id	sid	tid	token	lemma	pos
fcis-32462	1	1	frontiers	frontier	NOUN
fcis-32462	1	2	in	in	ADP
fcis-32462	1	3	computing	computing	NOUN
fcis-32462	1	4	and	and	CCONJ
fcis-32462	1	5	intelligent	intelligent	ADJ
fcis-32462	1	6	systems	system	NOUN
fcis-32462	1	7	issn	issn	VERB
fcis-32462	1	8	:	:	PUNCT
fcis-32462	1	9	2832	2832	NUM
fcis-32462	1	10	-	-	SYM
fcis-32462	1	11	6024	6024	NUM
fcis-32462	1	12	|	|	NOUN
fcis-32462	1	13	vol	vol	NOUN
fcis-32462	1	14	.	.	PUNCT
fcis-32462	2	1	14	14	NUM
fcis-32462	2	2	,	,	PUNCT
fcis-32462	2	3	no	no	INTJ
fcis-32462	2	4	.	.	NOUN
fcis-32462	2	5	2	2	NUM
fcis-32462	2	6	,	,	PUNCT
fcis-32462	2	7	2025	2025	NUM
fcis-32462	2	8	27	27	NUM
fcis-32462	2	9	code	code	NOUN
fcis-32462	2	10	commit	commit	VERB
fcis-32462	2	11	health	health	NOUN
fcis-32462	2	12	(	(	PUNCT
fcis-32462	2	13	cch	cch	PROPN
fcis-32462	2	14	):	):	PUNCT
fcis-32462	2	15	an	an	DET
fcis-32462	2	16	effective	effective	ADJ
fcis-32462	2	17	and	and	CCONJ
fcis-32462	2	18	accessible	accessible	ADJ
fcis-32462	2	19	metric	metric	ADJ
fcis-32462	2	20	for	for	ADP
fcis-32462	2	21	quantifying	quantify	VERB
fcis-32462	2	22	development	development	NOUN
fcis-32462	2	23	code	code	NOUN
fcis-32462	2	24	contributions	contribution	NOUN
fcis-32462	2	25	shuang	shuang	PROPN
fcis-32462	2	26	chen	chen	PROPN
fcis-32462	2	27	1	1	NUM
fcis-32462	2	28	,	,	PUNCT
fcis-32462	2	29	*	*	PUNCT
fcis-32462	2	30	,	,	PUNCT
fcis-32462	2	31	nannan	nannan	NOUN
fcis-32462	2	32	diao	diao	PROPN
fcis-32462	2	33	2	2	NUM
fcis-32462	2	34	1	1	NUM
fcis-32462	2	35	school	school	NOUN
fcis-32462	2	36	of	of	ADP
fcis-32462	2	37	shanghai	shanghai	PROPN
fcis-32462	2	38	advanced	advanced	PROPN
fcis-32462	2	39	institute	institute	PROPN
fcis-32462	2	40	of	of	ADP
fcis-32462	2	41	finance	finance	PROPN
fcis-32462	2	42	,	,	PUNCT
fcis-32462	2	43	shanghai	shanghai	PROPN
fcis-32462	2	44	jiao	jiao	PROPN
fcis-32462	2	45	tong	tong	PROPN
fcis-32462	2	46	university	university	PROPN
fcis-32462	2	47	,	,	PUNCT
fcis-32462	2	48	shanghai	shanghai	PROPN
fcis-32462	2	49	200030	200030	NUM
fcis-32462	2	50	china	china	PROPN
fcis-32462	2	51	2	2	NUM
fcis-32462	2	52	school	school	NOUN
fcis-32462	2	53	of	of	ADP
fcis-32462	2	54	educational	educational	ADJ
fcis-32462	2	55	information	information	NOUN
fcis-32462	2	56	technology	technology	NOUN
fcis-32462	2	57	,	,	PUNCT
fcis-32462	2	58	central	central	ADJ
fcis-32462	2	59	china	china	PROPN
fcis-32462	2	60	normal	normal	ADJ
fcis-32462	2	61	university	university	PROPN
fcis-32462	2	62	,	,	PUNCT
fcis-32462	2	63	wuhan	wuhan	PROPN
fcis-32462	2	64	hubei	hubei	PROPN
fcis-32462	2	65	,	,	PUNCT
fcis-32462	2	66	430079	430079	NUM
fcis-32462	2	67	china	china	PROPN
fcis-32462	2	68	*	*	PUNCT
fcis-32462	2	69	corresponding	correspond	VERB
fcis-32462	2	70	author	author	NOUN
fcis-32462	2	71	:	:	PUNCT
fcis-32462	2	72	shuang	shuang	PROPN
fcis-32462	2	73	chen	chen	PROPN
fcis-32462	2	74	(	(	PUNCT
fcis-32462	2	75	email	email	NOUN
fcis-32462	2	76	:	:	PUNCT
fcis-32462	2	77	casparchen@alumni.sjtu.edu.cn	casparchen@alumni.sjtu.edu.cn	NOUN
fcis-32462	2	78	)	)	PUNCT
fcis-32462	2	79	abstract	abstract	NOUN
fcis-32462	2	80	:	:	PUNCT
fcis-32462	2	81	the	the	DET
fcis-32462	2	82	utilisation	utilisation	NOUN
fcis-32462	2	83	of	of	ADP
fcis-32462	2	84	lines	line	NOUN
fcis-32462	2	85	of	of	ADP
fcis-32462	2	86	code	code	PROPN
fcis-32462	2	87	(	(	PUNCT
fcis-32462	2	88	loc	loc	NOUN
fcis-32462	2	89	)	)	PUNCT
fcis-32462	2	90	or	or	CCONJ
fcis-32462	2	91	number	number	NOUN
fcis-32462	2	92	of	of	ADP
fcis-32462	2	93	commits	commit	VERB
fcis-32462	2	94	(	(	PUNCT
fcis-32462	2	95	noc	noc	PROPN
fcis-32462	2	96	)	)	PUNCT
fcis-32462	2	97	is	be	AUX
fcis-32462	2	98	an	an	DET
fcis-32462	2	99	inadequate	inadequate	ADJ
fcis-32462	2	100	representation	representation	NOUN
fcis-32462	2	101	of	of	ADP
fcis-32462	2	102	the	the	DET
fcis-32462	2	103	actual	actual	ADJ
fcis-32462	2	104	contributions	contribution	NOUN
fcis-32462	2	105	of	of	ADP
fcis-32462	2	106	programmers	programmer	NOUN
fcis-32462	2	107	.	.	PUNCT
fcis-32462	3	1	furthermore	furthermore	ADV
fcis-32462	3	2	,	,	PUNCT
fcis-32462	3	3	evaluation	evaluation	NOUN
fcis-32462	3	4	systems	system	NOUN
fcis-32462	3	5	based	base	VERB
fcis-32462	3	6	on	on	ADP
fcis-32462	3	7	complex	complex	ADJ
fcis-32462	3	8	and	and	CCONJ
fcis-32462	3	9	difficult	difficult	ADJ
fcis-32462	3	10	-	-	PUNCT
fcis-32462	3	11	to	to	PART
fcis-32462	3	12	-	-	PUNCT
fcis-32462	3	13	obtain	obtain	VERB
fcis-32462	3	14	information	information	NOUN
fcis-32462	3	15	,	,	PUNCT
fcis-32462	3	16	such	such	ADJ
fcis-32462	3	17	as	as	ADP
fcis-32462	3	18	code	code	NOUN
fcis-32462	3	19	structures	structure	NOUN
fcis-32462	3	20	,	,	PUNCT
fcis-32462	3	21	are	be	AUX
fcis-32462	3	22	inherently	inherently	ADV
fcis-32462	3	23	limited	limit	VERB
fcis-32462	3	24	to	to	ADP
fcis-32462	3	25	small	small	ADJ
fcis-32462	3	26	-	-	PUNCT
fcis-32462	3	27	scale	scale	NOUN
fcis-32462	3	28	applications	application	NOUN
fcis-32462	3	29	and	and	CCONJ
fcis-32462	3	30	can	can	AUX
fcis-32462	3	31	not	not	PART
fcis-32462	3	32	be	be	AUX
fcis-32462	3	33	applied	apply	VERB
fcis-32462	3	34	on	on	ADP
fcis-32462	3	35	a	a	DET
fcis-32462	3	36	large	large	ADJ
fcis-32462	3	37	scale	scale	NOUN
fcis-32462	3	38	.	.	PUNCT
fcis-32462	4	1	in	in	ADP
fcis-32462	4	2	order	order	NOUN
fcis-32462	4	3	to	to	PART
fcis-32462	4	4	enhance	enhance	VERB
fcis-32462	4	5	the	the	DET
fcis-32462	4	6	precision	precision	NOUN
fcis-32462	4	7	of	of	ADP
fcis-32462	4	8	assessment	assessment	NOUN
fcis-32462	4	9	while	while	SCONJ
fcis-32462	4	10	preserving	preserve	VERB
fcis-32462	4	11	simplicity	simplicity	NOUN
fcis-32462	4	12	,	,	PUNCT
fcis-32462	4	13	this	this	DET
fcis-32462	4	14	paper	paper	NOUN
fcis-32462	4	15	puts	put	VERB
fcis-32462	4	16	forth	forth	ADP
fcis-32462	4	17	a	a	DET
fcis-32462	4	18	novel	novel	ADJ
fcis-32462	4	19	evaluation	evaluation	NOUN
fcis-32462	4	20	metric	metric	NOUN
fcis-32462	4	21	:	:	PUNCT
fcis-32462	4	22	code	code	NOUN
fcis-32462	4	23	commit	commit	VERB
fcis-32462	4	24	health	health	NOUN
fcis-32462	4	25	(	(	PUNCT
fcis-32462	4	26	cch	cch	NOUN
fcis-32462	4	27	)	)	PUNCT
fcis-32462	4	28	is	be	AUX
fcis-32462	4	29	a	a	DET
fcis-32462	4	30	new	new	ADJ
fcis-32462	4	31	metric	metric	NOUN
fcis-32462	4	32	that	that	PRON
fcis-32462	4	33	combines	combine	VERB
fcis-32462	4	34	two	two	NUM
fcis-32462	4	35	existing	exist	VERB
fcis-32462	4	36	metrics	metric	NOUN
fcis-32462	4	37	:	:	PUNCT
fcis-32462	4	38	the	the	DET
fcis-32462	4	39	number	number	NOUN
fcis-32462	4	40	of	of	ADP
fcis-32462	4	41	lines	line	NOUN
fcis-32462	4	42	of	of	ADP
fcis-32462	4	43	code	code	NOUN
fcis-32462	4	44	and	and	CCONJ
fcis-32462	4	45	the	the	DET
fcis-32462	4	46	number	number	NOUN
fcis-32462	4	47	of	of	ADP
fcis-32462	4	48	commits	commit	VERB
fcis-32462	4	49	.	.	PUNCT
fcis-32462	5	1	it	it	PRON
fcis-32462	5	2	is	be	AUX
fcis-32462	5	3	designed	design	VERB
fcis-32462	5	4	to	to	PART
fcis-32462	5	5	provide	provide	VERB
fcis-32462	5	6	a	a	DET
fcis-32462	5	7	more	more	ADV
fcis-32462	5	8	comprehensive	comprehensive	ADJ
fcis-32462	5	9	evaluation	evaluation	NOUN
fcis-32462	5	10	of	of	ADP
fcis-32462	5	11	programmers	programmer	NOUN
fcis-32462	5	12	'	'	PART
fcis-32462	5	13	code	code	NOUN
fcis-32462	5	14	contributions	contribution	NOUN
fcis-32462	5	15	by	by	ADP
fcis-32462	5	16	employing	employ	VERB
fcis-32462	5	17	a	a	DET
fcis-32462	5	18	reasonable	reasonable	ADJ
fcis-32462	5	19	formula	formula	NOUN
fcis-32462	5	20	.	.	PUNCT
fcis-32462	6	1	in	in	ADP
fcis-32462	6	2	the	the	DET
fcis-32462	6	3	actual	actual	ADJ
fcis-32462	6	4	study	study	NOUN
fcis-32462	6	5	,	,	PUNCT
fcis-32462	6	6	the	the	DET
fcis-32462	6	7	validity	validity	NOUN
fcis-32462	6	8	of	of	ADP
fcis-32462	6	9	cch	cch	PROPN
fcis-32462	6	10	was	be	AUX
fcis-32462	6	11	verified	verify	VERB
fcis-32462	6	12	through	through	ADP
fcis-32462	6	13	an	an	DET
fcis-32462	6	14	in	in	ADP
fcis-32462	6	15	-	-	PUNCT
fcis-32462	6	16	depth	depth	NOUN
fcis-32462	6	17	analysis	analysis	NOUN
fcis-32462	6	18	of	of	ADP
fcis-32462	6	19	more	more	ADJ
fcis-32462	6	20	than	than	ADP
fcis-32462	6	21	300,000	300,000	NUM
fcis-32462	6	22	commit	commit	VERB
fcis-32462	6	23	records	record	NOUN
fcis-32462	6	24	from	from	ADP
fcis-32462	6	25	ten	ten	NUM
fcis-32462	6	26	renowned	renowned	ADJ
fcis-32462	6	27	open	open	ADJ
fcis-32462	6	28	-	-	PUNCT
fcis-32462	6	29	source	source	NOUN
fcis-32462	6	30	projects	project	NOUN
fcis-32462	6	31	and	and	CCONJ
fcis-32462	6	32	an	an	DET
fcis-32462	6	33	empirical	empirical	ADJ
fcis-32462	6	34	study	study	NOUN
fcis-32462	6	35	of	of	ADP
fcis-32462	6	36	the	the	DET
fcis-32462	6	37	commit	commit	NOUN
fcis-32462	6	38	data	datum	NOUN
fcis-32462	6	39	of	of	ADP
fcis-32462	6	40	110	110	NUM
fcis-32462	6	41	developers	developer	NOUN
fcis-32462	6	42	in	in	ADP
fcis-32462	6	43	an	an	DET
fcis-32462	6	44	enterprise	enterprise	NOUN
fcis-32462	6	45	.	.	PUNCT
fcis-32462	7	1	the	the	DET
fcis-32462	7	2	findings	finding	NOUN
fcis-32462	7	3	of	of	ADP
fcis-32462	7	4	the	the	DET
fcis-32462	7	5	study	study	NOUN
fcis-32462	7	6	demonstrate	demonstrate	VERB
fcis-32462	7	7	that	that	SCONJ
fcis-32462	7	8	cch	cch	PROPN
fcis-32462	7	9	is	be	AUX
fcis-32462	7	10	an	an	DET
fcis-32462	7	11	effective	effective	ADJ
fcis-32462	7	12	means	mean	NOUN
fcis-32462	7	13	of	of	ADP
fcis-32462	7	14	reflecting	reflect	VERB
fcis-32462	7	15	the	the	DET
fcis-32462	7	16	actual	actual	ADJ
fcis-32462	7	17	contributions	contribution	NOUN
fcis-32462	7	18	of	of	ADP
fcis-32462	7	19	programmers	programmer	NOUN
fcis-32462	7	20	and	and	CCONJ
fcis-32462	7	21	has	have	VERB
fcis-32462	7	22	good	good	ADJ
fcis-32462	7	23	applicability	applicability	NOUN
fcis-32462	7	24	.	.	PUNCT
fcis-32462	8	1	it	it	PRON
fcis-32462	8	2	is	be	AUX
fcis-32462	8	3	our	our	PRON
fcis-32462	8	4	intention	intention	NOUN
fcis-32462	8	5	to	to	PART
fcis-32462	8	6	provide	provide	VERB
fcis-32462	8	7	a	a	DET
fcis-32462	8	8	practical	practical	ADJ
fcis-32462	8	9	method	method	NOUN
fcis-32462	8	10	for	for	ADP
fcis-32462	8	11	quantifying	quantify	VERB
fcis-32462	8	12	programmers	programmer	NOUN
fcis-32462	8	13	'	'	PART
fcis-32462	8	14	contributions	contribution	NOUN
fcis-32462	8	15	for	for	ADP
fcis-32462	8	16	the	the	DET
fcis-32462	8	17	open	open	ADJ
fcis-32462	8	18	source	source	NOUN
fcis-32462	8	19	community	community	NOUN
fcis-32462	8	20	,	,	PUNCT
fcis-32462	8	21	enterprises	enterprise	NOUN
fcis-32462	8	22	and	and	CCONJ
fcis-32462	8	23	academia	academia	NOUN
fcis-32462	8	24	,	,	PUNCT
fcis-32462	8	25	and	and	CCONJ
fcis-32462	8	26	to	to	PART
fcis-32462	8	27	promote	promote	VERB
fcis-32462	8	28	the	the	DET
fcis-32462	8	29	science	science	NOUN
fcis-32462	8	30	and	and	CCONJ
fcis-32462	8	31	rationalisation	rationalisation	NOUN
fcis-32462	8	32	of	of	ADP
fcis-32462	8	33	code	code	NOUN
fcis-32462	8	34	contribution	contribution	NOUN
fcis-32462	8	35	evaluation	evaluation	NOUN
fcis-32462	8	36	.	.	PUNCT
fcis-32462	9	1	keywords	keyword	NOUN
fcis-32462	9	2	:	:	PUNCT
fcis-32462	9	3	code	code	NOUN
fcis-32462	9	4	commit	commit	VERB
fcis-32462	9	5	health	health	NOUN
fcis-32462	9	6	;	;	PUNCT
fcis-32462	9	7	quantifying	quantify	VERB
fcis-32462	9	8	development	development	NOUN
fcis-32462	9	9	;	;	PUNCT
fcis-32462	9	10	code	code	NOUN
fcis-32462	9	11	of	of	ADP
fcis-32462	9	12	value	value	NOUN
fcis-32462	9	13	;	;	PUNCT
fcis-32462	9	14	code	code	NOUN
fcis-32462	9	15	contribution	contribution	NOUN
fcis-32462	9	16	assessment	assessment	NOUN
fcis-32462	9	17	.	.	PUNCT
fcis-32462	10	1	1	1	X
fcis-32462	10	2	.	.	X
fcis-32462	10	3	introduction	introduction	NOUN
fcis-32462	10	4	at	at	ADP
fcis-32462	10	5	present	present	ADJ
fcis-32462	10	6	,	,	PUNCT
fcis-32462	10	7	the	the	DET
fcis-32462	10	8	majority	majority	NOUN
fcis-32462	10	9	of	of	ADP
fcis-32462	10	10	companies	company	NOUN
fcis-32462	10	11	and	and	CCONJ
fcis-32462	10	12	organisations	organisation	NOUN
fcis-32462	10	13	continue	continue	VERB
fcis-32462	10	14	to	to	PART
fcis-32462	10	15	employ	employ	VERB
fcis-32462	10	16	two	two	NUM
fcis-32462	10	17	single	single	ADJ
fcis-32462	10	18	metrics	metric	NOUN
fcis-32462	10	19	,	,	PUNCT
fcis-32462	10	20	namely	namely	ADV
fcis-32462	10	21	lines	line	NOUN
fcis-32462	10	22	of	of	ADP
fcis-32462	10	23	code	code	NOUN
fcis-32462	10	24	(	(	PUNCT
fcis-32462	10	25	loc	loc	NOUN
fcis-32462	10	26	)	)	PUNCT
fcis-32462	10	27	or	or	CCONJ
fcis-32462	10	28	the	the	DET
fcis-32462	10	29	number	number	NOUN
fcis-32462	10	30	of	of	ADP
fcis-32462	10	31	code	code	NOUN
fcis-32462	10	32	commits	commit	VERB
fcis-32462	10	33	(	(	PUNCT
fcis-32462	10	34	noc	noc	PROPN
fcis-32462	10	35	)	)	PUNCT
fcis-32462	10	36	,	,	PUNCT
fcis-32462	10	37	to	to	PART
fcis-32462	10	38	assess	assess	VERB
fcis-32462	10	39	the	the	DET
fcis-32462	10	40	contributions	contribution	NOUN
fcis-32462	10	41	of	of	ADP
fcis-32462	10	42	programmers	programmer	NOUN
fcis-32462	10	43	.	.	PUNCT
fcis-32462	11	1	for	for	ADP
fcis-32462	11	2	example	example	NOUN
fcis-32462	11	3	,	,	PUNCT
fcis-32462	11	4	github	github	PROPN
fcis-32462	11	5	,	,	PUNCT
fcis-32462	11	6	the	the	DET
fcis-32462	11	7	largest	large	ADJ
fcis-32462	11	8	open	open	ADJ
fcis-32462	11	9	-	-	PUNCT
fcis-32462	11	10	source	source	NOUN
fcis-32462	11	11	community	community	NOUN
fcis-32462	11	12	in	in	ADP
fcis-32462	11	13	the	the	DET
fcis-32462	11	14	world	world	NOUN
fcis-32462	11	15	,	,	PUNCT
fcis-32462	11	16	employs	employ	VERB
fcis-32462	11	17	the	the	DET
fcis-32462	11	18	number	number	NOUN
fcis-32462	11	19	of	of	ADP
fcis-32462	11	20	commits	commit	VERB
fcis-32462	11	21	as	as	ADP
fcis-32462	11	22	a	a	DET
fcis-32462	11	23	means	means	NOUN
fcis-32462	11	24	of	of	ADP
fcis-32462	11	25	calculating	calculate	VERB
fcis-32462	11	26	programmer	programmer	NOUN
fcis-32462	11	27	contribution	contribution	NOUN
fcis-32462	11	28	rankings[1	rankings[1	NOUN
fcis-32462	11	29	]	]	PUNCT
fcis-32462	11	30	.	.	PUNCT
fcis-32462	12	1	in	in	ADP
fcis-32462	12	2	contrast	contrast	NOUN
fcis-32462	12	3	,	,	PUNCT
fcis-32462	12	4	openharmony	openharmony	NOUN
fcis-32462	12	5	applies	apply	VERB
fcis-32462	12	6	the	the	DET
fcis-32462	12	7	number	number	NOUN
fcis-32462	12	8	of	of	ADP
fcis-32462	12	9	lines	line	NOUN
fcis-32462	12	10	of	of	ADP
fcis-32462	12	11	code	code	NOUN
fcis-32462	12	12	as	as	ADP
fcis-32462	12	13	a	a	DET
fcis-32462	12	14	metric	metric	NOUN
fcis-32462	12	15	for	for	ADP
fcis-32462	12	16	this	this	DET
fcis-32462	12	17	purpose[2	purpose[2	PROPN
fcis-32462	12	18	]	]	PUNCT
fcis-32462	12	19	.	.	PUNCT
fcis-32462	13	1	however	however	ADV
fcis-32462	13	2	,	,	PUNCT
fcis-32462	13	3	these	these	DET
fcis-32462	13	4	two	two	NUM
fcis-32462	13	5	single	single	ADJ
fcis-32462	13	6	metrics	metric	NOUN
fcis-32462	13	7	are	be	AUX
fcis-32462	13	8	inadequate	inadequate	ADJ
fcis-32462	13	9	for	for	ADP
fcis-32462	13	10	accurately	accurately	ADV
fcis-32462	13	11	reflecting	reflect	VERB
fcis-32462	13	12	the	the	DET
fcis-32462	13	13	actual	actual	ADJ
fcis-32462	13	14	contributions	contribution	NOUN
fcis-32462	13	15	of	of	ADP
fcis-32462	13	16	programmers	programmer	NOUN
fcis-32462	13	17	.	.	PUNCT
fcis-32462	14	1	furthermore	furthermore	ADV
fcis-32462	14	2	,	,	PUNCT
fcis-32462	14	3	the	the	DET
fcis-32462	14	4	use	use	NOUN
fcis-32462	14	5	of	of	ADP
fcis-32462	14	6	a	a	DET
fcis-32462	14	7	single	single	ADJ
fcis-32462	14	8	metric	metric	NOUN
fcis-32462	14	9	can	can	AUX
fcis-32462	14	10	easily	easily	ADV
fcis-32462	14	11	result	result	VERB
fcis-32462	14	12	in	in	ADP
fcis-32462	14	13	the	the	DET
fcis-32462	14	14	phenomenon	phenomenon	NOUN
fcis-32462	14	15	of	of	ADP
fcis-32462	14	16	"	"	PUNCT
fcis-32462	14	17	brushing	brushing	NOUN
fcis-32462	14	18	metrics	metric	NOUN
fcis-32462	14	19	"	"	PUNCT
fcis-32462	14	20	.	.	PUNCT
fcis-32462	15	1	for	for	ADP
fcis-32462	15	2	instance	instance	NOUN
fcis-32462	15	3	,	,	PUNCT
fcis-32462	15	4	an	an	DET
fcis-32462	15	5	assessment	assessment	NOUN
fcis-32462	15	6	based	base	VERB
fcis-32462	15	7	solely	solely	ADV
fcis-32462	15	8	on	on	ADP
fcis-32462	15	9	the	the	DET
fcis-32462	15	10	number	number	NOUN
fcis-32462	15	11	of	of	ADP
fcis-32462	15	12	lines	line	NOUN
fcis-32462	15	13	of	of	ADP
fcis-32462	15	14	code	code	NOUN
fcis-32462	15	15	may	may	AUX
fcis-32462	15	16	result	result	VERB
fcis-32462	15	17	in	in	ADP
fcis-32462	15	18	the	the	DET
fcis-32462	15	19	proliferation	proliferation	NOUN
fcis-32462	15	20	of	of	ADP
fcis-32462	15	21	superfluous	superfluous	ADJ
fcis-32462	15	22	code	code	NOUN
fcis-32462	15	23	,	,	PUNCT
fcis-32462	15	24	whereby	whereby	SCONJ
fcis-32462	15	25	programmers	programmer	NOUN
fcis-32462	15	26	may	may	AUX
fcis-32462	15	27	utilize	utilize	VERB
fcis-32462	15	28	a	a	DET
fcis-32462	15	29	greater	great	ADJ
fcis-32462	15	30	number	number	NOUN
fcis-32462	15	31	of	of	ADP
fcis-32462	15	32	lines	line	NOUN
fcis-32462	15	33	of	of	ADP
fcis-32462	15	34	code	code	NOUN
fcis-32462	15	35	to	to	PART
fcis-32462	15	36	implement	implement	VERB
fcis-32462	15	37	a	a	DET
fcis-32462	15	38	given	give	VERB
fcis-32462	15	39	function	function	NOUN
fcis-32462	15	40	that	that	PRON
fcis-32462	15	41	could	could	AUX
fcis-32462	15	42	be	be	AUX
fcis-32462	15	43	achieved	achieve	VERB
fcis-32462	15	44	with	with	ADP
fcis-32462	15	45	a	a	DET
fcis-32462	15	46	smaller	small	ADJ
fcis-32462	15	47	amount	amount	NOUN
fcis-32462	15	48	of	of	ADP
fcis-32462	15	49	code	code	NOUN
fcis-32462	15	50	.	.	PUNCT
fcis-32462	16	1	the	the	DET
fcis-32462	16	2	mere	mere	ADJ
fcis-32462	16	3	enumeration	enumeration	NOUN
fcis-32462	16	4	of	of	ADP
fcis-32462	16	5	commits	commit	NOUN
fcis-32462	16	6	is	be	AUX
fcis-32462	16	7	insufficient	insufficient	ADJ
fcis-32462	16	8	for	for	ADP
fcis-32462	16	9	identifying	identify	VERB
fcis-32462	16	10	those	those	PRON
fcis-32462	16	11	that	that	PRON
fcis-32462	16	12	are	be	AUX
fcis-32462	16	13	devoid	devoid	ADJ
fcis-32462	16	14	of	of	ADP
fcis-32462	16	15	meaningful	meaningful	ADJ
fcis-32462	16	16	content	content	NOUN
fcis-32462	16	17	.	.	PUNCT
fcis-32462	17	1	for	for	ADP
fcis-32462	17	2	instance	instance	NOUN
fcis-32462	17	3	,	,	PUNCT
fcis-32462	17	4	a	a	DET
fcis-32462	17	5	single	single	ADJ
fcis-32462	17	6	commit	commit	NOUN
fcis-32462	17	7	comprising	comprise	VERB
fcis-32462	17	8	a	a	DET
fcis-32462	17	9	single	single	ADJ
fcis-32462	17	10	line	line	NOUN
fcis-32462	17	11	of	of	ADP
fcis-32462	17	12	configuration	configuration	NOUN
fcis-32462	17	13	,	,	PUNCT
fcis-32462	17	14	accompanied	accompany	VERB
fcis-32462	17	15	by	by	ADP
fcis-32462	17	16	a	a	DET
fcis-32462	17	17	multitude	multitude	NOUN
fcis-32462	17	18	of	of	ADP
fcis-32462	17	19	other	other	ADJ
fcis-32462	17	20	commits	commit	NOUN
fcis-32462	17	21	,	,	PUNCT
fcis-32462	17	22	may	may	AUX
fcis-32462	17	23	be	be	AUX
fcis-32462	17	24	regarded	regard	VERB
fcis-32462	17	25	as	as	ADP
fcis-32462	17	26	a	a	DET
fcis-32462	17	27	trivial	trivial	ADJ
fcis-32462	17	28	contribution	contribution	NOUN
fcis-32462	17	29	.	.	PUNCT
fcis-32462	18	1	this	this	DET
fcis-32462	18	2	phenomenon	phenomenon	NOUN
fcis-32462	18	3	is	be	AUX
fcis-32462	18	4	particularly	particularly	ADV
fcis-32462	18	5	prevalent	prevalent	ADJ
fcis-32462	18	6	within	within	ADP
fcis-32462	18	7	the	the	DET
fcis-32462	18	8	github	github	PROPN
fcis-32462	18	9	community	community	NOUN
fcis-32462	18	10	,	,	PUNCT
fcis-32462	18	11	which	which	PRON
fcis-32462	18	12	applies	apply	VERB
fcis-32462	18	13	a	a	DET
fcis-32462	18	14	commit	commit	NOUN
fcis-32462	18	15	count	count	NOUN
fcis-32462	18	16	to	to	PART
fcis-32462	18	17	determine	determine	VERB
fcis-32462	18	18	the	the	DET
fcis-32462	18	19	relative	relative	ADJ
fcis-32462	18	20	value	value	NOUN
fcis-32462	18	21	of	of	ADP
fcis-32462	18	22	individual	individual	ADJ
fcis-32462	18	23	contributions	contribution	NOUN
fcis-32462	18	24	.	.	PUNCT
fcis-32462	19	1	furthermore	furthermore	ADV
fcis-32462	19	2	,	,	PUNCT
fcis-32462	19	3	scholars	scholar	NOUN
fcis-32462	19	4	have	have	AUX
fcis-32462	19	5	proposed	propose	VERB
fcis-32462	19	6	sophisticated	sophisticated	ADJ
fcis-32462	19	7	measurement	measurement	NOUN
fcis-32462	19	8	algorithms	algorithm	NOUN
fcis-32462	19	9	based	base	VERB
fcis-32462	19	10	on	on	ADP
fcis-32462	19	11	the	the	DET
fcis-32462	19	12	structure	structure	NOUN
fcis-32462	19	13	of	of	ADP
fcis-32462	19	14	the	the	DET
fcis-32462	19	15	code[3	code[3	PROPN
fcis-32462	19	16	]	]	PUNCT
fcis-32462	19	17	,	,	PUNCT
fcis-32462	19	18	which	which	PRON
fcis-32462	19	19	are	be	AUX
fcis-32462	19	20	undoubtedly	undoubtedly	ADV
fcis-32462	19	21	more	more	ADV
fcis-32462	19	22	effective	effective	ADJ
fcis-32462	19	23	than	than	ADP
fcis-32462	19	24	single	single	ADJ
fcis-32462	19	25	metrics	metric	NOUN
fcis-32462	19	26	.	.	PUNCT
fcis-32462	20	1	however	however	ADV
fcis-32462	20	2	,	,	PUNCT
fcis-32462	20	3	the	the	DET
fcis-32462	20	4	threshold	threshold	NOUN
fcis-32462	20	5	for	for	ADP
fcis-32462	20	6	obtaining	obtain	VERB
fcis-32462	20	7	these	these	DET
fcis-32462	20	8	complex	complex	ADJ
fcis-32462	20	9	metrics	metric	NOUN
fcis-32462	20	10	is	be	AUX
fcis-32462	20	11	high	high	ADJ
fcis-32462	20	12	,	,	PUNCT
fcis-32462	20	13	and	and	CCONJ
fcis-32462	20	14	different	different	ADJ
fcis-32462	20	15	programming	programming	NOUN
fcis-32462	20	16	languages	language	NOUN
fcis-32462	20	17	have	have	VERB
fcis-32462	20	18	different	different	ADJ
fcis-32462	20	19	structures	structure	NOUN
fcis-32462	20	20	.	.	PUNCT
fcis-32462	21	1	there	there	PRON
fcis-32462	21	2	are	be	VERB
fcis-32462	21	3	currently	currently	ADV
fcis-32462	21	4	dozens	dozen	NOUN
fcis-32462	21	5	of	of	ADP
fcis-32462	21	6	popular	popular	ADJ
fcis-32462	21	7	programming	programming	NOUN
fcis-32462	21	8	languages[4	languages[4	PROPN
fcis-32462	21	9	]	]	PUNCT
fcis-32462	21	10	,	,	PUNCT
fcis-32462	21	11	which	which	PRON
fcis-32462	21	12	has	have	AUX
fcis-32462	21	13	resulted	result	VERB
fcis-32462	21	14	in	in	ADP
fcis-32462	21	15	the	the	DET
fcis-32462	21	16	majority	majority	NOUN
fcis-32462	21	17	of	of	ADP
fcis-32462	21	18	companies	company	NOUN
fcis-32462	21	19	and	and	CCONJ
fcis-32462	21	20	organisations	organisation	NOUN
fcis-32462	21	21	retaining	retain	VERB
fcis-32462	21	22	the	the	DET
fcis-32462	21	23	most	most	ADV
fcis-32462	21	24	rudimentary	rudimentary	ADJ
fcis-32462	21	25	single	single	ADJ
fcis-32462	21	26	metrics	metric	NOUN
fcis-32462	21	27	.	.	PUNCT
fcis-32462	22	1	in	in	ADP
fcis-32462	22	2	order	order	NOUN
fcis-32462	22	3	to	to	PART
fcis-32462	22	4	quantify	quantify	VERB
fcis-32462	22	5	and	and	CCONJ
fcis-32462	22	6	evaluate	evaluate	VERB
fcis-32462	22	7	programmers	programmer	NOUN
fcis-32462	22	8	'	'	PART
fcis-32462	22	9	contributions	contribution	NOUN
fcis-32462	22	10	in	in	ADP
fcis-32462	22	11	a	a	DET
fcis-32462	22	12	more	more	ADV
fcis-32462	22	13	reasonable	reasonable	ADJ
fcis-32462	22	14	manner	manner	NOUN
fcis-32462	22	15	,	,	PUNCT
fcis-32462	22	16	this	this	DET
fcis-32462	22	17	paper	paper	NOUN
fcis-32462	22	18	employs	employ	VERB
fcis-32462	22	19	two	two	NUM
fcis-32462	22	20	metrics	metric	NOUN
fcis-32462	22	21	,	,	PUNCT
fcis-32462	22	22	noc	noc	PROPN
fcis-32462	22	23	and	and	CCONJ
fcis-32462	22	24	loc	loc	NOUN
fcis-32462	22	25	,	,	PUNCT
fcis-32462	22	26	and	and	CCONJ
fcis-32462	22	27	develops	develop	VERB
fcis-32462	22	28	a	a	DET
fcis-32462	22	29	set	set	NOUN
fcis-32462	22	30	of	of	ADP
fcis-32462	22	31	formulas	formula	NOUN
fcis-32462	22	32	to	to	PART
fcis-32462	22	33	calculate	calculate	VERB
fcis-32462	22	34	code	code	NOUN
fcis-32462	22	35	commit	commit	VERB
fcis-32462	22	36	health	health	NOUN
fcis-32462	22	37	(	(	PUNCT
fcis-32462	22	38	cch	cch	PROPN
fcis-32462	22	39	)	)	PUNCT
fcis-32462	22	40	.	.	PUNCT
fcis-32462	23	1	cch	cch	PROPN
fcis-32462	23	2	circumvents	circumvent	VERB
fcis-32462	23	3	the	the	DET
fcis-32462	23	4	various	various	ADJ
fcis-32462	23	5	shortcomings	shortcoming	NOUN
fcis-32462	23	6	associated	associate	VERB
fcis-32462	23	7	with	with	ADP
fcis-32462	23	8	a	a	DET
fcis-32462	23	9	single	single	ADJ
fcis-32462	23	10	metrics	metric	NOUN
fcis-32462	23	11	and	and	CCONJ
fcis-32462	23	12	offers	offer	VERB
fcis-32462	23	13	a	a	DET
fcis-32462	23	14	more	more	ADV
fcis-32462	23	15	comprehensive	comprehensive	ADJ
fcis-32462	23	16	assessment	assessment	NOUN
fcis-32462	23	17	of	of	ADP
fcis-32462	23	18	programmers	programmer	NOUN
fcis-32462	23	19	'	'	PART
fcis-32462	23	20	contributions	contribution	NOUN
fcis-32462	23	21	.	.	PUNCT
fcis-32462	24	1	the	the	DET
fcis-32462	24	2	evaluation	evaluation	NOUN
fcis-32462	24	3	of	of	ADP
fcis-32462	24	4	a	a	DET
fcis-32462	24	5	programmer	programmer	NOUN
fcis-32462	24	6	's	's	PART
fcis-32462	24	7	contribution	contribution	NOUN
fcis-32462	24	8	can	can	AUX
fcis-32462	24	9	be	be	AUX
fcis-32462	24	10	conducted	conduct	VERB
fcis-32462	24	11	in	in	ADP
fcis-32462	24	12	a	a	DET
fcis-32462	24	13	more	more	ADV
fcis-32462	24	14	effective	effective	ADJ
fcis-32462	24	15	manner	manner	NOUN
fcis-32462	24	16	,	,	PUNCT
fcis-32462	24	17	and	and	CCONJ
fcis-32462	24	18	the	the	DET
fcis-32462	24	19	data	datum	NOUN
fcis-32462	24	20	necessary	necessary	ADJ
fcis-32462	24	21	for	for	ADP
fcis-32462	24	22	cch	cch	PROPN
fcis-32462	24	23	is	be	AUX
fcis-32462	24	24	readily	readily	ADV
fcis-32462	24	25	accessible	accessible	ADJ
