id	sid	tid	token	lemma	pos
fbem-15400	1	1	frontiers	frontier	NOUN
fbem-15400	1	2	in	in	ADP
fbem-15400	1	3	business	business	NOUN
fbem-15400	1	4	,	,	PUNCT
fbem-15400	1	5	economics	economic	NOUN
fbem-15400	1	6	and	and	CCONJ
fbem-15400	1	7	management	management	NOUN
fbem-15400	1	8	issn	issn	PROPN
fbem-15400	1	9	:	:	PUNCT
fbem-15400	1	10	2766	2766	NUM
fbem-15400	1	11	-	-	PUNCT
fbem-15400	1	12	824x	824x	NUM
fbem-15400	1	13	|	|	ADJ
fbem-15400	1	14	vol	vol	NOUN
fbem-15400	1	15	.	.	PROPN
fbem-15400	1	16	12	12	NUM
fbem-15400	1	17	,	,	PUNCT
fbem-15400	1	18	no	no	INTJ
fbem-15400	1	19	.	.	NOUN
fbem-15400	1	20	3	3	NUM
fbem-15400	1	21	,	,	PUNCT
fbem-15400	1	22	2023	2023	NUM
fbem-15400	1	23	152	152	NUM
fbem-15400	1	24	integration	integration	NOUN
fbem-15400	1	25	of	of	ADP
fbem-15400	1	26	esg	esg	PROPN
fbem-15400	1	27	factors	factor	NOUN
fbem-15400	1	28	in	in	ADP
fbem-15400	1	29	china	china	PROPN
fbem-15400	1	30	's	's	PART
fbem-15400	1	31	coffee	coffee	NOUN
fbem-15400	1	32	industry	industry	NOUN
fbem-15400	1	33	and	and	CCONJ
fbem-15400	1	34	identification	identification	NOUN
fbem-15400	1	35	of	of	ADP
fbem-15400	1	36	financial	financial	ADJ
fbem-15400	1	37	risks	risk	NOUN
fbem-15400	1	38	chinhung	chinhung	PROPN
fbem-15400	1	39	wong	wong	PROPN
fbem-15400	1	40	jinan	jinan	PROPN
fbem-15400	1	41	university	university	PROPN
fbem-15400	1	42	,	,	PUNCT
fbem-15400	1	43	guangzhou	guangzhou	PROPN
fbem-15400	1	44	,	,	PUNCT
fbem-15400	1	45	china	china	PROPN
fbem-15400	1	46	abstract	abstract	PROPN
fbem-15400	1	47	:	:	PUNCT
fbem-15400	1	48	with	with	ADP
fbem-15400	1	49	the	the	DET
fbem-15400	1	50	increasing	increase	VERB
fbem-15400	1	51	concern	concern	NOUN
fbem-15400	1	52	for	for	ADP
fbem-15400	1	53	sustainable	sustainable	ADJ
fbem-15400	1	54	development	development	NOUN
fbem-15400	1	55	in	in	ADP
fbem-15400	1	56	the	the	DET
fbem-15400	1	57	world	world	NOUN
fbem-15400	1	58	,	,	PUNCT
fbem-15400	1	59	esg	esg	PROPN
fbem-15400	1	60	(	(	PUNCT
fbem-15400	1	61	environmental	environmental	ADJ
fbem-15400	1	62	,	,	PUNCT
fbem-15400	1	63	social	social	ADJ
fbem-15400	1	64	and	and	CCONJ
fbem-15400	1	65	corporate	corporate	ADJ
fbem-15400	1	66	governance	governance	NOUN
fbem-15400	1	67	)	)	PUNCT
fbem-15400	1	68	factors	factor	NOUN
fbem-15400	1	69	are	be	AUX
fbem-15400	1	70	playing	play	VERB
fbem-15400	1	71	a	a	DET
fbem-15400	1	72	more	more	ADJ
fbem-15400	1	73	and	and	CCONJ
fbem-15400	1	74	more	more	ADV
fbem-15400	1	75	important	important	ADJ
fbem-15400	1	76	role	role	NOUN
fbem-15400	1	77	in	in	ADP
fbem-15400	1	78	enterprise	enterprise	NOUN
fbem-15400	1	79	management	management	NOUN
fbem-15400	1	80	.	.	PUNCT
fbem-15400	2	1	the	the	DET
fbem-15400	2	2	purpose	purpose	NOUN
fbem-15400	2	3	of	of	ADP
fbem-15400	2	4	this	this	DET
fbem-15400	2	5	study	study	NOUN
fbem-15400	2	6	is	be	AUX
fbem-15400	2	7	to	to	PART
fbem-15400	2	8	explore	explore	VERB
fbem-15400	2	9	the	the	DET
fbem-15400	2	10	influence	influence	NOUN
fbem-15400	2	11	of	of	ADP
fbem-15400	2	12	the	the	DET
fbem-15400	2	13	integration	integration	NOUN
fbem-15400	2	14	of	of	ADP
fbem-15400	2	15	esg	esg	PROPN
fbem-15400	2	16	factors	factor	NOUN
fbem-15400	2	17	in	in	ADP
fbem-15400	2	18	china	china	PROPN
fbem-15400	2	19	's	's	PART
fbem-15400	2	20	coffee	coffee	NOUN
fbem-15400	2	21	industry	industry	NOUN
fbem-15400	2	22	on	on	ADP
fbem-15400	2	23	financial	financial	ADJ
fbem-15400	2	24	risk	risk	NOUN
fbem-15400	2	25	identification	identification	NOUN
fbem-15400	2	26	.	.	PUNCT
fbem-15400	3	1	by	by	ADP
fbem-15400	3	2	systematically	systematically	ADV
fbem-15400	3	3	integrating	integrate	VERB
fbem-15400	3	4	esg	esg	NOUN
fbem-15400	3	5	factors	factor	NOUN
fbem-15400	3	6	such	such	ADJ
fbem-15400	3	7	as	as	ADP
fbem-15400	3	8	environmental	environmental	ADJ
fbem-15400	3	9	friendliness	friendliness	NOUN
fbem-15400	3	10	,	,	PUNCT
fbem-15400	3	11	social	social	ADJ
fbem-15400	3	12	responsibility	responsibility	NOUN
fbem-15400	3	13	and	and	CCONJ
fbem-15400	3	14	corporate	corporate	ADJ
fbem-15400	3	15	governance	governance	NOUN
fbem-15400	3	16	,	,	PUNCT
fbem-15400	3	17	we	we	PRON
fbem-15400	3	18	build	build	VERB
fbem-15400	3	19	a	a	DET
fbem-15400	3	20	comprehensive	comprehensive	ADJ
fbem-15400	3	21	financial	financial	ADJ
fbem-15400	3	22	risk	risk	NOUN
fbem-15400	3	23	assessment	assessment	NOUN
fbem-15400	3	24	model	model	NOUN
fbem-15400	3	25	to	to	PART
fbem-15400	3	26	identify	identify	VERB
fbem-15400	3	27	the	the	DET
fbem-15400	3	28	potential	potential	ADJ
fbem-15400	3	29	risks	risk	NOUN
fbem-15400	3	30	faced	face	VERB
fbem-15400	3	31	by	by	ADP
fbem-15400	3	32	coffee	coffee	NOUN
fbem-15400	3	33	enterprises	enterprise	NOUN
fbem-15400	3	34	more	more	ADV
fbem-15400	3	35	comprehensively	comprehensively	ADV
fbem-15400	3	36	and	and	CCONJ
fbem-15400	3	37	accurately	accurately	ADV
fbem-15400	3	38	.	.	PUNCT
fbem-15400	4	1	in	in	ADP
fbem-15400	4	2	the	the	DET
fbem-15400	4	3	method	method	NOUN
fbem-15400	4	4	,	,	PUNCT
fbem-15400	4	5	catboost	catboost	ADJ
fbem-15400	4	6	algorithm	algorithm	NOUN
fbem-15400	4	7	is	be	AUX
fbem-15400	4	8	used	use	VERB
fbem-15400	4	9	to	to	PART
fbem-15400	4	10	identify	identify	VERB
fbem-15400	4	11	financial	financial	ADJ
fbem-15400	4	12	risks	risk	NOUN
fbem-15400	4	13	,	,	PUNCT
fbem-15400	4	14	and	and	CCONJ
fbem-15400	4	15	adasyn	adasyn	NOUN
fbem-15400	4	16	algorithm	algorithm	NOUN
fbem-15400	4	17	is	be	AUX
fbem-15400	4	18	used	use	VERB
fbem-15400	4	19	to	to	PART
fbem-15400	4	20	optimize	optimize	VERB
fbem-15400	4	21	the	the	DET
fbem-15400	4	22	training	training	NOUN
fbem-15400	4	23	set	set	VERB
fbem-15400	4	24	to	to	PART
fbem-15400	4	25	improve	improve	VERB
fbem-15400	4	26	the	the	DET
fbem-15400	4	27	sensitivity	sensitivity	NOUN
fbem-15400	4	28	of	of	ADP
fbem-15400	4	29	the	the	DET
fbem-15400	4	30	model	model	NOUN
fbem-15400	4	31	to	to	PART
fbem-15400	4	32	default	default	VERB
fbem-15400	4	33	risks	risk	NOUN
fbem-15400	4	34	.	.	PUNCT
fbem-15400	5	1	the	the	DET
fbem-15400	5	2	research	research	NOUN
fbem-15400	5	3	results	result	NOUN
fbem-15400	5	4	show	show	VERB
fbem-15400	5	5	that	that	SCONJ
fbem-15400	5	6	through	through	ADP
fbem-15400	5	7	the	the	DET
fbem-15400	5	8	integration	integration	NOUN
fbem-15400	5	9	of	of	ADP
fbem-15400	5	10	esg	esg	PROPN
fbem-15400	5	11	factors	factor	NOUN
fbem-15400	5	12	,	,	PUNCT
fbem-15400	5	13	our	our	PRON
fbem-15400	5	14	model	model	NOUN
fbem-15400	5	15	has	have	AUX
fbem-15400	5	16	achieved	achieve	VERB
fbem-15400	5	17	remarkable	remarkable	ADJ
fbem-15400	5	18	results	result	NOUN
fbem-15400	5	19	in	in	ADP
fbem-15400	5	20	financial	financial	ADJ
fbem-15400	5	21	risk	risk	NOUN
fbem-15400	5	22	identification	identification	NOUN
fbem-15400	5	23	.	.	PUNCT
fbem-15400	6	1	the	the	DET
fbem-15400	6	2	accuracy	accuracy	NOUN
fbem-15400	6	3	value	value	NOUN
fbem-15400	6	4	reached	reach	VERB
fbem-15400	6	5	0.9671	0.9671	NUM
fbem-15400	6	6	,	,	PUNCT
fbem-15400	6	7	12	12	NUM
fbem-15400	6	8	out	out	ADP
fbem-15400	6	9	of	of	ADP
fbem-15400	6	10	15	15	NUM
fbem-15400	6	11	default	default	NOUN
fbem-15400	6	12	samples	sample	NOUN
fbem-15400	6	13	were	be	AUX
fbem-15400	6	14	accurately	accurately	ADV
fbem-15400	6	15	predicted	predict	VERB
fbem-15400	6	16	,	,	PUNCT
fbem-15400	6	17	and	and	CCONJ
fbem-15400	6	18	the	the	DET
fbem-15400	6	19	identification	identification	NOUN
fbem-15400	6	20	of	of	ADP
fbem-15400	6	21	non	non	ADJ
fbem-15400	6	22	-	-	ADJ
fbem-15400	6	23	default	default	ADJ
fbem-15400	6	24	companies	company	NOUN
fbem-15400	6	25	also	also	ADV
fbem-15400	6	26	had	have	VERB
fbem-15400	6	27	strong	strong	ADJ
fbem-15400	6	28	accuracy	accuracy	NOUN
fbem-15400	6	29	,	,	PUNCT
fbem-15400	6	30	only	only	ADV
fbem-15400	6	31	2	2	NUM
fbem-15400	6	32	of	of	ADP
fbem-15400	6	33	them	they	PRON
fbem-15400	6	34	were	be	AUX
fbem-15400	6	35	misjudged	misjudge	VERB
fbem-15400	6	36	.	.	PUNCT
fbem-15400	7	1	this	this	PRON
fbem-15400	7	2	shows	show	VERB
fbem-15400	7	3	that	that	SCONJ
fbem-15400	7	4	esg	esg	NOUN
fbem-15400	7	5	factors	factor	NOUN
fbem-15400	7	6	not	not	PART
fbem-15400	7	7	only	only	ADV
fbem-15400	7	8	have	have	VERB
fbem-15400	7	9	an	an	DET
fbem-15400	7	10	important	important	ADJ
fbem-15400	7	11	impact	impact	NOUN
fbem-15400	7	12	on	on	ADP
fbem-15400	7	13	sustainable	sustainable	ADJ
fbem-15400	7	14	management	management	NOUN
fbem-15400	7	15	in	in	ADP
fbem-15400	7	16	the	the	DET
fbem-15400	7	17	coffee	coffee	NOUN
fbem-15400	7	18	industry	industry	NOUN
fbem-15400	7	19	,	,	PUNCT
fbem-15400	7	20	but	but	CCONJ
fbem-15400	7	21	also	also	ADV
fbem-15400	7	22	can	can	AUX
fbem-15400	7	23	provide	provide	VERB
fbem-15400	7	24	strong	strong	ADJ
fbem-15400	7	25	support	support	NOUN
fbem-15400	7	26	for	for	ADP
fbem-15400	7	27	enterprises	enterprise	NOUN
fbem-15400	7	28	in	in	ADP
fbem-15400	7	29	identifying	identify	VERB
fbem-15400	7	30	financial	financial	ADJ
fbem-15400	7	31	risks	risk	NOUN
fbem-15400	7	32	.	.	PUNCT
fbem-15400	8	1	keywords	keyword	NOUN
fbem-15400	8	2	:	:	PUNCT
fbem-15400	8	3	financial	financial	ADJ
fbem-15400	8	4	risks	risk	NOUN
fbem-15400	8	5	,	,	PUNCT
fbem-15400	8	6	esg	esg	NOUN
fbem-15400	8	7	factors	factor	NOUN
fbem-15400	8	8	,	,	PUNCT
fbem-15400	8	9	china	china	PROPN
fbem-15400	8	10	's	's	PART
fbem-15400	8	11	coffee	coffee	NOUN
fbem-15400	8	12	industry	industry	NOUN
fbem-15400	8	13	.	.	PUNCT
fbem-15400	9	1	1	1	X
fbem-15400	9	2	.	.	X
fbem-15400	9	3	introduction	introduction	NOUN
fbem-15400	9	4	in	in	ADP
fbem-15400	9	5	today	today	NOUN
fbem-15400	9	6	's	's	PART
fbem-15400	9	7	global	global	ADJ
fbem-15400	9	8	economic	economic	ADJ
fbem-15400	9	9	structure	structure	NOUN
fbem-15400	9	10	,	,	PUNCT
fbem-15400	9	11	esg	esg	PROPN
fbem-15400	9	12	(	(	PUNCT
fbem-15400	9	13	environmental	environmental	ADJ
fbem-15400	9	14	,	,	PUNCT
fbem-15400	9	15	social	social	ADJ
fbem-15400	9	16	and	and	CCONJ
fbem-15400	9	17	corporate	corporate	ADJ
fbem-15400	9	18	governance	governance	NOUN
fbem-15400	9	19	)	)	PUNCT
fbem-15400	9	20	has	have	AUX
fbem-15400	9	21	become	become	VERB
fbem-15400	9	22	one	one	NUM
fbem-15400	9	23	of	of	ADP
fbem-15400	9	24	the	the	DET
fbem-15400	9	25	key	key	ADJ
fbem-15400	9	26	factors	factor	NOUN
fbem-15400	9	27	in	in	ADP
fbem-15400	9	28	the	the	DET
fbem-15400	9	29	operation	operation	NOUN
fbem-15400	9	30	and	and	CCONJ
fbem-15400	9	31	development	development	NOUN
fbem-15400	9	32	of	of	ADP
fbem-15400	9	33	enterprises	enterprise	NOUN
fbem-15400	9	34	.	.	PUNCT
fbem-15400	10	1	especially	especially	ADV
fbem-15400	10	2	in	in	ADP
fbem-15400	10	3	china	china	PROPN
fbem-15400	10	4	,	,	PUNCT
fbem-15400	10	5	a	a	DET
fbem-15400	10	6	country	country	NOUN
fbem-15400	10	7	where	where	SCONJ
fbem-15400	10	8	coffee	coffee	NOUN
fbem-15400	10	9	industry	industry	NOUN
fbem-15400	10	10	is	be	AUX
fbem-15400	10	11	booming	booming	ADJ
fbem-15400	10	12	,	,	PUNCT
fbem-15400	10	13	the	the	DET
fbem-15400	10	14	integration	integration	NOUN
fbem-15400	10	15	of	of	ADP
fbem-15400	10	16	esg	esg	PROPN
fbem-15400	10	17	factors	factor	NOUN
fbem-15400	10	18	is	be	AUX
fbem-15400	10	19	very	very	ADV
fbem-15400	10	20	important	important	ADJ
fbem-15400	10	21	for	for	ADP
fbem-15400	10	22	the	the	DET
fbem-15400	10	23	long	long	ADJ
fbem-15400	10	24	-	-	PUNCT
fbem-15400	10	25	term	term	NOUN
fbem-15400	10	26	sustainable	sustainable	ADJ
fbem-15400	10	27	development	development	NOUN
fbem-15400	10	28	of	of	ADP
fbem-15400	10	29	enterprises	enterprise	NOUN
fbem-15400	10	30	.	.	PUNCT
fbem-15400	11	1	different	different	ADJ
fbem-15400	11	2	from	from	ADP
fbem-15400	11	3	traditional	traditional	ADJ
fbem-15400	11	4	financial	financial	ADJ
fbem-15400	11	5	indicators	indicator	NOUN
fbem-15400	11	6	[	[	X
fbem-15400	11	7	1	1	X
fbem-15400	11	8	]	]	PUNCT
fbem-15400	11	9	,	,	PUNCT
fbem-15400	11	10	it	it	PRON
fbem-15400	11	11	can	can	AUX
fbem-15400	11	12	reflect	reflect	VERB
fbem-15400	11	13	the	the	DET
fbem-15400	11	14	performance	performance	NOUN
fbem-15400	11	15	of	of	ADP
fbem-15400	11	16	enterprises	enterprise	NOUN
fbem-15400	11	17	in	in	ADP
fbem-15400	11	18	environmental	environmental	ADJ
fbem-15400	11	19	protection	protection	NOUN
fbem-15400	11	20	,	,	PUNCT
fbem-15400	11	21	social	social	ADJ
fbem-15400	11	22	responsibility	responsibility	NOUN
fbem-15400	11	23	and	and	CCONJ
fbem-15400	11	24	corporate	corporate	ADJ
fbem-15400	11	25	governance	governance	NOUN
fbem-15400	11	26	,	,	PUNCT
fbem-15400	11	27	and	and	CCONJ
fbem-15400	11	28	help	help	VERB
fbem-15400	11	29	investors	investor	NOUN
fbem-15400	11	30	understand	understand	VERB
fbem-15400	11	31	the	the	DET
fbem-15400	11	32	sustainable	sustainable	ADJ
fbem-15400	11	33	development	development	NOUN
fbem-15400	11	34	of	of	ADP
fbem-15400	11	35	enterprises	enterprise	NOUN
fbem-15400	11	36	and	and	CCONJ
fbem-15400	11	37	their	their	PRON
fbem-15400	11	38	social	social	ADJ
fbem-15400	11	39	values	value	NOUN
fbem-15400	11	40	.	.	PUNCT
fbem-15400	12	1	with	with	ADP
fbem-15400	12	2	the	the	DET
fbem-15400	12	3	increasing	increase	VERB
fbem-15400	12	4	concern	concern	NOUN
fbem-15400	12	5	of	of	ADP
fbem-15400	12	6	society	society	NOUN
fbem-15400	12	7	for	for	ADP
