id	sid	tid	token	lemma	pos
app01-8429	1	1	acta	acta	PROPN
app01-8429	1	2	polytechnica	polytechnica	PROPN
app01-8429	1	3	ctu	ctu	NOUN
app01-8429	1	4	proceedings	proceeding	NOUN
app01-8429	1	5	https://doi.org/10.14311/app.2022.38.0090	https://doi.org/10.14311/app.2022.38.0090	X
app01-8429	1	6	acta	acta	PROPN
app01-8429	1	7	polytechnica	polytechnica	PROPN
app01-8429	1	8	ctu	ctu	NOUN
app01-8429	1	9	proceedings	proceeding	NOUN
app01-8429	1	10	38:90–96	38:90–96	NUM
app01-8429	1	11	,	,	PUNCT
app01-8429	1	12	2022	2022	NUM
app01-8429	1	13	©	©	ADP
app01-8429	1	14	2022	2022	NUM
app01-8429	1	15	the	the	DET
app01-8429	1	16	author(s	author(s	NOUN
app01-8429	1	17	)	)	PUNCT
app01-8429	1	18	.	.	PUNCT
app01-8429	2	1	licensed	license	VERB
app01-8429	2	2	under	under	ADP
app01-8429	2	3	a	a	DET
app01-8429	2	4	cc	cc	NOUN
app01-8429	2	5	-	-	PUNCT
app01-8429	2	6	by	by	ADP
app01-8429	2	7	4.0	4.0	NUM
app01-8429	2	8	licence	licence	NOUN
app01-8429	2	9	published	publish	VERB
app01-8429	2	10	by	by	ADP
app01-8429	2	11	the	the	DET
app01-8429	2	12	czech	czech	PROPN
app01-8429	2	13	technical	technical	PROPN
app01-8429	2	14	university	university	PROPN
app01-8429	2	15	in	in	ADP
app01-8429	2	16	prague	prague	PROPN
app01-8429	2	17	energy	energy	NOUN
app01-8429	2	18	performance	performance	NOUN
app01-8429	2	19	estimation	estimation	NOUN
app01-8429	2	20	for	for	ADP
app01-8429	2	21	large	large	ADJ
app01-8429	2	22	building	building	NOUN
app01-8429	2	23	portfolios	portfolio	NOUN
app01-8429	2	24	with	with	ADP
app01-8429	2	25	machine	machine	NOUN
app01-8429	2	26	learning	learning	NOUN
app01-8429	2	27	-	-	PUNCT
app01-8429	2	28	based	base	VERB
app01-8429	2	29	techniques	technique	NOUN
app01-8429	2	30	frédéric	frédéric	ADJ
app01-8429	2	31	monteta,∗	monteta,∗	PROPN
app01-8429	2	32	,	,	PUNCT
app01-8429	2	33	alessandro	alessandro	PROPN
app01-8429	2	34	pongellib	pongellib	PROPN
app01-8429	2	35	,	,	PUNCT
app01-8429	2	36	jonathan	jonathan	PROPN
app01-8429	2	37	riala	riala	PROPN
app01-8429	2	38	,	,	PUNCT
app01-8429	2	39	stefanie	stefanie	PROPN
app01-8429	2	40	schwabc	schwabc	PROPN
app01-8429	2	41	,	,	PUNCT
app01-8429	2	42	jean	jean	PROPN
app01-8429	2	43	henneberta	henneberta	PROPN
app01-8429	2	44	,	,	PUNCT
app01-8429	2	45	thomas	thomas	PROPN
app01-8429	2	46	jusselmeb	jusselmeb	PROPN
app01-8429	2	47	a	a	DET
app01-8429	2	48	university	university	NOUN
app01-8429	2	49	of	of	ADP
app01-8429	2	50	applied	apply	VERB
app01-8429	2	51	science	science	NOUN
app01-8429	2	52	of	of	ADP
app01-8429	2	53	western	western	ADJ
app01-8429	2	54	switzerland	switzerland	PROPN
app01-8429	2	55	(	(	PUNCT
app01-8429	2	56	heia	heia	NOUN
app01-8429	2	57	-	-	PUNCT
app01-8429	2	58	fr	fr	PROPN
app01-8429	2	59	,	,	PUNCT
app01-8429	2	60	hes	he	NOUN
app01-8429	2	61	-	-	PUNCT
app01-8429	2	62	so	so	ADV
app01-8429	2	63	)	)	PUNCT
app01-8429	2	64	,	,	PUNCT
app01-8429	2	65	icosys	icosys	PROPN
app01-8429	2	66	institute	institute	PROPN
app01-8429	2	67	,	,	PUNCT
app01-8429	2	68	bd	bd	PROPN
app01-8429	2	69	.	.	PROPN
app01-8429	2	70	de	de	X
app01-8429	2	71	pérolles	pérolle	NOUN
app01-8429	2	72	80	80	NUM
app01-8429	2	73	,	,	PUNCT
app01-8429	2	74	1705	1705	NUM
app01-8429	2	75	fribourg	fribourg	NOUN
app01-8429	2	76	,	,	PUNCT
app01-8429	2	77	switzerland	switzerland	PROPN
app01-8429	2	78	b	b	PROPN
app01-8429	2	79	university	university	PROPN
app01-8429	2	80	of	of	ADP
app01-8429	2	81	applied	apply	VERB
app01-8429	2	82	science	science	NOUN
app01-8429	2	83	of	of	ADP
app01-8429	2	84	western	western	ADJ
app01-8429	2	85	switzerland	switzerland	PROPN
app01-8429	2	86	(	(	PUNCT
app01-8429	2	87	heia	heia	NOUN
app01-8429	2	88	-	-	PUNCT
app01-8429	2	89	fr	fr	PROPN
app01-8429	2	90	,	,	PUNCT
app01-8429	2	91	hes	he	NOUN
app01-8429	2	92	-	-	PUNCT
app01-8429	2	93	so	so	ADV
app01-8429	2	94	)	)	PUNCT
app01-8429	2	95	,	,	PUNCT
app01-8429	2	96	energy	energy	NOUN
app01-8429	2	97	institute	institute	PROPN
app01-8429	2	98	,	,	PUNCT
app01-8429	2	99	bd	bd	PROPN
app01-8429	2	100	.	.	PROPN
app01-8429	2	101	de	de	X
app01-8429	2	102	pérolles	pérolle	NOUN
app01-8429	2	103	80	80	NUM
app01-8429	2	104	,	,	PUNCT
app01-8429	2	105	1705	1705	NUM
app01-8429	2	106	fribourg	fribourg	NOUN
app01-8429	2	107	,	,	PUNCT
app01-8429	2	108	switzerland	switzerland	PROPN
app01-8429	2	109	c	c	PROPN
app01-8429	2	110	university	university	PROPN
app01-8429	2	111	of	of	ADP
app01-8429	2	112	applied	apply	VERB
app01-8429	2	113	science	science	NOUN
app01-8429	2	114	of	of	ADP
app01-8429	2	115	western	western	ADJ
app01-8429	2	116	switzerland	switzerland	PROPN
app01-8429	2	117	(	(	PUNCT
app01-8429	2	118	heia	heia	NOUN
app01-8429	2	119	-	-	PUNCT
app01-8429	2	120	fr	fr	PROPN
app01-8429	2	121	,	,	PUNCT
app01-8429	2	122	hes	he	NOUN
app01-8429	2	123	-	-	PUNCT
app01-8429	2	124	so	so	ADV
app01-8429	2	125	)	)	PUNCT
app01-8429	2	126	,	,	PUNCT
app01-8429	2	127	transform	transform	VERB
app01-8429	2	128	institute	institute	PROPN
app01-8429	2	129	,	,	PUNCT
app01-8429	2	130	bd	bd	PROPN
app01-8429	2	131	.	.	PROPN
app01-8429	2	132	de	de	X
app01-8429	2	133	pérolles	pérolle	NOUN
app01-8429	2	134	80	80	NUM
app01-8429	2	135	,	,	PUNCT
app01-8429	2	136	1705	1705	NUM
app01-8429	2	137	fribourg	fribourg	NOUN
app01-8429	2	138	,	,	PUNCT
app01-8429	2	139	switzerland	switzerland	PROPN
app01-8429	2	140	∗	∗	NOUN
app01-8429	2	141	corresponding	corresponding	ADJ
app01-8429	2	142	author	author	NOUN
app01-8429	2	143	:	:	PUNCT
app01-8429	2	144	frederic.montet@hefr.ch	frederic.montet@hefr.ch	ADJ
app01-8429	2	145	abstract	abstract	NOUN
app01-8429	2	146	.	.	PUNCT
app01-8429	3	1	building	building	NOUN
app01-8429	3	2	operation	operation	NOUN
app01-8429	3	3	is	be	AUX
app01-8429	3	4	responsible	responsible	ADJ
app01-8429	3	5	for	for	ADP
app01-8429	3	6	28	28	NUM
app01-8429	3	7	%	%	NOUN
app01-8429	3	8	of	of	ADP
app01-8429	3	9	the	the	DET
app01-8429	3	10	world	world	NOUN
app01-8429	3	11	’s	’s	PART
app01-8429	3	12	carbon	carbon	NOUN
app01-8429	3	13	emissions	emission	NOUN
app01-8429	3	14	.	.	PUNCT
app01-8429	4	1	in	in	ADP
app01-8429	4	2	this	this	DET
app01-8429	4	3	context	context	NOUN
app01-8429	4	4	,	,	PUNCT
app01-8429	4	5	establishing	establish	VERB
app01-8429	4	6	priorities	priority	NOUN
app01-8429	4	7	in	in	ADP
app01-8429	4	8	refurbishment	refurbishment	ADJ
app01-8429	4	9	strategies	strategy	NOUN
app01-8429	4	10	at	at	ADP
app01-8429	4	11	the	the	DET
app01-8429	4	12	scale	scale	NOUN
app01-8429	4	13	of	of	ADP
app01-8429	4	14	a	a	DET
app01-8429	4	15	city	city	NOUN
app01-8429	4	16	or	or	CCONJ
app01-8429	4	17	a	a	DET
app01-8429	4	18	group	group	NOUN
app01-8429	4	19	of	of	ADP
app01-8429	4	20	buildings	building	NOUN
app01-8429	4	21	is	be	AUX
app01-8429	4	22	important	important	ADJ
app01-8429	4	23	.	.	PUNCT
app01-8429	5	1	such	such	ADJ
app01-8429	5	2	procedures	procedure	NOUN
app01-8429	5	3	are	be	AUX
app01-8429	5	4	usually	usually	ADV
app01-8429	5	5	led	lead	VERB
app01-8429	5	6	by	by	ADP
app01-8429	5	7	experts	expert	NOUN
app01-8429	5	8	in	in	ADP
app01-8429	5	9	energy	energy	NOUN
app01-8429	5	10	performance	performance	NOUN
app01-8429	5	11	and	and	CCONJ
app01-8429	5	12	,	,	PUNCT
app01-8429	5	13	therefore	therefore	ADV
app01-8429	5	14	,	,	PUNCT
app01-8429	5	15	they	they	PRON
app01-8429	5	16	are	be	AUX
app01-8429	5	17	rarely	rarely	ADV
app01-8429	5	18	carried	carry	VERB
app01-8429	5	19	out	out	ADP
app01-8429	5	20	due	due	ADP
app01-8429	5	21	to	to	ADP
app01-8429	5	22	their	their	PRON
app01-8429	5	23	long	long	ADJ
app01-8429	5	24	and	and	CCONJ
app01-8429	5	25	costly	costly	ADJ
app01-8429	5	26	nature	nature	NOUN
app01-8429	5	27	.	.	PUNCT
app01-8429	6	1	this	this	DET
app01-8429	6	2	research	research	NOUN
app01-8429	6	3	aims	aim	VERB
app01-8429	6	4	at	at	ADP
app01-8429	6	5	the	the	DET
app01-8429	6	6	estimation	estimation	NOUN
app01-8429	6	7	of	of	ADP
app01-8429	6	8	building	build	VERB
app01-8429	6	9	energy	energy	NOUN
app01-8429	6	10	performance	performance	NOUN
app01-8429	6	11	to	to	PART
app01-8429	6	12	pave	pave	VERB
app01-8429	6	13	the	the	DET
app01-8429	6	14	way	way	NOUN
app01-8429	6	15	towards	towards	ADP
app01-8429	6	16	finding	find	VERB
app01-8429	6	17	near	near	ADP
app01-8429	6	18	-	-	PUNCT
app01-8429	6	19	optimal	optimal	ADJ
app01-8429	6	20	refurbishment	refurbishment	NOUN
app01-8429	6	21	strategies	strategy	NOUN
app01-8429	6	22	.	.	PUNCT
app01-8429	7	1	thanks	thank	NOUN
app01-8429	7	2	to	to	ADP
app01-8429	7	3	the	the	DET
app01-8429	7	4	identification	identification	NOUN
app01-8429	7	5	of	of	ADP
app01-8429	7	6	easily	easily	ADV
app01-8429	7	7	-	-	PUNCT
app01-8429	7	8	accessible	accessible	ADJ
app01-8429	7	9	building	building	NOUN
app01-8429	7	10	characteristics	characteristic	NOUN
app01-8429	7	11	,	,	PUNCT
app01-8429	7	12	the	the	DET
app01-8429	7	13	method	method	NOUN
app01-8429	7	14	applies	apply	VERB
app01-8429	7	15	machine	machine	NOUN
app01-8429	7	16	learning	learning	NOUN
app01-8429	7	17	models	model	NOUN
app01-8429	7	18	to	to	PART
app01-8429	7	19	scan	scan	VERB
app01-8429	7	20	a	a	DET
app01-8429	7	21	building	building	NOUN
app01-8429	7	22	portfolio	portfolio	NOUN
app01-8429	7	23	based	base	VERB
app01-8429	7	24	on	on	ADP
app01-8429	7	25	a	a	DET
app01-8429	7	26	low	low	ADJ
app01-8429	7	27	level	level	NOUN
app01-8429	7	28	of	of	ADP
app01-8429	7	29	details	detail	NOUN
app01-8429	7	30	.	.	PUNCT
app01-8429	8	1	the	the	DET
app01-8429	8	2	results	result	NOUN
app01-8429	8	3	show	show	VERB
app01-8429	8	4	good	good	ADJ
app01-8429	8	5	potential	potential	NOUN
app01-8429	8	6	to	to	PART
app01-8429	8	7	identify	identify	VERB
app01-8429	8	8	low	low	ADJ
app01-8429	8	9	-	-	PUNCT
app01-8429	8	10	performer	performer	NOUN
app01-8429	8	11	buildings	building	NOUN
app01-8429	8	12	with	with	ADP
app01-8429	8	13	simple	simple	ADJ
app01-8429	8	14	machine	machine	NOUN
app01-8429	8	15	learning	learning	NOUN
app01-8429	8	16	methods	method	NOUN
app01-8429	8	17	.	.	PUNCT
app01-8429	9	1	it	it	PRON
app01-8429	9	2	also	also	ADV
app01-8429	9	3	opens	open	VERB
app01-8429	9	4	the	the	DET
app01-8429	9	5	door	door	NOUN
app01-8429	9	6	for	for	ADP
app01-8429	9	7	further	further	ADJ
app01-8429	9	8	improvements	improvement	NOUN
app01-8429	9	9	through	through	ADP
app01-8429	9	10	the	the	DET
app01-8429	9	11	inclusion	inclusion	NOUN
app01-8429	9	12	of	of	ADP
app01-8429	9	13	supplementary	supplementary	ADJ
app01-8429	9	14	building	building	NOUN
app01-8429	9	15	features	feature	NOUN
app01-8429	9	16	at	at	ADP
app01-8429	9	17	the	the	DET
app01-8429	9	18	input	input	NOUN
app01-8429	9	19	of	of	ADP
app01-8429	9	20	the	the	DET
app01-8429	9	21	predictive	predictive	ADJ
app01-8429	9	22	system	system	NOUN
app01-8429	9	23	.	.	PUNCT
app01-8429	10	1	this	this	DET
app01-8429	10	2	work	work	NOUN
app01-8429	10	3	includes	include	VERB
app01-8429	10	4	(	(	PUNCT
app01-8429	10	5	a	a	X
app01-8429	10	6	)	)	PUNCT
app01-8429	10	7	the	the	DET
app01-8429	10	8	integration	integration	NOUN
app01-8429	10	9	of	of	ADP
app01-8429	10	10	a	a	DET
app01-8429	10	11	knowledge	knowledge	NOUN
app01-8429	10	12	database	database	NOUN
app01-8429	10	13	thanks	thank	NOUN
app01-8429	10	14	to	to	ADP
app01-8429	10	15	the	the	DET
app01-8429	10	16	swiss	swiss	ADJ
app01-8429	10	17	cecb	cecb	PROPN
app01-8429	10	18	energy	energy	NOUN
app01-8429	10	19	performance	performance	NOUN
app01-8429	10	20	certificates	certificate	NOUN
app01-8429	10	21	,	,	PUNCT
app01-8429	10	22	referencing	reference	VERB
app01-8429	10	23	more	more	ADJ
app01-8429	10	24	than	than	ADP
app01-8429	10	25	70	70	NUM
app01-8429	10	26	000	000	NUM
app01-8429	10	27	buildings	building	NOUN
app01-8429	10	28	,	,	PUNCT
app01-8429	10	29	(	(	PUNCT
app01-8429	10	30	b	b	X
app01-8429	10	31	)	)	PUNCT
app01-8429	10	32	the	the	DET
app01-8429	10	33	preparation	preparation	NOUN
app01-8429	10	34	of	of	ADP
app01-8429	10	35	a	a	DET
app01-8429	10	36	training	training	NOUN
app01-8429	10	37	data	datum	NOUN
app01-8429	10	38	set	set	VERB
app01-8429	10	39	through	through	ADP
app01-8429	10	40	the	the	DET
app01-8429	10	41	selection	selection	NOUN
app01-8429	10	42	of	of	ADP
app01-8429	10	43	relevant	relevant	ADJ
app01-8429	10	44	physical	physical	ADJ
app01-8429	10	45	characteristics	characteristic	NOUN
app01-8429	10	46	of	of	ADP
app01-8429	10	47	buildings	building	NOUN
app01-8429	10	48	(	(	PUNCT
app01-8429	10	49	input	input	NOUN
app01-8429	10	50	)	)	PUNCT
app01-8429	10	51	and	and	CCONJ
app01-8429	10	52	the	the	DET
app01-8429	10	53	corresponding	correspond	VERB
app01-8429	10	54	energy	energy	NOUN
app01-8429	10	55	consumption	consumption	NOUN
app01-8429	10	56	labels	label	NOUN
app01-8429	10	57	(	(	PUNCT
app01-8429	10	58	output	output	NOUN
app01-8429	10	59	)	)	PUNCT
app01-8429	10	60	,	,	PUNCT
app01-8429	10	61	(	(	PUNCT
app01-8429	10	62	c	c	X
app01-8429	10	63	)	)	PUNCT
app01-8429	10	64	the	the	DET
app01-8429	10	65	development	development	NOUN
app01-8429	10	66	of	of	ADP
app01-8429	10	67	predictive	predictive	ADJ
app01-8429	10	68	models	model	NOUN
app01-8429	10	69	used	use	VERB
app01-8429	10	70	in	in	ADP
app01-8429	10	71	a	a	DET
app01-8429	10	72	supervised	supervised	ADJ
app01-8429	10	73	way	way	NOUN
app01-8429	10	74	,	,	PUNCT
app01-8429	10	75	(	(	PUNCT
app01-8429	10	76	d	d	X
app01-8429	10	77	)	)	PUNCT
app01-8429	10	78	their	their	PRON
app01-8429	10	79	evaluation	evaluation	NOUN
app01-8429	10	80	on	on	ADP
app01-8429	10	81	an	an	DET
app01-8429	10	82	independent	independent	ADJ
app01-8429	10	83	test	test	NOUN
app01-8429	10	84	set	set	NOUN
app01-8429	10	85	.	.	PUNCT
app01-8429	11	1	keywords	keyword	NOUN
app01-8429	11	2	:	:	PUNCT
app01-8429	11	3	refurbishment	refurbishment	NOUN
app01-8429	11	4	strategies	strategy	NOUN
app01-8429	11	5	,	,	PUNCT
app01-8429	11	6	machine	machine	NOUN
app01-8429	11	7	learning	learning	NOUN
app01-8429	11	8	,	,	PUNCT
app01-8429	11	9	energy	energy	NOUN
app01-8429	11	10	performance	performance	NOUN
app01-8429	11	11	certificates	certificate	NOUN
app01-8429	11	12	.	.	PUNCT
app01-8429	12	1	1	1	X
app01-8429	12	2	.	.	X
app01-8429	12	3	introduction	introduction	NOUN
app01-8429	12	4	in	in	ADP
app01-8429	12	5	a	a	DET
app01-8429	12	6	world	world	NOUN
app01-8429	12	7	where	where	SCONJ
app01-8429	12	8	climate	climate	NOUN
app01-8429	12	9	change	change	NOUN
app01-8429	12	10	imposes	impose	VERB
app01-8429	12	11	major	major	ADJ
app01-8429	12	12	adjustments	adjustment	NOUN
app01-8429	12	13	in	in	ADP
app01-8429	12	14	order	order	NOUN
app01-8429	12	15	to	to	PART
app01-8429	12	16	slow	slow	VERB
app01-8429	12	17	down	down	ADP
app01-8429	12	18	the	the	DET
app01-8429	12	19	rise	rise	NOUN
app01-8429	12	20	in	in	ADP
app01-8429	12	21	environmental	environmental	ADJ
app01-8429	12	22	temperature	temperature	NOUN
app01-8429	12	23	,	,	PUNCT
app01-8429	12	24	one	one	NUM
app01-8429	12	25	important	important	ADJ
app01-8429	12	26	area	area	NOUN
app01-8429	12	27	to	to	PART
app01-8429	12	28	improve	improve	VERB
app01-8429	12	29	is	be	AUX
app01-8429	12	30	the	the	DET
app01-8429	12	31	planning	planning	NOUN
app01-8429	12	32	of	of	ADP
app01-8429	12	33	building	building	NOUN
app01-8429	12	34	renovations	renovation	NOUN
app01-8429	12	35	.	.	PUNCT
app01-8429	13	1	thanks	thank	NOUN
app01-8429	13	2	to	to	ADP
app01-8429	13	3	changing	change	VERB
app01-8429	13	4	construction	construction	NOUN
app01-8429	13	5	techniques	technique	NOUN
app01-8429	13	6	and	and	CCONJ
app01-8429	13	7	equipment	equipment	NOUN
app01-8429	13	8	,	,	PUNCT
app01-8429	13	9	building	building	NOUN
app01-8429	13	10	renovations	renovation	NOUN
app01-8429	13	11	became	become	VERB
app01-8429	13	12	a	a	DET
app01-8429	13	13	major	major	ADJ
app01-8429	13	14	focus	focus	NOUN
app01-8429	13	15	of	of	ADP
app01-8429	13	16	energy	energy	NOUN
app01-8429	13	17	strategies	strategy	NOUN
app01-8429	13	18	of	of	ADP
app01-8429	13	19	governments	government	NOUN
app01-8429	13	20	.	.	PUNCT
app01-8429	14	1	switzerland	switzerland	PROPN
app01-8429	14	2	,	,	PUNCT
app01-8429	14	3	for	for	ADP
app01-8429	14	4	example	example	NOUN
app01-8429	14	5	,	,	PUNCT
app01-8429	14	6	is	be	AUX
app01-8429	14	7	implementing	implement	VERB
app01-8429	14	8	a	a	DET
app01-8429	14	9	strategy	strategy	NOUN
app01-8429	14	10	called	call	VERB
app01-8429	14	11	“	"	PUNCT
app01-8429	14	12	energy	energy	NOUN
app01-8429	14	13	strategy	strategy	NOUN
app01-8429	14	14	2050	2050	NUM
app01-8429	14	15	”	"	PUNCT
app01-8429	14	16	which	which	PRON
app01-8429	14	17	aims	aim	VERB
app01-8429	14	18	,	,	PUNCT
app01-8429	14	19	among	among	ADP
app01-8429	14	20	other	other	ADJ
app01-8429	14	21	things	thing	NOUN
app01-8429	14	22	,	,	PUNCT
app01-8429	14	23	to	to	PART
app01-8429	14	24	reduce	reduce	VERB
app01-8429	14	25	the	the	DET
app01-8429	14	26	energy	energy	NOUN
app01-8429	14	27	consumption	consumption	NOUN
app01-8429	14	28	of	of	ADP
app01-8429	14	29	buildings	building	NOUN
app01-8429	14	30	through	through	ADP
app01-8429	14	31	incentives	incentive	NOUN
app01-8429	14	32	[	[	X
app01-8429	14	33	1	1	NUM
app01-8429	14	34	]	]	PUNCT
app01-8429	14	35	.	.	PUNCT
app01-8429	15	1	this	this	PRON
app01-8429	15	2	,	,	PUNCT
app01-8429	15	3	in	in	ADP
app01-8429	15	4	the	the	DET
app01-8429	15	5	coming	coming	ADJ
app01-8429	15	6	years	year	NOUN
app01-8429	15	7	,	,	PUNCT
app01-8429	15	8	may	may	AUX
app01-8429	15	9	cause	cause	VERB
app01-8429	15	10	a	a	DET
app01-8429	15	11	rush	rush	NOUN
app01-8429	15	12	to	to	PART
app01-8429	15	13	renovate	renovate	VERB
app01-8429	15	14	old	old	ADJ
app01-8429	15	15	buildings	building	NOUN
app01-8429	15	16	and	and	CCONJ
app01-8429	15	17	to	to	PART
app01-8429	15	18	prioritise	prioritise	VERB
app01-8429	15	19	the	the	DET
app01-8429	15	20	management	management	NOUN
app01-8429	15	21	of	of	ADP
app01-8429	15	22	renovations	renovation	NOUN
app01-8429	15	23	due	due	ADP
app01-8429	15	24	to	to	ADP
app01-8429	15	25	the	the	DET
app01-8429	15	26	costs	cost	NOUN
app01-8429	15	27	and	and	CCONJ
app01-8429	15	28	timeframes	timeframe	NOUN
app01-8429	15	29	imposed	impose	VERB
app01-8429	15	30	.	.	PUNCT
app01-8429	16	1	for	for	ADP
app01-8429	16	2	building	build	VERB
app01-8429	16	3	stock	stock	NOUN
app01-8429	16	4	managers	manager	NOUN
app01-8429	16	5	it	it	PRON
app01-8429	16	6	means	mean	VERB
app01-8429	16	7	having	have	VERB
app01-8429	16	8	to	to	ADP
app01-8429	16	9	priorities	priority	NOUN
app01-8429	16	10	and	and	CCONJ
app01-8429	16	11	create	create	VERB
app01-8429	16	12	a	a	DET
app01-8429	16	13	ranking	ranking	NOUN
app01-8429	16	14	of	of	ADP
app01-8429	16	15	interventions	intervention	NOUN
app01-8429	16	16	that	that	PRON
app01-8429	16	17	can	can	AUX
app01-8429	16	18	lead	lead	VERB
app01-8429	16	19	to	to	ADP
app01-8429	16	20	energy	energy	NOUN
app01-8429	16	21	improvements	improvement	NOUN
app01-8429	16	22	,	,	PUNCT
app01-8429	16	23	but	but	CCONJ
app01-8429	16	24	which	which	PRON
app01-8429	16	25	do	do	AUX
app01-8429	16	26	not	not	PART
app01-8429	16	27	involve	involve	VERB
app01-8429	16	28	high	high	ADJ
app01-8429	16	29	costs	cost	NOUN
app01-8429	16	30	.	.	PUNCT
app01-8429	17	1	in	in	ADP
app01-8429	17	2	switzerland	switzerland	NOUN
app01-8429	17	3	there	there	PRON
app01-8429	17	4	is	be	VERB
app01-8429	17	5	the	the	DET
app01-8429	17	6	cantonal	cantonal	ADJ
app01-8429	17	7	energy	energy	NOUN
app01-8429	17	8	certificate	certificate	NOUN
app01-8429	17	9	for	for	ADP
app01-8429	17	10	buildings	building	NOUN
app01-8429	17	11	(	(	PUNCT
app01-8429	17	12	cecb	cecb	NOUN
app01-8429	17	13	)	)	PUNCT
app01-8429	18	1	[	[	X
app01-8429	18	2	2	2	NUM
app01-8429	18	3	]	]	PUNCT
app01-8429	18	4	,	,	PUNCT
app01-8429	18	5	which	which	PRON
app01-8429	18	6	allows	allow	VERB
app01-8429	18	7	the	the	DET
app01-8429	18	8	assessment	assessment	NOUN
app01-8429	18	9	of	of	ADP
app01-8429	18	10	the	the	DET
app01-8429	18	11	current	current	ADJ
app01-8429	18	12	state	state	NOUN
app01-8429	18	13	of	of	ADP
app01-8429	18	14	the	the	DET
app01-8429	18	15	building	building	NOUN
app01-8429	18	16	and	and	CCONJ
app01-8429	18	17	the	the	DET
app01-8429	18	18	planning	planning	NOUN
app01-8429	18	19	of	of	ADP
app01-8429	18	20	a	a	DET
app01-8429	18	21	possible	possible	ADJ
app01-8429	18	22	renovation	renovation	NOUN
app01-8429	18	23	.	.	PUNCT
app01-8429	19	1	it	it	PRON
app01-8429	19	2	allows	allow	VERB
app01-8429	19	3	to	to	PART
app01-8429	19	4	attribute	attribute	VERB
app01-8429	19	5	an	an	DET
app01-8429	19	6	energy	energy	NOUN
app01-8429	19	7	label	label	NOUN
app01-8429	19	8	to	to	ADP
app01-8429	19	9	the	the	DET
app01-8429	19	10	efficiency	efficiency	NOUN
app01-8429	19	11	of	of	ADP
app01-8429	19	12	the	the	DET
app01-8429	19	13	building	building	NOUN
app01-8429	19	14	envelope	envelope	NOUN
app01-8429	19	15	,	,	PUNCT
app01-8429	19	16	which	which	PRON
app01-8429	19	17	describes	describe	VERB