fcis-32462	24	26	,	,	PUNCT
fcis-32462	24	27	thereby	thereby	ADV
fcis-32462	24	28	enhancing	enhance	VERB
fcis-32462	24	29	the	the	DET
fcis-32462	24	30	applicability	applicability	NOUN
fcis-32462	24	31	of	of	ADP
fcis-32462	24	32	cch	cch	PROPN
fcis-32462	24	33	.	.	PUNCT
fcis-32462	25	1	for	for	ADP
fcis-32462	25	2	instance	instance	NOUN
fcis-32462	25	3	,	,	PUNCT
fcis-32462	25	4	cch	cch	PROPN
fcis-32462	25	5	is	be	AUX
fcis-32462	25	6	employed	employ	VERB
fcis-32462	25	7	for	for	ADP
fcis-32462	25	8	the	the	DET
fcis-32462	25	9	assessment	assessment	NOUN
fcis-32462	25	10	of	of	ADP
fcis-32462	25	11	contributors	contributor	NOUN
fcis-32462	25	12	in	in	ADP
fcis-32462	25	13	open	open	ADJ
fcis-32462	25	14	-	-	PUNCT
fcis-32462	25	15	source	source	NOUN
fcis-32462	25	16	communities	community	NOUN
fcis-32462	25	17	,	,	PUNCT
fcis-32462	25	18	the	the	DET
fcis-32462	25	19	evaluation	evaluation	NOUN
fcis-32462	25	20	of	of	ADP
fcis-32462	25	21	employee	employee	NOUN
fcis-32462	25	22	performance	performance	NOUN
fcis-32462	25	23	within	within	ADP
fcis-32462	25	24	enterprises	enterprise	NOUN
fcis-32462	25	25	,	,	PUNCT
fcis-32462	25	26	and	and	CCONJ
fcis-32462	25	27	the	the	DET
fcis-32462	25	28	scoring	scoring	NOUN
fcis-32462	25	29	of	of	ADP
fcis-32462	25	30	student	student	NOUN
fcis-32462	25	31	contributions	contribution	NOUN
fcis-32462	25	32	in	in	ADP
fcis-32462	25	33	programming	programming	NOUN
fcis-32462	25	34	teaching	teaching	NOUN
fcis-32462	25	35	activities	activity	NOUN
fcis-32462	25	36	.	.	PUNCT
fcis-32462	26	1	2	2	X
fcis-32462	26	2	.	.	X
fcis-32462	26	3	research	research	NOUN
fcis-32462	26	4	method	method	VERB
fcis-32462	26	5	the	the	DET
fcis-32462	26	6	methodology	methodology	NOUN
fcis-32462	26	7	of	of	ADP
fcis-32462	26	8	this	this	DET
fcis-32462	26	9	study	study	NOUN
fcis-32462	26	10	is	be	AUX
fcis-32462	26	11	comprised	comprise	VERB
fcis-32462	26	12	of	of	ADP
fcis-32462	26	13	the	the	DET
fcis-32462	26	14	following	follow	VERB
fcis-32462	26	15	principal	principal	ADJ
fcis-32462	26	16	stages	stage	NOUN
fcis-32462	26	17	.	.	PUNCT
fcis-32462	27	1	the	the	DET
fcis-32462	27	2	initial	initial	ADJ
fcis-32462	27	3	stage	stage	NOUN
fcis-32462	27	4	of	of	ADP
fcis-32462	27	5	the	the	DET
fcis-32462	27	6	process	process	NOUN
fcis-32462	27	7	entails	entail	VERB
fcis-32462	27	8	the	the	DET
fcis-32462	27	9	extraction	extraction	NOUN
fcis-32462	27	10	of	of	ADP
fcis-32462	27	11	commit	commit	VERB
fcis-32462	27	12	records	record	NOUN
fcis-32462	27	13	from	from	ADP
fcis-32462	27	14	the	the	DET
fcis-32462	27	15	code	code	NOUN
fcis-32462	27	16	repository	repository	NOUN
fcis-32462	27	17	.	.	PUNCT
fcis-32462	28	1	the	the	DET
fcis-32462	28	2	following	follow	VERB
fcis-32462	28	3	step	step	NOUN
fcis-32462	28	4	is	be	AUX
fcis-32462	28	5	the	the	DET
fcis-32462	28	6	cleaning	cleaning	NOUN
fcis-32462	28	7	of	of	ADP
fcis-32462	28	8	the	the	DET
fcis-32462	28	9	data	datum	NOUN
fcis-32462	28	10	using	use	VERB
fcis-32462	28	11	the	the	DET
fcis-32462	28	12	isolated	isolated	ADJ
fcis-32462	28	13	forest	forest	NOUN
fcis-32462	28	14	algorithm	algorithm	NOUN
fcis-32462	28	15	,	,	PUNCT
fcis-32462	28	16	with	with	ADP
fcis-32462	28	17	the	the	DET
fcis-32462	28	18	objective	objective	NOUN
fcis-32462	28	19	of	of	ADP
fcis-32462	28	20	removing	remove	VERB
fcis-32462	28	21	abnormal	abnormal	ADJ
fcis-32462	28	22	commits	commit	NOUN
fcis-32462	28	23	.	.	PUNCT
fcis-32462	29	1	subsequently	subsequently	ADV
fcis-32462	29	2	,	,	PUNCT
fcis-32462	29	3	the	the	DET
fcis-32462	29	4	programmers	programmer	NOUN
fcis-32462	29	5	are	be	AUX
fcis-32462	29	6	grouped	group	VERB
fcis-32462	29	7	together	together	ADV
fcis-32462	29	8	,	,	PUNCT
fcis-32462	29	9	and	and	CCONJ
fcis-32462	29	10	the	the	DET
fcis-32462	29	11	total	total	ADJ
fcis-32462	29	12	number	number	NOUN
fcis-32462	29	13	of	of	ADP
fcis-32462	29	14	commits	commit	NOUN
fcis-32462	29	15	and	and	CCONJ
fcis-32462	29	16	the	the	DET
fcis-32462	29	17	average	average	ADJ
fcis-32462	29	18	number	number	NOUN
fcis-32462	29	19	of	of	ADP
fcis-32462	29	20	lines	line	NOUN
fcis-32462	29	21	committed	commit	VERB
fcis-32462	29	22	are	be	AUX
fcis-32462	29	23	calculated	calculate	VERB
fcis-32462	29	24	for	for	ADP
fcis-32462	29	25	each	each	DET
fcis-32462	29	26	programmer	programmer	NOUN
fcis-32462	29	27	.	.	PUNCT
fcis-32462	30	1	ultimately	ultimately	ADV
fcis-32462	30	2	,	,	PUNCT
fcis-32462	30	3	the	the	DET
fcis-32462	30	4	aggregated	aggregate	VERB
fcis-32462	30	5	data	datum	NOUN
fcis-32462	30	6	is	be	AUX
fcis-32462	30	7	subjected	subject	VERB
fcis-32462	30	8	to	to	ADP
fcis-32462	30	9	modelling	modelling	NOUN
fcis-32462	30	10	and	and	CCONJ
fcis-32462	30	11	calculation	calculation	NOUN
fcis-32462	30	12	in	in	ADP
fcis-32462	30	13	order	order	NOUN
fcis-32462	30	14	to	to	PART
fcis-32462	30	15	ascertain	ascertain	VERB
fcis-32462	30	16	the	the	DET
fcis-32462	30	17	final	final	ADJ
fcis-32462	30	18	code	code	NOUN
fcis-32462	30	19	commit	commit	VERB
fcis-32462	30	20	health	health	NOUN
fcis-32462	30	21	.	.	PUNCT
fcis-32462	31	1	2.1	2.1	NUM
fcis-32462	31	2	.	.	PUNCT
fcis-32462	31	3	cleaning	clean	VERB
fcis-32462	31	4	abnormal	abnormal	ADJ
fcis-32462	31	5	commit	commit	NOUN
fcis-32462	31	6	data	datum	NOUN
fcis-32462	31	7	a	a	DET
fcis-32462	31	8	review	review	NOUN
fcis-32462	31	9	of	of	ADP
fcis-32462	31	10	data	datum	NOUN
fcis-32462	31	11	from	from	ADP
fcis-32462	31	12	open	open	ADJ
fcis-32462	31	13	source	source	NOUN
fcis-32462	31	14	projects	project	NOUN
fcis-32462	31	15	and	and	CCONJ
fcis-32462	31	16	internal	internal	ADJ
fcis-32462	31	17	enterprise	enterprise	NOUN
fcis-32462	31	18	commit	commit	NOUN
fcis-32462	31	19	records	record	NOUN
fcis-32462	31	20	revealed	reveal	VERB
fcis-32462	31	21	a	a	DET
fcis-32462	31	22	significant	significant	ADJ
fcis-32462	31	23	imbalance	imbalance	NOUN
fcis-32462	31	24	in	in	ADP
fcis-32462	31	25	the	the	DET
fcis-32462	31	26	distribution	distribution	NOUN
fcis-32462	31	27	of	of	ADP
fcis-32462	31	28	lines	line	NOUN
fcis-32462	31	29	of	of	ADP
fcis-32462	31	30	code	code	NOUN
fcis-32462	31	31	per	per	ADP
fcis-32462	31	32	commit	commit	NOUN
fcis-32462	31	33	,	,	PUNCT
fcis-32462	31	34	accompanied	accompany	VERB
fcis-32462	31	35	by	by	ADP
fcis-32462	31	36	a	a	DET
fcis-32462	31	37	considerable	considerable	ADJ
fcis-32462	31	38	degree	degree	NOUN
fcis-32462	31	39	of	of	ADP
fcis-32462	31	40	variance	variance	NOUN
fcis-32462	31	41	.	.	PUNCT
fcis-32462	32	1	some	some	PRON
fcis-32462	32	2	commits	commit	VERB
fcis-32462	32	3	alter	alter	NOUN
fcis-32462	32	4	a	a	DET
fcis-32462	32	5	28	28	NUM
fcis-32462	32	6	single	single	ADJ
fcis-32462	32	7	line	line	NOUN
fcis-32462	32	8	of	of	ADP
fcis-32462	32	9	code	code	NOUN
fcis-32462	32	10	,	,	PUNCT
fcis-32462	32	11	whereas	whereas	SCONJ
fcis-32462	32	12	others	other	NOUN
fcis-32462	32	13	modify	modify	VERB
fcis-32462	32	14	thousands	thousand	NOUN
fcis-32462	32	15	or	or	CCONJ
fcis-32462	32	16	even	even	ADV
fcis-32462	32	17	tens	ten	NOUN
fcis-32462	32	18	of	of	ADP
fcis-32462	32	19	thousands	thousand	NOUN
fcis-32462	32	20	of	of	ADP
fcis-32462	32	21	lines	line	NOUN
fcis-32462	32	22	of	of	ADP
fcis-32462	32	23	code	code	NOUN
fcis-32462	32	24	.	.	PUNCT
fcis-32462	33	1	this	this	DET
fcis-32462	33	2	phenomenon	phenomenon	NOUN
fcis-32462	33	3	is	be	AUX
fcis-32462	33	4	particularly	particularly	ADV
fcis-32462	33	5	prevalent	prevalent	ADJ
fcis-32462	33	6	in	in	ADP
fcis-32462	33	7	certain	certain	ADJ
fcis-32462	33	8	front	front	ADJ
fcis-32462	33	9	-	-	PUNCT
fcis-32462	33	10	end	end	NOUN
fcis-32462	33	11	projects	project	NOUN
fcis-32462	33	12	.	.	PUNCT
fcis-32462	34	1	for	for	ADP
fcis-32462	34	2	instance	instance	NOUN
fcis-32462	34	3	,	,	PUNCT
fcis-32462	34	4	programmers	programmer	NOUN
fcis-32462	34	5	may	may	AUX
fcis-32462	34	6	be	be	AUX
fcis-32462	34	7	required	require	VERB
fcis-32462	34	8	to	to	PART
fcis-32462	34	9	copy	copy	VERB
fcis-32462	34	10	or	or	CCONJ
fcis-32462	34	11	integrate	integrate	VERB
fcis-32462	34	12	third	third	ADJ
fcis-32462	34	13	-	-	PUNCT
fcis-32462	34	14	party	party	NOUN
fcis-32462	34	15	javascript	javascript	NOUN
fcis-32462	34	16	files	file	NOUN
fcis-32462	34	17	,	,	PUNCT
fcis-32462	34	18	resulting	result	VERB
fcis-32462	34	19	in	in	ADP
fcis-32462	34	20	the	the	DET
fcis-32462	34	21	submission	submission	NOUN
fcis-32462	34	22	of	of	ADP
fcis-32462	34	23	a	a	DET
fcis-32462	34	24	substantial	substantial	ADJ
fcis-32462	34	25	number	number	NOUN
fcis-32462	34	26	of	of	ADP
fcis-32462	34	27	third	third	ADJ
fcis-32462	34	28	-	-	PUNCT
fcis-32462	34	29	party	party	NOUN
fcis-32462	34	30	code	code	NOUN
fcis-32462	34	31	contributions	contribution	NOUN
fcis-32462	34	32	that	that	PRON
fcis-32462	34	33	are	be	AUX
fcis-32462	34	34	not	not	PART
fcis-32462	34	35	typically	typically	ADV
fcis-32462	34	36	considered	consider	VERB
fcis-32462	34	37	part	part	NOUN
fcis-32462	34	38	of	of	ADP
fcis-32462	34	39	the	the	DET
fcis-32462	34	40	original	original	ADJ
fcis-32462	34	41	contribution	contribution	NOUN
fcis-32462	34	42	.	.	PUNCT
fcis-32462	35	1	given	give	VERB
fcis-32462	35	2	the	the	DET
fcis-32462	35	3	considerable	considerable	ADJ
fcis-32462	35	4	discrepancy	discrepancy	NOUN
fcis-32462	35	5	in	in	ADP
fcis-32462	35	6	the	the	DET
fcis-32462	35	7	number	number	NOUN
fcis-32462	35	8	of	of	ADP
fcis-32462	35	9	lines	line	NOUN
fcis-32462	35	10	of	of	ADP
fcis-32462	35	11	code	code	NOUN
fcis-32462	35	12	submitted	submit	VERB
fcis-32462	35	13	on	on	ADP
fcis-32462	35	14	each	each	DET
fcis-32462	35	15	occasion	occasion	NOUN
fcis-32462	35	16	and	and	CCONJ
fcis-32462	35	17	the	the	DET
fcis-32462	35	18	uneven	uneven	ADJ
fcis-32462	35	19	distribution	distribution	NOUN
fcis-32462	35	20	,	,	PUNCT
fcis-32462	35	21	it	it	PRON
fcis-32462	35	22	is	be	AUX
fcis-32462	35	23	not	not	PART
fcis-32462	35	24	feasible	feasible	ADJ
fcis-32462	35	25	to	to	PART
fcis-32462	35	26	employ	employ	VERB
fcis-32462	35	27	straightforward	straightforward	ADJ
fcis-32462	35	28	statistical	statistical	ADJ
fcis-32462	35	29	techniques	technique	NOUN
fcis-32462	35	30	to	to	PART
fcis-32462	35	31	assess	assess	VERB
fcis-32462	35	32	the	the	DET
fcis-32462	35	33	outliers	outlier	NOUN
fcis-32462	35	34	.	.	PUNCT
fcis-32462	36	1	instead	instead	ADV
fcis-32462	36	2	,	,	PUNCT
fcis-32462	36	3	machine	machine	NOUN
fcis-32462	36	4	learning	learning	NOUN
fcis-32462	36	5	methodologies	methodology	NOUN
fcis-32462	36	6	must	must	AUX
fcis-32462	36	7	be	be	AUX
fcis-32462	36	8	utilised	utilise	VERB
fcis-32462	36	9	to	to	PART
fcis-32462	36	10	validate	validate	VERB
fcis-32462	36	11	the	the	DET
fcis-32462	36	12	outliers	outlier	NOUN
fcis-32462	36	13	.	.	PUNCT
fcis-32462	37	1	in	in	ADP
fcis-32462	37	2	this	this	DET
fcis-32462	37	3	paper	paper	NOUN
fcis-32462	37	4	,	,	PUNCT
fcis-32462	37	5	we	we	PRON
fcis-32462	37	6	adopt	adopt	VERB
fcis-32462	37	7	the	the	DET
fcis-32462	37	8	isolated	isolated	ADJ
fcis-32462	37	9	deep	deep	ADJ
fcis-32462	37	10	forest	forest	NOUN
fcis-32462	37	11	algorithm[5	algorithm[5	NOUN
fcis-32462	37	12	]	]	PUNCT
fcis-32462	37	13	as	as	ADP
fcis-32462	37	14	the	the	DET
fcis-32462	37	15	calibration	calibration	NOUN
fcis-32462	37	16	method	method	NOUN
fcis-32462	37	17	for	for	ADP
fcis-32462	37	18	outliers	outlier	NOUN
fcis-32462	37	19	.	.	PUNCT
fcis-32462	38	1	the	the	DET
fcis-32462	38	2	isolated	isolated	ADJ
fcis-32462	38	3	deep	deep	ADJ
fcis-32462	38	4	forest	forest	NOUN
fcis-32462	38	5	algorithm	algorithm	NOUN
fcis-32462	38	6	randomly	randomly	ADV
fcis-32462	38	7	cuts	cut	VERB
fcis-32462	38	8	the	the	DET
fcis-32462	38	9	data	data	NOUN
fcis-32462	38	10	space	space	NOUN
fcis-32462	38	11	by	by	ADP
fcis-32462	38	12	constructing	construct	VERB
fcis-32462	38	13	multiple	multiple	ADJ
fcis-32462	38	14	isolated	isolate	VERB
fcis-32462	38	15	trees	tree	NOUN
fcis-32462	38	16	to	to	PART
fcis-32462	38	17	achieve	achieve	VERB
fcis-32462	38	18	the	the	DET
fcis-32462	38	19	detection	detection	NOUN
fcis-32462	38	20	of	of	ADP
fcis-32462	38	21	outliers	outlier	NOUN
fcis-32462	38	22	.	.	PUNCT
fcis-32462	39	1	this	this	DET
fcis-32462	39	2	randomness	randomness	NOUN
fcis-32462	39	3	makes	make	VERB
fcis-32462	39	4	the	the	DET
fcis-32462	39	5	isolated	isolated	ADJ
fcis-32462	39	6	forest	forest	NOUN
fcis-32462	39	7	insensitive	insensitive	ADJ
fcis-32462	39	8	to	to	ADP
fcis-32462	39	9	the	the	DET
fcis-32462	39	10	distribution	distribution	NOUN
fcis-32462	39	11	of	of	ADP
fcis-32462	39	12	the	the	DET
fcis-32462	39	13	data	datum	NOUN
fcis-32462	39	14	,	,	PUNCT
fcis-32462	39	15	thereby	thereby	ADV
fcis-32462	39	16	ensuring	ensure	VERB
fcis-32462	39	17	strong	strong	ADJ
fcis-32462	39	18	robustness	robustness	NOUN
fcis-32462	39	19	and	and	CCONJ
fcis-32462	39	20	greater	great	ADJ
fcis-32462	39	21	applicability	applicability	NOUN
fcis-32462	39	22	to	to	ADP
fcis-32462	39	23	the	the	DET
fcis-32462	39	24	research	research	NOUN
fcis-32462	39	25	scenario	scenario	NOUN
fcis-32462	39	26	described	describe	VERB
fcis-32462	39	27	in	in	ADP
fcis-32462	39	28	this	this	DET
fcis-32462	39	29	paper	paper	NOUN
fcis-32462	39	30	.	.	PUNCT
fcis-32462	40	1	four	four	NUM
fcis-32462	40	2	prominent	prominent	ADJ
fcis-32462	40	3	open	open	ADJ
fcis-32462	40	4	-	-	PUNCT
fcis-32462	40	5	source	source	NOUN
fcis-32462	40	6	projects	project	NOUN
fcis-32462	40	7	were	be	AUX
fcis-32462	40	8	selected	select	VERB
fcis-32462	40	9	for	for	ADP
fcis-32462	40	10	experimental	experimental	ADJ
fcis-32462	40	11	investigation	investigation	NOUN
fcis-32462	40	12	:	:	PUNCT
fcis-32462	40	13	vue3[6	vue3[6	X
fcis-32462	40	14	]	]	PUNCT
fcis-32462	40	15	,	,	PUNCT
fcis-32462	40	16	dubbo[7	dubbo[7	PROPN
fcis-32462	40	17	]	]	PUNCT
fcis-32462	40	18	,	,	PUNCT
fcis-32462	40	19	kafka[8	kafka[8	PROPN
fcis-32462	40	20	]	]	PUNCT
fcis-32462	40	21	and	and	CCONJ
fcis-32462	40	22	transformers[9	transformers[9	NUM
fcis-32462	40	23	]	]	X
fcis-32462	40	24	.	.	PUNCT
fcis-32462	41	1	these	these	DET
fcis-32462	41	2	projects	project	NOUN
fcis-32462	41	3	span	span	VERB
fcis-32462	41	4	four	four	NUM
fcis-32462	41	5	distinct	distinct	ADJ
fcis-32462	41	6	domains	domain	NOUN
fcis-32462	41	7	:	:	PUNCT
fcis-32462	41	8	front	front	ADJ
fcis-32462	41	9	-	-	PUNCT
fcis-32462	41	10	end	end	NOUN
fcis-32462	41	11	,	,	PUNCT
fcis-32462	41	12	back	back	NOUN
fcis-32462	41	13	-	-	PUNCT
fcis-32462	41	14	end	end	NOUN
fcis-32462	41	15	,	,	PUNCT
fcis-32462	41	16	middleware	middleware	NOUN
fcis-32462	41	17	and	and	CCONJ
fcis-32462	41	18	machine	machine	NOUN
fcis-32462	41	19	learning	learning	NOUN
fcis-32462	41	20	.	.	PUNCT
fcis-32462	42	1	figure	figure	NOUN
fcis-32462	42	2	1	1	NUM
fcis-32462	42	3	illustrates	illustrate	VERB
fcis-32462	42	4	the	the	DET
fcis-32462	42	5	distribution	distribution	NOUN
fcis-32462	42	6	of	of	ADP
fcis-32462	42	7	single	single	ADJ
fcis-32462	42	8	-	-	PUNCT
fcis-32462	42	9	commit	commit	NOUN
fcis-32462	42	10	code	code	NOUN
fcis-32462	42	11	lines	line	NOUN
fcis-32462	42	12	for	for	ADP
fcis-32462	42	13	the	the	DET
fcis-32462	42	14	four	four	NUM
fcis-32462	42	15	projects	project	NOUN
fcis-32462	42	16	.	.	PUNCT
fcis-32462	43	1	it	it	PRON
fcis-32462	43	2	is	be	AUX
fcis-32462	43	3	evident	evident	ADJ
fcis-32462	43	4	that	that	SCONJ
fcis-32462	43	5	the	the	DET
fcis-32462	43	6	distribution	distribution	NOUN
fcis-32462	43	7	of	of	ADP
fcis-32462	43	8	single	single	ADJ
fcis-32462	43	9	-	-	PUNCT
fcis-32462	43	10	commit	commit	NOUN
fcis-32462	43	11	code	code	NOUN
fcis-32462	43	12	lines	line	NOUN
fcis-32462	43	13	is	be	AUX
fcis-32462	43	14	highly	highly	ADV
fcis-32462	43	15	uneven	uneven	ADJ
fcis-32462	43	16	,	,	PUNCT
fcis-32462	43	17	and	and	CCONJ
fcis-32462	43	18	the	the	DET
fcis-32462	43	19	isolated	isolated	ADJ
fcis-32462	43	20	deep	deep	ADJ
fcis-32462	43	21	forest	forest	NOUN
fcis-32462	43	22	algorithm	algorithm	NOUN
fcis-32462	43	23	is	be	AUX
fcis-32462	43	24	capable	capable	ADJ
fcis-32462	43	25	of	of	ADP
fcis-32462	43	26	distinguishing	distinguish	VERB
fcis-32462	43	27	outliers	outlier	NOUN
fcis-32462	43	28	with	with	ADP
fcis-32462	43	29	greater	great	ADJ
fcis-32462	43	30	efficacy	efficacy	NOUN
fcis-32462	43	31	.	.	PUNCT
fcis-32462	44	1	figure	figure	NOUN
fcis-32462	44	2	1	1	NUM
fcis-32462	44	3	.	.	PUNCT
fcis-32462	44	4	isolation	isolation	NOUN
fcis-32462	44	5	forest	forest	NOUN
fcis-32462	44	6	anomaly	anomaly	NOUN
fcis-32462	44	7	detection	detection	NOUN
fcis-32462	44	8	2.2	2.2	NUM
fcis-32462	44	9	.	.	PUNCT
fcis-32462	45	1	establishing	establish	VERB
fcis-32462	45	2	the	the	DET
fcis-32462	45	3	relative	relative	ADJ
fcis-32462	45	4	importance	importance	NOUN
fcis-32462	45	5	of	of	ADP
fcis-32462	45	6	loc	loc	PROPN
fcis-32462	45	7	and	and	CCONJ
fcis-32462	45	8	noc	noc	PROPN
fcis-32462	45	9	once	once	SCONJ
fcis-32462	45	10	the	the	DET
fcis-32462	45	11	two	two	NUM
fcis-32462	45	12	data	data	NOUN
fcis-32462	45	13	sets	set	NOUN
fcis-32462	45	14	of	of	ADP
fcis-32462	45	15	loc	loc	NOUN
fcis-32462	45	16	and	and	CCONJ
fcis-32462	45	17	noc	noc	PROPN
fcis-32462	45	18	have	have	AUX
fcis-32462	45	19	been	be	AUX
fcis-32462	45	20	obtained	obtain	VERB
fcis-32462	45	21	,	,	PUNCT
fcis-32462	45	22	it	it	PRON
fcis-32462	45	23	is	be	AUX
fcis-32462	45	24	necessary	necessary	ADJ
fcis-32462	45	25	to	to	PART
fcis-32462	45	26	confirm	confirm	VERB
fcis-32462	45	27	the	the	DET
fcis-32462	45	28	relative	relative	ADJ
fcis-32462	45	29	importance	importance	NOUN
fcis-32462	45	30	of	of	ADP
fcis-32462	45	31	these	these	DET
fcis-32462	45	32	two	two	NUM
fcis-32462	45	33	metrics	metric	NOUN
fcis-32462	45	34	in	in	ADP
fcis-32462	45	35	order	order	NOUN
fcis-32462	45	36	to	to	PART
fcis-32462	45	37	inform	inform	VERB
fcis-32462	45	38	the	the	DET
fcis-32462	45	39	subsequent	subsequent	ADJ
fcis-32462	45	40	formula	formula	NOUN
fcis-32462	45	41	design	design	NOUN
fcis-32462	45	42	.	.	PUNCT
fcis-32462	46	1	a	a	DET
fcis-32462	46	2	questionnaire	questionnaire	NOUN
fcis-32462	46	3	survey	survey	NOUN
fcis-32462	46	4	was	be	AUX
fcis-32462	46	5	conducted	conduct	VERB
fcis-32462	46	6	on	on	ADP
fcis-32462	46	7	36	36	NUM
fcis-32462	46	8	programmers	programmer	NOUN
fcis-32462	46	9	,	,	PUNCT
fcis-32462	46	10	with	with	ADP
fcis-32462	46	11	the	the	DET
fcis-32462	46	12	design	design	NOUN
fcis-32462	46	13	of	of	ADP
fcis-32462	46	14	the	the	DET
fcis-32462	46	15	questionnaire	questionnaire	NOUN
fcis-32462	46	16	based	base	VERB
fcis-32462	46	17	on	on	ADP
fcis-32462	46	18	the	the	DET
fcis-32462	46	19	consistency	consistency	NOUN
fcis-32462	46	20	matrix	matrix	NOUN
fcis-32462	46	21	method	method	NOUN
fcis-32462	46	22	in	in	ADP
fcis-32462	46	23	ahp	ahp	PROPN
fcis-32462	46	24	hierarchical	hierarchical	PROPN
fcis-32462	46	25	analysis[10	analysis[10	NOUN
fcis-32462	46	26	]	]	PUNCT
fcis-32462	46	27	.	.	PUNCT
fcis-32462	47	1	this	this	PRON
fcis-32462	47	2	entailed	entail	VERB
fcis-32462	47	3	a	a	DET
fcis-32462	47	4	comparison	comparison	NOUN
fcis-32462	47	5	of	of	ADP
fcis-32462	47	6	the	the	DET
fcis-32462	47	7	two	two	NUM
fcis-32462	47	8	metrics	metric	NOUN
fcis-32462	47	9	on	on	ADP
fcis-32462	47	10	a	a	DET
fcis-32462	47	11	two	two	NUM
fcis-32462	47	12	-	-	PUNCT
fcis-32462	47	13	by	by	ADP
fcis-32462	47	14	-	-	PUNCT
fcis-32462	47	15	two	two	NUM
fcis-32462	47	16	basis	basis	NOUN
fcis-32462	47	17	,	,	PUNCT
fcis-32462	47	18	with	with	SCONJ
fcis-32462	47	19	the	the	DET
fcis-32462	47	20	use	use	NOUN
fcis-32462	47	21	of	of	ADP
fcis-32462	47	22	a	a	DET
fcis-32462	47	23	relative	relative	ADJ
fcis-32462	47	24	scale	scale	NOUN
fcis-32462	47	25	to	to	PART
fcis-32462	47	26	enhance	enhance	VERB
fcis-32462	47	27	the	the	DET
fcis-32462	47	28	precision	precision	NOUN
fcis-32462	47	29	of	of	ADP
fcis-32462	47	30	the	the	DET
fcis-32462	47	31	evaluation	evaluation	NOUN
fcis-32462	47	32	.	.	PUNCT
fcis-32462	48	1	in	in	ADP
fcis-32462	48	2	this	this	DET
fcis-32462	48	3	section	section	NOUN
fcis-32462	48	4	,	,	PUNCT
fcis-32462	48	5	the	the	DET
fcis-32462	48	6	relative	relative	ADJ
fcis-32462	48	7	importance	importance	NOUN
fcis-32462	48	8	of	of	ADP
fcis-32462	48	9	the	the	DET
fcis-32462	48	10	noc	noc	PROPN
fcis-32462	48	11	and	and	CCONJ
fcis-32462	48	12	loc	loc	NOUN
fcis-32462	48	13	metrics	metric	NOUN
fcis-32462	48	14	is	be	AUX
fcis-32462	48	15	determined	determine	VERB
fcis-32462	48	16	by	by	ADP
fcis-32462	48	17	comparing	compare	VERB
fcis-32462	48	18	them	they	PRON
fcis-32462	48	19	two	two	NUM
fcis-32462	48	20	by	by	ADP
fcis-32462	48	21	two	two	NUM
fcis-32462	48	22	.	.	PUNCT
fcis-32462	49	1	in	in	ADP
fcis-32462	49	2	particular	particular	ADJ
fcis-32462	49	3	,	,	PUNCT
fcis-32462	49	4	the	the	DET
fcis-32462	49	5	question	question	NOUN
fcis-32462	49	6	posed	pose	VERB
fcis-32462	49	7	was	be	AUX
fcis-32462	49	8	as	as	SCONJ
fcis-32462	49	9	follows	follow	VERB
fcis-32462	49	10	:	:	PUNCT
fcis-32462	49	11	which	which	PRON
fcis-32462	49	12	of	of	ADP
fcis-32462	49	13	the	the	DET
fcis-32462	49	14	two	two	NUM
fcis-32462	49	15	metrics	metric	NOUN
fcis-32462	49	16	do	do	AUX
fcis-32462	49	17	you	you	PRON
fcis-32462	49	18	consider	consider	VERB
fcis-32462	49	19	to	to	PART
fcis-32462	49	20	be	be	AUX
fcis-32462	49	21	more	more	ADV
fcis-32462	49	22	important	important	ADJ
fcis-32462	49	23	in	in	ADP
fcis-32462	49	24	measuring	measure	VERB
fcis-32462	49	25	programmer	programmer	NOUN
fcis-32462	49	26	contribution	contribution	NOUN
fcis-32462	49	27	in	in	ADP
fcis-32462	49	28	comparison	comparison	NOUN
fcis-32462	49	29	to	to	ADP
fcis-32462	49	30	noc	noc	PROPN
fcis-32462	49	31	and	and	CCONJ
fcis-32462	49	32	loc	loc	PROPN
fcis-32462	49	33	?	?	PUNCT
fcis-32462	50	1	a	a	DET
fcis-32462	50	2	total	total	NOUN
fcis-32462	50	3	of	of	ADP
fcis-32462	50	4	five	five	NUM
fcis-32462	50	5	options	option	NOUN
fcis-32462	50	6	were	be	AUX
fcis-32462	50	7	presented	present	VERB
fcis-32462	50	8	.	.	PUNCT
fcis-32462	51	1	the	the	DET
fcis-32462	51	2	responses	response	NOUN
fcis-32462	51	3	indicated	indicate	VERB
fcis-32462	51	4	that	that	SCONJ
fcis-32462	51	5	loc	loc	NOUN
fcis-32462	51	6	is	be	AUX
fcis-32462	51	7	significantly	significantly	ADV
fcis-32462	51	8	important	important	ADJ
fcis-32462	51	9	,	,	PUNCT
fcis-32462	51	10	loc	loc	PROPN
fcis-32462	51	11	is	be	AUX
fcis-32462	51	12	slightly	slightly	ADV
fcis-32462	51	13	important	important	ADJ
fcis-32462	51	14	,	,	PUNCT
fcis-32462	51	15	loc	loc	PROPN
fcis-32462	51	16	is	be	AUX
fcis-32462	51	17	equally	equally	ADV
fcis-32462	51	18	important	important	ADJ
fcis-32462	51	19	,	,	PUNCT
fcis-32462	51	20	noc	noc	PROPN
fcis-32462	51	21	is	be	AUX
fcis-32462	51	22	slightly	slightly	ADV
fcis-32462	51	23	important	important	ADJ
fcis-32462	51	24	,	,	PUNCT
fcis-32462	51	25	and	and	CCONJ
fcis-32462	51	26	noc	noc	PROPN
fcis-32462	51	27	is	be	AUX
fcis-32462	51	28	significantly	significantly	ADV
fcis-32462	51	29	important	important	ADJ
fcis-32462	51	30	.	.	PUNCT
fcis-32462	52	1	these	these	DET
fcis-32462	52	2	responses	response	NOUN
fcis-32462	52	3	were	be	AUX
fcis-32462	52	4	represented	represent	VERB
fcis-32462	52	5	by	by	ADP
fcis-32462	52	6	scores	score	NOUN
fcis-32462	52	7	of	of	ADP
fcis-32462	52	8	2	2	NUM
fcis-32462	52	9	,	,	PUNCT
fcis-32462	52	10	1	1	NUM
fcis-32462	52	11	,	,	PUNCT
fcis-32462	52	12	0	0	NUM
fcis-32462	52	13	,	,	PUNCT
fcis-32462	52	14	-1	-1	NOUN
fcis-32462	52	15	,	,	PUNCT
fcis-32462	52	16	and	and	CCONJ
fcis-32462	52	17	-2	-2	INTJ
fcis-32462	52	18	,	,	PUNCT
fcis-32462	52	19	respectively	respectively	ADV
fcis-32462	52	20	.	.	PUNCT
fcis-32462	53	1	upon	upon	SCONJ
fcis-32462	53	2	analysis	analysis	NOUN
fcis-32462	53	3	of	of	ADP
fcis-32462	53	4	the	the	DET
fcis-32462	53	5	collected	collect	VERB
fcis-32462	53	6	results	result	NOUN
fcis-32462	53	7	,	,	PUNCT
fcis-32462	53	8	it	it	PRON
fcis-32462	53	9	was	be	AUX
fcis-32462	53	10	found	find	VERB
fcis-32462	53	11	that	that	SCONJ
fcis-32462	53	12	the	the	DET
fcis-32462	53	13	majority	majority	NOUN
fcis-32462	53	14	of	of	ADP
fcis-32462	53	15	respondents	respondent	NOUN
fcis-32462	53	16	agreed	agree	VERB
fcis-32462	53	17	that	that	SCONJ
fcis-32462	53	18	noc	noc	PROPN
fcis-32462	53	19	was	be	AUX
fcis-32462	53	20	relatively	relatively	ADV
fcis-32462	53	21	more	more	ADV
fcis-32462	53	22	important	important	ADJ
fcis-32462	53	23	than	than	ADP
fcis-32462	53	24	loc	loc	NOUN
fcis-32462	53	25	,	,	PUNCT
fcis-32462	53	26	with	with	ADP
fcis-32462	53	27	a	a	DET
fcis-32462	53	28	mean	mean	ADJ
fcis-32462	53	29	value	value	NOUN
fcis-32462	53	30	of	of	ADP
fcis-32462	53	31	1.03	1.03	NUM
fcis-32462	53	32	.	.	PUNCT
fcis-32462	54	1	the	the	DET
fcis-32462	54	2	detailed	detailed	ADJ
fcis-32462	54	3	distribution	distribution	NOUN
fcis-32462	54	4	is	be	AUX
fcis-32462	54	5	shown	show	VERB
fcis-32462	54	6	in	in	ADP
fcis-32462	54	7	figure	figure	NOUN
fcis-32462	54	8	2	2	NUM
fcis-32462	54	9	.	.	PUNCT
fcis-32462	54	10	figure	figure	NOUN
fcis-32462	54	11	2	2	NUM
fcis-32462	54	12	.	.	NOUN
fcis-32462	54	13	relative	relative	ADJ
fcis-32462	54	14	importance	importance	NOUN
fcis-32462	54	15	scores	score	NOUN
fcis-32462	54	16	of	of	ADP
fcis-32462	54	17	loc	loc	NOUN
fcis-32462	54	18	and	and	CCONJ
fcis-32462	54	19	noc	noc	PROPN
fcis-32462	54	20	a	a	DET
fcis-32462	54	21	higher	high	ADJ
fcis-32462	54	22	number	number	NOUN
fcis-32462	54	23	of	of	ADP
