id	sid	tid	token	lemma	pos
iogr-1353	1	1	copyright	copyright	NOUN
iogr-1353	1	2	©	©	ADP
iogr-1353	1	3	the	the	DET
iogr-1353	1	4	author(s	author(s	NOUN
iogr-1353	1	5	)	)	PUNCT
iogr-1353	1	6	.	.	PUNCT
iogr-1353	2	1	this	this	DET
iogr-1353	2	2	work	work	NOUN
iogr-1353	2	3	is	be	AUX
iogr-1353	2	4	licensed	license	VERB
iogr-1353	2	5	under	under	ADP
iogr-1353	2	6	a	a	DET
iogr-1353	2	7	creative	creative	ADJ
iogr-1353	2	8	commons	common	NOUN
iogr-1353	2	9	attribution	attribution	NOUN
iogr-1353	2	10	4.0	4.0	NUM
iogr-1353	2	11	international	international	ADJ
iogr-1353	2	12	license	license	NOUN
iogr-1353	2	13	.	.	PUNCT
iogr-1353	3	1	improved	improve	VERB
iogr-1353	3	2	oil	oil	NOUN
iogr-1353	3	3	and	and	CCONJ
iogr-1353	3	4	gas	gas	NOUN
iogr-1353	3	5	recovery	recovery	NOUN
iogr-1353	3	6	doi	doi	NOUN
iogr-1353	3	7	:	:	PUNCT
iogr-1353	3	8	10.14800	10.14800	NUM
iogr-1353	3	9	/	/	SYM
iogr-1353	3	10	iogr.1353	iogr.1353	PROPN
iogr-1353	3	11	received	receive	VERB
iogr-1353	3	12	january	january	PROPN
iogr-1353	3	13	05	05	NUM
iogr-1353	3	14	,	,	PUNCT
iogr-1353	3	15	2025	2025	NUM
iogr-1353	3	16	;	;	PUNCT
iogr-1353	3	17	revised	revise	VERB
iogr-1353	3	18	march	march	PROPN
iogr-1353	3	19	18	18	NUM
iogr-1353	3	20	,	,	PUNCT
iogr-1353	3	21	2025	2025	NUM
iogr-1353	3	22	;	;	PUNCT
iogr-1353	3	23	accepted	accept	VERB
iogr-1353	3	24	may	may	PROPN
iogr-1353	3	25	27	27	NUM
iogr-1353	3	26	,	,	PUNCT
iogr-1353	3	27	2025	2025	NUM
iogr-1353	3	28	.	.	PUNCT
iogr-1353	4	1	*	*	PUNCT
iogr-1353	4	2	corresponding	correspond	VERB
iogr-1353	4	3	author	author	NOUN
iogr-1353	4	4	:	:	PUNCT
iogr-1353	4	5	dike.chukwuebuka@futo.edu.ng	dike.chukwuebuka@futo.edu.ng	NOUN
iogr-1353	4	6	1	1	NUM
iogr-1353	4	7	an	an	DET
iogr-1353	4	8	investigation	investigation	NOUN
iogr-1353	4	9	into	into	ADP
iogr-1353	4	10	the	the	DET
iogr-1353	4	11	optimization	optimization	NOUN
iogr-1353	4	12	of	of	ADP
iogr-1353	4	13	electrically	electrically	ADV
iogr-1353	4	14	submersible	submersible	ADJ
iogr-1353	4	15	pumps	pump	NOUN
iogr-1353	4	16	through	through	ADP
iogr-1353	4	17	the	the	DET
iogr-1353	4	18	application	application	NOUN
iogr-1353	4	19	of	of	ADP
iogr-1353	4	20	machine	machine	NOUN
iogr-1353	4	21	learning	learn	VERB
iogr-1353	4	22	anthony	anthony	PROPN
iogr-1353	4	23	kerunwa	kerunwa	PROPN
iogr-1353	4	24	,	,	PUNCT
iogr-1353	4	25	chimuanya	chimuanya	VERB
iogr-1353	4	26	winifred	winifred	ADJ
iogr-1353	4	27	ibewuike	ibewuike	NOUN
iogr-1353	4	28	,	,	PUNCT
iogr-1353	4	29	lilian	lilian	PROPN
iogr-1353	4	30	enyang	enyang	PROPN
iogr-1353	4	31	ndoma	ndoma	PROPN
iogr-1353	4	32	-	-	PUNCT
iogr-1353	4	33	egba	egba	NOUN
iogr-1353	4	34	,	,	PUNCT
iogr-1353	4	35	ndubuisi	ndubuisi	VERB
iogr-1353	4	36	okereke	okereke	ADJ
iogr-1353	4	37	,	,	PUNCT
iogr-1353	4	38	chukwuebuka	chukwuebuka	NOUN
iogr-1353	4	39	francis	francis	PROPN
iogr-1353	4	40	dike	dike	PROPN
iogr-1353	4	41	*	*	PROPN
iogr-1353	4	42	,	,	PUNCT
iogr-1353	4	43	federal	federal	ADJ
iogr-1353	4	44	university	university	PROPN
iogr-1353	4	45	of	of	ADP
iogr-1353	4	46	technology	technology	PROPN
iogr-1353	4	47	owerri	owerri	PROPN
iogr-1353	4	48	,	,	PUNCT
iogr-1353	4	49	owerri	owerri	PROPN
iogr-1353	4	50	,	,	PUNCT
iogr-1353	4	51	nigeria	nigeria	PROPN
iogr-1353	4	52	abstract	abstract	VERB
iogr-1353	4	53	an	an	DET
iogr-1353	4	54	electrical	electrical	ADJ
iogr-1353	4	55	submersible	submersible	ADJ
iogr-1353	4	56	pump	pump	NOUN
iogr-1353	4	57	,	,	PUNCT
iogr-1353	4	58	commonly	commonly	ADV
iogr-1353	4	59	abbreviated	abbreviate	VERB
iogr-1353	4	60	as	as	ADP
iogr-1353	4	61	esp	esp	ADJ
iogr-1353	4	62	,	,	PUNCT
iogr-1353	4	63	is	be	AUX
iogr-1353	4	64	a	a	DET
iogr-1353	4	65	type	type	NOUN
iogr-1353	4	66	of	of	ADP
iogr-1353	4	67	dynamic	dynamic	ADJ
iogr-1353	4	68	displacement	displacement	NOUN
iogr-1353	4	69	pump	pump	NOUN
iogr-1353	4	70	that	that	PRON
iogr-1353	4	71	is	be	AUX
iogr-1353	4	72	specifically	specifically	ADV
iogr-1353	4	73	designed	design	VERB
iogr-1353	4	74	and	and	CCONJ
iogr-1353	4	75	employed	employ	VERB
iogr-1353	4	76	to	to	PART
iogr-1353	4	77	extract	extract	VERB
iogr-1353	4	78	crude	crude	ADJ
iogr-1353	4	79	oil	oil	NOUN
iogr-1353	4	80	from	from	ADP
iogr-1353	4	81	the	the	DET
iogr-1353	4	82	wellbore	wellbore	NOUN
iogr-1353	4	83	when	when	SCONJ
iogr-1353	4	84	the	the	DET
iogr-1353	4	85	natural	natural	ADJ
iogr-1353	4	86	pressure	pressure	NOUN
iogr-1353	4	87	differential	differential	NOUN
iogr-1353	4	88	is	be	AUX
iogr-1353	4	89	insufficient	insufficient	ADJ
iogr-1353	4	90	to	to	PART
iogr-1353	4	91	facilitate	facilitate	VERB
iogr-1353	4	92	this	this	DET
iogr-1353	4	93	process	process	NOUN
iogr-1353	4	94	effectively	effectively	ADV
iogr-1353	4	95	.	.	PUNCT
iogr-1353	5	1	the	the	DET
iogr-1353	5	2	esp	esp	ADJ
iogr-1353	5	3	operates	operate	VERB
iogr-1353	5	4	on	on	ADP
iogr-1353	5	5	the	the	DET
iogr-1353	5	6	principle	principle	NOUN
iogr-1353	5	7	of	of	ADP
iogr-1353	5	8	generating	generate	VERB
iogr-1353	5	9	momentum	momentum	NOUN
iogr-1353	5	10	to	to	PART
iogr-1353	5	11	lift	lift	VERB
iogr-1353	5	12	fluids	fluid	NOUN
iogr-1353	5	13	,	,	PUNCT
iogr-1353	5	14	transferring	transfer	VERB
iogr-1353	5	15	them	they	PRON
iogr-1353	5	16	from	from	ADP
iogr-1353	5	17	the	the	DET
iogr-1353	5	18	inlet	inlet	NOUN
iogr-1353	5	19	to	to	ADP
iogr-1353	5	20	the	the	DET
iogr-1353	5	21	outlet	outlet	NOUN
iogr-1353	5	22	of	of	ADP
iogr-1353	5	23	the	the	DET
iogr-1353	5	24	system	system	NOUN
iogr-1353	5	25	.	.	PUNCT
iogr-1353	6	1	in	in	ADP
iogr-1353	6	2	its	its	PRON
iogr-1353	6	3	pursuit	pursuit	NOUN
iogr-1353	6	4	to	to	PART
iogr-1353	6	5	enhance	enhance	VERB
iogr-1353	6	6	oil	oil	NOUN
iogr-1353	6	7	production	production	NOUN
iogr-1353	6	8	,	,	PUNCT
iogr-1353	6	9	the	the	DET
iogr-1353	6	10	esp	esp	ADJ
iogr-1353	6	11	system	system	NOUN
iogr-1353	6	12	encounters	encounter	VERB
iogr-1353	6	13	a	a	DET
iogr-1353	6	14	variety	variety	NOUN
iogr-1353	6	15	of	of	ADP
iogr-1353	6	16	constraints	constraint	NOUN
iogr-1353	6	17	that	that	PRON
iogr-1353	6	18	can	can	AUX
iogr-1353	6	19	be	be	AUX
iogr-1353	6	20	broadly	broadly	ADV
iogr-1353	6	21	categorized	categorize	VERB
iogr-1353	6	22	into	into	ADP
iogr-1353	6	23	pressure	pressure	NOUN
iogr-1353	6	24	-	-	PUNCT
iogr-1353	6	25	related	relate	VERB
iogr-1353	6	26	,	,	PUNCT
iogr-1353	6	27	pumpspecific	pumpspecific	NOUN
iogr-1353	6	28	,	,	PUNCT
iogr-1353	6	29	fluid	fluid	NOUN
iogr-1353	6	30	-	-	PUNCT
iogr-1353	6	31	related	relate	VERB
iogr-1353	6	32	,	,	PUNCT
iogr-1353	6	33	and	and	CCONJ
iogr-1353	6	34	motor	motor	NOUN
iogr-1353	6	35	-	-	PUNCT
iogr-1353	6	36	related	relate	VERB
iogr-1353	6	37	issues	issue	NOUN
iogr-1353	6	38	.	.	PUNCT
iogr-1353	7	1	to	to	PART
iogr-1353	7	2	ensure	ensure	VERB
iogr-1353	7	3	the	the	DET
iogr-1353	7	4	system	system	NOUN
iogr-1353	7	5	's	's	PART
iogr-1353	7	6	optimal	optimal	ADJ
iogr-1353	7	7	performance	performance	NOUN
iogr-1353	7	8	and	and	CCONJ
iogr-1353	7	9	design	design	NOUN
iogr-1353	7	10	,	,	PUNCT
iogr-1353	7	11	it	it	PRON
iogr-1353	7	12	is	be	AUX
iogr-1353	7	13	crucial	crucial	ADJ
iogr-1353	7	14	to	to	PART
iogr-1353	7	15	conduct	conduct	VERB
iogr-1353	7	16	a	a	DET
iogr-1353	7	17	comprehensive	comprehensive	ADJ
iogr-1353	7	18	analysis	analysis	NOUN
iogr-1353	7	19	of	of	ADP
iogr-1353	7	20	these	these	DET
iogr-1353	7	21	constraints	constraint	NOUN
iogr-1353	7	22	.	.	PUNCT
iogr-1353	8	1	in	in	ADP
iogr-1353	8	2	this	this	DET
iogr-1353	8	3	study	study	NOUN
iogr-1353	8	4	,	,	PUNCT
iogr-1353	8	5	the	the	DET
iogr-1353	8	6	random	random	ADJ
iogr-1353	8	7	forest	forest	NOUN
iogr-1353	8	8	(	(	PUNCT
iogr-1353	8	9	rf	rf	NOUN
iogr-1353	8	10	)	)	PUNCT
iogr-1353	8	11	algorithm	algorithm	NOUN
iogr-1353	8	12	was	be	AUX
iogr-1353	8	13	employed	employ	VERB
iogr-1353	8	14	as	as	ADP
iogr-1353	8	15	a	a	DET
iogr-1353	8	16	powerful	powerful	ADJ
iogr-1353	8	17	analytical	analytical	ADJ
iogr-1353	8	18	tool	tool	NOUN
iogr-1353	8	19	to	to	PART
iogr-1353	8	20	investigate	investigate	VERB
iogr-1353	8	21	the	the	DET
iogr-1353	8	22	aforementioned	aforementioned	ADJ
iogr-1353	8	23	constraints	constraint	NOUN
iogr-1353	8	24	and	and	CCONJ
iogr-1353	8	25	to	to	PART
iogr-1353	8	26	assess	assess	VERB
iogr-1353	8	27	their	their	PRON
iogr-1353	8	28	influence	influence	NOUN
iogr-1353	8	29	on	on	ADP
iogr-1353	8	30	the	the	DET
iogr-1353	8	31	rate	rate	NOUN
iogr-1353	8	32	of	of	ADP
iogr-1353	8	33	oil	oil	NOUN
iogr-1353	8	34	production	production	NOUN
iogr-1353	8	35	.	.	PUNCT
iogr-1353	9	1	to	to	PART
iogr-1353	9	2	develop	develop	VERB
iogr-1353	9	3	the	the	DET
iogr-1353	9	4	model	model	NOUN
iogr-1353	9	5	,	,	PUNCT
iogr-1353	9	6	a	a	DET
iogr-1353	9	7	dataset	dataset	NOUN
iogr-1353	9	8	comprising	comprise	VERB
iogr-1353	9	9	36	36	NUM
iogr-1353	9	10	instances	instance	NOUN
iogr-1353	9	11	from	from	ADP
iogr-1353	9	12	an	an	DET
iogr-1353	9	13	oilfield	oilfield	NOUN
iogr-1353	9	14	located	locate	VERB
iogr-1353	9	15	in	in	ADP
iogr-1353	9	16	the	the	DET
iogr-1353	9	17	niger	niger	NOUN
iogr-1353	9	18	-	-	PUNCT
iogr-1353	9	19	delta	delta	NOUN
iogr-1353	9	20	region	region	NOUN
iogr-1353	9	21	was	be	AUX
iogr-1353	9	22	utilized	utilize	VERB
iogr-1353	9	23	.	.	PUNCT
iogr-1353	10	1	following	follow	VERB
iogr-1353	10	2	the	the	DET
iogr-1353	10	3	development	development	NOUN
iogr-1353	10	4	of	of	ADP
iogr-1353	10	5	the	the	DET
iogr-1353	10	6	model	model	NOUN
iogr-1353	10	7	,	,	PUNCT
iogr-1353	10	8	a	a	DET
iogr-1353	10	9	thorough	thorough	ADJ
iogr-1353	10	10	statistical	statistical	ADJ
iogr-1353	10	11	evaluation	evaluation	NOUN
iogr-1353	10	12	and	and	CCONJ
iogr-1353	10	13	validation	validation	NOUN
iogr-1353	10	14	process	process	NOUN
iogr-1353	10	15	was	be	AUX
iogr-1353	10	16	conducted	conduct	VERB
iogr-1353	10	17	to	to	PART
iogr-1353	10	18	ensure	ensure	VERB
iogr-1353	10	19	the	the	DET
iogr-1353	10	20	reliability	reliability	NOUN
iogr-1353	10	21	and	and	CCONJ
iogr-1353	10	22	accuracy	accuracy	NOUN
iogr-1353	10	23	of	of	ADP
iogr-1353	10	24	the	the	DET
iogr-1353	10	25	findings	finding	NOUN
iogr-1353	10	26	.	.	PUNCT
iogr-1353	11	1	the	the	DET
iogr-1353	11	2	results	result	NOUN
iogr-1353	11	3	of	of	ADP
iogr-1353	11	4	the	the	DET
iogr-1353	11	5	study	study	NOUN
iogr-1353	11	6	were	be	AUX
iogr-1353	11	7	quite	quite	ADV
iogr-1353	11	8	promising	promising	ADJ
iogr-1353	11	9	,	,	PUNCT
iogr-1353	11	10	with	with	ADP
iogr-1353	11	11	the	the	DET
iogr-1353	11	12	random	random	ADJ
iogr-1353	11	13	forest	forest	NOUN
iogr-1353	11	14	algorithm	algorithm	NOUN
iogr-1353	11	15	demonstrating	demonstrate	VERB
iogr-1353	11	16	a	a	DET
iogr-1353	11	17	regression	regression	NOUN
iogr-1353	11	18	score	score	NOUN
iogr-1353	11	19	of	of	ADP
iogr-1353	11	20	99.66	99.66	NUM
iogr-1353	11	21	%	%	NOUN
iogr-1353	11	22	,	,	PUNCT
iogr-1353	11	23	indicating	indicate	VERB
iogr-1353	11	24	an	an	DET
iogr-1353	11	25	exceptionally	exceptionally	ADV
iogr-1353	11	26	high	high	ADJ
iogr-1353	11	27	level	level	NOUN
iogr-1353	11	28	of	of	ADP
iogr-1353	11	29	accuracy	accuracy	NOUN
iogr-1353	11	30	in	in	ADP
iogr-1353	11	31	predicting	predict	VERB
iogr-1353	11	32	the	the	DET
iogr-1353	11	33	oil	oil	NOUN
iogr-1353	11	34	production	production	NOUN
iogr-1353	11	35	rate	rate	NOUN
iogr-1353	11	36	.	.	PUNCT
iogr-1353	12	1	additionally	additionally	ADV
iogr-1353	12	2	,	,	PUNCT
iogr-1353	12	3	the	the	DET
iogr-1353	12	4	mean	mean	ADJ
iogr-1353	12	5	absolute	absolute	ADJ
iogr-1353	12	6	error	error	NOUN
iogr-1353	12	7	(	(	PUNCT
iogr-1353	12	8	mae	mae	PROPN
iogr-1353	12	9	)	)	PUNCT
iogr-1353	12	10	was	be	AUX
iogr-1353	12	11	recorded	record	VERB
iogr-1353	12	12	at	at	ADP
iogr-1353	12	13	0.00866	0.00866	PROPN
iogr-1353	12	14	,	,	PUNCT
iogr-1353	12	15	the	the	DET
iogr-1353	12	16	mean	mean	NOUN
iogr-1353	12	17	squared	square	VERB
iogr-1353	12	18	error	error	NOUN
iogr-1353	12	19	(	(	PUNCT
iogr-1353	12	20	mse	mse	NOUN
iogr-1353	12	21	)	)	PUNCT
iogr-1353	12	22	at	at	ADP
iogr-1353	12	23	0.0001019	0.0001019	NUM
iogr-1353	12	24	,	,	PUNCT
iogr-1353	12	25	and	and	CCONJ
iogr-1353	12	26	the	the	DET
iogr-1353	12	27	root	root	NOUN
iogr-1353	12	28	mean	mean	VERB
iogr-1353	12	29	squared	square	VERB
iogr-1353	12	30	error	error	NOUN
iogr-1353	12	31	(	(	PUNCT
iogr-1353	12	32	rmse	rmse	NOUN
iogr-1353	12	33	)	)	PUNCT
iogr-1353	12	34	at	at	ADP
iogr-1353	12	35	0.0101	0.0101	NUM
iogr-1353	12	36	.	.	PUNCT
iogr-1353	13	1	these	these	DET
iogr-1353	13	2	statistical	statistical	ADJ
iogr-1353	13	3	metrics	metric	NOUN
iogr-1353	13	4	collectively	collectively	ADV
iogr-1353	13	5	suggest	suggest	VERB
iogr-1353	13	6	that	that	SCONJ
iogr-1353	13	7	the	the	DET
iogr-1353	13	8	random	random	ADJ
iogr-1353	13	9	forest	forest	NOUN
iogr-1353	13	10	algorithm	algorithm	NOUN
iogr-1353	13	11	provided	provide	VERB
iogr-1353	13	12	predictions	prediction	NOUN
iogr-1353	13	13	that	that	PRON
iogr-1353	13	14	were	be	AUX
iogr-1353	13	15	very	very	ADV
iogr-1353	13	16	close	close	ADJ
iogr-1353	13	17	to	to	ADP
iogr-1353	13	18	the	the	DET
iogr-1353	13	19	actual	actual	ADJ
iogr-1353	13	20	values	value	NOUN
iogr-1353	13	21	of	of	ADP
iogr-1353	13	22	the	the	DET
iogr-1353	13	23	oil	oil	NOUN
iogr-1353	13	24	production	production	NOUN
iogr-1353	13	25	rate	rate	NOUN
iogr-1353	13	26	.	.	PUNCT
iogr-1353	14	1	upon	upon	SCONJ
iogr-1353	14	2	validation	validation	NOUN
iogr-1353	14	3	,	,	PUNCT
iogr-1353	14	4	the	the	DET
iogr-1353	14	5	random	random	ADJ
iogr-1353	14	6	forest	forest	NOUN
iogr-1353	14	7	algorithm	algorithm	NOUN
iogr-1353	14	8	was	be	AUX
iogr-1353	14	9	found	find	VERB
iogr-1353	14	10	to	to	PART
iogr-1353	14	11	yield	yield	VERB
iogr-1353	14	12	values	value	NOUN
iogr-1353	14	13	that	that	PRON
iogr-1353	14	14	were	be	AUX
iogr-1353	14	15	in	in	ADP
iogr-1353	14	16	close	close	ADJ
iogr-1353	14	17	proximity	proximity	NOUN
iogr-1353	14	18	to	to	ADP
iogr-1353	14	19	the	the	DET
iogr-1353	14	20	real	real	ADJ
iogr-1353	14	21	oil	oil	NOUN
iogr-1353	14	22	production	production	NOUN
iogr-1353	14	23	rates	rate	NOUN
iogr-1353	14	24	,	,	PUNCT
iogr-1353	14	25	further	far	ADV
iogr-1353	14	26	underscoring	underscore	VERB
iogr-1353	14	27	its	its	PRON
iogr-1353	14	28	effectiveness	effectiveness	NOUN
iogr-1353	14	29	as	as	ADP
iogr-1353	14	30	a	a	DET
iogr-1353	14	31	predictive	predictive	ADJ
iogr-1353	14	32	tool	tool	NOUN
iogr-1353	14	33	in	in	ADP
iogr-1353	14	34	the	the	DET
iogr-1353	14	35	context	context	NOUN
iogr-1353	14	36	of	of	ADP
iogr-1353	14	37	oilfield	oilfield	NOUN
iogr-1353	14	38	operations	operation	NOUN
iogr-1353	14	39	.	.	PUNCT
iogr-1353	15	1	this	this	DET
iogr-1353	15	2	study	study	NOUN
iogr-1353	15	3	not	not	PART
iogr-1353	15	4	only	only	ADV
iogr-1353	15	5	highlights	highlight	VERB
iogr-1353	15	6	the	the	DET
iogr-1353	15	7	potential	potential	NOUN
iogr-1353	15	8	of	of	ADP
iogr-1353	15	9	machine	machine	NOUN
iogr-1353	15	10	learning	learn	VERB
iogr-1353	15	11	algorithms	algorithm	NOUN
iogr-1353	15	12	in	in	ADP
iogr-1353	15	13	addressing	address	VERB
iogr-1353	15	14	complex	complex	ADJ
iogr-1353	15	15	engineering	engineering	NOUN
iogr-1353	15	16	challenges	challenge	NOUN
iogr-1353	15	17	but	but	CCONJ
iogr-1353	15	18	also	also	ADV
iogr-1353	15	19	provides	provide	VERB
iogr-1353	15	20	valuable	valuable	ADJ
iogr-1353	15	21	insights	insight	NOUN
iogr-1353	15	22	that	that	PRON
iogr-1353	15	23	could	could	AUX
iogr-1353	15	24	inform	inform	VERB
iogr-1353	15	25	the	the	DET
iogr-1353	15	26	design	design	NOUN
iogr-1353	15	27	and	and	CCONJ
iogr-1353	15	28	operation	operation	NOUN
iogr-1353	15	29	of	of	ADP
iogr-1353	15	30	esp	esp	ADJ
iogr-1353	15	31	systems	system	NOUN
iogr-1353	15	32	to	to	PART
iogr-1353	15	33	maximize	maximize	VERB
iogr-1353	15	34	their	their	PRON
iogr-1353	15	35	efficiency	efficiency	NOUN
iogr-1353	15	36	and	and	CCONJ
iogr-1353	15	37	productivity	productivity	NOUN
iogr-1353	15	38	.	.	PUNCT
iogr-1353	16	1	introduction	introduction	NOUN
iogr-1353	16	2	fossil	fossil	NOUN
iogr-1353	16	3	fuels	fuel	NOUN
iogr-1353	16	4	contribute	contribute	VERB
iogr-1353	16	5	about	about	ADP
iogr-1353	16	6	85	85	NUM
iogr-1353	16	7	%	%	NOUN
iogr-1353	16	8	of	of	ADP
iogr-1353	16	9	the	the	DET
iogr-1353	16	10	energy	energy	NOUN
iogr-1353	16	11	demand	demand	NOUN
iogr-1353	16	12	globally	globally	ADV
iogr-1353	16	13	with	with	ADP
iogr-1353	16	14	87mmstb	87mmstb	NUM
iogr-1353	16	15	/	/	SYM
iogr-1353	16	16	day	day	NOUN
iogr-1353	16	17	and	and	CCONJ
iogr-1353	16	18	37mmmstb	37mmmstb	NUM
iogr-1353	16	19	/	/	SYM
iogr-1353	16	20	year	year	NOUN
iogr-1353	16	21	(	(	PUNCT
iogr-1353	16	22	sheng	sheng	PROPN
iogr-1353	16	23	2011	2011	NUM
iogr-1353	16	24	;	;	PUNCT
iogr-1353	16	25	kerunwa	kerunwa	PROPN
iogr-1353	16	26	et	et	PROPN
iogr-1353	16	27	al	al	PROPN
iogr-1353	16	28	.	.	PROPN
iogr-1353	16	29	2024a	2024a	NUM
iogr-1353	16	30	)	)	PUNCT
iogr-1353	16	31	,	,	PUNCT
iogr-1353	16	32	and	and	CCONJ
iogr-1353	16	33	this	this	PRON
iogr-1353	16	34	has	have	AUX
iogr-1353	16	35	created	create	VERB
iogr-1353	16	36	the	the	DET
iogr-1353	16	37	need	need	NOUN
iogr-1353	16	38	for	for	ADP
iogr-1353	16	39	continuous	continuous	ADJ
iogr-1353	16	40	production	production	NOUN
iogr-1353	16	41	despite	despite	SCONJ
iogr-1353	16	42	several	several	ADJ
iogr-1353	16	43	associated	associated	ADJ
iogr-1353	16	44	hurdles	hurdle	NOUN
iogr-1353	16	45	.	.	PUNCT
iogr-1353	17	1	conventional	conventional	ADJ
iogr-1353	17	2	oil	oil	NOUN
iogr-1353	17	3	well	well	NOUN
iogr-1353	17	4	undergoes	undergo	VERB
iogr-1353	17	5	natural	natural	ADJ
iogr-1353	17	6	supplemental	supplemental	NOUN
iogr-1353	17	7	,	,	PUNCT
iogr-1353	17	8	secondary	secondary	ADJ
iogr-1353	17	9	and	and	CCONJ
iogr-1353	17	10	tertiary	tertiary	ADJ
iogr-1353	17	11	recovery	recovery	NOUN
iogr-1353	17	12	phases	phase	NOUN
iogr-1353	17	13	in	in	ADP
iogr-1353	17	14	their	their	PRON
iogr-1353	17	15	production	production	NOUN
iogr-1353	17	16	life	life	NOUN
iogr-1353	17	17	(	(	PUNCT
iogr-1353	17	18	avwioroko	avwioroko	NOUN
iogr-1353	17	19	et	et	PROPN
iogr-1353	17	20	al	al	PROPN
iogr-1353	17	21	.	.	PROPN
iogr-1353	17	22	2014	2014	NUM
iogr-1353	17	23	)	)	PUNCT
iogr-1353	17	24	.	.	PUNCT
iogr-1353	18	1	at	at	ADP
iogr-1353	18	2	the	the	DET
iogr-1353	18	3	natural	natural	ADJ
iogr-1353	18	4	supplemental	supplemental	ADJ
iogr-1353	18	5	phase	phase	NOUN
iogr-1353	18	6	,	,	PUNCT
iogr-1353	18	7	the	the	DET
iogr-1353	18	8	reservoir	reservoir	NOUN
iogr-1353	18	9	relies	rely	VERB
iogr-1353	18	10	on	on	ADP
iogr-1353	18	11	her	her	PRON
iogr-1353	18	12	natural	natural	ADJ
iogr-1353	18	13	energy	energy	NOUN
iogr-1353	18	14	for	for	ADP
iogr-1353	18	15	crude	crude	ADJ
iogr-1353	18	16	oil	oil	NOUN
iogr-1353	18	17	recovery	recovery	NOUN
iogr-1353	18	18	.	.	PUNCT
iogr-1353	19	1	(	(	PUNCT
iogr-1353	19	2	akpoturi	akpoturi	PROPN
iogr-1353	19	3	and	and	CCONJ
iogr-1353	19	4	ofesi	ofesi	PROPN
iogr-1353	19	5	2017	2017	NUM
iogr-1353	19	6	)	)	PUNCT
iogr-1353	19	7	,	,	PUNCT
iogr-1353	19	8	but	but	CCONJ
iogr-1353	19	9	when	when	SCONJ