app01-8429	19	18	the	the	DET
app01-8429	19	19	quality	quality	NOUN
app01-8429	19	20	of	of	ADP
app01-8429	19	21	the	the	DET
app01-8429	19	22	thermal	thermal	ADJ
app01-8429	19	23	envelope	envelope	NOUN
app01-8429	19	24	including	include	VERB
app01-8429	19	25	roof	roof	NOUN
app01-8429	19	26	,	,	PUNCT
app01-8429	19	27	wall	wall	NOUN
app01-8429	19	28	,	,	PUNCT
app01-8429	19	29	floor	floor	NOUN
app01-8429	19	30	and	and	CCONJ
app01-8429	19	31	window	window	NOUN
app01-8429	19	32	insulation	insulation	NOUN
app01-8429	19	33	,	,	PUNCT
app01-8429	19	34	and	and	CCONJ
app01-8429	19	35	also	also	ADV
app01-8429	19	36	takes	take	VERB
app01-8429	19	37	into	into	ADP
app01-8429	19	38	account	account	NOUN
app01-8429	19	39	thermal	thermal	ADJ
app01-8429	19	40	bridges	bridge	NOUN
app01-8429	19	41	and	and	CCONJ
app01-8429	19	42	the	the	DET
app01-8429	19	43	shape	shape	NOUN
app01-8429	19	44	of	of	ADP
app01-8429	19	45	the	the	DET
app01-8429	19	46	building	building	NOUN
app01-8429	19	47	.	.	PUNCT
app01-8429	20	1	a	a	DET
app01-8429	20	2	second	second	ADJ
app01-8429	20	3	label	label	NOUN
app01-8429	20	4	is	be	AUX
app01-8429	20	5	given	give	VERB
app01-8429	20	6	to	to	ADP
app01-8429	20	7	the	the	DET
app01-8429	20	8	overall	overall	ADJ
app01-8429	20	9	energy	energy	NOUN
app01-8429	20	10	efficiency	efficiency	NOUN
app01-8429	20	11	including	include	VERB
app01-8429	20	12	heat	heat	NOUN
app01-8429	20	13	demand	demand	NOUN
app01-8429	20	14	,	,	PUNCT
app01-8429	20	15	electricity	electricity	NOUN
app01-8429	20	16	demand	demand	NOUN
app01-8429	20	17	,	,	PUNCT
app01-8429	20	18	own	own	ADJ
app01-8429	20	19	production	production	NOUN
app01-8429	20	20	of	of	ADP
app01-8429	20	21	electricity	electricity	NOUN
app01-8429	20	22	as	as	ADV
app01-8429	20	23	well	well	ADV
app01-8429	20	24	as	as	ADP
app01-8429	20	25	the	the	DET
app01-8429	20	26	building	building	NOUN
app01-8429	20	27	’s	’s	PART
app01-8429	20	28	equipment	equipment	NOUN
app01-8429	20	29	for	for	ADP
app01-8429	20	30	heat	heat	NOUN
app01-8429	20	31	and	and	CCONJ
app01-8429	20	32	domestic	domestic	ADJ
app01-8429	20	33	hot	hot	ADJ
app01-8429	20	34	water	water	NOUN
app01-8429	20	35	.	.	PUNCT
app01-8429	21	1	the	the	DET
app01-8429	21	2	labels	label	NOUN
app01-8429	21	3	are	be	AUX
app01-8429	21	4	divided	divide	VERB
app01-8429	21	5	into	into	ADP
app01-8429	21	6	7	7	NUM
app01-8429	21	7	classes	class	NOUN
app01-8429	21	8	:	:	PUNCT
app01-8429	21	9	from	from	ADP
app01-8429	21	10	a	a	DET
app01-8429	21	11	,	,	PUNCT
app01-8429	21	12	the	the	DET
app01-8429	21	13	best	good	ADJ
app01-8429	21	14	class	class	NOUN
app01-8429	21	15	,	,	PUNCT
app01-8429	21	16	to	to	ADP
app01-8429	21	17	g	g	NOUN
app01-8429	21	18	,	,	PUNCT
app01-8429	21	19	the	the	DET
app01-8429	21	20	worst	bad	ADJ
app01-8429	21	21	class	class	NOUN
app01-8429	21	22	compared	compare	VERB
app01-8429	21	23	to	to	ADP
app01-8429	21	24	a	a	DET
app01-8429	21	25	reference	reference	NOUN
app01-8429	21	26	.	.	PUNCT
app01-8429	22	1	this	this	DET
app01-8429	22	2	certificate	certificate	NOUN
app01-8429	22	3	is	be	AUX
app01-8429	22	4	compulsory	compulsory	ADJ
app01-8429	22	5	in	in	ADP
app01-8429	22	6	cantons	canton	NOUN
app01-8429	22	7	such	such	ADJ
app01-8429	22	8	as	as	ADP
app01-8429	22	9	geneva	geneva	PROPN
app01-8429	22	10	,	,	PUNCT
app01-8429	22	11	vaud	vaud	NOUN
app01-8429	22	12	,	,	PUNCT
app01-8429	22	13	fribourg	fribourg	NOUN
app01-8429	22	14	,	,	PUNCT
app01-8429	22	15	neuchâtel	neuchâtel	NOUN
app01-8429	22	16	,	,	PUNCT
app01-8429	22	17	nidwald	nidwald	NOUN
app01-8429	22	18	,	,	PUNCT
app01-8429	22	19	zug	zug	X
app01-8429	22	20	and	and	CCONJ
app01-8429	22	21	zürich	zürich	PROPN
app01-8429	22	22	,	,	PUNCT
app01-8429	22	23	in	in	ADP
app01-8429	22	24	case	case	NOUN
app01-8429	22	25	of	of	ADP
app01-8429	22	26	sale	sale	NOUN
app01-8429	22	27	and/or	and/or	CCONJ
app01-8429	22	28	renovation	renovation	NOUN
app01-8429	22	29	of	of	ADP
app01-8429	22	30	the	the	DET
app01-8429	22	31	building	building	NOUN
app01-8429	22	32	.	.	PUNCT
app01-8429	23	1	this	this	PRON
app01-8429	23	2	has	have	AUX
app01-8429	23	3	led	lead	VERB
app01-8429	23	4	to	to	ADP
app01-8429	23	5	the	the	DET
app01-8429	23	6	creation	creation	NOUN
app01-8429	23	7	of	of	ADP
app01-8429	23	8	a	a	DET
app01-8429	23	9	database	database	NOUN
app01-8429	23	10	with	with	ADP
app01-8429	23	11	more	more	ADJ
app01-8429	23	12	than	than	ADP
app01-8429	23	13	70	70	NUM
app01-8429	23	14	000	000	NUM
app01-8429	23	15	certificates	certificate	NOUN
app01-8429	23	16	describing	describe	VERB
app01-8429	23	17	the	the	DET
app01-8429	23	18	physical	physical	ADJ
app01-8429	23	19	characteristics	characteristic	NOUN
app01-8429	23	20	and	and	CCONJ
app01-8429	23	21	energy	energy	NOUN
app01-8429	23	22	performance	performance	NOUN
app01-8429	23	23	of	of	ADP
app01-8429	23	24	each	each	DET
app01-8429	23	25	building	building	NOUN
app01-8429	23	26	.	.	PUNCT
app01-8429	24	1	however	however	ADV
app01-8429	24	2	,	,	PUNCT
app01-8429	24	3	this	this	DET
app01-8429	24	4	certificate	certificate	NOUN
app01-8429	24	5	oblige	oblige	VERB
app01-8429	24	6	experts	expert	NOUN
app01-8429	24	7	to	to	PART
app01-8429	24	8	travel	travel	VERB
app01-8429	24	9	to	to	ADP
app01-8429	24	10	the	the	DET
app01-8429	24	11	building	building	NOUN
app01-8429	24	12	site	site	NOUN
app01-8429	24	13	in	in	ADP
app01-8429	24	14	order	order	NOUN
app01-8429	24	15	to	to	PART
app01-8429	24	16	collect	collect	VERB
app01-8429	24	17	the	the	DET
app01-8429	24	18	various	various	ADJ
app01-8429	24	19	data	datum	NOUN
app01-8429	24	20	needed	need	VERB
app01-8429	24	21	for	for	ADP
app01-8429	24	22	in	in	ADP
app01-8429	24	23	-	-	PUNCT
app01-8429	24	24	depth	depth	NOUN
app01-8429	24	25	analysis	analysis	NOUN
app01-8429	24	26	,	,	PUNCT
app01-8429	24	27	increasing	increase	VERB
app01-8429	24	28	the	the	DET
app01-8429	24	29	cost	cost	NOUN
app01-8429	24	30	and	and	CCONJ
app01-8429	24	31	time	time	NOUN
app01-8429	24	32	required	require	VERB
app01-8429	24	33	to	to	PART
app01-8429	24	34	analyse	analyse	VERB
app01-8429	24	35	a	a	DET
app01-8429	24	36	large	large	ADJ
app01-8429	24	37	building	building	NOUN
app01-8429	24	38	stock	stock	NOUN
app01-8429	24	39	.	.	PUNCT
app01-8429	25	1	in	in	ADP
app01-8429	25	2	recent	recent	ADJ
app01-8429	25	3	years	year	NOUN
app01-8429	25	4	it	it	PRON
app01-8429	25	5	has	have	AUX
app01-8429	25	6	also	also	ADV
app01-8429	25	7	become	become	VERB
app01-8429	25	8	possible	possible	ADJ
app01-8429	25	9	,	,	PUNCT
app01-8429	25	10	through	through	ADP
app01-8429	25	11	portals	portal	NOUN
app01-8429	25	12	such	such	ADJ
app01-8429	25	13	as	as	ADP
app01-8429	25	14	registre	registre	PROPN
app01-8429	25	15	fédéral	fédéral	PROPN
app01-8429	25	16	des	des	PROPN
app01-8429	25	17	bâtiments	bâtiments	PROPN
app01-8429	25	18	et	et	PROPN
app01-8429	25	19	des	des	X
app01-8429	25	20	logements	logements	PROPN
app01-8429	25	21	(	(	PUNCT
app01-8429	25	22	regbl	regbl	NOUN
app01-8429	25	23	)	)	PUNCT
app01-8429	26	1	[	[	X
app01-8429	26	2	3	3	NUM
app01-8429	26	3	]	]	PUNCT
app01-8429	26	4	,	,	PUNCT
app01-8429	26	5	cantonal	cantonal	ADJ
app01-8429	26	6	geoportals	geoportal	NOUN
app01-8429	26	7	[	[	X
app01-8429	26	8	4	4	NUM
app01-8429	26	9	,	,	PUNCT
app01-8429	26	10	5	5	NUM
app01-8429	26	11	]	]	PUNCT
app01-8429	26	12	,	,	PUNCT
app01-8429	26	13	google	google	PROPN
app01-8429	26	14	street	street	PROPN
app01-8429	26	15	view	view	NOUN
app01-8429	27	1	[	[	X
app01-8429	27	2	6	6	NUM
app01-8429	27	3	]	]	PUNCT
app01-8429	27	4	and	and	CCONJ
app01-8429	27	5	google	google	PROPN
app01-8429	27	6	maps	map	NOUN
app01-8429	28	1	[	[	X
app01-8429	28	2	7	7	NUM
app01-8429	28	3	]	]	PUNCT
app01-8429	28	4	,	,	PUNCT
app01-8429	28	5	to	to	PART
app01-8429	28	6	find	find	VERB
app01-8429	28	7	precise	precise	ADJ
app01-8429	28	8	data	datum	NOUN
app01-8429	28	9	or	or	CCONJ
app01-8429	28	10	to	to	PART
app01-8429	28	11	collect	collect	VERB
app01-8429	28	12	it	it	PRON
app01-8429	28	13	remotely	remotely	ADV
app01-8429	28	14	.	.	PUNCT
app01-8429	29	1	therefore	therefore	ADV
app01-8429	29	2	,	,	PUNCT
app01-8429	29	3	in	in	ADP
app01-8429	29	4	the	the	DET
app01-8429	29	5	90	90	NUM
app01-8429	29	6	https://doi.org/10.14311/app.2022.38.0090	https://doi.org/10.14311/app.2022.38.0090	NOUN
app01-8429	29	7	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
app01-8429	29	8	https://www.cvut.cz/en	https://www.cvut.cz/en	PROPN
app01-8429	29	9	vol	vol	NOUN
app01-8429	29	10	.	.	PUNCT
app01-8429	30	1	38/2022	38/2022	NOUN
app01-8429	30	2	energy	energy	NOUN
app01-8429	30	3	performance	performance	NOUN
app01-8429	30	4	estimation	estimation	NOUN
app01-8429	30	5	for	for	ADP
app01-8429	30	6	large	large	ADJ
app01-8429	30	7	building	building	NOUN
app01-8429	30	8	portfolios	portfolio	NOUN
app01-8429	30	9	.	.	PUNCT
app01-8429	30	10	.	.	PUNCT
app01-8429	30	11	.	.	PUNCT
app01-8429	31	1	figure	figure	VERB
app01-8429	31	2	1	1	NUM
app01-8429	31	3	.	.	X
app01-8429	31	4	map	map	NOUN
app01-8429	31	5	of	of	ADP
app01-8429	31	6	switzerland	switzerland	NOUN
app01-8429	31	7	showing	show	VERB
app01-8429	31	8	the	the	DET
app01-8429	31	9	concentration	concentration	NOUN
app01-8429	31	10	of	of	ADP
app01-8429	31	11	building	build	VERB
app01-8429	31	12	energy	energy	NOUN
app01-8429	31	13	performance	performance	NOUN
app01-8429	31	14	certificates	certificate	NOUN
app01-8429	31	15	(	(	PUNCT
app01-8429	31	16	cecb	cecb	NOUN
app01-8429	31	17	)	)	PUNCT
app01-8429	31	18	per	per	ADP
app01-8429	31	19	cantons	canton	NOUN
app01-8429	31	20	.	.	PUNCT
app01-8429	32	1	following	follow	VERB
app01-8429	32	2	chapters	chapter	NOUN
app01-8429	32	3	we	we	PRON
app01-8429	32	4	will	will	AUX
app01-8429	32	5	try	try	VERB
app01-8429	32	6	to	to	PART
app01-8429	32	7	answer	answer	VERB
app01-8429	32	8	the	the	DET
app01-8429	32	9	main	main	ADJ
app01-8429	32	10	question	question	NOUN
app01-8429	32	11	:	:	PUNCT
app01-8429	32	12	“	"	PUNCT
app01-8429	32	13	how	how	SCONJ
app01-8429	32	14	can	can	AUX
app01-8429	32	15	the	the	DET
app01-8429	32	16	available	available	ADJ
app01-8429	32	17	online	online	ADJ
app01-8429	32	18	data	datum	NOUN
app01-8429	32	19	be	be	AUX
app01-8429	32	20	used	use	VERB
app01-8429	32	21	to	to	PART
app01-8429	32	22	quickly	quickly	ADV
app01-8429	32	23	classify	classify	VERB
app01-8429	32	24	a	a	DET
app01-8429	32	25	building	building	NOUN
app01-8429	32	26	stock	stock	NOUN
app01-8429	32	27	energy	energy	NOUN
app01-8429	32	28	performance	performance	NOUN
app01-8429	32	29	?	?	PUNCT
app01-8429	32	30	”	"	PUNCT
app01-8429	32	31	.	.	PUNCT
app01-8429	33	1	in	in	ADP
app01-8429	33	2	this	this	DET
app01-8429	33	3	paper	paper	NOUN
app01-8429	33	4	,	,	PUNCT
app01-8429	33	5	we	we	PRON
app01-8429	33	6	investigate	investigate	VERB
app01-8429	33	7	the	the	DET
app01-8429	33	8	use	use	NOUN
app01-8429	33	9	of	of	ADP
app01-8429	33	10	machine	machine	NOUN
app01-8429	33	11	learning	learning	NOUN
app01-8429	33	12	(	(	PUNCT
app01-8429	33	13	ml	ml	NOUN
app01-8429	33	14	)	)	PUNCT
app01-8429	33	15	approaches	approach	NOUN
app01-8429	33	16	as	as	ADP
app01-8429	33	17	a	a	DET
app01-8429	33	18	solution	solution	NOUN
app01-8429	33	19	to	to	PART
app01-8429	33	20	estimate	estimate	VERB
app01-8429	33	21	automatically	automatically	ADV
app01-8429	33	22	the	the	DET
app01-8429	33	23	less	less	ADV
app01-8429	33	24	performing	perform	VERB
app01-8429	33	25	buildings	building	NOUN
app01-8429	33	26	according	accord	VERB
app01-8429	33	27	to	to	ADP
app01-8429	33	28	the	the	DET
app01-8429	33	29	cecb	cecb	NOUN
app01-8429	33	30	methodology	methodology	NOUN
app01-8429	33	31	.	.	PUNCT
app01-8429	34	1	the	the	DET
app01-8429	34	2	proposed	propose	VERB
app01-8429	34	3	method	method	NOUN
app01-8429	34	4	is	be	AUX
app01-8429	34	5	to	to	PART
app01-8429	34	6	take	take	VERB
app01-8429	34	7	as	as	ADP
app01-8429	34	8	input	input	NOUN
app01-8429	34	9	of	of	ADP
app01-8429	34	10	the	the	DET
app01-8429	34	11	ml	ml	PROPN
app01-8429	34	12	systems	system	NOUN
app01-8429	34	13	easy	easy	ADJ
app01-8429	34	14	-	-	PUNCT
app01-8429	34	15	to	to	PART
app01-8429	34	16	-	-	PUNCT
app01-8429	34	17	find	find	VERB
app01-8429	34	18	building	building	NOUN
app01-8429	34	19	characteristics	characteristic	NOUN
app01-8429	34	20	that	that	PRON
app01-8429	34	21	do	do	AUX
app01-8429	34	22	not	not	PART
app01-8429	34	23	need	need	VERB
app01-8429	34	24	the	the	DET
app01-8429	34	25	intervention	intervention	NOUN
app01-8429	34	26	of	of	ADP
app01-8429	34	27	an	an	DET
app01-8429	34	28	energy	energy	NOUN
app01-8429	34	29	expert	expert	NOUN
app01-8429	34	30	.	.	PUNCT
app01-8429	35	1	the	the	DET
app01-8429	35	2	output	output	NOUN
app01-8429	35	3	of	of	ADP
app01-8429	35	4	the	the	DET
app01-8429	35	5	system	system	NOUN
app01-8429	35	6	is	be	AUX
app01-8429	35	7	a	a	DET
app01-8429	35	8	prediction	prediction	NOUN
app01-8429	35	9	of	of	ADP
app01-8429	35	10	the	the	DET
app01-8429	35	11	cecb	cecb	NOUN
app01-8429	35	12	energy	energy	NOUN
app01-8429	35	13	label	label	NOUN
app01-8429	35	14	of	of	ADP
app01-8429	35	15	the	the	DET
app01-8429	35	16	building	building	NOUN
app01-8429	35	17	.	.	PUNCT
app01-8429	36	1	if	if	SCONJ
app01-8429	36	2	functional	functional	ADJ
app01-8429	36	3	,	,	PUNCT
app01-8429	36	4	such	such	ADJ
app01-8429	36	5	approaches	approach	NOUN
app01-8429	36	6	could	could	AUX
app01-8429	36	7	provide	provide	VERB
app01-8429	36	8	a	a	DET
app01-8429	36	9	quick	quick	ADJ
app01-8429	36	10	and	and	CCONJ
app01-8429	36	11	easy	easy	ADJ
app01-8429	36	12	way	way	NOUN
app01-8429	36	13	to	to	PART
app01-8429	36	14	rank	rank	VERB
app01-8429	36	15	buildings	building	NOUN
app01-8429	36	16	by	by	ADP
app01-8429	36	17	priorities	priority	NOUN
app01-8429	36	18	of	of	ADP
app01-8429	36	19	renovations	renovation	NOUN
app01-8429	36	20	.	.	PUNCT
app01-8429	37	1	the	the	DET
app01-8429	37	2	cecb	cecb	PROPN
app01-8429	37	3	association	association	PROPN
app01-8429	37	4	gave	give	VERB
app01-8429	37	5	us	we	PRON
app01-8429	37	6	access	access	NOUN
app01-8429	37	7	to	to	ADP
app01-8429	37	8	his	his	PRON
app01-8429	37	9	data	datum	NOUN
app01-8429	37	10	,	,	PUNCT
app01-8429	37	11	under	under	ADP
app01-8429	37	12	a	a	DET
app01-8429	37	13	data	data	NOUN
app01-8429	37	14	agreement	agreement	NOUN
app01-8429	37	15	for	for	ADP
app01-8429	37	16	the	the	DET
app01-8429	37	17	protection	protection	NOUN
app01-8429	37	18	and	and	CCONJ
app01-8429	37	19	sharing	sharing	NOUN
app01-8429	37	20	of	of	ADP
app01-8429	37	21	sensitive	sensitive	ADJ
app01-8429	37	22	data	datum	NOUN
app01-8429	37	23	.	.	PUNCT
app01-8429	38	1	we	we	PRON
app01-8429	38	2	used	use	VERB
app01-8429	38	3	these	these	DET
app01-8429	38	4	data	datum	NOUN
app01-8429	38	5	to	to	PART
app01-8429	38	6	train	train	VERB
app01-8429	38	7	and	and	CCONJ
app01-8429	38	8	test	test	VERB
app01-8429	38	9	our	our	PRON
app01-8429	38	10	ml	ml	NOUN
app01-8429	38	11	systems	system	NOUN
app01-8429	38	12	.	.	PUNCT
app01-8429	39	1	the	the	DET
app01-8429	39	2	paper	paper	NOUN
app01-8429	39	3	is	be	AUX
app01-8429	39	4	organized	organize	VERB
app01-8429	39	5	as	as	SCONJ
app01-8429	39	6	follows	follow	VERB
app01-8429	39	7	.	.	PUNCT
app01-8429	40	1	section	section	NOUN
app01-8429	40	2	2	2	NUM
app01-8429	40	3	presents	present	VERB
app01-8429	40	4	the	the	DET
app01-8429	40	5	methods	method	NOUN
app01-8429	40	6	used	use	VERB
app01-8429	40	7	to	to	PART
app01-8429	40	8	prepare	prepare	VERB
app01-8429	40	9	the	the	DET
app01-8429	40	10	data	datum	NOUN
app01-8429	40	11	and	and	CCONJ
app01-8429	40	12	to	to	PART
app01-8429	40	13	select	select	VERB
app01-8429	40	14	and	and	CCONJ
app01-8429	40	15	optimize	optimize	VERB
app01-8429	40	16	the	the	DET
app01-8429	40	17	best	good	ADJ
app01-8429	40	18	performing	performing	NOUN
app01-8429	40	19	models	model	NOUN
app01-8429	40	20	.	.	PUNCT
app01-8429	41	1	section	section	NOUN
app01-8429	41	2	3	3	NUM
app01-8429	41	3	presents	present	VERB
app01-8429	41	4	the	the	DET
app01-8429	41	5	obtained	obtain	VERB
app01-8429	41	6	results	result	NOUN
app01-8429	41	7	according	accord	VERB
app01-8429	41	8	to	to	ADP
app01-8429	41	9	specific	specific	ADJ
app01-8429	41	10	metrics	metric	NOUN
app01-8429	41	11	that	that	PRON
app01-8429	41	12	we	we	PRON
app01-8429	41	13	propose	propose	VERB
app01-8429	41	14	to	to	PART
app01-8429	41	15	evaluate	evaluate	VERB
app01-8429	41	16	their	their	PRON
app01-8429	41	17	performances	performance	NOUN
app01-8429	41	18	.	.	PUNCT
app01-8429	42	1	finally	finally	ADV
app01-8429	42	2	,	,	PUNCT
app01-8429	42	3	sections	section	NOUN
app01-8429	42	4	4	4	NUM
app01-8429	42	5	and	and	CCONJ
app01-8429	42	6	5	5	NUM
app01-8429	42	7	present	present	ADJ
app01-8429	42	8	discussions	discussion	NOUN
app01-8429	42	9	,	,	PUNCT
app01-8429	42	10	conclusions	conclusion	NOUN
app01-8429	42	11	and	and	CCONJ
app01-8429	42	12	future	future	ADJ
app01-8429	42	13	works	work	NOUN
app01-8429	42	14	.	.	PUNCT
app01-8429	43	1	2	2	X
app01-8429	43	2	.	.	X
app01-8429	43	3	methods	method	NOUN
app01-8429	43	4	this	this	DET
app01-8429	43	5	section	section	NOUN
app01-8429	43	6	introduces	introduce	VERB
app01-8429	43	7	exploratory	exploratory	ADJ
app01-8429	43	8	and	and	CCONJ
app01-8429	43	9	preprocessing	preprocesse	VERB
app01-8429	43	10	phases	phase	NOUN
app01-8429	43	11	performed	perform	VERB
app01-8429	43	12	on	on	ADP
app01-8429	43	13	the	the	DET
app01-8429	43	14	data	datum	NOUN
app01-8429	43	15	.	.	PUNCT
app01-8429	44	1	details	detail	NOUN
app01-8429	44	2	regarding	regard	VERB
app01-8429	44	3	the	the	DET
app01-8429	44	4	machine	machine	NOUN
app01-8429	44	5	learning	learning	NOUN
app01-8429	44	6	models	model	NOUN
app01-8429	44	7	selection	selection	NOUN
app01-8429	44	8	,	,	PUNCT
app01-8429	44	9	their	their	PRON
app01-8429	44	10	optimization	optimization	NOUN
app01-8429	44	11	and	and	CCONJ
app01-8429	44	12	the	the	DET
app01-8429	44	13	process	process	NOUN
app01-8429	44	14	used	use	VERB
app01-8429	44	15	to	to	PART
app01-8429	44	16	assess	assess	VERB
app01-8429	44	17	the	the	DET
app01-8429	44	18	results	result	NOUN
app01-8429	44	19	quality	quality	NOUN
app01-8429	44	20	are	be	AUX
app01-8429	44	21	provided	provide	VERB
app01-8429	44	22	.	.	PUNCT
app01-8429	45	1	2.1	2.1	NUM
app01-8429	45	2	.	.	PUNCT
app01-8429	46	1	data	datum	NOUN
app01-8429	46	2	exploration	exploration	NOUN
app01-8429	46	3	as	as	SCONJ
app01-8429	46	4	indicated	indicate	VERB
app01-8429	46	5	in	in	ADP
app01-8429	46	6	the	the	DET
app01-8429	46	7	previous	previous	ADJ
app01-8429	46	8	section	section	NOUN
app01-8429	46	9	1	1	NUM
app01-8429	46	10	,	,	PUNCT
app01-8429	46	11	more	more	ADJ
app01-8429	46	12	than	than	ADP
app01-8429	46	13	70	70	NUM
app01-8429	46	14	000	000	NUM
app01-8429	46	15	certificates	certificate	NOUN
app01-8429	46	16	are	be	AUX
app01-8429	46	17	in	in	ADP
app01-8429	46	18	the	the	DET
app01-8429	46	19	dataset	dataset	NOUN
app01-8429	46	20	.	.	PUNCT
app01-8429	47	1	to	to	PART
app01-8429	47	2	understand	understand	VERB
app01-8429	47	3	the	the	DET
app01-8429	47	4	nature	nature	NOUN
app01-8429	47	5	of	of	ADP
app01-8429	47	6	the	the	DET
app01-8429	47	7	data	datum	NOUN
app01-8429	47	8	,	,	PUNCT
app01-8429	47	9	statistics	statistic	NOUN
app01-8429	47	10	were	be	AUX
app01-8429	47	11	computed	compute	VERB
app01-8429	47	12	as	as	ADP
app01-8429	47	13	figure	figure	NOUN
app01-8429	47	14	2	2	NUM
app01-8429	47	15	.	.	PUNCT
app01-8429	48	1	evolution	evolution	NOUN
app01-8429	48	2	of	of	ADP
app01-8429	48	3	the	the	DET
app01-8429	48	4	average	average	ADJ
app01-8429	48	5	heat	heat	NOUN
app01-8429	48	6	transfer	transfer	NOUN
app01-8429	48	7	coefficient	coefficient	NOUN
app01-8429	48	8	in	in	ADP
app01-8429	48	9	relation	relation	NOUN
app01-8429	48	10	to	to	ADP
app01-8429	48	11	the	the	DET
app01-8429	48	12	year	year	NOUN
app01-8429	48	13	of	of	ADP
app01-8429	48	14	construction	construction	NOUN
app01-8429	48	15	of	of	ADP
app01-8429	48	16	buildings	building	NOUN
app01-8429	48	17	.	.	PUNCT
app01-8429	49	1	a	a	DET
app01-8429	49	2	preliminary	preliminary	ADJ
app01-8429	49	3	analysis	analysis	NOUN
app01-8429	49	4	.	.	PUNCT
app01-8429	50	1	knowing	know	VERB
app01-8429	50	2	that	that	SCONJ
app01-8429	50	3	in	in	ADP
app01-8429	50	4	some	some	DET
app01-8429	50	5	cantons	canton	NOUN
app01-8429	50	6	the	the	DET
app01-8429	50	7	certificate	certificate	NOUN
app01-8429	50	8	is	be	AUX
app01-8429	50	9	compulsory	compulsory	ADJ
app01-8429	50	10	,	,	PUNCT
app01-8429	50	11	it	it	PRON
app01-8429	50	12	was	be	AUX
app01-8429	50	13	verified	verify	VERB
app01-8429	50	14	that	that	SCONJ
app01-8429	50	15	this	this	PRON
app01-8429	50	16	is	be	AUX
app01-8429	50	17	reflected	reflect	VERB
app01-8429	50	18	in	in	ADP
app01-8429	50	19	the	the	DET
app01-8429	50	20	form	form	NOUN