fcis-32462	54	24	commits	commit	NOUN
fcis-32462	54	25	typically	typically	ADV
fcis-32462	54	26	indicates	indicate	VERB
fcis-32462	54	27	that	that	SCONJ
fcis-32462	54	28	the	the	DET
fcis-32462	54	29	developer	developer	NOUN
fcis-32462	54	30	is	be	AUX
fcis-32462	54	31	actively	actively	ADV
fcis-32462	54	32	engaged	engage	VERB
fcis-32462	54	33	in	in	ADP
fcis-32462	54	34	the	the	DET
fcis-32462	54	35	project	project	NOUN
fcis-32462	54	36	and	and	CCONJ
fcis-32462	54	37	contributes	contribute	VERB
fcis-32462	54	38	more	more	ADJ
fcis-32462	54	39	to	to	ADP
fcis-32462	54	40	its	its	PRON
fcis-32462	54	41	development	development	NOUN
fcis-32462	54	42	.	.	PUNCT
fcis-32462	55	1	this	this	PRON
fcis-32462	55	2	is	be	AUX
fcis-32462	55	3	a	a	DET
fcis-32462	55	4	common	common	ADJ
fcis-32462	55	5	practice	practice	NOUN
fcis-32462	55	6	in	in	ADP
fcis-32462	55	7	globally	globally	ADV
fcis-32462	55	8	renowned	renowne	VERB
fcis-32462	55	9	open	open	ADJ
fcis-32462	55	10	-	-	PUNCT
fcis-32462	55	11	source	source	NOUN
fcis-32462	55	12	communities	community	NOUN
fcis-32462	55	13	such	such	ADJ
fcis-32462	55	14	as	as	ADP
fcis-32462	55	15	github	github	NOUN
fcis-32462	55	16	,	,	PUNCT
fcis-32462	55	17	gitee	gitee	NOUN
fcis-32462	55	18	,	,	PUNCT
fcis-32462	55	19	and	and	CCONJ
fcis-32462	55	20	openstack	openstack	PROPN
fcis-32462	55	21	,	,	PUNCT
fcis-32462	55	22	where	where	SCONJ
fcis-32462	55	23	noc	noc	PROPN
fcis-32462	55	24	is	be	AUX
fcis-32462	55	25	primarily	primarily	ADV
fcis-32462	55	26	utilized	utilize	VERB
fcis-32462	55	27	to	to	PART
fcis-32462	55	28	document	document	VERB
fcis-32462	55	29	the	the	DET
fcis-32462	55	30	developer	developer	NOUN
fcis-32462	55	31	's	's	PART
fcis-32462	55	32	activity[1,11,12	activity[1,11,12	PROPN
fcis-32462	55	33	]	]	PUNCT
fcis-32462	55	34	.	.	PUNCT
fcis-32462	56	1	furthermore	furthermore	ADV
fcis-32462	56	2	,	,	PUNCT
fcis-32462	56	3	there	there	PRON
fcis-32462	56	4	is	be	VERB
fcis-32462	56	5	a	a	DET
fcis-32462	56	6	correlation	correlation	NOUN
fcis-32462	56	7	between	between	ADP
fcis-32462	56	8	noc	noc	PROPN
fcis-32462	56	9	and	and	CCONJ
fcis-32462	56	10	code	code	NOUN
fcis-32462	56	11	quality	quality	NOUN
fcis-32462	56	12	.	.	PUNCT
fcis-32462	57	1	it	it	PRON
fcis-32462	57	2	can	can	AUX
fcis-32462	57	3	be	be	AUX
fcis-32462	57	4	posited	posit	VERB
fcis-32462	57	5	that	that	SCONJ
fcis-32462	57	6	an	an	DET
fcis-32462	57	7	increase	increase	NOUN
fcis-32462	57	8	in	in	ADP
fcis-32462	57	9	noc	noc	PROPN
fcis-32462	57	10	may	may	AUX
fcis-32462	57	11	be	be	AUX
fcis-32462	57	12	accompanied	accompany	VERB
fcis-32462	57	13	by	by	ADP
fcis-32462	57	14	an	an	DET
fcis-32462	57	15	increase	increase	NOUN
fcis-32462	57	16	in	in	ADP
fcis-32462	57	17	the	the	DET
fcis-32462	57	18	quality	quality	NOUN
fcis-32462	57	19	of	of	ADP
fcis-32462	57	20	the	the	DET
fcis-32462	57	21	code	code	NOUN
fcis-32462	57	22	.	.	PUNCT
fcis-32462	58	1	however	however	ADV
fcis-32462	58	2	,	,	PUNCT
fcis-32462	58	3	it	it	PRON
fcis-32462	58	4	must	must	AUX
fcis-32462	58	5	be	be	AUX
fcis-32462	58	6	acknowledged	acknowledge	VERB
fcis-32462	58	7	that	that	SCONJ
fcis-32462	58	8	noc	noc	PROPN
fcis-32462	58	9	,	,	PUNCT
fcis-32462	58	10	in	in	ADP
fcis-32462	58	11	isolation	isolation	NOUN
fcis-32462	58	12	,	,	PUNCT
fcis-32462	58	13	is	be	AUX
fcis-32462	58	14	not	not	PART
fcis-32462	58	15	a	a	DET
fcis-32462	58	16	comprehensive	comprehensive	ADJ
fcis-32462	58	17	indicator	indicator	NOUN
fcis-32462	58	18	of	of	ADP
fcis-32462	58	19	code	code	NOUN
fcis-32462	58	20	quality	quality	NOUN
fcis-32462	58	21	.	.	PUNCT
fcis-32462	59	1	rather	rather	ADV
fcis-32462	59	2	,	,	PUNCT
fcis-32462	59	3	it	it	PRON
fcis-32462	59	4	should	should	AUX
fcis-32462	59	5	be	be	AUX
fcis-32462	59	6	considered	consider	VERB
fcis-32462	59	7	alongside	alongside	ADP
fcis-32462	59	8	other	other	ADJ
fcis-32462	59	9	,	,	PUNCT
fcis-32462	59	10	more	more	ADV
fcis-32462	59	11	complex	complex	ADJ
fcis-32462	59	12	metrics[13	metrics[13	NOUN
fcis-32462	59	13	]	]	X
fcis-32462	59	14	.	.	PUNCT
fcis-32462	60	1	29	29	NUM
fcis-32462	60	2	3	3	NUM
fcis-32462	60	3	.	.	PUNCT
fcis-32462	60	4	benchmarking	benchmarke	VERB
fcis-32462	60	5	the	the	DET
fcis-32462	60	6	loc	loc	NOUN
fcis-32462	60	7	while	while	SCONJ
fcis-32462	60	8	the	the	DET
fcis-32462	60	9	number	number	NOUN
fcis-32462	60	10	of	of	ADP
fcis-32462	60	11	commits	commit	VERB
fcis-32462	60	12	is	be	AUX
fcis-32462	60	13	a	a	DET
fcis-32462	60	14	more	more	ADV
fcis-32462	60	15	important	important	ADJ
fcis-32462	60	16	metrics	metric	NOUN
fcis-32462	60	17	of	of	ADP
fcis-32462	60	18	developer	developer	NOUN
fcis-32462	60	19	contribution	contribution	NOUN
fcis-32462	60	20	than	than	ADP
fcis-32462	60	21	loc	loc	PROPN
fcis-32462	60	22	,	,	PUNCT
fcis-32462	60	23	it	it	PRON
fcis-32462	60	24	is	be	AUX
fcis-32462	60	25	not	not	PART
fcis-32462	60	26	the	the	DET
fcis-32462	60	27	sole	sole	ADJ
fcis-32462	60	28	factor	factor	NOUN
fcis-32462	60	29	that	that	PRON
fcis-32462	60	30	should	should	AUX
fcis-32462	60	31	be	be	AUX
fcis-32462	60	32	considered	consider	VERB
fcis-32462	60	33	when	when	SCONJ
fcis-32462	60	34	assessing	assess	VERB
fcis-32462	60	35	contribution	contribution	NOUN
fcis-32462	60	36	.	.	PUNCT
fcis-32462	61	1	it	it	PRON
fcis-32462	61	2	is	be	AUX
fcis-32462	61	3	erroneous	erroneous	ADJ
fcis-32462	61	4	to	to	PART
fcis-32462	61	5	assume	assume	VERB
fcis-32462	61	6	that	that	SCONJ
fcis-32462	61	7	a	a	DET
fcis-32462	61	8	high	high	ADJ
fcis-32462	61	9	frequency	frequency	NOUN
fcis-32462	61	10	of	of	ADP
fcis-32462	61	11	commits	commit	NOUN
fcis-32462	61	12	necessarily	necessarily	ADV
fcis-32462	61	13	implies	imply	VERB
fcis-32462	61	14	an	an	DET
fcis-32462	61	15	actual	actual	ADJ
fcis-32462	61	16	high	high	ADJ
fcis-32462	61	17	level	level	NOUN
fcis-32462	61	18	of	of	ADP
fcis-32462	61	19	contribution	contribution	NOUN
fcis-32462	61	20	,	,	PUNCT
fcis-32462	61	21	particularly	particularly	ADV
fcis-32462	61	22	in	in	ADP
fcis-32462	61	23	the	the	DET
fcis-32462	61	24	presence	presence	NOUN
fcis-32462	61	25	of	of	ADP
fcis-32462	61	26	commit	commit	VERB
fcis-32462	61	27	count	count	NOUN
fcis-32462	61	28	swiping	swipe	VERB
fcis-32462	61	29	behaviours	behaviour	NOUN
fcis-32462	61	30	.	.	PUNCT
fcis-32462	62	1	it	it	PRON
fcis-32462	62	2	is	be	AUX
fcis-32462	62	3	therefore	therefore	ADV
fcis-32462	62	4	essential	essential	ADJ
fcis-32462	62	5	to	to	PART
fcis-32462	62	6	assess	assess	VERB
fcis-32462	62	7	the	the	DET
fcis-32462	62	8	reasonableness	reasonableness	NOUN
fcis-32462	62	9	of	of	ADP
fcis-32462	62	10	the	the	DET
fcis-32462	62	11	number	number	NOUN
fcis-32462	62	12	of	of	ADP
fcis-32462	62	13	lines	line	NOUN
fcis-32462	62	14	of	of	ADP
fcis-32462	62	15	code	code	NOUN
fcis-32462	62	16	submitted	submit	VERB
fcis-32462	62	17	.	.	PUNCT
fcis-32462	63	1	in	in	ADP
fcis-32462	63	2	order	order	NOUN
fcis-32462	63	3	to	to	PART
fcis-32462	63	4	guarantee	guarantee	VERB
fcis-32462	63	5	the	the	DET
fcis-32462	63	6	fairness	fairness	NOUN
fcis-32462	63	7	and	and	CCONJ
fcis-32462	63	8	accuracy	accuracy	NOUN
fcis-32462	63	9	of	of	ADP
fcis-32462	63	10	the	the	DET
fcis-32462	63	11	assessment	assessment	NOUN
fcis-32462	63	12	,	,	PUNCT
fcis-32462	63	13	it	it	PRON
fcis-32462	63	14	is	be	AUX
fcis-32462	63	15	necessary	necessary	ADJ
fcis-32462	63	16	to	to	PART
fcis-32462	63	17	clean	clean	VERB
fcis-32462	63	18	the	the	DET
fcis-32462	63	19	data	datum	NOUN
fcis-32462	63	20	in	in	ADP
fcis-32462	63	21	order	order	NOUN
fcis-32462	63	22	to	to	PART
fcis-32462	63	23	remove	remove	VERB
fcis-32462	63	24	any	any	DET
fcis-32462	63	25	anomalous	anomalous	ADJ
fcis-32462	63	26	commit	commit	NOUN
fcis-32462	63	27	records	record	NOUN
fcis-32462	63	28	,	,	PUNCT
fcis-32462	63	29	such	such	ADJ
fcis-32462	63	30	as	as	ADP
fcis-32462	63	31	those	those	PRON
fcis-32462	63	32	with	with	ADP
fcis-32462	63	33	a	a	DET
fcis-32462	63	34	very	very	ADV
fcis-32462	63	35	low	low	ADJ
fcis-32462	63	36	or	or	CCONJ
fcis-32462	63	37	very	very	ADV
fcis-32462	63	38	high	high	ADJ
fcis-32462	63	39	number	number	NOUN
fcis-32462	63	40	of	of	ADP
fcis-32462	63	41	lines	line	NOUN
fcis-32462	63	42	.	.	PUNCT
fcis-32462	64	1	these	these	DET
fcis-32462	64	2	outliers	outlier	NOUN
fcis-32462	64	3	can	can	AUX
fcis-32462	64	4	be	be	AUX
fcis-32462	64	5	caused	cause	VERB
fcis-32462	64	6	by	by	ADP
fcis-32462	64	7	incorrect	incorrect	ADJ
fcis-32462	64	8	commits	commit	NOUN
fcis-32462	64	9	,	,	PUNCT
fcis-32462	64	10	duplicate	duplicate	NOUN
fcis-32462	64	11	commits	commit	NOUN
fcis-32462	64	12	,	,	PUNCT
fcis-32462	64	13	or	or	CCONJ
fcis-32462	64	14	artificially	artificially	ADV
fcis-32462	64	15	swiped	swipe	VERB
fcis-32462	64	16	commits	commit	NOUN
fcis-32462	64	17	.	.	PUNCT
fcis-32462	65	1	the	the	DET
fcis-32462	65	2	cleaned	clean	VERB
fcis-32462	65	3	commits	commit	VERB
fcis-32462	65	4	provide	provide	VERB
fcis-32462	65	5	a	a	DET
fcis-32462	65	6	more	more	ADV
fcis-32462	65	7	accurate	accurate	ADJ
fcis-32462	65	8	reflection	reflection	NOUN
fcis-32462	65	9	of	of	ADP
fcis-32462	65	10	the	the	DET
fcis-32462	65	11	actual	actual	ADJ
fcis-32462	65	12	workload	workload	NOUN
fcis-32462	65	13	of	of	ADP
fcis-32462	65	14	the	the	DET
fcis-32462	65	15	developer	developer	NOUN
fcis-32462	65	16	.	.	PUNCT
fcis-32462	66	1	in	in	ADP
fcis-32462	66	2	order	order	NOUN
fcis-32462	66	3	to	to	PART
fcis-32462	66	4	ascertain	ascertain	VERB
fcis-32462	66	5	a	a	DET
fcis-32462	66	6	reasonable	reasonable	ADJ
fcis-32462	66	7	number	number	NOUN
fcis-32462	66	8	of	of	ADP
fcis-32462	66	9	lines	line	NOUN
fcis-32462	66	10	of	of	ADP
fcis-32462	66	11	code	code	NOUN
fcis-32462	66	12	,	,	PUNCT
fcis-32462	66	13	the	the	DET
fcis-32462	66	14	mean	mean	ADJ
fcis-32462	66	15	value	value	NOUN
fcis-32462	66	16	of	of	ADP
fcis-32462	66	17	the	the	DET
fcis-32462	66	18	cleaned	clean	VERB
fcis-32462	66	19	commit	commit	NOUN
fcis-32462	66	20	records	record	NOUN
fcis-32462	66	21	can	can	AUX
fcis-32462	66	22	be	be	AUX
fcis-32462	66	23	employed	employ	VERB
fcis-32462	66	24	as	as	ADP
fcis-32462	66	25	a	a	DET
fcis-32462	66	26	benchmark	benchmark	NOUN
fcis-32462	66	27	.	.	PUNCT
fcis-32462	67	1	by	by	ADP
fcis-32462	67	2	comparing	compare	VERB
fcis-32462	67	3	each	each	DET
fcis-32462	67	4	developer	developer	NOUN
fcis-32462	67	5	's	's	PART
fcis-32462	67	6	commit	commit	ADJ
fcis-32462	67	7	lines	line	NOUN
fcis-32462	67	8	to	to	ADP
fcis-32462	67	9	this	this	DET
fcis-32462	67	10	mean	mean	NOUN
fcis-32462	67	11	,	,	PUNCT
fcis-32462	67	12	it	it	PRON
fcis-32462	67	13	is	be	AUX
fcis-32462	67	14	possible	possible	ADJ
fcis-32462	67	15	to	to	PART
fcis-32462	67	16	determine	determine	VERB
fcis-32462	67	17	which	which	PRON
fcis-32462	67	18	commits	commit	VERB
fcis-32462	67	19	are	be	AUX
fcis-32462	67	20	more	more	ADV
fcis-32462	67	21	reasonable	reasonable	ADJ
fcis-32462	67	22	and	and	CCONJ
fcis-32462	67	23	score	score	VERB
fcis-32462	67	24	higher	higher	ADV
fcis-32462	67	25	;	;	PUNCT
fcis-32462	67	26	conversely	conversely	ADV
fcis-32462	67	27	,	,	PUNCT
fcis-32462	67	28	commits	commit	VERB
fcis-32462	67	29	that	that	PRON
fcis-32462	67	30	deviate	deviate	VERB
fcis-32462	67	31	more	more	ADV
fcis-32462	67	32	from	from	ADP
fcis-32462	67	33	the	the	DET
fcis-32462	67	34	mean	mean	NOUN
fcis-32462	67	35	are	be	AUX
fcis-32462	67	36	considered	consider	VERB
fcis-32462	67	37	unreasonable	unreasonable	ADJ
fcis-32462	67	38	and	and	CCONJ
fcis-32462	67	39	score	score	VERB
fcis-32462	67	40	lower	lower	ADV
fcis-32462	67	41	.	.	PUNCT
fcis-32462	68	1	this	this	DET
fcis-32462	68	2	approach	approach	NOUN
fcis-32462	68	3	effectively	effectively	ADV
fcis-32462	68	4	balances	balance	VERB
fcis-32462	68	5	the	the	DET
fcis-32462	68	6	frequency	frequency	NOUN
fcis-32462	68	7	of	of	ADP
fcis-32462	68	8	commits	commit	NOUN
fcis-32462	68	9	and	and	CCONJ
fcis-32462	68	10	the	the	DET
fcis-32462	68	11	amount	amount	NOUN
fcis-32462	68	12	of	of	ADP
fcis-32462	68	13	code	code	NOUN
fcis-32462	68	14	,	,	PUNCT
fcis-32462	68	15	and	and	CCONJ
fcis-32462	68	16	reduces	reduce	VERB
fcis-32462	68	17	the	the	DET
fcis-32462	68	18	incidence	incidence	NOUN
fcis-32462	68	19	of	of	ADP
fcis-32462	68	20	developers	developer	NOUN
fcis-32462	68	21	increasing	increase	VERB
fcis-32462	68	22	their	their	PRON
fcis-32462	68	23	scores	score	NOUN
fcis-32462	68	24	through	through	ADP
fcis-32462	68	25	unnatural	unnatural	ADJ
fcis-32462	68	26	means	mean	NOUN
fcis-32462	68	27	.	.	PUNCT
fcis-32462	69	1	3.1	3.1	NUM
fcis-32462	69	2	.	.	PUNCT
fcis-32462	69	3	formula	formula	NOUN
fcis-32462	69	4	design	design	NOUN
fcis-32462	69	5	3.1.1	3.1.1	NUM
fcis-32462	69	6	.	.	PUNCT
fcis-32462	70	1	calculation	calculation	NOUN
fcis-32462	70	2	of	of	ADP
fcis-32462	70	3	contribution	contribution	NOUN
fcis-32462	70	4	coefficient	coefficient	NOUN
fcis-32462	70	5	in	in	ADP
fcis-32462	70	6	light	light	NOUN
fcis-32462	70	7	of	of	ADP
fcis-32462	70	8	the	the	DET
fcis-32462	70	9	findings	finding	NOUN
fcis-32462	70	10	from	from	ADP
fcis-32462	70	11	the	the	DET
fcis-32462	70	12	preceding	precede	VERB
fcis-32462	70	13	steps	step	NOUN
fcis-32462	70	14	,	,	PUNCT
fcis-32462	70	15	it	it	PRON
fcis-32462	70	16	becomes	become	VERB
fcis-32462	70	17	evident	evident	ADJ
fcis-32462	70	18	that	that	SCONJ
fcis-32462	70	19	the	the	DET
fcis-32462	70	20	noc	noc	PROPN
fcis-32462	70	21	holds	hold	VERB
fcis-32462	70	22	greater	great	ADJ
fcis-32462	70	23	significance	significance	NOUN
fcis-32462	70	24	than	than	ADP
fcis-32462	70	25	the	the	DET
fcis-32462	70	26	loc	loc	NOUN
fcis-32462	70	27	.	.	PUNCT
fcis-32462	71	1	in	in	ADP
fcis-32462	71	2	the	the	DET
fcis-32462	71	3	formula	formula	NOUN
fcis-32462	71	4	design	design	NOUN
fcis-32462	71	5	,	,	PUNCT
fcis-32462	71	6	it	it	PRON
fcis-32462	71	7	is	be	AUX
fcis-32462	71	8	essential	essential	ADJ
fcis-32462	71	9	to	to	PART
fcis-32462	71	10	consider	consider	VERB
fcis-32462	71	11	the	the	DET
fcis-32462	71	12	significance	significance	NOUN
fcis-32462	71	13	of	of	ADP
fcis-32462	71	14	the	the	DET
fcis-32462	71	15	noc	noc	NOUN
fcis-32462	71	16	,	,	PUNCT
fcis-32462	71	17	at	at	ADP
fcis-32462	71	18	the	the	DET
fcis-32462	71	19	same	same	ADJ
fcis-32462	71	20	time	time	NOUN
fcis-32462	71	21	,	,	PUNCT
fcis-32462	71	22	to	to	PART
fcis-32462	71	23	assess	assess	VERB
fcis-32462	71	24	the	the	DET
fcis-32462	71	25	reasonableness	reasonableness	NOUN
fcis-32462	71	26	of	of	ADP
fcis-32462	71	27	the	the	DET
fcis-32462	71	28	loc	loc	PROPN
fcis-32462	71	29	.	.	PUNCT
fcis-32462	72	1	this	this	PRON
fcis-32462	72	2	implies	imply	VERB
fcis-32462	72	3	that	that	SCONJ
fcis-32462	72	4	the	the	PRON
fcis-32462	72	5	closer	close	ADJ
fcis-32462	72	6	the	the	DET
fcis-32462	72	7	value	value	NOUN
fcis-32462	72	8	is	be	AUX
fcis-32462	72	9	to	to	ADP
fcis-32462	72	10	the	the	DET
fcis-32462	72	11	mean	mean	ADJ
fcis-32462	72	12	value	value	NOUN
fcis-32462	72	13	of	of	ADP
fcis-32462	72	14	the	the	DET
fcis-32462	72	15	cleaned	clean	VERB
fcis-32462	72	16	commit	commit	NOUN
fcis-32462	72	17	records	record	NOUN
fcis-32462	72	18	,	,	PUNCT
fcis-32462	72	19	the	the	PRON
fcis-32462	72	20	more	more	ADV
fcis-32462	72	21	favourable	favourable	ADJ
fcis-32462	72	22	it	it	PRON
fcis-32462	72	23	is	be	AUX
fcis-32462	72	24	.	.	PUNCT
fcis-32462	73	1	in	in	ADP
fcis-32462	73	2	order	order	NOUN
fcis-32462	73	3	to	to	PART
fcis-32462	73	4	achieve	achieve	VERB
fcis-32462	73	5	a	a	DET
fcis-32462	73	6	more	more	ADV
fcis-32462	73	7	uniform	uniform	ADJ
fcis-32462	73	8	distribution	distribution	NOUN
fcis-32462	73	9	of	of	ADP
fcis-32462	73	10	contribution	contribution	NOUN
fcis-32462	73	11	values	value	NOUN
fcis-32462	73	12	,	,	PUNCT
fcis-32462	73	13	a	a	DET
fcis-32462	73	14	logarithmic	logarithmic	ADJ
fcis-32462	73	15	function	function	NOUN
fcis-32462	73	16	is	be	AUX
fcis-32462	73	17	employed	employ	VERB
fcis-32462	73	18	to	to	PART
fcis-32462	73	19	address	address	VERB
fcis-32462	73	20	the	the	DET
fcis-32462	73	21	phenomenon	phenomenon	NOUN
fcis-32462	73	22	of	of	ADP
fcis-32462	73	23	logarithmic	logarithmic	ADJ
fcis-32462	73	24	growth	growth	NOUN
fcis-32462	73	25	,	,	PUNCT
fcis-32462	73	26	which	which	PRON
fcis-32462	73	27	exhibits	exhibit	VERB
fcis-32462	73	28	a	a	DET
fcis-32462	73	29	gradual	gradual	ADJ
fcis-32462	73	30	deceleration	deceleration	NOUN
fcis-32462	73	31	in	in	ADP
fcis-32462	73	32	the	the	DET
fcis-32462	73	33	rate	rate	NOUN
fcis-32462	73	34	of	of	ADP
fcis-32462	73	35	expansion	expansion	NOUN
fcis-32462	73	36	as	as	ADP
fcis-32462	73	37	the	the	DET
fcis-32462	73	38	number	number	NOUN
fcis-32462	73	39	of	of	ADP
fcis-32462	73	40	submissions	submission	NOUN
fcis-32462	73	41	increases	increase	NOUN
fcis-32462	73	42	.	.	PUNCT
fcis-32462	74	1	the	the	DET
fcis-32462	74	2	rate	rate	NOUN
fcis-32462	74	3	of	of	ADP
fcis-32462	74	4	the	the	DET
fcis-32462	74	5	score	score	NOUN
fcis-32462	74	6	will	will	AUX
fcis-32462	74	7	be	be	AUX
fcis-32462	74	8	slower	slow	ADJ
fcis-32462	74	9	in	in	ADP
fcis-32462	74	10	order	order	NOUN
fcis-32462	74	11	to	to	PART
fcis-32462	74	12	balance	balance	VERB
fcis-32462	74	13	the	the	DET
fcis-32462	74	14	score	score	NOUN
fcis-32462	74	15	gap	gap	NOUN
fcis-32462	74	16	between	between	ADP
fcis-32462	74	17	those	those	PRON
fcis-32462	74	18	who	who	PRON
fcis-32462	74	19	have	have	VERB
fcis-32462	74	20	a	a	DET
fcis-32462	74	21	very	very	ADV
fcis-32462	74	22	high	high	ADJ
fcis-32462	74	23	number	number	NOUN
fcis-32462	74	24	of	of	ADP
fcis-32462	74	25	submissions	submission	NOUN
fcis-32462	74	26	and	and	CCONJ
fcis-32462	74	27	those	those	PRON
fcis-32462	74	28	who	who	PRON
fcis-32462	74	29	have	have	VERB
fcis-32462	74	30	fewer	few	ADJ
fcis-32462	74	31	submissions	submission	NOUN
fcis-32462	74	32	.	.	PUNCT
fcis-32462	75	1	furthermore	furthermore	ADV
fcis-32462	75	2	,	,	PUNCT
fcis-32462	75	3	this	this	DET
fcis-32462	75	4	approach	approach	NOUN
fcis-32462	75	5	will	will	AUX
fcis-32462	75	6	avoid	avoid	VERB
fcis-32462	75	7	a	a	DET
fcis-32462	75	8	very	very	ADV
fcis-32462	75	9	small	small	ADJ
fcis-32462	75	10	number	number	NOUN
fcis-32462	75	11	of	of	ADP
fcis-32462	75	12	high	high	ADJ
fcis-32462	75	13	-	-	PUNCT
fcis-32462	75	14	frequency	frequency	NOUN
fcis-32462	75	15	commits	commit	VERB
fcis-32462	75	16	from	from	ADP
fcis-32462	75	17	scoring	score	VERB
fcis-32462	75	18	too	too	ADV
fcis-32462	75	19	highly	highly	ADV
fcis-32462	75	20	.	.	PUNCT
fcis-32462	76	1	concurrently	concurrently	ADV
fcis-32462	76	2	,	,	PUNCT
fcis-32462	76	3	to	to	PART
fcis-32462	76	4	circumvent	circumvent	VERB
fcis-32462	76	5	the	the	DET
fcis-32462	76	6	potential	potential	ADJ
fcis-32462	76	7	issue	issue	NOUN
fcis-32462	76	8	of	of	ADP
fcis-32462	76	9	zero	zero	NUM
fcis-32462	76	10	,	,	PUNCT
fcis-32462	76	11	logarithmic	logarithmic	ADJ
fcis-32462	76	12	processing	processing	NOUN
fcis-32462	76	13	is	be	AUX
fcis-32462	76	14	conducted	conduct	VERB
fcis-32462	76	15	by	by	ADP
fcis-32462	76	16	uniformly	uniformly	ADV
fcis-32462	76	17	appending	append	VERB
fcis-32462	76	18	a	a	DET
fcis-32462	76	19	value	value	NOUN
fcis-32462	76	20	of	of	ADP
fcis-32462	76	21	one	one	NUM
fcis-32462	76	22	to	to	ADP
fcis-32462	76	23	the	the	DET
fcis-32462	76	24	processed	process	VERB
fcis-32462	76	25	quantity	quantity	NOUN
fcis-32462	76	26	.	.	PUNCT
fcis-32462	77	1	subsequent	subsequent	ADJ
fcis-32462	77	2	to	to	ADP
fcis-32462	77	3	this	this	DET
fcis-32462	77	4	addition	addition	NOUN
fcis-32462	77	5	,	,	PUNCT
fcis-32462	77	6	programmers	programmer	NOUN
fcis-32462	77	7	with	with	ADP
fcis-32462	77	8	zero	zero	NUM
fcis-32462	77	9	submissions	submission	NOUN
fcis-32462	77	10	are	be	AUX
fcis-32462	77	11	assigned	assign	VERB
fcis-32462	77	12	a	a	DET
fcis-32462	77	13	score	score	NOUN
fcis-32462	77	14	of	of	ADP
fcis-32462	77	15	zero	zero	NUM
fcis-32462	77	16	,	,	PUNCT
fcis-32462	77	17	rather	rather	ADV
fcis-32462	77	18	than	than	ADP
fcis-32462	77	19	an	an	DET
fcis-32462	77	20	undefined	undefined	ADJ
fcis-32462	77	21	value	value	NOUN
fcis-32462	77	22	,	,	PUNCT
fcis-32462	77	23	while	while	SCONJ
fcis-32462	77	24	programmers	programmer	NOUN
fcis-32462	77	25	with	with	ADP
fcis-32462	77	26	lesser	less	ADJ
fcis-32462	77	27	submissions	submission	NOUN
fcis-32462	77	28	are	be	AUX
fcis-32462	77	29	allotted	allot	VERB
fcis-32462	77	30	a	a	DET
fcis-32462	77	31	lower	low	ADJ
fcis-32462	77	32	,	,	PUNCT
fcis-32462	77	33	yet	yet	CCONJ
fcis-32462	77	34	non	non	ADJ
fcis-32462	77	35	-	-	ADJ
fcis-32462	77	36	zero	zero	NUM
fcis-32462	77	37	,	,	PUNCT
fcis-32462	77	38	score	score	NOUN
fcis-32462	77	39	.	.	PUNCT
fcis-32462	78	1	moreover	moreover	ADV
fcis-32462	78	2	,	,	PUNCT
fcis-32462	78	3	programmers	programmer	NOUN
fcis-32462	78	4	with	with	ADP
fcis-32462	78	5	a	a	DET
fcis-32462	78	6	greater	great	ADJ
fcis-32462	78	7	number	number	NOUN
fcis-32462	78	8	of	of	ADP
fcis-32462	78	9	submissions	submission	NOUN
fcis-32462	78	10	witness	witness	VERB
fcis-32462	78	11	a	a	DET
fcis-32462	78	12	progressively	progressively	ADV
fcis-32462	78	13	slower	slow	ADJ
fcis-32462	78	14	growth	growth	NOUN
fcis-32462	78	15	rate	rate	NOUN
fcis-32462	78	16	in	in	ADP
fcis-32462	78	17	their	their	PRON
fcis-32462	78	18	scores	score	NOUN
fcis-32462	78	19	,	,	PUNCT
fcis-32462	78	20	which	which	PRON
fcis-32462	78	21	serves	serve	VERB
fcis-32462	78	22	to	to	PART
fcis-32462	78	23	maintain	maintain	VERB
fcis-32462	78	24	equilibrium	equilibrium	NOUN
fcis-32462	78	25	across	across	ADP
fcis-32462	78	26	the	the	DET
fcis-32462	78	27	distribution	distribution	NOUN
fcis-32462	78	28	.	.	PUNCT
fcis-32462	79	1	the	the	DET
fcis-32462	79	2	design	design	NOUN
fcis-32462	79	3	formula	formula	NOUN
fcis-32462	79	4	is	be	AUX
fcis-32462	79	5	as	as	SCONJ
fcis-32462	79	6	follows	follow	VERB
fcis-32462	79	7	:	:	PUNCT
fcis-32462	79	8	(	(	PUNCT
fcis-32462	79	9	1	1	X
fcis-32462	79	10	)	)	PUNCT
fcis-32462	79	11	ai	ai	VERB
fcis-32462	79	12	denotes	denote	NOUN
fcis-32462	79	13	the	the	DET
fcis-32462	79	14	contribution	contribution	NOUN
fcis-32462	79	15	coefficient	coefficient	NOUN
fcis-32462	79	16	of	of	ADP
fcis-32462	79	17	the	the	DET
fcis-32462	79	18	i	i	PROPN
fcis-32462	79	19	-	-	PUNCT
fcis-32462	79	20	th	th	VERB
fcis-32462	79	21	individual	individual	NOUN
fcis-32462	79	22	,	,	PUNCT
fcis-32462	79	23	ci	ci	PROPN
fcis-32462	79	24	denotes	denote	VERB
fcis-32462	79	25	the	the	DET
fcis-32462	79	26	number	number	NOUN
fcis-32462	79	27	of	of	ADP
fcis-32462	79	28	commits	commit	NOUN
fcis-32462	79	29	made	make	VERB
fcis-32462	79	30	by	by	ADP
fcis-32462	79	31	the	the	DET
fcis-32462	79	32	ith	ith	PROPN
fcis-32462	79	33	individual	individual	NOUN
fcis-32462	79	34	,	,	PUNCT
fcis-32462	79	35	xi	xi	PROPN
fcis-32462	79	36	denotes	denote	VERB
fcis-32462	79	37	the	the	DET
fcis-32462	79	38	average	average	ADJ
fcis-32462	79	39	number	number	NOUN
fcis-32462	79	40	of	of	ADP
fcis-32462	79	41	lines	line	NOUN
fcis-32462	79	42	commit	commit	VERB
fcis-32462	79	43	by	by	ADP
fcis-32462	79	44	the	the	DET
fcis-32462	79	45	i	i	PROPN
fcis-32462	79	46	-	-	PUNCT
fcis-32462	79	47	th	th	VERB
fcis-32462	79	48	individual	individual	NOUN
fcis-32462	79	49	,	,	PUNCT
fcis-32462	79	50	x	x	PROPN
fcis-32462	79	51	denotes	denote	NOUN
fcis-32462	79	52	overall	overall	ADJ
fcis-32462	79	53	average	average	ADJ
fcis-32462	79	54	number	number	NOUN
fcis-32462	79	55	of	of	ADP
fcis-32462	79	56	lines	line	NOUN
fcis-32462	79	57	committed	commit	VERB
fcis-32462	79	58	after	after	ADP
fcis-32462	79	59	data	datum	NOUN
fcis-32462	79	60	cleaning	cleaning	NOUN
fcis-32462	79	61	.	.	PUNCT
fcis-32462	80	1	3.1.2	3.1.2	X
fcis-32462	80	2	.	.	PUNCT
fcis-32462	80	3	standardisation	standardisation	NOUN
fcis-32462	80	4	contribution	contribution	NOUN
fcis-32462	80	5	coefficient	coefficient	NOUN
fcis-32462	80	6	in	in	ADP
fcis-32462	80	7	order	order	NOUN
fcis-32462	80	8	to	to	PART
fcis-32462	80	9	facilitate	facilitate	VERB
fcis-32462	80	10	comparison	comparison	NOUN
fcis-32462	80	11	of	of	ADP
fcis-32462	80	12	contribution	contribution	NOUN
fcis-32462	80	13	coefficients	coefficient	NOUN
fcis-32462	80	14	,	,	PUNCT
fcis-32462	80	15	it	it	PRON
fcis-32462	80	16	is	be	AUX
fcis-32462	80	17	necessary	necessary	ADJ
fcis-32462	80	18	to	to	PART
fcis-32462	80	19	standardise	standardise	VERB
fcis-32462	80	20	them	they	PRON
fcis-32462	80	21	.	.	PUNCT
fcis-32462	81	1	standardisation	standardisation	NOUN
fcis-32462	81	2	can	can	AUX
fcis-32462	81	3	eliminate	eliminate	VERB
fcis-32462	81	4	the	the	DET
fcis-32462	81	5	influence	influence	NOUN
fcis-32462	81	6	of	of	ADP
fcis-32462	81	7	scale	scale	NOUN
fcis-32462	81	8	in	in	ADP
fcis-32462	81	9	the	the	DET
fcis-32462	81	10	raw	raw	ADJ
fcis-32462	81	11	data	datum	NOUN
fcis-32462	81	12	,	,	PUNCT
fcis-32462	81	13	improving	improve	VERB
fcis-32462	81	14	the	the	DET
fcis-32462	81	15	performance	performance	NOUN
fcis-32462	81	16	and	and	CCONJ
fcis-32462	81	17	accuracy	accuracy	NOUN
fcis-32462	81	18	of	of	ADP
fcis-32462	81	19	subsequent	subsequent	ADJ
fcis-32462	81	20	data	datum	NOUN
fcis-32462	81	21	processing	processing	NOUN
fcis-32462	81	22	[	[	X
fcis-32462	81	23	15,16	15,16	NUM
fcis-32462	81	24	]	]	PUNCT
fcis-32462	81	25	.	.	PUNCT
fcis-32462	82	1	in	in	ADP
fcis-32462	82	2	the	the	DET
fcis-32462	82	3	raw	raw	ADJ
fcis-32462	82	4	scores	score	NOUN
fcis-32462	82	5	,	,	PUNCT
