id	sid	tid	token	lemma	pos
fcis-9419	1	1	frontiers	frontier	NOUN
fcis-9419	1	2	in	in	ADP
fcis-9419	1	3	computing	computing	NOUN
fcis-9419	1	4	and	and	CCONJ
fcis-9419	1	5	intelligent	intelligent	ADJ
fcis-9419	1	6	systems	system	NOUN
fcis-9419	1	7	issn	issn	VERB
fcis-9419	1	8	:	:	PUNCT
fcis-9419	1	9	2832	2832	NUM
fcis-9419	1	10	-	-	SYM
fcis-9419	1	11	6024	6024	NUM
fcis-9419	1	12	|	|	NOUN
fcis-9419	1	13	vol	vol	NOUN
fcis-9419	1	14	.	.	PROPN
fcis-9419	2	1	4	4	NUM
fcis-9419	2	2	,	,	PUNCT
fcis-9419	2	3	no	no	INTJ
fcis-9419	2	4	.	.	NOUN
fcis-9419	2	5	1	1	NUM
fcis-9419	2	6	,	,	PUNCT
fcis-9419	2	7	2023	2023	NUM
fcis-9419	2	8	30	30	NUM
fcis-9419	2	9	horizontal	horizontal	ADJ
fcis-9419	2	10	gas	gas	NOUN
fcis-9419	2	11	well	well	NOUN
fcis-9419	2	12	liquid	liquid	ADJ
fcis-9419	2	13	accumulation	accumulation	NOUN
fcis-9419	2	14	state	state	NOUN
fcis-9419	2	15	determination	determination	NOUN
fcis-9419	2	16	based	base	VERB
fcis-9419	2	17	on	on	ADP
fcis-9419	2	18	ensemble	ensemble	ADJ
fcis-9419	2	19	learning	learning	NOUN
fcis-9419	2	20	algorithm	algorithm	PROPN
fcis-9419	2	21	yu	yu	PROPN
fcis-9419	2	22	fu	fu	PROPN
fcis-9419	2	23	,	,	PUNCT
fcis-9419	2	24	qinghui	qinghui	PROPN
fcis-9419	2	25	he	he	PRON
fcis-9419	2	26	petroleum	petroleum	NOUN
fcis-9419	2	27	engineering	engineering	NOUN
fcis-9419	2	28	school	school	NOUN
fcis-9419	2	29	,	,	PUNCT
fcis-9419	2	30	southwest	southwest	ADJ
fcis-9419	2	31	petroleum	petroleum	PROPN
fcis-9419	2	32	university	university	PROPN
fcis-9419	2	33	,	,	PUNCT
fcis-9419	2	34	chengdu	chengdu	PROPN
fcis-9419	2	35	,	,	PUNCT
fcis-9419	2	36	china	china	PROPN
fcis-9419	2	37	abstract	abstract	PROPN
fcis-9419	2	38	:	:	PUNCT
fcis-9419	2	39	with	with	ADP
fcis-9419	2	40	the	the	DET
fcis-9419	2	41	depletion	depletion	NOUN
fcis-9419	2	42	of	of	ADP
fcis-9419	2	43	reservoir	reservoir	PROPN
fcis-9419	2	44	energy	energy	NOUN
fcis-9419	2	45	,	,	PUNCT
fcis-9419	2	46	liquid	liquid	ADJ
fcis-9419	2	47	accumulation	accumulation	NOUN
fcis-9419	2	48	in	in	ADP
fcis-9419	2	49	horizontal	horizontal	ADJ
fcis-9419	2	50	wells	well	NOUN
fcis-9419	2	51	of	of	ADP
fcis-9419	2	52	the	the	DET
fcis-9419	2	53	sulige	sulige	NOUN
fcis-9419	2	54	gas	gas	NOUN
fcis-9419	2	55	field	field	NOUN
fcis-9419	2	56	has	have	AUX
fcis-9419	2	57	become	become	VERB
fcis-9419	2	58	an	an	DET
fcis-9419	2	59	increasingly	increasingly	ADV
fcis-9419	2	60	severe	severe	ADJ
fcis-9419	2	61	issue	issue	NOUN
fcis-9419	2	62	.	.	PUNCT
fcis-9419	3	1	this	this	DET
fcis-9419	3	2	study	study	NOUN
fcis-9419	3	3	proposes	propose	VERB
fcis-9419	3	4	a	a	DET
fcis-9419	3	5	gbdt	gbdt	NOUN
fcis-9419	3	6	algorithm	algorithm	NOUN
fcis-9419	3	7	-	-	PUNCT
fcis-9419	3	8	based	base	VERB
fcis-9419	3	9	predictive	predictive	ADJ
fcis-9419	3	10	model	model	NOUN
fcis-9419	3	11	using	use	VERB
fcis-9419	3	12	pure	pure	ADJ
fcis-9419	3	13	on	on	ADP
fcis-9419	3	14	-	-	PUNCT
fcis-9419	3	15	site	site	NOUN
fcis-9419	3	16	data	datum	NOUN
fcis-9419	3	17	mining	mining	NOUN
fcis-9419	3	18	,	,	PUNCT
fcis-9419	3	19	which	which	PRON
fcis-9419	3	20	overcomes	overcome	VERB
fcis-9419	3	21	the	the	DET
fcis-9419	3	22	limitations	limitation	NOUN
fcis-9419	3	23	of	of	ADP
fcis-9419	3	24	traditional	traditional	ADJ
fcis-9419	3	25	models	model	NOUN
fcis-9419	3	26	in	in	ADP
fcis-9419	3	27	considering	consider	VERB
fcis-9419	3	28	complex	complex	ADJ
fcis-9419	3	29	wellbore	wellbore	NOUN
fcis-9419	3	30	structures	structure	NOUN
fcis-9419	3	31	and	and	CCONJ
fcis-9419	3	32	the	the	DET
fcis-9419	3	33	coupling	coupling	NOUN
fcis-9419	3	34	effects	effect	NOUN
fcis-9419	3	35	of	of	ADP
fcis-9419	3	36	multiphase	multiphase	NOUN
fcis-9419	3	37	flow	flow	NOUN
fcis-9419	3	38	.	.	PUNCT
fcis-9419	4	1	through	through	ADP
fcis-9419	4	2	an	an	DET
fcis-9419	4	3	analysis	analysis	NOUN
fcis-9419	4	4	of	of	ADP
fcis-9419	4	5	the	the	DET
fcis-9419	4	6	liquid	liquid	ADJ
fcis-9419	4	7	accumulation	accumulation	NOUN
fcis-9419	4	8	state	state	NOUN
fcis-9419	4	9	in	in	ADP
fcis-9419	4	10	25	25	NUM
fcis-9419	4	11	gas	gas	NOUN
fcis-9419	4	12	wells	well	NOUN
fcis-9419	4	13	in	in	ADP
fcis-9419	4	14	the	the	DET
fcis-9419	4	15	block	block	NOUN
fcis-9419	4	16	,	,	PUNCT
fcis-9419	4	17	the	the	DET
fcis-9419	4	18	model	model	NOUN
fcis-9419	4	19	achieves	achieve	VERB
fcis-9419	4	20	an	an	DET
fcis-9419	4	21	accuracy	accuracy	NOUN
fcis-9419	4	22	of	of	ADP
fcis-9419	4	23	84	84	NUM
fcis-9419	4	24	%	%	NOUN
fcis-9419	4	25	in	in	ADP
fcis-9419	4	26	determining	determine	VERB
fcis-9419	4	27	the	the	DET
fcis-9419	4	28	wellbore	wellbore	NOUN
fcis-9419	4	29	liquid	liquid	ADJ
fcis-9419	4	30	status	status	NOUN
fcis-9419	4	31	,	,	PUNCT
fcis-9419	4	32	demonstrating	demonstrate	VERB
fcis-9419	4	33	higher	high	ADJ
fcis-9419	4	34	accuracy	accuracy	NOUN
fcis-9419	4	35	compared	compare	VERB
fcis-9419	4	36	to	to	ADP
fcis-9419	4	37	traditional	traditional	ADJ
fcis-9419	4	38	models	model	NOUN
fcis-9419	4	39	.	.	PUNCT
fcis-9419	5	1	it	it	PRON
fcis-9419	5	2	provides	provide	VERB
fcis-9419	5	3	a	a	DET
fcis-9419	5	4	more	more	ADV
fcis-9419	5	5	accurate	accurate	ADJ
fcis-9419	5	6	prediction	prediction	NOUN
fcis-9419	5	7	method	method	NOUN
fcis-9419	5	8	for	for	ADP
fcis-9419	5	9	addressing	address	VERB
fcis-9419	5	10	gas	gas	NOUN
fcis-9419	5	11	well	well	ADV
fcis-9419	5	12	liquid	liquid	ADJ
fcis-9419	5	13	accumulation	accumulation	NOUN
fcis-9419	5	14	issues	issue	NOUN
fcis-9419	5	15	.	.	PUNCT
fcis-9419	6	1	keywords	keyword	NOUN
fcis-9419	6	2	:	:	PUNCT
fcis-9419	6	3	gas	gas	NOUN
fcis-9419	6	4	well	well	NOUN
fcis-9419	6	5	liquid	liquid	ADJ
fcis-9419	6	6	accumulation	accumulation	NOUN
fcis-9419	6	7	;	;	PUNCT
fcis-9419	6	8	critical	critical	ADJ
fcis-9419	6	9	liquid	liquid	NOUN
fcis-9419	6	10	-	-	PUNCT
fcis-9419	6	11	carrying	carry	VERB
fcis-9419	6	12	flow	flow	NOUN
fcis-9419	6	13	rate	rate	NOUN
fcis-9419	6	14	;	;	PUNCT
fcis-9419	6	15	machine	machine	NOUN
fcis-9419	6	16	learning	learning	NOUN
fcis-9419	6	17	;	;	PUNCT
fcis-9419	6	18	drainage	drainage	NOUN
fcis-9419	6	19	gas	gas	NOUN
fcis-9419	6	20	recovery	recovery	NOUN
fcis-9419	6	21	.	.	PUNCT
fcis-9419	7	1	1	1	X
fcis-9419	7	2	.	.	X
fcis-9419	7	3	introduction	introduction	NOUN
fcis-9419	7	4	after	after	ADP
fcis-9419	7	5	fracturing	fracture	VERB
fcis-9419	7	6	production	production	NOUN
fcis-9419	7	7	in	in	ADP
fcis-9419	7	8	horizontal	horizontal	ADJ
fcis-9419	7	9	gas	gas	NOUN
fcis-9419	7	10	wells	well	NOUN
fcis-9419	7	11	,	,	PUNCT
fcis-9419	7	12	as	as	SCONJ
fcis-9419	7	13	production	production	NOUN
fcis-9419	7	14	time	time	NOUN
fcis-9419	7	15	increases	increase	NOUN
fcis-9419	7	16	,	,	PUNCT
fcis-9419	7	17	the	the	DET
fcis-9419	7	18	well	well	NOUN
fcis-9419	7	19	's	's	PART
fcis-9419	7	20	energy	energy	NOUN
fcis-9419	7	21	depletes	deplete	VERB
fcis-9419	7	22	further	far	ADV
fcis-9419	7	23	,	,	PUNCT
fcis-9419	7	24	resulting	result	VERB
fcis-9419	7	25	in	in	ADP
fcis-9419	7	26	liquid	liquid	ADJ
fcis-9419	7	27	accumulation	accumulation	NOUN
fcis-9419	7	28	that	that	PRON
fcis-9419	7	29	leads	lead	VERB
fcis-9419	7	30	to	to	ADP
fcis-9419	7	31	reduced	reduce	VERB
fcis-9419	7	32	production	production	NOUN
fcis-9419	7	33	rates	rate	NOUN
fcis-9419	7	34	,	,	PUNCT
fcis-9419	7	35	shortened	shorten	VERB
fcis-9419	7	36	production	production	NOUN
fcis-9419	7	37	time	time	NOUN
fcis-9419	7	38	,	,	PUNCT
fcis-9419	7	39	and	and	CCONJ
fcis-9419	7	40	even	even	ADV
fcis-9419	7	41	shutdowns	shutdown	NOUN
fcis-9419	7	42	.	.	PUNCT
fcis-9419	8	1	it	it	PRON
fcis-9419	8	2	has	have	AUX
fcis-9419	8	3	been	be	AUX
fcis-9419	8	4	found	find	VERB
fcis-9419	8	5	that	that	SCONJ
fcis-9419	8	6	liquid	liquid	ADJ
fcis-9419	8	7	accumulation	accumulation	NOUN
fcis-9419	8	8	in	in	ADP
fcis-9419	8	9	the	the	DET
fcis-9419	8	10	horizontal	horizontal	ADJ
fcis-9419	8	11	section	section	NOUN
fcis-9419	8	12	is	be	AUX
fcis-9419	8	13	one	one	NUM
fcis-9419	8	14	of	of	ADP
fcis-9419	8	15	the	the	DET
fcis-9419	8	16	main	main	ADJ
fcis-9419	8	17	factors	factor	NOUN
fcis-9419	8	18	limiting	limit	VERB
fcis-9419	8	19	the	the	DET
fcis-9419	8	20	maximization	maximization	NOUN
fcis-9419	8	21	of	of	ADP
fcis-9419	8	22	gas	gas	NOUN
fcis-9419	8	23	well	well	NOUN
fcis-9419	8	24	productivity	productivity	NOUN
fcis-9419	8	25	.	.	PUNCT
fcis-9419	9	1	accurately	accurately	ADV
fcis-9419	9	2	calculating	calculate	VERB
fcis-9419	9	3	the	the	DET
fcis-9419	9	4	critical	critical	ADJ
fcis-9419	9	5	liquid	liquid	NOUN
fcis-9419	9	6	-	-	PUNCT
fcis-9419	9	7	carrying	carry	VERB
fcis-9419	9	8	flow	flow	NOUN
fcis-9419	9	9	rate	rate	NOUN
fcis-9419	9	10	is	be	AUX
fcis-9419	9	11	crucial	crucial	ADJ
fcis-9419	9	12	for	for	ADP
fcis-9419	9	13	determining	determine	VERB
fcis-9419	9	14	the	the	DET
fcis-9419	9	15	liquid	liquid	ADJ
fcis-9419	9	16	accumulation	accumulation	NOUN
fcis-9419	9	17	state	state	NOUN
fcis-9419	9	18	in	in	ADP
fcis-9419	9	19	the	the	DET
fcis-9419	9	20	wellbore	wellbore	NOUN
fcis-9419	9	21	.	.	PUNCT
fcis-9419	10	1	extensive	extensive	ADJ
fcis-9419	10	2	research	research	NOUN
fcis-9419	10	3	has	have	AUX
fcis-9419	10	4	been	be	AUX
fcis-9419	10	5	conducted	conduct	VERB
fcis-9419	10	6	by	by	ADP
fcis-9419	10	7	scholars	scholar	NOUN
fcis-9419	10	8	worldwide	worldwide	ADV
fcis-9419	10	9	on	on	ADP
fcis-9419	10	10	this	this	DET
fcis-9419	10	11	topic	topic	NOUN
fcis-9419	10	12	.	.	PUNCT
fcis-9419	11	1	currently	currently	ADV
fcis-9419	11	2	,	,	PUNCT
fcis-9419	11	3	the	the	DET
fcis-9419	11	4	models	model	NOUN
fcis-9419	11	5	used	use	VERB
fcis-9419	11	6	to	to	PART
fcis-9419	11	7	calculate	calculate	VERB
fcis-9419	11	8	the	the	DET
fcis-9419	11	9	critical	critical	ADJ
fcis-9419	11	10	liquid	liquid	NOUN
fcis-9419	11	11	-	-	PUNCT
fcis-9419	11	12	carrying	carry	VERB
fcis-9419	11	13	flow	flow	NOUN
fcis-9419	11	14	rate	rate	NOUN
fcis-9419	11	15	in	in	ADP
fcis-9419	11	16	gas	gas	NOUN
fcis-9419	11	17	wells	well	NOUN
fcis-9419	11	18	include	include	VERB
fcis-9419	11	19	the	the	DET
fcis-9419	11	20	turner	turner	PROPN
fcis-9419	11	21	droplet	droplet	PROPN
