id	sid	tid	token	lemma	pos
ajst-32398	1	1	235	235	NUM
ajst-32398	1	2	screening	screening	NOUN
ajst-32398	1	3	and	and	CCONJ
ajst-32398	1	4	database	database	NOUN
ajst-32398	1	5	establishment	establishment	NOUN
ajst-32398	1	6	of	of	ADP
ajst-32398	1	7	factors	factor	NOUN
ajst-32398	1	8	influencing	influence	VERB
ajst-32398	1	9	multi	multi	ADJ
ajst-32398	1	10	-	-	ADJ
ajst-32398	1	11	thin	thin	ADJ
ajst-32398	1	12	layer	layer	NOUN
ajst-32398	1	13	fracturing	fracture	VERB
ajst-32398	1	14	in	in	ADP
ajst-32398	1	15	straight	straight	ADJ
ajst-32398	1	16	wells	well	NOUN
ajst-32398	1	17	qinxi	qinxi	PROPN
ajst-32398	1	18	tang	tang	PROPN
ajst-32398	1	19	1	1	NUM
ajst-32398	1	20	,	,	PUNCT
ajst-32398	1	21	binghong	binghong	PROPN
ajst-32398	1	22	xie2	xie2	PROPN
ajst-32398	1	23	,	,	PUNCT
ajst-32398	1	24	huohai	huohai	PROPN
ajst-32398	1	25	yang3	yang3	PROPN
ajst-32398	1	26	,	,	PUNCT
ajst-32398	1	27	*	*	PUNCT
ajst-32398	1	28	1sulige	1sulige	NUM
ajst-32398	1	29	gas	gas	NOUN
ajst-32398	1	30	field	field	NOUN
ajst-32398	1	31	branch	branch	NOUN
ajst-32398	1	32	of	of	ADP
ajst-32398	1	33	the	the	DET
ajst-32398	1	34	great	great	ADJ
ajst-32398	1	35	wall	wall	NOUN
ajst-32398	1	36	drilling	drilling	PROPN
ajst-32398	1	37	company	company	NOUN
ajst-32398	1	38	in	in	ADP
ajst-32398	1	39	cnpc	cnpc	ADJ
ajst-32398	1	40	,	,	PUNCT
ajst-32398	1	41	panjin	panjin	NOUN
ajst-32398	1	42	,	,	PUNCT
ajst-32398	1	43	china	china	PROPN
ajst-32398	1	44	2shuna	2shuna	NUM
ajst-32398	1	45	gas	gas	NOUN
ajst-32398	1	46	field	field	NOUN
ajst-32398	1	47	,	,	PUNCT
ajst-32398	1	48	southwest	southwest	ADJ
ajst-32398	1	49	oil	oil	NOUN
ajst-32398	1	50	and	and	CCONJ
ajst-32398	1	51	gas	gas	NOUN
ajst-32398	1	52	field	field	PROPN
ajst-32398	1	53	co.	co.	PROPN
ajst-32398	1	54	,	,	PUNCT
ajst-32398	1	55	ltd	ltd	PROPN
ajst-32398	1	56	.	.	PROPN
ajst-32398	1	57	,	,	PUNCT
ajst-32398	1	58	petrochina	petrochina	PROPN
ajst-32398	1	59	,	,	PUNCT
ajst-32398	1	60	luzhou	luzhou	PROPN
ajst-32398	1	61	,	,	PUNCT
ajst-32398	1	62	china	china	PROPN
ajst-32398	1	63	3petroleum	3petroleum	NUM
ajst-32398	1	64	engineering	engineering	NOUN
ajst-32398	1	65	school	school	NOUN
ajst-32398	1	66	,	,	PUNCT
ajst-32398	1	67	southwest	southwest	ADJ
ajst-32398	1	68	petroleum	petroleum	PROPN
ajst-32398	1	69	university	university	PROPN
ajst-32398	1	70	,	,	PUNCT
ajst-32398	1	71	chengdu	chengdu	PROPN
ajst-32398	1	72	,	,	PUNCT
ajst-32398	1	73	china	china	PROPN
ajst-32398	1	74	*	*	PUNCT
ajst-32398	1	75	corresponding	correspond	VERB
ajst-32398	1	76	author	author	NOUN
ajst-32398	1	77	email	email	NOUN
ajst-32398	1	78	:	:	PUNCT
ajst-32398	1	79	sf444805@163.com	sf444805@163.com	X
ajst-32398	1	80	abstract	abstract	PROPN
ajst-32398	1	81	.	.	PUNCT
ajst-32398	2	1	in	in	ADP
ajst-32398	2	2	this	this	DET
ajst-32398	2	3	paper	paper	NOUN
ajst-32398	2	4	,	,	PUNCT
ajst-32398	2	5	we	we	PRON
ajst-32398	2	6	discuss	discuss	VERB
ajst-32398	2	7	how	how	SCONJ
ajst-32398	2	8	to	to	PART
ajst-32398	2	9	construct	construct	VERB
ajst-32398	2	10	and	and	CCONJ
ajst-32398	2	11	optimize	optimize	VERB
ajst-32398	2	12	a	a	DET
ajst-32398	2	13	straight	straight	ADJ
ajst-32398	2	14	-	-	PUNCT
ajst-32398	2	15	well	well	NOUN
ajst-32398	2	16	multi	multi	ADJ
ajst-32398	2	17	-	-	ADJ
ajst-32398	2	18	thin	thin	ADJ
ajst-32398	2	19	-	-	PUNCT
ajst-32398	2	20	layer	layer	NOUN
ajst-32398	2	21	fracturing	fracturing	NOUN
ajst-32398	2	22	model	model	NOUN
ajst-32398	2	23	in	in	ADP
ajst-32398	2	24	the	the	DET
ajst-32398	2	25	field	field	NOUN
ajst-32398	2	26	of	of	ADP
ajst-32398	2	27	petroleum	petroleum	NOUN
ajst-32398	2	28	exploration	exploration	NOUN
ajst-32398	2	29	by	by	ADP
ajst-32398	2	30	means	mean	NOUN
ajst-32398	2	31	of	of	ADP
ajst-32398	2	32	influencing	influence	VERB
ajst-32398	2	33	factor	factor	NOUN
ajst-32398	2	34	screening	screening	NOUN
ajst-32398	2	35	and	and	CCONJ
ajst-32398	2	36	database	database	NOUN
ajst-32398	2	37	establishment	establishment	NOUN
ajst-32398	2	38	,	,	PUNCT
ajst-32398	2	39	combined	combine	VERB
ajst-32398	2	40	with	with	ADP
ajst-32398	2	41	data	datum	NOUN
ajst-32398	2	42	mining	mining	NOUN
ajst-32398	2	43	techniques	technique	NOUN
ajst-32398	2	44	.	.	PUNCT
ajst-32398	3	1	first	first	ADV
ajst-32398	3	2	,	,	PUNCT
ajst-32398	3	3	we	we	PRON
ajst-32398	3	4	identify	identify	VERB
ajst-32398	3	5	and	and	CCONJ
ajst-32398	3	6	screen	screen	VERB
ajst-32398	3	7	out	out	ADP
ajst-32398	3	8	the	the	DET
ajst-32398	3	9	key	key	ADJ
ajst-32398	3	10	factors	factor	NOUN
ajst-32398	3	11	affecting	affect	VERB
ajst-32398	3	12	the	the	DET
ajst-32398	3	13	fracturing	fracturing	NOUN
ajst-32398	3	14	effect	effect	NOUN
ajst-32398	3	15	,	,	PUNCT
ajst-32398	3	16	such	such	ADJ
ajst-32398	3	17	as	as	ADP
ajst-32398	3	18	lithology	lithology	NOUN
ajst-32398	3	19	,	,	PUNCT
ajst-32398	3	20	formation	formation	NOUN
ajst-32398	3	21	thickness	thickness	NOUN
ajst-32398	3	22	,	,	PUNCT
ajst-32398	3	23	interstitiality	interstitiality	NOUN
ajst-32398	3	24	and	and	CCONJ
ajst-32398	3	25	so	so	ADV
ajst-32398	3	26	on	on	ADV
ajst-32398	3	27	.	.	PUNCT
ajst-32398	4	1	next	next	ADV
ajst-32398	4	2	,	,	PUNCT
ajst-32398	4	3	a	a	DET
ajst-32398	4	4	comprehensive	comprehensive	ADJ
ajst-32398	4	5	database	database	NOUN
ajst-32398	4	6	is	be	AUX
ajst-32398	4	7	established	establish	VERB
ajst-32398	4	8	to	to	PART
ajst-32398	4	9	integrate	integrate	VERB
ajst-32398	4	10	the	the	DET
ajst-32398	4	11	data	datum	NOUN
ajst-32398	4	12	of	of	ADP
ajst-32398	4	13	these	these	DET
ajst-32398	4	14	key	key	ADJ
ajst-32398	4	15	factors	factor	NOUN
ajst-32398	4	16	,	,	PUNCT
ajst-32398	4	17	including	include	VERB
ajst-32398	4	18	geological	geological	ADJ
ajst-32398	4	19	information	information	NOUN
ajst-32398	4	20	,	,	PUNCT
ajst-32398	4	21	formation	formation	NOUN
ajst-32398	4	22	data	datum	NOUN
ajst-32398	4	23	,	,	PUNCT
ajst-32398	4	24	and	and	CCONJ
ajst-32398	4	25	fracturing	fracture	VERB
ajst-32398	4	26	operation	operation	NOUN
ajst-32398	4	27	records	record	NOUN
ajst-32398	4	28	.	.	PUNCT
ajst-32398	5	1	on	on	ADP
ajst-32398	5	2	this	this	DET
ajst-32398	5	3	basis	basis	NOUN
ajst-32398	5	4	,	,	PUNCT
ajst-32398	5	5	we	we	PRON
ajst-32398	5	6	apply	apply	VERB
ajst-32398	5	7	data	datum	NOUN
ajst-32398	5	8	mining	mining	NOUN
ajst-32398	5	9	techniques	technique	NOUN
ajst-32398	5	10	to	to	PART
ajst-32398	5	11	establish	establish	VERB
ajst-32398	5	12	a	a	DET
ajst-32398	5	13	straight	straight	ADJ
ajst-32398	5	14	-	-	PUNCT
ajst-32398	5	15	well	well	NOUN
ajst-32398	5	16	multi	multi	ADJ
ajst-32398	5	17	-	-	ADJ
ajst-32398	5	18	thin	thin	ADJ
ajst-32398	5	19	-	-	PUNCT
ajst-32398	5	20	layer	layer	NOUN
ajst-32398	5	21	fracturing	fracturing	NOUN
ajst-32398	5	22	model	model	NOUN
ajst-32398	5	23	.	.	PUNCT
ajst-32398	6	1	for	for	ADP
ajst-32398	6	2	model	model	NOUN
ajst-32398	6	3	selection	selection	NOUN
ajst-32398	6	4	,	,	PUNCT
ajst-32398	6	5	we	we	PRON
ajst-32398	6	6	considered	consider	VERB
ajst-32398	6	7	various	various	ADJ
ajst-32398	6	8	algorithms	algorithm	NOUN
ajst-32398	6	9	such	such	ADJ
ajst-32398	6	10	as	as	ADP
ajst-32398	6	11	decision	decision	NOUN
ajst-32398	6	12	tree	tree	NOUN
ajst-32398	6	13	,	,	PUNCT
ajst-32398	6	14	support	support	VERB
ajst-32398	6	15	vector	vector	NOUN
ajst-32398	6	16	machine	machine	NOUN
ajst-32398	6	17	,	,	PUNCT
ajst-32398	6	18	and	and	CCONJ
ajst-32398	6	19	neural	neural	ADJ
ajst-32398	6	20	network	network	NOUN
ajst-32398	6	21	,	,	PUNCT
ajst-32398	6	22	and	and	CCONJ
ajst-32398	6	23	conducted	conduct	VERB
ajst-32398	6	24	tests	test	NOUN
ajst-32398	6	25	to	to	PART
ajst-32398	6	26	determine	determine	VERB
ajst-32398	6	27	the	the	DET
ajst-32398	6	28	optimal	optimal	ADJ
ajst-32398	6	29	solution	solution	NOUN
ajst-32398	6	30	.	.	PUNCT
ajst-32398	7	1	during	during	ADP
ajst-32398	7	2	the	the	DET
ajst-32398	7	3	model	model	NOUN
ajst-32398	7	4	training	training	NOUN
ajst-32398	7	5	process	process	NOUN
ajst-32398	7	6	,	,	PUNCT
ajst-32398	7	7	cross	cross	NOUN
ajst-32398	7	8	-	-	ADJ
ajst-32398	7	9	validation	validation	ADJ
ajst-32398	7	10	,	,	PUNCT
ajst-32398	7	11	feature	feature	NOUN
ajst-32398	7	12	engineering	engineering	NOUN
ajst-32398	7	13	and	and	CCONJ
ajst-32398	7	14	parameter	parameter	NOUN
ajst-32398	7	15	tuning	tuning	NOUN
ajst-32398	7	16	are	be	AUX
ajst-32398	7	17	used	use	VERB
ajst-32398	7	18	to	to	PART
ajst-32398	7	19	continuously	continuously	ADV
ajst-32398	7	20	optimize	optimize	VERB
ajst-32398	7	21	the	the	DET
ajst-32398	7	22	model	model	NOUN
ajst-32398	7	23	performance	performance	NOUN
ajst-32398	7	24	to	to	PART
ajst-32398	7	25	ensure	ensure	VERB
ajst-32398	7	26	that	that	SCONJ
ajst-32398	7	27	it	it	PRON
ajst-32398	7	28	can	can	AUX
ajst-32398	7	29	accurately	accurately	ADV
ajst-32398	7	30	predict	predict	VERB
ajst-32398	7	31	the	the	DET
ajst-32398	7	32	fracturing	fracturing	NOUN
ajst-32398	7	33	effect	effect	NOUN
ajst-32398	7	34	.	.	PUNCT
ajst-32398	8	1	the	the	DET
ajst-32398	8	2	experimental	experimental	ADJ
ajst-32398	8	3	results	result	NOUN
ajst-32398	8	4	show	show	VERB
ajst-32398	8	5	that	that	SCONJ
ajst-32398	8	6	by	by	ADP
ajst-32398	8	7	utilizing	utilize	VERB
ajst-32398	8	8	the	the	DET
ajst-32398	8	9	screened	screen	VERB
ajst-32398	8	10	key	key	ADJ
ajst-32398	8	11	factors	factor	NOUN
ajst-32398	8	12	and	and	CCONJ
ajst-32398	8	13	the	the	DET
ajst-32398	8	14	established	establish	VERB
ajst-32398	8	15	database	database	NOUN
ajst-32398	8	16	,	,	PUNCT
ajst-32398	8	17	the	the	DET
ajst-32398	8	18	trained	train	VERB
ajst-32398	8	19	data	data	NOUN
ajst-32398	8	20	mining	mining	NOUN
ajst-32398	8	21	model	model	NOUN
ajst-32398	8	22	performs	perform	VERB
ajst-32398	8	23	well	well	ADV
ajst-32398	8	24	on	on	ADP
ajst-32398	8	25	the	the	DET
ajst-32398	8	26	test	test	NOUN
ajst-32398	8	27	set	set	VERB
ajst-32398	8	28	and	and	CCONJ
ajst-32398	8	29	is	be	AUX
ajst-32398	8	30	able	able	ADJ
ajst-32398	8	31	to	to	PART
ajst-32398	8	32	effectively	effectively	ADV
ajst-32398	8	33	predict	predict	VERB
ajst-32398	8	34	the	the	DET
ajst-32398	8	35	fracturing	fracturing	NOUN
ajst-32398	8	36	effect	effect	NOUN
ajst-32398	8	37	of	of	ADP
ajst-32398	8	38	straight	straight	ADJ
ajst-32398	8	39	wells	well	NOUN
ajst-32398	8	40	with	with	ADP
ajst-32398	8	41	multiple	multiple	ADJ
ajst-32398	8	42	thin	thin	ADJ
ajst-32398	8	43	layers	layer	NOUN
ajst-32398	8	44	.	.	PUNCT
ajst-32398	9	1	this	this	DET
ajst-32398	9	2	approach	approach	NOUN
ajst-32398	9	3	not	not	PART
ajst-32398	9	4	only	only	ADV
ajst-32398	9	5	improves	improve	VERB
ajst-32398	9	6	the	the	DET
ajst-32398	9	7	accuracy	accuracy	NOUN
ajst-32398	9	8	of	of	ADP
ajst-32398	9	9	prediction	prediction	NOUN
ajst-32398	9	10	,	,	PUNCT
ajst-32398	9	11	but	but	CCONJ
ajst-32398	9	12	also	also	ADV
ajst-32398	9	13	provides	provide	VERB
ajst-32398	9	14	a	a	DET
ajst-32398	9	15	systematic	systematic	ADJ
ajst-32398	9	16	analysis	analysis	NOUN
ajst-32398	9	17	and	and	CCONJ
ajst-32398	9	18	decision	decision	NOUN
ajst-32398	9	19	-	-	PUNCT
ajst-32398	9	20	making	make	VERB
ajst-32398	9	21	tool	tool	NOUN
ajst-32398	9	22	for	for	ADP
ajst-32398	9	23	oil	oil	NOUN
ajst-32398	9	24	exploration	exploration	NOUN
ajst-32398	9	25	.	.	PUNCT
ajst-32398	10	1	future	future	ADJ
ajst-32398	10	2	research	research	NOUN
ajst-32398	10	3	directions	direction	NOUN
ajst-32398	10	4	include	include	VERB
ajst-32398	10	5	further	far	ADV
ajst-32398	10	6	enriching	enrich	VERB
ajst-32398	10	7	the	the	DET
ajst-32398	10	8	database	database	NOUN
ajst-32398	10	9	information	information	NOUN
ajst-32398	10	10	,	,	PUNCT