fcis-32462	82	6	a	a	DET
fcis-32462	82	7	discrepancy	discrepancy	NOUN
fcis-32462	82	8	in	in	ADP
fcis-32462	82	9	the	the	DET
fcis-32462	82	10	performance	performance	NOUN
fcis-32462	82	11	of	of	ADP
fcis-32462	82	12	individuals	individual	NOUN
fcis-32462	82	13	with	with	ADP
fcis-32462	82	14	markedly	markedly	ADV
fcis-32462	82	15	disparate	disparate	ADJ
fcis-32462	82	16	scores	score	NOUN
fcis-32462	82	17	may	may	AUX
fcis-32462	82	18	impede	impede	VERB
fcis-32462	82	19	subsequent	subsequent	ADJ
fcis-32462	82	20	comparative	comparative	ADJ
fcis-32462	82	21	analysis	analysis	NOUN
fcis-32462	82	22	.	.	PUNCT
fcis-32462	83	1	standardisation	standardisation	NOUN
fcis-32462	83	2	entails	entail	VERB
fcis-32462	83	3	the	the	DET
fcis-32462	83	4	conversion	conversion	NOUN
fcis-32462	83	5	of	of	ADP
fcis-32462	83	6	all	all	DET
fcis-32462	83	7	scores	score	NOUN
fcis-32462	83	8	to	to	ADP
fcis-32462	83	9	standard	standard	ADJ
fcis-32462	83	10	scores	score	NOUN
fcis-32462	83	11	on	on	ADP
fcis-32462	83	12	a	a	DET
fcis-32462	83	13	uniform	uniform	ADJ
fcis-32462	83	14	scale	scale	NOUN
fcis-32462	83	15	,	,	PUNCT
fcis-32462	83	16	thereby	thereby	ADV
fcis-32462	83	17	facilitating	facilitate	VERB
fcis-32462	83	18	direct	direct	ADJ
fcis-32462	83	19	comparison	comparison	NOUN
fcis-32462	83	20	.	.	PUNCT
fcis-32462	84	1	the	the	DET
fcis-32462	84	2	standardisation	standardisation	NOUN
fcis-32462	84	3	of	of	ADP
fcis-32462	84	4	data	datum	NOUN
fcis-32462	84	5	entails	entail	VERB
fcis-32462	84	6	a	a	DET
fcis-32462	84	7	shift	shift	NOUN
fcis-32462	84	8	in	in	ADP
fcis-32462	84	9	the	the	DET
fcis-32462	84	10	centre	centre	NOUN
fcis-32462	84	11	of	of	ADP
fcis-32462	84	12	the	the	DET
fcis-32462	84	13	distribution	distribution	NOUN
fcis-32462	84	14	,	,	PUNCT
fcis-32462	84	15	with	with	ADP
fcis-32462	84	16	the	the	DET
fcis-32462	84	17	mean	mean	ADJ
fcis-32462	84	18	value	value	NOUN
fcis-32462	84	19	set	set	VERB
fcis-32462	84	20	to	to	ADP
fcis-32462	84	21	zero	zero	NUM
fcis-32462	84	22	and	and	CCONJ
fcis-32462	84	23	the	the	DET
fcis-32462	84	24	variance	variance	NOUN
fcis-32462	84	25	set	set	VERB
fcis-32462	84	26	to	to	ADP
fcis-32462	84	27	one	one	NUM
fcis-32462	84	28	.	.	PUNCT
fcis-32462	85	1	this	this	PRON
fcis-32462	85	2	facilitates	facilitate	VERB
fcis-32462	85	3	the	the	DET
fcis-32462	85	4	subsequent	subsequent	ADJ
fcis-32462	85	5	mathematical	mathematical	ADJ
fcis-32462	85	6	operations	operation	NOUN
fcis-32462	85	7	,	,	PUNCT
fcis-32462	85	8	particularly	particularly	ADV
fcis-32462	85	9	when	when	SCONJ
fcis-32462	85	10	utilising	utilise	VERB
fcis-32462	85	11	sigmoid	sigmoid	NOUN
fcis-32462	85	12	functions	function	NOUN
fcis-32462	85	13	,	,	PUNCT
fcis-32462	85	14	as	as	SCONJ
fcis-32462	85	15	it	it	PRON
fcis-32462	85	16	allows	allow	VERB
fcis-32462	85	17	for	for	ADP
fcis-32462	85	18	a	a	DET
fcis-32462	85	19	more	more	ADV
fcis-32462	85	20	straightforward	straightforward	ADJ
fcis-32462	85	21	mapping	mapping	NOUN
fcis-32462	85	22	of	of	ADP
fcis-32462	85	23	the	the	DET
fcis-32462	85	24	standardised	standardised	ADJ
fcis-32462	85	25	data	datum	NOUN
fcis-32462	85	26	to	to	ADP
fcis-32462	85	27	the	the	DET
fcis-32462	85	28	desired	desire	VERB
fcis-32462	85	29	range	range	NOUN
fcis-32462	85	30	.	.	PUNCT
fcis-32462	86	1	the	the	DET
fcis-32462	86	2	standardised	standardised	ADJ
fcis-32462	86	3	contribution	contribution	NOUN
fcis-32462	86	4	coefficient	coefficient	NOUN
fcis-32462	86	5	can	can	AUX
fcis-32462	86	6	be	be	AUX
fcis-32462	86	7	calculated	calculate	VERB
fcis-32462	86	8	by	by	ADP
fcis-32462	86	9	means	mean	NOUN
fcis-32462	86	10	of	of	ADP
fcis-32462	86	11	a	a	DET
fcis-32462	86	12	mean	mean	ADJ
fcis-32462	86	13	and	and	CCONJ
fcis-32462	86	14	standard	standard	ADJ
fcis-32462	86	15	deviation	deviation	NOUN
fcis-32462	86	16	calculation	calculation	NOUN
fcis-32462	86	17	for	for	ADP
fcis-32462	86	18	the	the	DET
fcis-32462	86	19	contribution	contribution	NOUN
fcis-32462	86	20	coefficient	coefficient	NOUN
fcis-32462	86	21	.	.	PUNCT
fcis-32462	87	1	(	(	PUNCT
fcis-32462	87	2	2	2	X
fcis-32462	87	3	)	)	PUNCT
fcis-32462	87	4	zi	zi	NOUN
fcis-32462	87	5	denotes	denote	VERB
fcis-32462	87	6	the	the	DET
fcis-32462	87	7	standardised	standardised	ADJ
fcis-32462	87	8	contribution	contribution	NOUN
fcis-32462	87	9	coefficient	coefficient	NOUN
fcis-32462	87	10	of	of	ADP
fcis-32462	87	11	the	the	DET
fcis-32462	87	12	i	i	PROPN
fcis-32462	87	13	-	-	PUNCT
fcis-32462	87	14	th	th	VERB
fcis-32462	87	15	individual	individual	NOUN
fcis-32462	87	16	,	,	PUNCT
fcis-32462	87	17	ai	ai	INTJ
fcis-32462	87	18	denotes	denote	NOUN
fcis-32462	87	19	the	the	DET
fcis-32462	87	20	contribution	contribution	NOUN
fcis-32462	87	21	coefficient	coefficient	NOUN
fcis-32462	87	22	of	of	ADP
fcis-32462	87	23	the	the	DET
fcis-32462	87	24	i	i	PROPN
fcis-32462	87	25	-	-	PUNCT
fcis-32462	87	26	th	th	VERB
fcis-32462	87	27	individual	individual	NOUN
fcis-32462	87	28	,	,	PUNCT
fcis-32462	87	29	μdenotes	μdenote	VERB
fcis-32462	87	30	the	the	DET
fcis-32462	87	31	overall	overall	ADJ
fcis-32462	87	32	average	average	ADJ
fcis-32462	87	33	number	number	NOUN
fcis-32462	87	34	of	of	ADP
fcis-32462	87	35	contribution	contribution	NOUN
fcis-32462	87	36	coefficient	coefficient	NOUN
fcis-32462	87	37	,	,	PUNCT
fcis-32462	87	38	σ	σ	PROPN
fcis-32462	87	39	denotes	denote	VERB
fcis-32462	87	40	the	the	DET
fcis-32462	87	41	standard	standard	ADJ
fcis-32462	87	42	deviation	deviation	NOUN
fcis-32462	87	43	of	of	ADP
fcis-32462	87	44	overall	overall	ADJ
fcis-32462	87	45	contribution	contribution	NOUN
fcis-32462	87	46	coefficient	coefficient	NOUN
fcis-32462	87	47	.	.	PUNCT
fcis-32462	88	1	3.1.3	3.1.3	X
fcis-32462	88	2	.	.	PUNCT
fcis-32462	88	3	normalisation	normalisation	NOUN
fcis-32462	88	4	in	in	ADP
fcis-32462	88	5	order	order	NOUN
fcis-32462	88	6	to	to	PART
fcis-32462	88	7	enhance	enhance	VERB
fcis-32462	88	8	the	the	DET
fcis-32462	88	9	intelligibility	intelligibility	NOUN
fcis-32462	88	10	and	and	CCONJ
fcis-32462	88	11	accessibility	accessibility	NOUN
fcis-32462	88	12	of	of	ADP
fcis-32462	88	13	the	the	DET
fcis-32462	88	14	score	score	NOUN
fcis-32462	88	15	results	result	NOUN
fcis-32462	88	16	,	,	PUNCT
fcis-32462	88	17	the	the	DET
fcis-32462	88	18	normalised	normalise	VERB
fcis-32462	88	19	contribution	contribution	NOUN
fcis-32462	88	20	coefficients	coefficient	NOUN
fcis-32462	88	21	were	be	AUX
fcis-32462	88	22	normalised	normalise	VERB
fcis-32462	88	23	using	use	VERB
fcis-32462	88	24	the	the	DET
fcis-32462	88	25	sigmoid	sigmoid	NOUN
fcis-32462	88	26	function	function	NOUN
fcis-32462	88	27	.	.	PUNCT
fcis-32462	89	1	the	the	DET
fcis-32462	89	2	sigmoid	sigmoid	NOUN
fcis-32462	89	3	function	function	NOUN
fcis-32462	89	4	is	be	AUX
fcis-32462	89	5	a	a	DET
fcis-32462	89	6	widely	widely	ADV
fcis-32462	89	7	employed	employ	VERB
fcis-32462	89	8	normalisation	normalisation	NOUN
fcis-32462	89	9	method	method	NOUN
fcis-32462	89	10	that	that	PRON
fcis-32462	89	11	is	be	AUX
fcis-32462	89	12	capable	capable	ADJ
fcis-32462	89	13	of	of	ADP
fcis-32462	89	14	mapping	map	VERB
fcis-32462	89	15	an	an	DET
fcis-32462	89	16	arbitrary	arbitrary	ADJ
fcis-32462	89	17	range	range	NOUN
fcis-32462	89	18	of	of	ADP
fcis-32462	89	19	values	value	NOUN
fcis-32462	89	20	to	to	ADP
fcis-32462	89	21	a	a	DET
fcis-32462	89	22	range	range	NOUN
fcis-32462	89	23	from	from	ADP
fcis-32462	89	24	0	0	NUM
fcis-32462	89	25	to	to	ADP
fcis-32462	89	26	1	1	NUM
fcis-32462	89	27	,	,	PUNCT
fcis-32462	89	28	thereby	thereby	ADV
fcis-32462	89	29	facilitating	facilitate	VERB
fcis-32462	89	30	the	the	DET
fcis-32462	89	31	comparison	comparison	NOUN
fcis-32462	89	32	of	of	ADP
fcis-32462	89	33	scores	score	NOUN
fcis-32462	89	34	[	[	X
fcis-32462	89	35	17	17	NUM
fcis-32462	89	36	]	]	PUNCT
fcis-32462	89	37	subsequently	subsequently	ADV
fcis-32462	89	38	,	,	PUNCT
fcis-32462	89	39	the	the	DET
fcis-32462	89	40	result	result	NOUN
fcis-32462	89	41	is	be	AUX
fcis-32462	89	42	multiplied	multiply	VERB
fcis-32462	89	43	by	by	ADP
fcis-32462	89	44	100	100	NUM
fcis-32462	89	45	and	and	CCONJ
fcis-32462	89	46	displayed	display	VERB
fcis-32462	89	47	as	as	ADP
fcis-32462	89	48	a	a	DET
fcis-32462	89	49	percentage	percentage	NOUN
fcis-32462	89	50	.	.	PUNCT
fcis-32462	90	1	this	this	DET
fcis-32462	90	2	treatment	treatment	NOUN
fcis-32462	90	3	not	not	PART
fcis-32462	90	4	only	only	ADV
fcis-32462	90	5	renders	render	VERB
fcis-32462	90	6	the	the	DET
fcis-32462	90	7	score	score	NOUN
fcis-32462	90	8	more	more	ADV
fcis-32462	90	9	readily	readily	ADV
fcis-32462	90	10	interpretable	interpretable	ADJ
fcis-32462	90	11	,	,	PUNCT
fcis-32462	90	12	but	but	CCONJ
fcis-32462	90	13	also	also	ADV
fcis-32462	90	14	more	more	ADV
fcis-32462	90	15	accurately	accurately	ADV
fcis-32462	90	16	reflects	reflect	VERB
fcis-32462	90	17	the	the	DET
fcis-32462	90	18	developer	developer	NOUN
fcis-32462	90	19	's	's	PART
fcis-32462	90	20	contribution	contribution	NOUN
fcis-32462	90	21	in	in	ADP
fcis-32462	90	22	an	an	DET
fcis-32462	90	23	intuitive	intuitive	ADJ
fcis-32462	90	24	manner	manner	NOUN
fcis-32462	90	25	.	.	PUNCT
fcis-32462	91	1	the	the	DET
fcis-32462	91	2	normalised	normalise	VERB
fcis-32462	91	3	formula	formula	NOUN
fcis-32462	91	4	is	be	AUX
fcis-32462	91	5	as	as	SCONJ
fcis-32462	91	6	follows	follow	VERB
fcis-32462	91	7	:	:	PUNCT
fcis-32462	91	8	(	(	PUNCT
fcis-32462	91	9	3	3	X
fcis-32462	91	10	)	)	PUNCT
fcis-32462	91	11	si	si	NOUN
fcis-32462	91	12	denotes	denote	NOUN
fcis-32462	91	13	the	the	DET
fcis-32462	91	14	contribution	contribution	NOUN
fcis-32462	91	15	score	score	NOUN
fcis-32462	91	16	of	of	ADP
fcis-32462	91	17	the	the	DET
fcis-32462	91	18	i	i	PROPN
fcis-32462	91	19	-	-	PUNCT
fcis-32462	91	20	th	th	VERB
fcis-32462	91	21	individual	individual	NOUN
fcis-32462	91	22	,	,	PUNCT
fcis-32462	91	23	e	e	NOUN
fcis-32462	91	24	:	:	PUNCT
fcis-32462	91	25	the	the	DET
fcis-32462	91	26	natural	natural	ADJ
fcis-32462	91	27	constant	constant	NOUN
fcis-32462	91	28	is	be	AUX
fcis-32462	91	29	approximately	approximately	ADV
fcis-32462	91	30	equal	equal	ADJ
fcis-32462	91	31	to	to	ADP
fcis-32462	91	32	2.71828	2.71828	NUM
fcis-32462	91	33	.	.	PUNCT
fcis-32462	92	1	3.1.4	3.1.4	NUM
fcis-32462	92	2	.	.	PUNCT
fcis-32462	93	1	combining	combine	VERB
fcis-32462	93	2	formulas	formula	NOUN
fcis-32462	93	3	in	in	ADP
fcis-32462	93	4	the	the	DET
fcis-32462	93	5	preceding	precede	VERB
fcis-32462	93	6	sections	section	NOUN
fcis-32462	93	7	,	,	PUNCT
fcis-32462	93	8	the	the	DET
fcis-32462	93	9	significance	significance	NOUN
fcis-32462	93	10	of	of	ADP
fcis-32462	93	11	the	the	DET
fcis-32462	93	12	number	number	NOUN
fcis-32462	93	13	of	of	ADP
fcis-32462	93	14	commits	commit	VERB
fcis-32462	93	15	and	and	CCONJ
fcis-32462	93	16	the	the	DET
fcis-32462	93	17	reasonableness	reasonableness	NOUN
fcis-32462	93	18	of	of	ADP
fcis-32462	93	19	the	the	DET
fcis-32462	93	20	number	number	NOUN
fcis-32462	93	21	of	of	ADP
fcis-32462	93	22	lines	line	NOUN
fcis-32462	93	23	of	of	ADP
fcis-32462	93	24	code	code	NOUN
fcis-32462	93	25	committed	commit	VERB
fcis-32462	93	26	to	to	ADP
fcis-32462	93	27	the	the	DET
fcis-32462	93	28	contribution	contribution	NOUN
fcis-32462	93	29	assessment	assessment	NOUN
fcis-32462	93	30	were	be	AUX
fcis-32462	93	31	discussed	discuss	VERB
fcis-32462	93	32	,	,	PUNCT
fcis-32462	93	33	and	and	CCONJ
fcis-32462	93	34	corresponding	correspond	VERB
fcis-32462	93	35	formulas	formula	NOUN
fcis-32462	93	36	were	be	AUX
fcis-32462	93	37	proposed	propose	VERB
fcis-32462	93	38	to	to	PART
fcis-32462	93	39	quantify	quantify	VERB
fcis-32462	93	40	the	the	DET
fcis-32462	93	41	impact	impact	NOUN
fcis-32462	93	42	of	of	ADP
fcis-32462	93	43	these	these	DET
fcis-32462	93	44	metrics	metric	NOUN
fcis-32462	93	45	.	.	PUNCT
fcis-32462	94	1	in	in	ADP
fcis-32462	94	2	order	order	NOUN
fcis-32462	94	3	to	to	PART
fcis-32462	94	4	obtain	obtain	VERB
fcis-32462	94	5	a	a	DET
fcis-32462	94	6	comprehensive	comprehensive	ADJ
fcis-32462	94	7	measure	measure	NOUN
fcis-32462	94	8	of	of	ADP
fcis-32462	94	9	the	the	DET
fcis-32462	94	10	developer	developer	NOUN
fcis-32462	94	11	's	's	PART
fcis-32462	94	12	contribution	contribution	NOUN
fcis-32462	94	13	,	,	PUNCT
fcis-32462	94	14	the	the	DET
fcis-32462	94	15	three	three	NUM
fcis-32462	94	16	aforementioned	aforementioned	ADJ
fcis-32462	94	17	equations	equation	NOUN
fcis-32462	94	18	are	be	AUX
fcis-32462	94	19	merged	merge	VERB
fcis-32462	94	20	to	to	PART
fcis-32462	94	21	create	create	VERB
fcis-32462	94	22	a	a	DET
fcis-32462	94	23	single	single	ADJ
fcis-32462	94	24	contribution	contribution	NOUN
fcis-32462	94	25	score	score	NOUN
fcis-32462	94	26	calculation	calculation	NOUN
fcis-32462	94	27	formula	formula	NOUN
fcis-32462	94	28	.	.	PUNCT
fcis-32462	95	1	this	this	DET
fcis-32462	95	2	final	final	ADJ
fcis-32462	95	3	formula	formula	NOUN
fcis-32462	95	4	is	be	AUX
fcis-32462	95	5	derived	derive	VERB
fcis-32462	95	6	from	from	ADP
fcis-32462	95	7	the	the	DET
fcis-32462	95	8	combination	combination	NOUN
fcis-32462	95	9	of	of	ADP
fcis-32462	95	10	equation	equation	NOUN
fcis-32462	95	11	1	1	NUM
fcis-32462	95	12	(	(	PUNCT
fcis-32462	95	13	calculation	calculation	NOUN
fcis-32462	95	14	contribution	contribution	NOUN
fcis-32462	95	15	coefficient	coefficient	NOUN
fcis-32462	95	16	)	)	PUNCT
fcis-32462	95	17	,	,	PUNCT
fcis-32462	95	18	equation	equation	NOUN
fcis-32462	95	19	2	2	NUM
fcis-32462	95	20	(	(	PUNCT
fcis-32462	95	21	standardisation	standardisation	NOUN
fcis-32462	95	22	contribution	contribution	NOUN
fcis-32462	95	23	coefficients	coefficient	NOUN
fcis-32462	95	24	)	)	PUNCT
fcis-32462	95	25	,	,	PUNCT
fcis-32462	95	26	and	and	CCONJ
fcis-32462	95	27	equation	equation	NOUN
fcis-32462	95	28	3	3	NUM
fcis-32462	95	29	(	(	PUNCT
fcis-32462	95	30	normalisation	normalisation	NOUN
fcis-32462	95	31	contribution	contribution	NOUN
fcis-32462	95	32	coefficients	coefficient	NOUN
fcis-32462	95	33	)	)	PUNCT
fcis-32462	95	34	.	.	PUNCT
fcis-32462	96	1	30	30	NUM
fcis-32462	96	2	(	(	PUNCT
fcis-32462	96	3	4	4	NUM
fcis-32462	96	4	)	)	PUNCT
fcis-32462	96	5	the	the	DET
fcis-32462	96	6	final	final	ADJ
fcis-32462	96	7	contribution	contribution	NOUN
fcis-32462	96	8	score	score	NOUN
fcis-32462	96	9	formula	formula	NOUN
fcis-32462	96	10	incorporates	incorporate	VERB
fcis-32462	96	11	each	each	PRON
fcis-32462	96	12	of	of	ADP
fcis-32462	96	13	these	these	DET
fcis-32462	96	14	metrics	metric	NOUN
fcis-32462	96	15	in	in	ADP
fcis-32462	96	16	order	order	NOUN
fcis-32462	96	17	to	to	PART
fcis-32462	96	18	guarantee	guarantee	VERB
fcis-32462	96	19	a	a	DET
fcis-32462	96	20	more	more	ADV
fcis-32462	96	21	comprehensive	comprehensive	ADJ
fcis-32462	96	22	and	and	CCONJ
fcis-32462	96	23	equitable	equitable	ADJ
fcis-32462	96	24	assessment	assessment	NOUN
fcis-32462	96	25	of	of	ADP
fcis-32462	96	26	developer	developer	NOUN
fcis-32462	96	27	contributions	contribution	NOUN
fcis-32462	96	28	.	.	PUNCT
fcis-32462	97	1	the	the	DET
fcis-32462	97	2	formula	formula	NOUN
fcis-32462	97	3	is	be	AUX
fcis-32462	97	4	based	base	VERB
fcis-32462	97	5	on	on	ADP
fcis-32462	97	6	the	the	DET
fcis-32462	97	7	following	follow	VERB
fcis-32462	97	8	implications	implication	NOUN
fcis-32462	97	9	.	.	PUNCT
fcis-32462	98	1	(	(	PUNCT
fcis-32462	98	2	1	1	X
fcis-32462	98	3	)	)	PUNCT
fcis-32462	98	4	the	the	DET
fcis-32462	98	5	noc	noc	PROPN
fcis-32462	98	6	serves	serve	VERB
fcis-32462	98	7	as	as	ADP
fcis-32462	98	8	a	a	DET
fcis-32462	98	9	significant	significant	ADJ
fcis-32462	98	10	metrics	metric	NOUN
fcis-32462	98	11	of	of	ADP
fcis-32462	98	12	contribution	contribution	NOUN
fcis-32462	98	13	assessment	assessment	NOUN
fcis-32462	98	14	.	.	PUNCT
fcis-32462	99	1	the	the	PRON
fcis-32462	99	2	greater	great	ADJ
fcis-32462	99	3	the	the	DET
fcis-32462	99	4	number	number	NOUN
fcis-32462	99	5	of	of	ADP
fcis-32462	99	6	commits	commit	NOUN
fcis-32462	99	7	,	,	PUNCT
fcis-32462	99	8	the	the	PRON
fcis-32462	99	9	greater	great	ADJ
fcis-32462	99	10	the	the	DET
fcis-32462	99	11	investment	investment	NOUN
fcis-32462	99	12	of	of	ADP
fcis-32462	99	13	time	time	NOUN
fcis-32462	99	14	and	and	CCONJ
fcis-32462	99	15	effort	effort	NOUN
fcis-32462	99	16	by	by	ADP
fcis-32462	99	17	the	the	DET
fcis-32462	99	18	developer	developer	NOUN
fcis-32462	99	19	in	in	ADP
fcis-32462	99	20	the	the	DET
fcis-32462	99	21	project	project	NOUN
fcis-32462	99	22	.	.	PUNCT
fcis-32462	100	1	consequently	consequently	ADV
fcis-32462	100	2	,	,	PUNCT
fcis-32462	100	3	the	the	DET
fcis-32462	100	4	contribution	contribution	NOUN
fcis-32462	100	5	should	should	AUX
fcis-32462	100	6	be	be	AUX
fcis-32462	100	7	commensurately	commensurately	ADV
fcis-32462	100	8	higher	high	ADJ
fcis-32462	100	9	.	.	PUNCT
fcis-32462	101	1	the	the	DET
fcis-32462	101	2	formula	formula	NOUN
fcis-32462	101	3	therefore	therefore	ADV
fcis-32462	101	4	includes	include	VERB
fcis-32462	101	5	consideration	consideration	NOUN
fcis-32462	101	6	of	of	ADP
fcis-32462	101	7	the	the	DET
fcis-32462	101	8	noc	noc	NOUN
fcis-32462	101	9	,	,	PUNCT
fcis-32462	101	10	and	and	CCONJ
fcis-32462	101	11	through	through	ADP
fcis-32462	101	12	the	the	DET
fcis-32462	101	13	introduction	introduction	NOUN
fcis-32462	101	14	of	of	ADP
fcis-32462	101	15	the	the	DET
fcis-32462	101	16	logarithmic	logarithmic	ADJ
fcis-32462	101	17	function	function	NOUN
fcis-32462	101	18	,	,	PUNCT
fcis-32462	101	19	the	the	DET
fcis-32462	101	20	effect	effect	NOUN
fcis-32462	101	21	of	of	ADP
fcis-32462	101	22	the	the	DET
fcis-32462	101	23	noc	noc	PROPN
fcis-32462	101	24	on	on	ADP
fcis-32462	101	25	the	the	DET
fcis-32462	101	26	contribution	contribution	NOUN
fcis-32462	101	27	level	level	NOUN
fcis-32462	101	28	is	be	AUX
fcis-32462	101	29	gradually	gradually	ADV
fcis-32462	101	30	smoothed	smooth	VERB
fcis-32462	101	31	in	in	ADP
fcis-32462	101	32	the	the	DET
fcis-32462	101	33	case	case	NOUN
fcis-32462	101	34	of	of	ADP
fcis-32462	101	35	high	high	ADJ
fcis-32462	101	36	-	-	PUNCT
fcis-32462	101	37	frequency	frequency	NOUN
fcis-32462	101	38	commits	commit	NOUN
fcis-32462	101	39	,	,	PUNCT
fcis-32462	101	40	thus	thus	ADV
fcis-32462	101	41	avoiding	avoid	VERB
fcis-32462	101	42	the	the	DET
fcis-32462	101	43	problem	problem	NOUN
fcis-32462	101	44	of	of	ADP
fcis-32462	101	45	a	a	DET
fcis-32462	101	46	few	few	ADJ
fcis-32462	101	47	high	high	ADJ
fcis-32462	101	48	-	-	PUNCT
fcis-32462	101	49	frequency	frequency	NOUN
fcis-32462	101	50	commits	commit	VERB
fcis-32462	101	51	scoring	score	VERB
fcis-32462	101	52	too	too	ADV
fcis-32462	101	53	highly	highly	ADV
fcis-32462	101	54	.	.	PUNCT
fcis-32462	102	1	(	(	PUNCT
fcis-32462	102	2	2	2	X
fcis-32462	102	3	)	)	PUNCT
fcis-32462	102	4	it	it	PRON
fcis-32462	102	5	is	be	AUX
fcis-32462	102	6	also	also	ADV
fcis-32462	102	7	important	important	ADJ
fcis-32462	102	8	to	to	PART
fcis-32462	102	9	consider	consider	VERB
fcis-32462	102	10	the	the	DET
fcis-32462	102	11	reasonableness	reasonableness	NOUN
fcis-32462	102	12	of	of	ADP
fcis-32462	102	13	the	the	DET
fcis-32462	102	14	loc	loc	PROPN
fcis-32462	102	15	.	.	PUNCT
fcis-32462	103	1	the	the	DET
fcis-32462	103	2	presence	presence	NOUN
fcis-32462	103	3	of	of	ADP
fcis-32462	103	4	an	an	DET
fcis-32462	103	5	excess	excess	ADJ
fcis-32462	103	6	or	or	CCONJ
fcis-32462	103	7	deficiency	deficiency	NOUN
fcis-32462	103	8	of	of	ADP
fcis-32462	103	9	lines	line	NOUN
fcis-32462	103	10	in	in	ADP
fcis-32462	103	11	a	a	DET
fcis-32462	103	12	single	single	ADJ
fcis-32462	103	13	commit	commit	NOUN
fcis-32462	103	14	may	may	AUX
fcis-32462	103	15	be	be	AUX
fcis-32462	103	16	indicative	indicative	ADJ
fcis-32462	103	17	of	of	ADP
fcis-32462	103	18	underlying	underlying	ADJ
fcis-32462	103	19	issues	issue	NOUN
fcis-32462	103	20	pertaining	pertain	VERB
fcis-32462	103	21	to	to	ADP
fcis-32462	103	22	the	the	DET
fcis-32462	103	23	quality	quality	NOUN
fcis-32462	103	24	of	of	ADP
fcis-32462	103	25	the	the	DET
fcis-32462	103	26	code	code	NOUN
fcis-32462	103	27	or	or	CCONJ
fcis-32462	103	28	the	the	DET
fcis-32462	103	29	irrationality	irrationality	NOUN
fcis-32462	103	30	of	of	ADP
fcis-32462	103	31	the	the	DET
fcis-32462	103	32	developer	developer	NOUN
fcis-32462	103	33	's	's	PART
fcis-32462	103	34	commit	commit	NOUN
fcis-32462	103	35	behaviour	behaviour	NOUN
fcis-32462	103	36	.	.	PUNCT
fcis-32462	104	1	consequently	consequently	ADV
fcis-32462	104	2	,	,	PUNCT
fcis-32462	104	3	a	a	DET
fcis-32462	104	4	factor	factor	NOUN
fcis-32462	104	5	has	have	AUX
fcis-32462	104	6	been	be	AUX
fcis-32462	104	7	incorporated	incorporate	VERB
fcis-32462	104	8	into	into	ADP
fcis-32462	104	9	the	the	DET
fcis-32462	104	10	formula	formula	NOUN
fcis-32462	104	11	to	to	PART
fcis-32462	104	12	assess	assess	VERB
fcis-32462	104	13	the	the	DET
fcis-32462	104	14	reasonableness	reasonableness	NOUN
fcis-32462	104	15	of	of	ADP
fcis-32462	104	16	the	the	DET
fcis-32462	104	17	average	average	ADJ
fcis-32462	104	18	number	number	NOUN
fcis-32462	104	19	of	of	ADP
fcis-32462	104	20	submitted	submit	VERB
fcis-32462	104	21	lines	line	NOUN
fcis-32462	104	22	,	,	PUNCT
fcis-32462	104	23	which	which	PRON
fcis-32462	104	24	is	be	AUX
fcis-32462	104	25	adjusted	adjust	VERB
fcis-32462	104	26	in	in	ADP
fcis-32462	104	27	accordance	accordance	NOUN
fcis-32462	104	28	with	with	ADP
fcis-32462	104	29	the	the	DET
fcis-32462	104	30	proximity	proximity	NOUN
fcis-32462	104	31	of	of	ADP
fcis-32462	104	32	the	the	DET
fcis-32462	104	33	average	average	ADJ
fcis-32462	104	34	loc	loc	NOUN
fcis-32462	104	35	of	of	ADP
fcis-32462	104	36	developers	developer	NOUN
fcis-32462	104	37	to	to	ADP
fcis-32462	104	38	the	the	DET
fcis-32462	104	39	average	average	ADJ
fcis-32462	104	40	loc	loc	NOUN
fcis-32462	104	41	of	of	ADP
fcis-32462	104	42	the	the	DET
fcis-32462	104	43	overall	overall	ADJ
fcis-32462	104	44	cleaned	clean	VERB
fcis-32462	104	45	project	project	NOUN
fcis-32462	104	46	.	.	PUNCT
fcis-32462	105	1	in	in	ADP
fcis-32462	105	2	this	this	DET
fcis-32462	105	3	context	context	NOUN
fcis-32462	105	4	,	,	PUNCT
fcis-32462	105	5	a	a	DET
fcis-32462	105	6	closer	close	ADJ
fcis-32462	105	7	alignment	alignment	NOUN
fcis-32462	105	8	with	with	ADP
fcis-32462	105	9	the	the	DET
fcis-32462	105	10	average	average	ADJ
fcis-32462	105	11	results	result	NOUN
fcis-32462	105	12	in	in	ADP
fcis-32462	105	13	a	a	DET
fcis-32462	105	14	higher	high	ADJ
fcis-32462	105	15	score	score	NOUN
fcis-32462	105	16	,	,	PUNCT
fcis-32462	105	17	whereas	whereas	SCONJ
fcis-32462	105	18	a	a	DET
fcis-32462	105	19	deviation	deviation	NOUN
fcis-32462	105	20	from	from	ADP
fcis-32462	105	21	the	the	DET
fcis-32462	105	22	average	average	ADJ
fcis-32462	105	23	yields	yield	NOUN
fcis-32462	105	24	a	a	DET
fcis-32462	105	25	lower	low	ADJ
fcis-32462	105	26	score	score	NOUN
fcis-32462	105	27	.	.	PUNCT
fcis-32462	106	1	the	the	DET
fcis-32462	106	2	final	final	ADJ
fcis-32462	106	3	contribution	contribution	NOUN
fcis-32462	106	4	score	score	NOUN
fcis-32462	106	5	formula	formula	NOUN
fcis-32462	106	6	considers	consider	VERB
fcis-32462	106	7	not	not	PART
fcis-32462	106	8	only	only	ADV
fcis-32462	106	9	the	the	DET
fcis-32462	106	10	number	number	NOUN
fcis-32462	106	11	of	of	ADP
fcis-32462	106	12	commits	commit	NOUN
fcis-32462	106	13	made	make	VERB
fcis-32462	106	14	by	by	ADP
fcis-32462	106	15	a	a	DET
fcis-32462	106	16	developer	developer	NOUN
fcis-32462	106	17	,	,	PUNCT
fcis-32462	106	18	but	but	CCONJ
fcis-32462	106	19	also	also	ADV
fcis-32462	106	20	the	the	DET
fcis-32462	106	21	reasonableness	reasonableness	NOUN
fcis-32462	106	22	of	of	ADP
fcis-32462	106	23	the	the	DET
fcis-32462	106	24	number	number	NOUN
fcis-32462	106	25	of	of	ADP
fcis-32462	106	26	lines	line	NOUN
fcis-32462	106	27	of	of	ADP
fcis-32462	106	28	code	code	NOUN
fcis-32462	106	29	committed	commit	VERB
fcis-32462	106	30	.	.	PUNCT
fcis-32462	107	1	by	by	ADP
fcis-32462	107	2	combining	combine	VERB
fcis-32462	107	3	these	these	DET
fcis-32462	107	4	metrics	metric	NOUN
fcis-32462	107	5	,	,	PUNCT
fcis-32462	107	6	a	a	DET
fcis-32462	107	7	scoring	scoring	NOUN
fcis-32462	107	8	system	system	NOUN
fcis-32462	107	9	is	be	AUX
fcis-32462	107	10	obtained	obtain	VERB
fcis-32462	107	11	that	that	PRON
fcis-32462	107	12	comprehensively	comprehensively	ADV
fcis-32462	107	13	reflects	reflect	VERB
fcis-32462	107	14	the	the	DET
fcis-32462	107	15	actual	actual	ADJ
fcis-32462	107	16	contribution	contribution	NOUN
fcis-32462	107	17	of	of	ADP
fcis-32462	107	18	the	the	DET
fcis-32462	107	19	developer	developer	NOUN
fcis-32462	107	20	.	.	PUNCT
fcis-32462	108	1	this	this	DET
fcis-32462	108	2	formula	formula	NOUN
fcis-32462	108	3	encourages	encourage	VERB
fcis-32462	108	4	developers	developer	NOUN
fcis-32462	108	5	to	to	PART
fcis-32462	108	6	make	make	VERB
fcis-32462	108	7	more	more	ADJ
fcis-32462	108	8	high	high	ADJ
fcis-32462	108	9	-	-	PUNCT
fcis-32462	108	10	quality	quality	NOUN
fcis-32462	108	11	commits	commit	VERB
fcis-32462	108	12	within	within	ADP
fcis-32462	108	13	a	a	DET
fcis-32462	108	14	reasonable	reasonable	ADJ
fcis-32462	108	15	range	range	NOUN
fcis-32462	108	16	,	,	PUNCT
fcis-32462	108	17	thus	thus	ADV
fcis-32462	108	18	increasing	increase	VERB
fcis-32462	108	19	their	their	PRON
fcis-32462	108	20	contribution	contribution	NOUN