fbem-15400	12	8	environmental	environmental	ADJ
fbem-15400	12	9	,	,	PUNCT
fbem-15400	12	10	social	social	ADJ
fbem-15400	12	11	and	and	CCONJ
fbem-15400	12	12	governance	governance	NOUN
fbem-15400	12	13	issues	issue	NOUN
fbem-15400	12	14	,	,	PUNCT
fbem-15400	12	15	it	it	PRON
fbem-15400	12	16	has	have	AUX
fbem-15400	12	17	become	become	VERB
fbem-15400	12	18	an	an	DET
fbem-15400	12	19	important	important	ADJ
fbem-15400	12	20	strategic	strategic	ADJ
fbem-15400	12	21	move	move	NOUN
fbem-15400	12	22	for	for	SCONJ
fbem-15400	12	23	enterprises	enterprise	NOUN
fbem-15400	12	24	to	to	PART
fbem-15400	12	25	integrate	integrate	VERB
fbem-15400	12	26	esg	esg	NOUN
fbem-15400	12	27	factors	factor	NOUN
fbem-15400	12	28	into	into	ADP
fbem-15400	12	29	the	the	DET
fbem-15400	12	30	coffee	coffee	NOUN
fbem-15400	12	31	industry	industry	NOUN
fbem-15400	12	32	.	.	PUNCT
fbem-15400	13	1	as	as	ADP
fbem-15400	13	2	one	one	NUM
fbem-15400	13	3	of	of	ADP
fbem-15400	13	4	the	the	DET
fbem-15400	13	5	most	most	ADV
fbem-15400	13	6	important	important	ADJ
fbem-15400	13	7	agricultural	agricultural	ADJ
fbem-15400	13	8	products	product	NOUN
fbem-15400	13	9	in	in	ADP
fbem-15400	13	10	the	the	DET
fbem-15400	13	11	world	world	NOUN
fbem-15400	13	12	,	,	PUNCT
fbem-15400	13	13	coffee	coffee	NOUN
fbem-15400	13	14	industry	industry	NOUN
fbem-15400	13	15	has	have	AUX
fbem-15400	13	16	made	make	VERB
fbem-15400	13	17	remarkable	remarkable	ADJ
fbem-15400	13	18	growth	growth	NOUN
fbem-15400	13	19	in	in	ADP
fbem-15400	13	20	china	china	PROPN
fbem-15400	13	21	in	in	ADP
fbem-15400	13	22	recent	recent	ADJ
fbem-15400	13	23	years	year	NOUN
fbem-15400	13	24	,	,	PUNCT
fbem-15400	13	25	but	but	CCONJ
fbem-15400	13	26	it	it	PRON
fbem-15400	13	27	is	be	AUX
fbem-15400	13	28	also	also	ADV
fbem-15400	13	29	accompanied	accompany	VERB
fbem-15400	13	30	by	by	ADP
fbem-15400	13	31	a	a	DET
fbem-15400	13	32	series	series	NOUN
fbem-15400	13	33	of	of	ADP
fbem-15400	13	34	social	social	ADJ
fbem-15400	13	35	and	and	CCONJ
fbem-15400	13	36	environmental	environmental	ADJ
fbem-15400	13	37	challenges	challenge	NOUN
fbem-15400	13	38	.	.	PUNCT
fbem-15400	14	1	environmental	environmental	ADJ
fbem-15400	14	2	pollution	pollution	NOUN
fbem-15400	14	3	,	,	PUNCT
fbem-15400	14	4	social	social	ADJ
fbem-15400	14	5	equity	equity	NOUN
fbem-15400	14	6	,	,	PUNCT
fbem-15400	14	7	ecological	ecological	ADJ
fbem-15400	14	8	balance	balance	NOUN
fbem-15400	14	9	and	and	CCONJ
fbem-15400	14	10	other	other	ADJ
fbem-15400	14	11	issues	issue	NOUN
fbem-15400	14	12	have	have	AUX
fbem-15400	14	13	aroused	arouse	VERB
fbem-15400	14	14	widespread	widespread	ADJ
fbem-15400	14	15	concern	concern	NOUN
fbem-15400	14	16	,	,	PUNCT
fbem-15400	14	17	and	and	CCONJ
fbem-15400	14	18	these	these	DET
fbem-15400	14	19	issues	issue	NOUN
fbem-15400	14	20	have	have	VERB
fbem-15400	14	21	a	a	DET
fbem-15400	14	22	direct	direct	ADJ
fbem-15400	14	23	impact	impact	NOUN
fbem-15400	14	24	on	on	ADP
fbem-15400	14	25	the	the	DET
fbem-15400	14	26	sustainability	sustainability	NOUN
fbem-15400	14	27	and	and	CCONJ
fbem-15400	14	28	financial	financial	ADJ
fbem-15400	14	29	stability	stability	NOUN
fbem-15400	14	30	of	of	ADP
fbem-15400	14	31	the	the	DET
fbem-15400	14	32	coffee	coffee	NOUN
fbem-15400	14	33	industry	industry	NOUN
fbem-15400	15	1	[	[	X
fbem-15400	15	2	2	2	NUM
fbem-15400	15	3	-	-	SYM
fbem-15400	15	4	3	3	NUM
fbem-15400	15	5	]	]	PUNCT
fbem-15400	15	6	.	.	PUNCT
fbem-15400	16	1	therefore	therefore	ADV
fbem-15400	16	2	,	,	PUNCT
fbem-15400	16	3	this	this	DET
fbem-15400	16	4	paper	paper	NOUN
fbem-15400	16	5	will	will	AUX
fbem-15400	16	6	deeply	deeply	ADV
fbem-15400	16	7	study	study	VERB
fbem-15400	16	8	the	the	DET
fbem-15400	16	9	integration	integration	NOUN
fbem-15400	16	10	of	of	ADP
fbem-15400	16	11	esg	esg	PROPN
fbem-15400	16	12	factors	factor	NOUN
fbem-15400	16	13	in	in	ADP
fbem-15400	16	14	china	china	PROPN
fbem-15400	16	15	's	's	PART
fbem-15400	16	16	coffee	coffee	NOUN
fbem-15400	16	17	industry	industry	NOUN
fbem-15400	16	18	and	and	CCONJ
fbem-15400	16	19	explore	explore	VERB
fbem-15400	16	20	its	its	PRON
fbem-15400	16	21	role	role	NOUN
fbem-15400	16	22	in	in	ADP
fbem-15400	16	23	financial	financial	ADJ
fbem-15400	16	24	risk	risk	NOUN
fbem-15400	16	25	identification	identification	NOUN
fbem-15400	16	26	.	.	PUNCT
fbem-15400	17	1	through	through	ADP
fbem-15400	17	2	the	the	DET
fbem-15400	17	3	research	research	NOUN
fbem-15400	17	4	of	of	ADP
fbem-15400	17	5	this	this	DET
fbem-15400	17	6	paper	paper	NOUN
fbem-15400	17	7	,	,	PUNCT
fbem-15400	17	8	we	we	PRON
fbem-15400	17	9	aim	aim	VERB
fbem-15400	17	10	to	to	PART
fbem-15400	17	11	provide	provide	VERB
fbem-15400	17	12	practical	practical	ADJ
fbem-15400	17	13	suggestions	suggestion	NOUN
fbem-15400	17	14	for	for	SCONJ
fbem-15400	17	15	enterprises	enterprise	NOUN
fbem-15400	17	16	in	in	ADP
fbem-15400	17	17	china	china	PROPN
fbem-15400	17	18	's	's	PART
fbem-15400	17	19	coffee	coffee	NOUN
fbem-15400	17	20	industry	industry	NOUN
fbem-15400	17	21	to	to	PART
fbem-15400	17	22	better	well	ADV
fbem-15400	17	23	understand	understand	VERB
fbem-15400	17	24	and	and	CCONJ
fbem-15400	17	25	cope	cope	VERB
fbem-15400	17	26	with	with	ADP
fbem-15400	17	27	the	the	DET
fbem-15400	17	28	influence	influence	NOUN
fbem-15400	17	29	of	of	ADP
fbem-15400	17	30	esg	esg	PROPN
fbem-15400	17	31	factors	factor	NOUN
fbem-15400	17	32	on	on	ADP
fbem-15400	17	33	financial	financial	ADJ
fbem-15400	17	34	risks	risk	NOUN
fbem-15400	17	35	,	,	PUNCT
fbem-15400	17	36	so	so	SCONJ
fbem-15400	17	37	as	as	SCONJ
fbem-15400	17	38	to	to	PART
fbem-15400	17	39	achieve	achieve	VERB
fbem-15400	17	40	sustainable	sustainable	ADJ
fbem-15400	17	41	economic	economic	ADJ
fbem-15400	17	42	growth	growth	NOUN
fbem-15400	17	43	.	.	PUNCT
fbem-15400	18	1	2	2	X
fbem-15400	18	2	.	.	X
fbem-15400	18	3	esg	esg	NOUN
fbem-15400	18	4	factor	factor	NOUN
fbem-15400	18	5	analysis	analysis	NOUN
fbem-15400	18	6	of	of	ADP
fbem-15400	18	7	financial	financial	ADJ
fbem-15400	18	8	risk	risk	NOUN
fbem-15400	18	9	of	of	ADP
fbem-15400	18	10	chinese	chinese	ADJ
fbem-15400	18	11	coffee	coffee	NOUN
fbem-15400	18	12	industry	industry	NOUN
fbem-15400	18	13	under	under	ADP
fbem-15400	18	14	the	the	DET
fbem-15400	18	15	background	background	NOUN
fbem-15400	18	16	of	of	ADP
fbem-15400	18	17	the	the	DET
fbem-15400	18	18	rapid	rapid	ADJ
fbem-15400	18	19	development	development	NOUN
fbem-15400	18	20	of	of	ADP
fbem-15400	18	21	china	china	PROPN
fbem-15400	18	22	's	's	PART
fbem-15400	18	23	coffee	coffee	NOUN
fbem-15400	18	24	industry	industry	NOUN
fbem-15400	18	25	,	,	PUNCT
fbem-15400	18	26	esg	esg	PROPN
fbem-15400	18	27	factors	factor	NOUN
fbem-15400	18	28	play	play	VERB
fbem-15400	18	29	an	an	DET
fbem-15400	18	30	increasingly	increasingly	ADV
fbem-15400	18	31	prominent	prominent	ADJ
fbem-15400	18	32	role	role	NOUN
fbem-15400	18	33	in	in	ADP
fbem-15400	18	34	financial	financial	ADJ
fbem-15400	18	35	risk	risk	NOUN
fbem-15400	18	36	analysis	analysis	NOUN
fbem-15400	18	37	.	.	PUNCT
fbem-15400	19	1	as	as	ADP
fbem-15400	19	2	an	an	DET
fbem-15400	19	3	industry	industry	NOUN
fbem-15400	19	4	closely	closely	ADV
fbem-15400	19	5	linked	link	VERB
fbem-15400	19	6	with	with	ADP
fbem-15400	19	7	natural	natural	ADJ
fbem-15400	19	8	environment	environment	NOUN
fbem-15400	19	9	and	and	CCONJ
fbem-15400	19	10	social	social	ADJ
fbem-15400	19	11	culture	culture	NOUN
fbem-15400	19	12	,	,	PUNCT
fbem-15400	19	13	coffee	coffee	NOUN
fbem-15400	19	14	industry	industry	NOUN
fbem-15400	19	15	's	's	PART
fbem-15400	19	16	business	business	NOUN
fbem-15400	19	17	activities	activity	NOUN
fbem-15400	19	18	are	be	AUX
fbem-15400	19	19	directly	directly	ADV
fbem-15400	19	20	influenced	influence	VERB
fbem-15400	19	21	by	by	ADP
fbem-15400	19	22	esg	esg	NOUN
fbem-15400	19	23	factors	factor	NOUN
fbem-15400	19	24	.	.	PUNCT
fbem-15400	20	1	(	(	PUNCT
fbem-15400	20	2	1	1	X
fbem-15400	20	3	)	)	PUNCT
fbem-15400	20	4	environmental	environmental	ADJ
fbem-15400	20	5	factor	factor	NOUN
fbem-15400	20	6	coffee	coffee	NOUN
fbem-15400	20	7	production	production	NOUN
fbem-15400	20	8	is	be	AUX
fbem-15400	20	9	closely	closely	ADV
fbem-15400	20	10	related	relate	VERB
fbem-15400	20	11	to	to	ADP
fbem-15400	20	12	the	the	DET
fbem-15400	20	13	environment	environment	NOUN
fbem-15400	20	14	,	,	PUNCT
fbem-15400	20	15	including	include	VERB
fbem-15400	20	16	land	land	NOUN
fbem-15400	20	17	use	use	NOUN
fbem-15400	20	18	,	,	PUNCT
fbem-15400	20	19	water	water	NOUN
fbem-15400	20	20	resources	resource	NOUN
fbem-15400	20	21	management	management	NOUN
fbem-15400	20	22	and	and	CCONJ
fbem-15400	20	23	the	the	DET
fbem-15400	20	24	use	use	NOUN
fbem-15400	20	25	of	of	ADP
fbem-15400	20	26	chemicals	chemical	NOUN
fbem-15400	20	27	.	.	PUNCT
fbem-15400	21	1	environmental	environmental	ADJ
fbem-15400	21	2	problems	problem	NOUN
fbem-15400	21	3	may	may	AUX
fbem-15400	21	4	lead	lead	VERB
fbem-15400	21	5	to	to	ADP
fbem-15400	21	6	the	the	DET
fbem-15400	21	7	instability	instability	NOUN
fbem-15400	21	8	of	of	ADP
fbem-15400	21	9	production	production	NOUN
fbem-15400	21	10	costs	cost	NOUN
fbem-15400	21	11	,	,	PUNCT
fbem-15400	21	12	such	such	ADJ
fbem-15400	21	13	as	as	ADP
fbem-15400	21	14	unpredictable	unpredictable	ADJ
fbem-15400	21	15	climate	climate	NOUN
fbem-15400	21	16	events	event	NOUN
fbem-15400	21	17	caused	cause	VERB
fbem-15400	21	18	by	by	ADP
fbem-15400	21	19	climate	climate	NOUN
fbem-15400	21	20	change	change	NOUN
fbem-15400	21	21	,	,	PUNCT
fbem-15400	21	22	which	which	PRON
fbem-15400	21	23	may	may	AUX
fbem-15400	21	24	lead	lead	VERB
fbem-15400	21	25	to	to	ADP
fbem-15400	21	26	fluctuations	fluctuation	NOUN
fbem-15400	21	27	in	in	ADP
fbem-15400	21	28	coffee	coffee	NOUN
fbem-15400	21	29	production	production	NOUN
fbem-15400	21	30	[	[	X
fbem-15400	21	31	4	4	NUM
fbem-15400	21	32	]	]	PUNCT
fbem-15400	21	33	.	.	PUNCT
fbem-15400	22	1	if	if	SCONJ
fbem-15400	22	2	enterprises	enterprise	NOUN
fbem-15400	22	3	fail	fail	VERB
fbem-15400	22	4	to	to	PART
fbem-15400	22	5	effectively	effectively	ADV
fbem-15400	22	6	cope	cope	VERB
fbem-15400	22	7	with	with	ADP
fbem-15400	22	8	environmental	environmental	ADJ
fbem-15400	22	9	challenges	challenge	NOUN
fbem-15400	22	10	,	,	PUNCT
fbem-15400	22	11	they	they	PRON
fbem-15400	22	12	may	may	AUX
fbem-15400	22	13	face	face	VERB
fbem-15400	22	14	financial	financial	ADJ
fbem-15400	22	15	risks	risk	NOUN
fbem-15400	22	16	such	such	ADJ
fbem-15400	22	17	as	as	ADP
fbem-15400	22	18	insufficient	insufficient	ADJ
fbem-15400	22	19	supply	supply	NOUN
fbem-15400	22	20	of	of	ADP
fbem-15400	22	21	raw	raw	ADJ
fbem-15400	22	22	materials	material	NOUN
fbem-15400	22	23	,	,	PUNCT
fbem-15400	22	24	production	production	NOUN
fbem-15400	22	25	interruption	interruption	NOUN
fbem-15400	22	26	and	and	CCONJ
fbem-15400	22	27	changes	change	NOUN
fbem-15400	22	28	in	in	ADP
fbem-15400	22	29	environmental	environmental	ADJ
fbem-15400	22	30	laws	law	NOUN
fbem-15400	22	31	and	and	CCONJ
fbem-15400	22	32	regulations	regulation	NOUN
fbem-15400	22	33	.	.	PUNCT
fbem-15400	23	1	(	(	PUNCT
fbem-15400	23	2	2	2	X
fbem-15400	23	3	)	)	PUNCT
fbem-15400	23	4	social	social	ADJ
fbem-15400	23	5	factor	factor	NOUN
fbem-15400	23	6	social	social	ADJ
fbem-15400	23	7	responsibility	responsibility	NOUN
fbem-15400	23	8	in	in	ADP
fbem-15400	23	9	the	the	DET
fbem-15400	23	10	coffee	coffee	NOUN
fbem-15400	23	11	industry	industry	NOUN
fbem-15400	23	12	involves	involve	VERB
fbem-15400	23	13	a	a	DET
fbem-15400	23	14	wide	wide	ADJ
fbem-15400	23	15	range	range	NOUN
fbem-15400	23	16	from	from	ADP
fbem-15400	23	17	coffee	coffee	NOUN
fbem-15400	23	18	farmers	farmer	NOUN
fbem-15400	23	19	to	to	ADP
fbem-15400	23	20	employees	employee	NOUN
fbem-15400	23	21	.	.	PUNCT
fbem-15400	24	1	social	social	ADJ
fbem-15400	24	2	factors	factor	NOUN
fbem-15400	24	3	such	such	ADJ
fbem-15400	24	4	as	as	ADP
fbem-15400	24	5	labor	labor	NOUN
fbem-15400	24	6	rights	right	NOUN
fbem-15400	24	7	,	,	PUNCT
fbem-15400	24	8	community	community	NOUN
fbem-15400	24	9	participation	participation	NOUN
fbem-15400	24	10	and	and	CCONJ
fbem-15400	24	11	supply	supply	NOUN
fbem-15400	24	12	chain	chain	NOUN
fbem-15400	24	13	transparency	transparency	NOUN
fbem-15400	24	14	are	be	AUX
fbem-15400	24	15	directly	directly	ADV
fbem-15400	24	16	related	relate	VERB
fbem-15400	24	17	to	to	ADP
fbem-15400	24	18	the	the	DET
fbem-15400	24	19	reputation	reputation	NOUN
fbem-15400	24	20	and	and	CCONJ
fbem-15400	24	21	brand	brand	NOUN
fbem-15400	24	22	value	value	NOUN
fbem-15400	24	23	of	of	ADP
fbem-15400	24	24	enterprises	enterprise	NOUN
fbem-15400	24	25	.	.	PUNCT
fbem-15400	25	1	financially	financially	ADV
fbem-15400	25	2	,	,	PUNCT
fbem-15400	25	3	poor	poor	ADJ
fbem-15400	25	4	social	social	ADJ
fbem-15400	25	5	performance	performance	NOUN
fbem-15400	25	6	may	may	AUX
fbem-15400	25	7	lead	lead	VERB
fbem-15400	25	8	consumers	consumer	NOUN
fbem-15400	25	9	to	to	PART
fbem-15400	25	10	distrust	distrust	NOUN
fbem-15400	25	11	brands	brand	NOUN
fbem-15400	25	12	,	,	PUNCT
fbem-15400	25	13	reduce	reduce	VERB
fbem-15400	25	14	sales	sale	NOUN
