id	sid	tid	token	lemma	pos
alkej-889	1	1	this	this	PRON
alkej-889	1	2	is	be	AUX
alkej-889	1	3	an	an	DET
alkej-889	1	4	open	open	ADJ
alkej-889	1	5	access	access	NOUN
alkej-889	1	6	article	article	NOUN
alkej-889	1	7	under	under	ADP
alkej-889	1	8	the	the	DET
alkej-889	1	9	cc	cc	NOUN
alkej-889	1	10	by	by	ADP
alkej-889	1	11	license	license	NOUN
alkej-889	1	12	:	:	PUNCT
alkej-889	1	13	al	al	PROPN
alkej-889	1	14	-	-	PUNCT
alkej-889	1	15	khwarizmi	khwarizmi	PROPN
alkej-889	1	16	engineering	engineering	PROPN
alkej-889	1	17	journal	journal	PROPN
alkej-889	1	18	al	al	PROPN
alkej-889	1	19	-	-	PUNCT
alkej-889	1	20	khwarizmi	khwarizmi	PROPN
alkej-889	1	21	engineering	engineering	PROPN
alkej-889	1	22	journal	journal	PROPN
alkej-889	1	23	issn	issn	PROPN
alkej-889	1	24	(	(	PUNCT
alkej-889	1	25	printed	print	VERB
alkej-889	1	26	):	):	PUNCT
alkej-889	1	27	1818	1818	NUM
alkej-889	1	28	–	–	PUNCT
alkej-889	1	29	1171	1171	NUM
alkej-889	1	30	,	,	PUNCT
alkej-889	1	31	issn	issn	PROPN
alkej-889	1	32	(	(	PUNCT
alkej-889	1	33	online	online	ADJ
alkej-889	1	34	):	):	PUNCT
alkej-889	1	35	2312	2312	NUM
alkej-889	1	36	–	–	PUNCT
alkej-889	1	37	0789	0789	NUM
alkej-889	1	38	vol	vol	NOUN
alkej-889	1	39	.	.	PROPN
alkej-889	1	40	20	20	NUM
alkej-889	1	41	,	,	PUNCT
alkej-889	1	42	no	no	INTJ
alkej-889	1	43	.	.	NOUN
alkej-889	1	44	1	1	NUM
alkej-889	1	45	,	,	PUNCT
alkej-889	1	46	march	march	PROPN
alkej-889	1	47	,	,	PUNCT
alkej-889	1	48	(	(	PUNCT
alkej-889	1	49	2024	2024	NUM
alkej-889	1	50	)	)	PUNCT
alkej-889	1	51	,	,	PUNCT
alkej-889	1	52	p	p	PROPN
alkej-889	1	53	p.	p.	NOUN
alkej-889	1	54	7688	7688	NUM
alkej-889	1	55	learn	learn	NOUN
alkej-889	1	56	of	of	ADP
alkej-889	1	57	machine	machine	NOUN
alkej-889	1	58	learning	learn	VERB
alkej-889	1	59	to	to	PART
alkej-889	1	60	predict	predict	VERB
alkej-889	1	61	consumed	consume	VERB
alkej-889	1	62	-applying	-applying	ADJ
alkej-889	1	63	scikit	scikit	PROPN
alkej-889	1	64	khwarizmi	khwarizmi	PROPN
alkej-889	1	65	college	college	PROPN
alkej-889	1	66	of	of	ADP
alkej-889	1	67	engineering	engineering	PROPN
alkej-889	1	68	,	,	PUNCT
alkej-889	1	69	baghdad	baghdad	PROPN
alkej-889	1	70	,	,	PUNCT
alkej-889	1	71	iraq	iraq	PROPN
alkej-889	1	72	-	-	PUNCT
alkej-889	1	73	energy	energy	NOUN
alkej-889	1	74	in	in	ADP
alkej-889	1	75	al	al	PROPN
alkej-889	1	76	reem	reem	PROPN
alkej-889	1	77	omar	omar	PROPN
alkej-889	1	78	mahdi	mahdi	PROPN
alkej-889	1	79	*	*	PROPN
alkej-889	1	80	wisam	wisam	PROPN
alkej-889	1	81	s.	s.	PROPN
alkej-889	1	82	hacham	hacham	PROPN
alkej-889	1	83	*	*	PROPN
alkej-889	1	84	*	*	PUNCT
alkej-889	1	85	*	*	PUNCT
alkej-889	1	86	,	,	PUNCT
alkej-889	1	87	*	*	PUNCT
alkej-889	1	88	*	*	NOUN
alkej-889	1	89	department	department	NOUN
alkej-889	1	90	of	of	ADP
alkej-889	1	91	mechatronics	mechatronic	NOUN
alkej-889	1	92	engineering	engineering	PROPN
alkej-889	1	93	/	/	SYM
alkej-889	1	94	al	al	PROPN
alkej-889	1	95	-	-	PUNCT
alkej-889	1	96	khwarizmi	khwarizmi	PROPN
alkej-889	1	97	college	college	NOUN
alkej-889	1	98	of	of	ADP
alkej-889	1	99	engineering	engineering	NOUN
alkej-889	1	100	/	/	SYM
alkej-889	1	101	university	university	NOUN
alkej-889	1	102	of	of	ADP
alkej-889	1	103	baghdad/	baghdad/	NUM
alkej-889	1	104	iraq	iraq	NOUN
alkej-889	1	105	omarreem07@gmail.com	omarreem07@gmail.com	X
alkej-889	1	106	:	:	PUNCT
alkej-889	1	107	lmaie	lmaie	PROPN
alkej-889	1	108	*	*	PUNCT
alkej-889	1	109	corresponding	correspond	VERB
alkej-889	1	110	author	author	NOUN
alkej-889	1	111	:	:	PUNCT
alkej-889	1	112	*	*	PUNCT
alkej-889	1	113	*	*	NOUN
alkej-889	1	114	email	email	NOUN
alkej-889	1	115	:	:	PUNCT
alkej-889	1	116	wisam@kecbu.uobaghdad.edu.iq	wisam@kecbu.uobaghdad.edu.iq	ADJ
alkej-889	1	117	(	(	PUNCT
alkej-889	1	118	received	receive	VERB
alkej-889	1	119	20	20	NUM
alkej-889	1	120	july	july	PROPN
alkej-889	1	121	2023	2023	NUM
alkej-889	1	122	;	;	PUNCT
alkej-889	1	123	accepted	accept	VERB
alkej-889	1	124	2	2	NUM
alkej-889	1	125	october	october	NOUN
alkej-889	1	126	2023	2023	NUM
alkej-889	1	127	;	;	PUNCT
alkej-889	1	128	published	publish	VERB
alkej-889	1	129	1	1	NUM
alkej-889	1	130	march	march	NOUN
alkej-889	1	131	2024	2024	NUM
alkej-889	1	132	)	)	PUNCT
alkej-889	1	133	https://doi.org/10.22153/kej.2024.10.005	https://doi.org/10.22153/kej.2024.10.005	VERB
alkej-889	1	134	abstract	abstract	ADJ
alkej-889	1	135	buildings	building	NOUN
alkej-889	1	136	account	account	VERB
alkej-889	1	137	for	for	ADP
alkej-889	1	138	40	40	NUM
alkej-889	1	139	%	%	NOUN
alkej-889	1	140	of	of	ADP
alkej-889	1	141	energy	energy	NOUN
alkej-889	1	142	usage	usage	NOUN
alkej-889	1	143	worldwide	worldwide	ADV
alkej-889	1	144	.	.	PUNCT
alkej-889	2	1	the	the	DET
alkej-889	2	2	physical	physical	ADJ
alkej-889	2	3	characteristics	characteristic	NOUN
alkej-889	2	4	of	of	ADP
alkej-889	2	5	the	the	DET
alkej-889	2	6	building	building	NOUN
alkej-889	2	7	,	,	PUNCT
alkej-889	2	8	the	the	DET
alkej-889	2	9	effectiveness	effectiveness	NOUN
alkej-889	2	10	of	of	ADP
alkej-889	2	11	the	the	DET
alkej-889	2	12	heating	heating	NOUN
alkej-889	2	13	and	and	CCONJ
alkej-889	2	14	cooling	cool	VERB
alkej-889	2	15	systems	system	NOUN
alkej-889	2	16	,	,	PUNCT
alkej-889	2	17	the	the	DET
alkej-889	2	18	inhabitants	inhabitant	NOUN
alkej-889	2	19	'	'	PART
alkej-889	2	20	activities	activity	NOUN
alkej-889	2	21	,	,	PUNCT
alkej-889	2	22	and	and	CCONJ
alkej-889	2	23	the	the	DET
alkej-889	2	24	sustainability	sustainability	NOUN
alkej-889	2	25	of	of	ADP
alkej-889	2	26	the	the	DET
alkej-889	2	27	building	building	NOUN
alkej-889	2	28	are	be	AUX
alkej-889	2	29	just	just	ADV
alkej-889	2	30	a	a	DET
alkej-889	2	31	few	few	ADJ
alkej-889	2	32	of	of	ADP
alkej-889	2	33	the	the	DET
alkej-889	2	34	many	many	ADJ
alkej-889	2	35	factors	factor	NOUN
alkej-889	2	36	that	that	PRON
alkej-889	2	37	influence	influence	VERB
alkej-889	2	38	a	a	DET
alkej-889	2	39	building	building	NOUN
alkej-889	2	40	's	's	PART
alkej-889	2	41	energy	energy	NOUN
alkej-889	2	42	consumption	consumption	NOUN
alkej-889	2	43	.	.	PUNCT
alkej-889	3	1	it	it	PRON
alkej-889	3	2	is	be	AUX
alkej-889	3	3	quite	quite	ADV
alkej-889	3	4	challenging	challenging	ADJ
alkej-889	3	5	to	to	PART
alkej-889	3	6	estimate	estimate	VERB
alkej-889	3	7	the	the	DET
alkej-889	3	8	energy	energy	NOUN
alkej-889	3	9	requirements	requirement	NOUN
alkej-889	3	10	of	of	ADP
alkej-889	3	11	a	a	DET
alkej-889	3	12	structure	structure	NOUN
alkej-889	3	13	.	.	PUNCT
alkej-889	4	1	estimating	estimate	VERB
alkej-889	4	2	the	the	DET
alkej-889	4	3	building	building	NOUN
alkej-889	4	4	's	's	PART
alkej-889	4	5	energy	energy	NOUN
alkej-889	4	6	demand	demand	NOUN
alkej-889	4	7	is	be	AUX
alkej-889	4	8	vital	vital	ADJ
alkej-889	4	9	to	to	PART
alkej-889	4	10	increase	increase	VERB
alkej-889	4	11	sustainability	sustainability	NOUN
alkej-889	4	12	and	and	CCONJ
alkej-889	4	13	develop	develop	VERB
alkej-889	4	14	sustainable	sustainable	ADJ
alkej-889	4	15	energy	energy	NOUN
alkej-889	4	16	sources	source	NOUN
alkej-889	4	17	to	to	PART
alkej-889	4	18	lower	lower	VERB
alkej-889	4	19	carbon	carbon	NOUN
alkej-889	4	20	dioxide	dioxide	NOUN
alkej-889	4	21	emissions	emission	NOUN
alkej-889	4	22	from	from	ADP
alkej-889	4	23	the	the	DET
alkej-889	4	24	burning	burning	NOUN
alkej-889	4	25	of	of	ADP
alkej-889	4	26	fossil	fossil	ADJ
alkej-889	4	27	fuels	fuel	NOUN
alkej-889	4	28	.	.	PUNCT
alkej-889	5	1	the	the	DET
alkej-889	5	2	energy	energy	NOUN
alkej-889	5	3	used	use	VERB
alkej-889	5	4	in	in	ADP
alkej-889	5	5	the	the	DET
alkej-889	5	6	lecture	lecture	NOUN
alkej-889	5	7	hall	hall	NOUN
alkej-889	5	8	at	at	ADP
alkej-889	5	9	the	the	DET
alkej-889	5	10	university	university	PROPN
alkej-889	5	11	of	of	ADP
alkej-889	5	12	baghdad	baghdad	PROPN
alkej-889	5	13	(	(	PUNCT
alkej-889	5	14	uob	uob	PROPN
alkej-889	5	15	)	)	PUNCT
alkej-889	5	16	,	,	PUNCT
alkej-889	5	17	located	locate	VERB
alkej-889	5	18	in	in	ADP
alkej-889	5	19	baghdad	baghdad	PROPN
alkej-889	5	20	,	,	PUNCT
alkej-889	5	21	iraq	iraq	PROPN
alkej-889	5	22	's	's	PART
alkej-889	5	23	al	al	PROPN
alkej-889	5	24	-	-	PUNCT
alkej-889	5	25	khwarizmi	khwarizmi	PROPN
alkej-889	5	26	college	college	PROPN
alkej-889	5	27	of	of	ADP
alkej-889	5	28	engineering	engineering	NOUN
alkej-889	5	29	,	,	PUNCT
alkej-889	5	30	is	be	AUX
alkej-889	5	31	explained	explain	VERB
alkej-889	5	32	in	in	ADP
alkej-889	5	33	this	this	DET
alkej-889	5	34	study	study	NOUN
alkej-889	5	35	.	.	PUNCT
alkej-889	6	1	the	the	DET
alkej-889	6	2	weather	weather	NOUN
alkej-889	6	3	data	datum	NOUN
alkej-889	6	4	and	and	CCONJ
alkej-889	6	5	the	the	DET
alkej-889	6	6	building	building	NOUN
alkej-889	6	7	construction	construction	NOUN
alkej-889	6	8	information	information	NOUN
alkej-889	6	9	were	be	AUX
alkej-889	6	10	collected	collect	VERB
alkej-889	6	11	for	for	ADP
alkej-889	6	12	a	a	DET
alkej-889	6	13	specific	specific	ADJ
alkej-889	6	14	period	period	NOUN
alkej-889	6	15	and	and	CCONJ
alkej-889	6	16	put	put	VERB
alkej-889	6	17	into	into	ADP
alkej-889	6	18	a	a	DET
alkej-889	6	19	specific	specific	ADJ
alkej-889	6	20	data	data	NOUN
alkej-889	6	21	set	set	VERB
alkej-889	6	22	.	.	PUNCT
alkej-889	7	1	that	that	DET
alkej-889	7	2	data	datum	NOUN
alkej-889	7	3	was	be	AUX
alkej-889	7	4	used	use	VERB
alkej-889	7	5	to	to	PART
alkej-889	7	6	find	find	VERB
alkej-889	7	7	the	the	DET
alkej-889	7	8	value	value	NOUN
alkej-889	7	9	of	of	ADP
alkej-889	7	10	energy	energy	NOUN
alkej-889	7	11	consumption	consumption	NOUN
alkej-889	7	12	in	in	ADP
alkej-889	7	13	the	the	DET
alkej-889	7	14	building	building	NOUN
alkej-889	7	15	using	use	VERB
alkej-889	7	16	artificial	artificial	ADJ
alkej-889	7	17	intelligence	intelligence	NOUN
alkej-889	7	18	and	and	CCONJ
alkej-889	7	19	data	datum	NOUN
alkej-889	7	20	analysis	analysis	NOUN
alkej-889	7	21	.	.	PUNCT
alkej-889	8	1	a	a	DET
alkej-889	8	2	python	python	PROPN
alkej-889	8	3	library	library	NOUN
alkej-889	8	4	called	call	VERB
alkej-889	8	5	scikit	scikit	NOUN
alkej-889	8	6	-	-	PUNCT
alkej-889	8	7	learn	learn	NOUN
alkej-889	8	8	is	be	AUX
alkej-889	8	9	used	use	VERB
alkej-889	8	10	to	to	PART
alkej-889	8	11	implement	implement	VERB
alkej-889	8	12	machine	machine	NOUN
alkej-889	8	13	learning	learning	NOUN
alkej-889	8	14	algorithms	algorithm	NOUN
alkej-889	8	15	.	.	PUNCT
alkej-889	9	1	in	in	ADP
alkej-889	9	2	particular	particular	ADJ
alkej-889	9	3	,	,	PUNCT
alkej-889	9	4	the	the	DET
alkej-889	9	5	multi	multi	ADJ
alkej-889	9	6	-	-	ADJ
alkej-889	9	7	layer	layer	ADJ
alkej-889	9	8	perceptron	perceptron	PROPN
alkej-889	9	9	regressor	regressor	NOUN
alkej-889	9	10	(	(	PUNCT
alkej-889	9	11	mlpregressor	mlpregressor	NOUN
alkej-889	9	12	)	)	PUNCT
alkej-889	9	13	algorithm	algorithm	NOUN
alkej-889	9	14	was	be	AUX
alkej-889	9	15	used	use	VERB
alkej-889	9	16	to	to	PART
alkej-889	9	17	predict	predict	VERB
alkej-889	9	18	the	the	DET
alkej-889	9	19	consumption	consumption	NOUN
alkej-889	9	20	.	.	PUNCT
alkej-889	10	1	the	the	DET
alkej-889	10	2	importance	importance	NOUN
alkej-889	10	3	of	of	ADP
alkej-889	10	4	this	this	DET
alkej-889	10	5	work	work	NOUN
alkej-889	10	6	lies	lie	VERB
alkej-889	10	7	in	in	ADP
alkej-889	10	8	predicting	predict	VERB
alkej-889	10	9	the	the	DET
alkej-889	10	10	amount	amount	NOUN
alkej-889	10	11	of	of	ADP
alkej-889	10	12	energy	energy	NOUN
alkej-889	10	13	consumed	consume	VERB
alkej-889	10	14	.	.	PUNCT
alkej-889	11	1	the	the	DET
alkej-889	11	2	outcomes	outcome	NOUN
alkej-889	11	3	of	of	ADP
alkej-889	11	4	this	this	DET
alkej-889	11	5	work	work	NOUN
alkej-889	11	6	can	can	AUX
alkej-889	11	7	be	be	AUX
alkej-889	11	8	used	use	VERB
alkej-889	11	9	to	to	PART
alkej-889	11	10	predict	predict	VERB
alkej-889	11	11	the	the	DET
alkej-889	11	12	energy	energy	NOUN
alkej-889	11	13	consumed	consume	VERB
alkej-889	11	14	by	by	ADP
alkej-889	11	15	any	any	DET
alkej-889	11	16	building	building	NOUN
alkej-889	11	17	before	before	SCONJ
alkej-889	11	18	it	it	PRON
alkej-889	11	19	is	be	AUX
alkej-889	11	20	built	build	VERB
alkej-889	11	21	.	.	PUNCT
alkej-889	12	1	the	the	DET
alkej-889	12	2	used	use	VERB
alkej-889	12	3	methodology	methodology	NOUN
alkej-889	12	4	shows	show	VERB
alkej-889	12	5	the	the	DET
alkej-889	12	6	ability	ability	NOUN
alkej-889	12	7	to	to	PART
alkej-889	12	8	predict	predict	VERB
alkej-889	12	9	energy	energy	NOUN
alkej-889	12	10	performance	performance	NOUN
alkej-889	12	11	in	in	ADP
alkej-889	12	12	educational	educational	ADJ
alkej-889	12	13	buildings	building	NOUN
alkej-889	12	14	using	use	VERB
alkej-889	12	15	previous	previous	ADJ
alkej-889	12	16	results	result	NOUN
alkej-889	12	17	and	and	CCONJ
alkej-889	12	18	train	train	VERB
alkej-889	12	19	the	the	DET
alkej-889	12	20	model	model	NOUN
alkej-889	12	21	on	on	ADP
alkej-889	12	22	them	they	PRON
alkej-889	12	23	,	,	PUNCT
alkej-889	12	24	and	and	CCONJ
alkej-889	12	25	prediction	prediction	NOUN
alkej-889	12	26	accuracy	accuracy	NOUN
alkej-889	12	27	depends	depend	VERB
alkej-889	12	28	on	on	ADP
alkej-889	12	29	the	the	DET
alkej-889	12	30	amount	amount	NOUN
alkej-889	12	31	of	of	ADP
alkej-889	12	32	data	datum	NOUN
alkej-889	12	33	available	available	ADJ
alkej-889	12	34	for	for	ADP
alkej-889	12	35	the	the	DET
alkej-889	12	36	training	training	NOUN
alkej-889	12	37	in	in	ADP
alkej-889	12	38	artificial	artificial	ADJ
alkej-889	12	39	intelligence	intelligence	NOUN
alkej-889	12	40	(	(	PUNCT
alkej-889	12	41	ai	ai	NOUN
alkej-889	12	42	)	)	PUNCT
alkej-889	12	43	steps	step	NOUN
alkej-889	12	44	to	to	PART
alkej-889	12	45	give	give	VERB
alkej-889	12	46	the	the	DET
alkej-889	12	47	highest	high	ADJ
alkej-889	12	48	accuracy	accuracy	NOUN
alkej-889	12	49	.	.	PUNCT
alkej-889	13	1	the	the	DET
alkej-889	13	2	prediction	prediction	NOUN
alkej-889	13	3	was	be	AUX
alkej-889	13	4	checked	check	VERB
alkej-889	13	5	using	use	VERB
alkej-889	13	6	root	root	NOUN
alkej-889	13	7	-	-	PUNCT
alkej-889	13	8	mean	mean	ADJ
alkej-889	13	9	-	-	PUNCT
alkej-889	13	10	square	square	NOUN
alkej-889	13	11	error	error	NOUN
alkej-889	13	12	(	(	PUNCT
alkej-889	13	13	rmse	rmse	NOUN
alkej-889	13	14	)	)	PUNCT
alkej-889	13	15	and	and	CCONJ
alkej-889	13	16	coefficient	coefficient	NOUN
alkej-889	13	17	of	of	ADP
alkej-889	13	18	determination	determination	NOUN
alkej-889	13	19	(	(	PUNCT
alkej-889	13	20	r²	r²	NOUN
alkej-889	13	21	)	)	PUNCT
alkej-889	13	22	and	and	CCONJ
alkej-889	13	23	we	we	PRON
alkej-889	13	24	arrived	arrive	VERB
alkej-889	13	25	at	at	ADP
alkej-889	13	26	0.16	0.16	NUM
alkej-889	13	27	and	and	CCONJ
alkej-889	13	28	0.97	0.97	NUM
alkej-889	13	29	for	for	ADP
alkej-889	13	30	rmse	rmse	NOUN
alkej-889	13	31	and	and	CCONJ
alkej-889	13	32	r²	r²	NOUN
alkej-889	13	33	,	,	PUNCT
alkej-889	13	34	respectively	respectively	ADV
alkej-889	13	35	.	.	PUNCT
alkej-889	14	1	keywords	keyword	NOUN
alkej-889	14	2	:	:	PUNCT
alkej-889	14	3	prediction	prediction	NOUN
alkej-889	14	4	,	,	PUNCT
alkej-889	14	5	energy	energy	NOUN
alkej-889	14	6	consumption	consumption	NOUN
alkej-889	14	7	,	,	PUNCT
alkej-889	14	8	regression	regression	NOUN
alkej-889	14	9	algorithm	algorithm	NOUN
alkej-889	14	10	,	,	PUNCT
alkej-889	14	11	scikit	scikit	NOUN
alkej-889	14	12	-	-	PUNCT
alkej-889	14	13	learn	learn	NOUN
alkej-889	14	14	algorithm	algorithm	NOUN
alkej-889	14	15	.	.	PUNCT
alkej-889	15	1	1	1	X
alkej-889	15	2	.	.	X
alkej-889	15	3	introduction	introduction	NOUN
alkej-889	15	4	as	as	SCONJ
alkej-889	15	5	the	the	DET
alkej-889	15	6	world	world	NOUN
alkej-889	15	7	's	's	PART
alkej-889	15	8	population	population	NOUN
alkej-889	15	9	grows	grow	VERB
alkej-889	15	10	,	,	PUNCT
alkej-889	15	11	so	so	ADV
alkej-889	15	12	does	do	VERB
alkej-889	15	13	the	the	DET
alkej-889	15	14	amount	amount	NOUN
alkej-889	15	15	of	of	ADP
alkej-889	15	16	energy	energy	NOUN
alkej-889	15	17	used	use	VERB
alkej-889	15	18	in	in	ADP
alkej-889	15	19	buildings	building	NOUN
alkej-889	15	20	.	.	PUNCT
alkej-889	16	1	numerous	numerous	ADJ
alkej-889	16	2	physical	physical	ADJ
alkej-889	16	3	and	and	CCONJ
alkej-889	16	4	sociological	sociological	ADJ
alkej-889	16	5	elements	element	NOUN
alkej-889	16	6	have	have	VERB
alkej-889	16	7	an	an	DET
alkej-889	16	8	impact	impact	NOUN
alkej-889	16	9	on	on	ADP
alkej-889	16	10	it	it	PRON
alkej-889	16	11	.	.	PUNCT
alkej-889	17	1	the	the	DET
alkej-889	17	2	need	need	NOUN
alkej-889	17	3	for	for	ADP
alkej-889	17	4	basic	basic	ADJ
alkej-889	17	5	services	service	NOUN
alkej-889	17	6	like	like	ADP
alkej-889	17	7	water	water	NOUN
alkej-889	17	8	,	,	PUNCT
alkej-889	17	9	gas	gas	NOUN
alkej-889	17	10	,	,	PUNCT
alkej-889	17	11	and	and	CCONJ
alkej-889	17	12	power	power	NOUN
alkej-889	17	13	has	have	AUX
alkej-889	17	14	increased	increase	VERB
alkej-889	17	15	exponentially	exponentially	ADV
alkej-889	17	16	due	due	ADP
alkej-889	17	17	to	to	ADP
alkej-889	17	18	increasing	increase	VERB
alkej-889	17	19	consumer	consumer	NOUN
alkej-889	17	20	culture	culture	NOUN
alkej-889	17	21	and	and	CCONJ
alkej-889	17	22	urbanization	urbanization	NOUN
alkej-889	17	23	activities	activity	NOUN
alkej-889	17	24	;	;	PUNCT
alkej-889	17	25	this	this	DET
alkej-889	17	26	demand	demand	NOUN
alkej-889	17	27	is	be	AUX
alkej-889	17	28	predicted	predict	VERB
alkej-889	17	29	to	to	PART
alkej-889	17	30	double	double	VERB
alkej-889	17	31	by	by	ADP
alkej-889	17	32	2050	2050	NUM
alkej-889	17	33	when	when	SCONJ
alkej-889	17	34	compared	compare	VERB
alkej-889	17	35	to	to	ADP
alkej-889	17	36	2010[1	2010[1	NUM
alkej-889	17	37	]	]	PUNCT
alkej-889	17	38	.	.	PUNCT
alkej-889	18	1	building	building	NOUN
alkej-889	18	2	-	-	PUNCT
alkej-889	18	3	related	relate	VERB
alkej-889	18	4	activities	activity	NOUN
alkej-889	18	5	account	account	VERB
alkej-889	18	6	for	for	ADP
alkej-889	18	7	more	more	ADJ
alkej-889	18	8	than	than	ADP
alkej-889	18	9	30	30	NUM
alkej-889	18	10	%	%	NOUN
alkej-889	18	11	of	of	ADP
alkej-889	18	12	world	world	NOUN
alkej-889	18	13	energy	energy	NOUN
alkej-889	18	14	demand	demand	NOUN
alkej-889	18	15	and	and	CCONJ
alkej-889	18	16	a	a	DET
alkej-889	18	17	quarter	quarter	NOUN
alkej-889	18	18	of	of	ADP
alkej-889	18	19	greenhouse	greenhouse	NOUN
alkej-889	18	20	gas	gas	NOUN
alkej-889	18	21	emissions	emission	NOUN
alkej-889	18	22	[	[	PUNCT
alkej-889	18	23	2	2	NUM
alkej-889	18	24	-	-	SYM
alkej-889	18	25	4	4	NUM
alkej-889	18	26	]	]	PUNCT
alkej-889	18	27	.	.	PUNCT
alkej-889	19	1	for	for	ADP
alkej-889	19	2	instance	instance	NOUN
alkej-889	19	3	,	,	PUNCT
alkej-889	19	4	the	the	DET
alkej-889	19	5	building	building	NOUN
alkej-889	19	6	industry	industry	NOUN
alkej-889	19	7	accounts	account	VERB
alkej-889	19	8	for	for	ADP
alkej-889	19	9	36	36	NUM
alkej-889	19	10	%	%	NOUN
alkej-889	19	11	of	of	ADP
alkej-889	19	12	co2	co2	NOUN
alkej-889	19	13	emissions	emission	NOUN
alkej-889	19	14	and	and	CCONJ
alkej-889	19	15	40	40	NUM
alkej-889	19	16	%	%	NOUN
alkej-889	19	17	of	of	ADP
alkej-889	19	18	energy	energy	NOUN
alkej-889	19	19	consumption	consumption	NOUN
alkej-889	19	20	in	in	ADP
alkej-889	19	21	europe	europe	PROPN
alkej-889	19	22	[	[	X
alkej-889	19	23	5	5	NUM
alkej-889	19	24	]	]	PUNCT
alkej-889	19	25	.	.	PUNCT
alkej-889	20	1	in	in	ADP
alkej-889	20	2	contrast	contrast	NOUN
alkej-889	20	3	,	,	PUNCT
alkej-889	20	4	the	the	DET
alkej-889	20	5	construction	construction	NOUN
alkej-889	20	6	sector	sector	NOUN
alkej-889	20	7	is	be	AUX
alkej-889	20	8	responsible	responsible	ADJ
alkej-889	20	9	for	for	ADP
alkej-889	20	10	38.9	38.9	NUM
alkej-889	20	11	%	%	NOUN
alkej-889	20	12	of	of	ADP
alkej-889	20	13	the	the	DET
alkej-889	20	14	total	total	ADJ
alkej-889	20	15	primary	primary	ADJ
alkej-889	20	16	energy	energy	NOUN
alkej-889	20	17	requirement	requirement	NOUN
alkej-889	20	18	(	(	PUNCT
alkej-889	20	19	per	per	ADP
alkej-889	20	20	)	)	PUNCT
alkej-889	20	21	in	in	ADP
alkej-889	20	22	the	the	DET
alkej-889	20	23	united	united	PROPN
alkej-889	20	24	states	states	PROPN
alkej-889	20	25	[	[	X
alkej-889	20	26	6	6	NUM
alkej-889	20	27	]	]	PUNCT
alkej-889	20	28	.	.	PUNCT
alkej-889	21	1	building	build	VERB
alkej-889	21	2	stocks	stock	NOUN
alkej-889	21	3	in	in	ADP
alkej-889	21	4	china	china	PROPN
alkej-889	21	5	accounted	account	VERB
alkej-889	21	6	for	for	ADP
alkej-889	21	7	around	around	ADV
alkej-889	21	8	24.1	24.1	NUM
alkej-889	21	9	%	%	NOUN
alkej-889	21	10	of	of	ADP
alkej-889	21	11	the	the	DET
alkej-889	21	12	total	total	ADJ
alkej-889	21	13	public	public	ADJ
alkej-889	21	14	energy	energy	NOUN
alkej-889	21	15	usage	usage	NOUN
alkej-889	21	16	in	in	ADP
alkej-889	21	17	1996	1996	NUM
alkej-889	21	18	and	and	CCONJ
alkej-889	21	19	27.5	27.5	NUM
alkej-889	21	20	%	%	NOUN
alkej-889	21	21	in	in	ADP
alkej-889	21	22	2011	2011	NUM
alkej-889	21	23	.	.	PUNCT
alkej-889	22	1	building	build	VERB
alkej-889	22	2	stocks	stock	NOUN
alkej-889	22	3	are	be	AUX
alkej-889	22	4	predicted	predict	VERB
alkej-889	22	5	to	to	PART
alkej-889	22	6	reach	reach	VERB
alkej-889	22	7	roughly	roughly	ADV
alkej-889	22	8	35	35	NUM
alkej-889	22	9	%	%	NOUN
alkej-889	22	10	by	by	ADP
alkej-889	22	11	2020	2020	NUM
alkej-889	23	1	[	[	X
alkej-889	23	2	7	7	NUM
alkej-889	23	3	]	]	PUNCT
alkej-889	23	4	.	.	PUNCT
alkej-889	24	1	besides	besides	SCONJ
alkej-889	24	2	,	,	PUNCT
alkej-889	24	3	in	in	ADP
alkej-889	24	4	a	a	DET
alkej-889	24	5	cutting	cut	VERB
alkej-889	24	6	-	-	PUNCT
alkej-889	24	7	edge	edge	NOUN
alkej-889	24	8	city	city	NOUN
alkej-889	24	9	like	like	ADP
alkej-889	24	10	hong	hong	PROPN
alkej-889	24	11	kong	kong	PROPN
alkej-889	24	12	,	,	PUNCT
alkej-889	24	13	electricity	electricity	NOUN
alkej-889	24	14	generation	generation	NOUN
alkej-889	24	15	accounts	account	VERB
alkej-889	24	16	for	for	ADP
alkej-889	24	17	60	60	NUM
alkej-889	24	18	%	%	NOUN
alkej-889	24	19	of	of	ADP
alkej-889	24	20	the	the	DET
alkej-889	24	21	byproducts	byproduct	NOUN
alkej-889	24	22	of	of	ADP
alkej-889	24	23	fossil	fossil	ADJ
alkej-889	24	24	fuels	fuel	NOUN
alkej-889	24	25	,	,	PUNCT
alkej-889	24	26	while	while	SCONJ
alkej-889	24	27	buildings	building	NOUN
alkej-889	24	28	account	account	VERB
alkej-889	24	29	for	for	ADP
alkej-889	24	30	89	89	NUM
alkej-889	24	31	%	%	NOUN
alkej-889	24	32	of	of	ADP
alkej-889	24	33	total	total	ADJ
alkej-889	24	34	power	power	NOUN
alkej-889	24	35	consumption[8	consumption[8	PROPN
alkej-889	24	36	]	]	PUNCT
alkej-889	24	37	.	.	PUNCT
alkej-889	25	1	mailto:wisam@kecbu.uobaghdad.edu.iq	mailto:wisam@kecbu.uobaghdad.edu.iq	PROPN
alkej-889	25	2	https://doi.org/10.22153/kej.2024.10.005	https://doi.org/10.22153/kej.2024.10.005	NOUN
alkej-889	25	3	)	)	PUNCT
alkej-889	25	4	2023(88	2023(88	NUM
alkej-889	25	5	-67	-67	NUM
alkej-889	25	6	,	,	PUNCT
alkej-889	25	7	p.p	p.p	PROPN
alkej-889	25	8	.	.	NOUN
alkej-889	25	9	4khwarizmi	4khwarizmi	NUM
alkej-889	25	10	engineering	engineering	NOUN
alkej-889	25	11	journal	journal	NOUN
alkej-889	25	12	,	,	PUNCT
alkej-889	25	13	vol	vol	NOUN
alkej-889	25	14	.	.	PROPN
alkej-889	25	15	19	19	NUM
alkej-889	25	16	,	,	PUNCT
alkej-889	25	17	no	no	INTJ
alkej-889	25	18	.	.	PUNCT
alkej-889	25	19	-al	-al	PROPN
alkej-889	26	1	reem	reem	PROPN
alkej-889	26	2	omar	omar	PROPN
alkej-889	26	3	mahdi	mahdi	PROPN
alkej-889	26	4	77	77	NUM
alkej-889	26	5	additionally	additionally	ADV
alkej-889	26	6	,	,	PUNCT
alkej-889	26	7	certain	certain	ADJ
alkej-889	26	8	climate	climate	NOUN
alkej-889	26	9	conditions	condition	NOUN
alkej-889	26	10	around	around	ADP
alkej-889	26	11	the	the	DET
alkej-889	26	12	world	world	NOUN
alkej-889	26	13	forced	force	VERB
alkej-889	26	14	homes	home	NOUN
alkej-889	26	15	to	to	PART
alkej-889	26	16	use	use	VERB
alkej-889	26	17	more	more	ADJ
alkej-889	26	18	energy	energy	NOUN
alkej-889	26	19	for	for	ADP
alkej-889	26	20	their	their	PRON
alkej-889	26	21	heating	heating	NOUN
alkej-889	26	22	,	,	PUNCT
alkej-889	26	23	cooling	cooling	NOUN
alkej-889	26	24	,	,	PUNCT
alkej-889	26	25	cooking	cooking	NOUN
alkej-889	26	26	,	,	PUNCT
alkej-889	26	27	and	and	CCONJ
alkej-889	26	28	refrigeration	refrigeration	NOUN
alkej-889	26	29	requirements	requirement	NOUN
alkej-889	26	30	.	.	PUNCT
alkej-889	27	1	university	university	NOUN
alkej-889	27	2	buildings	building	NOUN
alkej-889	27	3	and	and	CCONJ
alkej-889	27	4	commercial	commercial	ADJ
alkej-889	27	5	buildings	building	NOUN
alkej-889	27	6	,	,	PUNCT
alkej-889	27	7	particularly	particularly	ADV
alkej-889	27	8	offices	office	NOUN
alkej-889	27	9	,	,	PUNCT
alkej-889	27	10	are	be	AUX
alkej-889	27	11	thought	think	VERB
alkej-889	27	12	to	to	PART
alkej-889	27	13	have	have	VERB
alkej-889	27	14	high	high	ADJ
alkej-889	27	15	energy	energy	NOUN
alkej-889	27	16	usage	usage	NOUN
alkej-889	27	17	[	[	X
alkej-889	27	18	9,10	9,10	NUM
alkej-889	27	19	]	]	X
alkej-889	27	20	.	.	PUNCT
alkej-889	28	1	as	as	ADP
alkej-889	28	2	a	a	DET
alkej-889	28	3	result	result	NOUN
alkej-889	28	4	,	,	PUNCT
alkej-889	28	5	cutting	cut	VERB
alkej-889	28	6	back	back	ADP
alkej-889	28	7	on	on	ADP
alkej-889	28	8	energy	energy	NOUN
alkej-889	28	9	use	use	NOUN
alkej-889	28	10	to	to	PART
alkej-889	28	11	achieve	achieve	VERB
alkej-889	28	12	energy	energy	NOUN
alkej-889	28	13	sustainability	sustainability	NOUN
alkej-889	28	14	is	be	AUX
alkej-889	28	15	recognized	recognize	VERB
alkej-889	28	16	as	as	ADP
alkej-889	28	17	a	a	DET
alkej-889	28	18	crucial	crucial	ADJ
alkej-889	28	19	strategy	strategy	NOUN
alkej-889	28	20	for	for	ADP
alkej-889	28	21	lowering	lower	VERB
alkej-889	28	22	rising	rise	VERB
alkej-889	28	23	energy	energy	NOUN
alkej-889	28	24	demand	demand	NOUN
alkej-889	28	25	and	and	CCONJ
alkej-889	28	26	emissions	emission	NOUN
alkej-889	28	27	as	as	ADV
alkej-889	28	28	well	well	ADV
alkej-889	28	29	as	as	ADP
alkej-889	28	30	tackling	tackle	VERB
alkej-889	28	31	the	the	DET
alkej-889	28	32	problems	problem	NOUN
alkej-889	28	33	associated	associate	VERB
alkej-889	28	34	with	with	ADP
alkej-889	28	35	a	a	DET
alkej-889	28	36	warming	warming	NOUN
alkej-889	28	37	globe	globe	NOUN
alkej-889	28	38	because	because	SCONJ
alkej-889	28	39	of	of	ADP
alkej-889	28	40	the	the	DET
alkej-889	28	41	ongoing	ongoing	ADJ
alkej-889	28	42	global	global	ADJ
alkej-889	28	43	rise	rise	NOUN
alkej-889	28	44	in	in	ADP
alkej-889	28	45	energy	energy	NOUN
alkej-889	28	46	prices	price	NOUN
alkej-889	28	47	,	,	PUNCT
alkej-889	28	48	so	so	ADV
alkej-889	28	49	technological	technological	ADJ
alkej-889	28	50	solutions	solution	NOUN
alkej-889	28	51	are	be	AUX
alkej-889	28	52	essential	essential	ADJ
alkej-889	28	53	for	for	ADP
alkej-889	28	54	reducing	reduce	VERB
alkej-889	28	55	energy	energy	NOUN
alkej-889	28	56	demand	demand	NOUN
alkej-889	28	57	[	[	X
alkej-889	28	58	11	11	NUM
alkej-889	28	59	]	]	PUNCT
alkej-889	28	60	.	.	PUNCT
alkej-889	29	1	it	it	PRON
alkej-889	29	2	is	be	AUX
alkej-889	29	3	critical	critical	ADJ
alkej-889	29	4	to	to	PART
alkej-889	29	5	examine	examine	VERB
alkej-889	29	6	the	the	DET
alkej-889	29	7	energy	energy	NOUN
alkej-889	29	8	consumption	consumption	NOUN
alkej-889	29	9	patterns	pattern	NOUN
alkej-889	29	10	of	of	ADP
alkej-889	29	11	buildings	building	NOUN
alkej-889	29	12	to	to	PART
alkej-889	29	13	establish	establish	VERB
alkej-889	29	14	energy	energy	NOUN
alkej-889	29	15	efficiency	efficiency	NOUN
alkej-889	29	16	measures	measure	NOUN
alkej-889	29	17	that	that	PRON
alkej-889	29	18	will	will	AUX
alkej-889	29	19	assist	assist	VERB
alkej-889	29	20	us	we	PRON
alkej-889	29	21	in	in	ADP
alkej-889	29	22	achieving	achieve	VERB
alkej-889	29	23	sustainability	sustainability	NOUN
alkej-889	29	24	goals	goal	NOUN
alkej-889	29	25	and	and	CCONJ
alkej-889	29	26	net	net	ADJ
alkej-889	29	27	-	-	PUNCT
alkej-889	29	28	zero	zero	NUM
alkej-889	29	29	greenhouse	greenhouse	NOUN
alkej-889	29	30	gas	gas	NOUN
alkej-889	29	31	emission	emission	NOUN
alkej-889	29	32	targets	target	NOUN
alkej-889	29	33	.	.	PUNCT
alkej-889	30	1	the	the	DET
alkej-889	30	2	efficiency	efficiency	NOUN
alkej-889	30	3	of	of	ADP
alkej-889	30	4	energyconsuming	energyconsume	VERB
alkej-889	30	5	equipment	equipment	NOUN
alkej-889	30	6	and	and	CCONJ
alkej-889	30	7	appliances	appliance	NOUN
alkej-889	30	8	has	have	AUX
alkej-889	30	9	improved	improve	VERB
alkej-889	30	10	with	with	ADP
alkej-889	30	11	technological	technological	ADJ
alkej-889	30	12	advancement	advancement	NOUN
alkej-889	30	13	.	.	PUNCT
alkej-889	31	1	building	build	VERB
alkej-889	31	2	energy	energy	NOUN
alkej-889	31	3	usage	usage	NOUN
alkej-889	31	4	has	have	AUX
alkej-889	31	5	been	be	AUX
alkej-889	31	6	decreased	decrease	VERB
alkej-889	31	7	by	by	ADP
alkej-889	31	8	retrofitting	retrofit	VERB
alkej-889	31	9	outdated	outdated	ADJ
alkej-889	31	10	air	air	NOUN
alkej-889	31	11	conditioning	conditioning	NOUN
alkej-889	31	12	and	and	CCONJ
alkej-889	31	13	cooling	cool	VERB
alkej-889	31	14	systems	system	NOUN
alkej-889	31	15	,	,	PUNCT
alkej-889	31	16	switching	switch	VERB
alkej-889	31	17	to	to	ADP
alkej-889	31	18	new	new	ADJ
alkej-889	31	19	lighting	lighting	NOUN
alkej-889	31	20	technology	technology	NOUN
alkej-889	31	21	,	,	PUNCT
alkej-889	31	22	and	and	CCONJ
alkej-889	31	23	changing	change	VERB
alkej-889	31	24	operating	operating	NOUN
alkej-889	31	25	habits	habit	NOUN
alkej-889	31	26	through	through	ADP
alkej-889	31	27	energy	energy	NOUN
alkej-889	31	28	efficiency	efficiency	NOUN
alkej-889	31	29	projects	project	NOUN
alkej-889	31	30	[	[	X
alkej-889	31	31	12	12	NUM
alkej-889	31	32	]	]	PUNCT
alkej-889	31	33	.	.	PUNCT
alkej-889	32	1	here	here	ADV
alkej-889	32	2	,	,	PUNCT
alkej-889	32	3	an	an	DET
alkej-889	32	4	accurate	accurate	ADJ
alkej-889	32	5	prediction	prediction	NOUN
alkej-889	32	6	of	of	ADP
alkej-889	32	7	energy	energy	NOUN
alkej-889	32	8	used	use	VERB
alkej-889	32	9	and	and	CCONJ
alkej-889	32	10	its	its	PRON
alkej-889	32	11	amount	amount	NOUN
alkej-889	32	12	in	in	ADP
alkej-889	32	13	the	the	DET
alkej-889	32	14	building	building	NOUN
alkej-889	32	15	will	will	AUX
alkej-889	32	16	be	be	AUX
alkej-889	32	17	performed	perform	VERB
alkej-889	32	18	to	to	PART
alkej-889	32	19	work	work	VERB
alkej-889	32	20	on	on	ADP
alkej-889	32	21	it	it	PRON
alkej-889	32	22	to	to	PART
alkej-889	32	23	reach	reach	VERB
alkej-889	32	24	energy	energy	NOUN
alkej-889	32	25	savings	saving	NOUN
alkej-889	32	26	and	and	CCONJ
alkej-889	32	27	different	different	ADJ
alkej-889	32	28	conservation	conservation	NOUN
alkej-889	32	29	measures	measure	NOUN
alkej-889	32	30	.	.	PUNCT
alkej-889	33	1	it	it	PRON
alkej-889	33	2	will	will	AUX
alkej-889	33	3	also	also	ADV
alkej-889	33	4	help	help	VERB
alkej-889	33	5	us	we	PRON
alkej-889	33	6	select	select	VERB
alkej-889	33	7	the	the	DET
alkej-889	33	8	best	good	ADJ
alkej-889	33	9	design	design	NOUN
alkej-889	33	10	for	for	ADP
alkej-889	33	11	the	the	DET
alkej-889	33	12	building	building	NOUN
alkej-889	33	13	to	to	PART
alkej-889	33	14	reduce	reduce	VERB
alkej-889	33	15	energy	energy	NOUN
alkej-889	33	16	consumption	consumption	NOUN
alkej-889	33	17	.	.	PUNCT
alkej-889	34	1	there	there	PRON
alkej-889	34	2	are	be	VERB
alkej-889	34	3	two	two	NUM
alkej-889	34	4	ways	way	NOUN
alkej-889	34	5	to	to	PART
alkej-889	34	6	predict	predict	VERB
alkej-889	34	7	how	how	SCONJ
alkej-889	34	8	much	much	ADJ
alkej-889	34	9	energy	energy	NOUN
alkej-889	34	10	a	a	DET
alkej-889	34	11	structure	structure	NOUN
alkej-889	34	12	will	will	AUX
alkej-889	34	13	require	require	VERB
alkej-889	34	14	.	.	PUNCT
alkej-889	35	1	the	the	DET
alkej-889	35	2	first	first	ADJ
alkej-889	35	3	one	one	NUM
alkej-889	35	4	is	be	AUX
alkej-889	35	5	based	base	VERB
alkej-889	35	6	on	on	ADP
alkej-889	35	7	a	a	DET
alkej-889	35	8	physical	physical	ADJ
alkej-889	35	9	model	model	NOUN
alkej-889	35	10	,	,	PUNCT
alkej-889	35	11	whereas	whereas	SCONJ
alkej-889	35	12	the	the	DET
alkej-889	35	13	other	other	ADJ
alkej-889	35	14	is	be	AUX
alkej-889	35	15	data	data	NOUN
alkej-889	35	16	-	-	PUNCT
alkej-889	35	17	driven	drive	VERB
alkej-889	35	18	.	.	PUNCT
alkej-889	36	1	the	the	DET
alkej-889	36	2	physical	physical	ADJ
alkej-889	36	3	modeling	modeling	NOUN
alkej-889	36	4	technique	technique	NOUN
alkej-889	36	5	is	be	AUX
alkej-889	36	6	also	also	ADV
alkej-889	36	7	known	know	VERB
alkej-889	36	8	as	as	ADP
alkej-889	36	9	the	the	DET
alkej-889	36	10	"	"	PUNCT
alkej-889	36	11	forward	forward	ADV
alkej-889	36	12	modeling	modeling	NOUN
alkej-889	36	13	approach	approach	NOUN
alkej-889	36	14	.	.	PUNCT
alkej-889	36	15	"	"	PUNCT
alkej-889	37	1	the	the	DET
alkej-889	37	2	physical	physical	ADJ
alkej-889	37	3	modeling	modeling	NOUN
alkej-889	37	4	technique	technique	NOUN
alkej-889	37	5	involves	involve	VERB
alkej-889	37	6	precise	precise	ADJ
alkej-889	37	7	information	information	NOUN
alkej-889	37	8	about	about	ADP
alkej-889	37	9	the	the	DET
alkej-889	37	10	structure	structure	NOUN
alkej-889	37	11	,	,	PUNCT
alkej-889	37	12	mechanical	mechanical	ADJ
alkej-889	37	13	systems	system	NOUN
alkej-889	37	14	,	,	PUNCT
alkej-889	37	15	and	and	CCONJ
alkej-889	37	16	inhabitants	inhabitant	NOUN
alkej-889	37	17	'	'	PART
alkej-889	37	18	activities	activity	NOUN
alkej-889	37	19	that	that	PRON
alkej-889	37	20	may	may	AUX
alkej-889	37	21	not	not	PART
alkej-889	37	22	be	be	AUX
alkej-889	37	23	readily	readily	ADV
alkej-889	37	24	available	available	ADJ
alkej-889	37	25	to	to	PART
alkej-889	37	26	produce	produce	VERB
alkej-889	37	27	a	a	DET
alkej-889	37	28	mathematical	mathematical	ADJ
alkej-889	37	29	model	model	NOUN
alkej-889	37	30	to	to	PART
alkej-889	37	31	predict	predict	VERB
alkej-889	37	32	the	the	DET
alkej-889	37	33	building	building	NOUN
alkej-889	37	34	's	's	PART
alkej-889	37	35	energy	energy	NOUN
alkej-889	37	36	usage	usage	NOUN
alkej-889	37	37	.	.	PUNCT
alkej-889	38	1	to	to	PART
alkej-889	38	2	simulate	simulate	VERB
alkej-889	38	3	and	and	CCONJ
alkej-889	38	4	predict	predict	VERB
alkej-889	38	5	the	the	DET
alkej-889	38	6	energy	energy	NOUN