app01-8429	50	21	of	of	ADP
app01-8429	50	22	certificates	certificate	NOUN
app01-8429	50	23	in	in	ADP
app01-8429	50	24	the	the	DET
app01-8429	50	25	database	database	NOUN
app01-8429	50	26	.	.	PUNCT
app01-8429	51	1	in	in	ADP
app01-8429	51	2	figure	figure	NOUN
app01-8429	51	3	1	1	NUM
app01-8429	51	4	it	it	PRON
app01-8429	51	5	is	be	AUX
app01-8429	51	6	possible	possible	ADJ
app01-8429	51	7	to	to	PART
app01-8429	51	8	see	see	VERB
app01-8429	51	9	how	how	SCONJ
app01-8429	51	10	the	the	DET
app01-8429	51	11	dataset	dataset	NOUN
app01-8429	51	12	is	be	AUX
app01-8429	51	13	divided	divide	VERB
app01-8429	51	14	according	accord	VERB
app01-8429	51	15	to	to	ADP
app01-8429	51	16	the	the	DET
app01-8429	51	17	different	different	ADJ
app01-8429	51	18	cantons	canton	NOUN
app01-8429	51	19	and	and	CCONJ
app01-8429	51	20	it	it	PRON
app01-8429	51	21	is	be	AUX
app01-8429	51	22	possible	possible	ADJ
app01-8429	51	23	to	to	PART
app01-8429	51	24	identify	identify	VERB
app01-8429	51	25	the	the	DET
app01-8429	51	26	cantons	canton	NOUN
app01-8429	51	27	that	that	PRON
app01-8429	51	28	have	have	VERB
app01-8429	51	29	a	a	DET
app01-8429	51	30	compulsory	compulsory	ADJ
app01-8429	51	31	certificate	certificate	NOUN
app01-8429	51	32	.	.	PUNCT
app01-8429	52	1	a	a	DET
app01-8429	52	2	second	second	ADJ
app01-8429	52	3	analysis	analysis	NOUN
app01-8429	52	4	was	be	AUX
app01-8429	52	5	carried	carry	VERB
app01-8429	52	6	out	out	ADP
app01-8429	52	7	to	to	PART
app01-8429	52	8	verify	verify	VERB
app01-8429	52	9	data	datum	NOUN
app01-8429	52	10	consistency	consistency	NOUN
app01-8429	52	11	.	.	PUNCT
app01-8429	53	1	in	in	ADP
app01-8429	53	2	figure	figure	NOUN
app01-8429	53	3	2	2	NUM
app01-8429	53	4	,	,	PUNCT
app01-8429	53	5	it	it	PRON
app01-8429	53	6	is	be	AUX
app01-8429	53	7	possible	possible	ADJ
app01-8429	53	8	to	to	PART
app01-8429	53	9	see	see	VERB
app01-8429	53	10	the	the	DET
app01-8429	53	11	average	average	ADJ
app01-8429	53	12	heat	heat	NOUN
app01-8429	53	13	transfer	transfer	NOUN
app01-8429	53	14	coefficient	coefficient	NOUN
app01-8429	53	15	for	for	ADP
app01-8429	53	16	each	each	DET
app01-8429	53	17	year	year	NOUN
app01-8429	53	18	.	.	PUNCT
app01-8429	54	1	the	the	DET
app01-8429	54	2	evolution	evolution	NOUN
app01-8429	54	3	of	of	ADP
app01-8429	54	4	this	this	DET
app01-8429	54	5	value	value	NOUN
app01-8429	54	6	is	be	AUX
app01-8429	54	7	getting	get	VERB
app01-8429	54	8	lower	low	ADJ
app01-8429	54	9	through	through	ADP
app01-8429	54	10	time	time	NOUN
app01-8429	54	11	,	,	PUNCT
app01-8429	54	12	which	which	PRON
app01-8429	54	13	correlates	correlate	VERB
app01-8429	54	14	with	with	ADP
app01-8429	54	15	the	the	DET
app01-8429	54	16	increase	increase	NOUN
app01-8429	54	17	in	in	ADP
app01-8429	54	18	building	build	VERB
app01-8429	54	19	insulation	insulation	NOUN
app01-8429	54	20	from	from	ADP
app01-8429	54	21	1970	1970	NUM
app01-8429	54	22	.	.	PUNCT
app01-8429	55	1	this	this	DET
app01-8429	55	2	conclusion	conclusion	NOUN
app01-8429	55	3	is	be	AUX
app01-8429	55	4	similar	similar	ADJ
app01-8429	55	5	to	to	ADP
app01-8429	55	6	the	the	DET
app01-8429	55	7	findings	finding	NOUN
app01-8429	55	8	of	of	ADP
app01-8429	55	9	the	the	DET
app01-8429	55	10	energy	energy	NOUN
app01-8429	55	11	and	and	CCONJ
app01-8429	55	12	renovation	renovation	NOUN
app01-8429	55	13	(	(	PUNCT
app01-8429	55	14	eren	eren	PROPN
app01-8429	55	15	)	)	PUNCT
app01-8429	55	16	project	project	NOUN
app01-8429	55	17	[	[	X
app01-8429	55	18	8	8	NUM
app01-8429	55	19	]	]	PUNCT
app01-8429	55	20	.	.	PUNCT
app01-8429	56	1	to	to	PART
app01-8429	56	2	get	get	VERB
app01-8429	56	3	a	a	DET
app01-8429	56	4	better	well	ADJ
app01-8429	56	5	understanding	understanding	NOUN
app01-8429	56	6	of	of	ADP
app01-8429	56	7	the	the	DET
app01-8429	56	8	subdivision	subdivision	NOUN
app01-8429	56	9	of	of	ADP
app01-8429	56	10	the	the	DET
app01-8429	56	11	dataset	dataset	NOUN
app01-8429	56	12	,	,	PUNCT
app01-8429	56	13	we	we	PRON
app01-8429	56	14	then	then	ADV
app01-8429	56	15	checked	check	VERB
app01-8429	56	16	which	which	PRON
app01-8429	56	17	categories	category	NOUN
app01-8429	56	18	are	be	AUX
app01-8429	56	19	present	present	ADJ
app01-8429	56	20	.	.	PUNCT
app01-8429	57	1	they	they	PRON
app01-8429	57	2	are	be	AUX
app01-8429	57	3	subdivided	subdivide	VERB
app01-8429	57	4	according	accord	VERB
app01-8429	57	5	to	to	ADP
app01-8429	57	6	the	the	DET
app01-8429	57	7	cat91	cat91	PROPN
app01-8429	57	8	f.	f.	PROPN
app01-8429	57	9	montet	montet	PROPN
app01-8429	57	10	,	,	PUNCT
app01-8429	57	11	a.	a.	PROPN
app01-8429	57	12	pongelli	pongelli	PROPN
app01-8429	57	13	,	,	PUNCT
app01-8429	57	14	j.	j.	PROPN
app01-8429	57	15	rial	rial	PROPN
app01-8429	57	16	et	et	PROPN
app01-8429	57	17	al	al	PROPN
app01-8429	57	18	.	.	PROPN
app01-8429	57	19	acta	acta	PROPN
app01-8429	57	20	polytechnica	polytechnica	PROPN
app01-8429	57	21	ctu	ctu	PROPN
app01-8429	57	22	proceedings	proceeding	NOUN
app01-8429	57	23	categories	category	NOUN
app01-8429	57	24	cecb	cecb	PROPN
app01-8429	57	25	qty	qty	PROPN
app01-8429	57	26	.	.	PUNCT
app01-8429	57	27	percentage	percentage	NOUN
app01-8429	57	28	single	single	ADJ
app01-8429	57	29	-	-	PUNCT
app01-8429	57	30	family	family	NOUN
app01-8429	57	31	building	building	NOUN
app01-8429	57	32	40	40	NUM
app01-8429	57	33	590	590	NUM
app01-8429	57	34	55.10	55.10	NUM
app01-8429	57	35	%	%	NOUN
app01-8429	57	36	multi	multi	ADJ
app01-8429	57	37	-	-	ADJ
app01-8429	57	38	family	family	ADJ
app01-8429	57	39	building	build	VERB
app01-8429	57	40	27	27	NUM
app01-8429	57	41	780	780	NUM
app01-8429	57	42	37.71	37.71	NUM
app01-8429	57	43	%	%	NOUN
app01-8429	57	44	administration	administration	NOUN
app01-8429	57	45	1	1	NUM
app01-8429	57	46	932	932	NUM
app01-8429	57	47	2.62	2.62	NUM
app01-8429	57	48	%	%	NOUN
app01-8429	57	49	mixed	mixed	ADJ
app01-8429	57	50	1	1	NUM
app01-8429	57	51	802	802	NUM
app01-8429	57	52	2.45	2.45	NUM
app01-8429	57	53	%	%	NOUN
app01-8429	57	54	school	school	NOUN
app01-8429	57	55	1	1	NUM
app01-8429	57	56	374	374	NUM
app01-8429	57	57	1.87	1.87	NUM
app01-8429	57	58	%	%	NOUN
app01-8429	57	59	retail	retail	NOUN
app01-8429	57	60	79	79	NUM
app01-8429	57	61	0.11	0.11	NUM
app01-8429	57	62	%	%	NOUN
app01-8429	57	63	hotel	hotel	NOUN
app01-8429	57	64	77	77	NUM
app01-8429	57	65	0.20	0.20	NUM
app01-8429	57	66	%	%	NOUN
app01-8429	57	67	restaurant	restaurant	NOUN
app01-8429	57	68	29	29	NUM
app01-8429	57	69	0.04	0.04	NUM
app01-8429	57	70	%	%	NOUN
app01-8429	57	71	table	table	NOUN
app01-8429	57	72	1	1	NUM
app01-8429	57	73	.	.	PUNCT
app01-8429	57	74	representation	representation	NOUN
app01-8429	57	75	of	of	ADP
app01-8429	57	76	the	the	DET
app01-8429	57	77	various	various	ADJ
app01-8429	57	78	building	building	NOUN
app01-8429	57	79	categories	category	NOUN
app01-8429	57	80	in	in	ADP
app01-8429	57	81	the	the	DET
app01-8429	57	82	cecb	cecb	NOUN
app01-8429	57	83	dataset	dataset	VERB
app01-8429	57	84	.	.	PUNCT
app01-8429	58	1	original	original	ADJ
app01-8429	58	2	data	datum	NOUN
app01-8429	58	3	after	after	ADP
app01-8429	58	4	cleaning	clean	VERB
app01-8429	58	5	a	a	DET
app01-8429	58	6	1620	1620	NUM
app01-8429	58	7	277	277	NUM
app01-8429	58	8	b	b	NOUN
app01-8429	58	9	10695	10695	NUM
app01-8429	58	10	4594	4594	NUM
app01-8429	58	11	c	c	NOUN
app01-8429	58	12	16036	16036	NUM
app01-8429	58	13	10056	10056	NUM
app01-8429	58	14	d	d	SYM
app01-8429	58	15	17271	17271	NUM
app01-8429	58	16	10718	10718	NUM
app01-8429	58	17	e	e	NOUN
app01-8429	58	18	11615	11615	NUM
app01-8429	58	19	7355	7355	NUM
app01-8429	58	20	f	f	SYM
app01-8429	58	21	6950	6950	NUM
app01-8429	58	22	4374	4374	NUM
app01-8429	58	23	g	g	ADP
app01-8429	58	24	9474	9474	NUM
app01-8429	58	25	4986	4986	NUM
app01-8429	58	26	table	table	NOUN
app01-8429	58	27	2	2	NUM
app01-8429	58	28	.	.	X
app01-8429	58	29	number	number	NOUN
app01-8429	58	30	of	of	ADP
app01-8429	58	31	certificates	certificate	NOUN
app01-8429	58	32	per	per	ADP
app01-8429	58	33	label	label	NOUN
app01-8429	58	34	before	before	ADV
app01-8429	58	35	and	and	CCONJ
app01-8429	58	36	after	after	ADP
app01-8429	58	37	cleaning	clean	VERB
app01-8429	58	38	the	the	DET
app01-8429	58	39	dataset	dataset	NOUN
app01-8429	58	40	.	.	PUNCT
app01-8429	59	1	egories	egorie	NOUN
app01-8429	59	2	of	of	ADP
app01-8429	59	3	regbl	regbl	NOUN
app01-8429	59	4	[	[	X
app01-8429	59	5	3	3	NUM
app01-8429	59	6	]	]	PUNCT
app01-8429	59	7	.	.	PUNCT
app01-8429	60	1	in	in	ADP
app01-8429	60	2	the	the	DET
app01-8429	60	3	table	table	NOUN
app01-8429	60	4	1	1	NUM
app01-8429	60	5	,	,	PUNCT
app01-8429	60	6	it	it	PRON
app01-8429	60	7	is	be	AUX
app01-8429	60	8	possible	possible	ADJ
app01-8429	60	9	to	to	PART
app01-8429	60	10	see	see	VERB
app01-8429	60	11	that	that	SCONJ
app01-8429	60	12	the	the	DET
app01-8429	60	13	two	two	NUM
app01-8429	60	14	most	most	ADV
app01-8429	60	15	represented	represent	VERB
app01-8429	60	16	categories	category	NOUN
app01-8429	60	17	are	be	AUX
app01-8429	60	18	single	single	ADJ
app01-8429	60	19	-	-	PUNCT
app01-8429	60	20	family	family	NOUN
app01-8429	60	21	building	building	NOUN
app01-8429	60	22	and	and	CCONJ
app01-8429	60	23	multi	multi	ADJ
app01-8429	60	24	-	-	ADJ
app01-8429	60	25	family	family	ADJ
app01-8429	60	26	building	building	NOUN
app01-8429	60	27	.	.	PUNCT
app01-8429	61	1	the	the	DET
app01-8429	61	2	subdivision	subdivision	NOUN
app01-8429	61	3	in	in	ADP
app01-8429	61	4	classes	class	NOUN
app01-8429	61	5	before	before	ADP
app01-8429	61	6	the	the	DET
app01-8429	61	7	cleaning	cleaning	NOUN
app01-8429	61	8	of	of	ADP
app01-8429	61	9	the	the	DET
app01-8429	61	10	dataset	dataset	NOUN
app01-8429	61	11	is	be	AUX
app01-8429	61	12	present	present	ADJ
app01-8429	61	13	in	in	ADP
app01-8429	61	14	the	the	DET
app01-8429	61	15	table	table	NOUN
app01-8429	61	16	2	2	NUM
app01-8429	61	17	where	where	SCONJ
app01-8429	61	18	we	we	PRON
app01-8429	61	19	can	can	AUX
app01-8429	61	20	see	see	VERB
app01-8429	61	21	that	that	SCONJ
app01-8429	61	22	the	the	DET
app01-8429	61	23	most	most	ADV
app01-8429	61	24	represented	represent	VERB
app01-8429	61	25	class	class	NOUN
app01-8429	61	26	is	be	AUX
app01-8429	61	27	d	d	NOUN
app01-8429	61	28	followed	follow	VERB
app01-8429	61	29	by	by	ADP
app01-8429	61	30	other	other	ADJ
app01-8429	61	31	classes	class	NOUN
app01-8429	61	32	and	and	CCONJ
app01-8429	61	33	ended	end	VERB
app01-8429	61	34	by	by	ADP
app01-8429	61	35	the	the	DET
app01-8429	61	36	least	least	ADJ
app01-8429	61	37	represented	represent	VERB
app01-8429	61	38	a.	a.	NOUN
app01-8429	61	39	2.2	2.2	NUM
app01-8429	61	40	.	.	PUNCT
app01-8429	62	1	data	datum	NOUN
app01-8429	62	2	preprocessing	preprocesse	VERB
app01-8429	62	3	the	the	DET
app01-8429	62	4	data	datum	NOUN
app01-8429	62	5	received	receive	VERB
app01-8429	62	6	was	be	AUX
app01-8429	62	7	in	in	ADP
app01-8429	62	8	the	the	DET
app01-8429	62	9	form	form	NOUN
app01-8429	62	10	of	of	ADP
app01-8429	62	11	several	several	ADJ
app01-8429	62	12	tables	table	NOUN
app01-8429	62	13	.	.	PUNCT
app01-8429	63	1	to	to	PART
app01-8429	63	2	use	use	VERB
app01-8429	63	3	them	they	PRON
app01-8429	63	4	,	,	PUNCT
app01-8429	63	5	the	the	DET
app01-8429	63	6	latter	latter	ADJ
app01-8429	63	7	were	be	AUX
app01-8429	63	8	merged	merge	VERB
app01-8429	63	9	to	to	PART
app01-8429	63	10	combine	combine	VERB
app01-8429	63	11	the	the	DET
app01-8429	63	12	data	datum	NOUN
app01-8429	63	13	in	in	ADP
app01-8429	63	14	a	a	DET
app01-8429	63	15	single	single	ADJ
app01-8429	63	16	structure	structure	NOUN
app01-8429	63	17	.	.	PUNCT
app01-8429	64	1	subsequently	subsequently	ADV
app01-8429	64	2	,	,	PUNCT
app01-8429	64	3	a	a	DET
app01-8429	64	4	data	data	NOUN
app01-8429	64	5	cleaning	cleaning	NOUN
app01-8429	64	6	was	be	AUX
app01-8429	64	7	carried	carry	VERB
app01-8429	64	8	out	out	ADP
app01-8429	64	9	.	.	PUNCT
app01-8429	65	1	after	after	ADP
app01-8429	65	2	manual	manual	ADJ
app01-8429	65	3	checks	check	NOUN
app01-8429	65	4	,	,	PUNCT
app01-8429	65	5	outliers	outlier	NOUN
app01-8429	65	6	were	be	AUX
app01-8429	65	7	identified	identify	VERB
app01-8429	65	8	and	and	CCONJ
app01-8429	65	9	removed	remove	VERB
app01-8429	65	10	when	when	SCONJ
app01-8429	65	11	samples	sample	NOUN
app01-8429	65	12	were	be	AUX
app01-8429	65	13	outside	outside	ADP
app01-8429	65	14	two	two	NUM
app01-8429	65	15	standard	standard	ADJ
app01-8429	65	16	deviations	deviation	NOUN
app01-8429	65	17	from	from	ADP
app01-8429	65	18	the	the	DET
app01-8429	65	19	mean	mean	NOUN
app01-8429	65	20	,	,	PUNCT
app01-8429	65	21	thus	thus	ADV
app01-8429	65	22	removing	remove	VERB
app01-8429	65	23	5	5	NUM
app01-8429	65	24	%	%	NOUN
app01-8429	65	25	of	of	ADP
app01-8429	65	26	the	the	DET
app01-8429	65	27	data	datum	NOUN
app01-8429	65	28	.	.	PUNCT
app01-8429	66	1	in	in	ADP
app01-8429	66	2	addition	addition	NOUN
app01-8429	66	3	,	,	PUNCT
app01-8429	66	4	missing	miss	VERB
app01-8429	66	5	values	value	NOUN
app01-8429	66	6	were	be	AUX
app01-8429	66	7	removed	remove	VERB
app01-8429	66	8	when	when	SCONJ
app01-8429	66	9	their	their	PRON
app01-8429	66	10	percentages	percentage	NOUN
app01-8429	66	11	were	be	AUX
app01-8429	66	12	more	more	ADJ
app01-8429	66	13	than	than	ADP
app01-8429	66	14	90	90	NUM
app01-8429	66	15	%	%	NOUN
app01-8429	66	16	per	per	ADP
app01-8429	66	17	column	column	NOUN
app01-8429	66	18	or	or	CCONJ
app01-8429	66	19	more	more	ADJ
app01-8429	66	20	than	than	ADP
app01-8429	66	21	80	80	NUM
app01-8429	66	22	%	%	NOUN
app01-8429	66	23	per	per	ADP
app01-8429	66	24	samples	sample	NOUN
app01-8429	66	25	,	,	PUNCT
app01-8429	66	26	i.e.	i.e.	X
app01-8429	66	27	per	per	ADP
app01-8429	66	28	certificate	certificate	NOUN
app01-8429	66	29	.	.	PUNCT
app01-8429	67	1	the	the	DET
app01-8429	67	2	result	result	NOUN
app01-8429	67	3	of	of	ADP
app01-8429	67	4	this	this	DET
app01-8429	67	5	part	part	NOUN
app01-8429	67	6	of	of	ADP
app01-8429	67	7	the	the	DET
app01-8429	67	8	method	method	NOUN
app01-8429	67	9	is	be	AUX
app01-8429	67	10	presented	present	VERB
app01-8429	67	11	in	in	ADP
app01-8429	67	12	table	table	NOUN
app01-8429	67	13	2	2	NUM
app01-8429	67	14	as	as	ADP
app01-8429	67	15	a	a	DET
app01-8429	67	16	number	number	NOUN
app01-8429	67	17	of	of	ADP
app01-8429	67	18	certificates	certificate	NOUN
app01-8429	67	19	after	after	ADP
app01-8429	67	20	the	the	DET
app01-8429	67	21	cleaning	cleaning	NOUN
app01-8429	67	22	.	.	PUNCT
app01-8429	68	1	for	for	ADP
app01-8429	68	2	all	all	PRON
app01-8429	68	3	following	follow	VERB
app01-8429	68	4	machine	machine	NOUN
app01-8429	68	5	learning	learning	NOUN
app01-8429	68	6	(	(	PUNCT
app01-8429	68	7	ml	ml	NOUN
app01-8429	68	8	)	)	PUNCT
app01-8429	68	9	tasks	task	NOUN
app01-8429	68	10	,	,	PUNCT
app01-8429	68	11	a	a	DET
app01-8429	68	12	balanced	balanced	ADJ
app01-8429	68	13	dataset	dataset	NOUN
app01-8429	68	14	is	be	AUX
app01-8429	68	15	preferred1	preferred1	NOUN
app01-8429	68	16	.	.	PUNCT
app01-8429	69	1	to	to	PART
app01-8429	69	2	achieve	achieve	VERB
app01-8429	69	3	this	this	PRON
app01-8429	69	4	,	,	PUNCT
app01-8429	69	5	subsampling	subsample	VERB
app01-8429	69	6	can	can	AUX
app01-8429	69	7	be	be	AUX
app01-8429	69	8	used	use	VERB
app01-8429	69	9	.	.	PUNCT
app01-8429	70	1	since	since	SCONJ
app01-8429	70	2	the	the	DET
app01-8429	70	3	class	class	NOUN
app01-8429	70	4	a	a	PRON
app01-8429	70	5	is	be	AUX
app01-8429	70	6	clearly	clearly	ADV
app01-8429	70	7	underrepresented	underrepresented	ADJ
app01-8429	70	8	with	with	ADP
app01-8429	70	9	its	its	PRON
app01-8429	70	10	277	277	NUM
app01-8429	70	11	samples	sample	NOUN
app01-8429	70	12	,	,	PUNCT
app01-8429	70	13	sub	sub	ADJ
app01-8429	70	14	-	-	ADJ
app01-8429	70	15	sampling	sample	VERB
app01-8429	70	16	the	the	DET
app01-8429	70	17	data	datum	NOUN
app01-8429	70	18	would	would	AUX
app01-8429	70	19	induce	induce	VERB
app01-8429	70	20	a	a	DET
app01-8429	70	21	high	high	ADJ
app01-8429	70	22	loss	loss	NOUN
app01-8429	70	23	of	of	ADP
app01-8429	70	24	samples	sample	NOUN
app01-8429	70	25	.	.	PUNCT
app01-8429	71	1	for	for	ADP
app01-8429	71	2	this	this	DET
app01-8429	71	3	reason	reason	NOUN
app01-8429	71	4	,	,	PUNCT
app01-8429	71	5	class	class	NOUN
app01-8429	71	6	a	a	NOUN
app01-8429	71	7	and	and	CCONJ
app01-8429	71	8	b	b	NOUN
app01-8429	71	9	are	be	AUX
app01-8429	71	10	merged	merge	VERB
app01-8429	71	11	before	before	ADP
app01-8429	71	12	subsampling	subsample	VERB
app01-8429	71	13	for	for	ADP
app01-8429	71	14	all	all	DET
app01-8429	71	15	further	furth	ADJ
app01-8429	71	16	ml	ml	NOUN
app01-8429	71	17	tasks	task	NOUN
app01-8429	71	18	.	.	PUNCT
app01-8429	72	1	moreover	moreover	ADV
app01-8429	72	2	,	,	PUNCT
app01-8429	72	3	as	as	ADP
app01-8429	72	4	a	a	DET
app01-8429	72	5	and	and	CCONJ
app01-8429	72	6	b	b	NOUN
app01-8429	72	7	building	building	NOUN
app01-8429	72	8	classes	class	NOUN
app01-8429	72	9	are	be	AUX
app01-8429	72	10	best	good	ADJ
app01-8429	72	11	performers	performer	NOUN
app01-8429	72	12	,	,	PUNCT
app01-8429	72	13	they	they	PRON
app01-8429	72	14	are	be	AUX
app01-8429	72	15	not	not	PART
app01-8429	72	16	targeted	target	VERB
app01-8429	72	17	by	by	ADP
app01-8429	72	18	refurbishment	refurbishment	NOUN
app01-8429	72	19	plans	plan	NOUN
app01-8429	72	20	.	.	PUNCT
app01-8429	73	1	1a	1a	PROPN
app01-8429	73	2	dataset	dataset	PROPN
app01-8429	73	3	is	be	AUX
app01-8429	73	4	said	say	VERB
app01-8429	73	5	balanced	balanced	ADJ
app01-8429	73	6	when	when	SCONJ
app01-8429	73	7	the	the	DET
app01-8429	73	8	number	number	NOUN
app01-8429	73	9	of	of	ADP
app01-8429	73	10	samples	sample	NOUN
app01-8429	73	11	per	per	ADP
app01-8429	73	12	class	class	NOUN
app01-8429	73	13	is	be	AUX
app01-8429	73	14	equal	equal	ADJ
app01-8429	73	15	.	.	PUNCT
app01-8429	74	1	2.3	2.3	NUM
app01-8429	74	2	.	.	PUNCT
app01-8429	74	3	model	model	NOUN
app01-8429	74	4	performance	performance	NOUN
app01-8429	74	5	exploration	exploration	NOUN
app01-8429	74	6	the	the	DET
app01-8429	74	7	modelling	modelling	NOUN
app01-8429	74	8	method	method	NOUN
app01-8429	74	9	includes	include	VERB
app01-8429	74	10	3	3	NUM
app01-8429	74	11	steps	step	NOUN
app01-8429	74	12	.	.	PUNCT
app01-8429	75	1	(	(	PUNCT
app01-8429	75	2	1	1	NUM
app01-8429	75	3	.	.	PUNCT
app01-8429	75	4	)	)	PUNCT
app01-8429	76	1	pre	pre	ADJ
app01-8429	76	2	-	-	ADJ
app01-8429	76	3	processing	processing	ADJ
app01-8429	76	4	routines	routine	NOUN
app01-8429	76	5	were	be	AUX
app01-8429	76	6	carried	carry	VERB
app01-8429	76	7	out	out	ADP
app01-8429	76	8	.	.	PUNCT
app01-8429	77	1	the	the	DET
app01-8429	77	2	latter	latter	ADJ
app01-8429	77	3	include	include	VERB
app01-8429	77	4	an	an	DET
app01-8429	77	5	ordinal	ordinal	ADJ
app01-8429	77	6	encoding	encoding	NOUN
app01-8429	77	7	of	of	ADP
app01-8429	77	8	the	the	DET
app01-8429	77	9	data	datum	NOUN
app01-8429	77	10	as	as	ADV
app01-8429	77	11	well	well	ADV
app01-8429	77	12	as	as	ADP
app01-8429	77	13	a	a	DET
app01-8429	77	14	normalization	normalization	NOUN
app01-8429	77	15	by	by	ADP
app01-8429	77	16	computing	compute	VERB
app01-8429	77	17	the	the	DET
app01-8429	77	18	z	z	NOUN
app01-8429	77	19	-	-	PUNCT
app01-8429	77	20	score	score	NOUN
app01-8429	77	21	on	on	ADP
app01-8429	77	22	all	all	DET
app01-8429	77	23	variables	variable	NOUN
app01-8429	77	24	.	.	PUNCT
app01-8429	78	1	(	(	PUNCT
app01-8429	78	2	2	2	NUM
app01-8429	78	3	.	.	PUNCT
app01-8429	78	4	)	)	PUNCT
app01-8429	78	5	then	then	ADV
app01-8429	78	6	,	,	PUNCT
app01-8429	78	7	eighteen	eighteen	NUM
app01-8429	78	8	different	different	ADJ
app01-8429	78	9	models	model	NOUN
app01-8429	78	10	from	from	ADP
app01-8429	78	11	the	the	DET
app01-8429	78	12	scikitlearn	scikitlearn	ADJ
app01-8429	78	13	library	library	NOUN
app01-8429	78	14	were	be	AUX
app01-8429	78	15	selected	select	VERB
app01-8429	78	16	when	when	SCONJ
app01-8429	78	17	appropriate	appropriate	ADJ
app01-8429	78	18	for	for	ADP
app01-8429	78	19	a	a	DET
app01-8429	78	20	classification	classification	NOUN
app01-8429	78	21	task	task	NOUN
app01-8429	78	22	and	and	CCONJ
app01-8429	78	23	trained	train	VERB
app01-8429	78	24	with	with	ADP
app01-8429	78	25	a	a	DET
app01-8429	78	26	k	k	ADJ
app01-8429	78	27	-	-	ADJ
app01-8429	78	28	fold	fold	ADJ
app01-8429	78	29	cross	cross	NOUN
app01-8429	78	30	validation	validation	NOUN
app01-8429	78	31	with	with	ADP
app01-8429	78	32	k	k	PROPN
app01-8429	78	33	=	=	SYM
app01-8429	78	34	3	3	NUM
app01-8429	78	35	[	[	X
app01-8429	78	36	9	9	NUM
app01-8429	78	37	]	]	PUNCT
app01-8429	78	38	.	.	PUNCT
app01-8429	79	1	(	(	PUNCT
app01-8429	79	2	3	3	NUM
app01-8429	79	3	.	.	PUNCT
app01-8429	79	4	)	)	PUNCT
app01-8429	80	1	the	the	DET
app01-8429	80	2	evaluation	evaluation	NOUN
app01-8429	80	3	of	of	ADP
app01-8429	80	4	all	all	DET
app01-8429	80	5	models	model	NOUN
app01-8429	80	6	is	be	AUX
app01-8429	80	7	made	make	VERB
