id	sid	tid	token	lemma	pos
cet-15436	1	1	doi	doi	NOUN
cet-15436	1	2	:	:	PUNCT
cet-15436	1	3	10.3303	10.3303	NUM
cet-15436	1	4	/	/	SYM
cet-15436	1	5	cet25117186	cet25117186	ADJ
cet-15436	1	6	paper	paper	NOUN
cet-15436	1	7	received	receive	VERB
cet-15436	1	8	:	:	PUNCT
cet-15436	1	9	18	18	NUM
cet-15436	1	10	december	december	PROPN
cet-15436	1	11	2024	2024	NUM
cet-15436	1	12	;	;	PUNCT
cet-15436	1	13	revised	revise	VERB
cet-15436	1	14	:	:	PUNCT
cet-15436	1	15	1	1	NUM
cet-15436	1	16	march	march	NOUN
cet-15436	1	17	2025	2025	NUM
cet-15436	1	18	;	;	PUNCT
cet-15436	1	19	accepted	accept	VERB
cet-15436	1	20	:	:	PUNCT
cet-15436	1	21	30	30	NUM
cet-15436	1	22	april	april	PROPN
cet-15436	1	23	2025	2025	NUM
cet-15436	1	24	please	please	INTJ
cet-15436	1	25	cite	cite	VERB
cet-15436	1	26	this	this	DET
cet-15436	1	27	article	article	NOUN
cet-15436	1	28	as	as	SCONJ
cet-15436	1	29	:	:	PUNCT
cet-15436	1	30	oliveira	oliveira	PROPN
cet-15436	1	31	l.p	l.p	PROPN
cet-15436	1	32	.	.	PROPN
cet-15436	1	33	,	,	PUNCT
cet-15436	1	34	foronda	foronda	PROPN
cet-15436	1	35	r.m	r.m	PROPN
cet-15436	1	36	.	.	PROPN
cet-15436	1	37	,	,	PUNCT
cet-15436	1	38	grillo	grillo	PROPN
cet-15436	1	39	a.v	a.v	PROPN
cet-15436	1	40	.	.	PROPN
cet-15436	1	41	,	,	PUNCT
cet-15436	1	42	dos	do	VERB
cet-15436	1	43	santos	santos	PROPN
cet-15436	1	44	b.f	b.f	PROPN
cet-15436	1	45	.	.	PROPN
cet-15436	1	46	,	,	PUNCT
cet-15436	1	47	2025	2025	NUM
cet-15436	1	48	,	,	PUNCT
cet-15436	1	49	development	development	NOUN
cet-15436	1	50	of	of	ADP
cet-15436	1	51	machine	machine	NOUN
cet-15436	1	52	learning	learning	NOUN
cet-15436	1	53	models	model	NOUN
cet-15436	1	54	for	for	ADP
cet-15436	1	55	sandface	sandface	NOUN
cet-15436	1	56	pressure	pressure	NOUN
cet-15436	1	57	prediction	prediction	NOUN
cet-15436	1	58	in	in	ADP
cet-15436	1	59	oil	oil	NOUN
cet-15436	1	60	well	well	ADV
cet-15436	1	61	,	,	PUNCT
cet-15436	1	62	chemical	chemical	ADJ
cet-15436	1	63	engineering	engineering	NOUN
cet-15436	1	64	transactions	transaction	NOUN
cet-15436	1	65	,	,	PUNCT
cet-15436	1	66	117	117	NUM
cet-15436	1	67	,	,	PUNCT
cet-15436	1	68	1111	1111	NUM
cet-15436	1	69	-	-	SYM
cet-15436	1	70	1116	1116	NUM
cet-15436	1	71	doi:10.3303	doi:10.3303	NOUN
cet-15436	1	72	/	/	SYM
cet-15436	1	73	cet25117186	cet25117186	ADJ
cet-15436	1	74	chemical	chemical	PROPN
cet-15436	1	75	engineering	engineering	NOUN
cet-15436	1	76	transactions	transaction	NOUN
cet-15436	1	77	vol	vol	NOUN
cet-15436	1	78	.	.	PROPN
cet-15436	1	79	117	117	NUM
cet-15436	1	80	,	,	PUNCT
cet-15436	1	81	2025	2025	NUM
cet-15436	1	82	a	a	DET
cet-15436	1	83	publication	publication	NOUN
cet-15436	1	84	of	of	ADP
cet-15436	1	85	the	the	DET
cet-15436	1	86	italian	italian	ADJ
cet-15436	1	87	association	association	NOUN
cet-15436	1	88	of	of	ADP
cet-15436	1	89	chemical	chemical	PROPN
cet-15436	1	90	engineering	engineering	NOUN
cet-15436	1	91	online	online	ADV
cet-15436	1	92	at	at	ADP
cet-15436	1	93	www.cetjournal.it	www.cetjournal.it	PROPN
cet-15436	1	94	guest	guest	NOUN
cet-15436	1	95	editors	editor	NOUN
cet-15436	1	96	:	:	PUNCT
cet-15436	1	97	fabrizio	fabrizio	PROPN
cet-15436	1	98	bezzo	bezzo	PROPN
cet-15436	1	99	,	,	PUNCT
cet-15436	1	100	flavio	flavio	PROPN
cet-15436	1	101	manenti	manenti	PROPN
cet-15436	1	102	,	,	PUNCT
cet-15436	1	103	gabriele	gabriele	PROPN
cet-15436	1	104	pannocchia	pannocchia	PROPN
cet-15436	1	105	,	,	PUNCT
cet-15436	1	106	almerinda	almerinda	PROPN
cet-15436	1	107	di	di	PROPN
cet-15436	1	108	benedetto	benedetto	PROPN
cet-15436	1	109	copyright	copyright	PROPN
cet-15436	2	1	©	©	PROPN
cet-15436	2	2	2025	2025	NUM
cet-15436	2	3	,	,	PUNCT
cet-15436	2	4	aidic	aidic	ADJ
cet-15436	2	5	servizi	servizi	PROPN
cet-15436	2	6	s.r.l	s.r.l	NOUN
cet-15436	2	7	.	.	PUNCT
cet-15436	3	1	isbn	isbn	PROPN
cet-15436	3	2	979	979	NUM
cet-15436	3	3	-	-	SYM
cet-15436	3	4	12	12	NUM
cet-15436	3	5	-	-	PUNCT
cet-15436	3	6	81206	81206	NUM
cet-15436	3	7	-	-	SYM
cet-15436	3	8	17	17	NUM
cet-15436	3	9	-	-	SYM
cet-15436	3	10	5	5	NUM
cet-15436	3	11	;	;	PUNCT
cet-15436	3	12	issn	issn	PROPN
cet-15436	3	13	2283	2283	NUM
cet-15436	3	14	-	-	SYM
cet-15436	3	15	9216	9216	NUM
cet-15436	3	16	development	development	NOUN
cet-15436	3	17	of	of	ADP
cet-15436	3	18	machine	machine	NOUN
cet-15436	3	19	learning	learning	NOUN
cet-15436	3	20	models	model	NOUN
cet-15436	3	21	for	for	ADP
cet-15436	3	22	sandface	sandface	NOUN
cet-15436	3	23	pressure	pressure	NOUN
cet-15436	3	24	prediction	prediction	NOUN
cet-15436	3	25	in	in	ADP
cet-15436	3	26	oil	oil	NOUN
cet-15436	3	27	well	well	NOUN
cet-15436	3	28	lorraine	lorraine	PROPN
cet-15436	3	29	p.oliveiraa	p.oliveiraa	NOUN
cet-15436	3	30	,	,	PUNCT
cet-15436	3	31	raul	raul	PROPN
cet-15436	3	32	m.forondaa	m.forondaa	PROPN
cet-15436	3	33	,	,	PUNCT
cet-15436	3	34	alexandre	alexandre	PROPN
cet-15436	3	35	v.grillob	v.grillob	NOUN
cet-15436	3	36	,	,	PUNCT
cet-15436	3	37	brunno	brunno	PROPN
cet-15436	3	38	f.	f.	PROPN
cet-15436	3	39	dos	do	VERB
cet-15436	3	40	santosa	santosa	PROPN
cet-15436	3	41	*	*	PUNCT
cet-15436	3	42	adepartment	adepartment	NOUN
cet-15436	3	43	of	of	ADP
cet-15436	3	44	chemical	chemical	NOUN
cet-15436	3	45	and	and	CCONJ
cet-15436	3	46	material	material	NOUN
cet-15436	3	47	engineering	engineering	NOUN
cet-15436	3	48	(	(	PUNCT
cet-15436	3	49	deqm	deqm	PROPN
cet-15436	3	50	)	)	PUNCT
cet-15436	3	51	.	.	PUNCT
cet-15436	4	1	pontifical	pontifical	ADJ
cet-15436	4	2	catholic	catholic	PROPN
cet-15436	4	3	university	university	PROPN
cet-15436	4	4	of	of	ADP
cet-15436	4	5	rio	rio	PROPN
cet-15436	4	6	de	de	PROPN
cet-15436	4	7	janeiro	janeiro	PROPN
cet-15436	4	8	(	(	PUNCT
cet-15436	4	9	puc	puc	PROPN
cet-15436	4	10	-	-	PUNCT
cet-15436	4	11	rio	rio	NOUN
cet-15436	4	12	)	)	PUNCT
cet-15436	4	13	.	.	PUNCT
cet-15436	5	1	rua	rua	PROPN
cet-15436	5	2	marquês	marquês	PROPN
cet-15436	5	3	de	de	PROPN
cet-15436	5	4	são	são	PROPN
cet-15436	5	5	vicente	vicente	PROPN
cet-15436	5	6	,	,	PUNCT
cet-15436	5	7	225	225	NUM
cet-15436	5	8	–	–	PUNCT
cet-15436	5	9	gávea	gávea	NOUN
cet-15436	5	10	,	,	PUNCT
cet-15436	5	11	rio	rio	PROPN
cet-15436	5	12	de	de	PROPN
cet-15436	5	13	janeiro	janeiro	PROPN
cet-15436	5	14	–	–	PUNCT
cet-15436	5	15	rj	rj	PROPN
cet-15436	5	16	,	,	PUNCT
cet-15436	5	17	22430	22430	NUM
cet-15436	5	18	-	-	SYM
cet-15436	5	19	060	060	NUM
cet-15436	5	20	,	,	PUNCT
cet-15436	5	21	brazil	brazil	PROPN
cet-15436	5	22	bfederal	bfederal	PROPN
cet-15436	5	23	institute	institute	PROPN
cet-15436	5	24	of	of	ADP
cet-15436	5	25	education	education	PROPN
cet-15436	5	26	,	,	PUNCT
cet-15436	5	27	science	science	NOUN
cet-15436	5	28	and	and	CCONJ
cet-15436	5	29	technology	technology	NOUN
cet-15436	5	30	(	(	PUNCT
cet-15436	5	31	ifrj	ifrj	NOUN
cet-15436	5	32	)	)	PUNCT
cet-15436	5	33	,	,	PUNCT
cet-15436	5	34	rua	rua	PROPN
cet-15436	5	35	lúcio	lúcio	PROPN
cet-15436	5	36	tavares	tavare	NOUN
cet-15436	5	37	,	,	PUNCT
cet-15436	5	38	1045	1045	NUM
cet-15436	5	39	–	–	PUNCT
cet-15436	5	40	centro	centro	NOUN
cet-15436	5	41	,	,	PUNCT
cet-15436	5	42	nilopolis	nilopolis	PROPN
cet-15436	5	43	–	–	PUNCT
cet-15436	5	44	rj	rj	PROPN
cet-15436	5	45	,	,	PUNCT
cet-15436	5	46	26530	26530	NUM
cet-15436	5	47	060	060	NUM
cet-15436	5	48	,	,	PUNCT
cet-15436	5	49	brazil	brazil	PROPN
cet-15436	5	50	.	.	PUNCT
cet-15436	6	1	bsantos@puc-rio.br	bsantos@puc-rio.br	VERB
cet-15436	6	2	the	the	DET
cet-15436	6	3	oil	oil	NOUN
cet-15436	6	4	&	&	CCONJ
cet-15436	6	5	gas	gas	NOUN
cet-15436	6	6	(	(	PUNCT
cet-15436	6	7	o&g	o&g	PROPN
cet-15436	6	8	)	)	PUNCT
cet-15436	6	9	industry	industry	NOUN
cet-15436	6	10	is	be	AUX
cet-15436	6	11	increasingly	increasingly	ADV
cet-15436	6	12	leveraging	leverage	VERB
cet-15436	6	13	machine	machine	NOUN
cet-15436	6	14	learning	learning	NOUN
cet-15436	6	15	(	(	PUNCT
cet-15436	6	16	ml	ml	NOUN
cet-15436	6	17	)	)	PUNCT
cet-15436	6	18	techniques	technique	NOUN
cet-15436	6	19	to	to	PART
cet-15436	6	20	predict	predict	VERB
cet-15436	6	21	well	well	ADJ
cet-15436	6	22	performance	performance	NOUN
cet-15436	6	23	indicators	indicator	NOUN
cet-15436	6	24	,	,	PUNCT
cet-15436	6	25	estimate	estimate	VERB
cet-15436	6	26	missing	miss	VERB
cet-15436	6	27	operational	operational	ADJ
cet-15436	6	28	metrics	metric	NOUN
cet-15436	6	29	,	,	PUNCT
cet-15436	6	30	and	and	CCONJ
cet-15436	6	31	mitigate	mitigate	VERB
cet-15436	6	32	unexpected	unexpected	ADJ
cet-15436	6	33	operational	operational	ADJ
cet-15436	6	34	failures	failure	NOUN
cet-15436	6	35	.	.	PUNCT
cet-15436	7	1	however	however	ADV
cet-15436	7	2	,	,	PUNCT
cet-15436	7	3	the	the	DET
cet-15436	7	4	availability	availability	NOUN
cet-15436	7	5	of	of	ADP
cet-15436	7	6	extensive	extensive	ADJ
cet-15436	7	7	and	and	CCONJ
cet-15436	7	8	high	high	ADJ
cet-15436	7	9	-	-	PUNCT
cet-15436	7	10	quality	quality	NOUN
cet-15436	7	11	datasets	dataset	NOUN
cet-15436	7	12	remains	remain	VERB
cet-15436	7	13	a	a	DET
cet-15436	7	14	major	major	ADJ
cet-15436	7	15	challenge	challenge	NOUN
cet-15436	7	16	due	due	ADP
cet-15436	7	17	to	to	ADP
cet-15436	7	18	the	the	DET
cet-15436	7	19	diversity	diversity	NOUN
cet-15436	7	20	of	of	ADP
cet-15436	7	21	well	well	ADJ
cet-15436	7	22	characteristics	characteristic	NOUN
cet-15436	7	23	and	and	CCONJ
cet-15436	7	24	proprietary	proprietary	ADJ
cet-15436	7	25	industry	industry	NOUN
cet-15436	7	26	constraints	constraint	NOUN
cet-15436	7	27	.	.	PUNCT
cet-15436	8	1	this	this	DET
cet-15436	8	2	study	study	NOUN
cet-15436	8	3	employs	employ	VERB
cet-15436	8	4	the	the	DET
cet-15436	8	5	society	society	NOUN
cet-15436	8	6	of	of	ADP
cet-15436	8	7	petroleum	petroleum	NOUN
cet-15436	8	8	engineers	engineer	NOUN
cet-15436	8	9	'	'	PART
cet-15436	8	10	(	(	PUNCT
cet-15436	8	11	spe	spe	PROPN
cet-15436	8	12	)	)	PUNCT
cet-15436	8	13	rate	rate	NOUN
cet-15436	8	14	transient	transient	NOUN
cet-15436	8	15	analysis	analysis	NOUN
cet-15436	8	16	(	(	PUNCT
cet-15436	8	17	rta	rta	PROPN
cet-15436	8	18	)	)	PUNCT
cet-15436	8	19	dataset	dataset	VERB
cet-15436	8	20	to	to	PART
cet-15436	8	21	predict	predict	VERB
cet-15436	8	22	sandface	sandface	NOUN
cet-15436	8	23	pressure	pressure	NOUN
cet-15436	8	24	or	or	CCONJ
cet-15436	8	25	bottom	bottom	ADJ
cet-15436	8	26	hole	hole	NOUN
cet-15436	8	27	pressure	pressure	NOUN
cet-15436	8	28	(	(	PUNCT
cet-15436	8	29	bhp	bhp	NOUN
cet-15436	8	30	)	)	PUNCT
cet-15436	8	31	using	use	VERB
cet-15436	8	32	decision	decision	NOUN
cet-15436	8	33	tree	tree	NOUN
cet-15436	8	34	(	(	PUNCT
cet-15436	8	35	dt	dt	NOUN
cet-15436	8	36	)	)	PUNCT
cet-15436	8	37	models	model	NOUN
cet-15436	8	38	.	.	PUNCT
cet-15436	9	1	initially	initially	ADV
cet-15436	9	2	,	,	PUNCT
cet-15436	9	3	a	a	DET
cet-15436	9	4	comprehensive	comprehensive	ADJ
cet-15436	9	5	literature	literature	NOUN
cet-15436	9	6	review	review	NOUN
cet-15436	9	7	on	on	ADP
cet-15436	9	8	rta	rta	PROPN
cet-15436	9	9	was	be	AUX
cet-15436	9	10	conducted	conduct	VERB
cet-15436	9	11	,	,	PUNCT
cet-15436	9	12	followed	follow	VERB
cet-15436	9	13	by	by	ADP
cet-15436	9	14	an	an	DET
cet-15436	9	15	in	in	ADP
cet-15436	9	16	-	-	PUNCT
cet-15436	9	17	depth	depth	NOUN
cet-15436	9	18	evaluation	evaluation	NOUN
cet-15436	9	19	of	of	ADP
cet-15436	9	20	the	the	DET
cet-15436	9	21	dataset	dataset	NOUN
cet-15436	9	22	and	and	CCONJ
cet-15436	9	23	its	its	PRON
cet-15436	9	24	variables	variable	NOUN
cet-15436	9	25	.	.	PUNCT
cet-15436	10	1	feature	feature	NOUN
cet-15436	10	2	selection	selection	NOUN
cet-15436	10	3	was	be	AUX
cet-15436	10	4	performed	perform	VERB
cet-15436	10	5	based	base	VERB
cet-15436	10	6	on	on	ADP
cet-15436	10	7	data	datum	NOUN
cet-15436	10	8	availability	availability	NOUN
cet-15436	10	9	,	,	PUNCT
cet-15436	10	10	spearman	spearman	NOUN
cet-15436	10	11	’s	’s	PART
cet-15436	10	12	correlation	correlation	NOUN
cet-15436	10	13	analysis	analysis	NOUN
cet-15436	10	14	,	,	PUNCT
cet-15436	10	15	and	and	CCONJ
cet-15436	10	16	principal	principal	ADJ
cet-15436	10	17	component	component	NOUN
cet-15436	10	18	analysis	analysis	NOUN
cet-15436	10	19	(	(	PUNCT
cet-15436	10	20	pca	pca	NOUN
cet-15436	10	21	)	)	PUNCT
cet-15436	10	22	,	,	PUNCT
cet-15436	10	23	leading	lead	VERB
cet-15436	10	24	to	to	ADP
cet-15436	10	25	the	the	DET
cet-15436	10	26	exclusion	exclusion	NOUN
cet-15436	10	27	of	of	ADP
cet-15436	10	28	the	the	DET
cet-15436	10	29	"	"	PUNCT
cet-15436	10	30	oil	oil	NOUN
cet-15436	10	31	volume	volume	NOUN
cet-15436	10	32	"	"	PUNCT
cet-15436	10	33	variable	variable	NOUN
cet-15436	10	34	from	from	ADP
cet-15436	10	35	model	model	NOUN
cet-15436	10	36	training	training	NOUN
cet-15436	10	37	to	to	PART
cet-15436	10	38	improve	improve	VERB
cet-15436	10	39	predictive	predictive	ADJ
cet-15436	10	40	performance	performance	NOUN
cet-15436	10	41	.	.	PUNCT
cet-15436	11	1	the	the	DET
cet-15436	11	2	optimal	optimal	ADJ
cet-15436	11	3	dt	dt	INTJ
cet-15436	11	4	model	model	NOUN
cet-15436	11	5	configuration	configuration	NOUN
cet-15436	11	6	was	be	AUX
cet-15436	11	7	determined	determine	VERB
cet-15436	11	8	through	through	ADP
cet-15436	11	9	cross	cross	ADJ
cet-15436	11	10	-	-	ADJ
cet-15436	11	11	validation	validation	ADJ
cet-15436	11	12	,	,	PUNCT
cet-15436	11	13	utilizing	utilize	VERB
cet-15436	11	14	scikit	scikit	NOUN
cet-15436	11	15	-	-	PUNCT
cet-15436	11	16	learn	learn	VERB
cet-15436	11	17	’s	’s	PART
cet-15436	11	18	gridsearchcv	gridsearchcv	NOUN
cet-15436	11	19	for	for	ADP
cet-15436	11	20	hyperparameter	hyperparameter	NOUN
cet-15436	11	21	optimization	optimization	NOUN
cet-15436	11	22	.	.	PUNCT
cet-15436	12	1	the	the	DET
cet-15436	12	2	best	well	ADV
cet-15436	12	3	-	-	PUNCT
cet-15436	12	4	performing	perform	VERB
cet-15436	12	5	model	model	NOUN
cet-15436	12	6	achieved	achieve	VERB
cet-15436	12	7	an	an	DET
cet-15436	12	8	𝑅2	𝑅2	NOUN
cet-15436	12	9	score	score	NOUN
cet-15436	12	10	of	of	ADP
cet-15436	12	11	0.982	0.982	NUM
cet-15436	12	12	and	and	CCONJ
cet-15436	12	13	a	a	DET
cet-15436	12	14	mean	mean	NOUN
cet-15436	12	15	squared	square	VERB
cet-15436	12	16	error	error	NOUN
cet-15436	12	17	(	(	PUNCT
cet-15436	12	18	mse	mse	NOUN
cet-15436	12	19	)	)	PUNCT
cet-15436	12	20	of	of	ADP
cet-15436	12	21	4.878	4.878	NUM
cet-15436	12	22	×	×	NOUN
cet-15436	12	23	10⁻⁴	10⁻⁴	NUM
cet-15436	12	24	,	,	PUNCT
cet-15436	12	25	demonstrating	demonstrate	VERB
cet-15436	12	26	that	that	SCONJ
cet-15436	12	27	rta	rta	PROPN
cet-15436	12	28	data	data	PROPN
cet-15436	12	29	effectively	effectively	ADV
cet-15436	12	30	supports	support	VERB
cet-15436	12	31	bhp	bhp	NOUN
cet-15436	12	32	prediction	prediction	NOUN
cet-15436	12	33	and	and	CCONJ
cet-15436	12	34	that	that	SCONJ
cet-15436	12	35	dt	dt	PROPN
cet-15436	12	36	models	model	NOUN
cet-15436	12	37	are	be	AUX
cet-15436	12	38	well	well	ADV
cet-15436	12	39	-	-	PUNCT
cet-15436	12	40	suited	suit	VERB
cet-15436	12	41	for	for	ADP
cet-15436	12	42	this	this	DET
cet-15436	12	43	application	application	NOUN
cet-15436	12	44	.	.	PUNCT
cet-15436	13	1	these	these	DET
cet-15436	13	2	findings	finding	NOUN
cet-15436	13	3	highlight	highlight	VERB
cet-15436	13	4	the	the	DET
cet-15436	13	5	potential	potential	NOUN
cet-15436	13	6	of	of	ADP
cet-15436	13	7	data	data	NOUN
cet-15436	13	8	-	-	PUNCT
cet-15436	13	9	driven	drive	VERB
cet-15436	13	10	approaches	approach	NOUN
cet-15436	13	11	in	in	ADP
cet-15436	13	12	enhancing	enhance	VERB
cet-15436	13	13	predictive	predictive	ADJ
cet-15436	13	14	analytics	analytic	NOUN
cet-15436	13	15	for	for	ADP
cet-15436	13	16	well	well	ADJ
cet-15436	13	17	performance	performance	NOUN
cet-15436	13	18	monitoring	monitoring	NOUN
cet-15436	13	19	and	and	CCONJ
cet-15436	13	20	optimization	optimization	NOUN
cet-15436	13	21	in	in	ADP
cet-15436	13	22	the	the	DET
cet-15436	13	23	o&g	o&g	PROPN
cet-15436	13	24	sector	sector	NOUN
cet-15436	13	25	.	.	PUNCT
cet-15436	14	1	1	1	X
cet-15436	14	2	.	.	X
cet-15436	14	3	introduction	introduction	NOUN
cet-15436	14	4	in	in	ADP
cet-15436	14	5	2023	2023	NUM
cet-15436	14	6	,	,	PUNCT
cet-15436	14	7	fossil	fossil	ADJ
cet-15436	14	8	fuels	fuel	NOUN
cet-15436	14	9	accounted	account	VERB
cet-15436	14	10	for	for	ADP
cet-15436	14	11	78	78	NUM
cet-15436	14	12	%	%	NOUN
cet-15436	14	13	of	of	ADP
cet-15436	14	14	the	the	DET
cet-15436	14	15	global	global	ADJ
cet-15436	14	16	energy	energy	NOUN
cet-15436	14	17	demand	demand	NOUN
cet-15436	14	18	,	,	PUNCT
cet-15436	14	19	and	and	CCONJ
cet-15436	14	20	despite	despite	SCONJ