alkej-889	38	7	consumption	consumption	NOUN
alkej-889	38	8	of	of	ADP
alkej-889	38	9	buildings	building	NOUN
alkej-889	38	10	,	,	PUNCT
alkej-889	38	11	the	the	DET
alkej-889	38	12	forward	forward	ADV
alkej-889	38	13	modeling	modeling	NOUN
alkej-889	38	14	technique	technique	NOUN
alkej-889	38	15	frequently	frequently	ADV
alkej-889	38	16	makes	make	VERB
alkej-889	38	17	use	use	NOUN
alkej-889	38	18	of	of	ADP
alkej-889	38	19	commercial	commercial	ADJ
alkej-889	38	20	software	software	NOUN
alkej-889	38	21	,	,	PUNCT
alkej-889	38	22	such	such	ADJ
alkej-889	38	23	as	as	ADP
alkej-889	38	24	doe-2	doe-2	NUM
alkej-889	38	25	,	,	PUNCT
alkej-889	38	26	design	design	NOUN
alkej-889	38	27	builder	builder	NOUN
alkej-889	38	28	,	,	PUNCT
alkej-889	38	29	etc	etc	X
alkej-889	38	30	.	.	X
alkej-889	38	31	,	,	PUNCT
alkej-889	38	32	as	as	ADP
alkej-889	38	33	inputs	input	NOUN
alkej-889	38	34	.	.	PUNCT
alkej-889	39	1	there	there	PRON
alkej-889	39	2	are	be	VERB
alkej-889	39	3	frequently	frequently	ADV
alkej-889	39	4	only	only	ADV
alkej-889	39	5	small	small	ADJ
alkej-889	39	6	differences	difference	NOUN
alkej-889	39	7	in	in	ADP
alkej-889	39	8	the	the	DET
alkej-889	39	9	outcomes	outcome	NOUN
alkej-889	39	10	across	across	ADP
alkej-889	39	11	various	various	ADJ
alkej-889	39	12	software	software	NOUN
alkej-889	39	13	when	when	SCONJ
alkej-889	39	14	the	the	DET
alkej-889	39	15	input	input	NOUN
alkej-889	39	16	values	value	NOUN
alkej-889	39	17	for	for	ADP
alkej-889	39	18	the	the	DET
alkej-889	39	19	variables	variable	NOUN
alkej-889	39	20	are	be	AUX
alkej-889	39	21	the	the	DET
alkej-889	39	22	same	same	ADJ
alkej-889	39	23	or	or	CCONJ
alkej-889	39	24	identical	identical	ADJ
alkej-889	39	25	[	[	X
alkej-889	39	26	13	13	NUM
alkej-889	39	27	]	]	PUNCT
alkej-889	39	28	.	.	PUNCT
alkej-889	40	1	meanwhile	meanwhile	ADV
alkej-889	40	2	,	,	PUNCT
alkej-889	40	3	the	the	DET
alkej-889	40	4	physical	physical	ADJ
alkej-889	40	5	model	model	NOUN
alkej-889	40	6	could	could	AUX
alkej-889	40	7	not	not	PART
alkej-889	40	8	account	account	VERB
alkej-889	40	9	for	for	ADP
alkej-889	40	10	the	the	DET
alkej-889	40	11	sociocultural	sociocultural	ADJ
alkej-889	40	12	elements	element	NOUN
alkej-889	40	13	that	that	PRON
alkej-889	40	14	might	might	AUX
alkej-889	40	15	have	have	VERB
alkej-889	40	16	an	an	DET
alkej-889	40	17	impact	impact	NOUN
alkej-889	40	18	on	on	ADP
alkej-889	40	19	how	how	SCONJ
alkej-889	40	20	much	much	ADJ
alkej-889	40	21	energy	energy	NOUN
alkej-889	40	22	residents	resident	NOUN
alkej-889	40	23	use	use	VERB
alkej-889	40	24	.	.	PUNCT
alkej-889	41	1	the	the	DET
alkej-889	41	2	data	data	NOUN
alkej-889	41	3	-	-	PUNCT
alkej-889	41	4	driven	drive	VERB
alkej-889	41	5	technique	technique	NOUN
alkej-889	41	6	circumvents	circumvent	VERB
alkej-889	41	7	the	the	DET
alkej-889	41	8	constraints	constraint	NOUN
alkej-889	41	9	of	of	ADP
alkej-889	41	10	using	use	VERB
alkej-889	41	11	physical	physical	ADJ
alkej-889	41	12	models	model	NOUN
alkej-889	41	13	to	to	PART
alkej-889	41	14	anticipate	anticipate	VERB
alkej-889	41	15	consumed	consumed	ADJ
alkej-889	41	16	energy	energy	NOUN
alkej-889	41	17	by	by	ADP
alkej-889	41	18	using	use	VERB
alkej-889	41	19	data	datum	NOUN
alkej-889	41	20	analysis	analysis	NOUN
alkej-889	41	21	using	use	VERB
alkej-889	41	22	well	well	ADV
alkej-889	41	23	-	-	PUNCT
alkej-889	41	24	known	know	VERB
alkej-889	41	25	data	data	NOUN
alkej-889	41	26	sets	set	NOUN
alkej-889	41	27	.	.	PUNCT
alkej-889	42	1	typically	typically	ADV
alkej-889	42	2	,	,	PUNCT
alkej-889	42	3	building	build	VERB
alkej-889	42	4	sample	sample	NOUN
alkej-889	42	5	simulations	simulation	NOUN
alkej-889	42	6	or	or	CCONJ
alkej-889	42	7	collecting	collect	VERB
alkej-889	42	8	data	datum	NOUN
alkej-889	42	9	is	be	AUX
alkej-889	42	10	used	use	VERB
alkej-889	42	11	to	to	PART
alkej-889	42	12	develop	develop	VERB
alkej-889	42	13	an	an	DET
alkej-889	42	14	energy	energy	NOUN
alkej-889	42	15	-	-	PUNCT
alkej-889	42	16	use	use	NOUN
alkej-889	42	17	database	database	NOUN
alkej-889	42	18	.	.	PUNCT
alkej-889	43	1	artificial	artificial	ADJ
alkej-889	43	2	neural	neural	ADJ
alkej-889	43	3	networks	network	NOUN
alkej-889	43	4	(	(	PUNCT
alkej-889	43	5	ann	ann	PROPN
alkej-889	43	6	)	)	PUNCT
alkej-889	43	7	,	,	PUNCT
alkej-889	43	8	classification	classification	NOUN
alkej-889	43	9	and	and	CCONJ
alkej-889	43	10	regression	regression	NOUN
alkej-889	43	11	trees	tree	NOUN
alkej-889	43	12	(	(	PUNCT
alkej-889	43	13	cart	cart	NOUN
alkej-889	43	14	)	)	PUNCT
alkej-889	43	15	,	,	PUNCT
alkej-889	43	16	multiple	multiple	ADJ
alkej-889	43	17	linear	linear	ADJ
alkej-889	43	18	regression	regression	NOUN
alkej-889	43	19	(	(	PUNCT
alkej-889	43	20	mlr	mlr	NOUN
alkej-889	43	21	)	)	PUNCT
alkej-889	43	22	,	,	PUNCT
alkej-889	43	23	and	and	CCONJ
alkej-889	43	24	other	other	ADJ
alkej-889	43	25	data	data	NOUN
alkej-889	43	26	-	-	PUNCT
alkej-889	43	27	driven	drive	VERB
alkej-889	43	28	methods	method	NOUN
alkej-889	43	29	are	be	AUX
alkej-889	43	30	examples	example	NOUN
alkej-889	43	31	.	.	PUNCT
alkej-889	44	1	other	other	ADJ
alkej-889	44	2	data	data	NOUN
alkej-889	44	3	-	-	PUNCT
alkej-889	44	4	driven	drive	VERB
alkej-889	44	5	strategies	strategy	NOUN
alkej-889	44	6	have	have	AUX
alkej-889	44	7	also	also	ADV
alkej-889	44	8	been	be	AUX
alkej-889	44	9	looked	look	VERB
alkej-889	44	10	into	into	ADP
alkej-889	44	11	by	by	ADP
alkej-889	44	12	researchers	researcher	NOUN
alkej-889	44	13	.	.	PUNCT
alkej-889	45	1	for	for	ADP
alkej-889	45	2	instance	instance	NOUN
alkej-889	45	3	,	,	PUNCT
alkej-889	45	4	li	li	PROPN
alkej-889	45	5	et	et	PROPN
alkej-889	45	6	al	al	PROPN
alkej-889	45	7	.	.	PUNCT
alkej-889	46	1	[	[	X
alkej-889	46	2	14	14	NUM
alkej-889	46	3	]	]	PUNCT
alkej-889	46	4	built	build	VERB
alkej-889	46	5	a	a	DET
alkej-889	46	6	hybrid	hybrid	ADJ
alkej-889	46	7	teaching	teaching	NOUN
alkej-889	46	8	-	-	PUNCT
alkej-889	46	9	learning	learn	VERB
alkej-889	46	10	artificial	artificial	ADJ
alkej-889	46	11	neural	neural	ADJ
alkej-889	46	12	network	network	NOUN
alkej-889	46	13	model	model	NOUN
alkej-889	46	14	utilizing	utilize	VERB
alkej-889	46	15	weather	weather	NOUN
alkej-889	46	16	data	datum	NOUN
alkej-889	46	17	,	,	PUNCT
alkej-889	46	18	calendar	calendar	NOUN
alkej-889	46	19	data	datum	NOUN
alkej-889	46	20	,	,	PUNCT
alkej-889	46	21	occupancy	occupancy	NOUN
alkej-889	46	22	patterns	pattern	NOUN
alkej-889	46	23	,	,	PUNCT
alkej-889	46	24	and	and	CCONJ
alkej-889	46	25	historical	historical	ADJ
alkej-889	46	26	energy	energy	NOUN
alkej-889	46	27	use	use	NOUN
alkej-889	46	28	data	datum	NOUN
alkej-889	46	29	to	to	PART
alkej-889	46	30	anticipate	anticipate	VERB
alkej-889	46	31	the	the	DET
alkej-889	46	32	hourly	hourly	ADJ
alkej-889	46	33	electrical	electrical	ADJ
alkej-889	46	34	energy	energy	NOUN
alkej-889	46	35	consumption	consumption	NOUN
alkej-889	46	36	for	for	ADP
alkej-889	46	37	two	two	NUM
alkej-889	46	38	educational	educational	ADJ
alkej-889	46	39	facilities	facility	NOUN
alkej-889	46	40	located	locate	VERB
alkej-889	46	41	in	in	ADP
alkej-889	46	42	the	the	DET
alkej-889	46	43	usa	usa	PROPN
alkej-889	46	44	and	and	CCONJ
alkej-889	46	45	china	china	PROPN
alkej-889	46	46	.	.	PUNCT
alkej-889	47	1	according	accord	VERB
alkej-889	47	2	to	to	ADP
alkej-889	47	3	previous	previous	ADJ
alkej-889	47	4	publications	publication	NOUN
alkej-889	47	5	,	,	PUNCT
alkej-889	47	6	relatively	relatively	ADV
alkej-889	47	7	few	few	ADJ
alkej-889	47	8	studies	study	NOUN
alkej-889	47	9	have	have	AUX
alkej-889	47	10	attempted	attempt	VERB
alkej-889	47	11	to	to	PART
alkej-889	47	12	predict	predict	VERB
alkej-889	47	13	the	the	DET
alkej-889	47	14	annual	annual	ADJ
alkej-889	47	15	consumption	consumption	NOUN
alkej-889	47	16	of	of	ADP
alkej-889	47	17	energy	energy	NOUN
alkej-889	47	18	for	for	ADP
alkej-889	47	19	residential	residential	ADJ
alkej-889	47	20	buildings	building	NOUN
alkej-889	47	21	using	use	VERB
alkej-889	47	22	data	datum	NOUN
alkej-889	47	23	from	from	ADP
alkej-889	47	24	actual	actual	ADJ
alkej-889	47	25	energy	energy	NOUN
alkej-889	47	26	usage	usage	NOUN
alkej-889	47	27	.	.	PUNCT
alkej-889	48	1	based	base	VERB
alkej-889	48	2	on	on	ADP
alkej-889	48	3	the	the	DET
alkej-889	48	4	outcomes	outcome	NOUN
alkej-889	48	5	of	of	ADP
alkej-889	48	6	simulations	simulation	NOUN
alkej-889	48	7	using	use	VERB
alkej-889	48	8	commercial	commercial	ADJ
alkej-889	48	9	software	software	NOUN
alkej-889	48	10	,	,	PUNCT
alkej-889	48	11	several	several	ADJ
alkej-889	48	12	studies	study	NOUN
alkej-889	48	13	have	have	AUX
alkej-889	48	14	concentrated	concentrate	VERB
alkej-889	48	15	on	on	ADP
alkej-889	48	16	monthly	monthly	ADJ
alkej-889	48	17	[	[	X
alkej-889	48	18	15	15	NUM
alkej-889	48	19	]	]	X
alkej-889	48	20	,	,	PUNCT
alkej-889	48	21	daily	daily	ADV
alkej-889	48	22	[	[	X
alkej-889	48	23	16	16	NUM
alkej-889	48	24	-	-	SYM
alkej-889	48	25	18	18	NUM
alkej-889	48	26	]	]	PUNCT
alkej-889	48	27	,	,	PUNCT
alkej-889	48	28	or	or	CCONJ
alkej-889	48	29	hourly	hourly	ADJ
alkej-889	49	1	[	[	X
alkej-889	49	2	16	16	NUM
alkej-889	49	3	-	-	SYM
alkej-889	49	4	20	20	NUM
alkej-889	49	5	]	]	PUNCT
alkej-889	49	6	energy	energy	NOUN
alkej-889	49	7	use	use	VERB
alkej-889	49	8	their	their	PRON
alkej-889	49	9	benefit	benefit	NOUN
alkej-889	49	10	appears	appear	VERB
alkej-889	49	11	to	to	PART
alkej-889	49	12	be	be	AUX
alkej-889	49	13	finding	find	VERB
alkej-889	49	14	the	the	DET
alkej-889	49	15	best	good	ADJ
alkej-889	49	16	solution	solution	NOUN
alkej-889	49	17	to	to	PART
alkej-889	49	18	reduce	reduce	VERB
alkej-889	49	19	energy	energy	NOUN
alkej-889	49	20	consumption	consumption	NOUN
alkej-889	49	21	.	.	PUNCT
alkej-889	50	1	additionally	additionally	ADV
alkej-889	50	2	,	,	PUNCT
alkej-889	50	3	in	in	ADP
alkej-889	50	4	the	the	DET
alkej-889	50	5	prediction	prediction	NOUN
alkej-889	50	6	model	model	NOUN
alkej-889	50	7	,	,	PUNCT
alkej-889	50	8	the	the	DET
alkej-889	50	9	impacts	impact	NOUN
alkej-889	50	10	of	of	ADP
alkej-889	50	11	occupant	occupant	ADJ
alkej-889	50	12	behaviors	behavior	NOUN
alkej-889	50	13	on	on	ADP
alkej-889	50	14	energy	energy	NOUN
alkej-889	50	15	use	use	NOUN
alkej-889	50	16	are	be	AUX
alkej-889	50	17	typically	typically	ADV
alkej-889	50	18	disregarded	disregard	VERB
alkej-889	50	19	,	,	PUNCT
alkej-889	50	20	and	and	CCONJ
alkej-889	50	21	the	the	DET
alkej-889	50	22	bulk	bulk	NOUN
alkej-889	50	23	of	of	ADP
alkej-889	50	24	the	the	DET
alkej-889	50	25	variables	variable	NOUN
alkej-889	50	26	focus	focus	VERB
alkej-889	50	27	on	on	ADP
alkej-889	50	28	meteorological	meteorological	ADJ
alkej-889	50	29	data	datum	NOUN
alkej-889	51	1	[	[	X
alkej-889	51	2	16	16	NUM
alkej-889	51	3	-	-	SYM
alkej-889	51	4	19	19	NUM
alkej-889	51	5	,	,	PUNCT
alkej-889	51	6	and	and	CCONJ
alkej-889	51	7	21	21	NUM
alkej-889	51	8	]	]	PUNCT
alkej-889	51	9	or	or	CCONJ
alkej-889	51	10	design	design	NOUN
alkej-889	51	11	variables	variable	NOUN
alkej-889	51	12	of	of	ADP
alkej-889	51	13	the	the	DET
alkej-889	51	14	building	building	NOUN
alkej-889	51	15	's	's	PART
alkej-889	51	16	façade	façade	NOUN
alkej-889	52	1	[	[	X
alkej-889	52	2	15	15	NUM
alkej-889	52	3	and	and	CCONJ
alkej-889	52	4	21	21	NUM
alkej-889	52	5	-	-	SYM
alkej-889	52	6	24	24	NUM
alkej-889	52	7	]	]	PUNCT
alkej-889	52	8	.	.	PUNCT
alkej-889	53	1	as	as	ADP
alkej-889	53	2	a	a	DET
alkej-889	53	3	result	result	NOUN
alkej-889	53	4	of	of	ADP
alkej-889	53	5	this	this	PRON
alkej-889	53	6	,	,	PUNCT
alkej-889	53	7	estimates	estimate	NOUN
alkej-889	53	8	of	of	ADP
alkej-889	53	9	homes	home	NOUN
alkej-889	53	10	'	'	PART
alkej-889	53	11	energy	energy	NOUN
alkej-889	53	12	use	use	NOUN
alkej-889	53	13	vary	vary	VERB
alkej-889	53	14	,	,	PUNCT
alkej-889	53	15	and	and	CCONJ
alkej-889	53	16	socioeconomic	socioeconomic	ADJ
alkej-889	53	17	and	and	CCONJ
alkej-889	53	18	demographic	demographic	ADJ
alkej-889	53	19	information	information	NOUN
alkej-889	53	20	is	be	AUX
alkej-889	53	21	frequently	frequently	ADV
alkej-889	53	22	left	leave	VERB
alkej-889	53	23	out	out	ADP
alkej-889	53	24	.	.	PUNCT
alkej-889	54	1	due	due	ADP
alkej-889	54	2	to	to	ADP
alkej-889	54	3	the	the	DET
alkej-889	54	4	vast	vast	ADJ
alkej-889	54	5	potential	potential	NOUN
alkej-889	54	6	of	of	ADP
alkej-889	54	7	artificial	artificial	ADJ
alkej-889	54	8	intelligence	intelligence	NOUN
alkej-889	54	9	(	(	PUNCT
alkej-889	54	10	ai	ai	NOUN
alkej-889	54	11	)	)	PUNCT
alkej-889	54	12	,	,	PUNCT
alkej-889	54	13	it	it	PRON
alkej-889	54	14	is	be	AUX
alkej-889	54	15	highly	highly	ADV
alkej-889	54	16	likely	likely	ADJ
alkej-889	54	17	to	to	PART
alkej-889	54	18	play	play	VERB
alkej-889	54	19	a	a	DET
alkej-889	54	20	significant	significant	ADJ
alkej-889	54	21	role	role	NOUN
alkej-889	54	22	in	in	ADP
alkej-889	54	23	advancing	advance	VERB
alkej-889	54	24	the	the	DET
alkej-889	54	25	study	study	NOUN
alkej-889	54	26	of	of	ADP
alkej-889	54	27	energy	energy	NOUN
alkej-889	54	28	conservation	conservation	NOUN
alkej-889	54	29	in	in	ADP
alkej-889	54	30	buildings	building	NOUN
alkej-889	54	31	.	.	PUNCT
alkej-889	55	1	consequently	consequently	ADV
alkej-889	55	2	,	,	PUNCT
alkej-889	55	3	numerous	numerous	ADJ
alkej-889	55	4	individuals	individual	NOUN
alkej-889	55	5	passionate	passionate	VERB
alkej-889	55	6	about	about	ADP
alkej-889	55	7	the	the	DET
alkej-889	55	8	energy	energy	NOUN
alkej-889	55	9	sector	sector	NOUN
alkej-889	55	10	are	be	AUX
alkej-889	55	11	compelled	compel	VERB
alkej-889	55	12	to	to	PART
alkej-889	55	13	explore	explore	VERB
alkej-889	55	14	the	the	DET
alkej-889	55	15	application	application	NOUN
alkej-889	55	16	of	of	ADP
alkej-889	55	17	this	this	DET
alkej-889	55	18	technology	technology	NOUN
alkej-889	55	19	.	.	PUNCT
alkej-889	56	1	artificial	artificial	ADJ
alkej-889	56	2	intelligence	intelligence	NOUN
alkej-889	56	3	(	(	PUNCT
alkej-889	56	4	ai	ai	PROPN
alkej-889	56	5	)	)	PUNCT
alkej-889	56	6	is	be	AUX
alkej-889	56	7	the	the	DET
alkej-889	56	8	study	study	NOUN
alkej-889	56	9	of	of	ADP
alkej-889	56	10	developing	develop	VERB
alkej-889	56	11	intelligent	intelligent	ADJ
alkej-889	56	12	machines	machine	NOUN
alkej-889	56	13	capable	capable	ADJ
alkej-889	56	14	of	of	ADP
alkej-889	56	15	mimicking	mimic	VERB
alkej-889	56	16	human	human	ADJ
alkej-889	56	17	cognition	cognition	NOUN
alkej-889	56	18	and	and	CCONJ
alkej-889	56	19	doing	do	VERB
alkej-889	56	20	tasks	task	NOUN
alkej-889	56	21	that	that	PRON
alkej-889	56	22	would	would	AUX
alkej-889	56	23	typically	typically	ADV
alkej-889	56	24	need	need	VERB
alkej-889	56	25	human	human	ADJ
alkej-889	56	26	intelligence	intelligence	NOUN
alkej-889	56	27	.	.	PUNCT
alkej-889	57	1	machine	machine	NOUN
alkej-889	57	2	learning	learning	NOUN
alkej-889	57	3	,	,	PUNCT
alkej-889	57	4	natural	natural	ADJ
alkej-889	57	5	language	language	NOUN
alkej-889	57	6	processing	processing	NOUN
alkej-889	57	7	,	,	PUNCT
alkej-889	57	8	computer	computer	NOUN
alkej-889	57	9	vision	vision	NOUN
alkej-889	57	10	,	,	PUNCT
alkej-889	57	11	robotics	robotic	NOUN
alkej-889	57	12	,	,	PUNCT
alkej-889	57	13	and	and	CCONJ
alkej-889	57	14	expert	expert	NOUN
alkej-889	57	15	systems	system	NOUN
alkej-889	57	16	are	be	AUX
alkej-889	57	17	other	other	ADJ
alkej-889	57	18	subfields	subfield	NOUN
alkej-889	57	19	of	of	ADP
alkej-889	57	20	artificial	artificial	ADJ
alkej-889	57	21	intelligence	intelligence	NOUN
alkej-889	57	22	.	.	PUNCT
alkej-889	58	1	a	a	DET
alkej-889	58	2	subset	subset	NOUN
alkej-889	58	3	of	of	ADP
alkej-889	58	4	(	(	PUNCT
alkej-889	58	5	ai	ai	NOUN
alkej-889	58	6	)	)	PUNCT
alkej-889	58	7	artificial	artificial	ADJ
alkej-889	58	8	intelligence	intelligence	NOUN
alkej-889	58	9	comprises	comprise	VERB
alkej-889	58	10	algorithms	algorithm	NOUN
alkej-889	58	11	aimed	aim	VERB
alkej-889	58	12	to	to	PART
alkej-889	58	13	learn	learn	VERB
alkej-889	58	14	from	from	ADP
alkej-889	58	15	data	datum	NOUN
alkej-889	58	16	and	and	CCONJ
alkej-889	58	17	progressively	progressively	ADV
alkej-889	58	18	improve	improve	VERB
alkej-889	58	19	performance	performance	NOUN
alkej-889	58	20	without	without	ADP
alkej-889	58	21	the	the	DET
alkej-889	58	22	need	need	NOUN
alkej-889	58	23	for	for	ADP
alkej-889	58	24	programming	programming	NOUN
alkej-889	58	25	skills	skill	NOUN
alkej-889	58	26	is	be	AUX
alkej-889	58	27	called	call	VERB
alkej-889	58	28	"	"	PUNCT
alkej-889	58	29	machine	machine	NOUN
alkej-889	58	30	learning	learning	NOUN
alkej-889	58	31	"	"	PUNCT
alkej-889	58	32	.	.	PUNCT
alkej-889	59	1	deep	deep	ADJ
alkej-889	59	2	learning	learning	NOUN
alkej-889	59	3	is	be	AUX
alkej-889	59	4	a	a	DET
alkej-889	59	5	subfield	subfield	NOUN
alkej-889	59	6	of	of	ADP
alkej-889	59	7	machine	machine	NOUN
alkej-889	59	8	learning	learning	NOUN
alkej-889	59	9	and	and	CCONJ
alkej-889	59	10	artificial	artificial	ADJ
alkej-889	59	11	intelligence	intelligence	NOUN
alkej-889	59	12	that	that	PRON
alkej-889	59	13	entails	entail	VERB
alkej-889	59	14	training	train	VERB
alkej-889	59	15	artificial	artificial	ADJ
alkej-889	59	16	neural	neural	ADJ
alkej-889	59	17	networks	network	NOUN
alkej-889	59	18	with	with	ADP
alkej-889	59	19	numerous	numerous	ADJ
alkej-889	59	20	layers	layer	NOUN
alkej-889	59	21	to	to	PART
alkej-889	59	22	detect	detect	VERB
alkej-889	59	23	complicated	complicated	ADJ
alkej-889	59	24	patterns	pattern	NOUN
alkej-889	59	25	and	and	CCONJ
alkej-889	59	26	representations	representation	NOUN
alkej-889	59	27	in	in	ADP
alkej-889	59	28	data	datum	NOUN
alkej-889	59	29	.	.	PUNCT
alkej-889	60	1	these	these	DET
alkej-889	60	2	networks	network	NOUN
alkej-889	60	3	are	be	AUX
alkej-889	60	4	modeled	model	VERB
alkej-889	60	5	after	after	ADP
alkej-889	60	6	the	the	DET
alkej-889	60	7	form	form	NOUN
alkej-889	60	8	and	and	CCONJ
alkej-889	60	9	functions	function	NOUN
alkej-889	60	10	of	of	ADP
alkej-889	60	11	neural	neural	ADJ
alkej-889	60	12	networks	network	NOUN
alkej-889	60	13	in	in	ADP
alkej-889	60	14	the	the	DET
alkej-889	60	15	human	human	ADJ
alkej-889	60	16	brain	brain	NOUN
alkej-889	60	17	.	.	PUNCT
alkej-889	61	1	deep	deep	ADJ
alkej-889	61	2	learning	learning	NOUN
alkej-889	61	3	techniques	technique	NOUN
alkej-889	61	4	are	be	AUX
alkej-889	61	5	particularly	particularly	ADV
alkej-889	61	6	wellsuited	wellsuite	VERB
alkej-889	61	7	for	for	ADP
alkej-889	61	8	big	big	ADJ
alkej-889	61	9	data	datum	NOUN
alkej-889	61	10	processing	processing	NOUN
alkej-889	61	11	because	because	SCONJ
alkej-889	61	12	they	they	PRON
alkej-889	61	13	can	can	AUX
alkej-889	61	14	manage	manage	VERB
alkej-889	61	15	massive	massive	ADJ
alkej-889	61	16	amounts	amount	NOUN
alkej-889	61	17	of	of	ADP
alkej-889	61	18	data	datum	NOUN
alkej-889	61	19	while	while	SCONJ
alkej-889	61	20	accurately	accurately	ADV
alkej-889	61	21	detecting	detect	VERB
alkej-889	61	22	subtle	subtle	ADJ
alkej-889	61	23	patterns	pattern	NOUN
alkej-889	62	1	[	[	X
alkej-889	62	2	25	25	NUM
alkej-889	62	3	]	]	PUNCT
alkej-889	62	4	.	.	PUNCT
alkej-889	62	5	)	)	PUNCT
alkej-889	63	1	2023(88	2023(88	NUM
alkej-889	63	2	-67	-67	NUM
alkej-889	63	3	,	,	PUNCT
alkej-889	63	4	p.p	p.p	PROPN
alkej-889	63	5	.	.	NOUN
alkej-889	63	6	4khwarizmi	4khwarizmi	NUM
alkej-889	63	7	engineering	engineering	NOUN
alkej-889	63	8	journal	journal	NOUN
alkej-889	63	9	,	,	PUNCT
alkej-889	63	10	vol	vol	NOUN
alkej-889	63	11	.	.	PROPN
alkej-889	63	12	19	19	NUM
alkej-889	63	13	,	,	PUNCT
alkej-889	63	14	no	no	INTJ
alkej-889	63	15	.	.	PUNCT
alkej-889	63	16	-al	-al	PROPN
alkej-889	63	17	reem	reem	PROPN
alkej-889	63	18	omar	omar	PROPN
alkej-889	63	19	mahdi	mahdi	PROPN
alkej-889	63	20	78	78	NUM
alkej-889	63	21	a	a	DET
alkej-889	63	22	subset	subset	NOUN
alkej-889	63	23	of	of	ADP
alkej-889	63	24	artificial	artificial	ADJ
alkej-889	63	25	intelligence	intelligence	NOUN
alkej-889	63	26	(	(	PUNCT
alkej-889	63	27	ai	ai	AUX
alkej-889	63	28	)	)	PUNCT
alkej-889	63	29	involves	involve	VERB
alkej-889	63	30	teaching	teach	VERB
alkej-889	63	31	computers	computer	NOUN
alkej-889	63	32	to	to	PART
alkej-889	63	33	analyze	analyze	VERB
alkej-889	63	34	data	datum	NOUN
alkej-889	63	35	make	make	VERB
alkej-889	63	36	predictions	prediction	NOUN
alkej-889	63	37	and	and	CCONJ
alkej-889	63	38	form	form	VERB
alkej-889	63	39	conclusions	conclusion	NOUN
alkej-889	63	40	without	without	ADP
alkej-889	63	41	the	the	DET
alkej-889	63	42	need	need	NOUN
alkej-889	63	43	,	,	PUNCT
alkej-889	63	44	for	for	ADP
alkej-889	63	45	programming	programming	NOUN
alkej-889	63	46	which	which	PRON
alkej-889	63	47	it	it	PRON
alkej-889	63	48	called	call	VERB
alkej-889	63	49	machine	machine	NOUN
alkej-889	63	50	learning	learning	NOUN
alkej-889	63	51	(	(	PUNCT
alkej-889	63	52	ml	ml	NOUN
alkej-889	63	53	)	)	PUNCT
alkej-889	63	54	.	.	PUNCT
alkej-889	64	1	in	in	ADP
alkej-889	64	2	simpler	simple	ADJ
alkej-889	64	3	terms	term	NOUN
alkej-889	64	4	,	,	PUNCT
alkej-889	64	5	machine	machine	NOUN
alkej-889	64	6	learning	learn	VERB
alkej-889	64	7	algorithms	algorithm	NOUN
alkej-889	64	8	learn	learn	VERB
alkej-889	64	9	on	on	ADP
alkej-889	64	10	their	their	PRON
alkej-889	64	11	own	own	ADJ
alkej-889	64	12	by	by	ADP
alkej-889	64	13	using	use	VERB
alkej-889	64	14	data	datum	NOUN
alkej-889	64	15	or	or	CCONJ
alkej-889	64	16	experience	experience	NOUN
alkej-889	64	17	,	,	PUNCT
alkej-889	64	18	without	without	ADP
alkej-889	64	19	needing	need	VERB
alkej-889	64	20	any	any	DET
alkej-889	64	21	explicit	explicit	ADJ
alkej-889	64	22	instructions	instruction	NOUN
alkej-889	64	23	.	.	PUNCT
alkej-889	65	1	the	the	DET
alkej-889	65	2	process	process	NOUN
alkej-889	65	3	of	of	ADP
alkej-889	65	4	machine	machine	NOUN
alkej-889	65	5	learning	learning	NOUN
alkej-889	65	6	involves	involve	VERB
alkej-889	65	7	creating	create	VERB
alkej-889	65	8	mathematical	mathematical	ADJ
alkej-889	65	9	models	model	NOUN
alkej-889	65	10	and	and	CCONJ
alkej-889	65	11	algorithms	algorithm	NOUN
alkej-889	65	12	that	that	PRON
alkej-889	65	13	can	can	AUX
alkej-889	65	14	identify	identify	VERB
alkej-889	65	15	patterns	pattern	NOUN
alkej-889	65	16	,	,	PUNCT
alkej-889	65	17	connections	connection	NOUN
alkej-889	65	18	,	,	PUNCT
alkej-889	65	19	and	and	CCONJ
alkej-889	65	20	insights	insight	NOUN
alkej-889	65	21	in	in	ADP
alkej-889	65	22	datasets	dataset	NOUN
alkej-889	65	23	.	.	PUNCT
alkej-889	66	1	these	these	DET
alkej-889	66	2	models	model	NOUN
alkej-889	66	3	are	be	AUX
alkej-889	66	4	trained	train	VERB
alkej-889	66	5	on	on	ADP
alkej-889	66	6	labeled	label	VERB
alkej-889	66	7	or	or	CCONJ
alkej-889	66	8	unlabeled	unlabele	VERB
alkej-889	66	9	data	datum	NOUN
alkej-889	66	10	to	to	PART
alkej-889	66	11	identify	identify	VERB
alkej-889	66	12	patterns	pattern	NOUN
alkej-889	66	13	and	and	CCONJ
alkej-889	66	14	predict	predict	VERB
alkej-889	66	15	or	or	CCONJ
alkej-889	66	16	respond	respond	VERB
alkej-889	66	17	to	to	ADP
alkej-889	66	18	new	new	ADJ
alkej-889	66	19	,	,	PUNCT
alkej-889	66	20	unexpected	unexpected	ADJ
alkej-889	66	21	data	datum	NOUN
alkej-889	66	22	.	.	PUNCT
alkej-889	67	1	there	there	PRON
alkej-889	67	2	are	be	VERB
alkej-889	67	3	various	various	ADJ
alkej-889	67	4	types	type	NOUN
alkej-889	67	5	of	of	ADP
alkej-889	67	6	machine	machine	NOUN
alkej-889	67	7	learning	learn	VERB
alkej-889	67	8	methodologies	methodology	NOUN
alkej-889	67	9	,	,	PUNCT
alkej-889	67	10	including	include	VERB
alkej-889	67	11	supervised	supervised	ADJ
alkej-889	67	12	,	,	PUNCT
alkej-889	67	13	unsupervised	unsupervised	ADJ
alkej-889	67	14	,	,	PUNCT
alkej-889	67	15	and	and	CCONJ
alkej-889	67	16	reinforcement	reinforcement	NOUN
alkej-889	67	17	learning[26	learning[26	NOUN
alkej-889	67	18	]	]	PUNCT
alkej-889	67	19	.	.	PUNCT
alkej-889	68	1	the	the	DET
alkej-889	68	2	input	input	NOUN
alkej-889	68	3	data	datum	NOUN
alkej-889	68	4	and	and	CCONJ
alkej-889	68	5	appropriate	appropriate	ADJ
alkej-889	68	6	target	target	NOUN
alkej-889	68	7	labels	label	NOUN
alkej-889	68	8	are	be	AUX
alkej-889	68	9	coupled	couple	VERB
alkej-889	68	10	to	to	PART
alkej-889	68	11	train	train	VERB
alkej-889	68	12	the	the	DET
alkej-889	68	13	supervised	supervised	ADJ
alkej-889	68	14	learning	learning	NOUN
alkej-889	68	15	algorithm	algorithm	NOUN
alkej-889	68	16	.	.	PUNCT
alkej-889	69	1	as	as	SCONJ
alkej-889	69	2	opposed	oppose	VERB
alkej-889	69	3	to	to	ADP
alkej-889	69	4	supervised	supervised	ADJ
alkej-889	69	5	learning	learning	NOUN
alkej-889	69	6	,	,	PUNCT
alkej-889	69	7	which	which	PRON
alkej-889	69	8	uses	use	VERB
alkej-889	69	9	labels	label	NOUN
alkej-889	69	10	to	to	PART
alkej-889	69	11	guide	guide	VERB
alkej-889	69	12	learning	learning	NOUN
alkej-889	69	13	,	,	PUNCT
alkej-889	69	14	unsupervised	unsupervised	ADJ
alkej-889	69	15	learning	learning	NOUN
alkej-889	69	16	uses	use	VERB
alkej-889	69	17	data	datum	NOUN
alkej-889	69	18	that	that	PRON
alkej-889	69	19	has	have	AUX
alkej-889	69	20	not	not	PART
alkej-889	69	21	yet	yet	ADV
alkej-889	69	22	been	be	AUX
alkej-889	69	23	labeled	label	VERB
alkej-889	69	24	.	.	PUNCT
alkej-889	70	1	where	where	SCONJ
alkej-889	70	2	the	the	DET
alkej-889	70	3	trialand	trialand	NOUN
alkej-889	70	4	-	-	PUNCT
alkej-889	70	5	error	error	NOUN
alkej-889	70	6	method	method	NOUN
alkej-889	70	7	used	use	VERB
alkej-889	70	8	in	in	ADP
alkej-889	70	9	reinforcement	reinforcement	NOUN
alkej-889	70	10	learning	learning	NOUN
alkej-889	70	11	is	be	AUX
alkej-889	70	12	used	use	VERB
alkej-889	70	13	to	to	PART
alkej-889	70	14	train	train	VERB
alkej-889	70	15	an	an	DET
alkej-889	70	16	algorithm	algorithm	NOUN
alkej-889	70	17	.	.	PUNCT
alkej-889	71	1	the	the	DET
alkej-889	71	2	approach	approach	NOUN
alkej-889	71	3	obtains	obtain	VERB
alkej-889	71	4	new	new	ADJ
alkej-889	71	5	knowledge	knowledge	NOUN
alkej-889	71	6	by	by	ADP
alkej-889	71	7	interacting	interact	VERB
alkej-889	71	8	with	with	ADP
alkej-889	71	9	the	the	DET
alkej-889	71	10	environment	environment	NOUN
alkej-889	71	11	and	and	CCONJ
alkej-889	71	12	receiving	receive	VERB
alkej-889	71	13	positive	positive	ADJ
alkej-889	71	14	or	or	CCONJ
alkej-889	71	15	negative	negative	ADJ
alkej-889	71	16	feedback	feedback	NOUN
alkej-889	71	17	.	.	PUNCT
alkej-889	72	1	it	it	PRON
alkej-889	72	2	aims	aim	VERB
alkej-889	72	3	to	to	PART
alkej-889	72	4	maximize	maximize	VERB
alkej-889	72	5	advantages	advantage	NOUN
alkej-889	72	6	by	by	ADP
alkej-889	72	7	behaving	behave	VERB
alkej-889	72	8	correctly	correctly	ADV
alkej-889	72	9	in	in	ADP
alkej-889	72	10	different	different	ADJ
alkej-889	72	11	situations	situation	NOUN
alkej-889	72	12	.	.	PUNCT
alkej-889	73	1	ml	ml	NOUN
alkej-889	73	2	libraries	library	NOUN
alkej-889	73	3	are	be	AUX
alkej-889	73	4	software	software	NOUN
alkej-889	73	5	packages	package	NOUN
alkej-889	73	6	that	that	PRON
alkej-889	73	7	provide	provide	VERB
alkej-889	73	8	numerous	numerous	ADJ
alkej-889	73	9	tools	tool	NOUN
alkej-889	73	10	,	,	PUNCT
alkej-889	73	11	features	feature	NOUN
alkej-889	73	12	,	,	PUNCT
alkej-889	73	13	and	and	CCONJ
alkej-889	73	14	techniques	technique	NOUN
alkej-889	73	15	for	for	ADP
alkej-889	73	16	developing	develop	VERB
alkej-889	73	17	and	and	CCONJ
alkej-889	73	18	executing	execute	VERB
alkej-889	73	19	machine	machine	NOUN
alkej-889	73	20	learning	learning	NOUN
alkej-889	73	21	models	model	NOUN
alkej-889	73	22	.	.	PUNCT
alkej-889	74	1	these	these	DET
alkej-889	74	2	libraries	library	NOUN
alkej-889	74	3	simplify	simplify	VERB
alkej-889	74	4	and	and	CCONJ
alkej-889	74	5	accelerate	accelerate	VERB
alkej-889	74	6	the	the	DET
alkej-889	74	7	process	process	NOUN
alkej-889	74	8	of	of	ADP
alkej-889	74	9	developing	develop	VERB
alkej-889	74	10	machine	machine	NOUN
alkej-889	74	11	learning	learning	NOUN
alkej-889	74	12	applications	application	NOUN
alkej-889	74	13	.	.	PUNCT
alkej-889	75	1	they	they	PRON
alkej-889	75	2	generally	generally	ADV
alkej-889	75	3	include	include	VERB
alkej-889	75	4	preimplemented	preimplemente	VERB
alkej-889	75	5	algorithms	algorithm	NOUN
alkej-889	75	6	,	,	PUNCT
alkej-889	75	7	feature	feature	NOUN
alkej-889	75	8	engineering	engineering	NOUN
alkej-889	75	9	,	,	PUNCT
alkej-889	75	10	data	datum	NOUN
alkej-889	75	11	pretreatment	pretreatment	NOUN
alkej-889	75	12	methods	method	NOUN
alkej-889	75	13	,	,	PUNCT
alkej-889	75	14	metrics	metric	NOUN
alkej-889	75	15	for	for	ADP
alkej-889	75	16	model	model	NOUN
alkej-889	75	17	evaluation	evaluation	NOUN
alkej-889	75	18	,	,	PUNCT
alkej-889	75	19	and	and	CCONJ
alkej-889	75	20	visualization	visualization	NOUN
alkej-889	75	21	tools	tool	NOUN
alkej-889	75	22	.	.	PUNCT
alkej-889	76	1	ml	ml	NOUN
alkej-889	76	2	libraries	library	NOUN
alkej-889	76	3	that	that	PRON
alkej-889	76	4	are	be	AUX
alkej-889	76	5	widely	widely	ADV
alkej-889	76	6	used	use	VERB
alkej-889	76	7	include	include	VERB
alkej-889	76	8	tensorflow	tensorflow	NOUN
alkej-889	76	9	[	[	X
alkej-889	76	10	28	28	NUM
alkej-889	76	11	]	]	PUNCT
alkej-889	76	12	,	,	PUNCT
alkej-889	76	13	pytorch	pytorch	NOUN
alkej-889	77	1	[	[	X
alkej-889	77	2	29	29	NUM
alkej-889	77	3	]	]	PUNCT
alkej-889	77	4	,	,	PUNCT
alkej-889	77	5	keras	keras	PROPN
alkej-889	78	1	[	[	X
alkej-889	78	2	30	30	NUM
alkej-889	78	3	]	]	PUNCT
alkej-889	78	4	,	,	PUNCT
alkej-889	78	5	scikit	scikit	NOUN
alkej-889	78	6	-	-	PUNCT
alkej-889	78	7	learn	learn	VERB
alkej-889	78	8	[	[	X
alkej-889	78	9	27	27	NUM
alkej-889	78	10	]	]	PUNCT
alkej-889	78	11	,	,	PUNCT
alkej-889	78	12	and	and	CCONJ
alkej-889	78	13	many	many	ADJ
alkej-889	78	14	more	more	ADJ
alkej-889	78	15	.	.	PUNCT
alkej-889	79	1	scikit	scikit	NOUN
alkej-889	79	2	-	-	PUNCT
alkej-889	79	3	learn	learn	VERB
alkej-889	79	4	,	,	PUNCT
alkej-889	79	5	a	a	DET
alkej-889	79	6	popular	popular	ADJ
alkej-889	79	7	python	python	NOUN
alkej-889	79	8	package	package	NOUN
alkej-889	79	9	,	,	PUNCT
alkej-889	79	10	provides	provide	VERB
alkej-889	79	11	a	a	DET
alkej-889	79	12	variety	variety	NOUN
alkej-889	79	13	of	of	ADP
alkej-889	79	14	tools	tool	NOUN
alkej-889	79	15	for	for	ADP
alkej-889	79	16	machine	machine	NOUN
alkej-889	79	17	learning	learn	VERB
alkej-889	79	18	applications	application	NOUN
alkej-889	79	19	,	,	PUNCT
alkej-889	79	20	including	include	VERB
alkej-889	79	21	regression	regression	NOUN
alkej-889	79	22	,	,	PUNCT
alkej-889	79	23	clustering	clustering	NOUN
alkej-889	79	24	,	,	PUNCT
alkej-889	79	25	classification	classification	NOUN
alkej-889	79	26	,	,	PUNCT
alkej-889	79	27	dimensionality	dimensionality	NOUN
alkej-889	79	28	reduction	reduction	NOUN
alkej-889	79	29	,	,	PUNCT
alkej-889	79	30	and	and	CCONJ
alkej-889	79	31	model	model	NOUN
alkej-889	79	32	selection	selection	NOUN
alkej-889	79	33	.	.	PUNCT
alkej-889	80	1	the	the	DET
alkej-889	80	2	tensorflow	tensorflow	NOUN
alkej-889	80	3	library	library	NOUN
alkej-889	80	4	,	,	PUNCT
alkej-889	80	5	developed	develop	VERB
alkej-889	80	6	by	by	ADP
alkej-889	80	7	google	google	PROPN
alkej-889	80	8	,	,	PUNCT
alkej-889	80	9	is	be	AUX
alkej-889	80	10	open	open	ADJ
alkej-889	80	11	-	-	PUNCT
alkej-889	80	12	source	source	NOUN
alkej-889	80	13	and	and	CCONJ
alkej-889	80	14	focused	focus	VERB
alkej-889	80	15	on	on	ADP
alkej-889	80	16	numerical	numerical	ADJ
alkej-889	80	17	computation	computation	NOUN
alkej-889	80	18	and	and	CCONJ
alkej-889	80	19	deep	deep	ADJ
alkej-889	80	20	learning	learning	NOUN
alkej-889	80	21	.	.	PUNCT
alkej-889	81	1	it	it	PRON
alkej-889	81	2	offers	offer	VERB
alkej-889	81	3	a	a	DET
alkej-889	81	4	flexible	flexible	ADJ
alkej-889	81	5	framework	framework	NOUN
alkej-889	81	6	for	for	ADP
alkej-889	81	7	building	build	VERB
alkej-889	81	8	and	and	CCONJ
alkej-889	81	9	implementing	implement	VERB
alkej-889	81	10	machine	machine	NOUN
alkej-889	81	11	learning	learning	NOUN
alkej-889	81	12	models	model	NOUN
alkej-889	81	13	on	on	ADP
alkej-889	81	14	many	many	ADJ
alkej-889	81	15	platforms	platform	NOUN
alkej-889	81	16	.	.	PUNCT
alkej-889	82	1	pytorch	pytorch	NOUN
alkej-889	82	2	is	be	AUX
alkej-889	82	3	another	another	DET
alkej-889	82	4	popular	popular	ADJ
alkej-889	82	5	open	open	ADJ
alkej-889	82	6	-	-	PUNCT
alkej-889	82	7	source	source	NOUN
alkej-889	82	8	library	library	NOUN
alkej-889	82	9	that	that	PRON
alkej-889	82	10	's	be	AUX
alkej-889	82	11	mostly	mostly	ADV
alkej-889	82	12	used	use	VERB
alkej-889	82	13	for	for	ADP
alkej-889	82	14	deep	deep	ADJ
alkej-889	82	15	learning	learning	NOUN
alkej-889	82	16	.	.	PUNCT
alkej-889	83	1	because	because	SCONJ
alkej-889	83	2	pytorch	pytorch	NOUN
alkej-889	83	3	has	have	VERB
alkej-889	83	4	an	an	DET
alkej-889	83	5	intuitive	intuitive	ADJ
alkej-889	83	6	interface	interface	NOUN
alkej-889	83	7	and	and	CCONJ
alkej-889	83	8	dynamic	dynamic	ADJ
alkej-889	83	9	computational	computational	ADJ
alkej-889	83	10	graphs	graph	NOUN
alkej-889	83	11	,	,	PUNCT
alkej-889	83	12	it	it	PRON
alkej-889	83	13	is	be	AUX
alkej-889	83	14	suitable	suitable	ADJ
alkej-889	83	15	for	for	ADP
alkej-889	83	16	both	both	CCONJ
alkej-889	83	17	research	research	NOUN
alkej-889	83	18	and	and	CCONJ
alkej-889	83	19	production	production	NOUN
alkej-889	83	20	applications	application	NOUN
alkej-889	83	21	.	.	PUNCT
alkej-889	84	1	theano	theano	PROPN
alkej-889	84	2	or	or	CCONJ
alkej-889	84	3	tensorflow	tensorflow	NOUN
alkej-889	84	4	is	be	AUX
alkej-889	84	5	the	the	DET
alkej-889	84	6	foundation	foundation	NOUN
alkej-889	84	7	upon	upon	SCONJ
alkej-889	84	8	which	which	PRON
alkej-889	84	9	the	the	DET
alkej-889	84	10	keras	keras	PROPN
alkej-889	84	11	high	high	ADJ
alkej-889	84	12	-	-	PUNCT
alkej-889	84	13	level	level	NOUN
alkej-889	84	14	neural	neural	ADJ
alkej-889	84	15	network	network	NOUN
alkej-889	84	16	library	library	NOUN
alkej-889	84	17	is	be	AUX
alkej-889	84	18	constructed	construct	VERB
alkej-889	84	19	.	.	PUNCT
alkej-889	85	1	it	it	PRON