app01-8429	80	8	based	base	VERB
app01-8429	80	9	on	on	ADP
app01-8429	80	10	their	their	PRON
app01-8429	80	11	f1	f1	NOUN
app01-8429	80	12	-	-	PUNCT
app01-8429	80	13	scores	score	NOUN
app01-8429	80	14	and	and	CCONJ
app01-8429	80	15	accuracy	accuracy	NOUN
app01-8429	80	16	metrics	metric	NOUN
app01-8429	80	17	to	to	PART
app01-8429	80	18	select	select	VERB
app01-8429	80	19	the	the	DET
app01-8429	80	20	two	two	NUM
app01-8429	80	21	most	most	ADV
app01-8429	80	22	promising	promising	ADJ
app01-8429	80	23	ones	one	NOUN
app01-8429	80	24	.	.	PUNCT
app01-8429	81	1	2.4	2.4	NUM
app01-8429	81	2	.	.	PUNCT
app01-8429	82	1	optimization	optimization	NOUN
app01-8429	82	2	and	and	CCONJ
app01-8429	82	3	model	model	NOUN
app01-8429	82	4	selection	selection	NOUN
app01-8429	82	5	on	on	ADP
app01-8429	82	6	the	the	DET
app01-8429	82	7	two	two	NUM
app01-8429	82	8	best	good	ADJ
app01-8429	82	9	models	model	NOUN
app01-8429	82	10	from	from	ADP
app01-8429	82	11	the	the	DET
app01-8429	82	12	previous	previous	ADJ
app01-8429	82	13	section	section	NOUN
app01-8429	82	14	,	,	PUNCT
app01-8429	82	15	optimization	optimization	NOUN
app01-8429	82	16	and	and	CCONJ
app01-8429	82	17	training	training	NOUN
app01-8429	82	18	is	be	AUX
app01-8429	82	19	performed	perform	VERB
app01-8429	82	20	to	to	PART
app01-8429	82	21	allow	allow	VERB
app01-8429	82	22	for	for	ADP
app01-8429	82	23	final	final	ADJ
app01-8429	82	24	model	model	NOUN
app01-8429	82	25	selection	selection	NOUN
app01-8429	82	26	.	.	PUNCT
app01-8429	83	1	since	since	SCONJ
app01-8429	83	2	the	the	DET
app01-8429	83	3	optimization	optimization	NOUN
app01-8429	83	4	tasks	task	NOUN
app01-8429	83	5	is	be	AUX
app01-8429	83	6	memory	memory	NOUN
app01-8429	83	7	expensive	expensive	ADJ
app01-8429	83	8	,	,	PUNCT
app01-8429	83	9	the	the	DET
app01-8429	83	10	research	research	NOUN
app01-8429	83	11	for	for	ADP
app01-8429	83	12	optimal	optimal	ADJ
app01-8429	83	13	parameters	parameter	NOUN
app01-8429	83	14	has	have	AUX
app01-8429	83	15	been	be	AUX
app01-8429	83	16	done	do	VERB
app01-8429	83	17	on	on	ADP
app01-8429	83	18	a	a	DET
app01-8429	83	19	reduced	reduce	VERB
app01-8429	83	20	number	number	NOUN
app01-8429	83	21	of	of	ADP
app01-8429	83	22	samples	sample	NOUN
app01-8429	83	23	per	per	ADP
app01-8429	83	24	class	class	NOUN
app01-8429	83	25	selected	select	VERB
app01-8429	83	26	in	in	ADP
app01-8429	83	27	a	a	DET
app01-8429	83	28	random	random	ADJ
app01-8429	83	29	manner	manner	NOUN
app01-8429	83	30	.	.	PUNCT
app01-8429	84	1	the	the	DET
app01-8429	84	2	optimization	optimization	NOUN
app01-8429	84	3	includes	include	VERB
app01-8429	84	4	a	a	DET
app01-8429	84	5	cross	cross	ADJ
app01-8429	84	6	-	-	ADJ
app01-8429	84	7	validated	validated	ADJ
app01-8429	84	8	randomized	randomized	ADJ
app01-8429	84	9	search	search	NOUN
app01-8429	84	10	where	where	SCONJ
app01-8429	84	11	k	k	NOUN
app01-8429	84	12	=	=	NOUN
app01-8429	84	13	3	3	NUM
app01-8429	84	14	on	on	ADP
app01-8429	84	15	a	a	DET
app01-8429	84	16	selection	selection	NOUN
app01-8429	84	17	of	of	ADP
app01-8429	84	18	parameters	parameter	NOUN
app01-8429	84	19	(	(	PUNCT
app01-8429	84	20	see	see	VERB
app01-8429	84	21	section	section	NOUN
app01-8429	84	22	3	3	NUM
app01-8429	84	23	)	)	PUNCT
app01-8429	84	24	.	.	PUNCT
app01-8429	85	1	model	model	NOUN
app01-8429	85	2	training	training	NOUN
app01-8429	85	3	is	be	AUX
app01-8429	85	4	computed	compute	VERB
app01-8429	85	5	as	as	ADP
app01-8429	85	6	in	in	ADP
app01-8429	85	7	step	step	NOUN
app01-8429	85	8	3	3	NUM
app01-8429	85	9	from	from	ADP
app01-8429	85	10	section	section	NOUN
app01-8429	85	11	2.3	2.3	NUM
app01-8429	85	12	.	.	PUNCT
app01-8429	86	1	finally	finally	ADV
app01-8429	86	2	,	,	PUNCT
app01-8429	86	3	the	the	DET
app01-8429	86	4	overall	overall	ADJ
app01-8429	86	5	best	good	ADJ
app01-8429	86	6	model	model	NOUN
app01-8429	86	7	is	be	AUX
app01-8429	86	8	selected	select	VERB
app01-8429	86	9	given	give	VERB
app01-8429	86	10	its	its	PRON
app01-8429	86	11	per	per	ADP
app01-8429	86	12	-	-	PUNCT
app01-8429	86	13	class	class	NOUN
app01-8429	86	14	metrics	metric	NOUN
app01-8429	86	15	(	(	PUNCT
app01-8429	86	16	accuracy	accuracy	NOUN
app01-8429	86	17	and	and	CCONJ
app01-8429	86	18	f1	f1	NOUN
app01-8429	86	19	)	)	PUNCT
app01-8429	86	20	and	and	CCONJ
app01-8429	86	21	confusion	confusion	NOUN
app01-8429	86	22	matrix	matrix	NOUN
app01-8429	86	23	.	.	PUNCT
app01-8429	87	1	2.5	2.5	NUM
app01-8429	87	2	.	.	PUNCT
app01-8429	88	1	special	special	ADJ
app01-8429	88	2	cases	case	NOUN
app01-8429	88	3	identification	identification	NOUN
app01-8429	88	4	as	as	ADP
app01-8429	88	5	a	a	DET
app01-8429	88	6	last	last	ADJ
app01-8429	88	7	step	step	NOUN
app01-8429	88	8	of	of	ADP
app01-8429	88	9	the	the	DET
app01-8429	88	10	method	method	NOUN
app01-8429	88	11	,	,	PUNCT
app01-8429	88	12	a	a	DET
app01-8429	88	13	more	more	ADJ
app01-8429	88	14	in	in	ADP
app01-8429	88	15	-	-	PUNCT
app01-8429	88	16	depth	depth	NOUN
app01-8429	88	17	analysis	analysis	NOUN
app01-8429	88	18	of	of	ADP
app01-8429	88	19	special	special	ADJ
app01-8429	88	20	cases	case	NOUN
app01-8429	88	21	is	be	AUX
app01-8429	88	22	performed	perform	VERB
app01-8429	88	23	to	to	PART
app01-8429	88	24	identify	identify	VERB
app01-8429	88	25	the	the	DET
app01-8429	88	26	reasons	reason	NOUN
app01-8429	88	27	behind	behind	ADP
app01-8429	88	28	a	a	DET
app01-8429	88	29	high	high	ADJ
app01-8429	88	30	prediction	prediction	NOUN
app01-8429	88	31	error	error	NOUN
app01-8429	88	32	.	.	PUNCT
app01-8429	89	1	a	a	DET
app01-8429	89	2	distance	distance	NOUN
app01-8429	89	3	between	between	ADP
app01-8429	89	4	classes	class	NOUN
app01-8429	89	5	is	be	AUX
app01-8429	89	6	computed	compute	VERB
app01-8429	89	7	with	with	ADP
app01-8429	89	8	a	a	DET
app01-8429	89	9	method	method	NOUN
app01-8429	89	10	taken	take	VERB
app01-8429	89	11	from	from	ADP
app01-8429	89	12	ordinal	ordinal	ADJ
app01-8429	89	13	regression	regression	NOUN
app01-8429	89	14	problems	problem	NOUN
app01-8429	89	15	[	[	X
app01-8429	89	16	10	10	NUM
app01-8429	89	17	]	]	PUNCT
app01-8429	89	18	.	.	PUNCT
app01-8429	90	1	to	to	PART
app01-8429	90	2	compute	compute	VERB
app01-8429	90	3	this	this	DET
app01-8429	90	4	distance	distance	NOUN
app01-8429	90	5	,	,	PUNCT
app01-8429	90	6	let	let	VERB
app01-8429	90	7	y	y	NOUN
app01-8429	90	8	=	=	PUNCT
app01-8429	90	9	a	a	PROPN
app01-8429	90	10	and	and	CCONJ
app01-8429	90	11	ŷ	ŷ	NUM
app01-8429	90	12	=	=	SYM
app01-8429	91	1	g	g	NOUN
app01-8429	91	2	be	be	AUX
app01-8429	91	3	a	a	DET
app01-8429	91	4	sample	sample	NOUN
app01-8429	91	5	’s	’s	PART
app01-8429	91	6	class	class	NOUN
app01-8429	91	7	and	and	CCONJ
app01-8429	91	8	its	its	PRON
app01-8429	91	9	estimation	estimation	NOUN
app01-8429	91	10	.	.	PUNCT
app01-8429	92	1	their	their	PRON
app01-8429	92	2	encoded	encode	VERB
app01-8429	92	3	version	version	NOUN
app01-8429	92	4	would	would	AUX
app01-8429	92	5	be	be	AUX
app01-8429	92	6	y′	y′	X
app01-8429	92	7	=	=	SYM
app01-8429	92	8	(	(	PUNCT
app01-8429	92	9	1	1	NUM
app01-8429	92	10	,	,	PUNCT
app01-8429	92	11	0	0	NUM
app01-8429	92	12	,	,	PUNCT
app01-8429	92	13	0	0	NUM
app01-8429	92	14	,	,	PUNCT
app01-8429	92	15	0	0	NUM
app01-8429	92	16	,	,	PUNCT
app01-8429	92	17	0	0	NUM
app01-8429	92	18	,	,	PUNCT
app01-8429	92	19	0	0	NUM
app01-8429	92	20	,	,	PUNCT
app01-8429	92	21	0	0	NUM
app01-8429	92	22	)	)	PUNCT
app01-8429	92	23	and	and	CCONJ
app01-8429	92	24	ŷ′	ŷ′	NOUN
app01-8429	92	25	=	=	SYM
app01-8429	92	26	(	(	PUNCT
app01-8429	92	27	1	1	NUM
app01-8429	92	28	,	,	PUNCT
app01-8429	92	29	1	1	NUM
app01-8429	92	30	,	,	PUNCT
app01-8429	92	31	1	1	NUM
app01-8429	92	32	,	,	PUNCT
app01-8429	92	33	1	1	NUM
app01-8429	92	34	,	,	PUNCT
app01-8429	92	35	1	1	NUM
app01-8429	92	36	,	,	PUNCT
app01-8429	92	37	1	1	NUM
app01-8429	92	38	,	,	PUNCT
app01-8429	92	39	1	1	NUM
app01-8429	92	40	)	)	PUNCT
app01-8429	92	41	.	.	PUNCT
app01-8429	93	1	the	the	DET
app01-8429	93	2	distance	distance	NOUN
app01-8429	93	3	d	d	NOUN
app01-8429	93	4	between	between	ADP
app01-8429	93	5	the	the	DET
app01-8429	93	6	two	two	NUM
app01-8429	93	7	classes	class	NOUN
app01-8429	93	8	can	can	AUX
app01-8429	93	9	then	then	ADV
app01-8429	93	10	be	be	AUX
app01-8429	93	11	calculated	calculate	VERB
app01-8429	93	12	with	with	ADP
app01-8429	93	13	d	d	PROPN
app01-8429	93	14	=	=	SYM
app01-8429	93	15	∑n	∑n	PROPN
app01-8429	93	16	i=1	i=1	PROPN
app01-8429	93	17	|y′	|y′	PROPN
app01-8429	93	18	i	i	PRON
app01-8429	93	19	−	−	PROPN
app01-8429	93	20	ŷ′	ŷ′	PROPN
app01-8429	93	21	i|	i|	NOUN
app01-8429	93	22	.	.	PUNCT
app01-8429	94	1	once	once	ADV
app01-8429	94	2	obtained	obtain	VERB
app01-8429	94	3	,	,	PUNCT
app01-8429	94	4	all	all	DET
app01-8429	94	5	samples	sample	NOUN
app01-8429	94	6	were	be	AUX
app01-8429	94	7	ordered	order	VERB
app01-8429	94	8	by	by	ADP
app01-8429	94	9	descending	descend	VERB
app01-8429	94	10	order	order	NOUN
app01-8429	94	11	from	from	ADP
app01-8429	94	12	their	their	PRON
app01-8429	94	13	distance	distance	NOUN
app01-8429	94	14	d.	d.	PROPN
app01-8429	94	15	3	3	NUM
app01-8429	94	16	.	.	PUNCT
app01-8429	94	17	results	result	VERB
app01-8429	94	18	3.1	3.1	NUM
app01-8429	94	19	.	.	PUNCT
app01-8429	94	20	model	model	NOUN
app01-8429	94	21	performance	performance	NOUN
app01-8429	94	22	exploration	exploration	NOUN
app01-8429	94	23	the	the	DET
app01-8429	94	24	eighteen	eighteen	NUM
app01-8429	94	25	algorithms	algorithm	NOUN
app01-8429	94	26	were	be	AUX
app01-8429	94	27	trained	train	VERB
app01-8429	94	28	on	on	ADP
app01-8429	94	29	a	a	DET
app01-8429	94	30	resampled	resample	VERB
app01-8429	94	31	dataset	dataset	NOUN
app01-8429	94	32	to	to	PART
app01-8429	94	33	make	make	VERB
app01-8429	94	34	it	it	PRON
app01-8429	94	35	balanced	balanced	ADJ
app01-8429	94	36	.	.	PUNCT
app01-8429	95	1	performances	performance	NOUN
app01-8429	95	2	obtained	obtain	VERB
app01-8429	95	3	in	in	ADP
app01-8429	95	4	the	the	DET
app01-8429	95	5	table	table	NOUN
app01-8429	95	6	3	3	NUM
app01-8429	95	7	allow	allow	VERB
app01-8429	95	8	for	for	ADP
app01-8429	95	9	the	the	DET
app01-8429	95	10	comparison	comparison	NOUN
app01-8429	95	11	of	of	ADP
app01-8429	95	12	all	all	DET
app01-8429	95	13	algorithms	algorithm	NOUN
app01-8429	95	14	in	in	ADP
app01-8429	95	15	order	order	NOUN
app01-8429	95	16	to	to	PART
app01-8429	95	17	identify	identify	VERB
app01-8429	95	18	the	the	DET
app01-8429	95	19	two	two	NUM
app01-8429	95	20	best	good	ADJ
app01-8429	95	21	candidates	candidate	NOUN
app01-8429	95	22	for	for	ADP
app01-8429	95	23	energy	energy	NOUN
app01-8429	95	24	performance	performance	NOUN
app01-8429	95	25	certificates	certificate	NOUN
app01-8429	95	26	predictions	prediction	NOUN
app01-8429	95	27	.	.	PUNCT
app01-8429	96	1	the	the	DET
app01-8429	96	2	dummyclassifier	dummyclassifier	NOUN
app01-8429	96	3	performs	perform	VERB
app01-8429	96	4	a	a	DET
app01-8429	96	5	classification	classification	NOUN
app01-8429	96	6	in	in	ADP
app01-8429	96	7	a	a	DET
app01-8429	96	8	random	random	ADJ
app01-8429	96	9	manner	manner	NOUN
app01-8429	96	10	with	with	ADP
app01-8429	96	11	0.17	0.17	NUM
app01-8429	96	12	accuracy	accuracy	NOUN
app01-8429	96	13	.	.	PUNCT
app01-8429	97	1	the	the	DET
app01-8429	97	2	latter	latter	ADJ
app01-8429	97	3	result	result	NOUN
app01-8429	97	4	sets	set	VERB
app01-8429	97	5	a	a	DET
app01-8429	97	6	baseline	baseline	NOUN
app01-8429	97	7	above	above	ADP
app01-8429	97	8	which	which	PRON
app01-8429	97	9	an	an	DET
app01-8429	97	10	algorithm	algorithm	NOUN
app01-8429	97	11	learns	learn	VERB
app01-8429	97	12	the	the	DET
app01-8429	97	13	characteristics	characteristic	NOUN
app01-8429	97	14	of	of	ADP
app01-8429	97	15	the	the	DET
app01-8429	97	16	data	datum	NOUN
app01-8429	97	17	.	.	PUNCT
app01-8429	98	1	since	since	SCONJ
app01-8429	98	2	most	most	ADJ
app01-8429	98	3	algorithms	algorithm	NOUN
app01-8429	98	4	performed	perform	VERB
app01-8429	98	5	with	with	ADP
app01-8429	98	6	a	a	DET
app01-8429	98	7	f1	f1	NOUN
app01-8429	98	8	-	-	PUNCT
app01-8429	98	9	score	score	NOUN
app01-8429	98	10	and	and	CCONJ
app01-8429	98	11	accuracy	accuracy	NOUN
app01-8429	98	12	between	between	ADP
app01-8429	98	13	0.3	0.3	NUM
app01-8429	98	14	and	and	CCONJ
app01-8429	98	15	0.5	0.5	NUM
app01-8429	98	16	,	,	PUNCT
app01-8429	98	17	the	the	DET
app01-8429	98	18	problem	problem	NOUN
app01-8429	98	19	at	at	ADP
app01-8429	98	20	hand	hand	NOUN
app01-8429	98	21	can	can	AUX
app01-8429	98	22	be	be	AUX
app01-8429	98	23	characterized	characterize	VERB
app01-8429	98	24	as	as	ADP
app01-8429	98	25	difficult	difficult	ADJ
app01-8429	98	26	.	.	PUNCT
app01-8429	99	1	92	92	NUM
app01-8429	99	2	vol	vol	NOUN
app01-8429	99	3	.	.	PUNCT
app01-8429	100	1	38/2022	38/2022	NOUN
app01-8429	100	2	energy	energy	NOUN
app01-8429	100	3	performance	performance	NOUN
app01-8429	100	4	estimation	estimation	NOUN
app01-8429	100	5	for	for	ADP
app01-8429	100	6	large	large	ADJ
app01-8429	100	7	building	building	NOUN
app01-8429	100	8	portfolios	portfolio	NOUN
app01-8429	100	9	.	.	PUNCT
app01-8429	100	10	.	.	PUNCT
app01-8429	100	11	.	.	PUNCT
app01-8429	101	1	model	model	NOUN
app01-8429	101	2	accuracy	accuracy	NOUN
app01-8429	101	3	f1	f1	NOUN
app01-8429	101	4	-	-	PUNCT
app01-8429	101	5	score	score	NOUN
app01-8429	101	6	histgradientboostingclassifier	histgradientboostingclassifier	ADV
app01-8429	101	7	0.50	0.50	NUM
app01-8429	101	8	0.49	0.49	NUM
app01-8429	101	9	randomforestclassifier	randomforestclassifier	NOUN
app01-8429	101	10	0.50	0.50	NUM
app01-8429	101	11	0.48	0.48	NUM
app01-8429	101	12	extratreesclassifier	extratreesclassifier	ADP
app01-8429	101	13	0.49	0.49	NUM
app01-8429	101	14	0.48	0.48	NUM
app01-8429	101	15	baggingclassifier	baggingclassifier	NOUN
app01-8429	101	16	0.49	0.49	NUM
app01-8429	101	17	0.48	0.48	NUM
app01-8429	101	18	gradientboostingclassifier	gradientboostingclassifier	NOUN
app01-8429	101	19	0.49	0.49	NUM
app01-8429	101	20	0.47	0.47	NUM
app01-8429	101	21	mlpclassifier	mlpclassifier	ADV
app01-8429	101	22	0.47	0.47	NUM
app01-8429	101	23	0.46	0.46	NUM
app01-8429	101	24	svc	svc	NOUN
app01-8429	101	25	0.46	0.46	NUM
app01-8429	101	26	0.45	0.45	NUM
app01-8429	101	27	nusvc	nusvc	ADV
app01-8429	101	28	0.46	0.46	NUM
app01-8429	101	29	0.45	0.45	NUM
app01-8429	101	30	logisticregression	logisticregression	NOUN
app01-8429	101	31	0.45	0.45	NUM
app01-8429	101	32	0.43	0.43	NUM
app01-8429	101	33	decisiontreeclassifier	decisiontreeclassifier	X
app01-8429	101	34	0.43	0.43	NUM
app01-8429	101	35	0.43	0.43	NUM
app01-8429	101	36	adaboostclassifier	adaboostclassifier	NOUN
app01-8429	101	37	0.43	0.43	NUM
app01-8429	101	38	0.42	0.42	NUM
app01-8429	101	39	lineardiscriminantanalysis	lineardiscriminantanalysis	NOUN
app01-8429	101	40	0.43	0.43	NUM
app01-8429	101	41	0.41	0.41	NUM
app01-8429	101	42	extratreeclassifier	extratreeclassifier	NOUN
app01-8429	101	43	0.39	0.39	NUM
app01-8429	101	44	0.38	0.38	NUM
app01-8429	101	45	kneighborsclassifier	kneighborsclassifier	NOUN
app01-8429	101	46	0.39	0.39	NUM
app01-8429	101	47	0.38	0.38	NUM
app01-8429	101	48	linearsvc	linearsvc	NOUN
app01-8429	101	49	0.41	0.41	NUM
app01-8429	101	50	0.37	0.37	NUM
app01-8429	101	51	sgdclassifier	sgdclassifier	NOUN
app01-8429	101	52	0.40	0.40	NUM
app01-8429	101	53	0.35	0.35	NUM
app01-8429	101	54	ridgeclassifier	ridgeclassifier	NOUN
app01-8429	101	55	0.39	0.39	NUM
app01-8429	101	56	0.34	0.34	NUM
app01-8429	101	57	nearestcentroid	nearestcentroid	NOUN
app01-8429	101	58	0.35	0.35	NUM
app01-8429	101	59	0.34	0.34	NUM
app01-8429	101	60	perceptron	perceptron	NOUN
app01-8429	101	61	0.33	0.33	NUM
app01-8429	101	62	0.32	0.32	NUM
app01-8429	101	63	passiveaggressiveclassifier	passiveaggressiveclassifier	NOUN
app01-8429	101	64	0.32	0.32	NUM
app01-8429	101	65	0.31	0.31	NUM
app01-8429	101	66	bernoullinb	bernoullinb	ADJ
app01-8429	101	67	0.32	0.32	NUM
app01-8429	101	68	0.31	0.31	NUM
app01-8429	101	69	gaussiannb	gaussiannb	NOUN
app01-8429	101	70	0.30	0.30	NUM
app01-8429	101	71	0.30	0.30	NUM
app01-8429	101	72	dummyclassifier	dummyclassifier	NOUN
app01-8429	101	73	0.17	0.17	NUM
app01-8429	101	74	0.05	0.05	NUM
app01-8429	101	75	table	table	NOUN
app01-8429	101	76	3	3	NUM
app01-8429	101	77	.	.	PUNCT
app01-8429	101	78	model	model	NOUN
app01-8429	101	79	performances	performance	NOUN
app01-8429	101	80	exploration	exploration	NOUN
app01-8429	101	81	.	.	PUNCT
app01-8429	102	1	models	model	NOUN
app01-8429	102	2	are	be	AUX
app01-8429	102	3	ordered	order	VERB
app01-8429	102	4	by	by	ADP
app01-8429	102	5	f1	f1	NOUN
app01-8429	102	6	-	-	PUNCT
app01-8429	102	7	scores	score	NOUN
app01-8429	102	8	and	and	CCONJ
app01-8429	102	9	then	then	ADV
app01-8429	102	10	,	,	PUNCT
app01-8429	102	11	by	by	ADP
app01-8429	102	12	their	their	PRON
app01-8429	102	13	accuracy	accuracy	NOUN
app01-8429	102	14	metrics	metric	NOUN
app01-8429	102	15	.	.	PUNCT
app01-8429	103	1	before	before	SCONJ
app01-8429	103	2	after	after	SCONJ
app01-8429	103	3	gain	gain	NOUN
app01-8429	103	4	catboost	catboost	VERB
app01-8429	103	5	0.59	0.59	NUM
app01-8429	103	6	histgradientboosting	histgradientbooste	VERB
app01-8429	103	7	0.49	0.49	NUM
app01-8429	103	8	0.58	0.58	NUM
app01-8429	103	9	18	18	NUM
app01-8429	103	10	%	%	NOUN
app01-8429	103	11	randomforest	randomforest	NOUN
app01-8429	103	12	0.48	0.48	NUM
app01-8429	103	13	0.57	0.57	NUM
app01-8429	103	14	19	19	NUM
app01-8429	103	15	%	%	NOUN
app01-8429	103	16	table	table	NOUN
app01-8429	103	17	4	4	NUM
app01-8429	103	18	.	.	PUNCT
app01-8429	103	19	comparison	comparison	NOUN
app01-8429	103	20	of	of	ADP
app01-8429	103	21	the	the	DET
app01-8429	103	22	best	good	ADJ
app01-8429	103	23	classifiers	classifier	NOUN
app01-8429	103	24	with	with	ADP
app01-8429	103	25	their	their	PRON
app01-8429	103	26	f1	f1	ADJ
app01-8429	103	27	-	-	PUNCT
app01-8429	103	28	score	score	NOUN
app01-8429	103	29	average	average	NOUN
app01-8429	103	30	across	across	ADP
app01-8429	103	31	class	class	NOUN
app01-8429	103	32	.	.	PUNCT
app01-8429	104	1	the	the	DET
app01-8429	104	2	top	top	ADJ
app01-8429	104	3	5	5	NUM
app01-8429	104	4	algorithms	algorithm	NOUN
app01-8429	104	5	include	include	VERB
app01-8429	104	6	recent	recent	ADJ
app01-8429	104	7	classification	classification	NOUN
app01-8429	104	8	models	model	NOUN
app01-8429	104	9	performing	perform	VERB
app01-8429	104	10	with	with	ADP
app01-8429	104	11	similar	similar	ADJ
app01-8429	104	12	result	result	NOUN
app01-8429	104	13	around	around	ADP
app01-8429	104	14	0.48	0.48	NUM
app01-8429	104	15	f1	f1	NOUN
app01-8429	104	16	-	-	PUNCT
app01-8429	104	17	score	score	NOUN
app01-8429	104	18	.	.	PUNCT
app01-8429	105	1	the	the	DET
app01-8429	105	2	mlpclassifier2	mlpclassifier2	NOUN
app01-8429	105	3	performed	perform	VERB
app01-8429	105	4	with	with	ADP
app01-8429	105	5	moderately	moderately	ADV
app01-8429	105	6	good	good	ADJ
app01-8429	105	7	result	result	NOUN
app01-8429	105	8	.	.	PUNCT
app01-8429	106	1	the	the	DET
app01-8429	106	2	best	well	ADV
app01-8429	106	3	selected	select	VERB
app01-8429	106	4	candidates	candidate	NOUN
app01-8429	106	5	for	for	ADP
app01-8429	106	6	the	the	DET
app01-8429	106	7	next	next	ADJ
app01-8429	106	8	step	step	NOUN
app01-8429	106	9	of	of	ADP
app01-8429	106	10	the	the	DET
app01-8429	106	11	method	method	NOUN
app01-8429	106	12	are	be	AUX
app01-8429	106	13	the	the	DET
app01-8429	106	14	histgradientboostingclassifier	histgradientboostingclassifier	ADV
app01-8429	106	15	and	and	CCONJ
app01-8429	106	16	randomforestclassifier	randomforestclassifier	NOUN
app01-8429	106	17	.	.	PUNCT
app01-8429	107	1	3.2	3.2	NUM
app01-8429	107	2	.	.	PUNCT
app01-8429	108	1	optimization	optimization	NOUN
app01-8429	108	2	and	and	CCONJ
app01-8429	108	3	model	model	NOUN
app01-8429	108	4	selection	selection	NOUN
app01-8429	108	5	the	the	DET
app01-8429	108	6	fine	fine	ADJ
app01-8429	108	7	tuning	tuning	NOUN
app01-8429	108	8	procedure	procedure	NOUN
app01-8429	108	9	was	be	AUX
app01-8429	108	10	performed	perform	VERB
app01-8429	108	11	on	on	ADP
app01-8429	108	12	histgradientboostingclassifier	histgradientboostingclassifi	ADJ
app01-8429	108	13	and	and	CCONJ
app01-8429	108	14	randomforestclassifier	randomforestclassifi	ADJ
app01-8429	108	15	models	model	NOUN
app01-8429	108	16	.	.	PUNCT
app01-8429	109	1	in	in	ADP
app01-8429	109	2	addition	addition	NOUN
app01-8429	109	3	,	,	PUNCT
app01-8429	109	4	one	one	NUM
app01-8429	109	5	state	state	NOUN
app01-8429	109	6	-	-	PUNCT
app01-8429	109	7	of	of	ADP
app01-8429	109	8	-	-	PUNCT
app01-8429	109	9	the	the	DET
app01-8429	109	10	-	-	PUNCT
app01-8429	109	11	art	art	NOUN
app01-8429	109	12	gradient	gradient	NOUN
app01-8429	109	13	boosted	boost	VERB
app01-8429	109	14	tree	tree	NOUN
app01-8429	109	15	implementation	implementation	NOUN
app01-8429	109	16	was	be	AUX
app01-8429	109	17	added	add	VERB