fcis-9419	11	22	model	model	PROPN
fcis-9419	11	23	,	,	PUNCT
fcis-9419	11	24	coleman	coleman	PROPN
fcis-9419	11	25	model	model	NOUN
fcis-9419	11	26	,	,	PUNCT
fcis-9419	11	27	liquid	liquid	ADJ
fcis-9419	11	28	film	film	NOUN
fcis-9419	11	29	model	model	NOUN
fcis-9419	11	30	for	for	ADP
fcis-9419	11	31	vertical	vertical	ADJ
fcis-9419	11	32	wells	well	NOUN
fcis-9419	11	33	;	;	PUNCT
fcis-9419	11	34	the	the	DET
fcis-9419	11	35	belfoid	belfoid	NOUN
fcis-9419	11	36	model	model	NOUN
fcis-9419	11	37	,	,	PUNCT
fcis-9419	11	38	li	li	PROPN
fcis-9419	11	39	yingchuan	yingchuan	PROPN
fcis-9419	11	40	impact	impact	PROPN
fcis-9419	11	41	oscillation	oscillation	NOUN
fcis-9419	11	42	model	model	NOUN
fcis-9419	11	43	,	,	PUNCT
fcis-9419	11	44	shekhar	shekhar	PROPN
fcis-9419	11	45	model	model	PROPN
fcis-9419	11	46	for	for	ADP
fcis-9419	11	47	inclined	inclined	ADJ
fcis-9419	11	48	wells	well	NOUN
fcis-9419	11	49	;	;	PUNCT
fcis-9419	11	50	and	and	CCONJ
fcis-9419	11	51	the	the	DET
fcis-9419	11	52	stratified	stratified	ADJ
fcis-9419	11	53	flow	flow	NOUN
fcis-9419	11	54	model	model	NOUN
fcis-9419	11	55	,	,	PUNCT
fcis-9419	11	56	k	k	PROPN
fcis-9419	11	57	-	-	ADJ
fcis-9419	11	58	h	h	PROPN
fcis-9419	11	59	wave	wave	NOUN
fcis-9419	11	60	model	model	NOUN
fcis-9419	11	61	,	,	PUNCT
fcis-9419	11	62	and	and	CCONJ
fcis-9419	11	63	wang	wang	PROPN
fcis-9419	11	64	model	model	PROPN
fcis-9419	11	65	for	for	ADP
fcis-9419	11	66	horizontal	horizontal	ADJ
fcis-9419	11	67	wells	well	NOUN
fcis-9419	11	68	.	.	PUNCT
fcis-9419	12	1	however	however	ADV
fcis-9419	12	2	,	,	PUNCT
fcis-9419	12	3	gas	gas	NOUN
fcis-9419	12	4	well	well	NOUN
fcis-9419	12	5	liquid	liquid	ADJ
fcis-9419	12	6	accumulation	accumulation	NOUN
fcis-9419	12	7	involves	involve	VERB
fcis-9419	12	8	complex	complex	ADJ
fcis-9419	12	9	coupling	coupling	NOUN
fcis-9419	12	10	problems	problem	NOUN
fcis-9419	12	11	between	between	ADP
fcis-9419	12	12	two	two	NUM
fcis-9419	12	13	-	-	PUNCT
fcis-9419	12	14	phase	phase	NOUN
fcis-9419	12	15	fluid	fluid	NOUN
fcis-9419	12	16	flow	flow	NOUN
fcis-9419	12	17	in	in	ADP
fcis-9419	12	18	the	the	DET
fcis-9419	12	19	wellbore	wellbore	NOUN
fcis-9419	12	20	and	and	CCONJ
fcis-9419	12	21	two	two	NUM
fcis-9419	12	22	-	-	PUNCT
fcis-9419	12	23	phase	phase	NOUN
fcis-9419	12	24	fluid	fluid	ADJ
fcis-9419	12	25	seepage	seepage	NOUN
fcis-9419	12	26	in	in	ADP
fcis-9419	12	27	the	the	DET
fcis-9419	12	28	reservoir	reservoir	NOUN
fcis-9419	12	29	.	.	PUNCT
fcis-9419	13	1	the	the	DET
fcis-9419	13	2	factors	factor	NOUN
fcis-9419	13	3	considered	consider	VERB
fcis-9419	13	4	and	and	CCONJ
fcis-9419	13	5	the	the	DET
fcis-9419	13	6	mechanisms	mechanism	NOUN
fcis-9419	13	7	involved	involve	VERB
fcis-9419	13	8	in	in	ADP
fcis-9419	13	9	current	current	ADJ
fcis-9419	13	10	traditional	traditional	ADJ
fcis-9419	13	11	models	model	NOUN
fcis-9419	13	12	for	for	ADP
fcis-9419	13	13	predicting	predict	VERB
fcis-9419	13	14	the	the	DET
fcis-9419	13	15	critical	critical	ADJ
fcis-9419	13	16	liquid	liquid	NOUN
fcis-9419	13	17	-	-	PUNCT
fcis-9419	13	18	carrying	carry	VERB
fcis-9419	13	19	flow	flow	NOUN
fcis-9419	13	20	rate	rate	NOUN
fcis-9419	13	21	are	be	AUX
fcis-9419	13	22	relatively	relatively	ADV
fcis-9419	13	23	limited	limited	ADJ
fcis-9419	13	24	and	and	CCONJ
fcis-9419	13	25	fail	fail	VERB
fcis-9419	13	26	to	to	PART
fcis-9419	13	27	comprehensively	comprehensively	ADV
fcis-9419	13	28	reflect	reflect	VERB
fcis-9419	13	29	the	the	DET
fcis-9419	13	30	mechanism	mechanism	NOUN
fcis-9419	13	31	of	of	ADP
fcis-9419	13	32	liquid	liquid	ADJ
fcis-9419	13	33	accumulation	accumulation	NOUN
fcis-9419	13	34	as	as	ADP
fcis-9419	13	35	a	a	DET
fcis-9419	13	36	result	result	NOUN
fcis-9419	13	37	of	of	ADP
fcis-9419	13	38	the	the	DET
fcis-9419	13	39	joint	joint	ADJ
fcis-9419	13	40	action	action	NOUN
fcis-9419	13	41	of	of	ADP
fcis-9419	13	42	two	two	NUM
fcis-9419	13	43	-	-	PUNCT
fcis-9419	13	44	phase	phase	NOUN
fcis-9419	13	45	fluids	fluid	NOUN
fcis-9419	13	46	in	in	ADP
fcis-9419	13	47	the	the	DET
fcis-9419	13	48	formation	formation	NOUN
fcis-9419	13	49	and	and	CCONJ
fcis-9419	13	50	wellbore	wellbore	NOUN
fcis-9419	13	51	.	.	PUNCT
fcis-9419	14	1	to	to	PART
fcis-9419	14	2	overcome	overcome	VERB
fcis-9419	14	3	the	the	DET
fcis-9419	14	4	limitations	limitation	NOUN
fcis-9419	14	5	of	of	ADP
fcis-9419	14	6	these	these	DET
fcis-9419	14	7	models	model	NOUN
fcis-9419	14	8	and	and	CCONJ
fcis-9419	14	9	achieve	achieve	VERB
fcis-9419	14	10	accurate	accurate	ADJ
fcis-9419	14	11	and	and	CCONJ
fcis-9419	14	12	efficient	efficient	ADJ
fcis-9419	14	13	determination	determination	NOUN
fcis-9419	14	14	of	of	ADP
fcis-9419	14	15	the	the	DET
fcis-9419	14	16	liquid	liquid	ADJ
fcis-9419	14	17	accumulation	accumulation	NOUN
fcis-9419	14	18	state	state	NOUN
fcis-9419	14	19	in	in	ADP
fcis-9419	14	20	gas	gas	NOUN
fcis-9419	14	21	wells	well	NOUN
fcis-9419	14	22	,	,	PUNCT
fcis-9419	14	23	this	this	DET
fcis-9419	14	24	study	study	NOUN
fcis-9419	14	25	conducts	conduct	VERB
fcis-9419	14	26	a	a	DET
fcis-9419	14	27	comparative	comparative	ADJ
fcis-9419	14	28	analysis	analysis	NOUN
fcis-9419	14	29	of	of	ADP
fcis-9419	14	30	existing	exist	VERB
fcis-9419	14	31	liquid	liquid	NOUN
fcis-9419	14	32	-	-	PUNCT
fcis-9419	14	33	carrying	carry	VERB
fcis-9419	14	34	models	model	NOUN
fcis-9419	14	35	,	,	PUNCT
fcis-9419	14	36	summarizes	summarize	VERB
fcis-9419	14	37	the	the	DET
fcis-9419	14	38	main	main	ADJ
fcis-9419	14	39	factors	factor	NOUN
fcis-9419	14	40	influencing	influence	VERB
fcis-9419	14	41	liquid	liquid	ADJ
fcis-9419	14	42	accumulation	accumulation	NOUN
fcis-9419	14	43	in	in	ADP
fcis-9419	14	44	the	the	DET
fcis-9419	14	45	wellbore	wellbore	NOUN
fcis-9419	14	46	,	,	PUNCT
fcis-9419	14	47	establishes	establish	VERB
fcis-9419	14	48	relationship	relationship	NOUN
fcis-9419	14	49	models	model	NOUN
fcis-9419	14	50	between	between	ADP
fcis-9419	14	51	different	different	ADJ
fcis-9419	14	52	factors	factor	NOUN
fcis-9419	14	53	and	and	CCONJ
fcis-9419	14	54	the	the	DET
fcis-9419	14	55	gas	gas	NOUN
fcis-9419	14	56	well	well	ADV
fcis-9419	14	57	liquid	liquid	ADJ
fcis-9419	14	58	accumulation	accumulation	NOUN
fcis-9419	14	59	state	state	NOUN
fcis-9419	14	60	using	use	VERB
fcis-9419	14	61	data	data	NOUN
fcis-9419	14	62	-	-	PUNCT
fcis-9419	14	63	driven	drive	VERB
fcis-9419	14	64	approaches	approach	NOUN
fcis-9419	14	65	,	,	PUNCT
fcis-9419	14	66	and	and	CCONJ
fcis-9419	14	67	carries	carry	VERB
fcis-9419	14	68	out	out	ADP
fcis-9419	14	69	research	research	NOUN
fcis-9419	14	70	on	on	ADP
fcis-9419	14	71	gas	gas	NOUN
fcis-9419	14	72	well	well	ADV
fcis-9419	14	73	liquid	liquid	ADJ
fcis-9419	14	74	accumulation	accumulation	NOUN
fcis-9419	14	75	state	state	NOUN
fcis-9419	14	76	prediction	prediction	NOUN
fcis-9419	14	77	based	base	VERB
fcis-9419	14	78	on	on	ADP
fcis-9419	14	79	ensemble	ensemble	ADJ
fcis-9419	14	80	learning	learning	NOUN
fcis-9419	14	81	algorithms	algorithm	NOUN
fcis-9419	14	82	.	.	PUNCT
fcis-9419	15	1	the	the	DET
fcis-9419	15	2	effectiveness	effectiveness	NOUN
fcis-9419	15	3	and	and	CCONJ
fcis-9419	15	4	practicality	practicality	NOUN
fcis-9419	15	5	of	of	ADP
fcis-9419	15	6	the	the	DET
fcis-9419	15	7	proposed	propose	VERB
fcis-9419	15	8	method	method	NOUN
fcis-9419	15	9	are	be	AUX
fcis-9419	15	10	validated	validate	VERB
fcis-9419	15	11	using	use	VERB
fcis-9419	15	12	horizontal	horizontal	ADJ
fcis-9419	15	13	wells	well	NOUN
fcis-9419	15	14	in	in	ADP
fcis-9419	15	15	the	the	DET
fcis-9419	15	16	sulige	sulige	NOUN
fcis-9419	15	17	block	block	NOUN
fcis-9419	15	18	as	as	ADP
fcis-9419	15	19	an	an	DET
fcis-9419	15	20	example	example	NOUN
fcis-9419	15	21	.	.	PUNCT
fcis-9419	16	1	2	2	X
fcis-9419	16	2	.	.	X
fcis-9419	16	3	horizontal	horizontal	ADJ
fcis-9419	16	4	well	well	INTJ
fcis-9419	16	5	liquid	liquid	ADJ
fcis-9419	16	6	carrying	carrying	NOUN
fcis-9419	16	7	models	model	NOUN
fcis-9419	16	8	due	due	ADP
fcis-9419	16	9	to	to	ADP
fcis-9419	16	10	the	the	DET
fcis-9419	16	11	influence	influence	NOUN
fcis-9419	16	12	of	of	ADP
fcis-9419	16	13	the	the	DET
fcis-9419	16	14	trajectory	trajectory	NOUN
fcis-9419	16	15	of	of	ADP
fcis-9419	16	16	horizontal	horizontal	ADJ
fcis-9419	16	17	wellbore	wellbore	NOUN
fcis-9419	16	18	and	and	CCONJ
fcis-9419	16	19	complex	complex	ADJ
fcis-9419	16	20	flow	flow	NOUN
fcis-9419	16	21	patterns	pattern	NOUN
fcis-9419	16	22	,	,	PUNCT
fcis-9419	16	23	traditional	traditional	ADJ
fcis-9419	16	24	critical	critical	ADJ
fcis-9419	16	25	liquid	liquid	NOUN
fcis-9419	16	26	-	-	PUNCT
fcis-9419	16	27	carrying	carry	VERB
fcis-9419	16	28	flow	flow	NOUN
fcis-9419	16	29	rate	rate	NOUN
fcis-9419	16	30	prediction	prediction	NOUN
fcis-9419	16	31	models	model	NOUN
fcis-9419	16	32	such	such	ADJ
fcis-9419	16	33	as	as	ADP
fcis-9419	16	34	turner	turner	NOUN
fcis-9419	16	35	and	and	CCONJ
fcis-9419	16	36	liquid	liquid	ADJ
fcis-9419	16	37	film	film	NOUN
fcis-9419	16	38	models	model	NOUN
fcis-9419	16	39	are	be	AUX
fcis-9419	16	40	not	not	PART
fcis-9419	16	41	applicable	applicable	ADJ
fcis-9419	16	42	for	for	ADP
fcis-9419	16	43	liquid	liquid	ADJ
fcis-9419	16	44	accumulation	accumulation	NOUN
fcis-9419	16	45	determination	determination	NOUN
fcis-9419	16	46	in	in	ADP
fcis-9419	16	47	horizontal	horizontal	ADJ
fcis-9419	16	48	wells	well	NOUN
fcis-9419	16	49	in	in	ADP
fcis-9419	16	50	the	the	DET
fcis-9419	16	51	sulige	sulige	NOUN
fcis-9419	16	52	block	block	NOUN
fcis-9419	16	53	.	.	PUNCT
fcis-9419	17	1	currently	currently	ADV
fcis-9419	17	2	,	,	PUNCT
fcis-9419	17	3	many	many	ADJ
fcis-9419	17	4	scholars	scholar	NOUN
fcis-9419	17	5	have	have	AUX
fcis-9419	17	6	made	make	VERB
fcis-9419	17	7	modifications	modification	NOUN
fcis-9419	17	8	to	to	ADP
fcis-9419	17	9	the	the	DET
fcis-9419	17	10	liquid	liquid	NOUN
fcis-9419	17	11	carrying	carrying	NOUN
fcis-9419	17	12	models	model	NOUN
fcis-9419	17	13	for	for	ADP
fcis-9419	17	14	horizontal	horizontal	ADJ
fcis-9419	17	15	wells	well	NOUN
fcis-9419	17	16	by	by	ADP