fbem-15400	25	15	,	,	PUNCT
fbem-15400	25	16	and	and	CCONJ
fbem-15400	25	17	even	even	ADV
fbem-15400	25	18	face	face	VERB
fbem-15400	25	19	legal	legal	ADJ
fbem-15400	25	20	responsibilities	responsibility	NOUN
fbem-15400	25	21	,	,	PUNCT
fbem-15400	25	22	increasing	increase	VERB
fbem-15400	25	23	the	the	DET
fbem-15400	25	24	financial	financial	ADJ
fbem-15400	25	25	burden	burden	NOUN
fbem-15400	25	26	of	of	ADP
fbem-15400	25	27	enterprises	enterprise	NOUN
fbem-15400	25	28	.	.	PUNCT
fbem-15400	26	1	(	(	PUNCT
fbem-15400	26	2	3	3	X
fbem-15400	26	3	)	)	PUNCT
fbem-15400	26	4	corporate	corporate	ADJ
fbem-15400	26	5	governance	governance	NOUN
fbem-15400	26	6	factors	factor	NOUN
fbem-15400	26	7	strengthening	strengthen	VERB
fbem-15400	26	8	corporate	corporate	ADJ
fbem-15400	26	9	governance	governance	NOUN
fbem-15400	26	10	is	be	AUX
fbem-15400	26	11	the	the	DET
fbem-15400	26	12	basis	basis	NOUN
fbem-15400	26	13	to	to	PART
fbem-15400	26	14	ensure	ensure	VERB
fbem-15400	26	15	the	the	DET
fbem-15400	26	16	long	long	ADJ
fbem-15400	26	17	-	-	PUNCT
fbem-15400	26	18	term	term	NOUN
fbem-15400	26	19	success	success	NOUN
fbem-15400	26	20	and	and	CCONJ
fbem-15400	26	21	financial	financial	ADJ
fbem-15400	26	22	stability	stability	NOUN
fbem-15400	26	23	of	of	ADP
fbem-15400	26	24	enterprises	enterprise	NOUN
fbem-15400	26	25	.	.	PUNCT
fbem-15400	27	1	in	in	ADP
fbem-15400	27	2	the	the	DET
fbem-15400	27	3	coffee	coffee	NOUN
fbem-15400	27	4	industry	industry	NOUN
fbem-15400	27	5	,	,	PUNCT
fbem-15400	27	6	corporate	corporate	ADJ
fbem-15400	27	7	governance	governance	NOUN
fbem-15400	27	8	issues	issue	NOUN
fbem-15400	27	9	may	may	AUX
fbem-15400	27	10	involve	involve	VERB
fbem-15400	27	11	financial	financial	ADJ
fbem-15400	27	12	transparency	transparency	NOUN
fbem-15400	27	13	,	,	PUNCT
fbem-15400	27	14	protection	protection	NOUN
fbem-15400	27	15	of	of	ADP
fbem-15400	27	16	shareholders	shareholder	NOUN
fbem-15400	27	17	'	'	PART
fbem-15400	27	18	rights	right	NOUN
fbem-15400	27	19	and	and	CCONJ
fbem-15400	27	20	interests	interest	NOUN
fbem-15400	27	21	and	and	CCONJ
fbem-15400	27	22	corruption	corruption	NOUN
fbem-15400	27	23	risks	risk	NOUN
fbem-15400	27	24	[	[	X
fbem-15400	27	25	5	5	NUM
fbem-15400	27	26	-	-	SYM
fbem-15400	27	27	6	6	NUM
fbem-15400	27	28	]	]	PUNCT
fbem-15400	27	29	.	.	PUNCT
fbem-15400	28	1	lack	lack	NOUN
fbem-15400	28	2	of	of	ADP
fbem-15400	28	3	effective	effective	ADJ
fbem-15400	28	4	corporate	corporate	ADJ
fbem-15400	28	5	governance	governance	NOUN
fbem-15400	28	6	structure	structure	NOUN
fbem-15400	28	7	may	may	AUX
fbem-15400	28	8	lead	lead	VERB
fbem-15400	28	9	to	to	AUX
fbem-15400	28	10	internal	internal	VERB
fbem-15400	28	11	out	out	ADJ
fbem-15400	28	12	-	-	PUNCT
fbem-15400	28	13	ofcontrol	ofcontrol	NOUN
fbem-15400	28	14	,	,	PUNCT
fbem-15400	28	15	financial	financial	ADJ
fbem-15400	28	16	irregularities	irregularity	NOUN
fbem-15400	28	17	and	and	CCONJ
fbem-15400	28	18	legal	legal	ADJ
fbem-15400	28	19	responsibilities	responsibility	NOUN
fbem-15400	28	20	,	,	PUNCT
fbem-15400	28	21	and	and	CCONJ
fbem-15400	28	22	then	then	ADV
fbem-15400	28	23	have	have	VERB
fbem-15400	28	24	a	a	DET
fbem-15400	28	25	negative	negative	ADJ
fbem-15400	28	26	impact	impact	NOUN
fbem-15400	28	27	on	on	ADP
fbem-15400	28	28	the	the	DET
fbem-15400	28	29	financial	financial	ADJ
fbem-15400	28	30	situation	situation	NOUN
fbem-15400	28	31	of	of	ADP
fbem-15400	28	32	enterprises	enterprise	NOUN
fbem-15400	28	33	.	.	PUNCT
fbem-15400	29	1	the	the	DET
fbem-15400	29	2	comprehensive	comprehensive	ADJ
fbem-15400	29	3	analysis	analysis	NOUN
fbem-15400	29	4	of	of	ADP
fbem-15400	29	5	esg	esg	PROPN
fbem-15400	29	6	factors	factor	NOUN
fbem-15400	29	7	is	be	AUX
fbem-15400	29	8	very	very	ADV
fbem-15400	29	9	important	important	ADJ
fbem-15400	29	10	for	for	ADP
fbem-15400	29	11	a	a	DET
fbem-15400	29	12	comprehensive	comprehensive	ADJ
fbem-15400	29	13	understanding	understanding	NOUN
fbem-15400	29	14	of	of	ADP
fbem-15400	29	15	financial	financial	ADJ
fbem-15400	29	16	risks	risk	NOUN
fbem-15400	29	17	.	.	PUNCT
fbem-15400	30	1	enterprises	enterprise	NOUN
fbem-15400	30	2	need	need	VERB
fbem-15400	30	3	to	to	PART
fbem-15400	30	4	carefully	carefully	ADV
fbem-15400	30	5	assess	assess	VERB
fbem-15400	30	6	the	the	DET
fbem-15400	30	7	environmental	environmental	ADJ
fbem-15400	30	8	impact	impact	NOUN
fbem-15400	30	9	of	of	ADP
fbem-15400	30	10	their	their	PRON
fbem-15400	30	11	production	production	NOUN
fbem-15400	30	12	and	and	CCONJ
fbem-15400	30	13	supply	supply	NOUN
fbem-15400	30	14	chain	chain	NOUN
fbem-15400	30	15	,	,	PUNCT
fbem-15400	30	16	actively	actively	ADV
fbem-15400	30	17	participate	participate	VERB
fbem-15400	30	18	in	in	ADP
fbem-15400	30	19	the	the	DET
fbem-15400	30	20	community	community	NOUN
fbem-15400	30	21	and	and	CCONJ
fbem-15400	30	22	improve	improve	VERB
fbem-15400	30	23	the	the	DET
fbem-15400	30	24	welfare	welfare	NOUN
fbem-15400	30	25	of	of	ADP
fbem-15400	30	26	employees	employee	NOUN
fbem-15400	30	27	,	,	PUNCT
fbem-15400	30	28	and	and	CCONJ
fbem-15400	30	29	at	at	ADP
fbem-15400	30	30	the	the	DET
fbem-15400	30	31	same	same	ADJ
fbem-15400	30	32	time	time	NOUN
fbem-15400	30	33	strengthen	strengthen	VERB
fbem-15400	30	34	the	the	DET
fbem-15400	30	35	corporate	corporate	ADJ
fbem-15400	30	36	governance	governance	NOUN
fbem-15400	30	37	system	system	NOUN
fbem-15400	30	38	to	to	PART
fbem-15400	30	39	ensure	ensure	VERB
fbem-15400	30	40	the	the	DET
fbem-15400	30	41	transparency	transparency	NOUN
fbem-15400	30	42	and	and	CCONJ
fbem-15400	30	43	fairness	fairness	NOUN
fbem-15400	30	44	of	of	ADP
fbem-15400	30	45	153	153	NUM
fbem-15400	30	46	enterprise	enterprise	NOUN
fbem-15400	30	47	decision	decision	NOUN
fbem-15400	30	48	-	-	PUNCT
fbem-15400	30	49	making	making	NOUN
fbem-15400	30	50	.	.	PUNCT
fbem-15400	31	1	through	through	ADP
fbem-15400	31	2	the	the	DET
fbem-15400	31	3	comprehensive	comprehensive	ADJ
fbem-15400	31	4	management	management	NOUN
fbem-15400	31	5	of	of	ADP
fbem-15400	31	6	esg	esg	PROPN
fbem-15400	31	7	factors	factor	NOUN
fbem-15400	31	8	,	,	PUNCT
fbem-15400	31	9	enterprises	enterprise	NOUN
fbem-15400	31	10	can	can	AUX
fbem-15400	31	11	better	well	ADV
fbem-15400	31	12	cope	cope	VERB
fbem-15400	31	13	with	with	ADP
fbem-15400	31	14	financial	financial	ADJ
fbem-15400	31	15	risks	risk	NOUN
fbem-15400	31	16	and	and	CCONJ
fbem-15400	31	17	improve	improve	VERB
fbem-15400	31	18	the	the	DET
fbem-15400	31	19	long	long	ADJ
fbem-15400	31	20	-	-	PUNCT
fbem-15400	31	21	term	term	NOUN
fbem-15400	31	22	sustainability	sustainability	NOUN
fbem-15400	31	23	of	of	ADP
fbem-15400	31	24	their	their	PRON
fbem-15400	31	25	business	business	NOUN
fbem-15400	31	26	.	.	PUNCT
fbem-15400	32	1	in	in	ADP
fbem-15400	32	2	the	the	DET
fbem-15400	32	3	future	future	NOUN
fbem-15400	32	4	,	,	PUNCT
fbem-15400	32	5	with	with	ADP
fbem-15400	32	6	the	the	DET
fbem-15400	32	7	strengthening	strengthening	NOUN
fbem-15400	32	8	of	of	ADP
fbem-15400	32	9	esg	esg	NOUN
fbem-15400	32	10	investment	investment	NOUN
fbem-15400	32	11	trend	trend	NOUN
fbem-15400	32	12	and	and	CCONJ
fbem-15400	32	13	the	the	DET
fbem-15400	32	14	increasing	increase	VERB
fbem-15400	32	15	emphasis	emphasis	NOUN
fbem-15400	32	16	of	of	ADP
fbem-15400	32	17	society	society	NOUN
fbem-15400	32	18	on	on	ADP
fbem-15400	32	19	corporate	corporate	ADJ
fbem-15400	32	20	responsibility	responsibility	NOUN
fbem-15400	32	21	,	,	PUNCT
fbem-15400	32	22	enterprises	enterprise	NOUN
fbem-15400	32	23	in	in	ADP
fbem-15400	32	24	the	the	DET
fbem-15400	32	25	coffee	coffee	NOUN
fbem-15400	32	26	industry	industry	NOUN
fbem-15400	32	27	will	will	AUX
fbem-15400	32	28	inevitably	inevitably	ADV
fbem-15400	32	29	be	be	AUX
fbem-15400	32	30	bound	bind	VERB
fbem-15400	32	31	by	by	ADP
fbem-15400	32	32	stricter	strict	ADJ
fbem-15400	32	33	esg	esg	PROPN
fbem-15400	32	34	standards	standard	NOUN
fbem-15400	32	35	.	.	PUNCT
fbem-15400	33	1	therefore	therefore	ADV
fbem-15400	33	2	,	,	PUNCT
fbem-15400	33	3	actively	actively	ADV
fbem-15400	33	4	dealing	deal	VERB
fbem-15400	33	5	with	with	ADP
fbem-15400	33	6	esg	esg	NOUN
fbem-15400	33	7	factors	factor	NOUN
fbem-15400	33	8	will	will	AUX
fbem-15400	33	9	not	not	PART
fbem-15400	33	10	only	only	ADV
fbem-15400	33	11	help	help	VERB
fbem-15400	33	12	to	to	PART
fbem-15400	33	13	enhance	enhance	VERB
fbem-15400	33	14	corporate	corporate	ADJ
fbem-15400	33	15	image	image	NOUN
fbem-15400	33	16	,	,	PUNCT
fbem-15400	33	17	but	but	CCONJ
fbem-15400	33	18	also	also	ADV
fbem-15400	33	19	effectively	effectively	ADV
fbem-15400	33	20	reduce	reduce	VERB
fbem-15400	33	21	financial	financial	ADJ
fbem-15400	33	22	risks	risk	NOUN
fbem-15400	33	23	and	and	CCONJ
fbem-15400	33	24	lay	lie	VERB
fbem-15400	33	25	a	a	DET
fbem-15400	33	26	solid	solid	ADJ
fbem-15400	33	27	foundation	foundation	NOUN
fbem-15400	33	28	for	for	ADP
fbem-15400	33	29	the	the	DET
fbem-15400	33	30	sustainable	sustainable	ADJ
fbem-15400	33	31	development	development	NOUN
fbem-15400	33	32	of	of	ADP
fbem-15400	33	33	the	the	DET
fbem-15400	33	34	coffee	coffee	NOUN
fbem-15400	33	35	industry	industry	NOUN
fbem-15400	33	36	.	.	PUNCT
fbem-15400	34	1	3	3	X
fbem-15400	34	2	.	.	X
fbem-15400	34	3	integration	integration	NOUN
fbem-15400	34	4	and	and	CCONJ
fbem-15400	34	5	financial	financial	ADJ
fbem-15400	34	6	risk	risk	NOUN
fbem-15400	34	7	identification	identification	NOUN
fbem-15400	34	8	scheme	scheme	NOUN
fbem-15400	34	9	in	in	ADP
fbem-15400	34	10	china	china	PROPN
fbem-15400	34	11	's	's	PART
fbem-15400	34	12	coffee	coffee	NOUN
fbem-15400	34	13	industry	industry	NOUN
fbem-15400	34	14	in	in	ADP
fbem-15400	34	15	this	this	DET
fbem-15400	34	16	paper	paper	NOUN
fbem-15400	34	17	,	,	PUNCT
fbem-15400	34	18	when	when	SCONJ
fbem-15400	34	19	constructing	construct	VERB
fbem-15400	34	20	the	the	DET
fbem-15400	34	21	scheme	scheme	NOUN
fbem-15400	34	22	index	index	NOUN
fbem-15400	34	23	system	system	NOUN
fbem-15400	34	24	,	,	PUNCT
fbem-15400	34	25	esg	esg	PROPN
fbem-15400	34	26	index	index	NOUN
fbem-15400	34	27	which	which	PRON
fbem-15400	34	28	can	can	AUX
fbem-15400	34	29	reflect	reflect	VERB
fbem-15400	34	30	corporate	corporate	ADJ
fbem-15400	34	31	environmental	environmental	ADJ
fbem-15400	34	32	responsibility	responsibility	NOUN
fbem-15400	34	33	,	,	PUNCT
fbem-15400	34	34	social	social	ADJ
fbem-15400	34	35	responsibility	responsibility	NOUN
fbem-15400	34	36	and	and	CCONJ
fbem-15400	34	37	governance	governance	NOUN
fbem-15400	34	38	responsibility	responsibility	NOUN
fbem-15400	34	39	is	be	AUX
fbem-15400	34	40	added	add	VERB
fbem-15400	34	41	on	on	ADP
fbem-15400	34	42	the	the	DET
fbem-15400	34	43	basis	basis	NOUN
fbem-15400	34	44	of	of	ADP
fbem-15400	34	45	considering	consider	VERB
fbem-15400	34	46	traditional	traditional	ADJ
fbem-15400	34	47	factors	factor	NOUN
fbem-15400	34	48	,	,	PUNCT
fbem-15400	34	49	so	so	SCONJ
fbem-15400	34	50	as	as	SCONJ
fbem-15400	34	51	to	to	PART
fbem-15400	34	52	enhance	enhance	VERB
fbem-15400	34	53	the	the	DET
fbem-15400	34	54	model	model	NOUN
fbem-15400	34	55	's	's	PART
fbem-15400	34	56	ability	ability	NOUN
fbem-15400	34	57	to	to	PART
fbem-15400	34	58	identify	identify	VERB
fbem-15400	34	59	the	the	DET
fbem-15400	34	60	default	default	NOUN
fbem-15400	34	61	risk	risk	NOUN
fbem-15400	34	62	of	of	ADP
fbem-15400	34	63	corporate	corporate	ADJ
fbem-15400	34	64	bonds	bond	NOUN
fbem-15400	34	65	[	[	X
fbem-15400	34	66	7	7	NUM
fbem-15400	34	67	]	]	PUNCT
fbem-15400	34	68	.	.	PUNCT
fbem-15400	35	1	in	in	ADP
fbem-15400	35	2	terms	term	NOUN
fbem-15400	35	3	of	of	ADP
fbem-15400	35	4	algorithm	algorithm	NOUN
fbem-15400	35	5	selection	selection	NOUN
fbem-15400	35	6	,	,	PUNCT
fbem-15400	35	7	catboost	catboost	X
fbem-15400	35	8	(	(	PUNCT
fbem-15400	35	9	categorical	categorical	ADJ
fbem-15400	35	10	boosting	boosting	NOUN
fbem-15400	35	11	)	)	PUNCT
fbem-15400	35	12	algorithm	algorithm	NOUN
fbem-15400	35	13	,	,	PUNCT
fbem-15400	35	14	as	as	ADP
fbem-15400	35	15	a	a	DET
fbem-15400	35	16	new	new	ADJ
fbem-15400	35	17	algorithm	algorithm	NOUN
fbem-15400	35	18	emerging	emerge	VERB
fbem-15400	35	19	in	in	ADP
fbem-15400	35	20	recent	recent	ADJ
fbem-15400	35	21	years	year	NOUN
fbem-15400	35	22	,	,	PUNCT
fbem-15400	35	23	has	have	VERB
fbem-15400	35	24	better	well	ADJ
fbem-15400	35	25	performance	performance	NOUN
fbem-15400	35	26	than	than	ADP
fbem-15400	35	27	other	other	ADJ
fbem-15400	35	28	models	model	NOUN
fbem-15400	35	29	in	in	ADP
fbem-15400	35	30	predicting	predict	VERB
fbem-15400	35	31	deviation	deviation	NOUN
fbem-15400	35	32	.	.	PUNCT
fbem-15400	36	1	therefore	therefore	ADV
fbem-15400	36	2	,	,	PUNCT
fbem-15400	36	3	this	this	DET
fbem-15400	36	4	paper	paper	NOUN
fbem-15400	36	5	takes	take	VERB
fbem-15400	36	6	it	it	PRON
fbem-15400	36	7	as	as	ADP
fbem-15400	36	8	the	the	DET
fbem-15400	36	9	main	main	ADJ
fbem-15400	36	10	algorithm	algorithm	NOUN
fbem-15400	36	11	to	to	PART
fbem-15400	36	12	build	build	VERB
fbem-15400	36	13	a	a	DET
fbem-15400	36	14	financial	financial	ADJ
fbem-15400	36	15	risk	risk	NOUN
fbem-15400	36	16	identification	identification	NOUN