app01-8429	109	18	from	from	ADP
app01-8429	109	19	the	the	DET
app01-8429	109	20	catboost	catboost	NOUN
app01-8429	109	21	library	library	NOUN
app01-8429	109	22	,	,	PUNCT
app01-8429	109	23	without	without	ADP
app01-8429	109	24	fine	fine	ADV
app01-8429	109	25	-	-	PUNCT
app01-8429	109	26	tuning	tune	VERB
app01-8429	109	27	[	[	X
app01-8429	109	28	11	11	NUM
app01-8429	109	29	]	]	PUNCT
app01-8429	109	30	.	.	PUNCT
app01-8429	110	1	as	as	SCONJ
app01-8429	110	2	table	table	NOUN
app01-8429	110	3	4	4	NUM
app01-8429	110	4	shows	show	NOUN
app01-8429	110	5	,	,	PUNCT
app01-8429	110	6	all	all	DET
app01-8429	110	7	models	model	NOUN
app01-8429	110	8	are	be	AUX
app01-8429	110	9	reaching	reach	VERB
app01-8429	110	10	performances	performance	NOUN
app01-8429	110	11	above	above	ADV
app01-8429	110	12	or	or	CCONJ
app01-8429	110	13	close	close	ADV
app01-8429	110	14	to	to	ADP
app01-8429	110	15	0.5	0.5	NUM
app01-8429	110	16	without	without	ADP
app01-8429	110	17	optimization	optimization	NOUN
app01-8429	110	18	,	,	PUNCT
app01-8429	110	19	thus	thus	ADV
app01-8429	110	20	already	already	ADV
app01-8429	110	21	allowing	allow	VERB
app01-8429	110	22	for	for	ADP
app01-8429	110	23	an	an	DET
app01-8429	110	24	educated	educate	VERB
app01-8429	110	25	guess	guess	NOUN
app01-8429	110	26	.	.	PUNCT
app01-8429	111	1	when	when	SCONJ
app01-8429	111	2	parameters	parameter	NOUN
app01-8429	111	3	from	from	ADP
app01-8429	111	4	listing	list	VERB
app01-8429	111	5	1	1	NUM
app01-8429	111	6	are	be	AUX
app01-8429	111	7	used	use	VERB
app01-8429	111	8	,	,	PUNCT
app01-8429	111	9	substantial	substantial	ADJ
app01-8429	111	10	gains	gain	NOUN
app01-8429	111	11	can	can	AUX
app01-8429	111	12	be	be	AUX
app01-8429	111	13	obtain	obtain	ADJ
app01-8429	111	14	within	within	ADP
app01-8429	111	15	the	the	DET
app01-8429	111	16	order	order	NOUN
app01-8429	111	17	of	of	ADP
app01-8429	111	18	∼20	∼20	NOUN
app01-8429	111	19	%	%	NOUN
app01-8429	111	20	;	;	PUNCT
app01-8429	111	21	thus	thus	ADV
app01-8429	111	22	proving	prove	VERB
app01-8429	111	23	the	the	DET
app01-8429	111	24	value	value	NOUN
app01-8429	111	25	of	of	ADP
app01-8429	111	26	randomized	randomized	ADJ
app01-8429	111	27	search	search	NOUN
app01-8429	111	28	.	.	PUNCT
app01-8429	112	1	2stands	2stands	NUM
app01-8429	112	2	for	for	ADP
app01-8429	112	3	multi	multi	ADJ
app01-8429	112	4	-	-	ADJ
app01-8429	112	5	layer	layer	ADJ
app01-8429	112	6	perceptron	perceptron	PROPN
app01-8429	112	7	,	,	PUNCT
app01-8429	112	8	i.e.	i.e.	X
app01-8429	112	9	a	a	DET
app01-8429	112	10	neural	neural	ADJ
app01-8429	112	11	network	network	NOUN
app01-8429	112	12	with	with	ADP
app01-8429	112	13	the	the	DET
app01-8429	112	14	default	default	NOUN
app01-8429	112	15	parameters	parameter	NOUN
app01-8429	112	16	from	from	ADP
app01-8429	112	17	the	the	DET
app01-8429	112	18	scikit	scikit	NOUN
app01-8429	112	19	-	-	PUNCT
app01-8429	112	20	learn	learn	NOUN
app01-8429	112	21	library	library	NOUN
app01-8429	112	22	.	.	PUNCT
app01-8429	113	1	best_params_hist_gradient_boosting	best_params_hist_gradient_booste	VERB
app01-8429	113	2	=	=	PUNCT
app01-8429	113	3	{	{	PUNCT
app01-8429	113	4	’	'	PUNCT
app01-8429	113	5	l	l	NOUN
app01-8429	113	6	2	2	NUM
app01-8429	113	7	_	_	PUNCT
app01-8429	113	8	r	r	NOUN
app01-8429	113	9	e	e	NOUN
app01-8429	113	10	g	g	NOUN
app01-8429	113	11	u	u	PROPN
app01-8429	113	12	l	l	NOUN
app01-8429	113	13	a	a	DET
app01-8429	113	14	r	r	NOUN
app01-8429	114	1	i	i	NOUN
app01-8429	114	2	z	z	NOUN
app01-8429	115	1	a	a	DET
app01-8429	115	2	t	t	NOUN
app01-8429	116	1	i	i	PRON
app01-8429	116	2	o	o	INTJ
app01-8429	116	3	n	n	CCONJ
app01-8429	116	4	’	'	PUNCT
app01-8429	116	5	:	:	PUNCT
app01-8429	116	6	0	0	NUM
app01-8429	116	7	.00081	.00081	NOUN
app01-8429	116	8	,	,	PUNCT
app01-8429	116	9	’	'	PUNCT
app01-8429	116	10	l	l	PROPN
app01-8429	116	11	ea	ea	PROPN
app01-8429	116	12	rn	rn	PROPN
app01-8429	116	13	ing_rate	ing_rate	NOUN
app01-8429	116	14	’	'	PUNCT
app01-8429	117	1	:	:	PUNCT
app01-8429	117	2	0	0	NUM
app01-8429	117	3	.11889	.11889	NOUN
app01-8429	117	4	,	,	PUNCT
app01-8429	117	5	’	'	PUNCT
app01-8429	117	6	max_bins	max_bin	NOUN
app01-8429	117	7	’	'	PUNCT
app01-8429	117	8	:	:	PUNCT
app01-8429	118	1	60	60	NUM
app01-8429	118	2	,	,	PUNCT
app01-8429	118	3	’	'	PUNCT
app01-8429	118	4	max_leaf_nodes	max_leaf_node	NOUN
app01-8429	118	5	’	'	PUNCT
app01-8429	118	6	:	:	PUNCT
app01-8429	118	7	11	11	NUM
app01-8429	118	8	,	,	PUNCT
app01-8429	118	9	’	'	PUNCT
app01-8429	118	10	min_samples_leaf	min_samples_leaf	ADJ
app01-8429	118	11	’	'	PUNCT
app01-8429	118	12	:	:	PUNCT
app01-8429	118	13	87	87	NUM
app01-8429	118	14	}	}	PUNCT
app01-8429	118	15	best_params_random_forest	best_params_random_for	ADJ
app01-8429	118	16	=	=	PUNCT
app01-8429	118	17	{	{	PUNCT
app01-8429	118	18	’	'	PUNCT
app01-8429	118	19	n_est	n_est	PROPN
app01-8429	118	20	imators	imator	NOUN
app01-8429	118	21	’	'	PUNCT
app01-8429	118	22	:	:	PUNCT
app01-8429	118	23	800	800	NUM
app01-8429	118	24	,	,	PUNCT
app01-8429	118	25	’	'	PUNCT
app01-8429	118	26	min_samples_split	min_samples_split	ADJ
app01-8429	118	27	’	'	PUNCT
app01-8429	118	28	:	:	PUNCT
app01-8429	118	29	5	5	NUM
app01-8429	118	30	,	,	PUNCT
app01-8429	118	31	’	'	PUNCT
app01-8429	118	32	min_samples_leaf	min_samples_leaf	ADJ
app01-8429	118	33	’	'	PUNCT
app01-8429	118	34	:	:	PUNCT
app01-8429	118	35	1	1	NUM
app01-8429	118	36	,	,	PUNCT
app01-8429	118	37	’	'	PUNCT
app01-8429	118	38	max_features	max_feature	NOUN
app01-8429	118	39	’	'	PUNCT
app01-8429	118	40	:	:	PUNCT
app01-8429	118	41	’	'	PUNCT
app01-8429	118	42	s	s	AUX
app01-8429	118	43	q	q	X
app01-8429	118	44	r	r	NOUN
app01-8429	118	45	t	t	NOUN
app01-8429	118	46	’	'	PUNCT
app01-8429	118	47	,	,	PUNCT
app01-8429	118	48	’	'	PUNCT
app01-8429	118	49	max_depth	max_depth	NOUN
app01-8429	118	50	’	'	PUNCT
app01-8429	118	51	:	:	PUNCT
app01-8429	118	52	80	80	NUM
app01-8429	118	53	,	,	PUNCT
app01-8429	118	54	’	'	PUNCT
app01-8429	118	55	boots	boot	NOUN
app01-8429	118	56	t	t	PROPN
app01-8429	118	57	rap	rap	NOUN
app01-8429	118	58	’	'	PUNCT
app01-8429	118	59	:	:	PUNCT
app01-8429	118	60	fa	fa	X
app01-8429	118	61	l	l	AUX
app01-8429	118	62	se	se	X
app01-8429	118	63	}	}	PUNCT
app01-8429	118	64	listing	list	VERB
app01-8429	118	65	1	1	NUM
app01-8429	118	66	.	.	PUNCT
app01-8429	118	67	best	good	ADJ
app01-8429	118	68	parameters	parameter	NOUN
app01-8429	118	69	.	.	PUNCT
app01-8429	119	1	unbalanced	unbalanced	ADJ
app01-8429	119	2	balanced	balanced	ADJ
app01-8429	119	3	ab	ab	PROPN
app01-8429	120	1	0.76	0.76	NUM
app01-8429	120	2	0.82	0.82	NUM
app01-8429	120	3	c	c	NOUN
app01-8429	120	4	0.69	0.69	NUM
app01-8429	120	5	0.62	0.62	NUM
app01-8429	120	6	d	d	NOUN
app01-8429	120	7	0.60	0.60	NUM
app01-8429	120	8	0.54	0.54	NUM
app01-8429	120	9	e	e	NOUN
app01-8429	120	10	0.45	0.45	NUM
app01-8429	120	11	0.44	0.44	NUM
app01-8429	120	12	f	f	NOUN
app01-8429	120	13	0.31	0.31	NUM
app01-8429	120	14	0.47	0.47	NUM
app01-8429	120	15	g	g	PROPN
app01-8429	120	16	0.68	0.68	NUM
app01-8429	120	17	0.67	0.67	NUM
app01-8429	120	18	accuracy	accuracy	NOUN
app01-8429	120	19	0.60	0.60	NUM
app01-8429	120	20	0.59	0.59	NUM
app01-8429	120	21	f1	f1	PROPN
app01-8429	120	22	avg	avg	PROPN
app01-8429	120	23	.	.	PROPN
app01-8429	121	1	0.59	0.59	NUM
app01-8429	121	2	0.59	0.59	NUM
app01-8429	121	3	table	table	NOUN
app01-8429	121	4	5	5	NUM
app01-8429	121	5	.	.	PUNCT
app01-8429	121	6	global	global	ADJ
app01-8429	121	7	building	building	NOUN
app01-8429	121	8	efficiency	efficiency	NOUN
app01-8429	121	9	f1	f1	NOUN
app01-8429	121	10	-	-	PUNCT
app01-8429	121	11	scores	score	NOUN
app01-8429	121	12	.	.	PUNCT
app01-8429	122	1	a	a	DET
app01-8429	122	2	final	final	ADJ
app01-8429	122	3	f1	f1	NOUN
app01-8429	122	4	-	-	PUNCT
app01-8429	122	5	score	score	NOUN
app01-8429	122	6	average	average	NOUN
app01-8429	122	7	across	across	ADP
app01-8429	122	8	classes	class	NOUN
app01-8429	122	9	of	of	ADP
app01-8429	122	10	0.59	0.59	NUM
app01-8429	122	11	makes	make	VERB
app01-8429	122	12	the	the	DET
app01-8429	122	13	catboost	catboost	ADV
app01-8429	122	14	based	base	VERB
app01-8429	122	15	model	model	NOUN
app01-8429	122	16	the	the	DET
app01-8429	122	17	more	more	ADV
app01-8429	122	18	performant	performant	NOUN
app01-8429	122	19	of	of	ADP
app01-8429	122	20	the	the	DET
app01-8429	122	21	selection	selection	NOUN
app01-8429	122	22	.	.	PUNCT
app01-8429	123	1	also	also	ADV
app01-8429	123	2	,	,	PUNCT
app01-8429	123	3	both	both	PRON
app01-8429	123	4	algorithms	algorithm	NOUN
app01-8429	123	5	from	from	ADP
app01-8429	123	6	scikit	scikit	NOUN
app01-8429	123	7	-	-	PUNCT
app01-8429	123	8	learn	learn	NOUN
app01-8429	123	9	library	library	NOUN
app01-8429	123	10	had	have	VERB
app01-8429	123	11	a	a	DET
app01-8429	123	12	notably	notably	ADV
app01-8429	123	13	high	high	ADJ
app01-8429	123	14	performance	performance	NOUN
app01-8429	123	15	gain	gain	NOUN
app01-8429	123	16	,	,	PUNCT
app01-8429	123	17	making	make	VERB
app01-8429	123	18	them	they	PRON
app01-8429	123	19	reach	reach	VERB
app01-8429	123	20	a	a	DET
app01-8429	123	21	scores	score	NOUN
app01-8429	123	22	comparable	comparable	ADJ
app01-8429	123	23	to	to	ADP
app01-8429	123	24	catboost	catboost	NOUN
app01-8429	123	25	.	.	PUNCT
app01-8429	124	1	3.3	3.3	NUM
app01-8429	124	2	.	.	PUNCT
app01-8429	125	1	best	good	ADJ
app01-8429	125	2	model	model	NOUN
app01-8429	125	3	performances	performance	VERB
app01-8429	125	4	the	the	DET
app01-8429	125	5	catboost	catboost	PROPN
app01-8429	125	6	model	model	NOUN
app01-8429	125	7	,	,	PUNCT
app01-8429	125	8	using	use	VERB
app01-8429	125	9	gradient	gradient	NOUN
app01-8429	125	10	boosting	boost	VERB
app01-8429	125	11	on	on	ADP
app01-8429	125	12	decision	decision	NOUN
app01-8429	125	13	trees	tree	NOUN
app01-8429	125	14	,	,	PUNCT
app01-8429	125	15	is	be	AUX
app01-8429	125	16	the	the	DET
app01-8429	125	17	final	final	ADJ
app01-8429	125	18	model	model	NOUN
app01-8429	125	19	selected	select	VERB
app01-8429	125	20	.	.	PUNCT
app01-8429	126	1	this	this	DET
app01-8429	126	2	section	section	NOUN
app01-8429	126	3	introduces	introduce	VERB
app01-8429	126	4	it	it	PRON
app01-8429	126	5	in	in	ADP
app01-8429	126	6	three	three	NUM
app01-8429	126	7	phases	phase	NOUN
app01-8429	126	8	.	.	PUNCT
app01-8429	127	1	first	first	ADV
app01-8429	127	2	,	,	PUNCT
app01-8429	127	3	with	with	ADP
app01-8429	127	4	explaining	explain	VERB
app01-8429	127	5	an	an	DET
app01-8429	127	6	additional	additional	ADJ
app01-8429	127	7	data	data	NOUN
app01-8429	127	8	processing	processing	NOUN
app01-8429	127	9	task	task	NOUN
app01-8429	127	10	.	.	PUNCT
app01-8429	127	11	second	second	ADJ
app01-8429	127	12	,	,	PUNCT
app01-8429	127	13	by	by	ADP
app01-8429	127	14	presenting	present	VERB
app01-8429	127	15	the	the	DET
app01-8429	127	16	model	model	NOUN
app01-8429	127	17	performances	performance	NOUN
app01-8429	127	18	in	in	ADP
app01-8429	127	19	depth	depth	NOUN
app01-8429	127	20	.	.	PUNCT
app01-8429	128	1	finally	finally	ADV
app01-8429	128	2	,	,	PUNCT
app01-8429	128	3	by	by	ADP
app01-8429	128	4	analyzing	analyze	VERB
app01-8429	128	5	the	the	DET
app01-8429	128	6	errors	error	NOUN
app01-8429	128	7	produced	produce	VERB
app01-8429	128	8	by	by	ADP
app01-8429	128	9	the	the	DET
app01-8429	128	10	model	model	NOUN
app01-8429	128	11	.	.	PUNCT
app01-8429	129	1	3.3.1	3.3.1	X
app01-8429	129	2	.	.	PUNCT
app01-8429	129	3	model	model	NOUN
app01-8429	129	4	performance	performance	NOUN
app01-8429	129	5	the	the	DET
app01-8429	129	6	final	final	ADJ
app01-8429	129	7	model	model	NOUN
app01-8429	129	8	performances	performance	NOUN
app01-8429	129	9	are	be	AUX
app01-8429	129	10	summarized	summarize	VERB
app01-8429	129	11	in	in	ADP
app01-8429	129	12	table	table	NOUN
app01-8429	129	13	5	5	NUM
app01-8429	129	14	.	.	PUNCT
app01-8429	130	1	in	in	ADP
app01-8429	130	2	average	average	ADJ
app01-8429	130	3	,	,	PUNCT
app01-8429	130	4	the	the	DET
app01-8429	130	5	model	model	NOUN
app01-8429	130	6	reaches	reach	VERB
app01-8429	130	7	an	an	DET
app01-8429	130	8	accuracy	accuracy	NOUN
app01-8429	130	9	of	of	ADP
app01-8429	130	10	∼0.6	∼0.6	PROPN
app01-8429	130	11	.	.	PUNCT
app01-8429	131	1	this	this	PRON
app01-8429	131	2	represents	represent	VERB
app01-8429	131	3	an	an	DET
app01-8429	131	4	improvements	improvement	NOUN
app01-8429	131	5	of	of	ADP
app01-8429	131	6	∼350	∼350	PUNCT
app01-8429	131	7	%	%	NOUN
app01-8429	131	8	compared	compare	VERB
app01-8429	131	9	to	to	ADP
app01-8429	131	10	the	the	DET
app01-8429	131	11	baseline	baseline	NOUN
app01-8429	131	12	of	of	ADP
app01-8429	131	13	0.17	0.17	NUM
app01-8429	131	14	given	give	VERB
app01-8429	131	15	by	by	ADP
app01-8429	131	16	the	the	DET
app01-8429	131	17	dummyclassifier	dummyclassifier	NOUN
app01-8429	131	18	from	from	ADP
app01-8429	131	19	section	section	NOUN
app01-8429	131	20	3	3	NUM
app01-8429	131	21	.	.	PUNCT
app01-8429	131	22	on	on	ADP
app01-8429	131	23	unbalanced	unbalanced	ADJ
app01-8429	131	24	data	datum	NOUN
app01-8429	131	25	,	,	PUNCT
app01-8429	131	26	scores	score	NOUN
app01-8429	131	27	have	have	VERB
app01-8429	131	28	a	a	DET
app01-8429	131	29	great	great	ADJ
app01-8429	131	30	variability	variability	NOUN
app01-8429	131	31	,	,	PUNCT
app01-8429	131	32	which	which	PRON
app01-8429	131	33	makes	make	VERB
app01-8429	131	34	the	the	DET
app01-8429	131	35	model	model	NOUN
app01-8429	131	36	quality	quality	NOUN
app01-8429	131	37	hard	hard	ADV
app01-8429	131	38	to	to	PART
app01-8429	131	39	evaluate	evaluate	VERB
app01-8429	131	40	with	with	ADP
app01-8429	131	41	confidence	confidence	NOUN
app01-8429	131	42	.	.	PUNCT
app01-8429	132	1	since	since	SCONJ
app01-8429	132	2	unbalanced	unbalanced	ADJ
app01-8429	132	3	data	datum	NOUN
app01-8429	132	4	has	have	VERB
app01-8429	132	5	generally	generally	ADV
app01-8429	132	6	more	more	ADJ
app01-8429	132	7	samples	sample	NOUN
app01-8429	132	8	,	,	PUNCT
app01-8429	132	9	the	the	DET
app01-8429	132	10	awaited	await	VERB
app01-8429	132	11	behavior	behavior	NOUN
app01-8429	132	12	is	be	AUX
app01-8429	132	13	a	a	DET
app01-8429	132	14	higher	high	ADJ
app01-8429	132	15	score	score	NOUN
app01-8429	132	16	,	,	PUNCT
app01-8429	132	17	but	but	CCONJ
app01-8429	132	18	this	this	PRON
app01-8429	132	19	is	be	AUX
app01-8429	132	20	n’t	not	PART
app01-8429	132	21	the	the	DET
app01-8429	132	22	case	case	NOUN
app01-8429	132	23	for	for	ADP
app01-8429	132	24	all	all	DET
app01-8429	132	25	classes	class	NOUN
app01-8429	132	26	.	.	PUNCT
app01-8429	133	1	a	a	DET
app01-8429	133	2	possible	possible	ADJ
app01-8429	133	3	explanation	explanation	NOUN
app01-8429	133	4	lies	lie	VERB
app01-8429	133	5	in	in	ADP
app01-8429	133	6	the	the	DET
app01-8429	133	7	selection	selection	NOUN
app01-8429	133	8	of	of	ADP
app01-8429	133	9	more	more	ADJ
app01-8429	133	10	representatives	representative	NOUN
app01-8429	133	11	samples	sample	NOUN
app01-8429	133	12	while	while	SCONJ
app01-8429	133	13	sub	sub	NOUN
app01-8429	133	14	-	-	ADJ
app01-8429	133	15	sampling	sample	VERB
app01-8429	133	16	.	.	PUNCT
app01-8429	134	1	93	93	NUM
app01-8429	134	2	f.	f.	PROPN
app01-8429	134	3	montet	montet	PROPN
app01-8429	134	4	,	,	PUNCT
app01-8429	134	5	a.	a.	PROPN
app01-8429	134	6	pongelli	pongelli	PROPN
app01-8429	134	7	,	,	PUNCT
app01-8429	134	8	j.	j.	PROPN
app01-8429	134	9	rial	rial	PROPN
app01-8429	134	10	et	et	PROPN
app01-8429	134	11	al	al	PROPN
app01-8429	134	12	.	.	PROPN
app01-8429	134	13	acta	acta	PROPN
app01-8429	134	14	polytechnica	polytechnica	PROPN
app01-8429	134	15	ctu	ctu	NOUN
app01-8429	134	16	proceedings	proceeding	NOUN
app01-8429	134	17	(	(	PUNCT
app01-8429	134	18	a	a	X
app01-8429	134	19	)	)	PUNCT
app01-8429	134	20	.	.	PUNCT
app01-8429	135	1	unbalanced	unbalanced	ADJ
app01-8429	135	2	dataset	dataset	NOUN
app01-8429	135	3	.	.	PUNCT
app01-8429	136	1	(	(	PUNCT
app01-8429	136	2	b	b	NOUN
app01-8429	136	3	)	)	PUNCT
app01-8429	136	4	.	.	PUNCT
app01-8429	137	1	balanced	balanced	ADJ
app01-8429	137	2	dataset	dataset	NOUN
app01-8429	137	3	.	.	PUNCT
app01-8429	138	1	figure	figure	NOUN
app01-8429	138	2	3	3	NUM
app01-8429	138	3	.	.	PUNCT
app01-8429	138	4	confusion	confusion	NOUN
app01-8429	138	5	matrices	matrix	NOUN
app01-8429	138	6	for	for	ADP
app01-8429	138	7	global	global	ADJ
app01-8429	138	8	efficiency	efficiency	NOUN
app01-8429	138	9	.	.	PUNCT
app01-8429	139	1	on	on	ADP
app01-8429	139	2	balanced	balanced	ADJ
app01-8429	139	3	data	datum	NOUN
app01-8429	139	4	,	,	PUNCT
app01-8429	139	5	the	the	DET
app01-8429	139	6	comparison	comparison	NOUN
app01-8429	139	7	between	between	ADP
app01-8429	139	8	classes	class	NOUN
app01-8429	139	9	gives	give	VERB
app01-8429	139	10	an	an	DET
app01-8429	139	11	insight	insight	NOUN
app01-8429	139	12	on	on	ADP
app01-8429	139	13	the	the	DET
app01-8429	139	14	difficulty	difficulty	NOUN
app01-8429	139	15	to	to	PART
app01-8429	139	16	evaluate	evaluate	VERB
app01-8429	139	17	each	each	DET
app01-8429	139	18	class	class	NOUN
app01-8429	139	19	.	.	PUNCT
app01-8429	140	1	from	from	ADP
app01-8429	140	2	ab	ab	PROPN
app01-8429	140	3	to	to	ADP
app01-8429	140	4	f	f	PROPN
app01-8429	140	5	,	,	PUNCT
app01-8429	140	6	scores	score	NOUN
app01-8429	140	7	are	be	AUX
app01-8429	140	8	decreasing	decrease	VERB
app01-8429	140	9	from	from	ADP
app01-8429	140	10	0.82	0.82	NUM
app01-8429	140	11	to	to	ADP
app01-8429	140	12	0.47	0.47	NUM
app01-8429	140	13	.	.	PUNCT
app01-8429	141	1	this	this	PRON
app01-8429	141	2	shows	show	VERB
app01-8429	141	3	that	that	SCONJ
app01-8429	141	4	the	the	PRON
app01-8429	141	5	lower	low	ADJ
app01-8429	141	6	the	the	DET
app01-8429	141	7	efficiency	efficiency	NOUN
app01-8429	141	8	of	of	ADP
app01-8429	141	9	a	a	DET
app01-8429	141	10	building	building	NOUN
app01-8429	141	11	is	be	AUX
app01-8429	141	12	,	,	PUNCT
app01-8429	141	13	the	the	PRON
app01-8429	141	14	harder	hard	ADJ
app01-8429	141	15	it	it	PRON
app01-8429	141	16	becomes	become	VERB
app01-8429	141	17	to	to	PART
app01-8429	141	18	predict	predict	VERB
app01-8429	141	19	its	its	PRON
app01-8429	141	20	class	class	NOUN
app01-8429	141	21	.	.	PUNCT
app01-8429	142	1	both	both	DET
app01-8429	142	2	end	end	NOUN
app01-8429	142	3	of	of	ADP
app01-8429	142	4	the	the	DET
app01-8429	142	5	class	class	NOUN
app01-8429	142	6	spectrum	spectrum	NOUN
app01-8429	142	7	–	–	PUNCT
app01-8429	142	8	ab	ab	PROPN
app01-8429	142	9	and	and	CCONJ
app01-8429	142	10	g	g	PROPN
app01-8429	142	11	–	–	PUNCT
app01-8429	142	12	have	have	VERB
app01-8429	142	13	higher	high	ADJ
app01-8429	142	14	scores	score	NOUN
app01-8429	142	15	.	.	PUNCT
app01-8429	143	1	this	this	DET
app01-8429	143	2	behavior	behavior	NOUN
app01-8429	143	3	is	be	AUX
app01-8429	143	4	probably	probably	ADV
app01-8429	143	5	due	due	ADJ
app01-8429	143	6	to	to	ADP
app01-8429	143	7	the	the	DET
app01-8429	143	8	absence	absence	NOUN
app01-8429	143	9	of	of	ADP
app01-8429	143	10	strict	strict	ADJ
app01-8429	143	11	intervals	interval	NOUN
app01-8429	143	12	i.e.	i.e.	X
app01-8429	143	13	a	a	DET
app01-8429	143	14	certificate	certificate	NOUN
app01-8429	143	15	made	make	VERB
app01-8429	143	16	on	on	ADP
app01-8429	143	17	a	a	DET
app01-8429	143	18	highly	highly	ADV
app01-8429	143	19	inefficient	inefficient	ADJ
app01-8429	143	20	building	building	NOUN
app01-8429	143	21	would	would	AUX
app01-8429	143	22	have	have	VERB
app01-8429	143	23	a	a	DET
app01-8429	143	24	class	class	NOUN
app01-8429	143	25	higher	high	ADJ
app01-8429	143	26	than	than	ADP
app01-8429	143	27	g	g	PROPN
app01-8429	143	28	,	,	PUNCT
app01-8429	143	29	but	but	CCONJ
app01-8429	143	30	since	since	SCONJ
app01-8429	143	31	it	it	PRON
app01-8429	143	32	does	do	AUX
app01-8429	143	33	n’t	not	PART
app01-8429	143	34	exist	exist	VERB
app01-8429	143	35	,	,	PUNCT
app01-8429	143	36	it	it	PRON
app01-8429	143	37	is	be	AUX
app01-8429	143	38	classed	class	VERB
app01-8429	143	39	as	as	ADP
app01-8429	143	40	g.	g.	NOUN
app01-8429	143	41	more	more	ADJ
app01-8429	143	42	details	detail	NOUN
app01-8429	143	43	about	about	ADP
app01-8429	143	44	the	the	DET
app01-8429	143	45	predictions	prediction	NOUN
app01-8429	143	46	uncertainty	uncertainty	NOUN
app01-8429	143	47	are	be	AUX
app01-8429	143	48	given	give	VERB
app01-8429	143	49	by	by	ADP
app01-8429	143	50	the	the	DET
app01-8429	143	51	confusion	confusion	NOUN
app01-8429	143	52	matrices	matrix	NOUN
app01-8429	143	53	in	in	ADP
app01-8429	143	54	figure	figure	NOUN
app01-8429	143	55	3	3	NUM
app01-8429	143	56	where	where	SCONJ
app01-8429	143	57	the	the	DET
app01-8429	143	58	precision	precision	NOUN
app01-8429	143	59	of	of	ADP
app01-8429	143	60	the	the	DET
app01-8429	143	61	models	model	NOUN
app01-8429	143	62	are	be	AUX
app01-8429	143	63	presented	present	VERB
app01-8429	143	64	visually	visually	ADV
app01-8429	143	65	.	.	PUNCT
app01-8429	144	1	a	a	DET