fcis-9419	17	17	considering	consider	VERB
fcis-9419	17	18	factors	factor	NOUN
fcis-9419	17	19	such	such	ADJ
fcis-9419	17	20	as	as	ADP
fcis-9419	17	21	liquid	liquid	ADJ
fcis-9419	17	22	production	production	NOUN
fcis-9419	17	23	rate	rate	NOUN
fcis-9419	17	24	,	,	PUNCT
fcis-9419	17	25	well	well	INTJ
fcis-9419	17	26	inclination	inclination	NOUN
fcis-9419	17	27	angle	angle	NOUN
fcis-9419	17	28	,	,	PUNCT
fcis-9419	17	29	and	and	CCONJ
fcis-9419	17	30	varying	vary	VERB
fcis-9419	17	31	build	build	VERB
fcis-9419	17	32	-	-	PUNCT
fcis-9419	17	33	up	up	ADP
fcis-9419	17	34	rates	rate	NOUN
fcis-9419	17	35	.	.	PUNCT
fcis-9419	18	1	the	the	DET
fcis-9419	18	2	critical	critical	ADJ
fcis-9419	18	3	liquid	liquid	NOUN
fcis-9419	18	4	-	-	PUNCT
fcis-9419	18	5	carrying	carry	VERB
fcis-9419	18	6	models	model	NOUN
fcis-9419	18	7	have	have	AUX
fcis-9419	18	8	been	be	AUX
fcis-9419	18	9	widely	widely	ADV
fcis-9419	18	10	used	use	VERB
fcis-9419	18	11	in	in	ADP
fcis-9419	18	12	engineering	engineering	NOUN
fcis-9419	18	13	for	for	ADP
fcis-9419	18	14	many	many	ADJ
fcis-9419	18	15	years	year	NOUN
fcis-9419	18	16	,	,	PUNCT
fcis-9419	18	17	but	but	CCONJ
fcis-9419	18	18	they	they	PRON
fcis-9419	18	19	still	still	ADV
fcis-9419	18	20	have	have	VERB
fcis-9419	18	21	theoretical	theoretical	ADJ
fcis-9419	18	22	limitations	limitation	NOUN
fcis-9419	18	23	.	.	PUNCT
fcis-9419	19	1	a	a	DET
fcis-9419	19	2	comprehensive	comprehensive	ADJ
fcis-9419	19	3	analysis	analysis	NOUN
fcis-9419	19	4	of	of	ADP
fcis-9419	19	5	the	the	DET
fcis-9419	19	6	true	true	ADJ
fcis-9419	19	7	mechanism	mechanism	NOUN
fcis-9419	19	8	requires	require	VERB
fcis-9419	19	9	considering	consider	VERB
fcis-9419	19	10	the	the	DET
fcis-9419	19	11	coupling	coupling	NOUN
fcis-9419	19	12	of	of	ADP
fcis-9419	19	13	unstable	unstable	ADJ
fcis-9419	19	14	pipe	pipe	NOUN
fcis-9419	19	15	flow	flow	NOUN
fcis-9419	19	16	in	in	ADP
fcis-9419	19	17	the	the	DET
fcis-9419	19	18	wellbore	wellbore	NOUN
fcis-9419	19	19	and	and	CCONJ
fcis-9419	19	20	unstable	unstable	ADJ
fcis-9419	19	21	seepage	seepage	NOUN
fcis-9419	19	22	in	in	ADP
fcis-9419	19	23	the	the	DET
fcis-9419	19	24	reservoir	reservoir	NOUN
fcis-9419	19	25	.	.	PUNCT
fcis-9419	20	1	additionally	additionally	ADV
fcis-9419	20	2	,	,	PUNCT
fcis-9419	20	3	the	the	DET
fcis-9419	20	4	critical	critical	ADJ
fcis-9419	20	5	liquidcarrying	liquidcarrying	NOUN
fcis-9419	20	6	flow	flow	NOUN
fcis-9419	20	7	rate	rate	NOUN
fcis-9419	20	8	is	be	AUX
fcis-9419	20	9	also	also	ADV
fcis-9419	20	10	related	relate	VERB
fcis-9419	20	11	to	to	ADP
fcis-9419	20	12	the	the	DET
fcis-9419	20	13	temperature	temperature	NOUN
fcis-9419	20	14	and	and	CCONJ
fcis-9419	20	15	pressure	pressure	NOUN
fcis-9419	20	16	distribution	distribution	NOUN
fcis-9419	20	17	along	along	ADP
fcis-9419	20	18	the	the	DET
fcis-9419	20	19	well	well	ADJ
fcis-9419	20	20	depth	depth	NOUN
fcis-9419	20	21	.	.	PUNCT
fcis-9419	21	1	therefore	therefore	ADV
fcis-9419	21	2	,	,	PUNCT
fcis-9419	21	3	using	use	VERB
fcis-9419	21	4	traditional	traditional	ADJ
fcis-9419	21	5	critical	critical	ADJ
fcis-9419	21	6	liquid	liquid	NOUN
fcis-9419	21	7	-	-	PUNCT
fcis-9419	21	8	carrying	carry	VERB
fcis-9419	21	9	models	model	NOUN
fcis-9419	21	10	to	to	PART
fcis-9419	21	11	determine	determine	VERB
fcis-9419	21	12	the	the	DET
fcis-9419	21	13	liquid	liquid	ADJ
fcis-9419	21	14	accumulation	accumulation	NOUN
fcis-9419	21	15	status	status	NOUN
fcis-9419	21	16	in	in	ADP
fcis-9419	21	17	gas	gas	NOUN
fcis-9419	21	18	wells	well	NOUN
fcis-9419	21	19	can	can	AUX
fcis-9419	21	20	result	result	VERB
fcis-9419	21	21	in	in	ADP
fcis-9419	21	22	significant	significant	ADJ
fcis-9419	21	23	prediction	prediction	NOUN
fcis-9419	21	24	errors	error	NOUN
fcis-9419	21	25	.	.	PUNCT
fcis-9419	22	1	3	3	X
fcis-9419	22	2	.	.	X
fcis-9419	22	3	establishment	establishment	NOUN
fcis-9419	22	4	of	of	ADP
fcis-9419	22	5	liquid	liquid	ADJ
fcis-9419	22	6	accumulation	accumulation	NOUN
fcis-9419	22	7	state	state	NOUN
fcis-9419	22	8	model	model	NOUN
fcis-9419	22	9	based	base	VERB
fcis-9419	22	10	on	on	ADP
fcis-9419	22	11	ensemble	ensemble	ADJ
fcis-9419	22	12	learning	learning	NOUN
fcis-9419	22	13	algorithm	algorithm	NOUN
fcis-9419	22	14	3.1	3.1	NUM
fcis-9419	22	15	.	.	PUNCT
fcis-9419	23	1	introduction	introduction	NOUN
fcis-9419	23	2	to	to	PART
fcis-9419	23	3	ensemble	ensemble	VERB
fcis-9419	23	4	learning	learning	NOUN
fcis-9419	23	5	algorithms	algorithm	NOUN
fcis-9419	23	6	ensemble	ensemble	ADJ
fcis-9419	23	7	learning	learning	NOUN
fcis-9419	23	8	is	be	AUX
fcis-9419	23	9	a	a	DET
fcis-9419	23	10	machine	machine	NOUN
fcis-9419	23	11	learning	learning	NOUN
fcis-9419	23	12	technique	technique	NOUN
fcis-9419	23	13	that	that	PRON
fcis-9419	23	14	combines	combine	VERB
fcis-9419	23	15	multiple	multiple	ADJ
fcis-9419	23	16	base	base	NOUN
fcis-9419	23	17	learning	learn	VERB
fcis-9419	23	18	algorithms	algorithm	NOUN
fcis-9419	23	19	to	to	PART
fcis-9419	23	20	construct	construct	VERB
fcis-9419	23	21	a	a	DET
fcis-9419	23	22	more	more	ADV
fcis-9419	23	23	powerful	powerful	ADJ
fcis-9419	23	24	model	model	NOUN
fcis-9419	23	25	for	for	ADP
fcis-9419	23	26	improved	improved	ADJ
fcis-9419	23	27	prediction	prediction	NOUN
fcis-9419	23	28	accuracy	accuracy	NOUN
fcis-9419	23	29	and	and	CCONJ
fcis-9419	23	30	robustness	robustness	NOUN
fcis-9419	23	31	.	.	PUNCT
fcis-9419	24	1	ensemble	ensemble	ADJ
fcis-9419	24	2	learning	learning	NOUN
fcis-9419	24	3	can	can	AUX
fcis-9419	24	4	be	be	AUX
fcis-9419	24	5	applied	apply	VERB
fcis-9419	24	6	to	to	ADP
fcis-9419	24	7	both	both	DET
fcis-9419	24	8	classification	classification	NOUN
fcis-9419	24	9	and	and	CCONJ
fcis-9419	24	10	regression	regression	NOUN
fcis-9419	24	11	problems	problem	NOUN
fcis-9419	24	12	and	and	CCONJ
fcis-9419	24	13	has	have	VERB
fcis-9419	24	14	wide	wide	ADV
fcis-9419	24	15	-	-	PUNCT
fcis-9419	24	16	ranging	range	VERB
fcis-9419	24	17	applications	application	NOUN
fcis-9419	24	18	in	in	ADP
fcis-9419	24	19	many	many	ADJ
fcis-9419	24	20	fields	field	NOUN
fcis-9419	24	21	.	.	PUNCT
fcis-9419	25	1	here	here	ADV
fcis-9419	25	2	are	be	AUX
fcis-9419	25	3	several	several	ADJ
fcis-9419	25	4	common	common	ADJ
fcis-9419	25	5	ensemble	ensemble	ADJ
fcis-9419	25	6	learning	learning	NOUN
fcis-9419	25	7	algorithms	algorithm	NOUN
fcis-9419	25	8	:	:	PUNCT
fcis-9419	25	9	(	(	PUNCT
fcis-9419	25	10	1	1	X
fcis-9419	25	11	)	)	PUNCT
fcis-9419	25	12	voting	voting	NOUN
fcis-9419	25	13	:	:	PUNCT
fcis-9419	25	14	voting	voting	NOUN
fcis-9419	25	15	is	be	AUX
fcis-9419	25	16	one	one	NUM
fcis-9419	25	17	of	of	ADP
fcis-9419	25	18	the	the	DET
fcis-9419	25	19	simplest	simple	ADJ
fcis-9419	25	20	ensemble	ensemble	ADJ
fcis-9419	25	21	learning	learning	NOUN
fcis-9419	25	22	algorithms	algorithm	NOUN
fcis-9419	25	23	.	.	PUNCT
fcis-9419	26	1	it	it	PRON
fcis-9419	26	2	combines	combine	VERB
fcis-9419	26	3	the	the	DET
fcis-9419	26	4	predictions	prediction	NOUN
fcis-9419	26	5	of	of	ADP
fcis-9419	26	6	multiple	multiple	ADJ
fcis-9419	26	7	base	base	NOUN
fcis-9419	26	8	models	model	NOUN
fcis-9419	26	9	through	through	ADP
fcis-9419	26	10	voting	voting	NOUN
fcis-9419	26	11	or	or	CCONJ
fcis-9419	26	12	averaging	average	VERB
fcis-9419	26	13	to	to	PART
fcis-9419	26	14	make	make	VERB
fcis-9419	26	15	the	the	DET
fcis-9419	26	16	final	final	ADJ
fcis-9419	26	17	prediction	prediction	NOUN
fcis-9419	26	18	.	.	PUNCT
fcis-9419	27	1	voting	voting	NOUN
fcis-9419	27	2	can	can	AUX
fcis-9419	27	3	be	be	AUX
fcis-9419	27	4	used	use	VERB
fcis-9419	27	5	for	for	ADP
fcis-9419	27	6	both	both	CCONJ
fcis-9419	27	7	classification	classification	NOUN
fcis-9419	27	8	and	and	CCONJ
fcis-9419	27	9	regression	regression	NOUN
fcis-9419	27	10	problems	problem	NOUN
fcis-9419	27	11	.	.	PUNCT
fcis-9419	28	1	(	(	PUNCT
fcis-9419	28	2	2	2	X
fcis-9419	28	3	)	)	PUNCT
fcis-9419	28	4	stacking	stacking	NOUN
fcis-9419	28	5	:	:	PUNCT
fcis-9419	28	6	stacking	stack	VERB
fcis-9419	28	7	involves	involve	VERB
fcis-9419	28	8	building	build	VERB
fcis-9419	28	9	multiple	multiple	ADJ
fcis-9419	28	10	layers	layer	NOUN
fcis-9419	28	11	of	of	ADP
fcis-9419	28	12	31	31	NUM
fcis-9419	28	13	models	model	NOUN
fcis-9419	28	14	for	for	ADP
fcis-9419	28	15	ensemble	ensemble	ADJ
fcis-9419	28	16	learning	learning	NOUN
fcis-9419	28	17	.	.	PUNCT
fcis-9419	29	1	firstly	firstly	ADV
fcis-9419	29	2	,	,	PUNCT
fcis-9419	29	3	the	the	DET
fcis-9419	29	4	training	training	NOUN
fcis-9419	29	5	data	data	NOUN
fcis-9419	29	6	is	be	AUX
fcis-9419	29	7	divided	divide	VERB
fcis-9419	29	8	into	into	ADP
fcis-9419	29	9	several	several	ADJ
fcis-9419	29	10	subsets	subset	NOUN
fcis-9419	29	11	,	,	PUNCT
fcis-9419	29	12	with	with	SCONJ
fcis-9419	29	13	each	each	DET
fcis-9419	29	14	subset	subset	NOUN
fcis-9419	29	15	used	use	VERB
fcis-9419	29	16	to	to	PART
fcis-9419	29	17	train	train	VERB
fcis-9419	29	18	different	different	ADJ
fcis-9419	29	19	base	base	NOUN
fcis-9419	29	20	models	model	NOUN
fcis-9419	29	21	.	.	PUNCT
fcis-9419	30	1	then	then	ADV
fcis-9419	30	2	,	,	PUNCT
fcis-9419	30	3	the	the	DET
fcis-9419	30	4	predictions	prediction	NOUN
fcis-9419	30	5	of	of	ADP
fcis-9419	30	6	these	these	DET
fcis-9419	30	7	base	base	NOUN
fcis-9419	30	8	models	model	NOUN
fcis-9419	30	9	are	be	AUX
fcis-9419	30	10	used	use	VERB
fcis-9419	30	11	as	as	ADP
fcis-9419	30	12	inputs	input	NOUN
fcis-9419	30	13	to	to	PART
fcis-9419	30	14	train	train	VERB
fcis-9419	30	15	a	a	DET
fcis-9419	30	16	meta	meta	NOUN
fcis-9419	30	17	-	-	PUNCT
fcis-9419	30	18	model	model	NOUN
fcis-9419	30	19	for	for	ADP
fcis-9419	30	20	the	the	DET
fcis-9419	30	21	final	final	ADJ
fcis-9419	30	22	prediction	prediction	NOUN
fcis-9419	30	23	.	.	PUNCT
fcis-9419	31	1	(	(	PUNCT
fcis-9419	31	2	3	3	X
fcis-9419	31	3	)	)	PUNCT
fcis-9419	31	4	boosting	boost	VERB
fcis-9419	31	5	:	:	PUNCT
fcis-9419	31	6	boosting	boost	VERB
fcis-9419	31	7	is	be	AUX
fcis-9419	31	8	an	an	DET
fcis-9419	31	9	iterative	iterative	NOUN
fcis-9419	31	10	ensemble	ensemble	ADJ