iogr-1353	19	10	these	these	DET
iogr-1353	19	11	energy	energy	NOUN
iogr-1353	19	12	drops	drop	NOUN
iogr-1353	19	13	,	,	PUNCT
iogr-1353	19	14	secondary	secondary	ADJ
iogr-1353	19	15	recovery	recovery	NOUN
iogr-1353	19	16	approach	approach	NOUN
iogr-1353	19	17	consisting	consist	VERB
iogr-1353	19	18	of	of	ADP
iogr-1353	19	19	water	water	NOUN
iogr-1353	19	20	or	or	CCONJ
iogr-1353	19	21	natural	natural	ADJ
iogr-1353	19	22	gas	gas	NOUN
iogr-1353	19	23	flooding	flooding	NOUN
iogr-1353	19	24	is	be	AUX
iogr-1353	19	25	injected	inject	VERB
iogr-1353	19	26	to	to	PART
iogr-1353	19	27	maintain	maintain	VERB
iogr-1353	19	28	pressure	pressure	NOUN
iogr-1353	19	29	and	and	CCONJ
iogr-1353	19	30	recover	recover	VERB
iogr-1353	19	31	oil	oil	NOUN
iogr-1353	19	32	(	(	PUNCT
iogr-1353	19	33	austad	austad	NOUN
iogr-1353	19	34	et	et	PROPN
iogr-1353	19	35	al	al	PROPN
iogr-1353	19	36	.	.	PROPN
iogr-1353	19	37	mailto:modibbo.edu@gmail.com	mailto:modibbo.edu@gmail.com	X
iogr-1353	19	38	improved	improve	VERB
iogr-1353	19	39	oil	oil	NOUN
iogr-1353	19	40	and	and	CCONJ
iogr-1353	19	41	gas	gas	NOUN
iogr-1353	19	42	recovery	recovery	NOUN
iogr-1353	19	43	2	2	NUM
iogr-1353	19	44	2010	2010	NUM
iogr-1353	19	45	)	)	PUNCT
iogr-1353	19	46	.	.	PUNCT
iogr-1353	20	1	when	when	SCONJ
iogr-1353	20	2	the	the	DET
iogr-1353	20	3	secondary	secondary	ADJ
iogr-1353	20	4	recovery	recovery	NOUN
iogr-1353	20	5	approach	approach	NOUN
iogr-1353	20	6	becomes	become	VERB
iogr-1353	20	7	ineffective	ineffective	ADJ
iogr-1353	20	8	due	due	ADJ
iogr-1353	20	9	to	to	ADP
iogr-1353	20	10	capillary	capillary	ADJ
iogr-1353	20	11	and	and	CCONJ
iogr-1353	20	12	viscous	viscous	ADJ
iogr-1353	20	13	forces	force	NOUN
iogr-1353	20	14	,	,	PUNCT
iogr-1353	20	15	enhanced	enhance	VERB
iogr-1353	20	16	oil	oil	NOUN
iogr-1353	20	17	recovery	recovery	NOUN
iogr-1353	20	18	(	(	PUNCT
iogr-1353	20	19	eor	eor	PROPN
iogr-1353	20	20	)	)	PUNCT
iogr-1353	20	21	techniques	technique	NOUN
iogr-1353	20	22	comprising	comprising	NOUN
iogr-1353	20	23	of	of	ADP
iogr-1353	20	24	injection	injection	NOUN
iogr-1353	20	25	of	of	ADP
iogr-1353	20	26	chemicals	chemical	NOUN
iogr-1353	20	27	and	and	CCONJ
iogr-1353	20	28	methods	method	NOUN
iogr-1353	20	29	excluding	exclude	VERB
iogr-1353	20	30	natural	natural	ADJ
iogr-1353	20	31	gas	gas	NOUN
iogr-1353	20	32	and	and	CCONJ
iogr-1353	20	33	oil	oil	NOUN
iogr-1353	20	34	are	be	AUX
iogr-1353	20	35	deployed	deploy	VERB
iogr-1353	20	36	(	(	PUNCT
iogr-1353	20	37	kerunwa	kerunwa	PROPN
iogr-1353	20	38	et	et	PROPN
iogr-1353	20	39	al	al	PROPN
iogr-1353	20	40	.	.	PROPN
iogr-1353	20	41	2024b	2024b	NUM
iogr-1353	20	42	;	;	PUNCT
iogr-1353	20	43	dike	dike	VERB
iogr-1353	20	44	et	et	PROPN
iogr-1353	20	45	al	al	PROPN
iogr-1353	20	46	.	.	PROPN
iogr-1353	20	47	2024	2024	NUM
iogr-1353	20	48	)	)	PUNCT
iogr-1353	20	49	.	.	PUNCT
iogr-1353	21	1	the	the	DET
iogr-1353	21	2	reservoir	reservoir	NOUN
iogr-1353	21	3	presents	present	VERB
iogr-1353	21	4	various	various	ADJ
iogr-1353	21	5	challenges	challenge	NOUN
iogr-1353	21	6	that	that	PRON
iogr-1353	21	7	necessitate	necessitate	VERB
iogr-1353	21	8	the	the	DET
iogr-1353	21	9	application	application	NOUN
iogr-1353	21	10	of	of	ADP
iogr-1353	21	11	multiple	multiple	ADJ
iogr-1353	21	12	engineering	engineering	NOUN
iogr-1353	21	13	techniques	technique	NOUN
iogr-1353	21	14	to	to	PART
iogr-1353	21	15	facilitate	facilitate	VERB
iogr-1353	21	16	the	the	DET
iogr-1353	21	17	flow	flow	NOUN
iogr-1353	21	18	of	of	ADP
iogr-1353	21	19	oil	oil	NOUN
iogr-1353	21	20	from	from	ADP
iogr-1353	21	21	the	the	DET
iogr-1353	21	22	wellbore	wellbore	NOUN
iogr-1353	21	23	.	.	PUNCT
iogr-1353	22	1	however	however	ADV
iogr-1353	22	2	,	,	PUNCT
iogr-1353	22	3	the	the	DET
iogr-1353	22	4	fluids	fluid	NOUN
iogr-1353	22	5	encounter	encounter	VERB
iogr-1353	22	6	an	an	DET
iogr-1353	22	7	additional	additional	ADJ
iogr-1353	22	8	obstacle	obstacle	NOUN
iogr-1353	22	9	at	at	ADP
iogr-1353	22	10	the	the	DET
iogr-1353	22	11	wellbore	wellbore	NOUN
iogr-1353	22	12	.	.	PUNCT
iogr-1353	23	1	in	in	ADP
iogr-1353	23	2	some	some	DET
iogr-1353	23	3	instances	instance	NOUN
iogr-1353	23	4	,	,	PUNCT
iogr-1353	23	5	crude	crude	ADJ
iogr-1353	23	6	oil	oil	NOUN
iogr-1353	23	7	ascends	ascend	NOUN
iogr-1353	23	8	to	to	ADP
iogr-1353	23	9	the	the	DET
iogr-1353	23	10	surface	surface	NOUN
iogr-1353	23	11	with	with	ADP
iogr-1353	23	12	ease	ease	NOUN
iogr-1353	23	13	,	,	PUNCT
iogr-1353	23	14	a	a	DET
iogr-1353	23	15	phenomenon	phenomenon	NOUN
iogr-1353	23	16	that	that	PRON
iogr-1353	23	17	is	be	AUX
iogr-1353	23	18	contingent	contingent	ADJ
iogr-1353	23	19	upon	upon	SCONJ
iogr-1353	23	20	the	the	DET
iogr-1353	23	21	intersection	intersection	NOUN
iogr-1353	23	22	of	of	ADP
iogr-1353	23	23	the	the	DET
iogr-1353	23	24	inflow	inflow	NOUN
iogr-1353	23	25	performance	performance	NOUN
iogr-1353	23	26	relationship	relationship	NOUN
iogr-1353	23	27	(	(	PUNCT
iogr-1353	23	28	ipr	ipr	PROPN
iogr-1353	23	29	)	)	PUNCT
iogr-1353	23	30	and	and	CCONJ
iogr-1353	23	31	the	the	DET
iogr-1353	23	32	vertical	vertical	ADJ
iogr-1353	23	33	lift	lift	NOUN
iogr-1353	23	34	performance	performance	NOUN
iogr-1353	23	35	(	(	PUNCT
iogr-1353	23	36	vlp	vlp	PROPN
iogr-1353	23	37	)	)	PUNCT
iogr-1353	23	38	(	(	PUNCT
iogr-1353	23	39	okologume	okologume	NOUN
iogr-1353	23	40	and	and	CCONJ
iogr-1353	23	41	ofesi	ofesi	PROPN
iogr-1353	23	42	2016	2016	NUM
iogr-1353	23	43	)	)	PUNCT
iogr-1353	23	44	.	.	PUNCT
iogr-1353	24	1	conversely	conversely	ADV
iogr-1353	24	2	,	,	PUNCT
iogr-1353	24	3	crude	crude	ADJ
iogr-1353	24	4	oil	oil	NOUN
iogr-1353	24	5	that	that	PRON
iogr-1353	24	6	has	have	AUX
iogr-1353	24	7	entered	enter	VERB
iogr-1353	24	8	the	the	DET
iogr-1353	24	9	wellbore	wellbore	NOUN
iogr-1353	24	10	may	may	AUX
iogr-1353	24	11	struggle	struggle	VERB
iogr-1353	24	12	to	to	PART
iogr-1353	24	13	reach	reach	VERB
iogr-1353	24	14	the	the	DET
iogr-1353	24	15	surface	surface	NOUN
iogr-1353	24	16	due	due	ADP
iogr-1353	24	17	to	to	ADP
iogr-1353	24	18	constraints	constraint	NOUN
iogr-1353	24	19	such	such	ADJ
iogr-1353	24	20	as	as	ADP
iogr-1353	24	21	the	the	DET
iogr-1353	24	22	presence	presence	NOUN
iogr-1353	24	23	of	of	ADP
iogr-1353	24	24	water	water	NOUN
iogr-1353	24	25	,	,	PUNCT
iogr-1353	24	26	a	a	DET
iogr-1353	24	27	limited	limited	ADJ
iogr-1353	24	28	amount	amount	NOUN
iogr-1353	24	29	of	of	ADP
iogr-1353	24	30	entrapped	entrapped	ADJ
iogr-1353	24	31	natural	natural	ADJ
iogr-1353	24	32	gas	gas	NOUN
iogr-1353	24	33	,	,	PUNCT
iogr-1353	24	34	and	and	CCONJ
iogr-1353	24	35	a	a	DET
iogr-1353	24	36	minimal	minimal	ADJ
iogr-1353	24	37	differential	differential	ADJ
iogr-1353	24	38	pressure	pressure	NOUN
iogr-1353	24	39	,	,	PUNCT
iogr-1353	24	40	which	which	PRON
iogr-1353	24	41	can	can	AUX
iogr-1353	24	42	be	be	AUX
iogr-1353	24	43	attributed	attribute	VERB
iogr-1353	24	44	to	to	ADP
iogr-1353	24	45	increased	increase	VERB
iogr-1353	24	46	bottomhole	bottomhole	NOUN
iogr-1353	24	47	pressure	pressure	NOUN
iogr-1353	24	48	and	and	CCONJ
iogr-1353	24	49	decreased	decrease	VERB
iogr-1353	24	50	reservoir	reservoir	NOUN
iogr-1353	24	51	pressure	pressure	NOUN
iogr-1353	24	52	(	(	PUNCT
iogr-1353	24	53	elshan	elshan	NOUN
iogr-1353	24	54	2013	2013	NUM
iogr-1353	24	55	)	)	PUNCT
iogr-1353	24	56	.	.	PUNCT
iogr-1353	25	1	consequently	consequently	ADV
iogr-1353	25	2	,	,	PUNCT
iogr-1353	25	3	to	to	PART
iogr-1353	25	4	enable	enable	VERB
iogr-1353	25	5	the	the	DET
iogr-1353	25	6	extraction	extraction	NOUN
iogr-1353	25	7	of	of	ADP
iogr-1353	25	8	crude	crude	ADJ
iogr-1353	25	9	oil	oil	NOUN
iogr-1353	25	10	trapped	trap	VERB
iogr-1353	25	11	in	in	ADP
iogr-1353	25	12	the	the	DET
iogr-1353	25	13	wellbore	wellbore	NOUN
iogr-1353	25	14	to	to	ADP
iogr-1353	25	15	the	the	DET
iogr-1353	25	16	surface	surface	NOUN
iogr-1353	25	17	,	,	PUNCT
iogr-1353	25	18	a	a	DET
iogr-1353	25	19	technique	technique	NOUN
iogr-1353	25	20	known	know	VERB
iogr-1353	25	21	as	as	ADP
iogr-1353	25	22	artificial	artificial	ADJ
iogr-1353	25	23	lift	lift	NOUN
iogr-1353	25	24	is	be	AUX
iogr-1353	25	25	required	require	VERB
iogr-1353	25	26	(	(	PUNCT
iogr-1353	25	27	bellarby	bellarby	PROPN
iogr-1353	25	28	2009	2009	NUM
iogr-1353	25	29	)	)	PUNCT
iogr-1353	25	30	.	.	PUNCT
iogr-1353	26	1	close	close	ADJ
iogr-1353	26	2	to	to	PART
iogr-1353	26	3	50	50	NUM
iogr-1353	26	4	%	%	NOUN
iogr-1353	26	5	of	of	ADP
iogr-1353	26	6	oilfield	oilfield	NOUN
iogr-1353	26	7	globally	globally	ADV
iogr-1353	26	8	utilizes	utilize	VERB
iogr-1353	26	9	artificial	artificial	ADJ
iogr-1353	26	10	lift	lift	NOUN
iogr-1353	26	11	to	to	PART
iogr-1353	26	12	enhance	enhance	VERB
iogr-1353	26	13	crude	crude	ADJ
iogr-1353	26	14	production	production	NOUN
iogr-1353	26	15	(	(	PUNCT
iogr-1353	26	16	guo	guo	PROPN
iogr-1353	26	17	et	et	PROPN
iogr-1353	26	18	al	al	PROPN
iogr-1353	26	19	.	.	PROPN
iogr-1353	26	20	2007	2007	NUM
iogr-1353	26	21	)	)	PUNCT
iogr-1353	26	22	.	.	PUNCT
iogr-1353	27	1	the	the	DET
iogr-1353	27	2	artificial	artificial	ADJ
iogr-1353	27	3	lift	lift	NOUN
iogr-1353	27	4	system	system	NOUN
iogr-1353	27	5	can	can	AUX
iogr-1353	27	6	be	be	AUX
iogr-1353	27	7	categorized	categorize	VERB
iogr-1353	27	8	into	into	ADP
iogr-1353	27	9	pump	pump	NOUN
iogr-1353	27	10	and	and	CCONJ
iogr-1353	27	11	gas	gas	NOUN
iogr-1353	27	12	lift	lift	NOUN
iogr-1353	27	13	system	system	NOUN
iogr-1353	27	14	.	.	PUNCT
iogr-1353	28	1	the	the	DET
iogr-1353	28	2	pump	pump	NOUN
iogr-1353	28	3	system	system	NOUN
iogr-1353	28	4	makes	make	VERB
iogr-1353	28	5	use	use	NOUN
iogr-1353	28	6	of	of	ADP
iogr-1353	28	7	positive	positive	ADJ
iogr-1353	28	8	or	or	CCONJ
iogr-1353	28	9	dynamic	dynamic	ADJ
iogr-1353	28	10	displacement	displacement	ADJ
iogr-1353	28	11	mechanism	mechanism	NOUN
iogr-1353	28	12	in	in	ADP
iogr-1353	28	13	creating	create	VERB
iogr-1353	28	14	pressure	pressure	NOUN
iogr-1353	28	15	differential	differential	NOUN
iogr-1353	28	16	needed	need	VERB
iogr-1353	28	17	to	to	PART
iogr-1353	28	18	lift	lift	VERB
iogr-1353	28	19	the	the	DET
iogr-1353	28	20	crude	crude	NOUN
iogr-1353	28	21	from	from	ADP
iogr-1353	28	22	the	the	DET
iogr-1353	28	23	wellbore	wellbore	NOUN
iogr-1353	28	24	to	to	ADP
iogr-1353	28	25	the	the	DET
iogr-1353	28	26	surface	surface	NOUN
iogr-1353	28	27	(	(	PUNCT
iogr-1353	28	28	bellarby	bellarby	PROPN
iogr-1353	28	29	2009	2009	NUM
iogr-1353	28	30	)	)	PUNCT
iogr-1353	28	31	.	.	PUNCT
iogr-1353	29	1	the	the	DET
iogr-1353	29	2	progressive	progressive	ADJ
iogr-1353	29	3	cavity	cavity	NOUN
iogr-1353	29	4	pump	pump	NOUN
iogr-1353	29	5	(	(	PUNCT
iogr-1353	29	6	pcp	pcp	PROPN
iogr-1353	29	7	)	)	PUNCT
iogr-1353	29	8	and	and	CCONJ
iogr-1353	29	9	sucker	sucker	NOUN
iogr-1353	29	10	rod	rod	NOUN
iogr-1353	29	11	pump	pump	NOUN
iogr-1353	29	12	(	(	PUNCT
iogr-1353	29	13	srp	srp	PROPN
iogr-1353	29	14	)	)	PUNCT
iogr-1353	29	15	fall	fall	VERB
iogr-1353	29	16	under	under	ADP
iogr-1353	29	17	positive	positive	ADJ
iogr-1353	29	18	displacement	displacement	NOUN
iogr-1353	29	19	pumps	pump	NOUN
iogr-1353	29	20	while	while	SCONJ
iogr-1353	29	21	electrical	electrical	ADJ
iogr-1353	29	22	submersible	submersible	ADJ
iogr-1353	29	23	pump	pump	NOUN
iogr-1353	29	24	(	(	PUNCT
iogr-1353	29	25	esp	esp	ADJ
iogr-1353	29	26	)	)	PUNCT
iogr-1353	29	27	and	and	CCONJ
iogr-1353	29	28	hydraulic	hydraulic	ADJ
iogr-1353	29	29	pump	pump	NOUN
iogr-1353	29	30	(	(	PUNCT
iogr-1353	29	31	hp	hp	NOUN
iogr-1353	29	32	)	)	PUNCT
iogr-1353	29	33	are	be	AUX
iogr-1353	29	34	described	describe	VERB
iogr-1353	29	35	as	as	ADP
iogr-1353	29	36	dynamic	dynamic	ADJ
iogr-1353	29	37	pumps	pump	NOUN
iogr-1353	29	38	.	.	PUNCT
iogr-1353	30	1	the	the	DET
iogr-1353	30	2	gas	gas	NOUN
iogr-1353	30	3	-	-	PUNCT
iogr-1353	30	4	lift	lift	NOUN
iogr-1353	30	5	system	system	NOUN
iogr-1353	30	6	utilizes	utilize	VERB
iogr-1353	30	7	the	the	DET
iogr-1353	30	8	differential	differential	ADJ
iogr-1353	30	9	head	head	NOUN
iogr-1353	30	10	by	by	ADP
iogr-1353	30	11	reducing	reduce	VERB
iogr-1353	30	12	the	the	DET
iogr-1353	30	13	density	density	NOUN
iogr-1353	30	14	of	of	ADP
iogr-1353	30	15	crude	crude	ADJ
iogr-1353	30	16	oil	oil	NOUN
iogr-1353	30	17	,	,	PUNCT
iogr-1353	30	18	which	which	PRON
iogr-1353	30	19	in	in	ADP
iogr-1353	30	20	turn	turn	NOUN
iogr-1353	30	21	reduces	reduce	VERB
iogr-1353	30	22	drawdown	drawdown	NOUN
iogr-1353	30	23	and	and	CCONJ
iogr-1353	30	24	well	well	ADV
iogr-1353	30	25	’s	’s	PART
iogr-1353	30	26	inflow	inflow	NOUN
iogr-1353	30	27	rate	rate	NOUN
iogr-1353	30	28	.	.	PUNCT
iogr-1353	31	1	among	among	ADP
iogr-1353	31	2	the	the	DET
iogr-1353	31	3	pumps	pump	NOUN
iogr-1353	31	4	,	,	PUNCT
iogr-1353	31	5	esp	esp	ADV
iogr-1353	31	6	have	have	AUX
iogr-1353	31	7	recorded	record	VERB
iogr-1353	31	8	widespread	widespread	ADJ
iogr-1353	31	9	acceptance	acceptance	NOUN
iogr-1353	31	10	due	due	ADP
iogr-1353	31	11	to	to	ADP
iogr-1353	31	12	its	its	PRON
iogr-1353	31	13	performance	performance	NOUN
iogr-1353	31	14	and	and	CCONJ
iogr-1353	31	15	durability	durability	NOUN
iogr-1353	31	16	.	.	PUNCT
iogr-1353	32	1	esp	esp	ADJ
iogr-1353	32	2	functions	function	NOUN
iogr-1353	32	3	by	by	ADP
iogr-1353	32	4	lifting	lift	VERB
iogr-1353	32	5	fluid	fluid	NOUN
iogr-1353	32	6	from	from	ADP
iogr-1353	32	7	inlet	inlet	NOUN
iogr-1353	32	8	to	to	ADP
iogr-1353	32	9	outlet	outlet	NOUN
iogr-1353	32	10	under	under	ADP
iogr-1353	32	11	a	a	DET
iogr-1353	32	12	momentum	momentum	NOUN
iogr-1353	32	13	it	it	PRON
iogr-1353	32	14	creates	create	VERB
iogr-1353	32	15	.	.	PUNCT
iogr-1353	33	1	its	its	PRON
iogr-1353	33	2	mode	mode	NOUN
iogr-1353	33	3	of	of	ADP
iogr-1353	33	4	operation	operation	NOUN
iogr-1353	33	5	can	can	AUX
iogr-1353	33	6	be	be	AUX
iogr-1353	33	7	defined	define	VERB
iogr-1353	33	8	as	as	ADP
iogr-1353	33	9	dynamic	dynamic	ADJ
iogr-1353	33	10	and	and	CCONJ
iogr-1353	33	11	centrifugal	centrifugal	ADJ
iogr-1353	33	12	displacement	displacement	NOUN
iogr-1353	33	13	(	(	PUNCT
iogr-1353	33	14	ikekeazu	ikekeazu	NOUN
iogr-1353	33	15	and	and	CCONJ
iogr-1353	33	16	anerobic	anerobic	ADJ
iogr-1353	33	17	2020	2020	NUM
iogr-1353	33	18	)	)	PUNCT
iogr-1353	33	19	.	.	PUNCT
iogr-1353	34	1	the	the	DET
iogr-1353	34	2	pump	pump	NOUN
iogr-1353	34	3	generates	generate	VERB
iogr-1353	34	4	hydraulic	hydraulic	ADJ
iogr-1353	34	5	power	power	NOUN
iogr-1353	34	6	as	as	ADP
iogr-1353	34	7	result	result	NOUN
iogr-1353	34	8	of	of	ADP
iogr-1353	34	9	the	the	DET
iogr-1353	34	10	action	action	NOUN
iogr-1353	34	11	of	of	ADP
iogr-1353	34	12	electric	electric	ADJ
iogr-1353	34	13	motors	motor	NOUN
iogr-1353	34	14	and	and	CCONJ
iogr-1353	34	15	injects	inject	VERB
iogr-1353	34	16	energy	energy	NOUN
iogr-1353	34	17	needed	need	VERB
iogr-1353	34	18	to	to	PART
iogr-1353	34	19	produce	produce	VERB
iogr-1353	34	20	fluid	fluid	NOUN
iogr-1353	34	21	for	for	ADP
iogr-1353	34	22	oil	oil	NOUN
iogr-1353	34	23	recovery	recovery	NOUN
iogr-1353	34	24	.	.	PUNCT
iogr-1353	35	1	the	the	DET
iogr-1353	35	2	fluid	fluid	NOUN
iogr-1353	35	3	flows	flow	VERB
iogr-1353	35	4	into	into	ADP
iogr-1353	35	5	the	the	DET
iogr-1353	35	6	system	system	NOUN
iogr-1353	35	7	through	through	ADP
iogr-1353	35	8	the	the	DET
iogr-1353	35	9	impeller	impeller	NOUN
iogr-1353	35	10	to	to	ADP
iogr-1353	35	11	the	the	DET
iogr-1353	35	12	diffuser	diffuser	NOUN
iogr-1353	35	13	.	.	PUNCT
iogr-1353	36	1	the	the	DET
iogr-1353	36	2	impeller	impeller	NOUN
iogr-1353	36	3	provides	provide	VERB
iogr-1353	36	4	the	the	DET
iogr-1353	36	5	wellbore	wellbore	NOUN
iogr-1353	36	6	heads	head	NOUN
iogr-1353	36	7	pressure	pressure	NOUN
iogr-1353	36	8	through	through	ADP
iogr-1353	36	9	high	high	ADJ
iogr-1353	36	10	-	-	PUNCT
iogr-1353	36	11	speed	speed	NOUN
iogr-1353	36	12	rotation	rotation	NOUN
iogr-1353	36	13	,	,	PUNCT
iogr-1353	36	14	while	while	SCONJ
iogr-1353	36	15	the	the	DET
iogr-1353	36	16	exerted	exert	VERB
iogr-1353	36	17	kinetic	kinetic	ADJ
iogr-1353	36	18	energy	energy	NOUN
iogr-1353	36	19	by	by	ADP
iogr-1353	36	20	the	the	DET
iogr-1353	36	21	impeller	impeller	NOUN
iogr-1353	36	22	in	in	ADP
iogr-1353	36	23	turn	turn	NOUN
iogr-1353	36	24	is	be	AUX
iogr-1353	36	25	transformed	transform	VERB
iogr-1353	36	26	to	to	ADP
iogr-1353	36	27	kinetic	kinetic	VERB
iogr-1353	36	28	energy	energy	NOUN
iogr-1353	36	29	by	by	ADP
iogr-1353	36	30	the	the	DET
iogr-1353	36	31	diffuser	diffuser	NOUN
iogr-1353	36	32	(	(	PUNCT
iogr-1353	36	33	zhu	zhu	PROPN
iogr-1353	36	34	and	and	CCONJ
iogr-1353	36	35	zhang	zhang	PROPN
iogr-1353	36	36	2018	2018	NUM
iogr-1353	36	37	)	)	PUNCT
iogr-1353	36	38	.	.	PUNCT
iogr-1353	37	1	in	in	ADP
iogr-1353	37	2	achieving	achieve	VERB
iogr-1353	37	3	its	its	PRON
iogr-1353	37	4	goal	goal	NOUN
iogr-1353	37	5	of	of	ADP
iogr-1353	37	6	improved	improved	ADJ
iogr-1353	37	7	oil	oil	NOUN
iogr-1353	37	8	production	production	NOUN
iogr-1353	37	9	,	,	PUNCT
iogr-1353	37	10	esp	esp	ADJ
iogr-1353	37	11	systems	system	NOUN
iogr-1353	37	12	face	face	VERB
iogr-1353	37	13	several	several	ADJ
iogr-1353	37	14	constraints	constraint	NOUN
iogr-1353	37	15	which	which	PRON
iogr-1353	37	16	could	could	AUX
iogr-1353	37	17	be	be	AUX
iogr-1353	37	18	pressure	pressure	NOUN
iogr-1353	37	19	-	-	PUNCT
iogr-1353	37	20	based	base	VERB
iogr-1353	37	21	,	,	PUNCT
iogr-1353	37	22	pump	pump	NOUN
iogr-1353	37	23	-	-	PUNCT
iogr-1353	37	24	based	base	VERB
iogr-1353	37	25	,	,	PUNCT
iogr-1353	37	26	fluid	fluid	NOUN
iogr-1353	37	27	-	-	PUNCT
iogr-1353	37	28	based	base	VERB
iogr-1353	37	29	and	and	CCONJ
iogr-1353	37	30	motor	motor	NOUN
iogr-1353	37	31	-	-	PUNCT
iogr-1353	37	32	based	base	VERB
iogr-1353	37	33	.	.	PUNCT
iogr-1353	38	1	this	this	PRON
iogr-1353	38	2	is	be	AUX
iogr-1353	38	3	needed	need	VERB
iogr-1353	38	4	for	for	SCONJ
iogr-1353	38	5	this	this	DET
iogr-1353	38	6	constraint	constraint	NOUN
iogr-1353	38	7	to	to	PART
iogr-1353	38	8	be	be	AUX
iogr-1353	38	9	effectively	effectively	ADV
iogr-1353	38	10	managed	manage	VERB
iogr-1353	38	11	and/or	and/or	CCONJ
iogr-1353	38	12	overcome	overcome	VERB
iogr-1353	38	13	for	for	ADP
iogr-1353	38	14	optimal	optimal	ADJ
iogr-1353	38	15	production	production	NOUN
iogr-1353	38	16	.	.	PUNCT
iogr-1353	39	1	studies	study	NOUN
iogr-1353	39	2	on	on	ADP
iogr-1353	39	3	oil	oil	NOUN
iogr-1353	39	4	production	production	NOUN
iogr-1353	39	5	by	by	ADP
iogr-1353	39	6	artificial	artificial	ADJ
iogr-1353	39	7	lift	lift	NOUN
iogr-1353	39	8	using	use	VERB
iogr-1353	39	9	esp	esp	ADJ
iogr-1353	39	10	design	design	NOUN
iogr-1353	39	11	have	have	AUX
iogr-1353	39	12	been	be	AUX
iogr-1353	39	13	carried	carry	VERB
iogr-1353	39	14	out	out	ADP
iogr-1353	39	15	by	by	ADP
iogr-1353	39	16	several	several	ADJ
iogr-1353	39	17	authors	author	NOUN
iogr-1353	39	18	.	.	PUNCT
iogr-1353	40	1	gomaa	gomaa	PROPN
iogr-1353	40	2	et	et	PROPN
iogr-1353	40	3	al	al	PROPN
iogr-1353	40	4	.	.	PROPN
iogr-1353	40	5	(	(	PUNCT
iogr-1353	40	6	2020	2020	NUM
iogr-1353	40	7	)	)	PUNCT
iogr-1353	40	8	carried	carry	VERB
iogr-1353	40	9	out	out	ADP