fcis-32462	108	21	to	to	ADP
fcis-32462	108	22	the	the	DET
fcis-32462	108	23	project	project	NOUN
fcis-32462	108	24	.	.	PUNCT
fcis-32462	109	1	4	4	X
fcis-32462	109	2	.	.	X
fcis-32462	109	3	application	application	NOUN
fcis-32462	109	4	examples	example	NOUN
fcis-32462	109	5	in	in	ADP
fcis-32462	109	6	accordance	accordance	NOUN
fcis-32462	109	7	with	with	ADP
fcis-32462	109	8	the	the	DET
fcis-32462	109	9	cch	cch	PROPN
fcis-32462	109	10	score	score	NOUN
fcis-32462	109	11	calculation	calculation	NOUN
fcis-32462	109	12	formula	formula	NOUN
fcis-32462	109	13	proposed	propose	VERB
fcis-32462	109	14	in	in	ADP
fcis-32462	109	15	section	section	NOUN
fcis-32462	109	16	2.4	2.4	NUM
fcis-32462	109	17	,	,	PUNCT
fcis-32462	109	18	this	this	DET
fcis-32462	109	19	section	section	NOUN
fcis-32462	109	20	will	will	AUX
fcis-32462	109	21	verify	verify	VERB
fcis-32462	109	22	its	its	PRON
fcis-32462	109	23	application	application	NOUN
fcis-32462	109	24	through	through	ADP
fcis-32462	109	25	two	two	NUM
fcis-32462	109	26	actual	actual	ADJ
fcis-32462	109	27	cases	case	NOUN
fcis-32462	109	28	.	.	PUNCT
fcis-32462	110	1	the	the	DET
fcis-32462	110	2	first	first	ADJ
fcis-32462	110	3	case	case	NOUN
fcis-32462	110	4	study	study	NOUN
fcis-32462	110	5	will	will	AUX
fcis-32462	110	6	examine	examine	VERB
fcis-32462	110	7	the	the	DET
fcis-32462	110	8	application	application	NOUN
fcis-32462	110	9	of	of	ADP
fcis-32462	110	10	the	the	DET
fcis-32462	110	11	cch	cch	NOUN
fcis-32462	110	12	formula	formula	NOUN
fcis-32462	110	13	in	in	ADP
fcis-32462	110	14	the	the	DET
fcis-32462	110	15	context	context	NOUN
fcis-32462	110	16	of	of	ADP
fcis-32462	110	17	a	a	DET
fcis-32462	110	18	prominent	prominent	ADJ
fcis-32462	110	19	open	open	ADJ
fcis-32462	110	20	-	-	PUNCT
fcis-32462	110	21	source	source	NOUN
fcis-32462	110	22	software	software	NOUN
fcis-32462	110	23	project	project	NOUN
fcis-32462	110	24	,	,	PUNCT
fcis-32462	110	25	illustrating	illustrate	VERB
fcis-32462	110	26	how	how	SCONJ
fcis-32462	110	27	it	it	PRON
fcis-32462	110	28	can	can	AUX
fcis-32462	110	29	be	be	AUX
fcis-32462	110	30	used	use	VERB
fcis-32462	110	31	to	to	PART
fcis-32462	110	32	assess	assess	VERB
fcis-32462	110	33	the	the	DET
fcis-32462	110	34	contribution	contribution	NOUN
fcis-32462	110	35	of	of	ADP
fcis-32462	110	36	open	open	ADJ
fcis-32462	110	37	-	-	PUNCT
fcis-32462	110	38	source	source	NOUN
fcis-32462	110	39	contributors	contributor	NOUN
fcis-32462	110	40	.	.	PUNCT
fcis-32462	111	1	subsequently	subsequently	ADV
fcis-32462	111	2	,	,	PUNCT
fcis-32462	111	3	we	we	PRON
fcis-32462	111	4	will	will	AUX
fcis-32462	111	5	examine	examine	VERB
fcis-32462	111	6	the	the	DET
fcis-32462	111	7	application	application	NOUN
fcis-32462	111	8	of	of	ADP
fcis-32462	111	9	the	the	DET
fcis-32462	111	10	cch	cch	NOUN
fcis-32462	111	11	formula	formula	NOUN
fcis-32462	111	12	within	within	ADP
fcis-32462	111	13	an	an	DET
fcis-32462	111	14	enterprise	enterprise	NOUN
fcis-32462	111	15	context	context	NOUN
fcis-32462	111	16	,	,	PUNCT
fcis-32462	111	17	illustrating	illustrate	VERB
fcis-32462	111	18	the	the	DET
fcis-32462	111	19	tangible	tangible	ADJ
fcis-32462	111	20	outcomes	outcome	NOUN
fcis-32462	111	21	of	of	ADP
fcis-32462	111	22	the	the	DET
fcis-32462	111	23	formula	formula	NOUN
fcis-32462	111	24	's	's	PART
fcis-32462	111	25	implementation	implementation	NOUN
fcis-32462	111	26	in	in	ADP
fcis-32462	111	27	programmer	programmer	NOUN
fcis-32462	111	28	performance	performance	NOUN
fcis-32462	111	29	assessment	assessment	NOUN
fcis-32462	111	30	and	and	CCONJ
fcis-32462	111	31	contribution	contribution	NOUN
fcis-32462	111	32	measurement	measurement	NOUN
fcis-32462	111	33	through	through	ADP
fcis-32462	111	34	an	an	DET
fcis-32462	111	35	actual	actual	ADJ
fcis-32462	111	36	enterprise	enterprise	NOUN
fcis-32462	111	37	case	case	NOUN
fcis-32462	111	38	study	study	NOUN
fcis-32462	111	39	,	,	PUNCT
fcis-32462	111	40	thereby	thereby	ADV
fcis-32462	111	41	substantiating	substantiate	VERB
fcis-32462	111	42	its	its	PRON
fcis-32462	111	43	applicability	applicability	NOUN
fcis-32462	111	44	and	and	CCONJ
fcis-32462	111	45	efficacy	efficacy	NOUN
fcis-32462	111	46	in	in	ADP
fcis-32462	111	47	diverse	diverse	ADJ
fcis-32462	111	48	settings	setting	NOUN
fcis-32462	111	49	.	.	PUNCT
fcis-32462	112	1	4.1	4.1	NUM
fcis-32462	112	2	.	.	PUNCT
fcis-32462	112	3	application	application	NOUN
fcis-32462	112	4	in	in	ADP
fcis-32462	112	5	open	open	ADJ
fcis-32462	112	6	source	source	NOUN
fcis-32462	112	7	projects	project	NOUN
fcis-32462	112	8	to	to	PART
fcis-32462	112	9	illustrate	illustrate	VERB
fcis-32462	112	10	,	,	PUNCT
fcis-32462	112	11	we	we	PRON
fcis-32462	112	12	examined	examine	VERB
fcis-32462	112	13	the	the	DET
fcis-32462	112	14	case	case	NOUN
fcis-32462	112	15	of	of	ADP
fcis-32462	112	16	dubbo	dubbo	NOUN
fcis-32462	112	17	,	,	PUNCT
fcis-32462	112	18	a	a	DET
fcis-32462	112	19	renowned	renowned	ADJ
fcis-32462	112	20	micro	micro	NOUN
fcis-32462	112	21	-	-	NOUN
fcis-32462	112	22	services	services	ADJ
fcis-32462	112	23	open	open	ADJ
fcis-32462	112	24	-	-	PUNCT
fcis-32462	112	25	source	source	NOUN
fcis-32462	112	26	software	software	NOUN
fcis-32462	112	27	developed	develop	VERB
fcis-32462	112	28	under	under	ADP
fcis-32462	112	29	the	the	DET
fcis-32462	112	30	apache	apache	PROPN
fcis-32462	112	31	software	software	PROPN
fcis-32462	112	32	foundation	foundation	PROPN
fcis-32462	112	33	.	.	PUNCT
fcis-32462	113	1	our	our	PRON
fcis-32462	113	2	analysis	analysis	NOUN
fcis-32462	113	3	encompassed	encompass	VERB
fcis-32462	113	4	the	the	DET
fcis-32462	113	5	entire	entire	ADJ
fcis-32462	113	6	history	history	NOUN
fcis-32462	113	7	of	of	ADP
fcis-32462	113	8	the	the	DET
fcis-32462	113	9	dubbo	dubbo	NOUN
fcis-32462	113	10	project	project	NOUN
fcis-32462	113	11	,	,	PUNCT
fcis-32462	113	12	from	from	ADP
fcis-32462	113	13	its	its	PRON
fcis-32462	113	14	inception	inception	NOUN
fcis-32462	113	15	on	on	ADP
fcis-32462	113	16	june	june	PROPN
fcis-32462	113	17	20	20	NUM
fcis-32462	113	18	,	,	PUNCT
fcis-32462	113	19	2012	2012	NUM
fcis-32462	113	20	,	,	PUNCT
fcis-32462	113	21	to	to	ADP
fcis-32462	113	22	july	july	PROPN
fcis-32462	113	23	27	27	NUM
fcis-32462	113	24	,	,	PUNCT
fcis-32462	113	25	2024	2024	NUM
fcis-32462	113	26	.	.	PUNCT
fcis-32462	114	1	during	during	ADP
fcis-32462	114	2	this	this	DET
fcis-32462	114	3	period	period	NOUN
fcis-32462	114	4	,	,	PUNCT
fcis-32462	114	5	a	a	DET
fcis-32462	114	6	total	total	NOUN
fcis-32462	114	7	of	of	ADP
fcis-32462	114	8	535	535	NUM
fcis-32462	114	9	programmers	programmer	NOUN
fcis-32462	114	10	contributed	contribute	VERB
fcis-32462	114	11	to	to	ADP
fcis-32462	114	12	the	the	DET
fcis-32462	114	13	project	project	NOUN
fcis-32462	114	14	's	's	PART
fcis-32462	114	15	development	development	NOUN
fcis-32462	114	16	,	,	PUNCT
fcis-32462	114	17	collectively	collectively	ADV
fcis-32462	114	18	making	make	VERB
fcis-32462	114	19	5,803	5,803	NUM
fcis-32462	114	20	code	code	NOUN
fcis-32462	114	21	commits	commit	VERB
fcis-32462	114	22	.	.	PUNCT
fcis-32462	115	1	in	in	ADP
fcis-32462	115	2	the	the	DET
fcis-32462	115	3	initial	initial	ADJ
fcis-32462	115	4	processing	processing	NOUN
fcis-32462	115	5	of	of	ADP
fcis-32462	115	6	the	the	DET
fcis-32462	115	7	commit	commit	NOUN
fcis-32462	115	8	records	record	NOUN
fcis-32462	115	9	,	,	PUNCT
fcis-32462	115	10	779	779	NUM
fcis-32462	115	11	records	record	NOUN
fcis-32462	115	12	were	be	AUX
fcis-32462	115	13	deduplicated	deduplicate	VERB
fcis-32462	115	14	based	base	VERB
fcis-32462	115	15	on	on	ADP
fcis-32462	115	16	the	the	DET
fcis-32462	115	17	number	number	NOUN
fcis-32462	115	18	of	of	ADP
fcis-32462	115	19	lines	line	NOUN
fcis-32462	115	20	of	of	ADP
fcis-32462	115	21	code	code	NOUN
fcis-32462	115	22	committed	commit	VERB
fcis-32462	115	23	.	.	PUNCT
fcis-32462	116	1	subsequently	subsequently	ADV
fcis-32462	116	2	,	,	PUNCT
fcis-32462	116	3	the	the	DET
fcis-32462	116	4	data	datum	NOUN
fcis-32462	116	5	underwent	undergo	VERB
fcis-32462	116	6	cleaning	cleaning	NOUN
fcis-32462	116	7	using	use	VERB
fcis-32462	116	8	the	the	DET
fcis-32462	116	9	isolated	isolated	ADJ
fcis-32462	116	10	deep	deep	ADJ
fcis-32462	116	11	forest	forest	NOUN
fcis-32462	116	12	algorithm	algorithm	NOUN
fcis-32462	116	13	,	,	PUNCT
fcis-32462	116	14	resulting	result	VERB
fcis-32462	116	15	in	in	ADP
fcis-32462	116	16	the	the	DET
fcis-32462	116	17	retention	retention	NOUN
fcis-32462	116	18	of	of	ADP
fcis-32462	116	19	695	695	NUM
fcis-32462	116	20	records	record	NOUN
fcis-32462	116	21	.	.	PUNCT
fcis-32462	117	1	the	the	DET
fcis-32462	117	2	data	data	NOUN
fcis-32462	117	3	distribution	distribution	NOUN
fcis-32462	117	4	is	be	AUX
fcis-32462	117	5	illustrated	illustrate	VERB
fcis-32462	117	6	in	in	ADP
fcis-32462	117	7	figure	figure	NOUN
fcis-32462	117	8	3	3	NUM
fcis-32462	117	9	.	.	PUNCT
fcis-32462	117	10	figure	figure	NOUN
fcis-32462	117	11	3	3	NUM
fcis-32462	117	12	.	.	PUNCT
fcis-32462	117	13	distribution	distribution	NOUN
fcis-32462	117	14	of	of	ADP
fcis-32462	117	15	line	line	NOUN
fcis-32462	117	16	of	of	ADP
fcis-32462	117	17	code	code	NOUN
fcis-32462	117	18	before	before	ADV
fcis-32462	117	19	and	and	CCONJ
fcis-32462	117	20	after	after	ADP
fcis-32462	117	21	cleaning	clean	VERB
fcis-32462	117	22	using	use	VERB
fcis-32462	117	23	the	the	DET
fcis-32462	117	24	isolated	isolated	ADJ
fcis-32462	117	25	deep	deep	ADJ
fcis-32462	117	26	forest	forest	NOUN
fcis-32462	117	27	algorithm	algorithm	NOUN
fcis-32462	117	28	figure	figure	NOUN
fcis-32462	117	29	3	3	NUM
fcis-32462	117	30	illustrates	illustrate	VERB
fcis-32462	117	31	the	the	DET
fcis-32462	117	32	distribution	distribution	NOUN
fcis-32462	117	33	of	of	ADP
fcis-32462	117	34	lines	line	NOUN
fcis-32462	117	35	from	from	ADP
fcis-32462	117	36	a	a	DET
fcis-32462	117	37	single	single	ADJ
fcis-32462	117	38	code	code	NOUN
fcis-32462	117	39	commit	commit	VERB
fcis-32462	117	40	prior	prior	ADV
fcis-32462	117	41	to	to	ADP
fcis-32462	117	42	cleaning	clean	VERB
fcis-32462	117	43	.	.	PUNCT
fcis-32462	118	1	it	it	PRON
fcis-32462	118	2	is	be	AUX
fcis-32462	118	3	evident	evident	ADJ
fcis-32462	118	4	that	that	SCONJ
fcis-32462	118	5	the	the	DET
fcis-32462	118	6	data	data	NOUN
fcis-32462	118	7	is	be	AUX
fcis-32462	118	8	highly	highly	ADV
fcis-32462	118	9	uneven	uneven	ADJ
fcis-32462	118	10	,	,	PUNCT
fcis-32462	118	11	exhibiting	exhibit	VERB
fcis-32462	118	12	significant	significant	ADJ
fcis-32462	118	13	outliers	outlier	NOUN
fcis-32462	118	14	.	.	PUNCT
fcis-32462	119	1	the	the	DET
fcis-32462	119	2	right	right	ADJ
fcis-32462	119	3	part	part	NOUN
fcis-32462	119	4	of	of	ADP
fcis-32462	119	5	the	the	DET
fcis-32462	119	6	figure	figure	NOUN
fcis-32462	119	7	depicts	depict	VERB
fcis-32462	119	8	the	the	DET
fcis-32462	119	9	data	data	NOUN
fcis-32462	119	10	distribution	distribution	NOUN
fcis-32462	119	11	following	follow	VERB
fcis-32462	119	12	cleaning	clean	VERB
fcis-32462	119	13	with	with	ADP
fcis-32462	119	14	the	the	DET
fcis-32462	119	15	isolated	isolated	ADJ
fcis-32462	119	16	deep	deep	ADJ
fcis-32462	119	17	forest	forest	NOUN
fcis-32462	119	18	algorithm	algorithm	NOUN
fcis-32462	119	19	.	.	PUNCT
fcis-32462	120	1	it	it	PRON
fcis-32462	120	2	is	be	AUX
fcis-32462	120	3	notable	notable	ADJ
fcis-32462	120	4	that	that	SCONJ
fcis-32462	120	5	the	the	DET
fcis-32462	120	6	data	data	NOUN
fcis-32462	120	7	distribution	distribution	NOUN
fcis-32462	120	8	is	be	AUX
fcis-32462	120	9	more	more	ADV
fcis-32462	120	10	uniform	uniform	ADJ
fcis-32462	120	11	and	and	CCONJ
fcis-32462	120	12	fluctuates	fluctuate	VERB
fcis-32462	120	13	more	more	ADV
fcis-32462	120	14	steadily	steadily	ADV
fcis-32462	120	15	after	after	ADP
fcis-32462	120	16	cleaning	clean	VERB
fcis-32462	120	17	.	.	PUNCT
fcis-32462	121	1	a	a	DET
fcis-32462	121	2	comprehensive	comprehensive	ADJ
fcis-32462	121	3	summary	summary	NOUN
fcis-32462	121	4	of	of	ADP
fcis-32462	121	5	the	the	DET
fcis-32462	121	6	descriptive	descriptive	ADJ
fcis-32462	121	7	data	datum	NOUN
fcis-32462	121	8	statistics	statistic	NOUN
fcis-32462	121	9	is	be	AUX
fcis-32462	121	10	presented	present	VERB
fcis-32462	121	11	in	in	ADP
fcis-32462	121	12	table	table	NOUN
fcis-32462	121	13	1	1	NUM
fcis-32462	121	14	.	.	PUNCT
fcis-32462	121	15	table	table	NOUN
fcis-32462	121	16	1	1	NUM
fcis-32462	121	17	.	.	PUNCT
fcis-32462	122	1	data	datum	NOUN
fcis-32462	122	2	descriptive	descriptive	ADJ
fcis-32462	122	3	statistics	statistic	NOUN
fcis-32462	122	4	for	for	ADP
fcis-32462	122	5	the	the	DET
fcis-32462	122	6	number	number	NOUN
fcis-32462	122	7	of	of	ADP
fcis-32462	122	8	lines	line	NOUN
fcis-32462	122	9	of	of	ADP
fcis-32462	122	10	code	code	NOUN
fcis-32462	122	11	commits	commit	VERB
fcis-32462	122	12	min	min	NOUN
fcis-32462	122	13	mean	mean	PROPN
fcis-32462	122	14	media	medium	NOUN
fcis-32462	122	15	max	max	PROPN
fcis-32462	122	16	standard	standard	PROPN
fcis-32462	122	17	deviation	deviation	NOUN
fcis-32462	122	18	origin	origin	NOUN
fcis-32462	122	19	1	1	NUM
fcis-32462	122	20	1599	1599	NUM
fcis-32462	122	21	474	474	NUM
fcis-32462	122	22	78332	78332	NUM
fcis-32462	122	23	5083	5083	NUM
fcis-32462	122	24	cleaned	clean	VERB
fcis-32462	122	25	1	1	NUM
fcis-32462	122	26	578	578	NUM
fcis-32462	122	27	397	397	NUM
fcis-32462	122	28	2301	2301	NUM
fcis-32462	122	29	538	538	NUM
fcis-32462	122	30	the	the	DET
fcis-32462	122	31	commitment	commitment	NOUN
fcis-32462	122	32	records	record	NOUN
fcis-32462	122	33	from	from	ADP
fcis-32462	122	34	dubbo	dubbo	NOUN
fcis-32462	122	35	were	be	AUX
fcis-32462	122	36	incorporated	incorporate	VERB
fcis-32462	122	37	into	into	ADP
fcis-32462	122	38	the	the	DET
fcis-32462	122	39	cch	cch	PROPN
fcis-32462	122	40	contribution	contribution	NOUN
fcis-32462	122	41	score	score	NOUN
fcis-32462	122	42	formula	formula	NOUN
fcis-32462	122	43	to	to	PART
fcis-32462	122	44	determine	determine	VERB
fcis-32462	122	45	the	the	DET
fcis-32462	122	46	top	top	ADJ
fcis-32462	122	47	10	10	NUM
fcis-32462	122	48	rankings	ranking	NOUN
fcis-32462	122	49	,	,	PUNCT
fcis-32462	122	50	as	as	SCONJ
fcis-32462	122	51	illustrated	illustrate	VERB
fcis-32462	122	52	in	in	ADP
fcis-32462	122	53	table	table	NOUN
fcis-32462	122	54	2	2	NUM
fcis-32462	122	55	.	.	SYM
fcis-32462	122	56	31	31	NUM
fcis-32462	122	57	table	table	NOUN
fcis-32462	122	58	2	2	NUM
fcis-32462	122	59	.	.	PUNCT
fcis-32462	123	1	the	the	DET
fcis-32462	123	2	top	top	ADJ
fcis-32462	123	3	10	10	NUM
fcis-32462	123	4	contributors	contributor	NOUN
fcis-32462	123	5	to	to	ADP
fcis-32462	123	6	the	the	DET
fcis-32462	123	7	dubbo	dubbo	NOUN
fcis-32462	123	8	project	project	NOUN
fcis-32462	123	9	,	,	PUNCT
fcis-32462	123	10	as	as	SCONJ
fcis-32462	123	11	calculated	calculate	VERB
fcis-32462	123	12	by	by	ADP
fcis-32462	123	13	cch	cch	PROPN
fcis-32462	123	14	rank	rank	PROPN
fcis-32462	123	15	cch	cch	PROPN
fcis-32462	123	16	rank	rank	PROPN
fcis-32462	123	17	github	github	PROPN
fcis-32462	123	18	author	author	NOUN
fcis-32462	123	19	count	count	NOUN
fcis-32462	123	20	mean	mean	PROPN
fcis-32462	123	21	sum	sum	PROPN
fcis-32462	123	22	ai	ai	VERB
fcis-32462	123	23	cch	cch	PROPN
fcis-32462	123	24	1	1	NUM
fcis-32462	123	25	1	1	NUM
fcis-32462	123	26	chickenlj	chickenlj	PROPN
fcis-32462	123	27	1058	1058	NUM
fcis-32462	123	28	560	560	NUM
fcis-32462	123	29	592766	592766	NUM
fcis-32462	123	30	2.319	2.319	NUM
fcis-32462	123	31	99.998	99.998	NUM
fcis-32462	123	32	2	2	NUM
fcis-32462	123	33	6	6	NUM
fcis-32462	123	34	crazyhzm	crazyhzm	NOUN
fcis-32462	123	35	147	147	NUM
fcis-32462	123	36	507	507	NUM
fcis-32462	123	37	74542	74542	NUM
fcis-32462	123	38	1.163	1.163	NUM
fcis-32462	123	39	99.344	99.344	NUM
fcis-32462	123	40	3	3	NUM
fcis-32462	123	41	2	2	NUM
fcis-32462	123	42	albumenj	albumenj	VERB
fcis-32462	123	43	923	923	NUM
fcis-32462	123	44	204	204	NUM
fcis-32462	123	45	188051	188051	NUM
fcis-32462	123	46	1.151	1.151	NUM
fcis-32462	123	47	99.301	99.301	NUM
fcis-32462	123	48	4	4	NUM
fcis-32462	123	49	5	5	NUM
fcis-32462	123	50	cvictory	cvictory	NOUN
fcis-32462	123	51	149	149	NUM
fcis-32462	123	52	435	435	NUM
fcis-32462	123	53	64879	64879	NUM
fcis-32462	123	54	1.007	1.007	NUM
fcis-32462	123	55	98.518	98.518	NUM
fcis-32462	123	56	5	5	NUM
fcis-32462	123	57	3	3	NUM
fcis-32462	123	58	dependabot[bot	dependabot[bot	NOUN
fcis-32462	123	59	]	]	X
fcis-32462	123	60	593	593	NUM
fcis-32462	123	61	1	1	NUM
fcis-32462	123	62	880	880	NUM
fcis-32462	123	63	1.004	1.004	NUM
fcis-32462	123	64	98.497	98.497	NUM
fcis-32462	123	65	6	6	NUM
fcis-32462	123	66	4	4	NUM
fcis-32462	123	67	beiwei30	beiwei30	NOUN
fcis-32462	123	68	264	264	NUM
fcis-32462	123	69	163	163	NUM
fcis-32462	123	70	42938	42938	NUM
fcis-32462	123	71	0.925	0.925	NUM
fcis-32462	123	72	97.735	97.735	NUM
fcis-32462	123	73	7	7	NUM
fcis-32462	123	74	8	8	NUM
fcis-32462	123	75	mercyblitz	mercyblitz	NOUN
fcis-32462	123	76	108	108	NUM
fcis-32462	123	77	763	763	NUM
fcis-32462	123	78	82386	82386	NUM
fcis-32462	123	79	0.897	0.897	NUM
fcis-32462	123	80	97.396	97.396	NUM
fcis-32462	123	81	8	8	NUM
fcis-32462	123	82	13	13	NUM
fcis-32462	123	83	kylixs	kylixs	NOUN
fcis-32462	123	84	70	70	NUM
fcis-32462	123	85	451	451	NUM
fcis-32462	123	86	31577	31577	NUM
fcis-32462	123	87	0.877	0.877	NUM
fcis-32462	123	88	97.105	97.105	NUM
fcis-32462	123	89	9	9	NUM
fcis-32462	123	90	7	7	NUM
fcis-32462	123	91	liangfei0201	liangfei0201	NOUN
fcis-32462	123	92	128	128	NUM
fcis-32462	123	93	312	312	NUM
fcis-32462	123	94	39919	39919	NUM
fcis-32462	123	95	0.869	0.869	NUM
fcis-32462	123	96	96.988	96.988	NUM
fcis-32462	123	97	10	10	NUM
fcis-32462	123	98	9	9	NUM
fcis-32462	123	99	oldratlee	oldratlee	NOUN
fcis-32462	123	100	104	104	NUM
fcis-32462	123	101	352	352	NUM
fcis-32462	123	102	36577	36577	NUM
fcis-32462	123	103	0.857	0.857	NUM
fcis-32462	123	104	96.794	96.794	NUM
fcis-32462	123	105	as	as	SCONJ
fcis-32462	123	106	can	can	AUX
fcis-32462	123	107	be	be	AUX
fcis-32462	123	108	observed	observe	VERB
fcis-32462	123	109	from	from	ADP
fcis-32462	123	110	the	the	DET
fcis-32462	123	111	table	table	NOUN
fcis-32462	123	112	,	,	PUNCT
fcis-32462	123	113	there	there	PRON
fcis-32462	123	114	are	be	VERB
fcis-32462	123	115	some	some	DET
fcis-32462	123	116	discrepancies	discrepancy	NOUN
fcis-32462	123	117	between	between	ADP
fcis-32462	123	118	the	the	DET
fcis-32462	123	119	rankings	ranking	NOUN
fcis-32462	123	120	produced	produce	VERB
fcis-32462	123	121	by	by	ADP
fcis-32462	123	122	cch	cch	NOUN
fcis-32462	123	123	and	and	CCONJ
fcis-32462	123	124	those	those	PRON
fcis-32462	123	125	derived	derive	VERB
fcis-32462	123	126	from	from	ADP
fcis-32462	123	127	github	github	PROPN
fcis-32462	123	128	.	.	PUNCT
fcis-32462	124	1	the	the	DET
fcis-32462	124	2	first	first	ADJ
fcis-32462	124	3	position	position	NOUN
fcis-32462	124	4	remains	remain	VERB
fcis-32462	124	5	unchanged	unchanged	ADJ
fcis-32462	124	6	,	,	PUNCT
fcis-32462	124	7	with	with	ADP
fcis-32462	124	8	chickenlj	chickenlj	NOUN
fcis-32462	124	9	retaining	retain	VERB
fcis-32462	124	10	the	the	DET
fcis-32462	124	11	distinction	distinction	NOUN
fcis-32462	124	12	of	of	ADP
fcis-32462	124	13	having	have	VERB
fcis-32462	124	14	the	the	DET
fcis-32462	124	15	most	most	ADJ
fcis-32462	124	16	commits	commit	NOUN
fcis-32462	124	17	and	and	CCONJ
fcis-32462	124	18	an	an	DET
fcis-32462	124	19	average	average	ADJ
fcis-32462	124	20	number	number	NOUN
fcis-32462	124	21	of	of	ADP
fcis-32462	124	22	commit	commit	VERB
fcis-32462	124	23	lines	line	NOUN
fcis-32462	124	24	that	that	PRON
fcis-32462	124	25	is	be	AUX
fcis-32462	124	26	very	very	ADV
fcis-32462	124	27	close	close	ADJ
fcis-32462	124	28	to	to	ADP
fcis-32462	124	29	the	the	DET
fcis-32462	124	30	overall	overall	ADJ
fcis-32462	124	31	average	average	NOUN
fcis-32462	124	32	of	of	ADP
fcis-32462	124	33	578	578	NUM
fcis-32462	124	34	.	.	PUNCT
fcis-32462	125	1	additionally	additionally	ADV
fcis-32462	125	2	,	,	PUNCT
fcis-32462	125	3	chickenlj	chickenlj	PROPN
fcis-32462	125	4	is	be	AUX
fcis-32462	125	5	the	the	DET
fcis-32462	125	6	primary	primary	ADJ
fcis-32462	125	7	contributor	contributor	NOUN
fcis-32462	125	8	to	to	ADP
fcis-32462	125	9	the	the	DET
fcis-32462	125	10	dubbo	dubbo	NOUN
fcis-32462	125	11	project	project	NOUN
fcis-32462	125	12	.	.	PUNCT
fcis-32462	126	1	the	the	DET
fcis-32462	126	2	table	table	NOUN
fcis-32462	126	3	indicates	indicate	VERB
fcis-32462	126	4	a	a	DET
fcis-32462	126	5	rise	rise	NOUN
fcis-32462	126	6	of	of	ADP
fcis-32462	126	7	at	at	ADV
fcis-32462	126	8	least	least	ADV
fcis-32462	126	9	two	two	NUM
fcis-32462	126	10	places	place	NOUN
fcis-32462	126	11	by	by	ADP
fcis-32462	126	12	the	the	DET
fcis-32462	126	13	cch	cch	PROPN
fcis-32462	126	14	calculation	calculation	NOUN
fcis-32462	126	15	in	in	ADP
fcis-32462	126	16	the	the	DET
fcis-32462	126	17	column	column	NOUN
fcis-32462	126	18	marked	mark	VERB
fcis-32462	126	19	in	in	ADP
fcis-32462	126	20	red	red	ADJ
fcis-32462	126	21	,	,	PUNCT
fcis-32462	126	22	and	and	CCONJ
fcis-32462	126	23	a	a	DET
fcis-32462	126	24	fall	fall	NOUN
fcis-32462	126	25	of	of	ADP
fcis-32462	126	26	at	at	ADV
fcis-32462	126	27	least	least	ADV
fcis-32462	126	28	two	two	NUM
fcis-32462	126	29	places	place	NOUN
fcis-32462	126	30	in	in	ADP
fcis-32462	126	31	the	the	DET
fcis-32462	126	32	column	column	NOUN
fcis-32462	126	33	marked	mark	VERB
fcis-32462	126	34	in	in	ADP
fcis-32462	126	35	green	green	ADJ
fcis-32462	126	36	.	.	PUNCT
fcis-32462	127	1	it	it	PRON
fcis-32462	127	2	is	be	AUX
fcis-32462	127	3	noteworthy	noteworthy	ADJ
fcis-32462	127	4	that	that	SCONJ
fcis-32462	127	5	crazyhzm	crazyhzm	PROPN
fcis-32462	127	6	has	have	AUX
fcis-32462	127	7	experienced	experience	VERB
fcis-32462	127	8	a	a	DET
fcis-32462	127	9	significant	significant	ADJ
fcis-32462	127	10	shift	shift	NOUN
fcis-32462	127	11	in	in	ADP
fcis-32462	127	12	rank	rank	NOUN
fcis-32462	127	13	,	,	PUNCT
fcis-32462	127	14	advancing	advance	VERB
fcis-32462	127	15	from	from	ADP
fcis-32462	127	16	6th	6th	NOUN
fcis-32462	127	17	to	to	ADP
fcis-32462	127	18	2nd	2nd	ADJ
fcis-32462	127	19	place	place	NOUN
fcis-32462	127	20	.	.	PUNCT
fcis-32462	128	1	this	this	PRON
fcis-32462	128	2	is	be	AUX
fcis-32462	128	3	primarily	primarily	ADV
fcis-32462	128	4	attributable	attributable	ADJ
fcis-32462	128	5	to	to	ADP
fcis-32462	128	6	the	the	DET
fcis-32462	128	7	fact	fact	NOUN
fcis-32462	128	8	that	that	SCONJ
fcis-32462	128	9	,	,	PUNCT
fcis-32462	128	10	despite	despite	SCONJ
fcis-32462	128	11	ranking	rank	VERB
fcis-32462	128	12	6th	6th	NOUN
fcis-32462	128	13	in	in	ADP
fcis-32462	128	14	terms	term	NOUN
fcis-32462	128	15	of	of	ADP
fcis-32462	128	16	the	the	DET
fcis-32462	128	17	number	number	NOUN
fcis-32462	128	18	of	of	ADP
fcis-32462	128	19	commits	commit	NOUN
fcis-32462	128	20	,	,	PUNCT
fcis-32462	128	21	his	his	PRON
fcis-32462	128	22	average	average	ADJ
fcis-32462	128	23	number	number	NOUN
fcis-32462	128	24	of	of	ADP
fcis-32462	128	25	lines	line	NOUN
fcis-32462	128	26	of	of	ADP
fcis-32462	128	27	code	code	NOUN
fcis-32462	128	28	commits	commit	VERB
fcis-32462	128	29	is	be	AUX
fcis-32462	128	30	only	only	ADV
fcis-32462	128	31	slightly	slightly	ADV
fcis-32462	128	32	below	below	ADP
fcis-32462	128	33	the	the	DET
fcis-32462	128	34	overall	overall	ADJ
fcis-32462	128	35	average	average	NOUN
fcis-32462	128	36	of	of	ADP
fcis-32462	128	37	578	578	NUM
fcis-32462	128	38	.	.	PUNCT
fcis-32462	129	1	consequently	consequently	ADV
fcis-32462	129	2	,	,	PUNCT
fcis-32462	129	3	he	he	PRON
fcis-32462	129	4	has	have	AUX
fcis-32462	129	5	been	be	AUX
fcis-32462	129	6	assigned	assign	VERB
fcis-32462	129	7	a	a	DET
fcis-32462	129	8	higher	high	ADJ
fcis-32462	129	9	ranking	ranking	NOUN
fcis-32462	129	10	.	.	PUNCT
fcis-32462	130	1	the	the	DET
fcis-32462	130	2	dubbo	dubbo	NOUN
fcis-32462	130	3	project	project	NOUN
fcis-32462	130	4	,	,	PUNCT
fcis-32462	130	5	like	like	ADP
fcis-32462	130	6	the	the	DET
fcis-32462	130	7	majority	majority	NOUN
fcis-32462	130	8	of	of	ADP
fcis-32462	130	9	open	open	ADJ
fcis-32462	130	10	source	source	NOUN
fcis-32462	130	11	projects	project	NOUN
fcis-32462	130	12	,	,	PUNCT
fcis-32462	130	13	adheres	adhere	VERB
fcis-32462	130	14	to	to	ADP
fcis-32462	130	15	the	the	DET
fcis-32462	130	16	open	open	ADJ
fcis-32462	130	17	source	source	NOUN
fcis-32462	130	18	contribution	contribution	NOUN
fcis-32462	130	19	convention	convention	NOUN
fcis-32462	130	20	and	and	CCONJ
fcis-32462	130	21	has	have	VERB
fcis-32462	130	22	a	a	DET
fcis-32462	130	23	defined	define	VERB
fcis-32462	130	24	specification	specification	NOUN
fcis-32462	130	25	for	for	ADP
fcis-32462	130	26	the	the	DET
fcis-32462	130	27	number	number	NOUN
fcis-32462	130	28	of	of	ADP
fcis-32462	130	29	commit	commit	VERB
fcis-32462	130	30	messages	message	NOUN
fcis-32462	130	31	[	[	X
fcis-32462	130	32	18	18	NUM
fcis-32462	130	33	]	]	PUNCT
fcis-32462	130	34	.	.	PUNCT
fcis-32462	131	1	a	a	DET
fcis-32462	131	2	further	further	ADJ
fcis-32462	131	3	analysis	analysis	NOUN
fcis-32462	131	4	of	of	ADP
fcis-32462	131	5	the	the	DET
fcis-32462	131	6	detailed	detail	VERB
fcis-32462	131	7	commit	commit	NOUN
fcis-32462	131	8	logs	log	NOUN
fcis-32462	131	9	of	of	ADP
fcis-32462	131	10	albumenj	albumenj	NOUN
fcis-32462	131	11	and	and	CCONJ
fcis-32462	131	12	crazyhzm	crazyhzm	PROPN