fcis-9419	31	11	learning	learning	NOUN
fcis-9419	31	12	algorithm	algorithm	NOUN
fcis-9419	31	13	.	.	PUNCT
fcis-9419	32	1	it	it	PRON
fcis-9419	32	2	constructs	construct	VERB
fcis-9419	32	3	a	a	DET
fcis-9419	32	4	strong	strong	ADJ
fcis-9419	32	5	classifier	classifier	NOUN
fcis-9419	32	6	by	by	ADP
fcis-9419	32	7	training	train	VERB
fcis-9419	32	8	a	a	DET
fcis-9419	32	9	series	series	NOUN
fcis-9419	32	10	of	of	ADP
fcis-9419	32	11	weak	weak	ADJ
fcis-9419	32	12	classifiers	classifier	NOUN
fcis-9419	32	13	(	(	PUNCT
fcis-9419	32	14	e.g.	e.g.	ADV
fcis-9419	32	15	,	,	PUNCT
fcis-9419	32	16	decision	decision	NOUN
fcis-9419	32	17	trees	tree	NOUN
fcis-9419	32	18	)	)	PUNCT
fcis-9419	32	19	.	.	PUNCT
fcis-9419	33	1	each	each	DET
fcis-9419	33	2	weak	weak	ADJ
fcis-9419	33	3	classifier	classifier	NOUN
fcis-9419	33	4	attempts	attempt	NOUN
fcis-9419	33	5	to	to	PART
fcis-9419	33	6	correct	correct	VERB
fcis-9419	33	7	the	the	DET
fcis-9419	33	8	errors	error	NOUN
fcis-9419	33	9	made	make	VERB
fcis-9419	33	10	by	by	ADP
fcis-9419	33	11	the	the	DET
fcis-9419	33	12	previous	previous	ADJ
fcis-9419	33	13	classifier	classifier	NOUN
fcis-9419	33	14	.	.	PUNCT
fcis-9419	34	1	common	common	ADJ
fcis-9419	34	2	boosting	boost	VERB
fcis-9419	34	3	algorithms	algorithm	NOUN
fcis-9419	34	4	include	include	VERB
fcis-9419	34	5	adaboost	adaboost	ADV
fcis-9419	34	6	,	,	PUNCT
fcis-9419	34	7	gradient	gradient	ADJ
fcis-9419	34	8	boosting	boost	VERB
fcis-9419	34	9	trees	tree	NOUN
fcis-9419	34	10	,	,	PUNCT
fcis-9419	34	11	and	and	CCONJ
fcis-9419	34	12	xgboost	xgboost	X
fcis-9419	34	13	.	.	PUNCT
fcis-9419	35	1	(	(	PUNCT
fcis-9419	35	2	4	4	X
fcis-9419	35	3	)	)	PUNCT
fcis-9419	35	4	bagging	bagging	NOUN
fcis-9419	35	5	:	:	PUNCT
fcis-9419	35	6	bagging	bagging	NOUN
fcis-9419	35	7	constructs	construct	VERB
fcis-9419	35	8	multiple	multiple	ADJ
fcis-9419	35	9	base	base	NOUN
fcis-9419	35	10	learners	learner	NOUN
fcis-9419	35	11	by	by	ADP
fcis-9419	35	12	randomly	randomly	ADV
fcis-9419	35	13	sampling	sample	VERB
fcis-9419	35	14	with	with	ADP
fcis-9419	35	15	replacement	replacement	NOUN
fcis-9419	35	16	from	from	ADP
fcis-9419	35	17	the	the	DET
fcis-9419	35	18	original	original	ADJ
fcis-9419	35	19	training	training	NOUN
fcis-9419	35	20	set	set	NOUN
fcis-9419	35	21	.	.	PUNCT
fcis-9419	36	1	each	each	DET
fcis-9419	36	2	base	base	NOUN
fcis-9419	36	3	learner	learner	NOUN
fcis-9419	36	4	is	be	AUX
fcis-9419	36	5	trained	train	VERB
fcis-9419	36	6	independently	independently	ADV
fcis-9419	36	7	,	,	PUNCT
fcis-9419	36	8	and	and	CCONJ
fcis-9419	36	9	their	their	PRON
fcis-9419	36	10	predictions	prediction	NOUN
fcis-9419	36	11	are	be	AUX
fcis-9419	36	12	combined	combine	VERB
fcis-9419	36	13	through	through	ADP
fcis-9419	36	14	voting	voting	NOUN
fcis-9419	36	15	or	or	CCONJ
fcis-9419	36	16	averaging	average	VERB
fcis-9419	36	17	to	to	PART
fcis-9419	36	18	obtain	obtain	VERB
fcis-9419	36	19	the	the	DET
fcis-9419	36	20	final	final	ADJ
fcis-9419	36	21	prediction	prediction	NOUN
fcis-9419	36	22	result	result	NOUN
fcis-9419	36	23	.	.	PUNCT
fcis-9419	37	1	random	random	ADJ
fcis-9419	37	2	forest	forest	NOUN
fcis-9419	37	3	is	be	AUX
fcis-9419	37	4	a	a	DET
fcis-9419	37	5	common	common	ADJ
fcis-9419	37	6	bagging	bagging	NOUN
fcis-9419	37	7	algorithm	algorithm	NOUN
fcis-9419	37	8	.	.	PUNCT
fcis-9419	38	1	3.2	3.2	NUM
fcis-9419	38	2	.	.	PUNCT
fcis-9419	38	3	data	datum	NOUN
fcis-9419	38	4	acquisition	acquisition	NOUN
fcis-9419	38	5	and	and	CCONJ
fcis-9419	38	6	preprocessing	preprocessing	NOUN
fcis-9419	38	7	by	by	ADP
fcis-9419	38	8	the	the	DET
fcis-9419	38	9	end	end	NOUN
fcis-9419	38	10	of	of	ADP
fcis-9419	38	11	2023	2023	NUM
fcis-9419	38	12	,	,	PUNCT
fcis-9419	38	13	a	a	DET
fcis-9419	38	14	total	total	NOUN
fcis-9419	38	15	of	of	ADP
fcis-9419	38	16	147	147	NUM
fcis-9419	38	17	horizontal	horizontal	ADJ
fcis-9419	38	18	wells	well	NOUN
fcis-9419	38	19	have	have	AUX
fcis-9419	38	20	been	be	AUX
fcis-9419	38	21	put	put	VERB
fcis-9419	38	22	into	into	ADP
fcis-9419	38	23	production	production	NOUN
fcis-9419	38	24	in	in	ADP
fcis-9419	38	25	a	a	DET
fcis-9419	38	26	certain	certain	ADJ
fcis-9419	38	27	block	block	NOUN
fcis-9419	38	28	of	of	ADP
fcis-9419	38	29	the	the	DET
fcis-9419	38	30	sulige	sulige	NOUN
fcis-9419	38	31	field	field	NOUN
fcis-9419	38	32	,	,	PUNCT
fcis-9419	38	33	among	among	ADP
fcis-9419	38	34	which	which	PRON
fcis-9419	38	35	138	138	NUM
fcis-9419	38	36	wells	well	NOUN
fcis-9419	38	37	are	be	AUX
fcis-9419	38	38	low	low	ADJ
fcis-9419	38	39	-	-	PUNCT
fcis-9419	38	40	yield	yield	NOUN
fcis-9419	38	41	and	and	CCONJ
fcis-9419	38	42	low	low	ADJ
fcis-9419	38	43	-	-	PUNCT
fcis-9419	38	44	pressure	pressure	NOUN
fcis-9419	38	45	horizontal	horizontal	ADJ
fcis-9419	38	46	wells	well	NOUN
fcis-9419	38	47	.	.	PUNCT
fcis-9419	39	1	dynamic	dynamic	ADJ
fcis-9419	39	2	production	production	NOUN
fcis-9419	39	3	data	datum	NOUN
fcis-9419	39	4	and	and	CCONJ
fcis-9419	39	5	actual	actual	ADJ
fcis-9419	39	6	liquid	liquid	ADJ
fcis-9419	39	7	accumulation	accumulation	NOUN
fcis-9419	39	8	status	status	NOUN
fcis-9419	39	9	were	be	AUX
fcis-9419	39	10	collected	collect	VERB
fcis-9419	39	11	from	from	ADP
fcis-9419	39	12	these	these	DET
fcis-9419	39	13	138	138	NUM
fcis-9419	39	14	horizontal	horizontal	ADJ
fcis-9419	39	15	wells	well	NOUN
fcis-9419	39	16	.	.	PUNCT
fcis-9419	40	1	parameters	parameter	NOUN
fcis-9419	40	2	such	such	ADJ
fcis-9419	40	3	as	as	ADP
fcis-9419	40	4	oil	oil	NOUN
fcis-9419	40	5	pressure	pressure	NOUN
fcis-9419	40	6	,	,	PUNCT
fcis-9419	40	7	casing	case	VERB
fcis-9419	40	8	pressure	pressure	NOUN
fcis-9419	40	9	,	,	PUNCT
fcis-9419	40	10	daily	daily	ADJ
fcis-9419	40	11	liquid	liquid	ADJ
fcis-9419	40	12	production	production	NOUN
fcis-9419	40	13	,	,	PUNCT
fcis-9419	40	14	daily	daily	ADJ
fcis-9419	40	15	gas	gas	NOUN
fcis-9419	40	16	production	production	NOUN
fcis-9419	40	17	,	,	PUNCT
fcis-9419	40	18	wellhead	wellhead	NOUN
fcis-9419	40	19	temperature	temperature	NOUN
fcis-9419	40	20	,	,	PUNCT
fcis-9419	40	21	well	well	INTJ
fcis-9419	40	22	inclination	inclination	NOUN
fcis-9419	40	23	angle	angle	NOUN
fcis-9419	40	24	,	,	PUNCT
fcis-9419	40	25	and	and	CCONJ
fcis-9419	40	26	vertical	vertical	ADJ
fcis-9419	40	27	depth	depth	NOUN
fcis-9419	40	28	were	be	AUX
fcis-9419	40	29	determined	determine	VERB
fcis-9419	40	30	as	as	ADP
fcis-9419	40	31	input	input	NOUN
fcis-9419	40	32	parameters	parameter	NOUN
fcis-9419	40	33	for	for	ADP
fcis-9419	40	34	the	the	DET
fcis-9419	40	35	liquid	liquid	ADJ
fcis-9419	40	36	accumulation	accumulation	NOUN
fcis-9419	40	37	model	model	NOUN
fcis-9419	40	38	,	,	PUNCT
fcis-9419	40	39	while	while	SCONJ
fcis-9419	40	40	the	the	DET
fcis-9419	40	41	output	output	NOUN
fcis-9419	40	42	parameter	parameter	NOUN
fcis-9419	40	43	was	be	AUX
fcis-9419	40	44	the	the	DET
fcis-9419	40	45	liquid	liquid	ADJ
fcis-9419	40	46	accumulation	accumulation	NOUN
fcis-9419	40	47	status	status	NOUN
fcis-9419	40	48	of	of	ADP
fcis-9419	40	49	the	the	DET
fcis-9419	40	50	gas	gas	NOUN
fcis-9419	40	51	wells	well	NOUN
fcis-9419	40	52	,	,	PUNCT
fcis-9419	40	53	with	with	ADP
fcis-9419	40	54	"	"	PUNCT
fcis-9419	40	55	0	0	NUM
fcis-9419	40	56	"	"	PUNCT
fcis-9419	40	57	indicating	indicate	VERB
fcis-9419	40	58	liquid	liquid	ADJ
fcis-9419	40	59	accumulation	accumulation	NOUN
fcis-9419	40	60	and	and	CCONJ
fcis-9419	40	61	"	"	PUNCT
fcis-9419	40	62	1	1	NUM
fcis-9419	40	63	"	"	PUNCT
fcis-9419	40	64	indicating	indicate	VERB
fcis-9419	40	65	no	no	DET
fcis-9419	40	66	liquid	liquid	ADJ
fcis-9419	40	67	accumulation	accumulation	NOUN
fcis-9419	40	68	.	.	PUNCT
fcis-9419	41	1	data	datum	NOUN
fcis-9419	41	2	samples	sample	NOUN
fcis-9419	41	3	were	be	AUX
fcis-9419	41	4	processed	process	VERB
fcis-9419	41	5	to	to	PART
fcis-9419	41	6	handle	handle	VERB
fcis-9419	41	7	missing	miss	VERB
fcis-9419	41	8	values	value	NOUN
fcis-9419	41	9	and	and	CCONJ
fcis-9419	41	10	outliers	outlier	NOUN
fcis-9419	41	11	,	,	PUNCT
fcis-9419	41	12	resulting	result	VERB
fcis-9419	41	13	in	in	ADP
fcis-9419	41	14	a	a	DET
fcis-9419	41	15	final	final	ADJ
fcis-9419	41	16	dataset	dataset	NOUN
fcis-9419	41	17	of	of	ADP
fcis-9419	41	18	127	127	NUM
fcis-9419	41	19	gas	gas	NOUN
fcis-9419	41	20	wells	well	NOUN
fcis-9419	41	21	for	for	ADP
fcis-9419	41	22	the	the	DET
fcis-9419	41	23	ensemble	ensemble	ADJ
fcis-9419	41	24	learning	learning	NOUN
fcis-9419	41	25	modeling	model	VERB
fcis-9419	41	26	study	study	NOUN
fcis-9419	41	27	.	.	PUNCT
fcis-9419	42	1	additionally	additionally	ADV
fcis-9419	42	2	,	,	PUNCT
fcis-9419	42	3	there	there	PRON
fcis-9419	42	4	are	be	VERB
fcis-9419	42	5	variations	variation	NOUN
fcis-9419	42	6	in	in	ADP
fcis-9419	42	7	the	the	DET
fcis-9419	42	8	magnitude	magnitude	NOUN
fcis-9419	42	9	of	of	ADP
fcis-9419	42	10	different	different	ADJ
fcis-9419	42	11	parameters	parameter	NOUN
fcis-9419	42	12	,	,	PUNCT
fcis-9419	42	13	and	and	CCONJ
fcis-9419	42	14	this	this	DET
fcis-9419	42	15	variation	variation	NOUN
fcis-9419	42	16	can	can	AUX
fcis-9419	42	17	amplify	amplify	VERB
fcis-9419	42	18	the	the	DET
fcis-9419	42	19	impact	impact	NOUN
fcis-9419	42	20	of	of	ADP
fcis-9419	42	21	certain	certain	ADJ
fcis-9419	42	22	parameters	parameter	NOUN
fcis-9419	42	23	on	on	ADP
fcis-9419	42	24	the	the	DET
fcis-9419	42	25	results	result	NOUN
fcis-9419	42	26	.	.	PUNCT
fcis-9419	43	1	to	to	PART
fcis-9419	43	2	mitigate	mitigate	VERB
fcis-9419	43	3	this	this	DET
fcis-9419	43	4	issue	issue	NOUN
fcis-9419	43	5	,	,	PUNCT
fcis-9419	43	6	min	min	PROPN
fcis-9419	43	7	-	-	ADJ
fcis-9419	43	8	max	max	PROPN
fcis-9419	43	9	normalization	normalization	NOUN
fcis-9419	43	10	was	be	AUX
fcis-9419	43	11	applied	apply	VERB
fcis-9419	43	12	.	.	PUNCT
fcis-9419	44	1	a	a	DET
fcis-9419	44	2	portion	portion	NOUN
fcis-9419	44	3	of	of	ADP
fcis-9419	44	4	the	the	DET
fcis-9419	44	5	standardized	standardized	ADJ
fcis-9419	44	6	data	data	NOUN
fcis-9419	44	7	is	be	AUX
fcis-9419	44	8	shown	show	VERB
fcis-9419	44	9	in	in	ADP
fcis-9419	44	10	table	table	NOUN