fbem-15400	36	17	model	model	NOUN
fbem-15400	36	18	of	of	ADP
fbem-15400	36	19	coffee	coffee	NOUN
fbem-15400	36	20	companies	company	NOUN
fbem-15400	36	21	with	with	ADP
fbem-15400	36	22	esg	esg	PROPN
fbem-15400	36	23	information	information	NOUN
fbem-15400	36	24	[	[	X
fbem-15400	36	25	8	8	NUM
fbem-15400	36	26	-	-	SYM
fbem-15400	36	27	9	9	NUM
fbem-15400	36	28	]	]	PUNCT
fbem-15400	36	29	.	.	PUNCT
fbem-15400	37	1	financial	financial	ADJ
fbem-15400	37	2	indicators	indicator	NOUN
fbem-15400	37	3	are	be	AUX
fbem-15400	37	4	the	the	DET
fbem-15400	37	5	most	most	ADV
fbem-15400	37	6	direct	direct	ADJ
fbem-15400	37	7	information	information	NOUN
fbem-15400	37	8	to	to	PART
fbem-15400	37	9	measure	measure	VERB
fbem-15400	37	10	the	the	DET
fbem-15400	37	11	company	company	NOUN
fbem-15400	37	12	's	's	PART
fbem-15400	37	13	operating	operating	NOUN
fbem-15400	37	14	conditions	condition	NOUN
fbem-15400	37	15	.	.	PUNCT
fbem-15400	38	1	by	by	ADP
fbem-15400	38	2	analyzing	analyze	VERB
fbem-15400	38	3	and	and	CCONJ
fbem-15400	38	4	refining	refine	VERB
fbem-15400	38	5	the	the	DET
fbem-15400	38	6	relevant	relevant	ADJ
fbem-15400	38	7	subjects	subject	NOUN
fbem-15400	38	8	of	of	ADP
fbem-15400	38	9	the	the	DET
fbem-15400	38	10	company	company	NOUN
fbem-15400	38	11	's	's	PART
fbem-15400	38	12	financial	financial	ADJ
fbem-15400	38	13	statements	statement	NOUN
fbem-15400	38	14	,	,	PUNCT
fbem-15400	38	15	with	with	ADP
fbem-15400	38	16	the	the	DET
fbem-15400	38	17	help	help	NOUN
fbem-15400	38	18	of	of	ADP
fbem-15400	38	19	relevant	relevant	ADJ
fbem-15400	38	20	knowledge	knowledge	NOUN
fbem-15400	38	21	of	of	ADP
fbem-15400	38	22	financial	financial	ADJ
fbem-15400	38	23	ratios	ratio	NOUN
fbem-15400	38	24	,	,	PUNCT
fbem-15400	38	25	investors	investor	NOUN
fbem-15400	38	26	can	can	AUX
fbem-15400	38	27	obtain	obtain	VERB
fbem-15400	38	28	information	information	NOUN
fbem-15400	38	29	such	such	ADJ
fbem-15400	38	30	as	as	ADP
fbem-15400	38	31	the	the	DET
fbem-15400	38	32	company	company	NOUN
fbem-15400	38	33	's	's	PART
fbem-15400	38	34	solvency	solvency	NOUN
fbem-15400	38	35	,	,	PUNCT
fbem-15400	38	36	profitability	profitability	NOUN
fbem-15400	38	37	,	,	PUNCT
fbem-15400	38	38	operational	operational	ADJ
fbem-15400	38	39	capacity	capacity	NOUN
fbem-15400	38	40	and	and	CCONJ
fbem-15400	38	41	growth	growth	NOUN
fbem-15400	38	42	capacity	capacity	NOUN
fbem-15400	38	43	,	,	PUNCT
fbem-15400	38	44	which	which	PRON
fbem-15400	38	45	has	have	VERB
fbem-15400	38	46	a	a	DET
fbem-15400	38	47	very	very	ADV
fbem-15400	38	48	significant	significant	ADJ
fbem-15400	38	49	effect	effect	NOUN
fbem-15400	38	50	on	on	ADP
fbem-15400	38	51	identifying	identify	VERB
fbem-15400	38	52	the	the	DET
fbem-15400	38	53	company	company	NOUN
fbem-15400	38	54	's	's	PART
fbem-15400	38	55	default	default	NOUN
fbem-15400	38	56	risk	risk	NOUN
fbem-15400	38	57	.	.	PUNCT
fbem-15400	39	1	based	base	VERB
fbem-15400	39	2	on	on	ADP
fbem-15400	39	3	the	the	DET
fbem-15400	39	4	comprehensive	comprehensive	ADJ
fbem-15400	39	5	analysis	analysis	NOUN
fbem-15400	39	6	of	of	ADP
fbem-15400	39	7	traditional	traditional	ADJ
fbem-15400	39	8	indicators	indicator	NOUN
fbem-15400	39	9	and	and	CCONJ
fbem-15400	39	10	esg	esg	NOUN
fbem-15400	39	11	indicators	indicator	NOUN
fbem-15400	39	12	,	,	PUNCT
fbem-15400	39	13	the	the	DET
fbem-15400	39	14	index	index	NOUN
fbem-15400	39	15	system	system	NOUN
fbem-15400	39	16	is	be	AUX
fbem-15400	39	17	constructed	construct	VERB
fbem-15400	39	18	as	as	SCONJ
fbem-15400	39	19	shown	show	VERB
fbem-15400	39	20	in	in	ADP
fbem-15400	39	21	figure	figure	NOUN
fbem-15400	39	22	1	1	NUM
fbem-15400	39	23	below	below	ADV
fbem-15400	39	24	:	:	PUNCT
fbem-15400	39	25	figure	figure	VERB
fbem-15400	39	26	1	1	NUM
fbem-15400	39	27	.	.	PUNCT
fbem-15400	39	28	index	index	NOUN
fbem-15400	39	29	system	system	NOUN
fbem-15400	39	30	of	of	ADP
fbem-15400	39	31	corporate	corporate	ADJ
fbem-15400	39	32	bond	bond	NOUN
fbem-15400	39	33	default	default	NOUN
fbem-15400	39	34	risk	risk	NOUN
fbem-15400	39	35	identification	identification	NOUN
fbem-15400	39	36	scheme	scheme	NOUN
fbem-15400	39	37	integrated	integrate	VERB
fbem-15400	39	38	with	with	ADP
fbem-15400	39	39	esg	esg	PROPN
fbem-15400	39	40	information	information	NOUN
fbem-15400	39	41	with	with	ADP
fbem-15400	39	42	the	the	DET
fbem-15400	39	43	increasing	increase	VERB
fbem-15400	39	44	emphasis	emphasis	NOUN
fbem-15400	39	45	on	on	ADP
fbem-15400	39	46	corporate	corporate	ADJ
fbem-15400	39	47	social	social	ADJ
fbem-15400	39	48	responsibility	responsibility	NOUN
fbem-15400	39	49	and	and	CCONJ
fbem-15400	39	50	sustainable	sustainable	ADJ
fbem-15400	39	51	development	development	NOUN
fbem-15400	39	52	,	,	PUNCT
fbem-15400	39	53	the	the	DET
fbem-15400	39	54	processing	processing	NOUN
fbem-15400	39	55	and	and	CCONJ
fbem-15400	39	56	quantification	quantification	NOUN
fbem-15400	39	57	of	of	ADP
fbem-15400	39	58	esg	esg	NOUN
fbem-15400	39	59	indicators	indicator	NOUN
fbem-15400	39	60	has	have	AUX
fbem-15400	39	61	become	become	VERB
fbem-15400	39	62	a	a	DET
fbem-15400	39	63	key	key	ADJ
fbem-15400	39	64	aspect	aspect	NOUN
fbem-15400	39	65	for	for	SCONJ
fbem-15400	39	66	enterprises	enterprise	NOUN
fbem-15400	39	67	to	to	PART
fbem-15400	39	68	evaluate	evaluate	VERB
fbem-15400	39	69	and	and	CCONJ
fbem-15400	39	70	demonstrate	demonstrate	VERB
fbem-15400	39	71	sustainability	sustainability	NOUN
fbem-15400	39	72	.	.	PUNCT
fbem-15400	40	1	effective	effective	ADJ
fbem-15400	40	2	esg	esg	PROPN
fbem-15400	40	3	indicator	indicator	NOUN
fbem-15400	40	4	management	management	NOUN
fbem-15400	40	5	can	can	AUX
fbem-15400	40	6	not	not	PART
fbem-15400	40	7	only	only	ADV
fbem-15400	40	8	help	help	VERB
fbem-15400	40	9	enterprises	enterprise	NOUN
fbem-15400	40	10	identify	identify	VERB
fbem-15400	40	11	potential	potential	ADJ
fbem-15400	40	12	risks	risk	NOUN
fbem-15400	40	13	and	and	CCONJ
fbem-15400	40	14	opportunities	opportunity	NOUN
fbem-15400	40	15	,	,	PUNCT
fbem-15400	40	16	but	but	CCONJ
fbem-15400	40	17	also	also	ADV
fbem-15400	40	18	enhance	enhance	VERB
fbem-15400	40	19	the	the	DET
fbem-15400	40	20	transparency	transparency	NOUN
fbem-15400	40	21	of	of	ADP
fbem-15400	40	22	enterprises	enterprise	NOUN
fbem-15400	40	23	and	and	CCONJ
fbem-15400	40	24	enhance	enhance	VERB
fbem-15400	40	25	the	the	DET
fbem-15400	40	26	trust	trust	NOUN
fbem-15400	40	27	of	of	ADP
fbem-15400	40	28	stakeholders	stakeholder	NOUN
fbem-15400	40	29	.	.	PUNCT
fbem-15400	41	1	enterprises	enterprise	NOUN
fbem-15400	41	2	should	should	AUX
fbem-15400	41	3	define	define	VERB
fbem-15400	41	4	their	their	PRON
fbem-15400	41	5	esg	esg	NOUN
fbem-15400	41	6	indicator	indicator	NOUN
fbem-15400	41	7	framework	framework	NOUN
fbem-15400	41	8	to	to	PART
fbem-15400	41	9	ensure	ensure	VERB
fbem-15400	41	10	comprehensive	comprehensive	ADJ
fbem-15400	41	11	coverage	coverage	NOUN
fbem-15400	41	12	of	of	ADP
fbem-15400	41	13	three	three	NUM
fbem-15400	41	14	major	major	ADJ
fbem-15400	41	15	areas	area	NOUN
fbem-15400	41	16	:	:	PUNCT
fbem-15400	41	17	environment	environment	NOUN
fbem-15400	41	18	,	,	PUNCT
fbem-15400	41	19	society	society	NOUN
fbem-15400	41	20	and	and	CCONJ
fbem-15400	41	21	corporate	corporate	ADJ
fbem-15400	41	22	governance	governance	NOUN
fbem-15400	41	23	.	.	PUNCT
fbem-15400	42	1	effective	effective	ADJ
fbem-15400	42	2	esg	esg	PROPN
fbem-15400	42	3	index	index	NOUN
fbem-15400	42	4	processing	processing	NOUN
fbem-15400	42	5	is	be	AUX
fbem-15400	42	6	inseparable	inseparable	ADJ
fbem-15400	42	7	from	from	ADP
fbem-15400	42	8	reliable	reliable	ADJ
fbem-15400	42	9	data	datum	NOUN
fbem-15400	42	10	[	[	X
fbem-15400	42	11	10	10	NUM
fbem-15400	42	12	]	]	PUNCT
fbem-15400	42	13	.	.	PUNCT
fbem-15400	43	1	enterprises	enterprise	NOUN
fbem-15400	43	2	need	need	VERB
fbem-15400	43	3	to	to	PART
fbem-15400	43	4	establish	establish	VERB
fbem-15400	43	5	a	a	DET
fbem-15400	43	6	sound	sound	ADJ
fbem-15400	43	7	data	data	NOUN
fbem-15400	43	8	collection	collection	NOUN
fbem-15400	43	9	mechanism	mechanism	NOUN
fbem-15400	43	10	and	and	CCONJ
fbem-15400	43	11	integrate	integrate	VERB
fbem-15400	43	12	internal	internal	ADJ
fbem-15400	43	13	and	and	CCONJ
fbem-15400	43	14	external	external	ADJ
fbem-15400	43	15	data	datum	NOUN
fbem-15400	43	16	sources	source	NOUN
fbem-15400	43	17	to	to	PART
fbem-15400	43	18	ensure	ensure	VERB
fbem-15400	43	19	the	the	DET
fbem-15400	43	20	accuracy	accuracy	NOUN
fbem-15400	43	21	and	and	CCONJ
fbem-15400	43	22	real	real	ADJ
fbem-15400	43	23	-	-	PUNCT
fbem-15400	43	24	time	time	NOUN
fbem-15400	43	25	performance	performance	NOUN
fbem-15400	43	26	of	of	ADP
fbem-15400	43	27	data	datum	NOUN
fbem-15400	43	28	.	.	PUNCT
fbem-15400	44	1	this	this	PRON
fbem-15400	44	2	may	may	AUX
fbem-15400	44	3	involve	involve	VERB
fbem-15400	44	4	collaboration	collaboration	NOUN
fbem-15400	44	5	with	with	ADP
fbem-15400	44	6	supply	supply	NOUN
fbem-15400	44	7	chain	chain	NOUN
fbem-15400	44	8	partners	partner	NOUN
fbem-15400	44	9	,	,	PUNCT
fbem-15400	44	10	communities	community	NOUN
fbem-15400	44	11	and	and	CCONJ
fbem-15400	44	12	other	other	ADJ
fbem-15400	44	13	stakeholders	stakeholder	NOUN
fbem-15400	44	14	.	.	PUNCT
fbem-15400	45	1	the	the	DET
fbem-15400	45	2	establishment	establishment	NOUN
fbem-15400	45	3	of	of	ADP
fbem-15400	45	4	a	a	DET
fbem-15400	45	5	comprehensive	comprehensive	ADJ
fbem-15400	45	6	evaluation	evaluation	NOUN
fbem-15400	45	7	system	system	NOUN
fbem-15400	45	8	will	will	AUX
fbem-15400	45	9	help	help	VERB
fbem-15400	45	10	enterprises	enterprise	NOUN
fbem-15400	45	11	to	to	PART
fbem-15400	45	12	achieve	achieve	VERB
fbem-15400	45	13	better	well	ADJ
fbem-15400	45	14	communication	communication	NOUN
fbem-15400	45	15	with	with	ADP
fbem-15400	45	16	stakeholders	stakeholder	NOUN
fbem-15400	45	17	,	,	PUNCT
fbem-15400	45	18	promote	promote	VERB
fbem-15400	45	19	the	the	DET
fbem-15400	45	20	benign	benign	ADJ
fbem-15400	45	21	interaction	interaction	NOUN
fbem-15400	45	22	between	between	ADP
fbem-15400	45	23	esg	esg	NOUN
fbem-15400	45	24	practice	practice	NOUN
fbem-15400	45	25	and	and	CCONJ
fbem-15400	45	26	financial	financial	ADJ
fbem-15400	45	27	performance	performance	NOUN
fbem-15400	45	28	,	,	PUNCT
fbem-15400	45	29	and	and	CCONJ
fbem-15400	45	30	move	move	VERB
fbem-15400	45	31	towards	towards	ADP
fbem-15400	45	32	a	a	DET
fbem-15400	45	33	more	more	ADV
fbem-15400	45	34	sustainable	sustainable	ADJ
fbem-15400	45	35	future	future	NOUN
fbem-15400	45	36	.	.	PUNCT
fbem-15400	46	1	the	the	DET
fbem-15400	46	2	processing	processing	NOUN
fbem-15400	46	3	and	and	CCONJ
fbem-15400	46	4	quantification	quantification	NOUN
fbem-15400	46	5	of	of	ADP
fbem-15400	46	6	esg	esg	NOUN
fbem-15400	46	7	indicators	indicator	NOUN
fbem-15400	46	8	usually	usually	ADV
fbem-15400	46	9	involves	involve	VERB
fbem-15400	46	10	data	data	NOUN
fbem-15400	46	11	collection	collection	NOUN
fbem-15400	46	12	and	and	CCONJ
fbem-15400	46	13	integration	integration	NOUN
fbem-15400	46	14	in	in	ADP
fbem-15400	46	15	multiple	multiple	ADJ
fbem-15400	46	16	dimensions	dimension	NOUN
fbem-15400	46	17	,	,	PUNCT
fbem-15400	46	18	weight	weight	NOUN
fbem-15400	46	19	distribution	distribution	NOUN
fbem-15400	46	20	,	,	PUNCT
fbem-15400	46	21	and	and	CCONJ
fbem-15400	46	22	comprehensive	comprehensive	ADJ
fbem-15400	46	23	scoring	scoring	NOUN
fbem-15400	46	24	.	.	PUNCT
fbem-15400	47	1	calculation	calculation	NOUN
fbem-15400	47	2	formula	formula	NOUN
fbem-15400	47	3	of	of	ADP
fbem-15400	47	4	environmental	environmental	ADJ
fbem-15400	47	5	(	(	PUNCT
fbem-15400	47	6	e	e	NOUN
fbem-15400	47	7	)	)	PUNCT
fbem-15400	47	8	index	index	NOUN
fbem-15400	47	9	:	:	PUNCT
fbem-15400	47	10	ance)en_perform(en_weight	ance)en_perform(en_weight	PROPN
fbem-15400	47	11	ce)+_performan_weightce)+(e_performane_weightee_score	ce)+_performan_weightce)+(e_performane_weightee_score	PROPN
fbem-15400	47	12			PROPN
fbem-15400	48	1			PROPN
fbem-15400	48	2	�	�	PROPN
fbem-15400	48	3	2211	2211	NUM
fbem-15400	48	4	(	(	PUNCT
fbem-15400	48	5	1	1	NUM
fbem-15400	48	6	)	)	PUNCT
fbem-15400	48	7	among	among	ADP
fbem-15400	48	8	them	they	PRON
fbem-15400	48	9	,	,	PUNCT
fbem-15400	48	10	e_score	e_score	ADV
fbem-15400	48	11	is	be	AUX
fbem-15400	48	12	the	the	DET
fbem-15400	48	13	environmental	environmental	ADJ
fbem-15400	48	14	score	score	NOUN
fbem-15400	48	15	,	,	PUNCT
fbem-15400	48	16	ei_weight	ei_weight	NOUN
fbem-15400	48	17	is	be	AUX
fbem-15400	48	18	the	the	DET
fbem-15400	48	19	weight	weight	NOUN
fbem-15400	48	20	of	of	ADP
fbem-15400	48	21	thei	thei	PROPN
fbem-15400	48	22	environmental	environmental	ADJ
fbem-15400	48	23	factor	factor	NOUN
fbem-15400	48	24	,	,	PUNCT
fbem-15400	48	25	and	and	CCONJ
fbem-15400	48	26	i	i	PRON
fbem-15400	48	27	is	be	AUX
fbem-15400	48	28	the	the	DET
fbem-15400	48	29	performance	performance	NOUN
fbem-15400	48	30	score	score	NOUN
fbem-15400	48	31	of	of	ADP
fbem-15400	48	32	this	this	DET
fbem-15400	48	33	factor	factor	NOUN
fbem-15400	48	34	.	.	PUNCT
fbem-15400	49	1	through	through	ADP
fbem-15400	49	2	this	this	DET
fbem-15400	49	3	formula	formula	NOUN
fbem-15400	49	4	,	,	PUNCT