fcis-32462	131	13	revealed	reveal	VERB
fcis-32462	131	14	that	that	SCONJ
fcis-32462	131	15	commits	commit	VERB
fcis-32462	131	16	beginning	begin	VERB
fcis-32462	131	17	with	with	ADP
fcis-32462	131	18	the	the	DET
fcis-32462	131	19	words	word	NOUN
fcis-32462	131	20	'	'	PUNCT
fcis-32462	131	21	merge	merge	VERB
fcis-32462	131	22	'	'	PUNCT
fcis-32462	131	23	,	,	PUNCT
fcis-32462	131	24	'	'	PUNCT
fcis-32462	131	25	bump	bump	VERB
fcis-32462	131	26	'	'	PUNCT
fcis-32462	131	27	or	or	CCONJ
fcis-32462	131	28	'	'	PUNCT
fcis-32462	131	29	prepare	prepare	VERB
fcis-32462	131	30	'	'	PUNCT
fcis-32462	131	31	are	be	AUX
fcis-32462	131	32	for	for	ADP
fcis-32462	131	33	the	the	DET
fcis-32462	131	34	maintenance	maintenance	NOUN
fcis-32462	131	35	of	of	ADP
fcis-32462	131	36	version	version	NOUN
fcis-32462	131	37	numbers	number	NOUN
fcis-32462	131	38	.	.	PUNCT
fcis-32462	132	1	it	it	PRON
fcis-32462	132	2	can	can	AUX
fcis-32462	132	3	be	be	AUX
fcis-32462	132	4	observed	observe	VERB
fcis-32462	132	5	that	that	SCONJ
fcis-32462	132	6	these	these	DET
fcis-32462	132	7	behaviours	behaviour	NOUN
fcis-32462	132	8	contribute	contribute	VERB
fcis-32462	132	9	significantly	significantly	ADV
fcis-32462	132	10	less	less	ADJ
fcis-32462	132	11	to	to	ADP
fcis-32462	132	12	the	the	DET
fcis-32462	132	13	project	project	NOUN
fcis-32462	132	14	than	than	ADP
fcis-32462	132	15	the	the	DET
fcis-32462	132	16	actual	actual	ADJ
fcis-32462	132	17	code	code	NOUN
fcis-32462	132	18	writing	writing	NOUN
fcis-32462	132	19	.	.	PUNCT
fcis-32462	133	1	a	a	DET
fcis-32462	133	2	total	total	NOUN
fcis-32462	133	3	of	of	ADP
fcis-32462	133	4	228	228	NUM
fcis-32462	133	5	out	out	ADP
fcis-32462	133	6	of	of	ADP
fcis-32462	133	7	923	923	NUM
fcis-32462	133	8	commits	commit	VERB
fcis-32462	133	9	for	for	ADP
fcis-32462	133	10	albumenj	albumenj	NOUN
fcis-32462	133	11	are	be	AUX
fcis-32462	133	12	for	for	ADP
fcis-32462	133	13	versioning	versione	VERB
fcis-32462	133	14	,	,	PUNCT
fcis-32462	133	15	representing	represent	VERB
fcis-32462	133	16	24.70	24.70	NUM
fcis-32462	133	17	%	%	NOUN
fcis-32462	133	18	of	of	ADP
fcis-32462	133	19	the	the	DET
fcis-32462	133	20	total	total	ADJ
fcis-32462	133	21	number	number	NOUN
fcis-32462	133	22	of	of	ADP
fcis-32462	133	23	commits	commit	VERB
fcis-32462	133	24	.	.	PUNCT
fcis-32462	134	1	in	in	ADP
fcis-32462	134	2	comparison	comparison	NOUN
fcis-32462	134	3	,	,	PUNCT
fcis-32462	134	4	crazyhzm	crazyhzm	PROPN
fcis-32462	134	5	has	have	VERB
fcis-32462	134	6	only	only	ADV
fcis-32462	134	7	5	5	NUM
fcis-32462	134	8	versioning	versioning	NOUN
fcis-32462	134	9	commits	commit	NOUN
fcis-32462	134	10	,	,	PUNCT
fcis-32462	134	11	accounting	account	VERB
fcis-32462	134	12	for	for	ADP
fcis-32462	134	13	only	only	ADV
fcis-32462	134	14	3.40	3.40	NUM
fcis-32462	134	15	%	%	NOUN
fcis-32462	134	16	of	of	ADP
fcis-32462	134	17	the	the	DET
fcis-32462	134	18	total	total	ADJ
fcis-32462	134	19	number	number	NOUN
fcis-32462	134	20	of	of	ADP
fcis-32462	134	21	commits	commit	NOUN
fcis-32462	134	22	.	.	PUNCT
fcis-32462	135	1	this	this	PRON
fcis-32462	135	2	also	also	ADV
fcis-32462	135	3	corroborates	corroborate	VERB
fcis-32462	135	4	the	the	DET
fcis-32462	135	5	assertion	assertion	NOUN
fcis-32462	135	6	that	that	SCONJ
fcis-32462	135	7	crazyhzm	crazyhzm	PROPN
fcis-32462	135	8	has	have	AUX
fcis-32462	135	9	a	a	DET
fcis-32462	135	10	higher	high	ADJ
fcis-32462	135	11	average	average	ADJ
fcis-32462	135	12	contribution	contribution	NOUN
fcis-32462	135	13	per	per	ADP
fcis-32462	135	14	commit	commit	NOUN
fcis-32462	135	15	.	.	PUNCT
fcis-32462	136	1	furthermore	furthermore	ADV
fcis-32462	136	2	,	,	PUNCT
fcis-32462	136	3	the	the	DET
fcis-32462	136	4	dependabot[bot	dependabot[bot	PROPN
fcis-32462	136	5	]	]	X
fcis-32462	136	6	account	account	NOUN
fcis-32462	136	7	has	have	AUX
fcis-32462	136	8	fallen	fall	VERB
fcis-32462	136	9	from	from	ADP
fcis-32462	136	10	third	third	ADJ
fcis-32462	136	11	to	to	ADP
fcis-32462	136	12	fifth	fifth	ADJ
fcis-32462	136	13	place	place	NOUN
fcis-32462	136	14	.	.	PUNCT
fcis-32462	137	1	despite	despite	SCONJ
fcis-32462	137	2	having	have	VERB
fcis-32462	137	3	a	a	DET
fcis-32462	137	4	considerable	considerable	ADJ
fcis-32462	137	5	number	number	NOUN
fcis-32462	137	6	of	of	ADP
fcis-32462	137	7	commits	commit	NOUN
fcis-32462	137	8	(	(	PUNCT
fcis-32462	137	9	593	593	NUM
fcis-32462	137	10	)	)	PUNCT
fcis-32462	137	11	,	,	PUNCT
fcis-32462	137	12	which	which	PRON
fcis-32462	137	13	is	be	AUX
fcis-32462	137	14	way	way	ADV
fcis-32462	137	15	ahead	ahead	ADV
fcis-32462	137	16	of	of	ADP
fcis-32462	137	17	the	the	DET
fcis-32462	137	18	original	original	ADJ
fcis-32462	137	19	fourth	fourth	ADJ
fcis-32462	137	20	-	-	PUNCT
fcis-32462	137	21	place	place	NOUN
fcis-32462	137	22	account	account	NOUN
fcis-32462	137	23	(	(	PUNCT
fcis-32462	137	24	264	264	NUM
fcis-32462	137	25	)	)	PUNCT
fcis-32462	137	26	,	,	PUNCT
fcis-32462	137	27	its	its	PRON
fcis-32462	137	28	average	average	ADJ
fcis-32462	137	29	number	number	NOUN
fcis-32462	137	30	of	of	ADP
fcis-32462	137	31	lines	line	NOUN
fcis-32462	137	32	of	of	ADP
fcis-32462	137	33	code	code	NOUN
fcis-32462	137	34	committed	commit	VERB
fcis-32462	137	35	is	be	AUX
fcis-32462	137	36	only	only	ADV
fcis-32462	137	37	one	one	NUM
fcis-32462	137	38	,	,	PUNCT
fcis-32462	137	39	which	which	PRON
fcis-32462	137	40	is	be	AUX
fcis-32462	137	41	considerably	considerably	ADV
fcis-32462	137	42	lower	low	ADJ
fcis-32462	137	43	than	than	ADP
fcis-32462	137	44	the	the	DET
fcis-32462	137	45	average	average	NOUN
fcis-32462	137	46	.	.	PUNCT
fcis-32462	138	1	it	it	PRON
fcis-32462	138	2	is	be	AUX
fcis-32462	138	3	evident	evident	ADJ
fcis-32462	138	4	that	that	SCONJ
fcis-32462	138	5	this	this	DET
fcis-32462	138	6	account	account	NOUN
fcis-32462	138	7	is	be	AUX
fcis-32462	138	8	responsible	responsible	ADJ
fcis-32462	138	9	for	for	ADP
fcis-32462	138	10	versioning	versione	VERB
fcis-32462	138	11	the	the	DET
fcis-32462	138	12	various	various	ADJ
fcis-32462	138	13	third	third	ADJ
fcis-32462	138	14	-	-	PUNCT
fcis-32462	138	15	party	party	NOUN
fcis-32462	138	16	packages	package	NOUN
fcis-32462	138	17	.	.	PUNCT
fcis-32462	139	1	despite	despite	SCONJ
fcis-32462	139	2	committing	commit	VERB
fcis-32462	139	3	code	code	NOUN
fcis-32462	139	4	on	on	ADP
fcis-32462	139	5	numerous	numerous	ADJ
fcis-32462	139	6	occasions	occasion	NOUN
fcis-32462	139	7	,	,	PUNCT
fcis-32462	139	8	the	the	DET
fcis-32462	139	9	majority	majority	NOUN
fcis-32462	139	10	of	of	ADP
fcis-32462	139	11	these	these	PRON
fcis-32462	139	12	commits	commit	VERB
fcis-32462	139	13	entail	entail	NOUN
fcis-32462	139	14	merely	merely	ADV
fcis-32462	139	15	changing	change	VERB
fcis-32462	139	16	the	the	DET
fcis-32462	139	17	version	version	NOUN
fcis-32462	139	18	number	number	NOUN
fcis-32462	139	19	,	,	PUNCT
fcis-32462	139	20	and	and	CCONJ
fcis-32462	139	21	thus	thus	ADV
fcis-32462	139	22	,	,	PUNCT
fcis-32462	139	23	the	the	DET
fcis-32462	139	24	value	value	NOUN
fcis-32462	139	25	of	of	ADP
fcis-32462	139	26	the	the	DET
fcis-32462	139	27	contribution	contribution	NOUN
fcis-32462	139	28	is	be	AUX
fcis-32462	139	29	not	not	PART
fcis-32462	139	30	particularly	particularly	ADV
fcis-32462	139	31	noteworthy	noteworthy	ADJ
fcis-32462	139	32	.	.	PUNCT
fcis-32462	140	1	the	the	DET
fcis-32462	140	2	dubbo	dubbo	NOUN
fcis-32462	140	3	project	project	NOUN
fcis-32462	140	4	demonstrates	demonstrate	VERB
fcis-32462	140	5	that	that	SCONJ
fcis-32462	140	6	the	the	DET
fcis-32462	140	7	cch	cch	PROPN
fcis-32462	140	8	contribution	contribution	NOUN
fcis-32462	140	9	score	score	NOUN
fcis-32462	140	10	formula	formula	NOUN
fcis-32462	140	11	is	be	AUX
fcis-32462	140	12	a	a	DET
fcis-32462	140	13	valid	valid	ADJ
fcis-32462	140	14	and	and	CCONJ
fcis-32462	140	15	fair	fair	ADJ
fcis-32462	140	16	method	method	NOUN
fcis-32462	140	17	of	of	ADP
fcis-32462	140	18	evaluation	evaluation	NOUN
fcis-32462	140	19	in	in	ADP
fcis-32462	140	20	practical	practical	ADJ
fcis-32462	140	21	applications	application	NOUN
fcis-32462	140	22	.	.	PUNCT
fcis-32462	141	1	furthermore	furthermore	ADV
fcis-32462	141	2	,	,	PUNCT
fcis-32462	141	3	the	the	DET
fcis-32462	141	4	same	same	ADJ
fcis-32462	141	5	validation	validation	NOUN
fcis-32462	141	6	process	process	NOUN
fcis-32462	141	7	has	have	AUX
fcis-32462	141	8	been	be	AUX
fcis-32462	141	9	applied	apply	VERB
fcis-32462	141	10	to	to	ADP
fcis-32462	141	11	ten	ten	NUM
fcis-32462	141	12	projects	project	NOUN
fcis-32462	141	13	in	in	ADP
fcis-32462	141	14	different	different	ADJ
fcis-32462	141	15	languages	language	NOUN
fcis-32462	141	16	and	and	CCONJ
fcis-32462	141	17	domains	domain	NOUN
fcis-32462	141	18	,	,	PUNCT
fcis-32462	141	19	with	with	ADP
fcis-32462	141	20	similarly	similarly	ADV
fcis-32462	141	21	positive	positive	ADJ
fcis-32462	141	22	results	result	NOUN
fcis-32462	141	23	.	.	PUNCT
fcis-32462	142	1	this	this	DET
fcis-32462	142	2	approach	approach	NOUN
fcis-32462	142	3	can	can	AUX
fcis-32462	142	4	effectively	effectively	ADV
fcis-32462	142	5	reduce	reduce	VERB
fcis-32462	142	6	the	the	DET
fcis-32462	142	7	ranking	ranking	NOUN
fcis-32462	142	8	to	to	ADP
fcis-32462	142	9	a	a	DET
fcis-32462	142	10	level	level	NOUN
fcis-32462	142	11	comparable	comparable	ADJ
fcis-32462	142	12	to	to	ADP
fcis-32462	142	13	that	that	PRON
fcis-32462	142	14	of	of	ADP
fcis-32462	142	15	the	the	DET
fcis-32462	142	16	dependabot	dependabot	NOUN
fcis-32462	142	17	[	[	X
fcis-32462	142	18	bot	bot	X
fcis-32462	142	19	]	]	X
fcis-32462	142	20	account	account	NOUN
fcis-32462	142	21	,	,	PUNCT
fcis-32462	142	22	providing	provide	VERB
fcis-32462	142	23	a	a	DET
fcis-32462	142	24	reasonable	reasonable	ADJ
fcis-32462	142	25	representation	representation	NOUN
fcis-32462	142	26	of	of	ADP
fcis-32462	142	27	actual	actual	ADJ
fcis-32462	142	28	contribution	contribution	NOUN
fcis-32462	142	29	.	.	PUNCT
fcis-32462	143	1	refer	refer	VERB
fcis-32462	143	2	to	to	ADP
fcis-32462	143	3	table	table	NOUN
fcis-32462	143	4	3	3	NUM
fcis-32462	143	5	for	for	ADP
fcis-32462	143	6	a	a	DET
fcis-32462	143	7	detailed	detailed	ADJ
fcis-32462	143	8	overview	overview	NOUN
fcis-32462	143	9	of	of	ADP
fcis-32462	143	10	these	these	DET
fcis-32462	143	11	and	and	CCONJ
fcis-32462	143	12	other	other	ADJ
fcis-32462	143	13	open	open	ADJ
fcis-32462	143	14	-	-	PUNCT
fcis-32462	143	15	source	source	NOUN
fcis-32462	143	16	projects	project	NOUN
fcis-32462	143	17	.	.	PUNCT
fcis-32462	144	1	table	table	NOUN
fcis-32462	144	2	3	3	NUM
fcis-32462	144	3	.	.	X
fcis-32462	144	4	list	list	NOUN
fcis-32462	144	5	of	of	ADP
fcis-32462	144	6	open	open	ADJ
fcis-32462	144	7	-	-	PUNCT
fcis-32462	144	8	source	source	NOUN
fcis-32462	144	9	projects	project	NOUN
fcis-32462	144	10	performing	perform	VERB
fcis-32462	144	11	cch	cch	NOUN
fcis-32462	144	12	experiments	experiment	NOUN
fcis-32462	144	13	project	project	NOUN
fcis-32462	144	14	language	language	NOUN
fcis-32462	144	15	tag	tag	NOUN
fcis-32462	144	16	stars	star	NOUN
fcis-32462	144	17	contributors	contributor	NOUN
fcis-32462	144	18	commits	commit	VERB
fcis-32462	144	19	vue3	vue3	PROPN
fcis-32462	144	20	typescript	typescript	PROPN
fcis-32462	144	21	front	front	ADJ
fcis-32462	144	22	-	-	PUNCT
fcis-32462	144	23	end	end	NOUN
fcis-32462	144	24	46.2k	46.2k	NUM
fcis-32462	144	25	477	477	NUM
fcis-32462	144	26	5896	5896	NUM
fcis-32462	144	27	echarts	echart	VERB
fcis-32462	144	28	typescript	typescript	ADJ
fcis-32462	144	29	front	front	ADJ
fcis-32462	144	30	-	-	PUNCT
fcis-32462	144	31	end	end	NOUN
fcis-32462	144	32	59.9k	59.9k	NUM
fcis-32462	144	33	231	231	NUM
fcis-32462	144	34	9375	9375	NUM
fcis-32462	144	35	dubbo	dubbo	NOUN
fcis-32462	144	36	java	java	PROPN
fcis-32462	144	37	back	back	ADJ
fcis-32462	144	38	-	-	PUNCT
fcis-32462	144	39	end	end	NOUN
fcis-32462	144	40	40.2k	40.2k	NUM
fcis-32462	144	41	560	560	NUM
fcis-32462	144	42	5803	5803	NUM
fcis-32462	144	43	kafka	kafka	PROPN
fcis-32462	144	44	scala	scala	PROPN
fcis-32462	144	45	middleware	middleware	PROPN
fcis-32462	144	46	28.1k	28.1k	NOUN
fcis-32462	144	47	1185	1185	NUM
fcis-32462	144	48	13487	13487	NUM
fcis-32462	144	49	spark	spark	NOUN
fcis-32462	144	50	scala	scala	PROPN
fcis-32462	144	51	big	big	PROPN
fcis-32462	144	52	data	data	PROPN
fcis-32462	144	53	39.1k	39.1k	NUM
fcis-32462	144	54	2110	2110	NUM
fcis-32462	144	55	41859	41859	NUM
fcis-32462	144	56	paimon	paimon	PROPN
fcis-32462	144	57	java	java	PROPN
fcis-32462	144	58	big	big	PROPN
fcis-32462	144	59	data	datum	NOUN
fcis-32462	144	60	2.2k	2.2k	NUM
fcis-32462	144	61	173	173	NUM
fcis-32462	144	62	2962	2962	NUM
fcis-32462	144	63	transformers	transformer	NOUN
fcis-32462	144	64	python	python	NOUN
fcis-32462	144	65	machine	machine	NOUN
fcis-32462	144	66	learning	learn	VERB
fcis-32462	144	67	130k	130k	PROPN
fcis-32462	144	68	2664	2664	NUM
fcis-32462	145	1	16587	16587	NUM
fcis-32462	145	2	tensorflow	tensorflow	NOUN
fcis-32462	145	3	c++	c++	NOUN
fcis-32462	145	4	machine	machine	NOUN
fcis-32462	145	5	learning	learn	VERB
fcis-32462	145	6	185k	185k	ADP
fcis-32462	145	7	3581	3581	NUM
fcis-32462	145	8	168228	168228	NUM
fcis-32462	145	9	redis	redis	PROPN
fcis-32462	145	10	c	c	PROPN
fcis-32462	145	11	database	database	NOUN
fcis-32462	145	12	65.9k	65.9k	NUM
fcis-32462	145	13	717	717	NUM
fcis-32462	145	14	12213	12213	NUM
fcis-32462	145	15	tidb	tidb	NOUN
fcis-32462	145	16	go	go	VERB
fcis-32462	145	17	database	database	NOUN
fcis-32462	145	18	36.7k	36.7k	NUM
fcis-32462	145	19	871	871	NUM
fcis-32462	145	20	24354	24354	NUM
fcis-32462	145	21	4.2	4.2	NUM
fcis-32462	145	22	.	.	PUNCT
fcis-32462	146	1	application	application	NOUN
fcis-32462	146	2	in	in	ADP
fcis-32462	146	3	enterprise	enterprise	NOUN
fcis-32462	146	4	cch	cch	NOUN
fcis-32462	146	5	can	can	AUX
fcis-32462	146	6	be	be	AUX
fcis-32462	146	7	applied	apply	VERB
fcis-32462	146	8	not	not	PART
fcis-32462	146	9	only	only	ADV
fcis-32462	146	10	to	to	ADP
fcis-32462	146	11	the	the	DET
fcis-32462	146	12	contribution	contribution	NOUN
fcis-32462	146	13	ranking	rank	VERB
fcis-32462	146	14	calculation	calculation	NOUN
fcis-32462	146	15	of	of	ADP
fcis-32462	146	16	open	open	ADJ
fcis-32462	146	17	source	source	NOUN
fcis-32462	146	18	project	project	NOUN
fcis-32462	146	19	personnel	personnel	NOUN
fcis-32462	146	20	,	,	PUNCT
fcis-32462	146	21	but	but	CCONJ
fcis-32462	146	22	also	also	ADV
fcis-32462	146	23	as	as	ADP
fcis-32462	146	24	a	a	DET
fcis-32462	146	25	reference	reference	NOUN
fcis-32462	146	26	basis	basis	NOUN
fcis-32462	146	27	for	for	ADP
fcis-32462	146	28	the	the	DET
fcis-32462	146	29	assessment	assessment	NOUN
fcis-32462	146	30	of	of	ADP
fcis-32462	146	31	code	code	NOUN
fcis-32462	146	32	commits	commit	NOUN
fcis-32462	146	33	of	of	ADP
fcis-32462	146	34	programmers	programmer	NOUN
fcis-32462	146	35	within	within	ADP
fcis-32462	146	36	the	the	DET
fcis-32462	146	37	enterprise	enterprise	NOUN
fcis-32462	146	38	.	.	PUNCT
fcis-32462	147	1	in	in	ADP
fcis-32462	147	2	order	order	NOUN
fcis-32462	147	3	to	to	PART
fcis-32462	147	4	verify	verify	VERB
fcis-32462	147	5	the	the	DET
fcis-32462	147	6	applicability	applicability	NOUN
fcis-32462	147	7	of	of	ADP
fcis-32462	147	8	cch	cch	PROPN
fcis-32462	147	9	in	in	ADP
fcis-32462	147	10	the	the	DET
fcis-32462	147	11	enterprise	enterprise	NOUN
fcis-32462	147	12	environment	environment	NOUN
fcis-32462	147	13	,	,	PUNCT
fcis-32462	147	14	the	the	DET
fcis-32462	147	15	cch	cch	PROPN
fcis-32462	147	16	algorithm	algorithm	NOUN
fcis-32462	147	17	was	be	AUX
fcis-32462	147	18	applied	apply	VERB
fcis-32462	147	19	to	to	ADP
fcis-32462	147	20	company	company	NOUN
fcis-32462	147	21	a.	a.	NOUN
fcis-32462	147	22	the	the	DET
fcis-32462	147	23	code	code	NOUN
fcis-32462	147	24	commits	commit	VERB
fcis-32462	147	25	records	record	NOUN
fcis-32462	147	26	of	of	ADP
fcis-32462	147	27	company	company	NOUN
fcis-32462	147	28	a	a	PRON
fcis-32462	147	29	in	in	ADP
fcis-32462	147	30	the	the	DET
fcis-32462	147	31	second	second	ADJ
fcis-32462	147	32	quarter	quarter	NOUN
fcis-32462	147	33	of	of	ADP
fcis-32462	147	34	2024	2024	NUM
fcis-32462	147	35	were	be	AUX
fcis-32462	147	36	analyzed	analyze	VERB
fcis-32462	147	37	by	by	ADP
fcis-32462	147	38	cch	cch	NOUN
fcis-32462	147	39	calculation	calculation	NOUN
fcis-32462	147	40	.	.	PUNCT
fcis-32462	148	1	4.2.1	4.2.1	NOUN
fcis-32462	148	2	.	.	PUNCT
fcis-32462	148	3	data	datum	NOUN
fcis-32462	148	4	preparation	preparation	NOUN
fcis-32462	148	5	and	and	CCONJ
fcis-32462	148	6	tagging	tag	VERB
fcis-32462	148	7	all	all	DET
fcis-32462	148	8	code	code	NOUN
fcis-32462	148	9	commit	commit	VERB
fcis-32462	148	10	records	record	NOUN
fcis-32462	148	11	of	of	ADP
fcis-32462	148	12	company	company	NOUN
fcis-32462	148	13	a	a	PRON
fcis-32462	148	14	for	for	ADP
fcis-32462	148	15	the	the	DET
fcis-32462	148	16	second	second	ADJ
fcis-32462	148	17	quarter	quarter	NOUN
fcis-32462	148	18	of	of	ADP
fcis-32462	148	19	2024	2024	NUM
fcis-32462	148	20	were	be	AUX
fcis-32462	148	21	extracted	extract	VERB
fcis-32462	148	22	,	,	PUNCT
fcis-32462	148	23	comprising	comprise	VERB
fcis-32462	148	24	20950	20950	NUM
fcis-32462	148	25	code	code	NOUN
fcis-32462	148	26	commits	commit	NOUN
fcis-32462	148	27	contributed	contribute	VERB
fcis-32462	148	28	by	by	ADP
fcis-32462	148	29	110	110	NUM
fcis-32462	148	30	developers	developer	NOUN
fcis-32462	148	31	.	.	PUNCT
fcis-32462	149	1	in	in	ADP
fcis-32462	149	2	order	order	NOUN
fcis-32462	149	3	to	to	PART
fcis-32462	149	4	evaluate	evaluate	VERB
fcis-32462	149	5	32	32	NUM
fcis-32462	149	6	the	the	DET
fcis-32462	149	7	effectiveness	effectiveness	NOUN
fcis-32462	149	8	of	of	ADP
fcis-32462	149	9	the	the	DET
fcis-32462	149	10	cch	cch	PROPN
fcis-32462	149	11	algorithm	algorithm	NOUN
fcis-32462	149	12	,	,	PUNCT
fcis-32462	149	13	it	it	PRON
fcis-32462	149	14	is	be	AUX
fcis-32462	149	15	first	first	ADV
fcis-32462	149	16	necessary	necessary	ADJ
fcis-32462	149	17	to	to	PART
fcis-32462	149	18	prepare	prepare	VERB
fcis-32462	149	19	the	the	DET
fcis-32462	149	20	tagged	tag	VERB
fcis-32462	149	21	dataset	dataset	NOUN
fcis-32462	149	22	.	.	PUNCT
fcis-32462	150	1	a	a	DET
fcis-32462	150	2	total	total	NOUN
fcis-32462	150	3	of	of	ADP
fcis-32462	150	4	20	20	NUM
fcis-32462	150	5	basic	basic	ADJ
fcis-32462	150	6	leaders	leader	NOUN
fcis-32462	150	7	were	be	AUX
fcis-32462	150	8	asked	ask	VERB
fcis-32462	150	9	to	to	PART
fcis-32462	150	10	mark	mark	VERB
fcis-32462	150	11	the	the	DET
fcis-32462	150	12	team	team	NOUN
fcis-32462	150	13	members	member	NOUN
fcis-32462	150	14	they	they	PRON
fcis-32462	150	15	led	lead	VERB
fcis-32462	150	16	based	base	VERB
fcis-32462	150	17	on	on	ADP
fcis-32462	150	18	the	the	DET
fcis-32462	150	19	actual	actual	ADJ
fcis-32462	150	20	performance	performance	NOUN
fcis-32462	150	21	of	of	ADP
fcis-32462	150	22	the	the	DET
fcis-32462	150	23	team	team	NOUN
fcis-32462	150	24	members	member	NOUN
fcis-32462	150	25	'	'	PART
fcis-32462	150	26	code	code	NOUN
fcis-32462	150	27	in	in	ADP
fcis-32462	150	28	the	the	DET
fcis-32462	150	29	second	second	ADJ
fcis-32462	150	30	quarter	quarter	NOUN
fcis-32462	150	31	of	of	ADP
fcis-32462	150	32	2024	2024	NUM
fcis-32462	150	33	.	.	PUNCT
fcis-32462	151	1	this	this	DET
fcis-32462	151	2	performance	performance	NOUN
fcis-32462	151	3	was	be	AUX
fcis-32462	151	4	evaluated	evaluate	VERB
fcis-32462	151	5	based	base	VERB
fcis-32462	151	6	on	on	ADP
fcis-32462	151	7	a	a	DET
fcis-32462	151	8	number	number	NOUN
fcis-32462	151	9	of	of	ADP
fcis-32462	151	10	criteria	criterion	NOUN
fcis-32462	151	11	,	,	PUNCT
fcis-32462	151	12	including	include	VERB
fcis-32462	151	13	the	the	DET
fcis-32462	151	14	amount	amount	NOUN
fcis-32462	151	15	of	of	ADP
fcis-32462	151	16	tasks	task	NOUN
fcis-32462	151	17	completed	complete	VERB
fcis-32462	151	18	,	,	PUNCT
fcis-32462	151	19	task	task	NOUN
fcis-32462	151	20	difficulty	difficulty	NOUN
fcis-32462	151	21	,	,	PUNCT
fcis-32462	151	22	and	and	CCONJ
fcis-32462	151	23	quality	quality	NOUN
fcis-32462	151	24	of	of	ADP
fcis-32462	151	25	the	the	DET
fcis-32462	151	26	software	software	NOUN
fcis-32462	151	27	interactions	interaction	NOUN
fcis-32462	151	28	.	.	PUNCT
fcis-32462	152	1	the	the	DET
fcis-32462	152	2	leaders	leader	NOUN
fcis-32462	152	3	were	be	AUX
fcis-32462	152	4	asked	ask	VERB
fcis-32462	152	5	to	to	PART
fcis-32462	152	6	perform	perform	VERB
fcis-32462	152	7	a	a	DET
fcis-32462	152	8	binary	binary	ADJ
fcis-32462	152	9	classification	classification	NOUN
fcis-32462	152	10	marking	marking	NOUN
fcis-32462	152	11	,	,	PUNCT
fcis-32462	152	12	with	with	ADP
fcis-32462	152	13	a	a	DET
fcis-32462	152	14	value	value	NOUN
fcis-32462	152	15	of	of	ADP
fcis-32462	152	16	1	1	NUM
fcis-32462	152	17	indicating	indicate	VERB
fcis-32462	152	18	high	high	ADJ
fcis-32462	152	19	contribution	contribution	NOUN
fcis-32462	152	20	and	and	CCONJ
fcis-32462	152	21	a	a	DET
fcis-32462	152	22	value	value	NOUN
fcis-32462	152	23	of	of	ADP
fcis-32462	152	24	0	0	NUM
fcis-32462	152	25	indicating	indicate	VERB
fcis-32462	152	26	low	low	ADJ
fcis-32462	152	27	contribution	contribution	NOUN
fcis-32462	152	28	.	.	PUNCT
fcis-32462	153	1	the	the	DET
fcis-32462	153	2	actual	actual	ADJ
fcis-32462	153	3	marking	marking	NOUN
fcis-32462	153	4	result	result	NOUN
fcis-32462	153	5	is	be	AUX
fcis-32462	153	6	that	that	SCONJ
fcis-32462	153	7	76	76	NUM
fcis-32462	153	8	individuals	individual	NOUN
fcis-32462	153	9	were	be	AUX
fcis-32462	153	10	identified	identify	VERB
fcis-32462	153	11	as	as	ADP
fcis-32462	153	12	having	having	AUX
fcis-32462	153	13	made	make	VERB
fcis-32462	153	14	a	a	DET
fcis-32462	153	15	high	high	ADJ
fcis-32462	153	16	contribution	contribution	NOUN
fcis-32462	153	17	,	,	PUNCT
fcis-32462	153	18	representing	represent	VERB
fcis-32462	153	19	69.09	69.09	NUM
fcis-32462	153	20	%	%	NOUN
fcis-32462	153	21	of	of	ADP
fcis-32462	153	22	the	the	DET
fcis-32462	153	23	total	total	NOUN
fcis-32462	153	24	,	,	PUNCT
fcis-32462	153	25	while	while	SCONJ
fcis-32462	153	26	34	34	NUM
fcis-32462	153	27	individuals	individual	NOUN
fcis-32462	153	28	were	be	AUX
fcis-32462	153	29	identified	identify	VERB
fcis-32462	153	30	as	as	ADP
fcis-32462	153	31	having	having	AUX
fcis-32462	153	32	made	make	VERB
fcis-32462	153	33	a	a	DET
fcis-32462	153	34	low	low	ADJ
fcis-32462	153	35	contribution	contribution	NOUN
fcis-32462	153	36	,	,	PUNCT
fcis-32462	153	37	representing	represent	VERB
fcis-32462	153	38	30.91	30.91	NUM
fcis-32462	153	39	%	%	NOUN
fcis-32462	153	40	of	of	ADP
fcis-32462	153	41	the	the	DET
fcis-32462	153	42	total	total	NOUN
fcis-32462	153	43	.	.	PUNCT
fcis-32462	154	1	this	this	PRON
fcis-32462	154	2	demonstrates	demonstrate	VERB
fcis-32462	154	3	that	that	SCONJ
fcis-32462	154	4	the	the	DET
fcis-32462	154	5	distribution	distribution	NOUN
fcis-32462	154	6	of	of	ADP
fcis-32462	154	7	contribution	contribution	NOUN
fcis-32462	154	8	value	value	NOUN
fcis-32462	154	9	is	be	AUX
fcis-32462	154	10	unbalanced	unbalanced	ADJ
fcis-32462	154	11	,	,	PUNCT
fcis-32462	154	12	with	with	ADP
fcis-32462	154	13	a	a	DET
fcis-32462	154	14	greater	great	ADJ
fcis-32462	154	15	number	number	NOUN
fcis-32462	154	16	of	of	ADP
fcis-32462	154	17	individuals	individual	NOUN
fcis-32462	154	18	identified	identify	VERB
fcis-32462	154	19	as	as	ADP
fcis-32462	154	20	having	having	AUX
fcis-32462	154	21	made	make	VERB
fcis-32462	154	22	a	a	DET
fcis-32462	154	23	high	high	ADJ
fcis-32462	154	24	contribution	contribution	NOUN
fcis-32462	154	25	than	than	ADP
fcis-32462	154	26	a	a	DET
fcis-32462	154	27	low	low	ADJ
fcis-32462	154	28	contribution	contribution	NOUN
fcis-32462	154	29	.	.	PUNCT
fcis-32462	155	1	this	this	PRON
fcis-32462	155	2	aligns	align	VERB
fcis-32462	155	3	with	with	ADP
fcis-32462	155	4	the	the	DET
fcis-32462	155	5	anticipated	anticipate	VERB
fcis-32462	155	6	usage	usage	NOUN
fcis-32462	155	7	scenario	scenario	NOUN
fcis-32462	155	8	of	of	ADP
fcis-32462	155	9	roc	roc	PROPN
fcis-32462	155	10	and	and	CCONJ
fcis-32462	155	11	auc	auc	VERB
fcis-32462	155	12	[	[	X
fcis-32462	155	13	19,20	19,20	NOUN
fcis-32462	155	14	]	]	PUNCT
fcis-32462	155	15	.	.	PUNCT
fcis-32462	156	1	4.2.2	4.2.2	X
fcis-32462	156	2	.	.	PUNCT
fcis-32462	157	1	validity	validity	NOUN
fcis-32462	157	2	analysis	analysis	NOUN
fcis-32462	157	3	the	the	DET
fcis-32462	157	4	tagged	tag	VERB
fcis-32462	157	5	real	real	ADJ
fcis-32462	157	6	contribution	contribution	NOUN
fcis-32462	157	7	data	datum	NOUN
fcis-32462	157	8	were	be	AUX
fcis-32462	157	9	employed	employ	VERB
fcis-32462	157	10	to	to	PART
fcis-32462	157	11	calculate	calculate	VERB
fcis-32462	157	12	and	and	CCONJ
fcis-32462	157	13	analyse	analyse	VERB
fcis-32462	157	14	the	the	DET
fcis-32462	157	15	roc	roc	PROPN
fcis-32462	157	16	curves	curve	NOUN
fcis-32462	157	17	and	and	CCONJ
fcis-32462	157	18	auc	auc	ADJ
fcis-32462	157	19	values	value	NOUN
fcis-32462	157	20	for	for	ADP
fcis-32462	157	21	the	the	DET
fcis-32462	157	22	three	three	NUM
fcis-32462	157	23	evaluation	evaluation	NOUN
fcis-32462	157	24	metrics	metric	NOUN
fcis-32462	157	25	,	,	PUNCT
fcis-32462	157	26	namely	namely	ADV
fcis-32462	157	27	cch	cch	PROPN
fcis-32462	157	28	,	,	PUNCT
fcis-32462	157	29	noc	noc	PROPN
fcis-32462	157	30	and	and	CCONJ
fcis-32462	157	31	loc	loc	NOUN