fcis-9419	44	11	1	1	NUM
fcis-9419	44	12	below	below	ADV
fcis-9419	44	13	:	:	PUNCT
fcis-9419	44	14	table	table	NOUN
fcis-9419	44	15	1	1	NUM
fcis-9419	44	16	.	.	PUNCT
fcis-9419	45	1	sample	sample	NOUN
fcis-9419	45	2	of	of	ADP
fcis-9419	45	3	block	block	NOUN
fcis-9419	45	4	data	datum	NOUN
fcis-9419	45	5	standardization	standardization	NOUN
fcis-9419	45	6	well	well	INTJ
fcis-9419	45	7	no	no	INTJ
fcis-9419	45	8	.	.	PUNCT
fcis-9419	46	1	oil	oil	NOUN
fcis-9419	46	2	pressure	pressure	NOUN
fcis-9419	46	3	casing	casing	NOUN
fcis-9419	46	4	pressure	pressure	NOUN
fcis-9419	46	5	daily	daily	ADJ
fcis-9419	46	6	liquid	liquid	ADJ
fcis-9419	46	7	production	production	NOUN
fcis-9419	46	8	daily	daily	ADJ
fcis-9419	46	9	gas	gas	NOUN
fcis-9419	46	10	production	production	NOUN
fcis-9419	46	11	wellhead	wellhead	NOUN
fcis-9419	46	12	temperature	temperature	NOUN
fcis-9419	46	13	well	well	NOUN
fcis-9419	46	14	inclination	inclination	NOUN
fcis-9419	46	15	angle	angle	NOUN
fcis-9419	46	16	vertical	vertical	ADJ
fcis-9419	46	17	depth	depth	NOUN
fcis-9419	46	18	liquid	liquid	ADJ
fcis-9419	46	19	accumulation	accumulation	NOUN
fcis-9419	46	20	status	status	NOUN
fcis-9419	46	21	1	1	NUM
fcis-9419	46	22	0.115	0.115	NUM
fcis-9419	46	23	0.578	0.578	NUM
fcis-9419	46	24	0.104	0.104	NUM
fcis-9419	46	25	0.741	0.741	NUM
fcis-9419	46	26	0.280	0.280	NUM
fcis-9419	46	27	0.171	0.171	NUM
fcis-9419	46	28	0.142	0.142	NUM
fcis-9419	46	29	1	1	NUM
fcis-9419	46	30	2	2	NUM
fcis-9419	46	31	0.276	0.276	NUM
fcis-9419	46	32	0.377	0.377	NUM
fcis-9419	46	33	0.417	0.417	NUM
fcis-9419	46	34	0.586	0.586	NUM
fcis-9419	46	35	0.257	0.257	NUM
fcis-9419	46	36	0.367	0.367	NUM
fcis-9419	46	37	0.574	0.574	NUM
fcis-9419	46	38	1	1	NUM
fcis-9419	46	39	3	3	NUM
fcis-9419	46	40	0.355	0.355	NUM
fcis-9419	46	41	0.687	0.687	NUM
fcis-9419	46	42	0.684	0.684	NUM
fcis-9419	46	43	0.297	0.297	NUM
fcis-9419	46	44	0.177	0.177	NUM
fcis-9419	46	45	0.714	0.714	NUM
fcis-9419	46	46	0.687	0.687	NUM
fcis-9419	46	47	0	0	NUM
fcis-9419	46	48	4	4	NUM
fcis-9419	46	49	0.847	0.847	NUM
fcis-9419	46	50	0.125	0.125	NUM
fcis-9419	46	51	0.247	0.247	NUM
fcis-9419	46	52	0.471	0.471	NUM
fcis-9419	46	53	0.771	0.771	NUM
fcis-9419	46	54	0.378	0.378	NUM
fcis-9419	46	55	0.417	0.417	NUM
fcis-9419	46	56	1	1	NUM
fcis-9419	46	57	…	…	PUNCT
fcis-9419	46	58	…	…	PUNCT
fcis-9419	46	59	125	125	NUM
fcis-9419	46	60	0.348	0.348	NUM
fcis-9419	46	61	0.748	0.748	NUM
fcis-9419	46	62	0.639	0.639	NUM
fcis-9419	46	63	0.238	0.238	NUM
fcis-9419	46	64	0.947	0.947	NUM
fcis-9419	46	65	0.787	0.787	NUM
fcis-9419	46	66	0.372	0.372	NUM
fcis-9419	46	67	1	1	NUM
fcis-9419	46	68	126	126	NUM
fcis-9419	46	69	0.413	0.413	NUM
fcis-9419	46	70	0.479	0.479	NUM
fcis-9419	46	71	0.471	0.471	NUM
fcis-9419	46	72	0.412	0.412	NUM
fcis-9419	46	73	0.828	0.828	NUM
fcis-9419	46	74	0.324	0.324	NUM
fcis-9419	46	75	0.747	0.747	NUM
fcis-9419	46	76	0	0	NUM
fcis-9419	46	77	127	127	NUM
fcis-9419	46	78	0.789	0.789	NUM
fcis-9419	46	79	0.537	0.537	NUM
fcis-9419	46	80	0.489	0.489	NUM
fcis-9419	46	81	0.367	0.367	NUM
fcis-9419	46	82	0.147	0.147	NUM
fcis-9419	46	83	0.374	0.374	NUM
fcis-9419	46	84	0.489	0.489	NUM
fcis-9419	46	85	0	0	NUM
fcis-9419	46	86	3.3	3.3	NUM
fcis-9419	46	87	.	.	PUNCT
fcis-9419	47	1	establishment	establishment	NOUN
fcis-9419	47	2	of	of	ADP
fcis-9419	47	3	liquid	liquid	ADJ
fcis-9419	47	4	accumulation	accumulation	NOUN
fcis-9419	47	5	status	status	NOUN
fcis-9419	47	6	prediction	prediction	NOUN
fcis-9419	47	7	model	model	NOUN
fcis-9419	47	8	due	due	ADP
fcis-9419	47	9	to	to	ADP
fcis-9419	47	10	the	the	DET
fcis-9419	47	11	limited	limited	ADJ
fcis-9419	47	12	number	number	NOUN
fcis-9419	47	13	of	of	ADP
fcis-9419	47	14	collected	collect	VERB
fcis-9419	47	15	samples	sample	NOUN
fcis-9419	47	16	,	,	PUNCT
fcis-9419	47	17	ensemble	ensemble	ADJ
fcis-9419	47	18	learning	learning	NOUN
fcis-9419	47	19	algorithms	algorithm	NOUN
fcis-9419	47	20	demonstrate	demonstrate	VERB
fcis-9419	47	21	better	well	ADJ
fcis-9419	47	22	predictive	predictive	ADJ
fcis-9419	47	23	performance	performance	NOUN
fcis-9419	47	24	on	on	ADP
fcis-9419	47	25	small	small	ADJ
fcis-9419	47	26	-	-	PUNCT
fcis-9419	47	27	sized	sized	ADJ
fcis-9419	47	28	datasets	dataset	NOUN
fcis-9419	47	29	.	.	PUNCT
fcis-9419	48	1	therefore	therefore	ADV
fcis-9419	48	2	,	,	PUNCT
fcis-9419	48	3	the	the	DET
fcis-9419	48	4	random	random	ADJ
fcis-9419	48	5	forest	forest	NOUN
fcis-9419	48	6	and	and	CCONJ
fcis-9419	48	7	gradient	gradient	ADJ
fcis-9419	48	8	boosting	boost	VERB
fcis-9419	48	9	decision	decision	NOUN
fcis-9419	48	10	tree	tree	NOUN
fcis-9419	48	11	(	(	PUNCT
fcis-9419	48	12	gbdt	gbdt	NOUN
fcis-9419	48	13	)	)	PUNCT
fcis-9419	48	14	algorithms	algorithm	NOUN
fcis-9419	48	15	from	from	ADP
fcis-9419	48	16	ensemble	ensemble	ADJ
fcis-9419	48	17	learning	learning	NOUN
fcis-9419	48	18	are	be	AUX
fcis-9419	48	19	employed	employ	VERB
fcis-9419	48	20	to	to	PART
fcis-9419	48	21	learn	learn	VERB
fcis-9419	48	22	from	from	ADP
fcis-9419	48	23	the	the	DET
fcis-9419	48	24	field	field	NOUN
fcis-9419	48	25	sample	sample	NOUN
fcis-9419	48	26	data	datum	NOUN
fcis-9419	48	27	and	and	CCONJ
fcis-9419	48	28	establish	establish	VERB
fcis-9419	48	29	the	the	DET
fcis-9419	48	30	model	model	NOUN
fcis-9419	48	31	for	for	ADP
fcis-9419	48	32	determining	determine	VERB
fcis-9419	48	33	the	the	DET
fcis-9419	48	34	liquid	liquid	ADJ
fcis-9419	48	35	accumulation	accumulation	NOUN
fcis-9419	48	36	status	status	NOUN
fcis-9419	48	37	in	in	ADP
fcis-9419	48	38	gas	gas	NOUN
fcis-9419	48	39	wells	well	NOUN
fcis-9419	48	40	.	.	PUNCT
fcis-9419	49	1	table	table	NOUN
fcis-9419	49	2	2	2	NUM
fcis-9419	49	3	.	.	PUNCT
fcis-9419	49	4	hyperparameters	hyperparameter	NOUN
fcis-9419	49	5	for	for	ADP
fcis-9419	49	6	random	random	ADJ
fcis-9419	49	7	forest	forest	NOUN
fcis-9419	49	8	and	and	CCONJ
fcis-9419	49	9	gbdt	gbdt	NOUN
fcis-9419	49	10	model	model	NOUN
fcis-9419	49	11	hyperparameters	hyperparameter	NOUN
fcis-9419	49	12	random	random	ADJ
fcis-9419	49	13	forest	forest	NOUN
fcis-9419	49	14	n_estimators=120	n_estimators=120	PROPN
fcis-9419	49	15	,	,	PUNCT
fcis-9419	49	16	bootstrap	bootstrap	NOUN
fcis-9419	49	17	=	=	NOUN
fcis-9419	49	18	true	true	ADJ
fcis-9419	49	19	,	,	PUNCT
fcis-9419	49	20	max_depth=12	max_depth=12	PROPN
fcis-9419	49	21	,	,	PUNCT
fcis-9419	49	22	min_sample_leaf=1	min_sample_leaf=1	NOUN
fcis-9419	49	23	,	,	PUNCT
fcis-9419	49	24	min_sample_split=2	min_sample_split=2	PROPN
fcis-9419	49	25	gbdt	gbdt	NOUN
fcis-9419	49	26	max_depth=24,n_estimators=100,learning_rate=0.1	max_depth=24,n_estimators=100,learning_rate=0.1	NOUN
fcis-9419	49	27	this	this	DET
fcis-9419	49	28	study	study	NOUN
fcis-9419	49	29	evaluates	evaluate	VERB
fcis-9419	49	30	the	the	DET
fcis-9419	49	31	predictive	predictive	ADJ
fcis-9419	49	32	models	model	NOUN
fcis-9419	49	33	using	use	VERB
fcis-9419	49	34	the	the	DET
fcis-9419	49	35	accuracy	accuracy	NOUN
fcis-9419	49	36	metric	metric	ADJ
fcis-9419	49	37	(	(	PUNCT
fcis-9419	49	38	acc	acc	PROPN
fcis-9419	49	39	)	)	PUNCT
fcis-9419	49	40	,	,	PUNCT
fcis-9419	49	41	which	which	PRON
fcis-9419	49	42	ranges	range	VERB
fcis-9419	49	43	from	from	ADP
fcis-9419	49	44	0	0	NUM
fcis-9419	49	45	to	to	ADP
fcis-9419	49	46	1	1	NUM
fcis-9419	49	47	.	.	PUNCT
fcis-9419	50	1	a	a	DET
fcis-9419	50	2	value	value	NOUN
fcis-9419	50	3	closer	close	ADV
fcis-9419	50	4	to	to	ADP
fcis-9419	50	5	1	1	NUM
fcis-9419	50	6	indicates	indicate	VERB
fcis-9419	50	7	a	a	DET
fcis-9419	50	8	better	well	ADV
fcis-9419	50	9	fitting	fitting	ADJ
fcis-9419	50	10	effect	effect	NOUN
fcis-9419	50	11	of	of	ADP
fcis-9419	50	12	the	the	DET
fcis-9419	50	13	model	model	NOUN
fcis-9419	50	14	.	.	PUNCT
fcis-9419	51	1	accuracy	accuracy	NOUN
fcis-9419	51	2	tp	tp	ADP
fcis-9419	51	3	tn	tn	PROPN
fcis-9419	51	4	tp	tp	ADP
fcis-9419	51	5	fn	fn	PROPN
fcis-9419	51	6	fp	fp	PROPN
fcis-9419	51	7	tn	tn	PROPN
fcis-9419	51	8			PROPN
fcis-9419	51	9			PROPN
fcis-9419	51	10			PROPN
fcis-9419	51	11			PUNCT
fcis-9419	51	12			X
fcis-9419	51	13	(	(	PUNCT
fcis-9419	51	14	1	1	NUM
fcis-9419	51	15	)	)	PUNCT
fcis-9419	51	16	among	among	ADP
fcis-9419	51	17	them	they	PRON
fcis-9419	51	18	,	,	PUNCT
fcis-9419	51	19	tp	tp	NOUN
fcis-9419	51	20	represents	represent	VERB
fcis-9419	51	21	the	the	DET
fcis-9419	51	22	true	true	ADJ
fcis-9419	51	23	positive	positive	ADJ
fcis-9419	51	24	cases	case	NOUN
fcis-9419	51	25	that	that	PRON
fcis-9419	51	26	are	be	AUX
fcis-9419	51	27	correctly	correctly	ADV
fcis-9419	51	28	predicted	predict	VERB
fcis-9419	51	29	as	as	ADP
fcis-9419	51	30	diabetic	diabetic	ADJ
fcis-9419	51	31	;	;	PUNCT
fcis-9419	51	32	tn	tn	NOUN
fcis-9419	51	33	represents	represent	VERB
fcis-9419	51	34	the	the	DET
fcis-9419	51	35	true	true	ADJ
fcis-9419	51	36	negative	negative	ADJ
fcis-9419	51	37	cases	case	NOUN
fcis-9419	51	38	that	that	PRON
fcis-9419	51	39	are	be	AUX
fcis-9419	51	40	correctly	correctly	ADV
fcis-9419	51	41	predicted	predict	VERB
fcis-9419	51	42	as	as	ADP
fcis-9419	51	43	non	non	ADJ
fcis-9419	51	44	-	-	ADJ
fcis-9419	51	45	diabetic	diabetic	ADJ
fcis-9419	51	46	;	;	PUNCT
fcis-9419	51	47	fn	fn	NOUN
fcis-9419	51	48	represents	represent	VERB
fcis-9419	51	49	the	the	DET
fcis-9419	51	50	false	false	ADJ
fcis-9419	51	51	negative	negative	ADJ
fcis-9419	51	52	cases	case	NOUN
fcis-9419	51	53	that	that	PRON
fcis-9419	51	54	are	be	AUX
fcis-9419	51	55	wrongly	wrongly	ADV
fcis-9419	51	56	predicted	predict	VERB
fcis-9419	51	57	as	as	ADP
fcis-9419	51	58	non	non	ADJ
fcis-9419	51	59	-	-	ADJ
fcis-9419	51	60	diabetic	diabetic	ADJ
fcis-9419	51	61	when	when	SCONJ
fcis-9419	51	62	they	they	PRON
fcis-9419	51	63	are	be	AUX
fcis-9419	51	64	actually	actually	ADV
fcis-9419	51	65	diabetic	diabetic	ADJ
fcis-9419	51	66	;	;	PUNCT
fcis-9419	51	67	fp	fp	X
fcis-9419	51	68	represents	represent	VERB
fcis-9419	51	69	the	the	DET
fcis-9419	51	70	false	false	ADJ
fcis-9419	51	71	positive	positive	ADJ
fcis-9419	51	72	cases	case	NOUN
fcis-9419	51	73	that	that	PRON
fcis-9419	51	74	are	be	AUX