alkej-889	85	2	provides	provide	VERB
alkej-889	85	3	an	an	DET
alkej-889	85	4	accessible	accessible	ADJ
alkej-889	85	5	api	api	NOUN
alkej-889	85	6	for	for	ADP
alkej-889	85	7	creating	create	VERB
alkej-889	85	8	and	and	CCONJ
alkej-889	85	9	honing	hone	VERB
alkej-889	85	10	deep	deep	ADJ
alkej-889	85	11	learning	learning	NOUN
alkej-889	85	12	models	model	NOUN
alkej-889	85	13	.	.	PUNCT
alkej-889	86	1	the	the	DET
alkej-889	86	2	goal	goal	NOUN
alkej-889	86	3	of	of	ADP
alkej-889	86	4	this	this	DET
alkej-889	86	5	work	work	NOUN
alkej-889	86	6	is	be	AUX
alkej-889	86	7	to	to	PART
alkej-889	86	8	develop	develop	VERB
alkej-889	86	9	a	a	DET
alkej-889	86	10	forecast	forecast	NOUN
alkej-889	86	11	model	model	NOUN
alkej-889	86	12	for	for	ADP
alkej-889	86	13	energy	energy	NOUN
alkej-889	86	14	consumption	consumption	NOUN
alkej-889	86	15	based	base	VERB
alkej-889	86	16	on	on	ADP
alkej-889	86	17	data	datum	NOUN
alkej-889	86	18	from	from	ADP
alkej-889	86	19	the	the	DET
alkej-889	86	20	al	al	PROPN
alkej-889	86	21	-	-	PUNCT
alkej-889	86	22	khwarizmi	khwarizmi	PROPN
alkej-889	86	23	engineering	engineering	PROPN
alkej-889	86	24	college	college	NOUN
alkej-889	86	25	building	building	NOUN
alkej-889	86	26	at	at	ADP
alkej-889	86	27	the	the	DET
alkej-889	86	28	university	university	PROPN
alkej-889	86	29	of	of	ADP
alkej-889	86	30	baghdad	baghdad	PROPN
alkej-889	86	31	(	(	PUNCT
alkej-889	86	32	uob	uob	NOUN
alkej-889	86	33	)	)	PUNCT
alkej-889	86	34	,	,	PUNCT
alkej-889	86	35	in	in	ADP
alkej-889	86	36	iraq	iraq	PROPN
alkej-889	86	37	.	.	PUNCT
alkej-889	87	1	information	information	NOUN
alkej-889	87	2	was	be	AUX
alkej-889	87	3	obtained	obtain	VERB
alkej-889	87	4	on	on	ADP
alkej-889	87	5	the	the	DET
alkej-889	87	6	building	building	NOUN
alkej-889	87	7	's	's	PART
alkej-889	87	8	architectural	architectural	ADJ
alkej-889	87	9	attributes	attribute	NOUN
alkej-889	87	10	,	,	PUNCT
alkej-889	87	11	the	the	DET
alkej-889	87	12	social	social	ADJ
alkej-889	87	13	and	and	CCONJ
alkej-889	87	14	demographic	demographic	ADJ
alkej-889	87	15	makeup	makeup	NOUN
alkej-889	87	16	of	of	ADP
alkej-889	87	17	its	its	PRON
alkej-889	87	18	tenants	tenant	NOUN
alkej-889	87	19	,	,	PUNCT
alkej-889	87	20	and	and	CCONJ
alkej-889	87	21	the	the	DET
alkej-889	87	22	quantity	quantity	NOUN
alkej-889	87	23	of	of	ADP
alkej-889	87	24	energy	energy	NOUN
alkej-889	87	25	consumed	consume	VERB
alkej-889	87	26	.	.	PUNCT
alkej-889	88	1	the	the	DET
alkej-889	88	2	energy	energy	NOUN
alkej-889	88	3	prediction	prediction	NOUN
alkej-889	88	4	model	model	NOUN
alkej-889	88	5	was	be	AUX
alkej-889	88	6	enhanced	enhance	VERB
alkej-889	88	7	using	use	VERB
alkej-889	88	8	a	a	DET
alkej-889	88	9	multiple	multiple	ADJ
alkej-889	88	10	linear	linear	ADJ
alkej-889	88	11	regression	regression	NOUN
alkej-889	88	12	(	(	PUNCT
alkej-889	88	13	mlr	mlr	NOUN
alkej-889	88	14	)	)	PUNCT
alkej-889	88	15	technique	technique	NOUN
alkej-889	88	16	to	to	PART
alkej-889	88	17	estimate	estimate	VERB
alkej-889	88	18	power	power	NOUN
alkej-889	88	19	use	use	NOUN
alkej-889	88	20	.	.	PUNCT
alkej-889	89	1	to	to	PART
alkej-889	89	2	find	find	VERB
alkej-889	89	3	the	the	DET
alkej-889	89	4	model	model	NOUN
alkej-889	89	5	that	that	PRON
alkej-889	89	6	generated	generate	VERB
alkej-889	89	7	the	the	DET
alkej-889	89	8	best	good	ADJ
alkej-889	89	9	predictions	prediction	NOUN
alkej-889	89	10	with	with	ADP
alkej-889	89	11	the	the	DET
alkej-889	89	12	fewest	few	ADJ
alkej-889	89	13	inputs	input	NOUN
alkej-889	89	14	,	,	PUNCT
alkej-889	89	15	we	we	PRON
alkej-889	89	16	experimented	experiment	VERB
alkej-889	89	17	with	with	ADP
alkej-889	89	18	different	different	ADJ
alkej-889	89	19	training	training	NOUN
alkej-889	89	20	/	/	SYM
alkej-889	89	21	validation	validation	NOUN
alkej-889	89	22	ratios	ratio	NOUN
alkej-889	89	23	and	and	CCONJ
alkej-889	89	24	counts	count	NOUN
alkej-889	89	25	of	of	ADP
alkej-889	89	26	input	input	NOUN
alkej-889	89	27	variables	variable	NOUN
alkej-889	89	28	.	.	PUNCT
alkej-889	90	1	predicting	predict	VERB
alkej-889	90	2	the	the	DET
alkej-889	90	3	energy	energy	NOUN
alkej-889	90	4	requirements	requirement	NOUN
alkej-889	90	5	of	of	ADP
alkej-889	90	6	academic	academic	ADJ
alkej-889	90	7	buildings	building	NOUN
alkej-889	90	8	can	can	AUX
alkej-889	90	9	be	be	AUX
alkej-889	90	10	aided	aid	VERB
alkej-889	90	11	by	by	ADP
alkej-889	90	12	the	the	DET
alkej-889	90	13	study	study	NOUN
alkej-889	90	14	's	's	PART
alkej-889	90	15	conclusions	conclusion	NOUN
alkej-889	90	16	.	.	PUNCT
alkej-889	91	1	2	2	X
alkej-889	91	2	.	.	X
alkej-889	91	3	multi	multi	ADJ
alkej-889	91	4	-	-	ADJ
alkej-889	91	5	campus	campus	ADJ
alkej-889	91	6	university	university	NOUN
alkej-889	91	7	setting	set	VERB
alkej-889	91	8	the	the	DET
alkej-889	91	9	facilities	facility	NOUN
alkej-889	91	10	of	of	ADP
alkej-889	91	11	the	the	DET
alkej-889	91	12	uob	uob	NOUN
alkej-889	91	13	are	be	AUX
alkej-889	91	14	dispersed	disperse	VERB
alkej-889	91	15	over	over	ADP
alkej-889	91	16	its	its	PRON
alkej-889	91	17	several	several	ADJ
alkej-889	91	18	campuses	campus	NOUN
alkej-889	91	19	,	,	PUNCT
alkej-889	91	20	which	which	PRON
alkej-889	91	21	are	be	AUX
alkej-889	91	22	located	locate	VERB
alkej-889	91	23	throughout	throughout	ADP
alkej-889	91	24	the	the	DET
alkej-889	91	25	baghdad	baghdad	PROPN
alkej-889	91	26	governorate	governorate	NOUN
alkej-889	91	27	of	of	ADP
alkej-889	91	28	iraq	iraq	PROPN
alkej-889	91	29	in	in	ADP
alkej-889	91	30	a	a	DET
alkej-889	91	31	variety	variety	NOUN
alkej-889	91	32	of	of	ADP
alkej-889	91	33	geographically	geographically	ADV
alkej-889	91	34	dispersed	disperse	VERB
alkej-889	91	35	places	place	NOUN
alkej-889	91	36	.	.	PUNCT
alkej-889	92	1	the	the	DET
alkej-889	92	2	main	main	ADJ
alkej-889	92	3	campus	campus	NOUN
alkej-889	92	4	,	,	PUNCT
alkej-889	92	5	which	which	PRON
alkej-889	92	6	occupies	occupy	VERB
alkej-889	92	7	325	325	NUM
alkej-889	92	8	hectares	hectare	NOUN
alkej-889	92	9	,	,	PUNCT
alkej-889	92	10	is	be	AUX
alkej-889	92	11	situated	situate	VERB
alkej-889	92	12	near	near	ADP
alkej-889	92	13	al	al	PROPN
alkej-889	92	14	-	-	PUNCT
alkej-889	92	15	jadriya	jadriya	NOUN
alkej-889	92	16	.	.	PUNCT
alkej-889	93	1	al	al	PROPN
alkej-889	93	2	-	-	PUNCT
alkej-889	93	3	waziriyah	waziriyah	NOUN
alkej-889	93	4	,	,	PUNCT
alkej-889	93	5	abu	abu	PROPN
alkej-889	93	6	ghraib	ghraib	PROPN
alkej-889	93	7	,	,	PUNCT
alkej-889	93	8	bab	bab	PROPN
alkej-889	93	9	al	al	PROPN
alkej-889	93	10	-	-	PUNCT
alkej-889	93	11	mu'azzam	mu'azzam	PROPN
alkej-889	93	12	,	,	PUNCT
alkej-889	93	13	al	al	PROPN
alkej-889	93	14	-	-	PUNCT
alkej-889	93	15	nahda	nahda	NOUN
alkej-889	93	16	,	,	PUNCT
alkej-889	93	17	and	and	CCONJ
alkej-889	93	18	al	al	PROPN
alkej-889	93	19	-	-	PUNCT
alkej-889	93	20	adhamiya	adhamiya	PROPN
alkej-889	93	21	are	be	AUX
alkej-889	93	22	the	the	DET
alkej-889	93	23	locations	location	NOUN
alkej-889	93	24	of	of	ADP
alkej-889	93	25	other	other	ADJ
alkej-889	93	26	universities	university	NOUN
alkej-889	93	27	.	.	PUNCT
alkej-889	94	1	all	all	DET
alkej-889	94	2	colleges	college	NOUN
alkej-889	94	3	are	be	AUX
alkej-889	94	4	located	locate	VERB
alkej-889	94	5	in	in	ADP
alkej-889	94	6	the	the	DET
alkej-889	94	7	province	province	NOUN
alkej-889	94	8	of	of	ADP
alkej-889	94	9	baghdad	baghdad	PROPN
alkej-889	94	10	,	,	PUNCT
alkej-889	94	11	which	which	PRON
alkej-889	94	12	enjoys	enjoy	VERB
alkej-889	94	13	a	a	DET
alkej-889	94	14	climate	climate	NOUN
alkej-889	94	15	that	that	PRON
alkej-889	94	16	is	be	AUX
alkej-889	94	17	hot	hot	ADJ
alkej-889	94	18	and	and	CCONJ
alkej-889	94	19	dry	dry	ADJ
alkej-889	94	20	in	in	ADP
alkej-889	94	21	summer	summer	NOUN
alkej-889	94	22	and	and	CCONJ
alkej-889	94	23	cold	cold	ADJ
alkej-889	94	24	and	and	CCONJ
alkej-889	94	25	rainy	rainy	ADJ
alkej-889	94	26	in	in	ADP
alkej-889	94	27	winter	winter	NOUN
alkej-889	94	28	,	,	PUNCT
alkej-889	94	29	and	and	CCONJ
alkej-889	94	30	has	have	VERB
alkej-889	94	31	all	all	DET
alkej-889	94	32	seasons	season	NOUN
alkej-889	94	33	:	:	PUNCT
alkej-889	94	34	summer	summer	NOUN
alkej-889	94	35	from	from	ADP
alkej-889	94	36	june	june	PROPN
alkej-889	94	37	to	to	ADP
alkej-889	94	38	august	august	PROPN
alkej-889	94	39	,	,	PUNCT
alkej-889	94	40	fall	fall	VERB
alkej-889	94	41	from	from	ADP
alkej-889	94	42	september	september	PROPN
alkej-889	94	43	to	to	ADP
alkej-889	94	44	november	november	PROPN
alkej-889	94	45	,	,	PUNCT
alkej-889	94	46	winter	winter	NOUN
alkej-889	94	47	from	from	ADP
alkej-889	94	48	december	december	PROPN
alkej-889	94	49	to	to	ADP
alkej-889	94	50	february	february	PROPN
alkej-889	94	51	,	,	PUNCT
alkej-889	94	52	and	and	CCONJ
alkej-889	94	53	spring	spring	NOUN
alkej-889	94	54	from	from	ADP
alkej-889	94	55	march	march	PROPN
alkej-889	94	56	to	to	ADP
alkej-889	94	57	may	may	PROPN
alkej-889	94	58	.	.	PUNCT
alkej-889	95	1	al	al	PROPN
alkej-889	95	2	-	-	PUNCT
alkej-889	95	3	jadriya	jadriya	PROPN
alkej-889	95	4	campus	campus	NOUN
alkej-889	95	5	is	be	AUX
alkej-889	95	6	located	locate	VERB
alkej-889	95	7	in	in	ADP
alkej-889	95	8	the	the	DET
alkej-889	95	9	heart	heart	NOUN
alkej-889	95	10	of	of	ADP
alkej-889	95	11	the	the	DET
alkej-889	95	12	iraqi	iraqi	ADJ
alkej-889	95	13	capital	capital	NOUN
alkej-889	95	14	,	,	PUNCT
alkej-889	95	15	baghdad	baghdad	PROPN
alkej-889	95	16	,	,	PUNCT
alkej-889	95	17	on	on	ADP
alkej-889	95	18	the	the	DET
alkej-889	95	19	rusafa	rusafa	ADJ
alkej-889	95	20	side	side	NOUN
alkej-889	95	21	of	of	ADP
alkej-889	95	22	the	the	DET
alkej-889	95	23	al	al	PROPN
alkej-889	95	24	-	-	PUNCT
alkej-889	95	25	jadriya	jadriya	PROPN
alkej-889	95	26	complex	complex	NOUN
alkej-889	95	27	,	,	PUNCT
alkej-889	95	28	and	and	CCONJ
alkej-889	95	29	is	be	AUX
alkej-889	95	30	surrounded	surround	VERB
alkej-889	95	31	by	by	ADP
alkej-889	95	32	the	the	DET
alkej-889	95	33	tigris	tigris	NOUN
alkej-889	95	34	river	river	NOUN
alkej-889	95	35	from	from	ADP
alkej-889	95	36	three	three	NUM
alkej-889	95	37	directions	direction	NOUN
alkej-889	95	38	,	,	PUNCT
alkej-889	95	39	meaning	mean	VERB
alkej-889	95	40	that	that	SCONJ
alkej-889	95	41	it	it	PRON
alkej-889	95	42	is	be	AUX
alkej-889	95	43	located	locate	VERB
alkej-889	95	44	on	on	ADP
alkej-889	95	45	a	a	DET
alkej-889	95	46	peninsula	peninsula	NOUN
alkej-889	95	47	,	,	PUNCT
alkej-889	95	48	the	the	DET
alkej-889	95	49	capital	capital	NOUN
alkej-889	95	50	of	of	ADP
alkej-889	95	51	baghdad	baghdad	PROPN
alkej-889	95	52	.	.	PUNCT
alkej-889	96	1	the	the	DET
alkej-889	96	2	minimum	minimum	ADJ
alkej-889	96	3	,	,	PUNCT
alkej-889	96	4	maximum	maximum	ADJ
alkej-889	96	5	,	,	PUNCT
alkej-889	96	6	and	and	CCONJ
alkej-889	96	7	mean	mean	ADJ
alkej-889	96	8	temperatures	temperature	NOUN
alkej-889	96	9	in	in	ADP
alkej-889	96	10	baghdad	baghdad	PROPN
alkej-889	96	11	across	across	ADP
alkej-889	96	12	all	all	DET
alkej-889	96	13	months	month	NOUN
alkej-889	96	14	of	of	ADP
alkej-889	96	15	the	the	DET
alkej-889	96	16	year	year	NOUN
alkej-889	96	17	are	be	AUX
alkej-889	96	18	shown	show	VERB
alkej-889	96	19	in	in	ADP
alkej-889	96	20	table	table	NOUN
alkej-889	96	21	(	(	PUNCT
alkej-889	96	22	1	1	NUM
alkej-889	96	23	)	)	PUNCT
alkej-889	97	1	[	[	X
alkej-889	97	2	31	31	NUM
alkej-889	97	3	]	]	PUNCT
alkej-889	97	4	.	.	PUNCT
alkej-889	98	1	electricity	electricity	NOUN
alkej-889	98	2	also	also	ADV
alkej-889	98	3	operates	operate	VERB
alkej-889	98	4	all	all	DET
alkej-889	98	5	facilities	facility	NOUN
alkej-889	98	6	.	.	PUNCT
alkej-889	99	1	some	some	DET
alkej-889	99	2	college	college	NOUN
alkej-889	99	3	campuses	campus	NOUN
alkej-889	99	4	have	have	VERB
alkej-889	99	5	a	a	DET
alkej-889	99	6	central	central	ADJ
alkej-889	99	7	heating	heating	NOUN
alkej-889	99	8	and	and	CCONJ
alkej-889	99	9	cooling	cool	VERB
alkej-889	99	10	system	system	NOUN
alkej-889	99	11	that	that	PRON
alkej-889	99	12	relies	rely	VERB
alkej-889	99	13	on	on	ADP
alkej-889	99	14	electricity	electricity	NOUN
alkej-889	99	15	.	.	PUNCT
alkej-889	100	1	this	this	DET
alkej-889	100	2	campus	campus	NOUN
alkej-889	100	3	contains	contain	VERB
alkej-889	100	4	a	a	DET
alkej-889	100	5	mixture	mixture	NOUN
alkej-889	100	6	of	of	ADP
alkej-889	100	7	old	old	ADJ
alkej-889	100	8	and	and	CCONJ
alkej-889	100	9	new	new	ADJ
alkej-889	100	10	buildings	building	NOUN
alkej-889	100	11	,	,	PUNCT
alkej-889	100	12	where	where	SCONJ
alkej-889	100	13	many	many	ADJ
alkej-889	100	14	retrofit	retrofit	NOUN
alkej-889	100	15	projects	project	NOUN
alkej-889	100	16	have	have	AUX
alkej-889	100	17	been	be	AUX
alkej-889	100	18	undertaken	undertake	VERB
alkej-889	100	19	.	.	PUNCT
alkej-889	101	1	it	it	PRON
alkej-889	101	2	also	also	ADV
alkej-889	101	3	contains	contain	VERB
alkej-889	101	4	13x	13x	NUM
alkej-889	101	5	absorption	absorption	NOUN
alkej-889	101	6	coolers	cooler	NOUN
alkej-889	101	7	.	.	PUNCT
alkej-889	102	1	absorption	absorption	NOUN
alkej-889	102	2	coolers	cooler	NOUN
alkej-889	102	3	are	be	AUX
alkej-889	102	4	thermally	thermally	ADV
alkej-889	102	5	driven	drive	VERB
alkej-889	102	6	refrigeration	refrigeration	NOUN
alkej-889	102	7	systems	system	NOUN
alkej-889	102	8	that	that	PRON
alkej-889	102	9	use	use	VERB
alkej-889	102	10	a	a	DET
alkej-889	102	11	heat	heat	NOUN
alkej-889	102	12	source	source	NOUN
alkej-889	102	13	,	,	PUNCT
alkej-889	102	14	such	such	ADJ
alkej-889	102	15	as	as	ADP
alkej-889	102	16	natural	natural	ADJ
alkej-889	102	17	gas	gas	NOUN
alkej-889	102	18	,	,	PUNCT
alkej-889	102	19	propane	propane	NOUN
alkej-889	102	20	,	,	PUNCT
alkej-889	102	21	or	or	CCONJ
alkej-889	102	22	solar	solar	ADJ
alkej-889	102	23	energy	energy	NOUN
alkej-889	102	24	,	,	PUNCT
alkej-889	102	25	to	to	PART
alkej-889	102	26	generate	generate	VERB
alkej-889	102	27	cooling	cooling	NOUN
alkej-889	102	28	.	.	PUNCT
alkej-889	103	1	the	the	DET
alkej-889	103	2	"	"	PUNCT
alkej-889	103	3	13x	13x	NUM
alkej-889	103	4	"	"	PUNCT
alkej-889	103	5	in	in	ADP
alkej-889	103	6	the	the	DET
alkej-889	103	7	term	term	NOUN
alkej-889	103	8	refers	refer	VERB
alkej-889	103	9	to	to	ADP
alkej-889	103	10	the	the	PRON
alkej-889	103	11	)	)	PUNCT
alkej-889	103	12	2023(88	2023(88	NUM
alkej-889	103	13	-67	-67	NUM
alkej-889	103	14	,	,	PUNCT
alkej-889	103	15	p.p	p.p	PROPN
alkej-889	103	16	.	.	NOUN
alkej-889	103	17	4khwarizmi	4khwarizmi	NUM
alkej-889	103	18	engineering	engineering	NOUN
alkej-889	103	19	journal	journal	NOUN
alkej-889	103	20	,	,	PUNCT
alkej-889	103	21	vol	vol	NOUN
alkej-889	103	22	.	.	PROPN
alkej-889	103	23	19	19	NUM
alkej-889	103	24	,	,	PUNCT
alkej-889	103	25	no	no	INTJ
alkej-889	103	26	.	.	PUNCT
alkej-889	104	1	-al	-al	PROPN
alkej-889	104	2	reem	reem	PROPN
alkej-889	104	3	omar	omar	PROPN
alkej-889	104	4	mahdi	mahdi	PROPN
alkej-889	104	5	79	79	PROPN
alkej-889	104	6	coefficient	coefficient	NOUN
alkej-889	104	7	of	of	ADP
alkej-889	104	8	performance	performance	NOUN
alkej-889	104	9	(	(	PUNCT
alkej-889	104	10	cop	cop	NOUN
alkej-889	104	11	)	)	PUNCT
alkej-889	104	12	of	of	ADP
alkej-889	104	13	the	the	DET
alkej-889	104	14	absorption	absorption	NOUN
alkej-889	104	15	cooler	cooler	NOUN
alkej-889	104	16	,	,	PUNCT
alkej-889	104	17	indicating	indicate	VERB
alkej-889	104	18	the	the	DET
alkej-889	104	19	ratio	ratio	NOUN
alkej-889	104	20	of	of	ADP
alkej-889	104	21	cooling	cool	VERB
alkej-889	104	22	output	output	NOUN
alkej-889	104	23	to	to	PART
alkej-889	104	24	heat	heat	VERB
alkej-889	104	25	input	input	NOUN
alkej-889	104	26	.	.	PUNCT
alkej-889	105	1	these	these	DET
alkej-889	105	2	coolers	cooler	NOUN
alkej-889	105	3	are	be	AUX
alkej-889	105	4	commonly	commonly	ADV
alkej-889	105	5	used	use	VERB
alkej-889	105	6	in	in	ADP
alkej-889	105	7	applications	application	NOUN
alkej-889	105	8	where	where	SCONJ
alkej-889	105	9	electricity	electricity	NOUN
alkej-889	105	10	availability	availability	NOUN
alkej-889	105	11	is	be	AUX
alkej-889	105	12	limited	limited	ADJ
alkej-889	105	13	or	or	CCONJ
alkej-889	105	14	costly	costly	ADJ
alkej-889	105	15	,	,	PUNCT
alkej-889	105	16	or	or	CCONJ
alkej-889	105	17	where	where	SCONJ
alkej-889	105	18	alternative	alternative	ADJ
alkej-889	105	19	fuel	fuel	NOUN
alkej-889	105	20	sources	source	NOUN
alkej-889	105	21	are	be	AUX
alkej-889	105	22	preferred	prefer	VERB
alkej-889	105	23	.	.	PUNCT
alkej-889	106	1	table	table	NOUN
alkej-889	106	2	1	1	NUM
alkej-889	106	3	,	,	PUNCT
alkej-889	106	4	the	the	DET
alkej-889	106	5	average	average	ADJ
alkej-889	106	6	minimum	minimum	NOUN
alkej-889	106	7	,	,	PUNCT
alkej-889	106	8	maximum	maximum	ADJ
alkej-889	106	9	,	,	PUNCT
alkej-889	106	10	and	and	CCONJ
alkej-889	106	11	mean	mean	VERB
alkej-889	106	12	temperature	temperature	NOUN
alkej-889	106	13	in	in	ADP
alkej-889	106	14	baghdad	baghdad	PROPN
alkej-889	106	15	the	the	DET
alkej-889	106	16	uob	uob	PROPN
alkej-889	106	17	has	have	VERB
alkej-889	106	18	24	24	NUM
alkej-889	106	19	colleges	college	NOUN
alkej-889	106	20	,	,	PUNCT
alkej-889	106	21	3	3	NUM
alkej-889	106	22	high	high	ADJ
alkej-889	106	23	study	study	NOUN
alkej-889	106	24	institutes	institute	NOUN
alkej-889	106	25	,	,	PUNCT
alkej-889	106	26	and	and	CCONJ
alkej-889	106	27	9	9	NUM
alkej-889	106	28	centers	center	NOUN
alkej-889	106	29	spread	spread	VERB
alkej-889	106	30	across	across	ADP
alkej-889	106	31	four	four	NUM
alkej-889	106	32	main	main	ADJ
alkej-889	106	33	campuses	campus	NOUN
alkej-889	106	34	.	.	PUNCT
alkej-889	107	1	in	in	ADP
alkej-889	107	2	this	this	DET
alkej-889	107	3	paper	paper	NOUN
alkej-889	107	4	,	,	PUNCT
alkej-889	107	5	the	the	DET
alkej-889	107	6	energy	energy	NOUN
alkej-889	107	7	consumption	consumption	NOUN
alkej-889	107	8	in	in	ADP
alkej-889	107	9	al	al	PROPN
alkej-889	107	10	-	-	PUNCT
alkej-889	107	11	khwarizmi	khwarizmi	PROPN
alkej-889	107	12	college	college	PROPN
alkej-889	107	13	of	of	ADP
alkej-889	107	14	engineering	engineering	NOUN
alkej-889	107	15	(	(	PUNCT
alkej-889	107	16	figure	figure	NOUN
alkej-889	107	17	1	1	NUM
alkej-889	107	18	)	)	PUNCT
alkej-889	107	19	,	,	PUNCT
alkej-889	107	20	which	which	PRON
alkej-889	107	21	is	be	AUX
alkej-889	107	22	located	locate	VERB
alkej-889	107	23	at	at	ADP
alkej-889	107	24	the	the	DET
alkej-889	107	25	al	al	PROPN
alkej-889	107	26	-	-	PUNCT
alkej-889	107	27	jadriya	jadriya	PROPN
alkej-889	107	28	campus	campus	NOUN
alkej-889	107	29	,	,	PUNCT
alkej-889	107	30	will	will	AUX
alkej-889	107	31	be	be	AUX
alkej-889	107	32	discussed	discuss	VERB
alkej-889	107	33	,	,	PUNCT
alkej-889	107	34	and	and	CCONJ
alkej-889	107	35	artificial	artificial	ADJ
alkej-889	107	36	intelligence	intelligence	NOUN
alkej-889	107	37	(	(	PUNCT
alkej-889	107	38	ai	ai	NOUN
alkej-889	107	39	)	)	PUNCT
alkej-889	107	40	will	will	AUX
alkej-889	107	41	be	be	AUX
alkej-889	107	42	applied	apply	VERB
alkej-889	107	43	to	to	PART
alkej-889	107	44	predict	predict	VERB
alkej-889	107	45	the	the	DET
alkej-889	107	46	amount	amount	NOUN
alkej-889	107	47	of	of	ADP
alkej-889	107	48	energy	energy	NOUN
alkej-889	107	49	consumption	consumption	NOUN
alkej-889	107	50	.	.	PUNCT
alkej-889	108	1	to	to	PART
alkej-889	108	2	use	use	VERB
alkej-889	108	3	it	it	PRON
alkej-889	108	4	to	to	PART
alkej-889	108	5	impose	impose	VERB
alkej-889	108	6	mechanisms	mechanism	NOUN
alkej-889	108	7	to	to	PART
alkej-889	108	8	retrofit	retrofit	VERB
alkej-889	108	9	the	the	DET
alkej-889	108	10	building	building	NOUN
alkej-889	108	11	to	to	PART
alkej-889	108	12	reduce	reduce	VERB
alkej-889	108	13	the	the	DET
alkej-889	108	14	energy	energy	NOUN
alkej-889	108	15	consumed	consume	VERB
alkej-889	108	16	in	in	ADP
alkej-889	108	17	these	these	DET
alkej-889	108	18	buildings	building	NOUN
alkej-889	108	19	and	and	CCONJ
alkej-889	108	20	arrive	arrive	VERB
alkej-889	108	21	at	at	ADP
alkej-889	108	22	buildings	building	NOUN
alkej-889	108	23	with	with	ADP
alkej-889	108	24	less	less	ADJ
alkej-889	108	25	energy	energy	NOUN
alkej-889	108	26	consumption	consumption	NOUN
alkej-889	108	27	and	and	CCONJ
alkej-889	108	28	zero	zero	NUM
alkej-889	108	29	carbon	carbon	NOUN
alkej-889	108	30	emissions	emission	NOUN
alkej-889	108	31	in	in	ADP
alkej-889	108	32	the	the	DET
alkej-889	108	33	future	future	NOUN
alkej-889	108	34	.	.	PUNCT
alkej-889	109	1	khwarizmi	khwarizmi	PROPN
alkej-889	109	2	college	college	PROPN
alkej-889	109	3	-1	-1	PROPN
alkej-889	109	4	.	.	PUNCT
alkej-889	110	1	lecturing	lecture	VERB
alkej-889	110	2	building	building	NOUN
alkej-889	110	3	of	of	ADP
alkej-889	110	4	al	al	PROPN
alkej-889	110	5	fig	fig	PROPN
alkej-889	110	6	.	.	PUNCT
alkej-889	110	7	.of	.of	PUNCT
alkej-889	111	1	engineering	engineer	VERB
alkej-889	111	2	3	3	NUM
alkej-889	111	3	.	.	PUNCT
alkej-889	112	1	the	the	DET
alkej-889	112	2	dataset	dataset	NOUN
alkej-889	112	3	characteristics	characteristic	NOUN
alkej-889	112	4	the	the	DET
alkej-889	112	5	following	follow	VERB
alkej-889	112	6	subsections	subsection	NOUN
alkej-889	112	7	will	will	AUX
alkej-889	112	8	illustrate	illustrate	VERB
alkej-889	112	9	building	building	NOUN
alkej-889	112	10	types	type	NOUN
alkej-889	112	11	,	,	PUNCT
alkej-889	112	12	weather	weather	NOUN
alkej-889	112	13	information	information	NOUN
alkej-889	112	14	,	,	PUNCT
alkej-889	112	15	and	and	CCONJ
alkej-889	112	16	education	education	NOUN
alkej-889	112	17	calendars	calendar	NOUN
alkej-889	112	18	to	to	PART
alkej-889	112	19	demonstrate	demonstrate	VERB
alkej-889	112	20	whole	whole	ADJ
alkej-889	112	21	the	the	DET
alkej-889	112	22	characteristics	characteristic	NOUN
alkej-889	112	23	of	of	ADP
alkej-889	112	24	the	the	DET
alkej-889	112	25	dataset	dataset	NOUN
alkej-889	112	26	incorporated	incorporate	VERB
alkej-889	112	27	in	in	ADP
alkej-889	112	28	the	the	DET
alkej-889	112	29	used	use	VERB
alkej-889	112	30	methodology	methodology	NOUN
alkej-889	112	31	.	.	PUNCT
alkej-889	113	1	table	table	NOUN
alkej-889	113	2	(	(	PUNCT
alkej-889	113	3	2	2	NUM
alkej-889	113	4	)	)	PUNCT
alkej-889	113	5	illustrates	illustrate	VERB
alkej-889	113	6	all	all	DET
alkej-889	113	7	these	these	DET
alkej-889	113	8	characteristics	characteristic	NOUN
alkej-889	113	9	briefly	briefly	ADV
alkej-889	113	10	.	.	PUNCT
alkej-889	114	1	types	type	NOUN
alkej-889	114	2	of	of	ADP
alkej-889	114	3	buildings	building	NOUN
alkej-889	114	4	3.1	3.1	NUM
alkej-889	114	5	all	all	DET
alkej-889	114	6	campuses	campus	NOUN
alkej-889	114	7	have	have	VERB
alkej-889	114	8	varied	varied	ADJ
alkej-889	114	9	applications	application	NOUN
alkej-889	114	10	for	for	ADP
alkej-889	114	11	the	the	DET
alkej-889	114	12	buildings	building	NOUN
alkej-889	114	13	,	,	PUNCT
alkej-889	114	14	which	which	PRON
alkej-889	114	15	also	also	ADV
alkej-889	114	16	result	result	VERB
alkej-889	114	17	in	in	ADP
alkej-889	114	18	different	different	ADJ
alkej-889	114	19	energy	energy	NOUN
alkej-889	114	20	consumption	consumption	NOUN
alkej-889	114	21	patterns	pattern	NOUN
alkej-889	114	22	and	and	CCONJ
alkej-889	114	23	operational	operational	ADJ
alkej-889	114	24	schedules	schedule	NOUN
alkej-889	114	25	.	.	PUNCT
alkej-889	115	1	the	the	DET
alkej-889	115	2	buildings	building	NOUN
alkej-889	115	3	are	be	AUX
alkej-889	115	4	divided	divide	VERB
alkej-889	115	5	into	into	ADP
alkej-889	115	6	the	the	DET
alkej-889	115	7	following	follow	VERB
alkej-889	115	8	seven	seven	NUM
alkej-889	115	9	groups	group	NOUN
alkej-889	115	10	based	base	VERB
alkej-889	115	11	on	on	ADP
alkej-889	115	12	their	their	PRON
alkej-889	115	13	main	main	ADJ
alkej-889	115	14	uses	use	NOUN
alkej-889	115	15	.	.	PUNCT
alkej-889	116	1	to	to	PART
alkej-889	116	2	be	be	AUX
alkej-889	116	3	used	use	VERB
alkej-889	116	4	for	for	ADP
alkej-889	116	5	different	different	ADJ
alkej-889	116	6	modeling	modeling	NOUN
alkej-889	116	7	and	and	CCONJ
alkej-889	116	8	analytical	analytical	ADJ
alkej-889	116	9	purposes	purpose	NOUN
alkej-889	116	10	,	,	PUNCT
alkej-889	116	11	these	these	DET
alkej-889	116	12	categories	category	NOUN
alkej-889	116	13	are	be	AUX
alkej-889	116	14	given	give	VERB
alkej-889	116	15	as	as	ADP
alkej-889	116	16	metadata	metadata	NOUN
alkej-889	116	17	.	.	PUNCT
alkej-889	117	1			X
alkej-889	117	2	instructional	instructional	ADJ
alkej-889	117	3	facilities	facility	NOUN
alkej-889	117	4	:	:	PUNCT
alkej-889	117	5	these	these	PRON
alkej-889	117	6	include	include	VERB
alkej-889	117	7	all	all	DET
alkej-889	117	8	structures	structure	NOUN
alkej-889	117	9	utilized	utilize	VERB
alkej-889	117	10	for	for	ADP
alkej-889	117	11	basic	basic	ADJ
alkej-889	117	12	and	and	CCONJ
alkej-889	117	13	applied	applied	ADJ
alkej-889	117	14	research	research	NOUN
alkej-889	117	15	as	as	ADV
alkej-889	117	16	well	well	ADV
alkej-889	117	17	as	as	ADP
alkej-889	117	18			ADJ
alkej-889	117	19	lectures	lecture	NOUN
alkej-889	117	20	,	,	PUNCT
alkej-889	117	21	workshops	workshop	NOUN
alkej-889	117	22	,	,	PUNCT
alkej-889	117	23	tutorials	tutorial	NOUN
alkej-889	117	24	,	,	PUNCT
alkej-889	117	25	labs	lab	NOUN
alkej-889	117	26	,	,	PUNCT
alkej-889	117	27	and	and	CCONJ
alkej-889	117	28	other	other	ADJ
alkej-889	117	29	instructional	instructional	ADJ
alkej-889	117	30	activities	activity	NOUN
alkej-889	117	31	;	;	PUNCT
alkej-889	117	32			NOUN
alkej-889	117	33	library	library	NOUN
alkej-889	117	34	buildings	building	NOUN
alkej-889	117	35	:	:	PUNCT
alkej-889	117	36	structures	structure	VERB
alkej-889	117	37	that	that	PRON
alkej-889	117	38	house	house	NOUN
alkej-889	117	39	libraries	library	NOUN
alkej-889	117	40	as	as	ADV
alkej-889	117	41	well	well	ADV
alkej-889	117	42	as	as	ADP
alkej-889	117	43	expansive	expansive	ADJ
alkej-889	117	44	computer	computer	NOUN
alkej-889	117	45	laboratories	laboratory	NOUN
alkej-889	117	46	and	and	CCONJ
alkej-889	117	47	quiet	quiet	ADJ
alkej-889	117	48	study	study	NOUN
alkej-889	117	49	areas	area	NOUN
alkej-889	117	50	for	for	ADP
alkej-889	117	51	students	student	NOUN
alkej-889	117	52	;	;	PUNCT
alkej-889	117	53			NOUN
alkej-889	117	54	administrative	administrative	ADJ
alkej-889	117	55	buildings	building	NOUN
alkej-889	117	56	:	:	PUNCT
alkej-889	117	57	structures	structure	NOUN
alkej-889	117	58	that	that	PRON
alkej-889	117	59	are	be	AUX
alkej-889	117	60	only	only	ADV
alkej-889	117	61	utilized	utilize	VERB
alkej-889	117	62	for	for	ADP
alkej-889	117	63	university	university	NOUN
alkej-889	117	64	administration	administration	NOUN
alkej-889	117	65	,	,	PUNCT
alkej-889	117	66	including	include	VERB
alkej-889	117	67	the	the	DET
alkej-889	117	68	hr	hr	NOUN
alkej-889	117	69	,	,	PUNCT
alkej-889	117	70	it	it	PRON
alkej-889	117	71	,	,	PUNCT
alkej-889	117	72	and	and	CCONJ
alkej-889	117	73	finance	finance	NOUN
alkej-889	117	74	departments	department	NOUN
alkej-889	117	75	.	.	PUNCT
alkej-889	118	1	these	these	PRON
alkej-889	118	2	are	be	AUX
alkej-889	118	3	only	only	ADV
alkej-889	118	4	utilized	utilize	VERB
alkej-889	118	5	from	from	ADP
alkej-889	118	6	8	8	NUM
alkej-889	118	7	a.m.	a.m.	NOUN
alkej-889	118	8	to	to	ADP
alkej-889	118	9	3	3	NUM
alkej-889	118	10	p.m.	p.m.	NOUN
alkej-889	118	11	during	during	ADP
alkej-889	118	12	working	working	ADJ
alkej-889	118	13	hours	hour	NOUN
alkej-889	118	14	;	;	PUNCT
alkej-889	118	15			NOUN
alkej-889	118	16	residential	residential	ADJ
alkej-889	118	17	buildings	building	NOUN
alkej-889	118	18	:	:	PUNCT
alkej-889	118	19	structures	structure	VERB
alkej-889	118	20	that	that	PRON
alkej-889	118	21	house	house	NOUN
alkej-889	118	22	students	student	NOUN
alkej-889	118	23	;	;	PUNCT
alkej-889	118	24			PRON
alkej-889	118	25	mixed	mix	VERB
alkej-889	118	26	-	-	PUNCT
alkej-889	118	27	use	use	NOUN
alkej-889	118	28	buildings	building	NOUN
alkej-889	118	29	:	:	PUNCT
alkej-889	118	30	some	some	DET
alkej-889	118	31	structures	structure	NOUN
alkej-889	118	32	combine	combine	VERB
alkej-889	118	33	administrative	administrative	ADJ
alkej-889	118	34	,	,	PUNCT
alkej-889	118	35	research	research	NOUN
alkej-889	118	36	,	,	PUNCT
alkej-889	118	37	and	and	CCONJ
alkej-889	118	38	instructional	instructional	ADJ
alkej-889	118	39	activities	activity	NOUN
alkej-889	118	40	;	;	PUNCT
alkej-889	118	41	they	they	PRON
alkej-889	118	42	include	include	VERB
alkej-889	118	43	lecture	lecture	NOUN
alkej-889	118	44	halls	hall	NOUN
alkej-889	118	45	,	,	PUNCT
alkej-889	118	46	offices	office	NOUN
alkej-889	118	47	,	,	PUNCT
alkej-889	118	48	and	and	CCONJ
alkej-889	118	49	study	study	NOUN
alkej-889	118	50	areas	area	NOUN
alkej-889	118	51	;	;	PUNCT
alkej-889	118	52			NOUN
alkej-889	118	53	sports	sport	NOUN
alkej-889	118	54	facilities	facility	NOUN
alkej-889	118	55	:	:	PUNCT
alkej-889	118	56	these	these	DET
alkej-889	118	57	structures	structure	NOUN
alkej-889	118	58	are	be	AUX
alkej-889	118	59	utilized	utilize	VERB
alkej-889	118	60	for	for	ADP
alkej-889	118	61	sporting	sporting	NOUN
alkej-889	118	62	and	and	CCONJ
alkej-889	118	63	leisure	leisure	NOUN
alkej-889	118	64	activities	activity	NOUN
alkej-889	118	65	;	;	PUNCT
alkej-889	118	66	and	and	CCONJ
alkej-889	118	67			DET
alkej-889	118	68	other	other	ADJ
alkej-889	118	69	structures	structure	NOUN
alkej-889	118	70	:	:	PUNCT
alkej-889	118	71	these	these	PRON
alkej-889	118	72	include	include	VERB
alkej-889	118	73	facilities	facility	NOUN
alkej-889	118	74	that	that	PRON
alkej-889	118	75	do	do	AUX
alkej-889	118	76	not	not	PART
alkej-889	118	77	fit	fit	VERB
alkej-889	118	78	into	into	ADP
alkej-889	118	79	any	any	PRON
alkej-889	118	80	of	of	ADP
alkej-889	118	81	the	the	DET
alkej-889	118	82	categories	category	NOUN
alkej-889	118	83	mentioned	mention	VERB
alkej-889	118	84	above	above	ADV
alkej-889	118	85	,	,	PUNCT
alkej-889	118	86	such	such	ADJ
alkej-889	118	87	as	as	ADP
alkej-889	118	88	greenhouses	greenhouse	NOUN
alkej-889	118	89	and	and	CCONJ
alkej-889	118	90	animal	animal	NOUN
alkej-889	118	91	kennels	kennel	NOUN
alkej-889	118	92	that	that	PRON
alkej-889	118	93	are	be	AUX
alkej-889	118	94	open	open	ADJ
alkej-889	118	95	round	round	ADP
alkej-889	118	96	-	-	PUNCT
alkej-889	118	97	the	the	DET
alkej-889	118	98	-	-	PUNCT
alkej-889	118	99	clock	clock	NOUN
alkej-889	118	100	.	.	PUNCT
alkej-889	119	1	the	the	DET
alkej-889	119	2	college	college	NOUN
alkej-889	119	3	of	of	ADP
alkej-889	119	4	engineering	engineering	PROPN
alkej-889	119	5	khwarizmi	khwarizmi	PROPN
alkej-889	119	6	is	be	AUX
alkej-889	119	7	classified	classify	VERB
alkej-889	119	8	as	as	ADP
alkej-889	119	9	a	a	DET
alkej-889	119	10	mixed	mixed	ADJ
alkej-889	119	11	-	-	PUNCT
alkej-889	119	12	use	use	NOUN
alkej-889	119	13	building	building	NOUN
alkej-889	119	14	,	,	PUNCT
alkej-889	119	15	as	as	SCONJ
alkej-889	119	16	the	the	DET
alkej-889	119	17	building	building	NOUN
alkej-889	119	18	contains	contain	VERB
alkej-889	119	19	classrooms	classroom	NOUN
alkej-889	119	20	,	,	PUNCT
alkej-889	119	21	laboratories	laboratory	NOUN
alkej-889	119	22	,	,	PUNCT
alkej-889	119	23	and	and	CCONJ
alkej-889	119	24	some	some	DET
alkej-889	119	25	administrative	administrative	ADJ
alkej-889	119	26	rooms	room	NOUN
alkej-889	119	27	.	.	PUNCT
alkej-889	120	1	it	it	PRON
alkej-889	120	2	also	also	ADV
alkej-889	120	3	contains	contain	VERB
alkej-889	120	4	a	a	DET
alkej-889	120	5	library	library	NOUN
alkej-889	120	6	for	for	ADP
alkej-889	120	7	the	the	DET
alkej-889	120	8	college	college	NOUN
alkej-889	120	9	.	.	PUNCT
alkej-889	121	1	average	average	ADJ
alkej-889	121	2	temp.(	temp.(	NOUN
alkej-889	121	3	°	°	ADP
alkej-889	121	4	c	c	NOUN
alkej-889	121	5	)	)	PUNCT
alkej-889	121	6	month	month	NOUN
alkej-889	121	7	jan	jan	PROPN
alkej-889	121	8	.	.	PROPN
alkej-889	121	9	feb	feb	PROPN
alkej-889	121	10	.	.	PROPN
alkej-889	121	11	march	march	PROPN
alkej-889	121	12	april	april	PROPN
alkej-889	121	13	may	may	PROPN
alkej-889	121	14	june	june	PROPN
alkej-889	121	15	july	july	PROPN
alkej-889	121	16	aug	aug	PROPN
alkej-889	121	17	.	.	PROPN
alkej-889	121	18	sept	sept	PROPN
alkej-889	121	19	.	.	PROPN
alkej-889	121	20	oct	oct	PROPN
alkej-889	121	21	.	.	PROPN
alkej-889	122	1	nov	nov	PROPN
alkej-889	122	2	.	.	PUNCT
alkej-889	122	3	dec	dec	PROPN
alkej-889	122	4	.	.	PROPN
alkej-889	122	5	year	year	PROPN
alkej-889	122	6	minimum	minimum	NOUN
alkej-889	122	7	5	5	NUM
alkej-889	122	8	7	7	NUM
alkej-889	122	9	11.1	11.1	NUM
alkej-889	122	10	15.8	15.8	NUM
alkej-889	122	11	21.5	21.5	NUM
alkej-889	122	12	25.4	25.4	NUM
alkej-889	122	13	28	28	NUM
alkej-889	122	14	17	17	NUM
alkej-889	122	15	23.4	23.4	NUM
alkej-889	122	16	17.7	17.7	NUM
alkej-889	122	17	10.7	10.7	NUM
alkej-889	122	18	6.4	6.4	NUM
alkej-889	122	19	16.6	16.6	NUM
alkej-889	122	20	maximum	maximum	ADJ
alkej-889	122	21	16.8	16.8	NUM
alkej-889	122	22	19.6	19.6	NUM
alkej-889	122	23	24.6	24.6	NUM
alkej-889	122	24	30.7	30.7	NUM
alkej-889	122	25	37	37	NUM
alkej-889	122	26	42.2	42.2	NUM
alkej-889	122	27	45.2	45.2	NUM
alkej-889	122	28	47	47	NUM
alkej-889	122	29	41.3	41.3	NUM
alkej-889	122	30	33.7	33.7	NUM
alkej-889	122	31	24.1	24.1	NUM
alkej-889	122	32	18.2	18.2	NUM
alkej-889	122	33	31.6	31.6	NUM
alkej-889	122	34	mean	mean	NOUN
alkej-889	122	35	10.9	10.9	NUM
alkej-889	122	36	13.3	13.3	NUM
alkej-889	122	37	17.8	17.8	NUM
alkej-889	122	38	23.3	23.3	NUM
alkej-889	122	39	29.3	29.3	NUM
alkej-889	122	40	33.8	33.8	NUM
alkej-889	122	41	36.6	36.6	NUM
alkej-889	122	42	36	36	NUM
alkej-889	122	43	32.3	32.3	NUM
alkej-889	122	44	25.7	25.7	NUM
alkej-889	122	45	17.4	17.4	NUM
alkej-889	122	46	12.3	12.3	NUM
alkej-889	122	47	24.1	24.1	NUM
alkej-889	122	48	)	)	PUNCT
alkej-889	122	49	2023(88	2023(88	NUM
alkej-889	122	50	-67	-67	NUM
alkej-889	122	51	,	,	PUNCT
alkej-889	122	52	p.p	p.p	PROPN
alkej-889	122	53	.	.	NOUN
alkej-889	122	54	4khwarizmi	4khwarizmi	NUM
alkej-889	122	55	engineering	engineering	NOUN
alkej-889	122	56	journal	journal	NOUN
alkej-889	122	57	,	,	PUNCT
alkej-889	122	58	vol	vol	NOUN
alkej-889	122	59	.	.	PROPN
alkej-889	122	60	19	19	NUM