fbem-15400	49	5	different	different	ADJ
fbem-15400	49	6	environmental	environmental	ADJ
fbem-15400	49	7	factors	factor	NOUN
fbem-15400	49	8	can	can	AUX
fbem-15400	49	9	be	be	AUX
fbem-15400	49	10	weighted	weight	VERB
fbem-15400	49	11	and	and	CCONJ
fbem-15400	49	12	summed	sum	VERB
fbem-15400	49	13	according	accord	VERB
fbem-15400	49	14	to	to	ADP
fbem-15400	49	15	their	their	PRON
fbem-15400	49	16	importance	importance	NOUN
fbem-15400	49	17	to	to	PART
fbem-15400	49	18	form	form	VERB
fbem-15400	49	19	the	the	DET
fbem-15400	49	20	overall	overall	ADJ
fbem-15400	49	21	environmental	environmental	ADJ
fbem-15400	49	22	score	score	NOUN
fbem-15400	49	23	.	.	PUNCT
fbem-15400	50	1	social	social	ADJ
fbem-15400	50	2	(	(	PUNCT
fbem-15400	50	3	s	s	NOUN
fbem-15400	50	4	)	)	PUNCT
fbem-15400	50	5	index	index	NOUN
fbem-15400	50	6	calculation	calculation	NOUN
fbem-15400	50	7	formula	formula	NOUN
fbem-15400	50	8	:	:	PUNCT
fbem-15400	50	9	ance)sn_perform(sn_weight	ance)sn_perform(sn_weight	PROPN
fbem-15400	50	10	ce)_performans_weightce)+(s_performans_weights_score=(s	ce)_performans_weightce)+(s_performans_weights_score=(s	PROPN
fbem-15400	50	11			PROPN
fbem-15400	50	12			PROPN
fbem-15400	50	13	�	�	PROPN
fbem-15400	50	14	2211	2211	NUM
fbem-15400	50	15	(	(	PUNCT
fbem-15400	50	16	2	2	NUM
fbem-15400	50	17	)	)	PUNCT
fbem-15400	50	18	similarly	similarly	ADV
fbem-15400	50	19	,	,	PUNCT
fbem-15400	50	20	s_score	s_score	X
fbem-15400	50	21	is	be	AUX
fbem-15400	50	22	the	the	DET
fbem-15400	50	23	social	social	ADJ
fbem-15400	50	24	score	score	NOUN
fbem-15400	50	25	,	,	PUNCT
fbem-15400	50	26	si_weight	si_weight	NOUN
fbem-15400	50	27	is	be	AUX
fbem-15400	50	28	the	the	DET
fbem-15400	50	29	weight	weight	NOUN
fbem-15400	50	30	of	of	ADP
fbem-15400	50	31	the	the	DET
fbem-15400	50	32	i	i	PROPN
fbem-15400	50	33	social	social	ADJ
fbem-15400	50	34	factor	factor	NOUN
fbem-15400	50	35	,	,	PUNCT
fbem-15400	50	36	and	and	CCONJ
fbem-15400	50	37	ancesi_perform	ancesi_perform	NOUN
fbem-15400	50	38	is	be	AUX
fbem-15400	50	39	the	the	DET
fbem-15400	50	40	154	154	NUM
fbem-15400	50	41	performance	performance	NOUN
fbem-15400	50	42	score	score	NOUN
fbem-15400	50	43	of	of	ADP
fbem-15400	50	44	this	this	DET
fbem-15400	50	45	factor	factor	NOUN
fbem-15400	50	46	.	.	PUNCT
fbem-15400	51	1	the	the	DET
fbem-15400	51	2	calculation	calculation	NOUN
fbem-15400	51	3	of	of	ADP
fbem-15400	51	4	social	social	ADJ
fbem-15400	51	5	score	score	NOUN
fbem-15400	51	6	also	also	ADV
fbem-15400	51	7	reflects	reflect	VERB
fbem-15400	51	8	the	the	DET
fbem-15400	51	9	contribution	contribution	NOUN
fbem-15400	51	10	of	of	ADP
fbem-15400	51	11	social	social	ADJ
fbem-15400	51	12	factors	factor	NOUN
fbem-15400	51	13	to	to	ADP
fbem-15400	51	14	the	the	DET
fbem-15400	51	15	comprehensive	comprehensive	ADJ
fbem-15400	51	16	esg	esg	PROPN
fbem-15400	51	17	score	score	NOUN
fbem-15400	51	18	by	by	ADP
fbem-15400	51	19	weighted	weighted	ADJ
fbem-15400	51	20	summation	summation	NOUN
fbem-15400	51	21	.	.	PUNCT
fbem-15400	52	1	calculation	calculation	NOUN
fbem-15400	52	2	formula	formula	NOUN
fbem-15400	52	3	of	of	ADP
fbem-15400	52	4	corporate	corporate	ADJ
fbem-15400	52	5	governance	governance	NOUN
fbem-15400	52	6	(	(	PUNCT
fbem-15400	52	7	g	g	NOUN
fbem-15400	52	8	)	)	PUNCT
fbem-15400	52	9	index	index	NOUN
fbem-15400	52	10	:	:	PUNCT
fbem-15400	53	1	ance)gn_perform(gn_weight	ance)gn_perform(gn_weight	NOUN
fbem-15400	53	2	ce)_performang_weightce)+(g_performang_weightg_score=(g	ce)_performang_weightce)+(g_performang_weightg_score=(g	NOUN
fbem-15400	53	3			NOUN
fbem-15400	53	4			PROPN
fbem-15400	53	5	�	�	PROPN
fbem-15400	53	6	2211	2211	NUM
fbem-15400	53	7	(	(	PUNCT
fbem-15400	53	8	3	3	X
fbem-15400	53	9	)	)	PUNCT
fbem-15400	53	10	the	the	DET
fbem-15400	53	11	calculation	calculation	NOUN
fbem-15400	53	12	method	method	NOUN
fbem-15400	53	13	of	of	ADP
fbem-15400	53	14	corporate	corporate	ADJ
fbem-15400	53	15	governance	governance	NOUN
fbem-15400	53	16	score	score	NOUN
fbem-15400	53	17	g_score	g_score	NOUN
fbem-15400	53	18	is	be	AUX
fbem-15400	53	19	similar	similar	ADJ
fbem-15400	53	20	to	to	ADP
fbem-15400	53	21	that	that	PRON
fbem-15400	53	22	of	of	ADP
fbem-15400	53	23	environmental	environmental	ADJ
fbem-15400	53	24	and	and	CCONJ
fbem-15400	53	25	social	social	ADJ
fbem-15400	53	26	scores	score	NOUN
fbem-15400	53	27	,	,	PUNCT
fbem-15400	53	28	which	which	PRON
fbem-15400	53	29	reflects	reflect	VERB
fbem-15400	53	30	the	the	DET
fbem-15400	53	31	overall	overall	ADJ
fbem-15400	53	32	performance	performance	NOUN
fbem-15400	53	33	of	of	ADP
fbem-15400	53	34	corporate	corporate	ADJ
fbem-15400	53	35	governance	governance	NOUN
fbem-15400	53	36	factors	factor	NOUN
fbem-15400	53	37	through	through	ADP
fbem-15400	53	38	the	the	DET
fbem-15400	53	39	weighted	weight	VERB
fbem-15400	53	40	sum	sum	NOUN
fbem-15400	53	41	of	of	ADP
fbem-15400	53	42	weights	weight	NOUN
fbem-15400	53	43	and	and	CCONJ
fbem-15400	53	44	performance	performance	NOUN
fbem-15400	53	45	scores	score	NOUN
fbem-15400	53	46	.	.	PUNCT
fbem-15400	54	1	the	the	DET
fbem-15400	54	2	esg	esg	PROPN
fbem-15400	54	3	index	index	NOUN
fbem-15400	54	4	selected	select	VERB
fbem-15400	54	5	in	in	ADP
fbem-15400	54	6	this	this	DET
fbem-15400	54	7	paper	paper	NOUN
fbem-15400	54	8	divides	divide	VERB
fbem-15400	54	9	the	the	DET
fbem-15400	54	10	company	company	NOUN
fbem-15400	54	11	's	's	PART
fbem-15400	54	12	esg	esg	NOUN
fbem-15400	54	13	rating	rating	NOUN
fbem-15400	54	14	into	into	ADP
fbem-15400	54	15	10	10	NUM
fbem-15400	54	16	grades	grade	NOUN
fbem-15400	54	17	by	by	ADP
fbem-15400	54	18	comprehensively	comprehensively	ADV
fbem-15400	54	19	evaluating	evaluate	VERB
fbem-15400	54	20	the	the	DET
fbem-15400	54	21	indicators	indicator	NOUN
fbem-15400	54	22	according	accord	VERB
fbem-15400	54	23	to	to	ADP
fbem-15400	54	24	the	the	DET
fbem-15400	54	25	above	above	ADJ
fbem-15400	54	26	methods	method	NOUN
fbem-15400	54	27	.	.	PUNCT
fbem-15400	55	1	in	in	ADP
fbem-15400	55	2	this	this	DET
fbem-15400	55	3	paper	paper	NOUN
fbem-15400	55	4	,	,	PUNCT
fbem-15400	55	5	a+	a+	PUNCT
fbem-15400	55	6	is	be	AUX
fbem-15400	55	7	defined	define	VERB
fbem-15400	55	8	as	as	ADP
fbem-15400	55	9	100	100	NUM
fbem-15400	55	10	points	point	NOUN
fbem-15400	55	11	,	,	PUNCT
fbem-15400	55	12	and	and	CCONJ
fbem-15400	55	13	other	other	ADJ
fbem-15400	55	14	ratings	rating	NOUN
fbem-15400	55	15	are	be	AUX
fbem-15400	55	16	analogized	analogize	VERB
fbem-15400	55	17	.	.	PUNCT
fbem-15400	56	1	catboost	catboost	PROPN
fbem-15400	56	2	is	be	AUX
fbem-15400	56	3	a	a	DET
fbem-15400	56	4	machine	machine	NOUN
fbem-15400	56	5	learning	learn	VERB
fbem-15400	56	6	algorithm	algorithm	NOUN
fbem-15400	56	7	based	base	VERB
fbem-15400	56	8	on	on	ADP
fbem-15400	56	9	gradient	gradient	ADJ
fbem-15400	56	10	lifting	lifting	NOUN
fbem-15400	56	11	framework	framework	NOUN
fbem-15400	56	12	,	,	PUNCT
fbem-15400	56	13	which	which	PRON
fbem-15400	56	14	is	be	AUX
fbem-15400	56	15	specially	specially	ADV
fbem-15400	56	16	used	use	VERB
fbem-15400	56	17	to	to	PART
fbem-15400	56	18	deal	deal	VERB
fbem-15400	56	19	with	with	ADP
fbem-15400	56	20	problems	problem	NOUN
fbem-15400	56	21	with	with	ADP
fbem-15400	56	22	classification	classification	NOUN
fbem-15400	56	23	characteristics	characteristic	NOUN
fbem-15400	56	24	.	.	PUNCT
fbem-15400	57	1	it	it	PRON
fbem-15400	57	2	was	be	AUX
fbem-15400	57	3	developed	develop	VERB
fbem-15400	57	4	by	by	ADP
fbem-15400	57	5	yandex	yandex	NOUN
fbem-15400	57	6	to	to	PART
fbem-15400	57	7	provide	provide	VERB
fbem-15400	57	8	a	a	DET
fbem-15400	57	9	high	high	ADJ
fbem-15400	57	10	-	-	PUNCT
fbem-15400	57	11	performance	performance	NOUN
fbem-15400	57	12	,	,	PUNCT
fbem-15400	57	13	accurate	accurate	ADJ
fbem-15400	57	14	and	and	CCONJ
fbem-15400	57	15	interpretable	interpretable	ADJ
fbem-15400	57	16	machine	machine	NOUN
fbem-15400	57	17	learning	learning	NOUN
fbem-15400	57	18	model	model	NOUN
fbem-15400	57	19	.	.	PUNCT
fbem-15400	58	1	catboost	catboost	PROPN
fbem-15400	58	2	is	be	AUX
fbem-15400	58	3	outstanding	outstanding	ADJ
fbem-15400	58	4	in	in	ADP
fbem-15400	58	5	dealing	deal	VERB
fbem-15400	58	6	with	with	ADP
fbem-15400	58	7	large	large	ADJ
fbem-15400	58	8	-	-	PUNCT
fbem-15400	58	9	scale	scale	NOUN
fbem-15400	58	10	data	datum	NOUN
fbem-15400	58	11	and	and	CCONJ
fbem-15400	58	12	complex	complex	ADJ
fbem-15400	58	13	models	model	NOUN
fbem-15400	58	14	,	,	PUNCT
fbem-15400	58	15	especially	especially	ADV
fbem-15400	58	16	in	in	ADP
fbem-15400	58	17	the	the	DET
fbem-15400	58	18	fields	field	NOUN
fbem-15400	58	19	of	of	ADP
fbem-15400	58	20	finance	finance	NOUN
fbem-15400	58	21	,	,	PUNCT
fbem-15400	58	22	e	e	NOUN
fbem-15400	58	23	-	-	NOUN
fbem-15400	58	24	commerce	commerce	NOUN
fbem-15400	58	25	and	and	CCONJ
fbem-15400	58	26	advertising	advertising	NOUN
fbem-15400	58	27	.	.	PUNCT
fbem-15400	59	1	as	as	ADP
fbem-15400	59	2	a	a	DET
fbem-15400	59	3	powerful	powerful	ADJ
fbem-15400	59	4	gradient	gradient	ADJ
fbem-15400	59	5	lifting	lifting	NOUN
fbem-15400	59	6	framework	framework	NOUN
fbem-15400	59	7	,	,	PUNCT
fbem-15400	59	8	catboost	catboost	PROPN
fbem-15400	59	9	provides	provide	VERB
fbem-15400	59	10	a	a	DET
fbem-15400	59	11	convenient	convenient	ADJ
fbem-15400	59	12	and	and	CCONJ
fbem-15400	59	13	efficient	efficient	ADJ
fbem-15400	59	14	tool	tool	NOUN
fbem-15400	59	15	for	for	ADP
fbem-15400	59	16	solving	solve	VERB
fbem-15400	59	17	practical	practical	ADJ
fbem-15400	59	18	problems	problem	NOUN
fbem-15400	59	19	through	through	ADP
fbem-15400	59	20	its	its	PRON
fbem-15400	59	21	unique	unique	ADJ
fbem-15400	59	22	ability	ability	NOUN
fbem-15400	59	23	to	to	PART
fbem-15400	59	24	handle	handle	VERB
fbem-15400	59	25	classification	classification	NOUN
fbem-15400	59	26	features	feature	NOUN
fbem-15400	59	27	,	,	PUNCT
fbem-15400	59	28	high	high	ADJ
fbem-15400	59	29	performance	performance	NOUN
fbem-15400	59	30	and	and	CCONJ
fbem-15400	59	31	automatic	automatic	ADJ
fbem-15400	59	32	parameter	parameter	NOUN
fbem-15400	59	33	adjustment	adjustment	NOUN
fbem-15400	59	34	function	function	NOUN
fbem-15400	59	35	.	.	PUNCT
fbem-15400	60	1	its	its	PRON
fbem-15400	60	2	application	application	NOUN
fbem-15400	60	3	in	in	ADP
fbem-15400	60	4	practice	practice	NOUN
fbem-15400	60	5	has	have	AUX
fbem-15400	60	6	achieved	achieve	VERB
fbem-15400	60	7	remarkable	remarkable	ADJ
fbem-15400	60	8	results	result	NOUN
fbem-15400	60	9	,	,	PUNCT
fbem-15400	60	10	and	and	CCONJ
fbem-15400	60	11	it	it	PRON
fbem-15400	60	12	has	have	AUX
fbem-15400	60	13	become	become	VERB
fbem-15400	60	14	a	a	DET
fbem-15400	60	15	powerful	powerful	ADJ
fbem-15400	60	16	tool	tool	NOUN
fbem-15400	60	17	to	to	PART
fbem-15400	60	18	deal	deal	VERB
fbem-15400	60	19	with	with	ADP
fbem-15400	60	20	complex	complex	ADJ
fbem-15400	60	21	data	datum	NOUN
fbem-15400	60	22	sets	set	NOUN
fbem-15400	60	23	and	and	CCONJ
fbem-15400	60	24	improve	improve	VERB
fbem-15400	60	25	prediction	prediction	NOUN
fbem-15400	60	26	performance	performance	NOUN
fbem-15400	60	27	.	.	PUNCT
fbem-15400	61	1	first	first	ADV
fbem-15400	61	2	,	,	PUNCT
fbem-15400	61	3	collect	collect	VERB
fbem-15400	61	4	the	the	DET
fbem-15400	61	5	financial	financial	ADJ
fbem-15400	61	6	data	datum	NOUN
fbem-15400	61	7	related	relate	VERB
fbem-15400	61	8	to	to	ADP
fbem-15400	61	9	china	china	PROPN
fbem-15400	61	10	's	's	PART
fbem-15400	61	11	coffee	coffee	NOUN
fbem-15400	61	12	industry	industry	NOUN
fbem-15400	61	13	and	and	CCONJ
fbem-15400	61	14	integrate	integrate	VERB
fbem-15400	61	15	the	the	DET
fbem-15400	61	16	data	datum	NOUN
fbem-15400	61	17	related	relate	VERB
fbem-15400	61	18	to	to	ADP
fbem-15400	61	19	esg	esg	NOUN
fbem-15400	61	20	factors	factor	NOUN
fbem-15400	61	21	.	.	PUNCT
fbem-15400	62	1	including	include	VERB
fbem-15400	62	2	environmental	environmental	ADJ
fbem-15400	62	3	carbon	carbon	NOUN
fbem-15400	62	4	emissions	emission	NOUN
fbem-15400	62	5	,	,	PUNCT
fbem-15400	62	6	water	water	NOUN
fbem-15400	62	7	resources	resource	NOUN
fbem-15400	62	8	management	management	NOUN
fbem-15400	62	9	,	,	PUNCT
fbem-15400	62	10	social	social	ADJ
fbem-15400	62	11	employee	employee	NOUN
fbem-15400	62	12	rights	right	NOUN
fbem-15400	62	13	and	and	CCONJ
fbem-15400	62	14	interests	interest	NOUN
fbem-15400	62	15	,	,	PUNCT
fbem-15400	62	16	community	community	NOUN
fbem-15400	62	17	participation	participation	NOUN
fbem-15400	62	18	,	,	PUNCT
fbem-15400	62	19	as	as	ADV
fbem-15400	62	20	well	well	ADV
fbem-15400	62	21	as	as	ADP
fbem-15400	62	22	corporate	corporate	ADJ
fbem-15400	62	23	governance	governance	NOUN
fbem-15400	62	24	transparency	transparency	NOUN
fbem-15400	62	25	,	,	PUNCT
fbem-15400	62	26	board	board	NOUN
fbem-15400	62	27	structure	structure	NOUN
fbem-15400	62	28	,	,	PUNCT
fbem-15400	62	29	etc	etc	X
fbem-15400	62	30	.	.	X
fbem-15400	62	31	carry	carry	VERB
fbem-15400	62	32	out	out	ADP
fbem-15400	62	33	data	datum	NOUN
fbem-15400	62	34	cleaning	clean	VERB
fbem-15400	62	35	,	,	PUNCT
fbem-15400	62	36	missing	miss	VERB
fbem-15400	62	37	value	value	NOUN
fbem-15400	62	38	processing	processing	NOUN
fbem-15400	62	39	and	and	CCONJ