ajst-32398	10	11	exploring	explore	VERB
ajst-32398	10	12	more	more	ADJ
ajst-32398	10	13	complex	complex	ADJ
ajst-32398	10	14	data	datum	NOUN
ajst-32398	10	15	mining	mining	NOUN
ajst-32398	10	16	models	model	NOUN
ajst-32398	10	17	,	,	PUNCT
ajst-32398	10	18	and	and	CCONJ
ajst-32398	10	19	enhancing	enhance	VERB
ajst-32398	10	20	the	the	DET
ajst-32398	10	21	interpretability	interpretability	NOUN
ajst-32398	10	22	of	of	ADP
ajst-32398	10	23	the	the	DET
ajst-32398	10	24	model	model	NOUN
ajst-32398	10	25	to	to	PART
ajst-32398	10	26	make	make	VERB
ajst-32398	10	27	the	the	DET
ajst-32398	10	28	results	result	NOUN
ajst-32398	10	29	easier	easy	ADJ
ajst-32398	10	30	for	for	SCONJ
ajst-32398	10	31	engineers	engineer	NOUN
ajst-32398	10	32	to	to	PART
ajst-32398	10	33	understand	understand	VERB
ajst-32398	10	34	and	and	CCONJ
ajst-32398	10	35	apply	apply	VERB
ajst-32398	10	36	.	.	PUNCT
ajst-32398	11	1	this	this	PRON
ajst-32398	11	2	will	will	AUX
ajst-32398	11	3	provide	provide	VERB
ajst-32398	11	4	more	more	ADV
ajst-32398	11	5	accurate	accurate	ADJ
ajst-32398	11	6	and	and	CCONJ
ajst-32398	11	7	reliable	reliable	ADJ
ajst-32398	11	8	decision	decision	NOUN
ajst-32398	11	9	support	support	NOUN
ajst-32398	11	10	for	for	ADP
ajst-32398	11	11	straight	straight	ADJ
ajst-32398	11	12	-	-	PUNCT
ajst-32398	11	13	well	well	NOUN
ajst-32398	11	14	multi	multi	ADJ
ajst-32398	11	15	-	-	ADJ
ajst-32398	11	16	thin	thin	ADJ
ajst-32398	11	17	-	-	PUNCT
ajst-32398	11	18	layer	layer	NOUN
ajst-32398	11	19	fracturing	fracturing	NOUN
ajst-32398	11	20	work	work	NOUN
ajst-32398	11	21	.	.	PUNCT
ajst-32398	12	1	keywords	keyword	NOUN
ajst-32398	12	2	:	:	PUNCT
ajst-32398	12	3	fracturing	fracturing	NOUN
ajst-32398	12	4	;	;	PUNCT
ajst-32398	12	5	influencing	influence	VERB
ajst-32398	12	6	factors	factor	NOUN
ajst-32398	12	7	;	;	PUNCT
ajst-32398	12	8	database	database	NOUN
ajst-32398	12	9	;	;	PUNCT
ajst-32398	12	10	straight	straight	ADJ
ajst-32398	12	11	wells	well	NOUN
ajst-32398	12	12	;	;	PUNCT
ajst-32398	12	13	data	datum	NOUN
ajst-32398	12	14	mining	mining	NOUN
ajst-32398	12	15	.	.	PUNCT
ajst-32398	13	1	1	1	X
ajst-32398	13	2	.	.	X
ajst-32398	13	3	introduction	introduction	NOUN
ajst-32398	13	4	in	in	ADP
ajst-32398	13	5	recent	recent	ADJ
ajst-32398	13	6	years	year	NOUN
ajst-32398	13	7	,	,	PUNCT
ajst-32398	13	8	unconventional	unconventional	ADJ
ajst-32398	13	9	oil	oil	NOUN
ajst-32398	13	10	and	and	CCONJ
ajst-32398	13	11	gas	gas	NOUN
ajst-32398	13	12	development	development	NOUN
ajst-32398	13	13	has	have	AUX
ajst-32398	13	14	gradually	gradually	ADV
ajst-32398	13	15	become	become	VERB
ajst-32398	13	16	the	the	DET
ajst-32398	13	17	focus	focus	NOUN
ajst-32398	13	18	of	of	ADP
ajst-32398	13	19	global	global	ADJ
ajst-32398	13	20	attention	attention	NOUN
ajst-32398	13	21	.	.	PUNCT
ajst-32398	14	1	as	as	ADP
ajst-32398	14	2	a	a	DET
ajst-32398	14	3	kind	kind	NOUN
ajst-32398	14	4	of	of	ADP
ajst-32398	14	5	unconventional	unconventional	ADJ
ajst-32398	14	6	oil	oil	NOUN
ajst-32398	14	7	and	and	CCONJ
ajst-32398	14	8	gas	gas	NOUN
ajst-32398	14	9	resources[1	resources[1	NOUN
ajst-32398	14	10	-	-	SYM
ajst-32398	14	11	3	3	NUM
ajst-32398	14	12	]	]	PUNCT
ajst-32398	14	13	,	,	PUNCT
ajst-32398	14	14	the	the	DET
ajst-32398	14	15	exploitation	exploitation	NOUN
ajst-32398	14	16	of	of	ADP
ajst-32398	14	17	tight	tight	ADJ
ajst-32398	14	18	gas	gas	NOUN
ajst-32398	14	19	is	be	AUX
ajst-32398	14	20	of	of	ADP
ajst-32398	14	21	great	great	ADJ
ajst-32398	14	22	significance	significance	NOUN
ajst-32398	14	23	.	.	PUNCT
ajst-32398	15	1	the	the	DET
ajst-32398	15	2	united	united	PROPN
ajst-32398	15	3	states	states	PROPN
ajst-32398	15	4	is	be	AUX
ajst-32398	15	5	the	the	DET
ajst-32398	15	6	country	country	NOUN
ajst-32398	15	7	with	with	ADP
ajst-32398	15	8	the	the	DET
ajst-32398	15	9	earliest	early	ADJ
ajst-32398	15	10	development	development	NOUN
ajst-32398	15	11	and	and	CCONJ
ajst-32398	15	12	the	the	DET
ajst-32398	15	13	most	most	ADV
ajst-32398	15	14	successful	successful	ADJ
ajst-32398	15	15	development	development	NOUN
ajst-32398	15	16	and	and	CCONJ
ajst-32398	15	17	utilization	utilization	NOUN
ajst-32398	15	18	of	of	ADP
ajst-32398	15	19	tight	tight	ADJ
ajst-32398	15	20	gas	gas	NOUN
ajst-32398	15	21	industry	industry	NOUN
ajst-32398	15	22	in	in	ADP
ajst-32398	15	23	the	the	DET
ajst-32398	15	24	world	world	NOUN
ajst-32398	15	25	,	,	PUNCT
ajst-32398	15	26	and	and	CCONJ
ajst-32398	15	27	its	its	PRON
ajst-32398	15	28	tight	tight	ADJ
ajst-32398	15	29	gas	gas	NOUN
ajst-32398	15	30	reservoirs	reservoir	NOUN
ajst-32398	15	31	are	be	AUX
ajst-32398	15	32	characterized	characterize	VERB
ajst-32398	15	33	by	by	ADP
ajst-32398	15	34	large	large	ADJ
ajst-32398	15	35	thickness	thickness	NOUN
ajst-32398	15	36	of	of	ADP
ajst-32398	15	37	gas	gas	NOUN
ajst-32398	15	38	layer	layer	NOUN
ajst-32398	15	39	,	,	PUNCT
ajst-32398	15	40	high	high	ADJ
ajst-32398	15	41	abundance	abundance	NOUN
ajst-32398	15	42	and	and	CCONJ
ajst-32398	15	43	condensate	condensate	NOUN
ajst-32398	15	44	-	-	PUNCT
ajst-32398	15	45	containing	contain	VERB
ajst-32398	15	46	oil[4	oil[4	NUM
ajst-32398	15	47	-	-	SYM
ajst-32398	15	48	5	5	NUM
ajst-32398	15	49	]	]	PUNCT
ajst-32398	15	50	,	,	PUNCT
ajst-32398	15	51	and	and	CCONJ
ajst-32398	15	52	the	the	DET
ajst-32398	15	53	gas	gas	NOUN
ajst-32398	15	54	wells	well	NOUN
ajst-32398	15	55	have	have	VERB
ajst-32398	15	56	high	high	ADJ
ajst-32398	15	57	final	final	ADJ
ajst-32398	15	58	cumulative	cumulative	ADJ
ajst-32398	15	59	gas	gas	NOUN
ajst-32398	15	60	production	production	NOUN
ajst-32398	15	61	,	,	PUNCT
ajst-32398	15	62	and	and	CCONJ
ajst-32398	15	63	the	the	DET
ajst-32398	15	64	development	development	NOUN
ajst-32398	15	65	benefits	benefit	NOUN
ajst-32398	15	66	are	be	AUX
ajst-32398	15	67	good	good	ADJ
ajst-32398	15	68	.	.	PUNCT
ajst-32398	16	1	after	after	ADP
ajst-32398	16	2	nearly	nearly	ADV
ajst-32398	16	3	20	20	NUM
ajst-32398	16	4	years	year	NOUN
ajst-32398	16	5	of	of	ADP
ajst-32398	16	6	efforts	effort	NOUN
ajst-32398	16	7	,	,	PUNCT
ajst-32398	16	8	china	china	PROPN
ajst-32398	16	9	's	's	PART
ajst-32398	16	10	tight	tight	ADJ
ajst-32398	16	11	gas	gas	NOUN
ajst-32398	16	12	development	development	NOUN
ajst-32398	16	13	has	have	AUX
ajst-32398	16	14	made	make	VERB
ajst-32398	16	15	great	great	ADJ
ajst-32398	16	16	achievements	achievement	NOUN
ajst-32398	16	17	,	,	PUNCT
ajst-32398	16	18	built	build	VERB
ajst-32398	16	19	china	china	PROPN
ajst-32398	16	20	's	's	PART
ajst-32398	16	21	largest	large	ADJ
ajst-32398	16	22	gas	gas	NOUN
ajst-32398	16	23	field	field	NOUN
ajst-32398	16	24	in	in	ADP
ajst-32398	16	25	terms	term	NOUN
ajst-32398	16	26	of	of	ADP
ajst-32398	16	27	production	production	NOUN
ajst-32398	16	28	scale	scale	NOUN
ajst-32398	16	29	sulig	sulig	NOUN
ajst-32398	16	30	gas	gas	NOUN
ajst-32398	16	31	field	field	NOUN
ajst-32398	16	32	,	,	PUNCT
ajst-32398	16	33	and	and	CCONJ
ajst-32398	16	34	formed	form	VERB
ajst-32398	16	35	a	a	DET
ajst-32398	16	36	series	series	NOUN
ajst-32398	16	37	of	of	ADP
ajst-32398	16	38	low	low	ADJ
ajst-32398	16	39	-	-	PUNCT
ajst-32398	16	40	cost	cost	NOUN
ajst-32398	16	41	development	development	NOUN
ajst-32398	16	42	technology	technology	NOUN
ajst-32398	16	43	for	for	ADP
ajst-32398	16	44	tight	tight	ADJ
ajst-32398	16	45	gas	gas	NOUN
ajst-32398	16	46	reservoirs[6	reservoirs[6	NOUN
ajst-32398	16	47	-	-	PUNCT
ajst-32398	16	48	7	7	NUM
ajst-32398	16	49	]	]	PUNCT
ajst-32398	16	50	.	.	PUNCT
ajst-32398	17	1	the	the	DET
ajst-32398	17	2	extraction	extraction	NOUN
ajst-32398	17	3	of	of	ADP
ajst-32398	17	4	tight	tight	ADJ
ajst-32398	17	5	gas	gas	NOUN
ajst-32398	17	6	can	can	AUX
ajst-32398	17	7	meet	meet	VERB
ajst-32398	17	8	the	the	DET
ajst-32398	17	9	growing	grow	VERB
ajst-32398	17	10	energy	energy	NOUN
ajst-32398	17	11	demand	demand	NOUN
ajst-32398	17	12	and	and	CCONJ
ajst-32398	17	13	reduce	reduce	VERB
ajst-32398	17	14	the	the	DET
ajst-32398	17	15	dependence	dependence	NOUN
ajst-32398	17	16	on	on	ADP
ajst-32398	17	17	traditional	traditional	ADJ
ajst-32398	17	18	energy	energy	NOUN
ajst-32398	17	19	sources	source	NOUN
ajst-32398	17	20	,	,	PUNCT
ajst-32398	17	21	which	which	PRON
ajst-32398	17	22	is	be	AUX
ajst-32398	17	23	conducive	conducive	ADJ
ajst-32398	17	24	to	to	ADP
ajst-32398	17	25	the	the	DET
ajst-32398	17	26	diversification	diversification	NOUN
ajst-32398	17	27	of	of	ADP
ajst-32398	17	28	the	the	DET
ajst-32398	17	29	energy	energy	NOUN
ajst-32398	17	30	structure	structure	NOUN
ajst-32398	17	31	and	and	CCONJ
ajst-32398	17	32	ensure	ensure	VERB
ajst-32398	17	33	energy	energy	NOUN
ajst-32398	17	34	security	security	NOUN
ajst-32398	17	35	.	.	PUNCT
ajst-32398	18	1	therefore	therefore	ADV
ajst-32398	18	2	,	,	PUNCT
ajst-32398	18	3	the	the	DET
ajst-32398	18	4	extraction	extraction	NOUN
ajst-32398	18	5	of	of	ADP
ajst-32398	18	6	tight	tight	ADJ
ajst-32398	18	7	gas	gas	NOUN
ajst-32398	18	8	is	be	AUX
ajst-32398	18	9	of	of	ADP
ajst-32398	18	10	great	great	ADJ
ajst-32398	18	11	significance	significance	NOUN
ajst-32398	18	12	for	for	ADP
ajst-32398	18	13	energy	energy	NOUN
ajst-32398	18	14	supply	supply	NOUN
ajst-32398	18	15	,	,	PUNCT
ajst-32398	18	16	technological	technological	ADJ
ajst-32398	18	17	progress	progress	NOUN
ajst-32398	18	18	,	,	PUNCT
ajst-32398	18	19	economic	economic	ADJ
ajst-32398	18	20	development	development	NOUN
ajst-32398	18	21	and	and	CCONJ
ajst-32398	18	22	environmental	environmental	ADJ
ajst-32398	18	23	sustainability	sustainability	NOUN
ajst-32398	18	24	.	.	PUNCT
ajst-32398	19	1	it	it	PRON
ajst-32398	19	2	is	be	AUX
ajst-32398	19	3	of	of	ADP
ajst-32398	19	4	great	great	ADJ
ajst-32398	19	5	significance	significance	NOUN
ajst-32398	19	6	to	to	PART
ajst-32398	19	7	combine	combine	VERB
ajst-32398	19	8	reservoir	reservoir	PROPN
ajst-32398	19	9	physical	physical	ADJ
ajst-32398	19	10	properties	property	NOUN
ajst-32398	19	11	,	,	PUNCT
ajst-32398	19	12	rock	rock	NOUN
ajst-32398	19	13	mechanics	mechanic	NOUN
ajst-32398	19	14	,	,	PUNCT
ajst-32398	19	15	and	and	CCONJ
ajst-32398	19	16	fracturing	fracture	VERB
ajst-32398	19	17	construction	construction	NOUN
ajst-32398	19	18	factors	factor	NOUN
ajst-32398	19	19	to	to	PART
ajst-32398	19	20	clarify	clarify	VERB
ajst-32398	19	21	the	the	DET
ajst-32398	19	22	degree	degree	NOUN
ajst-32398	19	23	of	of	ADP
ajst-32398	19	24	influence	influence	NOUN
ajst-32398	19	25	of	of	ADP
ajst-32398	19	26	the	the	DET
ajst-32398	19	27	fracturing	fracturing	NOUN
ajst-32398	19	28	scheme	scheme	NOUN
ajst-32398	19	29	on	on	ADP
ajst-32398	19	30	the	the	DET
ajst-32398	19	31	production	production	NOUN
ajst-32398	19	32	capacity	capacity	NOUN
ajst-32398	19	33	of	of	ADP
ajst-32398	19	34	a	a	DET
ajst-32398	19	35	single	single	ADJ
ajst-32398	19	36	well	well	NOUN
ajst-32398	19	37	,	,	PUNCT
ajst-32398	19	38	and	and	CCONJ
ajst-32398	19	39	to	to	PART
ajst-32398	19	40	complete	complete	VERB
ajst-32398	19	41	the	the	DET
ajst-32398	19	42	screening	screening	NOUN
ajst-32398	19	43	and	and	CCONJ
ajst-32398	19	44	correlation	correlation	NOUN
ajst-32398	19	45	analysis	analysis	NOUN
ajst-32398	19	46	of	of	ADP
ajst-32398	19	47	the	the	DET
ajst-32398	19	48	influencing	influence	VERB
ajst-32398	19	49	factors	factor	NOUN
ajst-32398	19	50	of	of	ADP
ajst-32398	19	51	multi	multi	ADJ
ajst-32398	19	52	-	-	ADJ
ajst-32398	19	53	thin	thin	ADJ
ajst-32398	19	54	-	-	PUNCT
ajst-32398	19	55	layer	layer	NOUN
ajst-32398	19	56	fracturing	fracturing	NOUN
ajst-32398	19	57	in	in	ADP
ajst-32398	19	58	straight	straight	ADJ