cet-15436	14	21	ongoing	ongoing	ADJ
cet-15436	14	22	efforts	effort	NOUN
cet-15436	14	23	for	for	ADP
cet-15436	14	24	the	the	DET
cet-15436	14	25	current	current	ADJ
cet-15436	14	26	energy	energy	NOUN
cet-15436	14	27	transition	transition	NOUN
cet-15436	14	28	,	,	PUNCT
cet-15436	14	29	they	they	PRON
cet-15436	14	30	are	be	AUX
cet-15436	14	31	estimated	estimate	VERB
cet-15436	14	32	to	to	PART
cet-15436	14	33	remain	remain	VERB
cet-15436	14	34	responsible	responsible	ADJ
cet-15436	14	35	for	for	ADP
cet-15436	14	36	at	at	ADV
cet-15436	14	37	least	least	ADV
cet-15436	14	38	40	40	NUM
cet-15436	14	39	%	%	NOUN
cet-15436	14	40	by	by	ADP
cet-15436	14	41	2050	2050	NUM
cet-15436	14	42	(	(	PUNCT
cet-15436	14	43	mckinsey	mckinsey	NOUN
cet-15436	14	44	&	&	CCONJ
cet-15436	14	45	company	company	NOUN
cet-15436	14	46	,	,	PUNCT
cet-15436	14	47	2024	2024	NUM
cet-15436	14	48	)	)	PUNCT
cet-15436	14	49	.	.	PUNCT
cet-15436	15	1	similarly	similarly	ADV
cet-15436	15	2	,	,	PUNCT
cet-15436	15	3	the	the	DET
cet-15436	15	4	oil	oil	NOUN
cet-15436	15	5	and	and	CCONJ
cet-15436	15	6	gas	gas	NOUN
cet-15436	15	7	industry	industry	NOUN
cet-15436	15	8	is	be	AUX
cet-15436	15	9	expected	expect	VERB
cet-15436	15	10	to	to	PART
cet-15436	15	11	generate	generate	VERB
cet-15436	15	12	at	at	ADV
cet-15436	15	13	least	least	ADV
cet-15436	15	14	$	$	SYM
cet-15436	15	15	2.5	2.5	NUM
cet-15436	15	16	trillion	trillion	NUM
cet-15436	15	17	by	by	ADP
cet-15436	15	18	2030	2030	NUM
cet-15436	15	19	(	(	PUNCT
cet-15436	15	20	deloitte	deloitte	NOUN
cet-15436	15	21	,	,	PUNCT
cet-15436	15	22	2023	2023	NUM
cet-15436	15	23	)	)	PUNCT
cet-15436	15	24	.	.	PUNCT
cet-15436	16	1	the	the	DET
cet-15436	16	2	application	application	NOUN
cet-15436	16	3	of	of	ADP
cet-15436	16	4	machine	machine	NOUN
cet-15436	16	5	learning	learning	NOUN
cet-15436	16	6	in	in	ADP
cet-15436	16	7	the	the	DET
cet-15436	16	8	oil	oil	NOUN
cet-15436	16	9	&	&	CCONJ
cet-15436	16	10	gas	gas	NOUN
cet-15436	16	11	industry	industry	NOUN
cet-15436	16	12	enables	enable	VERB
cet-15436	16	13	filling	fill	VERB
cet-15436	16	14	gaps	gap	NOUN
cet-15436	16	15	in	in	ADP
cet-15436	16	16	well	well	ADV
cet-15436	16	17	logs	log	NOUN
cet-15436	16	18	and	and	CCONJ
cet-15436	16	19	improving	improve	VERB
cet-15436	16	20	the	the	DET
cet-15436	16	21	quality	quality	NOUN
cet-15436	16	22	of	of	ADP
cet-15436	16	23	exploration	exploration	NOUN
cet-15436	16	24	data	datum	NOUN
cet-15436	16	25	(	(	PUNCT
cet-15436	16	26	brown	brown	ADJ
cet-15436	16	27	;	;	PUNCT
cet-15436	16	28	roubícková	roubícková	NOUN
cet-15436	16	29	;	;	PUNCT
cet-15436	16	30	nordloh	nordloh	PROPN
cet-15436	16	31	,	,	PUNCT
cet-15436	16	32	2020	2020	NUM
cet-15436	16	33	)	)	PUNCT
cet-15436	16	34	.	.	PUNCT
cet-15436	17	1	to	to	PART
cet-15436	17	2	meet	meet	VERB
cet-15436	17	3	global	global	ADJ
cet-15436	17	4	economic	economic	ADJ
cet-15436	17	5	needs	need	NOUN
cet-15436	17	6	while	while	SCONJ
cet-15436	17	7	reducing	reduce	VERB
cet-15436	17	8	operational	operational	ADJ
cet-15436	17	9	costs	cost	NOUN
cet-15436	17	10	and	and	CCONJ
cet-15436	17	11	increasing	increase	VERB
cet-15436	17	12	the	the	DET
cet-15436	17	13	efficiency	efficiency	NOUN
cet-15436	17	14	of	of	ADP
cet-15436	17	15	o&g	o&g	PROPN
cet-15436	17	16	processes	process	NOUN
cet-15436	17	17	,	,	PUNCT
cet-15436	17	18	new	new	ADJ
cet-15436	17	19	ml	ml	NOUN
cet-15436	17	20	technologies	technology	NOUN
cet-15436	17	21	have	have	AUX
cet-15436	17	22	gained	gain	VERB
cet-15436	17	23	popularity	popularity	NOUN
cet-15436	17	24	in	in	ADP
cet-15436	17	25	literature.sandface	literature.sandface	NOUN
cet-15436	17	26	pressure	pressure	NOUN
cet-15436	17	27	or	or	CCONJ
cet-15436	17	28	bottom	bottom	ADJ
cet-15436	17	29	hole	hole	NOUN
cet-15436	17	30	pressure	pressure	NOUN
cet-15436	17	31	(	(	PUNCT
cet-15436	17	32	bhp	bhp	NOUN
cet-15436	17	33	)	)	PUNCT
cet-15436	17	34	is	be	AUX
cet-15436	17	35	a	a	DET
cet-15436	17	36	crucial	crucial	ADJ
cet-15436	17	37	variable	variable	NOUN
cet-15436	17	38	in	in	ADP
cet-15436	17	39	o&g	o&g	PROPN
cet-15436	17	40	operations	operation	NOUN
cet-15436	17	41	.	.	PUNCT
cet-15436	18	1	it	it	PRON
cet-15436	18	2	represents	represent	VERB
cet-15436	18	3	the	the	DET
cet-15436	18	4	pressure	pressure	NOUN
cet-15436	18	5	at	at	ADP
cet-15436	18	6	the	the	DET
cet-15436	18	7	bottom	bottom	NOUN
cet-15436	18	8	of	of	ADP
cet-15436	18	9	a	a	DET
cet-15436	18	10	well	well	NOUN
cet-15436	18	11	and	and	CCONJ
cet-15436	18	12	can	can	AUX
cet-15436	18	13	be	be	AUX
cet-15436	18	14	used	use	VERB
cet-15436	18	15	for	for	ADP
cet-15436	18	16	dynamic	dynamic	ADJ
cet-15436	18	17	monitoring	monitoring	NOUN
cet-15436	18	18	of	of	ADP
cet-15436	18	19	an	an	DET
cet-15436	18	20	operation	operation	NOUN
cet-15436	18	21	,	,	PUNCT
cet-15436	18	22	assisting	assist	VERB
cet-15436	18	23	in	in	ADP
cet-15436	18	24	determining	determine	VERB
cet-15436	18	25	a	a	DET
cet-15436	18	26	well	well	NOUN
cet-15436	18	27	's	's	PART
cet-15436	18	28	production	production	NOUN
cet-15436	18	29	,	,	PUNCT
cet-15436	18	30	or	or	CCONJ
cet-15436	18	31	for	for	ADP
cet-15436	18	32	more	more	ADV
cet-15436	18	33	comprehensive	comprehensive	ADJ
cet-15436	18	34	evaluations	evaluation	NOUN
cet-15436	18	35	such	such	ADJ
cet-15436	18	36	as	as	ADP
cet-15436	18	37	rate	rate	NOUN
cet-15436	18	38	transient	transient	NOUN
cet-15436	18	39	analysis	analysis	NOUN
cet-15436	18	40	(	(	PUNCT
cet-15436	18	41	rta	rta	PROPN
cet-15436	18	42	)	)	PUNCT
cet-15436	18	43	or	or	CCONJ
cet-15436	18	44	pressure	pressure	NOUN
cet-15436	18	45	transient	transient	NOUN
cet-15436	18	46	analysis	analysis	NOUN
cet-15436	18	47	(	(	PUNCT
cet-15436	18	48	pta	pta	PROPN
cet-15436	18	49	)	)	PUNCT
cet-15436	18	50	,	,	PUNCT
cet-15436	18	51	which	which	PRON
cet-15436	18	52	can	can	AUX
cet-15436	18	53	determine	determine	VERB
cet-15436	18	54	productivity	productivity	NOUN
cet-15436	18	55	,	,	PUNCT
cet-15436	18	56	extraction	extraction	NOUN
cet-15436	18	57	time	time	NOUN
cet-15436	18	58	,	,	PUNCT
cet-15436	18	59	and	and	CCONJ
cet-15436	18	60	geological	geological	ADJ
cet-15436	18	61	characteristics	characteristic	NOUN
cet-15436	18	62	of	of	ADP
cet-15436	18	63	a	a	DET
cet-15436	18	64	well	well	NOUN
cet-15436	18	65	(	(	PUNCT
cet-15436	18	66	taghavinejad	taghavinejad	NOUN
cet-15436	18	67	et	et	NOUN
cet-15436	18	68	al	al	PROPN
cet-15436	18	69	.	.	PROPN
cet-15436	18	70	,	,	PUNCT
cet-15436	18	71	2022	2022	NUM
cet-15436	18	72	)	)	PUNCT
cet-15436	18	73	.	.	PUNCT
cet-15436	19	1	bhp	bhp	NOUN
cet-15436	19	2	is	be	AUX
cet-15436	19	3	essential	essential	ADJ
cet-15436	19	4	for	for	ADP
cet-15436	19	5	predicting	predict	VERB
cet-15436	19	6	reservoir	reservoir	NOUN
cet-15436	19	7	performance	performance	NOUN
cet-15436	19	8	,	,	PUNCT
cet-15436	19	9	and	and	CCONJ
cet-15436	19	10	optimizing	optimize	VERB
cet-15436	19	11	recovery	recovery	NOUN
cet-15436	19	12	strategies	strategy	NOUN
cet-15436	19	13	,	,	PUNCT
cet-15436	19	14	such	such	ADJ
cet-15436	19	15	as	as	ADP
cet-15436	19	16	water	water	NOUN
cet-15436	19	17	or	or	CCONJ
cet-15436	19	18	gas	gas	NOUN
cet-15436	19	19	injection	injection	NOUN
cet-15436	19	20	to	to	PART
cet-15436	19	21	maintain	maintain	VERB
cet-15436	19	22	reservoir	reservoir	NOUN
cet-15436	19	23	pressure	pressure	NOUN
cet-15436	19	24	.	.	PUNCT
cet-15436	20	1	factors	factor	NOUN
cet-15436	20	2	influencing	influence	VERB
cet-15436	20	3	bhp	bhp	NOUN
cet-15436	20	4	include	include	VERB
cet-15436	20	5	reservoir	reservoir	NOUN
cet-15436	20	6	pressure	pressure	NOUN
cet-15436	20	7	,	,	PUNCT
cet-15436	20	8	formation	formation	NOUN
cet-15436	20	9	characteristics	characteristic	NOUN
cet-15436	20	10	(	(	PUNCT
cet-15436	20	11	permeability	permeability	NOUN
cet-15436	20	12	and	and	CCONJ
cet-15436	20	13	porosity	porosity	NOUN
cet-15436	20	14	)	)	PUNCT
cet-15436	20	15	,	,	PUNCT
cet-15436	20	16	production	production	NOUN
cet-15436	20	17	rates	rate	NOUN
cet-15436	20	18	,	,	PUNCT
cet-15436	20	19	fluid	fluid	NOUN
cet-15436	20	20	properties	property	NOUN
cet-15436	20	21	(	(	PUNCT
cet-15436	20	22	viscosity	viscosity	NOUN
cet-15436	20	23	and	and	CCONJ
cet-15436	20	24	compressibility	compressibility	NOUN
cet-15436	20	25	)	)	PUNCT
cet-15436	20	26	,	,	PUNCT
cet-15436	20	27	and	and	CCONJ
cet-15436	20	28	well	well	ADV
cet-15436	20	29	conditions	condition	NOUN
cet-15436	20	30	.	.	PUNCT
cet-15436	21	1	bhp	bhp	NOUN
cet-15436	21	2	is	be	AUX
cet-15436	21	3	measured	measure	VERB
cet-15436	21	4	using	use	VERB
cet-15436	21	5	downhole	downhole	NOUN
cet-15436	21	6	instrumentation	instrumentation	NOUN
cet-15436	21	7	or	or	CCONJ
cet-15436	21	8	estimated	estimate	VERB
cet-15436	21	9	through	through	ADP
cet-15436	21	10	numerical	numerical	ADJ
cet-15436	21	11	modeling	modeling	NOUN
cet-15436	21	12	and	and	CCONJ
cet-15436	21	13	simulation	simulation	NOUN
cet-15436	21	14	,	,	PUNCT
cet-15436	21	15	often	often	ADV
cet-15436	21	16	supported	support	VERB
cet-15436	21	17	by	by	ADP
cet-15436	21	18	software	software	NOUN
cet-15436	21	19	such	such	ADJ
cet-15436	21	20	as	as	ADP
cet-15436	21	21	ihs	ihs	PROPN
cet-15436	21	22	harmony	harmony	NOUN
cet-15436	21	23	and	and	CCONJ
cet-15436	21	24	schlumberger	schlumberger	NOUN
cet-15436	21	25	's	's	PART
cet-15436	21	26	eclipse	eclipse	NOUN
cet-15436	21	27	(	(	PUNCT
cet-15436	21	28	ihs	ihs	NOUN
cet-15436	21	29	markit	markit	NOUN
cet-15436	21	30	,	,	PUNCT
cet-15436	21	31	2020	2020	NUM
cet-15436	21	32	)	)	PUNCT
cet-15436	21	33	.	.	PUNCT
cet-15436	22	1	rta	rta	PROPN
cet-15436	22	2	has	have	AUX
cet-15436	22	3	been	be	AUX
cet-15436	22	4	widely	widely	ADV
cet-15436	22	5	used	use	VERB
cet-15436	22	6	to	to	PART
cet-15436	22	7	interpret	interpret	VERB
cet-15436	22	8	o&g	o&g	PROPN
cet-15436	22	9	data	datum	NOUN
cet-15436	22	10	(	(	PUNCT
cet-15436	22	11	such	such	ADJ
cet-15436	22	12	as	as	ADP
cet-15436	22	13	phase	phase	NOUN
cet-15436	22	14	flow	flow	NOUN
cet-15436	22	15	rates	rate	NOUN
cet-15436	22	16	,	,	PUNCT
cet-15436	22	17	pressures	pressure	NOUN
cet-15436	22	18	,	,	PUNCT
cet-15436	22	19	and	and	CCONJ
cet-15436	22	20	production	production	NOUN
cet-15436	22	21	line	line	NOUN
cet-15436	22	22	pressures	pressure	NOUN
cet-15436	22	23	)	)	PUNCT
cet-15436	22	24	and	and	CCONJ
cet-15436	22	25	provide	provide	VERB
cet-15436	22	26	insights	insight	NOUN
cet-15436	22	27	into	into	ADP
cet-15436	22	28	reservoir	reservoir	NOUN
cet-15436	22	29	behavior	behavior	NOUN
cet-15436	22	30	.	.	PUNCT
cet-15436	23	1	rta	rta	PROPN
cet-15436	23	2	combines	combine	VERB
cet-15436	23	3	phenomenological	phenomenological	ADJ
cet-15436	23	4	models	model	NOUN
cet-15436	23	5	with	with	ADP
cet-15436	23	6	production	production	NOUN
cet-15436	23	7	data	datum	NOUN
cet-15436	23	8	to	to	PART
cet-15436	23	9	analyze	analyze	VERB
cet-15436	23	10	how	how	SCONJ
cet-15436	23	11	production	production	NOUN
cet-15436	23	12	rates	rate	NOUN
cet-15436	23	13	vary	vary	VERB
cet-15436	23	14	over	over	ADP
cet-15436	23	15	time	time	NOUN
cet-15436	23	16	,	,	PUNCT
cet-15436	23	17	thereby	thereby	ADV
cet-15436	23	18	inferring	infer	VERB
cet-15436	23	19	critical	critical	ADJ
cet-15436	23	20	reservoir	reservoir	NOUN
cet-15436	23	21	parameters	parameter	NOUN
cet-15436	23	22	such	such	ADJ
cet-15436	23	23	as	as	ADP
cet-15436	23	24	sandface	sandface	NOUN
cet-15436	23	25	pressure	pressure	NOUN
cet-15436	23	26	(	(	PUNCT
cet-15436	23	27	clarkson	clarkson	PROPN
cet-15436	23	28	et	et	PROPN
cet-15436	23	29	al	al	PROPN
cet-15436	23	30	.	.	PROPN
cet-15436	23	31	,	,	PUNCT
cet-15436	23	32	2016	2016	NUM
cet-15436	23	33	)	)	PUNCT
cet-15436	23	34	.	.	PUNCT
cet-15436	24	1	the	the	DET
cet-15436	24	2	quality	quality	NOUN
cet-15436	24	3	and	and	CCONJ
cet-15436	24	4	quantity	quantity	NOUN
cet-15436	24	5	of	of	ADP
cet-15436	24	6	data	datum	NOUN
cet-15436	24	7	available	available	ADJ
cet-15436	24	8	for	for	ADP
cet-15436	24	9	training	train	VERB
cet-15436	24	10	ml	ml	ADP
cet-15436	24	11	1111	1111	NUM
cet-15436	24	12	models	model	NOUN
cet-15436	24	13	are	be	AUX
cet-15436	24	14	highly	highly	ADV
cet-15436	24	15	relevant	relevant	ADJ
cet-15436	24	16	factors	factor	NOUN
cet-15436	24	17	in	in	ADP
cet-15436	24	18	their	their	PRON
cet-15436	24	19	predictive	predictive	ADJ
cet-15436	24	20	capacity	capacity	NOUN
cet-15436	24	21	(	(	PUNCT
cet-15436	24	22	géron	géron	NOUN
cet-15436	24	23	,	,	PUNCT
cet-15436	24	24	2019	2019	NUM
cet-15436	24	25	)	)	PUNCT
cet-15436	24	26	.	.	PUNCT
cet-15436	25	1	some	some	DET
cet-15436	25	2	methods	method	NOUN
cet-15436	25	3	aim	aim	VERB
cet-15436	25	4	to	to	PART
cet-15436	25	5	improve	improve	VERB
cet-15436	25	6	data	datum	NOUN
cet-15436	25	7	quality	quality	NOUN
cet-15436	25	8	through	through	ADP
cet-15436	25	9	variable	variable	ADJ
cet-15436	25	10	selection	selection	NOUN
cet-15436	25	11	or	or	CCONJ
cet-15436	25	12	extraction	extraction	NOUN
cet-15436	25	13	techniques	technique	NOUN
cet-15436	25	14	that	that	PRON
cet-15436	25	15	reduce	reduce	VERB
cet-15436	25	16	data	data	NOUN
cet-15436	25	17	dimensionality	dimensionality	NOUN
cet-15436	25	18	,	,	PUNCT
cet-15436	25	19	such	such	ADJ
cet-15436	25	20	as	as	ADP
cet-15436	25	21	principal	principal	ADJ
cet-15436	25	22	component	component	NOUN
cet-15436	25	23	analysis	analysis	NOUN
cet-15436	25	24	(	(	PUNCT
cet-15436	25	25	pca	pca	NOUN
cet-15436	25	26	)	)	PUNCT
cet-15436	25	27	(	(	PUNCT
cet-15436	25	28	kurita	kurita	PROPN
cet-15436	25	29	,	,	PUNCT
cet-15436	25	30	2020	2020	NUM
cet-15436	25	31	)	)	PUNCT
cet-15436	25	32	.	.	PUNCT
cet-15436	26	1	pca	pca	PROPN
cet-15436	26	2	is	be	AUX
cet-15436	26	3	widely	widely	ADV
cet-15436	26	4	used	use	VERB
cet-15436	26	5	in	in	ADP
cet-15436	26	6	the	the	DET
cet-15436	26	7	literature	literature	NOUN
cet-15436	26	8	as	as	ADP
cet-15436	26	9	an	an	DET
cet-15436	26	10	effective	effective	ADJ
cet-15436	26	11	way	way	NOUN
cet-15436	26	12	to	to	PART
cet-15436	26	13	describe	describe	VERB
cet-15436	26	14	data	datum	NOUN
cet-15436	26	15	variance	variance	NOUN
cet-15436	26	16	or	or	CCONJ
cet-15436	26	17	work	work	VERB
cet-15436	26	18	with	with	ADP
cet-15436	26	19	simpler	simple	ADJ
cet-15436	26	20	components	component	NOUN
cet-15436	26	21	that	that	PRON
cet-15436	26	22	accurately	accurately	ADV
cet-15436	26	23	represent	represent	VERB
cet-15436	26	24	a	a	DET
cet-15436	26	25	dataset	dataset	NOUN
cet-15436	26	26	.	.	PUNCT
cet-15436	27	1	obtaining	obtain	VERB
cet-15436	27	2	real	real	ADJ
cet-15436	27	3	operational	operational	ADJ
cet-15436	27	4	data	datum	NOUN
cet-15436	27	5	for	for	ADP
cet-15436	27	6	ml	ml	NOUN
cet-15436	27	7	research	research	NOUN
cet-15436	27	8	in	in	ADP
cet-15436	27	9	the	the	DET
cet-15436	27	10	o&g	o&g	PROPN
cet-15436	27	11	field	field	NOUN
cet-15436	27	12	remains	remain	VERB
cet-15436	27	13	a	a	DET
cet-15436	27	14	challenge	challenge	NOUN
cet-15436	27	15	,	,	PUNCT
cet-15436	27	16	but	but	CCONJ
cet-15436	27	17	some	some	DET
cet-15436	27	18	recent	recent	ADJ
cet-15436	27	19	initiatives	initiative	NOUN
cet-15436	27	20	aim	aim	VERB
cet-15436	27	21	to	to	PART
cet-15436	27	22	change	change	VERB
cet-15436	27	23	this	this	DET
cet-15436	27	24	scenario	scenario	NOUN
cet-15436	27	25	,	,	PUNCT
cet-15436	27	26	such	such	ADJ
cet-15436	27	27	as	as	ADP
cet-15436	27	28	petrobras	petrobras	PROPN
cet-15436	27	29	'	'	PART
cet-15436	27	30	3w	3w	NUM
cet-15436	27	31	database	database	NOUN
cet-15436	27	32	,	,	PUNCT
cet-15436	27	33	which	which	PRON
cet-15436	27	34	gathers	gather	VERB
cet-15436	27	35	pressure	pressure	NOUN
cet-15436	27	36	and	and	CCONJ
cet-15436	27	37	flow	flow	NOUN
cet-15436	27	38	data	datum	NOUN
cet-15436	27	39	from	from	ADP
cet-15436	27	40	oil	oil	NOUN
cet-15436	27	41	extraction	extraction	NOUN
cet-15436	27	42	wells	well	NOUN
cet-15436	27	43	(	(	PUNCT
cet-15436	27	44	vargas	vargas	PROPN
cet-15436	27	45	,	,	PUNCT
cet-15436	28	1	r.	r.	PROPN
cet-15436	28	2	e.	e.	PROPN
cet-15436	28	3	v.	v.	PROPN
cet-15436	28	4	et	et	PROPN
cet-15436	28	5	al	al	PROPN
cet-15436	28	6	.	.	PROPN
cet-15436	28	7	,	,	PUNCT
cet-15436	28	8	2019	2019	NUM
cet-15436	28	9	)	)	PUNCT
cet-15436	28	10	.	.	PUNCT
cet-15436	29	1	another	another	DET
cet-15436	29	2	important	important	ADJ
cet-15436	29	3	initiative	initiative	NOUN
cet-15436	29	4	is	be	AUX
cet-15436	29	5	the	the	DET
cet-15436	29	6	release	release	NOUN