fcis-9419	51	75	wrongly	wrongly	ADV
fcis-9419	51	76	predicted	predict	VERB
fcis-9419	51	77	as	as	ADP
fcis-9419	51	78	diabetic	diabetic	ADJ
fcis-9419	51	79	when	when	SCONJ
fcis-9419	51	80	they	they	PRON
fcis-9419	51	81	are	be	AUX
fcis-9419	51	82	actually	actually	ADV
fcis-9419	51	83	non	non	ADJ
fcis-9419	51	84	-	-	ADJ
fcis-9419	51	85	diabetic	diabetic	ADJ
fcis-9419	51	86	.	.	PUNCT
fcis-9419	52	1	to	to	PART
fcis-9419	52	2	prevent	prevent	VERB
fcis-9419	52	3	overfitting	overfitting	NOUN
fcis-9419	52	4	,	,	PUNCT
fcis-9419	52	5	the	the	DET
fcis-9419	52	6	average	average	ADJ
fcis-9419	52	7	accuracy	accuracy	NOUN
fcis-9419	52	8	from	from	ADP
fcis-9419	52	9	5	5	NUM
fcis-9419	52	10	-	-	ADJ
fcis-9419	52	11	fold	fold	ADJ
fcis-9419	52	12	cross	cross	NOUN
fcis-9419	52	13	-	-	ADJ
fcis-9419	52	14	validation	validation	NOUN
fcis-9419	52	15	is	be	AUX
fcis-9419	52	16	used	use	VERB
fcis-9419	52	17	as	as	ADP
fcis-9419	52	18	an	an	DET
fcis-9419	52	19	estimation	estimation	NOUN
fcis-9419	52	20	of	of	ADP
fcis-9419	52	21	the	the	DET
fcis-9419	52	22	learning	learning	NOUN
fcis-9419	52	23	algorithm	algorithm	NOUN
fcis-9419	52	24	's	's	PART
fcis-9419	52	25	precision	precision	NOUN
fcis-9419	52	26	.	.	PUNCT
fcis-9419	53	1	the	the	DET
fcis-9419	53	2	results	result	NOUN
fcis-9419	53	3	of	of	ADP
fcis-9419	53	4	the	the	DET
fcis-9419	53	5	random	random	ADJ
fcis-9419	53	6	forest	forest	NOUN
fcis-9419	53	7	and	and	CCONJ
fcis-9419	53	8	gbdt	gbdt	NOUN
fcis-9419	53	9	algorithms	algorithm	NOUN
fcis-9419	53	10	for	for	ADP
fcis-9419	53	11	predicting	predict	VERB
fcis-9419	53	12	the	the	DET
fcis-9419	53	13	liquid	liquid	ADJ
fcis-9419	53	14	accumulation	accumulation	NOUN
fcis-9419	53	15	status	status	NOUN
fcis-9419	53	16	in	in	ADP
fcis-9419	53	17	the	the	DET
fcis-9419	53	18	sulige	sulige	NOUN
fcis-9419	53	19	block	block	NOUN
fcis-9419	53	20	gas	gas	NOUN
fcis-9419	53	21	wells	well	NOUN
fcis-9419	53	22	are	be	AUX
fcis-9419	53	23	shown	show	VERB
fcis-9419	53	24	in	in	ADP
fcis-9419	53	25	figure	figure	NOUN
fcis-9419	53	26	1	1	NUM
fcis-9419	53	27	.	.	PUNCT
fcis-9419	53	28	figure	figure	NOUN
fcis-9419	53	29	1	1	NUM
fcis-9419	53	30	.	.	PUNCT
fcis-9419	53	31	prediction	prediction	NOUN
fcis-9419	53	32	results	result	NOUN
fcis-9419	53	33	of	of	ADP
fcis-9419	53	34	fluid	fluid	ADJ
fcis-9419	53	35	accumulation	accumulation	NOUN
fcis-9419	53	36	model	model	NOUN
fcis-9419	53	37	based	base	VERB
fcis-9419	53	38	on	on	ADP
fcis-9419	53	39	the	the	DET
fcis-9419	53	40	established	establish	VERB
fcis-9419	53	41	prediction	prediction	NOUN
fcis-9419	53	42	models	model	NOUN
fcis-9419	53	43	,	,	PUNCT
fcis-9419	53	44	the	the	DET
fcis-9419	53	45	average	average	ADJ
fcis-9419	53	46	accuracy	accuracy	NOUN
fcis-9419	53	47	of	of	ADP
fcis-9419	53	48	the	the	DET
fcis-9419	53	49	random	random	ADJ
fcis-9419	53	50	forest	forest	NOUN
fcis-9419	53	51	model	model	NOUN
fcis-9419	53	52	is	be	AUX
fcis-9419	53	53	0.766	0.766	NUM
fcis-9419	53	54	,	,	PUNCT
fcis-9419	53	55	while	while	SCONJ
fcis-9419	53	56	the	the	DET
fcis-9419	53	57	gbdt	gbdt	NOUN
fcis-9419	53	58	algorithm	algorithm	NOUN
fcis-9419	53	59	achieves	achieve	VERB
fcis-9419	53	60	an	an	DET
fcis-9419	53	61	average	average	ADJ
fcis-9419	53	62	accuracy	accuracy	NOUN
fcis-9419	53	63	of	of	ADP
fcis-9419	53	64	0.854	0.854	NUM
fcis-9419	53	65	.	.	PUNCT
fcis-9419	54	1	therefore	therefore	ADV
fcis-9419	54	2	,	,	PUNCT
fcis-9419	54	3	the	the	DET
fcis-9419	54	4	gbdt	gbdt	NOUN
fcis-9419	54	5	algorithm	algorithm	NOUN
fcis-9419	54	6	is	be	AUX
fcis-9419	54	7	selected	select	VERB
fcis-9419	54	8	to	to	PART
fcis-9419	54	9	establish	establish	VERB
fcis-9419	54	10	the	the	DET
fcis-9419	54	11	liquid	liquid	ADJ
fcis-9419	54	12	accumulation	accumulation	NOUN
fcis-9419	54	13	status	status	NOUN
fcis-9419	54	14	prediction	prediction	NOUN
fcis-9419	54	15	model	model	NOUN
fcis-9419	54	16	.	.	PUNCT
fcis-9419	55	1	4	4	X
fcis-9419	55	2	.	.	X
fcis-9419	55	3	model	model	NOUN
fcis-9419	55	4	application	application	NOUN
fcis-9419	55	5	the	the	DET
fcis-9419	55	6	gas	gas	NOUN
fcis-9419	55	7	well	well	ADV
fcis-9419	55	8	liquid	liquid	ADJ
fcis-9419	55	9	accumulation	accumulation	NOUN
fcis-9419	55	10	status	status	NOUN
fcis-9419	55	11	in	in	ADP
fcis-9419	55	12	block	block	NOUN
fcis-9419	55	13	25	25	NUM
fcis-9419	55	14	is	be	AUX
fcis-9419	55	15	determined	determine	VERB
fcis-9419	55	16	using	use	VERB
fcis-9419	55	17	the	the	DET
fcis-9419	55	18	liquid	liquid	ADJ
fcis-9419	55	19	accumulation	accumulation	NOUN
fcis-9419	55	20	prediction	prediction	NOUN
fcis-9419	55	21	model	model	NOUN
fcis-9419	55	22	based	base	VERB
fcis-9419	55	23	on	on	ADP
fcis-9419	55	24	the	the	DET
fcis-9419	55	25	gbdt	gbdt	NOUN
fcis-9419	55	26	algorithm	algorithm	NOUN
fcis-9419	55	27	.	.	PUNCT
fcis-9419	56	1	additionally	additionally	ADV
fcis-9419	56	2	,	,	PUNCT
fcis-9419	56	3	four	four	NUM
fcis-9419	56	4	critical	critical	ADJ
fcis-9419	56	5	liquid	liquid	NOUN
fcis-9419	56	6	carrying	carry	VERB
fcis-9419	56	7	capacity	capacity	NOUN
fcis-9419	56	8	models	model	NOUN
fcis-9419	56	9	(	(	PUNCT
fcis-9419	56	10	wang	wang	PROPN
fcis-9419	56	11	-	-	PUNCT
fcis-9419	56	12	yuejie	yuejie	PROPN
fcis-9419	56	13	model	model	NOUN
fcis-9419	56	14	,	,	PUNCT
fcis-9419	56	15	wang	wang	PROPN
fcis-9419	56	16	32	32	NUM
fcis-9419	56	17	model	model	NOUN
fcis-9419	56	18	,	,	PUNCT
fcis-9419	56	19	li	li	PROPN
fcis-9419	56	20	-	-	PUNCT
fcis-9419	56	21	li	li	PROPN
fcis-9419	56	22	model	model	NOUN
fcis-9419	56	23	,	,	PUNCT
fcis-9419	56	24	and	and	CCONJ
fcis-9419	56	25	zhou	zhou	PROPN
fcis-9419	56	26	-	-	PUNCT
fcis-9419	56	27	chao	chao	PROPN
fcis-9419	56	28	model	model	PROPN
fcis-9419	56	29	)	)	PUNCT
fcis-9419	56	30	are	be	AUX
fcis-9419	56	31	used	use	VERB
fcis-9419	56	32	to	to	PART
fcis-9419	56	33	calculate	calculate	VERB
fcis-9419	56	34	the	the	DET
fcis-9419	56	35	overall	overall	ADJ
fcis-9419	56	36	wellbore	wellbore	NOUN
fcis-9419	56	37	critical	critical	ADJ
fcis-9419	56	38	liquid	liquid	ADJ
fcis-9419	56	39	carrying	carry	VERB
fcis-9419	56	40	capacity	capacity	NOUN
fcis-9419	56	41	.	.	PUNCT
fcis-9419	57	1	the	the	DET
fcis-9419	57	2	maximum	maximum	ADJ
fcis-9419	57	3	value	value	NOUN
fcis-9419	57	4	among	among	ADP
fcis-9419	57	5	all	all	DET
fcis-9419	57	6	critical	critical	ADJ
fcis-9419	57	7	liquid	liquid	NOUN
fcis-9419	57	8	carrying	carry	VERB
fcis-9419	57	9	capacities	capacity	NOUN
fcis-9419	57	10	is	be	AUX
fcis-9419	57	11	compared	compare	VERB
fcis-9419	57	12	with	with	ADP
fcis-9419	57	13	the	the	DET
fcis-9419	57	14	actual	actual	ADJ
fcis-9419	57	15	gas	gas	NOUN
fcis-9419	57	16	production	production	NOUN
fcis-9419	57	17	to	to	PART
fcis-9419	57	18	determine	determine	VERB
fcis-9419	57	19	the	the	DET
fcis-9419	57	20	wellbore	wellbore	NOUN
fcis-9419	57	21	's	's	PART
fcis-9419	57	22	liquid	liquid	ADJ
fcis-9419	57	23	accumulation	accumulation	NOUN
fcis-9419	57	24	status	status	NOUN
fcis-9419	57	25	.	.	PUNCT
fcis-9419	58	1	the	the	DET
fcis-9419	58	2	predicted	predict	VERB
fcis-9419	58	3	liquid	liquid	ADJ
fcis-9419	58	4	accumulation	accumulation	NOUN
fcis-9419	58	5	results	result	NOUN
fcis-9419	58	6	from	from	ADP
fcis-9419	58	7	the	the	DET
fcis-9419	58	8	ensemble	ensemble	ADJ
fcis-9419	58	9	learning	learning	NOUN
fcis-9419	58	10	-	-	PUNCT
fcis-9419	58	11	based	base	VERB
fcis-9419	58	12	model	model	NOUN
fcis-9419	58	13	and	and	CCONJ
fcis-9419	58	14	the	the	DET
fcis-9419	58	15	four	four	NUM
fcis-9419	58	16	critical	critical	ADJ
fcis-9419	58	17	liquid	liquid	NOUN
fcis-9419	58	18	carrying	carry	VERB
fcis-9419	58	19	capacity	capacity	NOUN
fcis-9419	58	20	models	model	NOUN
fcis-9419	58	21	are	be	AUX
fcis-9419	58	22	compared	compare	VERB
fcis-9419	58	23	,	,	PUNCT
fcis-9419	58	24	and	and	CCONJ
fcis-9419	58	25	the	the	DET
fcis-9419	58	26	prediction	prediction	NOUN
fcis-9419	58	27	accuracy	accuracy	NOUN
fcis-9419	58	28	of	of	ADP
fcis-9419	58	29	each	each	DET
fcis-9419	58	30	model	model	NOUN
fcis-9419	58	31	is	be	AUX
fcis-9419	58	32	presented	present	VERB
fcis-9419	58	33	in	in	ADP
fcis-9419	58	34	table	table	NOUN
fcis-9419	58	35	3	3	NUM
fcis-9419	58	36	.	.	PUNCT
fcis-9419	58	37	table	table	NOUN
fcis-9419	59	1	3	3	NUM
fcis-9419	59	2	.	.	PUNCT
fcis-9419	59	3	comparison	comparison	NOUN
fcis-9419	59	4	of	of	ADP
fcis-9419	59	5	liquid	liquid	ADJ
fcis-9419	59	6	accumulation	accumulation	NOUN
fcis-9419	59	7	prediction	prediction	NOUN
fcis-9419	59	8	accuracy	accuracy	NOUN
fcis-9419	59	9	among	among	ADP
fcis-9419	59	10	various	various	ADJ
fcis-9419	59	11	models	model	NOUN
fcis-9419	59	12	models	model	VERB
fcis-9419	59	13	accurate	accurate	ADJ
fcis-9419	59	14	prediction	prediction	NOUN
fcis-9419	59	15	count	count	NOUN
fcis-9419	59	16	prediction	prediction	NOUN
fcis-9419	59	17	accuracy	accuracy	NOUN
fcis-9419	59	18	liquid	liquid	NOUN
fcis-9419	59	19	accumulates	accumulate	VERB
fcis-9419	59	20	well	well	ADV
fcis-9419	59	21	no	no	DET
fcis-9419	59	22	liquid	liquid	ADJ
fcis-9419	59	23	accumulation	accumulation	NOUN
fcis-9419	59	24	well	well	NOUN
fcis-9419	59	25	li	li	PROPN
fcis-9419	59	26	li	li	PROPN
fcis-9419	59	27	model	model	PROPN
fcis-9419	59	28	9	9	NUM
fcis-9419	59	29	4	4	NUM
fcis-9419	59	30	52	52	NUM
fcis-9419	59	31	%	%	NOUN
fcis-9419	59	32	wang	wang	PROPN
fcis-9419	59	33	model	model	PROPN
fcis-9419	59	34	8	8	NUM
fcis-9419	59	35	6	6	NUM
fcis-9419	59	36	56	56	NUM
fcis-9419	59	37	%	%	NOUN
fcis-9419	59	38	wang	wang	PROPN
fcis-9419	59	39	yuejie	yuejie	PROPN
fcis-9419	59	40	model	model	NOUN
fcis-9419	59	41	11	11	NUM
fcis-9419	59	42	5	5	NUM
fcis-9419	59	43	64	64	NUM
fcis-9419	59	44	%	%	NOUN
fcis-9419	59	45	zhou	zhou	PROPN
fcis-9419	59	46	chao	chao	PROPN
fcis-9419	59	47	model	model	PROPN
fcis-9419	59	48	9	9	NUM
fcis-9419	59	49	5	5	NUM
fcis-9419	59	50	56	56	NUM
fcis-9419	59	51	%	%	NOUN
fcis-9419	59	52	gbdt	gbdt	NOUN
fcis-9419	59	53	model	model	NOUN
fcis-9419	59	54	14	14	NUM
fcis-9419	59	55	7	7	NUM
fcis-9419	59	56	84	84	NUM
fcis-9419	59	57	%	%	NOUN
fcis-9419	59	58	according	accord	VERB