app01-8429	144	2	highlighted	highlight	VERB
app01-8429	144	3	diagonal	diagonal	NOUN
app01-8429	144	4	is	be	AUX
app01-8429	144	5	predominant	predominant	ADJ
app01-8429	144	6	in	in	ADP
app01-8429	144	7	both	both	CCONJ
app01-8429	144	8	the	the	DET
app01-8429	144	9	unbalanced	unbalanced	ADJ
app01-8429	144	10	and	and	CCONJ
app01-8429	144	11	balanced	balanced	ADJ
app01-8429	144	12	plots	plot	NOUN
app01-8429	144	13	;	;	PUNCT
app01-8429	144	14	showing	show	VERB
app01-8429	144	15	the	the	DET
app01-8429	144	16	correct	correct	ADJ
app01-8429	144	17	predictions	prediction	NOUN
app01-8429	144	18	.	.	PUNCT
app01-8429	145	1	on	on	ADP
app01-8429	145	2	each	each	DET
app01-8429	145	3	side	side	NOUN
app01-8429	145	4	of	of	ADP
app01-8429	145	5	the	the	DET
app01-8429	145	6	diagonal	diagonal	ADJ
app01-8429	145	7	,	,	PUNCT
app01-8429	145	8	the	the	DET
app01-8429	145	9	predictions	prediction	NOUN
app01-8429	145	10	made	make	VERB
app01-8429	145	11	with	with	ADP
app01-8429	145	12	an	an	DET
app01-8429	145	13	error	error	NOUN
app01-8429	145	14	of	of	ADP
app01-8429	145	15	one	one	NUM
app01-8429	145	16	class	class	NOUN
app01-8429	145	17	above	above	ADP
app01-8429	145	18	or	or	CCONJ
app01-8429	145	19	below	below	ADP
app01-8429	145	20	the	the	DET
app01-8429	145	21	true	true	ADJ
app01-8429	145	22	label	label	NOUN
app01-8429	145	23	are	be	AUX
app01-8429	145	24	represented	represent	VERB
app01-8429	145	25	.	.	PUNCT
app01-8429	146	1	3.3.2	3.3.2	X
app01-8429	146	2	.	.	PUNCT
app01-8429	146	3	prediction	prediction	NOUN
app01-8429	146	4	reliability	reliability	NOUN
app01-8429	146	5	to	to	PART
app01-8429	146	6	evaluate	evaluate	VERB
app01-8429	146	7	how	how	SCONJ
app01-8429	146	8	the	the	DET
app01-8429	146	9	false	false	ADJ
app01-8429	146	10	predictions	prediction	NOUN
app01-8429	146	11	are	be	AUX
app01-8429	146	12	spread	spread	VERB
app01-8429	146	13	around	around	ADP
app01-8429	146	14	the	the	DET
app01-8429	146	15	diagonal	diagonal	NOUN
app01-8429	146	16	,	,	PUNCT
app01-8429	146	17	the	the	DET
app01-8429	146	18	plot	plot	NOUN
app01-8429	146	19	on	on	ADP
app01-8429	146	20	figure	figure	NOUN
app01-8429	146	21	4	4	NUM
app01-8429	146	22	shows	show	VERB
app01-8429	146	23	the	the	DET
app01-8429	146	24	cumulative	cumulative	ADJ
app01-8429	146	25	density	density	NOUN
app01-8429	146	26	of	of	ADP
app01-8429	146	27	the	the	DET
app01-8429	146	28	distances	distance	NOUN
app01-8429	146	29	between	between	ADP
app01-8429	146	30	predicted	predict	VERB
app01-8429	146	31	and	and	CCONJ
app01-8429	146	32	true	true	ADJ
app01-8429	146	33	value	value	NOUN
app01-8429	146	34	.	.	PUNCT
app01-8429	147	1	the	the	DET
app01-8429	147	2	accuracy	accuracy	NOUN
app01-8429	147	3	of	of	ADP
app01-8429	147	4	∼60	∼60	NOUN
app01-8429	147	5	%	%	NOUN
app01-8429	147	6	is	be	AUX
app01-8429	147	7	visible	visible	ADJ
app01-8429	147	8	where	where	SCONJ
app01-8429	147	9	the	the	DET
app01-8429	147	10	distance	distance	NOUN
app01-8429	147	11	is	be	AUX
app01-8429	147	12	0	0	NUM
app01-8429	147	13	.	.	PUNCT
app01-8429	148	1	then	then	ADV
app01-8429	148	2	,	,	PUNCT
app01-8429	148	3	in	in	ADP
app01-8429	148	4	case	case	NOUN
app01-8429	148	5	of	of	ADP
app01-8429	148	6	a	a	DET
app01-8429	148	7	wrong	wrong	ADJ
app01-8429	148	8	prediction	prediction	NOUN
app01-8429	148	9	,	,	PUNCT
app01-8429	148	10	there	there	PRON
app01-8429	148	11	is	be	VERB
app01-8429	148	12	a	a	DET
app01-8429	148	13	∼90	∼90	NOUN
app01-8429	148	14	%	%	NOUN
app01-8429	148	15	probability	probability	NOUN
app01-8429	148	16	that	that	SCONJ
app01-8429	148	17	the	the	DET
app01-8429	148	18	true	true	ADJ
app01-8429	148	19	class	class	NOUN
app01-8429	148	20	is	be	AUX
app01-8429	148	21	only	only	ADV
app01-8429	148	22	a	a	DET
app01-8429	148	23	letter	letter	NOUN
app01-8429	148	24	away	away	ADV
app01-8429	148	25	;	;	PUNCT
app01-8429	148	26	∼100	∼100	NUM
app01-8429	148	27	%	%	NOUN
app01-8429	148	28	for	for	ADP
app01-8429	148	29	two	two	NUM
app01-8429	148	30	letters	letter	NOUN
app01-8429	148	31	,	,	PUNCT
app01-8429	148	32	and	and	CCONJ
app01-8429	148	33	so	so	ADV
app01-8429	148	34	on	on	ADV
app01-8429	148	35	.	.	PUNCT
app01-8429	149	1	this	this	DET
app01-8429	149	2	highlights	highlight	NOUN
app01-8429	149	3	that	that	SCONJ
app01-8429	149	4	wrong	wrong	ADJ
app01-8429	149	5	predictions	prediction	NOUN
app01-8429	149	6	are	be	AUX
app01-8429	149	7	generally	generally	ADV
app01-8429	149	8	not	not	PART
app01-8429	149	9	far	far	ADV
app01-8429	149	10	away	away	ADV
app01-8429	149	11	from	from	ADP
app01-8429	149	12	their	their	PRON
app01-8429	149	13	target	target	NOUN
app01-8429	149	14	.	.	PUNCT
app01-8429	150	1	3.4	3.4	NUM
app01-8429	150	2	.	.	PUNCT
app01-8429	151	1	online	online	ADJ
app01-8429	151	2	variables	variable	NOUN
app01-8429	151	3	to	to	PART
app01-8429	151	4	assess	assess	VERB
app01-8429	151	5	whether	whether	SCONJ
app01-8429	151	6	the	the	DET
app01-8429	151	7	necessary	necessary	ADJ
app01-8429	151	8	input	input	NOUN
app01-8429	151	9	variables	variable	NOUN
app01-8429	151	10	are	be	AUX
app01-8429	151	11	available	available	ADJ
app01-8429	151	12	online	online	ADV
app01-8429	151	13	to	to	PART
app01-8429	151	14	speed	speed	VERB
app01-8429	151	15	up	up	ADP
app01-8429	151	16	the	the	DET
app01-8429	151	17	classification	classification	NOUN
app01-8429	151	18	process	process	NOUN
app01-8429	151	19	with	with	ADP
app01-8429	151	20	ml	ml	NOUN
app01-8429	151	21	-	-	PUNCT
app01-8429	151	22	based	base	VERB
app01-8429	151	23	techniques	technique	NOUN
app01-8429	151	24	,	,	PUNCT
app01-8429	151	25	a	a	DET
app01-8429	151	26	wide	wide	ADJ
app01-8429	151	27	search	search	NOUN
app01-8429	151	28	was	be	AUX
app01-8429	151	29	carried	carry	VERB
app01-8429	151	30	out	out	ADP
app01-8429	151	31	on	on	ADP
app01-8429	151	32	the	the	DET
app01-8429	151	33	various	various	ADJ
app01-8429	151	34	portals	portal	NOUN
app01-8429	151	35	listed	list	VERB
app01-8429	151	36	in	in	ADP
app01-8429	151	37	the	the	DET
app01-8429	151	38	section	section	NOUN
app01-8429	151	39	1	1	NUM
app01-8429	151	40	.	.	PUNCT
app01-8429	152	1	the	the	DET
app01-8429	152	2	figure	figure	NOUN
app01-8429	152	3	5	5	NUM
app01-8429	152	4	presents	present	VERB
app01-8429	152	5	the	the	DET
app01-8429	152	6	most	most	ADV
app01-8429	152	7	discriminant	discriminant	ADJ
app01-8429	152	8	variables	variable	NOUN
app01-8429	152	9	in	in	ADP
app01-8429	152	10	the	the	DET
app01-8429	152	11	catboost	catboost	ADJ
app01-8429	152	12	algorithm	algorithm	NOUN
app01-8429	152	13	.	.	PUNCT
app01-8429	153	1	for	for	ADP
app01-8429	153	2	brevity	brevity	NOUN
app01-8429	153	3	,	,	PUNCT
app01-8429	153	4	only	only	ADV
app01-8429	153	5	the	the	DET
app01-8429	153	6	ten	ten	NUM
app01-8429	153	7	firsts	first	NOUN
app01-8429	153	8	are	be	AUX
app01-8429	153	9	presented	present	VERB
app01-8429	153	10	.	.	PUNCT
app01-8429	154	1	of	of	ADP
app01-8429	154	2	the	the	DET
app01-8429	154	3	most	most	ADV
app01-8429	154	4	important	important	ADJ
app01-8429	154	5	variables	variable	NOUN
app01-8429	154	6	for	for	ADP
app01-8429	154	7	the	the	DET
app01-8429	154	8	operation	operation	NOUN
app01-8429	154	9	of	of	ADP
app01-8429	154	10	the	the	DET
app01-8429	154	11	algorithm	algorithm	NOUN
app01-8429	154	12	,	,	PUNCT
app01-8429	154	13	we	we	PRON
app01-8429	154	14	can	can	AUX
app01-8429	154	15	easily	easily	ADV
app01-8429	154	16	find	find	VERB
app01-8429	154	17	the	the	DET
app01-8429	154	18	year	year	NOUN
app01-8429	154	19	or	or	CCONJ
app01-8429	154	20	era	era	NOUN
app01-8429	154	21	of	of	ADP
app01-8429	154	22	construction	construction	NOUN
app01-8429	154	23	of	of	ADP
app01-8429	154	24	the	the	DET
app01-8429	154	25	building	building	NOUN
app01-8429	154	26	on	on	ADP
app01-8429	154	27	the	the	DET
app01-8429	154	28	regbl	regbl	NOUN
app01-8429	154	29	site	site	NOUN
app01-8429	154	30	through	through	ADP
app01-8429	154	31	figure	figure	NOUN
app01-8429	154	32	4	4	NUM
app01-8429	154	33	.	.	PUNCT
app01-8429	154	34	cumulative	cumulative	ADJ
app01-8429	154	35	distribution	distribution	NOUN
app01-8429	154	36	of	of	ADP
app01-8429	154	37	the	the	DET
app01-8429	154	38	distances	distance	NOUN
app01-8429	154	39	between	between	ADP
app01-8429	154	40	true	true	ADJ
app01-8429	154	41	and	and	CCONJ
app01-8429	154	42	predicted	predict	VERB
app01-8429	154	43	global	global	ADJ
app01-8429	154	44	efficiency	efficiency	NOUN
app01-8429	154	45	given	give	VERB
app01-8429	154	46	two	two	NUM
app01-8429	154	47	two	two	NUM
app01-8429	154	48	different	different	ADJ
app01-8429	154	49	metrics	metric	NOUN
app01-8429	154	50	.	.	PUNCT
app01-8429	155	1	the	the	DET
app01-8429	155	2	interactive	interactive	ADJ
app01-8429	155	3	building	building	NOUN
app01-8429	155	4	map	map	NOUN
app01-8429	155	5	.	.	PUNCT
app01-8429	156	1	a	a	DET
app01-8429	156	2	second	second	ADJ
app01-8429	156	3	variable	variable	NOUN
app01-8429	156	4	that	that	PRON
app01-8429	156	5	can	can	AUX
app01-8429	156	6	easily	easily	ADV
app01-8429	156	7	be	be	AUX
app01-8429	156	8	found	find	VERB
app01-8429	156	9	is	be	AUX
app01-8429	156	10	the	the	DET
app01-8429	156	11	building	building	NOUN
app01-8429	156	12	width	width	NOUN
app01-8429	156	13	through	through	ADP
app01-8429	156	14	google	google	PROPN
app01-8429	156	15	maps	map	NOUN
app01-8429	156	16	for	for	ADP
app01-8429	156	17	example	example	NOUN
app01-8429	156	18	as	as	SCONJ
app01-8429	156	19	the	the	DET
app01-8429	156	20	measurement	measurement	NOUN
app01-8429	156	21	tool	tool	NOUN
app01-8429	156	22	can	can	AUX
app01-8429	156	23	be	be	AUX
app01-8429	156	24	used	use	VERB
app01-8429	156	25	to	to	PART
app01-8429	156	26	obtain	obtain	VERB
app01-8429	156	27	a	a	DET
app01-8429	156	28	value	value	NOUN
app01-8429	156	29	of	of	ADP
app01-8429	156	30	the	the	DET
app01-8429	156	31	desired	desire	VERB
app01-8429	156	32	building	building	NOUN
app01-8429	156	33	.	.	PUNCT
app01-8429	157	1	a	a	DET
app01-8429	157	2	third	third	ADJ
app01-8429	157	3	and	and	CCONJ
app01-8429	157	4	a	a	DET
app01-8429	157	5	fourth	fourth	ADJ
app01-8429	157	6	that	that	PRON
app01-8429	157	7	can	can	AUX
app01-8429	157	8	be	be	AUX
app01-8429	157	9	found	find	VERB
app01-8429	157	10	on	on	ADP
app01-8429	157	11	the	the	DET
app01-8429	157	12	internet	internet	NOUN
app01-8429	157	13	,	,	PUNCT
app01-8429	157	14	but	but	CCONJ
app01-8429	157	15	is	be	AUX
app01-8429	157	16	subject	subject	ADJ
app01-8429	157	17	to	to	ADP
app01-8429	157	18	restrictions	restriction	NOUN
app01-8429	157	19	,	,	PUNCT
app01-8429	157	20	are	be	AUX
app01-8429	157	21	the	the	DET
app01-8429	157	22	year	year	NOUN
app01-8429	157	23	of	of	ADP
app01-8429	157	24	construction	construction	NOUN
app01-8429	157	25	of	of	ADP
app01-8429	157	26	the	the	DET
app01-8429	157	27	energy	energy	NOUN
app01-8429	157	28	agent	agent	NOUN
app01-8429	157	29	and	and	CCONJ
app01-8429	157	30	the	the	DET
app01-8429	157	31	energy	energy	NOUN
app01-8429	157	32	source	source	NOUN
app01-8429	157	33	.	.	PUNCT
app01-8429	158	1	they	they	PRON
app01-8429	158	2	are	be	AUX
app01-8429	158	3	available	available	ADJ
app01-8429	158	4	in	in	ADP
app01-8429	158	5	the	the	DET
app01-8429	158	6	regbl	regbl	NOUN
app01-8429	158	7	database	database	NOUN
app01-8429	158	8	,	,	PUNCT
app01-8429	158	9	but	but	CCONJ
app01-8429	158	10	this	this	DET
app01-8429	158	11	type	type	NOUN
app01-8429	158	12	of	of	ADP
app01-8429	158	13	data	datum	NOUN
app01-8429	158	14	is	be	AUX
app01-8429	158	15	only	only	ADV
app01-8429	158	16	granted	grant	VERB
app01-8429	158	17	after	after	ADP
app01-8429	158	18	authorization	authorization	NOUN
app01-8429	158	19	and	and	CCONJ
app01-8429	158	20	verification	verification	NOUN
app01-8429	158	21	of	of	ADP
app01-8429	158	22	credentials	credential	NOUN
app01-8429	158	23	.	.	PUNCT
app01-8429	159	1	all	all	DET
app01-8429	159	2	other	other	ADJ
app01-8429	159	3	variables	variable	NOUN
app01-8429	159	4	are	be	AUX
app01-8429	159	5	not	not	PART
app01-8429	159	6	accessible	accessible	ADJ
app01-8429	159	7	as	as	SCONJ
app01-8429	159	8	they	they	PRON
app01-8429	159	9	are	be	AUX
app01-8429	159	10	not	not	PART
app01-8429	159	11	present	present	ADJ
app01-8429	159	12	on	on	ADP
app01-8429	159	13	any	any	DET
app01-8429	159	14	platform	platform	NOUN
app01-8429	159	15	at	at	ADP
app01-8429	159	16	the	the	DET
app01-8429	159	17	moment	moment	NOUN
app01-8429	159	18	.	.	PUNCT
app01-8429	160	1	4	4	X
app01-8429	160	2	.	.	X
app01-8429	160	3	discussion	discussion	VERB
app01-8429	160	4	the	the	DET
app01-8429	160	5	applicability	applicability	NOUN
app01-8429	160	6	of	of	ADP
app01-8429	160	7	the	the	DET
app01-8429	160	8	methods	method	NOUN
app01-8429	160	9	depends	depend	VERB
app01-8429	160	10	on	on	ADP
app01-8429	160	11	(	(	PUNCT
app01-8429	160	12	1	1	NUM
app01-8429	160	13	.	.	PUNCT
app01-8429	160	14	)	)	PUNCT
app01-8429	161	1	the	the	DET
app01-8429	161	2	accuracy	accuracy	NOUN
app01-8429	161	3	of	of	ADP
app01-8429	161	4	the	the	DET
app01-8429	161	5	model	model	NOUN
app01-8429	161	6	that	that	PRON
app01-8429	161	7	is	be	AUX
app01-8429	161	8	used	use	VERB
app01-8429	161	9	to	to	PART
app01-8429	161	10	predict	predict	VERB
app01-8429	161	11	performance	performance	NOUN
app01-8429	161	12	classes	class	NOUN
app01-8429	161	13	,	,	PUNCT
app01-8429	161	14	and	and	CCONJ
app01-8429	161	15	(	(	PUNCT
app01-8429	161	16	2	2	NUM
app01-8429	161	17	.	.	PUNCT
app01-8429	161	18	)	)	PUNCT
app01-8429	162	1	the	the	DET
app01-8429	162	2	easy	easy	ADJ
app01-8429	162	3	online	online	ADJ
app01-8429	162	4	access	access	NOUN
app01-8429	162	5	of	of	ADP
app01-8429	162	6	inputs	input	NOUN
app01-8429	162	7	of	of	ADP
app01-8429	162	8	the	the	DET
app01-8429	162	9	predicting	predict	VERB
app01-8429	162	10	model	model	NOUN
app01-8429	162	11	describing	describe	VERB
app01-8429	162	12	the	the	DET
app01-8429	162	13	physical	physical	ADJ
app01-8429	162	14	properties	property	NOUN
app01-8429	162	15	of	of	ADP
app01-8429	162	16	buildings	building	NOUN
app01-8429	162	17	to	to	PART
app01-8429	162	18	be	be	AUX
app01-8429	162	19	classified	classify	VERB
app01-8429	162	20	.	.	PUNCT
app01-8429	163	1	94	94	NUM
app01-8429	163	2	vol	vol	NOUN
app01-8429	163	3	.	.	PUNCT
app01-8429	164	1	38/2022	38/2022	NOUN
app01-8429	164	2	energy	energy	NOUN
app01-8429	164	3	performance	performance	NOUN
app01-8429	164	4	estimation	estimation	NOUN
app01-8429	164	5	for	for	ADP
app01-8429	164	6	large	large	ADJ
app01-8429	164	7	building	building	NOUN
app01-8429	164	8	portfolios	portfolio	NOUN
app01-8429	164	9	.	.	PUNCT
app01-8429	164	10	.	.	PUNCT
app01-8429	164	11	.	.	PUNCT
app01-8429	165	1	figure	figure	VERB
app01-8429	165	2	5	5	NUM
app01-8429	165	3	.	.	PUNCT
app01-8429	166	1	feature	feature	NOUN
app01-8429	166	2	importance	importance	NOUN
app01-8429	166	3	of	of	ADP
app01-8429	166	4	the	the	DET
app01-8429	166	5	first	first	ADJ
app01-8429	166	6	ten	ten	NUM
app01-8429	166	7	variables	variable	NOUN
app01-8429	166	8	used	use	VERB
app01-8429	166	9	by	by	ADP
app01-8429	166	10	catboost	catboost	NOUN
app01-8429	166	11	.	.	PUNCT
app01-8429	167	1	regarding	regard	VERB
app01-8429	167	2	(	(	PUNCT
app01-8429	167	3	1	1	NUM
app01-8429	167	4	.	.	NUM
app01-8429	167	5	)	)	PUNCT
app01-8429	167	6	,	,	PUNCT
app01-8429	167	7	the	the	DET
app01-8429	167	8	catboost	catboost	ADJ
app01-8429	167	9	model	model	NOUN
app01-8429	167	10	is	be	AUX
app01-8429	167	11	promising	promise	VERB
app01-8429	167	12	as	as	SCONJ
app01-8429	167	13	it	it	PRON
app01-8429	167	14	has	have	VERB
app01-8429	167	15	close	close	ADJ
app01-8429	167	16	to	to	PART
app01-8429	167	17	60	60	NUM
app01-8429	167	18	%	%	NOUN
app01-8429	167	19	accuracy	accuracy	NOUN
app01-8429	167	20	.	.	PUNCT
app01-8429	168	1	moreover	moreover	ADV
app01-8429	168	2	,	,	PUNCT
app01-8429	168	3	the	the	DET
app01-8429	168	4	prediction	prediction	NOUN
app01-8429	168	5	is	be	AUX
app01-8429	168	6	only	only	ADV
app01-8429	168	7	1	1	NUM
app01-8429	168	8	class	class	NOUN
app01-8429	168	9	away	away	ADV
app01-8429	168	10	in	in	ADP
app01-8429	168	11	90	90	NUM
app01-8429	168	12	%	%	NOUN
app01-8429	168	13	of	of	ADP
app01-8429	168	14	the	the	DET
app01-8429	168	15	buildings	building	NOUN
app01-8429	168	16	.	.	PUNCT
app01-8429	169	1	this	this	PRON
app01-8429	169	2	seems	seem	VERB
app01-8429	169	3	to	to	PART
app01-8429	169	4	be	be	AUX
app01-8429	169	5	highly	highly	ADV
app01-8429	169	6	acceptable	acceptable	ADJ
app01-8429	169	7	if	if	SCONJ
app01-8429	169	8	the	the	DET
app01-8429	169	9	method	method	NOUN
app01-8429	169	10	decreases	decrease	VERB
app01-8429	169	11	dramatically	dramatically	ADV
app01-8429	169	12	the	the	DET
app01-8429	169	13	time	time	NOUN
app01-8429	169	14	spent	spend	VERB
app01-8429	169	15	to	to	PART
app01-8429	169	16	assess	assess	VERB
app01-8429	169	17	the	the	DET
app01-8429	169	18	building	building	NOUN
app01-8429	169	19	performance	performance	NOUN
app01-8429	169	20	.	.	PUNCT
app01-8429	170	1	in	in	ADP
app01-8429	170	2	order	order	NOUN
app01-8429	170	3	to	to	PART
app01-8429	170	4	be	be	AUX
app01-8429	170	5	able	able	ADJ
app01-8429	170	6	to	to	PART
app01-8429	170	7	understand	understand	VERB
app01-8429	170	8	how	how	SCONJ
app01-8429	170	9	to	to	PART
app01-8429	170	10	further	far	ADV
app01-8429	170	11	improve	improve	VERB
app01-8429	170	12	prediction	prediction	NOUN
app01-8429	170	13	,	,	PUNCT
app01-8429	170	14	it	it	PRON
app01-8429	170	15	is	be	AUX
app01-8429	170	16	necessary	necessary	ADJ
app01-8429	170	17	to	to	PART
app01-8429	170	18	start	start	VERB
app01-8429	170	19	by	by	ADP
app01-8429	170	20	analysing	analyse	VERB
app01-8429	170	21	the	the	DET
app01-8429	170	22	process	process	NOUN
app01-8429	170	23	used	use	VERB
app01-8429	170	24	step	step	NOUN
app01-8429	170	25	by	by	ADP
app01-8429	170	26	step	step	NOUN
app01-8429	170	27	,	,	PUNCT
app01-8429	170	28	starting	start	VERB
app01-8429	170	29	with	with	ADP
app01-8429	170	30	the	the	DET
app01-8429	170	31	collection	collection	NOUN
app01-8429	170	32	of	of	ADP
app01-8429	170	33	data	datum	NOUN
app01-8429	170	34	for	for	ADP
app01-8429	170	35	the	the	DET
app01-8429	170	36	generation	generation	NOUN
app01-8429	170	37	of	of	ADP
app01-8429	170	38	the	the	DET
app01-8429	170	39	cecb	cecb	NOUN
app01-8429	170	40	certificate	certificate	NOUN
app01-8429	170	41	.	.	PUNCT
app01-8429	171	1	the	the	DET
app01-8429	171	2	initial	initial	ADJ
app01-8429	171	3	dataset	dataset	NOUN
app01-8429	171	4	is	be	AUX
app01-8429	171	5	the	the	DET
app01-8429	171	6	result	result	NOUN
app01-8429	171	7	of	of	ADP
app01-8429	171	8	certificates	certificate	NOUN
app01-8429	171	9	executed	execute	VERB
app01-8429	171	10	by	by	ADP
app01-8429	171	11	many	many	ADJ
app01-8429	171	12	cecb	cecb	NOUN
app01-8429	171	13	experts	expert	NOUN
app01-8429	171	14	.	.	PUNCT
app01-8429	172	1	several	several	ADJ
app01-8429	172	2	points	point	NOUN
app01-8429	172	3	in	in	ADP
app01-8429	172	4	the	the	DET
app01-8429	172	5	creation	creation	NOUN
app01-8429	172	6	of	of	ADP
app01-8429	172	7	a	a	DET
app01-8429	172	8	cecb	cecb	NOUN
app01-8429	172	9	certificate	certificate	NOUN
app01-8429	172	10	are	be	AUX
app01-8429	172	11	decided	decide	VERB
app01-8429	172	12	through	through	ADP
app01-8429	172	13	visual	visual	ADJ
app01-8429	172	14	inspection	inspection	NOUN
app01-8429	172	15	and	and	CCONJ
app01-8429	172	16	thus	thus	ADV
app01-8429	172	17	based	base	VERB
app01-8429	172	18	on	on	ADP
app01-8429	172	19	the	the	DET
app01-8429	172	20	knowledge	knowledge	NOUN
app01-8429	172	21	of	of	ADP
app01-8429	172	22	the	the	DET
app01-8429	172	23	individual	individual	ADJ
app01-8429	172	24	expert	expert	NOUN
app01-8429	172	25	.	.	PUNCT
app01-8429	173	1	for	for	ADP
app01-8429	173	2	example	example	NOUN
app01-8429	173	3	,	,	PUNCT
app01-8429	173	4	in	in	ADP
app01-8429	173	5	order	order	NOUN
app01-8429	173	6	to	to	PART
app01-8429	173	7	get	get	VERB
app01-8429	173	8	a	a	DET
app01-8429	173	9	u	u	NOUN
app01-8429	173	10	-	-	NOUN
app01-8429	173	11	value	value	NOUN
app01-8429	173	12	for	for	ADP
app01-8429	173	13	walls	wall	NOUN
app01-8429	173	14	,	,	PUNCT
app01-8429	173	15	the	the	DET
app01-8429	173	16	expert	expert	NOUN
app01-8429	173	17	can	can	AUX
app01-8429	173	18	enter	enter	VERB
app01-8429	173	19	a	a	DET
app01-8429	173	20	proposal	proposal	NOUN
app01-8429	173	21	for	for	ADP
app01-8429	173	22	the	the	DET
app01-8429	173	23	composition	composition	NOUN
app01-8429	173	24	of	of	ADP
app01-8429	173	25	the	the	DET
app01-8429	173	26	wall	wall	NOUN
app01-8429	173	27	by	by	ADP
app01-8429	173	28	visual	visual	ADJ
app01-8429	173	29	inspection	inspection	NOUN
app01-8429	173	30	and	and	CCONJ
app01-8429	173	31	the	the	DET
app01-8429	173	32	program	program	NOUN
app01-8429	173	33	calculates	calculate	VERB
app01-8429	173	34	a	a	DET
app01-8429	173	35	u	u	NOUN
app01-8429	173	36	-	-	NOUN