cet-15436	29	7	of	of	ADP
cet-15436	29	8	the	the	DET
cet-15436	29	9	public	public	ADJ
cet-15436	29	10	data	datum	NOUN
cet-15436	29	11	repository	repository	NOUN
cet-15436	29	12	by	by	ADP
cet-15436	29	13	the	the	DET
cet-15436	29	14	society	society	NOUN
cet-15436	29	15	of	of	ADP
cet-15436	29	16	petroleum	petroleum	NOUN
cet-15436	29	17	engineers	engineer	NOUN
cet-15436	29	18	(	(	PUNCT
cet-15436	29	19	spe	spe	PROPN
cet-15436	29	20	)	)	PUNCT
cet-15436	29	21	,	,	PUNCT
cet-15436	29	22	which	which	PRON
cet-15436	29	23	consolidates	consolidate	VERB
cet-15436	29	24	data	datum	NOUN
cet-15436	29	25	from	from	ADP
cet-15436	29	26	three	three	NUM
cet-15436	29	27	databases	database	NOUN
cet-15436	29	28	,	,	PUNCT
cet-15436	29	29	including	include	VERB
cet-15436	29	30	rta	rta	PROPN
cet-15436	29	31	analyses	analysis	NOUN
cet-15436	29	32	(	(	PUNCT
cet-15436	29	33	society	society	NOUN
cet-15436	29	34	of	of	ADP
cet-15436	29	35	petroleum	petroleum	NOUN
cet-15436	29	36	engineers	engineer	NOUN
cet-15436	29	37	,	,	PUNCT
cet-15436	29	38	2024	2024	NUM
cet-15436	29	39	)	)	PUNCT
cet-15436	29	40	.	.	PUNCT
cet-15436	30	1	the	the	DET
cet-15436	30	2	spe	spe	PROPN
cet-15436	30	3	repository	repository	NOUN
cet-15436	30	4	includes	include	VERB
cet-15436	30	5	operational	operational	ADJ
cet-15436	30	6	data	datum	NOUN
cet-15436	30	7	from	from	ADP
cet-15436	30	8	53	53	NUM
cet-15436	30	9	wells	well	NOUN
cet-15436	30	10	,	,	PUNCT
cet-15436	30	11	providing	provide	VERB
cet-15436	30	12	resources	resource	NOUN
cet-15436	30	13	for	for	SCONJ
cet-15436	30	14	researchers	researcher	NOUN
cet-15436	30	15	to	to	PART
cet-15436	30	16	develop	develop	VERB
cet-15436	30	17	ml	ml	NOUN
cet-15436	30	18	models	model	NOUN
cet-15436	30	19	for	for	ADP
cet-15436	30	20	reservoir	reservoir	NOUN
cet-15436	30	21	analysis	analysis	NOUN
cet-15436	30	22	.	.	PUNCT
cet-15436	31	1	despite	despite	SCONJ
cet-15436	31	2	the	the	DET
cet-15436	31	3	amount	amount	NOUN
cet-15436	31	4	of	of	ADP
cet-15436	31	5	data	datum	NOUN
cet-15436	31	6	,	,	PUNCT
cet-15436	31	7	the	the	DET
cet-15436	31	8	rta	rta	PROPN
cet-15436	31	9	dataset	dataset	PROPN
cet-15436	31	10	,	,	PUNCT
cet-15436	31	11	a	a	DET
cet-15436	31	12	key	key	ADJ
cet-15436	31	13	part	part	NOUN
cet-15436	31	14	of	of	ADP
cet-15436	31	15	the	the	DET
cet-15436	31	16	spe	spe	PROPN
cet-15436	31	17	repository	repository	NOUN
cet-15436	31	18	,	,	PUNCT
cet-15436	31	19	has	have	VERB
cet-15436	31	20	yet	yet	ADV
cet-15436	31	21	to	to	PART
cet-15436	31	22	be	be	AUX
cet-15436	31	23	fully	fully	ADV
cet-15436	31	24	explored	explore	VERB
cet-15436	31	25	in	in	ADP
cet-15436	31	26	terms	term	NOUN
cet-15436	31	27	of	of	ADP
cet-15436	31	28	variable	variable	ADJ
cet-15436	31	29	context	context	NOUN
cet-15436	31	30	and	and	CCONJ
cet-15436	31	31	distribution	distribution	NOUN
cet-15436	31	32	,	,	PUNCT
cet-15436	31	33	necessitating	necessitate	VERB
cet-15436	31	34	assumptions	assumption	NOUN
cet-15436	31	35	for	for	ADP
cet-15436	31	36	ml	ml	NOUN
cet-15436	31	37	development	development	NOUN
cet-15436	31	38	.	.	PUNCT
cet-15436	32	1	ml	ml	PROPN
cet-15436	32	2	is	be	AUX
cet-15436	32	3	a	a	DET
cet-15436	32	4	transformative	transformative	ADJ
cet-15436	32	5	approach	approach	NOUN
cet-15436	32	6	within	within	ADP
cet-15436	32	7	artificial	artificial	ADJ
cet-15436	32	8	intelligence	intelligence	NOUN
cet-15436	32	9	,	,	PUNCT
cet-15436	32	10	it	it	PRON
cet-15436	32	11	enables	enable	VERB
cet-15436	32	12	systems	system	NOUN
cet-15436	32	13	to	to	PART
cet-15436	32	14	learn	learn	VERB
cet-15436	32	15	patterns	pattern	NOUN
cet-15436	32	16	from	from	ADP
cet-15436	32	17	data	datum	NOUN
cet-15436	32	18	and	and	CCONJ
cet-15436	32	19	improve	improve	VERB
cet-15436	32	20	performance	performance	NOUN
cet-15436	32	21	without	without	ADP
cet-15436	32	22	explicit	explicit	ADJ
cet-15436	32	23	programming	programming	NOUN
cet-15436	32	24	(	(	PUNCT
cet-15436	32	25	murphy	murphy	PROPN
cet-15436	32	26	,	,	PUNCT
cet-15436	32	27	k.	k.	PROPN
cet-15436	33	1	p.	p.	PROPN
cet-15436	33	2	,	,	PUNCT
cet-15436	33	3	2012	2012	NUM
cet-15436	33	4	)	)	PUNCT
cet-15436	33	5	.	.	PUNCT
cet-15436	34	1	supervised	supervised	ADJ
cet-15436	34	2	learning	learning	NOUN
cet-15436	34	3	,	,	PUNCT
cet-15436	34	4	particularly	particularly	ADV
cet-15436	34	5	regression	regression	NOUN
cet-15436	34	6	models	model	NOUN
cet-15436	34	7	,	,	PUNCT
cet-15436	34	8	is	be	AUX
cet-15436	34	9	fundamental	fundamental	ADJ
cet-15436	34	10	for	for	ADP
cet-15436	34	11	predicting	predict	VERB
cet-15436	34	12	continuous	continuous	ADJ
cet-15436	34	13	outcomes	outcome	NOUN
cet-15436	34	14	.	.	PUNCT
cet-15436	35	1	models	model	NOUN
cet-15436	35	2	such	such	ADJ
cet-15436	35	3	as	as	ADP
cet-15436	35	4	linear	linear	PROPN
cet-15436	35	5	regression	regression	NOUN
cet-15436	35	6	,	,	PUNCT
cet-15436	35	7	decision	decision	NOUN
cet-15436	35	8	tree	tree	NOUN
cet-15436	35	9	regression	regression	NOUN
cet-15436	35	10	,	,	PUNCT
cet-15436	35	11	and	and	CCONJ
cet-15436	35	12	neural	neural	ADJ
cet-15436	35	13	networks	network	NOUN
cet-15436	35	14	address	address	VERB
cet-15436	35	15	varying	vary	VERB
cet-15436	35	16	complexities	complexity	NOUN
cet-15436	35	17	and	and	CCONJ
cet-15436	35	18	data	datum	NOUN
cet-15436	35	19	types	type	NOUN
cet-15436	35	20	(	(	PUNCT
cet-15436	35	21	bishop	bishop	NOUN
cet-15436	35	22	,	,	PUNCT
cet-15436	35	23	2006	2006	NUM
cet-15436	35	24	;	;	PUNCT
cet-15436	35	25	quinlan	quinlan	PROPN
cet-15436	35	26	,	,	PUNCT
cet-15436	35	27	1986	1986	NUM
cet-15436	35	28	;	;	PUNCT
cet-15436	35	29	goodfellow	goodfellow	PROPN
cet-15436	35	30	et	et	PROPN
cet-15436	35	31	al	al	PROPN
cet-15436	35	32	.	.	PROPN
cet-15436	35	33	,	,	PUNCT
cet-15436	35	34	2016	2016	NUM
cet-15436	35	35	)	)	PUNCT
cet-15436	35	36	.	.	PUNCT
cet-15436	36	1	these	these	DET
cet-15436	36	2	models	model	NOUN
cet-15436	36	3	have	have	VERB
cet-15436	36	4	applications	application	NOUN
cet-15436	36	5	across	across	ADP
cet-15436	36	6	industries	industry	NOUN
cet-15436	36	7	,	,	PUNCT
cet-15436	36	8	including	include	VERB
cet-15436	36	9	forecasting	forecast	VERB
cet-15436	36	10	market	market	NOUN
cet-15436	36	11	trends	trend	NOUN
cet-15436	36	12	,	,	PUNCT
cet-15436	36	13	optimizing	optimize	VERB
cet-15436	36	14	production	production	NOUN
cet-15436	36	15	schedules	schedule	NOUN
cet-15436	36	16	,	,	PUNCT
cet-15436	36	17	and	and	CCONJ
cet-15436	36	18	predicting	predict	VERB
cet-15436	36	19	patient	patient	ADJ
cet-15436	36	20	outcomes	outcome	NOUN
cet-15436	36	21	(	(	PUNCT
cet-15436	36	22	domingos	domingos	PROPN
cet-15436	36	23	,	,	PUNCT
cet-15436	36	24	p.	p.	NOUN
cet-15436	36	25	,	,	PUNCT
cet-15436	36	26	2012	2012	NUM
cet-15436	36	27	)	)	PUNCT
cet-15436	36	28	.	.	PUNCT
cet-15436	37	1	advances	advance	NOUN
cet-15436	37	2	in	in	ADP
cet-15436	37	3	ml	ml	NOUN
cet-15436	37	4	are	be	AUX
cet-15436	37	5	driven	drive	VERB
cet-15436	37	6	by	by	ADP
cet-15436	37	7	the	the	DET
cet-15436	37	8	increasing	increase	VERB
cet-15436	37	9	availability	availability	NOUN
cet-15436	37	10	of	of	ADP
cet-15436	37	11	large	large	ADJ
cet-15436	37	12	datasets	dataset	NOUN
cet-15436	37	13	and	and	CCONJ
cet-15436	37	14	computational	computational	ADJ
cet-15436	37	15	resources	resource	NOUN
cet-15436	37	16	,	,	PUNCT
cet-15436	37	17	enabling	enable	VERB
cet-15436	37	18	the	the	DET
cet-15436	37	19	development	development	NOUN
cet-15436	37	20	of	of	ADP
cet-15436	37	21	more	more	ADV
cet-15436	37	22	sophisticated	sophisticated	ADJ
cet-15436	37	23	and	and	CCONJ
cet-15436	37	24	accurate	accurate	ADJ
cet-15436	37	25	models	model	NOUN
cet-15436	37	26	to	to	PART
cet-15436	37	27	tackle	tackle	VERB
cet-15436	37	28	real	real	ADJ
cet-15436	37	29	-	-	PUNCT
cet-15436	37	30	world	world	NOUN
cet-15436	37	31	problems	problem	NOUN
cet-15436	37	32	(	(	PUNCT
cet-15436	37	33	smola	smola	PROPN
cet-15436	37	34	,	,	PUNCT
cet-15436	37	35	a.	a.	PROPN
cet-15436	37	36	j.	j.	PROPN
cet-15436	37	37	&	&	CCONJ
cet-15436	37	38	schölkopf	schölkopf	PROPN
cet-15436	37	39	,	,	PUNCT
cet-15436	37	40	b.	b.	PROPN
cet-15436	37	41	,	,	PUNCT
cet-15436	37	42	2004	2004	NUM
cet-15436	37	43	)	)	PUNCT
cet-15436	37	44	.	.	PUNCT
cet-15436	38	1	this	this	DET
cet-15436	38	2	study	study	NOUN
cet-15436	38	3	used	use	VERB
cet-15436	38	4	a	a	DET
cet-15436	38	5	ml	ml	NOUN
cet-15436	38	6	model	model	NOUN
cet-15436	38	7	to	to	PART
cet-15436	38	8	determine	determine	VERB
cet-15436	38	9	bhp	bhp	NOUN
cet-15436	38	10	using	use	VERB
cet-15436	38	11	rta	rta	PROPN
cet-15436	38	12	data	datum	NOUN
cet-15436	38	13	provided	provide	VERB
cet-15436	38	14	by	by	ADP
cet-15436	38	15	spe	spe	PROPN
cet-15436	38	16	.	.	PUNCT
cet-15436	39	1	the	the	DET
cet-15436	39	2	dataset	dataset	NOUN
cet-15436	39	3	used	use	VERB
cet-15436	39	4	contains	contain	VERB
cet-15436	39	5	detailed	detailed	ADJ
cet-15436	39	6	production	production	NOUN
cet-15436	39	7	information	information	NOUN
cet-15436	39	8	from	from	ADP
cet-15436	39	9	53	53	NUM
cet-15436	39	10	oil	oil	NOUN
cet-15436	39	11	wells	well	NOUN
cet-15436	39	12	.	.	PUNCT
cet-15436	40	1	using	use	VERB
cet-15436	40	2	ml	ml	NOUN
cet-15436	40	3	for	for	ADP
cet-15436	40	4	bhp	bhp	NOUN
cet-15436	40	5	determination	determination	NOUN
cet-15436	40	6	can	can	AUX
cet-15436	40	7	represent	represent	VERB
cet-15436	40	8	an	an	DET
cet-15436	40	9	operational	operational	ADJ
cet-15436	40	10	gain	gain	NOUN
cet-15436	40	11	in	in	ADP
cet-15436	40	12	o&g	o&g	PROPN
cet-15436	40	13	activities	activity	NOUN
cet-15436	40	14	,	,	PUNCT
cet-15436	40	15	supporting	support	VERB
cet-15436	40	16	platform	platform	NOUN
cet-15436	40	17	operators	operator	NOUN
cet-15436	40	18	in	in	ADP
cet-15436	40	19	monitoring	monitor	VERB
cet-15436	40	20	such	such	DET
cet-15436	40	21	a	a	DET
cet-15436	40	22	critical	critical	ADJ
cet-15436	40	23	process	process	NOUN
cet-15436	40	24	parameter	parameter	NOUN
cet-15436	40	25	.	.	PUNCT
cet-15436	41	1	the	the	DET
cet-15436	41	2	aim	aim	NOUN
cet-15436	41	3	of	of	ADP
cet-15436	41	4	this	this	DET
cet-15436	41	5	work	work	NOUN
cet-15436	41	6	was	be	AUX
cet-15436	41	7	to	to	PART
cet-15436	41	8	develop	develop	VERB
cet-15436	41	9	a	a	DET
cet-15436	41	10	machine	machine	NOUN
cet-15436	41	11	learning	learn	VERB
cet-15436	41	12	model	model	NOUN
cet-15436	41	13	to	to	PART
cet-15436	41	14	determine	determine	VERB
cet-15436	41	15	bhp	bhp	NOUN
cet-15436	41	16	using	use	VERB
cet-15436	41	17	rta	rta	PROPN
cet-15436	41	18	data	datum	NOUN
cet-15436	41	19	provided	provide	VERB
cet-15436	41	20	by	by	ADP
cet-15436	41	21	spe	spe	NOUN
cet-15436	41	22	,	,	PUNCT
cet-15436	41	23	including	include	VERB
cet-15436	41	24	evaluating	evaluate	VERB
cet-15436	41	25	the	the	DET
cet-15436	41	26	provided	provide	VERB
cet-15436	41	27	rta	rta	PROPN
cet-15436	41	28	data	datum	NOUN
cet-15436	41	29	,	,	PUNCT
cet-15436	41	30	identifying	identify	VERB
cet-15436	41	31	variable	variable	ADJ
cet-15436	41	32	correlations	correlation	NOUN
cet-15436	41	33	through	through	ADP
cet-15436	41	34	correlation	correlation	NOUN
cet-15436	41	35	matrices	matrix	NOUN
cet-15436	41	36	,	,	PUNCT
cet-15436	41	37	applying	apply	VERB
cet-15436	41	38	pca	pca	NOUN
cet-15436	41	39	to	to	PART
cet-15436	41	40	identify	identify	VERB
cet-15436	41	41	the	the	DET
cet-15436	41	42	best	good	ADJ
cet-15436	41	43	variables	variable	NOUN
cet-15436	41	44	that	that	PRON
cet-15436	41	45	describe	describe	VERB
cet-15436	41	46	the	the	DET
cet-15436	41	47	dataset	dataset	NOUN
cet-15436	41	48	,	,	PUNCT
cet-15436	41	49	and	and	CCONJ
cet-15436	41	50	building	build	VERB
cet-15436	41	51	a	a	DET
cet-15436	41	52	predictive	predictive	ADJ
cet-15436	41	53	ml	ml	X
cet-15436	41	54	model	model	NOUN
cet-15436	41	55	for	for	ADP
cet-15436	41	56	bhp	bhp	PROPN
cet-15436	41	57	.	.	PROPN
cet-15436	42	1	2	2	X
cet-15436	42	2	.	.	X
cet-15436	42	3	methods	method	NOUN
cet-15436	42	4	the	the	DET
cet-15436	42	5	workflow	workflow	NOUN
cet-15436	42	6	applied	apply	VERB
cet-15436	42	7	by	by	ADP
cet-15436	42	8	this	this	DET
cet-15436	42	9	work	work	NOUN
cet-15436	42	10	follows	follow	VERB
cet-15436	42	11	three	three	NUM
cet-15436	42	12	main	main	ADJ
cet-15436	42	13	steps	step	NOUN
cet-15436	42	14	:	:	PUNCT
cet-15436	42	15	data	datum	NOUN
cet-15436	42	16	acquisition	acquisition	NOUN
cet-15436	42	17	and	and	CCONJ
cet-15436	42	18	evaluation	evaluation	NOUN
cet-15436	42	19	,	,	PUNCT
cet-15436	42	20	variables	variable	VERB
cet-15436	42	21	selection	selection	NOUN
cet-15436	42	22	and	and	CCONJ
cet-15436	42	23	model	model	NOUN
cet-15436	42	24	training	training	NOUN
cet-15436	42	25	;	;	PUNCT
cet-15436	42	26	those	those	DET
cet-15436	42	27	steps	step	NOUN
cet-15436	42	28	will	will	AUX
cet-15436	42	29	be	be	AUX
cet-15436	42	30	better	well	ADV
cet-15436	42	31	described	describe	VERB
cet-15436	42	32	by	by	ADP
cet-15436	42	33	this	this	DET
cet-15436	42	34	section	section	NOUN
cet-15436	42	35	.	.	PUNCT
cet-15436	43	1	2.1	2.1	NUM
cet-15436	43	2	data	datum	NOUN
cet-15436	43	3	acquisition	acquisition	NOUN
cet-15436	43	4	and	and	CCONJ
cet-15436	43	5	cleaning	clean	VERB
cet-15436	43	6	from	from	ADP
cet-15436	43	7	spe	spe	PROPN
cet-15436	43	8	dataset	dataset	NOUN
cet-15436	43	9	,	,	PUNCT
cet-15436	43	10	all	all	DET
cet-15436	43	11	data	datum	NOUN
cet-15436	43	12	used	use	VERB
cet-15436	43	13	in	in	ADP
cet-15436	43	14	this	this	DET
cet-15436	43	15	work	work	NOUN
cet-15436	43	16	has	have	AUX
cet-15436	43	17	been	be	AUX
cet-15436	43	18	collected	collect	VERB
cet-15436	43	19	from	from	ADP
cet-15436	43	20	dataset_1_all_wells	dataset_1_all_well	NOUN
cet-15436	43	21	’s	’s	PART
cet-15436	43	22	dataset	dataset	ADJ
cet-15436	43	23	“	"	PUNCT
cet-15436	43	24	production_data.csv	production_data.csv	PRON
cet-15436	43	25	”	"	PUNCT
cet-15436	43	26	file	file	NOUN
cet-15436	43	27	(	(	PUNCT
cet-15436	43	28	spe	spe	PROPN
cet-15436	43	29	data	data	NOUN
cet-15436	43	30	repository	repository	NOUN
cet-15436	43	31	:	:	PUNCT
cet-15436	43	32	data	datum	NOUN
cet-15436	43	33	set	set	VERB
cet-15436	43	34	:	:	PUNCT
cet-15436	43	35	1	1	NUM
cet-15436	43	36	,	,	PUNCT
cet-15436	43	37	2024	2024	NUM
cet-15436	43	38	)	)	PUNCT
cet-15436	43	39	.	.	PUNCT
cet-15436	44	1	each	each	DET
cet-15436	44	2	rta	rta	PROPN
cet-15436	44	3	analysis	analysis	NOUN
cet-15436	44	4	contains	contain	VERB
cet-15436	44	5	13	13	NUM
cet-15436	44	6	variables	variable	NOUN
cet-15436	44	7	:	:	PUNCT
cet-15436	44	8	lease	lease	NOUN
cet-15436	44	9	,	,	PUNCT
cet-15436	44	10	time	time	NOUN
cet-15436	44	11	(	(	PUNCT
cet-15436	44	12	days	day	NOUN
cet-15436	44	13	)	)	PUNCT
cet-15436	44	14	,	,	PUNCT
cet-15436	44	15	choke	choke	VERB
cet-15436	44	16	size	size	NOUN
cet-15436	44	17	,	,	PUNCT
cet-15436	44	18	gas	gas	NOUN
cet-15436	44	19	volume	volume	NOUN
cet-15436	44	20	(	(	PUNCT
cet-15436	44	21	mmscf	mmscf	ADJ
cet-15436	44	22	)	)	PUNCT
cet-15436	44	23	,	,	PUNCT
cet-15436	44	24	oil	oil	NOUN
cet-15436	44	25	volume	volume	NOUN
cet-15436	44	26	(	(	PUNCT
cet-15436	44	27	stb	stb	PROPN
cet-15436	44	28	)	)	PUNCT
cet-15436	44	29	,	,	PUNCT
cet-15436	44	30	water	water	NOUN
cet-15436	44	31	volume	volume	NOUN
cet-15436	44	32	(	(	PUNCT
cet-15436	44	33	stb	stb	PROPN
cet-15436	44	34	)	)	PUNCT
cet-15436	44	35	,	,	PUNCT
cet-15436	44	36	gas	gas	NOUN
cet-15436	44	37	lift	lift	NOUN
cet-15436	44	38	inj	inj	NOUN
cet-15436	44	39	volume	volume	NOUN
cet-15436	44	40	(	(	PUNCT
cet-15436	44	41	mmscf	mmscf	ADV
cet-15436	44	42	)	)	PUNCT
cet-15436	44	43	,	,	PUNCT
cet-15436	44	44	casing	case	VERB
cet-15436	44	45	pressure	pressure	NOUN
cet-15436	44	46	(	(	PUNCT
cet-15436	44	47	psi(a	psi(a	PROPN
cet-15436	44	48	)	)	PUNCT
cet-15436	44	49	)	)	PUNCT
cet-15436	44	50	,	,	PUNCT
cet-15436	44	51	tubing	tubing	NOUN
cet-15436	44	52	pressure	pressure	NOUN
cet-15436	44	53	(	(	PUNCT
cet-15436	44	54	psi(a	psi(a	PROPN
cet-15436	44	55	)	)	PUNCT
cet-15436	44	56	)	)	PUNCT
cet-15436	44	57	,	,	PUNCT
cet-15436	44	58	active	active	ADJ
cet-15436	44	59	pressure	pressure	NOUN
cet-15436	44	60	(	(	PUNCT
cet-15436	44	61	psi(a	psi(a	PROPN
cet-15436	44	62	)	)	PUNCT
cet-15436	44	63	)	)	PUNCT
cet-15436	44	64	,	,	PUNCT
cet-15436	44	65	line	line	NOUN
cet-15436	44	66	pressure	pressure	NOUN
cet-15436	44	67	(	(	PUNCT
cet-15436	44	68	psi(a	psi(a	PROPN
cet-15436	44	69	)	)	PUNCT
cet-15436	44	70	)	)	PUNCT