iogr-1353	40	10	electrical	electrical	ADJ
iogr-1353	40	11	submersible	submersible	ADJ
iogr-1353	40	12	pump	pump	NOUN
iogr-1353	40	13	(	(	PUNCT
iogr-1353	40	14	esp	esp	ADJ
iogr-1353	40	15	)	)	PUNCT
iogr-1353	40	16	design	design	NOUN
iogr-1353	40	17	on	on	ADP
iogr-1353	40	18	a	a	DET
iogr-1353	40	19	vertical	vertical	ADJ
iogr-1353	40	20	well	well	NOUN
iogr-1353	40	21	.	.	PUNCT
iogr-1353	41	1	from	from	ADP
iogr-1353	41	2	the	the	DET
iogr-1353	41	3	result	result	NOUN
iogr-1353	41	4	of	of	ADP
iogr-1353	41	5	their	their	PRON
iogr-1353	41	6	experimental	experimental	ADJ
iogr-1353	41	7	design	design	NOUN
iogr-1353	41	8	,	,	PUNCT
iogr-1353	41	9	a	a	DET
iogr-1353	41	10	pump	pump	NOUN
iogr-1353	41	11	with	with	ADP
iogr-1353	41	12	106	106	NUM
iogr-1353	41	13	stages	stage	NOUN
iogr-1353	41	14	,	,	PUNCT
iogr-1353	41	15	with	with	ADP
iogr-1353	41	16	required	required	ADJ
iogr-1353	41	17	horsepower	horsepower	NOUN
iogr-1353	41	18	of	of	ADP
iogr-1353	41	19	571hp	571hp	NOUN
iogr-1353	41	20	and	and	CCONJ
iogr-1353	41	21	temperature	temperature	NOUN
iogr-1353	41	22	of	of	ADP
iogr-1353	41	23	255	255	NUM
iogr-1353	41	24	of	of	ADP
iogr-1353	41	25	recorded	record	VERB
iogr-1353	41	26	64	64	NUM
iogr-1353	41	27	%	%	NOUN
iogr-1353	41	28	efficiency	efficiency	NOUN
iogr-1353	41	29	and	and	CCONJ
iogr-1353	41	30	recorded	record	VERB
iogr-1353	41	31	13479.2rb	13479.2rb	NUM
iogr-1353	41	32	/	/	SYM
iogr-1353	41	33	day	day	NOUN
iogr-1353	41	34	.	.	PUNCT
iogr-1353	42	1	kerunwa	kerunwa	PROPN
iogr-1353	42	2	et	et	PROPN
iogr-1353	42	3	al	al	PROPN
iogr-1353	42	4	.	.	PROPN
iogr-1353	42	5	(	(	PUNCT
iogr-1353	42	6	2022	2022	NUM
iogr-1353	42	7	)	)	PUNCT
iogr-1353	42	8	carried	carry	VERB
iogr-1353	42	9	out	out	ADP
iogr-1353	42	10	a	a	DET
iogr-1353	42	11	study	study	NOUN
iogr-1353	42	12	of	of	ADP
iogr-1353	42	13	esp	esp	ADJ
iogr-1353	42	14	on	on	ADP
iogr-1353	42	15	field	field	NOUN
iogr-1353	42	16	production	production	NOUN
iogr-1353	42	17	network	network	NOUN
iogr-1353	42	18	optimization	optimization	NOUN
iogr-1353	42	19	in	in	ADP
iogr-1353	42	20	an	an	DET
iogr-1353	42	21	oilfield	oilfield	NOUN
iogr-1353	42	22	in	in	ADP
iogr-1353	42	23	the	the	DET
iogr-1353	42	24	niger	niger	NOUN
iogr-1353	42	25	-	-	PUNCT
iogr-1353	42	26	delta	delta	NOUN
iogr-1353	42	27	.	.	PUNCT
iogr-1353	43	1	from	from	ADP
iogr-1353	43	2	the	the	DET
iogr-1353	43	3	result	result	NOUN
iogr-1353	43	4	of	of	ADP
iogr-1353	43	5	their	their	PRON
iogr-1353	43	6	study	study	NOUN
iogr-1353	43	7	,	,	PUNCT
iogr-1353	43	8	a	a	DET
iogr-1353	43	9	1.16	1.16	NUM
iogr-1353	43	10	%	%	NOUN
iogr-1353	43	11	and	and	CCONJ
iogr-1353	43	12	2.66	2.66	NUM
iogr-1353	43	13	%	%	NOUN
iogr-1353	43	14	oil	oil	NOUN
iogr-1353	43	15	rate	rate	NOUN
iogr-1353	43	16	increase	increase	NOUN
iogr-1353	43	17	was	be	AUX
iogr-1353	43	18	achieved	achieve	VERB
iogr-1353	43	19	without	without	ADP
iogr-1353	43	20	optimization	optimization	NOUN
iogr-1353	43	21	,	,	PUNCT
iogr-1353	43	22	while	while	SCONJ
iogr-1353	43	23	with	with	ADP
iogr-1353	43	24	optimization	optimization	NOUN
iogr-1353	43	25	,	,	PUNCT
iogr-1353	43	26	2.66	2.66	NUM
iogr-1353	43	27	%	%	NOUN
iogr-1353	43	28	oil	oil	NOUN
iogr-1353	43	29	rate	rate	NOUN
iogr-1353	43	30	was	be	AUX
iogr-1353	43	31	achieved	achieve	VERB
iogr-1353	43	32	.	.	PUNCT
iogr-1353	44	1	several	several	ADJ
iogr-1353	44	2	studies	study	NOUN
iogr-1353	44	3	have	have	AUX
iogr-1353	44	4	been	be	AUX
iogr-1353	44	5	carried	carry	VERB
iogr-1353	44	6	out	out	ADP
iogr-1353	44	7	on	on	ADP
iogr-1353	44	8	oil	oil	NOUN
iogr-1353	44	9	production	production	NOUN
iogr-1353	44	10	by	by	ADP
iogr-1353	44	11	esp	esp	ADJ
iogr-1353	44	12	design	design	NOUN
iogr-1353	44	13	,	,	PUNCT
iogr-1353	44	14	but	but	CCONJ
iogr-1353	44	15	these	these	DET
iogr-1353	44	16	studies	study	NOUN
iogr-1353	44	17	have	have	AUX
iogr-1353	44	18	not	not	PART
iogr-1353	44	19	considered	consider	VERB
iogr-1353	44	20	the	the	DET
iogr-1353	44	21	impact	impact	NOUN
iogr-1353	44	22	of	of	ADP
iogr-1353	44	23	these	these	DET
iogr-1353	44	24	esp	esp	ADJ
iogr-1353	44	25	design	design	NOUN
iogr-1353	44	26	parameters	parameter	NOUN
iogr-1353	44	27	in	in	ADP
iogr-1353	44	28	oil	oil	NOUN
iogr-1353	44	29	rate	rate	NOUN
iogr-1353	44	30	production	production	NOUN
iogr-1353	44	31	.	.	PUNCT
iogr-1353	45	1	in	in	ADP
iogr-1353	45	2	this	this	DET
iogr-1353	45	3	study	study	NOUN
iogr-1353	45	4	random	random	ADJ
iogr-1353	45	5	forest	forest	NOUN
iogr-1353	45	6	machine	machine	NOUN
iogr-1353	45	7	learning	learning	NOUN
iogr-1353	45	8	(	(	PUNCT
iogr-1353	45	9	rf	rf	NOUN
iogr-1353	45	10	-	-	PUNCT
iogr-1353	45	11	ml	ml	NOUN
iogr-1353	45	12	)	)	PUNCT
iogr-1353	45	13	was	be	AUX
iogr-1353	45	14	utilized	utilize	VERB
iogr-1353	45	15	to	to	PART
iogr-1353	45	16	optimize	optimize	VERB
iogr-1353	45	17	the	the	DET
iogr-1353	45	18	parameters	parameter	NOUN
iogr-1353	45	19	that	that	SCONJ
iogr-1353	45	20	the	the	DET
iogr-1353	45	21	highest	high	ADJ
iogr-1353	45	22	design	design	NOUN
iogr-1353	45	23	parameters	parameter	NOUN
iogr-1353	45	24	required	require	VERB
iogr-1353	45	25	to	to	PART
iogr-1353	45	26	attain	attain	VERB
iogr-1353	45	27	the	the	DET
iogr-1353	45	28	best	good	ADJ
iogr-1353	45	29	oil	oil	NOUN
iogr-1353	45	30	rate	rate	NOUN
iogr-1353	45	31	.	.	PUNCT
iogr-1353	46	1	methodology	methodology	NOUN
iogr-1353	46	2	the	the	DET
iogr-1353	46	3	materials	material	NOUN
iogr-1353	46	4	employed	employ	VERB
iogr-1353	46	5	in	in	ADP
iogr-1353	46	6	this	this	DET
iogr-1353	46	7	study	study	NOUN
iogr-1353	46	8	encompass	encompass	VERB
iogr-1353	46	9	the	the	DET
iogr-1353	46	10	scikit	scikit	NOUN
iogr-1353	46	11	-	-	PUNCT
iogr-1353	46	12	learn	learn	NOUN
iogr-1353	46	13	package	package	NOUN
iogr-1353	46	14	,	,	PUNCT
iogr-1353	46	15	a	a	DET
iogr-1353	46	16	python	python	NOUN
iogr-1353	46	17	program	program	NOUN
iogr-1353	46	18	,	,	PUNCT
iogr-1353	46	19	and	and	CCONJ
iogr-1353	46	20	a	a	DET
iogr-1353	46	21	well	well	ADV
iogr-1353	46	22	dataset	dataset	VERB
iogr-1353	46	23	.	.	PUNCT
iogr-1353	47	1	the	the	DET
iogr-1353	47	2	scikit	scikit	NOUN
iogr-1353	47	3	-	-	PUNCT
iogr-1353	47	4	learn	learn	NOUN
iogr-1353	47	5	package	package	NOUN
iogr-1353	47	6	is	be	AUX
iogr-1353	47	7	a	a	DET
iogr-1353	47	8	globally	globally	ADV
iogr-1353	47	9	recognized	recognize	VERB
iogr-1353	47	10	machine	machine	NOUN
iogr-1353	47	11	-	-	PUNCT
iogr-1353	47	12	learning	learn	VERB
iogr-1353	47	13	program	program	NOUN
iogr-1353	47	14	that	that	PRON
iogr-1353	47	15	possesses	possess	VERB
iogr-1353	47	16	predictive	predictive	ADJ
iogr-1353	47	17	and	and	CCONJ
iogr-1353	47	18	statistical	statistical	ADJ
iogr-1353	47	19	functionalities	functionality	NOUN
iogr-1353	47	20	.	.	PUNCT
iogr-1353	48	1	the	the	DET
iogr-1353	48	2	dataset	dataset	NOUN
iogr-1353	48	3	utilized	utilize	VERB
iogr-1353	48	4	in	in	ADP
iogr-1353	48	5	this	this	DET
iogr-1353	48	6	study	study	NOUN
iogr-1353	48	7	comprises	comprise	VERB
iogr-1353	48	8	36	36	NUM
iogr-1353	48	9	entries	entry	NOUN
iogr-1353	48	10	,	,	PUNCT
iogr-1353	48	11	featuring	feature	VERB
iogr-1353	48	12	independent	independent	ADJ
iogr-1353	48	13	variables	variable	NOUN
iogr-1353	48	14	such	such	ADJ
iogr-1353	48	15	as	as	ADP
iogr-1353	48	16	operating	operating	NOUN
iogr-1353	48	17	frequency	frequency	NOUN
iogr-1353	48	18	,	,	PUNCT
iogr-1353	48	19	water	water	NOUN
iogr-1353	48	20	-	-	PUNCT
iogr-1353	48	21	cut	cut	VERB
iogr-1353	48	22	,	,	PUNCT
iogr-1353	48	23	gas	gas	NOUN
iogr-1353	48	24	separation	separation	NOUN
iogr-1353	48	25	,	,	PUNCT
iogr-1353	48	26	intake	intake	NOUN
iogr-1353	48	27	pressure	pressure	NOUN
iogr-1353	48	28	,	,	PUNCT
iogr-1353	48	29	discharge	discharge	NOUN
iogr-1353	48	30	pressure	pressure	NOUN
iogr-1353	48	31	,	,	PUNCT
iogr-1353	48	32	generated	generate	VERB
iogr-1353	48	33	pump	pump	NOUN
iogr-1353	48	34	head	head	NOUN
iogr-1353	48	35	,	,	PUNCT
iogr-1353	48	36	pump	pump	NOUN
iogr-1353	48	37	power	power	NOUN
iogr-1353	48	38	,	,	PUNCT
iogr-1353	48	39	and	and	CCONJ
iogr-1353	48	40	pump	pump	NOUN
iogr-1353	48	41	efficiency	efficiency	NOUN
iogr-1353	48	42	,	,	PUNCT
iogr-1353	48	43	with	with	ADP
iogr-1353	48	44	motor	motor	NOUN
iogr-1353	48	45	efficiency	efficiency	NOUN
iogr-1353	48	46	and	and	CCONJ
iogr-1353	48	47	motor	motor	NOUN
iogr-1353	48	48	speed	speed	NOUN
iogr-1353	48	49	serving	serve	VERB
iogr-1353	48	50	as	as	ADP
iogr-1353	48	51	dependent	dependent	ADJ
iogr-1353	48	52	variables	variable	NOUN
iogr-1353	48	53	(	(	PUNCT
iogr-1353	48	54	table	table	NOUN
iogr-1353	48	55	1	1	NUM
iogr-1353	48	56	)	)	PUNCT
iogr-1353	48	57	.	.	PUNCT
iogr-1353	49	1	improved	improve	VERB
iogr-1353	49	2	oil	oil	NOUN
iogr-1353	49	3	and	and	CCONJ
iogr-1353	49	4	gas	gas	NOUN
iogr-1353	49	5	recovery	recovery	NOUN
iogr-1353	49	6	3	3	NUM
iogr-1353	49	7	table	table	NOUN
iogr-1353	49	8	1	1	NUM
iogr-1353	49	9	—	—	PUNCT
iogr-1353	49	10	data	datum	NOUN
iogr-1353	49	11	utilized	utilize	VERB
iogr-1353	49	12	for	for	ADP
iogr-1353	49	13	the	the	DET
iogr-1353	49	14	study	study	NOUN
iogr-1353	49	15	.	.	PUNCT
iogr-1353	50	1	oil	oil	NOUN
iogr-1353	50	2	flow	flow	NOUN
iogr-1353	50	3	rate	rate	NOUN
iogr-1353	50	4	variable	variable	ADJ
iogr-1353	50	5	data	datum	NOUN
iogr-1353	50	6	pressure	pressure	NOUN
iogr-1353	50	7	data	datum	NOUN
iogr-1353	50	8	pump	pump	VERB
iogr-1353	50	9	data	datum	NOUN
iogr-1353	50	10	oil	oil	NOUN
iogr-1353	50	11	rate	rate	NOUN
iogr-1353	50	12	(	(	PUNCT
iogr-1353	50	13	stb	stb	PROPN
iogr-1353	50	14	/	/	SYM
iogr-1353	50	15	d	d	NOUN
iogr-1353	50	16	)	)	PUNCT
iogr-1353	50	17	ope	ope	NOUN
iogr-1353	50	18	.	.	PUNCT
iogr-1353	50	19	freq	freq	PROPN
iogr-1353	50	20	.	.	PUNCT
iogr-1353	51	1	(	(	PUNCT
iogr-1353	51	2	hz	hz	PROPN
iogr-1353	51	3	)	)	PUNCT
iogr-1353	51	4	water	water	NOUN
iogr-1353	51	5	cut	cut	NOUN
iogr-1353	51	6	(	(	PUNCT
iogr-1353	51	7	%	%	INTJ
iogr-1353	51	8	)	)	PUNCT
iogr-1353	51	9	gas	gas	NOUN
iogr-1353	51	10	sep	sep	PROPN
iogr-1353	51	11	.	.	PUNCT
iogr-1353	52	1	eff	eff	PROPN
iogr-1353	52	2	.	.	PUNCT
iogr-1353	53	1	(	(	PUNCT
iogr-1353	53	2	%	%	INTJ
iogr-1353	53	3	)	)	PUNCT
iogr-1353	53	4	intake	intake	ADJ
iogr-1353	53	5	pressure	pressure	NOUN
iogr-1353	53	6	(	(	PUNCT
iogr-1353	53	7	psi	psi	NOUN
iogr-1353	53	8	)	)	PUNCT
iogr-1353	53	9	discharge	discharge	NOUN
iogr-1353	53	10	pressure	pressure	NOUN
iogr-1353	53	11	(	(	PUNCT
iogr-1353	53	12	psi	psi	NOUN
iogr-1353	53	13	)	)	PUNCT
iogr-1353	53	14	pump	pump	NOUN
iogr-1353	53	15	head	head	NOUN
iogr-1353	53	16	gen	gen	PROPN
iogr-1353	53	17	.	.	PROPN
iogr-1353	53	18	(	(	PUNCT
iogr-1353	53	19	ft	ft	NOUN
iogr-1353	53	20	)	)	PUNCT
iogr-1353	53	21	pump	pump	NOUN
iogr-1353	53	22	power	power	NOUN
iogr-1353	53	23	(	(	PUNCT
iogr-1353	53	24	hp	hp	NOUN
iogr-1353	53	25	)	)	PUNCT
iogr-1353	53	26	pump	pump	NOUN
iogr-1353	53	27	eff	eff	PROPN
iogr-1353	53	28	.	.	PUNCT
iogr-1353	54	1	(	(	PUNCT
iogr-1353	54	2	%	%	INTJ
iogr-1353	54	3	)	)	PUNCT
iogr-1353	54	4	motor	motor	PROPN
iogr-1353	54	5	eff	eff	PROPN
iogr-1353	54	6	.	.	PUNCT
iogr-1353	55	1	(	(	PUNCT
iogr-1353	55	2	%	%	INTJ
iogr-1353	55	3	)	)	PUNCT
iogr-1353	55	4	motor	motor	NOUN
iogr-1353	55	5	speed	speed	NOUN
iogr-1353	55	6	(	(	PUNCT
iogr-1353	55	7	rpm	rpm	NOUN
iogr-1353	55	8	)	)	PUNCT
iogr-1353	55	9	1533.3	1533.3	NUM
iogr-1353	55	10	50	50	NUM
iogr-1353	55	11	45	45	NUM
iogr-1353	55	12	50	50	NUM
iogr-1353	55	13	2547.79	2547.79	NUM
iogr-1353	55	14	2721.92	2721.92	NUM
iogr-1353	55	15	499.378	499.378	NUM
iogr-1353	55	16	16.74	16.74	NUM
iogr-1353	55	17	54.3392	54.3392	NUM
iogr-1353	55	18	63.5558	63.5558	NUM
iogr-1353	55	19	2941.56	2941.56	NUM
iogr-1353	55	20	1509.8	1509.8	NUM
iogr-1353	55	21	50	50	NUM
iogr-1353	55	22	45	45	NUM
iogr-1353	55	23	55	55	NUM
iogr-1353	55	24	2549.79	2549.79	NUM
iogr-1353	55	25	2726.15	2726.15	NUM
iogr-1353	55	26	505.44	505.44	NUM
iogr-1353	55	27	16.6948	16.6948	NUM
iogr-1353	55	28	54.3108	54.3108	NUM
iogr-1353	55	29	63.4929	63.4929	NUM
iogr-1353	55	30	2941.6	2941.6	NUM
iogr-1353	55	31	1487.7	1487.7	NUM
iogr-1353	55	32	50	50	NUM
iogr-1353	55	33	45	45	NUM
iogr-1353	55	34	60	60	NUM
iogr-1353	55	35	2551.69	2551.69	NUM
iogr-1353	55	36	2730.14	2730.14	NUM
iogr-1353	55	37	511.116	511.116	NUM
iogr-1353	55	38	16.6535	16.6535	NUM
iogr-1353	55	39	54.2775	54.2775	NUM
iogr-1353	55	40	63.432	63.432	NUM
iogr-1353	55	41	2941.64	2941.64	NUM
iogr-1353	55	42	1465.9	1465.9	NUM
iogr-1353	55	43	50	50	NUM
iogr-1353	55	44	45	45	NUM
iogr-1353	55	45	65	65	NUM
iogr-1353	55	46	2553.55	2553.55	NUM
iogr-1353	55	47	2732.02	2732.02	NUM
iogr-1353	55	48	516.612	516.612	NUM
iogr-1353	55	49	16.6117	16.6117	NUM
iogr-1353	55	50	54.238	54.238	NUM
iogr-1353	55	51	63.3706	63.3706	NUM
iogr-1353	55	52	2941.68	2941.68	NUM
iogr-1353	55	53	0	0	NUM
iogr-1353	55	54	50	50	NUM
iogr-1353	55	55	50	50	NUM
iogr-1353	55	56	50	50	NUM
iogr-1353	55	57	0	0	NUM
iogr-1353	55	58	0	0	NUM
iogr-1353	55	59	0	0	NUM
iogr-1353	55	60	0	0	NUM
iogr-1353	55	61	0	0	NUM
iogr-1353	55	62	0	0	NUM
iogr-1353	55	63	0	0	NUM
iogr-1353	55	64	0	0	NUM
iogr-1353	55	65	50	50	NUM
iogr-1353	55	66	50	50	NUM
iogr-1353	55	67	55	55	NUM
iogr-1353	55	68	0	0	NUM
iogr-1353	55	69	0	0	NUM
iogr-1353	55	70	0	0	NUM
iogr-1353	55	71	0	0	NUM
iogr-1353	55	72	0	0	NUM
iogr-1353	55	73	0	0	NUM
iogr-1353	55	74	0	0	NUM
iogr-1353	55	75	0	0	NUM
iogr-1353	55	76	50	50	NUM
iogr-1353	55	77	50	50	NUM
iogr-1353	55	78	60	60	NUM
iogr-1353	55	79	0	0	NUM
iogr-1353	55	80	0	0	NUM
iogr-1353	55	81	0	0	NUM
iogr-1353	55	82	0	0	NUM
iogr-1353	55	83	0	0	NUM
iogr-1353	55	84	0	0	NUM
iogr-1353	55	85	0	0	NUM
iogr-1353	55	86	0	0	NUM
iogr-1353	55	87	50	50	NUM
iogr-1353	55	88	50	50	NUM
iogr-1353	55	89	65	65	NUM
iogr-1353	55	90	0	0	NUM
iogr-1353	55	91	0	0	NUM
iogr-1353	55	92	0	0	NUM
iogr-1353	55	93	0	0	NUM
iogr-1353	55	94	0	0	NUM
iogr-1353	55	95	0	0	NUM
iogr-1353	55	96	0	0	NUM
iogr-1353	55	97	0	0	NUM
iogr-1353	55	98	50	50	NUM
iogr-1353	55	99	55	55	NUM
iogr-1353	55	100	50	50	NUM
iogr-1353	55	101	0	0	NUM
iogr-1353	55	102	0	0	NUM
iogr-1353	55	103	0	0	NUM
iogr-1353	55	104	0	0	NUM
iogr-1353	55	105	0	0	NUM
iogr-1353	55	106	0	0	NUM
iogr-1353	55	107	0	0	NUM
iogr-1353	55	108	0	0	NUM
iogr-1353	55	109	50	50	NUM
iogr-1353	55	110	55	55	NUM
iogr-1353	55	111	55	55	NUM
iogr-1353	55	112	0	0	NUM
iogr-1353	55	113	0	0	NUM
iogr-1353	55	114	0	0	NUM
iogr-1353	55	115	0	0	NUM
iogr-1353	55	116	0	0	NUM
iogr-1353	55	117	0	0	NUM
iogr-1353	55	118	0	0	NUM
iogr-1353	55	119	0	0	NUM
iogr-1353	55	120	50	50	NUM
iogr-1353	55	121	55	55	NUM
iogr-1353	55	122	60	60	NUM
iogr-1353	55	123	0	0	NUM
iogr-1353	55	124	0	0	NUM
iogr-1353	55	125	0	0	NUM
iogr-1353	55	126	0	0	NUM
iogr-1353	55	127	0	0	NUM
iogr-1353	55	128	0	0	NUM
iogr-1353	55	129	0	0	NUM
iogr-1353	55	130	0	0	NUM
iogr-1353	55	131	50	50	NUM
iogr-1353	55	132	55	55	NUM
iogr-1353	55	133	65	65	NUM
iogr-1353	55	134	0	0	NUM
iogr-1353	55	135	0	0	NUM
iogr-1353	55	136	0	0	NUM
iogr-1353	55	137	0	0	NUM
iogr-1353	55	138	0	0	NUM
iogr-1353	55	139	0	0	NUM
iogr-1353	55	140	0	0	NUM
iogr-1353	55	141	2100	2100	NUM
iogr-1353	55	142	60	60	NUM
iogr-1353	55	143	45	45	NUM
iogr-1353	55	144	50	50	NUM
iogr-1353	55	145	2499.21	2499.21	NUM
iogr-1353	55	146	2752.89	2752.89	NUM
iogr-1353	55	147	726.532	726.532	NUM
iogr-1353	55	148	30.2447	30.2447	NUM
iogr-1353	55	149	60.4534	60.4534	NUM
iogr-1353	55	150	71.7619	71.7619	NUM
iogr-1353	55	151	3497.54	3497.54	NUM
iogr-1353	55	152	2086.8	2086.8	NUM
iogr-1353	55	153	60	60	NUM
iogr-1353	55	154	45	45	NUM
iogr-1353	55	155	55	55	NUM
iogr-1353	55	156	2500.36	2500.36	NUM
iogr-1353	55	157	2757.98	2757.98	NUM
iogr-1353	55	158	737.212	737.212	NUM
iogr-1353	55	159	30.6753	30.6753	NUM
iogr-1353	55	160	61.2217	61.2217	NUM
iogr-1353	55	161	72.2969	72.2969	NUM
iogr-1353	55	162	3499.55	3499.55	NUM
iogr-1353	55	163	2073.7	2073.7	NUM
iogr-1353	55	164	60	60	NUM
iogr-1353	55	165	45	45	NUM
iogr-1353	55	166	60	60	NUM
iogr-1353	55	167	2501.5	2501.5	NUM
iogr-1353	55	168	2763.05	2763.05	NUM
iogr-1353	55	169	747.871	747.871	NUM
iogr-1353	55	170	31.1049	31.1049	NUM
iogr-1353	55	171	61.988	61.988	NUM
iogr-1353	55	172	72.8306	72.8306	NUM
iogr-1353	55	173	3501.55	3501.55	NUM
iogr-1353	55	174	2060.7	2060.7	NUM
iogr-1353	55	175	60	60	NUM
iogr-1353	55	176	45	45	NUM
iogr-1353	55	177	65	65	NUM
iogr-1353	55	178	2502.65	2502.65	NUM
iogr-1353	55	179	2768.07	2768.07	NUM
iogr-1353	55	180	758.395	758.395	NUM
iogr-1353	55	181	31.5287	31.5287	NUM
iogr-1353	55	182	62.7437	62.7437	NUM
iogr-1353	55	183	73.357	73.357	NUM
iogr-1353	55	184	3503.51	3503.51	NUM
iogr-1353	55	185	1319.4	1319.4	NUM
iogr-1353	55	186	60	60	NUM
iogr-1353	55	187	50	50	NUM
iogr-1353	55	188	50	50	NUM
iogr-1353	55	189	2553.37	2553.37	NUM
iogr-1353	55	190	2852.04	2852.04	NUM
iogr-1353	55	191	840.438	840.438	NUM
iogr-1353	55	192	28.0311	28.0311	NUM
iogr-1353	55	193	54.0685	54.0685	NUM
iogr-1353	55	194	70.9984	70.9984	NUM
iogr-1353	55	195	3514.55	3514.55	NUM
iogr-1353	55	196	1290.4	1290.4	NUM
iogr-1353	55	197	60	60	NUM
iogr-1353	55	198	50	50	NUM
iogr-1353	55	199	55	55	NUM
iogr-1353	55	200	2556.09	2556.09	NUM
iogr-1353	55	201	2856.24	2856.24	NUM
iogr-1353	55	202	844.204	844.204	NUM
iogr-1353	55	203	27.8095	27.8095	NUM
iogr-1353	55	204	53.5598	53.5598	NUM
iogr-1353	55	205	70.8398	70.8398	NUM
iogr-1353	55	206	3515.08	3515.08	NUM
iogr-1353	55	207	1263.4	1263.4	NUM
iogr-1353	55	208	60	60	NUM
iogr-1353	55	209	50	50	NUM
iogr-1353	55	210	60	60	NUM
iogr-1353	55	211	2558.62	2558.62	NUM
iogr-1353	55	212	2860.14	2860.14	NUM
iogr-1353	55	213	847.692	847.692	NUM
iogr-1353	55	214	27.6022	27.6022	NUM
iogr-1353	55	215	53.0847	53.0847	NUM
iogr-1353	55	216	70.6916	70.6916	NUM
iogr-1353	55	217	3515.57	3515.57	NUM
iogr-1353	56	1	1236.7	1236.7	NUM
iogr-1353	56	2	60	60	NUM
iogr-1353	56	3	50	50	NUM
iogr-1353	56	4	65	65	NUM
iogr-1353	56	5	2561.13	2561.13	NUM
iogr-1353	56	6	2864	2864	NUM
iogr-1353	56	7	851.112	851.112	NUM
iogr-1353	56	8	27.3957	27.3957	NUM
iogr-1353	56	9	52.6128	52.6128	NUM
iogr-1353	56	10	70.5443	70.5443	NUM
iogr-1353	56	11	3516.06	3516.06	NUM
iogr-1353	56	12	0	0	NUM
iogr-1353	57	1	60	60	NUM
iogr-1353	57	2	55	55	NUM
iogr-1353	57	3	50	50	NUM
iogr-1353	57	4	0	0	NUM
iogr-1353	57	5	0	0	NUM
iogr-1353	57	6	0	0	NUM
iogr-1353	57	7	0	0	NUM
iogr-1353	57	8	0	0	NUM
iogr-1353	57	9	0	0	NUM
iogr-1353	57	10	0	0	NUM
iogr-1353	57	11	0	0	NUM
iogr-1353	57	12	60	60	NUM
iogr-1353	57	13	55	55	NUM
iogr-1353	57	14	55	55	NUM
iogr-1353	57	15	0	0	NUM
iogr-1353	57	16	0	0	NUM
iogr-1353	57	17	0	0	NUM
iogr-1353	57	18	0	0	NUM
iogr-1353	57	19	0	0	NUM
iogr-1353	57	20	0	0	NUM
iogr-1353	57	21	0	0	NUM
iogr-1353	57	22	0	0	NUM
iogr-1353	57	23	60	60	NUM
iogr-1353	57	24	55	55	NUM
iogr-1353	57	25	60	60	NUM
iogr-1353	57	26	0	0	NUM
iogr-1353	57	27	0	0	NUM
iogr-1353	57	28	0	0	NUM
iogr-1353	57	29	0	0	NUM
iogr-1353	57	30	0	0	NUM
iogr-1353	57	31	0	0	NUM
iogr-1353	57	32	0	0	NUM
iogr-1353	57	33	0	0	NUM
iogr-1353	57	34	60	60	NUM
iogr-1353	57	35	55	55	NUM
iogr-1353	57	36	65	65	NUM
iogr-1353	57	37	0	0	NUM
