-	PUNCT
cet-13179	128	11	391919	391919	NUM
cet-13179	128	12	-	-	PUNCT
cet-13179	128	13	7.00022	7.00022	NUM
cet-13179	128	14	-	-	SYM
cet-13179	128	15	6	6	NUM
cet-13179	128	16	schweidtmann	schweidtmann	NOUN
cet-13179	128	17	a.	a.	NOUN
cet-13179	128	18	m.	m.	NOUN
cet-13179	128	19	,	,	PUNCT
cet-13179	128	20	esche	esche	PROPN
cet-13179	128	21	e.	e.	PROPN
cet-13179	128	22	,	,	PUNCT
cet-13179	128	23	fischer	fischer	PROPN
cet-13179	128	24	a.	a.	PROPN
cet-13179	128	25	,	,	PUNCT
cet-13179	128	26	kloft	kloft	ADJ
cet-13179	128	27	m.	m.	NOUN
cet-13179	128	28	,	,	PUNCT
cet-13179	128	29	repke	repke	PROPN
cet-13179	128	30	j.	j.	PROPN
cet-13179	128	31	,	,	PUNCT
cet-13179	128	32	sager	sager	PROPN
cet-13179	128	33	s.	s.	PROPN
cet-13179	128	34	,	,	PUNCT
cet-13179	128	35	mitsos	mitsos	PROPN
cet-13179	128	36	a.	a.	PROPN
cet-13179	128	37	,2021	,2021	PROPN
cet-13179	128	38	,	,	PUNCT
cet-13179	128	39	machine	machine	NOUN
cet-13179	128	40	learning	learning	NOUN
cet-13179	128	41	in	in	ADP
cet-13179	128	42	chemical	chemical	ADJ
cet-13179	128	43	engineering	engineering	NOUN
cet-13179	128	44	:	:	PUNCT
cet-13179	128	45	a	a	DET
cet-13179	128	46	perspective	perspective	NOUN
cet-13179	128	47	,	,	PUNCT
cet-13179	128	48	chemie	chemie	PROPN
cet-13179	128	49	ingenieur	ingenieur	PROPN
cet-13179	128	50	technik	technik	PROPN
cet-13179	128	51	,	,	PUNCT
cet-13179	128	52	93	93	NUM
cet-13179	128	53	,	,	PUNCT
cet-13179	128	54	2029	2029	NUM
cet-13179	128	55	-	-	SYM
cet-13179	128	56	2039	2039	NUM
cet-13179	128	57	.	.	PUNCT
cet-13179	129	1	scikit	scikit	NOUN
cet-13179	129	2	-	-	PUNCT
cet-13179	129	3	learn	learn	VERB
cet-13179	129	4	,	,	PUNCT
cet-13179	129	5	2023	2023	NUM
cet-13179	129	6	,	,	PUNCT
cet-13179	129	7	scikit	scikit	NOUN
cet-13179	129	8	-	-	PUNCT
cet-13179	129	9	learn	learn	VERB
cet-13179	129	10	<	<	X
cet-13179	129	11	https://scikit-learn.org/stable/	https://scikit-learn.org/stable/	PROPN
cet-13179	129	12	#	#	SYM
cet-13179	129	13	>	>	X
cet-13179	129	14	accessed	access	VERB
cet-13179	129	15	10.02.2023	10.02.2023	NUM
cet-13179	129	16	.	.	PUNCT
cet-13179	130	1	seaborn	seaborn	PROPN
cet-13179	130	2	,	,	PUNCT
cet-13179	130	3	2022	2022	NUM
cet-13179	130	4	,	,	PUNCT
cet-13179	130	5	seaborn	seaborn	PROPN
cet-13179	130	6	:	:	PUNCT
cet-13179	130	7	statistical	statistical	ADJ
cet-13179	130	8	data	data	NOUN
cet-13179	130	9	visualization	visualization	NOUN
cet-13179	130	10	<	<	AUX
cet-13179	130	11	https://seaborn.pydata.org/	https://seaborn.pydata.org/	X
cet-13179	130	12	>	>	X
cet-13179	130	13	accessed	access	VERB