cet-15436	44	71	,	,	PUNCT
cet-15436	44	72	pressure	pressure	NOUN
cet-15436	44	73	source	source	NOUN
cet-15436	44	74	,	,	PUNCT
cet-15436	44	75	and	and	CCONJ
cet-15436	44	76	calculated	calculate	VERB
cet-15436	44	77	sandface	sandface	NOUN
cet-15436	44	78	pressure	pressure	NOUN
cet-15436	44	79	(	(	PUNCT
cet-15436	44	80	psi(a	psi(a	PROPN
cet-15436	44	81	)	)	PUNCT
cet-15436	44	82	)	)	PUNCT
cet-15436	44	83	.	.	PUNCT
cet-15436	45	1	data	datum	NOUN
cet-15436	45	2	processing	processing	NOUN
cet-15436	45	3	,	,	PUNCT
cet-15436	45	4	model	model	NOUN
cet-15436	45	5	training	training	NOUN
cet-15436	45	6	,	,	PUNCT
cet-15436	45	7	and	and	CCONJ
cet-15436	45	8	graph	graph	NOUN
cet-15436	45	9	visualization	visualization	NOUN
cet-15436	45	10	were	be	AUX
cet-15436	45	11	performed	perform	VERB
cet-15436	45	12	using	use	VERB
cet-15436	45	13	python	python	NOUN
cet-15436	45	14	version	version	NOUN
cet-15436	45	15	3.10	3.10	NUM
cet-15436	45	16	(	(	PUNCT
cet-15436	45	17	python	python	NOUN
cet-15436	45	18	,	,	PUNCT
cet-15436	45	19	2019	2019	NUM
cet-15436	45	20	)	)	PUNCT
cet-15436	45	21	,	,	PUNCT
cet-15436	45	22	through	through	ADP
cet-15436	45	23	google	google	PROPN
cet-15436	45	24	colab	colab	PROPN
cet-15436	45	25	.	.	PUNCT
cet-15436	46	1	the	the	DET
cet-15436	46	2	source	source	NOUN
cet-15436	46	3	code	code	NOUN
cet-15436	46	4	for	for	ADP
cet-15436	46	5	this	this	DET
cet-15436	46	6	work	work	NOUN
cet-15436	46	7	is	be	AUX
cet-15436	46	8	available	available	ADJ
cet-15436	46	9	on	on	ADP
cet-15436	46	10	the	the	DET
cet-15436	46	11	github	github	PROPN
cet-15436	46	12	platform	platform	NOUN
cet-15436	46	13	in	in	ADP
cet-15436	46	14	a	a	DET
cet-15436	46	15	public	public	ADJ
cet-15436	46	16	repository	repository	NOUN
cet-15436	46	17	(	(	PUNCT
cet-15436	46	18	freire	freire	PROPN
cet-15436	46	19	,	,	PUNCT
cet-15436	46	20	r.	r.	PROPN
cet-15436	46	21	m.	m.	PROPN
cet-15436	46	22	,	,	PUNCT
cet-15436	46	23	2024	2024	NUM
cet-15436	46	24	)	)	PUNCT
cet-15436	46	25	.	.	PUNCT
cet-15436	47	1	the	the	DET
cet-15436	47	2	main	main	ADJ
cet-15436	47	3	python	python	NOUN
cet-15436	47	4	libraries	library	NOUN
cet-15436	47	5	used	use	VERB
cet-15436	47	6	in	in	ADP
cet-15436	47	7	this	this	DET
cet-15436	47	8	work	work	NOUN
cet-15436	47	9	were	be	AUX
cet-15436	47	10	:	:	PUNCT
cet-15436	47	11	sklearn	sklearn	ADJ
cet-15436	47	12	,	,	PUNCT
cet-15436	47	13	prince	prince	PROPN
cet-15436	47	14	,	,	PUNCT
cet-15436	47	15	pandas	panda	NOUN
cet-15436	47	16	,	,	PUNCT
cet-15436	47	17	numpy	numpy	NOUN
cet-15436	47	18	,	,	PUNCT
cet-15436	47	19	seaborn	seaborn	PROPN
cet-15436	47	20	,	,	PUNCT
cet-15436	47	21	and	and	CCONJ
cet-15436	47	22	matplotlib	matplotlib	PROPN
cet-15436	47	23	.	.	PUNCT
cet-15436	48	1	pandas	panda	NOUN
cet-15436	48	2	dropna	dropna	PROPN
cet-15436	48	3	function	function	PROPN
cet-15436	48	4	was	be	AUX
cet-15436	48	5	used	use	VERB
cet-15436	48	6	to	to	PART
cet-15436	48	7	remove	remove	VERB
cet-15436	48	8	lines	line	NOUN
cet-15436	48	9	with	with	ADP
cet-15436	48	10	only	only	ADJ
cet-15436	48	11	non	non	ADJ
cet-15436	48	12	-	-	ADJ
cet-15436	48	13	numerical	numerical	ADJ
cet-15436	48	14	values	value	NOUN
cet-15436	48	15	.	.	PUNCT
cet-15436	49	1	2.2	2.2	NUM
cet-15436	49	2	variable	variable	ADJ
cet-15436	49	3	selection	selection	NOUN
cet-15436	49	4	in	in	ADP
cet-15436	49	5	order	order	NOUN
cet-15436	49	6	to	to	PART
cet-15436	49	7	better	well	ADV
cet-15436	49	8	understand	understand	VERB
cet-15436	49	9	the	the	DET
cet-15436	49	10	statistical	statistical	ADJ
cet-15436	49	11	behaviour	behaviour	NOUN
cet-15436	49	12	and	and	CCONJ
cet-15436	49	13	relationship	relationship	NOUN
cet-15436	49	14	,	,	PUNCT
cet-15436	49	15	spearman	spearman	NOUN
cet-15436	49	16	correlations	correlation	NOUN
cet-15436	49	17	and	and	CCONJ
cet-15436	49	18	pca	pca	NOUN
cet-15436	49	19	methods	method	NOUN
cet-15436	49	20	were	be	AUX
cet-15436	49	21	employed	employ	VERB
cet-15436	49	22	by	by	ADP
cet-15436	49	23	this	this	DET
cet-15436	49	24	work	work	NOUN
cet-15436	49	25	.	.	PUNCT
cet-15436	50	1	2.2.1	2.2.1	NUM
cet-15436	50	2	spearman	spearman	NOUN
cet-15436	50	3	correlation	correlation	NOUN
cet-15436	50	4	reading	read	VERB
cet-15436	50	5	the	the	DET
cet-15436	50	6	spe	spe	PROPN
cet-15436	50	7	dataset	dataset	NOUN
cet-15436	50	8	with	with	ADP
cet-15436	50	9	pandas	panda	NOUN
cet-15436	50	10	,	,	PUNCT
cet-15436	50	11	spearman	spearman	NOUN
cet-15436	50	12	correlation	correlation	NOUN
cet-15436	50	13	was	be	AUX
cet-15436	50	14	generated	generate	VERB
cet-15436	50	15	function	function	NOUN
cet-15436	50	16	“	"	PUNCT
cet-15436	50	17	corr	corr	NOUN
cet-15436	50	18	”	"	PUNCT
cet-15436	50	19	using	use	VERB
cet-15436	50	20	method	method	NOUN
cet-15436	50	21	as	as	ADP
cet-15436	50	22	“	"	PUNCT
cet-15436	50	23	spearman	spearman	NOUN
cet-15436	50	24	”	"	PUNCT
cet-15436	50	25	(	(	PUNCT
cet-15436	50	26	e.g.	e.g.	ADV
cet-15436	50	27	“	"	PUNCT
cet-15436	50	28	dataframe.corr(method='spearman	dataframe.corr(method='spearman	NOUN
cet-15436	50	29	'	'	PUNCT
cet-15436	50	30	)	)	PUNCT
cet-15436	50	31	”	"	PUNCT
cet-15436	50	32	)	)	PUNCT
cet-15436	50	33	,	,	PUNCT
cet-15436	50	34	in	in	ADP
cet-15436	50	35	order	order	NOUN
cet-15436	50	36	to	to	PART
cet-15436	50	37	improve	improve	VERB
cet-15436	50	38	data	data	NOUN
cet-15436	50	39	visualization	visualization	NOUN
cet-15436	50	40	,	,	PUNCT
cet-15436	50	41	a	a	DET
cet-15436	50	42	heatmap	heatmap	NOUN
cet-15436	50	43	was	be	AUX
cet-15436	50	44	plotted	plot	VERB
cet-15436	50	45	using	use	VERB
cet-15436	50	46	the	the	DET
cet-15436	50	47	library	library	PROPN
cet-15436	50	48	seaborn	seaborn	PROPN
cet-15436	50	49	’s	’s	PART
cet-15436	50	50	heatmap	heatmap	PROPN
cet-15436	50	51	function	function	NOUN
cet-15436	50	52	(	(	PUNCT
cet-15436	50	53	e.g.	e.g.	ADV
cet-15436	50	54	“	"	PUNCT
cet-15436	50	55	seaborn.heatmap	seaborn.heatmap	NUM
cet-15436	50	56	”	"	PUNCT
cet-15436	50	57	)	)	PUNCT
cet-15436	50	58	and	and	CCONJ
cet-15436	50	59	spearman	spearman	NOUN
cet-15436	50	60	correlation	correlation	NOUN
cet-15436	50	61	’s	’s	PART
cet-15436	50	62	data	datum	NOUN
cet-15436	50	63	.	.	PUNCT
cet-15436	51	1	2.2.2	2.2.2	NUM
cet-15436	51	2	pca	pca	PROPN
cet-15436	51	3	prince	prince	PROPN
cet-15436	51	4	library	library	NOUN
cet-15436	51	5	was	be	AUX
cet-15436	51	6	employed	employ	VERB
cet-15436	51	7	to	to	PART
cet-15436	51	8	perform	perform	VERB
cet-15436	51	9	pca	pca	NOUN
cet-15436	51	10	analysis	analysis	NOUN
cet-15436	51	11	in	in	ADP
cet-15436	51	12	order	order	NOUN
cet-15436	51	13	to	to	PART
cet-15436	51	14	evaluate	evaluate	VERB
cet-15436	51	15	variables	variable	NOUN
cet-15436	51	16	correlation	correlation	NOUN
cet-15436	51	17	and	and	CCONJ
cet-15436	51	18	distribution	distribution	NOUN
cet-15436	51	19	.	.	PUNCT
cet-15436	52	1	the	the	DET
cet-15436	52	2	non	non	PROPN
cet-15436	52	3	default	default	NOUN
cet-15436	52	4	parameters	parameter	NOUN
cet-15436	52	5	employed	employ	VERB
cet-15436	52	6	were	be	AUX
cet-15436	52	7	:	:	PUNCT
cet-15436	52	8	n_components	n_component	NOUN
cet-15436	52	9	equals	equal	VERB
cet-15436	52	10	to	to	ADP
cet-15436	52	11	6	6	NUM
cet-15436	52	12	,	,	PUNCT
cet-15436	52	13	n_iter	n_iter	PRON
cet-15436	52	14	was	be	AUX
cet-15436	52	15	10	10	NUM
cet-15436	52	16	,	,	PUNCT
cet-15436	52	17	rescale_with_mean	rescale_with_mean	ADJ
cet-15436	52	18	used	use	VERB
cet-15436	52	19	was	be	AUX
cet-15436	52	20	true	true	ADJ
cet-15436	52	21	and	and	CCONJ
cet-15436	52	22	random_state	random_state	ADJ
cet-15436	52	23	of	of	ADP
cet-15436	52	24	200	200	NUM
cet-15436	52	25	.	.	PUNCT
cet-15436	53	1	to	to	PART
cet-15436	53	2	plot	plot	VERB
cet-15436	53	3	the	the	DET
cet-15436	53	4	principal	principal	ADJ
cet-15436	53	5	component	component	NOUN
cet-15436	53	6	tables	table	NOUN
cet-15436	53	7	,	,	PUNCT
cet-15436	53	8	1112	1112	NUM
cet-15436	53	9	their	their	PRON
cet-15436	53	10	contributions	contribution	NOUN
cet-15436	53	11	to	to	ADP
cet-15436	53	12	describing	describe	VERB
cet-15436	53	13	the	the	DET
cet-15436	53	14	dataset	dataset	NOUN
cet-15436	53	15	,	,	PUNCT
cet-15436	53	16	and	and	CCONJ
cet-15436	53	17	correlations	correlation	NOUN
cet-15436	53	18	,	,	PUNCT
cet-15436	53	19	the	the	DET
cet-15436	53	20	parameters	parameter	NOUN
cet-15436	53	21	from	from	ADP
cet-15436	53	22	the	the	DET
cet-15436	53	23	pca	pca	NOUN
cet-15436	53	24	class	class	NOUN
cet-15436	53	25	were	be	AUX
cet-15436	53	26	called	call	VERB
cet-15436	53	27	:	:	PUNCT
cet-15436	53	28	.eigenvalues_summary	.eigenvalues_summary	PROPN
cet-15436	53	29	,	,	PUNCT
cet-15436	53	30	.column_contributions	.column_contributions	PUNCT
cet-15436	53	31	_	_	PUNCT
cet-15436	53	32	,	,	PUNCT
cet-15436	53	33	and	and	CCONJ
cet-15436	53	34	.column_correlations	.column_correlations	PROPN
cet-15436	53	35	.	.	PUNCT
cet-15436	54	1	the	the	DET
cet-15436	54	2	sum	sum	NOUN
cet-15436	54	3	of	of	ADP
cet-15436	54	4	the	the	DET
cet-15436	54	5	product	product	NOUN
cet-15436	54	6	of	of	ADP
cet-15436	54	7	each	each	DET
cet-15436	54	8	principal	principal	ADJ
cet-15436	54	9	component	component	NOUN
cet-15436	54	10	's	's	PART
cet-15436	54	11	variance	variance	NOUN
cet-15436	54	12	by	by	ADP
cet-15436	54	13	its	its	PRON
cet-15436	54	14	contribution	contribution	NOUN
cet-15436	54	15	to	to	ADP
cet-15436	54	16	the	the	DET
cet-15436	54	17	variable	variable	NOUN
cet-15436	54	18	was	be	AUX
cet-15436	54	19	employed	employ	VERB
cet-15436	54	20	to	to	PART
cet-15436	54	21	rank	rank	VERB
cet-15436	54	22	the	the	DET
cet-15436	54	23	variables	variable	NOUN
cet-15436	54	24	(	(	PUNCT
cet-15436	54	25	halford	halford	NOUN
cet-15436	54	26	,	,	PUNCT
cet-15436	54	27	2023	2023	NUM
cet-15436	54	28	)	)	PUNCT
cet-15436	54	29	.	.	PUNCT
cet-15436	55	1	2.3	2.3	NUM
cet-15436	55	2	model	model	NOUN
cet-15436	55	3	training	training	NOUN
cet-15436	55	4	decision	decision	NOUN
cet-15436	55	5	tree	tree	NOUN
cet-15436	55	6	(	(	PUNCT
cet-15436	55	7	dt	dt	NOUN
cet-15436	55	8	)	)	PUNCT
cet-15436	55	9	regression	regression	NOUN
cet-15436	55	10	was	be	AUX
cet-15436	55	11	the	the	DET
cet-15436	55	12	chosen	choose	VERB
cet-15436	55	13	model	model	NOUN
cet-15436	55	14	to	to	PART
cet-15436	55	15	be	be	AUX
cet-15436	55	16	applied	apply	VERB
cet-15436	55	17	for	for	ADP
cet-15436	55	18	this	this	DET
cet-15436	55	19	work	work	NOUN
cet-15436	55	20	,	,	PUNCT
cet-15436	55	21	employing	employ	VERB
cet-15436	55	22	the	the	DET
cet-15436	55	23	“	"	PUNCT
cet-15436	55	24	decisiontreeregressor	decisiontreeregressor	NOUN
cet-15436	55	25	”	"	PUNCT
cet-15436	55	26	function	function	NOUN
cet-15436	55	27	from	from	ADP
cet-15436	55	28	sklearn	sklearn	PROPN
cet-15436	55	29	.	.	PUNCT
cet-15436	56	1	cross	cross	NOUN
cet-15436	56	2	validation	validation	NOUN
cet-15436	56	3	technique	technique	NOUN
cet-15436	56	4	was	be	AUX
cet-15436	56	5	used	use	VERB
cet-15436	56	6	with	with	ADP
cet-15436	56	7	sklearn	sklearn	PROPN
cet-15436	56	8	’s	’s	PART
cet-15436	56	9	gridsearchcv	gridsearchcv	NOUN
cet-15436	56	10	,	,	PUNCT
cet-15436	56	11	to	to	ADP
cet-15436	56	12	following	follow	VERB
cet-15436	56	13	topologies	topology	NOUN
cet-15436	56	14	amongs	among	NOUN
cet-15436	56	15	the	the	DET
cet-15436	56	16	configuration	configuration	NOUN
cet-15436	56	17	of	of	ADP
cet-15436	56	18	the	the	DET
cet-15436	56	19	used	used	ADJ
cet-15436	56	20	regressor	regressor	NOUN
cet-15436	56	21	:	:	PUNCT
cet-15436	56	22	max_depth	max_depth	NOUN
cet-15436	56	23	between	between	ADP
cet-15436	56	24	2	2	NUM
cet-15436	56	25	,	,	PUNCT
cet-15436	56	26	4	4	NUM
cet-15436	56	27	and	and	CCONJ
cet-15436	56	28	8	8	NUM
cet-15436	56	29	,	,	PUNCT
cet-15436	56	30	min_samples_split	min_samples_split	ADJ
cet-15436	56	31	of	of	ADP
cet-15436	56	32	2	2	NUM
cet-15436	56	33	,	,	PUNCT
cet-15436	56	34	5	5	NUM
cet-15436	56	35	and	and	CCONJ
cet-15436	56	36	10	10	NUM
cet-15436	56	37	,	,	PUNCT
cet-15436	56	38	min_samples_leaf	min_samples_leaf	NOUN
cet-15436	56	39	of	of	ADP
cet-15436	56	40	1	1	NUM
cet-15436	56	41	,	,	PUNCT
cet-15436	56	42	4	4	NUM
cet-15436	56	43	and	and	CCONJ
cet-15436	56	44	8	8	NUM
cet-15436	56	45	and	and	CCONJ
cet-15436	56	46	cv	cv	PROPN
cet-15436	56	47	was	be	AUX
cet-15436	56	48	default	default	NOUN
cet-15436	56	49	5	5	NUM
cet-15436	56	50	.	.	PUNCT
cet-15436	57	1	the	the	DET
cet-15436	57	2	whole	whole	ADJ
cet-15436	57	3	dataset	dataset	NOUN
cet-15436	57	4	was	be	AUX
cet-15436	57	5	splitted	splitte	VERB
cet-15436	57	6	between	between	ADP
cet-15436	57	7	training	training	NOUN
cet-15436	57	8	and	and	CCONJ
cet-15436	57	9	test	test	NOUN
cet-15436	57	10	datasets	dataset	NOUN
cet-15436	57	11	by	by	ADP
cet-15436	57	12	the	the	DET
cet-15436	57	13	proportion	proportion	NOUN
cet-15436	57	14	of	of	ADP
cet-15436	57	15	70	70	NUM
cet-15436	57	16	%	%	NOUN
cet-15436	57	17	of	of	ADP
cet-15436	57	18	training	training	NOUN
cet-15436	57	19	data	datum	NOUN
cet-15436	57	20	and	and	CCONJ
cet-15436	57	21	30	30	NUM
cet-15436	57	22	%	%	NOUN
cet-15436	57	23	being	be	AUX
cet-15436	57	24	redirected	redirect	VERB
cet-15436	57	25	for	for	ADP
cet-15436	57	26	tests	test	NOUN
cet-15436	57	27	.	.	PUNCT
cet-15436	58	1	the	the	DET
cet-15436	58	2	r²	r²	ADJ
cet-15436	58	3	metric	metric	NOUN
cet-15436	58	4	and	and	CCONJ
cet-15436	58	5	mean	mean	ADJ
cet-15436	58	6	squared	square	VERB
cet-15436	58	7	error	error	NOUN
cet-15436	58	8	(	(	PUNCT
cet-15436	58	9	mse	mse	NOUN
cet-15436	58	10	)	)	PUNCT
cet-15436	58	11	were	be	AUX
cet-15436	58	12	adopted	adopt	VERB
cet-15436	58	13	to	to	PART
cet-15436	58	14	compare	compare	VERB
cet-15436	58	15	the	the	DET
cet-15436	58	16	trained	train	VERB
cet-15436	58	17	models	model	NOUN
cet-15436	58	18	,	,	PUNCT
cet-15436	58	19	those	those	DET
cet-15436	58	20	metrics	metric	NOUN
cet-15436	58	21	were	be	AUX
cet-15436	58	22	also	also	ADV
cet-15436	58	23	used	use	VERB
cet-15436	58	24	to	to	PART
cet-15436	58	25	compare	compare	VERB
cet-15436	58	26	training	training	NOUN
cet-15436	58	27	and	and	CCONJ
cet-15436	58	28	testing	testing	NOUN
cet-15436	58	29	models	model	NOUN
cet-15436	58	30	to	to	PART
cet-15436	58	31	determine	determine	VERB
cet-15436	58	32	better	well	ADJ
cet-15436	58	33	fits	fit	NOUN
cet-15436	58	34	.	.	PUNCT
cet-15436	59	1	3	3	X
cet-15436	59	2	.	.	NOUN
cet-15436	59	3	results	result	NOUN
cet-15436	59	4	and	and	CCONJ
cet-15436	59	5	discussion	discussion	NOUN
cet-15436	59	6	3.1	3.1	NUM
cet-15436	59	7	data	datum	NOUN
cet-15436	59	8	evaluation	evaluation	NOUN
cet-15436	59	9	initially	initially	ADV
cet-15436	59	10	,	,	PUNCT
cet-15436	59	11	the	the	DET
cet-15436	59	12	spe	spe	PROPN
cet-15436	59	13	data	datum	NOUN
cet-15436	59	14	was	be	AUX
cet-15436	59	15	evaluated	evaluate	VERB
cet-15436	59	16	to	to	PART
cet-15436	59	17	gain	gain	VERB
cet-15436	59	18	a	a	DET
cet-15436	59	19	better	well	ADJ
cet-15436	59	20	understanding	understanding	NOUN
cet-15436	59	21	of	of	ADP
cet-15436	59	22	its	its	PRON
cet-15436	59	23	variables	variable	NOUN
cet-15436	59	24	.	.	PUNCT
cet-15436	60	1	the	the	DET
cet-15436	60	2	dataset	dataset	NOUN
cet-15436	60	3	used	use	VERB
cet-15436	60	4	is	be	AUX
cet-15436	60	5	a	a	DET
cet-15436	60	6	collection	collection	NOUN
cet-15436	60	7	of	of	ADP
cet-15436	60	8	time	time	NOUN
cet-15436	60	9	series	series	PROPN
cet-15436	60	10	related	relate	VERB
cet-15436	60	11	to	to	ADP
cet-15436	60	12	reservoir	reservoir	NOUN
cet-15436	60	13	testing	testing	NOUN
cet-15436	60	14	analysis	analysis	NOUN
cet-15436	60	15	(	(	PUNCT
cet-15436	60	16	rta	rta	PROPN
cet-15436	60	17	)	)	PUNCT
cet-15436	60	18	,	,	PUNCT
cet-15436	60	19	encompassing	encompass	VERB
cet-15436	60	20	53	53	NUM
cet-15436	60	21	o&g	o&g	PROPN
cet-15436	60	22	wells	well	NOUN
cet-15436	60	23	,	,	PUNCT
cet-15436	60	24	totaling	total	VERB
cet-15436	60	25	60,976	60,976	NUM
cet-15436	60	26	rows	row	NOUN
cet-15436	60	27	of	of	ADP
cet-15436	60	28	information	information	NOUN
cet-15436	60	29	(	(	PUNCT
cet-15436	60	30	spe	spe	PROPN
cet-15436	60	31	,	,	PUNCT
cet-15436	60	32	2024	2024	NUM
cet-15436	60	33	)	)	PUNCT
cet-15436	60	34	.	.	PUNCT
cet-15436	61	1	among	among	ADP
cet-15436	61	2	rta	rta	PROPN
cet-15436	61	3	variables	variable	NOUN
cet-15436	61	4	,	,	PUNCT
cet-15436	61	5	“	"	PUNCT
cet-15436	61	6	lease	lease	NOUN
cet-15436	61	7	”	"	PUNCT
cet-15436	61	8	and	and	CCONJ
cet-15436	61	9	“	"	PUNCT