iogr-1353	57	38	0	0	NUM
iogr-1353	57	39	0	0	NUM
iogr-1353	57	40	0	0	NUM
iogr-1353	57	41	0	0	NUM
iogr-1353	57	42	0	0	NUM
iogr-1353	57	43	0	0	NUM
iogr-1353	57	44	2444.7	2444.7	NUM
iogr-1353	57	45	70	70	NUM
iogr-1353	57	46	45	45	NUM
iogr-1353	57	47	50	50	NUM
iogr-1353	57	48	2469.03	2469.03	NUM
iogr-1353	57	49	2792.11	2792.11	NUM
iogr-1353	57	50	924.87	924.87	NUM
iogr-1353	57	51	48.5702	48.5702	NUM
iogr-1353	57	52	56.2451	56.2451	NUM
iogr-1353	57	53	77.3177	77.3177	NUM
iogr-1353	57	54	4063.68	4063.68	NUM
iogr-1353	57	55	2429.5	2429.5	NUM
iogr-1353	57	56	70	70	NUM
iogr-1353	57	57	45	45	NUM
iogr-1353	57	58	55	55	NUM
iogr-1353	57	59	2470.36	2470.36	NUM
iogr-1353	57	60	2797.55	2797.55	NUM
iogr-1353	57	61	935.764	935.764	NUM
iogr-1353	57	62	48.6507	48.6507	NUM
iogr-1353	57	63	56.5599	56.5599	NUM
iogr-1353	57	64	77.333	77.333	NUM
iogr-1353	57	65	4063.5	4063.5	NUM
iogr-1353	57	66	2414	2414	NUM
iogr-1353	57	67	70	70	NUM
iogr-1353	57	68	45	45	NUM
iogr-1353	57	69	60	60	NUM
iogr-1353	57	70	2471.72	2471.72	NUM
iogr-1353	57	71	2802.97	2802.97	NUM
iogr-1353	57	72	946.555	946.555	NUM
iogr-1353	57	73	48.7254	48.7254	NUM
iogr-1353	57	74	56.8629	56.8629	NUM
iogr-1353	57	75	77.3471	77.3471	NUM
iogr-1353	57	76	4063.33	4063.33	NUM
iogr-1353	57	77	2398.5	2398.5	NUM
iogr-1353	57	78	70	70	NUM
iogr-1353	57	79	45	45	NUM
iogr-1353	57	80	65	65	NUM
iogr-1353	57	81	2473.08	2473.08	NUM
iogr-1353	57	82	2808.32	2808.32	NUM
iogr-1353	57	83	957.117	957.117	NUM
iogr-1353	57	84	48.7947	48.7947	NUM
iogr-1353	57	85	57.1502	57.1502	NUM
iogr-1353	57	86	77.36	77.36	NUM
iogr-1353	57	87	4063.18	4063.18	NUM
iogr-1353	57	88	1960.8	1960.8	NUM
iogr-1353	57	89	70	70	NUM
iogr-1353	57	90	50	50	NUM
iogr-1353	57	91	50	50	NUM
iogr-1353	57	92	2493	2493	NUM
iogr-1353	57	93	2882.37	2882.37	NUM
iogr-1353	57	94	1094.44	1094.44	NUM
iogr-1353	57	95	49.6665	49.6665	NUM
iogr-1353	57	96	60.1615	60.1615	NUM
iogr-1353	57	97	77.5133	77.5133	NUM
iogr-1353	57	98	4061.23	4061.23	NUM
iogr-1353	57	99	1946.5	1946.5	NUM
iogr-1353	57	100	70	70	NUM
iogr-1353	57	101	50	50	NUM
iogr-1353	57	102	55	55	NUM
iogr-1353	57	103	2494.37	2494.37	NUM
iogr-1353	57	104	2887.23	2887.23	NUM
iogr-1353	57	105	1103.44	1103.44	NUM
iogr-1353	57	106	49.7044	49.7044	NUM
iogr-1353	57	107	60.3437	60.3437	NUM
iogr-1353	57	108	77.5198	77.5198	NUM
iogr-1353	57	109	4061.15	4061.15	NUM
iogr-1353	57	110	1930.7	1930.7	NUM
iogr-1353	57	111	70	70	NUM
iogr-1353	57	112	50	50	NUM
iogr-1353	57	113	60	60	NUM
iogr-1353	57	114	2495.9	2495.9	NUM
iogr-1353	57	115	2892.49	2892.49	NUM
iogr-1353	57	116	1113.2	1113.2	NUM
iogr-1353	57	117	49.7388	49.7388	NUM
iogr-1353	57	118	60.5361	60.5361	NUM
iogr-1353	57	119	77.5256	77.5256	NUM
iogr-1353	57	120	4061.07	4061.07	NUM
iogr-1353	57	121	1916.3	1916.3	NUM
iogr-1353	57	122	70	70	NUM
iogr-1353	57	123	50	50	NUM
iogr-1353	57	124	65	65	NUM
iogr-1353	57	125	2497.27	2497.27	NUM
iogr-1353	57	126	2897.25	2897.25	NUM
iogr-1353	57	127	1121.93	1121.93	NUM
iogr-1353	57	128	49.7691	49.7691	NUM
iogr-1353	57	129	60.7009	60.7009	NUM
iogr-1353	57	130	77.5307	77.5307	NUM
iogr-1353	57	131	4061.01	4061.01	NUM
iogr-1353	57	132	1105.7	1105.7	NUM
iogr-1353	57	133	70	70	NUM
iogr-1353	57	134	55	55	NUM
iogr-1353	57	135	50	50	NUM
iogr-1353	57	136	2560.46	2560.46	NUM
iogr-1353	57	137	2993.12	2993.12	NUM
iogr-1353	57	138	1195.07	1195.07	NUM
iogr-1353	57	139	41.6485	41.6485	NUM
iogr-1353	57	140	48.9004	48.9004	NUM
iogr-1353	57	141	75.1619	75.1619	NUM
iogr-1353	58	1	4079.5	4079.5	NUM
iogr-1353	58	2	1074.9	1074.9	NUM
iogr-1353	58	3	70	70	NUM
iogr-1353	58	4	55	55	NUM
iogr-1353	58	5	55	55	NUM
iogr-1353	58	6	2563.67	2563.67	NUM
iogr-1353	58	7	2997.28	2997.28	NUM
iogr-1353	58	8	1197.27	1197.27	NUM
iogr-1353	58	9	41.1825	41.1825	NUM
iogr-1353	58	10	48.2276	48.2276	NUM
iogr-1353	58	11	75.0305	75.0305	NUM
iogr-1353	58	12	4080.56	4080.56	NUM
iogr-1353	58	13	1047.5	1047.5	NUM
iogr-1353	58	14	70	70	NUM
iogr-1353	58	15	55	55	NUM
iogr-1353	58	16	60	60	NUM
iogr-1353	58	17	2566.52	2566.52	NUM
iogr-1353	58	18	3000.98	3000.98	NUM
iogr-1353	58	19	1199.21	1199.21	NUM
iogr-1353	58	20	40.7685	40.7685	NUM
iogr-1353	58	21	47.6298	47.6298	NUM
iogr-1353	58	22	74.9139	74.9139	NUM
iogr-1353	58	23	4081.51	4081.51	NUM
iogr-1353	58	24	1021.3	1021.3	NUM
iogr-1353	58	25	70	70	NUM
iogr-1353	58	26	55	55	NUM
iogr-1353	58	27	65	65	NUM
iogr-1353	58	28	2569.24	2569.24	NUM
iogr-1353	58	29	3004.51	3004.51	NUM
iogr-1353	58	30	1201.06	1201.06	NUM
iogr-1353	58	31	40.3723	40.3723	NUM
iogr-1353	58	32	47.0583	47.0583	NUM
iogr-1353	58	33	74.8026	74.8026	NUM
iogr-1353	58	34	4082.5	4082.5	NUM
iogr-1353	58	35	improved	improved	ADJ
iogr-1353	58	36	oil	oil	NOUN
iogr-1353	58	37	and	and	CCONJ
iogr-1353	58	38	gas	gas	NOUN
iogr-1353	58	39	recovery	recovery	NOUN
iogr-1353	58	40	4	4	NUM
iogr-1353	58	41	data	datum	NOUN
iogr-1353	58	42	process	process	NOUN
iogr-1353	58	43	.	.	PUNCT
iogr-1353	59	1	the	the	DET
iogr-1353	59	2	dataset	dataset	NOUN
iogr-1353	59	3	was	be	AUX
iogr-1353	59	4	inspected	inspect	VERB
iogr-1353	59	5	to	to	PART
iogr-1353	59	6	confirm	confirm	VERB
iogr-1353	59	7	the	the	DET
iogr-1353	59	8	unavailability	unavailability	NOUN
iogr-1353	59	9	of	of	ADP
iogr-1353	59	10	irregularities	irregularity	NOUN
iogr-1353	59	11	and	and	CCONJ
iogr-1353	59	12	errors	error	NOUN
iogr-1353	59	13	such	such	ADJ
iogr-1353	59	14	as	as	ADP
iogr-1353	59	15	missing	miss	VERB
iogr-1353	59	16	values	value	NOUN
iogr-1353	59	17	and	and	CCONJ
iogr-1353	59	18	duplicates	duplicate	NOUN
iogr-1353	59	19	.	.	PUNCT
iogr-1353	60	1	using	use	VERB
iogr-1353	60	2	datafram.isna	datafram.isna	PROPN
iogr-1353	60	3	(	(	PUNCT
iogr-1353	60	4	)	)	PUNCT
iogr-1353	60	5	key	key	NOUN
iogr-1353	60	6	within	within	ADP
iogr-1353	60	7	the	the	DET
iogr-1353	60	8	python	python	NOUN
iogr-1353	60	9	program	program	NOUN
iogr-1353	60	10	it	it	PRON
iogr-1353	60	11	was	be	AUX
iogr-1353	60	12	observed	observe	VERB
iogr-1353	60	13	that	that	SCONJ
iogr-1353	60	14	the	the	DET
iogr-1353	60	15	entire	entire	ADJ
iogr-1353	60	16	data	datum	NOUN
iogr-1353	60	17	were	be	AUX
iogr-1353	60	18	present	present	ADJ
iogr-1353	60	19	in	in	ADP
iogr-1353	60	20	the	the	DET
iogr-1353	60	21	entry	entry	NOUN
iogr-1353	60	22	.	.	PUNCT
iogr-1353	61	1	the	the	DET
iogr-1353	61	2	entries	entry	NOUN
iogr-1353	61	3	check	check	VERB
iogr-1353	61	4	confirmed	confirm	VERB
iogr-1353	61	5	that	that	SCONJ
iogr-1353	61	6	there	there	PRON
iogr-1353	61	7	were	be	VERB
iogr-1353	61	8	no	no	DET
iogr-1353	61	9	missing	miss	VERB
iogr-1353	61	10	values	value	NOUN
iogr-1353	61	11	or	or	CCONJ
iogr-1353	61	12	duplicate	duplicate	ADJ
iogr-1353	61	13	values	value	NOUN
iogr-1353	61	14	in	in	ADP
iogr-1353	61	15	the	the	DET
iogr-1353	61	16	data	datum	NOUN
iogr-1353	61	17	.	.	PUNCT
iogr-1353	62	1	data	datum	NOUN
iogr-1353	62	2	visualization	visualization	NOUN
iogr-1353	62	3	.	.	PUNCT
iogr-1353	63	1	data	datum	NOUN
iogr-1353	63	2	visualization	visualization	NOUN
iogr-1353	63	3	was	be	AUX
iogr-1353	63	4	carried	carry	VERB
iogr-1353	63	5	out	out	ADP
iogr-1353	63	6	to	to	PART
iogr-1353	63	7	see	see	VERB
iogr-1353	63	8	the	the	DET
iogr-1353	63	9	relation	relation	NOUN
iogr-1353	63	10	between	between	ADP
iogr-1353	63	11	the	the	DET
iogr-1353	63	12	various	various	ADJ
iogr-1353	63	13	variables	variable	NOUN
iogr-1353	63	14	present	present	ADJ
iogr-1353	63	15	within	within	ADP
iogr-1353	63	16	the	the	DET
iogr-1353	63	17	dataset	dataset	NOUN
iogr-1353	63	18	.	.	PUNCT
iogr-1353	64	1	in	in	ADP
iogr-1353	64	2	attaining	attain	VERB
iogr-1353	64	3	this	this	PRON
iogr-1353	64	4	,	,	PUNCT
iogr-1353	64	5	the	the	DET
iogr-1353	64	6	multivariate	multivariate	NOUN
iogr-1353	64	7	visualization	visualization	NOUN
iogr-1353	64	8	technique	technique	NOUN
iogr-1353	64	9	using	use	VERB
iogr-1353	64	10	pearson	pearson	PROPN
iogr-1353	64	11	correlation	correlation	NOUN
iogr-1353	64	12	heatmap	heatmap	NOUN
iogr-1353	64	13	was	be	AUX
iogr-1353	64	14	utilized	utilize	VERB
iogr-1353	64	15	.	.	PUNCT
iogr-1353	65	1	the	the	DET
iogr-1353	65	2	choice	choice	NOUN
iogr-1353	65	3	of	of	ADP
iogr-1353	65	4	correlation	correlation	NOUN
iogr-1353	65	5	heatmap	heatmap	NOUN
iogr-1353	65	6	is	be	AUX
iogr-1353	65	7	tied	tie	VERB
iogr-1353	65	8	to	to	ADP
iogr-1353	65	9	its	its	PRON
iogr-1353	65	10	ability	ability	NOUN
iogr-1353	65	11	to	to	PART
iogr-1353	65	12	provide	provide	VERB
iogr-1353	65	13	comprehensive	comprehensive	ADJ
iogr-1353	65	14	overview	overview	NOUN
iogr-1353	65	15	of	of	ADP
iogr-1353	65	16	relationship	relationship	NOUN
iogr-1353	65	17	between	between	ADP
iogr-1353	65	18	the	the	DET
iogr-1353	65	19	variables	variable	NOUN
iogr-1353	65	20	within	within	ADP
iogr-1353	65	21	the	the	DET
iogr-1353	65	22	dataset	dataset	NOUN
iogr-1353	65	23	.	.	PUNCT
iogr-1353	66	1	feature	feature	NOUN
iogr-1353	66	2	engineering	engineering	NOUN
iogr-1353	66	3	.	.	PUNCT
iogr-1353	67	1	feature	feature	NOUN
iogr-1353	67	2	engineering	engineering	NOUN
iogr-1353	67	3	was	be	AUX
iogr-1353	67	4	also	also	ADV
iogr-1353	67	5	conducted	conduct	VERB
iogr-1353	67	6	to	to	PART
iogr-1353	67	7	identify	identify	VERB
iogr-1353	67	8	and	and	CCONJ
iogr-1353	67	9	select	select	VERB
iogr-1353	67	10	those	those	DET
iogr-1353	67	11	variables	variable	NOUN
iogr-1353	67	12	from	from	ADP
iogr-1353	67	13	the	the	DET
iogr-1353	67	14	dataset	dataset	NOUN
iogr-1353	67	15	that	that	PRON
iogr-1353	67	16	significantly	significantly	ADV
iogr-1353	67	17	contributes	contribute	VERB
iogr-1353	67	18	to	to	ADP
iogr-1353	67	19	the	the	DET
iogr-1353	67	20	target	target	NOUN
iogr-1353	67	21	variable	variable	ADJ
iogr-1353	67	22	oil	oil	NOUN
iogr-1353	67	23	rate	rate	NOUN
iogr-1353	67	24	.	.	PUNCT
iogr-1353	68	1	using	use	VERB
iogr-1353	68	2	standard	standard	ADJ
iogr-1353	68	3	scale	scale	NOUN
iogr-1353	68	4	options	option	NOUN
iogr-1353	68	5	,	,	PUNCT
iogr-1353	68	6	data	datum	NOUN
iogr-1353	68	7	normalization	normalization	NOUN
iogr-1353	68	8	was	be	AUX
iogr-1353	68	9	carried	carry	VERB
iogr-1353	68	10	out	out	ADP
iogr-1353	68	11	before	before	SCONJ
iogr-1353	68	12	the	the	DET
iogr-1353	68	13	logarithmic	logarithmic	ADJ
iogr-1353	68	14	transformation	transformation	NOUN
iogr-1353	68	15	of	of	ADP
iogr-1353	68	16	target	target	NOUN
iogr-1353	68	17	variables	variable	NOUN
iogr-1353	68	18	was	be	AUX
iogr-1353	68	19	carried	carry	VERB
iogr-1353	68	20	out	out	ADP
iogr-1353	68	21	.	.	PUNCT
iogr-1353	69	1	this	this	DET
iogr-1353	69	2	transformation	transformation	NOUN
iogr-1353	69	3	is	be	AUX
iogr-1353	69	4	critical	critical	ADJ
iogr-1353	69	5	for	for	ADP
iogr-1353	69	6	variance	variance	NOUN
iogr-1353	69	7	stabilization	stabilization	NOUN
iogr-1353	69	8	and	and	CCONJ
iogr-1353	69	9	distribution	distribution	NOUN
iogr-1353	69	10	normalized	normalized	AUX
iogr-1353	69	11	aimed	aim	VERB
iogr-1353	69	12	at	at	ADP
iogr-1353	69	13	achieving	achieve	VERB
iogr-1353	69	14	linear	linear	ADJ
iogr-1353	69	15	correlation	correlation	NOUN
iogr-1353	69	16	and	and	CCONJ
iogr-1353	69	17	appropriate	appropriate	ADJ
iogr-1353	69	18	model	model	NOUN
iogr-1353	69	19	.	.	PUNCT
iogr-1353	70	1	the	the	DET
iogr-1353	70	2	transformed	transform	VERB
iogr-1353	70	3	target	target	NOUN
iogr-1353	70	4	variables	variable	VERB
iogr-1353	70	5	a	a	DET
iogr-1353	70	6	-	-	PUNCT
iogr-1353	70	7	times	times	NOUN
iogr-1353	70	8	yields	yield	NOUN
iogr-1353	70	9	better	well	ADJ
iogr-1353	70	10	model	model	NOUN
iogr-1353	70	11	performance	performance	NOUN
iogr-1353	70	12	,	,	PUNCT
iogr-1353	70	13	based	base	VERB
iogr-1353	70	14	on	on	ADP
iogr-1353	70	15	regression	regression	NOUN
iogr-1353	70	16	metrics	metric	NOUN
iogr-1353	70	17	.	.	PUNCT
iogr-1353	71	1	this	this	DET
iogr-1353	71	2	procedure	procedure	NOUN
iogr-1353	71	3	is	be	AUX
iogr-1353	71	4	vital	vital	ADJ
iogr-1353	71	5	especially	especially	ADV
iogr-1353	71	6	when	when	SCONJ
iogr-1353	71	7	original	original	ADJ
iogr-1353	71	8	data	datum	NOUN
iogr-1353	71	9	exhibits	exhibit	VERB
iogr-1353	71	10	extreme	extreme	ADJ
iogr-1353	71	11	values	value	NOUN
iogr-1353	71	12	,	,	PUNCT
iogr-1353	71	13	heteroscedasticity	heteroscedasticity	NOUN
iogr-1353	71	14	(	(	PUNCT
iogr-1353	71	15	non	non	ADJ
iogr-1353	71	16	-	-	ADJ
iogr-1353	71	17	constant	constant	ADJ
iogr-1353	71	18	variance	variance	NOUN
iogr-1353	71	19	)	)	PUNCT
iogr-1353	71	20	or	or	CCONJ
iogr-1353	71	21	skewness	skewness	NOUN
iogr-1353	71	22	.	.	PUNCT
iogr-1353	72	1	model	model	NOUN
iogr-1353	72	2	selection	selection	NOUN
iogr-1353	72	3	.	.	PUNCT
iogr-1353	73	1	in	in	ADP
iogr-1353	73	2	this	this	DET
iogr-1353	73	3	study	study	NOUN
iogr-1353	73	4	,	,	PUNCT
iogr-1353	73	5	random	random	ADJ
iogr-1353	73	6	forest	forest	NOUN
iogr-1353	73	7	(	(	PUNCT
iogr-1353	73	8	rf	rf	NOUN
iogr-1353	73	9	)	)	PUNCT
iogr-1353	73	10	algorithm	algorithm	NOUN
iogr-1353	73	11	from	from	ADP
iogr-1353	73	12	scikit	scikit	NOUN
iogr-1353	73	13	-	-	PUNCT
iogr-1353	73	14	learning	learn	VERB
iogr-1353	73	15	package	package	NOUN
iogr-1353	73	16	of	of	ADP
iogr-1353	73	17	python	python	NOUN
iogr-1353	73	18	software	software	NOUN
iogr-1353	73	19	was	be	AUX
iogr-1353	73	20	utilized	utilize	VERB
iogr-1353	73	21	.	.	PUNCT
iogr-1353	74	1	scikit	scikit	NOUN
iogr-1353	74	2	-	-	PUNCT
iogr-1353	74	3	learning	learn	VERB
iogr-1353	74	4	package	package	NOUN
iogr-1353	74	5	of	of	ADP
iogr-1353	74	6	python	python	NOUN
iogr-1353	74	7	software	software	NOUN
iogr-1353	74	8	comprises	comprise	VERB
iogr-1353	74	9	several	several	ADJ
iogr-1353	74	10	algorithms	algorithm	NOUN
iogr-1353	74	11	such	such	ADJ
iogr-1353	74	12	as	as	ADP
iogr-1353	74	13	linear	linear	PROPN
iogr-1353	74	14	regression	regression	NOUN
iogr-1353	74	15	(	(	PUNCT
iogr-1353	74	16	lr	lr	NOUN
iogr-1353	74	17	)	)	PUNCT
iogr-1353	74	18	algorithm	algorithm	NOUN
iogr-1353	74	19	,	,	PUNCT
iogr-1353	74	20	neural	neural	ADJ
iogr-1353	74	21	network	network	NOUN
iogr-1353	74	22	and	and	CCONJ
iogr-1353	74	23	support	support	NOUN
iogr-1353	74	24	vector	vector	NOUN
iogr-1353	74	25	(	(	PUNCT
iogr-1353	74	26	sv	sv	NOUN
iogr-1353	74	27	)	)	PUNCT
iogr-1353	74	28	algorithm	algorithm	NOUN
iogr-1353	74	29	.	.	PUNCT
iogr-1353	75	1	the	the	DET
iogr-1353	75	2	choice	choice	NOUN
iogr-1353	75	3	of	of	ADP
iogr-1353	75	4	rf	rf	NOUN
iogr-1353	75	5	machine	machine	NOUN
iogr-1353	75	6	learning	learning	NOUN
iogr-1353	75	7	(	(	PUNCT
iogr-1353	75	8	rf	rf	NOUN
iogr-1353	75	9	-	-	PUNCT
iogr-1353	75	10	ml	ml	NOUN
iogr-1353	75	11	)	)	PUNCT
iogr-1353	75	12	is	be	AUX
iogr-1353	75	13	tied	tie	VERB
iogr-1353	75	14	to	to	ADP
iogr-1353	75	15	its	its	PRON
iogr-1353	75	16	bagging	bagging	NOUN
iogr-1353	75	17	technique	technique	NOUN
iogr-1353	75	18	setup	setup	NOUN
iogr-1353	75	19	which	which	PRON
iogr-1353	75	20	aids	aid	VERB
iogr-1353	75	21	it	it	PRON
iogr-1353	75	22	to	to	PART
iogr-1353	75	23	utilize	utilize	VERB
iogr-1353	75	24	the	the	DET
iogr-1353	75	25	ensemble	ensemble	ADJ
iogr-1353	75	26	learning	learning	NOUN
iogr-1353	75	27	method	method	NOUN
iogr-1353	75	28	for	for	ADP
iogr-1353	75	29	regressor	regressor	NOUN
iogr-1353	75	30	in	in	ADP
iogr-1353	75	31	machine	machine	NOUN
iogr-1353	75	32	learning	learning	NOUN
iogr-1353	75	33	,	,	PUNCT
iogr-1353	75	34	and	and	CCONJ
iogr-1353	75	35	its	its	PRON
iogr-1353	75	36	potential	potential	NOUN
iogr-1353	75	37	to	to	PART
iogr-1353	75	38	capture	capture	VERB
iogr-1353	75	39	non	non	ADJ
iogr-1353	75	40	-	-	ADJ
iogr-1353	75	41	linear	linear	ADJ
iogr-1353	75	42	correlation	correlation	NOUN
iogr-1353	75	43	and	and	CCONJ
iogr-1353	75	44	interaction	interaction	NOUN
iogr-1353	75	45	features	feature	NOUN
iogr-1353	75	46	in	in	ADP
iogr-1353	75	47	very	very	ADV
iogr-1353	75	48	complex	complex	ADJ
iogr-1353	75	49	manner	manner	NOUN
iogr-1353	75	50	.	.	PUNCT
iogr-1353	76	1	there	there	PRON
iogr-1353	76	2	is	be	VERB
iogr-1353	76	3	variation	variation	NOUN
iogr-1353	76	4	in	in	ADP
iogr-1353	76	5	the	the	DET
iogr-1353	76	6	chosen	choose	VERB
iogr-1353	76	7	requirement	requirement	NOUN
iogr-1353	76	8	for	for	ADP
iogr-1353	76	9	grouping	group	VERB
iogr-1353	76	10	the	the	DET
iogr-1353	76	11	number	number	NOUN
iogr-1353	76	12	of	of	ADP
iogr-1353	76	13	branches	branch	NOUN
iogr-1353	76	14	and	and	CCONJ
iogr-1353	76	15	nodes	node	NOUN
iogr-1353	76	16	.	.	PUNCT
iogr-1353	77	1	the	the	DET
iogr-1353	77	2	number	number	NOUN
iogr-1353	77	3	of	of	ADP
iogr-1353	77	4	trees	tree	NOUN
iogr-1353	77	5	present	present	ADJ
iogr-1353	77	6	in	in	ADP
iogr-1353	77	7	rf	rf	ADJ
iogr-1353	77	8	is	be	AUX
iogr-1353	77	9	one	one	NUM
iogr-1353	77	10	of	of	ADP
iogr-1353	77	11	the	the	DET
iogr-1353	77	12	most	most	ADV
iogr-1353	77	13	vital	vital	ADJ
iogr-1353	77	14	hyper	hyper	NOUN
iogr-1353	77	15	-	-	NOUN
iogr-1353	77	16	parameters	parameter	NOUN
iogr-1353	77	17	of	of	ADP
iogr-1353	77	18	rf	rf	NUM
iogr-1353	77	19	which	which	PRON
iogr-1353	77	20	is	be	AUX
iogr-1353	77	21	used	use	VERB
iogr-1353	77	22	to	to	PART
iogr-1353	77	23	determine	determine	VERB
iogr-1353	77	24	the	the	DET
iogr-1353	77	25	performance	performance	NOUN
iogr-1353	77	26	of	of	ADP
iogr-1353	77	27	the	the	DET
iogr-1353	77	28	model	model	NOUN
iogr-1353	77	29	.	.	PUNCT
iogr-1353	78	1	data	datum	NOUN
iogr-1353	78	2	splitting	splitting	NOUN
iogr-1353	78	3	.	.	PUNCT
iogr-1353	79	1	in	in	ADP
iogr-1353	79	2	the	the	DET
iogr-1353	79	3	data	data	NOUN
iogr-1353	79	4	splitting	splitting	NOUN
iogr-1353	79	5	stage	stage	NOUN
iogr-1353	79	6	,	,	PUNCT
iogr-1353	79	7	the	the	DET
iogr-1353	79	8	dataset	dataset	NOUN
iogr-1353	79	9	was	be	AUX
iogr-1353	79	10	split	split	VERB
iogr-1353	79	11	into	into	ADP
iogr-1353	79	12	the	the	DET
iogr-1353	79	13	training	training	NOUN
iogr-1353	79	14	set	set	NOUN
iogr-1353	79	15	(	(	PUNCT
iogr-1353	79	16	80	80	NUM
iogr-1353	79	17	%	%	NOUN
iogr-1353	79	18	)	)	PUNCT
iogr-1353	79	19	and	and	CCONJ
iogr-1353	79	20	the	the	DET
iogr-1353	79	21	testing	testing	NOUN
iogr-1353	79	22	set	set	NOUN
iogr-1353	79	23	(	(	PUNCT
iogr-1353	79	24	20	20	NUM
iogr-1353	79	25	%	%	NOUN
iogr-1353	79	26	)	)	PUNCT
iogr-1353	79	27	.	.	PUNCT
iogr-1353	80	1	this	this	PRON
iogr-1353	80	2	was	be	AUX
iogr-1353	80	3	carried	carry	VERB
iogr-1353	80	4	out	out	ADP
iogr-1353	80	5	to	to	PART
iogr-1353	80	6	ensure	ensure	VERB
iogr-1353	80	7	that	that	SCONJ
iogr-1353	80	8	ml	ml	NOUN
iogr-1353	80	9	model	model	NOUN
iogr-1353	80	10	is	be	AUX
iogr-1353	80	11	sufficiently	sufficiently	ADV
iogr-1353	80	12	trained	train	VERB
iogr-1353	80	13	on	on	ADP
iogr-1353	80	14	a	a	DET
iogr-1353	80	15	large	large	ADJ
iogr-1353	80	16	data	datum	NOUN
iogr-1353	80	17	(	(	PUNCT
iogr-1353	80	18	training	training	NOUN
iogr-1353	80	19	data	datum	NOUN
iogr-1353	80	20	)	)	PUNCT
iogr-1353	80	21	while	while	SCONJ
iogr-1353	80	22	retaining	retain	VERB
iogr-1353	80	23	a	a	DET
iogr-1353	80	24	separate	separate	ADJ
iogr-1353	80	25	portion	portion	NOUN
iogr-1353	80	26	for	for	ADP
iogr-1353	80	27	analysis	analysis	NOUN
