id	sid	tid	token	lemma	pos
american_scientific_journal-12075	1	1	268	268	NUM
american_scientific_journal-12075	1	2	american	american	ADJ
american_scientific_journal-12075	1	3	academic	academic	ADJ
american_scientific_journal-12075	1	4	scientific	scientific	ADJ
american_scientific_journal-12075	1	5	research	research	NOUN
american_scientific_journal-12075	1	6	journal	journal	NOUN
american_scientific_journal-12075	1	7	for	for	ADP
american_scientific_journal-12075	1	8	engineering	engineering	NOUN
american_scientific_journal-12075	1	9	,	,	PUNCT
american_scientific_journal-12075	1	10	technology	technology	NOUN
american_scientific_journal-12075	1	11	,	,	PUNCT
american_scientific_journal-12075	1	12	and	and	CCONJ
american_scientific_journal-12075	1	13	sciences	sciences	PROPN
american_scientific_journal-12075	1	14	issn	issn	PROPN
american_scientific_journal-12075	1	15	(	(	PUNCT
american_scientific_journal-12075	1	16	print	print	NOUN
american_scientific_journal-12075	1	17	)	)	PUNCT
american_scientific_journal-12075	1	18	2313	2313	NUM
american_scientific_journal-12075	1	19	-	-	SYM
american_scientific_journal-12075	1	20	4410	4410	NUM
american_scientific_journal-12075	1	21	,	,	PUNCT
american_scientific_journal-12075	1	22	issn	issn	PROPN
american_scientific_journal-12075	1	23	(	(	PUNCT
american_scientific_journal-12075	1	24	online	online	ADJ
american_scientific_journal-12075	1	25	)	)	PUNCT
american_scientific_journal-12075	1	26	2313	2313	NUM
american_scientific_journal-12075	1	27	-	-	SYM
american_scientific_journal-12075	1	28	4402	4402	NUM
american_scientific_journal-12075	1	29	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-12075	1	30	a	a	DET
american_scientific_journal-12075	1	31	smart	smart	ADJ
american_scientific_journal-12075	1	32	traffic	traffic	NOUN
american_scientific_journal-12075	1	33	noise	noise	NOUN
american_scientific_journal-12075	1	34	prediction	prediction	NOUN
american_scientific_journal-12075	1	35	model	model	NOUN
american_scientific_journal-12075	1	36	for	for	ADP
american_scientific_journal-12075	1	37	nairobi	nairobi	PROPN
american_scientific_journal-12075	1	38	city	city	PROPN
american_scientific_journal-12075	1	39	,	,	PUNCT
american_scientific_journal-12075	1	40	kenya	kenya	PROPN
american_scientific_journal-12075	1	41	ochungo	ochungo	PROPN
american_scientific_journal-12075	1	42	akech	akech	PROPN
american_scientific_journal-12075	1	43	elishaa*,osano	elishaa*,osano	PROPN
american_scientific_journal-12075	1	44	simpson	simpson	PROPN
american_scientific_journal-12075	1	45	nyambaneb	nyambaneb	PROPN
american_scientific_journal-12075	1	46	,	,	PUNCT
american_scientific_journal-12075	1	47	gichaga	gichaga	PROPN
american_scientific_journal-12075	1	48	john	john	PROPN
american_scientific_journal-12075	1	49	francisc	francisc	PROPN
american_scientific_journal-12075	1	50	adepartment	adepartment	PROPN
american_scientific_journal-12075	1	51	of	of	ADP
american_scientific_journal-12075	1	52	civil	civil	ADJ
american_scientific_journal-12075	1	53	,	,	PUNCT
american_scientific_journal-12075	1	54	faculty	faculty	NOUN
american_scientific_journal-12075	1	55	of	of	ADP
american_scientific_journal-12075	1	56	engineering	engineering	NOUN
american_scientific_journal-12075	1	57	and	and	CCONJ
american_scientific_journal-12075	1	58	technology	technology	NOUN
american_scientific_journal-12075	1	59	(	(	PUNCT
american_scientific_journal-12075	1	60	foet	foet	VERB