ajst-32398	19	59	wells	well	NOUN
ajst-32398	19	60	,	,	PUNCT
ajst-32398	19	61	and	and	CCONJ
ajst-32398	19	62	to	to	PART
ajst-32398	19	63	establish	establish	VERB
ajst-32398	19	64	a	a	DET
ajst-32398	19	65	database	database	NOUN
ajst-32398	19	66	.	.	PUNCT
ajst-32398	20	1	236	236	NUM
ajst-32398	20	2	2	2	NUM
ajst-32398	20	3	.	.	PUNCT
ajst-32398	21	1	screening	screen	VERB
ajst-32398	21	2	of	of	ADP
ajst-32398	21	3	influencing	influence	VERB
ajst-32398	21	4	factors	factor	NOUN
ajst-32398	21	5	and	and	CCONJ
ajst-32398	21	6	database	database	NOUN
ajst-32398	21	7	establishment	establishment	NOUN
ajst-32398	21	8	2.1	2.1	NUM
ajst-32398	21	9	.	.	PUNCT
ajst-32398	22	1	establishment	establishment	NOUN
ajst-32398	22	2	of	of	ADP
ajst-32398	22	3	principles	principle	NOUN
ajst-32398	22	4	for	for	ADP
ajst-32398	22	5	the	the	DET
ajst-32398	22	6	selection	selection	NOUN
ajst-32398	22	7	of	of	ADP
ajst-32398	22	8	evaluation	evaluation	NOUN
ajst-32398	22	9	indicators	indicator	NOUN
ajst-32398	22	10	for	for	ADP
ajst-32398	22	11	the	the	DET
ajst-32398	22	12	fracking	fracke	VERB
ajst-32398	22	13	database	database	NOUN
ajst-32398	22	14	the	the	DET
ajst-32398	22	15	selection	selection	NOUN
ajst-32398	22	16	of	of	ADP
ajst-32398	22	17	evaluation	evaluation	NOUN
ajst-32398	22	18	indicators	indicator	NOUN
ajst-32398	22	19	in	in	ADP
ajst-32398	22	20	the	the	DET
ajst-32398	22	21	establishment	establishment	NOUN
ajst-32398	22	22	of	of	ADP
ajst-32398	22	23	the	the	DET
ajst-32398	22	24	fracking	fracke	VERB
ajst-32398	22	25	database	database	NOUN
ajst-32398	22	26	should	should	AUX
ajst-32398	22	27	be	be	AUX
ajst-32398	22	28	based	base	VERB
ajst-32398	22	29	on	on	ADP
ajst-32398	22	30	the	the	DET
ajst-32398	22	31	objectives	objective	NOUN
ajst-32398	22	32	and	and	CCONJ
ajst-32398	22	33	needs	need	NOUN
ajst-32398	22	34	of	of	ADP
ajst-32398	22	35	the	the	DET
ajst-32398	22	36	database	database	NOUN
ajst-32398	22	37	construction	construction	NOUN
ajst-32398	22	38	,	,	PUNCT
ajst-32398	22	39	and	and	CCONJ
ajst-32398	22	40	the	the	DET
ajst-32398	22	41	operability	operability	NOUN
ajst-32398	22	42	,	,	PUNCT
ajst-32398	22	43	reliability	reliability	NOUN
ajst-32398	22	44	,	,	PUNCT
ajst-32398	22	45	comprehensiveness	comprehensiveness	NOUN
ajst-32398	22	46	,	,	PUNCT
ajst-32398	22	47	generalization	generalization	NOUN
ajst-32398	22	48	,	,	PUNCT
ajst-32398	22	49	comparability	comparability	NOUN
ajst-32398	22	50	,	,	PUNCT
ajst-32398	22	51	independence	independence	NOUN
ajst-32398	22	52	,	,	PUNCT
ajst-32398	22	53	practicality	practicality	NOUN
ajst-32398	22	54	and	and	CCONJ
ajst-32398	22	55	applicability	applicability	NOUN
ajst-32398	22	56	of	of	ADP
ajst-32398	22	57	the	the	DET
ajst-32398	22	58	indicators	indicator	NOUN
ajst-32398	22	59	should	should	AUX
ajst-32398	22	60	be	be	AUX
ajst-32398	22	61	taken	take	VERB
ajst-32398	22	62	into	into	ADP
ajst-32398	22	63	consideration	consideration	NOUN
ajst-32398	22	64	to	to	PART
ajst-32398	22	65	ensure	ensure	VERB
ajst-32398	22	66	the	the	DET
ajst-32398	22	67	scientificity	scientificity	NOUN
ajst-32398	22	68	and	and	CCONJ
ajst-32398	22	69	effectiveness	effectiveness	NOUN
ajst-32398	22	70	of	of	ADP
ajst-32398	22	71	the	the	DET
ajst-32398	22	72	evaluation	evaluation	NOUN
ajst-32398	22	73	indicators	indicator	NOUN
ajst-32398	22	74	.	.	PUNCT
ajst-32398	23	1	the	the	DET
ajst-32398	23	2	main	main	ADJ
ajst-32398	23	3	considerations	consideration	NOUN
ajst-32398	23	4	here	here	ADV
ajst-32398	23	5	are	be	AUX
ajst-32398	23	6	comprehensiveness	comprehensiveness	NOUN
ajst-32398	23	7	,	,	PUNCT
ajst-32398	23	8	generalizability	generalizability	NOUN
ajst-32398	23	9	,	,	PUNCT
ajst-32398	23	10	and	and	CCONJ
ajst-32398	23	11	independence	independence	NOUN
ajst-32398	23	12	.	.	PUNCT
ajst-32398	24	1	the	the	DET
ajst-32398	24	2	evaluation	evaluation	NOUN
ajst-32398	24	3	of	of	ADP
ajst-32398	24	4	post	post	ADJ
ajst-32398	24	5	-	-	ADJ
ajst-32398	24	6	pressing	pressing	ADJ
ajst-32398	24	7	output	output	NOUN
ajst-32398	24	8	effect	effect	NOUN
ajst-32398	24	9	is	be	AUX
ajst-32398	24	10	a	a	DET
ajst-32398	24	11	direct	direct	ADJ
ajst-32398	24	12	reflection	reflection	NOUN
ajst-32398	24	13	of	of	ADP
ajst-32398	24	14	the	the	DET
ajst-32398	24	15	post	post	ADJ
ajst-32398	24	16	-	-	ADJ
ajst-32398	24	17	pressing	pressing	ADJ
ajst-32398	24	18	effect	effect	NOUN
ajst-32398	24	19	,	,	PUNCT
ajst-32398	24	20	which	which	PRON
ajst-32398	24	21	is	be	AUX
ajst-32398	24	22	generally	generally	ADV
ajst-32398	24	23	characterized	characterize	VERB
ajst-32398	24	24	by	by	ADP
ajst-32398	24	25	the	the	DET
ajst-32398	24	26	daily	daily	ADJ
ajst-32398	24	27	output	output	NOUN
ajst-32398	24	28	,	,	PUNCT
ajst-32398	24	29	which	which	PRON
ajst-32398	24	30	is	be	AUX
ajst-32398	24	31	greatly	greatly	ADV
ajst-32398	24	32	affected	affect	VERB
ajst-32398	24	33	by	by	ADP
ajst-32398	24	34	the	the	DET
ajst-32398	24	35	production	production	NOUN
ajst-32398	24	36	system	system	NOUN
ajst-32398	24	37	and	and	CCONJ
ajst-32398	24	38	production	production	NOUN
ajst-32398	24	39	conditions	condition	NOUN
ajst-32398	24	40	,	,	PUNCT
ajst-32398	24	41	such	such	ADJ
ajst-32398	24	42	as	as	ADP
ajst-32398	24	43	the	the	DET
ajst-32398	24	44	effect	effect	NOUN
ajst-32398	24	45	of	of	ADP
ajst-32398	24	46	production	production	NOUN
ajst-32398	24	47	differential	differential	NOUN
ajst-32398	24	48	pressure	pressure	NOUN
ajst-32398	24	49	.	.	PUNCT
ajst-32398	25	1	fig	fig	NOUN
ajst-32398	25	2	.	.	PUNCT
ajst-32398	26	1	1	1	NUM
ajst-32398	26	2	principles	principle	NOUN
ajst-32398	26	3	of	of	ADP
ajst-32398	26	4	selecting	select	VERB
ajst-32398	26	5	evaluation	evaluation	NOUN
ajst-32398	26	6	indicators	indicator	NOUN
ajst-32398	26	7	for	for	ADP
ajst-32398	26	8	fracking	fracke	VERB
ajst-32398	26	9	database	database	NOUN
ajst-32398	26	10	2.2	2.2	NUM
ajst-32398	26	11	.	.	PUNCT
ajst-32398	26	12	establishment	establishment	NOUN
ajst-32398	26	13	of	of	ADP
ajst-32398	26	14	a	a	DET
ajst-32398	26	15	database	database	NOUN
ajst-32398	26	16	to	to	PART
ajst-32398	26	17	evaluate	evaluate	VERB
ajst-32398	26	18	sources	source	NOUN
ajst-32398	26	19	of	of	ADP
ajst-32398	26	20	indicators	indicator	NOUN
ajst-32398	26	21	establish	establish	VERB
ajst-32398	26	22	a	a	DET
ajst-32398	26	23	comprehensive	comprehensive	ADJ
ajst-32398	26	24	and	and	CCONJ
ajst-32398	26	25	effective	effective	ADJ
ajst-32398	26	26	database	database	NOUN
ajst-32398	26	27	evaluation	evaluation	NOUN
ajst-32398	26	28	metrics	metric	NOUN
ajst-32398	26	29	system	system	NOUN
ajst-32398	26	30	to	to	PART
ajst-32398	26	31	ensure	ensure	VERB
ajst-32398	26	32	a	a	DET
ajst-32398	26	33	comprehensive	comprehensive	ADJ
ajst-32398	26	34	assessment	assessment	NOUN
ajst-32398	26	35	and	and	CCONJ
ajst-32398	26	36	analysis	analysis	NOUN
ajst-32398	26	37	of	of	ADP
ajst-32398	26	38	database	database	NOUN
ajst-32398	26	39	performance	performance	NOUN
ajst-32398	26	40	,	,	PUNCT
ajst-32398	26	41	quality	quality	NOUN
ajst-32398	26	42	and	and	CCONJ
ajst-32398	26	43	value.selection	value.selection	NOUN
ajst-32398	26	44	of	of	ADP
ajst-32398	26	45	sources	source	NOUN
ajst-32398	26	46	:	:	PUNCT
ajst-32398	26	47	reservoir	reservoir	PROPN
ajst-32398	26	48	physical	physical	ADJ
ajst-32398	26	49	parameters	parameter	NOUN
ajst-32398	26	50	,	,	PUNCT
ajst-32398	26	51	rock	rock	NOUN
ajst-32398	26	52	mechanics	mechanic	NOUN
ajst-32398	26	53	parameters	parameter	NOUN
ajst-32398	26	54	and	and	CCONJ
ajst-32398	26	55	fracturing	fracture	VERB
ajst-32398	26	56	construction	construction	NOUN
ajst-32398	26	57	parameters	parameter	NOUN
ajst-32398	26	58	.	.	PUNCT
ajst-32398	27	1	table	table	NOUN
ajst-32398	27	2	1	1	NUM
ajst-32398	27	3	establishment	establishment	NOUN
ajst-32398	27	4	of	of	ADP
ajst-32398	27	5	a	a	DET
ajst-32398	27	6	table	table	NOUN
ajst-32398	27	7	of	of	ADP
ajst-32398	27	8	evaluation	evaluation	NOUN
ajst-32398	27	9	indicators	indicator	NOUN
ajst-32398	27	10	for	for	ADP
ajst-32398	27	11	databases	database	NOUN
ajst-32398	27	12	select	select	VERB
ajst-32398	27	13	source	source	NOUN
ajst-32398	27	14	selection	selection	NOUN
ajst-32398	27	15	results	result	VERB
ajst-32398	27	16	reservoir	reservoir	PROPN
ajst-32398	27	17	physical	physical	ADJ
ajst-32398	27	18	parameters	parameter	NOUN
ajst-32398	27	19	effective	effective	ADJ
ajst-32398	27	20	reservoir	reservoir	NOUN
ajst-32398	27	21	thickness	thickness	NOUN
ajst-32398	27	22	,	,	PUNCT
ajst-32398	27	23	porosity	porosity	NOUN
ajst-32398	27	24	,	,	PUNCT
ajst-32398	27	25	permeability	permeability	NOUN
ajst-32398	27	26	,	,	PUNCT
ajst-32398	27	27	oil	oil	NOUN
ajst-32398	27	28	saturation	saturation	NOUN
ajst-32398	27	29	,	,	PUNCT
ajst-32398	27	30	mud	mud	NOUN
ajst-32398	27	31	content	content	NOUN
ajst-32398	27	32	,	,	PUNCT
ajst-32398	27	33	pore	pore	ADJ
ajst-32398	27	34	structure	structure	NOUN
ajst-32398	27	35	index	index	NOUN
ajst-32398	27	36	,	,	PUNCT
ajst-32398	27	37	acoustic	acoustic	ADJ
ajst-32398	27	38	time	time	NOUN
ajst-32398	27	39	difference	difference	NOUN
ajst-32398	27	40	,	,	PUNCT
ajst-32398	27	41	neutron	neutron	NOUN
ajst-32398	27	42	porosity	porosity	NOUN
ajst-32398	27	43	,	,	PUNCT
ajst-32398	27	44	density	density	NOUN
ajst-32398	27	45	,	,	PUNCT
ajst-32398	27	46	resistivity	resistivity	NOUN
ajst-32398	27	47	,	,	PUNCT
ajst-32398	27	48	thickness	thickness	NOUN
ajst-32398	27	49	of	of	ADP
ajst-32398	27	50	coarse	coarse	ADJ
ajst-32398	27	51	sandstone	sandstone	NOUN
ajst-32398	27	52	,	,	PUNCT
ajst-32398	27	53	thickness	thickness	NOUN
ajst-32398	27	54	of	of	ADP
ajst-32398	27	55	fine	fine	ADJ
ajst-32398	27	56	conglomerate	conglomerate	NOUN
ajst-32398	27	57	,	,	PUNCT
ajst-32398	27	58	thickness	thickness	NOUN
ajst-32398	27	59	of	of	ADP
ajst-32398	27	60	small	small	ADJ
ajst-32398	27	61	medium	medium	ADJ
ajst-32398	27	62	conglomerate	conglomerate	NOUN
ajst-32398	27	63	,	,	PUNCT
ajst-32398	27	64	thickness	thickness	NOUN
ajst-32398	27	65	of	of	ADP
ajst-32398	27	66	large	large	ADJ
ajst-32398	27	67	medium	medium	ADJ
ajst-32398	27	68	conglomerate	conglomerate	NOUN
ajst-32398	27	69	rock	rock	NOUN
ajst-32398	27	70	mechanical	mechanical	ADJ
ajst-32398	27	71	parameter	parameter	PROPN
ajst-32398	27	72	young	young	PROPN
ajst-32398	27	73	's	's	PART
ajst-32398	27	74	modulus	modulus	NOUN
ajst-32398	27	75	,	,	PUNCT
ajst-32398	27	76	poisson	poisson	PROPN
ajst-32398	27	77	's	's	PART
ajst-32398	27	78	ratio	ratio	NOUN
ajst-32398	27	79	,	,	PUNCT
ajst-32398	27	80	brittleness	brittleness	NOUN
ajst-32398	27	81	index	index	NOUN
ajst-32398	27	82	,	,	PUNCT
ajst-32398	27	83	minimum	minimum	ADJ
ajst-32398	27	84	horizontal	horizontal	ADJ
ajst-32398	27	85	principal	principal	ADJ
ajst-32398	27	86	stress	stress	NOUN
ajst-32398	27	87	,	,	PUNCT
ajst-32398	27	88	vertical	vertical	ADJ
ajst-32398	27	89	stress	stress	NOUN
ajst-32398	27	90	,	,	PUNCT
ajst-32398	27	91	horizontal	horizontal	ADJ
ajst-32398	27	92	principal	principal	ADJ
ajst-32398	27	93	stress	stress	NOUN
ajst-32398	27	94	difference	difference	NOUN
ajst-32398	27	95	fracturing	fracture	VERB
ajst-32398	27	96	construction	construction	NOUN
ajst-32398	27	97	parameters	parameter	NOUN
ajst-32398	27	98	pre	pre	ADJ
ajst-32398	27	99	-	-	ADJ
ajst-32398	27	100	liquid	liquid	ADJ
ajst-32398	27	101	ratio	ratio	NOUN
ajst-32398	27	102	,	,	PUNCT
ajst-32398	27	103	construction	construction	NOUN
ajst-32398	27	104	displacement	displacement	NOUN
ajst-32398	27	105	,	,	PUNCT
ajst-32398	27	106	sand	sand	NOUN