cet-15436	61	10	pressure	pressure	NOUN
cet-15436	61	11	source	source	NOUN
cet-15436	61	12	”	"	PUNCT
cet-15436	61	13	represent	represent	NOUN
cet-15436	61	14	,	,	PUNCT
cet-15436	61	15	respectively	respectively	ADV
cet-15436	61	16	,	,	PUNCT
cet-15436	61	17	the	the	DET
cet-15436	61	18	identification	identification	NOUN
cet-15436	61	19	of	of	ADP
cet-15436	61	20	the	the	DET
cet-15436	61	21	evaluated	evaluate	VERB
cet-15436	61	22	well	well	ADV
cet-15436	61	23	and	and	CCONJ
cet-15436	61	24	the	the	DET
cet-15436	61	25	type	type	NOUN
cet-15436	61	26	of	of	ADP
cet-15436	61	27	pressure	pressure	NOUN
cet-15436	61	28	assessed	assess	VERB
cet-15436	61	29	(	(	PUNCT
cet-15436	61	30	casing	casing	NOUN
cet-15436	61	31	or	or	CCONJ
cet-15436	61	32	tubing	tubing	NOUN
cet-15436	61	33	)	)	PUNCT
cet-15436	61	34	.	.	PUNCT
cet-15436	62	1	similarly	similarly	ADV
cet-15436	62	2	,	,	PUNCT
cet-15436	62	3	time	time	NOUN
cet-15436	62	4	corresponds	correspond	VERB
cet-15436	62	5	to	to	ADP
cet-15436	62	6	the	the	DET
cet-15436	62	7	day	day	NOUN
cet-15436	62	8	number	number	NOUN
cet-15436	62	9	in	in	ADP
cet-15436	62	10	the	the	DET
cet-15436	62	11	time	time	NOUN
cet-15436	62	12	series	series	NOUN
cet-15436	62	13	.	.	PUNCT
cet-15436	63	1	the	the	DET
cet-15436	63	2	distribution	distribution	NOUN
cet-15436	63	3	of	of	ADP
cet-15436	63	4	null	null	ADJ
cet-15436	63	5	or	or	CCONJ
cet-15436	63	6	zero	zero	NUM
cet-15436	63	7	data	datum	NOUN
cet-15436	63	8	was	be	AUX
cet-15436	63	9	analyzed	analyze	VERB
cet-15436	63	10	by	by	ADP
cet-15436	63	11	calculating	calculate	VERB
cet-15436	63	12	their	their	PRON
cet-15436	63	13	occurrence	occurrence	NOUN
cet-15436	63	14	,	,	PUNCT
cet-15436	63	15	as	as	SCONJ
cet-15436	63	16	shown	show	VERB
cet-15436	63	17	in	in	ADP
cet-15436	63	18	table	table	NOUN
cet-15436	63	19	1	1	NUM
cet-15436	63	20	.	.	PUNCT
cet-15436	63	21	table	table	NOUN
cet-15436	63	22	1	1	NUM
cet-15436	63	23	:	:	PUNCT
cet-15436	63	24	proportion	proportion	NOUN
cet-15436	63	25	of	of	ADP
cet-15436	63	26	null	null	ADJ
cet-15436	63	27	and	and	CCONJ
cet-15436	63	28	zero	zero	NUM
cet-15436	63	29	values	value	NOUN
cet-15436	63	30	for	for	ADP
cet-15436	63	31	each	each	DET
cet-15436	63	32	variable	variable	ADJ
cet-15436	63	33	variables	variable	NOUN
cet-15436	63	34	null	null	ADJ
cet-15436	63	35	values	value	NOUN
cet-15436	63	36	percentage	percentage	NOUN
cet-15436	63	37	(	(	PUNCT
cet-15436	63	38	%	%	NOUN
cet-15436	63	39	)	)	PUNCT
cet-15436	63	40	null	null	NOUN
cet-15436	63	41	and	and	CCONJ
cet-15436	63	42	zero	zero	NUM
cet-15436	63	43	values	value	NOUN
cet-15436	63	44	(	(	PUNCT
cet-15436	63	45	%	%	INTJ
cet-15436	63	46	)	)	PUNCT
cet-15436	63	47	choke	choke	NOUN
cet-15436	63	48	size	size	NOUN
cet-15436	64	1	96,2	96,2	NUM
cet-15436	64	2	%	%	NOUN
cet-15436	64	3	96,2	96,2	NUM
cet-15436	64	4	%	%	NOUN
cet-15436	64	5	gas	gas	NOUN
cet-15436	64	6	volume	volume	NOUN
cet-15436	64	7	(	(	PUNCT
cet-15436	64	8	mmscf	mmscf	ADV
cet-15436	64	9	)	)	PUNCT
cet-15436	64	10	0,4	0,4	NUM
cet-15436	64	11	%	%	NOUN
cet-15436	64	12	5,1	5,1	NUM
cet-15436	64	13	%	%	NOUN
cet-15436	64	14	oil	oil	NOUN
cet-15436	64	15	volume	volume	NOUN
cet-15436	64	16	(	(	PUNCT
cet-15436	64	17	stb	stb	NOUN
cet-15436	64	18	)	)	PUNCT
cet-15436	64	19	13,8	13,8	NUM
cet-15436	64	20	%	%	NOUN
cet-15436	64	21	80,9	80,9	NUM
cet-15436	64	22	%	%	NOUN
cet-15436	64	23	water	water	NOUN
cet-15436	64	24	volume	volume	NOUN
cet-15436	64	25	(	(	PUNCT
cet-15436	64	26	stb	stb	PROPN
cet-15436	64	27	)	)	PUNCT
cet-15436	65	1	0,0	0,0	NUM
cet-15436	65	2	%	%	NOUN
cet-15436	65	3	9,9	9,9	NUM
cet-15436	65	4	%	%	NOUN
cet-15436	65	5	gas	gas	NOUN
cet-15436	65	6	lift	lift	NOUN
cet-15436	65	7	inj	inj	NOUN
cet-15436	65	8	volume	volume	NOUN
cet-15436	65	9	(	(	PUNCT
cet-15436	65	10	mmscf	mmscf	ADV
cet-15436	65	11	)	)	PUNCT
cet-15436	66	1	87,5	87,5	NUM
cet-15436	66	2	%	%	NOUN
cet-15436	66	3	91,3	91,3	NUM
cet-15436	66	4	%	%	NOUN
cet-15436	66	5	casing	casing	NOUN
cet-15436	66	6	pressure	pressure	NOUN
cet-15436	66	7	(	(	PUNCT
cet-15436	66	8	psi(a	psi(a	PROPN
cet-15436	66	9	)	)	PUNCT
cet-15436	66	10	)	)	PUNCT
cet-15436	66	11	0,0	0,0	NUM
cet-15436	66	12	%	%	NOUN
cet-15436	66	13	1,4	1,4	NUM
cet-15436	66	14	%	%	NOUN
cet-15436	66	15	tubing	tubing	NOUN
cet-15436	66	16	pressure	pressure	NOUN
cet-15436	66	17	(	(	PUNCT
cet-15436	66	18	psi(a	psi(a	PROPN
cet-15436	66	19	)	)	PUNCT
cet-15436	66	20	)	)	PUNCT
cet-15436	66	21	0,0	0,0	NUM
cet-15436	66	22	%	%	NOUN
cet-15436	66	23	26,1	26,1	NUM
cet-15436	66	24	%	%	NOUN
cet-15436	66	25	active	active	ADJ
cet-15436	66	26	pressure	pressure	NOUN
cet-15436	66	27	(	(	PUNCT
cet-15436	66	28	psi(a	psi(a	PROPN
cet-15436	66	29	)	)	PUNCT
cet-15436	66	30	)	)	PUNCT
cet-15436	66	31	0,0	0,0	NUM
cet-15436	66	32	%	%	NOUN
cet-15436	66	33	1,0	1,0	NUM
cet-15436	66	34	%	%	NOUN
cet-15436	66	35	line	line	NOUN
cet-15436	66	36	pressure	pressure	NOUN
cet-15436	66	37	(	(	PUNCT
cet-15436	66	38	psi(a	psi(a	PROPN
cet-15436	66	39	)	)	PUNCT
cet-15436	66	40	)	)	PUNCT
cet-15436	66	41	0,0	0,0	NUM
cet-15436	66	42	%	%	NOUN
cet-15436	66	43	1,7	1,7	NUM
cet-15436	66	44	%	%	NOUN
cet-15436	66	45	pressure	pressure	NOUN
cet-15436	66	46	source	source	NOUN
cet-15436	66	47	0,0	0,0	NOUN
cet-15436	66	48	%	%	NOUN
cet-15436	66	49	0,0	0,0	NUM
cet-15436	66	50	%	%	NOUN
cet-15436	66	51	calculated	calculate	VERB
cet-15436	66	52	sandface	sandface	NOUN
cet-15436	66	53	pressure	pressure	NOUN
cet-15436	66	54	(	(	PUNCT
cet-15436	66	55	psi(a	psi(a	PROPN
cet-15436	66	56	)	)	PUNCT
cet-15436	66	57	)	)	PUNCT
cet-15436	66	58	1,4	1,4	NUM
cet-15436	66	59	%	%	NOUN
cet-15436	66	60	1,4	1,4	NUM
cet-15436	66	61	%	%	NOUN
cet-15436	66	62	it	it	PRON
cet-15436	66	63	is	be	AUX
cet-15436	66	64	noticeable	noticeable	ADJ
cet-15436	66	65	that	that	SCONJ
cet-15436	66	66	most	most	ADJ
cet-15436	66	67	values	value	NOUN
cet-15436	66	68	for	for	ADP
cet-15436	66	69	“	"	PUNCT
cet-15436	66	70	choke	choke	VERB
cet-15436	66	71	size	size	NOUN
cet-15436	66	72	”	"	PUNCT
cet-15436	66	73	and	and	CCONJ
cet-15436	66	74	“	"	PUNCT
cet-15436	66	75	gas	gas	NOUN
cet-15436	66	76	lift	lift	NOUN
cet-15436	66	77	inj	inj	NOUN
cet-15436	66	78	volume	volume	NOUN
cet-15436	66	79	”	"	PUNCT
cet-15436	66	80	are	be	AUX
cet-15436	66	81	missing	miss	VERB
cet-15436	66	82	or	or	CCONJ
cet-15436	66	83	zero	zero	NUM
cet-15436	66	84	.	.	PUNCT
cet-15436	67	1	therefore	therefore	ADV
cet-15436	67	2	,	,	PUNCT
cet-15436	67	3	the	the	DET
cet-15436	67	4	assumption	assumption	NOUN
cet-15436	67	5	of	of	ADP
cet-15436	67	6	this	this	DET
cet-15436	67	7	study	study	NOUN
cet-15436	67	8	is	be	AUX
cet-15436	67	9	that	that	SCONJ
cet-15436	67	10	these	these	DET
cet-15436	67	11	columns	column	NOUN
cet-15436	67	12	are	be	AUX
cet-15436	67	13	not	not	PART
cet-15436	67	14	important	important	ADJ
cet-15436	67	15	for	for	ADP
cet-15436	67	16	predicting	predict	VERB
cet-15436	67	17	“	"	PUNCT
cet-15436	67	18	calculated	calculate	VERB
cet-15436	67	19	sandface	sandface	NOUN
cet-15436	67	20	pressure	pressure	NOUN
cet-15436	67	21	”	"	PUNCT
cet-15436	67	22	and	and	CCONJ
cet-15436	67	23	can	can	AUX
cet-15436	67	24	thus	thus	ADV
cet-15436	67	25	be	be	AUX
cet-15436	67	26	disregarded	disregard	VERB
cet-15436	67	27	.	.	PUNCT
cet-15436	68	1	leases	lease	NOUN
cet-15436	68	2	that	that	PRON
cet-15436	68	3	presented	present	VERB
cet-15436	68	4	empty	empty	ADJ
cet-15436	68	5	information	information	NOUN
cet-15436	68	6	were	be	AUX
cet-15436	68	7	dropped	drop	VERB
cet-15436	68	8	.	.	PUNCT
cet-15436	69	1	“	"	PUNCT
cet-15436	69	2	tubing	tubing	NOUN
cet-15436	69	3	pressure	pressure	NOUN
cet-15436	69	4	”	"	PUNCT
cet-15436	69	5	also	also	ADV
cet-15436	69	6	exhibits	exhibit	VERB
cet-15436	69	7	many	many	ADJ
cet-15436	69	8	zero	zero	NUM
cet-15436	69	9	vectors	vector	NOUN
cet-15436	69	10	;	;	PUNCT
cet-15436	69	11	however	however	ADV
cet-15436	69	12	,	,	PUNCT
cet-15436	69	13	it	it	PRON
cet-15436	69	14	can	can	AUX
cet-15436	69	15	be	be	AUX
cet-15436	69	16	considered	consider	VERB
cet-15436	69	17	an	an	DET
cet-15436	69	18	operational	operational	ADJ
cet-15436	69	19	data	data	NOUN
cet-15436	69	20	point	point	NOUN
cet-15436	69	21	since	since	SCONJ
cet-15436	69	22	“	"	PUNCT
cet-15436	69	23	tubing	tubing	NOUN
cet-15436	69	24	pressure	pressure	NOUN
cet-15436	69	25	”	"	PUNCT
cet-15436	69	26	and	and	CCONJ
cet-15436	69	27	“	"	PUNCT
cet-15436	69	28	casing	casing	NOUN
cet-15436	69	29	pressure	pressure	NOUN
cet-15436	69	30	”	"	PUNCT
cet-15436	69	31	are	be	AUX
cet-15436	69	32	indicated	indicate	VERB
cet-15436	69	33	by	by	ADP
cet-15436	69	34	the	the	DET
cet-15436	69	35	“	"	PUNCT
cet-15436	69	36	pressure	pressure	NOUN
cet-15436	69	37	source	source	NOUN
cet-15436	69	38	”	"	PUNCT
cet-15436	69	39	.	.	PUNCT
cet-15436	70	1	in	in	ADP
cet-15436	70	2	other	other	ADJ
cet-15436	70	3	words	word	NOUN
cet-15436	70	4	,	,	PUNCT
cet-15436	70	5	“	"	PUNCT
cet-15436	70	6	tubing	tubing	NOUN
cet-15436	70	7	pressure	pressure	NOUN
cet-15436	70	8	”	"	PUNCT
cet-15436	70	9	is	be	AUX
cet-15436	70	10	zero	zero	NUM
cet-15436	70	11	when	when	SCONJ
cet-15436	70	12	the	the	DET
cet-15436	70	13	“	"	PUNCT
cet-15436	70	14	pressure	pressure	NOUN
cet-15436	70	15	source	source	NOUN
cet-15436	70	16	”	"	PUNCT
cet-15436	70	17	is	be	AUX
cet-15436	70	18	“	"	PUNCT
cet-15436	70	19	casing	case	VERB
cet-15436	70	20	pressure	pressure	NOUN
cet-15436	70	21	”	"	PUNCT
cet-15436	70	22	.	.	PUNCT
cet-15436	71	1	the	the	DET
cet-15436	71	2	“	"	PUNCT
cet-15436	71	3	oil	oil	NOUN
cet-15436	71	4	volume	volume	NOUN
cet-15436	71	5	”	"	PUNCT
cet-15436	71	6	column	column	NOUN
cet-15436	71	7	also	also	ADV
cet-15436	71	8	raises	raise	VERB
cet-15436	71	9	questions	question	NOUN
cet-15436	71	10	about	about	ADP
cet-15436	71	11	the	the	DET
cet-15436	71	12	dataset	dataset	NOUN
cet-15436	71	13	.	.	PUNCT
cet-15436	72	1	since	since	SCONJ
cet-15436	72	2	crude	crude	ADJ
cet-15436	72	3	oil	oil	NOUN
cet-15436	72	4	is	be	AUX
cet-15436	72	5	a	a	DET
cet-15436	72	6	three	three	NUM
cet-15436	72	7	-	-	PUNCT
cet-15436	72	8	phase	phase	NOUN
cet-15436	72	9	compound	compound	NOUN
cet-15436	72	10	of	of	ADP
cet-15436	72	11	gas	gas	NOUN
cet-15436	72	12	,	,	PUNCT
cet-15436	72	13	oil	oil	NOUN
cet-15436	72	14	,	,	PUNCT
cet-15436	72	15	and	and	CCONJ
cet-15436	72	16	water	water	NOUN
cet-15436	72	17	(	(	PUNCT
cet-15436	72	18	guan	guan	PROPN
cet-15436	72	19	h.y	h.y	PROPN
cet-15436	72	20	.	.	PROPN
cet-15436	72	21	,	,	PUNCT
cet-15436	72	22	jiyuan	jiyuan	PROPN
cet-15436	72	23	t.	t.	PROPN
cet-15436	72	24	,	,	PUNCT
cet-15436	72	25	2009	2009	NUM
cet-15436	72	26	)	)	PUNCT
cet-15436	72	27	,	,	PUNCT
cet-15436	72	28	more	more	ADJ
cet-15436	72	29	data	datum	NOUN
cet-15436	72	30	in	in	ADP
cet-15436	72	31	“	"	PUNCT
cet-15436	72	32	oil	oil	NOUN
cet-15436	72	33	volume	volume	NOUN
cet-15436	72	34	”	"	PUNCT
cet-15436	72	35	was	be	AUX
cet-15436	72	36	expected	expect	VERB
cet-15436	72	37	,	,	PUNCT
cet-15436	72	38	since	since	SCONJ
cet-15436	72	39	“	"	PUNCT
cet-15436	72	40	gas	gas	NOUN
cet-15436	72	41	volume	volume	NOUN
cet-15436	72	42	”	"	PUNCT
cet-15436	72	43	and	and	CCONJ
cet-15436	72	44	“	"	PUNCT
cet-15436	72	45	water	water	NOUN
cet-15436	72	46	volume	volume	NOUN
cet-15436	72	47	”	"	PUNCT
cet-15436	72	48	did	do	AUX
cet-15436	72	49	n’t	not	PART
cet-15436	72	50	present	present	VERB
cet-15436	72	51	the	the	DET
cet-15436	72	52	same	same	ADJ
cet-15436	72	53	absence	absence	NOUN
cet-15436	72	54	in	in	ADP
cet-15436	72	55	the	the	DET
cet-15436	72	56	dataset	dataset	NOUN
cet-15436	72	57	.	.	PUNCT
cet-15436	73	1	after	after	ADP
cet-15436	73	2	proposed	propose	VERB
cet-15436	73	3	data	datum	NOUN
cet-15436	73	4	cleaning	cleaning	NOUN
cet-15436	73	5	and	and	CCONJ
cet-15436	73	6	removal	removal	NOUN
cet-15436	73	7	of	of	ADP
cet-15436	73	8	lines	line	NOUN
cet-15436	73	9	with	with	ADP
cet-15436	73	10	only	only	ADJ
cet-15436	73	11	non	non	ADJ
cet-15436	73	12	-	-	ADJ
cet-15436	73	13	numerical	numerical	ADJ
cet-15436	73	14	values	value	NOUN
cet-15436	73	15	,	,	PUNCT
cet-15436	73	16	the	the	DET
cet-15436	73	17	dataset	dataset	NOUN
cet-15436	73	18	was	be	AUX
cet-15436	73	19	left	leave	VERB
cet-15436	73	20	with	with	ADP
cet-15436	73	21	59,917	59,917	NUM
cet-15436	73	22	lines	line	NOUN
cet-15436	73	23	of	of	ADP
cet-15436	73	24	information	information	NOUN
cet-15436	73	25	.	.	PUNCT
cet-15436	74	1	3.2	3.2	NUM
cet-15436	74	2	variables	variable	NOUN
cet-15436	74	3	correlation	correlation	NOUN
cet-15436	74	4	:	:	PUNCT
cet-15436	74	5	spearman	spearman	NOUN
cet-15436	74	6	correlation	correlation	NOUN
cet-15436	74	7	and	and	CCONJ
cet-15436	74	8	pca	pca	NOUN
cet-15436	74	9	the	the	DET
cet-15436	74	10	following	follow	VERB
cet-15436	74	11	spearman	spearman	NOUN
cet-15436	74	12	heatmap	heatmap	NOUN
cet-15436	74	13	could	could	AUX
cet-15436	74	14	be	be	AUX
cet-15436	74	15	plotted	plot	VERB
cet-15436	74	16	from	from	ADP
cet-15436	74	17	the	the	DET
cet-15436	74	18	data	datum	NOUN
cet-15436	74	19	:	:	PUNCT
cet-15436	74	20	1113	1113	NUM
cet-15436	74	21	figure	figure	NOUN
cet-15436	74	22	1	1	NUM
cet-15436	74	23	:	:	PUNCT
cet-15436	74	24	spearman	spearman	NOUN
cet-15436	74	25	correlation	correlation	NOUN
cet-15436	74	26	strong	strong	ADJ
cet-15436	74	27	negative	negative	ADJ
cet-15436	74	28	correlations	correlation	NOUN
cet-15436	74	29	were	be	AUX
cet-15436	74	30	identified	identify	VERB
cet-15436	74	31	between	between	ADP
cet-15436	74	32	“	"	PUNCT
cet-15436	74	33	line	line	NOUN
cet-15436	74	34	pressure	pressure	NOUN
cet-15436	74	35	”	"	PUNCT
cet-15436	74	36	and	and	CCONJ
cet-15436	74	37	“	"	PUNCT
cet-15436	74	38	oil	oil	NOUN
cet-15436	74	39	volume	volume	NOUN
cet-15436	74	40	”	"	PUNCT
cet-15436	74	41	(	(	PUNCT
cet-15436	74	42	-0.74	-0.74	NUM
cet-15436	74	43	)	)	PUNCT
cet-15436	74	44	and	and	CCONJ
cet-15436	74	45	strong	strong	ADJ
cet-15436	74	46	positive	positive	ADJ
cet-15436	74	47	correlations	correlation	NOUN
cet-15436	74	48	between	between	ADP
cet-15436	74	49	“	"	PUNCT
cet-15436	74	50	line	line	NOUN
cet-15436	74	51	pressure	pressure	NOUN
cet-15436	74	52	”	"	PUNCT
cet-15436	74	53	and	and	CCONJ
cet-15436	74	54	“	"	PUNCT
cet-15436	74	55	active	active	ADJ
cet-15436	74	56	pressure	pressure	NOUN
cet-15436	74	57	”	"	PUNCT
cet-15436	74	58	(	(	PUNCT
cet-15436	74	59	0.71	0.71	NUM
cet-15436	74	60	)	)	PUNCT
cet-15436	74	61	.	.	PUNCT
cet-15436	75	1	additionally	additionally	ADV
cet-15436	75	2	,	,	PUNCT
cet-15436	75	3	moderate	moderate	ADJ
cet-15436	75	4	correlations	correlation	NOUN
cet-15436	75	5	(	(	PUNCT
cet-15436	75	6	greater	great	ADJ
cet-15436	75	7	than	than	ADP
cet-15436	75	8	|0.6|	|0.6|	ADJ
cet-15436	75	9	)	)	PUNCT
cet-15436	75	10	were	be	AUX
cet-15436	75	11	observed	observe	VERB
cet-15436	75	12	between	between	ADP
cet-15436	75	13	“	"	PUNCT
cet-15436	75	14	gas	gas	NOUN
cet-15436	75	15	volume	volume	NOUN
cet-15436	75	16	”	"	PUNCT
cet-15436	75	17	and	and	CCONJ
cet-15436	75	18	“	"	PUNCT
cet-15436	75	19	oil	oil	NOUN
cet-15436	75	20	volume	volume	NOUN
cet-15436	75	21	”	"	PUNCT
cet-15436	75	22	(	(	PUNCT
cet-15436	75	23	-0.66	-0.66	NUM
cet-15436	75	24	)	)	PUNCT
cet-15436	75	25	,	,	PUNCT
cet-15436	75	26	“	"	PUNCT
cet-15436	75	27	water	water	NOUN
cet-15436	75	28	volume	volume	NOUN
cet-15436	75	29	”	"	PUNCT
cet-15436	75	30	and	and	CCONJ
cet-15436	75	31	“	"	PUNCT
cet-15436	75	32	oil	oil	NOUN
cet-15436	75	33	volume	volume	NOUN
cet-15436	75	34	”	"	PUNCT
cet-15436	75	35	(	(	PUNCT
cet-15436	75	36	0.65	0.65	NUM
cet-15436	75	37	)	)	PUNCT
cet-15436	75	38	,	,	PUNCT
cet-15436	75	39	and	and	CCONJ
cet-15436	75	40	“	"	PUNCT
cet-15436	75	41	line	line	NOUN
cet-15436	75	42	pressure	pressure	NOUN
cet-15436	75	43	”	"	PUNCT
cet-15436	75	44	and	and	CCONJ
cet-15436	75	45	“	"	PUNCT
cet-15436	75	46	gas	gas	NOUN
cet-15436	75	47	volume	volume	NOUN
cet-15436	75	48	”	"	PUNCT
cet-15436	75	49	(	(	PUNCT
cet-15436	75	50	0.67	0.67	NUM
cet-15436	75	51	)	)	PUNCT
cet-15436	75	52	.	.	PUNCT
cet-15436	76	1	none	none	NOUN
cet-15436	76	2	of	of	ADP
cet-15436	76	3	the	the	DET
cet-15436	76	4	variables	variable	NOUN
cet-15436	76	5	has	have	AUX
cet-15436	76	6	shown	show	VERB
cet-15436	76	7	significantly	significantly	ADV
cet-15436	76	8	strong	strong	ADJ
cet-15436	76	9	correlation	correlation	NOUN
cet-15436	76	10	(	(	PUNCT
cet-15436	76	11	>	>	X
cet-15436	76	12	0.8	0.8	NUM
cet-15436	76	13	)	)	PUNCT