fbem-15400	62	40	feature	feature	NOUN
fbem-15400	62	41	engineering	engineering	NOUN
fbem-15400	62	42	to	to	PART
fbem-15400	62	43	ensure	ensure	VERB
fbem-15400	62	44	data	datum	NOUN
fbem-15400	62	45	quality	quality	NOUN
fbem-15400	62	46	and	and	CCONJ
fbem-15400	62	47	availability	availability	NOUN
fbem-15400	62	48	.	.	PUNCT
fbem-15400	63	1	for	for	ADP
fbem-15400	63	2	catboost	catboost	ADJ
fbem-15400	63	3	algorithm	algorithm	NOUN
fbem-15400	63	4	,	,	PUNCT
fbem-15400	63	5	there	there	PRON
fbem-15400	63	6	is	be	VERB
fbem-15400	63	7	no	no	DET
fbem-15400	63	8	need	need	NOUN
fbem-15400	63	9	to	to	PART
fbem-15400	63	10	do	do	AUX
fbem-15400	63	11	too	too	ADV
fbem-15400	63	12	much	much	ADJ
fbem-15400	63	13	feature	feature	NOUN
fbem-15400	63	14	engineering	engineering	NOUN
fbem-15400	63	15	on	on	ADP
fbem-15400	63	16	the	the	DET
fbem-15400	63	17	data	datum	NOUN
fbem-15400	63	18	,	,	PUNCT
fbem-15400	63	19	but	but	CCONJ
fbem-15400	63	20	it	it	PRON
fbem-15400	63	21	is	be	AUX
fbem-15400	63	22	necessary	necessary	ADJ
fbem-15400	63	23	to	to	PART
fbem-15400	63	24	ensure	ensure	VERB
fbem-15400	63	25	that	that	SCONJ
fbem-15400	63	26	the	the	DET
fbem-15400	63	27	data	datum	NOUN
fbem-15400	63	28	set	set	VERB
fbem-15400	63	29	contains	contain	VERB
fbem-15400	63	30	target	target	NOUN
fbem-15400	63	31	variables	variable	NOUN
fbem-15400	63	32	(	(	PUNCT
fbem-15400	63	33	labels	label	NOUN
fbem-15400	63	34	of	of	ADP
fbem-15400	63	35	financial	financial	ADJ
fbem-15400	63	36	risks	risk	NOUN
fbem-15400	63	37	)	)	PUNCT
fbem-15400	63	38	and	and	CCONJ
fbem-15400	63	39	input	input	NOUN
fbem-15400	63	40	features	feature	NOUN
fbem-15400	63	41	(	(	PUNCT
fbem-15400	63	42	including	include	VERB
fbem-15400	63	43	financial	financial	ADJ
fbem-15400	63	44	indicators	indicator	NOUN
fbem-15400	63	45	and	and	CCONJ
fbem-15400	63	46	esg	esg	NOUN
fbem-15400	63	47	factors	factor	NOUN
fbem-15400	63	48	)	)	PUNCT
fbem-15400	63	49	.	.	PUNCT
fbem-15400	64	1	for	for	ADP
fbem-15400	64	2	the	the	DET
fbem-15400	64	3	classification	classification	NOUN
fbem-15400	64	4	problem	problem	NOUN
fbem-15400	64	5	,	,	PUNCT
fbem-15400	64	6	it	it	PRON
fbem-15400	64	7	is	be	AUX
fbem-15400	64	8	necessary	necessary	ADJ
fbem-15400	64	9	to	to	PART
fbem-15400	64	10	code	code	VERB
fbem-15400	64	11	the	the	DET
fbem-15400	64	12	financial	financial	ADJ
fbem-15400	64	13	risk	risk	NOUN
fbem-15400	64	14	label	label	NOUN
fbem-15400	64	15	.	.	PUNCT
fbem-15400	65	1	the	the	DET
fbem-15400	65	2	data	datum	NOUN
fbem-15400	65	3	set	set	VERB
fbem-15400	65	4	is	be	AUX
fbem-15400	65	5	divided	divide	VERB
fbem-15400	65	6	into	into	ADP
fbem-15400	65	7	training	training	NOUN
fbem-15400	65	8	set	set	NOUN
fbem-15400	65	9	and	and	CCONJ
fbem-15400	65	10	test	test	NOUN
fbem-15400	65	11	set	set	VERB
fbem-15400	65	12	,	,	PUNCT
fbem-15400	65	13	so	so	SCONJ
fbem-15400	65	14	that	that	SCONJ
fbem-15400	65	15	its	its	PRON
fbem-15400	65	16	performance	performance	NOUN
fbem-15400	65	17	can	can	AUX
fbem-15400	65	18	be	be	AUX
fbem-15400	65	19	verified	verify	VERB
fbem-15400	65	20	after	after	ADP
fbem-15400	65	21	model	model	NOUN
fbem-15400	65	22	training	training	NOUN
fbem-15400	65	23	.	.	PUNCT
fbem-15400	66	1	catboost	catboost	PROPN
fbem-15400	66	2	algorithm	algorithm	PROPN
fbem-15400	66	3	is	be	AUX
fbem-15400	66	4	used	use	VERB
fbem-15400	66	5	for	for	ADP
fbem-15400	66	6	model	model	NOUN
fbem-15400	66	7	training	training	NOUN
fbem-15400	66	8	.	.	PUNCT
fbem-15400	67	1	in	in	ADP
fbem-15400	67	2	the	the	DET
fbem-15400	67	3	process	process	NOUN
fbem-15400	67	4	of	of	ADP
fbem-15400	67	5	model	model	NOUN
fbem-15400	67	6	training	training	NOUN
fbem-15400	67	7	,	,	PUNCT
fbem-15400	67	8	financial	financial	ADJ
fbem-15400	67	9	data	datum	NOUN
fbem-15400	67	10	and	and	CCONJ
fbem-15400	67	11	esg	esg	NOUN
fbem-15400	67	12	factors	factor	NOUN
fbem-15400	67	13	are	be	AUX
fbem-15400	67	14	taken	take	VERB
fbem-15400	67	15	as	as	ADP
fbem-15400	67	16	input	input	NOUN
fbem-15400	67	17	features	feature	NOUN
fbem-15400	67	18	,	,	PUNCT
fbem-15400	67	19	and	and	CCONJ
fbem-15400	67	20	financial	financial	ADJ
fbem-15400	67	21	risk	risk	NOUN
fbem-15400	67	22	labels	label	NOUN
fbem-15400	67	23	are	be	AUX
fbem-15400	67	24	taken	take	VERB
fbem-15400	67	25	as	as	ADP
fbem-15400	67	26	target	target	NOUN
fbem-15400	67	27	variables	variable	NOUN
fbem-15400	67	28	.	.	PUNCT
fbem-15400	68	1	set	set	VERB
fbem-15400	68	2	appropriate	appropriate	ADJ
fbem-15400	68	3	hyperparameters	hyperparameter	NOUN
fbem-15400	68	4	,	,	PUNCT
fbem-15400	68	5	such	such	ADJ
fbem-15400	68	6	as	as	ADP
fbem-15400	68	7	learning	learn	VERB
fbem-15400	68	8	rate	rate	NOUN
fbem-15400	68	9	and	and	CCONJ
fbem-15400	68	10	iteration	iteration	NOUN
fbem-15400	68	11	times	time	NOUN
fbem-15400	68	12	,	,	PUNCT
fbem-15400	68	13	to	to	PART
fbem-15400	68	14	ensure	ensure	VERB
fbem-15400	68	15	the	the	DET
fbem-15400	68	16	performance	performance	NOUN
fbem-15400	68	17	and	and	CCONJ
fbem-15400	68	18	generalization	generalization	NOUN
fbem-15400	68	19	ability	ability	NOUN
fbem-15400	68	20	of	of	ADP
fbem-15400	68	21	the	the	DET
fbem-15400	68	22	model	model	NOUN
fbem-15400	68	23	.	.	PUNCT
fbem-15400	69	1	4	4	X
fbem-15400	69	2	.	.	NOUN
fbem-15400	69	3	result	result	VERB
fbem-15400	69	4	analysis	analysis	NOUN
fbem-15400	69	5	in	in	ADP
fbem-15400	69	6	this	this	DET
fbem-15400	69	7	paper	paper	NOUN
fbem-15400	69	8	,	,	PUNCT
fbem-15400	69	9	according	accord	VERB
fbem-15400	69	10	to	to	ADP
fbem-15400	69	11	the	the	DET
fbem-15400	69	12	similar	similar	ADJ
fbem-15400	69	13	industry	industry	NOUN
fbem-15400	69	14	proportion	proportion	NOUN
fbem-15400	69	15	of	of	ADP
fbem-15400	69	16	default	default	NOUN
fbem-15400	69	17	samples	sample	NOUN
fbem-15400	69	18	,	,	PUNCT
fbem-15400	69	19	185	185	NUM
fbem-15400	69	20	non	non	ADJ
fbem-15400	69	21	-	-	ADJ
fbem-15400	69	22	default	default	ADJ
fbem-15400	69	23	corporate	corporate	ADJ
fbem-15400	69	24	bonds	bond	NOUN
fbem-15400	69	25	issued	issue	VERB
fbem-15400	69	26	by	by	ADP
fbem-15400	69	27	chinese	chinese	ADJ
fbem-15400	69	28	coffee	coffee	NOUN
fbem-15400	69	29	enterprises	enterprise	NOUN
fbem-15400	69	30	are	be	AUX
fbem-15400	69	31	selected	select	VERB
fbem-15400	69	32	as	as	ADP
fbem-15400	69	33	control	control	NOUN
fbem-15400	69	34	samples	sample	NOUN
fbem-15400	69	35	according	accord	VERB
fbem-15400	69	36	to	to	ADP
fbem-15400	69	37	the	the	DET
fbem-15400	69	38	ratio	ratio	NOUN
fbem-15400	69	39	of	of	ADP
fbem-15400	69	40	70	70	NUM
fbem-15400	69	41	-	-	SYM
fbem-15400	69	42	30	30	NUM
fbem-15400	69	43	,	,	PUNCT
fbem-15400	69	44	and	and	CCONJ
fbem-15400	69	45	corporate	corporate	ADJ
fbem-15400	69	46	bonds	bond	NOUN
fbem-15400	69	47	are	be	AUX
fbem-15400	69	48	combined	combine	VERB
fbem-15400	69	49	with	with	ADP
fbem-15400	69	50	normal	normal	ADJ
fbem-15400	69	51	corporate	corporate	ADJ
fbem-15400	69	52	bonds	bond	NOUN
fbem-15400	69	53	according	accord	VERB
fbem-15400	69	54	to	to	ADP
fbem-15400	69	55	the	the	DET
fbem-15400	69	56	ratio	ratio	NOUN
fbem-15400	69	57	of	of	ADP
fbem-15400	69	58	70	70	NUM
fbem-15400	69	59	-	-	SYM
fbem-15400	69	60	30	30	NUM
fbem-15400	69	61	to	to	PART
fbem-15400	69	62	get	get	VERB
fbem-15400	69	63	a	a	DET
fbem-15400	69	64	training	training	NOUN
fbem-15400	69	65	set	set	NOUN
fbem-15400	69	66	,	,	PUNCT
fbem-15400	69	67	and	and	CCONJ
fbem-15400	69	68	the	the	DET
fbem-15400	69	69	default	default	ADJ
fbem-15400	69	70	corporate	corporate	ADJ
fbem-15400	69	71	bonds	bond	NOUN
fbem-15400	69	72	are	be	AUX
fbem-15400	69	73	combined	combine	VERB
fbem-15400	69	74	with	with	ADP
fbem-15400	69	75	normal	normal	ADJ
fbem-15400	69	76	corporate	corporate	ADJ
fbem-15400	69	77	bonds	bond	NOUN
fbem-15400	69	78	according	accord	VERB
fbem-15400	69	79	to	to	ADP
fbem-15400	69	80	the	the	DET
fbem-15400	69	81	ratio	ratio	NOUN
fbem-15400	69	82	of	of	ADP
fbem-15400	69	83	70	70	NUM
fbem-15400	69	84	-	-	SYM
fbem-15400	69	85	30	30	NUM
fbem-15400	69	86	to	to	PART
fbem-15400	69	87	get	get	VERB
fbem-15400	69	88	a	a	DET
fbem-15400	69	89	test	test	NOUN
fbem-15400	69	90	set	set	VERB
fbem-15400	69	91	.	.	PUNCT
fbem-15400	70	1	the	the	DET
fbem-15400	70	2	training	training	NOUN
fbem-15400	70	3	set	set	NOUN
fbem-15400	70	4	contains	contain	VERB
fbem-15400	70	5	114	114	NUM
fbem-15400	70	6	samples	sample	NOUN
fbem-15400	70	7	and	and	CCONJ
fbem-15400	70	8	the	the	DET
fbem-15400	70	9	test	test	NOUN
fbem-15400	70	10	set	set	NOUN
fbem-15400	70	11	contains	contain	VERB
fbem-15400	70	12	86	86	NUM
fbem-15400	70	13	samples	sample	NOUN
fbem-15400	70	14	.	.	PUNCT
fbem-15400	71	1	in	in	ADP
fbem-15400	71	2	this	this	DET
fbem-15400	71	3	paper	paper	NOUN
fbem-15400	71	4	,	,	PUNCT
fbem-15400	71	5	adasyn	adasyn	NOUN
fbem-15400	71	6	algorithm	algorithm	NOUN
fbem-15400	71	7	is	be	AUX
fbem-15400	71	8	selected	select	VERB
fbem-15400	71	9	to	to	PART
fbem-15400	71	10	optimize	optimize	VERB
fbem-15400	71	11	the	the	DET
fbem-15400	71	12	training	training	NOUN
fbem-15400	71	13	set	set	NOUN
fbem-15400	71	14	,	,	PUNCT
fbem-15400	71	15	so	so	SCONJ
fbem-15400	71	16	that	that	SCONJ
fbem-15400	71	17	the	the	DET
fbem-15400	71	18	ratio	ratio	NOUN
fbem-15400	71	19	of	of	ADP
fbem-15400	71	20	positive	positive	ADJ
fbem-15400	71	21	and	and	CCONJ
fbem-15400	71	22	negative	negative	ADJ
fbem-15400	71	23	samples	sample	NOUN
fbem-15400	71	24	is	be	AUX
fbem-15400	71	25	1:1	1:1	NUM
fbem-15400	71	26	.	.	PUNCT
fbem-15400	72	1	for	for	ADP
fbem-15400	72	2	the	the	DET
fbem-15400	72	3	abnormal	abnormal	ADJ
fbem-15400	72	4	values	value	NOUN
fbem-15400	72	5	in	in	ADP
fbem-15400	72	6	the	the	DET
fbem-15400	72	7	sample	sample	NOUN
fbem-15400	72	8	data	datum	NOUN
fbem-15400	72	9	,	,	PUNCT
fbem-15400	72	10	this	this	DET
fbem-15400	72	11	paper	paper	NOUN
fbem-15400	72	12	adopts	adopt	VERB
fbem-15400	72	13	a	a	DET
fbem-15400	72	14	method	method	NOUN
fbem-15400	72	15	similar	similar	ADJ
fbem-15400	72	16	to	to	ADP
fbem-15400	72	17	the	the	DET
fbem-15400	72	18	vacancy	vacancy	NOUN
fbem-15400	72	19	value	value	NOUN
fbem-15400	72	20	,	,	PUNCT
fbem-15400	72	21	that	that	ADV
fbem-15400	72	22	is	is	ADV
fbem-15400	72	23	,	,	PUNCT
fbem-15400	72	24	it	it	PRON
fbem-15400	72	25	replaces	replace	VERB
fbem-15400	72	26	the	the	DET
fbem-15400	72	27	average	average	ADJ
fbem-15400	72	28	value	value	NOUN
fbem-15400	72	29	of	of	ADP
fbem-15400	72	30	the	the	DET
fbem-15400	72	31	industry	industry	NOUN
fbem-15400	72	32	where	where	SCONJ
fbem-15400	72	33	the	the	DET
fbem-15400	72	34	corporate	corporate	ADJ
fbem-15400	72	35	bond	bond	NOUN
fbem-15400	72	36	issuer	issuer	NOUN
fbem-15400	72	37	is	be	AUX
fbem-15400	72	38	located	locate	VERB
fbem-15400	72	39	to	to	PART
fbem-15400	72	40	complete	complete	VERB
fbem-15400	72	41	the	the	DET
fbem-15400	72	42	data	datum	NOUN
fbem-15400	72	43	cleaning	clean	VERB
fbem-15400	72	44	.	.	PUNCT
fbem-15400	73	1	the	the	DET
fbem-15400	73	2	data	datum	NOUN
fbem-15400	73	3	of	of	ADP
fbem-15400	73	4	training	training	NOUN
fbem-15400	73	5	set	set	NOUN
fbem-15400	73	6	is	be	AUX
fbem-15400	73	7	optimized	optimize	VERB
fbem-15400	73	8	by	by	ADP
fbem-15400	73	9	adasyn	adasyn	NOUN
fbem-15400	73	10	algorithm	algorithm	NOUN
fbem-15400	73	11	,	,	PUNCT
fbem-15400	73	12	and	and	CCONJ
fbem-15400	73	13	the	the	DET
fbem-15400	73	14	optimized	optimize	VERB
fbem-15400	73	15	training	training	NOUN
fbem-15400	73	16	set	set	NOUN
fbem-15400	73	17	is	be	AUX
fbem-15400	73	18	put	put	VERB
fbem-15400	73	19	into	into	ADP
fbem-15400	73	20	the	the	DET
fbem-15400	73	21	model	model	NOUN
fbem-15400	73	22	.	.	PUNCT
fbem-15400	74	1	put	put	VERB
fbem-15400	74	2	the	the	DET
fbem-15400	74	3	test	test	NOUN
fbem-15400	74	4	set	set	VERB
fbem-15400	74	5	into	into	ADP
fbem-15400	74	6	the	the	DET
fbem-15400	74	7	trained	train	VERB
fbem-15400	74	8	model	model	NOUN
fbem-15400	74	9	to	to	PART
fbem-15400	74	10	get	get	VERB
fbem-15400	74	11	the	the	DET
fbem-15400	74	12	confusion	confusion	NOUN
fbem-15400	74	13	matrix	matrix	NOUN
fbem-15400	74	14	of	of	ADP
fbem-15400	74	15	the	the	DET
fbem-15400	74	16	model	model	NOUN
fbem-15400	74	17	as	as	SCONJ
fbem-15400	74	18	shown	show	VERB
fbem-15400	74	19	in	in	ADP
fbem-15400	74	20	figure	figure	NOUN
fbem-15400	74	21	2	2	NUM
fbem-15400	74	22	below	below	ADV
fbem-15400	74	23	:	:	PUNCT
fbem-15400	74	24	figure	figure	NOUN
fbem-15400	74	25	2	2	NUM
fbem-15400	74	26	.	.	PUNCT
fbem-15400	74	27	model	model	NOUN
fbem-15400	74	28	confusion	confusion	NOUN
fbem-15400	74	29	matrix	matrix	NOUN
fbem-15400	74	30	it	it	PRON
fbem-15400	74	31	can	can	AUX
fbem-15400	74	32	be	be	AUX
fbem-15400	74	33	seen	see	VERB
fbem-15400	74	34	that	that	SCONJ
fbem-15400	74	35	the	the	DET
fbem-15400	74	36	model	model	NOUN
fbem-15400	74	37	has	have	VERB
fbem-15400	74	38	a	a	DET
fbem-15400	74	39	strong	strong	ADJ
fbem-15400	74	40	prediction	prediction	NOUN
fbem-15400	74	41	ability	ability	NOUN
fbem-15400	74	42	for	for	ADP
fbem-15400	74	43	corporate	corporate	ADJ
fbem-15400	74	44	bonds	bond	NOUN
fbem-15400	74	45	in	in	ADP
fbem-15400	74	46	default	default	NOUN
fbem-15400	74	47	,	,	PUNCT
fbem-15400	74	48	and	and	CCONJ
fbem-15400	74	49	the	the	DET