ajst-32398	27	107	addition	addition	NOUN
ajst-32398	27	108	,	,	PUNCT
ajst-32398	27	109	liquid	liquid	ADJ
ajst-32398	27	110	nitrogen	nitrogen	NOUN
ajst-32398	27	111	,	,	PUNCT
ajst-32398	27	112	average	average	ADJ
ajst-32398	27	113	sand	sand	NOUN
ajst-32398	27	114	ratio	ratio	NOUN
ajst-32398	27	115	237	237	NUM
ajst-32398	27	116	2.3	2.3	NUM
ajst-32398	27	117	.	.	PUNCT
ajst-32398	28	1	establishment	establishment	NOUN
ajst-32398	28	2	of	of	ADP
ajst-32398	28	3	a	a	DET
ajst-32398	28	4	fracking	fracke	VERB
ajst-32398	28	5	database	database	NOUN
ajst-32398	28	6	2.3.1	2.3.1	NUM
ajst-32398	28	7	formation	formation	NOUN
ajst-32398	28	8	of	of	ADP
ajst-32398	28	9	a	a	DET
ajst-32398	28	10	set	set	NOUN
ajst-32398	28	11	of	of	ADP
ajst-32398	28	12	databases	database	NOUN
ajst-32398	28	13	the	the	DET
ajst-32398	28	14	data	datum	NOUN
ajst-32398	28	15	of	of	ADP
ajst-32398	28	16	5138	5138	NUM
ajst-32398	28	17	well	well	ADJ
ajst-32398	28	18	sections	section	NOUN
ajst-32398	28	19	of	of	ADP
ajst-32398	28	20	1606	1606	NUM
ajst-32398	28	21	wells	well	NOUN
ajst-32398	28	22	have	have	AUX
ajst-32398	28	23	been	be	AUX
ajst-32398	28	24	completed	complete	VERB
ajst-32398	28	25	,	,	PUNCT
ajst-32398	28	26	and	and	CCONJ
ajst-32398	28	27	each	each	DET
ajst-32398	28	28	well	well	NOUN
ajst-32398	28	29	section	section	NOUN
ajst-32398	28	30	contains	contain	VERB
ajst-32398	28	31	120	120	NUM
ajst-32398	28	32	parameters	parameter	NOUN
ajst-32398	28	33	related	relate	VERB
ajst-32398	28	34	to	to	ADP
ajst-32398	28	35	reservoir	reservoir	VERB
ajst-32398	28	36	physical	physical	ADJ
ajst-32398	28	37	properties	property	NOUN
ajst-32398	28	38	,	,	PUNCT
ajst-32398	28	39	rock	rock	NOUN
ajst-32398	28	40	mechanics	mechanic	NOUN
ajst-32398	28	41	,	,	PUNCT
ajst-32398	28	42	fracturing	fracture	VERB
ajst-32398	28	43	construction	construction	NOUN
ajst-32398	28	44	,	,	PUNCT
ajst-32398	28	45	etc	etc	X
ajst-32398	28	46	.	.	X
ajst-32398	28	47	,	,	PUNCT
ajst-32398	28	48	forming	form	VERB
ajst-32398	28	49	a	a	DET
ajst-32398	28	50	set	set	NOUN
ajst-32398	28	51	of	of	ADP
ajst-32398	28	52	database	database	NOUN
ajst-32398	28	53	with	with	ADP
ajst-32398	28	54	120	120	NUM
ajst-32398	28	55	parameters	parameter	NOUN
ajst-32398	28	56	.	.	PUNCT
ajst-32398	29	1	among	among	ADP
ajst-32398	29	2	them	they	PRON
ajst-32398	29	3	,	,	PUNCT
ajst-32398	29	4	there	there	PRON
ajst-32398	29	5	are	be	VERB
ajst-32398	29	6	612	612	NUM
ajst-32398	29	7	wells	well	NOUN
ajst-32398	29	8	and	and	CCONJ
ajst-32398	29	9	1,357	1,357	NUM
ajst-32398	29	10	well	well	NOUN
ajst-32398	29	11	sections	section	NOUN
ajst-32398	29	12	in	in	ADP
ajst-32398	29	13	su-10	su-10	X
ajst-32398	29	14	block	block	NOUN
ajst-32398	29	15	,	,	PUNCT
ajst-32398	29	16	677	677	NUM
ajst-32398	29	17	wells	well	NOUN
ajst-32398	29	18	and	and	CCONJ
ajst-32398	29	19	1,656	1,656	NUM
ajst-32398	29	20	well	well	NOUN
ajst-32398	29	21	sections	section	NOUN
ajst-32398	29	22	in	in	ADP
ajst-32398	29	23	su-11	su-11	PUNCT
ajst-32398	29	24	block	block	NOUN
ajst-32398	29	25	,	,	PUNCT
ajst-32398	29	26	and	and	CCONJ
ajst-32398	29	27	317	317	NUM
ajst-32398	29	28	wells	well	NOUN
ajst-32398	29	29	and	and	CCONJ
ajst-32398	29	30	2,125	2,125	NUM
ajst-32398	29	31	well	well	NOUN
ajst-32398	29	32	sections	section	NOUN
ajst-32398	29	33	in	in	ADP
ajst-32398	29	34	su-53	su-53	NUM
ajst-32398	29	35	block	block	NOUN
ajst-32398	29	36	.	.	PUNCT
ajst-32398	30	1	among	among	ADP
ajst-32398	30	2	them	they	PRON
ajst-32398	30	3	,	,	PUNCT
ajst-32398	30	4	220	220	NUM
ajst-32398	30	5	horizontal	horizontal	ADJ
ajst-32398	30	6	wells	well	NOUN
ajst-32398	30	7	are	be	AUX
ajst-32398	30	8	mainly	mainly	ADV
ajst-32398	30	9	concentrated	concentrate	VERB
ajst-32398	30	10	in	in	ADP
ajst-32398	30	11	su	su	PROPN
ajst-32398	30	12	53	53	NUM
ajst-32398	30	13	block	block	NOUN
ajst-32398	30	14	.	.	PUNCT
ajst-32398	31	1	2.3.2	2.3.2	NUM
ajst-32398	31	2	establishment	establishment	NOUN
ajst-32398	31	3	of	of	ADP
ajst-32398	31	4	sub	sub	NOUN
ajst-32398	31	5	-	-	NOUN
ajst-32398	31	6	databases	database	NOUN
ajst-32398	31	7	in	in	ADP
ajst-32398	31	8	response	response	NOUN
ajst-32398	31	9	to	to	ADP
ajst-32398	31	10	the	the	DET
ajst-32398	31	11	need	need	NOUN
ajst-32398	31	12	for	for	ADP
ajst-32398	31	13	correlation	correlation	NOUN
ajst-32398	31	14	analysis	analysis	NOUN
ajst-32398	31	15	,	,	PUNCT
ajst-32398	31	16	the	the	DET
ajst-32398	31	17	production	production	NOUN
ajst-32398	31	18	blocks	block	NOUN
ajst-32398	31	19	were	be	AUX
ajst-32398	31	20	processed	process	VERB
ajst-32398	31	21	statistically	statistically	ADV
ajst-32398	31	22	separately	separately	ADV
ajst-32398	31	23	.	.	PUNCT
ajst-32398	32	1	since	since	SCONJ
ajst-32398	32	2	there	there	PRON
ajst-32398	32	3	were	be	VERB
ajst-32398	32	4	only	only	ADV
ajst-32398	32	5	30	30	NUM
ajst-32398	32	6	entries	entry	NOUN
ajst-32398	32	7	after	after	ADP
ajst-32398	32	8	screening	screen	VERB
ajst-32398	32	9	the	the	DET
ajst-32398	32	10	data	datum	NOUN
ajst-32398	32	11	of	of	ADP
ajst-32398	32	12	su	su	PROPN
ajst-32398	32	13	53	53	NUM
ajst-32398	32	14	block	block	NOUN
ajst-32398	32	15	,	,	PUNCT
ajst-32398	32	16	the	the	DET
ajst-32398	32	17	number	number	NOUN
ajst-32398	32	18	of	of	ADP
ajst-32398	32	19	samples	sample	NOUN
ajst-32398	32	20	was	be	AUX
ajst-32398	32	21	seriously	seriously	ADV
ajst-32398	32	22	insufficient	insufficient	ADJ
ajst-32398	32	23	and	and	CCONJ
ajst-32398	32	24	it	it	PRON
ajst-32398	32	25	was	be	AUX
ajst-32398	32	26	difficult	difficult	ADJ
ajst-32398	32	27	to	to	PART
ajst-32398	32	28	be	be	AUX
ajst-32398	32	29	divided	divide	VERB
ajst-32398	32	30	into	into	ADP
ajst-32398	32	31	layers	layer	NOUN
ajst-32398	32	32	,	,	PUNCT
ajst-32398	32	33	the	the	DET
ajst-32398	32	34	data	datum	NOUN
ajst-32398	32	35	were	be	AUX
ajst-32398	32	36	analyzed	analyze	VERB
ajst-32398	32	37	by	by	ADP
ajst-32398	32	38	combining	combine	VERB
ajst-32398	32	39	the	the	DET
ajst-32398	32	40	data	datum	NOUN
ajst-32398	32	41	of	of	ADP
ajst-32398	32	42	the	the	DET
ajst-32398	32	43	3	3	NUM
ajst-32398	32	44	blocks	block	NOUN
ajst-32398	32	45	with	with	ADP
ajst-32398	32	46	a	a	DET
ajst-32398	32	47	total	total	NOUN
ajst-32398	32	48	of	of	ADP
ajst-32398	32	49	850	850	NUM
ajst-32398	32	50	production	production	NOUN
ajst-32398	32	51	wells	well	NOUN
ajst-32398	32	52	,	,	PUNCT
ajst-32398	32	53	and	and	CCONJ
ajst-32398	32	54	more	more	ADV
ajst-32398	32	55	accurate	accurate	ADJ
ajst-32398	32	56	results	result	NOUN
ajst-32398	32	57	were	be	AUX
ajst-32398	32	58	obtained	obtain	VERB
ajst-32398	32	59	by	by	ADP
ajst-32398	32	60	increasing	increase	VERB
ajst-32398	32	61	the	the	DET
ajst-32398	32	62	training	training	NOUN
ajst-32398	32	63	set	set	VERB
ajst-32398	32	64	to	to	PART
ajst-32398	32	65	establish	establish	VERB
ajst-32398	32	66	9	9	NUM
ajst-32398	32	67	sub	sub	NOUN
ajst-32398	32	68	-	-	NOUN
ajst-32398	32	69	databases	database	NOUN
ajst-32398	32	70	.	.	PUNCT
ajst-32398	33	1	2.3.3	2.3.3	NUM
ajst-32398	33	2	screening	screening	NOUN
ajst-32398	33	3	of	of	ADP
ajst-32398	33	4	low	low	ADV
ajst-32398	33	5	-	-	PUNCT
ajst-32398	33	6	producing	produce	VERB
ajst-32398	33	7	wells	well	NOUN
ajst-32398	33	8	completed	complete	VERB
ajst-32398	33	9	using	use	VERB
ajst-32398	33	10	single	single	ADJ
ajst-32398	33	11	-	-	PUNCT
ajst-32398	33	12	day	day	NOUN
ajst-32398	33	13	gas	gas	NOUN
ajst-32398	33	14	production	production	NOUN
ajst-32398	33	15	as	as	ADP
ajst-32398	33	16	a	a	DET
ajst-32398	33	17	measure	measure	NOUN
ajst-32398	33	18	,	,	PUNCT
ajst-32398	33	19	wells	well	NOUN
ajst-32398	33	20	with	with	ADP
ajst-32398	33	21	daily	daily	ADJ
ajst-32398	33	22	gas	gas	NOUN
ajst-32398	33	23	production	production	NOUN
ajst-32398	33	24	less	less	ADJ
ajst-32398	33	25	than	than	ADP
ajst-32398	33	26	5,000	5,000	NUM
ajst-32398	33	27	m3	m3	NOUN
ajst-32398	33	28	were	be	AUX
ajst-32398	33	29	screened	screen	VERB
ajst-32398	33	30	as	as	ADP
ajst-32398	33	31	low	low	ADV
ajst-32398	33	32	-	-	PUNCT
ajst-32398	33	33	producing	produce	VERB
ajst-32398	33	34	wells	well	NOUN
ajst-32398	33	35	,	,	PUNCT
ajst-32398	33	36	and	and	CCONJ
ajst-32398	33	37	a	a	DET
ajst-32398	33	38	separate	separate	ADJ
ajst-32398	33	39	database	database	NOUN
ajst-32398	33	40	of	of	ADP
ajst-32398	33	41	low	low	ADV
ajst-32398	33	42	-	-	PUNCT
ajst-32398	33	43	producing	produce	VERB
ajst-32398	33	44	wells	well	NOUN
ajst-32398	33	45	was	be	AUX
ajst-32398	33	46	established	establish	VERB
ajst-32398	33	47	,	,	PUNCT
ajst-32398	33	48	containing	contain	VERB
ajst-32398	33	49	70	70	NUM
ajst-32398	33	50	low	low	ADV
ajst-32398	33	51	-	-	PUNCT
ajst-32398	33	52	producing	produce	VERB
ajst-32398	33	53	wells	well	NOUN
ajst-32398	33	54	.	.	PUNCT
ajst-32398	34	1	3	3	X
ajst-32398	34	2	.	.	X
ajst-32398	34	3	data	data	PROPN
ajst-32398	34	4	mining	mining	NOUN
ajst-32398	34	5	model	model	NOUN
ajst-32398	34	6	building	building	NOUN
ajst-32398	34	7	and	and	CCONJ
ajst-32398	34	8	optimization	optimization	NOUN
ajst-32398	34	9	3.1	3.1	NUM
ajst-32398	34	10	.	.	PUNCT
ajst-32398	35	1	raw	raw	ADJ
ajst-32398	35	2	data	datum	NOUN
ajst-32398	35	3	discretization	discretization	VERB
ajst-32398	35	4	the	the	DET
ajst-32398	35	5	dimensionlessization	dimensionlessization	NOUN
ajst-32398	35	6	of	of	ADP
ajst-32398	35	7	raw	raw	ADJ
ajst-32398	35	8	data	datum	NOUN
ajst-32398	35	9	is	be	AUX
ajst-32398	35	10	an	an	DET
ajst-32398	35	11	important	important	ADJ
ajst-32398	35	12	step	step	NOUN
ajst-32398	35	13	in	in	ADP
ajst-32398	35	14	data	datum	NOUN
ajst-32398	35	15	preprocessing	preprocessing	NOUN
ajst-32398	35	16	,	,	PUNCT
ajst-32398	35	17	and	and	CCONJ
ajst-32398	35	18	its	its	PRON
ajst-32398	35	19	main	main	ADJ
ajst-32398	35	20	purpose	purpose	NOUN
ajst-32398	35	21	is	be	AUX
ajst-32398	35	22	to	to	PART
ajst-32398	35	23	eliminate	eliminate	VERB
ajst-32398	35	24	the	the	DET
ajst-32398	35	25	differences	difference	NOUN
ajst-32398	35	26	in	in	ADP
ajst-32398	35	27	the	the	DET
ajst-32398	35	28	magnitude	magnitude	NOUN
ajst-32398	35	29	of	of	ADP
ajst-32398	35	30	different	different	ADJ
ajst-32398	35	31	variables	variable	NOUN
ajst-32398	35	32	,	,	PUNCT
ajst-32398	35	33	so	so	SCONJ
ajst-32398	35	34	that	that	SCONJ
ajst-32398	35	35	the	the	DET
ajst-32398	35	36	data	datum	NOUN
ajst-32398	35	37	are	be	AUX
ajst-32398	35	38	more	more	ADV
ajst-32398	35	39	comparable	comparable	ADJ
ajst-32398	35	40	in	in	ADP
ajst-32398	35	41	the	the	DET
ajst-32398	35	42	analysis	analysis	NOUN
ajst-32398	35	43	.	.	PUNCT
ajst-32398	36	1	the	the	DET
ajst-32398	36	2	physical	physical	ADJ
ajst-32398	36	3	significance	significance	NOUN
ajst-32398	36	4	of	of	ADP
ajst-32398	36	5	the	the	DET
ajst-32398	36	6	original	original	ADJ
ajst-32398	36	7	data	datum	NOUN
ajst-32398	36	8	in	in	ADP
ajst-32398	36	9	the	the	DET
ajst-32398	36	10	database	database	NOUN
ajst-32398	36	11	is	be	AUX
ajst-32398	36	12	very	very	ADV
ajst-32398	36	13	different	different	ADJ
ajst-32398	36	14	,	,	PUNCT
ajst-32398	36	15	the	the	DET
ajst-32398	36	16	scale	scale	NOUN
ajst-32398	36	17	is	be	AUX
ajst-32398	36	18	not	not	PART
ajst-32398	36	19	the	the	DET
ajst-32398	36	20	same	same	ADJ
ajst-32398	36	21	,	,	PUNCT
ajst-32398	36	22	and	and	CCONJ
ajst-32398	36	23	the	the	DET
ajst-32398	36	24	order	order	NOUN
ajst-32398	36	25	of	of	ADP
ajst-32398	36	26	magnitude	magnitude	NOUN
ajst-32398	36	27	is	be	AUX
ajst-32398	36	28	also	also	ADV
ajst-32398	36	29	different	different	ADJ
ajst-32398	36	30	,	,	PUNCT
ajst-32398	36	31	and	and	CCONJ
ajst-32398	36	32	the	the	DET
ajst-32398	36	33	direct	direct	ADJ