alkej-889	122	61	,	,	PUNCT
alkej-889	122	62	no	no	INTJ
alkej-889	122	63	.	.	PUNCT
alkej-889	123	1	-al	-al	PROPN
alkej-889	123	2	reem	reem	PROPN
alkej-889	123	3	omar	omar	PROPN
alkej-889	123	4	mahdi	mahdi	PROPN
alkej-889	123	5	80	80	NUM
alkej-889	123	6	weather	weather	PROPN
alkej-889	123	7	information	information	NOUN
alkej-889	123	8	3.2	3.2	NUM
alkej-889	123	9	weather	weather	NOUN
alkej-889	123	10	information	information	NOUN
alkej-889	123	11	is	be	AUX
alkej-889	123	12	crucial	crucial	ADJ
alkej-889	123	13	for	for	ADP
alkej-889	123	14	correctly	correctly	ADV
alkej-889	123	15	forecasting	forecast	VERB
alkej-889	123	16	consumption	consumption	NOUN
alkej-889	123	17	patterns	pattern	NOUN
alkej-889	123	18	since	since	SCONJ
alkej-889	123	19	it	it	PRON
alkej-889	123	20	has	have	VERB
alkej-889	123	21	a	a	DET
alkej-889	123	22	substantial	substantial	ADJ
alkej-889	123	23	correlation	correlation	NOUN
alkej-889	123	24	to	to	ADP
alkej-889	123	25	utility	utility	NOUN
alkej-889	123	26	usage	usage	NOUN
alkej-889	123	27	[	[	X
alkej-889	123	28	32	32	NUM
alkej-889	123	29	]	]	PUNCT
alkej-889	124	1	[	[	X
alkej-889	124	2	33	33	NUM
alkej-889	124	3	]	]	PUNCT
alkej-889	124	4	.	.	PUNCT
alkej-889	125	1	we	we	PRON
alkej-889	125	2	can	can	AUX
alkej-889	125	3	see	see	VERB
alkej-889	125	4	from	from	ADP
alkej-889	125	5	the	the	DET
alkej-889	125	6	dataset	dataset	NOUN
alkej-889	125	7	that	that	SCONJ
alkej-889	125	8	the	the	DET
alkej-889	125	9	uob	uob	PROPN
alkej-889	125	10	network	network	NOUN
alkej-889	125	11	uses	use	VERB
alkej-889	125	12	more	more	ADJ
alkej-889	125	13	energy	energy	NOUN
alkej-889	125	14	during	during	ADP
alkej-889	125	15	the	the	DET
alkej-889	125	16	summer	summer	NOUN
alkej-889	125	17	than	than	SCONJ
alkej-889	125	18	it	it	PRON
alkej-889	125	19	does	do	VERB
alkej-889	125	20	during	during	ADP
alkej-889	125	21	the	the	DET
alkej-889	125	22	winter	winter	NOUN
alkej-889	125	23	.	.	PUNCT
alkej-889	126	1	we	we	PRON
alkej-889	126	2	must	must	AUX
alkej-889	126	3	utilize	utilize	VERB
alkej-889	126	4	the	the	DET
alkej-889	126	5	havc	havc	ADJ
alkej-889	126	6	system	system	NOUN
alkej-889	126	7	and	and	CCONJ
alkej-889	126	8	air	air	NOUN
alkej-889	126	9	conditioning	conditioning	NOUN
alkej-889	126	10	in	in	ADP
alkej-889	126	11	some	some	DET
alkej-889	126	12	sections	section	NOUN
alkej-889	126	13	of	of	ADP
alkej-889	126	14	the	the	DET
alkej-889	126	15	building	building	NOUN
alkej-889	126	16	since	since	SCONJ
alkej-889	126	17	the	the	DET
alkej-889	126	18	summer	summer	NOUN
alkej-889	126	19	weather	weather	NOUN
alkej-889	126	20	is	be	AUX
alkej-889	126	21	too	too	ADV
alkej-889	126	22	hot	hot	ADJ
alkej-889	126	23	and	and	CCONJ
alkej-889	126	24	dry	dry	ADJ
alkej-889	126	25	.	.	PUNCT
alkej-889	127	1	therefore	therefore	ADV
alkej-889	127	2	,	,	PUNCT
alkej-889	127	3	gathering	gather	VERB
alkej-889	127	4	weather	weather	NOUN
alkej-889	127	5	data	datum	NOUN
alkej-889	127	6	is	be	AUX
alkej-889	127	7	important	important	ADJ
alkej-889	127	8	information	information	NOUN
alkej-889	127	9	for	for	ADP
alkej-889	127	10	any	any	DET
alkej-889	127	11	dataset	dataset	NOUN
alkej-889	127	12	connected	connect	VERB
alkej-889	127	13	to	to	ADP
alkej-889	127	14	energy	energy	NOUN
alkej-889	127	15	.	.	PUNCT
alkej-889	128	1	the	the	DET
alkej-889	128	2	iraqi	iraqi	ADJ
alkej-889	128	3	meteorological	meteorological	ADJ
alkej-889	128	4	network	network	NOUN
alkej-889	128	5	offers	offer	VERB
alkej-889	128	6	weather	weather	NOUN
alkej-889	128	7	information	information	NOUN
alkej-889	128	8	to	to	ADP
alkej-889	128	9	the	the	DET
alkej-889	128	10	general	general	ADJ
alkej-889	128	11	population	population	NOUN
alkej-889	128	12	.	.	PUNCT
alkej-889	129	1	several	several	ADJ
alkej-889	129	2	important	important	ADJ
alkej-889	129	3	factors	factor	NOUN
alkej-889	129	4	are	be	AUX
alkej-889	129	5	included	include	VERB
alkej-889	129	6	in	in	ADP
alkej-889	129	7	the	the	DET
alkej-889	129	8	weather	weather	NOUN
alkej-889	129	9	recordings	recording	NOUN
alkej-889	129	10	from	from	ADP
alkej-889	129	11	the	the	DET
alkej-889	129	12	weather	weather	NOUN
alkej-889	129	13	network	network	NOUN
alkej-889	129	14	.	.	PUNCT
alkej-889	130	1	in	in	ADP
alkej-889	130	2	this	this	DET
alkej-889	130	3	dataset	dataset	NOUN
alkej-889	130	4	,	,	PUNCT
alkej-889	130	5	we	we	PRON
alkej-889	130	6	have	have	AUX
alkej-889	130	7	retrieved	retrieve	VERB
alkej-889	130	8	dew	dew	NOUN
alkej-889	130	9	point	point	NOUN
alkej-889	130	10	,	,	PUNCT
alkej-889	130	11	apparent	apparent	ADJ
alkej-889	130	12	temperature	temperature	NOUN
alkej-889	130	13	,	,	PUNCT
alkej-889	130	14	relative	relative	ADJ
alkej-889	130	15	humidity	humidity	NOUN
alkej-889	130	16	,	,	PUNCT
alkej-889	130	17	air	air	NOUN
alkej-889	130	18	temperature	temperature	NOUN
alkej-889	130	19	,	,	PUNCT
alkej-889	130	20	wind	wind	NOUN
alkej-889	130	21	speed	speed	NOUN
alkej-889	130	22	,	,	PUNCT
alkej-889	130	23	and	and	CCONJ
alkej-889	130	24	wind	wind	NOUN
alkej-889	130	25	direction	direction	NOUN
alkej-889	130	26	.	.	PUNCT
alkej-889	131	1	education	education	NOUN
alkej-889	131	2	calendar	calendar	NOUN
alkej-889	131	3	3.3	3.3	NUM
alkej-889	131	4	working	working	NOUN
alkej-889	131	5	days	day	NOUN
alkej-889	131	6	and	and	CCONJ
alkej-889	131	7	weekends	weekend	NOUN
alkej-889	131	8	are	be	AUX
alkej-889	131	9	only	only	ADV
alkej-889	131	10	depicted	depict	VERB
alkej-889	131	11	on	on	ADP
alkej-889	131	12	the	the	DET
alkej-889	131	13	university	university	NOUN
alkej-889	131	14	's	's	PART
alkej-889	131	15	academic	academic	ADJ
alkej-889	131	16	calendar	calendar	NOUN
alkej-889	131	17	during	during	ADP
alkej-889	131	18	the	the	DET
alkej-889	131	19	summer	summer	NOUN
alkej-889	131	20	.	.	PUNCT
alkej-889	132	1	we	we	PRON
alkej-889	132	2	programmatically	programmatically	ADV
alkej-889	132	3	encode	encode	VERB
alkej-889	132	4	all	all	PRON
alkej-889	132	5	of	of	ADP
alkej-889	132	6	this	this	DET
alkej-889	132	7	data	datum	NOUN
alkej-889	132	8	into	into	ADP
alkej-889	132	9	a	a	DET
alkej-889	132	10	code	code	NOUN
alkej-889	132	11	.	.	PUNCT
alkej-889	133	1	the	the	DET
alkej-889	133	2	largest	large	ADJ
alkej-889	133	3	energy	energy	NOUN
alkej-889	133	4	use	use	NOUN
alkej-889	133	5	time	time	NOUN
alkej-889	133	6	is	be	AUX
alkej-889	133	7	said	say	VERB
alkej-889	133	8	to	to	PART
alkej-889	133	9	be	be	AUX
alkej-889	133	10	at	at	ADP
alkej-889	133	11	the	the	DET
alkej-889	133	12	beginning	beginning	NOUN
alkej-889	133	13	of	of	ADP
alkej-889	133	14	the	the	DET
alkej-889	133	15	semester	semester	NOUN
alkej-889	133	16	and	and	CCONJ
alkej-889	133	17	at	at	ADP
alkej-889	133	18	the	the	DET
alkej-889	133	19	beginning	beginning	NOUN
alkej-889	133	20	of	of	ADP
alkej-889	133	21	summer	summer	NOUN
alkej-889	133	22	.	.	PUNCT
alkej-889	134	1	the	the	DET
alkej-889	134	2	institution	institution	NOUN
alkej-889	134	3	uses	use	VERB
alkej-889	134	4	power	power	NOUN
alkej-889	134	5	to	to	PART
alkej-889	134	6	provide	provide	VERB
alkej-889	134	7	cooling	cool	VERB
alkej-889	134	8	for	for	ADP
alkej-889	134	9	the	the	DET
alkej-889	134	10	buildings	building	NOUN
alkej-889	134	11	and	and	CCONJ
alkej-889	134	12	student	student	NOUN
alkej-889	134	13	housing	housing	NOUN
alkej-889	134	14	since	since	SCONJ
alkej-889	134	15	a	a	DET
alkej-889	134	16	high	high	ADJ
alkej-889	134	17	number	number	NOUN
alkej-889	134	18	of	of	ADP
alkej-889	134	19	students	student	NOUN
alkej-889	134	20	are	be	AUX
alkej-889	134	21	required	require	VERB
alkej-889	134	22	to	to	PART
alkej-889	134	23	attend	attend	VERB
alkej-889	134	24	during	during	ADP
alkej-889	134	25	this	this	DET
alkej-889	134	26	time	time	NOUN
alkej-889	134	27	.	.	PUNCT
alkej-889	135	1	applications	application	NOUN
alkej-889	135	2	involving	involve	VERB
alkej-889	135	3	energy	energy	NOUN
alkej-889	135	4	forecasting	forecasting	NOUN
alkej-889	135	5	would	would	AUX
alkej-889	135	6	benefit	benefit	VERB
alkej-889	135	7	from	from	ADP
alkej-889	135	8	this	this	DET
alkej-889	135	9	knowledge	knowledge	NOUN
alkej-889	135	10	.	.	PUNCT
alkej-889	136	1	table	table	NOUN
alkej-889	136	2	2	2	NUM
alkej-889	136	3	,	,	PUNCT
alkej-889	136	4	the	the	DET
alkej-889	136	5	dataset	dataset	NOUN
alkej-889	136	6	characteristics	characteristic	NOUN
alkej-889	136	7	.	.	PUNCT
alkej-889	137	1	4	4	X
alkej-889	137	2	.	.	X
alkej-889	137	3	data	datum	NOUN
alkej-889	137	4	discourse	discourse	VERB
alkej-889	137	5	an	an	DET
alkej-889	137	6	existing	exist	VERB
alkej-889	137	7	data	datum	NOUN
alkej-889	137	8	set	set	VERB
alkej-889	137	9	located	locate	VERB
alkej-889	137	10	in	in	ADP
alkej-889	137	11	kaggle	kaggle	PROPN
alkej-889	137	12	was	be	AUX
alkej-889	137	13	used	use	VERB
alkej-889	137	14	,	,	PUNCT
alkej-889	137	15	which	which	PRON
alkej-889	137	16	contains	contain	VERB
alkej-889	137	17	a	a	DET
alkej-889	137	18	huge	huge	ADJ
alkej-889	137	19	amount	amount	NOUN
alkej-889	137	20	of	of	ADP
alkej-889	137	21	information	information	NOUN
alkej-889	137	22	that	that	PRON
alkej-889	137	23	i	i	PRON
alkej-889	137	24	need	need	VERB
alkej-889	137	25	it	it	PRON
alkej-889	137	26	is	be	AUX
alkej-889	137	27	unicon	unicon	NOUN
alkej-889	137	28	dataset	dataset	NOUN
alkej-889	137	29	,	,	PUNCT
alkej-889	137	30	harsha	harsha	PROPN
alkej-889	137	31	moraliyage	moraliyage	PROPN
alkej-889	137	32	,	,	PUNCT
alkej-889	137	33	et	et	PROPN
alkej-889	137	34	al	al	PROPN
alkej-889	137	35	.	.	PUNCT
alkej-889	138	1	[	[	X
alkej-889	138	2	39	39	NUM
alkej-889	138	3	]	]	PUNCT
alkej-889	138	4	.	.	PUNCT
alkej-889	139	1	this	this	DET
alkej-889	139	2	reference	reference	NOUN
alkej-889	139	3	describes	describe	VERB
alkej-889	139	4	all	all	DET
alkej-889	139	5	data	datum	NOUN
alkej-889	139	6	and	and	CCONJ
alkej-889	139	7	information	information	NOUN
alkej-889	139	8	contained	contain	VERB
alkej-889	139	9	in	in	ADP
alkej-889	139	10	the	the	DET
alkej-889	139	11	data	data	NOUN
alkej-889	139	12	set	set	NOUN
alkej-889	139	13	,	,	PUNCT
alkej-889	139	14	it	it	PRON
alkej-889	139	15	contains	contain	VERB
alkej-889	139	16	a	a	DET
alkej-889	139	17	detailed	detailed	ADJ
alkej-889	139	18	description	description	NOUN
alkej-889	139	19	of	of	ADP
alkej-889	139	20	the	the	DET
alkej-889	139	21	characteristics	characteristic	NOUN
alkej-889	139	22	of	of	ADP
alkej-889	139	23	the	the	DET
alkej-889	139	24	data	datum	NOUN
alkej-889	139	25	collected	collect	VERB
alkej-889	139	26	.	.	PUNCT
alkej-889	140	1	after	after	ADP
alkej-889	140	2	that	that	PRON
alkej-889	140	3	,	,	PUNCT
alkej-889	140	4	i	i	PRON
alkej-889	140	5	used	use	VERB
alkej-889	140	6	this	this	DET
alkej-889	140	7	dataset	dataset	NOUN
alkej-889	140	8	to	to	PART
alkej-889	140	9	train	train	VERB
alkej-889	140	10	the	the	DET
alkej-889	140	11	model	model	NOUN
alkej-889	140	12	to	to	PART
alkej-889	140	13	get	get	VERB
alkej-889	140	14	high	high	ADJ
alkej-889	140	15	-	-	PUNCT
alkej-889	140	16	efficiency	efficiency	NOUN
alkej-889	140	17	results	result	NOUN
alkej-889	140	18	.	.	PUNCT
alkej-889	141	1	then	then	ADV
alkej-889	141	2	,	,	PUNCT
alkej-889	141	3	my	my	PRON
alkej-889	141	4	dataset	dataset	NOUN
alkej-889	141	5	was	be	AUX
alkej-889	141	6	created	create	VERB
alkej-889	141	7	according	accord	VERB
alkej-889	141	8	to	to	ADP
alkej-889	141	9	my	my	PRON
alkej-889	141	10	needs	need	NOUN
alkej-889	141	11	,	,	PUNCT
alkej-889	141	12	which	which	PRON
alkej-889	141	13	contains	contain	VERB
alkej-889	141	14	all	all	DET
alkej-889	141	15	the	the	DET
alkej-889	141	16	information	information	NOUN
alkej-889	141	17	to	to	PART
alkej-889	141	18	use	use	VERB
alkej-889	141	19	in	in	ADP
alkej-889	141	20	the	the	DET
alkej-889	141	21	test	test	NOUN
alkej-889	141	22	to	to	PART
alkej-889	141	23	achieve	achieve	VERB
alkej-889	141	24	the	the	DET
alkej-889	141	25	specific	specific	ADJ
alkej-889	141	26	goal	goal	NOUN
alkej-889	141	27	,	,	PUNCT
alkej-889	141	28	which	which	PRON
alkej-889	141	29	is	be	AUX
alkej-889	141	30	to	to	PART
alkej-889	141	31	measure	measure	VERB
alkej-889	141	32	the	the	DET
alkej-889	141	33	amount	amount	NOUN
alkej-889	141	34	of	of	ADP
alkej-889	141	35	energy	energy	NOUN
alkej-889	141	36	consumed	consume	VERB
alkej-889	141	37	in	in	ADP
alkej-889	141	38	the	the	DET
alkej-889	141	39	building	building	NOUN
alkej-889	141	40	.	.	PUNCT
alkej-889	142	1	comma	comma	NOUN
alkej-889	142	2	-	-	PUNCT
alkej-889	142	3	separated	separate	VERB
alkej-889	142	4	values	value	NOUN
alkej-889	142	5	(	(	PUNCT
alkej-889	142	6	csv	csv	NOUN
alkej-889	142	7	)	)	PUNCT
alkej-889	142	8	files	file	NOUN
alkej-889	142	9	are	be	AUX
alkej-889	142	10	used	use	VERB
alkej-889	142	11	to	to	PART
alkej-889	142	12	hold	hold	VERB
alkej-889	142	13	the	the	DET
alkej-889	142	14	energy	energy	NOUN
alkej-889	142	15	data	datum	NOUN
alkej-889	142	16	that	that	PRON
alkej-889	142	17	has	have	AUX
alkej-889	142	18	been	be	AUX
alkej-889	142	19	gathered	gather	VERB
alkej-889	142	20	from	from	ADP
alkej-889	142	21	every	every	DET
alkej-889	142	22	electrical	electrical	ADJ
alkej-889	142	23	board	board	NOUN
alkej-889	142	24	and	and	CCONJ
alkej-889	142	25	building	build	VERB
alkej-889	142	26	meta	meta	PRON
alkej-889	142	27	.	.	PUNCT
alkej-889	143	1	a	a	DET
alkej-889	143	2	full	full	ADJ
alkej-889	143	3	explanation	explanation	NOUN
alkej-889	143	4	of	of	ADP
alkej-889	143	5	the	the	DET
alkej-889	143	6	properties	property	NOUN
alkej-889	143	7	of	of	ADP
alkej-889	143	8	the	the	DET
alkej-889	143	9	data	datum	NOUN
alkej-889	143	10	obtained	obtain	VERB
alkej-889	143	11	is	be	AUX
alkej-889	143	12	provided	provide	VERB
alkej-889	143	13	in	in	ADP
alkej-889	143	14	table	table	NOUN
alkej-889	143	15	3	3	NUM
alkej-889	143	16	.	.	PUNCT
alkej-889	144	1	below	below	ADV
alkej-889	144	2	is	be	AUX
alkej-889	144	3	an	an	DET
alkej-889	144	4	explanation	explanation	NOUN
alkej-889	144	5	of	of	ADP
alkej-889	144	6	the	the	DET
alkej-889	144	7	csv	csv	NOUN
alkej-889	144	8	file	file	NOUN
alkej-889	144	9	used	use	VERB
alkej-889	144	10	:	:	PUNCT
alkej-889	144	11	•	•	ADP
alkej-889	144	12	test.csv	test.csv	X
alkej-889	144	13	this	this	DET
alkej-889	144	14	file	file	NOUN
alkej-889	144	15	includes	include	VERB
alkej-889	144	16	metadata	metadata	NOUN
alkej-889	144	17	of	of	ADP
alkej-889	144	18	all	all	PRON
alkej-889	144	19	we	we	PRON
alkej-889	144	20	need	need	VERB
alkej-889	144	21	,	,	PUNCT
alkej-889	144	22	such	such	ADJ
alkej-889	144	23	as	as	ADP
alkej-889	144	24	floor	floor	NOUN
alkej-889	144	25	space	space	NOUN
alkej-889	144	26	,	,	PUNCT
alkej-889	144	27	energy	energy	NOUN
alkej-889	144	28	consumption	consumption	NOUN
alkej-889	144	29	title	title	NOUN
alkej-889	144	30	discretion	discretion	NOUN
alkej-889	144	31	buildings	building	NOUN
alkej-889	144	32	types	type	NOUN
alkej-889	144	33	1	1	NUM
alkej-889	144	34	)	)	PUNCT
alkej-889	144	35	instructional	instructional	ADJ
alkej-889	144	36	facilities	facility	NOUN
alkej-889	144	37	:	:	PUNCT
alkej-889	144	38	2	2	X
alkej-889	144	39	)	)	PUNCT
alkej-889	144	40	library	library	NOUN
alkej-889	144	41	buildings	building	NOUN
alkej-889	144	42	:	:	PUNCT
alkej-889	144	43	3	3	X
alkej-889	144	44	)	)	PUNCT
alkej-889	144	45	administrative	administrative	ADJ
alkej-889	144	46	buildings	building	NOUN
alkej-889	144	47	:	:	PUNCT
alkej-889	144	48	4	4	X
alkej-889	144	49	)	)	PUNCT
alkej-889	144	50	residential	residential	ADJ
alkej-889	144	51	buildings	building	NOUN
alkej-889	144	52	:	:	PUNCT
alkej-889	144	53	5	5	X
alkej-889	144	54	)	)	PUNCT
alkej-889	144	55	mixed	mixed	ADJ
alkej-889	144	56	-	-	PUNCT
alkej-889	144	57	use	use	NOUN
alkej-889	144	58	buildings	building	NOUN
alkej-889	144	59	:	:	PUNCT
alkej-889	144	60	6	6	NUM
alkej-889	144	61	)	)	PUNCT
alkej-889	144	62	sports	sport	NOUN
alkej-889	144	63	facilities	facility	NOUN
alkej-889	144	64	:	:	PUNCT
alkej-889	144	65	other	other	ADJ
alkej-889	144	66	structures	structure	NOUN
alkej-889	144	67	)	)	PUNCT
alkej-889	144	68	7	7	NUM
alkej-889	144	69	1	1	NUM
alkej-889	144	70	)	)	PUNCT
alkej-889	144	71	include	include	VERB
alkej-889	144	72	lectures	lecture	NOUN
alkej-889	144	73	,	,	PUNCT
alkej-889	144	74	workshops	workshop	NOUN
alkej-889	144	75	,	,	PUNCT
alkej-889	144	76	tutorials	tutorial	NOUN
alkej-889	144	77	,	,	PUNCT
alkej-889	144	78	labs	lab	NOUN
alkej-889	144	79	,	,	PUNCT
alkej-889	144	80	and	and	CCONJ
alkej-889	144	81	other	other	ADJ
alkej-889	144	82	instructional	instructional	ADJ
alkej-889	144	83	activities	activity	NOUN
alkej-889	144	84	;	;	PUNCT
alkej-889	144	85	2	2	X
alkej-889	144	86	)	)	PUNCT
alkej-889	144	87	include	include	VERB
alkej-889	144	88	libraries	library	NOUN
alkej-889	144	89	as	as	ADV
alkej-889	144	90	well	well	ADV
alkej-889	144	91	as	as	ADP
alkej-889	144	92	expansive	expansive	ADJ
alkej-889	144	93	computer	computer	NOUN
alkej-889	144	94	laboratories	laboratory	NOUN
alkej-889	144	95	and	and	CCONJ
alkej-889	144	96	quiet	quiet	ADJ
alkej-889	144	97	study	study	NOUN
alkej-889	144	98	areas	area	NOUN
alkej-889	144	99	for	for	ADP
alkej-889	144	100	students	student	NOUN
alkej-889	144	101	;	;	PUNCT
alkej-889	144	102	3	3	X
alkej-889	144	103	)	)	PUNCT
alkej-889	144	104	including	include	VERB
alkej-889	144	105	the	the	DET
alkej-889	144	106	hr	hr	NOUN
alkej-889	144	107	,	,	PUNCT
alkej-889	144	108	it	it	PRON
alkej-889	144	109	,	,	PUNCT
alkej-889	144	110	and	and	CCONJ
alkej-889	144	111	finance	finance	NOUN
alkej-889	144	112	departments	department	NOUN
alkej-889	144	113	.	.	PUNCT
alkej-889	145	1	4	4	X
alkej-889	145	2	)	)	PUNCT
alkej-889	145	3	including	include	VERB
alkej-889	145	4	the	the	DET
alkej-889	145	5	house	house	NOUN
alkej-889	145	6	of	of	ADP
alkej-889	145	7	the	the	DET
alkej-889	145	8	students	student	NOUN
alkej-889	145	9	;	;	PUNCT
alkej-889	145	10	5	5	X
alkej-889	145	11	)	)	PUNCT
alkej-889	145	12	combine	combine	VERB
alkej-889	145	13	administrative	administrative	ADJ
alkej-889	145	14	,	,	PUNCT
alkej-889	145	15	research	research	NOUN
alkej-889	145	16	,	,	PUNCT
alkej-889	145	17	and	and	CCONJ
alkej-889	145	18	instructional	instructional	ADJ
alkej-889	145	19	activities	activity	NOUN
alkej-889	145	20	;	;	PUNCT
alkej-889	145	21	they	they	PRON
alkej-889	145	22	include	include	VERB
alkej-889	145	23	lecture	lecture	NOUN
alkej-889	145	24	halls	hall	NOUN
alkej-889	145	25	,	,	PUNCT
alkej-889	145	26	offices	office	NOUN
alkej-889	145	27	,	,	PUNCT
alkej-889	145	28	and	and	CCONJ
alkej-889	145	29	study	study	NOUN
alkej-889	145	30	areas	area	NOUN
alkej-889	145	31	;	;	PUNCT
alkej-889	145	32	6	6	NUM
alkej-889	145	33	)	)	PUNCT
alkej-889	145	34	including	include	VERB
alkej-889	145	35	sporting	sporting	NOUN
alkej-889	145	36	and	and	CCONJ
alkej-889	145	37	leisure	leisure	NOUN
alkej-889	145	38	activities	activity	NOUN
alkej-889	145	39	;	;	PUNCT
alkej-889	145	40	include	include	VERB
alkej-889	145	41	facilities	facility	NOUN
alkej-889	145	42	that	that	PRON
alkej-889	145	43	do	do	AUX
alkej-889	145	44	not	not	PART
alkej-889	145	45	fit	fit	VERB
alkej-889	145	46	into	into	ADP
alkej-889	145	47	any	any	PRON
alkej-889	145	48	of	of	ADP
alkej-889	145	49	the	the	DET
alkej-889	145	50	categories	category	NOUN
alkej-889	145	51	)	)	PUNCT
alkej-889	145	52	7	7	NUM
alkej-889	145	53	.mentioned	.mentione	VERB
alkej-889	145	54	above	above	ADP
alkej-889	145	55	weather	weather	NOUN
alkej-889	145	56	information	information	NOUN
alkej-889	145	57	baghdad	baghdad	PROPN
alkej-889	145	58	weather	weather	PROPN
alkej-889	145	59	information	information	NOUN
alkej-889	145	60	the	the	DET
alkej-889	145	61	iraqi	iraqi	ADJ
alkej-889	145	62	meteorological	meteorological	ADJ
alkej-889	145	63	network	network	NOUN
alkej-889	145	64	offers	offer	VERB
alkej-889	145	65	weather	weather	NOUN
alkej-889	145	66	information	information	NOUN
alkej-889	145	67	to	to	ADP
alkej-889	145	68	the	the	DET
alkej-889	145	69	general	general	ADJ
alkej-889	145	70	population	population	NOUN
alkej-889	145	71	.	.	PUNCT
alkej-889	146	1	several	several	ADJ
alkej-889	146	2	important	important	ADJ
alkej-889	146	3	factors	factor	NOUN
alkej-889	146	4	are	be	AUX
alkej-889	146	5	included	include	VERB
alkej-889	146	6	in	in	ADP
alkej-889	146	7	the	the	DET
alkej-889	146	8	weather	weather	NOUN
alkej-889	146	9	recordings	recording	NOUN
alkej-889	146	10	from	from	ADP
alkej-889	146	11	the	the	DET
alkej-889	146	12	weather	weather	NOUN
alkej-889	146	13	network	network	NOUN
alkej-889	146	14	such	such	ADJ
alkej-889	146	15	as	as	ADP
alkej-889	146	16	dew	dew	NOUN
alkej-889	146	17	point	point	NOUN
alkej-889	146	18	,	,	PUNCT
alkej-889	146	19	apparent	apparent	ADJ
alkej-889	146	20	temperature	temperature	NOUN
alkej-889	146	21	,	,	PUNCT
alkej-889	146	22	relative	relative	ADJ
alkej-889	146	23	humidity	humidity	NOUN
alkej-889	146	24	,	,	PUNCT
alkej-889	146	25	air	air	NOUN
alkej-889	146	26	temperature	temperature	NOUN
alkej-889	146	27	,	,	PUNCT
alkej-889	146	28	wind	wind	NOUN
alkej-889	146	29	speed	speed	NOUN
alkej-889	146	30	,	,	PUNCT
alkej-889	146	31	and	and	CCONJ
alkej-889	146	32	wind	wind	NOUN
alkej-889	146	33	direction	direction	NOUN
alkej-889	146	34	education	education	NOUN
alkej-889	146	35	calendar	calendar	NOUN
alkej-889	146	36	working	working	NOUN
alkej-889	146	37	time	time	NOUN
alkej-889	146	38	the	the	DET
alkej-889	146	39	targeted	target	VERB
alkej-889	146	40	building	building	NOUN
alkej-889	146	41	's	's	PART
alkej-889	146	42	working	work	VERB
alkej-889	146	43	hours	hour	NOUN
alkej-889	146	44	are	be	AUX
alkej-889	146	45	from	from	ADP
alkej-889	146	46	8	8	NUM
alkej-889	146	47	a.m.	a.m.	NOUN
alkej-889	146	48	to	to	ADP
alkej-889	146	49	3	3	NUM
alkej-889	146	50	p.m.	p.m.	NOUN
alkej-889	146	51	,	,	PUNCT
alkej-889	146	52	with	with	SCONJ
alkej-889	146	53	peak	peak	NOUN
alkej-889	146	54	occupancy	occupancy	NOUN
alkej-889	146	55	typically	typically	ADV
alkej-889	146	56	observed	observe	VERB
alkej-889	146	57	between	between	ADP
alkej-889	146	58	9	9	NUM
alkej-889	146	59	a.m.	a.m.	NOUN
alkej-889	146	60	and	and	CCONJ
alkej-889	146	61	1:30	1:30	NUM
alkej-889	146	62	p.m.	p.m.	NOUN
alkej-889	147	1	our	our	PRON
alkej-889	147	2	study	study	NOUN
alkej-889	147	3	focuses	focus	VERB
alkej-889	147	4	on	on	ADP
alkej-889	147	5	the	the	DET
alkej-889	147	6	summer	summer	NOUN
alkej-889	147	7	months	month	NOUN
alkej-889	147	8	of	of	ADP
alkej-889	147	9	2021	2021	NUM
alkej-889	147	10	(	(	PUNCT
alkej-889	147	11	march	march	PROPN
alkej-889	147	12	,	,	PUNCT
alkej-889	147	13	april	april	PROPN
alkej-889	147	14	,	,	PUNCT
alkej-889	147	15	may	may	AUX
alkej-889	147	16	,	,	PUNCT
alkej-889	147	17	and	and	CCONJ
alkej-889	147	18	june	june	PROPN
alkej-889	147	19	)	)	PUNCT
alkej-889	147	20	,	,	PUNCT
alkej-889	147	21	characterized	characterize	VERB
alkej-889	147	22	by	by	ADP
alkej-889	147	23	high	high	ADJ
alkej-889	147	24	occupancy	occupancy	NOUN
alkej-889	147	25	and	and	CCONJ
alkej-889	147	26	increased	increase	VERB
alkej-889	147	27	energy	energy	NOUN
alkej-889	147	28	consumption	consumption	NOUN
alkej-889	147	29	.	.	PUNCT
alkej-889	147	30	)	)	PUNCT
alkej-889	148	1	2023(88	2023(88	NUM
alkej-889	148	2	-67	-67	NUM
alkej-889	148	3	,	,	PUNCT
alkej-889	148	4	p.p	p.p	PROPN
alkej-889	148	5	.	.	NOUN
alkej-889	148	6	4khwarizmi	4khwarizmi	NUM
alkej-889	148	7	engineering	engineering	NOUN
alkej-889	148	8	journal	journal	NOUN
alkej-889	148	9	,	,	PUNCT
alkej-889	148	10	vol	vol	NOUN
alkej-889	148	11	.	.	PROPN
alkej-889	148	12	19	19	NUM
alkej-889	148	13	,	,	PUNCT
alkej-889	148	14	no	no	INTJ
alkej-889	148	15	.	.	PUNCT
alkej-889	148	16	-al	-al	PROPN
alkej-889	149	1	reem	reem	PROPN
alkej-889	149	2	omar	omar	PROPN
alkej-889	149	3	mahdi	mahdi	PROPN
alkej-889	149	4	81	81	NUM
alkej-889	149	5	information	information	NOUN
alkej-889	149	6	for	for	ADP
alkej-889	149	7	national	national	ADJ
alkej-889	149	8	meter	meter	NOUN
alkej-889	149	9	identifiers	identifier	NOUN
alkej-889	149	10	(	(	PUNCT
alkej-889	149	11	nmis	nmis	NOUN
alkej-889	149	12	)	)	PUNCT
alkej-889	149	13	,	,	PUNCT
alkej-889	149	14	and	and	CCONJ
alkej-889	149	15	weather	weather	NOUN
alkej-889	149	16	data	datum	NOUN
alkej-889	149	17	which	which	PRON
alkej-889	149	18	contains	contain	VERB
alkej-889	149	19	weather	weather	NOUN
alkej-889	149	20	information	information	NOUN
alkej-889	149	21	gathered	gather	VERB
alkej-889	149	22	from	from	ADP
alkej-889	149	23	each	each	PRON
alkej-889	149	24	of	of	ADP
alkej-889	149	25	the	the	DET
alkej-889	149	26	weather	weather	NOUN
alkej-889	149	27	stations	station	NOUN
alkej-889	149	28	.	.	PUNCT
alkej-889	150	1	table	table	NOUN
alkej-889	150	2	3	3	NUM
alkej-889	150	3	a	a	DET
alkej-889	150	4	summary	summary	NOUN
alkej-889	150	5	of	of	ADP
alkej-889	150	6	the	the	DET
alkej-889	150	7	used	use	VERB
alkej-889	150	8	dataset	dataset	NOUN
alkej-889	150	9	.	.	PUNCT
alkej-889	151	1	5	5	X
alkej-889	151	2	.	.	X
alkej-889	151	3	methodology	methodology	NOUN
alkej-889	151	4	the	the	DET
alkej-889	151	5	unicon	unicon	NOUN
alkej-889	151	6	dataset	dataset	NOUN
alkej-889	151	7	will	will	AUX
alkej-889	151	8	be	be	AUX
alkej-889	151	9	used	use	VERB
alkej-889	151	10	as	as	SCONJ
alkej-889	151	11	applied	apply	VERB
alkej-889	151	12	by	by	ADP
alkej-889	151	13	[	[	X
alkej-889	151	14	39	39	NUM
alkej-889	151	15	]	]	PUNCT
alkej-889	151	16	to	to	PART
alkej-889	151	17	train	train	VERB
alkej-889	151	18	the	the	DET
alkej-889	151	19	function	function	NOUN
alkej-889	151	20	because	because	SCONJ
alkej-889	151	21	it	it	PRON
alkej-889	151	22	contains	contain	VERB
alkej-889	151	23	a	a	DET
alkej-889	151	24	huge	huge	ADJ
alkej-889	151	25	number	number	NOUN
alkej-889	151	26	of	of	ADP
alkej-889	151	27	data	datum	NOUN
alkej-889	151	28	points	point	NOUN
alkej-889	151	29	that	that	PRON
alkej-889	151	30	give	give	VERB
alkej-889	151	31	a	a	DET
alkej-889	151	32	good	good	ADJ
alkej-889	151	33	training	training	NOUN
alkej-889	151	34	result	result	NOUN
alkej-889	151	35	when	when	SCONJ
alkej-889	151	36	our	our	PRON
alkej-889	151	37	dataset	dataset	NOUN
alkej-889	151	38	is	be	AUX
alkej-889	151	39	used	use	VERB
alkej-889	151	40	to	to	PART
alkej-889	151	41	predict	predict	VERB
alkej-889	151	42	.	.	PUNCT
alkej-889	152	1	after	after	ADP
alkej-889	152	2	that	that	PRON
alkej-889	152	3	,	,	PUNCT
alkej-889	152	4	we	we	PRON
alkej-889	152	5	start	start	VERB
alkej-889	152	6	preprocessing	preprocesse	VERB
alkej-889	152	7	.	.	PUNCT
alkej-889	153	1	preprocessing	preprocesse	VERB
alkej-889	153	2	refers	refer	NOUN
alkej-889	153	3	to	to	ADP
alkej-889	153	4	the	the	DET
alkej-889	153	5	set	set	NOUN
alkej-889	153	6	of	of	ADP
alkej-889	153	7	techniques	technique	NOUN
alkej-889	153	8	and	and	CCONJ
alkej-889	153	9	steps	step	NOUN
alkej-889	153	10	used	use	VERB
alkej-889	153	11	to	to	PART
alkej-889	153	12	prepare	prepare	VERB
alkej-889	153	13	and	and	CCONJ
alkej-889	153	14	transform	transform	VERB
alkej-889	153	15	raw	raw	ADJ
alkej-889	153	16	data	datum	NOUN
alkej-889	153	17	into	into	ADP
alkej-889	153	18	a	a	DET
alkej-889	153	19	format	format	NOUN
alkej-889	153	20	suitable	suitable	ADJ
alkej-889	153	21	for	for	ADP
alkej-889	153	22	further	further	ADJ
alkej-889	153	23	analysis	analysis	NOUN
alkej-889	153	24	and	and	CCONJ
alkej-889	153	25	modeling	modeling	NOUN
alkej-889	153	26	.	.	PUNCT
alkej-889	154	1	the	the	DET
alkej-889	154	2	main	main	ADJ
alkej-889	154	3	objectives	objective	NOUN
alkej-889	154	4	of	of	ADP
alkej-889	154	5	preprocessing	preprocessing	NOUN
alkej-889	154	6	are	be	AUX
alkej-889	154	7	to	to	PART
alkej-889	154	8	clean	clean	ADJ
alkej-889	154	9	,	,	PUNCT
alkej-889	154	10	transform	transform	VERB
alkej-889	154	11	,	,	PUNCT
alkej-889	154	12	and	and	CCONJ
alkej-889	154	13	standardize	standardize	VERB
alkej-889	154	14	the	the	DET
alkej-889	154	15	data	datum	NOUN
alkej-889	154	16	to	to	PART
alkej-889	154	17	improve	improve	VERB
alkej-889	154	18	the	the	DET
alkej-889	154	19	quality	quality	NOUN
alkej-889	154	20	and	and	CCONJ
alkej-889	154	21	reliability	reliability	NOUN
alkej-889	154	22	of	of	ADP
alkej-889	154	23	the	the	DET
alkej-889	154	24	subsequent	subsequent	ADJ
alkej-889	154	25	analysis	analysis	NOUN
alkej-889	154	26	.	.	PUNCT
alkej-889	155	1	preprocessing	preprocesse	VERB
alkej-889	155	2	techniques	technique	NOUN
alkej-889	155	3	may	may	AUX
alkej-889	155	4	vary	vary	VERB
alkej-889	155	5	depending	depend	VERB
alkej-889	155	6	on	on	ADP
alkej-889	155	7	the	the	DET
alkej-889	155	8	specific	specific	ADJ
alkej-889	155	9	characteristics	characteristic	NOUN
alkej-889	155	10	of	of	ADP
alkej-889	155	11	the	the	DET
alkej-889	155	12	data	datum	NOUN
alkej-889	155	13	and	and	CCONJ
alkej-889	155	14	the	the	DET
alkej-889	155	15	requirements	requirement	NOUN
alkej-889	155	16	of	of	ADP
alkej-889	155	17	the	the	DET
alkej-889	155	18	analysis	analysis	NOUN
alkej-889	155	19	or	or	CCONJ
alkej-889	155	20	modeling	modeling	NOUN
alkej-889	155	21	task	task	NOUN
alkej-889	155	22	.	.	PUNCT
alkej-889	156	1	in	in	ADP
alkej-889	156	2	this	this	DET
alkej-889	156	3	work	work	NOUN
alkej-889	156	4	,	,	PUNCT
alkej-889	156	5	the	the	DET
alkej-889	156	6	data	datum	NOUN
alkej-889	156	7	was	be	AUX
alkej-889	156	8	split	split	VERB
alkej-889	156	9	into	into	ADP
alkej-889	156	10	two	two	NUM
alkej-889	156	11	parts	part	NOUN
alkej-889	156	12	,	,	PUNCT
alkej-889	156	13	with	with	ADP
alkej-889	156	14	80	80	NUM
alkej-889	156	15	%	%	NOUN
alkej-889	156	16	training	training	NOUN
alkej-889	156	17	and	and	CCONJ
alkej-889	156	18	20	20	NUM
alkej-889	156	19	%	%	NOUN
alkej-889	156	20	testing	test	VERB
alkej-889	156	21	the	the	DET
alkej-889	156	22	data	datum	NOUN
alkej-889	156	23	.	.	PUNCT
alkej-889	157	1	the	the	DET
alkej-889	157	2	area	area	NOUN
alkej-889	157	3	of	of	ADP
alkej-889	157	4	the	the	DET
alkej-889	157	5	building	building	NOUN
alkej-889	157	6	and	and	CCONJ
alkej-889	157	7	the	the	DET
alkej-889	157	8	weather	weather	NOUN
alkej-889	157	9	changes	change	NOUN
alkej-889	157	10	in	in	ADP
alkej-889	157	11	iraq	iraq	PROPN
alkej-889	157	12	affect	affect	VERB
alkej-889	157	13	the	the	DET
alkej-889	157	14	energy	energy	NOUN
alkej-889	157	15	consumption	consumption	NOUN
alkej-889	157	16	of	of	ADP
alkej-889	157	17	the	the	DET
alkej-889	157	18	targeted	target	VERB
alkej-889	157	19	building	building	NOUN
alkej-889	157	20	.	.	PUNCT
alkej-889	158	1	after	after	ADP
alkej-889	158	2	that	that	PRON
alkej-889	158	3	,	,	PUNCT
alkej-889	158	4	the	the	DET
alkej-889	158	5	feature	feature	NOUN
alkej-889	158	6	scaling	scale	VERB
alkej-889	158	7	technique	technique	NOUN
alkej-889	158	8	will	will	AUX
alkej-889	158	9	be	be	AUX
alkej-889	158	10	used	use	VERB
alkej-889	158	11	in	in	ADP
alkej-889	158	12	data	datum	NOUN
alkej-889	158	13	preprocessing	preprocesse	VERB
alkej-889	158	14	by	by	ADP
alkej-889	158	15	standardizing	standardize	VERB
alkej-889	158	16	the	the	DET
alkej-889	158	17	numerical	numerical	ADJ
alkej-889	158	18	features	feature	NOUN
alkej-889	158	19	of	of	ADP
alkej-889	158	20	a	a	DET
alkej-889	158	21	dataset	dataset	NOUN
alkej-889	158	22	.	.	PUNCT
alkej-889	159	1	it	it	PRON
alkej-889	159	2	ensures	ensure	VERB
alkej-889	159	3	that	that	SCONJ
alkej-889	159	4	all	all	DET
alkej-889	159	5	features	feature	NOUN
alkej-889	159	6	have	have	VERB
alkej-889	159	7	a	a	DET
alkej-889	159	8	similar	similar	ADJ
alkej-889	159	9	scale	scale	NOUN
alkej-889	159	10	or	or	CCONJ
alkej-889	159	11	range	range	NOUN
alkej-889	159	12	,	,	PUNCT
alkej-889	159	13	which	which	PRON
alkej-889	159	14	can	can	AUX
alkej-889	159	15	improve	improve	VERB
alkej-889	159	16	the	the	DET
alkej-889	159	17	performance	performance	NOUN
alkej-889	159	18	and	and	CCONJ
alkej-889	159	19	stability	stability	NOUN
alkej-889	159	20	of	of	ADP
alkej-889	159	21	machine	machine	NOUN
alkej-889	159	22	learning	learn	VERB
alkej-889	159	23	algorithms	algorithm	NOUN
alkej-889	159	24	.	.	PUNCT
alkej-889	160	1	the	the	DET
alkej-889	160	2	standardization	standardization	NOUN
alkej-889	160	3	scaling	scale	VERB
alkej-889	160	4	method	method	NOUN
alkej-889	160	5	transforms	transform	VERB
alkej-889	160	6	the	the	DET
alkej-889	160	7	features	feature	NOUN
alkej-889	160	8	to	to	PART
alkej-889	160	9	have	have	VERB
alkej-889	160	10	a	a	DET
alkej-889	160	11	zero	zero	NUM
alkej-889	160	12	mean	mean	NOUN
alkej-889	160	13	and	and	CCONJ
alkej-889	160	14	unit	unit	NOUN
alkej-889	160	15	variance	variance	NOUN
alkej-889	160	16	.	.	PUNCT
alkej-889	161	1	it	it	PRON
alkej-889	161	2	subtracts	subtract	VERB
alkej-889	161	3	the	the	DET
alkej-889	161	4	mean	mean	ADJ
alkej-889	161	5	value	value	NOUN
alkej-889	161	6	of	of	ADP
alkej-889	161	7	each	each	DET
alkej-889	161	8	feature	feature	NOUN
alkej-889	161	9	and	and	CCONJ
alkej-889	161	10	divides	divide	VERB
alkej-889	161	11	it	it	PRON
alkej-889	161	12	by	by	ADP
alkej-889	161	13	the	the	DET
alkej-889	161	14	standard	standard	ADJ
alkej-889	161	15	deviation	deviation	NOUN
alkej-889	161	16	.	.	PUNCT
alkej-889	162	1	standardization	standardization	NOUN
alkej-889	162	2	preserves	preserve	VERB
alkej-889	162	3	the	the	DET
alkej-889	162	4	shape	shape	NOUN
alkej-889	162	5	of	of	ADP
alkej-889	162	6	the	the	DET
alkej-889	162	7	distribution	distribution	NOUN
alkej-889	162	8	and	and	CCONJ
alkej-889	162	9	is	be	AUX
alkej-889	162	10	less	less	ADV
alkej-889	162	11	affected	affect	VERB
alkej-889	162	12	by	by	ADP
alkej-889	162	13	outliers	outlier	NOUN
alkej-889	162	14	.	.	PUNCT
alkej-889	163	1	the	the	DET
alkej-889	163	2	selection	selection	NOUN
alkej-889	163	3	of	of	ADP
alkej-889	163	4	the	the	DET
alkej-889	163	5	feature	feature	NOUN
alkej-889	163	6	scaling	scale	VERB
alkej-889	163	7	technique	technique	NOUN
alkej-889	163	8	depends	depend	VERB
alkej-889	163	9	on	on	ADP
alkej-889	163	10	the	the	DET
alkej-889	163	11	specific	specific	ADJ