fbem-15400	74	50	accuracy	accuracy	NOUN
fbem-15400	74	51	value	value	NOUN
fbem-15400	74	52	is	be	AUX
fbem-15400	74	53	0.9671	0.9671	NUM
fbem-15400	74	54	,	,	PUNCT
fbem-15400	74	55	and	and	CCONJ
fbem-15400	74	56	12	12	NUM
fbem-15400	74	57	of	of	ADP
fbem-15400	74	58	the	the	DET
fbem-15400	74	59	15	15	NUM
fbem-15400	74	60	default	default	NOUN
fbem-15400	74	61	samples	sample	NOUN
fbem-15400	74	62	are	be	AUX
fbem-15400	74	63	predicted	predict	VERB
fbem-15400	74	64	,	,	PUNCT
fbem-15400	74	65	and	and	CCONJ
fbem-15400	74	66	the	the	DET
fbem-15400	74	67	model	model	NOUN
fbem-15400	74	68	also	also	ADV
fbem-15400	74	69	has	have	VERB
fbem-15400	74	70	a	a	DET
fbem-15400	74	71	strong	strong	ADJ
fbem-15400	74	72	recognition	recognition	NOUN
fbem-15400	74	73	ability	ability	NOUN
fbem-15400	74	74	for	for	ADP
fbem-15400	74	75	non	non	ADJ
fbem-15400	74	76	-	-	ADJ
fbem-15400	74	77	default	default	ADJ
fbem-15400	74	78	samples	sample	NOUN
fbem-15400	74	79	,	,	PUNCT
fbem-15400	74	80	and	and	CCONJ
fbem-15400	74	81	only	only	ADV
fbem-15400	74	82	2	2	NUM
fbem-15400	74	83	of	of	ADP
fbem-15400	74	84	the	the	DET
fbem-15400	74	85	80	80	NUM
fbem-15400	74	86	corporate	corporate	ADJ
fbem-15400	74	87	bonds	bond	NOUN
fbem-15400	74	88	without	without	ADP
fbem-15400	74	89	default	default	NOUN
fbem-15400	74	90	are	be	AUX
fbem-15400	74	91	misjudged	misjudge	VERB
fbem-15400	74	92	.	.	PUNCT
fbem-15400	75	1	in	in	ADP
fbem-15400	75	2	order	order	NOUN
fbem-15400	75	3	to	to	PART
fbem-15400	75	4	further	far	ADV
fbem-15400	75	5	analyze	analyze	VERB
fbem-15400	75	6	the	the	DET
fbem-15400	75	7	performance	performance	NOUN
fbem-15400	75	8	of	of	ADP
fbem-15400	75	9	the	the	DET
fbem-15400	75	10	model	model	NOUN
fbem-15400	75	11	,	,	PUNCT
fbem-15400	75	12	this	this	DET
fbem-15400	75	13	paper	paper	NOUN
fbem-15400	75	14	calculates	calculate	VERB
fbem-15400	75	15	four	four	NUM
fbem-15400	75	16	evaluation	evaluation	NOUN
fbem-15400	75	17	indexes	index	NOUN
fbem-15400	75	18	of	of	ADP
fbem-15400	75	19	the	the	DET
fbem-15400	75	20	model	model	NOUN
fbem-15400	75	21	as	as	SCONJ
fbem-15400	75	22	shown	show	VERB
fbem-15400	75	23	in	in	ADP
fbem-15400	75	24	table	table	NOUN
fbem-15400	75	25	1	1	NUM
fbem-15400	75	26	below	below	ADV
fbem-15400	75	27	:	:	PUNCT
fbem-15400	75	28	table	table	NOUN
fbem-15400	75	29	1	1	NUM
fbem-15400	75	30	.	.	PUNCT
fbem-15400	75	31	model	model	NOUN
fbem-15400	75	32	evaluation	evaluation	NOUN
fbem-15400	75	33	index	index	NOUN
fbem-15400	75	34	auc	auc	NOUN
fbem-15400	75	35	precision	precision	NOUN
fbem-15400	75	36	recall	recall	NOUN
fbem-15400	75	37	f1	f1	PROPN
fbem-15400	75	38	0.899	0.899	NUM
fbem-15400	75	39	0.824	0.824	NUM
fbem-15400	75	40	0.879	0.879	NUM
fbem-15400	75	41	0.887	0.887	NUM
fbem-15400	75	42	it	it	PRON
fbem-15400	75	43	can	can	AUX
fbem-15400	75	44	be	be	AUX
fbem-15400	75	45	seen	see	VERB
fbem-15400	75	46	that	that	SCONJ
fbem-15400	75	47	the	the	DET
fbem-15400	75	48	auc	auc	NOUN
fbem-15400	75	49	value	value	NOUN
fbem-15400	75	50	of	of	ADP
fbem-15400	75	51	the	the	DET
fbem-15400	75	52	model	model	NOUN
fbem-15400	75	53	is	be	AUX
fbem-15400	75	54	0.899	0.899	NUM
fbem-15400	75	55	,	,	PUNCT
fbem-15400	75	56	and	and	CCONJ
fbem-15400	75	57	the	the	PRON
fbem-15400	75	58	closer	close	ADV
fbem-15400	75	59	the	the	DET
fbem-15400	75	60	auc	auc	NOUN
fbem-15400	75	61	value	value	NOUN
fbem-15400	75	62	is	be	AUX
fbem-15400	75	63	to	to	ADP
fbem-15400	75	64	1	1	NUM
fbem-15400	75	65	,	,	PUNCT
fbem-15400	75	66	the	the	PRON
fbem-15400	75	67	better	well	ADJ
fbem-15400	75	68	the	the	DET
fbem-15400	75	69	performance	performance	NOUN
fbem-15400	75	70	of	of	ADP
fbem-15400	75	71	the	the	DET
fbem-15400	75	72	model	model	NOUN
fbem-15400	75	73	,	,	PUNCT
fbem-15400	75	74	which	which	PRON
fbem-15400	75	75	shows	show	VERB
fbem-15400	75	76	that	that	SCONJ
fbem-15400	75	77	this	this	DET
fbem-15400	75	78	model	model	NOUN
fbem-15400	75	79	has	have	VERB
fbem-15400	75	80	a	a	DET
fbem-15400	75	81	strong	strong	ADJ
fbem-15400	75	82	ability	ability	NOUN
fbem-15400	75	83	to	to	PART
fbem-15400	75	84	identify	identify	VERB
fbem-15400	75	85	the	the	DET
fbem-15400	75	86	default	default	NOUN
fbem-15400	75	87	risk	risk	NOUN
fbem-15400	75	88	of	of	ADP
fbem-15400	75	89	corporate	corporate	ADJ
fbem-15400	75	90	bonds	bond	NOUN
fbem-15400	75	91	.	.	PUNCT
fbem-15400	76	1	the	the	DET
fbem-15400	76	2	precision	precision	NOUN
fbem-15400	76	3	value	value	NOUN
fbem-15400	76	4	of	of	ADP
fbem-15400	76	5	the	the	DET
fbem-15400	76	6	model	model	NOUN
fbem-15400	76	7	is	be	AUX
fbem-15400	76	8	0.824	0.824	NUM
fbem-15400	76	9	,	,	PUNCT
fbem-15400	76	10	which	which	PRON
fbem-15400	76	11	means	mean	VERB
fbem-15400	76	12	that	that	SCONJ
fbem-15400	76	13	only	only	ADV
fbem-15400	76	14	82.4	82.4	NUM
fbem-15400	76	15	%	%	NOUN
fbem-15400	76	16	of	of	ADP
fbem-15400	76	17	the	the	DET
fbem-15400	76	18	bonds	bond	NOUN
fbem-15400	76	19	predicted	predict	VERB
fbem-15400	76	20	to	to	PART
fbem-15400	76	21	be	be	AUX
fbem-15400	76	22	in	in	ADP
fbem-15400	76	23	default	default	NOUN
fbem-15400	76	24	are	be	AUX
fbem-15400	76	25	actually	actually	ADV
fbem-15400	76	26	in	in	ADP
fbem-15400	76	27	default	default	NOUN
fbem-15400	76	28	,	,	PUNCT
fbem-15400	76	29	indicating	indicate	VERB
fbem-15400	76	30	that	that	SCONJ
fbem-15400	76	31	the	the	DET
fbem-15400	76	32	misjudgment	misjudgment	NOUN
fbem-15400	76	33	rate	rate	NOUN
fbem-15400	76	34	of	of	ADP
fbem-15400	76	35	the	the	DET
fbem-15400	76	36	model	model	NOUN
fbem-15400	76	37	for	for	ADP
fbem-15400	76	38	non	non	ADJ
fbem-15400	76	39	-	-	ADJ
fbem-15400	76	40	default	default	ADJ
fbem-15400	76	41	samples	sample	NOUN
fbem-15400	76	42	is	be	AUX
fbem-15400	76	43	low	low	ADJ
fbem-15400	76	44	,	,	PUNCT
fbem-15400	76	45	and	and	CCONJ
fbem-15400	76	46	the	the	PRON
fbem-15400	76	47	larger	large	ADJ
fbem-15400	76	48	the	the	DET
fbem-15400	76	49	value	value	NOUN
fbem-15400	76	50	,	,	PUNCT
fbem-15400	76	51	the	the	DET
fbem-15400	76	52	better	well	ADJ
fbem-15400	76	53	,	,	PUNCT
fbem-15400	76	54	and	and	CCONJ
fbem-15400	76	55	0.7	0.7	NUM
fbem-15400	76	56	is	be	AUX
fbem-15400	76	57	a	a	DET
fbem-15400	76	58	good	good	ADJ
fbem-15400	76	59	result	result	NOUN
fbem-15400	76	60	.	.	PUNCT
fbem-15400	77	1	to	to	PART
fbem-15400	77	2	sum	sum	VERB
fbem-15400	77	3	up	up	ADP
fbem-15400	77	4	,	,	PUNCT
fbem-15400	77	5	compared	compare	VERB
fbem-15400	77	6	with	with	ADP
fbem-15400	77	7	the	the	DET
fbem-15400	77	8	traditional	traditional	ADJ
fbem-15400	77	9	integrated	integrated	ADJ
fbem-15400	77	10	learning	learning	NOUN
fbem-15400	77	11	scheme	scheme	NOUN
fbem-15400	77	12	,	,	PUNCT
fbem-15400	77	13	the	the	DET
fbem-15400	77	14	catboost	catboost	ADJ
fbem-15400	77	15	scheme	scheme	NOUN
fbem-15400	77	16	has	have	VERB
fbem-15400	77	17	higher	high	ADJ
fbem-15400	77	18	performance	performance	NOUN
fbem-15400	77	19	,	,	PUNCT
fbem-15400	77	20	and	and	CCONJ
fbem-15400	77	21	the	the	DET
fbem-15400	77	22	model	model	NOUN
fbem-15400	77	23	can	can	AUX
fbem-15400	77	24	identify	identify	VERB
fbem-15400	77	25	the	the	DET
fbem-15400	77	26	default	default	NOUN
fbem-15400	77	27	corporate	corporate	ADJ
fbem-15400	77	28	bonds	bond	NOUN
fbem-15400	77	29	very	very	ADV
fbem-15400	77	30	well	well	ADV
fbem-15400	77	31	.	.	PUNCT
fbem-15400	78	1	catboost	catboost	PROPN
fbem-15400	78	2	algorithm	algorithm	PROPN
fbem-15400	78	3	shows	show	VERB
fbem-15400	78	4	the	the	DET
fbem-15400	78	5	best	good	ADJ
fbem-15400	78	6	performance	performance	NOUN
fbem-15400	78	7	when	when	SCONJ
fbem-15400	78	8	constructing	construct	VERB
fbem-15400	78	9	the	the	DET
fbem-15400	78	10	financial	financial	ADJ
fbem-15400	78	11	risk	risk	NOUN
fbem-15400	78	12	155	155	NUM
fbem-15400	78	13	identification	identification	NOUN
fbem-15400	78	14	model	model	NOUN
fbem-15400	78	15	of	of	ADP
fbem-15400	78	16	coffee	coffee	NOUN
fbem-15400	78	17	company	company	NOUN
fbem-15400	78	18	,	,	PUNCT
fbem-15400	78	19	which	which	PRON
fbem-15400	78	20	proves	prove	VERB
fbem-15400	78	21	the	the	DET
fbem-15400	78	22	rationality	rationality	NOUN
fbem-15400	78	23	of	of	ADP
fbem-15400	78	24	this	this	DET
fbem-15400	78	25	paper	paper	NOUN
fbem-15400	78	26	as	as	ADP
fbem-15400	78	27	the	the	DET
fbem-15400	78	28	main	main	ADJ
fbem-15400	78	29	model	model	NOUN
fbem-15400	78	30	.	.	PUNCT
fbem-15400	79	1	5	5	NUM
fbem-15400	79	2	.	.	X
fbem-15400	79	3	conclusions	conclusion	NOUN
fbem-15400	79	4	in	in	ADP
fbem-15400	79	5	the	the	DET
fbem-15400	79	6	current	current	ADJ
fbem-15400	79	7	global	global	ADJ
fbem-15400	79	8	scope	scope	NOUN
fbem-15400	79	9	,	,	PUNCT
fbem-15400	79	10	esg	esg	NOUN
fbem-15400	79	11	factor	factor	NOUN
fbem-15400	79	12	has	have	AUX
fbem-15400	79	13	gradually	gradually	ADV
fbem-15400	79	14	become	become	VERB
fbem-15400	79	15	an	an	DET
fbem-15400	79	16	important	important	ADJ
fbem-15400	79	17	factor	factor	NOUN
fbem-15400	79	18	that	that	PRON
fbem-15400	79	19	can	can	AUX
fbem-15400	79	20	not	not	PART
fbem-15400	79	21	be	be	AUX
fbem-15400	79	22	ignored	ignore	VERB
fbem-15400	79	23	in	in	ADP
fbem-15400	79	24	enterprise	enterprise	NOUN
fbem-15400	79	25	development	development	NOUN
fbem-15400	79	26	and	and	CCONJ
fbem-15400	79	27	investment	investment	NOUN
fbem-15400	79	28	decision	decision	NOUN
fbem-15400	79	29	-	-	PUNCT
fbem-15400	79	30	making	making	NOUN
fbem-15400	79	31	,	,	PUNCT
fbem-15400	79	32	especially	especially	ADV
fbem-15400	79	33	for	for	ADP
fbem-15400	79	34	chinese	chinese	ADJ
fbem-15400	79	35	coffee	coffee	NOUN
fbem-15400	79	36	industry	industry	NOUN
fbem-15400	79	37	.	.	PUNCT
fbem-15400	80	1	the	the	DET
fbem-15400	80	2	sustainable	sustainable	ADJ
fbem-15400	80	3	development	development	NOUN
fbem-15400	80	4	of	of	ADP
fbem-15400	80	5	coffee	coffee	NOUN
fbem-15400	80	6	industry	industry	NOUN
fbem-15400	80	7	depends	depend	VERB
fbem-15400	80	8	not	not	PART
fbem-15400	80	9	only	only	ADV
fbem-15400	80	10	on	on	ADP
fbem-15400	80	11	financial	financial	ADJ
fbem-15400	80	12	performance	performance	NOUN
fbem-15400	80	13	,	,	PUNCT
fbem-15400	80	14	but	but	CCONJ
fbem-15400	80	15	also	also	ADV
fbem-15400	80	16	on	on	ADP
fbem-15400	80	17	the	the	DET
fbem-15400	80	18	commitment	commitment	NOUN
fbem-15400	80	19	of	of	ADP
fbem-15400	80	20	enterprises	enterprise	NOUN
fbem-15400	80	21	to	to	ADP
fbem-15400	80	22	environmental	environmental	ADJ
fbem-15400	80	23	friendliness	friendliness	NOUN
fbem-15400	80	24	,	,	PUNCT
fbem-15400	80	25	social	social	ADJ
fbem-15400	80	26	responsibility	responsibility	NOUN
fbem-15400	80	27	and	and	CCONJ
fbem-15400	80	28	good	good	ADJ
fbem-15400	80	29	governance	governance	NOUN
fbem-15400	80	30	.	.	PUNCT
fbem-15400	81	1	by	by	ADP
fbem-15400	81	2	incorporating	incorporate	VERB
fbem-15400	81	3	esg	esg	NOUN
fbem-15400	81	4	factors	factor	NOUN
fbem-15400	81	5	into	into	ADP
fbem-15400	81	6	the	the	DET
fbem-15400	81	7	financial	financial	ADJ
fbem-15400	81	8	risk	risk	NOUN
fbem-15400	81	9	assessment	assessment	NOUN
fbem-15400	81	10	model	model	NOUN
fbem-15400	81	11	,	,	PUNCT
fbem-15400	81	12	we	we	PRON
fbem-15400	81	13	can	can	AUX
fbem-15400	81	14	not	not	PART
fbem-15400	81	15	only	only	ADV
fbem-15400	81	16	understand	understand	VERB
fbem-15400	81	17	the	the	DET
fbem-15400	81	18	risk	risk	NOUN
fbem-15400	81	19	faced	face	VERB
fbem-15400	81	20	by	by	ADP
fbem-15400	81	21	enterprises	enterprise	NOUN
fbem-15400	81	22	more	more	ADV
fbem-15400	81	23	comprehensively	comprehensively	ADV
fbem-15400	81	24	,	,	PUNCT
fbem-15400	81	25	but	but	CCONJ
fbem-15400	81	26	also	also	ADV
fbem-15400	81	27	predict	predict	VERB
fbem-15400	81	28	potential	potential	ADJ
fbem-15400	81	29	financial	financial	ADJ
fbem-15400	81	30	problems	problem	NOUN
fbem-15400	81	31	more	more	ADV
fbem-15400	81	32	accurately	accurately	ADV
fbem-15400	81	33	.	.	PUNCT
fbem-15400	82	1	the	the	DET
fbem-15400	82	2	accuracy	accuracy	NOUN
fbem-15400	82	3	of	of	ADP
fbem-15400	82	4	the	the	DET
fbem-15400	82	5	model	model	NOUN
fbem-15400	82	6	has	have	AUX
fbem-15400	82	7	been	be	AUX
fbem-15400	82	8	verified	verify	VERB
fbem-15400	82	9	in	in	ADP
fbem-15400	82	10	the	the	DET
fbem-15400	82	11	testing	testing	NOUN
fbem-15400	82	12	stage	stage	NOUN
fbem-15400	82	13	,	,	PUNCT
fbem-15400	82	14	and	and	CCONJ
fbem-15400	82	15	its	its	PRON
fbem-15400	82	16	sensitivity	sensitivity	NOUN
fbem-15400	82	17	to	to	PART
fbem-15400	82	18	default	default	VERB
fbem-15400	82	19	risk	risk	NOUN
fbem-15400	82	20	and	and	CCONJ
fbem-15400	82	21	accurate	accurate	ADJ
fbem-15400	82	22	identification	identification	NOUN
fbem-15400	82	23	of	of	ADP
fbem-15400	82	24	nondefault	nondefault	NOUN
fbem-15400	82	25	companies	company	NOUN
fbem-15400	82	26	make	make	VERB
fbem-15400	82	27	it	it	PRON
fbem-15400	82	28	a	a	DET
fbem-15400	82	29	strong	strong	ADJ
fbem-15400	82	30	support	support	NOUN
fbem-15400	82	31	for	for	ADP
fbem-15400	82	32	risk	risk	NOUN
fbem-15400	82	33	management	management	NOUN
fbem-15400	82	34	tools	tool	NOUN
fbem-15400	82	35	.	.	PUNCT
fbem-15400	83	1	by	by	ADP
fbem-15400	83	2	incorporating	incorporate	VERB
fbem-15400	83	3	esg	esg	NOUN
fbem-15400	83	4	factors	factor	NOUN