fcis-9419	59	59	to	to	ADP
fcis-9419	59	60	the	the	DET
fcis-9419	59	61	comparison	comparison	NOUN
fcis-9419	59	62	of	of	ADP
fcis-9419	59	63	liquid	liquid	ADJ
fcis-9419	59	64	accumulation	accumulation	NOUN
fcis-9419	59	65	prediction	prediction	NOUN
fcis-9419	59	66	accuracy	accuracy	NOUN
fcis-9419	59	67	in	in	ADP
fcis-9419	59	68	table	table	NOUN
fcis-9419	59	69	3	3	NUM
fcis-9419	59	70	,	,	PUNCT
fcis-9419	59	71	it	it	PRON
fcis-9419	59	72	can	can	AUX
fcis-9419	59	73	be	be	AUX
fcis-9419	59	74	observed	observe	VERB
fcis-9419	59	75	that	that	SCONJ
fcis-9419	59	76	among	among	ADP
fcis-9419	59	77	the	the	DET
fcis-9419	59	78	models	model	NOUN
fcis-9419	59	79	used	use	VERB
fcis-9419	59	80	to	to	PART
fcis-9419	59	81	determine	determine	VERB
fcis-9419	59	82	liquid	liquid	ADJ
fcis-9419	59	83	accumulation	accumulation	NOUN
fcis-9419	59	84	in	in	ADP
fcis-9419	59	85	gas	gas	NOUN
fcis-9419	59	86	wells	well	NOUN
fcis-9419	59	87	based	base	VERB
fcis-9419	59	88	on	on	ADP
fcis-9419	59	89	the	the	DET
fcis-9419	59	90	critical	critical	ADJ
fcis-9419	59	91	liquid	liquid	ADJ
fcis-9419	59	92	carryover	carryover	NOUN
fcis-9419	59	93	model	model	NOUN
fcis-9419	59	94	,	,	PUNCT
fcis-9419	59	95	the	the	DET
fcis-9419	59	96	model	model	NOUN
fcis-9419	59	97	proposed	propose	VERB
fcis-9419	59	98	by	by	ADP
fcis-9419	59	99	li	li	PROPN
fcis-9419	59	100	li	li	PROPN
fcis-9419	59	101	shows	show	VERB
fcis-9419	59	102	the	the	DET
fcis-9419	59	103	poorest	poor	ADJ
fcis-9419	59	104	predictive	predictive	ADJ
fcis-9419	59	105	performance	performance	NOUN
fcis-9419	59	106	for	for	ADP
fcis-9419	59	107	liquid	liquid	ADJ
fcis-9419	59	108	accumulation	accumulation	NOUN
fcis-9419	59	109	in	in	ADP
fcis-9419	59	110	the	the	DET
fcis-9419	59	111	sulihe	sulihe	PROPN
fcis-9419	59	112	block	block	PROPN
fcis-9419	59	113	's	's	PART
fcis-9419	59	114	horizontal	horizontal	ADJ
fcis-9419	59	115	wells	well	NOUN
fcis-9419	59	116	.	.	PUNCT
fcis-9419	60	1	the	the	DET
fcis-9419	60	2	model	model	NOUN
fcis-9419	60	3	developed	develop	VERB
fcis-9419	60	4	by	by	ADP
fcis-9419	60	5	wang	wang	PROPN
fcis-9419	60	6	yuejie	yuejie	PROPN
fcis-9419	60	7	exhibits	exhibit	VERB
fcis-9419	60	8	the	the	DET
fcis-9419	60	9	highest	high	ADJ
fcis-9419	60	10	prediction	prediction	NOUN
fcis-9419	60	11	accuracy	accuracy	NOUN
fcis-9419	60	12	,	,	PUNCT
fcis-9419	60	13	albeit	albeit	SCONJ
fcis-9419	60	14	only	only	ADV
fcis-9419	60	15	reaching	reach	VERB
fcis-9419	60	16	64	64	NUM
fcis-9419	60	17	%	%	NOUN
fcis-9419	60	18	,	,	PUNCT
fcis-9419	60	19	which	which	PRON
fcis-9419	60	20	falls	fall	VERB
fcis-9419	60	21	far	far	ADV
fcis-9419	60	22	short	short	ADV
fcis-9419	60	23	of	of	ADP
fcis-9419	60	24	the	the	DET
fcis-9419	60	25	required	require	VERB
fcis-9419	60	26	precision	precision	NOUN
fcis-9419	60	27	.	.	PUNCT
fcis-9419	61	1	this	this	DET
fcis-9419	61	2	discrepancy	discrepancy	NOUN
fcis-9419	61	3	is	be	AUX
fcis-9419	61	4	attributed	attribute	VERB
fcis-9419	61	5	to	to	ADP
fcis-9419	61	6	the	the	DET
fcis-9419	61	7	variations	variation	NOUN
fcis-9419	61	8	in	in	ADP
fcis-9419	61	9	gas	gas	NOUN
fcis-9419	61	10	well	well	NOUN
fcis-9419	61	11	conditions	condition	NOUN
fcis-9419	61	12	across	across	ADP
fcis-9419	61	13	different	different	ADJ
fcis-9419	61	14	blocks	block	NOUN
fcis-9419	61	15	,	,	PUNCT
fcis-9419	61	16	which	which	PRON
fcis-9419	61	17	makes	make	VERB
fcis-9419	61	18	the	the	DET
fcis-9419	61	19	transfer	transfer	NOUN
fcis-9419	61	20	application	application	NOUN
fcis-9419	61	21	of	of	ADP
fcis-9419	61	22	the	the	DET
fcis-9419	61	23	critical	critical	ADJ
fcis-9419	61	24	liquid	liquid	ADJ
fcis-9419	61	25	carryover	carryover	NOUN
fcis-9419	61	26	model	model	NOUN
fcis-9419	61	27	unsuitable	unsuitable	ADJ
fcis-9419	61	28	for	for	ADP
fcis-9419	61	29	the	the	DET
fcis-9419	61	30	sulihe	sulihe	PROPN
fcis-9419	61	31	block	block	NOUN
fcis-9419	61	32	.	.	PUNCT
fcis-9419	62	1	in	in	ADP
fcis-9419	62	2	contrast	contrast	NOUN
fcis-9419	62	3	,	,	PUNCT
fcis-9419	62	4	the	the	DET
fcis-9419	62	5	gbdt	gbdt	NOUN
fcis-9419	62	6	ensemble	ensemble	ADJ
fcis-9419	62	7	model	model	NOUN
fcis-9419	62	8	,	,	PUNCT
fcis-9419	62	9	established	establish	VERB
fcis-9419	62	10	based	base	VERB
fcis-9419	62	11	on	on	ADP
fcis-9419	62	12	actual	actual	ADJ
fcis-9419	62	13	production	production	NOUN
fcis-9419	62	14	data	datum	NOUN
fcis-9419	62	15	from	from	ADP
fcis-9419	62	16	the	the	DET
fcis-9419	62	17	sulihe	sulihe	PROPN
fcis-9419	62	18	block	block	NOUN
fcis-9419	62	19	,	,	PUNCT
fcis-9419	62	20	achieves	achieve	VERB
fcis-9419	62	21	an	an	DET
fcis-9419	62	22	accuracy	accuracy	NOUN
fcis-9419	62	23	of	of	ADP
fcis-9419	62	24	84	84	NUM
fcis-9419	62	25	%	%	NOUN
fcis-9419	62	26	in	in	ADP
fcis-9419	62	27	predicting	predict	VERB
fcis-9419	62	28	gas	gas	NOUN
fcis-9419	62	29	well	well	ADV
fcis-9419	62	30	liquid	liquid	ADJ
fcis-9419	62	31	accumulation	accumulation	NOUN
fcis-9419	62	32	.	.	PUNCT
fcis-9419	63	1	this	this	DET
fcis-9419	63	2	accuracy	accuracy	NOUN
fcis-9419	63	3	surpasses	surpasse	NOUN
fcis-9419	63	4	that	that	PRON
fcis-9419	63	5	achieved	achieve	VERB
fcis-9419	63	6	by	by	ADP
fcis-9419	63	7	using	use	VERB
fcis-9419	63	8	the	the	DET
fcis-9419	63	9	critical	critical	ADJ
fcis-9419	63	10	liquid	liquid	ADJ
fcis-9419	63	11	carryover	carryover	NOUN
fcis-9419	63	12	model	model	NOUN
fcis-9419	63	13	,	,	PUNCT
fcis-9419	63	14	enabling	enable	VERB
fcis-9419	63	15	effective	effective	ADJ
fcis-9419	63	16	guidance	guidance	NOUN
fcis-9419	63	17	for	for	ADP
fcis-9419	63	18	assessing	assess	VERB
fcis-9419	63	19	gas	gas	NOUN
fcis-9419	63	20	well	well	ADV
fcis-9419	63	21	liquid	liquid	ADJ
fcis-9419	63	22	accumulation	accumulation	NOUN
fcis-9419	63	23	and	and	CCONJ
fcis-9419	63	24	selecting	select	VERB
fcis-9419	63	25	drainage	drainage	NOUN
fcis-9419	63	26	and	and	CCONJ
fcis-9419	63	27	gas	gas	NOUN
fcis-9419	63	28	recovery	recovery	NOUN
fcis-9419	63	29	processes	process	NOUN
fcis-9419	63	30	in	in	ADP
fcis-9419	63	31	the	the	DET
fcis-9419	63	32	operational	operational	ADJ
fcis-9419	63	33	areas	area	NOUN
fcis-9419	63	34	of	of	ADP
fcis-9419	63	35	the	the	DET
fcis-9419	63	36	sulihe	sulihe	PROPN
fcis-9419	63	37	block	block	NOUN
fcis-9419	63	38	.	.	PUNCT
fcis-9419	64	1	5	5	X
fcis-9419	64	2	.	.	X
fcis-9419	64	3	conclusion	conclusion	NOUN
fcis-9419	64	4	the	the	DET
fcis-9419	64	5	current	current	ADJ
fcis-9419	64	6	horizontal	horizontal	ADJ
fcis-9419	64	7	critical	critical	ADJ
fcis-9419	64	8	liquid	liquid	ADJ
fcis-9419	64	9	carryover	carryover	NOUN
fcis-9419	64	10	models	model	NOUN
fcis-9419	64	11	,	,	PUNCT
fcis-9419	64	12	which	which	PRON
fcis-9419	64	13	are	be	AUX
fcis-9419	64	14	modified	modify	VERB
fcis-9419	64	15	based	base	VERB
fcis-9419	64	16	on	on	ADP
fcis-9419	64	17	the	the	DET
fcis-9419	64	18	turner	turner	PROPN
fcis-9419	64	19	droplet	droplet	ADJ
fcis-9419	64	20	model	model	NOUN
fcis-9419	64	21	and	and	CCONJ
fcis-9419	64	22	liquid	liquid	ADJ
fcis-9419	64	23	film	film	NOUN
fcis-9419	64	24	model	model	NOUN
fcis-9419	64	25	,	,	PUNCT
fcis-9419	64	26	do	do	AUX
fcis-9419	64	27	not	not	PART
fcis-9419	64	28	fully	fully	ADV
fcis-9419	64	29	reflect	reflect	VERB
fcis-9419	64	30	the	the	DET
fcis-9419	64	31	complex	complex	ADJ
fcis-9419	64	32	wellbore	wellbore	NOUN
fcis-9419	64	33	structure	structure	NOUN
fcis-9419	64	34	and	and	CCONJ
fcis-9419	64	35	multiphase	multiphase	NOUN
fcis-9419	64	36	flow	flow	NOUN
fcis-9419	64	37	coupling	coupling	NOUN
fcis-9419	64	38	in	in	ADP
fcis-9419	64	39	tight	tight	ADJ
fcis-9419	64	40	gas	gas	NOUN
fcis-9419	64	41	horizontal	horizontal	ADJ
fcis-9419	64	42	wells	well	NOUN
fcis-9419	64	43	.	.	PUNCT
fcis-9419	65	1	consequently	consequently	ADV
fcis-9419	65	2	,	,	PUNCT
fcis-9419	65	3	they	they	PRON
fcis-9419	65	4	often	often	ADV
fcis-9419	65	5	suffer	suffer	VERB
fcis-9419	65	6	from	from	ADP
fcis-9419	65	7	low	low	ADJ
fcis-9419	65	8	prediction	prediction	NOUN
fcis-9419	65	9	accuracy	accuracy	NOUN
fcis-9419	65	10	when	when	SCONJ
fcis-9419	65	11	specific	specific	ADJ
fcis-9419	65	12	blocks	block	NOUN
fcis-9419	65	13	.	.	PUNCT
fcis-9419	66	1	the	the	DET
fcis-9419	66	2	use	use	NOUN
fcis-9419	66	3	of	of	ADP
fcis-9419	66	4	ensemble	ensemble	ADJ
fcis-9419	66	5	algorithms	algorithm	NOUN
fcis-9419	66	6	for	for	ADP
fcis-9419	66	7	predicting	predict	VERB
fcis-9419	66	8	liquid	liquid	ADJ
fcis-9419	66	9	accumulation	accumulation	NOUN
fcis-9419	66	10	in	in	ADP
fcis-9419	66	11	wellbores	wellbore	NOUN
fcis-9419	66	12	does	do	AUX
fcis-9419	66	13	not	not	PART
fcis-9419	66	14	require	require	VERB
fcis-9419	66	15	prior	prior	ADJ
fcis-9419	66	16	theoretical	theoretical	ADJ
fcis-9419	66	17	knowledge	knowledge	NOUN
fcis-9419	66	18	.	.	PUNCT
fcis-9419	67	1	analysis	analysis	NOUN
fcis-9419	67	2	of	of	ADP
fcis-9419	67	3	liquid	liquid	ADJ
fcis-9419	67	4	accumulation	accumulation	NOUN
fcis-9419	67	5	examples	example	NOUN
fcis-9419	67	6	from	from	ADP
fcis-9419	67	7	25	25	NUM
fcis-9419	67	8	wells	well	NOUN
fcis-9419	67	9	in	in	ADP
fcis-9419	67	10	the	the	DET
fcis-9419	67	11	block	block	NOUN
fcis-9419	67	12	demonstrates	demonstrate	VERB
fcis-9419	67	13	that	that	SCONJ
fcis-9419	67	14	the	the	DET
fcis-9419	67	15	gbdt	gbdt	NOUN
fcis-9419	67	16	algorithm	algorithm	NOUN
fcis-9419	67	17	establishes	establish	VERB
fcis-9419	67	18	the	the	DET
fcis-9419	67	19	most	most	ADV
fcis-9419	67	20	accurate	accurate	ADJ
fcis-9419	67	21	gas	gas	NOUN
fcis-9419	67	22	well	well	NOUN
fcis-9419	67	23	liquid	liquid	ADJ
fcis-9419	67	24	accumulation	accumulation	NOUN
fcis-9419	67	25	prediction	prediction	NOUN
fcis-9419	67	26	model	model	NOUN
fcis-9419	67	27	,	,	PUNCT
fcis-9419	67	28	with	with	ADP
fcis-9419	67	29	a	a	DET
fcis-9419	67	30	precision	precision	NOUN
fcis-9419	67	31	of	of	ADP
fcis-9419	67	32	84	84	NUM
fcis-9419	67	33	%	%	NOUN
fcis-9419	67	34	.	.	PUNCT
fcis-9419	68	1	this	this	DET
fcis-9419	68	2	approach	approach	NOUN
fcis-9419	68	3	facilitates	facilitate	VERB
fcis-9419	68	4	the	the	DET
fcis-9419	68	5	early	early	ADJ