alkej-889	163	12	characteristics	characteristic	NOUN
alkej-889	163	13	of	of	ADP
alkej-889	163	14	the	the	DET
alkej-889	163	15	dataset	dataset	NOUN
alkej-889	163	16	and	and	CCONJ
alkej-889	163	17	the	the	DET
alkej-889	163	18	requirements	requirement	NOUN
alkej-889	163	19	of	of	ADP
alkej-889	163	20	the	the	DET
alkej-889	163	21	machine	machine	NOUN
alkej-889	163	22	learning	learning	NOUN
alkej-889	163	23	algorithm	algorithm	NOUN
alkej-889	163	24	.	.	PUNCT
alkej-889	164	1	the	the	DET
alkej-889	164	2	standardization	standardization	NOUN
alkej-889	164	3	method	method	NOUN
alkej-889	164	4	was	be	AUX
alkej-889	164	5	used	use	VERB
alkej-889	164	6	to	to	PART
alkej-889	164	7	scale	scale	VERB
alkej-889	164	8	the	the	DET
alkej-889	164	9	input	input	NOUN
alkej-889	164	10	values	value	NOUN
alkej-889	164	11	and	and	CCONJ
alkej-889	164	12	get	get	VERB
alkej-889	164	13	a	a	DET
alkej-889	164	14	specific	specific	ADJ
alkej-889	164	15	scalar	scalar	NOUN
alkej-889	164	16	which	which	PRON
alkej-889	164	17	is	be	AUX
alkej-889	164	18	saved	save	VERB
alkej-889	164	19	to	to	PART
alkej-889	164	20	use	use	VERB
alkej-889	164	21	later	later	ADV
alkej-889	164	22	when	when	SCONJ
alkej-889	164	23	we	we	PRON
alkej-889	164	24	enter	enter	VERB
alkej-889	164	25	our	our	PRON
alkej-889	164	26	data	datum	NOUN
alkej-889	164	27	set	set	VERB
alkej-889	164	28	.	.	PUNCT
alkej-889	165	1	figure	figure	NOUN
alkej-889	165	2	2	2	NUM
alkej-889	165	3	illustrates	illustrate	VERB
alkej-889	165	4	the	the	DET
alkej-889	165	5	workflow	workflow	NOUN
alkej-889	165	6	briefly	briefly	ADV
alkej-889	165	7	.	.	PUNCT
alkej-889	166	1	the	the	DET
alkej-889	166	2	energy	energy	NOUN
alkej-889	166	3	consumption	consumption	NOUN
alkej-889	166	4	in	in	ADP
alkej-889	166	5	the	the	DET
alkej-889	166	6	lecture	lecture	NOUN
alkej-889	166	7	building	building	NOUN
alkej-889	166	8	of	of	ADP
alkej-889	166	9	the	the	DET
alkej-889	166	10	al	al	PROPN
alkej-889	166	11	-	-	PUNCT
alkej-889	166	12	khwarizmi	khwarizmi	PROPN
alkej-889	166	13	engineering	engineering	PROPN
alkej-889	166	14	college	college	NOUN
alkej-889	166	15	will	will	AUX
alkej-889	166	16	be	be	AUX
alkej-889	166	17	predicted	predict	VERB
alkej-889	166	18	using	use	VERB
alkej-889	166	19	the	the	DET
alkej-889	166	20	scikit	scikit	NOUN
alkej-889	166	21	-	-	PUNCT
alkej-889	166	22	learn	learn	NOUN
alkej-889	166	23	library	library	NOUN
alkej-889	166	24	,	,	PUNCT
alkej-889	166	25	which	which	PRON
alkej-889	166	26	contains	contain	VERB
alkej-889	166	27	supervised	supervised	ADJ
alkej-889	166	28	machine	machine	NOUN
alkej-889	166	29	learning	learning	NOUN
alkej-889	166	30	[	[	X
alkej-889	166	31	34	34	NUM
alkej-889	166	32	]	]	PUNCT
alkej-889	166	33	.	.	PUNCT
alkej-889	167	1	regression	regression	NOUN
alkej-889	167	2	models	model	NOUN
alkej-889	167	3	will	will	AUX
alkej-889	167	4	be	be	AUX
alkej-889	167	5	chosen	choose	VERB
alkej-889	167	6	because	because	SCONJ
alkej-889	167	7	this	this	DET
alkej-889	167	8	study	study	NOUN
alkej-889	167	9	deals	deal	VERB
alkej-889	167	10	with	with	ADP
alkej-889	167	11	prediction	prediction	NOUN
alkej-889	167	12	.	.	PUNCT
alkej-889	168	1	the	the	DET
alkej-889	168	2	neural	neural	ADJ
alkej-889	168	3	network	network	NOUN
alkej-889	168	4	model	model	NOUN
alkej-889	168	5	in	in	ADP
alkej-889	168	6	sklearn	sklearn	PROPN
alkej-889	168	7	will	will	AUX
alkej-889	168	8	be	be	AUX
alkej-889	168	9	used	use	VERB
alkej-889	168	10	.	.	PUNCT
alkej-889	169	1	in	in	ADP
alkej-889	169	2	scikit	scikit	NOUN
alkej-889	169	3	-	-	PUNCT
alkej-889	169	4	learn	learn	VERB
alkej-889	169	5	,	,	PUNCT
alkej-889	169	6	the	the	DET
alkej-889	169	7	neural	neural	ADJ
alkej-889	169	8	network	network	NOUN
alkej-889	169	9	models	model	NOUN
alkej-889	169	10	for	for	ADP
alkej-889	169	11	supervised	supervised	ADJ
alkej-889	169	12	learning	learning	NOUN
alkej-889	169	13	tasks	task	NOUN
alkej-889	169	14	are	be	AUX
alkej-889	169	15	implemented	implement	VERB
alkej-889	169	16	through	through	ADP
alkej-889	169	17	the	the	DET
alkej-889	169	18	`	`	PUNCT
alkej-889	169	19	mlpregressor	mlpregressor	NOUN
alkej-889	169	20	`	`	PUNCT
alkej-889	169	21	class	class	NOUN
alkej-889	169	22	,	,	PUNCT
alkej-889	169	23	which	which	PRON
alkej-889	169	24	stands	stand	VERB
alkej-889	169	25	for	for	ADP
alkej-889	169	26	multilayer	multilayer	ADJ
alkej-889	169	27	perceptron	perceptron	PROPN
alkej-889	169	28	.	.	PUNCT
alkej-889	170	1	these	these	DET
alkej-889	170	2	models	model	NOUN
alkej-889	170	3	are	be	AUX
alkej-889	170	4	based	base	VERB
alkej-889	170	5	on	on	ADP
alkej-889	170	6	artificial	artificial	ADJ
alkej-889	170	7	neural	neural	ADJ
alkej-889	170	8	networks	network	NOUN
alkej-889	170	9	and	and	CCONJ
alkej-889	170	10	will	will	AUX
alkej-889	170	11	be	be	AUX
alkej-889	170	12	used	use	VERB
alkej-889	170	13	for	for	ADP
alkej-889	170	14	solving	solve	VERB
alkej-889	170	15	regression	regression	NOUN
alkej-889	170	16	problems	problem	NOUN
alkej-889	170	17	.	.	PUNCT
alkej-889	171	1	in	in	ADP
alkej-889	171	2	this	this	DET
alkej-889	171	3	work	work	NOUN
alkej-889	171	4	,	,	PUNCT
alkej-889	171	5	the	the	DET
alkej-889	171	6	`	`	PUNCT
alkej-889	171	7	mlpregressor	mlpregressor	NOUN
alkej-889	171	8	`	`	PUNCT
alkej-889	171	9	class	class	NOUN
alkej-889	171	10	will	will	AUX
alkej-889	171	11	be	be	AUX
alkej-889	171	12	used	use	VERB
alkej-889	171	13	for	for	ADP
alkej-889	171	14	regression	regression	NOUN
alkej-889	171	15	tasks	task	NOUN
alkej-889	171	16	,	,	PUNCT
alkej-889	171	17	where	where	SCONJ
alkej-889	171	18	the	the	DET
alkej-889	171	19	goal	goal	NOUN
alkej-889	171	20	is	be	AUX
alkej-889	171	21	to	to	PART
alkej-889	171	22	predict	predict	VERB
alkej-889	171	23	a	a	DET
alkej-889	171	24	continuous	continuous	ADJ
alkej-889	171	25	numerical	numerical	ADJ
alkej-889	171	26	value	value	NOUN
alkej-889	171	27	based	base	VERB
alkej-889	171	28	on	on	ADP
alkej-889	171	29	input	input	NOUN
alkej-889	171	30	features	feature	NOUN
alkej-889	171	31	.	.	PUNCT
alkej-889	172	1	multiple	multiple	ADJ
alkej-889	172	2	linear	linear	ADJ
alkej-889	172	3	regression	regression	NOUN
alkej-889	172	4	(	(	PUNCT
alkej-889	172	5	mlr	mlr	NOUN
alkej-889	172	6	)	)	PUNCT
alkej-889	172	7	will	will	AUX
alkej-889	172	8	be	be	AUX
alkej-889	172	9	employed	employ	VERB
alkej-889	172	10	in	in	ADP
alkej-889	172	11	the	the	DET
alkej-889	172	12	prediction	prediction	NOUN
alkej-889	172	13	of	of	ADP
alkej-889	172	14	building	build	VERB
alkej-889	172	15	energy	energy	NOUN
alkej-889	172	16	consumption	consumption	NOUN
alkej-889	172	17	as	as	SCONJ
alkej-889	172	18	used	use	VERB
alkej-889	172	19	by	by	ADP
alkej-889	172	20	[	[	X
alkej-889	172	21	35	35	NUM
alkej-889	172	22	]	]	PUNCT
alkej-889	172	23	and	and	CCONJ
alkej-889	172	24	may	may	AUX
alkej-889	172	25	be	be	AUX
alkej-889	172	26	applied	apply	VERB
alkej-889	172	27	early	early	ADV
alkej-889	172	28	in	in	ADP
alkej-889	172	29	the	the	DET
alkej-889	172	30	design	design	NOUN
alkej-889	172	31	process	process	NOUN
alkej-889	172	32	to	to	PART
alkej-889	172	33	enhance	enhance	VERB
alkej-889	172	34	building	building	NOUN
alkej-889	172	35	performance	performance	NOUN
alkej-889	172	36	.	.	PUNCT
alkej-889	173	1	in	in	ADP
alkej-889	173	2	scikit	scikit	NOUN
alkej-889	173	3	-	-	PUNCT
alkej-889	173	4	learn	learn	VERB
alkej-889	173	5	,	,	PUNCT
alkej-889	173	6	neural	neural	ADJ
alkej-889	173	7	network	network	NOUN
alkej-889	173	8	models	model	NOUN
alkej-889	173	9	are	be	AUX
alkej-889	173	10	composed	compose	VERB
alkej-889	173	11	of	of	ADP
alkej-889	173	12	several	several	ADJ
alkej-889	173	13	layers	layer	NOUN
alkej-889	173	14	of	of	ADP
alkej-889	173	15	sequentially	sequentially	ADV
alkej-889	173	16	arranged	arrange	VERB
alkej-889	173	17	,	,	PUNCT
alkej-889	173	18	networked	network	VERB
alkej-889	173	19	nodes	node	NOUN
alkej-889	173	20	known	know	VERB
alkej-889	173	21	as	as	ADP
alkej-889	173	22	neurons	neuron	NOUN
alkej-889	173	23	.	.	PUNCT
alkej-889	174	1	after	after	ADP
alkej-889	174	2	receiving	receive	VERB
alkej-889	174	3	input	input	NOUN
alkej-889	174	4	signals	signal	NOUN
alkej-889	174	5	,	,	PUNCT
alkej-889	174	6	each	each	DET
alkej-889	174	7	neuron	neuron	NOUN
alkej-889	174	8	produces	produce	VERB
alkej-889	174	9	an	an	DET
alkej-889	174	10	output	output	NOUN
alkej-889	174	11	by	by	ADP
alkej-889	174	12	applying	apply	VERB
alkej-889	174	13	an	an	DET
alkej-889	174	14	activation	activation	NOUN
alkej-889	174	15	function	function	NOUN
alkej-889	174	16	and	and	CCONJ
alkej-889	174	17	then	then	ADV
alkej-889	174	18	sends	send	VERB
alkej-889	174	19	the	the	DET
alkej-889	174	20	result	result	NOUN
alkej-889	174	21	to	to	ADP
alkej-889	174	22	the	the	DET
alkej-889	174	23	layer	layer	NOUN
alkej-889	174	24	below	below	ADV
alkej-889	174	25	.	.	PUNCT
alkej-889	175	1	hidden	hide	VERB
alkej-889	175	2	layers	layer	NOUN
alkej-889	175	3	,	,	PUNCT
alkej-889	175	4	which	which	PRON
alkej-889	175	5	lie	lie	VERB
alkej-889	175	6	between	between	ADP
alkej-889	175	7	the	the	DET
alkej-889	175	8	input	input	NOUN
alkej-889	175	9	and	and	CCONJ
alkej-889	175	10	output	output	NOUN
alkej-889	175	11	layers	layer	NOUN
alkej-889	175	12	,	,	PUNCT
alkej-889	175	13	aid	aid	NOUN
alkej-889	175	14	in	in	ADP
alkej-889	175	15	the	the	DET
alkej-889	175	16	discovery	discovery	NOUN
alkej-889	175	17	of	of	ADP
alkej-889	175	18	intricate	intricate	ADJ
alkej-889	175	19	linkages	linkage	NOUN
alkej-889	175	20	and	and	CCONJ
alkej-889	175	21	patterns	pattern	NOUN
alkej-889	175	22	in	in	ADP
alkej-889	175	23	the	the	DET
alkej-889	175	24	data	datum	NOUN
alkej-889	175	25	.	.	PUNCT
alkej-889	176	1	after	after	SCONJ
alkej-889	176	2	you	you	PRON
alkej-889	176	3	've	have	AUX
alkej-889	176	4	established	establish	VERB
alkej-889	176	5	the	the	DET
alkej-889	176	6	model	model	NOUN
alkej-889	176	7	,	,	PUNCT
alkej-889	176	8	you	you	PRON
alkej-889	176	9	can	can	AUX
alkej-889	176	10	train	train	VERB
alkej-889	176	11	it	it	PRON
alkej-889	176	12	using	use	VERB
alkej-889	176	13	the	the	DET
alkej-889	176	14	'	'	PUNCT
alkej-889	176	15	fit	fit	ADJ
alkej-889	176	16	'	'	PUNCT
alkej-889	176	17	method	method	NOUN
alkej-889	176	18	by	by	ADP
alkej-889	176	19	feeding	feed	VERB
alkej-889	176	20	it	it	PRON
alkej-889	176	21	the	the	DET
alkej-889	176	22	goal	goal	NOUN
alkej-889	176	23	values	value	VERB
alkej-889	176	24	for	for	ADP
alkej-889	176	25	the	the	DET
alkej-889	176	26	input	input	NOUN
alkej-889	176	27	data	datum	NOUN
alkej-889	176	28	.	.	PUNCT
alkej-889	177	1	during	during	ADP
alkej-889	177	2	the	the	DET
alkej-889	177	3	training	training	NOUN
alkej-889	177	4	phase	phase	NOUN
alkej-889	177	5	,	,	PUNCT
alkej-889	177	6	the	the	DET
alkej-889	177	7	model	model	NOUN
alkej-889	177	8	updates	update	VERB
alkej-889	177	9	its	its	PRON
alkej-889	177	10	weights	weight	NOUN
alkej-889	177	11	and	and	CCONJ
alkej-889	177	12	biases	bias	NOUN
alkej-889	177	13	to	to	PART
alkej-889	177	14	decrease	decrease	VERB
alkej-889	177	15	the	the	DET
alkej-889	177	16	gap	gap	NOUN
alkej-889	177	17	between	between	ADP
alkej-889	177	18	predicted	predict	VERB
alkej-889	177	19	and	and	CCONJ
alkej-889	177	20	actual	actual	ADJ
alkej-889	177	21	output	output	NOUN
alkej-889	177	22	values	value	NOUN
alkej-889	177	23	.	.	PUNCT
alkej-889	178	1	gradient	gradient	ADJ
alkej-889	178	2	descent	descent	NOUN
alkej-889	178	3	and	and	CCONJ
alkej-889	178	4	backpropagation	backpropagation	NOUN
alkej-889	178	5	are	be	AUX
alkej-889	178	6	two	two	NUM
alkej-889	178	7	typical	typical	ADJ
alkej-889	178	8	techniques	technique	NOUN
alkej-889	178	9	for	for	ADP
alkej-889	178	10	this	this	DET
alkej-889	178	11	class	class	NOUN
alkej-889	178	12	data	datum	NOUN
alkej-889	178	13	field	field	NOUN
alkej-889	178	14	description	description	NOUN
alkej-889	178	15	unit	unit	NOUN
alkej-889	178	16	data	data	PROPN
alkej-889	178	17	output	output	VERB
alkej-889	178	18	test.csv	test.csv	PUNCT
alkej-889	178	19	i	i	PROPN
alkej-889	178	20	d	d	PROPN
alkej-889	178	21	unique	unique	VERB
alkej-889	178	22	identifier	identifier	NOUN
alkej-889	178	23	energy	energy	NOUN
alkej-889	178	24	consumption.csv	consumption.csv	X
alkej-889	178	25	campus_id	campus_id	PRON
alkej-889	178	26	identification	identification	NOUN
alkej-889	178	27	for	for	ADP
alkej-889	178	28	the	the	DET
alkej-889	178	29	foreign	foreign	ADJ
alkej-889	178	30	key	key	NOUN
alkej-889	178	31	referencing	reference	VERB
alkej-889	178	32	the	the	DET
alkej-889	178	33	campus	campus	NOUN
alkej-889	178	34	i	i	PROPN
alkej-889	178	35	d	d	PROPN
alkej-889	178	36	room_area	room_area	PROPN
alkej-889	178	37	building	building	PROPN
alkej-889	178	38	's	's	PART
alkej-889	178	39	room	room	NOUN
alkej-889	178	40	space	space	NOUN
alkej-889	178	41	m2	m2	PROPN
alkej-889	178	42	apparent_temperature	apparent_temperature	PROPN
alkej-889	178	43	temperature	temperature	NOUN
alkej-889	178	44	of	of	ADP
alkej-889	178	45	the	the	DET
alkej-889	178	46	specified	specified	ADJ
alkej-889	178	47	location	location	NOUN
alkej-889	178	48	c	c	NOUN
alkej-889	178	49	°	°	ADP
alkej-889	178	50	relative_humidity	relative_humidity	NOUN
alkej-889	178	51	relative	relative	ADJ
alkej-889	178	52	humidity	humidity	NOUN
alkej-889	178	53	air_temperature	air_temperature	VERB
alkej-889	178	54	the	the	DET
alkej-889	178	55	outside	outside	ADJ
alkej-889	178	56	weather	weather	NOUN
alkej-889	178	57	temperature	temperature	NOUN
alkej-889	179	1	c	c	NOUN
alkej-889	179	2	°	°	PRON
alkej-889	179	3	wind_speed	wind_spee	VERB
alkej-889	179	4	wind	wind	NOUN
alkej-889	179	5	speed	speed	NOUN
alkej-889	179	6	m	m	PROPN
alkej-889	179	7	/	/	SYM
alkej-889	179	8	s	s	PART
alkej-889	179	9	wind_direction	wind_direction	NOUN
alkej-889	179	10	wind	wind	NOUN
alkej-889	179	11	direction	direction	NOUN
alkej-889	179	12	angle	angle	NOUN
alkej-889	179	13	°	°	ADP
alkej-889	179	14	dew_point_temperature	dew_point_temperature	ADJ
alkej-889	179	15	dew	dew	NOUN
alkej-889	179	16	point	point	VERB
alkej-889	179	17	temperature	temperature	NOUN
alkej-889	179	18	c	c	NOUN
alkej-889	179	19	°	°	NUM
alkej-889	179	20	hour	hour	NOUN
alkej-889	179	21	hour	hour	NOUN
alkej-889	179	22	of	of	ADP
alkej-889	179	23	day	day	NOUN
alkej-889	179	24	for	for	ADP
alkej-889	179	25	determining	determine	VERB
alkej-889	179	26	consumption	consumption	NOUN
alkej-889	179	27	hr	hr	NOUN
alkej-889	179	28	)	)	PUNCT
alkej-889	179	29	2023(88	2023(88	NUM
alkej-889	179	30	-67	-67	NUM
alkej-889	179	31	,	,	PUNCT
alkej-889	179	32	p.p	p.p	PROPN
alkej-889	179	33	.	.	NOUN
alkej-889	179	34	4khwarizmi	4khwarizmi	NUM
alkej-889	179	35	engineering	engineering	NOUN
alkej-889	179	36	journal	journal	NOUN
alkej-889	179	37	,	,	PUNCT
alkej-889	179	38	vol	vol	NOUN
alkej-889	179	39	.	.	PROPN
alkej-889	179	40	19	19	NUM
alkej-889	179	41	,	,	PUNCT
alkej-889	179	42	no	no	INTJ
alkej-889	179	43	.	.	PUNCT
alkej-889	180	1	-al	-al	PROPN
alkej-889	180	2	reem	reem	PROPN
alkej-889	180	3	omar	omar	PROPN
alkej-889	180	4	mahdi	mahdi	PROPN
alkej-889	180	5	81	81	NUM
alkej-889	180	6	optimization	optimization	NOUN
alkej-889	180	7	process	process	NOUN
alkej-889	180	8	.	.	PUNCT
alkej-889	181	1	after	after	ADP
alkej-889	181	2	training	train	VERB
alkej-889	181	3	the	the	DET
alkej-889	181	4	model	model	NOUN
alkej-889	181	5	,	,	PUNCT
alkej-889	181	6	use	use	VERB
alkej-889	181	7	the	the	DET
alkej-889	181	8	'	'	PUNCT
alkej-889	181	9	predict	predict	VERB
alkej-889	181	10	'	'	PUNCT
alkej-889	181	11	technique	technique	NOUN
alkej-889	181	12	to	to	PART
alkej-889	181	13	make	make	VERB
alkej-889	181	14	predictions	prediction	NOUN
alkej-889	181	15	on	on	ADP
alkej-889	181	16	fresh	fresh	ADJ
alkej-889	181	17	,	,	PUNCT
alkej-889	181	18	previously	previously	ADV
alkej-889	181	19	unknown	unknown	ADJ
alkej-889	181	20	data	datum	NOUN
alkej-889	181	21	.	.	PUNCT
alkej-889	182	1	after	after	ADP
alkej-889	182	2	propagating	propagate	VERB
alkej-889	182	3	the	the	DET
alkej-889	182	4	input	input	NOUN
alkej-889	182	5	data	datum	NOUN
alkej-889	182	6	through	through	ADP
alkej-889	182	7	its	its	PRON
alkej-889	182	8	layers	layer	NOUN
alkej-889	182	9	,	,	PUNCT
alkej-889	182	10	the	the	DET
alkej-889	182	11	neural	neural	ADJ
alkej-889	182	12	network	network	NOUN
alkej-889	182	13	model	model	NOUN
alkej-889	182	14	produces	produce	VERB
alkej-889	182	15	the	the	DET
alkej-889	182	16	predicted	predict	VERB
alkej-889	182	17	results	result	NOUN
alkej-889	182	18	.	.	PUNCT
alkej-889	183	1	this	this	PRON
alkej-889	183	2	might	might	AUX
alkej-889	183	3	be	be	AUX
alkej-889	183	4	beneficial	beneficial	ADJ
alkej-889	183	5	for	for	ADP
alkej-889	183	6	a	a	DET
alkej-889	183	7	variety	variety	NOUN
alkej-889	183	8	of	of	ADP
alkej-889	183	9	purposes	purpose	NOUN
alkej-889	183	10	,	,	PUNCT
alkej-889	183	11	including	include	VERB
alkej-889	183	12	estimating	estimate	VERB
alkej-889	183	13	power	power	NOUN
alkej-889	183	14	use	use	NOUN
alkej-889	183	15	,	,	PUNCT
alkej-889	183	16	saving	save	VERB
alkej-889	183	17	electricity	electricity	NOUN
alkej-889	183	18	and	and	CCONJ
alkej-889	183	19	energy	energy	NOUN
alkej-889	183	20	,	,	PUNCT
alkej-889	183	21	identifying	identify	VERB
alkej-889	183	22	appliances	appliance	NOUN
alkej-889	183	23	,	,	PUNCT
alkej-889	183	24	projecting	project	VERB
alkej-889	183	25	costs	cost	NOUN
alkej-889	183	26	,	,	PUNCT
alkej-889	183	27	and	and	CCONJ
alkej-889	183	28	other	other	ADJ
alkej-889	183	29	energyrelated	energyrelate	VERB
alkej-889	183	30	operations	operation	NOUN
alkej-889	183	31	[	[	X
alkej-889	183	32	36	36	NUM
alkej-889	183	33	-	-	SYM
alkej-889	183	34	38	38	NUM
alkej-889	183	35	]	]	PUNCT
alkej-889	183	36	.	.	PUNCT
alkej-889	184	1	all	all	PRON
alkej-889	184	2	of	of	ADP
alkej-889	184	3	the	the	DET
alkej-889	184	4	model	model	NOUN
alkej-889	184	5	's	's	PART
alkej-889	184	6	parameters	parameter	NOUN
alkej-889	184	7	will	will	AUX
alkej-889	184	8	be	be	AUX
alkej-889	184	9	displayed	display	VERB
alkej-889	184	10	in	in	ADP
alkej-889	184	11	table	table	NOUN
alkej-889	184	12	3	3	NUM
alkej-889	184	13	.	.	PUNCT
alkej-889	184	14	fig	fig	NOUN
alkej-889	184	15	.	.	PUNCT
alkej-889	185	1	2	2	X
alkej-889	185	2	.	.	X
alkej-889	185	3	flowchart	flowchart	NOUN
alkej-889	185	4	of	of	ADP
alkej-889	185	5	key	key	ADJ
alkej-889	185	6	workflow	workflow	NOUN
alkej-889	185	7	.	.	PUNCT
alkej-889	186	1	metrics	metric	NOUN
alkej-889	186	2	are	be	AUX
alkej-889	186	3	numerical	numerical	ADJ
alkej-889	186	4	measurements	measurement	NOUN
alkej-889	186	5	used	use	VERB
alkej-889	186	6	in	in	ADP
alkej-889	186	7	machine	machine	NOUN
alkej-889	186	8	learning	learning	NOUN
alkej-889	186	9	and	and	CCONJ
alkej-889	186	10	data	datum	NOUN
alkej-889	186	11	analysis	analysis	NOUN
alkej-889	186	12	to	to	PART
alkej-889	186	13	evaluate	evaluate	VERB
alkej-889	186	14	the	the	DET
alkej-889	186	15	quality	quality	NOUN
alkej-889	186	16	or	or	CCONJ
alkej-889	186	17	effectiveness	effectiveness	NOUN
alkej-889	186	18	of	of	ADP
alkej-889	186	19	a	a	DET
alkej-889	186	20	model	model	NOUN
alkej-889	186	21	or	or	CCONJ
alkej-889	186	22	algorithm	algorithm	NOUN
alkej-889	186	23	.	.	PUNCT
alkej-889	187	1	they	they	PRON
alkej-889	187	2	provide	provide	VERB
alkej-889	187	3	unbiased	unbiased	ADJ
alkej-889	187	4	benchmarks	benchmark	NOUN
alkej-889	187	5	,	,	PUNCT
alkej-889	187	6	such	such	ADJ
alkej-889	187	7	as	as	ADP
alkej-889	187	8	mean_squared_error	mean_squared_error	NUM
alkej-889	187	9	and	and	CCONJ
alkej-889	187	10	r2_score	r2_score	ADJ
alkej-889	187	11	,	,	PUNCT
alkej-889	187	12	for	for	ADP
alkej-889	187	13	assessing	assess	VERB
alkej-889	187	14	a	a	DET
alkej-889	187	15	model	model	NOUN
alkej-889	187	16	's	's	PART
alkej-889	187	17	performance	performance	NOUN
alkej-889	187	18	on	on	ADP
alkej-889	187	19	a	a	DET
alkej-889	187	20	given	give	VERB
alkej-889	187	21	task	task	NOUN
alkej-889	187	22	or	or	CCONJ
alkej-889	187	23	dataset	dataset	NOUN
alkej-889	187	24	[	[	X
alkej-889	187	25	40	40	NUM
alkej-889	187	26	]	]	PUNCT
alkej-889	187	27	.	.	PUNCT
alkej-889	188	1	r	r	X
alkej-889	188	2	-	-	PUNCT
alkej-889	188	3	squared	square	VERB
alkej-889	188	4	determines	determine	VERB
alkej-889	188	5	the	the	DET
alkej-889	188	6	proportion	proportion	NOUN
alkej-889	188	7	of	of	ADP
alkej-889	188	8	the	the	DET
alkej-889	188	9	dependent	dependent	ADJ
alkej-889	188	10	variable	variable	NOUN
alkej-889	188	11	's	's	PART
alkej-889	188	12	variance	variance	NOUN
alkej-889	188	13	that	that	PRON
alkej-889	188	14	can	can	AUX
alkej-889	188	15	be	be	AUX
alkej-889	188	16	explained	explain	VERB
alkej-889	188	17	by	by	ADP
alkej-889	188	18	the	the	DET
alkej-889	188	19	independent	independent	ADJ
alkej-889	188	20	variables	variable	NOUN
alkej-889	188	21	in	in	ADP
alkej-889	188	22	the	the	DET
alkej-889	188	23	model	model	NOUN
alkej-889	188	24	.	.	PUNCT
alkej-889	189	1	the	the	DET
alkej-889	189	2	scale	scale	NOUN
alkej-889	189	3	ranges	range	VERB
alkej-889	189	4	from	from	ADP
alkej-889	189	5	0	0	NUM
alkej-889	189	6	to	to	ADP
alkej-889	189	7	1	1	NUM
alkej-889	189	8	,	,	PUNCT
alkej-889	189	9	with	with	ADP
alkej-889	189	10	higher	high	ADJ
alkej-889	189	11	values	value	NOUN
alkej-889	189	12	indicating	indicate	VERB
alkej-889	189	13	a	a	DET
alkej-889	189	14	better	well	ADJ
alkej-889	189	15	match	match	NOUN
alkej-889	189	16	.	.	PUNCT
alkej-889	190	1	in	in	ADP
alkej-889	190	2	other	other	ADJ
alkej-889	190	3	words	word	NOUN
alkej-889	190	4	,	,	PUNCT
alkej-889	190	5	rsquared	rsquare	VERB
alkej-889	190	6	reflects	reflect	VERB
alkej-889	190	7	the	the	DET
alkej-889	190	8	adequacy	adequacy	NOUN
alkej-889	190	9	of	of	ADP
alkej-889	190	10	a	a	DET
alkej-889	190	11	regression	regression	NOUN
alkej-889	190	12	model	model	NOUN
alkej-889	190	13	in	in	ADP
alkej-889	190	14	explaining	explain	VERB
alkej-889	190	15	the	the	DET
alkej-889	190	16	variance	variance	NOUN
alkej-889	190	17	and	and	CCONJ
alkej-889	190	18	predicting	predict	VERB
alkej-889	190	19	the	the	DET
alkej-889	190	20	building	building	NOUN
alkej-889	190	21	's	's	PART
alkej-889	190	22	energy	energy	NOUN
alkej-889	190	23	use	use	NOUN
alkej-889	190	24	.	.	PUNCT
alkej-889	191	1	to	to	PART
alkej-889	191	2	predict	predict	VERB
alkej-889	191	3	energy	energy	NOUN
alkej-889	191	4	consumption	consumption	NOUN
alkej-889	191	5	,	,	PUNCT
alkej-889	191	6	we	we	PRON
alkej-889	191	7	use	use	VERB
alkej-889	191	8	our	our	PRON
alkej-889	191	9	dataset	dataset	NOUN
alkej-889	191	10	to	to	PART
alkej-889	191	11	generate	generate	VERB
alkej-889	191	12	anticipated	anticipate	VERB
alkej-889	191	13	energy	energy	NOUN
alkej-889	191	14	values	value	NOUN
alkej-889	191	15	using	use	VERB
alkej-889	191	16	a	a	DET
alkej-889	191	17	trained	train	VERB
alkej-889	191	18	algorithm	algorithm	NOUN
alkej-889	191	19	to	to	PART
alkej-889	191	20	achieve	achieve	VERB
alkej-889	191	21	high	high	ADJ
alkej-889	191	22	efficiency	efficiency	NOUN
alkej-889	191	23	.	.	PUNCT
alkej-889	192	1	by	by	ADP
alkej-889	192	2	using	use	VERB
alkej-889	192	3	weight	weight	NOUN
alkej-889	192	4	values	value	NOUN
alkej-889	192	5	we	we	PRON
alkej-889	192	6	can	can	AUX
alkej-889	192	7	predict	predict	VERB
alkej-889	192	8	energy	energy	NOUN
alkej-889	192	9	usage	usage	NOUN
alkej-889	192	10	accurately	accurately	ADV
alkej-889	192	11	and	and	CCONJ
alkej-889	192	12	make	make	VERB
alkej-889	192	13	well	well	ADV
alkej-889	192	14	-	-	PUNCT
alkej-889	192	15	informed	inform	VERB
alkej-889	192	16	choices	choice	NOUN
alkej-889	192	17	regarding	regard	VERB
alkej-889	192	18	our	our	PRON
alkej-889	192	19	energy	energy	NOUN
alkej-889	192	20	consumption	consumption	NOUN
alkej-889	192	21	.	.	PUNCT
alkej-889	193	1	.table	.table	PUNCT
alkej-889	194	1	3	3	NUM
alkej-889	194	2	.list	.list	NOUN
alkej-889	194	3	of	of	ADP
alkej-889	194	4	parameters	parameter	NOUN
alkej-889	194	5	used	use	VERB
alkej-889	194	6	in	in	ADP
alkej-889	194	7	the	the	DET
alkej-889	194	8	algorithm	algorithm	NOUN
alkej-889	194	9	name	name	NOUN
alkej-889	194	10	of	of	ADP
alkej-889	194	11	parameter	parameter	NOUN
alkej-889	194	12	used	use	VERB
alkej-889	194	13	parameter	parameter	NOUN
alkej-889	194	14	hidden_layer_sizes	hidden_layer_size	VERB
alkej-889	194	15	60,170,150,80,80,160	60,170,150,80,80,160	NUM
alkej-889	194	16	solver	solver	VERB
alkej-889	194	17	sgd	sgd	PROPN
alkej-889	194	18	learning_rate	learning_rate	PROPN
alkej-889	194	19	adaptive	adaptive	ADJ
alkej-889	194	20	activation	activation	NOUN
alkej-889	194	21	function	function	NOUN
alkej-889	194	22	relu	relu	NOUN
alkej-889	194	23	alpha	alpha	NOUN
alkej-889	194	24	value	value	NOUN
alkej-889	194	25	0.0001	0.0001	NUM
alkej-889	194	26	results	result	NOUN
alkej-889	194	27	.	.	PUNCT
alkej-889	195	1	6	6	NUM
alkej-889	195	2	the	the	DET
alkej-889	195	3	system	system	NOUN
alkej-889	195	4	was	be	AUX
alkej-889	195	5	taught	teach	VERB
alkej-889	195	6	using	use	VERB
alkej-889	195	7	the	the	DET
alkej-889	195	8	unicon	unicon	NOUN
alkej-889	195	9	dataset	dataset	NOUN
alkej-889	195	10	.	.	PUNCT
alkej-889	196	1	it	it	PRON
alkej-889	196	2	displayed	display	VERB
alkej-889	196	3	predictive	predictive	ADJ
alkej-889	196	4	performance	performance	NOUN
alkej-889	196	5	.	.	PUNCT
alkej-889	197	1	through	through	ADP
alkej-889	197	2	the	the	DET
alkej-889	197	3	utilization	utilization	NOUN
alkej-889	197	4	of	of	ADP
alkej-889	197	5	a	a	DET
alkej-889	197	6	network	network	NOUN
alkej-889	197	7	framework	framework	NOUN
alkej-889	197	8	,	,	PUNCT
alkej-889	197	9	the	the	DET
alkej-889	197	10	experimental	experimental	ADJ
alkej-889	197	11	data	data	NOUN
alkej-889	197	12	-	-	PUNCT
alkej-889	197	13	driven	drive	VERB
alkej-889	197	14	technique	technique	NOUN
alkej-889	197	15	demonstrated	demonstrate	VERB
alkej-889	197	16	that	that	SCONJ
alkej-889	197	17	the	the	DET
alkej-889	197	18	neural	neural	ADJ
alkej-889	197	19	network	network	NOUN
alkej-889	197	20	(	(	PUNCT
alkej-889	197	21	nn	nn	NOUN
alkej-889	197	22	)	)	PUNCT
alkej-889	197	23	model	model	NOUN
alkej-889	197	24	exhibited	exhibit	VERB
alkej-889	197	25	precision	precision	NOUN
alkej-889	197	26	,	,	PUNCT
alkej-889	197	27	in	in	ADP
alkej-889	197	28	forecasting	forecast	VERB
alkej-889	197	29	energy	energy	NOUN
alkej-889	197	30	usage	usage	NOUN
alkej-889	197	31	.	.	PUNCT
alkej-889	198	1	with	with	ADP
alkej-889	198	2	a	a	DET
alkej-889	198	3	root	root	NOUN
alkej-889	198	4	mean	mean	NOUN
alkej-889	198	5	square	square	ADJ
alkej-889	198	6	error	error	NOUN
alkej-889	198	7	(	(	PUNCT
alkej-889	198	8	rmse	rmse	NOUN
alkej-889	198	9	)	)	PUNCT
alkej-889	198	10	of	of	ADP
alkej-889	198	11	0.16	0.16	NUM
alkej-889	198	12	and	and	CCONJ
alkej-889	198	13	an	an	DET
alkej-889	198	14	impressive	impressive	ADJ
alkej-889	198	15	r2	r2	NOUN
alkej-889	198	16	score	score	NOUN
alkej-889	198	17	of	of	ADP
alkej-889	198	18	0.97	0.97	NUM
alkej-889	198	19	,	,	PUNCT
alkej-889	198	20	the	the	DET
alkej-889	198	21	educated	educate	VERB
alkej-889	198	22	model	model	NOUN
alkej-889	198	23	delivers	deliver	VERB
alkej-889	198	24	results	result	NOUN
alkej-889	198	25	.	.	PUNCT
alkej-889	199	1	the	the	DET
alkej-889	199	2	r2	r2	PROPN
alkej-889	199	3	score	score	NOUN
alkej-889	199	4	shows	show	VERB
alkej-889	199	5	how	how	SCONJ
alkej-889	199	6	well	well	ADV
alkej-889	199	7	the	the	DET
alkej-889	199	8	model	model	NOUN
alkej-889	199	9	captures	capture	VERB
alkej-889	199	10	patterns	pattern	NOUN
alkej-889	199	11	and	and	CCONJ
alkej-889	199	12	trends	trend	NOUN
alkej-889	199	13	accurately	accurately	ADV
alkej-889	199	14	.	.	PUNCT
alkej-889	200	1	it	it	PRON
alkej-889	200	2	suggests	suggest	VERB
alkej-889	200	3	that	that	SCONJ
alkej-889	200	4	the	the	DET
alkej-889	200	5	model	model	NOUN
alkej-889	200	6	can	can	AUX
alkej-889	200	7	explain	explain	VERB
alkej-889	200	8	97	97	NUM
alkej-889	200	9	%	%	NOUN
alkej-889	200	10	of	of	ADP
alkej-889	200	11	the	the	DET
alkej-889	200	12	variations	variation	NOUN
alkej-889	200	13	,	,	PUNCT
alkej-889	200	14	in	in	ADP
alkej-889	200	15	energy	energy	NOUN
alkej-889	200	16	consumption	consumption	NOUN
alkej-889	200	17	data	datum	NOUN
alkej-889	200	18	.	.	PUNCT
alkej-889	201	1	furthermore	furthermore	ADV
alkej-889	201	2	,	,	PUNCT
alkej-889	201	3	figure	figure	VERB
alkej-889	201	4	3	3	NUM
alkej-889	201	5	illustrates	illustrate	VERB
alkej-889	201	6	the	the	DET
alkej-889	201	7	model	model	NOUN
alkej-889	201	8	's	's	PART
alkej-889	201	9	precision	precision	NOUN
alkej-889	201	10	with	with	ADP
alkej-889	201	11	a	a	DET
alkej-889	201	12	small	small	ADJ
alkej-889	201	13	root	root	NOUN
alkej-889	201	14	mean	mean	NOUN
alkej-889	201	15	square	square	ADJ
alkej-889	201	16	error	error	NOUN
alkej-889	201	17	(	(	PUNCT
alkej-889	201	18	rmse	rmse	NOUN
alkej-889	201	19	)	)	PUNCT
alkej-889	201	20	of	of	ADP
alkej-889	201	21	0.16	0.16	NUM
alkej-889	201	22	indicating	indicate	VERB
alkej-889	201	23	that	that	SCONJ
alkej-889	201	24	the	the	DET
alkej-889	201	25	typical	typical	ADJ
alkej-889	201	26	gap	gap	NOUN
alkej-889	201	27	,	,	PUNCT
alkej-889	201	28	between	between	ADP
alkej-889	201	29	predicted	predict	VERB
alkej-889	201	30	and	and	CCONJ
alkej-889	201	31	actual	actual	ADJ
alkej-889	201	32	energy	energy	NOUN
alkej-889	201	33	consumption	consumption	NOUN
alkej-889	201	34	figures	figure	NOUN
alkej-889	201	35	is	be	AUX
alkej-889	201	36	minimal	minimal	ADJ
alkej-889	201	37	.	.	PUNCT
alkej-889	201	38	)	)	PUNCT
alkej-889	202	1	2023(88	2023(88	NUM
alkej-889	202	2	-67	-67	NUM
alkej-889	202	3	,	,	PUNCT
alkej-889	202	4	p.p	p.p	PROPN
alkej-889	202	5	.	.	NOUN
alkej-889	202	6	4khwarizmi	4khwarizmi	NUM
alkej-889	202	7	engineering	engineering	NOUN
alkej-889	202	8	journal	journal	NOUN
alkej-889	202	9	,	,	PUNCT
alkej-889	202	10	vol	vol	NOUN
alkej-889	202	11	.	.	PROPN
alkej-889	202	12	19	19	NUM
alkej-889	202	13	,	,	PUNCT
alkej-889	202	14	no	no	INTJ
alkej-889	202	15	.	.	PUNCT
alkej-889	202	16	-al	-al	PROPN
alkej-889	202	17	reem	reem	PROPN
alkej-889	202	18	omar	omar	PROPN
alkej-889	202	19	mahdi	mahdi	PROPN
alkej-889	202	20	83	83	NUM
alkej-889	203	1	(	(	PUNCT
alkej-889	203	2	proportion	proportion	NOUN
alkej-889	203	3	of	of	ADP
alkej-889	203	4	score	score	NOUN
alkej-889	203	5	value	value	NOUN
alkej-889	203	6	-3	-3	PUNCT
alkej-889	203	7	.	.	PUNCT
alkej-889	204	1	validation	validation	PROPN
alkej-889	204	2	chart	chart	NOUN
alkej-889	204	3	which	which	PRON
alkej-889	204	4	shows	show	VERB
alkej-889	204	5	rmse	rmse	ADJ
alkej-889	204	6	value	value	NOUN
alkej-889	204	7	(	(	PUNCT
alkej-889	204	8	root	root	NOUN
alkej-889	204	9	mean	mean	VERB
alkej-889	204	10	square	square	NOUN
alkej-889	204	11	error	error	NOUN
alkej-889	204	12	)	)	PUNCT
alkej-889	204	13	and	and	CCONJ
alkej-889	204	14	r2	r2	PROPN
alkej-889	204	15	.	.	PUNCT
alkej-889	205	1	fig	fig	NOUN
alkej-889	205	2	)	)	PUNCT
alkej-889	205	3	variance	variance	NOUN
alkej-889	205	4	the	the	DET
alkej-889	205	5	system	system	NOUN
alkej-889	205	6	is	be	AUX
alkej-889	205	7	highly	highly	ADV
alkej-889	205	8	reliable	reliable	ADJ
alkej-889	205	9	and	and	CCONJ
alkej-889	205	10	ideal	ideal	ADJ
alkej-889	205	11	,	,	PUNCT
alkej-889	205	12	for	for	ADP
alkej-889	205	13	predicting	predict	VERB
alkej-889	205	14	the	the	DET
alkej-889	205	15	energy	energy	NOUN
alkej-889	205	16	usage	usage	NOUN
alkej-889	205	17	of	of	ADP
alkej-889	205	18	the	the	DET
alkej-889	205	19	building	building	NOUN
alkej-889	205	20	as	as	ADP
alkej-889	205	21	,	,	PUNCT
alkej-889	205	22	per	per	ADP
alkej-889	205	23	the	the	DET
alkej-889	205	24	evaluation	evaluation	NOUN
alkej-889	205	25	criteria	criterion	NOUN
alkej-889	205	26	.	.	PUNCT
alkej-889	206	1	its	its	PRON
alkej-889	206	2	outstanding	outstanding	ADJ
alkej-889	206	3	performance	performance	NOUN
alkej-889	206	4	enables	enable	VERB
alkej-889	206	5	stakeholders	stakeholder	NOUN
alkej-889	206	6	and	and	CCONJ
alkej-889	206	7	decision	decision	NOUN
alkej-889	206	8	-	-	PUNCT
alkej-889	206	9	makers	maker	NOUN
alkej-889	206	10	to	to	PART
alkej-889	206	11	accurately	accurately	ADV
alkej-889	206	12	foresee	foresee	VERB
alkej-889	206	13	and	and	CCONJ
alkej-889	206	14	gauge	gauge	VERB
alkej-889	206	15	energy	energy	NOUN
alkej-889	206	16	consumption	consumption	NOUN
alkej-889	206	17	levels	level	NOUN
alkej-889	206	18	.	.	PUNCT
alkej-889	207	1	with	with	ADP
alkej-889	207	2	these	these	DET
alkej-889	207	3	foresight	foresight	NOUN
alkej-889	207	4	skills	skill	NOUN
alkej-889	207	5	,	,	PUNCT
alkej-889	207	6	they	they	PRON
alkej-889	207	7	can	can	AUX
alkej-889	207	8	make	make	VERB
alkej-889	207	9	choices	choice	NOUN
alkej-889	207	10	regarding	regard	VERB
alkej-889	207	11	how	how	SCONJ
alkej-889	207	12	resources	resource	NOUN
alkej-889	207	13	are	be	AUX
alkej-889	207	14	allocated	allocate	VERB
alkej-889	207	15	,	,	PUNCT
alkej-889	207	16	manage	manage	VERB
alkej-889	207	17	energy	energy	NOUN
alkej-889	207	18	,	,	PUNCT
alkej-889	207	19	and	and	CCONJ
alkej-889	207	20	optimize	optimize	VERB
alkej-889	207	21	efficiency	efficiency	NOUN
alkej-889	207	22	leading	lead	VERB
alkej-889	207	23	to	to	ADP
alkej-889	207	24	improved	improve	VERB
alkej-889	207	25	energy	energy	NOUN
alkej-889	207	26	efficiency	efficiency	NOUN
alkej-889	207	27	and	and	CCONJ
alkej-889	207	28	cost	cost	NOUN
alkej-889	207	29	reductions	reduction	NOUN
alkej-889	207	30	,	,	PUNCT
alkej-889	207	31	at	at	ADP
alkej-889	207	32	the	the	DET
alkej-889	207	33	facility	facility	NOUN
alkej-889	207	34	,	,	PUNCT
alkej-889	207	35	in	in	ADP
alkej-889	207	36	question	question	NOUN
alkej-889	207	37	.	.	PUNCT
alkej-889	208	1	assessing	assess	VERB
alkej-889	208	2	the	the	DET
alkej-889	208	3	precision	precision	NOUN
alkej-889	208	4	of	of	ADP
alkej-889	208	5	a	a	DET
alkej-889	208	6	model	model	NOUN
alkej-889	208	7	a	a	DET
alkej-889	208	8	chart	chart	NOUN