iogr-1353	80	28	to	to	PART
iogr-1353	80	29	confirm	confirm	VERB
iogr-1353	80	30	how	how	SCONJ
iogr-1353	80	31	well	well	ADV
iogr-1353	80	32	the	the	DET
iogr-1353	80	33	model	model	NOUN
iogr-1353	80	34	will	will	AUX
iogr-1353	80	35	perform	perform	VERB
iogr-1353	80	36	with	with	ADP
iogr-1353	80	37	the	the	DET
iogr-1353	80	38	unseen	unseen	ADJ
iogr-1353	80	39	data	datum	NOUN
iogr-1353	80	40	(	(	PUNCT
iogr-1353	80	41	testing	testing	NOUN
iogr-1353	80	42	data	data	PROPN
iogr-1353	80	43	)	)	PUNCT
iogr-1353	80	44	.	.	PUNCT
iogr-1353	81	1	model	model	NOUN
iogr-1353	81	2	training	training	NOUN
iogr-1353	81	3	.	.	PUNCT
iogr-1353	82	1	the	the	DET
iogr-1353	82	2	rf	rf	NOUN
iogr-1353	82	3	algorithm	algorithm	NOUN
iogr-1353	82	4	utilized	utilize	VERB
iogr-1353	82	5	a	a	DET
iogr-1353	82	6	diverse	diverse	ADJ
iogr-1353	82	7	combination	combination	NOUN
iogr-1353	82	8	of	of	ADP
iogr-1353	82	9	decision	decision	NOUN
iogr-1353	82	10	trees	tree	NOUN
iogr-1353	82	11	with	with	ADP
iogr-1353	82	12	branches	branch	NOUN
iogr-1353	82	13	and	and	CCONJ
iogr-1353	82	14	nodes	node	NOUN
iogr-1353	82	15	for	for	ADP
iogr-1353	82	16	grouping	grouping	NOUN
iogr-1353	82	17	and	and	CCONJ
iogr-1353	82	18	regression	regression	NOUN
iogr-1353	82	19	.	.	PUNCT
iogr-1353	83	1	the	the	DET
iogr-1353	83	2	root	root	NOUN
iogr-1353	83	3	node	node	NOUN
iogr-1353	83	4	(	(	PUNCT
iogr-1353	83	5	at	at	ADP
iogr-1353	83	6	the	the	DET
iogr-1353	83	7	treetop	treetop	NOUN
iogr-1353	83	8	)	)	PUNCT
iogr-1353	83	9	was	be	AUX
iogr-1353	83	10	divided	divide	VERB
iogr-1353	83	11	to	to	PART
iogr-1353	83	12	yield	yield	VERB
iogr-1353	83	13	two	two	NUM
iogr-1353	83	14	branches	branch	NOUN
iogr-1353	83	15	which	which	PRON
iogr-1353	83	16	are	be	AUX
iogr-1353	83	17	defined	define	VERB
iogr-1353	83	18	by	by	ADP
iogr-1353	83	19	satisfactory	satisfactory	ADJ
iogr-1353	83	20	observations	observation	NOUN
iogr-1353	83	21	.	.	PUNCT
iogr-1353	84	1	for	for	ADP
iogr-1353	84	2	the	the	DET
iogr-1353	84	3	regression	regression	NOUN
iogr-1353	84	4	,	,	PUNCT
iogr-1353	84	5	partitions	partition	NOUN
iogr-1353	84	6	are	be	AUX
iogr-1353	84	7	selected	select	VERB
iogr-1353	84	8	to	to	PART
iogr-1353	84	9	lower	lower	VERB
iogr-1353	84	10	the	the	DET
iogr-1353	84	11	variations	variation	NOUN
iogr-1353	84	12	of	of	ADP
iogr-1353	84	13	samples	sample	NOUN
iogr-1353	84	14	labels	label	NOUN
iogr-1353	84	15	.	.	PUNCT
iogr-1353	85	1	while	while	SCONJ
iogr-1353	85	2	the	the	DET
iogr-1353	85	3	training	training	NOUN
iogr-1353	85	4	was	be	AUX
iogr-1353	85	5	going	go	VERB
iogr-1353	85	6	on	on	ADP
iogr-1353	85	7	,	,	PUNCT
iogr-1353	85	8	the	the	DET
iogr-1353	85	9	hyper	hyper	ADJ
iogr-1353	85	10	properties	property	NOUN
iogr-1353	85	11	of	of	ADP
iogr-1353	85	12	the	the	DET
iogr-1353	85	13	model	model	NOUN
iogr-1353	85	14	were	be	AUX
iogr-1353	85	15	tuned	tune	VERB
iogr-1353	85	16	using	use	VERB
iogr-1353	85	17	grid	grid	NOUN
iogr-1353	85	18	search	search	NOUN
iogr-1353	85	19	optimization	optimization	NOUN
iogr-1353	85	20	approach	approach	NOUN
iogr-1353	85	21	to	to	PART
iogr-1353	85	22	derive	derive	VERB
iogr-1353	85	23	the	the	DET
iogr-1353	85	24	optimal	optimal	ADJ
iogr-1353	85	25	input	input	NOUN
iogr-1353	85	26	properties	property	NOUN
iogr-1353	85	27	of	of	ADP
iogr-1353	85	28	the	the	DET
iogr-1353	85	29	models	model	NOUN
iogr-1353	85	30	.	.	PUNCT
iogr-1353	86	1	the	the	DET
iogr-1353	86	2	optimization	optimization	NOUN
iogr-1353	86	3	methodology	methodology	NOUN
iogr-1353	86	4	was	be	AUX
iogr-1353	86	5	utilized	utilize	VERB
iogr-1353	86	6	to	to	PART
iogr-1353	86	7	update	update	VERB
iogr-1353	86	8	the	the	DET
iogr-1353	86	9	input	input	NOUN
iogr-1353	86	10	features	feature	NOUN
iogr-1353	86	11	of	of	ADP
iogr-1353	86	12	the	the	DET
iogr-1353	86	13	model	model	NOUN
iogr-1353	86	14	.	.	PUNCT
iogr-1353	87	1	the	the	DET
iogr-1353	87	2	expected	expect	VERB
iogr-1353	87	3	primary	primary	ADJ
iogr-1353	87	4	outcome	outcome	NOUN
iogr-1353	87	5	to	to	PART
iogr-1353	87	6	be	be	AUX
iogr-1353	87	7	derived	derive	VERB
iogr-1353	87	8	from	from	ADP
iogr-1353	87	9	the	the	DET
iogr-1353	87	10	learning	learning	NOUN
iogr-1353	87	11	model	model	NOUN
iogr-1353	87	12	is	be	AUX
iogr-1353	87	13	to	to	PART
iogr-1353	87	14	derive	derive	VERB
iogr-1353	87	15	the	the	DET
iogr-1353	87	16	optimal	optimal	ADJ
iogr-1353	87	17	oil	oil	NOUN
iogr-1353	87	18	rate	rate	NOUN
iogr-1353	87	19	.	.	PUNCT
iogr-1353	88	1	model	model	NOUN
iogr-1353	88	2	validation	validation	NOUN
iogr-1353	88	3	.	.	PUNCT
iogr-1353	89	1	after	after	ADP
iogr-1353	89	2	the	the	DET
iogr-1353	89	3	training	training	NOUN
iogr-1353	89	4	using	use	VERB
iogr-1353	89	5	rf	rf	NOUN
iogr-1353	89	6	-	-	NOUN
iogr-1353	89	7	model	model	NOUN
iogr-1353	89	8	,	,	PUNCT
iogr-1353	89	9	the	the	DET
iogr-1353	89	10	model	model	NOUN
iogr-1353	89	11	was	be	AUX
iogr-1353	89	12	validated	validate	VERB
iogr-1353	89	13	using	use	VERB
iogr-1353	89	14	indices	index	NOUN
iogr-1353	89	15	to	to	PART
iogr-1353	89	16	determine	determine	VERB
iogr-1353	89	17	its	its	PRON
iogr-1353	89	18	performance	performance	NOUN
iogr-1353	89	19	in	in	ADP
iogr-1353	89	20	comparison	comparison	NOUN
iogr-1353	89	21	with	with	ADP
iogr-1353	89	22	actual	actual	ADJ
iogr-1353	89	23	dataset	dataset	NOUN
iogr-1353	89	24	.	.	PUNCT
iogr-1353	90	1	the	the	DET
iogr-1353	90	2	metrics	metric	NOUN
iogr-1353	90	3	used	use	VERB
iogr-1353	90	4	for	for	ADP
iogr-1353	90	5	the	the	DET
iogr-1353	90	6	regression	regression	NOUN
iogr-1353	90	7	task	task	NOUN
iogr-1353	90	8	included	include	VERB
iogr-1353	90	9	mean	mean	ADJ
iogr-1353	90	10	square	square	ADJ
iogr-1353	90	11	error	error	NOUN
iogr-1353	90	12	(	(	PUNCT
iogr-1353	90	13	mse	mse	NOUN
iogr-1353	90	14	)	)	PUNCT
iogr-1353	90	15	,	,	PUNCT
iogr-1353	90	16	mean	mean	VERB
iogr-1353	90	17	absolute	absolute	ADJ
iogr-1353	90	18	error	error	NOUN
iogr-1353	90	19	(	(	PUNCT
iogr-1353	90	20	mae	mae	PROPN
iogr-1353	90	21	)	)	PUNCT
iogr-1353	90	22	,	,	PUNCT
iogr-1353	90	23	regression	regression	NOUN
iogr-1353	90	24	(	(	PUNCT
iogr-1353	90	25	r2	r2	PROPN
iogr-1353	90	26	)	)	PUNCT
iogr-1353	90	27	and	and	CCONJ
iogr-1353	90	28	root	root	NOUN
iogr-1353	90	29	mean	mean	NOUN
iogr-1353	90	30	square	square	ADJ
iogr-1353	90	31	error	error	NOUN
iogr-1353	90	32	(	(	PUNCT
iogr-1353	90	33	rmse	rmse	NOUN
iogr-1353	90	34	)	)	PUNCT
iogr-1353	90	35	comparison	comparison	NOUN
iogr-1353	90	36	with	with	ADP
iogr-1353	90	37	existing	exist	VERB
iogr-1353	90	38	model	model	NOUN
iogr-1353	90	39	.	.	PUNCT
iogr-1353	91	1	the	the	DET
iogr-1353	91	2	model	model	NOUN
iogr-1353	91	3	was	be	AUX
iogr-1353	91	4	compared	compare	VERB
iogr-1353	91	5	with	with	ADP
iogr-1353	91	6	actual	actual	ADJ
iogr-1353	91	7	field	field	NOUN
iogr-1353	91	8	data	datum	NOUN
iogr-1353	91	9	,	,	PUNCT
iogr-1353	91	10	and	and	CCONJ
iogr-1353	91	11	kerunwa	kerunwa	PROPN
iogr-1353	91	12	et	et	PROPN
iogr-1353	91	13	al	al	PROPN
iogr-1353	91	14	.	.	PROPN
iogr-1353	92	1	(	(	PUNCT
iogr-1353	92	2	2022	2022	NUM
iogr-1353	92	3	)	)	PUNCT
iogr-1353	92	4	approach	approach	NOUN
iogr-1353	92	5	in	in	ADP
iogr-1353	92	6	eq	eq	ADP
iogr-1353	92	7	.	.	PUNCT
iogr-1353	93	1	(	(	PUNCT
iogr-1353	93	2	1	1	X
iogr-1353	93	3	)	)	PUNCT
iogr-1353	93	4	through	through	ADP
iogr-1353	93	5	(	(	PUNCT
iogr-1353	93	6	5	5	NUM
iogr-1353	93	7	)	)	PUNCT
iogr-1353	93	8	.	.	PUNCT
iogr-1353	94	1	h	h	NOUN
iogr-1353	95	1	=	=	NOUN
iogr-1353	95	2	pdischarge−psunction	pdischarge−psunction	NUM
iogr-1353	95	3	0.433	0.433	NUM
iogr-1353	95	4	,	,	PUNCT
iogr-1353	95	5	......................................................................................................................................	......................................................................................................................................	PROPN
iogr-1353	95	6	(	(	PUNCT
iogr-1353	95	7	1	1	NUM
iogr-1353	95	8	)	)	PUNCT
iogr-1353	95	9	improved	improve	VERB
iogr-1353	95	10	oil	oil	NOUN
iogr-1353	95	11	and	and	CCONJ
iogr-1353	95	12	gas	gas	NOUN
iogr-1353	95	13	recovery	recovery	NOUN
iogr-1353	95	14	5	5	NUM
iogr-1353	95	15	pdischarge	pdischarge	NOUN
iogr-1353	95	16	=	=	PUNCT
iogr-1353	95	17	pwf	pwf	PROPN
iogr-1353	95	18	−	−	PROPN
iogr-1353	95	19	0.433yld	0.433yld	NOUN
iogr-1353	95	20	............................................................................................................................	............................................................................................................................	PUNCT
iogr-1353	96	1	(	(	PUNCT
iogr-1353	96	2	2	2	NUM
iogr-1353	96	3	)	)	PUNCT
iogr-1353	96	4	where	where	SCONJ
iogr-1353	96	5	h	h	NOUN
iogr-1353	96	6	represents	represent	VERB
iogr-1353	96	7	the	the	DET
iogr-1353	96	8	pumping	pump	VERB
iogr-1353	96	9	head	head	NOUN
iogr-1353	96	10	,	,	PUNCT
iogr-1353	96	11	ft	ft	NOUN
iogr-1353	96	12	;	;	PUNCT
iogr-1353	96	13	pdischarge	pdischarge	NOUN
iogr-1353	96	14	signifies	signify	VERB
iogr-1353	96	15	the	the	DET
iogr-1353	96	16	discharge	discharge	NOUN
iogr-1353	96	17	pressure	pressure	NOUN
iogr-1353	96	18	,	,	PUNCT
iogr-1353	96	19	psi	psi	NOUN
iogr-1353	96	20	;	;	PUNCT
iogr-1353	96	21	psunction	psunction	NOUN
iogr-1353	96	22	denotes	denote	VERB
iogr-1353	96	23	the	the	DET
iogr-1353	96	24	suction	suction	NOUN
iogr-1353	96	25	pressure	pressure	NOUN
iogr-1353	96	26	,	,	PUNCT
iogr-1353	96	27	psi	psi	NOUN
iogr-1353	96	28	;	;	PUNCT
iogr-1353	96	29	yl	yl	NOUN
iogr-1353	96	30	and	and	CCONJ
iogr-1353	96	31	d	d	X
iogr-1353	96	32	correspond	correspond	VERB
iogr-1353	96	33	to	to	ADP
iogr-1353	96	34	the	the	DET
iogr-1353	96	35	specific	specific	ADJ
iogr-1353	96	36	gravity	gravity	NOUN
iogr-1353	96	37	of	of	ADP
iogr-1353	96	38	the	the	DET
iogr-1353	96	39	production	production	NOUN
iogr-1353	96	40	fluid	fluid	NOUN
iogr-1353	96	41	and	and	CCONJ
iogr-1353	96	42	the	the	DET
iogr-1353	96	43	depth	depth	NOUN
iogr-1353	96	44	of	of	ADP
iogr-1353	96	45	the	the	DET
iogr-1353	96	46	production	production	NOUN
iogr-1353	96	47	interval	interval	NOUN
iogr-1353	96	48	in	in	ADP
iogr-1353	96	49	feet	foot	NOUN
iogr-1353	96	50	,	,	PUNCT
iogr-1353	96	51	respectively	respectively	ADV
iogr-1353	96	52	.	.	PUNCT
iogr-1353	97	1	dpump	dpump	NOUN
iogr-1353	97	2	=	=	PUNCT
iogr-1353	98	1	d	d	PRON
iogr-1353	98	2	−	−	PROPN
iogr-1353	98	3	pwf−psunction	pwf−psunction	NOUN
iogr-1353	98	4	0.433yl	0.433yl	PRON
iogr-1353	98	5	................................................................................................................................	................................................................................................................................	PUNCT
iogr-1353	98	6	(	(	PUNCT
iogr-1353	98	7	3	3	NUM
iogr-1353	98	8	)	)	PUNCT
iogr-1353	98	9	where	where	SCONJ
iogr-1353	98	10	dpump	dpump	NOUN
iogr-1353	98	11	is	be	AUX
iogr-1353	98	12	the	the	DET
iogr-1353	98	13	minimum	minimum	ADJ
iogr-1353	98	14	pump	pump	NOUN
iogr-1353	98	15	depth	depth	NOUN
iogr-1353	98	16	,	,	PUNCT
iogr-1353	98	17	ft	ft	PROPN
iogr-1353	98	18	.	.	PUNCT
iogr-1353	99	1	the	the	DET
iogr-1353	99	2	quantity	quantity	NOUN
iogr-1353	99	3	of	of	ADP
iogr-1353	99	4	stages	stage	NOUN
iogr-1353	99	5	in	in	ADP
iogr-1353	99	6	esp	esp	ADJ
iogr-1353	99	7	is	be	AUX
iogr-1353	99	8	specified	specify	VERB
iogr-1353	99	9	as	as	ADP
iogr-1353	99	10	,	,	PUNCT
iogr-1353	99	11	ns	ns	NUM
iogr-1353	99	12	=	=	NOUN
iogr-1353	99	13	z	z	NOUN
iogr-1353	99	14	ls	ls	PROPN
iogr-1353	99	15	..............................................................................................................................................................	..............................................................................................................................................................	PROPN
iogr-1353	99	16	(	(	PUNCT
iogr-1353	99	17	4	4	NUM
iogr-1353	99	18	)	)	PUNCT
iogr-1353	99	19	where	where	SCONJ
iogr-1353	99	20	ns	ns	ADJ
iogr-1353	99	21	denotes	denote	NOUN
iogr-1353	99	22	the	the	DET
iogr-1353	99	23	number	number	NOUN
iogr-1353	99	24	of	of	ADP
iogr-1353	99	25	design	design	NOUN
iogr-1353	99	26	stages	stage	NOUN
iogr-1353	99	27	;	;	PUNCT
iogr-1353	99	28	z	z	NOUN
iogr-1353	99	29	represents	represent	VERB
iogr-1353	99	30	the	the	DET
iogr-1353	99	31	total	total	ADJ
iogr-1353	99	32	dynamic	dynamic	ADJ
iogr-1353	99	33	head	head	NOUN
iogr-1353	99	34	,	,	PUNCT
iogr-1353	99	35	measured	measure	VERB
iogr-1353	99	36	in	in	ADP
iogr-1353	99	37	feet	foot	NOUN
iogr-1353	99	38	;	;	PUNCT
iogr-1353	99	39	and	and	CCONJ
iogr-1353	99	40	ls	ls	ADJ
iogr-1353	99	41	signifies	signifie	NOUN
iogr-1353	99	42	the	the	DET
iogr-1353	99	43	lift	lift	NOUN
iogr-1353	99	44	per	per	ADP
iogr-1353	99	45	stage	stage	NOUN
iogr-1353	99	46	.	.	PUNCT
iogr-1353	100	1	the	the	DET
iogr-1353	100	2	equation	equation	NOUN
iogr-1353	100	3	for	for	ADP
iogr-1353	100	4	esp	esp	ADJ
iogr-1353	100	5	motor	motor	PROPN
iogr-1353	100	6	horsepower	horsepower	NOUN
iogr-1353	100	7	calculation	calculation	NOUN
iogr-1353	100	8	is	be	AUX
iogr-1353	100	9	given	give	VERB
iogr-1353	100	10	as	as	ADP
iogr-1353	100	11	,	,	PUNCT
iogr-1353	100	12	phm	phm	PROPN
iogr-1353	100	13	=	=	SYM
iogr-1353	100	14	phsnsρf	phsnsρf	NOUN
iogr-1353	100	15	..................................................................................................................................................	..................................................................................................................................................	PUNCT
iogr-1353	100	16	(	(	PUNCT
iogr-1353	100	17	5	5	NUM
iogr-1353	100	18	)	)	PUNCT
iogr-1353	100	19	where	where	SCONJ
iogr-1353	100	20	phm	phm	PROPN
iogr-1353	100	21	represents	represent	VERB
iogr-1353	100	22	the	the	DET
iogr-1353	100	23	motor	motor	NOUN
iogr-1353	100	24	horsepower	horsepower	NOUN
iogr-1353	100	25	;	;	PUNCT
iogr-1353	100	26	phs	phs	NOUN
iogr-1353	100	27	denotes	denote	VERB
iogr-1353	100	28	the	the	DET
iogr-1353	100	29	horsepower	horsepower	NOUN
iogr-1353	100	30	per	per	ADP
iogr-1353	100	31	stage	stage	NOUN
iogr-1353	100	32	;	;	PUNCT
iogr-1353	100	33	ns	ns	NUM
iogr-1353	100	34	signifies	signify	VERB
iogr-1353	100	35	the	the	DET
iogr-1353	100	36	number	number	NOUN
iogr-1353	100	37	of	of	ADP
iogr-1353	100	38	stages	stage	NOUN
iogr-1353	100	39	;	;	PUNCT
iogr-1353	100	40	and	and	CCONJ
iogr-1353	100	41	ρf	ρf	NOUN
iogr-1353	100	42	corresponds	correspond	VERB
iogr-1353	100	43	to	to	ADP
iogr-1353	100	44	the	the	DET
iogr-1353	100	45	specific	specific	ADJ
iogr-1353	100	46	gravity	gravity	NOUN
iogr-1353	100	47	of	of	ADP
iogr-1353	100	48	the	the	DET
iogr-1353	100	49	fluid	fluid	NOUN
iogr-1353	100	50	.	.	PUNCT
iogr-1353	101	1	results	result	NOUN
iogr-1353	101	2	and	and	CCONJ
iogr-1353	101	3	discussion	discussion	NOUN
iogr-1353	101	4	multivariate	multivariate	NOUN
iogr-1353	101	5	analysis	analysis	NOUN
iogr-1353	101	6	.	.	PUNCT
iogr-1353	102	1	figure	figure	NOUN
iogr-1353	102	2	1	1	NUM
iogr-1353	102	3	illustrates	illustrate	VERB
iogr-1353	102	4	the	the	DET
iogr-1353	102	5	pearson	pearson	PROPN
iogr-1353	102	6	correlation	correlation	NOUN
iogr-1353	102	7	heatmap	heatmap	NOUN
iogr-1353	102	8	for	for	ADP
iogr-1353	102	9	all	all	DET
iogr-1353	102	10	variables	variable	NOUN
iogr-1353	102	11	within	within	ADP
iogr-1353	102	12	the	the	DET
iogr-1353	102	13	dataset	dataset	NOUN
iogr-1353	102	14	.	.	PUNCT
iogr-1353	103	1	it	it	PRON
iogr-1353	103	2	illustrates	illustrate	VERB
iogr-1353	103	3	a	a	DET
iogr-1353	103	4	robust	robust	ADJ
iogr-1353	103	5	positive	positive	ADJ
iogr-1353	103	6	correlation	correlation	NOUN
iogr-1353	103	7	between	between	ADP
iogr-1353	103	8	the	the	DET
iogr-1353	103	9	oil	oil	NOUN
iogr-1353	103	10	production	production	NOUN
iogr-1353	103	11	rate	rate	NOUN
iogr-1353	103	12	and	and	CCONJ
iogr-1353	103	13	several	several	ADJ
iogr-1353	103	14	operational	operational	ADJ
iogr-1353	103	15	parameters	parameter	NOUN
iogr-1353	103	16	,	,	PUNCT
iogr-1353	103	17	including	include	VERB
iogr-1353	103	18	operating	operating	NOUN
iogr-1353	103	19	frequency	frequency	NOUN
iogr-1353	103	20	,	,	PUNCT
iogr-1353	103	21	pump	pump	NOUN
iogr-1353	103	22	power	power	NOUN
iogr-1353	103	23	,	,	PUNCT
iogr-1353	103	24	pump	pump	NOUN
iogr-1353	103	25	efficiency	efficiency	NOUN
iogr-1353	103	26	,	,	PUNCT
iogr-1353	103	27	motor	motor	NOUN
iogr-1353	103	28	efficiency	efficiency	NOUN
iogr-1353	103	29	,	,	PUNCT
iogr-1353	103	30	and	and	CCONJ
iogr-1353	103	31	motor	motor	NOUN
iogr-1353	103	32	speed	speed	NOUN
iogr-1353	103	33	.	.	PUNCT
iogr-1353	104	1	this	this	PRON
iogr-1353	104	2	suggests	suggest	VERB
iogr-1353	104	3	that	that	SCONJ
iogr-1353	104	4	a	a	DET
iogr-1353	104	5	reduction	reduction	NOUN
iogr-1353	104	6	in	in	ADP
iogr-1353	104	7	these	these	DET
iogr-1353	104	8	variables	variable	NOUN
iogr-1353	104	9	would	would	AUX
iogr-1353	104	10	have	have	VERB
iogr-1353	104	11	a	a	DET
iogr-1353	104	12	substantial	substantial	ADJ
iogr-1353	104	13	effect	effect	NOUN
iogr-1353	104	14	on	on	ADP
iogr-1353	104	15	the	the	DET
iogr-1353	104	16	oil	oil	NOUN
iogr-1353	104	17	production	production	NOUN
iogr-1353	104	18	rate	rate	NOUN
iogr-1353	104	19	from	from	ADP
iogr-1353	104	20	the	the	DET
iogr-1353	104	21	well	well	NOUN
iogr-1353	104	22	.	.	PUNCT
iogr-1353	105	1	conversely	conversely	ADV
iogr-1353	105	2	,	,	PUNCT
iogr-1353	105	3	the	the	DET
iogr-1353	105	4	oil	oil	NOUN
iogr-1353	105	5	production	production	NOUN
iogr-1353	105	6	rate	rate	NOUN
iogr-1353	105	7	exhibited	exhibit	VERB
iogr-1353	105	8	a	a	DET
iogr-1353	105	9	moderate	moderate	ADJ
iogr-1353	105	10	positive	positive	ADJ
iogr-1353	105	11	correlation	correlation	NOUN
iogr-1353	105	12	with	with	ADP
iogr-1353	105	13	discharge	discharge	NOUN
iogr-1353	105	14	pressure	pressure	NOUN
iogr-1353	105	15	and	and	CCONJ
iogr-1353	105	16	pump	pump	VERB
iogr-1353	105	17	head	head	NOUN
iogr-1353	105	18	generation	generation	NOUN
iogr-1353	105	19	,	,	PUNCT
iogr-1353	105	20	indicating	indicate	VERB
iogr-1353	105	21	that	that	SCONJ
iogr-1353	105	22	decreases	decrease	VERB
iogr-1353	105	23	in	in	ADP
iogr-1353	105	24	these	these	DET
iogr-1353	105	25	factors	factor	NOUN
iogr-1353	105	26	do	do	AUX
iogr-1353	105	27	not	not	PART
iogr-1353	105	28	significantly	significantly	ADV
iogr-1353	105	29	influence	influence	VERB
iogr-1353	105	30	the	the	DET
iogr-1353	105	31	oil	oil	NOUN
iogr-1353	105	32	production	production	NOUN
iogr-1353	105	33	rate	rate	NOUN
iogr-1353	105	34	.	.	PUNCT
iogr-1353	106	1	furthermore	furthermore	ADV
iogr-1353	106	2	,	,	PUNCT
iogr-1353	106	3	the	the	DET
iogr-1353	106	4	oil	oil	NOUN
iogr-1353	106	5	production	production	NOUN
iogr-1353	106	6	rate	rate	NOUN
iogr-1353	106	7	demonstrated	demonstrate	VERB
iogr-1353	106	8	a	a	DET
iogr-1353	106	9	strong	strong	ADJ
iogr-1353	106	10	inverse	inverse	NOUN
iogr-1353	106	11	correlation	correlation	NOUN