app01-8429	173	37	value	value	NOUN
app01-8429	173	38	based	base	VERB
app01-8429	173	39	on	on	ADP
app01-8429	173	40	what	what	PRON
app01-8429	173	41	the	the	DET
app01-8429	173	42	expert	expert	NOUN
app01-8429	173	43	insert	insert	VERB
app01-8429	173	44	.	.	PUNCT
app01-8429	174	1	this	this	PRON
app01-8429	174	2	means	mean	VERB
app01-8429	174	3	that	that	SCONJ
app01-8429	174	4	each	each	DET
app01-8429	174	5	expert	expert	NOUN
app01-8429	174	6	,	,	PUNCT
app01-8429	174	7	according	accord	VERB
app01-8429	174	8	to	to	ADP
app01-8429	174	9	his	his	PRON
app01-8429	174	10	knowledge	knowledge	NOUN
app01-8429	174	11	,	,	PUNCT
app01-8429	174	12	can	can	AUX
app01-8429	174	13	enter	enter	VERB
app01-8429	174	14	or	or	CCONJ
app01-8429	174	15	omit	omit	VERB
app01-8429	174	16	data	datum	NOUN
app01-8429	174	17	,	,	PUNCT
app01-8429	174	18	but	but	CCONJ
app01-8429	174	19	in	in	ADP
app01-8429	174	20	the	the	DET
app01-8429	174	21	end	end	NOUN
app01-8429	174	22	the	the	DET
app01-8429	174	23	program	program	NOUN
app01-8429	174	24	still	still	ADV
app01-8429	174	25	manages	manage	VERB
app01-8429	174	26	to	to	PART
app01-8429	174	27	generate	generate	VERB
app01-8429	174	28	a	a	DET
app01-8429	174	29	complete	complete	ADJ
app01-8429	174	30	certificate	certificate	NOUN
app01-8429	174	31	.	.	PUNCT
app01-8429	175	1	this	this	PRON
app01-8429	175	2	,	,	PUNCT
app01-8429	175	3	for	for	ADP
app01-8429	175	4	example	example	NOUN
app01-8429	175	5	,	,	PUNCT
app01-8429	175	6	explains	explain	VERB
app01-8429	175	7	the	the	DET
app01-8429	175	8	missing	miss	VERB
app01-8429	175	9	data	datum	NOUN
app01-8429	175	10	for	for	ADP
app01-8429	175	11	some	some	DET
app01-8429	175	12	certificates	certificate	NOUN
app01-8429	175	13	.	.	PUNCT
app01-8429	176	1	in	in	ADP
app01-8429	176	2	order	order	NOUN
app01-8429	176	3	to	to	PART
app01-8429	176	4	have	have	AUX
app01-8429	176	5	a	a	DET
app01-8429	176	6	more	more	ADV
app01-8429	176	7	complete	complete	ADJ
app01-8429	176	8	dataset	dataset	NOUN
app01-8429	176	9	,	,	PUNCT
app01-8429	176	10	it	it	PRON
app01-8429	176	11	would	would	AUX
app01-8429	176	12	be	be	AUX
app01-8429	176	13	important	important	ADJ
app01-8429	176	14	to	to	PART
app01-8429	176	15	reduce	reduce	VERB
app01-8429	176	16	the	the	DET
app01-8429	176	17	possibility	possibility	NOUN
app01-8429	176	18	of	of	ADP
app01-8429	176	19	omitting	omit	VERB
app01-8429	176	20	data	datum	NOUN
app01-8429	176	21	for	for	ADP
app01-8429	176	22	the	the	DET
app01-8429	176	23	generation	generation	NOUN
app01-8429	176	24	of	of	ADP
app01-8429	176	25	a	a	DET
app01-8429	176	26	certificate	certificate	NOUN
app01-8429	176	27	to	to	ADP
app01-8429	176	28	a	a	DET
app01-8429	176	29	minimum	minimum	NOUN
app01-8429	176	30	.	.	PUNCT
app01-8429	177	1	regarding	regard	VERB
app01-8429	177	2	the	the	DET
app01-8429	177	3	type	type	NOUN
app01-8429	177	4	of	of	ADP
app01-8429	177	5	certificate	certificate	NOUN
app01-8429	177	6	,	,	PUNCT
app01-8429	177	7	before	before	ADP
app01-8429	177	8	2012	2012	NUM
app01-8429	177	9	,	,	PUNCT
app01-8429	177	10	a	a	DET
app01-8429	177	11	simpler	simple	ADJ
app01-8429	177	12	type	type	NOUN
app01-8429	177	13	of	of	ADP
app01-8429	177	14	certificate	certificate	NOUN
app01-8429	177	15	with	with	ADP
app01-8429	177	16	fewer	few	ADJ
app01-8429	177	17	parameters	parameter	NOUN
app01-8429	177	18	was	be	AUX
app01-8429	177	19	in	in	ADP
app01-8429	177	20	place	place	NOUN
app01-8429	177	21	,	,	PUNCT
app01-8429	177	22	then	then	ADV
app01-8429	177	23	a	a	DET
app01-8429	177	24	more	more	ADV
app01-8429	177	25	detailed	detailed	ADJ
app01-8429	177	26	certificate	certificate	NOUN
app01-8429	177	27	was	be	AUX
app01-8429	177	28	adopted	adopt	VERB
app01-8429	177	29	.	.	PUNCT
app01-8429	178	1	this	this	PRON
app01-8429	178	2	certainly	certainly	ADV
app01-8429	178	3	causes	cause	VERB
app01-8429	178	4	a	a	DET
app01-8429	178	5	lack	lack	NOUN
app01-8429	178	6	of	of	ADP
app01-8429	178	7	data	datum	NOUN
app01-8429	178	8	on	on	ADP
app01-8429	178	9	some	some	PRON
app01-8429	178	10	of	of	ADP
app01-8429	178	11	the	the	DET
app01-8429	178	12	certificates	certificate	NOUN
app01-8429	178	13	used	use	VERB
app01-8429	178	14	.	.	PUNCT
app01-8429	179	1	filling	fill	VERB
app01-8429	179	2	the	the	DET
app01-8429	179	3	gaps	gap	NOUN
app01-8429	179	4	and	and	CCONJ
app01-8429	179	5	convert	convert	VERB
app01-8429	179	6	less	less	ADV
app01-8429	179	7	detailed	detailed	ADJ
app01-8429	179	8	certificates	certificate	NOUN
app01-8429	179	9	into	into	ADP
app01-8429	179	10	more	more	ADV
app01-8429	179	11	detailed	detailed	ADJ
app01-8429	179	12	ones	one	NOUN
app01-8429	179	13	by	by	ADP
app01-8429	179	14	entering	enter	VERB
app01-8429	179	15	the	the	DET
app01-8429	179	16	missing	miss	VERB
app01-8429	179	17	data	datum	NOUN
app01-8429	179	18	could	could	AUX
app01-8429	179	19	be	be	AUX
app01-8429	179	20	a	a	DET
app01-8429	179	21	solution	solution	NOUN
app01-8429	179	22	to	to	PART
app01-8429	179	23	improve	improve	VERB
app01-8429	179	24	the	the	DET
app01-8429	179	25	base	base	NOUN
app01-8429	179	26	set	set	NOUN
app01-8429	179	27	.	.	PUNCT
app01-8429	180	1	during	during	ADP
app01-8429	180	2	the	the	DET
app01-8429	180	3	data	datum	NOUN
app01-8429	180	4	cleaning	clean	VERB
app01-8429	180	5	,	,	PUNCT
app01-8429	180	6	arbitrary	arbitrary	ADJ
app01-8429	180	7	choices	choice	NOUN
app01-8429	180	8	were	be	AUX
app01-8429	180	9	made	make	VERB
app01-8429	180	10	to	to	PART
app01-8429	180	11	eliminate	eliminate	VERB
app01-8429	180	12	values	value	NOUN
app01-8429	180	13	with	with	ADP
app01-8429	180	14	the	the	DET
app01-8429	180	15	3	3	NUM
app01-8429	180	16	sigma	sigma	PROPN
app01-8429	180	17	method	method	NOUN
app01-8429	180	18	,	,	PUNCT
app01-8429	180	19	to	to	PART
app01-8429	180	20	eliminate	eliminate	VERB
app01-8429	180	21	columns	column	NOUN
app01-8429	180	22	with	with	ADP
app01-8429	180	23	90	90	NUM
app01-8429	180	24	%	%	NOUN
app01-8429	180	25	of	of	ADP
app01-8429	180	26	the	the	DET
app01-8429	180	27	data	datum	NOUN
app01-8429	180	28	missing	miss	VERB
app01-8429	180	29	as	as	ADV
app01-8429	180	30	well	well	ADV
app01-8429	180	31	as	as	ADP
app01-8429	180	32	certificates	certificate	NOUN
app01-8429	180	33	with	with	ADP
app01-8429	180	34	80	80	NUM
app01-8429	180	35	%	%	NOUN
app01-8429	180	36	of	of	ADP
app01-8429	180	37	the	the	DET
app01-8429	180	38	data	datum	NOUN
app01-8429	180	39	missing	miss	VERB
app01-8429	180	40	.	.	PUNCT
app01-8429	181	1	this	this	DET
app01-8429	181	2	system	system	NOUN
app01-8429	181	3	can	can	AUX
app01-8429	181	4	clearly	clearly	ADV
app01-8429	181	5	decrease	decrease	VERB
app01-8429	181	6	the	the	DET
app01-8429	181	7	accuracy	accuracy	NOUN
app01-8429	181	8	by	by	ADP
app01-8429	181	9	removing	remove	VERB
app01-8429	181	10	variables	variable	NOUN
app01-8429	181	11	and	and	CCONJ
app01-8429	181	12	especially	especially	ADV
app01-8429	181	13	population	population	NOUN
app01-8429	181	14	from	from	ADP
app01-8429	181	15	the	the	DET
app01-8429	181	16	data	datum	NOUN
app01-8429	181	17	set	set	VERB
app01-8429	181	18	.	.	PUNCT
app01-8429	182	1	a	a	DET
app01-8429	182	2	more	more	ADV
app01-8429	182	3	thorough	thorough	ADJ
app01-8429	182	4	analysis	analysis	NOUN
app01-8429	182	5	for	for	ADP
app01-8429	182	6	cleaning	clean	VERB
app01-8429	182	7	the	the	DET
app01-8429	182	8	data	datum	NOUN
app01-8429	182	9	should	should	AUX
app01-8429	182	10	be	be	AUX
app01-8429	182	11	done	do	VERB
app01-8429	182	12	,	,	PUNCT
app01-8429	182	13	so	so	SCONJ
app01-8429	182	14	as	as	SCONJ
app01-8429	182	15	to	to	PART
app01-8429	182	16	be	be	AUX
app01-8429	182	17	sure	sure	ADJ
app01-8429	182	18	that	that	SCONJ
app01-8429	182	19	all	all	DET
app01-8429	182	20	inconsistent	inconsistent	ADJ
app01-8429	182	21	values	value	NOUN
app01-8429	182	22	are	be	AUX
app01-8429	182	23	removed	remove	VERB
app01-8429	182	24	and	and	CCONJ
app01-8429	182	25	that	that	SCONJ
app01-8429	182	26	all	all	DET
app01-8429	182	27	consistent	consistent	ADJ
app01-8429	182	28	values	value	NOUN
app01-8429	182	29	are	be	AUX
app01-8429	182	30	kept	keep	VERB
app01-8429	182	31	.	.	PUNCT
app01-8429	183	1	the	the	DET
app01-8429	183	2	same	same	ADJ
app01-8429	183	3	can	can	AUX
app01-8429	183	4	be	be	AUX
app01-8429	183	5	done	do	VERB
app01-8429	183	6	by	by	ADP
app01-8429	183	7	keeping	keep	VERB
app01-8429	183	8	variables	variable	NOUN
app01-8429	183	9	considered	consider	VERB
app01-8429	183	10	important	important	ADJ
app01-8429	183	11	as	as	ADV
app01-8429	183	12	well	well	ADV
app01-8429	183	13	as	as	ADP
app01-8429	183	14	certificates	certificate	NOUN
app01-8429	183	15	to	to	PART
app01-8429	183	16	increase	increase	VERB
app01-8429	183	17	the	the	DET
app01-8429	183	18	population	population	NOUN
app01-8429	183	19	.	.	PUNCT
app01-8429	184	1	finally	finally	ADV
app01-8429	184	2	,	,	PUNCT
app01-8429	184	3	when	when	SCONJ
app01-8429	184	4	it	it	PRON
app01-8429	184	5	comes	come	VERB
app01-8429	184	6	to	to	ADP
app01-8429	184	7	prediction	prediction	NOUN
app01-8429	184	8	,	,	PUNCT
app01-8429	184	9	changing	change	VERB
app01-8429	184	10	the	the	DET
app01-8429	184	11	settings	setting	NOUN
app01-8429	184	12	of	of	ADP
app01-8429	184	13	the	the	DET
app01-8429	184	14	algorithm	algorithm	NOUN
app01-8429	184	15	could	could	AUX
app01-8429	184	16	lead	lead	VERB
app01-8429	184	17	to	to	ADP
app01-8429	184	18	further	further	ADJ
app01-8429	184	19	improvement	improvement	NOUN
app01-8429	184	20	of	of	ADP
app01-8429	184	21	the	the	DET
app01-8429	184	22	dataset	dataset	NOUN
app01-8429	184	23	.	.	PUNCT
app01-8429	185	1	a	a	DET
app01-8429	185	2	better	well	ADJ
app01-8429	185	3	tuning	tuning	NOUN
app01-8429	185	4	can	can	AUX
app01-8429	185	5	lead	lead	VERB
app01-8429	185	6	to	to	ADP
app01-8429	185	7	a	a	DET
app01-8429	185	8	more	more	ADV
app01-8429	185	9	precise	precise	ADJ
app01-8429	185	10	prediction	prediction	NOUN
app01-8429	185	11	.	.	PUNCT
app01-8429	186	1	moving	move	VERB
app01-8429	186	2	on	on	ADP
app01-8429	186	3	to	to	ADP
app01-8429	186	4	the	the	DET
app01-8429	186	5	second	second	ADJ
app01-8429	186	6	point	point	NOUN
app01-8429	186	7	(	(	PUNCT
app01-8429	186	8	2	2	NUM
app01-8429	186	9	.	.	NUM
app01-8429	186	10	)	)	PUNCT
app01-8429	186	11	,	,	PUNCT
app01-8429	186	12	it	it	PRON
app01-8429	186	13	was	be	AUX
app01-8429	186	14	identified	identify	VERB
app01-8429	186	15	in	in	ADP
app01-8429	186	16	section	section	NOUN
app01-8429	186	17	3.4	3.4	NUM
app01-8429	186	18	that	that	PRON
app01-8429	186	19	only	only	ADV
app01-8429	186	20	two	two	NUM
app01-8429	186	21	variables	variable	NOUN
app01-8429	186	22	are	be	AUX
app01-8429	186	23	easily	easily	ADV
app01-8429	186	24	accessible	accessible	ADJ
app01-8429	186	25	.	.	PUNCT
app01-8429	187	1	in	in	ADP
app01-8429	187	2	the	the	DET
app01-8429	187	3	next	next	ADJ
app01-8429	187	4	part	part	NOUN
app01-8429	187	5	of	of	ADP
app01-8429	187	6	the	the	DET
app01-8429	187	7	article	article	NOUN
app01-8429	187	8	we	we	PRON
app01-8429	187	9	will	will	AUX
app01-8429	187	10	analyse	analyse	VERB
app01-8429	187	11	each	each	DET
app01-8429	187	12	variable	variable	NOUN
app01-8429	187	13	in	in	ADP
app01-8429	187	14	the	the	DET
app01-8429	187	15	figure	figure	NOUN
app01-8429	187	16	5	5	NUM
app01-8429	187	17	,	,	PUNCT
app01-8429	187	18	exploring	explore	VERB
app01-8429	187	19	possible	possible	ADJ
app01-8429	187	20	methods	method	NOUN
app01-8429	187	21	of	of	ADP
app01-8429	187	22	providing	provide	VERB
app01-8429	187	23	representative	representative	ADJ
app01-8429	187	24	values	value	NOUN
app01-8429	187	25	of	of	ADP
app01-8429	187	26	the	the	DET
app01-8429	187	27	analysed	analyse	VERB
app01-8429	187	28	building	building	NOUN
app01-8429	187	29	for	for	ADP
app01-8429	187	30	the	the	DET
app01-8429	187	31	data	datum	NOUN
app01-8429	187	32	required	require	VERB
app01-8429	187	33	.	.	PUNCT
app01-8429	188	1	in	in	ADP
app01-8429	188	2	order	order	NOUN
app01-8429	188	3	,	,	PUNCT
app01-8429	188	4	the	the	DET
app01-8429	188	5	most	most	ADV
app01-8429	188	6	important	important	ADJ
app01-8429	188	7	variable	variable	NOUN
app01-8429	188	8	is	be	AUX
app01-8429	188	9	the	the	DET
app01-8429	188	10	heat	heat	NOUN
app01-8429	188	11	transfer	transfer	NOUN
app01-8429	188	12	coefficient	coefficient	NOUN
app01-8429	188	13	of	of	ADP
app01-8429	188	14	walls	wall	NOUN
app01-8429	188	15	,	,	PUNCT
app01-8429	188	16	which	which	PRON
app01-8429	188	17	can	can	AUX
app01-8429	188	18	not	not	PART
app01-8429	188	19	be	be	AUX
app01-8429	188	20	found	find	VERB
app01-8429	188	21	online	online	ADJ
app01-8429	188	22	.	.	PUNCT
app01-8429	189	1	one	one	NUM
app01-8429	189	2	solution	solution	NOUN
app01-8429	189	3	would	would	AUX
app01-8429	189	4	be	be	AUX
app01-8429	189	5	to	to	PART
app01-8429	189	6	send	send	VERB
app01-8429	189	7	a	a	DET
app01-8429	189	8	person	person	NOUN
app01-8429	189	9	on	on	ADP
app01-8429	189	10	site	site	NOUN
app01-8429	189	11	to	to	PART
app01-8429	189	12	do	do	VERB
app01-8429	189	13	an	an	DET
app01-8429	189	14	analysis	analysis	NOUN
app01-8429	189	15	in	in	ADP
app01-8429	189	16	order	order	NOUN
app01-8429	189	17	to	to	PART
app01-8429	189	18	give	give	VERB
app01-8429	189	19	a	a	DET
app01-8429	189	20	value	value	NOUN
app01-8429	189	21	to	to	ADP
app01-8429	189	22	this	this	DET
app01-8429	189	23	variable	variable	NOUN
app01-8429	189	24	.	.	PUNCT
app01-8429	190	1	a	a	DET
app01-8429	190	2	second	second	ADJ
app01-8429	190	3	possibility	possibility	NOUN
app01-8429	190	4	that	that	PRON
app01-8429	190	5	should	should	AUX
app01-8429	190	6	be	be	AUX
app01-8429	190	7	explored	explore	VERB
app01-8429	190	8	is	be	AUX
app01-8429	190	9	to	to	PART
app01-8429	190	10	use	use	VERB
app01-8429	190	11	artificial	artificial	ADJ
app01-8429	190	12	intelligence	intelligence	NOUN
app01-8429	190	13	to	to	PART
app01-8429	190	14	reconstruct	reconstruct	VERB
app01-8429	190	15	this	this	DET
app01-8429	190	16	value	value	NOUN
app01-8429	190	17	,	,	PUNCT
app01-8429	190	18	for	for	ADP
app01-8429	190	19	example	example	NOUN
app01-8429	190	20	from	from	ADP
app01-8429	190	21	an	an	DET
app01-8429	190	22	image	image	NOUN
app01-8429	190	23	of	of	ADP
app01-8429	190	24	the	the	DET
app01-8429	190	25	wall	wall	NOUN
app01-8429	190	26	of	of	ADP
app01-8429	190	27	the	the	DET
app01-8429	190	28	building	building	NOUN
app01-8429	190	29	and	and	CCONJ
app01-8429	190	30	the	the	DET
app01-8429	190	31	year	year	NOUN
app01-8429	190	32	of	of	ADP
app01-8429	190	33	construction	construction	NOUN
app01-8429	190	34	,	,	PUNCT
app01-8429	190	35	so	so	SCONJ
app01-8429	190	36	that	that	SCONJ
app01-8429	190	37	it	it	PRON
app01-8429	190	38	can	can	AUX
app01-8429	190	39	recognize	recognize	VERB
app01-8429	190	40	some	some	DET
app01-8429	190	41	key	key	ADJ
app01-8429	190	42	features	feature	NOUN
app01-8429	190	43	and	and	CCONJ
app01-8429	190	44	then	then	ADV
app01-8429	190	45	give	give	VERB
app01-8429	190	46	a	a	DET
app01-8429	190	47	value	value	NOUN
app01-8429	190	48	based	base	VERB
app01-8429	190	49	on	on	ADP
app01-8429	190	50	other	other	ADJ
app01-8429	190	51	similar	similar	ADJ
app01-8429	190	52	buildings	building	NOUN
app01-8429	190	53	.	.	PUNCT
app01-8429	191	1	moving	move	VERB
app01-8429	191	2	on	on	ADP
app01-8429	191	3	to	to	ADP
app01-8429	191	4	the	the	DET
app01-8429	191	5	second	second	ADJ
app01-8429	191	6	variable	variable	NOUN
app01-8429	191	7	in	in	ADP
app01-8429	191	8	the	the	DET
app01-8429	191	9	list	list	NOUN
app01-8429	191	10	is	be	AUX
app01-8429	191	11	the	the	DET
app01-8429	191	12	energy	energy	NOUN
app01-8429	191	13	source	source	NOUN
app01-8429	191	14	.	.	PUNCT
app01-8429	192	1	as	as	SCONJ
app01-8429	192	2	already	already	ADV
app01-8429	192	3	discussed	discuss	VERB
app01-8429	192	4	in	in	ADP
app01-8429	192	5	the	the	DET
app01-8429	192	6	section	section	NOUN
app01-8429	192	7	3.4	3.4	NUM
app01-8429	192	8	,	,	PUNCT
app01-8429	192	9	it	it	PRON
app01-8429	192	10	can	can	AUX
app01-8429	192	11	be	be	AUX
app01-8429	192	12	found	find	VERB
app01-8429	192	13	on	on	ADP
app01-8429	192	14	the	the	DET
app01-8429	192	15	regbl	regbl	NOUN
app01-8429	192	16	website	website	NOUN
app01-8429	192	17	with	with	ADP
app01-8429	192	18	restrictions	restriction	NOUN
app01-8429	192	19	.	.	PUNCT
app01-8429	193	1	however	however	ADV
app01-8429	193	2	,	,	PUNCT
app01-8429	193	3	this	this	DET
app01-8429	193	4	data	datum	NOUN
app01-8429	193	5	may	may	AUX
app01-8429	193	6	be	be	AUX
app01-8429	193	7	in	in	ADP
app01-8429	193	8	the	the	DET
app01-8429	193	9	possession	possession	NOUN
app01-8429	193	10	of	of	ADP
app01-8429	193	11	the	the	DET
app01-8429	193	12	owners	owner	NOUN
app01-8429	193	13	or	or	CCONJ
app01-8429	193	14	managers	manager	NOUN
app01-8429	193	15	of	of	ADP
app01-8429	193	16	the	the	DET
app01-8429	193	17	building	building	NOUN
app01-8429	193	18	and	and	CCONJ
app01-8429	193	19	could	could	AUX
app01-8429	193	20	therefore	therefore	ADV
app01-8429	193	21	be	be	AUX
app01-8429	193	22	entered	enter	VERB
app01-8429	193	23	easily	easily	ADV
app01-8429	193	24	.	.	PUNCT
app01-8429	194	1	the	the	DET
app01-8429	194	2	year	year	NOUN
app01-8429	194	3	of	of	ADP
app01-8429	194	4	construction	construction	NOUN
app01-8429	194	5	of	of	ADP
app01-8429	194	6	the	the	DET
app01-8429	194	7	heating	heating	NOUN
app01-8429	194	8	,	,	PUNCT
app01-8429	194	9	as	as	SCONJ
app01-8429	194	10	mentioned	mention	VERB
app01-8429	194	11	in	in	ADP
app01-8429	194	12	the	the	DET
app01-8429	194	13	section	section	NOUN
app01-8429	194	14	3.4	3.4	NUM
app01-8429	194	15	,	,	PUNCT
app01-8429	194	16	can	can	AUX
app01-8429	194	17	be	be	AUX
app01-8429	194	18	found	find	VERB
app01-8429	194	19	on	on	ADP
app01-8429	194	20	the	the	DET
app01-8429	194	21	regbl	regbl	NOUN
app01-8429	194	22	website	website	NOUN
app01-8429	194	23	with	with	ADP
app01-8429	194	24	restrictions	restriction	NOUN
app01-8429	194	25	.	.	PUNCT
app01-8429	195	1	also	also	ADV
app01-8429	195	2	this	this	DET
app01-8429	195	3	variable	variable	NOUN
app01-8429	195	4	should	should	AUX
app01-8429	195	5	be	be	AUX
app01-8429	195	6	checked	check	VERB
app01-8429	195	7	if	if	SCONJ
app01-8429	195	8	the	the	DET
app01-8429	195	9	owner	owner	NOUN
app01-8429	195	10	or	or	CCONJ
app01-8429	195	11	manager	manager	NOUN
app01-8429	195	12	of	of	ADP
app01-8429	195	13	the	the	DET
app01-8429	195	14	building	building	NOUN
app01-8429	195	15	is	be	AUX
app01-8429	195	16	in	in	ADP
app01-8429	195	17	95	95	NUM
app01-8429	195	18	f.	f.	PROPN
app01-8429	195	19	montet	montet	PROPN
app01-8429	195	20	,	,	PUNCT
app01-8429	195	21	a.	a.	PROPN
app01-8429	195	22	pongelli	pongelli	PROPN
app01-8429	195	23	,	,	PUNCT
app01-8429	195	24	j.	j.	PROPN
app01-8429	195	25	rial	rial	PROPN
app01-8429	195	26	et	et	PROPN
app01-8429	195	27	al	al	PROPN
app01-8429	195	28	.	.	PROPN
app01-8429	195	29	acta	acta	PROPN
app01-8429	195	30	polytechnica	polytechnica	PROPN
app01-8429	195	31	ctu	ctu	PROPN
app01-8429	195	32	proceedings	proceeding	NOUN
app01-8429	195	33	possession	possession	NOUN
app01-8429	195	34	of	of	ADP
app01-8429	195	35	it	it	PRON
app01-8429	195	36	.	.	PUNCT
app01-8429	196	1	the	the	DET
app01-8429	196	2	envelope	envelope	NOUN
app01-8429	196	3	coefficient	coefficient	NOUN
app01-8429	196	4	is	be	AUX
app01-8429	196	5	not	not	PART
app01-8429	196	6	found	find	VERB
app01-8429	196	7	directly	directly	ADV
app01-8429	196	8	but	but	CCONJ
app01-8429	196	9	could	could	AUX
app01-8429	196	10	be	be	AUX
app01-8429	196	11	calculated	calculate	VERB
app01-8429	196	12	from	from	ADP
app01-8429	196	13	other	other	ADJ
app01-8429	196	14	variables	variable	NOUN
app01-8429	196	15	.	.	PUNCT
app01-8429	197	1	online	online	ADV
app01-8429	197	2	it	it	PRON
app01-8429	197	3	is	be	AUX
app01-8429	197	4	possible	possible	ADJ
app01-8429	197	5	to	to	PART
app01-8429	197	6	measure	measure	VERB
app01-8429	197	7	the	the	DET
app01-8429	197	8	building	building	NOUN
app01-8429	197	9	perimeter	perimeter	NOUN
app01-8429	197	10	through	through	ADP
app01-8429	197	11	google	google	PROPN
app01-8429	197	12	maps	map	NOUN
app01-8429	197	13	.	.	PUNCT
app01-8429	198	1	on	on	ADP
app01-8429	198	2	the	the	DET
app01-8429	198	3	regbl	regbl	NOUN
app01-8429	198	4	website	website	NOUN
app01-8429	198	5	it	it	PRON
app01-8429	198	6	is	be	AUX
app01-8429	198	7	possible	possible	ADJ
app01-8429	198	8	to	to	PART
app01-8429	198	9	find	find	VERB
app01-8429	198	10	the	the	DET
app01-8429	198	11	number	number	NOUN
app01-8429	198	12	of	of	ADP
app01-8429	198	13	floors	floor	NOUN
app01-8429	198	14	in	in	ADP
app01-8429	198	15	the	the	DET
app01-8429	198	16	building	building	NOUN
app01-8429	198	17	and	and	CCONJ
app01-8429	198	18	the	the	DET
app01-8429	198	19	ground	ground	NOUN
app01-8429	198	20	area	area	NOUN