alkej-889	208	9	illustrating	illustrate	VERB
alkej-889	208	10	prediction	prediction	NOUN
alkej-889	208	11	errors	error	NOUN
alkej-889	208	12	could	could	AUX
alkej-889	208	13	come	come	VERB
alkej-889	208	14	in	in	ADP
alkej-889	208	15	handy	handy	ADJ
alkej-889	208	16	.	.	PUNCT
alkej-889	209	1	the	the	DET
alkej-889	209	2	model	model	NOUN
alkej-889	209	3	generates	generate	VERB
alkej-889	209	4	projected	project	VERB
alkej-889	209	5	values	value	NOUN
alkej-889	209	6	that	that	PRON
alkej-889	209	7	are	be	AUX
alkej-889	209	8	then	then	ADV
alkej-889	209	9	contrasted	contrast	VERB
alkej-889	209	10	with	with	ADP
alkej-889	209	11	the	the	DET
alkej-889	209	12	outcomes	outcome	NOUN
alkej-889	209	13	in	in	ADP
alkej-889	209	14	the	the	DET
alkej-889	209	15	dataset	dataset	NOUN
alkej-889	209	16	.	.	PUNCT
alkej-889	210	1	in	in	ADP
alkej-889	210	2	figure	figure	NOUN
alkej-889	210	3	4	4	NUM
alkej-889	210	4	you	you	PRON
alkej-889	210	5	can	can	AUX
alkej-889	210	6	see	see	VERB
alkej-889	210	7	a	a	DET
alkej-889	210	8	representation	representation	NOUN
alkej-889	210	9	of	of	ADP
alkej-889	210	10	the	the	DET
alkej-889	210	11	differences	difference	NOUN
alkej-889	210	12	,	,	PUNCT
alkej-889	210	13	between	between	ADP
alkej-889	210	14	the	the	DET
alkej-889	210	15	predicted	predict	VERB
alkej-889	210	16	and	and	CCONJ
alkej-889	210	17	observed	observed	ADJ
alkej-889	210	18	values	value	NOUN
alkej-889	210	19	.	.	PUNCT
alkej-889	211	1	the	the	DET
alkej-889	211	2	prediction	prediction	NOUN
alkej-889	211	3	error	error	NOUN
alkej-889	211	4	plot	plot	NOUN
alkej-889	211	5	serves	serve	VERB
alkej-889	211	6	as	as	ADP
alkej-889	211	7	a	a	DET
alkej-889	211	8	tool	tool	NOUN
alkej-889	211	9	to	to	PART
alkej-889	211	10	identify	identify	VERB
alkej-889	211	11	heteroscedasticity	heteroscedasticity	NOUN
alkej-889	211	12	or	or	CCONJ
alkej-889	211	13	noise	noise	NOUN
alkej-889	211	14	,	,	PUNCT
alkej-889	211	15	in	in	ADP
alkej-889	211	16	data	data	PROPN
alkej-889	211	17	.	.	PUNCT
alkej-889	212	1	noise	noise	NOUN
alkej-889	212	2	refers	refer	VERB
alkej-889	212	3	to	to	ADP
alkej-889	212	4	fluctuations	fluctuation	NOUN
alkej-889	212	5	or	or	CCONJ
alkej-889	212	6	inconsistencies	inconsistency	NOUN
alkej-889	212	7	in	in	ADP
alkej-889	212	8	data	datum	NOUN
alkej-889	212	9	while	while	SCONJ
alkej-889	212	10	heteroscedasticity	heteroscedasticity	NOUN
alkej-889	212	11	indicates	indicate	VERB
alkej-889	212	12	the	the	DET
alkej-889	212	13	varying	vary	VERB
alkej-889	212	14	levels	level	NOUN
alkej-889	212	15	of	of	ADP
alkej-889	212	16	variability	variability	NOUN
alkej-889	212	17	in	in	ADP
alkej-889	212	18	the	the	DET
alkej-889	212	19	target	target	NOUN
alkej-889	212	20	variable	variable	NOUN
alkej-889	212	21	,	,	PUNCT
alkej-889	212	22	across	across	ADP
alkej-889	212	23	ranges	range	NOUN
alkej-889	212	24	.	.	PUNCT
alkej-889	213	1	by	by	ADP
alkej-889	213	2	comparing	compare	VERB
alkej-889	213	3	expected	expect	VERB
alkej-889	213	4	and	and	CCONJ
alkej-889	213	5	actual	actual	ADJ
alkej-889	213	6	data	datum	NOUN
alkej-889	213	7	discrepancies	discrepancy	NOUN
alkej-889	213	8	one	one	PRON
alkej-889	213	9	can	can	AUX
alkej-889	213	10	easily	easily	ADV
alkej-889	213	11	spot	spot	VERB
alkej-889	213	12	patterns	pattern	NOUN
alkej-889	213	13	and	and	CCONJ
alkej-889	213	14	trends	trend	NOUN
alkej-889	213	15	.	.	PUNCT
alkej-889	214	1	fig.4	fig.4	PROPN
alkej-889	214	2	.	.	PROPN
alkej-889	214	3	prediction	prediction	NOUN
alkej-889	214	4	error	error	NOUN
alkej-889	214	5	plot	plot	NOUN
alkej-889	214	6	between	between	ADP
alkej-889	214	7	actual	actual	ADJ
alkej-889	214	8	and	and	CCONJ
alkej-889	214	9	predicted	predict	VERB
alkej-889	214	10	values	value	NOUN
alkej-889	214	11	.	.	PUNCT
alkej-889	215	1	a	a	DET
alkej-889	215	2	plot	plot	NOUN
alkej-889	215	3	showing	showing	NOUN
alkej-889	215	4	prediction	prediction	NOUN
alkej-889	215	5	errors	error	NOUN
alkej-889	215	6	is	be	AUX
alkej-889	215	7	a	a	DET
alkej-889	215	8	tool	tool	NOUN
alkej-889	215	9	,	,	PUNCT
alkej-889	215	10	for	for	ADP
alkej-889	215	11	assessing	assess	VERB
alkej-889	215	12	how	how	SCONJ
alkej-889	215	13	much	much	ADJ
alkej-889	215	14	variability	variability	NOUN
alkej-889	215	15	exists	exist	VERB
alkej-889	215	16	in	in	ADP
alkej-889	215	17	a	a	DET
alkej-889	215	18	model	model	NOUN
alkej-889	215	19	.	.	PUNCT
alkej-889	216	1	when	when	SCONJ
alkej-889	216	2	the	the	DET
alkej-889	216	3	points	point	NOUN
alkej-889	216	4	on	on	ADP
alkej-889	216	5	the	the	DET
alkej-889	216	6	plot	plot	NOUN
alkej-889	216	7	are	be	AUX
alkej-889	216	8	scattered	scatter	VERB
alkej-889	216	9	randomly	randomly	ADV
alkej-889	216	10	around	around	ADP
alkej-889	216	11	zero	zero	NUM
alkej-889	216	12	it	it	PRON
alkej-889	216	13	suggests	suggest	VERB
alkej-889	216	14	that	that	SCONJ
alkej-889	216	15	the	the	DET
alkej-889	216	16	model	model	NOUN
alkej-889	216	17	accurately	accurately	ADV
alkej-889	216	18	captures	capture	VERB
alkej-889	216	19	the	the	DET
alkej-889	216	20	underlying	underlie	VERB
alkej-889	216	21	patterns	pattern	NOUN
alkej-889	216	22	with	with	ADP
alkej-889	216	23	deviation	deviation	NOUN
alkej-889	216	24	.	.	PUNCT
alkej-889	217	1	on	on	ADP
alkej-889	217	2	the	the	DET
alkej-889	217	3	other	other	ADJ
alkej-889	217	4	hand	hand	NOUN
alkej-889	217	5	,	,	PUNCT
alkej-889	217	6	if	if	SCONJ
alkej-889	217	7	there	there	PRON
alkej-889	217	8	are	be	VERB
alkej-889	217	9	patterns	pattern	NOUN
alkej-889	217	10	or	or	CCONJ
alkej-889	217	11	significant	significant	ADJ
alkej-889	217	12	deviations	deviation	NOUN
alkej-889	217	13	,	,	PUNCT
alkej-889	217	14	from	from	ADP
alkej-889	217	15	zero	zero	NUM
alkej-889	217	16	it	it	PRON
alkej-889	217	17	suggests	suggest	VERB
alkej-889	217	18	that	that	SCONJ
alkej-889	217	19	either	either	CCONJ
alkej-889	217	20	the	the	DET
alkej-889	217	21	model	model	NOUN
alkej-889	217	22	did	do	AUX
alkej-889	217	23	not	not	PART
alkej-889	217	24	consider	consider	VERB
alkej-889	217	25	all	all	DET
alkej-889	217	26	aspects	aspect	NOUN
alkej-889	217	27	of	of	ADP
alkej-889	217	28	the	the	DET
alkej-889	217	29	data	datum	NOUN
alkej-889	217	30	or	or	CCONJ
alkej-889	217	31	that	that	SCONJ
alkej-889	217	32	the	the	DET
alkej-889	217	33	predictions	prediction	NOUN
alkej-889	217	34	were	be	AUX
alkej-889	217	35	highly	highly	ADV
alkej-889	217	36	unpredictable	unpredictable	ADJ
alkej-889	217	37	.	.	PUNCT
alkej-889	218	1	studying	study	VERB
alkej-889	218	2	the	the	DET
alkej-889	218	3	error	error	NOUN
alkej-889	218	4	map	map	NOUN
alkej-889	218	5	predictions	prediction	NOUN
alkej-889	218	6	gives	give	VERB
alkej-889	218	7	us	we	PRON
alkej-889	218	8	insights	insight	NOUN
alkej-889	218	9	,	,	PUNCT
alkej-889	218	10	into	into	ADP
alkej-889	218	11	how	how	SCONJ
alkej-889	218	12	our	our	PRON
alkej-889	218	13	model	model	NOUN
alkej-889	218	14	is	be	AUX
alkej-889	218	15	performing	perform	VERB
alkej-889	218	16	and	and	CCONJ
alkej-889	218	17	helps	helps	AUX
alkej-889	218	18	identify	identify	VERB
alkej-889	218	19	areas	area	NOUN
alkej-889	218	20	where	where	SCONJ
alkej-889	218	21	we	we	PRON
alkej-889	218	22	can	can	AUX
alkej-889	218	23	make	make	VERB
alkej-889	218	24	enhancements	enhancement	NOUN
alkej-889	218	25	.	.	PUNCT
alkej-889	219	1	by	by	ADP
alkej-889	219	2	conducting	conduct	VERB
alkej-889	219	3	this	this	DET
alkej-889	219	4	analysis	analysis	NOUN
alkej-889	219	5	we	we	PRON
alkej-889	219	6	can	can	AUX
alkej-889	219	7	refine	refine	VERB
alkej-889	219	8	the	the	DET
alkej-889	219	9	model	model	NOUN
alkej-889	219	10	explore	explore	NOUN
alkej-889	219	11	strategies	strategy	NOUN
alkej-889	219	12	and	and	CCONJ
alkej-889	219	13	deepen	deepen	VERB
alkej-889	219	14	our	our	PRON
alkej-889	219	15	comprehension	comprehension	NOUN
alkej-889	219	16	of	of	ADP
alkej-889	219	17	the	the	DET
alkej-889	219	18	precision	precision	NOUN
alkej-889	219	19	and	and	CCONJ
alkej-889	219	20	reliability	reliability	NOUN
alkej-889	219	21	of	of	ADP
alkej-889	219	22	our	our	PRON
alkej-889	219	23	forecasts	forecast	NOUN
alkej-889	219	24	.	.	PUNCT
alkej-889	220	1	the	the	DET
alkej-889	220	2	graph	graph	NOUN
alkej-889	220	3	displaying	display	VERB
alkej-889	220	4	prediction	prediction	NOUN
alkej-889	220	5	errors	error	NOUN
alkej-889	220	6	illustrates	illustrate	VERB
alkej-889	220	7	the	the	DET
alkej-889	220	8	variance	variance	NOUN
alkej-889	220	9	,	,	PUNCT
alkej-889	220	10	between	between	ADP
alkej-889	220	11	estimated	estimate	VERB
alkej-889	220	12	values	value	NOUN
alkej-889	220	13	0.000	0.000	NUM
alkej-889	220	14	0.200	0.200	NUM
alkej-889	220	15	0.400	0.400	NUM
alkej-889	220	16	0.600	0.600	NUM
alkej-889	220	17	0.800	0.800	NUM
alkej-889	220	18	1.000	1.000	NUM
alkej-889	220	19	1.200	1.200	NUM
alkej-889	220	20	0	0	NUM
alkej-889	220	21	20	20	NUM
alkej-889	220	22	40	40	NUM
alkej-889	220	23	60	60	NUM
alkej-889	220	24	80	80	NUM
alkej-889	220	25	100	100	NUM
alkej-889	220	26	120	120	NUM
alkej-889	220	27	validation	validation	NOUN
alkej-889	220	28	chart	chart	NOUN
alkej-889	220	29	r2	r2	PROPN
alkej-889	220	30	test	test	NOUN
alkej-889	220	31	r2	r2	PROPN
alkej-889	220	32	train	train	PROPN
alkej-889	220	33	rmse	rmse	NOUN
alkej-889	220	34	)	)	PUNCT
alkej-889	220	35	2023(88	2023(88	NUM
alkej-889	220	36	-67	-67	NUM
alkej-889	220	37	,	,	PUNCT
alkej-889	220	38	p.p	p.p	PROPN
alkej-889	220	39	.	.	NOUN
alkej-889	220	40	4khwarizmi	4khwarizmi	NUM
alkej-889	220	41	engineering	engineering	NOUN
alkej-889	220	42	journal	journal	NOUN
alkej-889	220	43	,	,	PUNCT
alkej-889	220	44	vol	vol	NOUN
alkej-889	220	45	.	.	PROPN
alkej-889	220	46	19	19	NUM
alkej-889	220	47	,	,	PUNCT
alkej-889	220	48	no	no	INTJ
alkej-889	220	49	.	.	PUNCT
alkej-889	221	1	-al	-al	PROPN
alkej-889	221	2	reem	reem	PROPN
alkej-889	221	3	omar	omar	PROPN
alkej-889	221	4	mahdi	mahdi	PROPN
alkej-889	221	5	84	84	NUM
alkej-889	221	6	enabling	enable	VERB
alkej-889	221	7	us	we	PRON
alkej-889	221	8	to	to	PART
alkej-889	221	9	assess	assess	VERB
alkej-889	221	10	the	the	DET
alkej-889	221	11	models	model	NOUN
alkej-889	221	12	'	'	PART
alkej-889	221	13	accuracy	accuracy	NOUN
alkej-889	221	14	,	,	PUNCT
alkej-889	221	15	variability	variability	NOUN
alkej-889	221	16	,	,	PUNCT
alkej-889	221	17	and	and	CCONJ
alkej-889	221	18	inconsistency	inconsistency	NOUN
alkej-889	221	19	.	.	PUNCT
alkej-889	222	1	this	this	DET
alkej-889	222	2	tool	tool	NOUN
alkej-889	222	3	plays	play	VERB
alkej-889	222	4	a	a	DET
alkej-889	222	5	role	role	NOUN
alkej-889	222	6	,	,	PUNCT
alkej-889	222	7	in	in	ADP
alkej-889	222	8	assessing	assess	VERB
alkej-889	222	9	,	,	PUNCT
alkej-889	222	10	improving	improve	VERB
alkej-889	222	11	,	,	PUNCT
alkej-889	222	12	and	and	CCONJ
alkej-889	222	13	studying	study	VERB
alkej-889	222	14	prediction	prediction	NOUN
alkej-889	222	15	models	model	NOUN
alkej-889	222	16	.	.	PUNCT
alkej-889	223	1	by	by	ADP
alkej-889	223	2	utilizing	utilize	VERB
alkej-889	223	3	our	our	PRON
alkej-889	223	4	data	datum	NOUN
alkej-889	223	5	and	and	CCONJ
alkej-889	223	6	a	a	DET
alkej-889	223	7	forecasting	forecasting	NOUN
alkej-889	223	8	model	model	NOUN
alkej-889	223	9	we	we	PRON
alkej-889	223	10	can	can	AUX
alkej-889	223	11	obtain	obtain	VERB
alkej-889	223	12	estimates	estimate	NOUN
alkej-889	223	13	of	of	ADP
alkej-889	223	14	consumption	consumption	NOUN
alkej-889	223	15	for	for	ADP
alkej-889	223	16	march	march	NOUN
alkej-889	223	17	,	,	PUNCT
alkej-889	223	18	may	may	AUX
alkej-889	223	19	,	,	PUNCT
alkej-889	223	20	june	june	PROPN
alkej-889	223	21	,	,	PUNCT
alkej-889	223	22	and	and	CCONJ
alkej-889	223	23	july	july	PROPN
alkej-889	223	24	generating	generate	VERB
alkej-889	223	25	updated	update	VERB
alkej-889	223	26	values	value	NOUN
alkej-889	223	27	,	,	PUNCT
alkej-889	223	28	for	for	ADP
alkej-889	223	29	,	,	PUNCT
alkej-889	223	30	over	over	ADP
alkej-889	223	31	120	120	NUM
alkej-889	223	32	days	day	NOUN
alkej-889	223	33	.	.	PUNCT
alkej-889	224	1	this	this	DET
alkej-889	224	2	process	process	NOUN
alkej-889	224	3	involved	involve	VERB
alkej-889	224	4	applying	apply	VERB
alkej-889	224	5	a	a	DET
alkej-889	224	6	customized	customized	ADJ
alkej-889	224	7	weight	weight	NOUN
alkej-889	224	8	and	and	CCONJ
alkej-889	224	9	factor	factor	NOUN
alkej-889	224	10	derived	derive	VERB
alkej-889	224	11	from	from	ADP
alkej-889	224	12	our	our	PRON
alkej-889	224	13	training	training	NOUN
alkej-889	224	14	dataset	dataset	NOUN
alkej-889	224	15	leading	lead	VERB
alkej-889	224	16	to	to	ADP
alkej-889	224	17	capabilities	capability	NOUN
alkej-889	224	18	.	.	PUNCT
alkej-889	225	1	these	these	DET
alkej-889	225	2	forecasts	forecast	NOUN
alkej-889	225	3	offer	offer	VERB
alkej-889	225	4	perspectives	perspective	NOUN
alkej-889	225	5	that	that	PRON
alkej-889	225	6	can	can	AUX
alkej-889	225	7	be	be	AUX
alkej-889	225	8	used	use	VERB
alkej-889	225	9	to	to	PART
alkej-889	225	10	enhance	enhance	VERB
alkej-889	225	11	energy	energy	NOUN
alkej-889	225	12	efficiency	efficiency	NOUN
alkej-889	225	13	in	in	ADP
alkej-889	225	14	the	the	DET
alkej-889	225	15	building	building	NOUN
alkej-889	225	16	.	.	PUNCT
alkej-889	226	1	this	this	DET
alkej-889	226	2	information	information	NOUN
alkej-889	226	3	allows	allow	VERB
alkej-889	226	4	us	we	PRON
alkej-889	226	5	to	to	PART
alkej-889	226	6	implement	implement	VERB
alkej-889	226	7	various	various	ADJ
alkej-889	226	8	strategies	strategy	NOUN
alkej-889	226	9	and	and	CCONJ
alkej-889	226	10	ideas	idea	NOUN
alkej-889	226	11	to	to	PART
alkej-889	226	12	enhance	enhance	VERB
alkej-889	226	13	energy	energy	NOUN
alkej-889	226	14	efficiency	efficiency	NOUN
alkej-889	226	15	and	and	CCONJ
alkej-889	226	16	reduce	reduce	VERB
alkej-889	226	17	overall	overall	ADJ
alkej-889	226	18	consumption	consumption	NOUN
alkej-889	226	19	.	.	PUNCT
alkej-889	227	1	by	by	ADP
alkej-889	227	2	leveraging	leverage	VERB
alkej-889	227	3	the	the	DET
alkej-889	227	4	power	power	NOUN
alkej-889	227	5	of	of	ADP
alkej-889	227	6	data	data	NOUN
alkej-889	227	7	-	-	PUNCT
alkej-889	227	8	driven	drive	VERB
alkej-889	227	9	predictions	prediction	NOUN
alkej-889	227	10	,	,	PUNCT
alkej-889	227	11	we	we	PRON
alkej-889	227	12	can	can	AUX
alkej-889	227	13	make	make	VERB
alkej-889	227	14	informed	informed	ADJ
alkej-889	227	15	decisions	decision	NOUN
alkej-889	227	16	and	and	CCONJ
alkej-889	227	17	implement	implement	VERB
alkej-889	227	18	effective	effective	ADJ
alkej-889	227	19	measures	measure	NOUN
alkej-889	227	20	to	to	PART
alkej-889	227	21	achieve	achieve	VERB
alkej-889	227	22	energy	energy	NOUN
alkej-889	227	23	-	-	PUNCT
alkej-889	227	24	saving	save	VERB
alkej-889	227	25	goals	goal	NOUN
alkej-889	227	26	and	and	CCONJ
alkej-889	227	27	contribute	contribute	VERB
alkej-889	227	28	to	to	ADP
alkej-889	227	29	sustainable	sustainable	ADJ
alkej-889	227	30	practices	practice	NOUN
alkej-889	227	31	in	in	ADP
alkej-889	227	32	the	the	DET
alkej-889	227	33	building	building	NOUN
alkej-889	227	34	.	.	PUNCT
alkej-889	228	1	in	in	ADP
alkej-889	228	2	the	the	DET
alkej-889	228	3	figure	figure	NOUN
alkej-889	228	4	above	above	ADV
alkej-889	228	5	,	,	PUNCT
alkej-889	228	6	the	the	DET
alkej-889	228	7	amount	amount	NOUN
alkej-889	228	8	of	of	ADP
alkej-889	228	9	predicted	predict	VERB
alkej-889	228	10	energy	energy	NOUN
alkej-889	228	11	consumption	consumption	NOUN
alkej-889	228	12	during	during	ADP
alkej-889	228	13	working	work	VERB
alkej-889	228	14	days	day	NOUN
alkej-889	228	15	was	be	AUX
alkej-889	228	16	illustrated	illustrate	VERB
alkej-889	228	17	,	,	PUNCT
alkej-889	228	18	such	such	ADJ
alkej-889	228	19	as	as	ADP
alkej-889	228	20	on	on	ADP
alkej-889	228	21	day	day	NOUN
alkej-889	228	22	60	60	NUM
alkej-889	228	23	,	,	PUNCT
alkej-889	228	24	which	which	PRON
alkej-889	228	25	falls	fall	VERB
alkej-889	228	26	on	on	ADP
alkej-889	228	27	thursday	thursday	PROPN
alkej-889	228	28	,	,	PUNCT
alkej-889	228	29	april	april	PROPN
alkej-889	228	30	29	29	NUM
alkej-889	228	31	,	,	PUNCT
alkej-889	228	32	2021	2021	NUM
alkej-889	228	33	,	,	PUNCT
alkej-889	228	34	the	the	DET
alkej-889	228	35	amount	amount	NOUN
alkej-889	228	36	of	of	ADP
alkej-889	228	37	predicted	predict	VERB
alkej-889	228	38	energy	energy	NOUN
alkej-889	228	39	is	be	AUX
alkej-889	228	40	nearly	nearly	ADV
alkej-889	228	41	540	540	NUM
alkej-889	228	42	kw	kw	NOUN
alkej-889	228	43	/	/	SYM
alkej-889	228	44	h.	h.	NOUN
alkej-889	228	45	the	the	DET
alkej-889	228	46	amount	amount	NOUN
alkej-889	228	47	of	of	ADP
alkej-889	228	48	energy	energy	NOUN
alkej-889	228	49	consumption	consumption	NOUN
alkej-889	228	50	increased	increase	VERB
alkej-889	228	51	with	with	ADP
alkej-889	228	52	the	the	DET
alkej-889	228	53	increase	increase	NOUN
alkej-889	228	54	in	in	ADP
alkej-889	228	55	days	day	NOUN
alkej-889	228	56	due	due	ADP
alkej-889	228	57	to	to	ADP
alkej-889	228	58	the	the	DET
alkej-889	228	59	dry	dry	ADJ
alkej-889	228	60	and	and	CCONJ
alkej-889	228	61	hot	hot	ADJ
alkej-889	228	62	weather	weather	NOUN
alkej-889	228	63	in	in	ADP
alkej-889	228	64	iraq	iraq	PROPN
alkej-889	228	65	and	and	CCONJ
alkej-889	228	66	the	the	DET
alkej-889	228	67	requirement	requirement	NOUN
alkej-889	228	68	to	to	PART
alkej-889	228	69	start	start	VERB
alkej-889	228	70	turning	turn	VERB
alkej-889	228	71	on	on	ADP
alkej-889	228	72	the	the	DET
alkej-889	228	73	central	central	ADJ
alkej-889	228	74	cooling	cool	VERB
alkej-889	228	75	system	system	NOUN
alkej-889	228	76	used	use	VERB
alkej-889	228	77	in	in	ADP
alkej-889	228	78	the	the	DET
alkej-889	228	79	targeted	target	VERB
alkej-889	228	80	building	building	NOUN
alkej-889	228	81	.	.	PUNCT
alkej-889	229	1	.5	.5	NUM
alkej-889	229	2	.	.	PUNCT
alkej-889	230	1	energy	energy	NOUN
alkej-889	230	2	prediction	prediction	NOUN
alkej-889	230	3	of	of	ADP
alkej-889	230	4	targeted	target	VERB
alkej-889	230	5	building	building	NOUN
alkej-889	230	6	for	for	ADP
alkej-889	230	7	120	120	NUM
alkej-889	230	8	days	day	NOUN
alkej-889	230	9	of	of	ADP
alkej-889	230	10	working	work	VERB
alkej-889	230	11	fig	fig	NOUN
alkej-889	230	12	.	.	PUNCT
alkej-889	231	1	discussion	discussion	NOUN
alkej-889	231	2	.	.	PUNCT
alkej-889	232	1	7	7	NUM
alkej-889	233	1	the	the	DET
alkej-889	233	2	scikit	scikit	NOUN
alkej-889	233	3	-	-	PUNCT
alkej-889	233	4	learn	learn	NOUN
alkej-889	233	5	library	library	NOUN
alkej-889	233	6	was	be	AUX
alkej-889	233	7	chosen	choose	VERB
alkej-889	233	8	for	for	ADP
alkej-889	233	9	this	this	DET
alkej-889	233	10	study	study	NOUN
alkej-889	233	11	due	due	ADP
alkej-889	233	12	to	to	ADP
alkej-889	233	13	its	its	PRON
alkej-889	233	14	ease	ease	NOUN
alkej-889	233	15	of	of	ADP
alkej-889	233	16	use	use	NOUN
alkej-889	233	17	,	,	PUNCT
alkej-889	233	18	especially	especially	ADV
alkej-889	233	19	when	when	SCONJ
alkej-889	233	20	compared	compare	VERB
alkej-889	233	21	to	to	ADP
alkej-889	233	22	other	other	ADJ
alkej-889	233	23	libraries	library	NOUN
alkej-889	233	24	such	such	ADJ
alkej-889	233	25	as	as	ADP
alkej-889	233	26	keras	keras	PROPN
alkej-889	233	27	that	that	PRON
alkej-889	233	28	may	may	AUX
alkej-889	233	29	require	require	VERB
alkej-889	233	30	more	more	ADV
alkej-889	233	31	powerful	powerful	ADJ
alkej-889	233	32	computers	computer	NOUN
alkej-889	233	33	.	.	PUNCT
alkej-889	234	1	given	give	VERB
alkej-889	234	2	that	that	SCONJ
alkej-889	234	3	the	the	DET
alkej-889	234	4	objective	objective	NOUN
alkej-889	234	5	of	of	ADP
alkej-889	234	6	our	our	PRON
alkej-889	234	7	paper	paper	NOUN
alkej-889	234	8	is	be	AUX
alkej-889	234	9	to	to	PART
alkej-889	234	10	predict	predict	VERB
alkej-889	234	11	energy	energy	NOUN
alkej-889	234	12	consumption	consumption	NOUN
alkej-889	234	13	,	,	PUNCT
alkej-889	234	14	regression	regression	NOUN
alkej-889	234	15	techniques	technique	NOUN
alkej-889	234	16	were	be	AUX
alkej-889	234	17	deemed	deem	VERB
alkej-889	234	18	suitable	suitable	ADJ
alkej-889	234	19	and	and	CCONJ
alkej-889	234	20	thus	thus	ADV
alkej-889	234	21	selected	select	VERB
alkej-889	234	22	for	for	ADP
alkej-889	234	23	implementation	implementation	NOUN
alkej-889	234	24	.	.	PUNCT
alkej-889	235	1	extensive	extensive	ADJ
alkej-889	235	2	research	research	NOUN
alkej-889	235	3	conducted	conduct	VERB
alkej-889	235	4	on	on	ADP
alkej-889	235	5	previous	previous	ADJ
alkej-889	235	6	studies	study	NOUN
alkej-889	235	7	revealed	reveal	VERB
alkej-889	235	8	that	that	SCONJ
alkej-889	235	9	artificial	artificial	ADJ
alkej-889	235	10	neural	neural	ADJ
alkej-889	235	11	networks	network	NOUN
alkej-889	235	12	consistently	consistently	ADV
alkej-889	235	13	yielded	yield	VERB
alkej-889	235	14	the	the	DET
alkej-889	235	15	best	good	ADJ
alkej-889	235	16	results	result	NOUN
alkej-889	235	17	.	.	PUNCT
alkej-889	236	1	we	we	PRON
alkej-889	236	2	decided	decide	VERB
alkej-889	236	3	to	to	PART
alkej-889	236	4	use	use	VERB
alkej-889	236	5	this	this	DET
alkej-889	236	6	model	model	NOUN
alkej-889	236	7	because	because	SCONJ
alkej-889	236	8	it	it	PRON
alkej-889	236	9	showed	show	VERB
alkej-889	236	10	accuracy	accuracy	NOUN
alkej-889	236	11	during	during	ADP
alkej-889	236	12	training	training	NOUN
alkej-889	236	13	and	and	CCONJ
alkej-889	236	14	was	be	AUX
alkej-889	236	15	efficient	efficient	ADJ
alkej-889	236	16	.	.	PUNCT
alkej-889	237	1	before	before	ADP
alkej-889	237	2	training	train	VERB
alkej-889	237	3	the	the	DET
alkej-889	237	4	data	datum	NOUN
alkej-889	237	5	we	we	PRON
alkej-889	237	6	removed	remove	VERB
alkej-889	237	7	duplicates	duplicate	NOUN
alkej-889	237	8	and	and	CCONJ
alkej-889	237	9	rows	row	NOUN
alkej-889	237	10	with	with	ADP
alkej-889	237	11	values	value	NOUN
alkej-889	237	12	using	use	VERB
alkej-889	237	13	a	a	DET
alkej-889	237	14	data	data	NOUN
alkej-889	237	15	cleaning	cleaning	NOUN
alkej-889	237	16	method	method	NOUN
alkej-889	237	17	.	.	PUNCT
alkej-889	238	1	we	we	PRON
alkej-889	238	2	then	then	ADV
alkej-889	238	3	standardized	standardize	VERB
alkej-889	238	4	the	the	DET
alkej-889	238	5	data	datum	NOUN
alkej-889	238	6	to	to	PART
alkej-889	238	7	ensure	ensure	VERB
alkej-889	238	8	it	it	PRON
alkej-889	238	9	was	be	AUX
alkej-889	238	10	processed	process	VERB
alkej-889	238	11	optimally	optimally	ADV
alkej-889	238	12	.	.	PUNCT
alkej-889	239	1	this	this	DET
alkej-889	239	2	approach	approach	NOUN
alkej-889	239	3	aids	aid	NOUN
alkej-889	239	4	in	in	ADP
alkej-889	239	5	making	make	VERB
alkej-889	239	6	the	the	DET
alkej-889	239	7	data	datum	NOUN
alkej-889	239	8	consistent	consistent	ADJ
alkej-889	239	9	and	and	CCONJ
alkej-889	239	10	addressing	address	VERB
alkej-889	239	11	its	its	PRON
alkej-889	239	12	fluctuations	fluctuation	NOUN
alkej-889	239	13	and	and	CCONJ
alkej-889	239	14	diverse	diverse	ADJ
alkej-889	239	15	value	value	NOUN
alkej-889	239	16	range	range	NOUN
alkej-889	239	17	.	.	PUNCT
alkej-889	240	1	the	the	DET
alkej-889	240	2	dataset	dataset	NOUN
alkej-889	240	3	,	,	PUNCT
alkej-889	240	4	for	for	ADP
alkej-889	240	5	training	training	NOUN
alkej-889	240	6	was	be	AUX
alkej-889	240	7	divided	divide	VERB
alkej-889	240	8	into	into	ADP
alkej-889	240	9	two	two	NUM
alkej-889	240	10	parts	part	NOUN
alkej-889	240	11	;	;	PUNCT
alkej-889	240	12	testing	testing	NOUN
alkej-889	240	13	and	and	CCONJ
alkej-889	240	14	training	training	NOUN
alkej-889	240	15	and	and	CCONJ
alkej-889	240	16	validation	validation	NOUN
alkej-889	240	17	metrics	metric	NOUN
alkej-889	240	18	,	,	PUNCT
alkej-889	240	19	like	like	ADP
alkej-889	240	20	root	root	NOUN
alkej-889	240	21	mean	mean	VERB
alkej-889	240	22	square	square	ADJ
alkej-889	240	23	error	error	NOUN
alkej-889	240	24	and	and	CCONJ
alkej-889	240	25	r2	r2	PROPN
alkej-889	240	26	score	score	NOUN
alkej-889	240	27	,	,	PUNCT
alkej-889	240	28	were	be	AUX
alkej-889	240	29	employed	employ	VERB
alkej-889	240	30	to	to	PART
alkej-889	240	31	avoid	avoid	VERB
alkej-889	240	32	overfitting	overfitte	VERB
alkej-889	240	33	and	and	CCONJ
alkej-889	240	34	ensure	ensure	VERB
alkej-889	240	35	model	model	NOUN
alkej-889	240	36	effectiveness	effectiveness	NOUN
alkej-889	240	37	.	.	PUNCT
alkej-889	241	1	the	the	DET
alkej-889	241	2	model	model	NOUN
alkej-889	241	3	demonstrated	demonstrate	VERB
alkej-889	241	4	a	a	DET
alkej-889	241	5	high	high	ADJ
alkej-889	241	6	accuracy	accuracy	NOUN
alkej-889	241	7	level	level	NOUN
alkej-889	241	8	of	of	ADP
alkej-889	241	9	0.97	0.97	NUM
alkej-889	241	10	suggesting	suggest	VERB
alkej-889	241	11	its	its	PRON
alkej-889	241	12	ability	ability	NOUN
alkej-889	241	13	to	to	PART
alkej-889	241	14	predict	predict	VERB
alkej-889	241	15	results	result	NOUN
alkej-889	241	16	that	that	PRON
alkej-889	241	17	mirror	mirror	VERB
alkej-889	241	18	real	real	ADJ
alkej-889	241	19	-	-	PUNCT
alkej-889	241	20	life	life	NOUN
alkej-889	241	21	situations	situation	NOUN
alkej-889	241	22	closely	closely	ADV
alkej-889	241	23	.	.	PUNCT
alkej-889	242	1	the	the	DET
alkej-889	242	2	current	current	ADJ
alkej-889	242	3	research	research	NOUN
alkej-889	242	4	highlights	highlight	NOUN
alkej-889	242	5	how	how	SCONJ
alkej-889	242	6	artificial	artificial	ADJ
alkej-889	242	7	intelligence	intelligence	NOUN
alkej-889	242	8	(	(	PUNCT
alkej-889	242	9	ai	ai	NOUN
alkej-889	242	10	)	)	PUNCT
alkej-889	242	11	can	can	AUX
alkej-889	242	12	improve	improve	VERB
alkej-889	242	13	energy	energy	NOUN
alkej-889	242	14	efficiency	efficiency	NOUN
alkej-889	242	15	and	and	CCONJ
alkej-889	242	16	control	control	NOUN
alkej-889	242	17	in	in	ADP
alkej-889	242	18	schools	school	NOUN
alkej-889	242	19	and	and	CCONJ
alkej-889	242	20	universities	university	NOUN
alkej-889	242	21	.	.	PUNCT
alkej-889	243	1	by	by	ADP
alkej-889	243	2	using	use	VERB
alkej-889	243	3	abilities	ability	NOUN
alkej-889	243	4	,	,	PUNCT
alkej-889	243	5	administrators	administrator	NOUN
alkej-889	243	6	and	and	CCONJ
alkej-889	243	7	energy	energy	NOUN
alkej-889	243	8	managers	manager	NOUN
alkej-889	243	9	can	can	AUX
alkej-889	243	10	effectively	effectively	ADV
alkej-889	243	11	organize	organize	VERB
alkej-889	243	12	resources	resource	NOUN
alkej-889	243	13	regulate	regulate	VERB
alkej-889	243	14	demand	demand	NOUN
alkej-889	243	15	,	,	PUNCT
alkej-889	243	16	and	and	CCONJ
alkej-889	243	17	distribute	distribute	VERB
alkej-889	243	18	energy	energy	NOUN
alkej-889	243	19	.	.	PUNCT
alkej-889	244	1	apart	apart	ADV
alkej-889	244	2	,	,	PUNCT
alkej-889	244	3	from	from	ADP
alkej-889	244	4	cost	cost	NOUN
alkej-889	244	5	savings	saving	NOUN
alkej-889	244	6	this	this	DET
alkej-889	244	7	proactive	proactive	ADJ
alkej-889	244	8	energy	energy	NOUN
alkej-889	244	9	management	management	NOUN
alkej-889	244	10	strategy	strategy	NOUN
alkej-889	244	11	promotes	promote	VERB
alkej-889	244	12	sustainability	sustainability	NOUN
alkej-889	244	13	.	.	PUNCT
alkej-889	245	1	reduces	reduce	VERB
alkej-889	245	2	harm	harm	NOUN
alkej-889	245	3	.	.	PUNCT
alkej-889	246	1	this	this	DET
alkej-889	246	2	method	method	NOUN
alkej-889	246	3	contributes	contribute	VERB
alkej-889	246	4	to	to	ADP
alkej-889	246	5	a	a	DET
alkej-889	246	6	future	future	NOUN
alkej-889	246	7	by	by	ADP
alkej-889	246	8	cutting	cut	VERB
alkej-889	246	9	down	down	ADP
alkej-889	246	10	on	on	ADP
alkej-889	246	11	energy	energy	NOUN
alkej-889	246	12	wastage	wastage	NOUN
alkej-889	246	13	and	and	CCONJ
alkej-889	246	14	greenhouse	greenhouse	NOUN
alkej-889	246	15	gas	gas	NOUN
alkej-889	246	16	emissions	emission	NOUN
alkej-889	246	17	.	.	PUNCT
alkej-889	247	1	8	8	X
alkej-889	247	2	.	.	X
alkej-889	247	3	conclusion	conclusion	NOUN
alkej-889	247	4	in	in	ADP
alkej-889	247	5	this	this	DET
alkej-889	247	6	study	study	NOUN
alkej-889	247	7	we	we	PRON
alkej-889	247	8	present	present	VERB
alkej-889	247	9	a	a	DET
alkej-889	247	10	dataset	dataset	NOUN
alkej-889	247	11	focusing	focus	VERB
alkej-889	247	12	on	on	ADP
alkej-889	247	13	energy	energy	NOUN
alkej-889	247	14	consumption	consumption	NOUN
alkej-889	247	15	in	in	ADP
alkej-889	247	16	an	an	DET
alkej-889	247	17	university	university	NOUN
alkej-889	247	18	campus	campus	NOUN
alkej-889	247	19	,	,	PUNCT
alkej-889	247	20	in	in	ADP
alkej-889	247	21	iraq	iraq	PROPN
alkej-889	247	22	.	.	PUNCT
alkej-889	248	1	the	the	DET
alkej-889	248	2	main	main	ADJ
alkej-889	248	3	aim	aim	NOUN
alkej-889	248	4	of	of	ADP
alkej-889	248	5	the	the	DET
alkej-889	248	6	research	research	NOUN
alkej-889	248	7	was	be	AUX
alkej-889	248	8	to	to	PART
alkej-889	248	9	leverage	leverage	VERB
alkej-889	248	10	ai	ai	VERB
alkej-889	248	11	techniques	technique	NOUN
alkej-889	248	12	to	to	PART
alkej-889	248	13	develop	develop	VERB
alkej-889	248	14	models	model	NOUN
alkej-889	248	15	for	for	ADP
alkej-889	248	16	predicting	predict	VERB
alkej-889	248	17	540	540	NUM
alkej-889	248	18	0	0	NUM
alkej-889	249	1	200	200	NUM
alkej-889	249	2	400	400	NUM
alkej-889	249	3	600	600	NUM
alkej-889	249	4	800	800	NUM
alkej-889	249	5	1000	1000	NUM
alkej-889	249	6	0	0	NUM
alkej-889	249	7	20	20	NUM
alkej-889	249	8	40	40	NUM
alkej-889	249	9	60	60	NUM
alkej-889	249	10	80	80	NUM
alkej-889	249	11	100	100	NUM
alkej-889	249	12	120	120	NUM
alkej-889	249	13	140e	140e	NOUN
alkej-889	249	14	n	n	CCONJ
alkej-889	249	15	er	er	INTJ
alkej-889	249	16	gy	gy	INTJ
alkej-889	249	17	c	c	NOUN
alkej-889	249	18	o	o	NOUN
alkej-889	249	19	n	n	CCONJ
alkej-889	249	20	su	su	NOUN
alkej-889	249	21	m	m	VERB
alkej-889	249	22	p	p	NOUN
alkej-889	249	23	ti	ti	X
alkej-889	249	24	o	o	NOUN
alkej-889	249	25	n	n	PROPN
alkej-889	249	26	(	(	PUNCT
alkej-889	249	27	k	k	PROPN
alkej-889	249	28	w	w	PROPN
alkej-889	249	29	/h	/h	PUNCT
alkej-889	249	30	)	)	PUNCT
alkej-889	249	31	working	work	VERB
alkej-889	249	32	days	day	NOUN
alkej-889	249	33	energy	energy	NOUN
alkej-889	249	34	prediction	prediction	NOUN
alkej-889	249	35	)	)	PUNCT
alkej-889	249	36	2023(88	2023(88	NUM
alkej-889	249	37	-67	-67	NUM
alkej-889	249	38	,	,	PUNCT
alkej-889	249	39	p.p	p.p	PROPN
alkej-889	249	40	.	.	NOUN
alkej-889	249	41	4khwarizmi	4khwarizmi	NUM
alkej-889	249	42	engineering	engineering	NOUN
alkej-889	249	43	journal	journal	NOUN
alkej-889	249	44	,	,	PUNCT
alkej-889	249	45	vol	vol	NOUN
alkej-889	249	46	.	.	PROPN
alkej-889	249	47	19	19	NUM
alkej-889	249	48	,	,	PUNCT
alkej-889	249	49	no	no	INTJ
alkej-889	249	50	.	.	PUNCT
alkej-889	249	51	-al	-al	PROPN
alkej-889	250	1	reem	reem	PROPN
alkej-889	250	2	omar	omar	PROPN
alkej-889	250	3	mahdi	mahdi	PROPN
alkej-889	250	4	85	85	NUM
alkej-889	250	5	energy	energy	NOUN
alkej-889	250	6	usage	usage	NOUN
alkej-889	250	7	patterns	pattern	NOUN
alkej-889	250	8	and	and	CCONJ
alkej-889	250	9	supporting	support	VERB
alkej-889	250	10	energy	energy	NOUN
alkej-889	250	11	management	management	NOUN
alkej-889	250	12	practices	practice	NOUN
alkej-889	250	13	.	.	PUNCT
alkej-889	251	1	the	the	DET
alkej-889	251	2	use	use	NOUN
alkej-889	251	3	of	of	ADP
alkej-889	251	4	ai	ai	PRON
alkej-889	251	5	algorithms	algorithms	NOUN
alkej-889	251	6	and	and	CCONJ
alkej-889	251	7	machine	machine	NOUN
alkej-889	251	8	learning	learning	NOUN
alkej-889	251	9	methods	method	NOUN
alkej-889	251	10	has	have	AUX
alkej-889	251	11	significantly	significantly	ADV
alkej-889	251	12	improved	improve	VERB
alkej-889	251	13	the	the	DET
alkej-889	251	14	estimation	estimation	NOUN
alkej-889	251	15	of	of	ADP
alkej-889	251	16	energy	energy	NOUN
alkej-889	251	17	consumption	consumption	NOUN
alkej-889	251	18	in	in	ADP
alkej-889	251	19	buildings	building	NOUN
alkej-889	251	20	.	.	PUNCT
alkej-889	252	1	by	by	ADP
alkej-889	252	2	training	train	VERB
alkej-889	252	3	ai	ai	NOUN
alkej-889	252	4	models	model	NOUN
alkej-889	252	5	on	on	ADP
alkej-889	252	6	data	datum	NOUN
alkej-889	252	7	,	,	PUNCT
alkej-889	252	8	weather	weather	NOUN
alkej-889	252	9	conditions	condition	NOUN
alkej-889	252	10	,	,	PUNCT
alkej-889	252	11	occupancy	occupancy	NOUN
alkej-889	252	12	rates	rate	NOUN
alkej-889	252	13	,	,	PUNCT
alkej-889	252	14	building	building	NOUN
alkej-889	252	15	sizes	size	NOUN
alkej-889	252	16	,	,	PUNCT
alkej-889	252	17	and	and	CCONJ
alkej-889	252	18	other	other	ADJ
alkej-889	252	19	relevant	relevant	ADJ
alkej-889	252	20	factors	factor	NOUN
alkej-889	252	21	it	it	PRON
alkej-889	252	22	becomes	become	VERB
alkej-889	252	23	possible	possible	ADJ
alkej-889	252	24	to	to	PART
alkej-889	252	25	forecast	forecast	VERB
alkej-889	252	26	energy	energy	NOUN
alkej-889	252	27	usage	usage	NOUN
alkej-889	252	28	trends	trend	NOUN
alkej-889	252	29	over	over	ADP
alkej-889	252	30	time	time	NOUN
alkej-889	252	31	.	.	PUNCT
alkej-889	253	1	the	the	DET
alkej-889	253	2	results	result	NOUN
alkej-889	253	3	from	from	ADP
alkej-889	253	4	training	train	VERB
alkej-889	253	5	the	the	DET
alkej-889	253	6	model	model	NOUN
alkej-889	253	7	were	be	AUX
alkej-889	253	8	highly	highly	ADV
alkej-889	253	9	promising	promising	ADJ
alkej-889	253	10	with	with	ADP
alkej-889	253	11	an	an	DET
alkej-889	253	12	mse	mse	NOUN
alkej-889	253	13	(	(	PUNCT
alkej-889	253	14	mean	mean	INTJ
alkej-889	253	15	squared	square	VERB
alkej-889	253	16	error	error	NOUN
alkej-889	253	17	)	)	PUNCT
alkej-889	253	18	of	of	ADP
alkej-889	253	19	0.16	0.16	NUM
alkej-889	253	20	and	and	CCONJ
alkej-889	253	21	an	an	DET
alkej-889	253	22	r2	r2	NOUN
alkej-889	253	23	score	score	NOUN
alkej-889	253	24	of	of	ADP
alkej-889	253	25	0.97	0.97	NUM
alkej-889	253	26	achieved	achieve	VERB
alkej-889	253	27	.	.	PUNCT
alkej-889	254	1	a	a	DET
alkej-889	254	2	neural	neural	ADJ
alkej-889	254	3	network	network	NOUN
alkej-889	254	4	model	model	NOUN
alkej-889	254	5	was	be	AUX
alkej-889	254	6	employed	employ	VERB
alkej-889	254	7	to	to	PART
alkej-889	254	8	estimate	estimate	VERB
alkej-889	254	9	the	the	DET
alkej-889	254	10	energy	energy	NOUN
alkej-889	254	11	consumption	consumption	NOUN
alkej-889	254	12	in	in	ADP
alkej-889	254	13	buildings	building	NOUN