fbem-15400	83	5	into	into	ADP
fbem-15400	83	6	business	business	NOUN
fbem-15400	83	7	decisions	decision	NOUN
fbem-15400	83	8	,	,	PUNCT
fbem-15400	83	9	enterprises	enterprise	NOUN
fbem-15400	83	10	can	can	AUX
fbem-15400	83	11	better	well	ADV
fbem-15400	83	12	meet	meet	VERB
fbem-15400	83	13	the	the	DET
fbem-15400	83	14	growing	grow	VERB
fbem-15400	83	15	social	social	ADJ
fbem-15400	83	16	expectations	expectation	NOUN
fbem-15400	83	17	,	,	PUNCT
fbem-15400	83	18	establish	establish	VERB
fbem-15400	83	19	a	a	DET
fbem-15400	83	20	sustainable	sustainable	ADJ
fbem-15400	83	21	business	business	NOUN
fbem-15400	83	22	model	model	NOUN
fbem-15400	83	23	,	,	PUNCT
fbem-15400	83	24	and	and	CCONJ
fbem-15400	83	25	provide	provide	VERB
fbem-15400	83	26	creating	create	VERB
fbem-15400	83	27	shared	share	VERB
fbem-15400	83	28	value	value	NOUN
fbem-15400	83	29	for	for	ADP
fbem-15400	83	30	investors	investor	NOUN
fbem-15400	83	31	,	,	PUNCT
fbem-15400	83	32	consumers	consumer	NOUN
fbem-15400	83	33	and	and	CCONJ
fbem-15400	83	34	society	society	NOUN
fbem-15400	83	35	.	.	PUNCT
fbem-15400	84	1	references	reference	NOUN
fbem-15400	84	2	[	[	X
fbem-15400	84	3	1	1	NUM
fbem-15400	84	4	]	]	X
fbem-15400	84	5	zhang	zhang	PROPN
fbem-15400	84	6	lin	lin	PROPN
fbem-15400	84	7	,	,	PUNCT
fbem-15400	84	8	pan	pan	PROPN
fbem-15400	84	9	jiaying	jiaying	PROPN
fbem-15400	84	10	.	.	PUNCT
fbem-15400	85	1	(	(	PUNCT
fbem-15400	85	2	2021	2021	NUM
fbem-15400	85	3	)	)	PUNCT
fbem-15400	85	4	.	.	PUNCT
fbem-15400	86	1	study	study	NOUN
fbem-15400	86	2	on	on	ADP
fbem-15400	86	3	early	early	ADJ
fbem-15400	86	4	warning	warning	NOUN
fbem-15400	86	5	of	of	ADP
fbem-15400	86	6	corporate	corporate	ADJ
fbem-15400	86	7	bond	bond	NOUN
fbem-15400	86	8	credit	credit	NOUN
fbem-15400	86	9	risk	risk	NOUN
fbem-15400	86	10	with	with	ADP
fbem-15400	86	11	esg	esg	NOUN
fbem-15400	86	12	factor	factor	NOUN
fbem-15400	86	13	.	.	PUNCT
fbem-15400	87	1	financial	financial	ADJ
fbem-15400	87	2	teaching	teaching	NOUN
fbem-15400	87	3	and	and	CCONJ
fbem-15400	87	4	research	research	NOUN
fbem-15400	87	5	,	,	PUNCT
fbem-15400	87	6	000(004	000(004	NUM
fbem-15400	87	7	)	)	PUNCT
fbem-15400	87	8	,	,	PUNCT
fbem-15400	87	9	51	51	NUM
fbem-15400	87	10	-	-	SYM
fbem-15400	87	11	65	65	NUM
fbem-15400	87	12	.	.	PUNCT
fbem-15400	88	1	[	[	X
fbem-15400	88	2	2	2	NUM
fbem-15400	88	3	]	]	X
fbem-15400	88	4	ruan	ruan	PROPN
fbem-15400	88	5	sumei	sumei	PROPN
fbem-15400	88	6	,	,	PUNCT
fbem-15400	88	7	du	du	PROPN
fbem-15400	88	8	xudong	xudong	PROPN
fbem-15400	88	9	,	,	PUNCT
fbem-15400	88	10	li	li	PROPN
fbem-15400	88	11	wei	wei	PROPN
fbem-15400	88	12	,	,	PUNCT
fbem-15400	88	13	&	&	CCONJ
fbem-15400	88	14	chen	chen	PROPN
fbem-15400	88	15	xu	xu	PROPN
fbem-15400	88	16	.	.	PUNCT
fbem-15400	89	1	(	(	PUNCT
fbem-15400	89	2	2022	2022	NUM
fbem-15400	89	3	)	)	PUNCT
fbem-15400	89	4	.	.	PUNCT
fbem-15400	90	1	data	datum	NOUN
fbem-15400	90	2	elements	element	NOUN
fbem-15400	90	3	,	,	PUNCT
fbem-15400	90	4	chinese	chinese	ADJ
fbem-15400	90	5	information	information	NOUN
fbem-15400	90	6	and	and	CCONJ
fbem-15400	90	7	intelligent	intelligent	ADJ
fbem-15400	90	8	financial	financial	ADJ
fbem-15400	90	9	risk	risk	NOUN
fbem-15400	90	10	identification	identification	NOUN
fbem-15400	90	11	.	.	PUNCT
fbem-15400	91	1	economic	economic	ADJ
fbem-15400	91	2	issues	issue	NOUN
fbem-15400	91	3	(	(	PUNCT
fbem-15400	91	4	1	1	NUM
fbem-15400	91	5	)	)	PUNCT
fbem-15400	91	6	,	,	PUNCT
fbem-15400	91	7	7	7	X
fbem-15400	91	8	.	.	PUNCT
fbem-15400	92	1	[	[	X
fbem-15400	92	2	3	3	X
fbem-15400	92	3	]	]	X
fbem-15400	92	4	wang	wang	PROPN
fbem-15400	92	5	bangjiang	bangjiang	PROPN
fbem-15400	92	6	,	,	PUNCT
fbem-15400	92	7	&	&	CCONJ
fbem-15400	92	8	zheng	zheng	PROPN
fbem-15400	92	9	xiangyu	xiangyu	PROPN
fbem-15400	92	10	.	.	PUNCT
fbem-15400	93	1	(	(	PUNCT
fbem-15400	93	2	2022	2022	NUM
fbem-15400	93	3	)	)	PUNCT
fbem-15400	93	4	.	.	PUNCT
fbem-15400	94	1	esg	esg	NOUN
fbem-15400	94	2	integration	integration	NOUN
fbem-15400	94	3	based	base	VERB
fbem-15400	94	4	on	on	ADP
fbem-15400	94	5	digital	digital	ADJ
fbem-15400	94	6	economy	economy	NOUN
fbem-15400	94	7	:	:	PUNCT
fbem-15400	94	8	core	core	NOUN
fbem-15400	94	9	elements	element	NOUN
fbem-15400	94	10	,	,	PUNCT
fbem-15400	94	11	connotation	connotation	NOUN
fbem-15400	94	12	framework	framework	NOUN
fbem-15400	94	13	and	and	CCONJ
fbem-15400	94	14	factor	factor	NOUN
fbem-15400	94	15	logic	logic	NOUN
fbem-15400	94	16	.	.	PUNCT
fbem-15400	95	1	accounting	account	VERB
fbem-15400	95	2	communication	communication	NOUN
fbem-15400	95	3	(	(	PUNCT
fbem-15400	95	4	14	14	NUM
fbem-15400	95	5	)	)	PUNCT
fbem-15400	95	6	,	,	PUNCT
fbem-15400	95	7	5	5	X
fbem-15400	95	8	.	.	PUNCT
fbem-15400	96	1	[	[	X
fbem-15400	96	2	4	4	NUM
fbem-15400	96	3	]	]	PUNCT
fbem-15400	96	4	xu	xu	PROPN
fbem-15400	96	5	mingzhu	mingzhu	PROPN
fbem-15400	96	6	.	.	PUNCT
fbem-15400	97	1	(	(	PUNCT
fbem-15400	97	2	2021	2021	NUM
fbem-15400	97	3	)	)	PUNCT
fbem-15400	97	4	.	.	PUNCT
fbem-15400	98	1	esg	esg	NOUN
fbem-15400	98	2	and	and	CCONJ
fbem-15400	98	3	enterprise	enterprise	NOUN
fbem-15400	98	4	valuation	valuation	NOUN
fbem-15400	98	5	.	.	PUNCT
fbem-15400	99	1	china	china	PROPN
fbem-15400	99	2	assets	asset	NOUN
fbem-15400	99	3	appraisal	appraisal	NOUN
fbem-15400	99	4	(	(	PUNCT
fbem-15400	99	5	7	7	NUM
fbem-15400	99	6	)	)	PUNCT
fbem-15400	99	7	,	,	PUNCT
fbem-15400	99	8	5	5	X
fbem-15400	99	9	.	.	PUNCT
fbem-15400	100	1	[	[	X
fbem-15400	100	2	5	5	NUM
fbem-15400	100	3	]	]	PUNCT
fbem-15400	100	4	nie	nie	PROPN
fbem-15400	100	5	zicong	zicong	PROPN
fbem-15400	100	6	.	.	PUNCT
fbem-15400	101	1	(	(	PUNCT
fbem-15400	101	2	2022	2022	NUM
fbem-15400	101	3	)	)	PUNCT
fbem-15400	101	4	.	.	PUNCT
fbem-15400	102	1	study	study	NOUN
fbem-15400	102	2	on	on	ADP
fbem-15400	102	3	the	the	DET
fbem-15400	102	4	influencing	influence	VERB
fbem-15400	102	5	factors	factor	NOUN
fbem-15400	102	6	of	of	ADP
fbem-15400	102	7	esg	esg	PROPN
fbem-15400	102	8	information	information	NOUN
fbem-15400	102	9	disclosure	disclosure	NOUN
fbem-15400	102	10	of	of	ADP
fbem-15400	102	11	listed	list	VERB
fbem-15400	102	12	companies	company	NOUN
fbem-15400	102	13	in	in	ADP
fbem-15400	102	14	heavy	heavy	ADJ
fbem-15400	102	15	pollution	pollution	NOUN
fbem-15400	102	16	industries	industry	NOUN
fbem-15400	102	17	—	—	PUNCT
fbem-15400	102	18	—	—	PUNCT
fbem-15400	102	19	based	base	VERB
fbem-15400	102	20	on	on	ADP
fbem-15400	102	21	fuzzy	fuzzy	ADJ
fbem-15400	102	22	set	set	VERB
fbem-15400	102	23	qualitative	qualitative	ADJ
fbem-15400	102	24	comparative	comparative	ADJ
fbem-15400	102	25	analysis	analysis	NOUN
fbem-15400	102	26	.	.	PUNCT
fbem-15400	103	1	business	business	NOUN
fbem-15400	103	2	accounting	accounting	NOUN
fbem-15400	103	3	(	(	PUNCT
fbem-15400	103	4	19	19	NUM
fbem-15400	103	5	)	)	PUNCT
fbem-15400	103	6	,	,	PUNCT
fbem-15400	103	7	6	6	NUM
fbem-15400	103	8	.	.	PUNCT
fbem-15400	104	1	[	[	X
fbem-15400	104	2	6	6	NUM
fbem-15400	104	3	]	]	X
fbem-15400	104	4	shi	shi	PROPN
fbem-15400	104	5	yichen	yichen	NOUN
fbem-15400	104	6	,	,	PUNCT
fbem-15400	104	7	zhao	zhao	PROPN
fbem-15400	104	8	longtu	longtu	PROPN
fbem-15400	104	9	,	,	PUNCT
fbem-15400	104	10	zhu	zhu	PROPN
fbem-15400	104	11	yimu	yimu	NOUN
fbem-15400	104	12	.	.	PUNCT
fbem-15400	105	1	(	(	PUNCT
fbem-15400	105	2	2021	2021	NUM
fbem-15400	105	3	)	)	PUNCT
fbem-15400	105	4	.	.	PUNCT
fbem-15400	106	1	application	application	NOUN
fbem-15400	106	2	of	of	ADP
fbem-15400	106	3	esg	esg	PROPN
fbem-15400	106	4	factor	factor	NOUN
fbem-15400	106	5	in	in	ADP
fbem-15400	106	6	enterprise	enterprise	NOUN
fbem-15400	106	7	valuation	valuation	NOUN
fbem-15400	106	8	.	.	PUNCT
fbem-15400	107	1	financial	financial	ADJ
fbem-15400	107	2	horizon	horizon	NOUN
fbem-15400	107	3	(	(	PUNCT
fbem-15400	107	4	7	7	NUM
fbem-15400	107	5	)	)	PUNCT
fbem-15400	107	6	,	,	PUNCT
fbem-15400	107	7	2331	2331	NUM
fbem-15400	107	8	.	.	PUNCT
fbem-15400	108	1	[	[	X
fbem-15400	108	2	7	7	X
fbem-15400	108	3	]	]	X
fbem-15400	108	4	wang	wang	PROPN
fbem-15400	108	5	baodong	baodong	PROPN
fbem-15400	108	6	,	,	PUNCT
fbem-15400	108	7	zhang	zhang	PROPN
fbem-15400	108	8	lin,&ma	lin,&ma	PROPN
fbem-15400	108	9	zhongbao	zhongbao	VERB
fbem-15400	108	10	.	.	PUNCT
fbem-15400	109	1	(	(	PUNCT
fbem-15400	109	2	2022	2022	NUM
fbem-15400	109	3	)	)	PUNCT
fbem-15400	109	4	.	.	PUNCT
fbem-15400	110	1	research	research	NOUN
fbem-15400	110	2	on	on	ADP
fbem-15400	110	3	the	the	DET
fbem-15400	110	4	application	application	NOUN
fbem-15400	110	5	of	of	ADP
fbem-15400	110	6	esg	esg	PROPN
fbem-15400	110	7	rating	rating	NOUN
fbem-15400	110	8	in	in	ADP
fbem-15400	110	9	enterprise	enterprise	NOUN
fbem-15400	110	10	financial	financial	ADJ
fbem-15400	110	11	risk	risk	NOUN
fbem-15400	110	12	early	early	ADJ
fbem-15400	110	13	warning	warning	NOUN
fbem-15400	110	14	.	.	PUNCT
fbem-15400	111	1	investment	investment	NOUN
fbem-15400	111	2	and	and	CCONJ
fbem-15400	111	3	entrepreneurship	entrepreneurship	NOUN
fbem-15400	111	4	,	,	PUNCT
fbem-15400	111	5	33(12	33(12	NUM
fbem-15400	111	6	)	)	PUNCT
fbem-15400	111	7	,	,	PUNCT
fbem-15400	111	8	3	3	X
fbem-15400	111	9	.	.	PUNCT
fbem-15400	112	1	[	[	X
fbem-15400	112	2	8	8	NUM
fbem-15400	112	3	]	]	PUNCT
fbem-15400	112	4	xiong	xiong	PROPN
fbem-15400	112	5	hui,&guo	hui,&guo	PROPN
fbem-15400	112	6	dong	dong	PROPN
fbem-15400	112	7	.	.	PUNCT
fbem-15400	113	1	(	(	PUNCT
fbem-15400	113	2	2021	2021	NUM
fbem-15400	113	3	)	)	PUNCT
fbem-15400	113	4	.	.	PUNCT
fbem-15400	114	1	green	green	ADJ
fbem-15400	114	2	finance	finance	PROPN
fbem-15400	114	3	:	:	PUNCT
fbem-15400	114	4	esg	esg	NOUN
fbem-15400	114	5	factors	factor	NOUN
fbem-15400	114	6	in	in	ADP
fbem-15400	114	7	the	the	DET
fbem-15400	114	8	central	central	ADJ
fbem-15400	114	9	bank	bank	NOUN
fbem-15400	114	10	's	's	PART
fbem-15400	114	11	reserve	reserve	PROPN
fbem-15400	114	12	asset	asset	NOUN
fbem-15400	114	13	portfolio	portfolio	NOUN
fbem-15400	114	14	.	.	PUNCT
fbem-15400	115	1	china	china	PROPN
fbem-15400	115	2	financier	financier	PROPN
fbem-15400	115	3	(	(	PUNCT
fbem-15400	115	4	9	9	NUM
fbem-15400	115	5	)	)	PUNCT
fbem-15400	115	6	,	,	PUNCT
fbem-15400	115	7	3	3	X
fbem-15400	115	8	.	.	PUNCT
fbem-15400	116	1	[	[	X
fbem-15400	116	2	9	9	NUM
fbem-15400	116	3	]	]	PUNCT
fbem-15400	116	4	xie	xie	PROPN
fbem-15400	116	5	chi,&li	chi,&li	PROPN
fbem-15400	116	6	weiying	weiye	VERB
fbem-15400	116	7	.	.	PUNCT
fbem-15400	117	1	(	(	PUNCT
fbem-15400	117	2	2023	2023	NUM
fbem-15400	117	3	)	)	PUNCT
fbem-15400	117	4	.	.	PUNCT
fbem-15400	118	1	can	can	AUX
fbem-15400	118	2	enterprises	enterprise	NOUN
fbem-15400	118	3	improve	improve	VERB
fbem-15400	118	4	esg	esg	NOUN
fbem-15400	118	5	performance	performance	NOUN
fbem-15400	118	6	to	to	PART
fbem-15400	118	7	reduce	reduce	VERB
fbem-15400	118	8	financial	financial	ADJ
fbem-15400	118	9	risks	risk	NOUN
fbem-15400	118	10	?	?	PUNCT
fbem-15400	119	1	-empirical	-empirical	ADJ
fbem-15400	119	2	evidence	evidence	NOUN
fbem-15400	119	3	from	from	ADP
fbem-15400	119	4	listed	list	VERB
fbem-15400	119	5	companies	company	NOUN
fbem-15400	119	6	in	in	ADP
fbem-15400	119	7	china	china	PROPN
fbem-15400	119	8	.	.	PUNCT
fbem-15400	120	1	journal	journal	PROPN
fbem-15400	120	2	of	of	ADP
fbem-15400	120	3	hunan	hunan	PROPN
fbem-15400	120	4	university	university	PROPN
fbem-15400	120	5	:	:	PUNCT
fbem-15400	120	6	social	social	PROPN
fbem-15400	120	7	science	science	PROPN
fbem-15400	120	8	edition	edition	NOUN
fbem-15400	120	9	,	,	PUNCT
fbem-15400	120	10	37(2	37(2	PROPN
fbem-15400	120	11	)	)	PUNCT
fbem-15400	120	12	,	,	PUNCT
fbem-15400	120	13	51	51	NUM
fbem-15400	120	14	-	-	SYM
fbem-15400	120	15	58	58	NUM
fbem-15400	120	16	.	.	PUNCT
fbem-15400	121	1	[	[	X
fbem-15400	121	2	10	10	NUM
fbem-15400	121	3	]	]	X
fbem-15400	121	4	chen	chen	PROPN
fbem-15400	121	5	yanyan	yanyan	PROPN
fbem-15400	121	6	,	,	PUNCT
fbem-15400	121	7	&	&	CCONJ
fbem-15400	121	8	chen	chen	PROPN
fbem-15400	121	9	xiaomin	xiaomin	PROPN
fbem-15400	121	10	.	.	PUNCT
fbem-15400	122	1	(	(	PUNCT
fbem-15400	122	2	2023	2023	NUM
fbem-15400	122	3	)	)	PUNCT
fbem-15400	122	4	.	.	PUNCT
fbem-15400	123	1	research	research	NOUN
fbem-15400	123	2	on	on	ADP
fbem-15400	123	3	the	the	DET
fbem-15400	123	4	teaching	teaching	NOUN
fbem-15400	123	5	reform	reform	NOUN
fbem-15400	123	6	of	of	ADP
fbem-15400	123	7	financial	financial	ADJ
fbem-15400	123	8	report	report	NOUN
fbem-15400	123	9	analysis	analysis	NOUN
fbem-15400	123	10	based	base	VERB
fbem-15400	123	11	on	on	ADP
fbem-15400	123	12	esg	esg	PROPN
fbem-15400	123	13	integrating	integrate	VERB
fbem-15400	123	14	ideological	ideological	ADJ
fbem-15400	123	15	and	and	CCONJ
fbem-15400	123	16	political	political	ADJ
fbem-15400	123	17	education	education	NOUN
fbem-15400	123	18	with	with	ADP
fbem-15400	123	19	professional	professional	ADJ
fbem-15400	123	20	education	education	NOUN
fbem-15400	123	21	.	.	PUNCT
fbem-15400	124	1	accounting	accounting	NOUN
fbem-15400	124	2	newsletter	newsletter	NOUN
fbem-15400	124	3	(	(	PUNCT
fbem-15400	124	4	9	9	NUM
fbem-15400	124	5	)	)	PUNCT
fbem-15400	124	6	,	,	PUNCT
fbem-15400	124	7	160	160	NUM
fbem-15400	124	8	-	-	SYM
fbem-15400	124	9	163	163	NUM
fbem-15400	124	10	.	.	PUNCT