ajst-32398	36	34	use	use	NOUN
ajst-32398	36	35	of	of	ADP
ajst-32398	36	36	the	the	DET
ajst-32398	36	37	original	original	ADJ
ajst-32398	36	38	data	datum	NOUN
ajst-32398	36	39	set	set	NOUN
ajst-32398	36	40	will	will	AUX
ajst-32398	36	41	affect	affect	VERB
ajst-32398	36	42	the	the	DET
ajst-32398	36	43	effective	effective	ADJ
ajst-32398	36	44	degree	degree	NOUN
ajst-32398	36	45	of	of	ADP
ajst-32398	36	46	the	the	DET
ajst-32398	36	47	later	late	ADJ
ajst-32398	36	48	data	data	PROPN
ajst-32398	36	49	mining	mining	NOUN
ajst-32398	36	50	model	model	NOUN
ajst-32398	36	51	.	.	PUNCT
ajst-32398	37	1	before	before	ADP
ajst-32398	37	2	data	data	NOUN
ajst-32398	37	3	mining	mining	NOUN
ajst-32398	37	4	,	,	PUNCT
ajst-32398	37	5	it	it	PRON
ajst-32398	37	6	is	be	AUX
ajst-32398	37	7	necessary	necessary	ADJ
ajst-32398	37	8	to	to	AUX
ajst-32398	37	9	pre	pre	VERB
ajst-32398	37	10	-	-	VERB
ajst-32398	37	11	process	process	VERB
ajst-32398	37	12	the	the	DET
ajst-32398	37	13	data	datum	NOUN
ajst-32398	37	14	with	with	ADP
ajst-32398	37	15	different	different	ADJ
ajst-32398	37	16	scales	scale	NOUN
ajst-32398	37	17	and	and	CCONJ
ajst-32398	37	18	orders	order	NOUN
ajst-32398	37	19	of	of	ADP
ajst-32398	37	20	magnitude	magnitude	NOUN
ajst-32398	37	21	,	,	PUNCT
ajst-32398	37	22	and	and	CCONJ
ajst-32398	37	23	transform	transform	VERB
ajst-32398	37	24	the	the	DET
ajst-32398	37	25	data	datum	NOUN
ajst-32398	37	26	into	into	ADP
ajst-32398	37	27	comparable	comparable	ADJ
ajst-32398	37	28	data	datum	NOUN
ajst-32398	37	29	with	with	ADP
ajst-32398	37	30	the	the	DET
ajst-32398	37	31	same	same	ADJ
ajst-32398	37	32	scales	scale	NOUN
ajst-32398	37	33	and	and	CCONJ
ajst-32398	37	34	orders	order	NOUN
ajst-32398	37	35	of	of	ADP
ajst-32398	37	36	magnitude	magnitude	NOUN
ajst-32398	37	37	that	that	PRON
ajst-32398	37	38	can	can	AUX
ajst-32398	37	39	be	be	AUX
ajst-32398	37	40	used	use	VERB
ajst-32398	37	41	for	for	ADP
ajst-32398	37	42	mathematical	mathematical	ADJ
ajst-32398	37	43	operations	operation	NOUN
ajst-32398	37	44	.	.	PUNCT
ajst-32398	38	1	for	for	ADP
ajst-32398	38	2	the	the	DET
ajst-32398	38	3	fracturing	fracturing	NOUN
ajst-32398	38	4	database	database	NOUN
ajst-32398	38	5	with	with	ADP
ajst-32398	38	6	small	small	ADJ
ajst-32398	38	7	sample	sample	NOUN
ajst-32398	38	8	size	size	NOUN
ajst-32398	38	9	,	,	PUNCT
ajst-32398	38	10	on	on	ADP
ajst-32398	38	11	the	the	DET
ajst-32398	38	12	one	one	NUM
ajst-32398	38	13	hand	hand	NOUN
ajst-32398	38	14	,	,	PUNCT
ajst-32398	38	15	it	it	PRON
ajst-32398	38	16	is	be	AUX
ajst-32398	38	17	necessary	necessary	ADJ
ajst-32398	38	18	to	to	PART
ajst-32398	38	19	effectively	effectively	ADV
ajst-32398	38	20	eliminate	eliminate	VERB
ajst-32398	38	21	the	the	DET
ajst-32398	38	22	influence	influence	NOUN
ajst-32398	38	23	of	of	ADP
ajst-32398	38	24	the	the	DET
ajst-32398	38	25	scale	scale	NOUN
ajst-32398	38	26	and	and	CCONJ
ajst-32398	38	27	order	order	NOUN
ajst-32398	38	28	of	of	ADP
ajst-32398	38	29	magnitude	magnitude	NOUN
ajst-32398	38	30	,	,	PUNCT
ajst-32398	38	31	and	and	CCONJ
ajst-32398	38	32	on	on	ADP
ajst-32398	38	33	the	the	DET
ajst-32398	38	34	other	other	ADJ
ajst-32398	38	35	hand	hand	NOUN
ajst-32398	38	36	,	,	PUNCT
ajst-32398	38	37	it	it	PRON
ajst-32398	38	38	is	be	AUX
ajst-32398	38	39	necessary	necessary	ADJ
ajst-32398	38	40	to	to	PART
ajst-32398	38	41	try	try	VERB
ajst-32398	38	42	to	to	PART
ajst-32398	38	43	retain	retain	VERB
ajst-32398	38	44	the	the	DET
ajst-32398	38	45	difference	difference	NOUN
ajst-32398	38	46	information	information	NOUN
ajst-32398	38	47	between	between	ADP
ajst-32398	38	48	the	the	DET
ajst-32398	38	49	variables	variable	NOUN
ajst-32398	38	50	.	.	PUNCT
ajst-32398	39	1	based	base	VERB
ajst-32398	39	2	on	on	ADP
ajst-32398	39	3	the	the	DET
ajst-32398	39	4	comparison	comparison	NOUN
ajst-32398	39	5	of	of	ADP
ajst-32398	39	6	the	the	DET
ajst-32398	39	7	characteristics	characteristic	NOUN
ajst-32398	39	8	of	of	ADP
ajst-32398	39	9	commonly	commonly	ADV
ajst-32398	39	10	used	use	VERB
ajst-32398	39	11	data	datum	NOUN
ajst-32398	39	12	discretization	discretization	NOUN
ajst-32398	39	13	methods	method	NOUN
ajst-32398	39	14	,	,	PUNCT
ajst-32398	39	15	the	the	DET
ajst-32398	39	16	benefit	benefit	NOUN
ajst-32398	39	17	type	type	NOUN
ajst-32398	39	18	of	of	ADP
ajst-32398	39	19	polarization	polarization	NOUN
ajst-32398	39	20	method	method	NOUN
ajst-32398	39	21	is	be	AUX
ajst-32398	39	22	finally	finally	ADV
ajst-32398	39	23	selected	select	VERB
ajst-32398	39	24	for	for	ADP
ajst-32398	39	25	data	datum	NOUN
ajst-32398	39	26	discretization	discretization	NOUN
ajst-32398	39	27	.	.	PUNCT
ajst-32398	40	1	table	table	NOUN
ajst-32398	40	2	2	2	NUM
ajst-32398	40	3	characteristics	characteristic	NOUN
ajst-32398	40	4	of	of	ADP
ajst-32398	40	5	commonly	commonly	ADV
ajst-32398	40	6	used	use	VERB
ajst-32398	40	7	data	data	NOUN
ajst-32398	40	8	dimensionless	dimensionless	NOUN
ajst-32398	40	9	methods	method	NOUN
ajst-32398	40	10	commonly	commonly	ADV
ajst-32398	40	11	used	use	VERB
ajst-32398	40	12	data	data	NOUN
ajst-32398	40	13	dimensionless	dimensionless	NOUN
ajst-32398	40	14	methods	method	NOUN
ajst-32398	40	15	specificities	specificity	NOUN
ajst-32398	40	16	note	note	VERB
ajst-32398	40	17	polarization	polarization	NOUN
ajst-32398	40	18	method	method	NOUN
ajst-32398	40	19	effectively	effectively	ADV
ajst-32398	40	20	eliminates	eliminate	VERB
ajst-32398	40	21	scale	scale	NOUN
ajst-32398	40	22	and	and	CCONJ
ajst-32398	40	23	order	order	NOUN
ajst-32398	40	24	of	of	ADP
ajst-32398	40	25	magnitude	magnitude	NOUN
ajst-32398	40	26	effects	effect	NOUN
ajst-32398	40	27	extremes	extreme	NOUN
ajst-32398	40	28	in	in	ADP
ajst-32398	40	29	the	the	DET
ajst-32398	40	30	data	datum	NOUN
ajst-32398	40	31	need	need	VERB
ajst-32398	40	32	to	to	PART
ajst-32398	40	33	be	be	AUX
ajst-32398	40	34	treated	treat	VERB
ajst-32398	40	35	with	with	ADP
ajst-32398	40	36	caution	caution	NOUN
ajst-32398	40	37	standardized	standardize	VERB
ajst-32398	40	38	methodology	methodology	NOUN
ajst-32398	40	39	currently	currently	ADV
ajst-32398	40	40	more	more	ADV
ajst-32398	40	41	used	use	VERB
ajst-32398	40	42	in	in	ADP
ajst-32398	40	43	multivariate	multivariate	NOUN
ajst-32398	40	44	synthesis	synthesis	NOUN
ajst-32398	40	45	analysis	analysis	NOUN
ajst-32398	40	46	for	for	ADP
ajst-32398	40	47	cases	case	NOUN
ajst-32398	40	48	where	where	SCONJ
ajst-32398	40	49	the	the	DET
ajst-32398	40	50	raw	raw	ADJ
ajst-32398	40	51	data	data	NOUN
ajst-32398	40	52	is	be	AUX
ajst-32398	40	53	normally	normally	ADV
ajst-32398	40	54	distributed	distribute	VERB
ajst-32398	40	55	standard	standard	ADJ
ajst-32398	40	56	deviation	deviation	NOUN
ajst-32398	40	57	method	method	NOUN
ajst-32398	40	58	ensuring	ensure	VERB
ajst-32398	40	59	comparability	comparability	NOUN
ajst-32398	40	60	of	of	ADP
ajst-32398	40	61	data	datum	NOUN
ajst-32398	40	62	while	while	SCONJ
ajst-32398	40	63	retaining	retain	VERB
ajst-32398	40	64	information	information	NOUN
ajst-32398	40	65	on	on	ADP
ajst-32398	40	66	the	the	DET
ajst-32398	40	67	degree	degree	NOUN
ajst-32398	40	68	of	of	ADP
ajst-32398	40	69	variability	variability	NOUN
ajst-32398	40	70	of	of	ADP
ajst-32398	40	71	variables	variable	NOUN
ajst-32398	40	72	a	a	DET
ajst-32398	40	73	variant	variant	NOUN
ajst-32398	40	74	of	of	ADP
ajst-32398	40	75	the	the	DET
ajst-32398	40	76	standardized	standardized	ADJ
ajst-32398	40	77	approach	approach	NOUN
ajst-32398	40	78	,	,	PUNCT
ajst-32398	40	79	where	where	SCONJ
ajst-32398	40	80	variables	variable	NOUN
ajst-32398	40	81	with	with	ADP
ajst-32398	40	82	a	a	DET
ajst-32398	40	83	greater	great	ADJ
ajst-32398	40	84	degree	degree	NOUN
ajst-32398	40	85	of	of	ADP
ajst-32398	40	86	variability	variability	NOUN
ajst-32398	40	87	in	in	ADP
ajst-32398	40	88	their	their	PRON
ajst-32398	40	89	values	value	NOUN
ajst-32398	40	90	have	have	VERB
ajst-32398	40	91	a	a	DET
ajst-32398	40	92	greater	great	ADJ
ajst-32398	40	93	impact	impact	NOUN
ajst-32398	40	94	on	on	ADP
ajst-32398	40	95	the	the	DET
ajst-32398	40	96	combined	combine	VERB
ajst-32398	40	97	analysis	analysis	NOUN
ajst-32398	40	98	averaging	average	VERB
ajst-32398	40	99	method	method	NOUN
ajst-32398	40	100	some	some	DET
ajst-32398	40	101	retention	retention	NOUN
ajst-32398	40	102	of	of	ADP
ajst-32398	40	103	information	information	NOUN
ajst-32398	40	104	on	on	ADP
ajst-32398	40	105	the	the	DET
ajst-32398	40	106	degree	degree	NOUN
ajst-32398	40	107	of	of	ADP
ajst-32398	40	108	difference	difference	NOUN
ajst-32398	40	109	in	in	ADP
ajst-32398	40	110	the	the	DET
ajst-32398	40	111	values	value	NOUN
ajst-32398	40	112	of	of	ADP
ajst-32398	40	113	the	the	DET
ajst-32398	40	114	variables	variable	NOUN
ajst-32398	40	115	/	/	PUNCT
ajst-32398	40	116	238	238	NUM
ajst-32398	40	117	3.2	3.2	NUM
ajst-32398	40	118	.	.	PUNCT
ajst-32398	41	1	modeling	model	VERB
ajst-32398	41	2	the	the	DET
ajst-32398	41	3	pearson	pearson	PROPN
ajst-32398	41	4	correlation	correlation	NOUN
ajst-32398	41	5	coefficient	coefficient	VERB
ajst-32398	41	6	the	the	DET
ajst-32398	41	7	pearson	pearson	PROPN
ajst-32398	41	8	's	's	PART
ajst-32398	41	9	coefficient	coefficient	NOUN
ajst-32398	41	10	is	be	AUX
ajst-32398	41	11	a	a	DET
ajst-32398	41	12	value	value	NOUN
ajst-32398	41	13	between	between	ADP
ajst-32398	41	14	-1	-1	PUNCT
ajst-32398	41	15	and	and	CCONJ
ajst-32398	41	16	1	1	NUM
ajst-32398	41	17	that	that	PRON
ajst-32398	41	18	is	be	AUX
ajst-32398	41	19	used	use	VERB
ajst-32398	41	20	to	to	PART
ajst-32398	41	21	describe	describe	VERB
ajst-32398	41	22	the	the	DET
ajst-32398	41	23	tendency	tendency	NOUN
ajst-32398	41	24	of	of	ADP
ajst-32398	41	25	two	two	NUM
ajst-32398	41	26	linear	linear	ADJ
ajst-32398	41	27	sets	set	NOUN
ajst-32398	41	28	of	of	ADP
ajst-32398	41	29	data	datum	NOUN
ajst-32398	41	30	to	to	PART
ajst-32398	41	31	change	change	VERB
ajst-32398	41	32	and	and	CCONJ
ajst-32398	41	33	move	move	VERB
ajst-32398	41	34	together	together	ADV
ajst-32398	41	35	.	.	PUNCT
ajst-32398	42	1	the	the	DET
ajst-32398	42	2	overall	overall	ADJ
ajst-32398	42	3	correlation	correlation	NOUN
ajst-32398	42	4	coefficient	coefficient	NOUN
ajst-32398	42	5	ρ	ρ	PROPN
ajst-32398	42	6	is	be	AUX
ajst-32398	42	7	defined	define	VERB
ajst-32398	42	8	as	as	ADP
ajst-32398	42	9	the	the	DET
ajst-32398	42	10	ratio	ratio	NOUN
ajst-32398	42	11	of	of	ADP
ajst-32398	42	12	the	the	DET
ajst-32398	42	13	covariance	covariance	NOUN
ajst-32398	42	14	between	between	ADP
ajst-32398	42	15	two	two	NUM
ajst-32398	42	16	variables	variable	NOUN
ajst-32398	42	17	x	x	NOUN
ajst-32398	42	18	,	,	PUNCT
ajst-32398	42	19	y	y	PROPN
ajst-32398	42	20	and	and	CCONJ
ajst-32398	42	21	the	the	DET
ajst-32398	42	22	product	product	NOUN
ajst-32398	42	23	of	of	ADP
ajst-32398	42	24	the	the	DET
ajst-32398	42	25	standard	standard	ADJ
ajst-32398	42	26	deviation	deviation	NOUN
ajst-32398	42	27	of	of	ADP
ajst-32398	42	28	both	both	PRON
ajst-32398	42	29	.	.	PUNCT
ajst-32398	43	1	the	the	DET
ajst-32398	43	2	overall	overall	ADJ
ajst-32398	43	3	correlation	correlation	NOUN
ajst-32398	43	4	coefficient	coefficient	NOUN
ajst-32398	43	5	ρ	ρ	PROPN
ajst-32398	43	6	is	be	AUX
ajst-32398	43	7	defined	define	VERB
ajst-32398	43	8	as	as	ADP
ajst-32398	43	9	the	the	DET
ajst-32398	43	10	ratio	ratio	NOUN
ajst-32398	43	11	of	of	ADP
ajst-32398	43	12	the	the	DET
ajst-32398	43	13	covariance	covariance	NOUN
ajst-32398	43	14	between	between	ADP
ajst-32398	43	15	two	two	NUM
ajst-32398	43	16	variables	variable	NOUN