cet-15436	76	14	,	,	PUNCT
cet-15436	76	15	therefore	therefore	ADV
cet-15436	76	16	many	many	ADJ
cet-15436	76	17	of	of	ADP
cet-15436	76	18	the	the	DET
cet-15436	76	19	variables	variable	NOUN
cet-15436	76	20	are	be	AUX
cet-15436	76	21	supposed	suppose	VERB
cet-15436	76	22	to	to	PART
cet-15436	76	23	be	be	AUX
cet-15436	76	24	important	important	ADJ
cet-15436	76	25	throughout	throughout	ADP
cet-15436	76	26	data	data	NOUN
cet-15436	76	27	evaluation	evaluation	NOUN
cet-15436	76	28	.	.	PUNCT
cet-15436	77	1	through	through	ADP
cet-15436	77	2	pca	pca	NOUN
cet-15436	77	3	analysis	analysis	NOUN
cet-15436	77	4	it	it	PRON
cet-15436	77	5	’s	’	VERB
cet-15436	77	6	possible	possible	ADJ
cet-15436	77	7	to	to	PART
cet-15436	77	8	observe	observe	VERB
cet-15436	77	9	that	that	SCONJ
cet-15436	77	10	at	at	ADV
cet-15436	77	11	least	least	ADV
cet-15436	77	12	4	4	NUM
cet-15436	77	13	pc	pc	NOUN
cet-15436	77	14	’s	’s	PART
cet-15436	77	15	(	(	PUNCT
cet-15436	77	16	principal	principal	ADJ
cet-15436	77	17	components	component	NOUN
cet-15436	77	18	)	)	PUNCT
cet-15436	77	19	are	be	AUX
cet-15436	77	20	necessary	necessary	ADJ
cet-15436	77	21	to	to	PART
cet-15436	77	22	explain	explain	VERB
cet-15436	77	23	almost	almost	ADV
cet-15436	77	24	90	90	NUM
cet-15436	77	25	%	%	NOUN
cet-15436	77	26	(	(	PUNCT
cet-15436	77	27	89.15	89.15	NUM
cet-15436	77	28	%	%	NOUN
cet-15436	77	29	)	)	PUNCT
cet-15436	77	30	of	of	ADP
cet-15436	77	31	data	datum	NOUN
cet-15436	77	32	variance	variance	NOUN
cet-15436	77	33	(	(	PUNCT
cet-15436	77	34	table	table	NOUN
cet-15436	77	35	2	2	NUM
cet-15436	77	36	)	)	PUNCT
cet-15436	77	37	,	,	PUNCT
cet-15436	77	38	i.e.	i.e.	X
cet-15436	77	39	it	it	PRON
cet-15436	77	40	’s	’	VERB
cet-15436	77	41	possible	possible	ADJ
cet-15436	77	42	to	to	PART
cet-15436	77	43	create	create	VERB
cet-15436	77	44	a	a	DET
cet-15436	77	45	model	model	NOUN
cet-15436	77	46	that	that	PRON
cet-15436	77	47	explains	explain	VERB
cet-15436	77	48	almost	almost	ADV
cet-15436	77	49	the	the	DET
cet-15436	77	50	entire	entire	ADJ
cet-15436	77	51	dataset	dataset	NOUN
cet-15436	77	52	within	within	ADP
cet-15436	77	53	4	4	NUM
cet-15436	77	54	pcs	pc	NOUN
cet-15436	77	55	(	(	PUNCT
cet-15436	77	56	principal	principal	ADJ
cet-15436	77	57	components	component	NOUN
cet-15436	77	58	)	)	PUNCT
cet-15436	77	59	.	.	PUNCT
cet-15436	78	1	table	table	NOUN
cet-15436	78	2	2	2	NUM
cet-15436	78	3	:	:	PUNCT
cet-15436	78	4	eigenvalues	eigenvalue	NOUN
cet-15436	78	5	,	,	PUNCT
cet-15436	78	6	variance	variance	NOUN
cet-15436	78	7	,	,	PUNCT
cet-15436	78	8	and	and	CCONJ
cet-15436	78	9	cumulative	cumulative	ADJ
cet-15436	78	10	variance	variance	NOUN
cet-15436	78	11	for	for	ADP
cet-15436	78	12	pca	pca	NOUN
cet-15436	78	13	component	component	NOUN
cet-15436	78	14	eigenvalue	eigenvalue	NOUN
cet-15436	78	15	%	%	NOUN
cet-15436	78	16	of	of	ADP
cet-15436	78	17	variance	variance	NOUN
cet-15436	78	18	%	%	NOUN
cet-15436	78	19	of	of	ADP
cet-15436	78	20	variance	variance	NOUN
cet-15436	78	21	(	(	PUNCT
cet-15436	78	22	cumulative	cumulative	ADJ
cet-15436	78	23	)	)	PUNCT
cet-15436	78	24	1	1	NUM
cet-15436	78	25	3.138	3.138	NUM
cet-15436	78	26	44.83	44.83	NUM
cet-15436	78	27	%	%	NOUN
cet-15436	78	28	44.83	44.83	NUM
cet-15436	78	29	%	%	NOUN
cet-15436	78	30	2	2	NUM
cet-15436	78	31	1.532	1.532	NUM
cet-15436	78	32	21.88	21.88	NUM
cet-15436	78	33	%	%	NOUN
cet-15436	78	34	66.71	66.71	NUM
cet-15436	78	35	%	%	NOUN
cet-15436	78	36	3	3	NUM
cet-15436	78	37	1.103	1.103	NUM
cet-15436	78	38	15.75	15.75	NUM
cet-15436	78	39	%	%	NOUN
cet-15436	78	40	82.46	82.46	NUM
cet-15436	78	41	%	%	NOUN
cet-15436	78	42	4	4	NUM
cet-15436	78	43	0.468	0.468	NUM
cet-15436	78	44	6.69	6.69	NUM
cet-15436	78	45	%	%	NOUN
cet-15436	78	46	89.15	89.15	NUM
cet-15436	78	47	%	%	NOUN
cet-15436	78	48	5	5	NUM
cet-15436	78	49	0.353	0.353	NUM
cet-15436	78	50	5.04	5.04	NUM
cet-15436	78	51	%	%	NOUN
cet-15436	78	52	94.19	94.19	NUM
cet-15436	78	53	%	%	NOUN
cet-15436	78	54	6	6	NUM
cet-15436	78	55	0.304	0.304	NUM
cet-15436	78	56	4.35	4.35	NUM
cet-15436	78	57	%	%	NOUN
cet-15436	78	58	98.53	98.53	NUM
cet-15436	78	59	%	%	NOUN
cet-15436	78	60	it	it	PRON
cet-15436	78	61	’s	’	VERB
cet-15436	78	62	possible	possible	ADJ
cet-15436	78	63	to	to	PART
cet-15436	78	64	rank	rank	VERB
cet-15436	78	65	out	out	ADP
cet-15436	78	66	the	the	DET
cet-15436	78	67	variables	variable	NOUN
cet-15436	78	68	of	of	ADP
cet-15436	78	69	the	the	DET
cet-15436	78	70	dataset	dataset	NOUN
cet-15436	78	71	from	from	ADP
cet-15436	78	72	columns	column	NOUN
cet-15436	78	73	contribution	contribution	NOUN
cet-15436	78	74	(	(	PUNCT
cet-15436	78	75	table	table	NOUN
cet-15436	78	76	3	3	NUM
cet-15436	78	77	)	)	PUNCT
cet-15436	78	78	over	over	ADP
cet-15436	78	79	each	each	DET
cet-15436	78	80	component	component	NOUN
cet-15436	78	81	’s	’s	PART
cet-15436	78	82	%	%	NOUN
cet-15436	78	83	of	of	ADP
cet-15436	78	84	variance	variance	NOUN
cet-15436	78	85	(	(	PUNCT
cet-15436	78	86	table	table	NOUN
cet-15436	78	87	2	2	NUM
cet-15436	78	88	)	)	PUNCT
cet-15436	78	89	,	,	PUNCT
cet-15436	78	90	concluding	conclude	VERB
cet-15436	78	91	the	the	DET
cet-15436	78	92	rank	rank	NOUN
cet-15436	78	93	from	from	ADP
cet-15436	78	94	most	most	ADV
cet-15436	78	95	important	important	ADJ
cet-15436	78	96	to	to	ADP
cet-15436	78	97	less	less	ADV
cet-15436	78	98	important	important	ADJ
cet-15436	78	99	:	:	PUNCT
cet-15436	78	100	“	"	PUNCT
cet-15436	78	101	water	water	NOUN
cet-15436	78	102	volume”>”tubing	volume”>”tube	VERB
cet-15436	78	103	pressure”>”gas	pressure”>”gas	PROPN
cet-15436	78	104	volume”>”active	volume”>”active	ADJ
cet-15436	78	105	pressure”>”casing	pressure”>”case	VERB
cet-15436	78	106	pressure”>”oil	pressure”>”oil	NOUN
cet-15436	78	107	volume	volume	NOUN
cet-15436	78	108	”	"	PUNCT
cet-15436	78	109	>	>	PRON
cet-15436	78	110	“	"	PUNCT
cet-15436	78	111	line	line	NOUN
cet-15436	78	112	pressure	pressure	NOUN
cet-15436	78	113	”	"	PUNCT
cet-15436	78	114	.	.	PUNCT
cet-15436	79	1	1114	1114	NUM
cet-15436	79	2	table	table	NOUN
cet-15436	79	3	3	3	NUM
cet-15436	79	4	:	:	PUNCT
cet-15436	79	5	pc	pc	NOUN
cet-15436	79	6	’s	’s	PART
cet-15436	79	7	columns	column	NOUN
cet-15436	79	8	contribution	contribution	NOUN
cet-15436	79	9	component	component	NOUN
cet-15436	79	10	1	1	NUM
cet-15436	79	11	2	2	NUM
cet-15436	79	12	3	3	NUM
cet-15436	79	13	4	4	NUM
cet-15436	79	14	variable	variable	ADJ
cet-15436	79	15	oil	oil	NOUN
cet-15436	79	16	volume	volume	NOUN
cet-15436	79	17	(	(	PUNCT
cet-15436	79	18	stb	stb	PROPN
cet-15436	79	19	)	)	PUNCT
cet-15436	79	20	11	11	NUM
cet-15436	79	21	%	%	NOUN
cet-15436	79	22	23	23	NUM
cet-15436	79	23	%	%	NOUN
cet-15436	79	24	6	6	NUM
cet-15436	79	25	%	%	NOUN
cet-15436	79	26	12	12	NUM
cet-15436	79	27	%	%	NOUN
cet-15436	79	28	gas	gas	NOUN
cet-15436	79	29	volume	volume	NOUN
cet-15436	79	30	(	(	PUNCT
cet-15436	79	31	mmscf	mmscf	ADV
cet-15436	79	32	)	)	PUNCT
cet-15436	79	33	11	11	NUM
cet-15436	79	34	%	%	NOUN
cet-15436	79	35	4	4	NUM
cet-15436	79	36	%	%	NOUN
cet-15436	79	37	46	46	NUM
cet-15436	79	38	%	%	NOUN
cet-15436	79	39	1	1	NUM
cet-15436	79	40	%	%	NOUN
cet-15436	79	41	water	water	NOUN
cet-15436	79	42	volume	volume	NOUN
cet-15436	79	43	(	(	PUNCT
cet-15436	79	44	psi(a	psi(a	PROPN
cet-15436	79	45	)	)	PUNCT
cet-15436	79	46	)	)	PUNCT
cet-15436	79	47	4	4	NUM
cet-15436	79	48	%	%	NOUN
cet-15436	79	49	35	35	NUM
cet-15436	79	50	%	%	NOUN
cet-15436	79	51	15	15	NUM
cet-15436	79	52	%	%	NOUN
cet-15436	79	53	25	25	NUM
cet-15436	79	54	%	%	NOUN
cet-15436	79	55	casing	casing	NOUN
cet-15436	79	56	pressure	pressure	NOUN
cet-15436	79	57	(	(	PUNCT
cet-15436	79	58	psi(a	psi(a	PROPN
cet-15436	79	59	)	)	PUNCT
cet-15436	79	60	)	)	PUNCT
cet-15436	79	61	18	18	NUM
cet-15436	79	62	%	%	NOUN
cet-15436	79	63	5	5	NUM
cet-15436	79	64	%	%	NOUN
cet-15436	79	65	4	4	NUM
cet-15436	79	66	%	%	NOUN
cet-15436	79	67	49	49	NUM
cet-15436	79	68	%	%	NOUN
cet-15436	79	69	tubing	tubing	NOUN
cet-15436	79	70	pressure	pressure	NOUN
cet-15436	79	71	(	(	PUNCT
cet-15436	79	72	psi(a	psi(a	PROPN
cet-15436	79	73	)	)	PUNCT
cet-15436	79	74	)	)	PUNCT
cet-15436	79	75	9	9	NUM
cet-15436	79	76	%	%	NOUN
cet-15436	79	77	22	22	NUM
cet-15436	79	78	%	%	NOUN
cet-15436	79	79	29	29	NUM
cet-15436	79	80	%	%	NOUN
cet-15436	79	81	1	1	NUM
cet-15436	79	82	%	%	NOUN
cet-15436	79	83	active	active	ADJ
cet-15436	79	84	pressure(psi(a	pressure(psi(a	PROPN
cet-15436	79	85	)	)	PUNCT
cet-15436	79	86	)	)	PUNCT
cet-15436	79	87	24	24	NUM
cet-15436	79	88	%	%	NOUN
cet-15436	79	89	10	10	NUM
cet-15436	79	90	%	%	NOUN
cet-15436	79	91	0	0	NUM
cet-15436	79	92	%	%	NOUN
cet-15436	79	93	2	2	NUM
cet-15436	79	94	%	%	NOUN
cet-15436	79	95	line	line	NOUN
cet-15436	79	96	pressure(psi(a	pressure(psi(a	PROPN
cet-15436	79	97	)	)	PUNCT
cet-15436	79	98	)	)	PUNCT
cet-15436	80	1	23	23	NUM
cet-15436	80	2	%	%	NOUN
cet-15436	80	3	1	1	NUM
cet-15436	80	4	%	%	NOUN
cet-15436	80	5	0	0	NUM
cet-15436	80	6	%	%	NOUN
cet-15436	80	7	9	9	NUM
cet-15436	80	8	%	%	NOUN
cet-15436	80	9	3.3	3.3	NUM
cet-15436	80	10	models	model	NOUN
cet-15436	80	11	training	training	NOUN
cet-15436	80	12	and	and	CCONJ
cet-15436	80	13	testing	testing	NOUN
cet-15436	80	14	decision	decision	NOUN
cet-15436	80	15	tree	tree	NOUN
cet-15436	80	16	regression	regression	NOUN
cet-15436	80	17	models	model	NOUN
cet-15436	80	18	present	present	VERB
cet-15436	80	19	a	a	DET
cet-15436	80	20	strong	strong	ADJ
cet-15436	80	21	capability	capability	NOUN
cet-15436	80	22	of	of	ADP
cet-15436	80	23	identifying	identify	VERB
cet-15436	80	24	nonlinear	nonlinear	ADJ
cet-15436	80	25	correlation	correlation	NOUN
cet-15436	80	26	between	between	ADP
cet-15436	80	27	variables	variable	NOUN
cet-15436	80	28	.	.	PUNCT
cet-15436	81	1	since	since	SCONJ
cet-15436	81	2	we	we	PRON
cet-15436	81	3	observed	observe	VERB
cet-15436	81	4	small	small	ADJ
cet-15436	81	5	impact	impact	NOUN
cet-15436	81	6	of	of	ADP
cet-15436	81	7	oil	oil	NOUN
cet-15436	81	8	volume	volume	NOUN
cet-15436	81	9	variable	variable	NOUN
cet-15436	81	10	among	among	ADP
cet-15436	81	11	the	the	DET
cet-15436	81	12	dataset	dataset	NOUN
cet-15436	81	13	,	,	PUNCT
cet-15436	81	14	a	a	DET
cet-15436	81	15	small	small	ADJ
cet-15436	81	16	contribution	contribution	NOUN
cet-15436	81	17	of	of	ADP
cet-15436	81	18	this	this	DET
cet-15436	81	19	variable	variable	NOUN
cet-15436	81	20	this	this	DET
cet-15436	81	21	variable	variable	NOUN
cet-15436	81	22	’s	’s	PART
cet-15436	81	23	principal	principal	ADJ
cet-15436	81	24	components	component	NOUN
cet-15436	81	25	and	and	CCONJ
cet-15436	81	26	this	this	PRON
cet-15436	81	27	is	be	AUX
cet-15436	81	28	one	one	NUM
cet-15436	81	29	of	of	ADP
cet-15436	81	30	the	the	DET
cet-15436	81	31	variables	variable	NOUN
cet-15436	81	32	with	with	ADP
cet-15436	81	33	large	large	ADJ
cet-15436	81	34	amount	amount	NOUN
cet-15436	81	35	of	of	ADP
cet-15436	81	36	0	0	NUM
cet-15436	81	37	vectores	vectore	NOUN
cet-15436	81	38	,	,	PUNCT
cet-15436	81	39	one	one	NUM
cet-15436	81	40	of	of	ADP
cet-15436	81	41	the	the	DET
cet-15436	81	42	main	main	ADJ
cet-15436	81	43	propositions	proposition	NOUN
cet-15436	81	44	of	of	ADP
cet-15436	81	45	this	this	DET
cet-15436	81	46	work	work	NOUN
cet-15436	81	47	is	be	AUX
cet-15436	81	48	to	to	PART
cet-15436	81	49	ignore	ignore	VERB
cet-15436	81	50	“	"	PUNCT
cet-15436	81	51	oil	oil	NOUN
cet-15436	81	52	volume	volume	NOUN
cet-15436	81	53	”	"	PUNCT
cet-15436	81	54	,	,	PUNCT
cet-15436	81	55	therefore	therefore	ADV
cet-15436	81	56	the	the	DET
cet-15436	81	57	variables	variable	NOUN
cet-15436	81	58	used	use	VERB
cet-15436	81	59	for	for	ADP
cet-15436	81	60	model	model	NOUN
cet-15436	81	61	training	training	NOUN
cet-15436	81	62	were	be	AUX
cet-15436	81	63	:	:	PUNCT
cet-15436	81	64	“	"	PUNCT
cet-15436	81	65	gas	gas	NOUN
cet-15436	81	66	volume	volume	NOUN
cet-15436	81	67	”	"	PUNCT
cet-15436	81	68	,	,	PUNCT
cet-15436	81	69	“	"	PUNCT
cet-15436	81	70	water	water	NOUN
cet-15436	81	71	volume	volume	NOUN
cet-15436	81	72	”	"	PUNCT
cet-15436	81	73	,	,	PUNCT
cet-15436	81	74	“	"	PUNCT
cet-15436	81	75	casing	case	VERB
cet-15436	81	76	pressure	pressure	NOUN
cet-15436	81	77	”	"	PUNCT
cet-15436	81	78	,	,	PUNCT
cet-15436	81	79	“	"	PUNCT
cet-15436	81	80	tubing	tubing	NOUN
cet-15436	81	81	pressure	pressure	NOUN
cet-15436	81	82	”	"	PUNCT
cet-15436	81	83	,	,	PUNCT
cet-15436	81	84	“	"	PUNCT
cet-15436	81	85	active	active	ADJ
cet-15436	81	86	pressure	pressure	NOUN
cet-15436	81	87	”	"	PUNCT
cet-15436	81	88	and	and	CCONJ
cet-15436	81	89	“	"	PUNCT
cet-15436	81	90	line	line	NOUN
cet-15436	81	91	pressure	pressure	NOUN
cet-15436	81	92	”	"	PUNCT
cet-15436	81	93	.	.	PUNCT
cet-15436	82	1	the	the	DET
cet-15436	82	2	results	result	NOUN
cet-15436	82	3	indicated	indicate	VERB
cet-15436	82	4	that	that	SCONJ
cet-15436	82	5	the	the	DET
cet-15436	82	6	best	good	ADJ
cet-15436	82	7	predictive	predictive	ADJ
cet-15436	82	8	model	model	NOUN
cet-15436	82	9	for	for	ADP
cet-15436	82	10	training	training	NOUN
cet-15436	82	11	and	and	CCONJ
cet-15436	82	12	testing	testing	NOUN
cet-15436	82	13	data	datum	NOUN
cet-15436	82	14	used	use	VERB
cet-15436	82	15	the	the	DET
cet-15436	82	16	combination	combination	NOUN
cet-15436	82	17	of	of	ADP
cet-15436	82	18	max_depth	max_depth	NOUN
cet-15436	82	19	equals	equal	VERB
cet-15436	82	20	to	to	ADP
cet-15436	82	21	8	8	NUM
cet-15436	82	22	,	,	PUNCT
cet-15436	82	23	min_samples_leaf	min_samples_leaf	NOUN
cet-15436	82	24	equals	equal	VERB
cet-15436	82	25	to	to	ADP
cet-15436	82	26	4	4	NUM
cet-15436	82	27	and	and	CCONJ
cet-15436	82	28	min_samples_split	min_samples_split	NOUN
cet-15436	82	29	equals	equal	VERB
cet-15436	82	30	to	to	ADP
cet-15436	82	31	10	10	NUM
cet-15436	82	32	,	,	PUNCT
cet-15436	82	33	from	from	ADP
cet-15436	82	34	a	a	DET
cet-15436	82	35	combination	combination	NOUN
cet-15436	82	36	of	of	ADP
cet-15436	82	37	135	135	NUM
cet-15436	82	38	trained	train	VERB
cet-15436	82	39	models.by	models.by	PROPN
cet-15436	82	40	comparing	compare	VERB
cet-15436	82	41	testing	testing	NOUN
cet-15436	82	42	results	result	NOUN
cet-15436	82	43	against	against	ADP
cet-15436	82	44	real	real	ADJ
cet-15436	82	45	calculated	calculate	VERB
cet-15436	82	46	sandface	sandface	NOUN
cet-15436	82	47	pressure	pressure	NOUN
cet-15436	82	48	,	,	PUNCT
cet-15436	82	49	it	it	PRON
cet-15436	82	50	was	be	AUX
cet-15436	82	51	possible	possible	ADJ
cet-15436	82	52	to	to	PART
cet-15436	82	53	reach	reach	VERB
cet-15436	82	54	a	a	DET
cet-15436	82	55	4,878e-04	4,878e-04	PROPN
cet-15436	82	56	mean	mean	VERB
cet-15436	82	57	squared	square	VERB
cet-15436	82	58	error	error	NOUN
cet-15436	82	59	(	(	PUNCT
cet-15436	82	60	mse	mse	NOUN
cet-15436	82	61	)	)	PUNCT
cet-15436	82	62	with	with	ADP
cet-15436	82	63	r2	r2	PROPN
cet-15436	82	64	of	of	ADP
cet-15436	82	65	0,982	0,982	NUM
cet-15436	82	66	.	.	PUNCT
cet-15436	83	1	the	the	DET
cet-15436	83	2	error	error	NOUN
cet-15436	83	3	distribution	distribution	NOUN
cet-15436	83	4	along	along	ADP
cet-15436	83	5	real	real	ADJ
cet-15436	83	6	and	and	CCONJ
cet-15436	83	7	predicted	predict	VERB
cet-15436	83	8	values	value	NOUN
cet-15436	83	9	can	can	AUX
cet-15436	83	10	be	be	AUX
cet-15436	83	11	observed	observe	VERB
cet-15436	83	12	below	below	ADV
cet-15436	83	13	:	:	PUNCT
cet-15436	83	14	figure	figure	VERB
cet-15436	83	15	2	2	NUM
cet-15436	83	16	:	:	PUNCT
cet-15436	83	17	error	error	NOUN
cet-15436	83	18	distribution	distribution	NOUN
cet-15436	83	19	.	.	PUNCT
cet-15436	84	1	real	real	ADJ
cet-15436	84	2	values	value	NOUN
cet-15436	84	3	vs	vs	ADP
cet-15436	84	4	predicted	predict	VERB
cet-15436	84	5	values	value	NOUN
cet-15436	84	6	4	4	NUM
cet-15436	84	7	.	.	X
cet-15436	84	8	conclusion	conclusion	NOUN
cet-15436	84	9	this	this	DET
cet-15436	84	10	survey	survey	NOUN
cet-15436	84	11	proposed	propose	VERB
cet-15436	84	12	investigating	investigate	VERB
cet-15436	84	13	the	the	DET
cet-15436	84	14	spe	spe	PROPN
cet-15436	84	15	rta	rta	PROPN
cet-15436	84	16	’s	’s	PART
cet-15436	84	17	dataset	dataset	VERB
cet-15436	84	18	and	and	CCONJ
cet-15436	84	19	using	use	VERB
cet-15436	84	20	it	it	PRON
cet-15436	84	21	to	to	PART
cet-15436	84	22	forecast	forecast	VERB
cet-15436	84	23	bhp	bhp	PROPN
cet-15436	84	24	with	with	ADP
cet-15436	84	25	dt	dt	PROPN
cet-15436	84	26	regression	regression	NOUN
cet-15436	84	27	models	model	NOUN
cet-15436	84	28	.	.	PUNCT