iogr-1353	106	12	with	with	ADP
iogr-1353	106	13	water	water	NOUN
iogr-1353	106	14	-	-	PUNCT
iogr-1353	106	15	cut	cut	VERB
iogr-1353	106	16	and	and	CCONJ
iogr-1353	106	17	intake	intake	ADJ
iogr-1353	106	18	pressure	pressure	NOUN
iogr-1353	106	19	,	,	PUNCT
iogr-1353	106	20	and	and	CCONJ
iogr-1353	106	21	a	a	DET
iogr-1353	106	22	moderate	moderate	ADJ
iogr-1353	106	23	inverse	inverse	NOUN
iogr-1353	106	24	correlation	correlation	NOUN
iogr-1353	106	25	with	with	ADP
iogr-1353	106	26	gas	gas	NOUN
iogr-1353	106	27	separator	separator	NOUN
iogr-1353	106	28	efficiency	efficiency	NOUN
iogr-1353	106	29	.	.	PUNCT
iogr-1353	107	1	the	the	DET
iogr-1353	107	2	strong	strong	ADJ
iogr-1353	107	3	inverse	inverse	NOUN
iogr-1353	107	4	correlation	correlation	NOUN
iogr-1353	107	5	indicates	indicate	VERB
iogr-1353	107	6	that	that	SCONJ
iogr-1353	107	7	increases	increase	NOUN
iogr-1353	107	8	in	in	ADP
iogr-1353	107	9	water	water	NOUN
iogr-1353	107	10	-	-	PUNCT
iogr-1353	107	11	cut	cut	VERB
iogr-1353	107	12	and	and	CCONJ
iogr-1353	107	13	intake	intake	ADJ
iogr-1353	107	14	pressure	pressure	NOUN
iogr-1353	107	15	result	result	NOUN
iogr-1353	107	16	in	in	ADP
iogr-1353	107	17	a	a	DET
iogr-1353	107	18	decrease	decrease	NOUN
iogr-1353	107	19	in	in	ADP
iogr-1353	107	20	the	the	DET
iogr-1353	107	21	oil	oil	NOUN
iogr-1353	107	22	production	production	NOUN
iogr-1353	107	23	rate	rate	NOUN
iogr-1353	107	24	,	,	PUNCT
iogr-1353	107	25	whereas	whereas	SCONJ
iogr-1353	107	26	the	the	DET
iogr-1353	107	27	moderate	moderate	ADJ
iogr-1353	107	28	inverse	inverse	NOUN
iogr-1353	107	29	correlation	correlation	NOUN
iogr-1353	107	30	suggests	suggest	VERB
iogr-1353	107	31	that	that	SCONJ
iogr-1353	107	32	enhancements	enhancement	NOUN
iogr-1353	107	33	in	in	ADP
iogr-1353	107	34	gas	gas	NOUN
iogr-1353	107	35	separator	separator	NOUN
iogr-1353	107	36	efficiency	efficiency	NOUN
iogr-1353	107	37	led	lead	VERB
iogr-1353	107	38	to	to	ADP
iogr-1353	107	39	a	a	DET
iogr-1353	107	40	marginal	marginal	ADJ
iogr-1353	107	41	reduction	reduction	NOUN
iogr-1353	107	42	in	in	ADP
iogr-1353	107	43	the	the	DET
iogr-1353	107	44	oil	oil	NOUN
iogr-1353	107	45	production	production	NOUN
iogr-1353	107	46	rate	rate	NOUN
iogr-1353	107	47	.	.	PUNCT
iogr-1353	108	1	model	model	NOUN
iogr-1353	108	2	performance	performance	NOUN
iogr-1353	108	3	.	.	PUNCT
iogr-1353	109	1	table	table	NOUN
iogr-1353	109	2	2	2	NUM
iogr-1353	109	3	presents	present	VERB
iogr-1353	109	4	the	the	DET
iogr-1353	109	5	goodness	goodness	NOUN
iogr-1353	109	6	-	-	PUNCT
iogr-1353	109	7	of	of	ADP
iogr-1353	109	8	-	-	PUNCT
iogr-1353	109	9	fit	fit	NOUN
iogr-1353	109	10	metrics	metric	NOUN
iogr-1353	109	11	for	for	ADP
iogr-1353	109	12	the	the	DET
iogr-1353	109	13	model	model	NOUN
iogr-1353	109	14	generated	generate	VERB
iogr-1353	109	15	by	by	ADP
iogr-1353	109	16	the	the	DET
iogr-1353	109	17	machine	machine	NOUN
iogr-1353	109	18	learning	learning	NOUN
iogr-1353	109	19	algorithm	algorithm	NOUN
iogr-1353	109	20	.	.	PUNCT
iogr-1353	110	1	it	it	PRON
iogr-1353	110	2	is	be	AUX
iogr-1353	110	3	evident	evident	ADJ
iogr-1353	110	4	that	that	SCONJ
iogr-1353	110	5	the	the	DET
iogr-1353	110	6	logistic	logistic	ADJ
iogr-1353	110	7	regression	regression	NOUN
iogr-1353	110	8	model	model	NOUN
iogr-1353	110	9	achieved	achieve	VERB
iogr-1353	110	10	a	a	DET
iogr-1353	110	11	regression	regression	NOUN
iogr-1353	110	12	accuracy	accuracy	NOUN
iogr-1353	110	13	of	of	ADP
iogr-1353	110	14	99.66	99.66	NUM
iogr-1353	110	15	%	%	NOUN
iogr-1353	110	16	in	in	ADP
iogr-1353	110	17	proximity	proximity	NOUN
iogr-1353	110	18	to	to	ADP
iogr-1353	110	19	the	the	DET
iogr-1353	110	20	actual	actual	ADJ
iogr-1353	110	21	dataset	dataset	NOUN
iogr-1353	110	22	,	,	PUNCT
iogr-1353	110	23	signifying	signify	VERB
iogr-1353	110	24	its	its	PRON
iogr-1353	110	25	efficacy	efficacy	NOUN
iogr-1353	110	26	as	as	ADP
iogr-1353	110	27	a	a	DET
iogr-1353	110	28	model	model	NOUN
iogr-1353	110	29	.	.	PUNCT
iogr-1353	111	1	the	the	DET
iogr-1353	111	2	mean	mean	ADJ
iogr-1353	111	3	squared	square	VERB
iogr-1353	111	4	error	error	NOUN
iogr-1353	111	5	(	(	PUNCT
iogr-1353	111	6	mse	mse	NOUN
iogr-1353	111	7	)	)	PUNCT
iogr-1353	111	8	of	of	ADP
iogr-1353	111	9	0.0001019	0.0001019	NUM
iogr-1353	111	10	indicates	indicate	VERB
iogr-1353	111	11	a	a	DET
iogr-1353	111	12	minimal	minimal	ADJ
iogr-1353	111	13	average	average	ADJ
iogr-1353	111	14	squared	square	VERB
iogr-1353	111	15	discrepancy	discrepancy	NOUN
iogr-1353	111	16	between	between	ADP
iogr-1353	111	17	the	the	DET
iogr-1353	111	18	predicted	predict	VERB
iogr-1353	111	19	and	and	CCONJ
iogr-1353	111	20	actual	actual	ADJ
iogr-1353	111	21	values	value	NOUN
iogr-1353	111	22	.	.	PUNCT
iogr-1353	112	1	furthermore	furthermore	ADV
iogr-1353	112	2	,	,	PUNCT
iogr-1353	112	3	the	the	DET
iogr-1353	112	4	root	root	NOUN
iogr-1353	112	5	mean	mean	VERB
iogr-1353	112	6	squared	square	VERB
iogr-1353	112	7	error	error	NOUN
iogr-1353	112	8	(	(	PUNCT
iogr-1353	112	9	rmse	rmse	NOUN
iogr-1353	112	10	)	)	PUNCT
iogr-1353	112	11	of	of	ADP
iogr-1353	112	12	0.0101	0.0101	PROPN
iogr-1353	112	13	suggests	suggest	VERB
iogr-1353	112	14	a	a	DET
iogr-1353	112	15	minor	minor	ADJ
iogr-1353	112	16	deviation	deviation	NOUN
iogr-1353	112	17	between	between	ADP
iogr-1353	112	18	the	the	DET
iogr-1353	112	19	actual	actual	ADJ
iogr-1353	112	20	and	and	CCONJ
iogr-1353	112	21	predicted	predict	VERB
iogr-1353	112	22	values	value	NOUN
iogr-1353	112	23	.	.	PUNCT
iogr-1353	113	1	this	this	PRON
iogr-1353	113	2	is	be	AUX
iogr-1353	113	3	corroborated	corroborate	VERB
iogr-1353	113	4	by	by	ADP
iogr-1353	113	5	the	the	DET
iogr-1353	113	6	mean	mean	ADJ
iogr-1353	113	7	absolute	absolute	ADJ
iogr-1353	113	8	error	error	NOUN
iogr-1353	113	9	(	(	PUNCT
iogr-1353	113	10	mae	mae	PROPN
iogr-1353	113	11	)	)	PUNCT
iogr-1353	113	12	values	value	NOUN
iogr-1353	113	13	.	.	PUNCT
iogr-1353	114	1	table	table	NOUN
iogr-1353	114	2	2	2	NUM
iogr-1353	114	3	—	—	PUNCT
iogr-1353	114	4	model	model	NOUN
iogr-1353	114	5	evaluation	evaluation	NOUN
iogr-1353	114	6	result	result	NOUN
iogr-1353	114	7	.	.	PUNCT
iogr-1353	115	1	model	model	PROPN
iogr-1353	115	2	mae	mae	PROPN
iogr-1353	115	3	mse	mse	PROPN
iogr-1353	115	4	rmse	rmse	PROPN
iogr-1353	115	5	r2	r2	PROPN
iogr-1353	115	6	(	(	PUNCT
iogr-1353	115	7	%	%	INTJ
iogr-1353	115	8	)	)	PUNCT
iogr-1353	115	9	random	random	ADJ
iogr-1353	115	10	forest	forest	NOUN
iogr-1353	115	11	regression	regression	NOUN
iogr-1353	115	12	0.00866	0.00866	PROPN
iogr-1353	115	13	0.0001019	0.0001019	NUM
iogr-1353	115	14	0.0101	0.0101	NUM
iogr-1353	115	15	99.66	99.66	NUM
iogr-1353	115	16	improved	improved	ADJ
iogr-1353	115	17	oil	oil	NOUN
iogr-1353	115	18	and	and	CCONJ
iogr-1353	115	19	gas	gas	NOUN
iogr-1353	115	20	recovery	recovery	NOUN
iogr-1353	115	21	6	6	NUM
iogr-1353	115	22	figure	figure	NOUN
iogr-1353	115	23	1	1	NUM
iogr-1353	115	24	—	—	PUNCT
iogr-1353	115	25	correlation	correlation	NOUN
iogr-1353	115	26	heat	heat	NOUN
iogr-1353	115	27	-	-	PUNCT
iogr-1353	115	28	map	map	NOUN
iogr-1353	115	29	.	.	PUNCT
iogr-1353	116	1	upon	upon	SCONJ
iogr-1353	116	2	a	a	DET
iogr-1353	116	3	thorough	thorough	ADJ
iogr-1353	116	4	examination	examination	NOUN
iogr-1353	116	5	of	of	ADP
iogr-1353	116	6	figure	figure	NOUN
iogr-1353	116	7	2	2	NUM
iogr-1353	116	8	,	,	PUNCT
iogr-1353	116	9	it	it	PRON
iogr-1353	116	10	becomes	become	VERB
iogr-1353	116	11	quite	quite	ADV
iogr-1353	116	12	apparent	apparent	ADJ
iogr-1353	116	13	that	that	SCONJ
iogr-1353	116	14	the	the	DET
iogr-1353	116	15	various	various	ADJ
iogr-1353	116	16	data	data	NOUN
iogr-1353	116	17	points	point	NOUN
iogr-1353	116	18	are	be	AUX
iogr-1353	116	19	indeed	indeed	ADV
iogr-1353	116	20	distributed	distribute	VERB
iogr-1353	116	21	in	in	ADP
iogr-1353	116	22	a	a	DET
iogr-1353	116	23	manner	manner	NOUN
iogr-1353	116	24	that	that	PRON
iogr-1353	116	25	closely	closely	ADV
iogr-1353	116	26	aligns	align	VERB
iogr-1353	116	27	with	with	ADP
iogr-1353	116	28	the	the	DET
iogr-1353	116	29	trend	trend	NOUN
iogr-1353	116	30	-	-	PUNCT
iogr-1353	116	31	line	line	NOUN
iogr-1353	116	32	.	.	PUNCT
iogr-1353	117	1	this	this	DET
iogr-1353	117	2	observation	observation	NOUN
iogr-1353	117	3	serves	serve	VERB
iogr-1353	117	4	to	to	PART
iogr-1353	117	5	strongly	strongly	ADV
iogr-1353	117	6	corroborate	corroborate	VERB
iogr-1353	117	7	the	the	DET
iogr-1353	117	8	reliability	reliability	NOUN
iogr-1353	117	9	and	and	CCONJ
iogr-1353	117	10	accuracy	accuracy	NOUN
iogr-1353	117	11	of	of	ADP
iogr-1353	117	12	the	the	DET
iogr-1353	117	13	developed	develop	VERB
iogr-1353	117	14	model	model	NOUN
iogr-1353	117	15	.	.	PUNCT
iogr-1353	118	1	consequently	consequently	ADV
iogr-1353	118	2	,	,	PUNCT
iogr-1353	118	3	this	this	PRON
iogr-1353	118	4	lends	lend	VERB
iogr-1353	118	5	significant	significant	ADJ
iogr-1353	118	6	support	support	NOUN
iogr-1353	118	7	to	to	ADP
iogr-1353	118	8	the	the	DET
iogr-1353	118	9	notion	notion	NOUN
iogr-1353	118	10	that	that	SCONJ
iogr-1353	118	11	the	the	DET
iogr-1353	118	12	model	model	NOUN
iogr-1353	118	13	is	be	AUX
iogr-1353	118	14	well	well	ADV
iogr-1353	118	15	-	-	PUNCT
iogr-1353	118	16	suited	suit	VERB
iogr-1353	118	17	for	for	ADP
iogr-1353	118	18	use	use	NOUN
iogr-1353	118	19	in	in	ADP
iogr-1353	118	20	subsequent	subsequent	ADJ
iogr-1353	118	21	research	research	NOUN
iogr-1353	118	22	endeavors	endeavor	NOUN
iogr-1353	118	23	.	.	PUNCT
iogr-1353	119	1	furthermore	furthermore	ADV
iogr-1353	119	2	,	,	PUNCT
iogr-1353	119	3	when	when	SCONJ
iogr-1353	119	4	the	the	DET
iogr-1353	119	5	model	model	NOUN
iogr-1353	119	6	was	be	AUX
iogr-1353	119	7	applied	apply	VERB
iogr-1353	119	8	to	to	ADP
iogr-1353	119	9	the	the	DET
iogr-1353	119	10	actual	actual	ADJ
iogr-1353	119	11	oil	oil	NOUN
iogr-1353	119	12	rate	rate	NOUN
iogr-1353	119	13	dataset	dataset	NOUN
iogr-1353	119	14	,	,	PUNCT
iogr-1353	119	15	the	the	DET
iogr-1353	119	16	results	result	NOUN
iogr-1353	119	17	were	be	AUX
iogr-1353	119	18	nothing	nothing	PRON
iogr-1353	119	19	short	short	ADJ
iogr-1353	119	20	of	of	ADP
iogr-1353	119	21	impressive	impressive	ADJ
iogr-1353	119	22	,	,	PUNCT
iogr-1353	119	23	as	as	SCONJ
iogr-1353	119	24	evidenced	evidence	VERB
iogr-1353	119	25	by	by	ADP
iogr-1353	119	26	the	the	DET
iogr-1353	119	27	near	near	ADV
iogr-1353	119	28	-	-	PUNCT
iogr-1353	119	29	perfect	perfect	ADJ
iogr-1353	119	30	fit	fit	NOUN
iogr-1353	119	31	that	that	PRON
iogr-1353	119	32	is	be	AUX
iogr-1353	119	33	clearly	clearly	ADV
iogr-1353	119	34	illustrated	illustrate	VERB
iogr-1353	119	35	in	in	ADP
iogr-1353	119	36	figure	figure	NOUN
iogr-1353	119	37	3	3	NUM
iogr-1353	119	38	.	.	PUNCT
iogr-1353	120	1	this	this	DET
iogr-1353	120	2	remarkable	remarkable	ADJ
iogr-1353	120	3	alignment	alignment	NOUN
iogr-1353	120	4	between	between	ADP
iogr-1353	120	5	the	the	DET
iogr-1353	120	6	model	model	NOUN
iogr-1353	120	7	's	's	PART
iogr-1353	120	8	predictions	prediction	NOUN
iogr-1353	120	9	and	and	CCONJ
iogr-1353	120	10	the	the	DET
iogr-1353	120	11	actual	actual	ADJ
iogr-1353	120	12	data	datum	NOUN
iogr-1353	120	13	points	point	NOUN
iogr-1353	120	14	further	far	ADV
iogr-1353	120	15	underscores	underscore	VERB
iogr-1353	120	16	the	the	DET
iogr-1353	120	17	model	model	NOUN
iogr-1353	120	18	's	's	PART
iogr-1353	120	19	efficacy	efficacy	NOUN
iogr-1353	120	20	and	and	CCONJ
iogr-1353	120	21	potential	potential	ADJ
iogr-1353	120	22	utility	utility	NOUN
iogr-1353	120	23	in	in	ADP
iogr-1353	120	24	practical	practical	ADJ
iogr-1353	120	25	applications	application	NOUN
iogr-1353	120	26	.	.	PUNCT
iogr-1353	121	1	figure	figure	NOUN
iogr-1353	121	2	2	2	NUM
iogr-1353	121	3	—	—	PUNCT
iogr-1353	121	4	scatterplot	scatterplot	NOUN
iogr-1353	121	5	with	with	ADP
iogr-1353	121	6	trend	trend	NOUN
iogr-1353	121	7	line	line	NOUN
iogr-1353	121	8	.	.	PUNCT
iogr-1353	122	1	improved	improve	VERB
iogr-1353	122	2	oil	oil	NOUN
iogr-1353	122	3	and	and	CCONJ
iogr-1353	122	4	gas	gas	NOUN
iogr-1353	122	5	recovery	recovery	NOUN
iogr-1353	122	6	7	7	NUM
iogr-1353	122	7	figure	figure	NOUN
iogr-1353	122	8	3	3	NUM
iogr-1353	122	9	—	—	PUNCT
iogr-1353	122	10	trend	trend	NOUN
iogr-1353	122	11	analysis	analysis	NOUN
iogr-1353	122	12	.	.	PUNCT
iogr-1353	122	13	comparison	comparison	NOUN
iogr-1353	122	14	of	of	ADP
iogr-1353	122	15	models	model	NOUN
iogr-1353	122	16	.	.	PUNCT
iogr-1353	123	1	figure	figure	VERB
iogr-1353	123	2	4	4	NUM
iogr-1353	123	3	illustrates	illustrate	VERB
iogr-1353	123	4	a	a	DET
iogr-1353	123	5	detailed	detailed	ADJ
iogr-1353	123	6	comparison	comparison	NOUN
iogr-1353	123	7	between	between	ADP
iogr-1353	123	8	the	the	DET
iogr-1353	123	9	oil	oil	NOUN
iogr-1353	123	10	production	production	NOUN
iogr-1353	123	11	rates	rate	NOUN
iogr-1353	123	12	that	that	PRON
iogr-1353	123	13	were	be	AUX
iogr-1353	123	14	forecasted	forecast	VERB
iogr-1353	123	15	by	by	ADP
iogr-1353	123	16	the	the	DET
iogr-1353	123	17	current	current	ADJ
iogr-1353	123	18	study	study	NOUN
iogr-1353	123	19	,	,	PUNCT
iogr-1353	123	20	the	the	DET
iogr-1353	123	21	actual	actual	ADJ
iogr-1353	123	22	production	production	NOUN
iogr-1353	123	23	data	datum	NOUN
iogr-1353	123	24	collected	collect	VERB
iogr-1353	123	25	from	from	ADP
iogr-1353	123	26	the	the	DET
iogr-1353	123	27	field	field	NOUN
iogr-1353	123	28	,	,	PUNCT
iogr-1353	123	29	and	and	CCONJ
iogr-1353	123	30	the	the	DET
iogr-1353	123	31	predictions	prediction	NOUN
iogr-1353	123	32	that	that	PRON
iogr-1353	123	33	were	be	AUX
iogr-1353	123	34	previously	previously	ADV
iogr-1353	123	35	made	make	VERB
iogr-1353	123	36	by	by	ADP
iogr-1353	123	37	kerunwa	kerunwa	PROPN
iogr-1353	123	38	et	et	PROPN
iogr-1353	123	39	al	al	PROPN
iogr-1353	123	40	.	.	PROPN
iogr-1353	124	1	(	(	PUNCT
iogr-1353	124	2	2022	2022	NUM
iogr-1353	124	3	)	)	PUNCT
iogr-1353	124	4	.	.	PUNCT
iogr-1353	125	1	as	as	SCONJ
iogr-1353	125	2	can	can	AUX
iogr-1353	125	3	be	be	AUX
iogr-1353	125	4	clearly	clearly	ADV
iogr-1353	125	5	observed	observe	VERB
iogr-1353	125	6	in	in	ADP
iogr-1353	125	7	the	the	DET
iogr-1353	125	8	figure	figure	NOUN
iogr-1353	125	9	,	,	PUNCT
iogr-1353	125	10	the	the	DET
iogr-1353	125	11	oil	oil	NOUN
iogr-1353	125	12	production	production	NOUN
iogr-1353	125	13	rates	rate	NOUN
iogr-1353	125	14	that	that	PRON
iogr-1353	125	15	were	be	AUX
iogr-1353	125	16	projected	project	VERB
iogr-1353	125	17	by	by	ADP
iogr-1353	125	18	the	the	DET
iogr-1353	125	19	methodology	methodology	NOUN
iogr-1353	125	20	employed	employ	VERB
iogr-1353	125	21	in	in	ADP
iogr-1353	125	22	this	this	DET
iogr-1353	125	23	study	study	NOUN
iogr-1353	125	24	are	be	AUX
iogr-1353	125	25	found	find	VERB
iogr-1353	125	26	to	to	PART
iogr-1353	125	27	be	be	AUX
iogr-1353	125	28	in	in	ADP
iogr-1353	125	29	closer	close	ADJ
iogr-1353	125	30	agreement	agreement	NOUN
iogr-1353	125	31	and	and	CCONJ
iogr-1353	125	32	more	more	ADV
iogr-1353	125	33	accurately	accurately	ADV
iogr-1353	125	34	reflect	reflect	VERB
iogr-1353	125	35	the	the	DET
iogr-1353	125	36	real	real	ADJ
iogr-1353	125	37	-	-	PUNCT
iogr-1353	125	38	world	world	NOUN
iogr-1353	125	39	production	production	NOUN
iogr-1353	125	40	data	datum	NOUN
iogr-1353	125	41	when	when	SCONJ
iogr-1353	125	42	compared	compare	VERB
iogr-1353	125	43	to	to	ADP
iogr-1353	125	44	the	the	DET
iogr-1353	125	45	predictions	prediction	NOUN
iogr-1353	125	46	generated	generate	VERB
iogr-1353	125	47	by	by	ADP
iogr-1353	125	48	the	the	DET
iogr-1353	125	49	approach	approach	NOUN
iogr-1353	125	50	outlined	outline	VERB
iogr-1353	125	51	by	by	ADP
iogr-1353	125	52	kerunwa	kerunwa	PROPN
iogr-1353	125	53	et	et	PROPN
iogr-1353	125	54	al	al	PROPN
iogr-1353	125	55	.	.	PROPN
iogr-1353	126	1	(	(	PUNCT
iogr-1353	126	2	2022	2022	NUM
iogr-1353	126	3	)	)	PUNCT
iogr-1353	126	4	.	.	PUNCT
iogr-1353	127	1	this	this	DET
iogr-1353	127	2	striking	striking	ADJ
iogr-1353	127	3	similarity	similarity	NOUN
iogr-1353	127	4	between	between	ADP
iogr-1353	127	5	the	the	DET
iogr-1353	127	6	predicted	predict	VERB
iogr-1353	127	7	rates	rate	NOUN
iogr-1353	127	8	from	from	ADP
iogr-1353	127	9	this	this	DET
iogr-1353	127	10	study	study	NOUN
iogr-1353	127	11	and	and	CCONJ
iogr-1353	127	12	the	the	DET
iogr-1353	127	13	actual	actual	ADJ
iogr-1353	127	14	field	field	NOUN
iogr-1353	127	15	data	datum	NOUN
iogr-1353	127	16	serves	serve	VERB
iogr-1353	127	17	to	to	PART
iogr-1353	127	18	validate	validate	VERB
iogr-1353	127	19	and	and	CCONJ
iogr-1353	127	20	reinforce	reinforce	VERB
iogr-1353	127	21	the	the	DET
iogr-1353	127	22	effectiveness	effectiveness	NOUN
iogr-1353	127	23	and	and	CCONJ
iogr-1353	127	24	reliability	reliability	NOUN
iogr-1353	127	25	of	of	ADP
iogr-1353	127	26	the	the	DET
iogr-1353	127	27	proposed	propose	VERB
iogr-1353	127	28	rf	rf	NOUN
iogr-1353	127	29	-	-	PUNCT
iogr-1353	127	30	ml	ml	NOUN
iogr-1353	127	31	algorithm	algorithm	NOUN
iogr-1353	127	32	in	in	ADP
iogr-1353	127	33	accurately	accurately	ADV
iogr-1353	127	34	forecasting	forecast	VERB
iogr-1353	127	35	oil	oil	NOUN
iogr-1353	127	36	production	production	NOUN
iogr-1353	127	37	rates	rate	NOUN
iogr-1353	127	38	.	.	PUNCT
iogr-1353	128	1	this	this	DET
iogr-1353	128	2	outcome	outcome	NOUN
iogr-1353	128	3	not	not	PART
iogr-1353	128	4	only	only	ADV
iogr-1353	128	5	underscores	underscore	VERB
iogr-1353	128	6	the	the	DET
iogr-1353	128	7	superiority	superiority	NOUN
iogr-1353	128	8	of	of	ADP
iogr-1353	128	9	the	the	DET
iogr-1353	128	10	rf	rf	NOUN
iogr-1353	128	11	-	-	PUNCT
iogr-1353	128	12	ml	ml	NOUN
iogr-1353	128	13	algorithm	algorithm	NOUN
iogr-1353	128	14	but	but	CCONJ
iogr-1353	128	15	also	also	ADV
iogr-1353	128	16	highlights	highlight	VERB
iogr-1353	128	17	its	its	PRON
iogr-1353	128	18	potential	potential	NOUN
iogr-1353	128	19	as	as	ADP
iogr-1353	128	20	a	a	DET
iogr-1353	128	21	robust	robust	ADJ
iogr-1353	128	22	tool	tool	NOUN
iogr-1353	128	23	for	for	ADP
iogr-1353	128	24	making	make	VERB
iogr-1353	128	25	precise	precise	ADJ
iogr-1353	128	26	and	and	CCONJ
iogr-1353	128	27	dependable	dependable	ADJ
iogr-1353	128	28	predictions	prediction	NOUN
iogr-1353	128	29	in	in	ADP
iogr-1353	128	30	the	the	DET
iogr-1353	128	31	domain	domain	NOUN
iogr-1353	128	32	of	of	ADP
iogr-1353	128	33	oil	oil	NOUN
iogr-1353	128	34	production	production	NOUN
iogr-1353	128	35	forecasting	forecasting	NOUN
iogr-1353	128	36	.	.	PUNCT
iogr-1353	129	1	figure	figure	NOUN
iogr-1353	129	2	4	4	NUM
iogr-1353	129	3	—	—	PUNCT
iogr-1353	129	4	comparison	comparison	NOUN
iogr-1353	129	5	with	with	ADP
iogr-1353	129	6	previous	previous	ADJ
iogr-1353	129	7	approach	approach	NOUN
iogr-1353	129	8	and	and	CCONJ
iogr-1353	129	9	actual	actual	ADJ
iogr-1353	129	10	field	field	NOUN
iogr-1353	129	11	data	datum	NOUN
iogr-1353	129	12	.	.	PUNCT
iogr-1353	130	1	conclusion	conclusion	NOUN
iogr-1353	130	2	in	in	ADP
iogr-1353	130	3	the	the	DET
iogr-1353	130	4	realm	realm	NOUN
iogr-1353	130	5	of	of	ADP
iogr-1353	130	6	machine	machine	NOUN