fcis-32462	157	32	.	.	PUNCT
fcis-32462	158	1	to	to	PART
fcis-32462	158	2	visualise	visualise	VERB
fcis-32462	158	3	the	the	DET
fcis-32462	158	4	classification	classification	NOUN
fcis-32462	158	5	performance	performance	NOUN
fcis-32462	158	6	of	of	ADP
fcis-32462	158	7	each	each	DET
fcis-32462	158	8	metric	metric	NOUN
fcis-32462	158	9	,	,	PUNCT
fcis-32462	158	10	the	the	DET
fcis-32462	158	11	corresponding	corresponding	ADJ
fcis-32462	158	12	roc	roc	PROPN
fcis-32462	158	13	curves	curve	NOUN
fcis-32462	158	14	were	be	AUX
fcis-32462	158	15	plotted	plot	VERB
fcis-32462	158	16	,	,	PUNCT
fcis-32462	158	17	as	as	SCONJ
fcis-32462	158	18	illustrated	illustrate	VERB
fcis-32462	158	19	in	in	ADP
fcis-32462	158	20	figure	figure	NOUN
fcis-32462	158	21	4	4	NUM
fcis-32462	158	22	.	.	PUNCT
fcis-32462	159	1	the	the	DET
fcis-32462	159	2	curves	curve	NOUN
fcis-32462	159	3	facilitate	facilitate	VERB
fcis-32462	159	4	a	a	DET
fcis-32462	159	5	more	more	ADV
fcis-32462	159	6	precise	precise	ADJ
fcis-32462	159	7	comparison	comparison	NOUN
fcis-32462	159	8	of	of	ADP
fcis-32462	159	9	the	the	DET
fcis-32462	159	10	accuracy	accuracy	NOUN
fcis-32462	159	11	and	and	CCONJ
fcis-32462	159	12	effectiveness	effectiveness	NOUN
fcis-32462	159	13	of	of	ADP
fcis-32462	159	14	the	the	DET
fcis-32462	159	15	different	different	ADJ
fcis-32462	159	16	metrics	metric	NOUN
fcis-32462	159	17	in	in	ADP
fcis-32462	159	18	evaluating	evaluate	VERB
fcis-32462	159	19	code	code	NOUN
fcis-32462	159	20	contribution	contribution	NOUN
fcis-32462	159	21	.	.	PUNCT
fcis-32462	160	1	figure	figure	NOUN
fcis-32462	160	2	4	4	NUM
fcis-32462	160	3	.	.	PUNCT
fcis-32462	161	1	roc	roc	PROPN
fcis-32462	161	2	curves	curve	NOUN
fcis-32462	161	3	for	for	ADP
fcis-32462	161	4	cch	cch	PROPN
fcis-32462	161	5	,	,	PUNCT
fcis-32462	161	6	noc	noc	PROPN
fcis-32462	161	7	and	and	CCONJ
fcis-32462	161	8	loc	loc	X
fcis-32462	161	9	the	the	DET
fcis-32462	161	10	results	result	NOUN
fcis-32462	161	11	of	of	ADP
fcis-32462	161	12	this	this	DET
fcis-32462	161	13	experiment	experiment	NOUN
fcis-32462	161	14	demonstrated	demonstrate	VERB
fcis-32462	161	15	that	that	SCONJ
fcis-32462	161	16	all	all	DET
fcis-32462	161	17	three	three	NUM
fcis-32462	161	18	metrics	metric	NOUN
fcis-32462	161	19	exhibited	exhibit	VERB
fcis-32462	161	20	a	a	DET
fcis-32462	161	21	satisfactory	satisfactory	ADJ
fcis-32462	161	22	level	level	NOUN
fcis-32462	161	23	of	of	ADP
fcis-32462	161	24	classification	classification	NOUN
fcis-32462	161	25	performance	performance	NOUN
fcis-32462	161	26	.	.	PUNCT
fcis-32462	162	1	the	the	DET
fcis-32462	162	2	area	area	NOUN
fcis-32462	162	3	under	under	ADP
fcis-32462	162	4	the	the	DET
fcis-32462	162	5	curve	curve	NOUN
fcis-32462	162	6	(	(	PUNCT
fcis-32462	162	7	auc	auc	NOUN
fcis-32462	162	8	)	)	PUNCT
fcis-32462	162	9	value	value	NOUN
fcis-32462	162	10	for	for	ADP
fcis-32462	162	11	loc	loc	PROPN
fcis-32462	162	12	is	be	AUX
fcis-32462	162	13	0.8324	0.8324	NUM
fcis-32462	162	14	,	,	PUNCT
fcis-32462	162	15	the	the	DET
fcis-32462	162	16	auc	auc	NOUN
fcis-32462	162	17	value	value	NOUN
fcis-32462	162	18	for	for	ADP
fcis-32462	162	19	noc	noc	PROPN
fcis-32462	162	20	is	be	AUX
fcis-32462	162	21	0.8678	0.8678	NUM
fcis-32462	162	22	,	,	PUNCT
fcis-32462	162	23	and	and	CCONJ
fcis-32462	162	24	the	the	DET
fcis-32462	162	25	auc	auc	NOUN
fcis-32462	162	26	value	value	NOUN
fcis-32462	162	27	for	for	ADP
fcis-32462	162	28	cch	cch	PROPN
fcis-32462	162	29	is	be	AUX
fcis-32462	162	30	0.9044	0.9044	NUM
fcis-32462	162	31	.	.	PUNCT
fcis-32462	163	1	all	all	DET
fcis-32462	163	2	auc	auc	NOUN
fcis-32462	163	3	values	value	NOUN
fcis-32462	163	4	exceed	exceed	VERB
fcis-32462	163	5	0.8	0.8	NUM
fcis-32462	163	6	,	,	PUNCT
fcis-32462	163	7	indicating	indicate	VERB
fcis-32462	163	8	that	that	SCONJ
fcis-32462	163	9	even	even	ADV
fcis-32462	163	10	these	these	DET
fcis-32462	163	11	single	single	ADJ
fcis-32462	163	12	metrics	metric	NOUN
fcis-32462	163	13	are	be	AUX
fcis-32462	163	14	effective	effective	ADJ
fcis-32462	163	15	in	in	ADP
fcis-32462	163	16	reflecting	reflect	VERB
fcis-32462	163	17	the	the	DET
fcis-32462	163	18	majority	majority	NOUN
fcis-32462	163	19	of	of	ADP
fcis-32462	163	20	programmers	programmer	NOUN
fcis-32462	163	21	'	'	PART
fcis-32462	163	22	contributions	contribution	NOUN
fcis-32462	163	23	within	within	ADP
fcis-32462	163	24	an	an	DET
fcis-32462	163	25	organisation	organisation	NOUN
fcis-32462	163	26	.	.	PUNCT
fcis-32462	164	1	however	however	ADV
fcis-32462	164	2	,	,	PUNCT
fcis-32462	164	3	the	the	DET
fcis-32462	164	4	cch	cch	PROPN
fcis-32462	164	5	metric	metric	NOUN
fcis-32462	164	6	performs	perform	VERB
fcis-32462	164	7	particularly	particularly	ADV
fcis-32462	164	8	well	well	ADV
fcis-32462	164	9	,	,	PUNCT
fcis-32462	164	10	with	with	ADP
fcis-32462	164	11	an	an	DET
fcis-32462	164	12	auc	auc	ADJ
fcis-32462	164	13	value	value	NOUN
fcis-32462	164	14	exceeding	exceed	VERB
fcis-32462	164	15	0.9	0.9	NUM
fcis-32462	164	16	,	,	PUNCT
fcis-32462	164	17	indicating	indicate	VERB
fcis-32462	164	18	that	that	SCONJ
fcis-32462	164	19	cch	cch	PROPN
fcis-32462	164	20	is	be	AUX
fcis-32462	164	21	capable	capable	ADJ
fcis-32462	164	22	of	of	ADP
fcis-32462	164	23	more	more	ADV
fcis-32462	164	24	accurately	accurately	ADV
fcis-32462	164	25	differentiating	differentiate	VERB
fcis-32462	164	26	between	between	ADP
fcis-32462	164	27	high	high	ADJ
fcis-32462	164	28	and	and	CCONJ
fcis-32462	164	29	low	low	ADJ
fcis-32462	164	30	programmer	programmer	NOUN
fcis-32462	164	31	code	code	NOUN
fcis-32462	164	32	contribution	contribution	NOUN
fcis-32462	164	33	.	.	PUNCT
fcis-32462	165	1	by	by	ADP
fcis-32462	165	2	calculating	calculate	VERB
fcis-32462	165	3	the	the	DET
fcis-32462	165	4	true	true	ADJ
fcis-32462	165	5	positive	positive	ADJ
fcis-32462	165	6	rate	rate	NOUN
fcis-32462	165	7	(	(	PUNCT
fcis-32462	165	8	tpr	tpr	NOUN
fcis-32462	165	9	)	)	PUNCT
fcis-32462	165	10	and	and	CCONJ
fcis-32462	165	11	the	the	DET
fcis-32462	165	12	false	false	ADJ
fcis-32462	165	13	positive	positive	ADJ
fcis-32462	165	14	rate	rate	NOUN
fcis-32462	165	15	(	(	PUNCT
fcis-32462	165	16	fpr	fpr	NOUN
fcis-32462	165	17	)	)	PUNCT
fcis-32462	165	18	,	,	PUNCT
fcis-32462	165	19	we	we	PRON
fcis-32462	165	20	were	be	AUX
fcis-32462	165	21	able	able	ADJ
fcis-32462	165	22	to	to	PART
fcis-32462	165	23	conduct	conduct	VERB
fcis-32462	165	24	a	a	DET
fcis-32462	165	25	more	more	ADV
fcis-32462	165	26	detailed	detailed	ADJ
fcis-32462	165	27	analysis	analysis	NOUN
fcis-32462	165	28	of	of	ADP
fcis-32462	165	29	the	the	DET
fcis-32462	165	30	accuracy	accuracy	NOUN
fcis-32462	165	31	of	of	ADP
fcis-32462	165	32	each	each	DET
fcis-32462	165	33	metric	metric	NOUN
fcis-32462	165	34	in	in	ADP
fcis-32462	165	35	distinguishing	distinguish	VERB
fcis-32462	165	36	between	between	ADP
fcis-32462	165	37	high	high	ADJ
fcis-32462	165	38	and	and	CCONJ
fcis-32462	165	39	low	low	ADJ
fcis-32462	165	40	contributing	contribute	VERB
fcis-32462	165	41	developers	developer	NOUN
fcis-32462	165	42	.	.	PUNCT
fcis-32462	166	1	the	the	DET
fcis-32462	166	2	tpr	tpr	NOUN
fcis-32462	166	3	indicates	indicate	VERB
fcis-32462	166	4	the	the	DET
fcis-32462	166	5	proportion	proportion	NOUN
fcis-32462	166	6	of	of	ADP
fcis-32462	166	7	all	all	DET
fcis-32462	166	8	actual	actual	ADJ
fcis-32462	166	9	high	high	ADJ
fcis-32462	166	10	contributing	contribute	VERB
fcis-32462	166	11	developers	developer	NOUN
fcis-32462	166	12	that	that	PRON
fcis-32462	166	13	were	be	AUX
fcis-32462	166	14	correctly	correctly	ADV
fcis-32462	166	15	identified	identify	VERB
fcis-32462	166	16	,	,	PUNCT
fcis-32462	166	17	while	while	SCONJ
fcis-32462	166	18	the	the	DET
fcis-32462	166	19	fpr	fpr	NOUN
fcis-32462	166	20	indicates	indicate	VERB
fcis-32462	166	21	the	the	DET
fcis-32462	166	22	proportion	proportion	NOUN
fcis-32462	166	23	of	of	ADP
fcis-32462	166	24	actual	actual	ADJ
fcis-32462	166	25	low	low	ADJ
fcis-32462	166	26	contributing	contribute	VERB
fcis-32462	166	27	developers	developer	NOUN
fcis-32462	166	28	that	that	PRON
fcis-32462	166	29	were	be	AUX
fcis-32462	166	30	misclassified	misclassifie	VERB
fcis-32462	166	31	as	as	ADP
fcis-32462	166	32	high	high	ADJ
fcis-32462	166	33	contributors	contributor	NOUN
fcis-32462	166	34	.	.	PUNCT
fcis-32462	167	1	the	the	DET
fcis-32462	167	2	tpr	tpr	NOUN
fcis-32462	167	3	and	and	CCONJ
fcis-32462	167	4	fpr	fpr	VERB
fcis-32462	167	5	values	value	NOUN
fcis-32462	167	6	for	for	ADP
fcis-32462	167	7	each	each	DET
fcis-32462	167	8	metric	metric	NOUN
fcis-32462	167	9	are	be	AUX
fcis-32462	167	10	presented	present	VERB
fcis-32462	167	11	in	in	ADP
fcis-32462	167	12	table	table	NOUN
fcis-32462	167	13	4	4	NUM
fcis-32462	167	14	.	.	PUNCT
fcis-32462	167	15	table	table	NOUN
fcis-32462	167	16	4	4	NUM
fcis-32462	167	17	.	.	PUNCT
fcis-32462	167	18	confusion	confusion	NOUN
fcis-32462	167	19	matrix	matrix	NOUN
fcis-32462	167	20	for	for	ADP
fcis-32462	167	21	the	the	DET
fcis-32462	167	22	three	three	NUM
fcis-32462	167	23	metrics	metric	NOUN
fcis-32462	167	24	tpr	tpr	X
fcis-32462	167	25	fpr	fpr	NOUN
fcis-32462	167	26	auc	auc	NOUN
fcis-32462	167	27	cch	cch	PROPN
fcis-32462	167	28	0.6842	0.6842	NUM
fcis-32462	167	29	0.0882	0.0882	NUM
fcis-32462	167	30	0.9044	0.9044	NUM
fcis-32462	167	31	noc	noc	NOUN
fcis-32462	167	32	0.6579	0.6579	NUM
fcis-32462	167	33	0.1471	0.1471	NUM
fcis-32462	167	34	0.8678	0.8678	NUM
fcis-32462	167	35	loc	loc	NOUN
fcis-32462	167	36	0.6447	0.6447	NUM
fcis-32462	167	37	0.1765	0.1765	NUM
fcis-32462	167	38	0.8324	0.8324	NUM
fcis-32462	167	39	the	the	DET
fcis-32462	167	40	experimental	experimental	ADJ
fcis-32462	167	41	results	result	NOUN
fcis-32462	167	42	demonstrate	demonstrate	VERB
fcis-32462	167	43	that	that	SCONJ
fcis-32462	167	44	the	the	DET
fcis-32462	167	45	true	true	ADJ
fcis-32462	167	46	positive	positive	ADJ
fcis-32462	167	47	ratio	ratio	NOUN
fcis-32462	167	48	(	(	PUNCT
fcis-32462	167	49	tpr	tpr	NOUN
fcis-32462	167	50	)	)	PUNCT
fcis-32462	167	51	of	of	ADP
fcis-32462	167	52	all	all	DET
fcis-32462	167	53	three	three	NUM
fcis-32462	167	54	metrics	metric	NOUN
fcis-32462	167	55	is	be	AUX
fcis-32462	167	56	less	less	ADJ
fcis-32462	167	57	than	than	ADP
fcis-32462	167	58	0.7	0.7	NUM
fcis-32462	167	59	,	,	PUNCT
fcis-32462	167	60	indicating	indicate	VERB
fcis-32462	167	61	that	that	SCONJ
fcis-32462	167	62	when	when	SCONJ
fcis-32462	167	63	identifying	identify	VERB
fcis-32462	167	64	high	high	ADJ
fcis-32462	167	65	contributors	contributor	NOUN
fcis-32462	167	66	,	,	PUNCT
fcis-32462	167	67	these	these	DET
fcis-32462	167	68	metrics	metric	NOUN
fcis-32462	167	69	exhibit	exhibit	VERB
fcis-32462	167	70	discrepancies	discrepancy	NOUN
fcis-32462	167	71	with	with	ADP
fcis-32462	167	72	the	the	DET
fcis-32462	167	73	actual	actual	ADJ
fcis-32462	167	74	contributions	contribution	NOUN
fcis-32462	167	75	,	,	PUNCT
fcis-32462	167	76	and	and	CCONJ
fcis-32462	167	77	may	may	AUX
fcis-32462	167	78	miss	miss	VERB
fcis-32462	167	79	identifying	identify	VERB
fcis-32462	167	80	those	those	DET
fcis-32462	167	81	developers	developer	NOUN
fcis-32462	167	82	with	with	ADP
fcis-32462	167	83	higher	high	ADJ
fcis-32462	167	84	actual	actual	ADJ
fcis-32462	167	85	contributions	contribution	NOUN
fcis-32462	167	86	.	.	PUNCT
fcis-32462	168	1	in	in	ADP
fcis-32462	168	2	the	the	DET
fcis-32462	168	3	context	context	NOUN
fcis-32462	168	4	of	of	ADP
fcis-32462	168	5	enterprise	enterprise	NOUN
fcis-32462	168	6	operations	operation	NOUN
fcis-32462	168	7	,	,	PUNCT
fcis-32462	168	8	while	while	SCONJ
fcis-32462	168	9	the	the	DET
fcis-32462	168	10	number	number	NOUN
fcis-32462	168	11	of	of	ADP
fcis-32462	168	12	commits	commit	NOUN
fcis-32462	168	13	and	and	CCONJ
fcis-32462	168	14	lines	line	NOUN
fcis-32462	168	15	of	of	ADP
fcis-32462	168	16	code	code	NOUN
fcis-32462	168	17	contributed	contribute	VERB
fcis-32462	168	18	by	by	ADP
fcis-32462	168	19	these	these	DET
fcis-32462	168	20	highperforming	highperforme	VERB
fcis-32462	168	21	developers	developer	NOUN
fcis-32462	168	22	may	may	AUX
fcis-32462	168	23	not	not	PART
fcis-32462	168	24	be	be	AUX
fcis-32462	168	25	substantial	substantial	ADJ
fcis-32462	168	26	,	,	PUNCT
fcis-32462	168	27	the	the	DET
fcis-32462	168	28	complexity	complexity	NOUN
fcis-32462	168	29	of	of	ADP
fcis-32462	168	30	the	the	DET
fcis-32462	168	31	tasks	task	NOUN
fcis-32462	168	32	they	they	PRON
fcis-32462	168	33	undertake	undertake	VERB
fcis-32462	168	34	is	be	AUX
fcis-32462	168	35	often	often	ADV
fcis-32462	168	36	elevated	elevate	VERB
fcis-32462	168	37	,	,	PUNCT
fcis-32462	168	38	as	as	SCONJ
fcis-32462	168	39	are	be	AUX
fcis-32462	168	40	the	the	DET
fcis-32462	168	41	intrinsic	intrinsic	ADJ
fcis-32462	168	42	values	value	NOUN
fcis-32462	168	43	of	of	ADP
fcis-32462	168	44	the	the	DET
fcis-32462	168	45	submitted	submit	VERB
fcis-32462	168	46	code	code	NOUN
fcis-32462	168	47	.	.	PUNCT
fcis-32462	169	1	the	the	DET
fcis-32462	169	2	inability	inability	NOUN
fcis-32462	169	3	to	to	PART
fcis-32462	169	4	assess	assess	VERB
fcis-32462	169	5	these	these	DET
fcis-32462	169	6	factors	factor	NOUN
fcis-32462	169	7	exclusively	exclusively	ADV
fcis-32462	169	8	through	through	ADP
fcis-32462	169	9	commit	commit	VERB
fcis-32462	169	10	records	record	NOUN
fcis-32462	169	11	represents	represent	VERB
fcis-32462	169	12	a	a	DET
fcis-32462	169	13	major	major	ADJ
fcis-32462	169	14	limitation	limitation	NOUN
fcis-32462	169	15	of	of	ADP
fcis-32462	169	16	cch	cch	PROPN
fcis-32462	169	17	.	.	PUNCT
fcis-32462	170	1	nevertheless	nevertheless	ADV
fcis-32462	170	2	,	,	PUNCT
fcis-32462	170	3	cch	cch	PROPN
fcis-32462	170	4	continues	continue	VERB
fcis-32462	170	5	to	to	PART
fcis-32462	170	6	demonstrate	demonstrate	VERB
fcis-32462	170	7	superior	superior	ADJ
fcis-32462	170	8	performance	performance	NOUN
fcis-32462	170	9	in	in	ADP
fcis-32462	170	10	comparison	comparison	NOUN
fcis-32462	170	11	to	to	ADP
fcis-32462	170	12	noc	noc	PROPN
fcis-32462	170	13	and	and	CCONJ
fcis-32462	170	14	loc	loc	NOUN
fcis-32462	170	15	.	.	PUNCT
fcis-32462	171	1	it	it	PRON
fcis-32462	171	2	is	be	AUX
fcis-32462	171	3	noteworthy	noteworthy	ADJ
fcis-32462	171	4	that	that	SCONJ
fcis-32462	171	5	cch	cch	PROPN
fcis-32462	171	6	exhibits	exhibit	VERB
fcis-32462	171	7	a	a	DET
fcis-32462	171	8	false	false	ADJ
fcis-32462	171	9	positive	positive	ADJ
fcis-32462	171	10	rate	rate	NOUN
fcis-32462	171	11	(	(	PUNCT
fcis-32462	171	12	fpr	fpr	NOUN
fcis-32462	171	13	)	)	PUNCT
fcis-32462	171	14	of	of	ADP
fcis-32462	171	15	0.0882	0.0882	NUM
fcis-32462	171	16	,	,	PUNCT
fcis-32462	171	17	which	which	PRON
fcis-32462	171	18	indicates	indicate	VERB
fcis-32462	171	19	that	that	SCONJ
fcis-32462	171	20	it	it	PRON
fcis-32462	171	21	is	be	AUX
fcis-32462	171	22	highly	highly	ADV
fcis-32462	171	23	accurate	accurate	ADJ
fcis-32462	171	24	in	in	ADP
fcis-32462	171	25	identifying	identify	VERB
fcis-32462	171	26	low	low	ADJ
fcis-32462	171	27	contributors	contributor	NOUN
fcis-32462	171	28	.	.	PUNCT
fcis-32462	172	1	in	in	ADP
fcis-32462	172	2	conclusion	conclusion	NOUN
fcis-32462	172	3	,	,	PUNCT
fcis-32462	172	4	the	the	DET
fcis-32462	172	5	cch	cch	NOUN
fcis-32462	172	6	algorithm	algorithm	NOUN
fcis-32462	172	7	performs	perform	VERB
fcis-32462	172	8	well	well	ADV
fcis-32462	172	9	in	in	ADP
fcis-32462	172	10	enterprise	enterprise	NOUN
fcis-32462	172	11	internal	internal	ADJ
fcis-32462	172	12	applications	application	NOUN
fcis-32462	172	13	,	,	PUNCT
fcis-32462	172	14	not	not	PART
fcis-32462	172	15	only	only	ADV
fcis-32462	172	16	in	in	ADP
fcis-32462	172	17	identifying	identify	VERB
fcis-32462	172	18	high	high	ADJ
fcis-32462	172	19	and	and	CCONJ
fcis-32462	172	20	low	low	ADJ
fcis-32462	172	21	contributors	contributor	NOUN
fcis-32462	172	22	,	,	PUNCT
fcis-32462	172	23	but	but	CCONJ
fcis-32462	172	24	also	also	ADV
fcis-32462	172	25	in	in	ADP
fcis-32462	172	26	terms	term	NOUN
fcis-32462	172	27	of	of	ADP
fcis-32462	172	28	overall	overall	ADJ
fcis-32462	172	29	auc	auc	NOUN
fcis-32462	172	30	performance	performance	NOUN
fcis-32462	172	31	in	in	ADP
fcis-32462	172	32	comparison	comparison	NOUN
fcis-32462	172	33	to	to	ADP
fcis-32462	172	34	noc	noc	PROPN
fcis-32462	172	35	and	and	CCONJ
fcis-32462	172	36	loc	loc	PROPN
fcis-32462	172	37	.	.	PUNCT
fcis-32462	173	1	cch	cch	PROPN
fcis-32462	173	2	enhances	enhance	VERB
fcis-32462	173	3	the	the	DET
fcis-32462	173	4	precision	precision	NOUN
fcis-32462	173	5	and	and	CCONJ
fcis-32462	173	6	impartiality	impartiality	NOUN
fcis-32462	173	7	of	of	ADP
fcis-32462	173	8	the	the	DET
fcis-32462	173	9	assessment	assessment	NOUN
fcis-32462	173	10	process	process	NOUN
fcis-32462	173	11	,	,	PUNCT
fcis-32462	173	12	offering	offer	VERB
fcis-32462	173	13	a	a	DET
fcis-32462	173	14	more	more	ADV
fcis-32462	173	15	robust	robust	ADJ
fcis-32462	173	16	foundation	foundation	NOUN
fcis-32462	173	17	for	for	ADP
fcis-32462	173	18	enterprise	enterprise	NOUN
fcis-32462	173	19	-	-	PUNCT
fcis-32462	173	20	level	level	NOUN
fcis-32462	173	21	developer	developer	NOUN
fcis-32462	173	22	contribution	contribution	NOUN
fcis-32462	173	23	evaluation	evaluation	NOUN
fcis-32462	173	24	.	.	PUNCT
fcis-32462	174	1	5	5	X
fcis-32462	174	2	.	.	X
fcis-32462	174	3	conclusion	conclusion	NOUN
fcis-32462	174	4	this	this	DET
fcis-32462	174	5	paper	paper	NOUN
fcis-32462	174	6	proposes	propose	VERB
fcis-32462	174	7	a	a	DET
fcis-32462	174	8	new	new	ADJ
fcis-32462	174	9	method	method	NOUN
fcis-32462	174	10	for	for	ADP
fcis-32462	174	11	assessing	assess	VERB
fcis-32462	174	12	developer	developer	NOUN
fcis-32462	174	13	contributions	contribution	NOUN
fcis-32462	174	14	,	,	PUNCT
fcis-32462	174	15	designated	designate	VERB
fcis-32462	174	16	cch	cch	X
fcis-32462	174	17	(	(	PUNCT
fcis-32462	174	18	code	code	NOUN
fcis-32462	174	19	commit	commit	VERB
fcis-32462	174	20	healthiness	healthiness	NOUN
fcis-32462	174	21	)	)	PUNCT
fcis-32462	174	22	.	.	PUNCT
fcis-32462	175	1	the	the	DET
fcis-32462	175	2	objective	objective	NOUN
fcis-32462	175	3	is	be	AUX
fcis-32462	175	4	to	to	PART
fcis-32462	175	5	evaluate	evaluate	VERB
fcis-32462	175	6	developers	developer	NOUN
fcis-32462	175	7	'	'	PART
fcis-32462	175	8	actual	actual	ADJ
fcis-32462	175	9	contributions	contribution	NOUN
fcis-32462	175	10	to	to	ADP
fcis-32462	175	11	a	a	DET
fcis-32462	175	12	project	project	NOUN
fcis-32462	175	13	in	in	ADP
fcis-32462	175	14	a	a	DET
fcis-32462	175	15	more	more	ADV
fcis-32462	175	16	simplistic	simplistic	ADJ
fcis-32462	175	17	and	and	CCONJ
fcis-32462	175	18	reasonable	reasonable	ADJ
fcis-32462	175	19	manner	manner	NOUN
fcis-32462	175	20	,	,	PUNCT
fcis-32462	175	21	taking	take	VERB
fcis-32462	175	22	into	into	ADP
fcis-32462	175	23	account	account	NOUN
fcis-32462	175	24	the	the	DET
fcis-32462	175	25	reasonableness	reasonableness	NOUN
fcis-32462	175	26	of	of	ADP
fcis-32462	175	27	the	the	DET
fcis-32462	175	28	number	number	NOUN
fcis-32462	175	29	of	of	ADP
fcis-32462	175	30	commits	commit	VERB
fcis-32462	175	31	and	and	CCONJ
fcis-32462	175	32	the	the	DET
fcis-32462	175	33	average	average	ADJ
fcis-32462	175	34	number	number	NOUN
fcis-32462	175	35	of	of	ADP
fcis-32462	175	36	lines	line	NOUN
fcis-32462	175	37	of	of	ADP
fcis-32462	175	38	commits	commit	NOUN
fcis-32462	175	39	,	,	PUNCT
fcis-32462	175	40	and	and	CCONJ
fcis-32462	175	41	combining	combine	VERB
fcis-32462	175	42	it	it	PRON
fcis-32462	175	43	with	with	ADP
fcis-32462	175	44	data	datum	NOUN
fcis-32462	175	45	cleaning	clean	VERB
fcis-32462	175	46	techniques	technique	NOUN
fcis-32462	175	47	.	.	PUNCT
fcis-32462	176	1	the	the	DET
fcis-32462	176	2	efficacy	efficacy	NOUN
fcis-32462	176	3	and	and	CCONJ
fcis-32462	176	4	viability	viability	NOUN
fcis-32462	176	5	of	of	ADP
fcis-32462	176	6	the	the	DET
fcis-32462	176	7	cch	cch	PROPN
fcis-32462	176	8	algorithm	algorithm	NOUN
fcis-32462	176	9	are	be	AUX
fcis-32462	176	10	validated	validate	VERB
fcis-32462	176	11	through	through	ADP
fcis-32462	176	12	case	case	NOUN
fcis-32462	176	13	studies	study	NOUN
fcis-32462	176	14	on	on	ADP
fcis-32462	176	15	open	open	ADJ
fcis-32462	176	16	-	-	PUNCT
fcis-32462	176	17	source	source	NOUN
fcis-32462	176	18	projects	project	NOUN
fcis-32462	176	19	and	and	CCONJ
fcis-32462	176	20	internal	internal	ADJ
fcis-32462	176	21	applications	application	NOUN
fcis-32462	176	22	of	of	ADP
fcis-32462	176	23	company	company	NOUN
fcis-32462	176	24	a.	a.	NOUN
fcis-32462	176	25	in	in	ADP
fcis-32462	176	26	the	the	DET
fcis-32462	176	27	present	present	ADJ
fcis-32462	176	28	study	study	NOUN
fcis-32462	176	29	,	,	PUNCT
fcis-32462	176	30	we	we	PRON
fcis-32462	176	31	conducted	conduct	VERB
fcis-32462	176	32	an	an	DET
fcis-32462	176	33	analysis	analysis	NOUN
fcis-32462	176	34	of	of	ADP
fcis-32462	176	35	10	10	NUM
fcis-32462	176	36	prominent	prominent	ADJ
fcis-32462	176	37	open	open	ADJ
fcis-32462	176	38	-	-	PUNCT
fcis-32462	176	39	source	source	NOUN
fcis-32462	176	40	projects	project	NOUN
fcis-32462	176	41	,	,	PUNCT
fcis-32462	176	42	encompassing	encompass	VERB
fcis-32462	176	43	a	a	DET
fcis-32462	176	44	total	total	NOUN
fcis-32462	176	45	of	of	ADP
fcis-32462	176	46	over	over	ADP
fcis-32462	176	47	300,000	300,000	NUM
fcis-32462	176	48	commit	commit	NOUN
fcis-32462	176	49	records	record	NOUN
fcis-32462	176	50	.	.	PUNCT
fcis-32462	177	1	the	the	DET
fcis-32462	177	2	results	result	NOUN
fcis-32462	177	3	demonstrate	demonstrate	VERB
fcis-32462	177	4	that	that	SCONJ
fcis-32462	177	5	the	the	DET
fcis-32462	177	6	cch	cch	PROPN
fcis-32462	177	7	algorithm	algorithm	NOUN
fcis-32462	177	8	not	not	PART
fcis-32462	177	9	only	only	ADV
fcis-32462	177	10	transcends	transcend	VERB
fcis-32462	177	11	the	the	DET
fcis-32462	177	12	constraints	constraint	NOUN
fcis-32462	177	13	of	of	ADP
fcis-32462	177	14	assessment	assessment	NOUN
fcis-32462	177	15	techniques	technique	NOUN
fcis-32462	177	16	that	that	PRON
fcis-32462	177	17	rely	rely	VERB
fcis-32462	177	18	exclusively	exclusively	ADV
fcis-32462	177	19	on	on	ADP
fcis-32462	177	20	the	the	DET
fcis-32462	177	21	number	number	NOUN
fcis-32462	177	22	of	of	ADP
fcis-32462	177	23	commits	commit	NOUN
fcis-32462	177	24	or	or	CCONJ
fcis-32462	177	25	lines	line	NOUN
fcis-32462	177	26	of	of	ADP
fcis-32462	177	27	code	code	NOUN
fcis-32462	177	28	,	,	PUNCT
fcis-32462	177	29	but	but	CCONJ
fcis-32462	177	30	also	also	ADV
fcis-32462	177	31	effectively	effectively	ADV
fcis-32462	177	32	identifies	identify	VERB
fcis-32462	177	33	developers	developer	NOUN
fcis-32462	177	34	who	who	PRON
fcis-32462	177	35	have	have	AUX
fcis-32462	177	36	made	make	VERB
fcis-32462	177	37	significant	significant	ADJ
fcis-32462	177	38	contributions	contribution	NOUN
fcis-32462	177	39	to	to	ADP
fcis-32462	177	40	the	the	DET
fcis-32462	177	41	project	project	NOUN
fcis-32462	177	42	.	.	PUNCT
fcis-32462	178	1	in	in	ADP
fcis-32462	178	2	comparison	comparison	NOUN
fcis-32462	178	3	to	to	ADP
fcis-32462	178	4	the	the	DET
fcis-32462	178	5	original	original	ADJ
fcis-32462	178	6	ranking	ranking	NOUN
fcis-32462	178	7	produced	produce	VERB
fcis-32462	178	8	by	by	ADP
fcis-32462	178	9	github	github	PROPN
fcis-32462	178	10	,	,	PUNCT
fcis-32462	178	11	the	the	DET
fcis-32462	178	12	cch	cch	PROPN
fcis-32462	178	13	algorithm	algorithm	NOUN
fcis-32462	178	14	provides	provide	VERB
fcis-32462	178	15	a	a	DET
fcis-32462	178	16	more	more	ADV
fcis-32462	178	17	reasonable	reasonable	ADJ
fcis-32462	178	18	and	and	CCONJ
fcis-32462	178	19	fair	fair	ADJ
fcis-32462	178	20	ranking	ranking	NOUN
fcis-32462	178	21	,	,	PUNCT
fcis-32462	178	22	particularly	particularly	ADV
fcis-32462	178	23	effective	effective	ADJ
fcis-32462	178	24	in	in	ADP
fcis-32462	178	25	the	the	DET
fcis-32462	178	26	context	context	NOUN
fcis-32462	178	27	of	of	ADP
fcis-32462	178	28	bot	bot	NOUN
fcis-32462	178	29	accounts	account	NOUN
fcis-32462	178	30	and	and	CCONJ
fcis-32462	178	31	high	high	ADJ
fcis-32462	178	32	-	-	PUNCT
fcis-32462	178	33	frequency	frequency	NOUN
fcis-32462	178	34	commits	commit	VERB
fcis-32462	178	35	with	with	ADP
fcis-32462	178	36	low	low	ADJ
fcis-32462	178	37	actual	actual	ADJ
fcis-32462	178	38	contributions	contribution	NOUN
fcis-32462	178	39	.	.	PUNCT
fcis-32462	179	1	in	in	ADP
fcis-32462	179	2	an	an	DET
fcis-32462	179	3	internal	internal	ADJ
fcis-32462	179	4	application	application	NOUN
fcis-32462	179	5	at	at	ADP
fcis-32462	179	6	company	company	PROPN
fcis-32462	179	7	a	a	NOUN
fcis-32462	179	8	,	,	PUNCT
fcis-32462	179	9	the	the	DET
fcis-32462	179	10	cch	cch	PROPN
fcis-32462	179	11	algorithm	algorithm	NOUN
fcis-32462	179	12	was	be	AUX
fcis-32462	179	13	found	find	VERB
fcis-32462	179	14	to	to	PART
fcis-32462	179	15	demonstrate	demonstrate	VERB
fcis-32462	179	16	a	a	DET
fcis-32462	179	17	clear	clear	ADJ
fcis-32462	179	18	advantage	advantage	NOUN
fcis-32462	179	19	in	in	ADP
fcis-32462	179	20	reflecting	reflect	VERB
fcis-32462	179	21	the	the	DET
fcis-32462	179	22	actual	actual	ADJ
fcis-32462	179	23	work	work	NOUN
fcis-32462	179	24	contribution	contribution	NOUN
fcis-32462	179	25	of	of	ADP
fcis-32462	179	26	programmers	programmer	NOUN
fcis-32462	179	27	,	,	PUNCT
fcis-32462	179	28	with	with	ADP
fcis-32462	179	29	a	a	DET
fcis-32462	179	30	significantly	significantly	ADV
fcis-32462	179	31	higher	high	ADJ