cet-15436	85	1	data	datum	NOUN
cet-15436	85	2	analysis	analysis	NOUN
cet-15436	85	3	and	and	CCONJ
cet-15436	85	4	consecutive	consecutive	ADJ
cet-15436	85	5	cleaning	cleaning	NOUN
cet-15436	85	6	was	be	AUX
cet-15436	85	7	performed	perform	VERB
cet-15436	85	8	under	under	ADP
cet-15436	85	9	the	the	DET
cet-15436	85	10	dataset	dataset	NOUN
cet-15436	85	11	,	,	PUNCT
cet-15436	85	12	with	with	ADP
cet-15436	85	13	consecutive	consecutive	ADJ
cet-15436	85	14	analysis	analysis	NOUN
cet-15436	85	15	of	of	ADP
cet-15436	85	16	variables	variable	NOUN
cet-15436	85	17	and	and	CCONJ
cet-15436	85	18	model	model	NOUN
cet-15436	85	19	training	training	NOUN
cet-15436	85	20	and	and	CCONJ
cet-15436	85	21	testing	testing	NOUN
cet-15436	85	22	.	.	PUNCT
cet-15436	86	1	after	after	ADP
cet-15436	86	2	evaluating	evaluate	VERB
cet-15436	86	3	the	the	DET
cet-15436	86	4	dataset	dataset	NOUN
cet-15436	86	5	,	,	PUNCT
cet-15436	86	6	it	it	PRON
cet-15436	86	7	was	be	AUX
cet-15436	86	8	observed	observe	VERB
cet-15436	86	9	that	that	SCONJ
cet-15436	86	10	,	,	PUNCT
cet-15436	86	11	despite	despite	SCONJ
cet-15436	86	12	the	the	DET
cet-15436	86	13	amount	amount	NOUN
cet-15436	86	14	of	of	ADP
cet-15436	86	15	data	datum	NOUN
cet-15436	86	16	,	,	PUNCT
cet-15436	86	17	the	the	DET
cet-15436	86	18	dataset	dataset	NOUN
cet-15436	86	19	lacks	lack	VERB
cet-15436	86	20	specific	specific	ADJ
cet-15436	86	21	documentation	documentation	NOUN
cet-15436	86	22	that	that	PRON
cet-15436	86	23	could	could	AUX
cet-15436	86	24	prevent	prevent	VERB
cet-15436	86	25	some	some	DET
cet-15436	86	26	assumptions	assumption	NOUN
cet-15436	86	27	when	when	SCONJ
cet-15436	86	28	working	work	VERB
cet-15436	86	29	with	with	ADP
cet-15436	86	30	it	it	PRON
cet-15436	86	31	.	.	PUNCT
cet-15436	87	1	using	use	VERB
cet-15436	87	2	spearman	spearman	NOUN
cet-15436	87	3	’s	’s	PART
cet-15436	87	4	correlation	correlation	NOUN
cet-15436	87	5	,	,	PUNCT
cet-15436	87	6	the	the	DET
cet-15436	87	7	dataset	dataset	NOUN
cet-15436	87	8	showed	show	VERB
cet-15436	87	9	stronger	strong	ADJ
cet-15436	87	10	monotonic	monotonic	ADJ
cet-15436	87	11	correlations	correlation	NOUN
cet-15436	87	12	between	between	ADP
cet-15436	87	13	line	line	NOUN
cet-15436	87	14	pressure	pressure	NOUN
cet-15436	87	15	and	and	CCONJ
cet-15436	87	16	oil	oil	NOUN
cet-15436	87	17	volume	volume	NOUN
cet-15436	87	18	(	(	PUNCT
cet-15436	87	19	-0.74	-0.74	NUM
cet-15436	87	20	)	)	PUNCT
cet-15436	87	21	,	,	PUNCT
cet-15436	87	22	and	and	CCONJ
cet-15436	87	23	line	line	NOUN
cet-15436	87	24	pressure	pressure	NOUN
cet-15436	87	25	and	and	CCONJ
cet-15436	87	26	active	active	ADJ
cet-15436	87	27	pressure	pressure	NOUN
cet-15436	87	28	(	(	PUNCT
cet-15436	87	29	0.71	0.71	NUM
cet-15436	87	30	)	)	PUNCT
cet-15436	87	31	,	,	PUNCT
cet-15436	87	32	as	as	ADV
cet-15436	87	33	well	well	ADV
cet-15436	87	34	as	as	ADP
cet-15436	87	35	moderate	moderate	ADJ
cet-15436	87	36	correlations	correlation	NOUN
cet-15436	87	37	for	for	ADP
cet-15436	87	38	gas	gas	NOUN
cet-15436	87	39	volume	volume	NOUN
cet-15436	87	40	and	and	CCONJ
cet-15436	87	41	oil	oil	NOUN
cet-15436	87	42	volume	volume	NOUN
cet-15436	87	43	(	(	PUNCT
cet-15436	87	44	-0.66	-0.66	NOUN
cet-15436	87	45	)	)	PUNCT
cet-15436	87	46	,	,	PUNCT
cet-15436	87	47	water	water	NOUN
cet-15436	87	48	volume	volume	NOUN
cet-15436	87	49	and	and	CCONJ
cet-15436	87	50	oil	oil	NOUN
cet-15436	87	51	volume	volume	NOUN
cet-15436	87	52	(	(	PUNCT
cet-15436	87	53	0.65	0.65	NUM
cet-15436	87	54	)	)	PUNCT
cet-15436	87	55	,	,	PUNCT
cet-15436	87	56	and	and	CCONJ
cet-15436	87	57	line	line	NOUN
cet-15436	87	58	pressure	pressure	NOUN
cet-15436	87	59	and	and	CCONJ
cet-15436	87	60	gas	gas	NOUN
cet-15436	87	61	volume	volume	NOUN
cet-15436	87	62	(	(	PUNCT
cet-15436	87	63	0.67	0.67	NUM
cet-15436	87	64	)	)	PUNCT
cet-15436	87	65	.	.	PUNCT
cet-15436	88	1	through	through	ADP
cet-15436	88	2	pca	pca	PROPN
cet-15436	88	3	,	,	PUNCT
cet-15436	88	4	it	it	PRON
cet-15436	88	5	was	be	AUX
cet-15436	88	6	possible	possible	ADJ
cet-15436	88	7	to	to	PART
cet-15436	88	8	determine	determine	VERB
cet-15436	88	9	the	the	DET
cet-15436	88	10	variables	variable	NOUN
cet-15436	88	11	rank	rank	NOUN
cet-15436	88	12	as	as	ADP
cet-15436	88	13	“	"	PUNCT
cet-15436	88	14	water	water	NOUN
cet-15436	88	15	volume”>”tubing	volume”>”tube	VERB
cet-15436	88	16	pressure”>”gas	pressure”>”gas	PROPN
cet-15436	88	17	volume”>”active	volume”>”active	ADJ
cet-15436	88	18	pressure”>”casing	pressure”>”case	VERB
cet-15436	88	19	pressure”>”oil	pressure”>”oil	NOUN
cet-15436	88	20	volume	volume	NOUN
cet-15436	88	21	”	"	PUNCT
cet-15436	88	22	>	>	X
cet-15436	88	23	“	"	PUNCT
cet-15436	88	24	line	line	NOUN
cet-15436	88	25	pressure”.the	pressure”.the	DET
cet-15436	88	26	use	use	NOUN
cet-15436	88	27	of	of	ADP
cet-15436	88	28	machine	machine	NOUN
cet-15436	88	29	learning	learning	NOUN
cet-15436	88	30	has	have	AUX
cet-15436	88	31	proven	prove	VERB
cet-15436	88	32	to	to	PART
cet-15436	88	33	be	be	AUX
cet-15436	88	34	an	an	DET
cet-15436	88	35	easier	easy	ADJ
cet-15436	88	36	way	way	NOUN
cet-15436	88	37	to	to	PART
cet-15436	88	38	determine	determine	VERB
cet-15436	88	39	this	this	DET
cet-15436	88	40	important	important	ADJ
cet-15436	88	41	parameter	parameter	NOUN
cet-15436	88	42	.	.	PUNCT
cet-15436	89	1	it	it	PRON
cet-15436	89	2	was	be	AUX
cet-15436	89	3	possible	possible	ADJ
cet-15436	89	4	to	to	ADP
cet-15436	89	5	1115	1115	NUM
cet-15436	89	6	generate	generate	VERB
cet-15436	89	7	a	a	DET
cet-15436	89	8	machine	machine	NOUN
cet-15436	89	9	learning	learn	VERB
cet-15436	89	10	model	model	NOUN
cet-15436	89	11	capable	capable	ADJ
cet-15436	89	12	of	of	ADP
cet-15436	89	13	predicting	predict	VERB
cet-15436	89	14	the	the	DET
cet-15436	89	15	calculated	calculated	ADJ
cet-15436	89	16	bhp	bhp	NOUN
cet-15436	89	17	from	from	ADP
cet-15436	89	18	the	the	DET
cet-15436	89	19	spe	spe	PROPN
cet-15436	89	20	dataset	dataset	NOUN
cet-15436	89	21	with	with	ADP
cet-15436	89	22	an	an	DET
cet-15436	89	23	r²	r²	NOUN
cet-15436	89	24	of	of	ADP
cet-15436	89	25	0.982	0.982	NUM
cet-15436	89	26	and	and	CCONJ
cet-15436	89	27	mse	mse	PROPN
cet-15436	89	28	of	of	ADP
cet-15436	89	29	4,878e-04.for	4,878e-04.for	PROPN
cet-15436	89	30	future	future	ADJ
cet-15436	89	31	jobs	job	NOUN
cet-15436	89	32	,	,	PUNCT
cet-15436	89	33	it	it	PRON
cet-15436	89	34	would	would	AUX
cet-15436	89	35	be	be	AUX
cet-15436	89	36	interesting	interesting	ADJ
cet-15436	89	37	to	to	PART
cet-15436	89	38	evaluate	evaluate	VERB
cet-15436	89	39	different	different	ADJ
cet-15436	89	40	combinations	combination	NOUN
cet-15436	89	41	of	of	ADP
cet-15436	89	42	variables	variable	NOUN
cet-15436	89	43	,	,	PUNCT
cet-15436	89	44	by	by	ADP
cet-15436	89	45	dropping	drop	VERB
cet-15436	89	46	variables	variable	NOUN
cet-15436	89	47	with	with	ADP
cet-15436	89	48	less	less	ADJ
cet-15436	89	49	significance	significance	NOUN
cet-15436	89	50	on	on	ADP
cet-15436	89	51	describing	describe	VERB
cet-15436	89	52	data	datum	NOUN
cet-15436	89	53	variance	variance	NOUN
cet-15436	89	54	,	,	PUNCT
cet-15436	89	55	or	or	CCONJ
cet-15436	89	56	including	include	VERB
cet-15436	89	57	oil	oil	NOUN
cet-15436	89	58	volume	volume	NOUN
cet-15436	89	59	,	,	PUNCT
cet-15436	89	60	which	which	PRON
cet-15436	89	61	was	be	AUX
cet-15436	89	62	dropped	drop	VERB
cet-15436	89	63	for	for	ADP
cet-15436	89	64	this	this	DET
cet-15436	89	65	work	work	NOUN
cet-15436	89	66	.	.	PUNCT
cet-15436	90	1	applying	apply	VERB
cet-15436	90	2	different	different	ADJ
cet-15436	90	3	combinations	combination	NOUN
cet-15436	90	4	for	for	ADP
cet-15436	90	5	the	the	DET
cet-15436	90	6	dt	dt	PROPN
cet-15436	90	7	regressor	regressor	NOUN
cet-15436	90	8	,	,	PUNCT
cet-15436	90	9	considering	consider	VERB
cet-15436	90	10	better	well	ADJ
cet-15436	90	11	timing	timing	NOUN
cet-15436	90	12	performance	performance	NOUN
cet-15436	90	13	for	for	ADP
cet-15436	90	14	on	on	ADP
cet-15436	90	15	-	-	PUNCT
cet-15436	90	16	line	line	NOUN
cet-15436	90	17	practices	practice	NOUN
cet-15436	90	18	,	,	PUNCT
cet-15436	90	19	would	would	AUX
cet-15436	90	20	also	also	ADV
cet-15436	90	21	be	be	AUX
cet-15436	90	22	of	of	ADP
cet-15436	90	23	great	great	ADJ
cet-15436	90	24	value	value	NOUN
cet-15436	90	25	for	for	ADP
cet-15436	90	26	a	a	DET
cet-15436	90	27	more	more	ADV
cet-15436	90	28	advanced	advanced	ADJ
cet-15436	90	29	model	model	NOUN
cet-15436	90	30	.	.	PUNCT
cet-15436	91	1	acknowledgments	acknowledgment	NOUN
cet-15436	91	2	the	the	DET
cet-15436	91	3	authors	author	NOUN
cet-15436	91	4	would	would	AUX
cet-15436	91	5	like	like	VERB
cet-15436	91	6	to	to	PART
cet-15436	91	7	express	express	VERB
cet-15436	91	8	their	their	PRON
cet-15436	91	9	gratitude	gratitude	NOUN
cet-15436	91	10	to	to	ADP
cet-15436	91	11	cnpq	cnpq	NOUN
cet-15436	91	12	,	,	PUNCT
cet-15436	91	13	capes	cape	NOUN
cet-15436	91	14	,	,	PUNCT
cet-15436	91	15	faperj	faperj	PROPN
cet-15436	91	16	(	(	PUNCT
cet-15436	91	17	fundação	fundação	PROPN
cet-15436	91	18	de	de	X
cet-15436	91	19	amparo	amparo	PROPN
cet-15436	91	20	à	à	X
cet-15436	91	21	pesquisa	pesquisa	PROPN
cet-15436	91	22	do	do	AUX
cet-15436	91	23	estado	estado	VERB
cet-15436	91	24	do	do	PROPN
cet-15436	91	25	rio	rio	PROPN
cet-15436	91	26	de	de	PROPN
cet-15436	91	27	janeiro	janeiro	PROPN
cet-15436	91	28	,	,	PUNCT
cet-15436	91	29	e-26/200.282/2023	e-26/200.282/2023	PROPN
cet-15436	91	30	-	-	SYM
cet-15436	91	31	283570	283570	NUM
cet-15436	91	32	)	)	PUNCT
cet-15436	91	33	,	,	PUNCT
cet-15436	91	34	and	and	CCONJ
cet-15436	91	35	the	the	DET
cet-15436	91	36	department	department	NOUN
cet-15436	91	37	of	of	ADP
cet-15436	91	38	chemical	chemical	PROPN
cet-15436	91	39	engineering	engineering	NOUN
cet-15436	91	40	at	at	ADP
cet-15436	91	41	puc	puc	PROPN
cet-15436	91	42	-	-	PUNCT
cet-15436	91	43	rio	rio	NOUN
cet-15436	91	44	for	for	ADP
cet-15436	91	45	their	their	PRON
cet-15436	91	46	institutional	institutional	ADJ
cet-15436	91	47	support	support	NOUN
cet-15436	91	48	.	.	PUNCT
cet-15436	92	1	additionally	additionally	ADV
cet-15436	92	2	,	,	PUNCT
cet-15436	92	3	they	they	PRON
cet-15436	92	4	acknowledge	acknowledge	VERB
cet-15436	92	5	the	the	DET
cet-15436	92	6	programa	programa	NOUN
cet-15436	92	7	de	de	X
cet-15436	92	8	recursos	recursos	PROPN
cet-15436	92	9	humanos	humanos	PROPN
cet-15436	92	10	da	da	PROPN
cet-15436	92	11	agência	agência	PROPN
cet-15436	92	12	nacional	nacional	PROPN
cet-15436	92	13	do	do	VERB
cet-15436	92	14	petróleo	petróleo	PROPN
cet-15436	92	15	,	,	PUNCT
cet-15436	92	16	gás	gás	PROPN
cet-15436	92	17	natural	natural	PROPN
cet-15436	92	18	e	e	PROPN
cet-15436	92	19	biocombustíveis	biocombustíveis	NOUN
cet-15436	92	20	(	(	PUNCT
cet-15436	92	21	prh	prh	NOUN
cet-15436	92	22	-	-	PUNCT
cet-15436	92	23	anp	anp	NOUN
cet-15436	92	24	)	)	PUNCT
cet-15436	92	25	for	for	ADP
cet-15436	92	26	the	the	DET
cet-15436	92	27	financial	financial	ADJ
cet-15436	92	28	support	support	NOUN
cet-15436	92	29	that	that	PRON
cet-15436	92	30	made	make	VERB
cet-15436	92	31	this	this	DET
cet-15436	92	32	study	study	NOUN
cet-15436	92	33	possible	possible	ADJ
cet-15436	92	34	.	.	PUNCT
cet-15436	93	1	references	reference	NOUN
cet-15436	93	2	bishop	bishop	PROPN
cet-15436	93	3	,	,	PUNCT
cet-15436	93	4	c.	c.	PROPN
cet-15436	93	5	m.	m.	NOUN
cet-15436	93	6	,	,	PUNCT
cet-15436	93	7	2006	2006	NUM
cet-15436	93	8	,	,	PUNCT
cet-15436	93	9	pattern	pattern	NOUN
cet-15436	93	10	recognition	recognition	NOUN
cet-15436	93	11	and	and	CCONJ
cet-15436	93	12	machine	machine	NOUN
cet-15436	93	13	learning	learning	NOUN
cet-15436	93	14	,	,	PUNCT
cet-15436	93	15	springer	springer	NOUN
cet-15436	93	16	,	,	PUNCT
cet-15436	93	17	new	new	PROPN
cet-15436	93	18	york	york	PROPN
cet-15436	93	19	,	,	PUNCT
cet-15436	93	20	ny	ny	PROPN
cet-15436	93	21	,	,	PUNCT
cet-15436	93	22	778	778	NUM
cet-15436	93	23	.	.	PUNCT
cet-15436	93	24	brown	brown	PROPN
cet-15436	93	25	,	,	PUNCT
cet-15436	93	26	n.	n.	NOUN
cet-15436	93	27	;	;	PUNCT
cet-15436	93	28	roubícková	roubícková	NOUN
cet-15436	93	29	,	,	PUNCT
cet-15436	93	30	a.	a.	NOUN
cet-15436	93	31	;	;	PUNCT
cet-15436	93	32	nordloh	nordloh	PROPN
cet-15436	93	33	,	,	PUNCT
cet-15436	93	34	v.	v.	ADP
cet-15436	93	35	a.	a.	NOUN
cet-15436	93	36	machine	machine	NOUN
cet-15436	93	37	learning	learn	VERB
cet-15436	93	38	for	for	ADP
cet-15436	93	39	gas	gas	NOUN
cet-15436	93	40	and	and	CCONJ
cet-15436	93	41	oil	oil	NOUN
cet-15436	93	42	exploration	exploration	NOUN
cet-15436	93	43	.	.	PUNCT
cet-15436	94	1	arxiv	arxiv	PROPN
cet-15436	94	2	preprint	preprint	VERB
cet-15436	94	3	arxiv:2010.04186	arxiv:2010.04186	PROPN
cet-15436	94	4	,	,	PUNCT
cet-15436	94	5	2020	2020	NUM
cet-15436	94	6	.	.	PUNCT
cet-15436	95	1	<	<	X
cet-15436	95	2	https://arxiv.org/abs/2010.04186	https://arxiv.org/abs/2010.04186	X
cet-15436	95	3	>	>	X
cet-15436	95	4	accessed	access	VERB
cet-15436	95	5	:	:	PUNCT
cet-15436	95	6	15	15	NUM
cet-15436	95	7	dez	dez	NOUN
cet-15436	95	8	.	.	PROPN
cet-15436	95	9	2024	2024	NUM
cet-15436	95	10	.	.	PUNCT
cet-15436	96	1	clarkson	clarkson	PROPN
cet-15436	96	2	,	,	PUNCT
cet-15436	96	3	c.	c.	PROPN
cet-15436	96	4	r.	r.	PROPN
cet-15436	96	5	,	,	PUNCT
cet-15436	96	6	nobakht	nobakht	NOUN
cet-15436	96	7	,	,	PUNCT
cet-15436	96	8	m.	m.	NOUN
cet-15436	96	9	,	,	PUNCT
cet-15436	96	10	kaviani	kaviani	PROPN
cet-15436	96	11	,	,	PUNCT
cet-15436	96	12	d.	d.	PROPN
cet-15436	96	13	,	,	PUNCT
cet-15436	96	14	ertekin	ertekin	PROPN
cet-15436	96	15	,	,	PUNCT
cet-15436	96	16	t.	t.	PROPN
cet-15436	96	17	,	,	PUNCT
cet-15436	96	18	2016	2016	NUM
cet-15436	96	19	,	,	PUNCT
cet-15436	96	20	production	production	NOUN
cet-15436	96	21	analysis	analysis	NOUN
cet-15436	96	22	of	of	ADP
cet-15436	96	23	tight	tight	ADJ
cet-15436	96	24	-	-	PUNCT
cet-15436	96	25	gas	gas	NOUN
cet-15436	96	26	and	and	CCONJ
cet-15436	96	27	shale	shale	NOUN
cet-15436	96	28	-	-	PUNCT
cet-15436	96	29	gas	gas	NOUN
cet-15436	96	30	reservoirs	reservoir	NOUN
cet-15436	96	31	using	use	VERB
cet-15436	96	32	the	the	DET
cet-15436	96	33	rate	rate	NOUN
cet-15436	96	34	-	-	PUNCT
cet-15436	96	35	transient	transient	NOUN
cet-15436	96	36	analysis	analysis	NOUN
cet-15436	96	37	technique	technique	NOUN
cet-15436	96	38	,	,	PUNCT
cet-15436	96	39	spe	spe	PROPN
cet-15436	96	40	reservoir	reservoir	PROPN
cet-15436	96	41	evaluation	evaluation	NOUN
cet-15436	96	42	&	&	CCONJ
cet-15436	96	43	engineering	engineering	PROPN
cet-15436	96	44	,	,	PUNCT
cet-15436	96	45	19(3	19(3	NUM
cet-15436	96	46	)	)	PUNCT
cet-15436	96	47	,	,	PUNCT
cet-15436	96	48	312	312	NUM
cet-15436	96	49	-	-	SYM
cet-15436	96	50	329	329	NUM
cet-15436	96	51	,	,	PUNCT
cet-15436	96	52	doi	doi	NOUN
cet-15436	96	53	:	:	PUNCT
cet-15436	96	54	10.2118/144317	10.2118/144317	NUM
cet-15436	96	55	-	-	SYM
cet-15436	96	56	pa	pa	PROPN
cet-15436	96	57	.	.	PROPN
cet-15436	96	58	deloitte	deloitte	PROPN
cet-15436	96	59	,	,	PUNCT
cet-15436	96	60	2023	2023	NUM
cet-15436	96	61	,	,	PUNCT
cet-15436	96	62	managing	manage	VERB
cet-15436	96	63	and	and	CCONJ
cet-15436	96	64	aligning	align	VERB
cet-15436	96	65	expectations	expectation	NOUN
cet-15436	96	66	of	of	ADP
cet-15436	96	67	the	the	DET
cet-15436	96	68	energy	energy	NOUN
cet-15436	96	69	transition	transition	NOUN
cet-15436	96	70	:	:	PUNCT
cet-15436	96	71	energy	energy	NOUN
cet-15436	96	72	and	and	CCONJ
cet-15436	96	73	chemicals	chemical	NOUN
cet-15436	96	74	signature	signature	NOUN
cet-15436	96	75	issue	issue	NOUN
cet-15436	96	76	fy24	fy24	PROPN
cet-15436	96	77	,	,	PUNCT
cet-15436	96	78	deloitte	deloitte	NOUN
cet-15436	96	79	.	.	PUNCT
cet-15436	97	1	<	<	X
cet-15436	97	2	deloitte.com/content/dam/insights/articles/us176669_e-i_fy24-energy---chemicalssignature-issue_managing-and-aligning-expectations-of-the-energy-transition-soft-launch/di_ei-fy24energy-chemicals-signature-issue.pdf	deloitte.com/content/dam/insights/articles/us176669_e-i_fy24-energy---chemicalssignature-issue_managing-and-aligning-expectations-of-the-energy-transition-soft-launch/di_ei-fy24energy-chemicals-signature-issue.pdf	PROPN
cet-15436	97	3	>	>	X
cet-15436	97	4	accessed	access	VERB
cet-15436	97	5	15.12.2024	15.12.2024	NUM
cet-15436	97	6	.	.	PUNCT
cet-15436	97	7	domingos	domingos	PROPN
cet-15436	97	8	,	,	PUNCT
cet-15436	97	9	p.	p.	NOUN
cet-15436	97	10	,	,	PUNCT
cet-15436	97	11	2012	2012	NUM