iogr-1353	130	7	learning	learning	NOUN
iogr-1353	130	8	(	(	PUNCT
iogr-1353	130	9	ml	ml	NOUN
iogr-1353	130	10	)	)	PUNCT
iogr-1353	130	11	research	research	NOUN
iogr-1353	130	12	,	,	PUNCT
iogr-1353	130	13	the	the	DET
iogr-1353	130	14	application	application	NOUN
iogr-1353	130	15	of	of	ADP
iogr-1353	130	16	the	the	DET
iogr-1353	130	17	random	random	ADJ
iogr-1353	130	18	forest	forest	NOUN
iogr-1353	130	19	regression	regression	NOUN
iogr-1353	130	20	algorithm	algorithm	NOUN
iogr-1353	130	21	has	have	AUX
iogr-1353	130	22	yielded	yield	VERB
iogr-1353	130	23	several	several	ADJ
iogr-1353	130	24	significant	significant	ADJ
iogr-1353	130	25	conclusions	conclusion	NOUN
iogr-1353	130	26	.	.	PUNCT
iogr-1353	131	1	firstly	firstly	ADV
iogr-1353	131	2	,	,	PUNCT
iogr-1353	131	3	the	the	DET
iogr-1353	131	4	random	random	ADJ
iogr-1353	131	5	forest	forest	NOUN
iogr-1353	131	6	regressor	regressor	NOUN
iogr-1353	131	7	demonstrated	demonstrate	VERB
iogr-1353	131	8	an	an	DET
iogr-1353	131	9	impressive	impressive	ADJ
iogr-1353	131	10	99.6	99.6	NUM
iogr-1353	131	11	%	%	NOUN
iogr-1353	131	12	regression	regression	NOUN
iogr-1353	131	13	accuracy	accuracy	NOUN
iogr-1353	131	14	,	,	PUNCT
iogr-1353	131	15	which	which	PRON
iogr-1353	131	16	clearly	clearly	ADV
iogr-1353	131	17	indicates	indicate	VERB
iogr-1353	131	18	that	that	SCONJ
iogr-1353	131	19	the	the	DET
iogr-1353	131	20	model	model	NOUN
iogr-1353	131	21	developed	develop	VERB
iogr-1353	131	22	through	through	ADP
iogr-1353	131	23	this	this	DET
iogr-1353	131	24	approach	approach	NOUN
iogr-1353	131	25	is	be	AUX
iogr-1353	131	26	highly	highly	ADV
iogr-1353	131	27	suitable	suitable	ADJ
iogr-1353	131	28	and	and	CCONJ
iogr-1353	131	29	effective	effective	ADJ
iogr-1353	131	30	for	for	ADP
iogr-1353	131	31	the	the	DET
iogr-1353	131	32	intended	intended	ADJ
iogr-1353	131	33	purpose	purpose	NOUN
iogr-1353	131	34	.	.	PUNCT
iogr-1353	132	1	this	this	DET
iogr-1353	132	2	high	high	ADJ
iogr-1353	132	3	level	level	NOUN
iogr-1353	132	4	of	of	ADP
iogr-1353	132	5	accuracy	accuracy	NOUN
iogr-1353	132	6	suggests	suggest	VERB
iogr-1353	132	7	that	that	SCONJ
iogr-1353	132	8	the	the	DET
iogr-1353	132	9	model	model	NOUN
iogr-1353	132	10	can	can	AUX
iogr-1353	132	11	make	make	VERB
iogr-1353	132	12	precise	precise	ADJ
iogr-1353	132	13	predictions	prediction	NOUN
iogr-1353	132	14	and	and	CCONJ
iogr-1353	132	15	generalizing	generalize	VERB
iogr-1353	132	16	well	well	ADV
iogr-1353	132	17	from	from	ADP
iogr-1353	132	18	the	the	DET
iogr-1353	132	19	training	training	NOUN
iogr-1353	132	20	data	datum	NOUN
iogr-1353	132	21	to	to	ADP
iogr-1353	132	22	new	new	ADJ
iogr-1353	132	23	,	,	PUNCT
iogr-1353	132	24	unseen	unseen	ADJ
iogr-1353	132	25	data	datum	NOUN
iogr-1353	132	26	.	.	PUNCT
iogr-1353	133	1	furthermore	furthermore	ADV
iogr-1353	133	2	,	,	PUNCT
iogr-1353	133	3	when	when	SCONJ
iogr-1353	133	4	compared	compare	VERB
iogr-1353	133	5	to	to	ADP
iogr-1353	133	6	existing	exist	VERB
iogr-1353	133	7	models	model	NOUN
iogr-1353	133	8	in	in	ADP
iogr-1353	133	9	the	the	DET
iogr-1353	133	10	field	field	NOUN
iogr-1353	133	11	,	,	PUNCT
iogr-1353	133	12	the	the	DET
iogr-1353	133	13	random	random	ADJ
iogr-1353	133	14	forest	forest	NOUN
iogr-1353	133	15	algorithm	algorithm	NOUN
iogr-1353	133	16	exhibited	exhibit	VERB
iogr-1353	133	17	superior	superior	ADJ
iogr-1353	133	18	performance	performance	NOUN
iogr-1353	133	19	.	.	PUNCT
iogr-1353	134	1	this	this	DET
iogr-1353	134	2	superior	superior	ADJ
iogr-1353	134	3	performance	performance	NOUN
iogr-1353	134	4	suggests	suggest	VERB
iogr-1353	134	5	that	that	SCONJ
iogr-1353	134	6	the	the	DET
iogr-1353	134	7	random	random	ADJ
iogr-1353	134	8	forest	forest	NOUN
iogr-1353	134	9	model	model	NOUN
iogr-1353	134	10	not	not	PART
iogr-1353	134	11	only	only	ADV
iogr-1353	134	12	meets	meet	VERB
iogr-1353	134	13	but	but	CCONJ
iogr-1353	134	14	exceeds	exceed	VERB
iogr-1353	134	15	the	the	DET
iogr-1353	134	16	standards	standard	NOUN
iogr-1353	134	17	set	set	VERB
iogr-1353	134	18	by	by	ADP
iogr-1353	134	19	previous	previous	ADJ
iogr-1353	134	20	7	7	NUM
iogr-1353	134	21	7.2	7.2	NUM
iogr-1353	134	22	7.4	7.4	NUM
iogr-1353	134	23	7.6	7.6	NUM
iogr-1353	134	24	0	0	NUM
iogr-1353	134	25	1	1	NUM
iogr-1353	134	26	2	2	NUM
iogr-1353	134	27	3	3	NUM
iogr-1353	134	28	4	4	NUM
iogr-1353	134	29	5	5	NUM
iogr-1353	134	30	6	6	NUM
iogr-1353	134	31	o	o	NOUN
iogr-1353	134	32	il	il	PROPN
iogr-1353	134	33	r	r	NOUN
iogr-1353	134	34	at	at	ADP
iogr-1353	134	35	e	e	X
iogr-1353	134	36	kerunwa	kerunwa	PROPN
iogr-1353	134	37	et	et	PROPN
iogr-1353	134	38	al	al	PROPN
iogr-1353	134	39	.	.	PROPN
iogr-1353	135	1	(	(	PUNCT
iogr-1353	135	2	2022	2022	NUM
iogr-1353	135	3	)	)	PUNCT
iogr-1353	135	4	this	this	DET
iogr-1353	135	5	study	study	NOUN
iogr-1353	135	6	actual	actual	ADJ
iogr-1353	135	7	field	field	NOUN
iogr-1353	135	8	oil	oil	NOUN
iogr-1353	135	9	rate	rate	NOUN
iogr-1353	135	10	improved	improve	VERB
iogr-1353	135	11	oil	oil	NOUN
iogr-1353	135	12	and	and	CCONJ
iogr-1353	135	13	gas	gas	NOUN
iogr-1353	135	14	recovery	recovery	NOUN
iogr-1353	135	15	8	8	NUM
iogr-1353	135	16	models	model	NOUN
iogr-1353	135	17	,	,	PUNCT
iogr-1353	135	18	thereby	thereby	ADV
iogr-1353	135	19	establishing	establish	VERB
iogr-1353	135	20	itself	itself	PRON
iogr-1353	135	21	as	as	ADP
iogr-1353	135	22	a	a	DET
iogr-1353	135	23	robust	robust	ADJ
iogr-1353	135	24	and	and	CCONJ
iogr-1353	135	25	reliable	reliable	ADJ
iogr-1353	135	26	tool	tool	NOUN
iogr-1353	135	27	for	for	ADP
iogr-1353	135	28	the	the	DET
iogr-1353	135	29	task	task	NOUN
iogr-1353	135	30	at	at	ADP
iogr-1353	135	31	hand	hand	NOUN
iogr-1353	135	32	.	.	PUNCT
iogr-1353	136	1	specifically	specifically	ADV
iogr-1353	136	2	,	,	PUNCT
iogr-1353	136	3	the	the	DET
iogr-1353	136	4	random	random	ADJ
iogr-1353	136	5	forest	forest	NOUN
iogr-1353	136	6	model	model	NOUN
iogr-1353	136	7	has	have	AUX
iogr-1353	136	8	shown	show	VERB
iogr-1353	136	9	promise	promise	NOUN
iogr-1353	136	10	in	in	ADP
iogr-1353	136	11	the	the	DET
iogr-1353	136	12	domain	domain	NOUN
iogr-1353	136	13	of	of	ADP
iogr-1353	136	14	oil	oil	NOUN
iogr-1353	136	15	prediction	prediction	NOUN
iogr-1353	136	16	,	,	PUNCT
iogr-1353	136	17	where	where	SCONJ
iogr-1353	136	18	accurate	accurate	ADJ
iogr-1353	136	19	and	and	CCONJ
iogr-1353	136	20	reliable	reliable	ADJ
iogr-1353	136	21	predictions	prediction	NOUN
iogr-1353	136	22	are	be	AUX
iogr-1353	136	23	crucial	crucial	ADJ
iogr-1353	136	24	for	for	ADP
iogr-1353	136	25	various	various	ADJ
iogr-1353	136	26	applications	application	NOUN
iogr-1353	136	27	,	,	PUNCT
iogr-1353	136	28	including	include	VERB
iogr-1353	136	29	resource	resource	NOUN
iogr-1353	136	30	management	management	NOUN
iogr-1353	136	31	,	,	PUNCT
iogr-1353	136	32	market	market	NOUN
iogr-1353	136	33	analysis	analysis	NOUN
iogr-1353	136	34	,	,	PUNCT
iogr-1353	136	35	and	and	CCONJ
iogr-1353	136	36	strategic	strategic	ADJ
iogr-1353	136	37	planning	planning	NOUN
iogr-1353	136	38	.	.	PUNCT
iogr-1353	137	1	the	the	DET
iogr-1353	137	2	success	success	NOUN
iogr-1353	137	3	of	of	ADP
iogr-1353	137	4	the	the	DET
iogr-1353	137	5	random	random	ADJ
iogr-1353	137	6	forest	forest	NOUN
iogr-1353	137	7	regressor	regressor	NOUN
iogr-1353	137	8	in	in	ADP
iogr-1353	137	9	achieving	achieve	VERB
iogr-1353	137	10	such	such	ADJ
iogr-1353	137	11	high	high	ADJ
iogr-1353	137	12	regression	regression	NOUN
iogr-1353	137	13	accuracy	accuracy	NOUN
iogr-1353	137	14	and	and	CCONJ
iogr-1353	137	15	outperforming	outperform	VERB
iogr-1353	137	16	existing	exist	VERB
iogr-1353	137	17	models	model	NOUN
iogr-1353	137	18	underscores	underscore	VERB
iogr-1353	137	19	its	its	PRON
iogr-1353	137	20	potential	potential	NOUN
iogr-1353	137	21	for	for	ADP
iogr-1353	137	22	widespread	widespread	ADJ
iogr-1353	137	23	adoption	adoption	NOUN
iogr-1353	137	24	in	in	ADP
iogr-1353	137	25	industries	industry	NOUN
iogr-1353	137	26	that	that	PRON
iogr-1353	137	27	relieve	relieve	VERB
iogr-1353	137	28	predictive	predictive	ADJ
iogr-1353	137	29	analytics	analytic	NOUN
iogr-1353	137	30	.	.	PUNCT
iogr-1353	138	1	the	the	DET
iogr-1353	138	2	algorithm	algorithm	NOUN
iogr-1353	138	3	's	's	PART
iogr-1353	138	4	ability	ability	NOUN
iogr-1353	138	5	to	to	PART
iogr-1353	138	6	handle	handle	VERB
iogr-1353	138	7	complex	complex	ADJ
iogr-1353	138	8	datasets	dataset	NOUN
iogr-1353	138	9	and	and	CCONJ
iogr-1353	138	10	provide	provide	VERB
iogr-1353	138	11	accurate	accurate	ADJ
iogr-1353	138	12	forecasts	forecast	NOUN
iogr-1353	138	13	makes	make	VERB
iogr-1353	138	14	it	it	PRON
iogr-1353	138	15	an	an	DET
iogr-1353	138	16	invaluable	invaluable	ADJ
iogr-1353	138	17	asset	asset	NOUN
iogr-1353	138	18	for	for	ADP
iogr-1353	138	19	researchers	researcher	NOUN
iogr-1353	138	20	and	and	CCONJ
iogr-1353	138	21	practitioners	practitioner	NOUN
iogr-1353	138	22	alike	alike	ADV
iogr-1353	138	23	.	.	PUNCT
iogr-1353	139	1	as	as	ADP
iogr-1353	139	2	a	a	DET
iogr-1353	139	3	result	result	NOUN
iogr-1353	139	4	,	,	PUNCT
iogr-1353	139	5	the	the	DET
iogr-1353	139	6	random	random	ADJ
iogr-1353	139	7	forest	forest	NOUN
iogr-1353	139	8	regression	regression	NOUN
iogr-1353	139	9	algorithm	algorithm	NOUN
iogr-1353	139	10	emerges	emerge	VERB
iogr-1353	139	11	as	as	ADP
iogr-1353	139	12	a	a	DET
iogr-1353	139	13	powerful	powerful	ADJ
iogr-1353	139	14	tool	tool	NOUN
iogr-1353	139	15	in	in	ADP
iogr-1353	139	16	the	the	DET
iogr-1353	139	17	arsenal	arsenal	NOUN
iogr-1353	139	18	of	of	ADP
iogr-1353	139	19	machine	machine	NOUN
iogr-1353	139	20	learning	learn	VERB
iogr-1353	139	21	techniques	technique	NOUN
iogr-1353	139	22	,	,	PUNCT
iogr-1353	139	23	particularly	particularly	ADV
iogr-1353	139	24	for	for	ADP
iogr-1353	139	25	those	those	PRON
iogr-1353	139	26	seeking	seek	VERB
iogr-1353	139	27	to	to	PART
iogr-1353	139	28	enhance	enhance	VERB
iogr-1353	139	29	their	their	PRON
iogr-1353	139	30	predictive	predictive	ADJ
iogr-1353	139	31	capabilities	capability	NOUN
iogr-1353	139	32	in	in	ADP
iogr-1353	139	33	the	the	DET
iogr-1353	139	34	field	field	NOUN
iogr-1353	139	35	of	of	ADP
iogr-1353	139	36	oil	oil	NOUN
iogr-1353	139	37	prediction	prediction	NOUN
iogr-1353	139	38	.	.	PUNCT
iogr-1353	140	1	conflicting	conflict	VERB
iogr-1353	140	2	interests	interest	NOUN
iogr-1353	140	3	the	the	DET
iogr-1353	140	4	author(s	author(s	NOUN
iogr-1353	140	5	)	)	PUNCT
iogr-1353	140	6	declare	declare	VERB
iogr-1353	140	7	that	that	SCONJ
iogr-1353	140	8	they	they	PRON
iogr-1353	140	9	have	have	VERB
iogr-1353	140	10	no	no	DET
iogr-1353	140	11	conflicting	conflict	VERB
iogr-1353	140	12	interests	interest	NOUN
iogr-1353	140	13	.	.	PUNCT
iogr-1353	141	1	reference	reference	NOUN
iogr-1353	141	2	avwioroko	avwioroko	PROPN
iogr-1353	141	3	,	,	PUNCT
iogr-1353	141	4	j.e	j.e	PROPN
iogr-1353	141	5	.	.	PROPN
iogr-1353	141	6	,	,	PUNCT
iogr-1353	141	7	taiwo	taiwo	PROPN
iogr-1353	141	8	,	,	PUNCT
iogr-1353	141	9	o.a	o.a	PROPN
iogr-1353	141	10	.	.	PROPN
iogr-1353	141	11	,	,	PUNCT
iogr-1353	141	12	mohammed	mohammed	PROPN
iogr-1353	141	13	,	,	PUNCT
iogr-1353	141	14	i.u	i.u	PROPN
iogr-1353	141	15	.	.	PROPN
iogr-1353	141	16	,	,	PUNCT
iogr-1353	141	17	et	et	PROPN
iogr-1353	141	18	al	al	PROPN
iogr-1353	141	19	.	.	PROPN
iogr-1353	141	20	2014	2014	NUM
iogr-1353	141	21	.	.	PUNCT
iogr-1353	142	1	a	a	DET
iogr-1353	142	2	laboratory	laboratory	NOUN
iogr-1353	142	3	study	study	NOUN
iogr-1353	142	4	of	of	ADP
iogr-1353	142	5	asp	asp	PROPN
iogr-1353	142	6	flooding	flooding	NOUN
iogr-1353	142	7	on	on	ADP
iogr-1353	142	8	mixed	mixed	ADJ
iogr-1353	142	9	wettability	wettability	NOUN
iogr-1353	142	10	for	for	ADP
iogr-1353	142	11	heavy	heavy	ADJ
iogr-1353	142	12	oil	oil	NOUN
iogr-1353	142	13	recovery	recovery	NOUN
iogr-1353	142	14	using	use	VERB
iogr-1353	142	15	gum	gum	NOUN
iogr-1353	142	16	arabic	arabic	ADJ
iogr-1353	142	17	as	as	ADP
iogr-1353	142	18	a	a	DET
iogr-1353	142	19	polymer	polymer	NOUN
iogr-1353	142	20	.	.	PUNCT
iogr-1353	143	1	paper	paper	NOUN
iogr-1353	143	2	presented	present	VERB
iogr-1353	143	3	at	at	ADP
iogr-1353	143	4	the	the	DET
iogr-1353	143	5	spe	spe	PROPN
iogr-1353	143	6	nigeria	nigeria	PROPN
iogr-1353	143	7	annual	annual	ADJ
iogr-1353	143	8	international	international	ADJ
iogr-1353	143	9	conference	conference	NOUN
iogr-1353	143	10	and	and	CCONJ
iogr-1353	143	11	exhibition	exhibition	NOUN
iogr-1353	143	12	,	,	PUNCT
iogr-1353	143	13	lagos	lago	NOUN
iogr-1353	143	14	,	,	PUNCT
iogr-1353	143	15	nigeria	nigeria	PROPN
iogr-1353	143	16	,	,	PUNCT
iogr-1353	143	17	5	5	NUM
iogr-1353	143	18	-	-	SYM
iogr-1353	143	19	7	7	NUM
iogr-1353	143	20	august	august	PROPN
iogr-1353	143	21	2014	2014	NUM
iogr-1353	143	22	.	.	PUNCT
iogr-1353	144	1	spe-172401	spe-172401	PROPN
iogr-1353	144	2	-	-	PUNCT
iogr-1353	144	3	ms	ms	PROPN
iogr-1353	144	4	.	.	PROPN
iogr-1353	144	5	akpoturi	akpoturi	PROPN
iogr-1353	144	6	,	,	PUNCT
iogr-1353	144	7	p.	p.	NOUN
iogr-1353	144	8	and	and	CCONJ
iogr-1353	144	9	ofesi	ofesi	PROPN
iogr-1353	144	10	,	,	PUNCT
iogr-1353	144	11	s.f	s.f	PROPN
iogr-1353	144	12	.	.	PROPN
iogr-1353	144	13	2017	2017	NUM
iogr-1353	144	14	.	.	PUNCT
iogr-1353	145	1	enhanced	enhance	VERB
iogr-1353	145	2	oil	oil	NOUN
iogr-1353	145	3	recovery	recovery	NOUN
iogr-1353	145	4	using	use	VERB
iogr-1353	145	5	local	local	ADJ
iogr-1353	145	6	alkaline	alkaline	NOUN
iogr-1353	145	7	.	.	PUNCT
iogr-1353	146	1	nigerian	nigerian	ADJ
iogr-1353	146	2	jour	jour	PROPN
iogr-1353	146	3	.	.	PROPN
iogr-1353	146	4	of	of	ADP
iogr-1353	146	5	tech	tech	NOUN
iogr-1353	146	6	.	.	PUNCT
iogr-1353	147	1	36(1):515	36(1):515	NOUN
iogr-1353	147	2	-	-	SYM
iogr-1353	147	3	522	522	NUM
iogr-1353	147	4	.	.	PUNCT
iogr-1353	148	1	austad	austad	NOUN
iogr-1353	148	2	,	,	PUNCT
iogr-1353	148	3	t.	t.	PROPN
iogr-1353	148	4	,	,	PUNCT
iogr-1353	148	5	alireza	alireza	PROPN
iogr-1353	148	6	,	,	PUNCT
iogr-1353	148	7	r.	r.	PROPN
iogr-1353	148	8	,	,	PUNCT
iogr-1353	148	9	and	and	CCONJ
iogr-1353	148	10	tina	tina	PROPN
iogr-1353	148	11	,	,	PUNCT
iogr-1353	148	12	p.	p.	NOUN
iogr-1353	148	13	2010	2010	NUM
iogr-1353	148	14	.	.	PUNCT
iogr-1353	149	1	chemical	chemical	ADJ
iogr-1353	149	2	mechanism	mechanism	NOUN
iogr-1353	149	3	of	of	ADP
iogr-1353	149	4	low	low	ADJ
iogr-1353	149	5	salinity	salinity	NOUN
iogr-1353	149	6	water	water	NOUN
iogr-1353	149	7	flooding	flooding	NOUN
iogr-1353	149	8	in	in	ADP
iogr-1353	149	9	sandstone	sandstone	NOUN
iogr-1353	149	10	reservoirs	reservoir	NOUN
iogr-1353	149	11	.	.	PUNCT
iogr-1353	150	1	paper	paper	NOUN
iogr-1353	150	2	presented	present	VERB
iogr-1353	150	3	at	at	ADP
iogr-1353	150	4	the	the	DET
iogr-1353	150	5	spe	spe	PROPN
iogr-1353	150	6	improved	improved	ADJ
iogr-1353	150	7	oil	oil	NOUN
iogr-1353	150	8	recovery	recovery	NOUN
iogr-1353	150	9	symposium	symposium	NOUN
iogr-1353	150	10	,	,	PUNCT
iogr-1353	150	11	24	24	NUM
iogr-1353	150	12	-	-	SYM
iogr-1353	150	13	28	28	NUM
iogr-1353	150	14	april	april	PROPN
iogr-1353	150	15	.	.	PUNCT
iogr-1353	151	1	spe-129767	spe-129767	PROPN
iogr-1353	151	2	-	-	PUNCT
iogr-1353	151	3	ms	ms	PROPN
iogr-1353	151	4	.	.	PROPN
iogr-1353	151	5	bellarby	bellarby	PROPN
iogr-1353	151	6	,	,	PUNCT
iogr-1353	151	7	j.	j.	PROPN
iogr-1353	151	8	2009	2009	NUM
iogr-1353	151	9	.	.	PUNCT
iogr-1353	152	1	well	well	ADJ
iogr-1353	152	2	completion	completion	NOUN
iogr-1353	152	3	design	design	NOUN
iogr-1353	152	4	.	.	PUNCT
iogr-1353	153	1	amsterdam	amsterdam	PROPN
iogr-1353	153	2	,	,	PUNCT
iogr-1353	153	3	netherlands	netherlands	PROPN
iogr-1353	153	4	:	:	PUNCT
iogr-1353	153	5	elsevier	elsevier	PROPN
iogr-1353	153	6	.	.	PUNCT
iogr-1353	153	7	dike	dike	PROPN
iogr-1353	153	8	,	,	PUNCT
iogr-1353	153	9	c.	c.	PROPN
iogr-1353	153	10	,	,	PUNCT
iogr-1353	153	11	izuwa	izuwa	PROPN
iogr-1353	153	12	,	,	PUNCT
iogr-1353	153	13	n.	n.	PROPN
iogr-1353	153	14	c.	c.	PROPN
iogr-1353	153	15	,	,	PUNCT
iogr-1353	153	16	kerunwa	kerunwa	PROPN
iogr-1353	153	17	,	,	PUNCT
iogr-1353	153	18	a.	a.	PROPN
iogr-1353	153	19	,	,	PUNCT
iogr-1353	153	20	et	et	PROPN
iogr-1353	153	21	al	al	PROPN
iogr-1353	153	22	.	.	PROPN
iogr-1353	153	23	2024	2024	NUM
iogr-1353	153	24	.	.	PUNCT
iogr-1353	154	1	parametric	parametric	ADJ
iogr-1353	154	2	evaluation	evaluation	NOUN
iogr-1353	154	3	on	on	ADP
iogr-1353	154	4	the	the	DET
iogr-1353	154	5	interfacial	interfacial	ADJ
iogr-1353	154	6	tension	tension	NOUN
iogr-1353	154	7	response	response	NOUN
iogr-1353	154	8	of	of	ADP
iogr-1353	154	9	agrosurfactant	agrosurfactant	NOUN
iogr-1353	154	10	.	.	PUNCT
iogr-1353	155	1	improved	improve	VERB
iogr-1353	155	2	oil	oil	NOUN
iogr-1353	155	3	and	and	CCONJ
iogr-1353	155	4	gas	gas	NOUN
iogr-1353	155	5	recovery	recovery	NOUN
iogr-1353	155	6	8(1):1	8(1):1	PROPN
iogr-1353	155	7	-	-	PUNCT
iogr-1353	155	8	12	12	NUM
iogr-1353	155	9	.	.	PUNCT
iogr-1353	155	10	elshan	elshan	NOUN
iogr-1353	155	11	,	,	PUNCT
iogr-1353	155	12	a.	a.	NOUN
iogr-1353	155	13	2013	2013	NUM
iogr-1353	155	14	.	.	PUNCT
iogr-1353	156	1	development	development	NOUN
iogr-1353	156	2	of	of	ADP
iogr-1353	156	3	expert	expert	ADJ
iogr-1353	156	4	system	system	NOUN
iogr-1353	156	5	for	for	ADP
iogr-1353	156	6	artificial	artificial	ADJ
iogr-1353	156	7	lift	lift	NOUN
iogr-1353	156	8	selection	selection	NOUN
iogr-1353	156	9	.	.	PUNCT
iogr-1353	157	1	master	master	NOUN
iogr-1353	157	2	thesis	thesis	NOUN
iogr-1353	157	3	,	,	PUNCT
iogr-1353	157	4	cankaya	cankaya	PROPN
iogr-1353	157	5	ankara	ankara	PROPN
iogr-1353	157	6	,	,	PUNCT
iogr-1353	157	7	turkey	turkey	PROPN
iogr-1353	157	8	:	:	PUNCT
iogr-1353	157	9	middle	middle	PROPN
iogr-1353	157	10	east	east	PROPN
iogr-1353	157	11	technical	technical	PROPN
iogr-1353	157	12	university	university	PROPN
iogr-1353	157	13	.	.	PUNCT
iogr-1353	158	1	gomaa	gomaa	PROPN
iogr-1353	158	2	,	,	PUNCT
iogr-1353	158	3	s.	s.	PROPN
iogr-1353	158	4	,	,	PUNCT
iogr-1353	158	5	abdelhady	abdelhady	ADJ
iogr-1353	158	6	,	,	PUNCT
iogr-1353	158	7	a.	a.	NOUN
iogr-1353	158	8	,	,	PUNCT
iogr-1353	158	9	ramzi	ramzi	PROPN
iogr-1353	158	10	,	,	PUNCT
iogr-1353	158	11	h.	h.	PROPN
iogr-1353	158	12	,	,	PUNCT
iogr-1353	158	13	et	et	PROPN
iogr-1353	158	14	al	al	PROPN
iogr-1353	158	15	.	.	PROPN
iogr-1353	158	16	2020	2020	NUM
iogr-1353	158	17	.	.	PUNCT
iogr-1353	159	1	electrical	electrical	ADJ
iogr-1353	159	2	submersible	submersible	ADJ
iogr-1353	159	3	pump	pump	NOUN
iogr-1353	159	4	design	design	NOUN
iogr-1353	159	5	in	in	ADP
iogr-1353	159	6	vertical	vertical	ADJ
iogr-1353	159	7	oil	oil	NOUN
iogr-1353	159	8	wells	well	NOUN
iogr-1353	159	9	.	.	PUNCT
iogr-1353	160	1	pet	pet	PROPN
iogr-1353	160	2	petro	petro	PROPN
iogr-1353	160	3	chem	chem	NOUN
iogr-1353	160	4	eng	eng	PROPN
iogr-1353	160	5	j.	j.	PROPN
iogr-1353	160	6	4(5	4(5	PROPN
iogr-1353	160	7	):	):	PUNCT
iogr-1353	160	8	000237	000237	NUM
iogr-1353	160	9	.	.	PUNCT
iogr-1353	161	1	guo	guo	PROPN
iogr-1353	161	2	,	,	PUNCT
iogr-1353	161	3	b.	b.	PROPN
iogr-1353	161	4	,	,	PUNCT
iogr-1353	161	5	lyon	lyon	PROPN
iogr-1353	161	6	,	,	PUNCT