alkej-889	254	14	at	at	ADP
alkej-889	254	15	the	the	DET
alkej-889	254	16	university	university	NOUN
alkej-889	254	17	of	of	ADP
alkej-889	254	18	baghdad	baghdad	PROPN
alkej-889	254	19	by	by	ADP
alkej-889	254	20	considering	consider	VERB
alkej-889	254	21	input	input	NOUN
alkej-889	254	22	variables	variable	NOUN
alkej-889	254	23	and	and	CCONJ
alkej-889	254	24	adjusting	adjust	VERB
alkej-889	254	25	training	training	NOUN
alkej-889	254	26	,	,	PUNCT
alkej-889	254	27	to	to	ADP
alkej-889	254	28	validation	validation	NOUN
alkej-889	254	29	ratios	ratio	NOUN
alkej-889	254	30	accordingly	accordingly	ADV
alkej-889	254	31	.	.	PUNCT
alkej-889	255	1	the	the	DET
alkej-889	255	2	study	study	NOUN
alkej-889	255	3	focuses	focus	VERB
alkej-889	255	4	on	on	ADP
alkej-889	255	5	utilizing	utilize	VERB
alkej-889	255	6	intelligence	intelligence	NOUN
alkej-889	255	7	to	to	PART
alkej-889	255	8	predict	predict	VERB
alkej-889	255	9	energy	energy	NOUN
alkej-889	255	10	usage	usage	NOUN
alkej-889	255	11	in	in	ADP
alkej-889	255	12	a	a	DET
alkej-889	255	13	university	university	NOUN
alkej-889	255	14	building	building	NOUN
alkej-889	255	15	,	,	PUNCT
alkej-889	255	16	to	to	PART
alkej-889	255	17	reduce	reduce	VERB
alkej-889	255	18	energy	energy	NOUN
alkej-889	255	19	consumption	consumption	NOUN
alkej-889	255	20	.	.	PUNCT
alkej-889	256	1	an	an	DET
alkej-889	256	2	illustration	illustration	NOUN
alkej-889	256	3	of	of	ADP
alkej-889	256	4	how	how	SCONJ
alkej-889	256	5	ai	ai	AUX
alkej-889	256	6	could	could	AUX
alkej-889	256	7	forecast	forecast	VERB
alkej-889	256	8	energy	energy	NOUN
alkej-889	256	9	demand	demand	NOUN
alkej-889	256	10	was	be	AUX
alkej-889	256	11	shared	share	VERB
alkej-889	256	12	by	by	ADP
alkej-889	256	13	the	the	DET
alkej-889	256	14	al	al	PROPN
alkej-889	256	15	khwarizmi	khwarizmi	PROPN
alkej-889	256	16	college	college	PROPN
alkej-889	256	17	of	of	ADP
alkej-889	256	18	engineering	engineering	NOUN
alkej-889	256	19	in	in	ADP
alkej-889	256	20	iraq	iraq	PROPN
alkej-889	256	21	.	.	PUNCT
alkej-889	257	1	the	the	DET
alkej-889	257	2	models	model	NOUN
alkej-889	257	3	created	create	VERB
alkej-889	257	4	in	in	ADP
alkej-889	257	5	the	the	DET
alkej-889	257	6	research	research	NOUN
alkej-889	257	7	successfully	successfully	ADV
alkej-889	257	8	captured	capture	VERB
alkej-889	257	9	the	the	DET
alkej-889	257	10	connections	connection	NOUN
alkej-889	257	11	between	between	ADP
alkej-889	257	12	factors	factor	NOUN
alkej-889	257	13	affecting	affect	VERB
alkej-889	257	14	energy	energy	NOUN
alkej-889	257	15	usage	usage	NOUN
alkej-889	257	16	leading	lead	VERB
alkej-889	257	17	to	to	ADP
alkej-889	257	18	precise	precise	ADJ
alkej-889	257	19	forecasts	forecast	NOUN
alkej-889	257	20	and	and	CCONJ
alkej-889	257	21	proactive	proactive	ADJ
alkej-889	257	22	decision	decision	NOUN
alkej-889	257	23	making	making	NOUN
alkej-889	257	24	.	.	PUNCT
alkej-889	258	1	to	to	PART
alkej-889	258	2	enhance	enhance	VERB
alkej-889	258	3	ai	ai	VERB
alkej-889	258	4	-	-	PUNCT
alkej-889	258	5	powered	power	VERB
alkej-889	258	6	energy	energy	NOUN
alkej-889	258	7	prediction	prediction	NOUN
alkej-889	258	8	models	model	NOUN
alkej-889	258	9	,	,	PUNCT
alkej-889	258	10	additional	additional	ADJ
alkej-889	258	11	research	research	NOUN
alkej-889	258	12	and	and	CCONJ
alkej-889	258	13	advancement	advancement	NOUN
alkej-889	258	14	are	be	AUX
alkej-889	258	15	essential	essential	ADJ
alkej-889	258	16	.	.	PUNCT
alkej-889	259	1	it	it	PRON
alkej-889	259	2	is	be	AUX
alkej-889	259	3	crucial	crucial	ADJ
alkej-889	259	4	to	to	ADP
alkej-889	259	5	fine	fine	ADJ
alkej-889	259	6	-	-	PUNCT
alkej-889	259	7	tune	tune	NOUN
alkej-889	259	8	algorithms	algorithm	NOUN
alkej-889	259	9	to	to	PART
alkej-889	259	10	incorporate	incorporate	VERB
alkej-889	259	11	real	real	ADJ
alkej-889	259	12	-	-	PUNCT
alkej-889	259	13	time	time	NOUN
alkej-889	259	14	data	datum	NOUN
alkej-889	259	15	streams	stream	NOUN
alkej-889	259	16	and	and	CCONJ
alkej-889	259	17	integrate	integrate	VERB
alkej-889	259	18	state	state	NOUN
alkej-889	259	19	-	-	PUNCT
alkej-889	259	20	of	of	ADP
alkej-889	259	21	-	-	PUNCT
alkej-889	259	22	the	the	DET
alkej-889	259	23	-	-	PUNCT
alkej-889	259	24	art	art	NOUN
alkej-889	259	25	technology	technology	NOUN
alkej-889	259	26	for	for	ADP
alkej-889	259	27	improved	improved	ADJ
alkej-889	259	28	accuracy	accuracy	NOUN
alkej-889	259	29	and	and	CCONJ
alkej-889	259	30	reliability	reliability	NOUN
alkej-889	259	31	.	.	PUNCT
alkej-889	260	1	collaboration	collaboration	NOUN
alkej-889	260	2	among	among	ADP
alkej-889	260	3	industry	industry	NOUN
alkej-889	260	4	experts	expert	NOUN
alkej-889	260	5	,	,	PUNCT
alkej-889	260	6	academia	academia	NOUN
alkej-889	260	7	,	,	PUNCT
alkej-889	260	8	and	and	CCONJ
alkej-889	260	9	policymakers	policymaker	NOUN
alkej-889	260	10	is	be	AUX
alkej-889	260	11	also	also	ADV
alkej-889	260	12	vital	vital	ADJ
alkej-889	260	13	to	to	PART
alkej-889	260	14	drive	drive	VERB
alkej-889	260	15	the	the	DET
alkej-889	260	16	progression	progression	NOUN
alkej-889	260	17	and	and	CCONJ
alkej-889	260	18	implementation	implementation	NOUN
alkej-889	260	19	of	of	ADP
alkej-889	260	20	aidriven	aidriven	ADJ
alkej-889	260	21	energy	energy	NOUN
alkej-889	260	22	management	management	NOUN
alkej-889	260	23	solutions	solution	NOUN
alkej-889	260	24	,	,	PUNCT
alkej-889	260	25	within	within	ADP
alkej-889	260	26	institutions	institution	NOUN
alkej-889	260	27	.	.	PUNCT
alkej-889	261	1	references	reference	NOUN
alkej-889	261	2	[	[	X
alkej-889	261	3	1	1	NUM
alkej-889	261	4	]	]	X
alkej-889	261	5	d.	d.	PROPN
alkej-889	261	6	larcher	larcher	ADV
alkej-889	261	7	,	,	PUNCT
alkej-889	261	8	and	and	CCONJ
alkej-889	261	9	j.	j.	PROPN
alkej-889	261	10	m.	m.	PROPN
alkej-889	261	11	tarascon	tarascon	PROPN
alkej-889	261	12	,	,	PUNCT
alkej-889	261	13	"	"	PUNCT
alkej-889	261	14	science	science	NOUN
alkej-889	261	15	for	for	ADP
alkej-889	261	16	environment	environment	NOUN
alkej-889	261	17	policy	policy	NOUN
alkej-889	261	18	science	science	NOUN
alkej-889	261	19	for	for	ADP
alkej-889	261	20	environment	environment	NOUN
alkej-889	261	21	policy	policy	NOUN
alkej-889	261	22	towards	towards	ADP
alkej-889	261	23	the	the	DET
alkej-889	261	24	battery	battery	NOUN
alkej-889	261	25	of	of	ADP
alkej-889	261	26	the	the	DET
alkej-889	261	27	future	future	NOUN
alkej-889	261	28	.	.	PUNCT
alkej-889	262	1	,	,	PUNCT
alkej-889	262	2	"	"	PUNCT
alkej-889	262	3	science	science	NOUN
alkej-889	262	4	for	for	ADP
alkej-889	262	5	environment	environment	NOUN
alkej-889	262	6	policy	policy	NOUN
alkej-889	262	7	,	,	PUNCT
alkej-889	262	8	vol	vol	NOUN
alkej-889	262	9	.	.	PROPN
alkej-889	262	10	20	20	NUM
alkej-889	262	11	,	,	PUNCT
alkej-889	262	12	no	no	INTJ
alkej-889	262	13	.	.	NOUN
alkej-889	262	14	7	7	NUM
alkej-889	262	15	,	,	PUNCT
alkej-889	262	16	pp	pp	ADJ
alkej-889	262	17	.	.	PUNCT
alkej-889	263	1	19	19	NUM
alkej-889	263	2	-	-	SYM
alkej-889	263	3	29	29	NUM
alkej-889	263	4	,	,	PUNCT
alkej-889	263	5	2018	2018	NUM
alkej-889	263	6	[	[	X
alkej-889	263	7	2	2	NUM
alkej-889	263	8	]	]	X
alkej-889	263	9	y.	y.	PROPN
alkej-889	263	10	himeur	himeur	PROPN
alkej-889	263	11	,	,	PUNCT
alkej-889	263	12	a.	a.	PROPN
alkej-889	263	13	alsalemi	alsalemi	PROPN
alkej-889	263	14	,	,	PUNCT
alkej-889	263	15	f.	f.	PROPN
alkej-889	263	16	bensaali	bensaali	PROPN
alkej-889	263	17	and	and	CCONJ
alkej-889	263	18	a.	a.	PROPN
alkej-889	263	19	amira	amira	PROPN
alkej-889	263	20	,	,	PUNCT
alkej-889	263	21	,	,	PUNCT
alkej-889	263	22	"	"	PUNCT
alkej-889	263	23	building	build	VERB
alkej-889	263	24	power	power	NOUN
alkej-889	263	25	consumption	consumption	NOUN
alkej-889	263	26	datasets	dataset	NOUN
alkej-889	263	27	:	:	PUNCT
alkej-889	263	28	survey	survey	NOUN
alkej-889	263	29	,	,	PUNCT
alkej-889	263	30	taxonomy	taxonomy	NOUN
alkej-889	263	31	and	and	CCONJ
alkej-889	263	32	future	future	ADJ
alkej-889	263	33	directions	direction	NOUN
alkej-889	263	34	.	.	PUNCT
alkej-889	263	35	,	,	PUNCT
alkej-889	263	36	"	"	PUNCT
alkej-889	263	37	energy	energy	NOUN
alkej-889	263	38	and	and	CCONJ
alkej-889	263	39	buildings	building	NOUN
alkej-889	263	40	,	,	PUNCT
alkej-889	263	41	vol	vol	NOUN
alkej-889	263	42	.	.	PROPN
alkej-889	263	43	227	227	NUM
alkej-889	263	44	,	,	PUNCT
alkej-889	263	45	p.	p.	NOUN
alkej-889	263	46	110404	110404	NUM
alkej-889	263	47	,	,	PUNCT
alkej-889	263	48	2020	2020	NUM
alkej-889	263	49	.	.	PUNCT
alkej-889	264	1	[	[	X
alkej-889	264	2	3	3	NUM
alkej-889	264	3	]	]	PUNCT
alkej-889	264	4	x.	x.	PROPN
alkej-889	264	5	liang	liang	PROPN
alkej-889	264	6	,	,	PUNCT
alkej-889	264	7	t.	t.	PROPN
alkej-889	264	8	hong	hong	PROPN
alkej-889	264	9	and	and	CCONJ
alkej-889	264	10	.	.	PUNCT
alkej-889	265	1	g.	g.	PROPN
alkej-889	265	2	shen	shen	PROPN
alkej-889	265	3	,	,	PUNCT
alkej-889	265	4	"	"	PUNCT
alkej-889	265	5	improving	improve	VERB
alkej-889	265	6	the	the	DET
alkej-889	265	7	accuracy	accuracy	NOUN
alkej-889	265	8	of	of	ADP
alkej-889	265	9	energy	energy	NOUN
alkej-889	265	10	baseline	baseline	NOUN
alkej-889	265	11	models	model	NOUN
alkej-889	265	12	for	for	ADP
alkej-889	265	13	commercial	commercial	ADJ
alkej-889	265	14	buildings	building	NOUN
alkej-889	265	15	with	with	ADP
alkej-889	265	16	occupancy	occupancy	NOUN
alkej-889	265	17	data	datum	NOUN
alkej-889	265	18	.	.	PUNCT
alkej-889	265	19	,	,	PUNCT
alkej-889	265	20	"	"	PUNCT
alkej-889	265	21	applied	apply	VERB
alkej-889	265	22	energy	energy	NOUN
alkej-889	265	23	,	,	PUNCT
alkej-889	265	24	vol	vol	NOUN
alkej-889	265	25	.	.	PROPN
alkej-889	265	26	179	179	NUM
alkej-889	265	27	,	,	PUNCT
alkej-889	265	28	pp	pp	ADJ
alkej-889	265	29	.	.	PUNCT
alkej-889	266	1	247	247	NUM
alkej-889	266	2	-	-	SYM
alkej-889	266	3	260	260	NUM
alkej-889	266	4	,	,	PUNCT
alkej-889	266	5	2016	2016	NUM
alkej-889	266	6	.	.	PUNCT
alkej-889	267	1	[	[	X
alkej-889	267	2	4	4	X
alkej-889	267	3	]	]	PUNCT
alkej-889	267	4	j.	j.	PROPN
alkej-889	267	5	chou	chou	PROPN
alkej-889	267	6	and	and	CCONJ
alkej-889	267	7	d.	d.	PROPN
alkej-889	267	8	bui	bui	PROPN
alkej-889	267	9	,	,	PUNCT
alkej-889	267	10	"	"	PUNCT
alkej-889	267	11	modeling	model	VERB
alkej-889	267	12	heating	heating	NOUN
alkej-889	267	13	and	and	CCONJ
alkej-889	267	14	cooling	cool	VERB
alkej-889	267	15	loads	load	NOUN
alkej-889	267	16	by	by	ADP
alkej-889	267	17	artificial	artificial	ADJ
alkej-889	267	18	intelligence	intelligence	NOUN
alkej-889	267	19	for	for	ADP
alkej-889	267	20	energy	energy	NOUN
alkej-889	267	21	-	-	PUNCT
alkej-889	267	22	efficient	efficient	ADJ
alkej-889	267	23	building	building	NOUN
alkej-889	267	24	design	design	NOUN
alkej-889	267	25	.	.	PUNCT
alkej-889	267	26	,	,	PUNCT
alkej-889	267	27	"	"	PUNCT
alkej-889	267	28	energy	energy	NOUN
alkej-889	267	29	and	and	CCONJ
alkej-889	267	30	buildings	building	NOUN
alkej-889	267	31	,	,	PUNCT
alkej-889	267	32	vol	vol	NOUN
alkej-889	267	33	.	.	PROPN
alkej-889	267	34	82	82	NUM
alkej-889	267	35	,	,	PUNCT
alkej-889	267	36	pp	pp	ADJ
alkej-889	267	37	.	.	PUNCT
alkej-889	267	38	437	437	NUM
alkej-889	267	39	-	-	SYM
alkej-889	267	40	446	446	NUM
alkej-889	267	41	,	,	PUNCT
alkej-889	267	42	2014	2014	NUM
alkej-889	267	43	.	.	PUNCT
alkej-889	268	1	[	[	X
alkej-889	268	2	5	5	X
alkej-889	268	3	]	]	PUNCT
alkej-889	268	4	e.	e.	PROPN
alkej-889	268	5	p.	p.	PROPN
alkej-889	268	6	a.	a.	PROPN
alkej-889	268	7	council	council	PROPN
alkej-889	268	8	,	,	PUNCT
alkej-889	268	9	"	"	PUNCT
alkej-889	268	10	directive	directive	NOUN
alkej-889	268	11	2010/31	2010/31	NUM
alkej-889	268	12	/	/	SYM
alkej-889	268	13	eu	eu	PROPN
alkej-889	268	14	of	of	ADP
alkej-889	268	15	the	the	DET
alkej-889	268	16	european	european	PROPN
alkej-889	268	17	parlia	parlia	PROPN
alkej-889	268	18	-	-	PUNCT
alkej-889	268	19	ment	ment	NOUN
alkej-889	268	20	and	and	CCONJ
alkej-889	268	21	of	of	ADP
alkej-889	268	22	the	the	DET
alkej-889	268	23	council	council	NOUN
alkej-889	268	24	of	of	ADP
alkej-889	268	25	19	19	NUM
alkej-889	268	26	may	may	AUX
alkej-889	268	27	on	on	ADP
alkej-889	268	28	the	the	DET
alkej-889	268	29	energy	energy	NOUN
alkej-889	268	30	performance	performance	NOUN
alkej-889	268	31	of	of	ADP
alkej-889	268	32	buildings(recast	buildings(recast	NOUN
alkej-889	268	33	)	)	PUNCT
alkej-889	268	34	.	.	PUNCT
alkej-889	268	35	,	,	PUNCT
alkej-889	268	36	"	"	PUNCT
alkej-889	268	37	official	official	ADJ
alkej-889	268	38	journal	journal	NOUN
alkej-889	268	39	of	of	ADP
alkej-889	268	40	the	the	DET
alkej-889	268	41	european	european	PROPN
alkej-889	268	42	union	union	PROPN
alkej-889	269	1	l153	l153	PROPN
alkej-889	269	2	(	(	PUNCT
alkej-889	269	3	0	0	NUM
alkej-889	269	4	)	)	PUNCT
alkej-889	269	5	,	,	PUNCT
alkej-889	269	6	2010	2010	NUM
alkej-889	269	7	.	.	PUNCT
alkej-889	270	1	[	[	X
alkej-889	270	2	6	6	NUM
alkej-889	270	3	]	]	PUNCT
alkej-889	270	4	a.	a.	NOUN
alkej-889	270	5	kwok	kwok	PROPN
alkej-889	270	6	and	and	CCONJ
alkej-889	270	7	n.	n.	PROPN
alkej-889	270	8	rajkovich	rajkovich	PROPN
alkej-889	270	9	,	,	PUNCT
alkej-889	270	10	"	"	PUNCT
alkej-889	270	11	addressing	address	VERB
alkej-889	270	12	climate	climate	NOUN
alkej-889	270	13	change	change	NOUN
alkej-889	270	14	in	in	ADP
alkej-889	270	15	comfort	comfort	NOUN
alkej-889	270	16	standards	standard	NOUN
alkej-889	270	17	.	.	PUNCT
alkej-889	270	18	,	,	PUNCT
alkej-889	270	19	"	"	PUNCT
alkej-889	270	20	building	building	NOUN
alkej-889	270	21	and	and	CCONJ
alkej-889	270	22	environment	environment	NOUN
alkej-889	270	23	,	,	PUNCT
alkej-889	270	24	vol	vol	NOUN
alkej-889	270	25	.	.	PROPN
alkej-889	271	1	45	45	NUM
alkej-889	271	2	,	,	PUNCT
alkej-889	271	3	no	no	INTJ
alkej-889	271	4	.	.	NOUN
alkej-889	271	5	1	1	NUM
alkej-889	271	6	,	,	PUNCT
alkej-889	271	7	pp	pp	ADJ
alkej-889	271	8	.	.	PUNCT
alkej-889	272	1	18	18	NUM
alkej-889	272	2	-	-	SYM
alkej-889	272	3	22	22	NUM
alkej-889	272	4	,	,	PUNCT
alkej-889	272	5	2010	2010	NUM
alkej-889	272	6	.	.	PUNCT
alkej-889	273	1	[	[	X
alkej-889	273	2	7	7	X
alkej-889	273	3	]	]	X
alkej-889	273	4	r.	r.	PROPN
alkej-889	273	5	yao	yao	PROPN
alkej-889	273	6	,	,	PUNCT
alkej-889	273	7	b.	b.	PROPN
alkej-889	273	8	li	li	PROPN
alkej-889	273	9	and	and	CCONJ
alkej-889	273	10	.	.	PUNCT
alkej-889	274	1	k.	k.	PROPN
alkej-889	274	2	steemers	steemers	PROPN
alkej-889	274	3	,	,	PUNCT
alkej-889	274	4	"	"	PUNCT
alkej-889	274	5	energy	energy	NOUN
alkej-889	274	6	policy	policy	NOUN
alkej-889	274	7	and	and	CCONJ
alkej-889	274	8	standard	standard	NOUN
alkej-889	274	9	for	for	ADP
alkej-889	274	10	built	build	VERB
alkej-889	274	11	environment	environment	NOUN
alkej-889	274	12	in	in	ADP
alkej-889	274	13	china	china	PROPN
alkej-889	274	14	.	.	PUNCT
alkej-889	274	15	,	,	PUNCT
alkej-889	274	16	"	"	PUNCT
alkej-889	274	17	renewable	renewable	ADJ
alkej-889	274	18	energy	energy	NOUN
alkej-889	274	19	,	,	PUNCT
alkej-889	274	20	vol	vol	NOUN
alkej-889	274	21	.	.	PROPN
alkej-889	274	22	30	30	NUM
alkej-889	274	23	,	,	PUNCT
alkej-889	274	24	no	no	INTJ
alkej-889	274	25	.	.	NOUN
alkej-889	274	26	13	13	NUM
alkej-889	274	27	,	,	PUNCT
alkej-889	274	28	pp	pp	ADJ
alkej-889	274	29	.	.	PUNCT
alkej-889	275	1	1973	1973	NUM
alkej-889	275	2	-	-	SYM
alkej-889	275	3	1988	1988	NUM
alkej-889	275	4	,	,	PUNCT
alkej-889	275	5	2005	2005	NUM
alkej-889	275	6	.	.	PUNCT
alkej-889	276	1	[	[	X
alkej-889	276	2	8	8	NUM
alkej-889	276	3	]	]	X
alkej-889	276	4	m.	m.	PROPN
alkej-889	276	5	leung	leung	PROPN
alkej-889	276	6	,	,	PUNCT
alkej-889	276	7	c.	c.	PROPN
alkej-889	276	8	norman	norman	PROPN
alkej-889	276	9	,	,	PUNCT
alkej-889	276	10	.	.	PUNCT
alkej-889	277	1	l.	l.	PROPN
alkej-889	277	2	lai	lai	PROPN
alkej-889	277	3	and	and	CCONJ
alkej-889	277	4	t.	t.	PROPN
alkej-889	277	5	chow	chow	PROPN
alkej-889	277	6	,	,	PUNCT
alkej-889	277	7	"	"	PUNCT
alkej-889	277	8	the	the	DET
alkej-889	277	9	use	use	NOUN
alkej-889	277	10	of	of	ADP
alkej-889	277	11	occupancy	occupancy	NOUN
alkej-889	277	12	space	space	NOUN
alkej-889	277	13	electrical	electrical	ADJ
alkej-889	277	14	power	power	NOUN
alkej-889	277	15	demand	demand	NOUN
alkej-889	277	16	in	in	ADP
alkej-889	277	17	building	build	VERB
alkej-889	277	18	cooling	cool	VERB
alkej-889	277	19	load	load	NOUN
alkej-889	277	20	prediction	prediction	NOUN
alkej-889	277	21	.	.	PUNCT
alkej-889	278	1	,	,	PUNCT
alkej-889	278	2	"	"	PUNCT
alkej-889	278	3	energy	energy	NOUN
alkej-889	278	4	and	and	CCONJ
alkej-889	278	5	buildings	building	NOUN
alkej-889	278	6	,	,	PUNCT
alkej-889	278	7	vol	vol	NOUN
alkej-889	278	8	.	.	PROPN
alkej-889	278	9	55	55	NUM
alkej-889	278	10	,	,	PUNCT
alkej-889	278	11	pp	pp	ADJ
alkej-889	278	12	.	.	PUNCT
alkej-889	279	1	151	151	NUM
alkej-889	279	2	-	-	SYM
alkej-889	279	3	163	163	NUM
alkej-889	279	4	,	,	PUNCT
alkej-889	279	5	2012	2012	NUM
alkej-889	279	6	.	.	PUNCT
alkej-889	280	1	[	[	X
alkej-889	280	2	9	9	NUM
alkej-889	280	3	]	]	PUNCT
alkej-889	280	4	m.	m.	NOUN
alkej-889	280	5	gul	gul	PROPN
alkej-889	280	6	and	and	CCONJ
alkej-889	280	7	s.	s.	PROPN
alkej-889	280	8	patidar	patidar	PROPN
alkej-889	280	9	,	,	PUNCT
alkej-889	280	10	"	"	PUNCT
alkej-889	280	11	understanding	understand	VERB
alkej-889	280	12	the	the	DET
alkej-889	280	13	energy	energy	NOUN
alkej-889	280	14	consumption	consumption	NOUN
alkej-889	280	15	and	and	CCONJ
alkej-889	280	16	occupancy	occupancy	NOUN
alkej-889	280	17	of	of	ADP
alkej-889	280	18	a	a	DET
alkej-889	280	19	multipurpose	multipurpose	NOUN
alkej-889	280	20	academic	academic	ADJ
alkej-889	280	21	building	building	NOUN
alkej-889	280	22	.	.	PUNCT
alkej-889	280	23	,	,	PUNCT
alkej-889	280	24	"	"	PUNCT
alkej-889	280	25	energy	energy	NOUN
alkej-889	280	26	and	and	CCONJ
alkej-889	280	27	buildings	building	NOUN
alkej-889	280	28	,	,	PUNCT
alkej-889	280	29	vol	vol	NOUN
alkej-889	280	30	.	.	PROPN
alkej-889	280	31	87	87	NUM
alkej-889	280	32	,	,	PUNCT
alkej-889	280	33	pp	pp	ADJ
alkej-889	280	34	.	.	PUNCT
alkej-889	280	35	155	155	NUM
alkej-889	280	36	-	-	SYM
alkej-889	280	37	165	165	NUM
alkej-889	280	38	,	,	PUNCT
alkej-889	280	39	2015	2015	NUM
alkej-889	280	40	.	.	PUNCT
alkej-889	281	1	[	[	X
alkej-889	281	2	10	10	NUM
alkej-889	281	3	]	]	PUNCT
alkej-889	281	4	x.	x.	PROPN
alkej-889	281	5	zhang	zhang	PROPN
alkej-889	281	6	,	,	PUNCT
alkej-889	281	7	k.	k.	PROPN
alkej-889	281	8	grolinger	grolinger	PROPN
alkej-889	281	9	,	,	PUNCT
alkej-889	281	10	m.	m.	NOUN
alkej-889	281	11	capretz	capretz	NOUN
alkej-889	281	12	and	and	CCONJ
alkej-889	281	13	l.	l.	PROPN
alkej-889	281	14	seewald	seewald	PROPN
alkej-889	281	15	,	,	PUNCT
alkej-889	281	16	"	"	PUNCT
alkej-889	281	17	forecasting	forecast	VERB
alkej-889	281	18	residential	residential	ADJ
alkej-889	281	19	energy	energy	NOUN
alkej-889	281	20	consumption	consumption	NOUN
alkej-889	281	21	:	:	PUNCT
alkej-889	281	22	single	single	ADJ
alkej-889	281	23	household	household	NOUN
alkej-889	281	24	perspective	perspective	NOUN
alkej-889	281	25	.	.	PUNCT
alkej-889	281	26	,	,	PUNCT
alkej-889	281	27	"	"	PUNCT
alkej-889	281	28	in	in	ADP
alkej-889	281	29	2018	2018	NUM
alkej-889	281	30	17th	17th	NOUN
alkej-889	281	31	ieee	ieee	NOUN
alkej-889	281	32	international	international	ADJ
alkej-889	281	33	conference	conference	NOUN
alkej-889	281	34	on	on	ADP
alkej-889	281	35	machine	machine	NOUN
alkej-889	281	36	learning	learning	NOUN
alkej-889	281	37	and	and	CCONJ
alkej-889	281	38	applications	application	NOUN
alkej-889	281	39	(	(	PUNCT
alkej-889	281	40	icmla	icmla	NOUN
alkej-889	281	41	)	)	PUNCT
alkej-889	281	42	,	,	PUNCT
alkej-889	281	43	pp	pp	ADP
alkej-889	281	44	.	.	PUNCT
alkej-889	282	1	110	110	NUM
alkej-889	282	2	-	-	SYM
alkej-889	282	3	117	117	NUM
alkej-889	282	4	,	,	PUNCT
alkej-889	282	5	17	17	NUM
alkej-889	282	6	december	december	PROPN
alkej-889	282	7	2018	2018	NUM
alkej-889	282	8	.	.	PUNCT
alkej-889	283	1	[	[	X
alkej-889	283	2	11	11	NUM
alkej-889	283	3	]	]	PUNCT
alkej-889	283	4	s.	s.	PROPN
alkej-889	283	5	makonin	makonin	PROPN
alkej-889	283	6	,	,	PUNCT
alkej-889	283	7	b.	b.	PROPN
alkej-889	283	8	ellert	ellert	PROPN
alkej-889	283	9	,	,	PUNCT
alkej-889	283	10	i.	i.	NOUN
alkej-889	283	11	bajic	bajic	PROPN
alkej-889	283	12	and	and	CCONJ
alkej-889	283	13	f.	f.	PROPN
alkej-889	283	14	popowich	popowich	PROPN
alkej-889	283	15	,	,	PUNCT
alkej-889	283	16	"	"	PUNCT
alkej-889	283	17	electricity	electricity	NOUN
alkej-889	283	18	,	,	PUNCT
alkej-889	283	19	water	water	NOUN
alkej-889	283	20	,	,	PUNCT
alkej-889	283	21	and	and	CCONJ
alkej-889	283	22	natural	natural	ADJ
alkej-889	283	23	gas	gas	NOUN
alkej-889	283	24	consumption	consumption	NOUN
alkej-889	283	25	of	of	ADP
alkej-889	283	26	a	a	DET
alkej-889	283	27	residential	residential	ADJ
alkej-889	283	28	house	house	NOUN
alkej-889	283	29	in	in	ADP
alkej-889	283	30	canada	canada	PROPN
alkej-889	283	31	from	from	ADP
alkej-889	283	32	2012	2012	NUM
alkej-889	283	33	to	to	ADP
alkej-889	283	34	2014	2014	NUM
alkej-889	283	35	.	.	PUNCT
alkej-889	283	36	,	,	PUNCT
alkej-889	283	37	"	"	PUNCT
alkej-889	283	38	sci	sci	PROPN
alkej-889	283	39	data	data	PROPN
alkej-889	283	40	,	,	PUNCT
alkej-889	283	41	vol	vol	NOUN
alkej-889	283	42	.	.	PROPN
alkej-889	284	1	3	3	NUM
alkej-889	284	2	,	,	PUNCT
alkej-889	284	3	no	no	INTJ
alkej-889	284	4	.	.	NOUN
alkej-889	284	5	1	1	NUM
alkej-889	284	6	,	,	PUNCT
alkej-889	284	7	p.	p.	NOUN
alkej-889	284	8	160037	160037	NUM
alkej-889	284	9	,	,	PUNCT
alkej-889	284	10	2016	2016	NUM
alkej-889	284	11	.	.	PUNCT
alkej-889	285	1	[	[	X
alkej-889	285	2	12	12	NUM
alkej-889	285	3	]	]	PUNCT
alkej-889	285	4	t.	t.	PROPN
alkej-889	285	5	walter	walter	PROPN
alkej-889	285	6	,	,	PUNCT
alkej-889	285	7	p.	p.	NOUN
alkej-889	285	8	price	price	NOUN
alkej-889	285	9	and	and	CCONJ
alkej-889	285	10	.	.	PUNCT
alkej-889	285	11	m.	m.	PROPN
alkej-889	285	12	sohn	sohn	PROPN
alkej-889	285	13	,	,	PUNCT
alkej-889	285	14	"	"	PUNCT
alkej-889	285	15	uncertainty	uncertainty	NOUN
alkej-889	285	16	estimation	estimation	NOUN
alkej-889	285	17	improves	improve	VERB
alkej-889	285	18	energy	energy	NOUN
alkej-889	285	19	measurement	measurement	NOUN
alkej-889	285	20	and	and	CCONJ
alkej-889	285	21	verification	verification	NOUN
alkej-889	285	22	procedures	procedure	NOUN
alkej-889	285	23	.	.	PUNCT
alkej-889	286	1	,	,	PUNCT
alkej-889	286	2	"	"	PUNCT
alkej-889	286	3	applied	apply	VERB
alkej-889	286	4	energy	energy	NOUN
alkej-889	286	5	,	,	PUNCT
alkej-889	286	6	vol	vol	NOUN
alkej-889	286	7	.	.	PROPN
alkej-889	286	8	130	130	NUM
alkej-889	286	9	,	,	PUNCT
alkej-889	286	10	pp	pp	ADJ
alkej-889	286	11	.	.	PUNCT
alkej-889	287	1	230	230	NUM
alkej-889	287	2	-	-	SYM
alkej-889	287	3	236	236	NUM
alkej-889	287	4	,	,	PUNCT
alkej-889	287	5	2014	2014	NUM
alkej-889	287	6	.	.	PUNCT
alkej-889	288	1	[	[	X
alkej-889	288	2	13	13	NUM
alkej-889	288	3	]	]	X
alkej-889	288	4	d.	d.	PROPN
alkej-889	288	5	zhu	zhu	PROPN
alkej-889	288	6	,	,	PUNCT
alkej-889	288	7	t.	t.	PROPN
alkej-889	288	8	hong	hong	PROPN
alkej-889	288	9	,	,	PUNCT
alkej-889	288	10	d.	d.	PROPN
alkej-889	288	11	yan	yan	PROPN
alkej-889	288	12	and	and	CCONJ
alkej-889	288	13	.	.	PUNCT
alkej-889	289	1	c.	c.	PROPN
alkej-889	289	2	wang	wang	PROPN
alkej-889	289	3	,	,	PUNCT
alkej-889	289	4	"	"	PUNCT
alkej-889	289	5	september	september	PROPN
alkej-889	289	6	.	.	PUNCT
alkej-889	290	1	a	a	DET
alkej-889	290	2	detailed	detailed	ADJ
alkej-889	290	3	loads	load	NOUN
alkej-889	290	4	comparison	comparison	NOUN
alkej-889	290	5	of	of	ADP
alkej-889	290	6	three	three	NUM
alkej-889	290	7	building	build	VERB
alkej-889	290	8	energy	energy	NOUN
alkej-889	290	9	modeling	modeling	NOUN
alkej-889	290	10	programs	program	NOUN
alkej-889	290	11	:	:	PUNCT
alkej-889	290	12	energyplus	energyplus	ADJ
alkej-889	290	13	,	,	PUNCT
alkej-889	290	14	dest	dest	ADJ
alkej-889	290	15	and	and	CCONJ
alkej-889	290	16	doe-2.1	doe-2.1	VERB
alkej-889	290	17	e.	e.	PROPN
alkej-889	290	18	in	in	ADP
alkej-889	290	19	building	building	PROPN
alkej-889	290	20	simulation	simulation	NOUN
alkej-889	290	21	,	,	PUNCT
alkej-889	290	22	"	"	PUNCT
alkej-889	290	23	springer	springer	NOUN
alkej-889	290	24	berlin	berlin	PROPN
alkej-889	290	25	heidelberg	heidelberg	PROPN
alkej-889	290	26	,	,	PUNCT
alkej-889	290	27	vol	vol	NOUN
alkej-889	290	28	.	.	PROPN
alkej-889	290	29	6	6	NUM
alkej-889	290	30	,	,	PUNCT
alkej-889	290	31	pp	pp	ADJ
alkej-889	290	32	.	.	PUNCT
alkej-889	291	1	323	323	NUM
alkej-889	291	2	-	-	SYM
alkej-889	291	3	335	335	NUM
alkej-889	291	4	,	,	PUNCT
alkej-889	291	5	2013	2013	NUM
alkej-889	291	6	.	.	PUNCT
alkej-889	292	1	[	[	X
alkej-889	292	2	14	14	NUM
alkej-889	292	3	]	]	PUNCT
alkej-889	292	4	k.	k.	PROPN
alkej-889	292	5	li	li	PROPN
alkej-889	292	6	,	,	PUNCT
alkej-889	292	7	x.	x.	PROPN
alkej-889	292	8	xie	xie	PROPN
alkej-889	292	9	,	,	PUNCT
alkej-889	292	10	.	.	PUNCT
alkej-889	293	1	w.	w.	PROPN
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alkej-889	293	3	,	,	PUNCT
alkej-889	293	4	x.	x.	PROPN
alkej-889	293	5	dai	dai	PROPN
alkej-889	293	6	,	,	PUNCT
alkej-889	293	7	.	.	PUNCT
alkej-889	294	1	x.	x.	PROPN
alkej-889	294	2	chen	chen	PROPN
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alkej-889	294	4	x.	x.	PROPN
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alkej-889	294	6	,	,	PUNCT
alkej-889	294	7	"	"	PUNCT
alkej-889	294	8	a	a	DET
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alkej-889	294	11	-	-	PUNCT
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alkej-889	294	14	neural	neural	ADJ
alkej-889	294	15	network	network	NOUN
alkej-889	294	16	for	for	ADP
alkej-889	294	17	building	build	VERB
alkej-889	294	18	electrical	electrical	ADJ
alkej-889	294	19	energy	energy	NOUN
alkej-889	294	20	consumption	consumption	NOUN
alkej-889	294	21	prediction	prediction	NOUN
alkej-889	294	22	.	.	PUNCT
alkej-889	294	23	,	,	PUNCT
alkej-889	294	24	"	"	PUNCT
alkej-889	294	25	energy	energy	NOUN
alkej-889	294	26	and	and	CCONJ
alkej-889	294	27	buildings	building	NOUN
alkej-889	294	28	,	,	PUNCT
alkej-889	294	29	vol	vol	NOUN
alkej-889	294	30	.	.	PROPN
alkej-889	294	31	174	174	NUM
alkej-889	294	32	,	,	PUNCT
alkej-889	294	33	pp	pp	ADJ
alkej-889	294	34	.	.	PUNCT
alkej-889	295	1	323	323	NUM
alkej-889	295	2	-	-	SYM
alkej-889	295	3	334	334	NUM
alkej-889	295	4	,	,	PUNCT
alkej-889	295	5	2018	2018	NUM
alkej-889	295	6	.	.	PUNCT
alkej-889	296	1	[	[	X
alkej-889	296	2	15	15	NUM
alkej-889	296	3	]	]	X
alkej-889	296	4	m.	m.	NOUN
alkej-889	296	5	shen	shen	PROPN
alkej-889	296	6	,	,	PUNCT
alkej-889	296	7	h.	h.	PROPN
alkej-889	296	8	sun	sun	PROPN
alkej-889	296	9	and	and	CCONJ
alkej-889	296	10	.	.	PUNCT
alkej-889	297	1	y.	y.	PROPN
alkej-889	297	2	lu	lu	PROPN
alkej-889	297	3	,	,	PUNCT
alkej-889	297	4	"	"	PUNCT
alkej-889	297	5	household	household	NOUN
alkej-889	297	6	electricity	electricity	NOUN
alkej-889	297	7	consumption	consumption	NOUN
alkej-889	297	8	prediction	prediction	NOUN
alkej-889	297	9	under	under	ADP
alkej-889	297	10	multiple	multiple	ADJ
alkej-889	297	11	behavioural	behavioural	ADJ
alkej-889	297	12	intervention	intervention	NOUN
alkej-889	297	13	strategies	strategy	NOUN
alkej-889	297	14	)	)	PUNCT
alkej-889	297	15	2023(88	2023(88	NUM
alkej-889	297	16	-67	-67	NUM
alkej-889	297	17	,	,	PUNCT
alkej-889	297	18	p.p	p.p	PROPN
alkej-889	297	19	.	.	NOUN
alkej-889	297	20	4khwarizmi	4khwarizmi	NUM
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alkej-889	297	22	journal	journal	NOUN
alkej-889	297	23	,	,	PUNCT
alkej-889	297	24	vol	vol	NOUN
alkej-889	297	25	.	.	PROPN
alkej-889	297	26	19	19	NUM
alkej-889	297	27	,	,	PUNCT
alkej-889	297	28	no	no	INTJ
alkej-889	297	29	.	.	PUNCT
alkej-889	297	30	-al	-al	PROPN
alkej-889	298	1	reem	reem	PROPN
alkej-889	298	2	omar	omar	PROPN
alkej-889	298	3	mahdi	mahdi	PROPN
alkej-889	298	4	86	86	NUM
alkej-889	298	5	using	use	VERB
alkej-889	298	6	support	support	NOUN
alkej-889	298	7	vector	vector	NOUN
alkej-889	298	8	regression	regression	NOUN
alkej-889	298	9	.	.	PUNCT
alkej-889	299	1	,	,	PUNCT
alkej-889	299	2	"	"	PUNCT
alkej-889	299	3	energy	energy	NOUN
alkej-889	299	4	procedia	procedia	NOUN
alkej-889	299	5	,	,	PUNCT
alkej-889	299	6	vol	vol	NOUN
alkej-889	299	7	.	.	PROPN
alkej-889	299	8	142	142	NUM
alkej-889	299	9	,	,	PUNCT
alkej-889	299	10	pp	pp	ADJ
alkej-889	299	11	.	.	PUNCT
alkej-889	300	1	2734	2734	NUM
alkej-889	300	2	-	-	SYM
alkej-889	300	3	2739	2739	NUM
alkej-889	300	4	,	,	PUNCT
alkej-889	300	5	2017	2017	NUM
alkej-889	300	6	.	.	PUNCT
alkej-889	301	1	[	[	X
alkej-889	301	2	16	16	NUM
alkej-889	301	3	]	]	X
alkej-889	301	4	r.	r.	PROPN
alkej-889	301	5	jain	jain	PROPN
alkej-889	301	6	,	,	PUNCT
alkej-889	301	7	.	.	PUNCT
alkej-889	302	1	k.	k.	PROPN
alkej-889	302	2	smith	smith	PROPN
alkej-889	302	3	,	,	PUNCT
alkej-889	302	4	.	.	PUNCT
alkej-889	303	1	p.	p.	NOUN
alkej-889	303	2	culligan	culligan	PROPN
alkej-889	303	3	and	and	CCONJ
alkej-889	303	4	j.	j.	PROPN
alkej-889	303	5	taylor	taylor	PROPN
alkej-889	303	6	,	,	PUNCT
alkej-889	303	7	"	"	PUNCT
alkej-889	303	8	forecasting	forecast	VERB
alkej-889	303	9	energy	energy	NOUN
alkej-889	303	10	consumption	consumption	NOUN
alkej-889	303	11	of	of	ADP
alkej-889	303	12	multi	multi	ADJ
alkej-889	303	13	-	-	ADJ
alkej-889	303	14	family	family	ADJ
alkej-889	303	15	residential	residential	ADJ
alkej-889	303	16	buildings	building	NOUN
alkej-889	303	17	using	use	VERB
alkej-889	303	18	support	support	NOUN
alkej-889	303	19	vector	vector	NOUN
alkej-889	303	20	regression	regression	NOUN
alkej-889	303	21	:	:	PUNCT
alkej-889	303	22	investigating	investigate	VERB
alkej-889	303	23	the	the	DET
alkej-889	303	24	impact	impact	NOUN
alkej-889	303	25	of	of	ADP
alkej-889	303	26	temporal	temporal	ADJ
alkej-889	303	27	and	and	CCONJ
alkej-889	303	28	spatial	spatial	ADJ
alkej-889	303	29	monitoring	monitoring	NOUN
alkej-889	303	30	granularity	granularity	NOUN
alkej-889	303	31	on	on	ADP
alkej-889	303	32	performance	performance	NOUN
alkej-889	303	33	accuracy	accuracy	NOUN
alkej-889	303	34	.	.	PUNCT
alkej-889	304	1	,	,	PUNCT
alkej-889	304	2	"	"	PUNCT
alkej-889	304	3	applied	apply	VERB
alkej-889	304	4	energy	energy	NOUN
alkej-889	304	5	,	,	PUNCT
alkej-889	304	6	vol	vol	NOUN
alkej-889	304	7	.	.	NOUN
alkej-889	304	8	123	123	NUM
alkej-889	304	9	,	,	PUNCT
alkej-889	304	10	pp	pp	ADJ
alkej-889	304	11	.	.	PUNCT
alkej-889	305	1	168	168	NUM
alkej-889	305	2	-	-	SYM
alkej-889	305	3	178	178	NUM
alkej-889	305	4	,	,	PUNCT
alkej-889	305	5	2014	2014	NUM
alkej-889	305	6	.	.	PUNCT
alkej-889	306	1	[	[	X
alkej-889	306	2	17	17	NUM
alkej-889	306	3	]	]	PUNCT
alkej-889	306	4	a.	a.	NOUN
alkej-889	306	5	rahman	rahman	PROPN
alkej-889	306	6	,	,	PUNCT
alkej-889	306	7	v.	v.	PROPN
alkej-889	306	8	srikumar	srikumar	PROPN
alkej-889	306	9	and	and	CCONJ
alkej-889	306	10	.	.	PUNCT
alkej-889	306	11	a.	a.	PROPN
alkej-889	306	12	smith	smith	PROPN
alkej-889	306	13	,	,	PUNCT
alkej-889	306	14	"	"	PUNCT
alkej-889	306	15	predicting	predict	VERB
alkej-889	306	16	electricity	electricity	NOUN
alkej-889	306	17	consumption	consumption	NOUN
alkej-889	306	18	for	for	ADP
alkej-889	306	19	commercial	commercial	ADJ
alkej-889	306	20	and	and	CCONJ
alkej-889	306	21	residential	residential	ADJ
alkej-889	306	22	buildings	building	NOUN
alkej-889	306	23	using	use	VERB
alkej-889	306	24	deep	deep	ADJ
alkej-889	306	25	recurrent	recurrent	ADJ
alkej-889	306	26	neural	neural	ADJ
alkej-889	306	27	networks	network	NOUN
alkej-889	306	28	.	.	PUNCT
alkej-889	306	29	,	,	PUNCT
alkej-889	306	30	"	"	PUNCT
alkej-889	306	31	applied	apply	VERB
alkej-889	306	32	energy	energy	NOUN
alkej-889	306	33	,	,	PUNCT
alkej-889	306	34	vol	vol	NOUN
alkej-889	306	35	.	.	PROPN
alkej-889	306	36	212	212	NUM
alkej-889	306	37	,	,	PUNCT
alkej-889	306	38	pp	pp	ADJ
alkej-889	306	39	.	.	PUNCT
alkej-889	307	1	372	372	NUM
alkej-889	307	2	-	-	SYM
alkej-889	307	3	385	385	NUM
alkej-889	307	4	,	,	PUNCT
alkej-889	307	5	2018	2018	NUM
alkej-889	307	6	.	.	PUNCT
alkej-889	308	1	[	[	X
alkej-889	308	2	18	18	NUM
alkej-889	308	3	]	]	PUNCT
alkej-889	308	4	z.	z.	PROPN
alkej-889	308	5	wang	wang	PROPN
alkej-889	308	6	,	,	PUNCT
alkej-889	308	7	x.	x.	PROPN
alkej-889	308	8	liu	liu	PROPN
alkej-889	308	9	,	,	PUNCT
alkej-889	308	10	h.	h.	PROPN
alkej-889	308	11	shen	shen	PROPN
alkej-889	308	12	,	,	PUNCT
alkej-889	308	13	y.	y.	PROPN
alkej-889	308	14	wang	wang	PROPN
alkej-889	308	15	and	and	CCONJ
alkej-889	308	16	.	.	PUNCT
alkej-889	309	1	h.	h.	PROPN
alkej-889	309	2	li	li	PROPN
alkej-889	309	3	,	,	PUNCT
alkej-889	309	4	"	"	PUNCT
alkej-889	309	5	energy	energy	NOUN
alkej-889	309	6	performance	performance	NOUN
alkej-889	309	7	prediction	prediction	NOUN
alkej-889	309	8	of	of	ADP
alkej-889	309	9	vaporinjection	vaporinjection	NOUN
alkej-889	309	10	air	air	PROPN
alkej-889	309	11	source	source	PROPN
alkej-889	309	12	heat	heat	NOUN
alkej-889	309	13	pumps	pump	NOUN
alkej-889	309	14	in	in	ADP
alkej-889	309	15	residential	residential	ADJ
alkej-889	309	16	buildings	building	NOUN
alkej-889	309	17	using	use	VERB
alkej-889	309	18	a	a	DET
alkej-889	309	19	neural	neural	ADJ
alkej-889	309	20	network	network	NOUN
alkej-889	309	21	model	model	NOUN
alkej-889	309	22	.	.	PUNCT
alkej-889	309	23	,	,	PUNCT
alkej-889	309	24	"	"	PUNCT
alkej-889	309	25	energy	energy	NOUN
alkej-889	309	26	and	and	CCONJ
alkej-889	309	27	buildings	building	NOUN
alkej-889	309	28	,	,	PUNCT
alkej-889	309	29	vol	vol	NOUN
alkej-889	309	30	.	.	PROPN
alkej-889	309	31	228	228	NUM
alkej-889	309	32	,	,	PUNCT
alkej-889	309	33	p.	p.	NOUN
alkej-889	309	34	110499	110499	NUM
alkej-889	309	35	,	,	PUNCT
alkej-889	309	36	2020	2020	NUM
alkej-889	309	37	.	.	PUNCT
alkej-889	310	1	[	[	X
alkej-889	310	2	19	19	NUM
alkej-889	310	3	]	]	PUNCT
alkej-889	310	4	s.	s.	PROPN
alkej-889	310	5	e.	e.	PROPN
alkej-889	310	6	m.	m.	PROPN
alkej-889	310	7	c.	c.	PROPN
alkej-889	310	8	s.	s.	PROPN
alkej-889	310	9	n.	n.	PROPN
alkej-889	310	10	p.	p.	PROPN
alkej-889	310	11	k.	k.	PROPN