cet-13179	130	14	10.02.2023	10.02.2023	NUM
cet-13179	130	15	.	.	PUNCT
cet-13179	131	1	sircar	sircar	VERB
cet-13179	131	2	a	a	PRON
cet-13179	131	3	,	,	PUNCT
cet-13179	131	4	yadav	yadav	PROPN
cet-13179	131	5	k.	k.	PROPN
cet-13179	131	6	,	,	PUNCT
cet-13179	131	7	rayavarapu	rayavarapu	PROPN
cet-13179	131	8	k.	k.	PROPN
cet-13179	131	9	,	,	PUNCT
cet-13179	131	10	bist	bist	PROPN
cet-13179	131	11	n.	n.	PROPN
cet-13179	131	12	,	,	PUNCT
cet-13179	131	13	oza	oza	PROPN
cet-13179	131	14	h.	h.	PROPN
cet-13179	131	15	,	,	PUNCT
cet-13179	131	16	2021	2021	NUM
cet-13179	131	17	,	,	PUNCT
cet-13179	131	18	application	application	NOUN
cet-13179	131	19	of	of	ADP
cet-13179	131	20	machine	machine	NOUN
cet-13179	131	21	learning	learning	NOUN
cet-13179	131	22	and	and	CCONJ
cet-13179	131	23	artificial	artificial	ADJ
cet-13179	131	24	intelligence	intelligence	NOUN
cet-13179	131	25	in	in	ADP
cet-13179	131	26	oil	oil	NOUN
cet-13179	131	27	and	and	CCONJ
cet-13179	131	28	gas	gas	NOUN
cet-13179	131	29	industry	industry	NOUN
cet-13179	131	30	.	.	PUNCT
cet-13179	132	1	petroleum	petroleum	NOUN
cet-13179	132	2	research	research	NOUN
cet-13179	132	3	,	,	PUNCT
cet-13179	132	4	6	6	NUM
cet-13179	132	5	,	,	PUNCT
cet-13179	132	6	379	379	NUM
cet-13179	132	7	-	-	SYM
cet-13179	132	8	391	391	NUM
cet-13179	132	9	.	.	PUNCT
cet-13179	133	1	vargas	vargas	PROPN
cet-13179	133	2	r.	r.	PROPN
cet-13179	133	3	e.	e.	PROPN
cet-13179	133	4	v.	v.	PROPN
cet-13179	133	5	,	,	PUNCT
cet-13179	133	6	munaro	munaro	PROPN
cet-13179	133	7	c.	c.	PROPN
cet-13179	133	8	j.	j.	PROPN
cet-13179	133	9	,	,	PUNCT
cet-13179	133	10	ciarelli	ciarelli	PROPN
cet-13179	134	1	p.	p.	PROPN
cet-13179	134	2	m.	m.	NOUN
cet-13179	134	3	,	,	PUNCT
cet-13179	134	4	medeiros	medeiros	PROPN
cet-13179	134	5	a.	a.	PROPN
cet-13179	134	6	g.	g.	PROPN
cet-13179	134	7	,	,	PUNCT
cet-13179	134	8	amaral	amaral	PROPN
cet-13179	134	9	b.	b.	PROPN
cet-13179	134	10	g.	g.	PROPN
cet-13179	134	11	,	,	PUNCT
cet-13179	134	12	barrionuevo	barrionuevo	VERB
cet-13179	134	13	d.	d.	PROPN
cet-13179	134	14	c.	c.	PROPN
cet-13179	134	15	,	,	PUNCT
cet-13179	135	1	araújo	araújo	PROPN
cet-13179	135	2	j.	j.	PROPN
cet-13179	135	3	c.	c.	PROPN
cet-13179	135	4	d.	d.	PROPN
cet-13179	135	5	,	,	PUNCT
cet-13179	135	6	ribeiro	ribeiro	PROPN
cet-13179	135	7	j.	j.	PROPN
cet-13179	135	8	l.	l.	PROPN
cet-13179	135	9	,	,	PUNCT
cet-13179	135	10	magalhães	magalhães	PROPN
cet-13179	135	11	l.	l.	PROPN
cet-13179	135	12	p.	p.	PROPN
cet-13179	135	13	,	,	PUNCT
cet-13179	135	14	2019	2019	NUM
cet-13179	135	15	,	,	PUNCT
cet-13179	135	16	a	a	DET