app01-8429	198	21	.	.	PUNCT
app01-8429	199	1	using	use	VERB
app01-8429	199	2	for	for	ADP
app01-8429	199	3	example	example	NOUN
app01-8429	199	4	an	an	DET
app01-8429	199	5	average	average	ADJ
app01-8429	199	6	value	value	NOUN
app01-8429	199	7	for	for	ADP
app01-8429	199	8	the	the	DET
app01-8429	199	9	height	height	NOUN
app01-8429	199	10	of	of	ADP
app01-8429	199	11	a	a	DET
app01-8429	199	12	floor	floor	NOUN
app01-8429	199	13	,	,	PUNCT
app01-8429	199	14	the	the	DET
app01-8429	199	15	various	various	ADJ
app01-8429	199	16	parameters	parameter	NOUN
app01-8429	199	17	can	can	AUX
app01-8429	199	18	be	be	AUX
app01-8429	199	19	combined	combine	VERB
app01-8429	199	20	.	.	PUNCT
app01-8429	200	1	multiplying	multiply	VERB
app01-8429	200	2	the	the	DET
app01-8429	200	3	perimeter	perimeter	NOUN
app01-8429	200	4	by	by	ADP
app01-8429	200	5	the	the	DET
app01-8429	200	6	number	number	NOUN
app01-8429	200	7	of	of	ADP
app01-8429	200	8	floors	floor	NOUN
app01-8429	200	9	and	and	CCONJ
app01-8429	200	10	the	the	DET
app01-8429	200	11	average	average	ADJ
app01-8429	200	12	height	height	NOUN
app01-8429	200	13	and	and	CCONJ
app01-8429	200	14	then	then	ADV
app01-8429	200	15	adding	add	VERB
app01-8429	200	16	the	the	DET
app01-8429	200	17	floor	floor	NOUN
app01-8429	200	18	area	area	NOUN
app01-8429	200	19	twice	twice	ADV
app01-8429	200	20	gives	give	VERB
app01-8429	200	21	an	an	DET
app01-8429	200	22	approximation	approximation	NOUN
app01-8429	200	23	of	of	ADP
app01-8429	200	24	the	the	DET
app01-8429	200	25	envelope	envelope	NOUN
app01-8429	200	26	surface	surface	NOUN
app01-8429	200	27	.	.	PUNCT
app01-8429	201	1	dividing	divide	VERB
app01-8429	201	2	the	the	DET
app01-8429	201	3	envelope	envelope	NOUN
app01-8429	201	4	surface	surface	NOUN
app01-8429	201	5	by	by	ADP
app01-8429	201	6	the	the	DET
app01-8429	201	7	number	number	NOUN
app01-8429	201	8	of	of	ADP
app01-8429	201	9	floors	floor	NOUN
app01-8429	201	10	multiplied	multiply	VERB
app01-8429	201	11	by	by	ADP
app01-8429	201	12	the	the	DET
app01-8429	201	13	floor	floor	NOUN
app01-8429	201	14	surface	surface	NOUN
app01-8429	201	15	gives	give	VERB
app01-8429	201	16	an	an	DET
app01-8429	201	17	approximate	approximate	ADJ
app01-8429	201	18	value	value	NOUN
app01-8429	201	19	of	of	ADP
app01-8429	201	20	the	the	DET
app01-8429	201	21	envelope	envelope	NOUN
app01-8429	201	22	coefficient	coefficient	NOUN
app01-8429	201	23	.	.	PUNCT
app01-8429	202	1	clearly	clearly	ADV
app01-8429	202	2	an	an	DET
app01-8429	202	3	approximate	approximate	ADJ
app01-8429	202	4	value	value	NOUN
app01-8429	202	5	that	that	PRON
app01-8429	202	6	should	should	AUX
app01-8429	202	7	be	be	AUX
app01-8429	202	8	checked	check	VERB
app01-8429	202	9	for	for	ADP
app01-8429	202	10	potential	potential	ADJ
app01-8429	202	11	and	and	CCONJ
app01-8429	202	12	especially	especially	ADV
app01-8429	202	13	for	for	ADP
app01-8429	202	14	possible	possible	ADJ
app01-8429	202	15	errors	error	NOUN
app01-8429	202	16	brought	bring	VERB
app01-8429	202	17	with	with	ADP
app01-8429	202	18	it	it	PRON
app01-8429	202	19	.	.	PUNCT
app01-8429	203	1	the	the	DET
app01-8429	203	2	utilisation	utilisation	NOUN
app01-8429	203	3	rate	rate	NOUN
app01-8429	203	4	of	of	ADP
app01-8429	203	5	heat	heat	NOUN
app01-8429	203	6	generator	generator	NOUN
app01-8429	203	7	for	for	ADP
app01-8429	203	8	hot	hot	ADJ
app01-8429	203	9	water	water	NOUN
app01-8429	203	10	can	can	AUX
app01-8429	203	11	not	not	PART
app01-8429	203	12	be	be	AUX
app01-8429	203	13	found	find	VERB
app01-8429	203	14	online	online	ADJ
app01-8429	203	15	and	and	CCONJ
app01-8429	203	16	so	so	ADV
app01-8429	203	17	there	there	PRON
app01-8429	203	18	are	be	VERB
app01-8429	203	19	two	two	NUM
app01-8429	203	20	possibilities	possibility	NOUN
app01-8429	203	21	to	to	PART
app01-8429	203	22	find	find	VERB
app01-8429	203	23	this	this	DET
app01-8429	203	24	data	datum	NOUN
app01-8429	203	25	.	.	PUNCT
app01-8429	204	1	the	the	DET
app01-8429	204	2	first	first	ADJ
app01-8429	204	3	is	be	AUX
app01-8429	204	4	that	that	SCONJ
app01-8429	204	5	the	the	DET
app01-8429	204	6	manager	manager	NOUN
app01-8429	204	7	or	or	CCONJ
app01-8429	204	8	owner	owner	NOUN
app01-8429	204	9	of	of	ADP
app01-8429	204	10	the	the	DET
app01-8429	204	11	building	building	NOUN
app01-8429	204	12	knows	know	VERB
app01-8429	204	13	this	this	DET
app01-8429	204	14	value	value	NOUN
app01-8429	204	15	.	.	PUNCT
app01-8429	205	1	the	the	DET
app01-8429	205	2	second	second	NOUN
app01-8429	205	3	is	be	AUX
app01-8429	205	4	to	to	PART
app01-8429	205	5	send	send	VERB
app01-8429	205	6	an	an	DET
app01-8429	205	7	expert	expert	NOUN
app01-8429	205	8	on	on	ADP
app01-8429	205	9	site	site	NOUN
app01-8429	205	10	to	to	PART
app01-8429	205	11	make	make	VERB
app01-8429	205	12	an	an	DET
app01-8429	205	13	assessment	assessment	NOUN
app01-8429	205	14	.	.	PUNCT
app01-8429	206	1	the	the	DET
app01-8429	206	2	energy	energy	NOUN
app01-8429	206	3	reference	reference	NOUN
app01-8429	206	4	surface	surface	NOUN
app01-8429	206	5	can	can	AUX
app01-8429	206	6	also	also	ADV
app01-8429	206	7	be	be	AUX
app01-8429	206	8	estimated	estimate	VERB
app01-8429	206	9	from	from	ADP
app01-8429	206	10	other	other	ADJ
app01-8429	206	11	variables	variable	NOUN
app01-8429	206	12	.	.	PUNCT
app01-8429	207	1	on	on	ADP
app01-8429	207	2	the	the	DET
app01-8429	207	3	regbl	regbl	NOUN
app01-8429	207	4	website	website	NOUN
app01-8429	207	5	we	we	PRON
app01-8429	207	6	find	find	VERB
app01-8429	207	7	the	the	DET
app01-8429	207	8	floor	floor	NOUN
app01-8429	207	9	area	area	NOUN
app01-8429	207	10	of	of	ADP
app01-8429	207	11	the	the	DET
app01-8429	207	12	building	building	NOUN
app01-8429	207	13	and	and	CCONJ
app01-8429	207	14	the	the	DET
app01-8429	207	15	number	number	NOUN
app01-8429	207	16	of	of	ADP
app01-8429	207	17	floors	floor	NOUN
app01-8429	207	18	,	,	PUNCT
app01-8429	207	19	multiplying	multiply	VERB
app01-8429	207	20	these	these	DET
app01-8429	207	21	variables	variable	NOUN
app01-8429	207	22	together	together	ADV
app01-8429	207	23	we	we	PRON
app01-8429	207	24	find	find	VERB
app01-8429	207	25	a	a	DET
app01-8429	207	26	rough	rough	ADJ
app01-8429	207	27	estimate	estimate	NOUN
app01-8429	207	28	.	.	PUNCT
app01-8429	208	1	clearly	clearly	ADV
app01-8429	208	2	,	,	PUNCT
app01-8429	208	3	the	the	DET
app01-8429	208	4	reliability	reliability	NOUN
app01-8429	208	5	of	of	ADP
app01-8429	208	6	predicting	predict	VERB
app01-8429	208	7	the	the	DET
app01-8429	208	8	correct	correct	ADJ
app01-8429	208	9	energy	energy	NOUN
app01-8429	208	10	class	class	NOUN
app01-8429	208	11	using	use	VERB
app01-8429	208	12	this	this	DET
app01-8429	208	13	approximation	approximation	NOUN
app01-8429	208	14	must	must	AUX
app01-8429	208	15	be	be	AUX
app01-8429	208	16	checked	check	VERB
app01-8429	208	17	.	.	PUNCT
app01-8429	209	1	the	the	DET
app01-8429	209	2	climate	climate	NOUN
app01-8429	209	3	station	station	NOUN
app01-8429	209	4	is	be	AUX
app01-8429	209	5	not	not	PART
app01-8429	209	6	available	available	ADJ
app01-8429	209	7	online	online	ADV
app01-8429	209	8	,	,	PUNCT
app01-8429	209	9	but	but	CCONJ
app01-8429	209	10	knowing	know	VERB
app01-8429	209	11	the	the	DET
app01-8429	209	12	address	address	NOUN
app01-8429	209	13	of	of	ADP
app01-8429	209	14	the	the	DET
app01-8429	209	15	building	building	NOUN
app01-8429	209	16	it	it	PRON
app01-8429	209	17	is	be	AUX
app01-8429	209	18	possible	possible	ADJ
app01-8429	209	19	to	to	PART
app01-8429	209	20	indicate	indicate	VERB
app01-8429	209	21	which	which	DET
app01-8429	209	22	weather	weather	NOUN
app01-8429	209	23	station	station	NOUN
app01-8429	209	24	is	be	AUX
app01-8429	209	25	to	to	PART
app01-8429	209	26	be	be	AUX
app01-8429	209	27	used	use	VERB
app01-8429	209	28	for	for	ADP
app01-8429	209	29	the	the	DET
app01-8429	209	30	calculation	calculation	NOUN
app01-8429	209	31	.	.	PUNCT
app01-8429	210	1	the	the	DET
app01-8429	210	2	linear	linear	ADJ
app01-8429	210	3	thermal	thermal	ADJ
app01-8429	210	4	bridge	bridge	NOUN
app01-8429	210	5	building	building	NOUN
app01-8429	210	6	base	base	NOUN
app01-8429	210	7	lwf	lwf	PROPN
app01-8429	210	8	is	be	AUX
app01-8429	210	9	like	like	ADP
app01-8429	210	10	the	the	DET
app01-8429	210	11	heat	heat	NOUN
app01-8429	210	12	transfer	transfer	NOUN
app01-8429	210	13	coefficient	coefficient	NOUN
app01-8429	210	14	of	of	ADP
app01-8429	210	15	walls	wall	NOUN
app01-8429	210	16	,	,	PUNCT
app01-8429	210	17	is	be	AUX
app01-8429	210	18	not	not	PART
app01-8429	210	19	available	available	ADJ
app01-8429	210	20	online	online	ADV
app01-8429	210	21	and	and	CCONJ
app01-8429	210	22	it	it	PRON
app01-8429	210	23	is	be	AUX
app01-8429	210	24	possible	possible	ADJ
app01-8429	210	25	to	to	PART
app01-8429	210	26	use	use	VERB
app01-8429	210	27	the	the	DET
app01-8429	210	28	same	same	ADJ
app01-8429	210	29	solution	solution	NOUN
app01-8429	210	30	proposed	propose	VERB
app01-8429	210	31	.	.	PUNCT
app01-8429	211	1	it	it	PRON
app01-8429	211	2	must	must	AUX
app01-8429	211	3	be	be	AUX
app01-8429	211	4	said	say	VERB
app01-8429	211	5	that	that	SCONJ
app01-8429	211	6	all	all	DET
app01-8429	211	7	missing	miss	VERB
app01-8429	211	8	variables	variable	NOUN
app01-8429	211	9	could	could	AUX
app01-8429	211	10	be	be	AUX
app01-8429	211	11	estimated	estimate	VERB
app01-8429	211	12	or	or	CCONJ
app01-8429	211	13	found	find	VERB
app01-8429	211	14	easily	easily	ADV
app01-8429	211	15	with	with	ADP
app01-8429	211	16	an	an	DET
app01-8429	211	17	expert	expert	NOUN
app01-8429	211	18	on	on	ADP
app01-8429	211	19	site	site	NOUN
app01-8429	211	20	.	.	PUNCT
app01-8429	212	1	having	have	VERB
app01-8429	212	2	only	only	ADV
app01-8429	212	3	10	10	NUM
app01-8429	212	4	variables	variable	NOUN
app01-8429	212	5	to	to	PART
app01-8429	212	6	find	find	VERB
app01-8429	212	7	would	would	AUX
app01-8429	212	8	simplify	simplify	VERB
app01-8429	212	9	and	and	CCONJ
app01-8429	212	10	speed	speed	VERB
app01-8429	212	11	up	up	ADP
app01-8429	212	12	the	the	DET
app01-8429	212	13	work	work	NOUN
app01-8429	212	14	to	to	PART
app01-8429	212	15	be	be	AUX
app01-8429	212	16	done	do	VERB
app01-8429	212	17	on	on	ADP
app01-8429	212	18	site	site	NOUN
app01-8429	212	19	.	.	PUNCT
app01-8429	213	1	5	5	X
app01-8429	213	2	.	.	X
app01-8429	213	3	conclusion	conclusion	NOUN
app01-8429	213	4	in	in	ADP
app01-8429	213	5	this	this	DET
app01-8429	213	6	paper	paper	NOUN
app01-8429	213	7	we	we	PRON
app01-8429	213	8	have	have	AUX
app01-8429	213	9	highlighted	highlight	VERB
app01-8429	213	10	the	the	DET
app01-8429	213	11	preliminary	preliminary	ADJ
app01-8429	213	12	reliability	reliability	NOUN
app01-8429	213	13	results	result	NOUN
app01-8429	213	14	of	of	ADP
app01-8429	213	15	using	use	VERB
app01-8429	213	16	a	a	DET
app01-8429	213	17	classification	classification	NOUN
app01-8429	213	18	algorithm	algorithm	NOUN
app01-8429	213	19	to	to	PART
app01-8429	213	20	analyse	analyse	VERB
app01-8429	213	21	a	a	DET
app01-8429	213	22	building	building	NOUN
app01-8429	213	23	.	.	PUNCT
app01-8429	214	1	the	the	DET
app01-8429	214	2	result	result	NOUN
app01-8429	214	3	of	of	ADP
app01-8429	214	4	ranking	rank	VERB
app01-8429	214	5	the	the	DET
app01-8429	214	6	building	building	NOUN
app01-8429	214	7	in	in	ADP
app01-8429	214	8	the	the	DET
app01-8429	214	9	good	good	ADJ
app01-8429	214	10	class	class	NOUN
app01-8429	214	11	with	with	ADP
app01-8429	214	12	60	60	NUM
app01-8429	214	13	%	%	NOUN
app01-8429	214	14	accuracy	accuracy	NOUN
app01-8429	214	15	is	be	AUX
app01-8429	214	16	a	a	DET
app01-8429	214	17	promising	promising	ADJ
app01-8429	214	18	result	result	NOUN
app01-8429	214	19	for	for	ADP
app01-8429	214	20	future	future	ADJ
app01-8429	214	21	developments	development	NOUN
app01-8429	214	22	.	.	PUNCT
app01-8429	215	1	it	it	PRON
app01-8429	215	2	should	should	AUX
app01-8429	215	3	be	be	AUX
app01-8429	215	4	noted	note	VERB
app01-8429	215	5	that	that	SCONJ
app01-8429	215	6	there	there	PRON
app01-8429	215	7	is	be	VERB
app01-8429	215	8	a	a	DET
app01-8429	215	9	90	90	NUM
app01-8429	215	10	%	%	NOUN
app01-8429	215	11	probability	probability	NOUN
app01-8429	215	12	of	of	ADP
app01-8429	215	13	being	be	AUX
app01-8429	215	14	in	in	ADP
app01-8429	215	15	the	the	DET
app01-8429	215	16	adjacent	adjacent	ADJ
app01-8429	215	17	class	class	NOUN
app01-8429	215	18	,	,	PUNCT
app01-8429	215	19	which	which	PRON
app01-8429	215	20	brings	bring	VERB
app01-8429	215	21	value	value	NOUN
app01-8429	215	22	to	to	ADP
app01-8429	215	23	the	the	DET
app01-8429	215	24	work	work	NOUN
app01-8429	215	25	done	do	VERB
app01-8429	215	26	.	.	PUNCT
app01-8429	216	1	in	in	ADP
app01-8429	216	2	addition	addition	NOUN
app01-8429	216	3	,	,	PUNCT
app01-8429	216	4	the	the	DET
app01-8429	216	5	work	work	NOUN
app01-8429	216	6	carried	carry	VERB
app01-8429	216	7	out	out	ADP
app01-8429	216	8	to	to	PART
app01-8429	216	9	check	check	VERB
app01-8429	216	10	the	the	DET
app01-8429	216	11	online	online	ADJ
app01-8429	216	12	presence	presence	NOUN
app01-8429	216	13	of	of	ADP
app01-8429	216	14	the	the	DET
app01-8429	216	15	most	most	ADV
app01-8429	216	16	important	important	ADJ
app01-8429	216	17	variables	variable	NOUN
app01-8429	216	18	for	for	ADP
app01-8429	216	19	prediction	prediction	NOUN
app01-8429	216	20	has	have	AUX
app01-8429	216	21	shown	show	VERB
app01-8429	216	22	that	that	SCONJ
app01-8429	216	23	it	it	PRON
app01-8429	216	24	is	be	AUX
app01-8429	216	25	still	still	ADV
app01-8429	216	26	premature	premature	ADJ
app01-8429	216	27	to	to	PART
app01-8429	216	28	find	find	VERB
app01-8429	216	29	the	the	DET
app01-8429	216	30	exact	exact	ADJ
app01-8429	216	31	value	value	NOUN
app01-8429	216	32	online	online	ADV
app01-8429	216	33	.	.	PUNCT
app01-8429	217	1	nevertheless	nevertheless	ADV
app01-8429	217	2	,	,	PUNCT
app01-8429	217	3	it	it	PRON
app01-8429	217	4	may	may	AUX
app01-8429	217	5	be	be	AUX
app01-8429	217	6	possible	possible	ADJ
app01-8429	217	7	to	to	PART
app01-8429	217	8	recreate	recreate	VERB
app01-8429	217	9	some	some	DET
app01-8429	217	10	them	they	PRON
app01-8429	217	11	by	by	ADP
app01-8429	217	12	developing	develop	VERB
app01-8429	217	13	further	further	ADJ
app01-8429	217	14	techniques	technique	NOUN
app01-8429	217	15	.	.	PUNCT
app01-8429	218	1	some	some	DET
app01-8429	218	2	recommendations	recommendation	NOUN
app01-8429	218	3	for	for	ADP
app01-8429	218	4	future	future	ADJ
app01-8429	218	5	work	work	NOUN
app01-8429	218	6	are	be	AUX
app01-8429	218	7	necessary	necessary	ADJ
app01-8429	218	8	.	.	PUNCT
app01-8429	219	1	for	for	ADP
app01-8429	219	2	example	example	NOUN
app01-8429	219	3	,	,	PUNCT
app01-8429	219	4	a	a	DET
app01-8429	219	5	special	special	ADJ
app01-8429	219	6	attention	attention	NOUN
app01-8429	219	7	must	must	AUX
app01-8429	219	8	be	be	AUX
app01-8429	219	9	taken	take	VERB
app01-8429	219	10	when	when	SCONJ
app01-8429	219	11	merging	merge	VERB
app01-8429	219	12	the	the	DET
app01-8429	219	13	different	different	ADJ
app01-8429	219	14	data	datum	NOUN
app01-8429	219	15	available	available	ADJ
app01-8429	219	16	during	during	ADP
app01-8429	219	17	the	the	DET
app01-8429	219	18	preparation	preparation	NOUN
app01-8429	219	19	phase	phase	NOUN
app01-8429	219	20	,	,	PUNCT
app01-8429	219	21	as	as	SCONJ
app01-8429	219	22	this	this	PRON
app01-8429	219	23	could	could	AUX
app01-8429	219	24	lead	lead	VERB
app01-8429	219	25	to	to	ADP
app01-8429	219	26	consecutive	consecutive	ADJ
app01-8429	219	27	errors	error	NOUN
app01-8429	219	28	in	in	ADP
app01-8429	219	29	the	the	DET
app01-8429	219	30	other	other	ADJ
app01-8429	219	31	phases	phase	NOUN
app01-8429	219	32	of	of	ADP
app01-8429	219	33	the	the	DET
app01-8429	219	34	work	work	NOUN
app01-8429	219	35	.	.	PUNCT
app01-8429	220	1	a	a	DET
app01-8429	220	2	special	special	ADJ
app01-8429	220	3	attention	attention	NOUN
app01-8429	220	4	must	must	AUX
app01-8429	220	5	also	also	ADV
app01-8429	220	6	be	be	AUX
app01-8429	220	7	taken	take	VERB
app01-8429	220	8	during	during	ADP
app01-8429	220	9	the	the	DET
app01-8429	220	10	cleaning	cleaning	NOUN
app01-8429	220	11	phase	phase	NOUN
app01-8429	220	12	to	to	PART
app01-8429	220	13	ensure	ensure	VERB
app01-8429	220	14	that	that	SCONJ
app01-8429	220	15	the	the	DET
app01-8429	220	16	maximum	maximum	ADJ
app01-8429	220	17	amount	amount	NOUN
app01-8429	220	18	of	of	ADP
app01-8429	220	19	data	datum	NOUN
app01-8429	220	20	is	be	AUX
app01-8429	220	21	available	available	ADJ
app01-8429	220	22	to	to	PART
app01-8429	220	23	carry	carry	VERB
app01-8429	220	24	out	out	ADP
app01-8429	220	25	the	the	DET
app01-8429	220	26	work	work	NOUN
app01-8429	220	27	.	.	PUNCT
app01-8429	221	1	acknowledgements	acknowledgement	NOUN
app01-8429	221	2	the	the	DET
app01-8429	221	3	authors	author	NOUN
app01-8429	221	4	would	would	AUX
app01-8429	221	5	like	like	VERB
app01-8429	221	6	to	to	PART
app01-8429	221	7	express	express	VERB
app01-8429	221	8	their	their	PRON
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app01-8429	221	10	to	to	ADP
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app01-8429	221	16	cecb	cecb	PROPN
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app01-8429	221	18	for	for	ADP
app01-8429	221	19	providing	provide	VERB
app01-8429	221	20	the	the	DET
app01-8429	221	21	data	datum	NOUN
app01-8429	221	22	for	for	ADP
app01-8429	221	23	this	this	DET
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app01-8429	221	25	.	.	PUNCT
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app01-8429	222	2	would	would	AUX
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app01-8429	222	4	like	like	VERB
app01-8429	222	5	to	to	PART
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app01-8429	222	7	professor	professor	PROPN
app01-8429	222	8	mylène	mylène	PROPN
app01-8429	222	9	devaux	devaux	PROPN
app01-8429	222	10	and	and	CCONJ
app01-8429	222	11	the	the	DET
app01-8429	222	12	itec	itec	PROPN
app01-8429	222	13	institute	institute	NOUN
app01-8429	222	14	for	for	ADP
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app01-8429	222	17	.	.	PUNCT
app01-8429	223	1	financial	financial	ADJ
app01-8429	223	2	support	support	NOUN
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app01-8429	223	4	gratefully	gratefully	ADV
app01-8429	223	5	acknowledged	acknowledge	VERB
app01-8429	223	6	from	from	ADP
app01-8429	223	7	the	the	DET
app01-8429	223	8	heia	heia	NOUN
app01-8429	223	9	-	-	PUNCT
app01-8429	223	10	fr	fr	PROPN
app01-8429	223	11	smart	smart	ADJ
app01-8429	223	12	living	living	NOUN
app01-8429	223	13	lab	lab	NOUN
app01-8429	223	14	research	research	NOUN
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app01-8429	224	2	[	[	X
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app01-8429	224	6	federal	federal	ADJ
app01-8429	224	7	office	office	NOUN
app01-8429	224	8	of	of	ADP
app01-8429	224	9	energy	energy	NOUN
app01-8429	224	10	.	.	PUNCT
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app01-8429	225	2	énergétique	énergétique	PROPN
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app01-8429	225	4	,	,	PUNCT
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app01-8429	226	1	[	[	X
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app01-8429	226	3	-	-	SYM
app01-8429	226	4	11	11	NUM
app01-8429	226	5	-	-	SYM
app01-8429	226	6	05	05	NUM
app01-8429	226	7	]	]	PUNCT
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app01-8429	227	5	/	/	SYM
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app01-8429	228	1	[	[	X
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app01-8429	228	8	-	-	PUNCT
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app01-8429	260	37	results	result	VERB
app01-8429	260	38	3.1	3.1	NUM
app01-8429	260	39	model	model	NOUN
app01-8429	260	40	performance	performance	NOUN
app01-8429	260	41	exploration	exploration	NOUN
app01-8429	260	42	3.2	3.2	NUM
app01-8429	260	43	optimization	optimization	NOUN
app01-8429	260	44	and	and	CCONJ
app01-8429	260	45	model	model	NOUN
app01-8429	260	46	selection	selection	NOUN
app01-8429	260	47	3.3	3.3	NUM
app01-8429	260	48	best	good	ADJ
app01-8429	260	49	model	model	NOUN
app01-8429	260	50	performances	performance	VERB
app01-8429	260	51	3.3.1	3.3.1	NUM
app01-8429	260	52	model	model	NOUN
app01-8429	260	53	performance	performance	NOUN
app01-8429	260	54	3.3.2	3.3.2	NUM
app01-8429	260	55	prediction	prediction	NOUN
app01-8429	260	56	reliability	reliability	NOUN
app01-8429	260	57	3.4	3.4	NUM
app01-8429	260	58	online	online	ADJ
app01-8429	260	59	variables	variable	NOUN
app01-8429	260	60	4	4	NUM
app01-8429	260	61	discussion	discussion	NOUN
app01-8429	260	62	5	5	NUM
app01-8429	260	63	conclusion	conclusion	NOUN
app01-8429	260	64	acknowledgements	acknowledgement	NOUN
app01-8429	260	65	references	reference	NOUN