alkej-889	311	1	r.	r.	PROPN
alkej-889	311	2	l.	l.	PROPN
alkej-889	311	3	b.	b.	PROPN
alkej-889	311	4	a.	a.	PROPN
alkej-889	311	5	l.	l.	PROPN
alkej-889	311	6	c.	c.	PROPN
alkej-889	311	7	o.	o.	PROPN
alkej-889	311	8	paudel	paudel	PROPN
alkej-889	311	9	,	,	PUNCT
alkej-889	311	10	"	"	PUNCT
alkej-889	311	11	a	a	DET
alkej-889	311	12	relevant	relevant	ADJ
alkej-889	311	13	data	data	NOUN
alkej-889	311	14	selection	selection	NOUN
alkej-889	311	15	method	method	NOUN
alkej-889	311	16	for	for	ADP
alkej-889	311	17	energy	energy	NOUN
alkej-889	311	18	consumption	consumption	NOUN
alkej-889	311	19	prediction	prediction	NOUN
alkej-889	311	20	of	of	ADP
alkej-889	311	21	low	low	ADJ
alkej-889	311	22	energy	energy	NOUN
alkej-889	311	23	building	building	NOUN
alkej-889	311	24	based	base	VERB
alkej-889	311	25	on	on	ADP
alkej-889	311	26	support	support	NOUN
alkej-889	311	27	vector	vector	NOUN
alkej-889	311	28	machine	machine	NOUN
alkej-889	311	29	.	.	PUNCT
alkej-889	311	30	,	,	PUNCT
alkej-889	311	31	"	"	PUNCT
alkej-889	311	32	energy	energy	NOUN
alkej-889	311	33	and	and	CCONJ
alkej-889	311	34	buildings	building	NOUN
alkej-889	311	35	,	,	PUNCT
alkej-889	311	36	vol	vol	NOUN
alkej-889	311	37	.	.	PROPN
alkej-889	311	38	138	138	NUM
alkej-889	311	39	,	,	PUNCT
alkej-889	311	40	pp	pp	ADJ
alkej-889	311	41	.	.	PUNCT
alkej-889	312	1	240	240	NUM
alkej-889	312	2	-	-	SYM
alkej-889	312	3	256	256	NUM
alkej-889	312	4	,	,	PUNCT
alkej-889	312	5	2017	2017	NUM
alkej-889	312	6	.	.	PUNCT
alkej-889	313	1	[	[	X
alkej-889	313	2	20	20	NUM
alkej-889	313	3	]	]	PUNCT
alkej-889	313	4	t.	t.	PROPN
alkej-889	313	5	kim	kim	PROPN
alkej-889	313	6	and	and	CCONJ
alkej-889	313	7	s.	s.	PROPN
alkej-889	313	8	cho	cho	PROPN
alkej-889	313	9	,	,	PUNCT
alkej-889	313	10	"	"	PUNCT
alkej-889	313	11	predicting	predict	VERB
alkej-889	313	12	residential	residential	ADJ
alkej-889	313	13	energy	energy	NOUN
alkej-889	313	14	consumption	consumption	NOUN
alkej-889	313	15	using	use	VERB
alkej-889	313	16	cnn	cnn	PROPN
alkej-889	313	17	-	-	PUNCT
alkej-889	313	18	lstm	lstm	ADJ
alkej-889	313	19	neural	neural	ADJ
alkej-889	313	20	networks	network	NOUN
alkej-889	313	21	.	.	PUNCT
alkej-889	313	22	,	,	PUNCT
alkej-889	313	23	"	"	PUNCT
alkej-889	313	24	energy	energy	NOUN
alkej-889	313	25	,	,	PUNCT
alkej-889	313	26	vol	vol	NOUN
alkej-889	313	27	.	.	PROPN
alkej-889	313	28	182	182	NUM
alkej-889	313	29	,	,	PUNCT
alkej-889	313	30	pp	pp	ADJ
alkej-889	313	31	.	.	PUNCT
alkej-889	314	1	7281	7281	NUM
alkej-889	314	2	,	,	PUNCT
alkej-889	314	3	2019	2019	NUM
alkej-889	314	4	.	.	PUNCT
alkej-889	315	1	[	[	X
alkej-889	315	2	21	21	NUM
alkej-889	315	3	]	]	X
alkej-889	315	4	d.	d.	PROPN
alkej-889	315	5	bui	bui	PROPN
alkej-889	315	6	,	,	PUNCT
alkej-889	315	7	t.	t.	NOUN
alkej-889	315	8	nguyen	nguyen	NOUN
alkej-889	315	9	,	,	PUNCT
alkej-889	315	10	.	.	PUNCT
alkej-889	316	1	t.	t.	PROPN
alkej-889	316	2	ngo	ngo	PROPN
alkej-889	316	3	and	and	CCONJ
alkej-889	316	4	h.	h.	PROPN
alkej-889	316	5	nguyenxuan	nguyenxuan	PROPN
alkej-889	316	6	,	,	PUNCT
alkej-889	316	7	"	"	PUNCT
alkej-889	316	8	[	[	X
alkej-889	316	9	24	24	NUM
alkej-889	316	10	]	]	X
alkej-889	316	11	bui	bui	NOUN
alkej-889	316	12	,	,	PUNCT
alkej-889	316	13	d.k	d.k	PROPN
alkej-889	316	14	.	.	PROPN
alkej-889	316	15	,	,	PUNCT
alkej-889	316	16	nguyen	nguyen	PROPN
alkej-889	316	17	,	,	PUNCT
alkej-889	316	18	t.n	t.n	PROPN
alkej-889	316	19	.	.	PROPN
alkej-889	316	20	,	,	PUNCT
alkej-889	316	21	ngo	ngo	PROPN
alkej-889	316	22	,	,	PUNCT
alkej-889	316	23	t.d	t.d	PROPN
alkej-889	316	24	.	.	PROPN
alkej-889	316	25	and	and	CCONJ
alkej-889	316	26	nguyen	nguyen	PROPN
alkej-889	316	27	-	-	PUNCT
alkej-889	316	28	xuan	xuan	PROPN
alkej-889	316	29	,	,	PUNCT
alkej-889	316	30	h.	h.	PROPN
alkej-889	316	31	,	,	PUNCT
alkej-889	316	32	2020	2020	NUM
alkej-889	316	33	.	.	PUNCT
alkej-889	317	1	an	an	DET
alkej-889	317	2	artificial	artificial	ADJ
alkej-889	317	3	neural	neural	ADJ
alkej-889	317	4	network	network	NOUN
alkej-889	317	5	(	(	PUNCT
alkej-889	317	6	ann	ann	PROPN
alkej-889	317	7	)	)	PUNCT
alkej-889	317	8	expert	expert	NOUN
alkej-889	317	9	system	system	NOUN
alkej-889	317	10	enhanced	enhance	VERB
alkej-889	317	11	with	with	ADP
alkej-889	317	12	the	the	DET
alkej-889	317	13	electromagnetismbased	electromagnetismbase	VERB
alkej-889	317	14	firefly	firefly	NOUN
alkej-889	317	15	algorithm	algorithm	NOUN
alkej-889	317	16	(	(	PUNCT
alkej-889	317	17	efa	efa	PROPN
alkej-889	317	18	)	)	PUNCT
alkej-889	317	19	for	for	ADP
alkej-889	317	20	predicting	predict	VERB
alkej-889	317	21	the	the	DET
alkej-889	317	22	energy	energy	NOUN
alkej-889	317	23	consumption	consumption	NOUN
alkej-889	317	24	in	in	ADP
alkej-889	317	25	buildings	building	NOUN
alkej-889	317	26	.	.	PUNCT
alkej-889	317	27	,	,	PUNCT
alkej-889	317	28	"	"	PUNCT
alkej-889	317	29	energy	energy	NOUN
alkej-889	317	30	,	,	PUNCT
alkej-889	317	31	vol	vol	NOUN
alkej-889	317	32	.	.	PROPN
alkej-889	317	33	190	190	NUM
alkej-889	317	34	,	,	PUNCT
alkej-889	317	35	p.	p.	NOUN
alkej-889	317	36	116370	116370	NUM
alkej-889	317	37	,	,	PUNCT
alkej-889	317	38	2020	2020	NUM
alkej-889	317	39	.	.	PUNCT
alkej-889	318	1	[	[	X
alkej-889	318	2	22	22	NUM
alkej-889	318	3	]	]	PUNCT
alkej-889	318	4	z.	z.	PROPN
alkej-889	318	5	guo	guo	PROPN
alkej-889	318	6	,	,	PUNCT
alkej-889	318	7	h.	h.	PROPN
alkej-889	318	8	moayedi	moayedi	PROPN
alkej-889	318	9	,	,	PUNCT
alkej-889	318	10	.	.	PUNCT
alkej-889	319	1	l.	l.	PROPN
alkej-889	319	2	foong	foong	PROPN
alkej-889	319	3	and	and	CCONJ
alkej-889	319	4	.	.	PUNCT
alkej-889	320	1	m.	m.	NOUN
alkej-889	320	2	bahiraei	bahiraei	PROPN
alkej-889	320	3	,	,	PUNCT
alkej-889	320	4	"	"	PUNCT
alkej-889	320	5	optimal	optimal	ADJ
alkej-889	320	6	modification	modification	NOUN
alkej-889	320	7	of	of	ADP
alkej-889	320	8	heating	heating	NOUN
alkej-889	320	9	,	,	PUNCT
alkej-889	320	10	ventilation	ventilation	NOUN
alkej-889	320	11	,	,	PUNCT
alkej-889	320	12	and	and	CCONJ
alkej-889	320	13	air	air	NOUN
alkej-889	320	14	conditioning	conditioning	NOUN
alkej-889	320	15	system	system	NOUN
alkej-889	320	16	performances	performance	NOUN
alkej-889	320	17	in	in	ADP
alkej-889	320	18	residential	residential	ADJ
alkej-889	320	19	buildings	building	NOUN
alkej-889	320	20	using	use	VERB
alkej-889	320	21	the	the	DET
alkej-889	320	22	integration	integration	NOUN
alkej-889	320	23	of	of	ADP
alkej-889	320	24	metaheuristic	metaheuristic	ADJ
alkej-889	320	25	optimization	optimization	NOUN
alkej-889	320	26	and	and	CCONJ
alkej-889	320	27	neural	neural	ADJ
alkej-889	320	28	computing	computing	NOUN
alkej-889	320	29	.	.	PUNCT
alkej-889	320	30	,	,	PUNCT
alkej-889	320	31	"	"	PUNCT
alkej-889	320	32	energy	energy	NOUN
alkej-889	320	33	and	and	CCONJ
alkej-889	320	34	building	building	NOUN
alkej-889	320	35	,	,	PUNCT
alkej-889	320	36	vol	vol	NOUN
alkej-889	320	37	.	.	PROPN
alkej-889	321	1	214	214	NUM
alkej-889	321	2	,	,	PUNCT
alkej-889	321	3	p.	p.	NOUN
alkej-889	321	4	109866	109866	NUM
alkej-889	321	5	,	,	PUNCT
alkej-889	321	6	2020	2020	NUM
alkej-889	321	7	.	.	PUNCT
alkej-889	322	1	[	[	X
alkej-889	322	2	23	23	NUM
alkej-889	322	3	]	]	PUNCT
alkej-889	322	4	j.	j.	PROPN
alkej-889	322	5	valbé	valbé	PROPN
alkej-889	322	6	,	,	PUNCT
alkej-889	322	7	m.	m.	NOUN
alkej-889	322	8	martí	martí	NOUN
alkej-889	322	9	,	,	PUNCT
alkej-889	322	10	.	.	PUNCT
alkej-889	323	1	p.	p.	PROPN
alkej-889	323	2	casanovas	casanovas	PROPN
alkej-889	323	3	,	,	PUNCT
alkej-889	323	4	a.	a.	PROPN
alkej-889	323	5	jakulin	jakulin	PROPN
alkej-889	323	6	,	,	PUNCT
alkej-889	323	7	d.	d.	PROPN
alkej-889	323	8	mladenic	mladenic	PROPN
alkej-889	323	9	and	and	CCONJ
alkej-889	323	10	b.	b.	PROPN
alkej-889	323	11	fortuna	fortuna	PROPN
alkej-889	323	12	,	,	PUNCT
alkej-889	323	13	"	"	PUNCT
alkej-889	323	14	stemming	stemming	NOUN
alkej-889	323	15	and	and	CCONJ
alkej-889	323	16	lemmatisation	lemmatisation	NOUN
alkej-889	323	17	:	:	PUNCT
alkej-889	323	18	improving	improve	VERB
alkej-889	323	19	knowledge	knowledge	NOUN
alkej-889	323	20	management	management	NOUN
alkej-889	323	21	through	through	ADP
alkej-889	323	22	language	language	NOUN
alkej-889	323	23	processing	processing	NOUN
alkej-889	323	24	techniques	technique	NOUN
alkej-889	323	25	.	.	PUNCT
alkej-889	323	26	,	,	PUNCT
alkej-889	323	27	"	"	PUNCT
alkej-889	323	28	stemming	stemming	NOUN
alkej-889	323	29	and	and	CCONJ
alkej-889	323	30	lemmatisation	lemmatisation	NOUN
alkej-889	323	31	,	,	PUNCT
alkej-889	323	32	pp	pp	ADJ
alkej-889	323	33	.	.	PUNCT
alkej-889	324	1	1000	1000	NUM
alkej-889	324	2	-	-	SYM
alkej-889	324	3	1016	1016	NUM
alkej-889	324	4	,	,	PUNCT
alkej-889	324	5	2007	2007	NUM
alkej-889	324	6	.	.	PUNCT
alkej-889	325	1	[	[	X
alkej-889	325	2	24	24	NUM
alkej-889	325	3	]	]	PUNCT
alkej-889	325	4	b.	b.	PROPN
alkej-889	325	5	chegari	chegari	PROPN
alkej-889	325	6	,	,	PUNCT
alkej-889	325	7	.	.	PUNCT
alkej-889	325	8	m.	m.	PROPN
alkej-889	325	9	tabaa	tabaa	PROPN
alkej-889	325	10	,	,	PUNCT
alkej-889	325	11	e.	e.	PROPN
alkej-889	325	12	simeu	simeu	PROPN
alkej-889	325	13	,	,	PUNCT
alkej-889	325	14	f.	f.	PROPN
alkej-889	325	15	moutaouakkil	moutaouakkil	PROPN
alkej-889	325	16	and	and	CCONJ
alkej-889	325	17	h.	h.	PROPN
alkej-889	325	18	medromi	medromi	NOUN
alkej-889	325	19	,	,	PUNCT
alkej-889	325	20	"	"	PUNCT
alkej-889	325	21	multiobjective	multiobjective	ADJ
alkej-889	325	22	optimization	optimization	NOUN
alkej-889	325	23	of	of	ADP
alkej-889	325	24	building	build	VERB
alkej-889	325	25	energy	energy	NOUN
alkej-889	325	26	performance	performance	NOUN
alkej-889	325	27	and	and	CCONJ
alkej-889	325	28	indoor	indoor	ADJ
alkej-889	325	29	thermal	thermal	ADJ
alkej-889	325	30	comfort	comfort	NOUN
alkej-889	325	31	by	by	ADP
alkej-889	325	32	combining	combine	VERB
alkej-889	325	33	artificial	artificial	ADJ
alkej-889	325	34	neural	neural	ADJ
alkej-889	325	35	networks	network	NOUN
alkej-889	325	36	and	and	CCONJ
alkej-889	325	37	metaheuristic	metaheuristic	ADJ
alkej-889	325	38	algorithms	algorithm	NOUN
alkej-889	325	39	.	.	PUNCT
alkej-889	325	40	,	,	PUNCT
alkej-889	325	41	"	"	PUNCT
alkej-889	325	42	energy	energy	NOUN
alkej-889	325	43	and	and	CCONJ
alkej-889	325	44	building	building	NOUN
alkej-889	325	45	,	,	PUNCT
alkej-889	325	46	vol	vol	NOUN
alkej-889	325	47	.	.	PROPN
alkej-889	325	48	239	239	NUM
alkej-889	325	49	,	,	PUNCT
alkej-889	325	50	p.	p.	NOUN
alkej-889	325	51	110839	110839	NUM
alkej-889	325	52	,	,	PUNCT
alkej-889	325	53	2021	2021	NUM
alkej-889	325	54	.	.	PUNCT
alkej-889	326	1	[	[	X
alkej-889	326	2	25	25	NUM
alkej-889	326	3	]	]	PUNCT
alkej-889	326	4	k.	k.	PROPN
alkej-889	326	5	das	das	PROPN
alkej-889	326	6	and	and	CCONJ
alkej-889	326	7	.	.	PUNCT
alkej-889	326	8	r.	r.	PROPN
alkej-889	326	9	behera	behera	PROPN
alkej-889	326	10	,	,	PUNCT
alkej-889	326	11	"	"	PUNCT
alkej-889	326	12	a	a	DET
alkej-889	326	13	survey	survey	NOUN
alkej-889	326	14	on	on	ADP
alkej-889	326	15	machine	machine	NOUN
alkej-889	326	16	learning	learning	NOUN
alkej-889	326	17	:	:	PUNCT
alkej-889	326	18	concept	concept	NOUN
alkej-889	326	19	,	,	PUNCT
alkej-889	326	20	algorithms	algorithm	NOUN
alkej-889	326	21	and	and	CCONJ
alkej-889	326	22	applications	application	NOUN
alkej-889	326	23	.	.	PUNCT
alkej-889	326	24	,	,	PUNCT
alkej-889	326	25	"	"	PUNCT
alkej-889	326	26	international	international	ADJ
alkej-889	326	27	journal	journal	NOUN
alkej-889	326	28	of	of	ADP
alkej-889	326	29	innovative	innovative	ADJ
alkej-889	326	30	research	research	NOUN
alkej-889	326	31	in	in	ADP
alkej-889	326	32	computer	computer	NOUN
alkej-889	326	33	and	and	CCONJ
alkej-889	326	34	communication	communication	NOUN
alkej-889	326	35	engineering	engineering	NOUN
alkej-889	326	36	,	,	PUNCT
alkej-889	326	37	vol	vol	NOUN
alkej-889	326	38	.	.	PROPN
alkej-889	326	39	5	5	NUM
alkej-889	326	40	,	,	PUNCT
alkej-889	326	41	no	no	INTJ
alkej-889	326	42	.	.	NOUN
alkej-889	326	43	2	2	NUM
alkej-889	326	44	,	,	PUNCT
alkej-889	326	45	pp	pp	ADJ
alkej-889	326	46	.	.	PUNCT
alkej-889	327	1	1301	1301	NUM
alkej-889	327	2	-	-	SYM
alkej-889	327	3	1309	1309	NUM
alkej-889	327	4	,	,	PUNCT
alkej-889	327	5	2017	2017	NUM
alkej-889	327	6	.	.	PUNCT
alkej-889	328	1	[	[	X
alkej-889	328	2	26	26	NUM
alkej-889	328	3	]	]	X
alkej-889	328	4	v.	v.	PROPN
alkej-889	328	5	v.k	v.k	PROPN
alkej-889	328	6	.	.	PROPN
alkej-889	328	7	,	,	PUNCT
alkej-889	328	8	the	the	DET
alkej-889	328	9	hundred	hundred	NUM
alkej-889	328	10	-	-	PUNCT
alkej-889	328	11	page	page	NOUN
alkej-889	328	12	machine	machine	NOUN
alkej-889	328	13	learning	learning	NOUN
alkej-889	328	14	book	book	NOUN
alkej-889	328	15	.	.	PUNCT
alkej-889	328	16	,	,	PUNCT
alkej-889	328	17	quebec	quebec	PROPN
alkej-889	328	18	city	city	PROPN
alkej-889	328	19	,	,	PUNCT
alkej-889	328	20	canada	canada	PROPN
alkej-889	328	21	:	:	PUNCT
alkej-889	328	22	andriy	andriy	PROPN
alkej-889	328	23	burkov	burkov	PROPN
alkej-889	328	24	,	,	PUNCT
alkej-889	328	25	2020	2020	NUM
alkej-889	328	26	.	.	PUNCT
alkej-889	329	1	[	[	X
alkej-889	329	2	27	27	NUM
alkej-889	329	3	]	]	X
alkej-889	329	4	"	"	PUNCT
alkej-889	329	5	user	user	NOUN
alkej-889	329	6	guide	guide	NOUN
alkej-889	329	7	of	of	ADP
alkej-889	329	8	scikit	scikit	NOUN
alkej-889	329	9	learn	learn	VERB
alkej-889	329	10	,	,	PUNCT
alkej-889	329	11	"	"	PUNCT
alkej-889	330	1	[	[	X
alkej-889	330	2	online	online	X
alkej-889	330	3	]	]	X
alkej-889	330	4	.	.	PUNCT
alkej-889	331	1	available	available	ADJ
alkej-889	331	2	:	:	PUNCT
alkej-889	331	3	https://scikitlearn.org/0.21/_downloads/scikit-learndocs.pdf	https://scikitlearn.org/0.21/_downloads/scikit-learndocs.pdf	X
alkej-889	331	4	.	.	PUNCT
alkej-889	332	1	[	[	X
alkej-889	332	2	28	28	NUM
alkej-889	332	3	]	]	X
alkej-889	332	4	"	"	PUNCT
alkej-889	332	5	user	user	NOUN
alkej-889	332	6	guide	guide	NOUN
alkej-889	332	7	of	of	ADP
alkej-889	332	8	tenser	tense	ADJ
alkej-889	332	9	flow	flow	NOUN
alkej-889	332	10	,	,	PUNCT
alkej-889	332	11	"	"	PUNCT
alkej-889	333	1	[	[	X
alkej-889	333	2	online	online	X
alkej-889	333	3	]	]	X
alkej-889	333	4	.	.	PUNCT
alkej-889	334	1	available	available	ADJ
alkej-889	334	2	:	:	PUNCT
alkej-889	334	3	https://www.tutorialspoint.com/tensorflow/t	https://www.tutorialspoint.com/tensorflow/t	ADJ
alkej-889	334	4	ensorflow_tutorial.pdf	ensorflow_tutorial.pdf	NOUN
alkej-889	334	5	.	.	PUNCT
alkej-889	335	1	[	[	X
alkej-889	335	2	29	29	NUM
alkej-889	335	3	]	]	X
alkej-889	335	4	"	"	PUNCT
alkej-889	335	5	user	user	NOUN
alkej-889	335	6	guide	guide	NOUN
alkej-889	335	7	of	of	ADP
alkej-889	335	8	pytorch	pytorch	NOUN
alkej-889	335	9	,	,	PUNCT
alkej-889	335	10	"	"	PUNCT
alkej-889	336	1	[	[	X
alkej-889	336	2	online	online	X
alkej-889	336	3	]	]	X
alkej-889	336	4	.	.	PUNCT
alkej-889	337	1	available	available	ADJ
alkej-889	337	2	:	:	PUNCT
alkej-889	337	3	https://web.cs.ucdavis.edu/~yjlee/teaching/e	https://web.cs.ucdavis.edu/~yjlee/teaching/e	X
alkej-889	337	4	cs289gwinter2018	cs289gwinter2018	NOUN
alkej-889	337	5	/	/	SYM
alkej-889	337	6	pytorch_tutorial.pdf	pytorch_tutorial.pdf	NOUN
alkej-889	337	7	.	.	PUNCT
alkej-889	338	1	[	[	X
alkej-889	338	2	30	30	NUM
alkej-889	338	3	]	]	X
alkej-889	338	4	"	"	PUNCT
alkej-889	338	5	user	user	NOUN
alkej-889	338	6	guide	guide	NOUN
alkej-889	338	7	of	of	ADP
alkej-889	338	8	keras	keras	PROPN
alkej-889	338	9	,	,	PUNCT
alkej-889	338	10	"	"	PUNCT
alkej-889	339	1	[	[	X
alkej-889	339	2	online	online	X
alkej-889	339	3	]	]	X
alkej-889	339	4	.	.	PUNCT
alkej-889	340	1	available	available	ADJ
alkej-889	340	2	:	:	PUNCT
alkej-889	341	1	https://www.tutorialspoint.com/keras/keras	https://www.tutorialspoint.com/keras/kera	NOUN
alkej-889	341	2	_	_	PUNCT
alkej-889	341	3	tutorial.pdf	tutorial.pdf	X
alkej-889	341	4	.	.	PUNCT
alkej-889	342	1	[	[	X
alkej-889	342	2	31	31	NUM
alkej-889	342	3	]	]	X
alkej-889	342	4	iraqiclimate	iraqiclimate	NOUN
alkej-889	342	5	,	,	PUNCT
alkej-889	342	6	"	"	PUNCT
alkej-889	343	1	[	[	X
alkej-889	343	2	online	online	X
alkej-889	343	3	]	]	X
alkej-889	343	4	.	.	PUNCT
alkej-889	344	1	available	available	ADJ
alkej-889	344	2	:	:	PUNCT
alkej-889	344	3	https://www.climatestotravel.com/climate/ir	https://www.climatestotravel.com/climate/ir	NOUN
alkej-889	344	4	aq#baghdad	aq#baghdad	NOUN
alkej-889	344	5	.	.	PUNCT
alkej-889	345	1	[	[	X
alkej-889	345	2	32	32	NUM
alkej-889	345	3	]	]	X
alkej-889	345	4	y.	y.	PROPN
alkej-889	345	5	geng	geng	PROPN
alkej-889	345	6	,	,	PUNCT
alkej-889	345	7	w.	w.	PROPN
alkej-889	345	8	ji	ji	PROPN
alkej-889	345	9	,	,	PUNCT
alkej-889	345	10	b.	b.	PROPN
alkej-889	345	11	lin	lin	PROPN
alkej-889	345	12	,	,	PUNCT
alkej-889	345	13	j.	j.	PROPN
alkej-889	345	14	hong	hong	PROPN
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alkej-889	345	16	y.	y.	PROPN
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alkej-889	345	18	,	,	PUNCT
alkej-889	345	19	"	"	PUNCT
alkej-889	345	20	building	build	VERB
alkej-889	345	21	energy	energy	NOUN
alkej-889	345	22	performance	performance	NOUN
alkej-889	345	23	diagnosis	diagnosis	NOUN
alkej-889	345	24	using	use	VERB
alkej-889	345	25	energy	energy	NOUN
alkej-889	345	26	bills	bill	NOUN
alkej-889	345	27	and	and	CCONJ
alkej-889	345	28	weather	weather	NOUN
alkej-889	345	29	data	datum	NOUN
alkej-889	345	30	.	.	PUNCT
alkej-889	345	31	,	,	PUNCT
alkej-889	345	32	"	"	PUNCT
alkej-889	345	33	energy	energy	NOUN
alkej-889	345	34	and	and	CCONJ
alkej-889	345	35	buildings	building	NOUN
alkej-889	345	36	,	,	PUNCT
alkej-889	345	37	vol	vol	NOUN
alkej-889	345	38	.	.	PROPN
alkej-889	345	39	172	172	NUM
alkej-889	345	40	,	,	PUNCT
alkej-889	345	41	pp	pp	ADJ
alkej-889	345	42	.	.	PUNCT
alkej-889	346	1	181	181	NUM
alkej-889	346	2	-	-	SYM
alkej-889	346	3	191	191	NUM
alkej-889	346	4	,	,	PUNCT
alkej-889	346	5	2018	2018	NUM
alkej-889	346	6	.	.	PUNCT
alkej-889	347	1	[	[	X
alkej-889	347	2	33	33	NUM
alkej-889	347	3	]	]	PUNCT
alkej-889	347	4	j.	j.	PROPN
alkej-889	347	5	kočí	kočí	PROPN
alkej-889	347	6	,	,	PUNCT
alkej-889	347	7	v.	v.	ADP
alkej-889	347	8	kočí	kočí	PROPN
alkej-889	347	9	,	,	PUNCT
alkej-889	347	10	j.	j.	PROPN
alkej-889	347	11	maděra	maděra	PROPN
alkej-889	347	12	and	and	CCONJ
alkej-889	347	13	.	.	PUNCT
alkej-889	348	1	r.	r.	PROPN
alkej-889	348	2	černý	černý	PROPN
alkej-889	348	3	,	,	PUNCT
alkej-889	348	4	"	"	PUNCT
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alkej-889	348	10	sets	set	NOUN
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alkej-889	348	26	.	.	PUNCT
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alkej-889	348	28	"	"	PUNCT
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alkej-889	348	32	energy	energy	NOUN
alkej-889	348	33	reviews	review	NOUN
alkej-889	348	34	,	,	PUNCT
alkej-889	348	35	vol	vol	NOUN
alkej-889	348	36	.	.	PROPN
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alkej-889	348	38	,	,	PUNCT
alkej-889	348	39	pp	pp	ADJ
alkej-889	348	40	.	.	PUNCT
alkej-889	349	1	22	22	NUM
alkej-889	349	2	-	-	SYM
alkej-889	349	3	32	32	NUM
alkej-889	349	4	,	,	PUNCT
alkej-889	349	5	2019	2019	NUM
alkej-889	349	6	.	.	PUNCT
alkej-889	350	1	[	[	X
alkej-889	350	2	34	34	NUM
alkej-889	350	3	]	]	PUNCT
alkej-889	350	4	"	"	PUNCT
alkej-889	350	5	scikit	scikit	NOUN
alkej-889	350	6	learn	learn	VERB
alkej-889	350	7	documentation	documentation	NOUN
alkej-889	350	8	,	,	PUNCT
alkej-889	350	9	"	"	PUNCT
alkej-889	351	1	[	[	X
alkej-889	351	2	online	online	X
alkej-889	351	3	]	]	X
alkej-889	351	4	.	.	PUNCT
alkej-889	352	1	available	available	ADJ
alkej-889	352	2	:	:	PUNCT
alkej-889	352	3	1	1	X
alkej-889	352	4	.	.	X
alkej-889	352	5	supervised	supervised	ADJ
alkej-889	352	6	learning	learning	NOUN
alkej-889	352	7	—	—	PUNCT
alkej-889	352	8	scikitlearn	scikitlearn	VERB
alkej-889	352	9	1.2.2	1.2.2	NUM
alkej-889	352	10	documentation	documentation	NOUN
alkej-889	352	11	.	.	PUNCT
alkej-889	353	1	[	[	X
alkej-889	353	2	35	35	NUM
alkej-889	353	3	]	]	X
alkej-889	353	4	s.	s.	PROPN
alkej-889	353	5	asadi	asadi	PROPN
alkej-889	353	6	,	,	PUNCT
alkej-889	353	7	s.	s.	PROPN
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alkej-889	353	10	m.	m.	PROPN
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alkej-889	353	12	,	,	PUNCT
alkej-889	353	13	"	"	PUNCT
alkej-889	353	14	on	on	ADP
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alkej-889	353	17	of	of	ADP
alkej-889	353	18	multi	multi	ADJ
alkej-889	353	19	-	-	ADJ
alkej-889	353	20	linear	linear	ADJ
alkej-889	353	21	regression	regression	NOUN
alkej-889	353	22	analysis	analysis	NOUN
alkej-889	353	23	to	to	PART
alkej-889	353	24	assess	assess	VERB
alkej-889	353	25	energy	energy	NOUN
alkej-889	353	26	consumption	consumption	NOUN
alkej-889	353	27	in	in	ADP
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alkej-889	353	30	stages	stage	NOUN
alkej-889	353	31	of	of	ADP
alkej-889	353	32	building	build	VERB
alkej-889	353	33	design	design	NOUN
alkej-889	353	34	.	.	PUNCT
alkej-889	353	35	,	,	PUNCT
alkej-889	353	36	"	"	PUNCT
alkej-889	353	37	energy	energy	NOUN
alkej-889	353	38	and	and	CCONJ
alkej-889	353	39	buildings	building	NOUN
alkej-889	353	40	,	,	PUNCT
alkej-889	353	41	vol	vol	NOUN
alkej-889	353	42	.	.	PROPN
alkej-889	353	43	85	85	NUM
alkej-889	353	44	,	,	PUNCT
alkej-889	353	45	pp	pp	ADJ
alkej-889	353	46	.	.	PUNCT
alkej-889	354	1	246	246	NUM
alkej-889	354	2	-	-	SYM
alkej-889	354	3	255	255	NUM
alkej-889	354	4	,	,	PUNCT
alkej-889	354	5	2014	2014	NUM
alkej-889	354	6	.	.	PUNCT
alkej-889	355	1	[	[	X
alkej-889	355	2	36	36	NUM
alkej-889	355	3	]	]	PUNCT
alkej-889	355	4	x.	x.	PROPN
alkej-889	355	5	liu	liu	PROPN
alkej-889	355	6	,	,	PUNCT
alkej-889	355	7	n.	n.	PROPN
alkej-889	355	8	iftikhar	iftikhar	PROPN
alkej-889	355	9	,	,	PUNCT
alkej-889	355	10	h.	h.	PROPN
alkej-889	355	11	huo	huo	PROPN
alkej-889	355	12	,	,	PUNCT
alkej-889	355	13	.	.	PUNCT
alkej-889	356	1	r.	r.	PROPN
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alkej-889	359	10	h.	h.	PROPN
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alkej-889	360	43	,	,	PUNCT
alkej-889	360	44	vol	vol	NOUN
alkej-889	360	45	.	.	NOUN
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alkej-889	361	4	,	,	PUNCT
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alkej-889	362	1	[	[	X
alkej-889	362	2	38	38	NUM
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alkej-889	362	16	design	design	NOUN
alkej-889	362	17	in	in	ADP
alkej-889	362	18	office	office	NOUN
alkej-889	362	19	buildings	building	NOUN
alkej-889	362	20	by	by	ADP
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alkej-889	362	24	,	,	PUNCT
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alkej-889	362	30	vol	vol	NOUN
alkej-889	362	31	.	.	PROPN
alkej-889	362	32	182	182	NUM
alkej-889	362	33	,	,	PUNCT
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alkej-889	362	37	-	-	SYM
alkej-889	362	38	273	273	NUM
alkej-889	362	39	,	,	PUNCT
alkej-889	362	40	2019	2019	NUM
alkej-889	362	41	.	.	PUNCT
alkej-889	363	1	[	[	X
alkej-889	363	2	39	39	NUM
alkej-889	363	3	]	]	PUNCT
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alkej-889	363	6	,	,	PUNCT
alkej-889	363	7	.	.	PUNCT
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alkej-889	364	11	a.	a.	PROPN
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alkej-889	364	28	a	a	DET
alkej-889	364	29	large	large	ADJ
alkej-889	364	30	multi	multi	ADJ
alkej-889	364	31	-	-	ADJ
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alkej-889	364	33	university	university	NOUN
alkej-889	364	34	setting	setting	NOUN
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alkej-889	364	36	,	,	PUNCT
alkej-889	364	37	"	"	PUNCT
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alkej-889	364	40	2022	2022	NUM
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alkej-889	364	48	)	)	PUNCT
alkej-889	364	49	,	,	PUNCT
alkej-889	364	50	2022	2022	NUM
alkej-889	364	51	,	,	PUNCT
alkej-889	364	52	july	july	PROPN
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alkej-889	365	3	]	]	PUNCT
alkej-889	365	4	a.	a.	PROPN
alkej-889	365	5	cameron	cameron	PROPN
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alkej-889	365	8	windmeijer	windmeijer	PROPN
alkej-889	365	9	,	,	PUNCT
alkej-889	365	10	"	"	PUNCT
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alkej-889	365	14	of	of	ADP
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alkej-889	365	16	of	of	ADP
alkej-889	365	17	fit	fit	NOUN
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alkej-889	365	20	common	common	ADJ
alkej-889	365	21	nonlinear	nonlinear	ADJ
alkej-889	365	22	regression	regression	NOUN
alkej-889	365	23	models	model	NOUN
alkej-889	365	24	.	.	PUNCT
alkej-889	365	25	,	,	PUNCT
alkej-889	365	26	"	"	PUNCT
alkej-889	365	27	journal	journal	NOUN
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alkej-889	365	29	econometrics	econometric	NOUN
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alkej-889	366	32	بغداد	بغداد	PROPN
alkej-889	366	33	،	،	PROPN
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alkej-889	366	36	*	*	PROPN
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alkej-889	366	39	خضير	خضير	PROPN
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alkej-889	366	41	ريم	ريم	NOUN
alkej-889	366	42	عمر	عمر	PROPN
alkej-889	366	43	مهدي	مهدي	PROPN
alkej-889	366	44	كلية	كلية	PROPN
alkej-889	366	45	الهندسة	الهندسة	VERB
alkej-889	366	46	الخوارزمي/	الخوارزمي/	NUM
alkej-889	366	47	جامعة	جامعة	NOUN
alkej-889	366	48	بغداد	بغداد	PROPN
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alkej-889	366	50	قسم	قسم	PROPN
alkej-889	366	51	الهندسة	الهندسة	VERB
alkej-889	366	52	*	*	PROPN
alkej-889	366	53	*	*	NOUN
alkej-889	366	54	،	،	X
alkej-889	366	55	*	*	PUNCT
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alkej-889	367	4	االلكتروني	االلكتروني	NOUN
alkej-889	367	5	*	*	PUNCT
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alkej-889	368	9	والتبريد	والتبريد	PROPN
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alkej-889	368	12	السكان	السكان	PROPN
alkej-889	368	13	،	،	PROPN
alkej-889	368	14	واستدامة	واستدامة	PROPN
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alkej-889	369	4	الطاقة	الطاقة	PROPN
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alkej-889	369	6	جميع	جميع	VERB
alkej-889	369	7	40تمثل	40تمثل	NOUN
alkej-889	369	8	المباني	المباني	PROPN
alkej-889	369	9	.	.	PUNCT
alkej-889	370	1	يعد	يعد	PROPN
alkej-889	370	2	تقدير	تقدير	PROPN
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alkej-889	370	4	المبنى	المبنى	PROPN
alkej-889	370	5	ليست	ليست	PROPN
alkej-889	370	6	سوى	سوى	VERB
alkej-889	370	7	عدد	عدد	PROPN
alkej-889	370	8	قليل	قليل	PROPN
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alkej-889	371	4	التي	التي	PROPN
alkej-889	371	5	تؤثر	تؤثر	PROPN
alkej-889	371	6	على	على	NOUN
alkej-889	371	7	استهالك	استهالك	NOUN
alkej-889	371	8	الطاقة	الطاقة	PROPN
alkej-889	371	9	في	في	ADP
alkej-889	371	10	المبنى	المبنى	NOUN
alkej-889	371	11	.	.	PUNCT
alkej-889	372	1	من	من	PRON
alkej-889	373	1	الصعب	الصعب	PROPN
alkej-889	373	2	جدًا	جدًا	PROPN
alkej-889	373	3	تقدير	تقدير	NOUN
alkej-889	373	4	متطلبات	متطلبات	PROPN
alkej-889	373	5	الطاقة	الطاقة	PROPN
alkej-889	373	6	للهيكل	للهيكل	PROPN
alkej-889	373	7	حفوري	حفوري	PROPN
alkej-889	373	8	.	.	PUNCT
alkej-889	374	1	المبنى	المبنى	PROPN
alkej-889	374	2	أمًرا	أمًرا	PROPN
alkej-889	375	1	حيويًا	حيويًا	PROPN
alkej-889	375	2	لزيادة	لزيادة	PROPN
alkej-889	375	3	االستدامة	االستدامة	PROPN
alkej-889	375	4	وتطوير	وتطوير	NOUN
alkej-889	375	5	مصادر	مصادر	PROPN
alkej-889	375	6	الطاقة	الطاقة	NOUN
alkej-889	375	7	المستدامة	المستدامة	PROPN
alkej-889	375	8	لخفض	لخفض	PROPN
alkej-889	375	9	انبعاثات	انبعاثات	PROPN
alkej-889	375	10	ثاني	ثاني	PROPN
alkej-889	375	11	أكسيد	أكسيد	PROPN
alkej-889	375	12	الكربون	الكربون	PROPN
alkej-889	375	13	الناتجة	الناتجة	PROPN
alkej-889	375	14	عن	عن	PROPN
alkej-889	375	15	حرق	حرق	NOUN
alkej-889	375	16	الوقود	الوقود	NOUN
alkej-889	375	17	األ	األ	PROPN
alkej-889	375	18	على	على	NOUN
alkej-889	375	19	الطاقة	الطاقة	NOUN
alkej-889	375	20	في	في	ADP
alkej-889	375	21	م	م	NOUN
alkej-889	375	22	جمع	جمع	NOUN
alkej-889	375	23	بيانات	بيانات	NOUN
alkej-889	375	24	ت	ت	PROPN
alkej-889	375	25	(	(	PUNCT
alkej-889	375	26	الواقعة	الواقعة	NOUN
alkej-889	375	27	في	في	ADP
alkej-889	375	28	كلية	كلية	NOUN
alkej-889	375	29	الهندسة	الهندسة	NOUN
alkej-889	375	30	الخوارزمي	الخوارزمي	VERB
alkej-889	375	31	في	في	ADP
alkej-889	375	32	بغداد.uobتم	بغداد.uobتم	PRON
alkej-889	375	33	في	في	ADP
alkej-889	375	34	هذه	هذه	NOUN
alkej-889	375	35	الدراسة	الدراسة	NOUN
alkej-889	375	36	شرح	شرح	NOUN
alkej-889	376	1	الطاقة	الطاقة	NOUN
alkej-889	376	2	المستخدمة	المستخدمة	VERB
alkej-889	376	3	في	في	DET
alkej-889	376	4	قاعة	قاعة	NOUN
alkej-889	376	5	المحاضرات	المحاضرات	ADJ
alkej-889	376	6	في	في	ADP
alkej-889	376	7	جامعة	جامعة	PROPN
alkej-889	376	8	بغداد	بغداد	PROPN
alkej-889	376	9	)	)	PUNCT
alkej-889	376	10	ي	ي	PRON
alkej-889	376	11	المبنى	المبنى	VERB
alkej-889	376	12	المذكور	المذكور	PROPN
alkej-889	376	13	الطقس	الطقس	PROPN
alkej-889	376	14	ومعلومات	ومعلومات	PROPN
alkej-889	376	15	تشييد	تشييد	PROPN
alkej-889	376	16	المباني	المباني	PROPN
alkej-889	376	17	لفترة	لفترة	PROPN
alkej-889	376	18	محددة	محددة	VERB
alkej-889	376	19	ووضعها	ووضعها	ADV
alkej-889	376	20	في	في	ADP
alkej-889	376	21	مجموعة	مجموعة	NOUN
alkej-889	376	22	بيانات	بيانات	NOUN
alkej-889	376	23	محددة	محددة	NOUN
alkej-889	376	24	.	.	PUNCT
alkej-889	377	1	وتم	وتم	PROPN
alkej-889	377	2	استخدام	استخدام	PROPN
alkej-889	377	3	تلك	تلك	PROPN
alkej-889	377	4	البيانات	البيانات	PROPN
alkej-889	377	5	لمعرفة	لمعرفة	NOUN
alkej-889	377	6	قيمة	قيمة	PROPN
alkej-889	377	7	استهالك	استهالك	INTJ
alkej-889	378	1	الطاقة	الطاقة	PROPN
alkej-889	378	2	ف	ف	X
alkej-889	378	3	ت	ت	DET
alkej-889	378	4	التعلم	التعلم	NOUN
alkej-889	378	5	اآللي	اآللي	NOUN
alkej-889	378	6	.	.	PUNCT
alkej-889	379	1	على	على	PROPN
alkej-889	379	2	وجه	وجه	PROPN
alkej-889	379	3	الخصوص	الخصوص	PROPN
alkej-889	379	4	،	،	PROPN
alkej-889	379	5	تم	تم	PROPN
alkej-889	379	6	لتنفيذ	لتنفيذ	PROPN
alkej-889	379	7	خوارزميا	خوارزميا	PROPN
alkej-889	379	8	learn	learn	PROPN
alkej-889	379	9	-	-	PUNCT
alkej-889	379	10	scikitتسمى	scikitتسمى	NOUN
alkej-889	379	11	pythonباستخدام	pythonباستخدام	PROPN
alkej-889	379	12	الذكاء	الذكاء	PROPN
alkej-889	379	13	االصطناعي	االصطناعي	PROPN
alkej-889	379	14	وتحليل	وتحليل	PROPN
alkej-889	379	15	البيانات	البيانات	PROPN
alkej-889	379	16	.	.	PUNCT
alkej-889	380	1	يتم	يتم	PROPN
alkej-889	380	2	استخدام	استخدام	PROPN
alkej-889	380	3	مكتبة	مكتبة	PROPN
alkej-889	380	4	(	(	PUNCT
alkej-889	380	5	للتنبؤ	للتنبؤ	NOUN
alkej-889	380	6	باالستهالك	باالستهالك	NOUN
alkej-889	380	7	.	.	PUNCT
alkej-889	381	1	وتكمن	وتكمن	PROPN
alkej-889	381	2	أهمية	أهمية	PROPN
alkej-889	381	3	هذا	هذا	NOUN
alkej-889	381	4	العمل	العمل	VERB
alkej-889	381	5	في	في	PRON
alkej-889	381	6	التنبؤ	التنبؤ	NOUN
alkej-889	381	7	بكمية	بكمية	ADJ
alkej-889	381	8	الطاقة	الطاقة	NOUN
alkej-889	381	9	المستهلكة	المستهلكة	NOUN
alkej-889	381	10	.	.	PUNCT
alkej-889	382	1	يمكن	يمكن	PROPN
alkej-889	382	2	mlpregressorاستخدام	mlpregressorاستخدام	NOUN
alkej-889	382	3	خوارزمية	خوارزمية	VERB
alkej-889	382	4	تراجع	تراجع	INTJ
alkej-889	382	5	بيرسبترون	بيرسبترون	SCONJ
alkej-889	382	6	متعدد	متعدد	PROPN
alkej-889	382	7	الطبقات	الطبقات	PROPN
alkej-889	382	8	)	)	PUNCT
alkej-889	383	1	لمنهجية	لمنهجية	PROPN
alkej-889	383	2	المستخدمة	المستخدمة	VERB
alkej-889	383	3	إمكانية	إمكانية	ADP
alkej-889	383	4	التنبؤ	التنبؤ	NOUN
alkej-889	383	5	بأداء	بأداء	ADP
alkej-889	383	6	الطاقة	الطاقة	PROPN
alkej-889	383	7	في	في	ADP
alkej-889	383	8	المباني	المباني	PROPN
alkej-889	383	9	التعليمية	التعليمية	ADJ
alkej-889	383	10	باستخدام	باستخدام	NOUN
alkej-889	383	11	استخدام	استخدام	SCONJ
alkej-889	383	12	نتائج	نتائج	PROPN
alkej-889	383	13	هذا	هذا	PROPN
alkej-889	383	14	العمل	العمل	ADJ
alkej-889	383	15	للتنبؤ	للتنبؤ	NOUN
alkej-889	383	16	بالطاقة	بالطاقة	PROPN
alkej-889	383	17	التي	التي	PROPN
alkej-889	383	18	يستهلكها	يستهلكها	PROPN
alkej-889	383	19	أي	أي	VERB
alkej-889	383	20	مبنى	مبنى	PROPN
alkej-889	383	21	قبل	قبل	PROPN
alkej-889	383	22	بنائه	بنائه	ADV
alkej-889	383	23	.	.	PUNCT
alkej-889	384	1	وتبين	وتبين	PROPN
alkej-889	384	2	ا	ا	PROPN
alkej-889	384	3	(	(	PUNCT
alkej-889	384	4	إلعطاء	إلعطاء	VERB
alkej-889	384	5	أعلى	أعلى	NOUN
alkej-889	384	6	دقة	دقة	PROPN
alkej-889	384	7	.	.	PUNCT
alkej-889	385	1	تم	تم	PROPN
alkej-889	385	2	aiالنتائج	aiالنتائج	PROPN
alkej-889	385	3	السابقة	السابقة	PROPN
alkej-889	385	4	وتدريب	وتدريب	PROPN
alkej-889	385	5	النموذج	النموذج	PROPN
alkej-889	385	6	عليها	عليها	PROPN
alkej-889	385	7	،	،	PROPN
alkej-889	385	8	وتعتمد	وتعتمد	PROPN
alkej-889	385	9	دقة	دقة	NOUN
alkej-889	385	10	التنبؤ	التنبؤ	NOUN
alkej-889	385	11	على	على	NOUN
alkej-889	385	12	كمية	كمية	PROPN
alkej-889	385	13	البيانات	البيانات	PROPN
alkej-889	385	14	المتوفرة	المتوفرة	PROPN
alkej-889	385	15	للتدريب	للتدريب	PROPN
alkej-889	385	16	على	على	PROPN
alkej-889	385	17	خطوات	خطوات	NOUN
alkej-889	385	18	الذكاء	الذكاء	NOUN
alkej-889	385	19	االصطناعي	االصطناعي	PROPN
alkej-889	385	20	)	)	PUNCT
alkej-889	385	21	،	،	NOUN
alkej-889	385	22	على	على	NOUN
alkej-889	385	23	التوالي.²rو	التوالي.²rو	ADP
alkej-889	385	24	rmseلـ	rmseلـ	NOUN
alkej-889	385	25	0.97و	0.97و	PROPN
alkej-889	385	26	0.16	0.16	NUM
alkej-889	385	27	(	(	PUNCT
alkej-889	385	28	ووصلنا	ووصلنا	PROPN
alkej-889	385	29	إلى	إلى	NOUN
alkej-889	385	30	²r	²r	NOUN
alkej-889	385	31	(	(	PUNCT
alkej-889	385	32	ومعامل	ومعامل	NOUN
alkej-889	385	33	التحديد	التحديد	ADV
alkej-889	385	34	)	)	PUNCT
alkej-889	385	35	rmseربع	rmseربع	VERB
alkej-889	385	36	الخطأ	الخطأ	NOUN
alkej-889	385	37	)	)	PUNCT
alkej-889	385	38	التحقق	التحقق	NOUN
alkej-889	385	39	من	من	PRON
alkej-889	385	40	التنبؤ	التنبؤ	NOUN
alkej-889	385	41	باستخدام	باستخدام	NOUN
alkej-889	385	42	جذر	جذر	VERB
alkej-889	385	43	متوسط	متوسط	NOUN
alkej-889	385	44	م	م	NOUN