cet-13179	135	17	realistic	realistic	ADJ
cet-13179	135	18	and	and	CCONJ
cet-13179	135	19	public	public	ADJ
cet-13179	135	20	dataset	dataset	NOUN
cet-13179	135	21	with	with	ADP
cet-13179	135	22	rare	rare	ADJ
cet-13179	135	23	undesirable	undesirable	ADJ
cet-13179	135	24	real	real	ADJ
cet-13179	135	25	events	event	NOUN
cet-13179	135	26	in	in	ADP
cet-13179	135	27	oil	oil	NOUN
cet-13179	135	28	wells	well	NOUN
cet-13179	135	29	,	,	PUNCT
cet-13179	135	30	181	181	NUM
cet-13179	135	31	.	.	PUNCT
cet-13179	136	1	verheyleweghen	verheyleweghen	PROPN
cet-13179	136	2	a.	a.	PROPN
cet-13179	136	3	,	,	PUNCT
cet-13179	136	4	jäschke	jäschke	PROPN
cet-13179	136	5	j.	j.	PROPN
cet-13179	136	6	,2018	,2018	PROPN
cet-13179	136	7	,	,	PUNCT
cet-13179	136	8	oil	oil	NOUN
cet-13179	136	9	production	production	NOUN
cet-13179	136	10	optimization	optimization	NOUN
cet-13179	136	11	of	of	ADP
cet-13179	136	12	several	several	ADJ
cet-13179	136	13	wells	well	NOUN
cet-13179	136	14	subject	subject	ADJ
cet-13179	136	15	to	to	PART
cet-13179	136	16	choke	choke	VERB
cet-13179	136	17	degradation	degradation	NOUN
cet-13179	136	18	,	,	PUNCT
cet-13179	136	19	ifac	ifac	NOUN
cet-13179	136	20	-	-	PUNCT
cet-13179	136	21	papersonline	papersonline	NOUN
cet-13179	136	22	,	,	PUNCT
cet-13179	136	23	51	51	NUM
cet-13179	136	24	,	,	PUNCT
cet-13179	136	25	1	1	NUM
cet-13179	136	26	-	-	SYM
cet-13179	136	27	6	6	NUM
cet-13179	136	28	,	,	PUNCT
cet-13179	136	29	doi	doi	NOUN
cet-13179	136	30	:	:	PUNCT
cet-13179	136	31	10.1016	10.1016	NUM
cet-13179	136	32	/	/	SYM
cet-13179	136	33	j.ifacol.2018.06.346	j.ifacol.2018.06.346	PROPN
cet-13179	136	34	.	.	PUNCT
cet-13179	137	1	zhao	zhao	PROPN
cet-13179	137	2	g.	g.	PROPN
cet-13179	137	3	,	,	PUNCT
cet-13179	137	4	ding	ding	PROPN
cet-13179	137	5	w.	w.	PROPN
cet-13179	137	6	,	,	PUNCT
cet-13179	137	7	tian	tian	PROPN
cet-13179	137	8	j.	j.	PROPN
cet-13179	137	9	,	,	PUNCT
cet-13179	137	10	liu	liu	PROPN
cet-13179	137	11	j.	j.	PROPN
cet-13179	137	12	,	,	PUNCT
cet-13179	137	13	gu	gu	PROPN
cet-13179	137	14	y.	y.	PROPN
cet-13179	137	15	,	,	PUNCT
cet-13179	137	16	shi	shi	PROPN
cet-13179	137	17	s.	s.	PROPN
cet-13179	137	18	,	,	PUNCT
cet-13179	137	19	wang	wang	PROPN
cet-13179	137	20	r.	r.	PROPN
cet-13179	137	21	,	,	PUNCT
cet-13179	137	22	sun	sun	PROPN
cet-13179	137	23	n.	n.	NOUN
cet-13179	137	24	,	,	PUNCT
cet-13179	137	25	2022	2022	NUM
cet-13179	137	26	,	,	PUNCT
cet-13179	137	27	spearman	spearman	NOUN
cet-13179	137	28	rank	rank	NOUN
cet-13179	137	29	correlations	correlation	VERB