fcis-32462	179	32	accuracy	accuracy	NOUN
fcis-32462	179	33	rate	rate	NOUN
fcis-32462	179	34	compared	compare	VERB
fcis-32462	179	35	to	to	ADP
fcis-32462	179	36	traditional	traditional	ADJ
fcis-32462	179	37	loc	loc	NOUN
fcis-32462	179	38	and	and	CCONJ
fcis-32462	179	39	noc	noc	ADJ
fcis-32462	179	40	evaluation	evaluation	NOUN
fcis-32462	179	41	methods	method	NOUN
fcis-32462	179	42	,	,	PUNCT
fcis-32462	179	43	following	follow	VERB
fcis-32462	179	44	the	the	DET
fcis-32462	179	45	analysis	analysis	NOUN
fcis-32462	179	46	of	of	ADP
fcis-32462	179	47	110	110	NUM
fcis-32462	179	48	developers	developer	NOUN
fcis-32462	179	49	and	and	CCONJ
fcis-32462	179	50	20,950	20,950	NUM
fcis-32462	179	51	commit	commit	NOUN
fcis-32462	179	52	records	record	NOUN
fcis-32462	179	53	.	.	PUNCT
fcis-32462	180	1	these	these	DET
fcis-32462	180	2	findings	finding	VERB
fcis-32462	180	3	33	33	NUM
fcis-32462	180	4	demonstrate	demonstrate	VERB
fcis-32462	180	5	that	that	SCONJ
fcis-32462	180	6	the	the	DET
fcis-32462	180	7	cch	cch	PROPN
fcis-32462	180	8	algorithm	algorithm	NOUN
fcis-32462	180	9	is	be	AUX
fcis-32462	180	10	not	not	PART
fcis-32462	180	11	only	only	ADV
fcis-32462	180	12	applicable	applicable	ADJ
fcis-32462	180	13	in	in	ADP
fcis-32462	180	14	open	open	ADJ
fcis-32462	180	15	source	source	NOUN
fcis-32462	180	16	projects	project	NOUN
fcis-32462	180	17	,	,	PUNCT
fcis-32462	180	18	but	but	CCONJ
fcis-32462	180	19	also	also	ADV
fcis-32462	180	20	provides	provide	VERB
fcis-32462	180	21	a	a	DET
fcis-32462	180	22	robust	robust	ADJ
fcis-32462	180	23	reference	reference	NOUN
fcis-32462	180	24	for	for	ADP
fcis-32462	180	25	enterprises	enterprise	NOUN
fcis-32462	180	26	in	in	ADP
fcis-32462	180	27	developer	developer	NOUN
fcis-32462	180	28	performance	performance	NOUN
fcis-32462	180	29	evaluation	evaluation	NOUN
fcis-32462	180	30	.	.	PUNCT
fcis-32462	181	1	the	the	DET
fcis-32462	181	2	implementation	implementation	NOUN
fcis-32462	181	3	of	of	ADP
fcis-32462	181	4	the	the	DET
fcis-32462	181	5	cch	cch	PROPN
fcis-32462	181	6	algorithm	algorithm	NOUN
fcis-32462	181	7	in	in	ADP
fcis-32462	181	8	open	open	ADJ
fcis-32462	181	9	-	-	PUNCT
fcis-32462	181	10	source	source	NOUN
fcis-32462	181	11	projects	project	NOUN
fcis-32462	181	12	and	and	CCONJ
fcis-32462	181	13	enterprise	enterprise	NOUN
fcis-32462	181	14	environments	environment	NOUN
fcis-32462	181	15	serves	serve	VERB
fcis-32462	181	16	to	to	PART
fcis-32462	181	17	corroborate	corroborate	VERB
fcis-32462	181	18	its	its	PRON
fcis-32462	181	19	intrinsic	intrinsic	ADJ
fcis-32462	181	20	soundness	soundness	NOUN
fcis-32462	181	21	.	.	PUNCT
fcis-32462	182	1	furthermore	furthermore	ADV
fcis-32462	182	2	,	,	PUNCT
fcis-32462	182	3	the	the	DET
fcis-32462	182	4	source	source	NOUN
fcis-32462	182	5	of	of	ADP
fcis-32462	182	6	cch	cch	PROPN
fcis-32462	182	7	's	's	PART
fcis-32462	182	8	metrics	metric	NOUN
fcis-32462	182	9	is	be	AUX
fcis-32462	182	10	relatively	relatively	ADV
fcis-32462	182	11	straightforward	straightforward	ADJ
fcis-32462	182	12	to	to	PART
fcis-32462	182	13	obtain	obtain	VERB
fcis-32462	182	14	and	and	CCONJ
fcis-32462	182	15	is	be	AUX
fcis-32462	182	16	not	not	PART
fcis-32462	182	17	constrained	constrain	VERB
fcis-32462	182	18	by	by	ADP
fcis-32462	182	19	the	the	DET
fcis-32462	182	20	specific	specific	ADJ
fcis-32462	182	21	development	development	NOUN
fcis-32462	182	22	language	language	NOUN
fcis-32462	182	23	.	.	PUNCT
fcis-32462	183	1	as	as	SCONJ
fcis-32462	183	2	more	more	ADJ
fcis-32462	183	3	data	datum	NOUN
fcis-32462	183	4	and	and	CCONJ
fcis-32462	183	5	cases	case	NOUN
fcis-32462	183	6	are	be	AUX
fcis-32462	183	7	accumulated	accumulate	VERB
fcis-32462	183	8	,	,	PUNCT
fcis-32462	183	9	it	it	PRON
fcis-32462	183	10	is	be	AUX
fcis-32462	183	11	anticipated	anticipate	VERB
fcis-32462	183	12	that	that	SCONJ
fcis-32462	183	13	the	the	DET
fcis-32462	183	14	cch	cch	PROPN
fcis-32462	183	15	algorithm	algorithm	NOUN
fcis-32462	183	16	will	will	AUX
fcis-32462	183	17	undergo	undergo	VERB
fcis-32462	183	18	further	further	ADJ
fcis-32462	183	19	optimisation	optimisation	NOUN
fcis-32462	183	20	and	and	CCONJ
fcis-32462	183	21	promotion	promotion	NOUN
fcis-32462	183	22	,	,	PUNCT
fcis-32462	183	23	thereby	thereby	ADV
fcis-32462	183	24	providing	provide	VERB
fcis-32462	183	25	a	a	DET
fcis-32462	183	26	more	more	ADV
fcis-32462	183	27	scientific	scientific	ADJ
fcis-32462	183	28	and	and	CCONJ
fcis-32462	183	29	reasonable	reasonable	ADJ
fcis-32462	183	30	solution	solution	NOUN
fcis-32462	183	31	for	for	ADP
fcis-32462	183	32	the	the	DET
fcis-32462	183	33	evaluation	evaluation	NOUN
fcis-32462	183	34	of	of	ADP
fcis-32462	183	35	developer	developer	NOUN
fcis-32462	183	36	contributions	contribution	NOUN
fcis-32462	183	37	.	.	PUNCT
fcis-32462	184	1	references	reference	NOUN
fcis-32462	184	2	[	[	X
fcis-32462	184	3	1	1	NUM
fcis-32462	184	4	]	]	PUNCT
fcis-32462	184	5	viewing	view	VERB
fcis-32462	184	6	a	a	DET
fcis-32462	184	7	project	project	NOUN
fcis-32462	184	8	's	's	PART
fcis-32462	184	9	contributors	contributor	NOUN
fcis-32462	184	10	,	,	PUNCT
fcis-32462	184	11	github	github	NOUN
fcis-32462	184	12	,	,	PUNCT
fcis-32462	184	13	2024	2024	NUM
fcis-32462	184	14	,	,	PUNCT
fcis-32462	184	15	[	[	X
fcis-32462	184	16	online	online	X
fcis-32462	184	17	]	]	X
fcis-32462	184	18	.	.	PUNCT
fcis-32462	185	1	available	available	ADJ
fcis-32462	185	2	:	:	PUNCT
fcis-32462	185	3	https://docs.github.com/en/repositories/viewingactivity-and-data-for-your-repository/viewing-a-projectscontributors	https://docs.github.com/en/repositories/viewingactivity-and-data-for-your-repository/viewing-a-projectscontributor	NOUN
fcis-32462	185	4	.	.	PUNCT
fcis-32462	186	1	2024	2024	NUM
fcis-32462	186	2	.	.	PUNCT
fcis-32462	187	1	[	[	X
fcis-32462	187	2	2	2	NUM
fcis-32462	187	3	]	]	PUNCT
fcis-32462	187	4	openharmony	openharmony	ADJ
fcis-32462	187	5	main	main	ADJ
fcis-32462	187	6	warehouse	warehouse	NOUN
fcis-32462	187	7	code	code	NOUN
fcis-32462	187	8	contribution	contribution	NOUN
fcis-32462	187	9	metrics	metric	NOUN
fcis-32462	187	10	rules	rule	NOUN
fcis-32462	187	11	,	,	PUNCT
fcis-32462	187	12	openharmony	openharmony	NOUN
fcis-32462	187	13	,	,	PUNCT
fcis-32462	187	14	2024	2024	NUM
fcis-32462	187	15	,	,	PUNCT
fcis-32462	187	16	[	[	X
fcis-32462	187	17	online	online	X
fcis-32462	187	18	]	]	X
fcis-32462	187	19	.	.	PUNCT
fcis-32462	188	1	available	available	ADJ
fcis-32462	188	2	:	:	PUNCT
fcis-32462	188	3	https://metrics	https://metrics	X
fcis-32462	188	4	.	.	X
fcis-32462	188	5	openharmony	openharmony	NOUN
fcis-32462	188	6	.	.	PUNCT
fcis-32462	189	1	cn	cn	VERB
fcis-32462	189	2	.	.	PUNCT
fcis-32462	190	1	[	[	X
fcis-32462	190	2	3	3	X
fcis-32462	190	3	]	]	PUNCT
fcis-32462	190	4	jinglei	jinglei	NOUN
fcis-32462	190	5	ren	ren	PROPN
fcis-32462	190	6	,	,	PUNCT
fcis-32462	190	7	hezheng	hezheng	PROPN
fcis-32462	190	8	yin	yin	PROPN
fcis-32462	190	9	,	,	PUNCT
fcis-32462	190	10	qingda	qingda	PROPN
fcis-32462	190	11	hu	hu	PROPN
fcis-32462	190	12	,	,	PUNCT
fcis-32462	190	13	armando	armando	PROPN
fcis-32462	190	14	fox	fox	PROPN
fcis-32462	190	15	,	,	PUNCT
fcis-32462	190	16	and	and	CCONJ
fcis-32462	190	17	wojciech	wojciech	PROPN
fcis-32462	190	18	koszek	koszek	PROPN
fcis-32462	190	19	.	.	PUNCT
fcis-32462	190	20	2018	2018	NUM
fcis-32462	190	21	.	.	PUNCT
fcis-32462	191	1	towards	towards	ADP
fcis-32462	191	2	quantifying	quantify	VERB
fcis-32462	191	3	the	the	DET
fcis-32462	191	4	development	development	NOUN
fcis-32462	191	5	value	value	NOUN
fcis-32462	191	6	of	of	ADP
fcis-32462	191	7	code	code	NOUN
fcis-32462	191	8	contributions	contribution	NOUN
fcis-32462	191	9	.	.	PUNCT
fcis-32462	192	1	in	in	ADP
fcis-32462	192	2	proceedings	proceeding	NOUN
fcis-32462	192	3	of	of	ADP
fcis-32462	192	4	the	the	DET
fcis-32462	192	5	2018	2018	NUM
fcis-32462	192	6	26th	26th	NOUN
fcis-32462	192	7	acm	acm	NOUN
fcis-32462	192	8	joint	joint	ADJ
fcis-32462	192	9	meeting	meeting	NOUN
fcis-32462	192	10	on	on	ADP
fcis-32462	192	11	european	european	ADJ
fcis-32462	192	12	software	software	PROPN
fcis-32462	192	13	engineering	engineering	NOUN
fcis-32462	192	14	conference	conference	NOUN
fcis-32462	192	15	and	and	CCONJ
fcis-32462	192	16	symposium	symposium	NOUN
fcis-32462	192	17	on	on	ADP
fcis-32462	192	18	the	the	DET
fcis-32462	192	19	foundations	foundation	NOUN
fcis-32462	192	20	of	of	ADP
fcis-32462	192	21	software	software	NOUN
fcis-32462	192	22	engineering	engineering	NOUN
fcis-32462	192	23	(	(	PUNCT
fcis-32462	192	24	esec	esec	PROPN
fcis-32462	192	25	/	/	SYM
fcis-32462	192	26	fse	fse	PROPN
fcis-32462	192	27	2018	2018	NUM
fcis-32462	192	28	)	)	PUNCT
fcis-32462	192	29	.	.	PUNCT
fcis-32462	193	1	association	association	NOUN
fcis-32462	193	2	for	for	ADP
fcis-32462	193	3	computing	compute	VERB
fcis-32462	193	4	machinery	machinery	NOUN
fcis-32462	193	5	,	,	PUNCT
fcis-32462	193	6	new	new	PROPN
fcis-32462	193	7	york	york	PROPN
fcis-32462	193	8	,	,	PUNCT
fcis-32462	193	9	ny	ny	PROPN
fcis-32462	193	10	,	,	PUNCT
fcis-32462	193	11	usa	usa	PROPN
fcis-32462	193	12	,	,	PUNCT
fcis-32462	193	13	775–779	775–779	NUM
fcis-32462	193	14	.	.	PUNCT
fcis-32462	193	15	https://doi.org/	https://doi.org/	PROPN
fcis-32462	193	16	10	10	NUM
fcis-32462	193	17	.	.	PUNCT
fcis-32462	193	18	1145/3236024.3264842	1145/3236024.3264842	NUM
fcis-32462	193	19	.	.	PUNCT
fcis-32462	194	1	[	[	X
fcis-32462	194	2	4	4	NUM
fcis-32462	194	3	]	]	X
fcis-32462	194	4	tiobe	tiobe	PROPN
fcis-32462	194	5	.	.	PUNCT
fcis-32462	195	1	2024	2024	NUM
fcis-32462	195	2	.	.	PUNCT
fcis-32462	196	1	tiobe	tiobe	PROPN
fcis-32462	196	2	index	index	NOUN
fcis-32462	196	3	for	for	ADP
fcis-32462	196	4	august	august	PROPN
fcis-32462	196	5	2024	2024	NUM
fcis-32462	196	6	.	.	PUNCT
fcis-32462	197	1	https://www	https://www	PROPN
fcis-32462	197	2	.	.	PUNCT
fcis-32462	198	1	tiobe.com/tiobe-index/.	tiobe.com/tiobe-index/.	PRON
fcis-32462	199	1	[	[	X
fcis-32462	199	2	5	5	NUM
fcis-32462	199	3	]	]	X
fcis-32462	199	4	liu	liu	PROPN
fcis-32462	199	5	,	,	PUNCT
fcis-32462	199	6	fei	fei	PROPN
fcis-32462	199	7	tony	tony	PROPN
fcis-32462	199	8	,	,	PUNCT
fcis-32462	199	9	kai	kai	PROPN
fcis-32462	199	10	ming	ming	PROPN
fcis-32462	199	11	ting	ting	PROPN
fcis-32462	199	12	,	,	PUNCT
fcis-32462	199	13	and	and	CCONJ
fcis-32462	199	14	zhi	zhi	PROPN
fcis-32462	199	15	-	-	PUNCT
fcis-32462	199	16	hua	hua	PROPN
fcis-32462	199	17	zhou	zhou	PROPN
fcis-32462	199	18	.	.	PUNCT
fcis-32462	200	1	2008	2008	NUM
fcis-32462	200	2	.	.	PUNCT
fcis-32462	201	1	isolation	isolation	NOUN
fcis-32462	201	2	forest	forest	NOUN
fcis-32462	201	3	.	.	PUNCT
fcis-32462	202	1	eighth	eighth	ADJ
fcis-32462	202	2	ieee	ieee	PROPN
fcis-32462	202	3	international	international	PROPN
fcis-32462	202	4	conference	conference	NOUN
fcis-32462	202	5	on	on	ADP
fcis-32462	202	6	data	datum	NOUN
fcis-32462	202	7	mining	mining	NOUN
fcis-32462	202	8	,	,	PUNCT
fcis-32462	202	9	pisa	pisa	PROPN
fcis-32462	202	10	,	,	PUNCT
fcis-32462	202	11	italy	italy	PROPN
fcis-32462	202	12	,	,	PUNCT
fcis-32462	202	13	2008	2008	NUM
fcis-32462	202	14	,	,	PUNCT
fcis-32462	202	15	pp	pp	ADJ
fcis-32462	202	16	.	.	PUNCT
fcis-32462	203	1	413	413	NUM
fcis-32462	203	2	-	-	SYM
fcis-32462	203	3	422	422	NUM
fcis-32462	203	4	,	,	PUNCT
fcis-32462	203	5	doi	doi	NOUN
fcis-32462	203	6	:	:	PUNCT
fcis-32462	203	7	10.1109/	10.1109/	NUM
fcis-32462	203	8	icdm	icdm	NOUN
fcis-32462	203	9	.	.	PUNCT
fcis-32462	204	1	2008	2008	NUM
fcis-32462	204	2	.	.	PUNCT
fcis-32462	205	1	17	17	NUM
fcis-32462	205	2	.	.	PUNCT
fcis-32462	206	1	[	[	X
fcis-32462	206	2	6	6	NUM
fcis-32462	206	3	]	]	PUNCT
fcis-32462	206	4	github	github	NOUN
fcis-32462	206	5	.	.	PUNCT
fcis-32462	207	1	2024	2024	NUM
fcis-32462	207	2	.	.	PUNCT
fcis-32462	208	1	vue.js	vue.js	PRON
fcis-32462	208	2	is	be	AUX
fcis-32462	208	3	a	a	DET
fcis-32462	208	4	progressive	progressive	ADJ
fcis-32462	208	5	,	,	PUNCT
fcis-32462	208	6	incrementally	incrementally	ADV
fcis-32462	208	7	-	-	PUNCT
fcis-32462	208	8	adoptable	adoptable	ADJ
fcis-32462	208	9	javascript	javascript	NOUN
fcis-32462	208	10	framework	framework	NOUN
fcis-32462	208	11	for	for	ADP
fcis-32462	208	12	building	build	VERB
fcis-32462	208	13	ui	ui	NOUN
fcis-32462	208	14	on	on	ADP
fcis-32462	208	15	the	the	DET
fcis-32462	208	16	web	web	NOUN
fcis-32462	208	17	.	.	PUNCT
fcis-32462	209	1	https://	https://	PROPN
fcis-32462	209	2	github	github	PROPN
fcis-32462	209	3	.	.	PUNCT
fcis-32462	209	4	com	com	NOUN
fcis-32462	209	5	/	/	SYM
fcis-32462	209	6	vuejs	vuejs	NOUN
fcis-32462	209	7	/	/	SYM
fcis-32462	209	8	core	core	NOUN
fcis-32462	209	9	/	/	SYM
fcis-32462	209	10	graphs	graph	NOUN
fcis-32462	209	11	/	/	SYM
fcis-32462	209	12	contributors	contributor	NOUN
fcis-32462	209	13	.	.	PUNCT
fcis-32462	210	1	[	[	X
fcis-32462	210	2	7	7	NUM
fcis-32462	210	3	]	]	X
fcis-32462	210	4	github	github	NOUN
fcis-32462	210	5	.	.	PUNCT
fcis-32462	211	1	2024	2024	NUM
fcis-32462	211	2	.	.	PUNCT
fcis-32462	212	1	mirror	mirror	NOUN
fcis-32462	212	2	of	of	ADP
fcis-32462	212	3	apache	apache	PROPN
fcis-32462	212	4	kafka	kafka	PROPN
fcis-32462	212	5	.	.	PUNCT
fcis-32462	213	1	https://github	https://github	PROPN
fcis-32462	213	2	.	.	PUNCT
fcis-32462	213	3	com/	com/	PROPN
fcis-32462	213	4	apache	apache	PROPN
fcis-32462	213	5	/	/	SYM
fcis-32462	213	6	kafka	kafka	PROPN
fcis-32462	213	7	.	.	PUNCT
fcis-32462	214	1	[	[	X
fcis-32462	214	2	8	8	NUM
fcis-32462	214	3	]	]	PUNCT
fcis-32462	214	4	github	github	NOUN
fcis-32462	214	5	.	.	PUNCT
fcis-32462	215	1	2024	2024	NUM
fcis-32462	215	2	.	.	PUNCT
fcis-32462	216	1	the	the	DET
fcis-32462	216	2	java	java	PROPN
fcis-32462	216	3	implementation	implementation	NOUN
fcis-32462	216	4	of	of	ADP
fcis-32462	216	5	apache	apache	PROPN
fcis-32462	216	6	dubbo	dubbo	PROPN
fcis-32462	216	7	.	.	PUNCT
fcis-32462	217	1	an	an	DET
fcis-32462	217	2	rpc	rpc	NOUN
fcis-32462	217	3	and	and	CCONJ
fcis-32462	217	4	microservice	microservice	NOUN
fcis-32462	217	5	framework	framework	NOUN
fcis-32462	217	6	.	.	PUNCT
fcis-32462	218	1	https://github	https://github	NOUN
fcis-32462	218	2	.	.	NOUN
fcis-32462	218	3	com/	com/	NOUN
fcis-32462	218	4	apache/	apache/	NUM
fcis-32462	218	5	dubbo	dubbo	NOUN
fcis-32462	218	6	.	.	PUNCT
fcis-32462	219	1	[	[	X
fcis-32462	219	2	9	9	NUM
fcis-32462	219	3	]	]	PUNCT
fcis-32462	219	4	github	github	NOUN
fcis-32462	219	5	.	.	PUNCT
fcis-32462	220	1	2024	2024	NUM
fcis-32462	220	2	.	.	PUNCT
fcis-32462	221	1	transformers	transformer	NOUN
fcis-32462	221	2	:	:	PUNCT
fcis-32462	221	3	state	state	NOUN
fcis-32462	221	4	-	-	PUNCT
fcis-32462	221	5	of	of	ADP
fcis-32462	221	6	-	-	PUNCT
fcis-32462	221	7	the	the	DET
fcis-32462	221	8	-	-	PUNCT
fcis-32462	221	9	art	art	NOUN
fcis-32462	221	10	machine	machine	NOUN
fcis-32462	221	11	learning	learning	NOUN
fcis-32462	221	12	for	for	ADP
fcis-32462	221	13	pytorch	pytorch	NOUN
fcis-32462	221	14	,	,	PUNCT
fcis-32462	221	15	tensorflow	tensorflow	NOUN
fcis-32462	221	16	,	,	PUNCT
fcis-32462	221	17	and	and	CCONJ
fcis-32462	221	18	jax	jax	PROPN
fcis-32462	221	19	.	.	PROPN
fcis-32462	222	1	https://github	https://github	PROPN
fcis-32462	222	2	.	.	PUNCT
fcis-32462	222	3	com/	com/	PROPN
fcis-32462	222	4	huggingface	huggingface	NOUN
fcis-32462	222	5	/	/	SYM
fcis-32462	222	6	transformers	transformer	NOUN
fcis-32462	222	7	.	.	PUNCT
fcis-32462	223	1	[	[	X
fcis-32462	223	2	10	10	NUM
fcis-32462	223	3	]	]	X
fcis-32462	223	4	saaty	saaty	NOUN
fcis-32462	223	5	t	t	NOUN
fcis-32462	223	6	l	l	NOUN
fcis-32462	223	7	.decision	.decision	NOUN
fcis-32462	223	8	making	make	VERB
fcis-32462	223	9	with	with	ADP
fcis-32462	223	10	the	the	DET
fcis-32462	223	11	analytic	analytic	ADJ
fcis-32462	223	12	hierarchy	hierarchy	NOUN
fcis-32462	223	13	process	process	NOUN
fcis-32462	223	14	.	.	PUNCT
fcis-32462	224	1	int	int	PROPN
fcis-32462	224	2	j	j	PROPN
fcis-32462	224	3	serv	serv	PROPN
fcis-32462	224	4	sci[j].international	sci[j].international	PROPN
fcis-32462	224	5	journal	journal	PROPN
fcis-32462	224	6	of	of	ADP
fcis-32462	224	7	services	service	NOUN
fcis-32462	224	8	sciences	science	NOUN
fcis-32462	224	9	,	,	PUNCT
fcis-32462	224	10	2008	2008	NUM
fcis-32462	224	11	,	,	PUNCT
fcis-32462	224	12	1(1):83	1(1):83	NUM
fcis-32462	224	13	-	-	SYM
fcis-32462	224	14	98	98	NUM
fcis-32462	224	15	.	.	PUNCT
fcis-32462	225	1	[	[	X
fcis-32462	225	2	11	11	NUM
fcis-32462	225	3	]	]	PUNCT
fcis-32462	225	4	gitee	gitee	NOUN
fcis-32462	225	5	.	.	PUNCT
fcis-32462	226	1	2024	2024	NUM
fcis-32462	226	2	.	.	PUNCT
fcis-32462	227	1	user	user	NOUN
fcis-32462	227	2	influence	influence	PROPN
fcis-32462	227	3	.	.	PUNCT
fcis-32462	228	1	https://portrait	https://portrait	X
fcis-32462	228	2	.	.	PUNCT
fcis-32462	228	3	gitee	gitee	NOUN
fcis-32462	228	4	.	.	PUNCT
fcis-32462	229	1	com/	com/	NOUN
fcis-32462	229	2	help/	help/	NUM
fcis-32462	229	3	articles/	articles/	NUM
fcis-32462	229	4	4383	4383	NUM
fcis-32462	229	5	.	.	PUNCT
fcis-32462	230	1	[	[	X
fcis-32462	230	2	12	12	NUM
fcis-32462	230	3	]	]	PUNCT
fcis-32462	230	4	stackalytics	stackalytic	NOUN
fcis-32462	230	5	.	.	PUNCT
fcis-32462	231	1	2024	2024	NUM
fcis-32462	231	2	.	.	PUNCT
fcis-32462	232	1	openstack	openstack	PROPN
fcis-32462	232	2	community	community	NOUN
fcis-32462	232	3	contribution	contribution	NOUN
fcis-32462	232	4	in	in	ADP
fcis-32462	232	5	caracal	caracal	ADJ
fcis-32462	232	6	release	release	NOUN
fcis-32462	232	7	.	.	PUNCT
fcis-32462	233	1	https://www.stackalytics.io	https://www.stackalytics.io	NOUN
fcis-32462	233	2	.	.	PUNCT
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fcis-32462	234	2	13	13	NUM
fcis-32462	234	3	]	]	X
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fcis-32462	234	5	,	,	PUNCT
fcis-32462	234	6	c.	c.	PROPN
fcis-32462	234	7	,	,	PUNCT
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fcis-32462	234	9	,	,	PUNCT
fcis-32462	234	10	n.	n.	NOUN
fcis-32462	234	11	,	,	PUNCT
fcis-32462	234	12	gall	gall	NOUN
fcis-32462	234	13	,	,	PUNCT
fcis-32462	234	14	h.	h.	PROPN
fcis-32462	234	15	,	,	PUNCT
fcis-32462	234	16	murphy	murphy	PROPN
fcis-32462	234	17	,	,	PUNCT
fcis-32462	234	18	b.	b.	PROPN
fcis-32462	234	19	,	,	PUNCT
fcis-32462	234	20	&	&	CCONJ
fcis-32462	234	21	devanbu	devanbu	PROPN
fcis-32462	234	22	,	,	PUNCT
fcis-32462	234	23	p.	p.	NOUN
fcis-32462	234	24	2009	2009	NUM
fcis-32462	234	25	.	.	PUNCT
fcis-32462	234	26	does	do	AUX
fcis-32462	234	27	distributed	distribute	VERB
fcis-32462	234	28	development	development	NOUN
fcis-32462	234	29	affect	affect	VERB
fcis-32462	234	30	software	software	NOUN
fcis-32462	234	31	quality	quality	NOUN
fcis-32462	234	32	?	?	PUNCT
fcis-32462	235	1	an	an	DET
fcis-32462	235	2	empirical	empirical	ADJ
fcis-32462	235	3	case	case	NOUN
fcis-32462	235	4	study	study	NOUN
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fcis-32462	235	6	windows	windows	PROPN
fcis-32462	235	7	vista	vista	PROPN
fcis-32462	235	8	.	.	PUNCT
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fcis-32462	236	3	]	]	SYM
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fcis-32462	236	5	,	,	PUNCT
fcis-32462	236	6	j.w	j.w	PROPN
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fcis-32462	236	9	.	.	PUNCT
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fcis-32462	237	2	future	future	NOUN
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fcis-32462	238	4	statistics	statistic	NOUN
fcis-32462	238	5	,	,	PUNCT
fcis-32462	238	6	33	33	NUM
fcis-32462	238	7	,	,	PUNCT
fcis-32462	238	8	1	1	NUM
fcis-32462	238	9	-	-	SYM
fcis-32462	238	10	67	67	NUM
fcis-32462	238	11	.	.	PUNCT
fcis-32462	239	1	[	[	X
fcis-32462	239	2	15	15	NUM
fcis-32462	239	3	]	]	PUNCT
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fcis-32462	239	5	,	,	PUNCT
fcis-32462	239	6	d.	d.	PROPN
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fcis-32462	239	8	.	.	PUNCT
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fcis-32462	240	2	elements	element	NOUN
fcis-32462	240	3	of	of	ADP
fcis-32462	240	4	statistical	statistical	ADJ
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fcis-32462	240	6	:	:	PUNCT
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fcis-32462	240	9	,	,	PUNCT
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fcis-32462	240	11	,	,	PUNCT
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fcis-32462	240	14	.	.	PUNCT
fcis-32462	241	1	[	[	X
fcis-32462	241	2	16	16	NUM
fcis-32462	241	3	]	]	X
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fcis-32462	241	5	,	,	PUNCT
fcis-32462	241	6	s.	s.	PROPN
fcis-32462	241	7	,	,	PUNCT
fcis-32462	241	8	&	&	CCONJ
fcis-32462	241	9	szegedy	szegedy	PROPN
fcis-32462	241	10	,	,	PUNCT
fcis-32462	241	11	c.	c.	PROPN
fcis-32462	241	12	2015	2015	NUM
fcis-32462	241	13	.	.	PUNCT
fcis-32462	242	1	batch	batch	NOUN
fcis-32462	242	2	normalization	normalization	NOUN
fcis-32462	242	3	:	:	PUNCT
fcis-32462	242	4	accelerating	accelerate	VERB
fcis-32462	242	5	deep	deep	ADJ
fcis-32462	242	6	network	network	NOUN
fcis-32462	242	7	training	training	NOUN
fcis-32462	242	8	by	by	ADP
fcis-32462	242	9	reducing	reduce	VERB
fcis-32462	242	10	internal	internal	ADJ
fcis-32462	242	11	covariate	covariate	ADJ
fcis-32462	242	12	shift	shift	NOUN
fcis-32462	242	13	.	.	PUNCT
fcis-32462	243	1	jmlr.org	jmlr.org	X
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fcis-32462	244	1	[	[	X
fcis-32462	244	2	17	17	NUM
fcis-32462	244	3	]	]	SYM
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fcis-32462	244	5	,	,	PUNCT
fcis-32462	244	6	j.	j.	PROPN
fcis-32462	244	7	,	,	PUNCT
fcis-32462	244	8	&	&	CCONJ
fcis-32462	244	9	moraga	moraga	PROPN
fcis-32462	244	10	,	,	PUNCT
fcis-32462	244	11	c.	c.	PROPN
fcis-32462	244	12	1995	1995	NUM
fcis-32462	244	13	.	.	PUNCT
fcis-32462	245	1	the	the	DET
fcis-32462	245	2	influence	influence	NOUN
fcis-32462	245	3	of	of	ADP
fcis-32462	245	4	the	the	DET
fcis-32462	245	5	sigmoid	sigmoid	NOUN
fcis-32462	245	6	function	function	NOUN
fcis-32462	245	7	parameters	parameter	NOUN
fcis-32462	245	8	on	on	ADP
fcis-32462	245	9	the	the	DET
fcis-32462	245	10	speed	speed	NOUN
fcis-32462	245	11	of	of	ADP
fcis-32462	245	12	backpropagation	backpropagation	NOUN
fcis-32462	245	13	learning	learning	NOUN
fcis-32462	245	14	.	.	PUNCT
fcis-32462	246	1	international	international	ADJ
fcis-32462	246	2	work	work	NOUN
fcis-32462	246	3	-	-	PUNCT
fcis-32462	246	4	conference	conference	NOUN
fcis-32462	246	5	on	on	ADP
fcis-32462	246	6	artificial	artificial	ADJ
fcis-32462	246	7	and	and	CCONJ
fcis-32462	246	8	natural	natural	ADJ
fcis-32462	246	9	neural	neural	ADJ
fcis-32462	246	10	networks	network	NOUN
fcis-32462	246	11	.	.	PUNCT
fcis-32462	247	1	[	[	X
fcis-32462	247	2	18	18	NUM
fcis-32462	247	3	]	]	PUNCT
fcis-32462	247	4	github	github	NOUN
fcis-32462	247	5	.	.	PUNCT
fcis-32462	248	1	2024	2024	NUM
fcis-32462	248	2	.	.	PUNCT
fcis-32462	248	3	contribution	contribution	NOUN
fcis-32462	248	4	to	to	ADP
fcis-32462	248	5	dubbo	dubbo	PROPN
fcis-32462	248	6	.	.	PUNCT
fcis-32462	249	1	https://github	https://github	NOUN
fcis-32462	249	2	.	.	PUNCT
fcis-32462	249	3	com/	com/	NOUN
fcis-32462	249	4	apache	apache	NOUN
fcis-32462	249	5	/	/	SYM
fcis-32462	249	6	dubbo	dubbo	NOUN
fcis-32462	249	7	/	/	SYM
fcis-32462	249	8	blob/3.2	blob/3.2	NOUN
fcis-32462	249	9	/	/	SYM
fcis-32462	249	10	contributing.md#codeconventions	contributing.md#codeconvention	NOUN
fcis-32462	249	11	.	.	PUNCT
fcis-32462	250	1	[	[	X
fcis-32462	250	2	19	19	NUM
fcis-32462	250	3	]	]	X
fcis-32462	250	4	fawcett	fawcett	PROPN
fcis-32462	250	5	,	,	PUNCT
fcis-32462	250	6	t.	t.	PROPN
fcis-32462	250	7	2006	2006	NUM
fcis-32462	250	8	.	.	PUNCT
fcis-32462	251	1	an	an	DET
fcis-32462	251	2	introduction	introduction	NOUN
fcis-32462	251	3	to	to	ADP
fcis-32462	251	4	roc	roc	PROPN
fcis-32462	251	5	analysis	analysis	NOUN
fcis-32462	251	6	.	.	PUNCT
fcis-32462	252	1	pattern	pattern	NOUN
fcis-32462	252	2	recognit	recognit	VERB
fcis-32462	252	3	.	.	PUNCT
fcis-32462	253	1	lett	lett	PROPN
fcis-32462	253	2	.	.	PROPN
fcis-32462	253	3	,	,	PUNCT
fcis-32462	253	4	27	27	NUM
fcis-32462	253	5	,	,	PUNCT
fcis-32462	253	6	861	861	NUM
fcis-32462	253	7	-	-	SYM
fcis-32462	253	8	874	874	NUM
fcis-32462	253	9	.	.	PUNCT
fcis-32462	254	1	[	[	X
fcis-32462	254	2	20	20	NUM
fcis-32462	254	3	]	]	X
fcis-32462	254	4	bradley	bradley	PROPN
fcis-32462	254	5	,	,	PUNCT
fcis-32462	254	6	a.p	a.p	PROPN
fcis-32462	254	7	.	.	PROPN
fcis-32462	254	8	1997	1997	NUM
fcis-32462	254	9	.	.	PUNCT
fcis-32462	255	1	the	the	DET
fcis-32462	255	2	use	use	NOUN
fcis-32462	255	3	of	of	ADP
fcis-32462	255	4	the	the	DET
fcis-32462	255	5	area	area	NOUN
fcis-32462	255	6	under	under	ADP
fcis-32462	255	7	the	the	DET
fcis-32462	255	8	roc	roc	PROPN
fcis-32462	255	9	curve	curve	NOUN
fcis-32462	255	10	in	in	ADP
fcis-32462	255	11	the	the	DET
fcis-32462	255	12	evaluation	evaluation	NOUN
fcis-32462	255	13	of	of	ADP
fcis-32462	255	14	machine	machine	NOUN
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fcis-32462	255	16	algorithms	algorithm	NOUN
fcis-32462	255	17	.	.	PUNCT
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fcis-32462	256	2	recognit	recognit	VERB
fcis-32462	256	3	.	.	PROPN
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fcis-32462	256	5	30	30	NUM
fcis-32462	256	6	,	,	PUNCT
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