fcis-9419	68	6	detection	detection	NOUN
fcis-9419	68	7	of	of	ADP
fcis-9419	68	8	gas	gas	NOUN
fcis-9419	68	9	well	well	NOUN
fcis-9419	68	10	liquid	liquid	ADJ
fcis-9419	68	11	accumulation	accumulation	NOUN
fcis-9419	68	12	and	and	CCONJ
fcis-9419	68	13	enables	enable	VERB
fcis-9419	68	14	timely	timely	ADJ
fcis-9419	68	15	decision	decision	NOUN
fcis-9419	68	16	-	-	PUNCT
fcis-9419	68	17	making	making	NOUN
fcis-9419	68	18	regarding	regard	VERB
fcis-9419	68	19	drainage	drainage	NOUN
fcis-9419	68	20	and	and	CCONJ
fcis-9419	68	21	gas	gas	NOUN
fcis-9419	68	22	recovery	recovery	NOUN
fcis-9419	68	23	processes	process	NOUN
fcis-9419	68	24	.	.	PUNCT
fcis-9419	69	1	references	reference	NOUN
fcis-9419	69	2	[	[	X
fcis-9419	69	3	1	1	X
fcis-9419	69	4	]	]	PUNCT
fcis-9419	69	5	wang	wang	PROPN
fcis-9419	69	6	yuejie	yuejie	PROPN
fcis-9419	69	7	,	,	PUNCT
fcis-9419	69	8	zhang	zhang	PROPN
fcis-9419	69	9	hongyou	hongyou	PROPN
fcis-9419	69	10	.	.	PUNCT
fcis-9419	70	1	a	a	DET
fcis-9419	70	2	new	new	ADJ
fcis-9419	70	3	method	method	NOUN
fcis-9419	70	4	for	for	ADP
fcis-9419	70	5	predicting	predict	VERB
fcis-9419	70	6	the	the	DET
fcis-9419	70	7	critical	critical	ADJ
fcis-9419	70	8	liquid	liquid	ADJ
fcis-9419	70	9	carryover	carryover	NOUN
fcis-9419	70	10	of	of	ADP
fcis-9419	70	11	natural	natural	ADJ
fcis-9419	70	12	gas	gas	NOUN
fcis-9419	70	13	slanted	slant	VERB
fcis-9419	70	14	wells[j	wells[j	PROPN
fcis-9419	70	15	]	]	PUNCT
fcis-9419	70	16	.	.	PUNCT
fcis-9419	71	1	oil	oil	NOUN
fcis-9419	71	2	and	and	CCONJ
fcis-9419	71	3	gas	gas	NOUN
fcis-9419	71	4	chemical	chemical	NOUN
fcis-9419	71	5	industry	industry	NOUN
fcis-9419	71	6	,	,	PUNCT
fcis-9419	71	7	2022	2022	NUM
fcis-9419	71	8	,	,	PUNCT
fcis-9419	71	9	51(04	51(04	NUM
fcis-9419	71	10	):	):	PUNCT
fcis-9419	71	11	69	69	NUM
fcis-9419	71	12	-	-	SYM
fcis-9419	71	13	74	74	NUM
fcis-9419	71	14	.	.	PUNCT
fcis-9419	72	1	[	[	X
fcis-9419	72	2	2	2	X
fcis-9419	72	3	]	]	PUNCT
fcis-9419	72	4	wang	wang	PROPN
fcis-9419	72	5	rui	rui	PROPN
fcis-9419	72	6	,	,	PUNCT
fcis-9419	72	7	ma	ma	PROPN
fcis-9419	72	8	yun	yun	PROPN
fcis-9419	72	9	,	,	PUNCT
fcis-9419	72	10	dou	dou	X
fcis-9419	72	11	liangbin	liangbin	PROPN
fcis-9419	72	12	,	,	PUNCT
fcis-9419	72	13	cheng	cheng	PROPN
fcis-9419	72	14	jiarui	jiarui	PROPN
fcis-9419	72	15	,	,	PUNCT
fcis-9419	72	16	zhang	zhang	PROPN
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fcis-9419	72	18	.	.	PUNCT
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fcis-9419	73	2	progress	progress	NOUN
fcis-9419	73	3	on	on	ADP
fcis-9419	73	4	critical	critical	ADJ
fcis-9419	73	5	liquid	liquid	ADJ
fcis-9419	73	6	carryover	carryover	NOUN
fcis-9419	73	7	and	and	CCONJ
fcis-9419	73	8	liquid	liquid	ADJ
fcis-9419	73	9	accumulation	accumulation	NOUN
fcis-9419	73	10	models	model	NOUN
fcis-9419	73	11	for	for	ADP
fcis-9419	73	12	water	water	NOUN
fcis-9419	73	13	-	-	PUNCT
fcis-9419	73	14	producing	produce	VERB
fcis-9419	73	15	gas	gas	NOUN
fcis-9419	73	16	wells[j	wells[j	NOUN
fcis-9419	73	17	]	]	PUNCT
fcis-9419	73	18	.	.	PUNCT
fcis-9419	74	1	science	science	NOUN
fcis-9419	74	2	technology	technology	NOUN
fcis-9419	74	3	and	and	CCONJ
fcis-9419	74	4	engineering	engineering	NOUN
fcis-9419	74	5	,	,	PUNCT
fcis-9419	74	6	2019	2019	NUM
fcis-9419	74	7	,	,	PUNCT
fcis-9419	74	8	19(33	19(33	NUM
fcis-9419	74	9	):	):	PUNCT
fcis-9419	74	10	10	10	NUM
fcis-9419	74	11	-	-	SYM
fcis-9419	74	12	20	20	NUM
fcis-9419	74	13	.	.	PUNCT
fcis-9419	75	1	[	[	X
fcis-9419	75	2	3	3	NUM
fcis-9419	75	3	]	]	X
fcis-9419	75	4	zhou	zhou	PROPN
fcis-9419	75	5	chao	chao	PROPN
fcis-9419	75	6	,	,	PUNCT
fcis-9419	75	7	he	he	PRON
fcis-9419	75	8	zuqing	zuqing	VERB
fcis-9419	75	9	,	,	PUNCT
fcis-9419	75	10	fu	fu	NOUN
fcis-9419	75	11	daoming	daoming	NOUN
fcis-9419	75	12	,	,	PUNCT
fcis-9419	75	13	luo	luo	PROPN
fcis-9419	75	14	xuan	xuan	PROPN
fcis-9419	75	15	,	,	PUNCT
fcis-9419	75	16	liu	liu	PROPN
fcis-9419	75	17	huanle	huanle	PROPN
fcis-9419	75	18	,	,	PUNCT
fcis-9419	75	19	sun	sun	PROPN
fcis-9419	75	20	zhiyang	zhiyang	PROPN
fcis-9419	75	21	.	.	PUNCT
fcis-9419	76	1	full	full	ADJ
fcis-9419	76	2	wellbore	wellbore	NOUN
fcis-9419	76	3	critical	critical	ADJ
fcis-9419	76	4	liquid	liquid	ADJ
fcis-9419	76	5	carryover	carryover	NOUN
fcis-9419	76	6	model	model	NOUN
fcis-9419	76	7	for	for	ADP
fcis-9419	76	8	shale	shale	NOUN
fcis-9419	76	9	gas	gas	NOUN
fcis-9419	76	10	horizontal	horizontal	ADJ
fcis-9419	76	11	wells[j	wells[j	PROPN
fcis-9419	76	12	]	]	PUNCT
fcis-9419	76	13	.	.	PUNCT
fcis-9419	77	1	oil	oil	NOUN
fcis-9419	77	2	drilling	drilling	NOUN
fcis-9419	77	3	and	and	CCONJ
fcis-9419	77	4	production	production	NOUN
fcis-9419	77	5	technology	technology	NOUN
fcis-9419	77	6	,	,	PUNCT
fcis-9419	77	7	2021	2021	NUM
fcis-9419	77	8	,	,	PUNCT
fcis-9419	77	9	43(06	43(06	NUM
fcis-9419	77	10	):	):	PUNCT
fcis-9419	77	11	791	791	NUM
fcis-9419	77	12	-	-	SYM
fcis-9419	77	13	797	797	NUM
fcis-9419	77	14	.	.	PUNCT
fcis-9419	78	1	doi	doi	NOUN
fcis-9419	78	2	:	:	PUNCT
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fcis-9419	78	5	j.	j.	PROPN
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fcis-9419	78	7	.	.	PUNCT
fcis-9419	79	1	2021	2021	NUM
fcis-9419	79	2	.	.	PUNCT
fcis-9419	80	1	06	06	NUM
fcis-9419	80	2	.	.	PUNCT
fcis-9419	80	3	016	016	NUM
fcis-9419	80	4	.	.	PUNCT
fcis-9419	81	1	[	[	X
fcis-9419	81	2	4	4	X
fcis-9419	81	3	]	]	PUNCT
fcis-9419	81	4	he	he	PRON
fcis-9419	81	5	yingxu	yingxu	NOUN
fcis-9419	81	6	,	,	PUNCT
fcis-9419	81	7	guo	guo	PROPN
fcis-9419	81	8	chunqiu	chunqiu	PROPN
fcis-9419	81	9	,	,	PUNCT
fcis-9419	81	10	zhang	zhang	PROPN
fcis-9419	81	11	lixia	lixia	PROPN
fcis-9419	81	12	,	,	PUNCT
fcis-9419	81	13	wang	wang	PROPN
fcis-9419	81	14	fenghui	fenghui	PROPN
fcis-9419	81	15	,	,	PUNCT
fcis-9419	81	16	shan	shan	PROPN
fcis-9419	81	17	yunpeng	yunpeng	PROPN
fcis-9419	81	18	,	,	PUNCT
fcis-9419	81	19	zhang	zhang	PROPN
fcis-9419	81	20	ben	ben	PROPN
fcis-9419	81	21	.	.	PROPN
fcis-9419	82	1	a	a	DET
fcis-9419	82	2	new	new	ADJ
fcis-9419	82	3	method	method	NOUN
fcis-9419	82	4	for	for	ADP
fcis-9419	82	5	predicting	predict	VERB
fcis-9419	82	6	the	the	DET
fcis-9419	82	7	critical	critical	ADJ
fcis-9419	82	8	liquid	liquid	ADJ
fcis-9419	82	9	carryover	carryover	NOUN
fcis-9419	82	10	of	of	ADP
fcis-9419	82	11	natural	natural	ADJ
fcis-9419	82	12	gas	gas	NOUN
fcis-9419	82	13	slanted	slant	VERB
fcis-9419	82	14	wells[j	wells[j	PROPN
fcis-9419	82	15	]	]	PUNCT
fcis-9419	82	16	.	.	PUNCT
fcis-9419	83	1	daqing	daqe	VERB
fcis-9419	83	2	petroleum	petroleum	NOUN
fcis-9419	83	3	geology	geology	NOUN
fcis-9419	83	4	and	and	CCONJ
fcis-9419	83	5	development	development	NOUN
fcis-9419	83	6	,	,	PUNCT
fcis-9419	83	7	2021	2021	NUM
fcis-9419	83	8	,	,	PUNCT
fcis-9419	83	9	40(04	40(04	NUM
fcis-9419	83	10	):	):	PUNCT
fcis-9419	83	11	87	87	NUM
fcis-9419	83	12	-	-	SYM
fcis-9419	83	13	93	93	NUM
fcis-9419	83	14	.	.	PUNCT
fcis-9419	84	1	doi	doi	NOUN
fcis-9419	84	2	:	:	PUNCT
fcis-9419	84	3	10.19597	10.19597	NUM
fcis-9419	84	4	/	/	SYM
fcis-9419	84	5	j.issn.1000	j.issn.1000	PROPN
fcis-9419	84	6	-	-	PUNCT
fcis-9419	84	7	3754.202006029	3754.202006029	NUM
fcis-9419	84	8	.	.	PUNCT
fcis-9419	85	1	[	[	X
fcis-9419	85	2	5	5	NUM
fcis-9419	85	3	]	]	X
fcis-9419	85	4	li	li	PROPN
fcis-9419	85	5	li	li	PROPN
fcis-9419	85	6	,	,	PUNCT
fcis-9419	85	7	zhang	zhang	PROPN
fcis-9419	85	8	lei	lei	PROPN
fcis-9419	85	9	,	,	PUNCT
fcis-9419	85	10	yang	yang	PROPN
fcis-9419	85	11	bo	bo	PROPN
fcis-9419	85	12	,	,	PUNCT
fcis-9419	85	13	yin	yin	PROPN
fcis-9419	85	14	yin	yin	PROPN
fcis-9419	85	15	,	,	PUNCT
fcis-9419	85	16	li	li	PROPN
fcis-9419	85	17	dengwei	dengwei	PROPN
fcis-9419	85	18	.	.	PROPN
fcis-9419	85	19	method	method	NOUN
fcis-9419	85	20	for	for	ADP
fcis-9419	85	21	predicting	predict	VERB
fcis-9419	85	22	critical	critical	ADJ
fcis-9419	85	23	liquid	liquid	ADJ
fcis-9419	85	24	carryover	carryover	NOUN
fcis-9419	85	25	in	in	ADP
fcis-9419	85	26	natural	natural	ADJ
fcis-9419	85	27	gas	gas	NOUN
fcis-9419	85	28	slanted	slant	VERB
fcis-9419	85	29	wells	well	NOUN
fcis-9419	86	1	[	[	X
fcis-9419	86	2	j	j	X
fcis-9419	86	3	]	]	X
fcis-9419	86	4	.	.	PUNCT
fcis-9419	87	1	oil	oil	NOUN
fcis-9419	87	2	and	and	CCONJ
fcis-9419	87	3	gas	gas	NOUN
fcis-9419	87	4	geology	geology	NOUN
fcis-9419	87	5	,	,	PUNCT
fcis-9419	87	6	2012	2012	NUM
fcis-9419	87	7	,	,	PUNCT
fcis-9419	87	8	33(04	33(04	NUM
fcis-9419	87	9	):	):	PUNCT
fcis-9419	87	10	650	650	NUM
fcis-9419	87	11	-	-	SYM
fcis-9419	87	12	654	654	NUM
fcis-9419	87	13	.	.	PUNCT
fcis-9419	88	1	[	[	X
fcis-9419	88	2	6	6	NUM
fcis-9419	88	3	]	]	PUNCT
fcis-9419	88	4	breiman	breiman	NOUN
fcis-9419	88	5	,	,	PUNCT
fcis-9419	88	6	leo	leo	PROPN
fcis-9419	88	7	.	.	PUNCT
fcis-9419	89	1	bagging	bag	VERB
fcis-9419	89	2	predictors[j	predictors[j	PROPN
fcis-9419	89	3	]	]	PUNCT
fcis-9419	89	4	.	.	PUNCT
fcis-9419	90	1	machine	machine	NOUN
fcis-9419	90	2	learning	learning	NOUN
fcis-9419	90	3	,	,	PUNCT
fcis-9419	90	4	1996	1996	NUM
fcis-9419	90	5	,	,	PUNCT
fcis-9419	90	6	24	24	NUM
fcis-9419	90	7	(	(	PUNCT
fcis-9419	90	8	2	2	NUM
fcis-9419	90	9	):	):	PUNCT
fcis-9419	90	10	123	123	NUM
fcis-9419	90	11	-	-	SYM
fcis-9419	90	12	140	140	NUM
fcis-9419	90	13	.	.	PUNCT
fcis-9419	91	1	[	[	X
fcis-9419	91	2	7	7	X
fcis-9419	91	3	]	]	PUNCT
fcis-9419	91	4	dietterich	dietterich	X
fcis-9419	91	5	,	,	PUNCT
fcis-9419	91	6	t.	t.	PROPN
fcis-9419	91	7	g.	g.	PROPN
fcis-9419	91	8	ensemble	ensemble	ADJ
fcis-9419	91	9	methods	method	NOUN
fcis-9419	91	10	in	in	ADP
fcis-9419	91	11	machine	machine	NOUN
fcis-9419	91	12	learning	learning	NOUN
fcis-9419	91	13	:	:	PUNCT
fcis-9419	91	14	multiple	multiple	ADJ
fcis-9419	91	15	classifier	classifier	NOUN
fcis-9419	91	16	systems	system	NOUN
fcis-9419	91	17	:	:	PUNCT
fcis-9419	91	18	first	first	ADJ
fcis-9419	91	19	international	international	ADJ
fcis-9419	91	20	workshop	workshop	NOUN
fcis-9419	91	21	,	,	PUNCT
fcis-9419	91	22	mcs	mcs	PROPN
fcis-9419	91	23	2000	2000	NUM
fcis-9419	91	24	cagliari	cagliari	PROPN
fcis-9419	91	25	.	.	PUNCT