ajst-32398	43	17	x	x	NOUN
ajst-32398	43	18	,	,	PUNCT
ajst-32398	43	19	y	y	PROPN
ajst-32398	43	20	and	and	CCONJ
ajst-32398	43	21	the	the	DET
ajst-32398	43	22	product	product	NOUN
ajst-32398	43	23	of	of	ADP
ajst-32398	43	24	the	the	DET
ajst-32398	43	25	standard	standard	ADJ
ajst-32398	43	26	deviation	deviation	NOUN
ajst-32398	43	27	of	of	ADP
ajst-32398	43	28	both	both	PRON
ajst-32398	43	29	,	,	PUNCT
ajst-32398	43	30	as	as	SCONJ
ajst-32398	43	31	follows	follow	VERB
ajst-32398	43	32	:	:	PUNCT
ajst-32398	43	33	(	(	PUNCT
ajst-32398	43	34	)	)	PUNCT
ajst-32398	43	35	(	(	PUNCT
ajst-32398	43	36	)	)	PUNCT
ajst-32398	43	37	,	,	PUNCT
ajst-32398	43	38	cov	cov	PROPN
ajst-32398	43	39	(	(	PUNCT
ajst-32398	43	40	,	,	PUNCT
ajst-32398	43	41	)	)	PUNCT
ajst-32398	43	42	x	x	PUNCT
ajst-32398	44	1	y	y	NOUN
ajst-32398	44	2	x	x	PUNCT
ajst-32398	44	3	y	y	NOUN
ajst-32398	44	4	x	x	X
ajst-32398	44	5	y	y	NOUN
ajst-32398	44	6	x	x	X
ajst-32398	44	7	y	y	NOUN
ajst-32398	44	8	e	e	NOUN
ajst-32398	44	9	x	x	PROPN
ajst-32398	44	10	yx	yx	PROPN
ajst-32398	44	11	y	y	PROPN
ajst-32398	44	12			NOUN
ajst-32398	44	13			NOUN
ajst-32398	44	14			ADP
ajst-32398	44	15			PROPN
ajst-32398	44	16			X
ajst-32398	44	17			X
ajst-32398	44	18			X
ajst-32398	44	19			PROPN
ajst-32398	44	20	−	−	NOUN
ajst-32398	44	21	−	−	PROPN
ajst-32398	44	22	=	=	NOUN
ajst-32398	44	23	=	=	VERB
ajst-32398	44	24	3.3	3.3	NUM
ajst-32398	44	25	.	.	PUNCT
ajst-32398	45	1	establishment	establishment	NOUN
ajst-32398	45	2	of	of	ADP
ajst-32398	45	3	linear	linear	PROPN
ajst-32398	45	4	regression	regression	NOUN
ajst-32398	45	5	model	model	NOUN
ajst-32398	45	6	when	when	SCONJ
ajst-32398	45	7	building	build	VERB
ajst-32398	45	8	a	a	DET
ajst-32398	45	9	linear	linear	ADJ
ajst-32398	45	10	regression	regression	NOUN
ajst-32398	45	11	model	model	NOUN
ajst-32398	45	12	,	,	PUNCT
ajst-32398	45	13	attention	attention	NOUN
ajst-32398	45	14	needs	need	VERB
ajst-32398	45	15	to	to	PART
ajst-32398	45	16	be	be	AUX
ajst-32398	45	17	paid	pay	VERB
ajst-32398	45	18	to	to	ADP
ajst-32398	45	19	the	the	DET
ajst-32398	45	20	linear	linear	ADJ
ajst-32398	45	21	relationship	relationship	NOUN
ajst-32398	45	22	between	between	ADP
ajst-32398	45	23	the	the	DET
ajst-32398	45	24	variables	variable	NOUN
ajst-32398	45	25	,	,	PUNCT
ajst-32398	45	26	the	the	DET
ajst-32398	45	27	selection	selection	NOUN
ajst-32398	45	28	and	and	CCONJ
ajst-32398	45	29	interpretation	interpretation	NOUN
ajst-32398	45	30	of	of	ADP
ajst-32398	45	31	the	the	DET
ajst-32398	45	32	variables	variable	NOUN
ajst-32398	45	33	,	,	PUNCT
ajst-32398	45	34	the	the	DET
ajst-32398	45	35	hypothesis	hypothesis	NOUN
ajst-32398	45	36	testing	testing	NOUN
ajst-32398	45	37	of	of	ADP
ajst-32398	45	38	the	the	DET
ajst-32398	45	39	model	model	NOUN
ajst-32398	45	40	,	,	PUNCT
ajst-32398	45	41	and	and	CCONJ
ajst-32398	45	42	the	the	DET
ajst-32398	45	43	fit	fit	ADJ
ajst-32398	45	44	and	and	CCONJ
ajst-32398	45	45	predictive	predictive	ADJ
ajst-32398	45	46	accuracy	accuracy	NOUN
ajst-32398	45	47	of	of	ADP
ajst-32398	45	48	the	the	DET
ajst-32398	45	49	model	model	NOUN
ajst-32398	45	50	.	.	PUNCT
ajst-32398	46	1	also	also	ADV
ajst-32398	46	2	,	,	PUNCT
ajst-32398	46	3	the	the	DET
ajst-32398	46	4	use	use	NOUN
ajst-32398	46	5	of	of	ADP
ajst-32398	46	6	interaction	interaction	NOUN
ajst-32398	46	7	terms	term	NOUN
ajst-32398	46	8	,	,	PUNCT
ajst-32398	46	9	polynomial	polynomial	ADJ
ajst-32398	46	10	terms	term	NOUN
ajst-32398	46	11	,	,	PUNCT
ajst-32398	46	12	and	and	CCONJ
ajst-32398	46	13	variable	variable	ADJ
ajst-32398	46	14	transformations	transformation	NOUN
ajst-32398	46	15	can	can	AUX
ajst-32398	46	16	be	be	AUX
ajst-32398	46	17	considered	consider	VERB
ajst-32398	46	18	to	to	PART
ajst-32398	46	19	improve	improve	VERB
ajst-32398	46	20	the	the	DET
ajst-32398	46	21	fit	fit	ADJ
ajst-32398	46	22	and	and	CCONJ
ajst-32398	46	23	predictive	predictive	ADJ
ajst-32398	46	24	ability	ability	NOUN
ajst-32398	46	25	of	of	ADP
ajst-32398	46	26	the	the	DET
ajst-32398	46	27	model	model	NOUN
ajst-32398	46	28	.	.	PUNCT
ajst-32398	47	1	for	for	ADP
ajst-32398	47	2	multiple	multiple	ADJ
ajst-32398	47	3	features	feature	NOUN
ajst-32398	47	4	in	in	ADP
ajst-32398	47	5	the	the	DET
ajst-32398	47	6	sample	sample	NOUN
ajst-32398	47	7	,	,	PUNCT
ajst-32398	47	8	establish	establish	VERB
ajst-32398	47	9	a	a	DET
ajst-32398	47	10	multiple	multiple	ADJ
ajst-32398	47	11	linear	linear	ADJ
ajst-32398	47	12	regression	regression	NOUN
ajst-32398	47	13	model	model	NOUN
ajst-32398	47	14	,	,	PUNCT
ajst-32398	47	15	mapping	map	VERB
ajst-32398	47	16	the	the	DET
ajst-32398	47	17	linear	linear	ADJ
ajst-32398	47	18	relationship	relationship	NOUN
ajst-32398	47	19	between	between	ADP
ajst-32398	47	20	the	the	DET
ajst-32398	47	21	input	input	NOUN
ajst-32398	47	22	feature	feature	NOUN
ajst-32398	47	23	matrix	matrix	NOUN
ajst-32398	47	24	x	x	PUNCT
ajst-32398	47	25	and	and	CCONJ
ajst-32398	47	26	label	label	NOUN
ajst-32398	47	27	y	y	NOUN
ajst-32398	47	28	by	by	ADP
ajst-32398	47	29	constructing	construct	VERB
ajst-32398	47	30	a	a	DET
ajst-32398	47	31	prediction	prediction	NOUN
ajst-32398	47	32	function	function	NOUN
ajst-32398	47	33	,	,	PUNCT
ajst-32398	47	34	using	use	VERB
ajst-32398	47	35	the	the	DET
ajst-32398	47	36	constructor	constructor	NOUN
ajst-32398	47	37	to	to	PART
ajst-32398	47	38	find	find	VERB
ajst-32398	47	39	out	out	ADP
ajst-32398	47	40	the	the	DET
ajst-32398	47	41	parameter	parameter	NOUN
ajst-32398	47	42	vector	vector	NOUN
ajst-32398	47	43	of	of	ADP
ajst-32398	47	44	the	the	DET
ajst-32398	47	45	model	model	NOUN
ajst-32398	47	46	,	,	PUNCT
ajst-32398	47	47	and	and	CCONJ
ajst-32398	47	48	judging	judge	VERB
ajst-32398	47	49	the	the	DET
ajst-32398	47	50	size	size	NOUN
ajst-32398	47	51	of	of	ADP
ajst-32398	47	52	the	the	DET
ajst-32398	47	53	correlation	correlation	NOUN
ajst-32398	47	54	of	of	ADP
ajst-32398	47	55	each	each	DET
ajst-32398	47	56	factor	factor	NOUN
ajst-32398	47	57	by	by	ADP
ajst-32398	47	58	calculating	calculate	VERB
ajst-32398	47	59	the	the	DET
ajst-32398	47	60	regression	regression	NOUN
ajst-32398	47	61	coefficient	coefficient	NOUN
ajst-32398	47	62	of	of	ADP
ajst-32398	47	63	each	each	DET
ajst-32398	47	64	parameter	parameter	NOUN
ajst-32398	47	65	.	.	PUNCT
ajst-32398	48	1	0	0	NUM
ajst-32398	48	2	1	1	NUM
ajst-32398	48	3	1	1	NUM
ajst-32398	48	4	2	2	NUM
ajst-32398	48	5	2	2	NUM
ajst-32398	48	6	~ˆ	~ˆ	NUM
ajst-32398	48	7	n	n	CCONJ
ajst-32398	48	8	y	y	NOUN
ajst-32398	48	9	x	x	PUNCT
ajst-32398	48	10	x	x	X
ajst-32398	48	11	x	x	X
ajst-32398	48	12			PROPN
ajst-32398	49	1			PROPN
ajst-32398	49	2	+	+	VERB
ajst-32398	50	1	+	+	CCONJ
ajst-32398	51	1	+	+	NUM
ajst-32398	51	2			ADP
ajst-32398	51	3	+	+	NOUN
ajst-32398	51	4			NOUN
ajst-32398	51	5	expression	expression	NOUN
ajst-32398	51	6	in	in	ADP
ajst-32398	51	7	quantized	quantize	VERB
ajst-32398	51	8	form	form	NOUN
ajst-32398	51	9	~	~	PUNCT
ajst-32398	51	10	(	(	PUNCT
ajst-32398	51	11	)	)	PUNCT
ajst-32398	51	12	ˆ	ˆ	NOUN
ajst-32398	51	13	ty	ty	INTJ
ajst-32398	51	14	h	h	NOUN
ajst-32398	51	15	x	x	X
ajst-32398	51	16	x	x	PUNCT
ajst-32398	51	17			X
ajst-32398	51	18	=	=	NOUN
ajst-32398	52	1			PROPN
ajst-32398	52	2	3.4	3.4	NUM
ajst-32398	52	3	.	.	PUNCT
ajst-32398	52	4	machine	machine	NOUN
ajst-32398	52	5	learning	learning	NOUN
ajst-32398	52	6	model	model	NOUN
ajst-32398	52	7	optimization	optimization	NOUN
ajst-32398	52	8	3.4.1	3.4.1	NUM
ajst-32398	52	9	minimum	minimum	ADJ
ajst-32398	52	10	absolute	absolute	ADJ
ajst-32398	52	11	contraction	contraction	NOUN
ajst-32398	52	12	and	and	CCONJ
ajst-32398	52	13	selection	selection	NOUN
ajst-32398	52	14	operator	operator	NOUN
ajst-32398	52	15	the	the	DET
ajst-32398	52	16	least	least	ADV
ajst-32398	52	17	absolute	absolute	ADJ
ajst-32398	52	18	shrinkage	shrinkage	NOUN
ajst-32398	52	19	and	and	CCONJ
ajst-32398	52	20	selection	selection	NOUN
ajst-32398	52	21	operator	operator	NOUN
ajst-32398	52	22	(	(	PUNCT
ajst-32398	52	23	lasso	lasso	PROPN
ajst-32398	52	24	)	)	PUNCT
ajst-32398	52	25	is	be	AUX
ajst-32398	52	26	a	a	DET
ajst-32398	52	27	method	method	NOUN
ajst-32398	52	28	for	for	ADP
ajst-32398	52	29	feature	feature	NOUN
ajst-32398	52	30	selection	selection	NOUN
ajst-32398	52	31	and	and	CCONJ
ajst-32398	52	32	regression	regression	NOUN
ajst-32398	52	33	analysis.lasso	analysis.lasso	PROPN
ajst-32398	52	34	achieves	achieve	VERB
ajst-32398	52	35	feature	feature	NOUN
ajst-32398	52	36	selection	selection	NOUN
ajst-32398	52	37	by	by	ADP
ajst-32398	52	38	restricting	restrict	VERB
ajst-32398	52	39	the	the	DET
ajst-32398	52	40	regression	regression	NOUN
ajst-32398	52	41	coefficients	coefficient	NOUN
ajst-32398	52	42	so	so	SCONJ
ajst-32398	52	43	that	that	SCONJ
ajst-32398	52	44	most	most	ADJ
ajst-32398	52	45	of	of	ADP
ajst-32398	52	46	them	they	PRON
ajst-32398	52	47	become	become	VERB
ajst-32398	52	48	zero	zero	NUM
ajst-32398	52	49	.	.	PUNCT
ajst-32398	53	1	to	to	PART
ajst-32398	53	2	limit	limit	VERB
ajst-32398	53	3	the	the	DET
ajst-32398	53	4	impact	impact	NOUN
ajst-32398	53	5	of	of	ADP
ajst-32398	53	6	the	the	DET
ajst-32398	53	7	multicollinearity	multicollinearity	NOUN
ajst-32398	53	8	problem	problem	NOUN
ajst-32398	53	9	and	and	CCONJ
ajst-32398	53	10	prevent	prevent	VERB
ajst-32398	53	11	model	model	NOUN
ajst-32398	53	12	misalignment	misalignment	NOUN
ajst-32398	53	13	due	due	ADP
ajst-32398	53	14	to	to	ADP
ajst-32398	53	15	overestimation	overestimation	NOUN
ajst-32398	53	16	of	of	ADP
ajst-32398	53	17	the	the	DET
ajst-32398	53	18	parameter	parameter	NOUN
ajst-32398	53	19	w	w	PROPN
ajst-32398	53	20	caused	cause	VERB
ajst-32398	53	21	by	by	ADP
ajst-32398	53	22	multicollinearity	multicollinearity	NOUN
ajst-32398	53	23	,	,	PUNCT
ajst-32398	53	24	in	in	ADP
ajst-32398	53	25	order	order	NOUN
ajst-32398	53	26	to	to	PART
ajst-32398	53	27	limit	limit	VERB
ajst-32398	53	28	the	the	DET
ajst-32398	53	29	degree	degree	NOUN
ajst-32398	53	30	of	of	ADP
ajst-32398	53	31	regularization	regularization	NOUN
ajst-32398	53	32	,	,	PUNCT
ajst-32398	53	33	the	the	DET
ajst-32398	53	34	loss	loss	NOUN
ajst-32398	53	35	function	function	NOUN
ajst-32398	53	36	is	be	AUX
ajst-32398	53	37	used	use	VERB
ajst-32398	53	38	to	to	PART
ajst-32398	53	39	control	control	VERB
ajst-32398	53	40	the	the	DET
ajst-32398	53	41	parameters	parameter	NOUN
ajst-32398	53	42	as	as	SCONJ
ajst-32398	53	43	follows	follow	VERB
ajst-32398	53	44	.	.	PUNCT
ajst-32398	54	1	2	2	NUM
ajst-32398	54	2	2	2	NUM
ajst-32398	54	3	1	1	NUM
ajst-32398	54	4	samples	sample	NOUN
ajst-32398	54	5	1	1	NUM
ajst-32398	54	6	min	min	NOUN
ajst-32398	54	7	‖	‖	PROPN
ajst-32398	54	8	‖	‖	PROPN
ajst-32398	54	9	‖	‖	PROPN
ajst-32398	54	10	‖	‖	PROPN
ajst-32398	54	11	2	2	NUM
ajst-32398	54	12	x	x	SYM
ajst-32398	54	13	y	y	PROPN
ajst-32398	54	14	n	n	X
ajst-32398	54	15			X
ajst-32398	54	16			X
ajst-32398	54	17	−	−	PUNCT
ajst-32398	54	18	+	+	NUM
ajst-32398	54	19	3.4.2	3.4.2	NUM
ajst-32398	54	20	multiple	multiple	ADJ
ajst-32398	54	21	nonlinear	nonlinear	ADJ
ajst-32398	54	22	regression	regression	NOUN
ajst-32398	54	23	multiple	multiple	ADJ
ajst-32398	54	24	nonlinear	nonlinear	ADJ
ajst-32398	54	25	regression	regression	NOUN
ajst-32398	54	26	is	be	AUX
ajst-32398	54	27	the	the	DET
ajst-32398	54	28	process	process	NOUN
ajst-32398	54	29	of	of	ADP
ajst-32398	54	30	describing	describe	VERB
ajst-32398	54	31	the	the	DET
ajst-32398	54	32	relationship	relationship	NOUN
ajst-32398	54	33	between	between	ADP
ajst-32398	54	34	multiple	multiple	ADJ