cet-13179	137	30	analysis	analysis	NOUN
cet-13179	137	31	of	of	ADP
cet-13179	137	32	the	the	DET
cet-13179	137	33	elemental	elemental	ADJ
cet-13179	137	34	,	,	PUNCT
cet-13179	137	35	mineral	mineral	NOUN
cet-13179	137	36	concentrations	concentration	NOUN
cet-13179	137	37	,	,	PUNCT
cet-13179	137	38	and	and	CCONJ
cet-13179	137	39	mechanical	mechanical	ADJ
cet-13179	137	40	parameters	parameter	NOUN
cet-13179	137	41	of	of	ADP
cet-13179	137	42	the	the	DET
cet-13179	137	43	lower	low	ADJ
cet-13179	137	44	cambrian	cambrian	ADJ
cet-13179	137	45	niutitang	niutitang	PROPN
cet-13179	137	46	shale	shale	NOUN
cet-13179	137	47	:	:	PUNCT
cet-13179	137	48	a	a	DET
cet-13179	137	49	case	case	NOUN
cet-13179	137	50	study	study	NOUN
cet-13179	137	51	in	in	ADP
cet-13179	137	52	the	the	DET
cet-13179	137	53	fenggang	fenggang	NOUN
cet-13179	137	54	block	block	NOUN
cet-13179	137	55	,	,	PUNCT
cet-13179	137	56	northeast	northeast	ADJ
cet-13179	137	57	guizhou	guizhou	NOUN
cet-13179	137	58	province	province	NOUN
cet-13179	137	59	,	,	PUNCT
cet-13179	137	60	south	south	PROPN
cet-13179	137	61	china	china	PROPN
cet-13179	137	62	,	,	PUNCT
cet-13179	137	63	journal	journal	NOUN
cet-13179	137	64	of	of	ADP
cet-13179	137	65	petroleum	petroleum	NOUN
cet-13179	137	66	science	science	NOUN
cet-13179	137	67	and	and	CCONJ
cet-13179	137	68	engineering	engineering	NOUN
cet-13179	137	69	,	,	PUNCT
cet-13179	137	70	208	208	NUM
cet-13179	137	71	.	.	PUNCT
cet-13179	138	1	doi:10.1016	doi:10.1016	PROPN
cet-13179	138	2	/	/	SYM
cet-13179	138	3	j.petrol.2021.109550	j.petrol.2021.109550	PROPN
cet-13179	139	1	606	606	NUM
cet-13179	139	2	https://doi.org/10.1177/1473871611415994	https://doi.org/10.1177/1473871611415994	NUM
cet-13179	139	3	https://matplotlib.org/stable/index.html	https://matplotlib.org/stable/index.html	NOUN
cet-13179	139	4	https://numpy.org/doc/stable/index.html	https://numpy.org/doc/stable/index.html	VERB
cet-13179	140	1	https://scikit-learn.org/stable/	https://scikit-learn.org/stable/	NOUN
cet-13179	140	2	https://seaborn.pydata.org/	https://seaborn.pydata.org/	NOUN
cet-13179	140	3	162fracassio.pdf	162fracassio.pdf	NUM
cet-13179	140	4	statistical	statistical	ADJ
cet-13179	140	5	analysis	analysis	NOUN
cet-13179	140	6	in	in	ADP
cet-13179	140	7	database	database	NOUN
cet-13179	140	8	of	of	ADP
cet-13179	140	9	offshore	offshore	ADJ
cet-13179	140	10	naturally	naturally	ADV
cet-13179	140	11	flowing	flow	VERB
cet-13179	140	12	wells	well	NOUN
cet-13179	140	13	with	with	ADP
cet-13179	140	14	abnormal	abnormal	ADJ
cet-13179	140	15	events	event	NOUN