cet-15436	97	12	,	,	PUNCT
cet-15436	97	13	a	a	DET
cet-15436	97	14	few	few	ADJ
cet-15436	97	15	useful	useful	ADJ
cet-15436	97	16	things	thing	NOUN
cet-15436	97	17	to	to	PART
cet-15436	97	18	know	know	VERB
cet-15436	97	19	about	about	ADP
cet-15436	97	20	machine	machine	NOUN
cet-15436	97	21	learning	learning	NOUN
cet-15436	97	22	,	,	PUNCT
cet-15436	97	23	communications	communication	NOUN
cet-15436	97	24	of	of	ADP
cet-15436	97	25	the	the	DET
cet-15436	97	26	acm	acm	NOUN
cet-15436	97	27	,	,	PUNCT
cet-15436	97	28	55(10	55(10	NUM
cet-15436	97	29	)	)	PUNCT
cet-15436	97	30	,	,	PUNCT
cet-15436	97	31	78	78	NUM
cet-15436	97	32	-	-	SYM
cet-15436	97	33	87	87	NUM
cet-15436	97	34	,	,	PUNCT
cet-15436	97	35	doi	doi	NOUN
cet-15436	97	36	:	:	PUNCT
cet-15436	97	37	10.1145/2347736.2347755	10.1145/2347736.2347755	NUM
cet-15436	97	38	.	.	X
cet-15436	97	39	freire	freire	PROPN
cet-15436	97	40	,	,	PUNCT
cet-15436	97	41	r.	r.	PROPN
cet-15436	97	42	m.	m.	PROPN
cet-15436	97	43	,	,	PUNCT
cet-15436	97	44	2024	2024	NUM
cet-15436	97	45	,	,	PUNCT
cet-15436	97	46	spa	spa	NOUN
cet-15436	97	47	rta	rta	PROPN
cet-15436	97	48	data	data	PROPN
cet-15436	97	49	survey	survey	NOUN
cet-15436	97	50	,	,	PUNCT
cet-15436	97	51	github	github	PROPN
cet-15436	97	52	.	.	PUNCT
cet-15436	98	1	from	from	ADP
cet-15436	98	2	url	url	NOUN
cet-15436	98	3	:	:	PUNCT
cet-15436	98	4	https://github.com/raul-macedo-freire/spe-rtadata-survey	https://github.com/raul-macedo-freire/spe-rtadata-survey	NOUN
cet-15436	98	5	.	.	PROPN
cet-15436	98	6	géron	géron	PROPN
cet-15436	98	7	,	,	PUNCT
cet-15436	98	8	a.	a.	PROPN
cet-15436	98	9	,	,	PUNCT
cet-15436	98	10	2019	2019	NUM
cet-15436	98	11	,	,	PUNCT
cet-15436	98	12	hands	hand	NOUN
cet-15436	98	13	-	-	PUNCT
cet-15436	98	14	on	on	ADP
cet-15436	98	15	machine	machine	NOUN
cet-15436	98	16	learning	learn	VERB
cet-15436	98	17	with	with	ADP
cet-15436	98	18	scikit	scikit	NOUN
cet-15436	98	19	-	-	PUNCT
cet-15436	98	20	learn	learn	PROPN
cet-15436	98	21	,	,	PUNCT
cet-15436	98	22	keras	keras	PROPN
cet-15436	98	23	,	,	PUNCT
cet-15436	98	24	and	and	CCONJ
cet-15436	98	25	tensorflow	tensorflow	NOUN
cet-15436	98	26	:	:	PUNCT
cet-15436	98	27	concepts	concept	NOUN
cet-15436	98	28	,	,	PUNCT
cet-15436	98	29	tools	tool	NOUN
cet-15436	98	30	,	,	PUNCT
cet-15436	98	31	and	and	CCONJ
cet-15436	98	32	techniques	technique	NOUN
cet-15436	98	33	to	to	PART
cet-15436	98	34	build	build	VERB
cet-15436	98	35	intelligent	intelligent	ADJ
cet-15436	98	36	systems	system	NOUN
cet-15436	98	37	(	(	PUNCT
cet-15436	98	38	2nd	2nd	ADJ
cet-15436	98	39	ed	ed	NOUN
cet-15436	98	40	.	.	PUNCT
cet-15436	98	41	)	)	PUNCT
cet-15436	98	42	,	,	PUNCT
cet-15436	98	43	o'reilly	o'reilly	NOUN
cet-15436	98	44	media	medium	NOUN
cet-15436	98	45	,	,	PUNCT
cet-15436	98	46	848	848	NUM
cet-15436	98	47	.	.	PUNCT
cet-15436	98	48	goodfellow	goodfellow	PROPN
cet-15436	98	49	,	,	PUNCT
cet-15436	98	50	i.	i.	PROPN
cet-15436	98	51	,	,	PUNCT
cet-15436	98	52	bengio	bengio	PROPN
cet-15436	98	53	,	,	PUNCT
cet-15436	98	54	y.	y.	NOUN
cet-15436	98	55	,	,	PUNCT
cet-15436	98	56	courville	courville	NOUN
cet-15436	98	57	,	,	PUNCT
cet-15436	98	58	a.	a.	NOUN
cet-15436	98	59	,	,	PUNCT
cet-15436	98	60	2016	2016	NUM
cet-15436	98	61	,	,	PUNCT
cet-15436	98	62	deep	deep	ADJ
cet-15436	98	63	learning	learning	NOUN
cet-15436	98	64	,	,	PUNCT
cet-15436	98	65	the	the	DET
cet-15436	98	66	mit	mit	PROPN
cet-15436	98	67	press	press	NOUN
cet-15436	98	68	,	,	PUNCT
cet-15436	98	69	800	800	NUM
cet-15436	98	70	.	.	PUNCT
cet-15436	99	1	guan	guan	PROPN
cet-15436	99	2	h.y	h.y	PROPN
cet-15436	99	3	.	.	PROPN
cet-15436	99	4	,	,	PUNCT
cet-15436	99	5	jiyuan	jiyuan	PROPN
cet-15436	99	6	t.	t.	PROPN
cet-15436	99	7	,	,	PUNCT
cet-15436	99	8	2016	2016	NUM
cet-15436	99	9	,	,	PUNCT
cet-15436	99	10	introduction	introduction	NOUN
cet-15436	99	11	,	,	PUNCT
cet-15436	99	12	in	in	ADP
cet-15436	99	13	:	:	PUNCT
cet-15436	99	14	guan	guan	PROPN
cet-15436	99	15	heng	heng	PROPN
cet-15436	99	16	yeoh	yeoh	PROPN
cet-15436	99	17	,	,	PUNCT
cet-15436	99	18	jiyuan	jiyuan	PROPN
cet-15436	99	19	tu	tu	PROPN
cet-15436	99	20	(	(	PUNCT
cet-15436	99	21	eds	eds	PROPN
cet-15436	99	22	.	.	PUNCT
cet-15436	99	23	)	)	PUNCT
cet-15436	99	24	,	,	PUNCT
cet-15436	99	25	computational	computational	ADJ
cet-15436	99	26	techniques	technique	NOUN
cet-15436	99	27	for	for	ADP
cet-15436	99	28	multiphase	multiphase	NOUN
cet-15436	99	29	flows	flow	NOUN
cet-15436	99	30	(	(	PUNCT
cet-15436	99	31	second	second	ADJ
cet-15436	99	32	edition	edition	NOUN
cet-15436	99	33	)	)	PUNCT
cet-15436	99	34	,	,	PUNCT
cet-15436	99	35	butterworth	butterworth	PROPN
cet-15436	99	36	-	-	PUNCT
cet-15436	99	37	heinemann	heinemann	PROPN
cet-15436	99	38	,	,	PUNCT
cet-15436	99	39	pages	page	NOUN
cet-15436	99	40	1	1	NUM
cet-15436	99	41	-	-	SYM
cet-15436	99	42	18	18	NUM
cet-15436	99	43	,	,	PUNCT
cet-15436	99	44	doi	doi	NOUN
cet-15436	99	45	:	:	PUNCT
cet-15436	99	46	10.1016	10.1016	NUM
cet-15436	99	47	/	/	SYM
cet-15436	99	48	b978	b978	NUM
cet-15436	99	49	-	-	PUNCT
cet-15436	99	50	0	0	NUM
cet-15436	99	51	-	-	PUNCT
cet-15436	99	52	08	08	NUM
cet-15436	99	53	-	-	PUNCT
cet-15436	99	54	1024539.00001	1024539.00001	NUM
cet-15436	99	55	-	-	PUNCT
cet-15436	99	56	5	5	NUM
cet-15436	99	57	.	.	PUNCT
cet-15436	100	1	halford	halford	PROPN
cet-15436	100	2	,	,	PUNCT
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cet-15436	100	4	(	(	PUNCT
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cet-15436	100	6	)	)	PUNCT
cet-15436	100	7	.	.	PUNCT
cet-15436	101	1	prince	prince	PROPN
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cet-15436	101	10	analysis	analysis	NOUN
cet-15436	101	11	.	.	PUNCT
cet-15436	102	1	<	<	AUX
cet-15436	102	2	https://github.com/maxhalford/prince	https://github.com/maxhalford/prince	X
cet-15436	102	3	>	>	X
cet-15436	102	4	accessed	access	VERB
cet-15436	102	5	:	:	PUNCT
cet-15436	102	6	15	15	NUM
cet-15436	102	7	dez	dez	NOUN
cet-15436	102	8	.	.	PUNCT
cet-15436	102	9	2024	2024	NUM
cet-15436	102	10	.	.	PUNCT
cet-15436	103	1	ihs	ihs	PROPN
cet-15436	103	2	markit	markit	NOUN
cet-15436	103	3	,	,	PUNCT
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cet-15436	103	5	,	,	PUNCT
cet-15436	103	6	ihs	ihs	PROPN
cet-15436	103	7	harmony	harmony	NOUN
cet-15436	103	8	enterprise	enterprise	NOUN
cet-15436	103	9	,	,	PUNCT
cet-15436	103	10	ihs	ihs	PROPN
cet-15436	103	11	markit	markit	NOUN
cet-15436	103	12	.	.	PUNCT
cet-15436	104	1	<	<	X
cet-15436	104	2	ihsenergy.ca/support/documentation_ca/harmony_enterprise/2020_2/content/html_files/start_here.htm	ihsenergy.ca/support/documentation_ca/harmony_enterprise/2020_2/content/html_files/start_here.htm	X
cet-15436	104	3	>	>	X
cet-15436	104	4	accessed	access	VERB
cet-15436	104	5	15.12.2024	15.12.2024	NUM
cet-15436	104	6	.	.	PUNCT
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cet-15436	104	8	,	,	PUNCT
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cet-15436	104	10	,	,	PUNCT
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cet-15436	104	12	,	,	PUNCT
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cet-15436	104	14	component	component	NOUN
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cet-15436	104	16	(	(	PUNCT
cet-15436	104	17	pca	pca	NOUN
cet-15436	104	18	)	)	PUNCT
cet-15436	104	19	,	,	PUNCT
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cet-15436	104	23	p.	p.	NOUN
cet-15436	104	24	1–4	1–4	PROPN
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cet-15436	104	30	2024	2024	NUM
cet-15436	104	31	,	,	PUNCT
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cet-15436	104	33	energy	energy	NOUN
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cet-15436	104	35	2024	2024	NUM
cet-15436	104	36	,	,	PUNCT
cet-15436	104	37	mckinsey	mckinsey	NOUN
cet-15436	104	38	&	&	CCONJ
cet-15436	104	39	company	company	NOUN
cet-15436	104	40	.	.	PUNCT
cet-15436	105	1	<	<	X
cet-15436	105	2	mckinsey.com/~/media/mckinsey/industries/energy%20and%20materials/our%20insights/global%20ener	mckinsey.com/~/media/mckinsey/industries/energy%20and%20materials/our%20insights/global%20en	ADJ
cet-15436	105	3	gy%20perspective%202024	gy%20perspective%202024	ADJ
cet-15436	105	4	/	/	SYM
cet-15436	105	5	global	global	ADJ
cet-15436	105	6	-	-	PUNCT
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cet-15436	105	13	.	.	PUNCT
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cet-15436	105	23	:	:	PUNCT
cet-15436	105	24	a	a	DET
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cet-15436	105	27	,	,	PUNCT
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cet-15436	105	30	,	,	PUNCT
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cet-15436	105	32	,	,	PUNCT
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cet-15436	105	36	.	.	PROPN
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cet-15436	105	38	.	.	PUNCT
cet-15436	106	1	python	python	PROPN
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cet-15436	107	1	<	<	X
cet-15436	107	2	www.python.org/	www.python.org/	X
cet-15436	107	3	>	>	X
cet-15436	107	4	accessed	access	VERB
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cet-15436	107	13	,	,	PUNCT
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cet-15436	107	23	,	,	PUNCT
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cet-15436	107	27	,	,	PUNCT
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cet-15436	107	29	:	:	PUNCT
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cet-15436	107	33	.	.	PUNCT
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cet-15436	108	13	tutorial	tutorial	NOUN
cet-15436	108	14	on	on	ADP
cet-15436	108	15	support	support	NOUN
cet-15436	108	16	vector	vector	NOUN
cet-15436	108	17	regression	regression	NOUN
cet-15436	108	18	,	,	PUNCT
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cet-15436	108	20	and	and	CCONJ
cet-15436	108	21	computing	computing	NOUN
cet-15436	108	22	,	,	PUNCT
cet-15436	108	23	14	14	NUM
cet-15436	108	24	,	,	PUNCT
cet-15436	108	25	199	199	NUM
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cet-15436	108	27	222	222	NUM
cet-15436	108	28	.	.	PUNCT
cet-15436	109	1	doi	doi	NOUN
cet-15436	109	2	:	:	PUNCT
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cet-15436	109	4	/	/	SYM
cet-15436	109	5	b	b	NOUN
cet-15436	109	6	:	:	PUNCT
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cet-15436	109	8	.	.	PUNCT
cet-15436	109	9	society	society	NOUN
cet-15436	109	10	of	of	ADP
cet-15436	109	11	petroleum	petroleum	NOUN
cet-15436	109	12	engineers	engineer	NOUN
cet-15436	109	13	,	,	PUNCT
cet-15436	109	14	2024	2024	NUM
cet-15436	109	15	,	,	PUNCT
cet-15436	109	16	industry	industry	NOUN
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cet-15436	109	18	repository	repository	NOUN
cet-15436	109	19	,	,	PUNCT
cet-15436	109	20	society	society	NOUN
cet-15436	109	21	of	of	ADP
cet-15436	109	22	petroleum	petroleum	NOUN
cet-15436	109	23	engineers	engineer	NOUN
cet-15436	109	24	.	.	PUNCT
cet-15436	110	1	<	<	X
cet-15436	110	2	spe.org/en/industry/data-repository/	spe.org/en/industry/data-repository/	PROPN
cet-15436	110	3	>	>	X
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cet-15436	110	6	.	.	PROPN
cet-15436	110	7	spe	spe	PROPN
cet-15436	110	8	data	data	PROPN
cet-15436	110	9	repository	repository	NOUN
cet-15436	110	10	,	,	PUNCT
cet-15436	110	11	2024	2024	NUM
cet-15436	110	12	,	,	PUNCT
cet-15436	110	13	data	datum	NOUN
cet-15436	110	14	set	set	VERB
cet-15436	110	15	:	:	PUNCT
cet-15436	110	16	1	1	NUM
cet-15436	110	17	,	,	PUNCT
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cet-15436	110	19	number	number	NOUN
cet-15436	110	20	:	:	PUNCT
cet-15436	110	21	all	all	PRON
cet-15436	110	22	,	,	PUNCT
cet-15436	110	23	from	from	ADP
cet-15436	110	24	url	url	PROPN
cet-15436	110	25	:	:	PUNCT
cet-15436	110	26	<	<	X
cet-15436	110	27	spe.org/datasets/dataset_1/csv_files/dataset_1_all_wells/	spe.org/datasets/dataset_1/csv_files/dataset_1_all_wells/	PRON
cet-15436	110	28	>	>	X
cet-15436	110	29	accessed	access	VERB
cet-15436	110	30	15.12.2024	15.12.2024	NUM
cet-15436	110	31	.	.	PUNCT
cet-15436	110	32	taghavinejad	taghavinejad	NOUN
cet-15436	110	33	,	,	PUNCT
cet-15436	110	34	a.	a.	NOUN
cet-15436	110	35	,	,	PUNCT
cet-15436	110	36	ostadhassan	ostadhassan	ADJ
cet-15436	110	37	,	,	PUNCT
cet-15436	110	38	m.	m.	NOUN
cet-15436	110	39	,	,	PUNCT
cet-15436	110	40	daneshfar	daneshfar	PROPN
cet-15436	110	41	,	,	PUNCT
cet-15436	110	42	r.	r.	PROPN
cet-15436	110	43	,	,	PUNCT
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cet-15436	110	45	,	,	PUNCT
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cet-15436	110	47	reservoirs	reservoir	NOUN
cet-15436	110	48	:	:	PUNCT
cet-15436	110	49	rate	rate	NOUN
cet-15436	110	50	and	and	CCONJ
cet-15436	110	51	pressure	pressure	NOUN
cet-15436	110	52	transient	transient	NOUN
cet-15436	110	53	analysis	analysis	NOUN
cet-15436	110	54	techniques	technique	NOUN
cet-15436	110	55	:	:	PUNCT
cet-15436	110	56	a	a	DET
cet-15436	110	57	reservoir	reservoir	NOUN
cet-15436	110	58	engineering	engineering	NOUN
cet-15436	110	59	approach	approach	NOUN
cet-15436	110	60	,	,	PUNCT
cet-15436	110	61	springer	springer	NOUN
cet-15436	110	62	,	,	PUNCT
cet-15436	110	63	cham	cham	NOUN
cet-15436	110	64	,	,	PUNCT
cet-15436	110	65	111	111	NUM
cet-15436	110	66	.	.	PUNCT
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cet-15436	110	68	,	,	PUNCT
cet-15436	110	69	r.	r.	PROPN
cet-15436	110	70	e.	e.	PROPN
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cet-15436	110	75	c.	c.	PROPN
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cet-15436	110	77	,	,	PUNCT
cet-15436	110	78	ciarelli	ciarelli	PROPN
cet-15436	110	79	,	,	PUNCT
cet-15436	110	80	p.	p.	NOUN
cet-15436	110	81	m.	m.	NOUN
cet-15436	110	82	,	,	PUNCT
cet-15436	110	83	medeiros	medeiros	PROPN
cet-15436	110	84	,	,	PUNCT
cet-15436	110	85	a.	a.	PROPN
cet-15436	110	86	g.	g.	PROPN
cet-15436	110	87	,	,	PUNCT
cet-15436	110	88	amaral	amaral	PROPN
cet-15436	110	89	,	,	PUNCT
cet-15436	110	90	b.	b.	PROPN
cet-15436	110	91	g.	g.	PROPN
cet-15436	110	92	,	,	PUNCT
cet-15436	110	93	barrionuevo	barrionuevo	VERB
cet-15436	110	94	,	,	PUNCT
cet-15436	110	95	d.	d.	PROPN
cet-15436	110	96	c.	c.	PROPN
cet-15436	110	97	,	,	PUNCT
cet-15436	110	98	araújo	araújo	PROPN
cet-15436	110	99	,	,	PUNCT
cet-15436	110	100	j.	j.	PROPN
cet-15436	110	101	c.	c.	PROPN
cet-15436	110	102	d.	d.	PROPN
cet-15436	110	103	,	,	PUNCT
cet-15436	110	104	ribeiro	ribeiro	PROPN
cet-15436	110	105	,	,	PUNCT
cet-15436	110	106	j.	j.	PROPN
cet-15436	110	107	l.	l.	PROPN
cet-15436	110	108	,	,	PUNCT
cet-15436	110	109	magalhães	magalhães	NOUN
cet-15436	110	110	,	,	PUNCT
cet-15436	110	111	l.	l.	PROPN
cet-15436	110	112	p.	p.	PROPN
cet-15436	110	113	,	,	PUNCT
cet-15436	110	114	2019	2019	NUM
cet-15436	110	115	,	,	PUNCT
cet-15436	110	116	a	a	DET
cet-15436	110	117	realistic	realistic	ADJ
cet-15436	110	118	and	and	CCONJ
cet-15436	110	119	public	public	ADJ
cet-15436	110	120	dataset	dataset	NOUN
cet-15436	110	121	with	with	ADP
cet-15436	110	122	rare	rare	ADJ
cet-15436	110	123	undesirable	undesirable	ADJ
cet-15436	110	124	real	real	ADJ
cet-15436	110	125	events	event	NOUN
cet-15436	110	126	in	in	ADP
cet-15436	110	127	oil	oil	NOUN
cet-15436	110	128	wells	well	NOUN
cet-15436	110	129	,	,	PUNCT
cet-15436	110	130	journal	journal	NOUN
cet-15436	110	131	of	of	ADP
cet-15436	110	132	petroleum	petroleum	NOUN
cet-15436	110	133	science	science	NOUN
cet-15436	110	134	and	and	CCONJ
cet-15436	110	135	engineering	engineering	NOUN
cet-15436	110	136	,	,	PUNCT
cet-15436	110	137	v.	v.	ADP
cet-15436	110	138	181	181	NUM
cet-15436	110	139	,	,	PUNCT
cet-15436	110	140	p.	p.	NOUN
cet-15436	110	141	106223	106223	NUM
cet-15436	110	142	.	.	PUNCT
cet-15436	111	1	1116	1116	NUM
cet-15436	111	2	cet-vol117-b.pdf	cet-vol117-b.pdf	SYM
cet-15436	111	3	274oliveira.pdf	274oliveira.pdf	NUM
cet-15436	111	4	development	development	NOUN
cet-15436	111	5	of	of	ADP
cet-15436	111	6	machine	machine	NOUN
cet-15436	111	7	learning	learning	NOUN
cet-15436	111	8	models	model	NOUN
cet-15436	111	9	for	for	ADP
cet-15436	111	10	sandface	sandface	NOUN
cet-15436	111	11	pressure	pressure	NOUN
cet-15436	111	12	prediction	prediction	NOUN
cet-15436	111	13	in	in	ADP
cet-15436	111	14	oil	oil	NOUN
cet-15436	111	15	well	well	NOUN