ajst-32398	54	35	independent	independent	ADJ
ajst-32398	54	36	variables	variable	NOUN
ajst-32398	54	37	and	and	CCONJ
ajst-32398	54	38	the	the	DET
ajst-32398	54	39	dependent	dependent	ADJ
ajst-32398	54	40	variable	variable	NOUN
ajst-32398	54	41	by	by	ADP
ajst-32398	54	42	fitting	fit	VERB
ajst-32398	54	43	a	a	DET
ajst-32398	54	44	nonlinear	nonlinear	ADJ
ajst-32398	54	45	equation	equation	NOUN
ajst-32398	54	46	model	model	NOUN
ajst-32398	54	47	.	.	PUNCT
ajst-32398	55	1	unlike	unlike	ADP
ajst-32398	55	2	linear	linear	PROPN
ajst-32398	55	3	regression	regression	NOUN
ajst-32398	55	4	,	,	PUNCT
ajst-32398	55	5	a	a	DET
ajst-32398	55	6	nonlinear	nonlinear	ADJ
ajst-32398	55	7	regression	regression	NOUN
ajst-32398	55	8	model	model	NOUN
ajst-32398	55	9	can	can	AUX
ajst-32398	55	10	not	not	PART
ajst-32398	55	11	be	be	AUX
ajst-32398	55	12	represented	represent	VERB
ajst-32398	55	13	as	as	ADP
ajst-32398	55	14	a	a	DET
ajst-32398	55	15	simple	simple	ADJ
ajst-32398	55	16	linear	linear	NOUN
ajst-32398	55	17	relationship	relationship	NOUN
ajst-32398	55	18	between	between	ADP
ajst-32398	55	19	the	the	DET
ajst-32398	55	20	dependent	dependent	ADJ
ajst-32398	55	21	and	and	CCONJ
ajst-32398	55	22	independent	independent	ADJ
ajst-32398	55	23	variables	variable	NOUN
ajst-32398	55	24	.	.	PUNCT
ajst-32398	56	1	has	have	VERB
ajst-32398	56	2	a	a	DET
ajst-32398	56	3	high	high	ADJ
ajst-32398	56	4	degree	degree	NOUN
ajst-32398	56	5	of	of	ADP
ajst-32398	56	6	interpretability	interpretability	NOUN
ajst-32398	56	7	,	,	PUNCT
ajst-32398	56	8	fitting	fitting	ADJ
ajst-32398	56	9	parameters	parameter	NOUN
ajst-32398	56	10	to	to	ADP
ajst-32398	56	11	each	each	DET
ajst-32398	56	12	feature	feature	NOUN
ajst-32398	56	13	to	to	PART
ajst-32398	56	14	understand	understand	VERB
ajst-32398	56	15	what	what	PRON
ajst-32398	56	16	each	each	DET
ajst-32398	56	17	feature	feature	NOUN
ajst-32398	56	18	does	do	VERB
ajst-32398	56	19	for	for	ADP
ajst-32398	56	20	the	the	DET
ajst-32398	56	21	label	label	NOUN
ajst-32398	56	22	.	.	PUNCT
ajst-32398	57	1	retains	retain	VERB
ajst-32398	57	2	the	the	DET
ajst-32398	57	3	nature	nature	NOUN
ajst-32398	57	4	of	of	ADP
ajst-32398	57	5	linear	linear	PROPN
ajst-32398	57	6	regression	regression	NOUN
ajst-32398	57	7	as	as	ADP
ajst-32398	57	8	a	a	DET
ajst-32398	57	9	linear	linear	ADJ
ajst-32398	57	10	model	model	NOUN
ajst-32398	57	11	and	and	CCONJ
ajst-32398	57	12	is	be	AUX
ajst-32398	57	13	not	not	PART
ajst-32398	57	14	prone	prone	ADJ
ajst-32398	57	15	to	to	ADP
ajst-32398	57	16	overfitting	overfitte	VERB
ajst-32398	57	17	.	.	PUNCT
ajst-32398	58	1	4	4	X
ajst-32398	58	2	.	.	X
ajst-32398	58	3	summary	summary	NOUN
ajst-32398	58	4	after	after	ADP
ajst-32398	58	5	screening	screen	VERB
ajst-32398	58	6	and	and	CCONJ
ajst-32398	58	7	organizing	organize	VERB
ajst-32398	58	8	the	the	DET
ajst-32398	58	9	influencing	influence	VERB
ajst-32398	58	10	factors	factor	NOUN
ajst-32398	58	11	of	of	ADP
ajst-32398	58	12	straight	straight	ADJ
ajst-32398	58	13	well	well	INTJ
ajst-32398	58	14	multi	multi	ADJ
ajst-32398	58	15	-	-	ADJ
ajst-32398	58	16	thin	thin	ADJ
ajst-32398	58	17	-	-	PUNCT
ajst-32398	58	18	layer	layer	NOUN
ajst-32398	58	19	fracturing	fracturing	NOUN
ajst-32398	58	20	,	,	PUNCT
ajst-32398	58	21	we	we	PRON
ajst-32398	58	22	can	can	AUX
ajst-32398	58	23	draw	draw	VERB
ajst-32398	58	24	the	the	DET
ajst-32398	58	25	following	following	ADJ
ajst-32398	58	26	conclusions	conclusion	NOUN
ajst-32398	58	27	:	:	PUNCT
ajst-32398	58	28	(	(	PUNCT
ajst-32398	58	29	1	1	X
ajst-32398	58	30	)	)	PUNCT
ajst-32398	58	31	fracturing	fracture	VERB
ajst-32398	58	32	design	design	NOUN
ajst-32398	58	33	parameters	parameter	NOUN
ajst-32398	58	34	are	be	AUX
ajst-32398	58	35	one	one	NUM
ajst-32398	58	36	of	of	ADP
ajst-32398	58	37	the	the	DET
ajst-32398	58	38	most	most	ADV
ajst-32398	58	39	important	important	ADJ
ajst-32398	58	40	influencing	influence	VERB
ajst-32398	58	41	factors	factor	NOUN
ajst-32398	58	42	in	in	ADP
ajst-32398	58	43	straight	straight	ADJ
ajst-32398	58	44	-	-	PUNCT
ajst-32398	58	45	well	well	NOUN
ajst-32398	58	46	multi	multi	ADJ
ajst-32398	58	47	-	-	ADJ
ajst-32398	58	48	thin	thin	ADJ
ajst-32398	58	49	-	-	PUNCT
ajst-32398	58	50	layer	layer	NOUN
ajst-32398	58	51	fracturing	fracturing	NOUN
ajst-32398	58	52	,	,	PUNCT
ajst-32398	58	53	including	include	VERB
ajst-32398	58	54	the	the	DET
ajst-32398	58	55	selection	selection	NOUN
ajst-32398	58	56	of	of	ADP
ajst-32398	58	57	parameters	parameter	NOUN
ajst-32398	58	58	such	such	ADJ
ajst-32398	58	59	as	as	ADP
ajst-32398	58	60	volume	volume	NOUN
ajst-32398	58	61	of	of	ADP
ajst-32398	58	62	construction	construction	NOUN
ajst-32398	58	63	fluid	fluid	NOUN
ajst-32398	58	64	,	,	PUNCT
ajst-32398	58	65	239	239	NUM
ajst-32398	58	66	type	type	NOUN
ajst-32398	58	67	of	of	ADP
ajst-32398	58	68	fracturing	fracturing	NOUN
ajst-32398	58	69	fluid	fluid	NOUN
ajst-32398	58	70	,	,	PUNCT
ajst-32398	58	71	and	and	CCONJ
ajst-32398	58	72	viscosity	viscosity	NOUN
ajst-32398	58	73	of	of	ADP
ajst-32398	58	74	fracturing	fracture	VERB
ajst-32398	58	75	fluid	fluid	NOUN
ajst-32398	58	76	,	,	PUNCT
ajst-32398	58	77	which	which	PRON
ajst-32398	58	78	directly	directly	ADV
ajst-32398	58	79	affects	affect	VERB
ajst-32398	58	80	fracturing	fracture	VERB
ajst-32398	58	81	effect	effect	NOUN
ajst-32398	58	82	and	and	CCONJ
ajst-32398	58	83	production	production	NOUN
ajst-32398	58	84	efficiency	efficiency	NOUN
ajst-32398	58	85	.	.	PUNCT
ajst-32398	59	1	(	(	PUNCT
ajst-32398	59	2	2	2	X
ajst-32398	59	3	)	)	PUNCT
ajst-32398	59	4	the	the	DET
ajst-32398	59	5	nature	nature	NOUN
ajst-32398	59	6	of	of	ADP
ajst-32398	59	7	rock	rock	NOUN
ajst-32398	59	8	fractures	fracture	NOUN
ajst-32398	59	9	and	and	CCONJ
ajst-32398	59	10	geological	geological	ADJ
ajst-32398	59	11	characteristics	characteristic	NOUN
ajst-32398	59	12	of	of	ADP
ajst-32398	59	13	the	the	DET
ajst-32398	59	14	formation	formation	NOUN
ajst-32398	59	15	are	be	AUX
ajst-32398	59	16	the	the	DET
ajst-32398	59	17	key	key	ADJ
ajst-32398	59	18	influencing	influence	VERB
ajst-32398	59	19	factors	factor	NOUN
ajst-32398	59	20	of	of	ADP
ajst-32398	59	21	multi	multi	ADJ
ajst-32398	59	22	-	-	ADJ
ajst-32398	59	23	thin	thin	ADJ
ajst-32398	59	24	-	-	PUNCT
ajst-32398	59	25	layer	layer	NOUN
ajst-32398	59	26	fracturing	fracturing	NOUN
ajst-32398	59	27	in	in	ADP
ajst-32398	59	28	straight	straight	ADJ
ajst-32398	59	29	wells	well	NOUN
ajst-32398	59	30	,	,	PUNCT
ajst-32398	59	31	which	which	PRON
ajst-32398	59	32	have	have	VERB
ajst-32398	59	33	an	an	DET
ajst-32398	59	34	important	important	ADJ
ajst-32398	59	35	impact	impact	NOUN
ajst-32398	59	36	on	on	ADP
ajst-32398	59	37	the	the	DET
ajst-32398	59	38	formation	formation	NOUN
ajst-32398	59	39	and	and	CCONJ
ajst-32398	59	40	expansion	expansion	NOUN
ajst-32398	59	41	of	of	ADP
ajst-32398	59	42	fractures	fracture	NOUN
ajst-32398	59	43	,	,	PUNCT
ajst-32398	59	44	and	and	CCONJ
ajst-32398	59	45	require	require	VERB
ajst-32398	59	46	detailed	detailed	ADJ
ajst-32398	59	47	geological	geological	ADJ
ajst-32398	59	48	exploration	exploration	NOUN
ajst-32398	59	49	and	and	CCONJ
ajst-32398	59	50	analysis	analysis	NOUN
ajst-32398	59	51	of	of	ADP
ajst-32398	59	52	fracture	fracture	PROPN
ajst-32398	59	53	characteristics	characteristic	NOUN
ajst-32398	59	54	.	.	PUNCT
ajst-32398	60	1	(	(	PUNCT
ajst-32398	60	2	3	3	X
ajst-32398	60	3	)	)	PUNCT
ajst-32398	60	4	the	the	DET
ajst-32398	60	5	performance	performance	NOUN
ajst-32398	60	6	of	of	ADP
ajst-32398	60	7	fracturing	fracture	VERB
ajst-32398	60	8	fluid	fluid	NOUN
ajst-32398	60	9	and	and	CCONJ
ajst-32398	60	10	construction	construction	NOUN
ajst-32398	60	11	technology	technology	NOUN
ajst-32398	60	12	are	be	AUX
ajst-32398	60	13	not	not	PART
ajst-32398	60	14	to	to	PART
ajst-32398	60	15	be	be	AUX
ajst-32398	60	16	neglected	neglect	VERB
ajst-32398	60	17	in	in	ADP
ajst-32398	60	18	straight	straight	ADJ
ajst-32398	60	19	well	well	INTJ
ajst-32398	60	20	multi	multi	ADJ
ajst-32398	60	21	-	-	ADJ
ajst-32398	60	22	thin	thin	ADJ
ajst-32398	60	23	-	-	PUNCT
ajst-32398	60	24	layer	layer	NOUN
ajst-32398	60	25	fracturing	fracturing	NOUN
ajst-32398	60	26	,	,	PUNCT
ajst-32398	60	27	and	and	CCONJ
ajst-32398	60	28	the	the	DET
ajst-32398	60	29	standardization	standardization	NOUN
ajst-32398	60	30	and	and	CCONJ
ajst-32398	60	31	refinement	refinement	NOUN
ajst-32398	60	32	of	of	ADP
ajst-32398	60	33	the	the	DET
ajst-32398	60	34	construction	construction	NOUN
ajst-32398	60	35	process	process	NOUN
ajst-32398	60	36	will	will	AUX
ajst-32398	60	37	directly	directly	ADV
ajst-32398	60	38	affect	affect	VERB
ajst-32398	60	39	the	the	DET
ajst-32398	60	40	fracturing	fracturing	NOUN
ajst-32398	60	41	effect	effect	NOUN
ajst-32398	60	42	and	and	CCONJ
ajst-32398	60	43	the	the	DET
ajst-32398	60	44	smooth	smooth	ADJ
ajst-32398	60	45	progress	progress	NOUN
ajst-32398	60	46	of	of	ADP
ajst-32398	60	47	downhole	downhole	NOUN
ajst-32398	60	48	operation	operation	NOUN
ajst-32398	60	49	.	.	PUNCT
ajst-32398	61	1	in	in	ADP
ajst-32398	61	2	order	order	NOUN
ajst-32398	61	3	to	to	PART
ajst-32398	61	4	better	well	ADV
ajst-32398	61	5	optimize	optimize	VERB
ajst-32398	61	6	and	and	CCONJ
ajst-32398	61	7	maximize	maximize	VERB
ajst-32398	61	8	the	the	DET
ajst-32398	61	9	benefits	benefit	NOUN
ajst-32398	61	10	of	of	ADP
ajst-32398	61	11	straight	straight	ADJ
ajst-32398	61	12	well	well	INTJ
ajst-32398	61	13	multi	multi	ADJ
ajst-32398	61	14	-	-	ADJ
ajst-32398	61	15	thin	thin	ADJ
ajst-32398	61	16	-	-	PUNCT
ajst-32398	61	17	layer	layer	NOUN
ajst-32398	61	18	fracturing	fracturing	NOUN
ajst-32398	61	19	technology	technology	NOUN
ajst-32398	61	20	,	,	PUNCT
ajst-32398	61	21	a	a	DET
ajst-32398	61	22	database	database	NOUN
ajst-32398	61	23	containing	contain	VERB
ajst-32398	61	24	the	the	DET
ajst-32398	61	25	above	above	ADJ
ajst-32398	61	26	key	key	ADJ
ajst-32398	61	27	influencing	influence	VERB
ajst-32398	61	28	factors	factor	NOUN
ajst-32398	61	29	is	be	AUX
ajst-32398	61	30	established	establish	VERB
ajst-32398	61	31	,	,	PUNCT
ajst-32398	61	32	and	and	CCONJ
ajst-32398	61	33	through	through	ADP
ajst-32398	61	34	the	the	DET
ajst-32398	61	35	monitoring	monitoring	NOUN
ajst-32398	61	36	,	,	PUNCT
ajst-32398	61	37	analysis	analysis	NOUN
ajst-32398	61	38	and	and	CCONJ
ajst-32398	61	39	optimization	optimization	NOUN
ajst-32398	61	40	of	of	ADP
ajst-32398	61	41	these	these	DET
ajst-32398	61	42	factors	factor	NOUN
ajst-32398	61	43	,	,	PUNCT
ajst-32398	61	44	the	the	DET
ajst-32398	61	45	success	success	NOUN
ajst-32398	61	46	rate	rate	NOUN
ajst-32398	61	47	and	and	CCONJ
ajst-32398	61	48	productivity	productivity	NOUN
ajst-32398	61	49	of	of	ADP
ajst-32398	61	50	fracturing	fracture	VERB
ajst-32398	61	51	technology	technology	NOUN
ajst-32398	61	52	can	can	AUX
ajst-32398	61	53	be	be	AUX
ajst-32398	61	54	improved	improve	VERB
ajst-32398	61	55	to	to	PART
ajst-32398	61	56	provide	provide	VERB
ajst-32398	61	57	effective	effective	ADJ
ajst-32398	61	58	technical	technical	ADJ
ajst-32398	61	59	support	support	NOUN
ajst-32398	61	60	and	and	CCONJ
ajst-32398	61	61	decision	decision	NOUN
ajst-32398	61	62	-	-	PUNCT
ajst-32398	61	63	making	making	NOUN
ajst-32398	61	64	basis	basis	NOUN
ajst-32398	61	65	for	for	ADP
ajst-32398	61	66	oil	oil	NOUN
ajst-32398	61	67	and	and	CCONJ
ajst-32398	61	68	gas	gas	NOUN
ajst-32398	61	69	field	field	NOUN
ajst-32398	61	70	development	development	NOUN
ajst-32398	61	71	and	and	CCONJ
ajst-32398	61	72	production	production	NOUN