iogr-1353	161	7	w.	w.	PROPN
iogr-1353	161	8	,	,	PUNCT
iogr-1353	161	9	and	and	CCONJ
iogr-1353	161	10	ali	ali	PROPN
iogr-1353	161	11	,	,	PUNCT
iogr-1353	161	12	g.	g.	PROPN
iogr-1353	161	13	2007	2007	NUM
iogr-1353	161	14	.	.	PUNCT
iogr-1353	162	1	petroleum	petroleum	NOUN
iogr-1353	162	2	production	production	NOUN
iogr-1353	162	3	engineering	engineering	NOUN
iogr-1353	162	4	“	"	PUNCT
iogr-1353	162	5	a	a	DET
iogr-1353	162	6	computer	computer	NOUN
iogr-1353	162	7	-	-	PUNCT
iogr-1353	162	8	assisted	assist	VERB
iogr-1353	162	9	approach	approach	NOUN
iogr-1353	162	10	”	"	PUNCT
iogr-1353	162	11	.	.	PUNCT
iogr-1353	163	1	amsterdam	amsterdam	PROPN
iogr-1353	163	2	,	,	PUNCT
iogr-1353	163	3	netherlands	netherlands	PROPN
iogr-1353	163	4	:	:	PUNCT
iogr-1353	163	5	elsevier	elsevier	PROPN
iogr-1353	163	6	.	.	PUNCT
iogr-1353	163	7	ikekpeazu	ikekpeazu	PROPN
iogr-1353	163	8	,	,	PUNCT
iogr-1353	163	9	g.e	g.e	PROPN
iogr-1353	163	10	.	.	PROPN
iogr-1353	164	1	and	and	CCONJ
iogr-1353	164	2	anerobi	anerobi	PROPN
iogr-1353	164	3	,	,	PUNCT
iogr-1353	164	4	j.	j.	PROPN
iogr-1353	164	5	i.	i.	PROPN
iogr-1353	164	6	2020	2020	PROPN
iogr-1353	164	7	.	.	PUNCT
iogr-1353	165	1	oil	oil	NOUN
iogr-1353	165	2	recovery	recovery	NOUN
iogr-1353	165	3	by	by	ADP
iogr-1353	165	4	artificial	artificial	ADJ
iogr-1353	165	5	lift	lift	NOUN
iogr-1353	165	6	systems	system	NOUN
iogr-1353	165	7	(	(	PUNCT
iogr-1353	165	8	als	al	NOUN
iogr-1353	165	9	):	):	PUNCT
iogr-1353	165	10	a	a	DET
iogr-1353	165	11	review	review	NOUN
iogr-1353	165	12	.	.	PUNCT
iogr-1353	166	1	int	int	NOUN
iogr-1353	166	2	.	.	PUNCT
iogr-1353	167	1	jour	jour	PROPN
iogr-1353	167	2	.	.	PROPN
iogr-1353	167	3	of	of	ADP
iogr-1353	167	4	innovation	innovation	NOUN
iogr-1353	167	5	.	.	PUNCT
iogr-1353	168	1	sci	sci	PROPN
iogr-1353	168	2	.	.	PROPN
iogr-1353	168	3	and	and	CCONJ
iogr-1353	168	4	research	research	NOUN
iogr-1353	168	5	.	.	PUNCT
iogr-1353	169	1	tech	tech	NOUN
iogr-1353	169	2	.	.	PUNCT
iogr-1353	170	1	5(1):1	5(1):1	X
iogr-1353	170	2	-	-	SYM
iogr-1353	170	3	9	9	NUM
iogr-1353	170	4	.	.	PUNCT
iogr-1353	171	1	kerunwa	kerunwa	PROPN
iogr-1353	171	2	,	,	PUNCT
iogr-1353	171	3	a.	a.	PROPN
iogr-1353	171	4	,	,	PUNCT
iogr-1353	171	5	obibuike	obibuike	PROPN
iogr-1353	171	6	,	,	PUNCT
iogr-1353	171	7	j.u	j.u	PROPN
iogr-1353	171	8	.	.	PROPN
iogr-1353	171	9	,	,	PUNCT
iogr-1353	171	10	okereke	okereke	ADJ
iogr-1353	171	11	,	,	PUNCT
iogr-1353	171	12	n.u	n.u	PROPN
iogr-1353	171	13	.	.	PROPN
iogr-1353	171	14	,	,	PUNCT
iogr-1353	171	15	et	et	PROPN
iogr-1353	171	16	al	al	PROPN
iogr-1353	171	17	.	.	PROPN
iogr-1353	171	18	2022	2022	NUM
iogr-1353	171	19	.	.	PUNCT
iogr-1353	172	1	evaluation	evaluation	NOUN
iogr-1353	172	2	of	of	ADP
iogr-1353	172	3	electrical	electrical	ADJ
iogr-1353	172	4	submersible	submersible	ADJ
iogr-1353	172	5	pump	pump	NOUN
iogr-1353	172	6	on	on	ADP
iogr-1353	172	7	field	field	NOUN
iogr-1353	172	8	production	production	NOUN
iogr-1353	172	9	network	network	NOUN
iogr-1353	172	10	optimization	optimization	NOUN
iogr-1353	172	11	in	in	ADP
iogr-1353	172	12	niger	niger	PROPN
iogr-1353	172	13	delta	delta	NOUN
iogr-1353	172	14	oilfield	oilfield	NOUN
iogr-1353	172	15	.	.	PUNCT
iogr-1353	173	1	open	open	ADJ
iogr-1353	173	2	journal	journal	PROPN
iogr-1353	173	3	of	of	ADP
iogr-1353	173	4	yangtze	yangtze	PROPN
iogr-1353	173	5	gas	gas	PROPN
iogr-1353	173	6	and	and	CCONJ
iogr-1353	173	7	oil	oil	NOUN
iogr-1353	173	8	7(1	7(1	NUM
iogr-1353	173	9	):	):	PUNCT
iogr-1353	173	10	26	26	NUM
iogr-1353	173	11	-	-	SYM
iogr-1353	173	12	47	47	NUM
iogr-1353	173	13	.	.	PUNCT
iogr-1353	174	1	kerunwa	kerunwa	PROPN
iogr-1353	174	2	,	,	PUNCT
iogr-1353	174	3	a.	a.	PROPN
iogr-1353	174	4	,	,	PUNCT
iogr-1353	174	5	izuwa	izuwa	PROPN
iogr-1353	174	6	,	,	PUNCT
iogr-1353	174	7	n.c	n.c	PROPN
iogr-1353	174	8	.	.	PROPN
iogr-1353	174	9	,	,	PUNCT
iogr-1353	174	10	dike	dike	PROPN
iogr-1353	174	11	,	,	PUNCT
iogr-1353	174	12	c.f	c.f	PROPN
iogr-1353	174	13	.	.	PROPN
iogr-1353	174	14	,	,	PUNCT
iogr-1353	174	15	et	et	PROPN
iogr-1353	174	16	al	al	PROPN
iogr-1353	174	17	.	.	PROPN
iogr-1353	174	18	2024a	2024a	NUM
iogr-1353	174	19	.	.	PUNCT
iogr-1353	175	1	review	review	NOUN
iogr-1353	175	2	on	on	ADP
iogr-1353	175	3	the	the	DET
iogr-1353	175	4	utilization	utilization	NOUN
iogr-1353	175	5	of	of	ADP
iogr-1353	175	6	local	local	ADJ
iogr-1353	175	7	asp	asp	NOUN
iogr-1353	175	8	in	in	ADP
iogr-1353	175	9	the	the	DET
iogr-1353	175	10	niger	niger	NOUN
iogr-1353	175	11	-	-	PUNCT
iogr-1353	175	12	delta	delta	NOUN
iogr-1353	175	13	for	for	ADP
iogr-1353	175	14	enhanced	enhanced	ADJ
iogr-1353	175	15	oil	oil	NOUN
iogr-1353	175	16	recovery	recovery	NOUN
iogr-1353	175	17	.	.	PUNCT
iogr-1353	176	1	petroleum	petroleum	NOUN
iogr-1353	176	2	and	and	CCONJ
iogr-1353	176	3	coal	coal	NOUN
iogr-1353	176	4	66(1	66(1	NOUN
iogr-1353	176	5	):	):	PUNCT
iogr-1353	176	6	256	256	NUM
iogr-1353	176	7	-	-	SYM
iogr-1353	176	8	275	275	NUM
iogr-1353	176	9	kerunwa	kerunwa	ADJ
iogr-1353	176	10	,	,	PUNCT
iogr-1353	176	11	a.	a.	NOUN
iogr-1353	176	12	,	,	PUNCT
iogr-1353	176	13	dike	dike	NOUN
iogr-1353	176	14	,	,	PUNCT
iogr-1353	176	15	c.f	c.f	PROPN
iogr-1353	176	16	.	.	PROPN
iogr-1353	176	17	,	,	PUNCT
iogr-1353	176	18	izuwa	izuwa	PROPN
iogr-1353	176	19	,	,	PUNCT
iogr-1353	176	20	n.c	n.c	PROPN
iogr-1353	176	21	.	.	PROPN
iogr-1353	176	22	,	,	PUNCT
iogr-1353	176	23	et	et	PROPN
iogr-1353	176	24	al	al	PROPN
iogr-1353	176	25	.	.	PROPN
iogr-1353	176	26	2024b	2024b	NUM
iogr-1353	176	27	.	.	PUNCT
iogr-1353	177	1	performance	performance	NOUN
iogr-1353	177	2	evaluation	evaluation	NOUN
iogr-1353	177	3	of	of	ADP
iogr-1353	177	4	agro	agro	NOUN
iogr-1353	177	5	-	-	PUNCT
iogr-1353	177	6	materials	material	NOUN
iogr-1353	177	7	for	for	ADP
iogr-1353	177	8	surfactant	surfactant	ADJ
iogr-1353	177	9	-	-	PUNCT
iogr-1353	177	10	polymer	polymer	NOUN
iogr-1353	177	11	flooding	flooding	NOUN
iogr-1353	177	12	.	.	PUNCT
iogr-1353	178	1	petroleum	petroleum	NOUN
iogr-1353	178	2	and	and	CCONJ
iogr-1353	178	3	coal	coal	NOUN
iogr-1353	178	4	66(1	66(1	NOUN
iogr-1353	178	5	):	):	PUNCT
iogr-1353	178	6	308	308	NUM
iogr-1353	178	7	-	-	SYM
iogr-1353	178	8	317	317	NUM
iogr-1353	178	9	.	.	PUNCT
iogr-1353	179	1	okologume	okologume	PROPN
iogr-1353	179	2	,	,	PUNCT
iogr-1353	179	3	c.w	c.w	PROPN
iogr-1353	179	4	.	.	PROPN
iogr-1353	179	5	and	and	CCONJ
iogr-1353	179	6	ofesi	ofesi	PROPN
iogr-1353	179	7	,	,	PUNCT
iogr-1353	179	8	s.f	s.f	PROPN
iogr-1353	179	9	.	.	PROPN
iogr-1353	179	10	2016	2016	NUM
iogr-1353	179	11	.	.	PUNCT
iogr-1353	180	1	comparative	comparative	ADJ
iogr-1353	180	2	evaluation	evaluation	NOUN
iogr-1353	180	3	of	of	ADP
iogr-1353	180	4	artificial	artificial	ADJ
iogr-1353	180	5	lift	lift	NOUN
iogr-1353	180	6	methods	method	NOUN
iogr-1353	180	7	on	on	ADP
iogr-1353	180	8	a	a	DET
iogr-1353	180	9	niger	niger	NOUN
iogr-1353	180	10	-	-	PUNCT
iogr-1353	180	11	delta	delta	NOUN
iogr-1353	180	12	field	field	NOUN
iogr-1353	180	13	.	.	PUNCT
iogr-1353	181	1	academic	academic	ADJ
iogr-1353	181	2	research	research	PROPN
iogr-1353	181	3	international	international	PROPN
iogr-1353	181	4	7(1	7(1	NUM
iogr-1353	181	5	):	):	PUNCT
iogr-1353	181	6	1	1	NUM
iogr-1353	181	7	-	-	SYM
iogr-1353	181	8	16	16	NUM
iogr-1353	181	9	sheng	sheng	NOUN
iogr-1353	181	10	,	,	PUNCT
iogr-1353	181	11	j.	j.	PROPN
iogr-1353	181	12	2011	2011	NUM
iogr-1353	181	13	.	.	PUNCT
iogr-1353	182	1	modern	modern	ADJ
iogr-1353	182	2	chemical	chemical	NOUN
iogr-1353	182	3	enhanced	enhance	VERB
iogr-1353	182	4	oil	oil	NOUN
iogr-1353	182	5	recovery	recovery	NOUN
iogr-1353	182	6	,	,	PUNCT
iogr-1353	182	7	theory	theory	NOUN
iogr-1353	182	8	and	and	CCONJ
iogr-1353	182	9	practice	practice	NOUN
iogr-1353	182	10	1s	1s	NUM
iogr-1353	182	11	t	t	PROPN
iogr-1353	182	12	ed	ed	NOUN
iogr-1353	182	13	.	.	PUNCT
iogr-1353	183	1	burlington	burlington	PROPN
iogr-1353	183	2	:	:	PUNCT
iogr-1353	183	3	gulf	gulf	PROPN
iogr-1353	183	4	professional	professional	PROPN
iogr-1353	183	5	publishin	publishin	PROPN
iogr-1353	183	6	.	.	PUNCT
iogr-1353	184	1	zhu	zhu	PROPN
iogr-1353	184	2	,	,	PUNCT
iogr-1353	184	3	j.	j.	PROPN
iogr-1353	184	4	and	and	CCONJ
iogr-1353	184	5	zhang	zhang	PROPN
iogr-1353	184	6	,	,	PUNCT
iogr-1353	184	7	h.	h.	PROPN
iogr-1353	184	8	2018	2018	NUM
iogr-1353	184	9	.	.	PUNCT
iogr-1353	185	1	a	a	DET
iogr-1353	185	2	review	review	NOUN
iogr-1353	185	3	of	of	ADP
iogr-1353	185	4	experiments	experiment	NOUN
iogr-1353	185	5	and	and	CCONJ
iogr-1353	185	6	modeling	modeling	NOUN
iogr-1353	185	7	of	of	ADP
iogr-1353	185	8	gas	gas	NOUN
iogr-1353	185	9	liquid	liquid	NOUN
iogr-1353	185	10	flow	flow	NOUN
iogr-1353	185	11	in	in	ADP
iogr-1353	185	12	electrical	electrical	ADJ
iogr-1353	185	13	submersible	submersible	ADJ
iogr-1353	185	14	pumps	pump	NOUN
iogr-1353	185	15	.	.	PUNCT
iogr-1353	186	1	energies	energy	NOUN
iogr-1353	186	2	11(1):180	11(1):180	NUM
iogr-1353	186	3	-	-	SYM
iogr-1353	186	4	195	195	NUM
iogr-1353	186	5	.	.	PUNCT
iogr-1353	187	1	anthony	anthony	PROPN
iogr-1353	187	2	kerunwa	kerunwa	PROPN
iogr-1353	187	3	is	be	AUX
iogr-1353	187	4	an	an	DET
iogr-1353	187	5	associate	associate	ADJ
iogr-1353	187	6	professor	professor	NOUN
iogr-1353	187	7	at	at	ADP
iogr-1353	187	8	the	the	DET
iogr-1353	187	9	department	department	PROPN
iogr-1353	187	10	of	of	ADP
iogr-1353	187	11	petroleum	petroleum	NOUN
iogr-1353	187	12	engineering	engineering	NOUN
iogr-1353	187	13	,	,	PUNCT
iogr-1353	187	14	federal	federal	ADJ
iogr-1353	187	15	university	university	PROPN
iogr-1353	187	16	of	of	ADP
iogr-1353	187	17	technology	technology	PROPN
iogr-1353	187	18	owerri	owerri	NOUN
iogr-1353	187	19	with	with	ADP
iogr-1353	187	20	research	research	NOUN
iogr-1353	187	21	interest	interest	NOUN
iogr-1353	187	22	in	in	ADP
iogr-1353	187	23	drilling	drilling	NOUN
iogr-1353	187	24	,	,	PUNCT
iogr-1353	187	25	production	production	NOUN
iogr-1353	187	26	,	,	PUNCT
iogr-1353	187	27	reservoir	reservoir	NOUN
iogr-1353	187	28	engineering	engineering	NOUN
iogr-1353	187	29	and	and	CCONJ
iogr-1353	187	30	petroleum	petroleum	NOUN
iogr-1353	187	31	economics	economic	NOUN
iogr-1353	187	32	.	.	PUNCT
iogr-1353	188	1	dr	dr	PROPN
iogr-1353	188	2	.	.	PROPN
iogr-1353	188	3	kerunwa	kerunwa	PROPN
iogr-1353	188	4	holds	hold	VERB
iogr-1353	188	5	a	a	DET
iogr-1353	188	6	bachelor	bachelor	NOUN
iogr-1353	188	7	’s	’s	PART
iogr-1353	188	8	degree	degree	NOUN
iogr-1353	188	9	in	in	ADP
iogr-1353	188	10	petroleum	petroleum	NOUN
iogr-1353	188	11	engineering	engineering	NOUN
iogr-1353	188	12	from	from	ADP
iogr-1353	188	13	federal	federal	ADJ
iogr-1353	188	14	university	university	PROPN
iogr-1353	188	15	of	of	ADP
iogr-1353	188	16	technology	technology	PROPN
iogr-1353	188	17	owerri	owerri	PROPN
iogr-1353	188	18	,	,	PUNCT
iogr-1353	188	19	a	a	DET
iogr-1353	188	20	master	master	NOUN
iogr-1353	188	21	’s	’s	PART
iogr-1353	188	22	degree	degree	NOUN
iogr-1353	188	23	in	in	ADP
iogr-1353	188	24	petroleum	petroleum	NOUN
iogr-1353	188	25	engineering	engineering	NOUN
iogr-1353	188	26	from	from	ADP
iogr-1353	188	27	federal	federal	ADJ
iogr-1353	188	28	university	university	PROPN
iogr-1353	188	29	of	of	ADP
iogr-1353	188	30	technology	technology	PROPN
iogr-1353	188	31	owerri	owerri	PROPN
iogr-1353	188	32	,	,	PUNCT
iogr-1353	188	33	improved	improve	VERB
iogr-1353	188	34	oil	oil	NOUN
iogr-1353	188	35	and	and	CCONJ
iogr-1353	188	36	gas	gas	NOUN
iogr-1353	188	37	recovery	recovery	NOUN
iogr-1353	188	38	9	9	NUM
iogr-1353	188	39	and	and	CCONJ
iogr-1353	188	40	a	a	DET
iogr-1353	188	41	phd	phd	NOUN
iogr-1353	188	42	degree	degree	NOUN
iogr-1353	188	43	in	in	ADP
iogr-1353	188	44	petroleum	petroleum	NOUN
iogr-1353	188	45	engineering	engineering	NOUN
iogr-1353	188	46	from	from	ADP
iogr-1353	188	47	centre	centre	PROPN
iogr-1353	188	48	for	for	ADP
iogr-1353	188	49	oilfield	oilfield	NOUN
iogr-1353	188	50	chemicals	chemical	NOUN
iogr-1353	188	51	research	research	NOUN
iogr-1353	188	52	,	,	PUNCT
iogr-1353	188	53	ips	ips	PROPN
iogr-1353	188	54	,	,	PUNCT
iogr-1353	188	55	university	university	NOUN
iogr-1353	188	56	of	of	ADP
iogr-1353	188	57	port	port	PROPN
iogr-1353	188	58	harcourt	harcourt	PROPN
iogr-1353	188	59	.	.	PUNCT
iogr-1353	189	1	chimuanya	chimuanya	PROPN
iogr-1353	189	2	winifred	winifred	ADJ
iogr-1353	189	3	ibewuike	ibewuike	NOUN
iogr-1353	189	4	is	be	AUX
iogr-1353	189	5	a	a	DET
iogr-1353	189	6	b.eng	b.eng	PROPN
iogr-1353	189	7	graduate	graduate	NOUN
iogr-1353	189	8	of	of	ADP
iogr-1353	189	9	petroleum	petroleum	NOUN
iogr-1353	189	10	engineering	engineering	NOUN
iogr-1353	189	11	with	with	ADP
iogr-1353	189	12	interest	interest	NOUN
iogr-1353	189	13	in	in	ADP
iogr-1353	189	14	artificial	artificial	ADJ
iogr-1353	189	15	lift	lift	NOUN
iogr-1353	189	16	design	design	NOUN
iogr-1353	189	17	.	.	PUNCT
iogr-1353	190	1	lilian	lilian	PROPN
iogr-1353	190	2	enyang	enyang	PROPN
iogr-1353	190	3	ndoma	ndoma	PROPN
iogr-1353	190	4	-	-	PUNCT
iogr-1353	190	5	egba	egba	NOUN
iogr-1353	190	6	is	be	AUX
iogr-1353	190	7	a	a	DET
iogr-1353	190	8	research	research	NOUN
iogr-1353	190	9	technologist	technologist	NOUN
iogr-1353	190	10	at	at	ADP
iogr-1353	190	11	the	the	DET
iogr-1353	190	12	department	department	NOUN
iogr-1353	190	13	of	of	ADP
iogr-1353	190	14	petroleum	petroleum	NOUN
iogr-1353	190	15	engineering	engineering	NOUN
iogr-1353	190	16	,	,	PUNCT
iogr-1353	190	17	federal	federal	ADJ
iogr-1353	190	18	university	university	PROPN
iogr-1353	190	19	of	of	ADP
iogr-1353	190	20	technology	technology	PROPN
iogr-1353	190	21	owerri	owerri	PROPN
iogr-1353	190	22	.	.	PUNCT
iogr-1353	191	1	she	she	PRON
iogr-1353	191	2	has	have	VERB
iogr-1353	191	3	research	research	NOUN
iogr-1353	191	4	interest	interest	NOUN
iogr-1353	191	5	in	in	ADP
iogr-1353	191	6	drilling	drilling	NOUN
iogr-1353	191	7	fluids	fluid	NOUN
iogr-1353	191	8	technology	technology	NOUN
iogr-1353	191	9	and	and	CCONJ
iogr-1353	191	10	cementing	cement	VERB
iogr-1353	191	11	design	design	NOUN
iogr-1353	191	12	.	.	PUNCT
iogr-1353	192	1	ndoma	ndoma	NOUN
iogr-1353	192	2	-	-	PUNCT
iogr-1353	192	3	egba	egba	NOUN
iogr-1353	192	4	holds	hold	VERB
iogr-1353	192	5	a	a	DET
iogr-1353	192	6	bachelor	bachelor	NOUN
iogr-1353	192	7	’s	’s	PART
iogr-1353	192	8	degree	degree	NOUN
iogr-1353	192	9	in	in	ADP
iogr-1353	192	10	oil	oil	NOUN
iogr-1353	192	11	&	&	CCONJ
iogr-1353	192	12	gas	gas	NOUN
iogr-1353	192	13	engineering	engineering	NOUN
iogr-1353	192	14	,	,	PUNCT
iogr-1353	192	15	and	and	CCONJ
iogr-1353	192	16	master	master	NOUN
iogr-1353	192	17	’	'	PUNCT
iogr-1353	192	18	degree	degree	NOUN
iogr-1353	192	19	in	in	ADP
iogr-1353	192	20	petroleum	petroleum	NOUN
iogr-1353	192	21	engineering	engineering	NOUN
iogr-1353	192	22	.	.	PUNCT
iogr-1353	193	1	ndubuisi	ndubuisi	PROPN
iogr-1353	193	2	okereke	okereke	ADJ
iogr-1353	193	3	is	be	AUX
iogr-1353	193	4	a	a	DET
iogr-1353	193	5	senior	senior	ADJ
iogr-1353	193	6	lecturer	lecturer	NOUN
iogr-1353	193	7	at	at	ADP
iogr-1353	193	8	the	the	DET
iogr-1353	193	9	department	department	NOUN
iogr-1353	193	10	of	of	ADP
iogr-1353	193	11	petroleum	petroleum	NOUN
iogr-1353	193	12	engineering	engineering	NOUN
iogr-1353	193	13	,	,	PUNCT
iogr-1353	193	14	federal	federal	ADJ
iogr-1353	193	15	university	university	PROPN
iogr-1353	193	16	of	of	ADP
iogr-1353	193	17	technology	technology	PROPN
iogr-1353	193	18	owerri	owerri	NOUN
iogr-1353	193	19	with	with	ADP
iogr-1353	193	20	research	research	NOUN
iogr-1353	193	21	interest	interest	NOUN
iogr-1353	193	22	in	in	ADP
iogr-1353	193	23	flow	flow	NOUN
iogr-1353	193	24	assurance	assurance	NOUN
iogr-1353	193	25	,	,	PUNCT
iogr-1353	193	26	production	production	NOUN
iogr-1353	193	27	optimization	optimization	NOUN
iogr-1353	193	28	,	,	PUNCT
iogr-1353	193	29	drilling	drilling	NOUN
iogr-1353	193	30	,	,	PUNCT
iogr-1353	193	31	reservoir	reservoir	NOUN
iogr-1353	193	32	engineering	engineering	NOUN
iogr-1353	193	33	and	and	CCONJ
iogr-1353	193	34	procurement	procurement	NOUN
iogr-1353	193	35	.	.	PUNCT
iogr-1353	194	1	okereke	okereke	PROPN
iogr-1353	194	2	holds	hold	VERB
iogr-1353	194	3	a	a	DET
iogr-1353	194	4	bachelor	bachelor	NOUN
iogr-1353	194	5	’s	’s	PART
iogr-1353	194	6	degree	degree	NOUN
iogr-1353	194	7	in	in	ADP
iogr-1353	194	8	civil	civil	ADJ
iogr-1353	194	9	engineering	engineering	NOUN
iogr-1353	194	10	,	,	PUNCT
iogr-1353	194	11	from	from	ADP
iogr-1353	194	12	federal	federal	ADJ
iogr-1353	194	13	university	university	PROPN
iogr-1353	194	14	of	of	ADP
iogr-1353	194	15	technology	technology	PROPN
iogr-1353	194	16	owerri	owerri	PROPN
iogr-1353	194	17	,	,	PUNCT
iogr-1353	194	18	master	master	NOUN
iogr-1353	194	19	’s	’s	PART
iogr-1353	194	20	degree	degree	NOUN
iogr-1353	194	21	and	and	CCONJ
iogr-1353	194	22	phd	phd	NOUN
iogr-1353	194	23	degree	degree	NOUN
iogr-1353	194	24	in	in	ADP
iogr-1353	194	25	subsea	subsea	NOUN
iogr-1353	194	26	engineering	engineering	NOUN
iogr-1353	194	27	from	from	ADP
iogr-1353	194	28	cranfield	cranfield	PROPN
iogr-1353	194	29	university	university	PROPN
iogr-1353	194	30	.	.	PUNCT
iogr-1353	195	1	chukwuebuka	chukwuebuka	PROPN
iogr-1353	195	2	francis	francis	PROPN
iogr-1353	195	3	dike	dike	PROPN
iogr-1353	195	4	is	be	AUX
iogr-1353	195	5	a	a	DET
iogr-1353	195	6	research	research	NOUN
iogr-1353	195	7	technologist	technologist	NOUN
iogr-1353	195	8	at	at	ADP
iogr-1353	195	9	the	the	DET
iogr-1353	195	10	department	department	NOUN
iogr-1353	195	11	of	of	ADP
iogr-1353	195	12	petroleum	petroleum	NOUN
iogr-1353	195	13	engineering	engineering	NOUN
iogr-1353	195	14	,	,	PUNCT
iogr-1353	195	15	federal	federal	ADJ
iogr-1353	195	16	university	university	PROPN
iogr-1353	195	17	of	of	ADP
iogr-1353	195	18	technology	technology	PROPN
iogr-1353	195	19	owerri	owerri	PROPN
iogr-1353	195	20	.	.	PUNCT
iogr-1353	196	1	he	he	PRON
iogr-1353	196	2	has	have	VERB
iogr-1353	196	3	research	research	NOUN
iogr-1353	196	4	interest	interest	NOUN
iogr-1353	196	5	in	in	ADP
iogr-1353	196	6	drilling	drilling	NOUN
iogr-1353	196	7	,	,	PUNCT
iogr-1353	196	8	drilling	drilling	NOUN
iogr-1353	196	9	fluids	fluid	NOUN
iogr-1353	196	10	technology	technology	NOUN
iogr-1353	196	11	,	,	PUNCT
iogr-1353	196	12	reservoir	reservoir	NOUN
iogr-1353	196	13	engineering	engineering	NOUN
iogr-1353	196	14	,	,	PUNCT
iogr-1353	196	15	enhanced	enhance	VERB
iogr-1353	196	16	oil	oil	NOUN
iogr-1353	196	17	recovery	recovery	NOUN
iogr-1353	196	18	and	and	CCONJ
iogr-1353	196	19	flow	flow	NOUN
iogr-1353	196	20	assurance	assurance	NOUN
iogr-1353	196	21	.	.	PUNCT
iogr-1353	197	1	dike	dike	NOUN
iogr-1353	197	2	holds	hold	VERB
iogr-1353	197	3	a	a	DET
iogr-1353	197	4	bachelor	bachelor	NOUN
iogr-1353	197	5	’s	’s	NOUN
iogr-1353	197	6	degree	degree	NOUN
iogr-1353	197	7	and	and	CCONJ
iogr-1353	197	8	master	master	NOUN
iogr-1353	197	9	’s	’s	PART
iogr-1353	197	10	degree	degree	NOUN
iogr-1353	197	11	in	in	ADP
iogr-1353	197	12	petroleum	petroleum	NOUN
iogr-1353	197	13	engineering	engineering	NOUN
iogr-1353	197	14	.	.	PUNCT