ajst-32398	61	73	.	.	PUNCT
ajst-32398	62	1	(	(	PUNCT
ajst-32398	62	2	4	4	X
ajst-32398	62	3	)	)	PUNCT
ajst-32398	62	4	data	datum	NOUN
ajst-32398	62	5	preprocessing	preprocessing	NOUN
ajst-32398	62	6	is	be	AUX
ajst-32398	62	7	a	a	DET
ajst-32398	62	8	crucial	crucial	ADJ
ajst-32398	62	9	step	step	NOUN
ajst-32398	62	10	in	in	ADP
ajst-32398	62	11	the	the	DET
ajst-32398	62	12	process	process	NOUN
ajst-32398	62	13	of	of	ADP
ajst-32398	62	14	data	datum	NOUN
ajst-32398	62	15	mining	mining	NOUN
ajst-32398	62	16	,	,	PUNCT
ajst-32398	62	17	which	which	PRON
ajst-32398	62	18	can	can	AUX
ajst-32398	62	19	help	help	VERB
ajst-32398	62	20	us	we	PRON
ajst-32398	62	21	clean	clean	VERB
ajst-32398	62	22	the	the	DET
ajst-32398	62	23	data	datum	NOUN
ajst-32398	62	24	,	,	PUNCT
ajst-32398	62	25	deal	deal	VERB
ajst-32398	62	26	with	with	ADP
ajst-32398	62	27	missing	miss	VERB
ajst-32398	62	28	values	value	NOUN
ajst-32398	62	29	,	,	PUNCT
ajst-32398	62	30	deal	deal	VERB
ajst-32398	62	31	with	with	ADP
ajst-32398	62	32	outliers	outlier	NOUN
ajst-32398	62	33	,	,	PUNCT
ajst-32398	62	34	etc	etc	X
ajst-32398	62	35	.	.	X
ajst-32398	62	36	,	,	PUNCT
ajst-32398	62	37	to	to	PART
ajst-32398	62	38	ensure	ensure	VERB
ajst-32398	62	39	that	that	SCONJ
ajst-32398	62	40	the	the	DET
ajst-32398	62	41	model	model	NOUN
ajst-32398	62	42	established	establish	VERB
ajst-32398	62	43	has	have	VERB
ajst-32398	62	44	a	a	DET
ajst-32398	62	45	highquality	highquality	NOUN
ajst-32398	62	46	data	datum	NOUN
ajst-32398	62	47	base	base	NOUN
ajst-32398	62	48	.	.	PUNCT
ajst-32398	63	1	(	(	PUNCT
ajst-32398	63	2	5	5	X
ajst-32398	63	3	)	)	PUNCT
ajst-32398	63	4	parameter	parameter	NOUN
ajst-32398	63	5	tuning	tuning	NOUN
ajst-32398	63	6	can	can	AUX
ajst-32398	63	7	help	help	VERB
ajst-32398	63	8	us	we	PRON
ajst-32398	63	9	find	find	VERB
ajst-32398	63	10	the	the	DET
ajst-32398	63	11	optimal	optimal	ADJ
ajst-32398	63	12	combination	combination	NOUN
ajst-32398	63	13	of	of	ADP
ajst-32398	63	14	model	model	NOUN
ajst-32398	63	15	parameters	parameter	NOUN
ajst-32398	63	16	and	and	CCONJ
ajst-32398	63	17	improve	improve	VERB
ajst-32398	63	18	the	the	DET
ajst-32398	63	19	prediction	prediction	NOUN
ajst-32398	63	20	accuracy	accuracy	NOUN
ajst-32398	63	21	of	of	ADP
ajst-32398	63	22	the	the	DET
ajst-32398	63	23	model	model	NOUN
ajst-32398	63	24	.	.	PUNCT
ajst-32398	64	1	references	reference	NOUN
ajst-32398	64	2	[	[	X
ajst-32398	64	3	1	1	X
ajst-32398	64	4	]	]	PUNCT
ajst-32398	64	5	wang	wang	PROPN
ajst-32398	64	6	cheng	cheng	PROPN
ajst-32398	64	7	.	.	PUNCT
ajst-32398	65	1	diagenesis	diagenesis	NOUN
ajst-32398	65	2	and	and	CCONJ
ajst-32398	65	3	cementation	cementation	NOUN
ajst-32398	65	4	of	of	ADP
ajst-32398	65	5	the	the	DET
ajst-32398	65	6	deep	deep	ADJ
ajst-32398	65	7	tight	tight	ADJ
ajst-32398	65	8	gasreservoir	gasreservoir	NOUN
ajst-32398	65	9	and	and	CCONJ
ajst-32398	65	10	their	their	PRON
ajst-32398	65	11	influences	influence	NOUN
ajst-32398	65	12	on	on	ADP
ajst-32398	65	13	the	the	DET
ajst-32398	65	14	physical	physical	ADJ
ajst-32398	65	15	properties	property	NOUN
ajst-32398	65	16	in	in	ADP
ajst-32398	65	17	eastdaqing	eastdaqe	VERB
ajst-32398	65	18	placanticline	placanticline	NOUN
ajst-32398	66	1	[	[	X
ajst-32398	66	2	j	j	X
ajst-32398	66	3	]	]	X
ajst-32398	66	4	.	.	PUNCT
ajst-32398	67	1	petroleum	petroleum	NOUN
ajst-32398	67	2	geology	geology	NOUN
ajst-32398	67	3	&	&	CCONJ
ajst-32398	67	4	oifield	oifield	PROPN
ajst-32398	67	5	development	development	NOUN
ajst-32398	67	6	in	in	ADP
ajst-32398	67	7	daqing,2019,38(4):143	daqing,2019,38(4):143	PROPN
ajst-32398	67	8	-	-	PUNCT
ajst-32398	67	9	151	151	NUM
ajst-32398	67	10	.	.	PUNCT
ajst-32398	68	1	[	[	X
ajst-32398	68	2	2	2	NUM
ajst-32398	68	3	]	]	X
ajst-32398	68	4	wu	wu	PROPN
ajst-32398	68	5	bailie	bailie	PROPN
ajst-32398	68	6	,	,	PUNCT
ajst-32398	68	7	zhou	zhou	PROPN
ajst-32398	68	8	jianliang	jianliang	PROPN
ajst-32398	68	9	,	,	PUNCT
ajst-32398	68	10	cao	cao	PROPN
ajst-32398	68	11	yanfeng	yanfeng	PROPN
ajst-32398	68	12	,	,	PUNCT
ajst-32398	68	13	et	et	PROPN
ajst-32398	68	14	al	al	PROPN
ajst-32398	68	15	.	.	PROPN
ajst-32398	68	16	key	key	ADJ
ajst-32398	68	17	parameteroptimization	parameteroptimization	NOUN
ajst-32398	68	18	of	of	ADP
ajst-32398	68	19	horizontal	horizontal	ADJ
ajst-32398	68	20	well	well	INTJ
ajst-32398	68	21	multistage	multistage	NOUN
ajst-32398	68	22	multi	multi	ADJ
ajst-32398	68	23	-	-	ADJ
ajst-32398	68	24	cluster	cluster	ADJ
ajst-32398	68	25	fracturingin	fracturingin	NOUN
ajst-32398	68	26	tight	tight	ADJ
ajst-32398	68	27	gas	gas	NOUN
ajst-32398	68	28	reservoir	reservoir	NOUN
ajst-32398	68	29	[	[	X
ajst-32398	68	30	j].$pecial	j].$pecial	PROPN
ajst-32398	68	31	0il	0il	PROPN
ajst-32398	68	32	&	&	CCONJ
ajst-32398	68	33	gas	gas	NOUN
ajst-32398	68	34	reservoirs	reservoir	NOUN
ajst-32398	68	35	,	,	PUNCT
ajst-32398	68	36	2016,23(4):127130,157	2016,23(4):127130,157	NOUN
ajst-32398	68	37	.	.	PUNCT
ajst-32398	69	1	[	[	X
ajst-32398	69	2	3	3	X
ajst-32398	69	3	]	]	X
ajst-32398	69	4	zhang	zhang	PROPN
ajst-32398	69	5	dazhi	dazhi	PROPN
ajst-32398	69	6	,	,	PUNCT
ajst-32398	69	7	chu	chu	PROPN
ajst-32398	69	8	lilan	lilan	PROPN
ajst-32398	69	9	,	,	PUNCT
ajst-32398	69	10	zhou	zhou	PROPN
ajst-32398	69	11	xiang	xiang	PROPN
ajst-32398	69	12	,	,	PUNCT
ajst-32398	69	13	et	et	PROPN
ajst-32398	69	14	al	al	PROPN
ajst-32398	69	15	.	.	PUNCT
ajst-32398	69	16	diagenesis	diagenesis	NOUN
ajst-32398	69	17	anddiagenesis	anddiagenesis	NOUN
ajst-32398	69	18	facies	facie	NOUN
ajst-32398	69	19	of	of	ADP
ajst-32398	69	20	tight	tight	ADJ
ajst-32398	69	21	gas	gas	NOUN
ajst-32398	69	22	reservoir	reservoir	NOUN
ajst-32398	69	23	of	of	ADP
ajst-32398	69	24	shahezi	shahezi	ADJ
ajst-32398	69	25	formation	formation	NOUN
ajst-32398	69	26	,	,	PUNCT
ajst-32398	69	27	inxujiaweizi	inxujiaweizi	NOUN
ajst-32398	69	28	fault	fault	VERB
ajst-32398	69	29	depression	depression	NOUN
ajst-32398	69	30	of	of	ADP
ajst-32398	69	31	north	north	NOUN
ajst-32398	69	32	songliao	songliao	NOUN
ajst-32398	69	33	basin	basin	NOUN
ajst-32398	69	34	[	[	X
ajst-32398	69	35	j	j	X
ajst-32398	69	36	]	]	X
ajst-32398	69	37	.	.	PUNCT
ajst-32398	70	1	journalof	journalof	PROPN
ajst-32398	70	2	jilin	jilin	PROPN
ajst-32398	70	3	university(earth	university(earth	PROPN
ajst-32398	70	4	science	science	PROPN
ajst-32398	70	5	edition),2021,51(1):2234	edition),2021,51(1):2234	PROPN
ajst-32398	70	6	.	.	PUNCT
ajst-32398	71	1	[	[	X
ajst-32398	71	2	4	4	NUM
ajst-32398	71	3	]	]	SYM
ajst-32398	71	4	hu	hu	PROPN
ajst-32398	71	5	suyun	suyun	PROPN
ajst-32398	71	6	,	,	PUNCT
ajst-32398	71	7	zhu	zhu	PROPN
ajst-32398	71	8	rukai	rukai	PROPN
ajst-32398	71	9	,	,	PUNCT
ajst-32398	71	10	wu	wu	PROPN
ajst-32398	71	11	songtao	songtao	PROPN
ajst-32398	71	12	,	,	PUNCT
ajst-32398	71	13	et	et	PROPN
ajst-32398	71	14	al	al	PROPN
ajst-32398	71	15	.	.	PROPN
ajst-32398	71	16	profitable	profitable	PROPN
ajst-32398	71	17	explora	explora	PROPN
ajst-32398	71	18	-	-	PUNCT
ajst-32398	71	19	tion	tion	NOUN
ajst-32398	71	20	and	and	CCONJ
ajst-32398	71	21	development	development	NOUN
ajst-32398	71	22	of	of	ADP
ajst-32398	71	23	continental	continental	ADJ
ajst-32398	71	24	tight	tight	ADJ
ajst-32398	71	25	oil	oil	NOUN
ajst-32398	71	26	in	in	ADP
ajst-32398	71	27	china[j	china[j	NOUN
ajst-32398	71	28	]	]	PUNCT
ajst-32398	71	29	.	.	PUNCT
ajst-32398	72	1	petro	petro	NOUN
ajst-32398	72	2	-	-	PUNCT
ajst-32398	72	3	leum	leum	NOUN
ajst-32398	72	4	exploration	exploration	NOUN
ajst-32398	72	5	and	and	CCONJ
ajst-32398	72	6	development	development	NOUN
ajst-32398	72	7	,	,	PUNCT
ajst-32398	72	8	2018	2018	NUM
ajst-32398	72	9	,	,	PUNCT
ajst-32398	72	10	45(4):737	45(4):737	PROPN
ajst-32398	72	11	-	-	SYM
ajst-32398	72	12	748	748	NUM
ajst-32398	72	13	.	.	PUNCT
ajst-32398	73	1	[	[	X
ajst-32398	73	2	5	5	NUM
ajst-32398	73	3	]	]	PUNCT
ajst-32398	73	4	u.s.energy	u.s.energy	NOUN
ajst-32398	73	5	information	information	NOUN
ajst-32398	73	6	administration	administration	NOUN
ajst-32398	73	7	.	.	PUNCT
ajst-32398	74	1	outlook	outlook	NOUN
ajst-32398	74	2	for	for	ADP
ajst-32398	74	3	shale	shale	NOUN
ajst-32398	74	4	gas	gas	NOUN
ajst-32398	74	5	and	and	CCONJ
ajst-32398	74	6	tight	tight	ADJ
ajst-32398	74	7	oil	oil	NOUN
ajst-32398	74	8	development	development	NOUN
ajst-32398	74	9	in	in	ADP
ajst-32398	74	10	theu.s.[eb	theu.s.[eb	PROPN
ajst-32398	74	11	/	/	SYM
ajst-32398	74	12	ol].(2013	ol].(2013	ADJ
ajst-32398	74	13	-	-	PUNCT
ajst-32398	74	14	05	05	NUM
ajst-32398	74	15	-	-	PUNCT
ajst-32398	74	16	21)[2021	21)[2021	NUM
ajst-32398	74	17	-	-	PUNCT
ajst-32398	74	18	12	12	NUM
ajst-32398	74	19	-	-	PUNCT
ajst-32398	74	20	011].https://www.eia.gov	011].https://www.eia.gov	NOUN
ajst-32398	74	21	/	/	SYM
ajst-32398	74	22	pressroom	pressroom	NOUN
ajst-32398	74	23	/	/	SYM
ajst-32398	74	24	presentation	presentation	NOUN
ajst-32398	74	25	.	.	PUNCT
ajst-32398	75	1	[	[	X
ajst-32398	75	2	6	6	NUM
ajst-32398	75	3	]	]	X
ajst-32398	75	4	sun	sun	NOUN
ajst-32398	75	5	longde	longde	PROPN
ajst-32398	75	6	,	,	PUNCT
ajst-32398	75	7	fang	fang	PROPN
ajst-32398	75	8	chaoliang	chaoliang	PROPN
ajst-32398	75	9	,	,	PUNCT
ajst-32398	75	10	li	li	PROPN
ajst-32398	75	11	feng	feng	PROPN
ajst-32398	75	12	,	,	PUNCT
ajst-32398	75	13	et	et	PROPN
ajst-32398	75	14	al	al	PROPN
ajst-32398	75	15	.	.	PUNCT
ajst-32398	75	16	petroleum	petroleum	PROPN
ajst-32398	75	17	explo	explo	NOUN
ajst-32398	75	18	-	-	PUNCT
ajst-32398	75	19	ration	ration	NOUN
ajst-32398	75	20	and	and	CCONJ
ajst-32398	75	21	development	development	NOUN
ajst-32398	75	22	practices	practice	NOUN
ajst-32398	75	23	of	of	ADP
ajst-32398	75	24	sedimentary	sedimentary	ADJ
ajst-32398	75	25	basins	basin	NOUN
ajst-32398	75	26	in	in	ADP
ajst-32398	75	27	chinaand	chinaand	NOUN
ajst-32398	75	28	research	research	NOUN
ajst-32398	75	29	progress	progress	NOUN
ajst-32398	75	30	of	of	ADP
ajst-32398	75	31	sedimentology[j	sedimentology[j	NOUN
ajst-32398	75	32	]	]	PUNCT
ajst-32398	75	33	.	.	PUNCT
ajst-32398	76	1	petroleum	petroleum	PROPN
ajst-32398	76	2	explora	explora	PROPN
ajst-32398	76	3	-	-	PUNCT
ajst-32398	76	4	tion	tion	NOUN
ajst-32398	76	5	and	and	CCONJ
ajst-32398	76	6	development	development	NOUN
ajst-32398	76	7	,	,	PUNCT
ajst-32398	76	8	2010,37(4):385	2010,37(4):385	PROPN
ajst-32398	76	9	-	-	SYM
ajst-32398	76	10	396	396	NUM
ajst-32398	77	1	.	.	PUNCT
ajst-32398	78	1	[	[	X
ajst-32398	78	2	7	7	X
ajst-32398	78	3	]	]	X
ajst-32398	78	4	tang	tang	NOUN
ajst-32398	78	5	dahai	dahai	PROPN
ajst-32398	78	6	,	,	PUNCT
ajst-32398	78	7	tan	tan	PROPN
ajst-32398	78	8	xiucheng	xiucheng	PROPN
ajst-32398	78	9	,	,	PUNCT
ajst-32398	78	10	wang	wang	PROPN
ajst-32398	78	11	xiaojuan	xiaojuan	PROPN
ajst-32398	78	12	,	,	PUNCT
ajst-32398	78	13	et	et	PROPN
ajst-32398	78	14	al	al	PROPN
ajst-32398	78	15	.	.	PROPN
ajst-32398	78	16	tight	tight	ADJ
ajst-32398	78	17	gasaccumulation	gasaccumulation	NOUN
ajst-32398	78	18	elements	element	NOUN
ajst-32398	78	19	and	and	CCONJ
ajst-32398	78	20	favorable	favorable	ADJ
ajst-32398	78	21	zone	zone	NOUN
ajst-32398	78	22	evaluation	evaluation	NOUN
ajst-32398	78	23	of	of	ADP
ajst-32398	78	24	xuiiaheformation	xuiiaheformation	NOUN
ajst-32398	78	25	in	in	ADP
ajst-32398	78	26	sichuan	sichuan	PROPN
ajst-32398	78	27	basin[j	basin[j	PROPN
ajst-32398	78	28	]	]	PUNCT
ajst-32398	78	29	.	.	PUNCT
ajst-32398	79	1	special	special	ADJ
ajst-32398	79	2	oil	oil	NOUN
ajst-32398	79	3	&	&	CCONJ
ajst-32398	79	4	gas	gas	NOUN
ajst-32398	79	5	reservoirs,2020,27(3):4046	reservoirs,2020,27(3):4046	NOUN
ajst-32398	79	6	.	.	PUNCT