american_scientific_journal-12075	1	61	)	)	PUNCT
american_scientific_journal-12075	1	62	,	,	PUNCT
american_scientific_journal-12075	1	63	multimedia	multimedia	NOUN
american_scientific_journal-12075	1	64	university	university	NOUN
american_scientific_journal-12075	1	65	,	,	PUNCT
american_scientific_journal-12075	1	66	p.o	p.o	PROPN
american_scientific_journal-12075	1	67	.	.	PROPN
american_scientific_journal-12075	1	68	box	box	PROPN
american_scientific_journal-12075	1	69	15653	15653	NUM
american_scientific_journal-12075	1	70	00503	00503	NUM
american_scientific_journal-12075	1	71	nairobi	nairobi	PROPN
american_scientific_journal-12075	1	72	,	,	PUNCT
american_scientific_journal-12075	1	73	kenya	kenya	PROPN
american_scientific_journal-12075	1	74	a	a	PRON
american_scientific_journal-12075	1	75	,	,	PUNCT
american_scientific_journal-12075	1	76	b	b	NOUN
american_scientific_journal-12075	1	77	,	,	PUNCT
american_scientific_journal-12075	1	78	cdepartment	cdepartment	NOUN
american_scientific_journal-12075	1	79	of	of	ADP
american_scientific_journal-12075	1	80	civil	civil	ADJ
american_scientific_journal-12075	1	81	and	and	CCONJ
american_scientific_journal-12075	1	82	construction	construction	NOUN
american_scientific_journal-12075	1	83	engineering	engineering	NOUN
american_scientific_journal-12075	1	84	,	,	PUNCT
american_scientific_journal-12075	1	85	university	university	PROPN
american_scientific_journal-12075	1	86	of	of	ADP
american_scientific_journal-12075	1	87	nairobi	nairobi	PROPN
american_scientific_journal-12075	1	88	,	,	PUNCT
american_scientific_journal-12075	1	89	p.o	p.o	PROPN
american_scientific_journal-12075	1	90	.	.	PROPN
american_scientific_journal-12075	1	91	box	box	PROPN
american_scientific_journal-12075	1	92	30197	30197	NUM
american_scientific_journal-12075	1	93	-	-	SYM
american_scientific_journal-12075	1	94	00100	00100	NUM
american_scientific_journal-12075	1	95	,	,	PUNCT
american_scientific_journal-12075	1	96	nairobi	nairobi	PROPN
american_scientific_journal-12075	1	97	,	,	PUNCT
american_scientific_journal-12075	1	98	kenya	kenya	PROPN
american_scientific_journal-12075	1	99	aemail	aemail	NOUN
american_scientific_journal-12075	1	100	:	:	PUNCT
american_scientific_journal-12075	1	101	elishakech1@gmail.com	elishakech1@gmail.com	X
american_scientific_journal-12075	1	102	,	,	PUNCT
american_scientific_journal-12075	1	103	bemail	bemail	NOUN
american_scientific_journal-12075	1	104	:	:	PUNCT
american_scientific_journal-12075	1	105	sosano@uonbi.ac.ke	sosano@uonbi.ac.ke	NOUN
american_scientific_journal-12075	1	106	,	,	PUNCT
american_scientific_journal-12075	1	107	cemail	cemail	NOUN
american_scientific_journal-12075	1	108	:	:	PUNCT
american_scientific_journal-12075	1	109	fgichaga@uonbi.ac.ke	fgichaga@uonbi.ac.ke	NOUN
american_scientific_journal-12075	1	110	abstract	abstract	ADJ
american_scientific_journal-12075	1	111	road	road	NOUN
american_scientific_journal-12075	1	112	traffic	traffic	NOUN
american_scientific_journal-12075	1	113	flow	flow	NOUN
american_scientific_journal-12075	1	114	produces	produce	VERB
american_scientific_journal-12075	1	115	an	an	DET
american_scientific_journal-12075	1	116	undesirable	undesirable	ADJ
american_scientific_journal-12075	1	117	externality	externality	NOUN
american_scientific_journal-12075	1	118	since	since	SCONJ
american_scientific_journal-12075	1	119	it	it	PRON
american_scientific_journal-12075	1	120	distorts	distort	VERB
american_scientific_journal-12075	1	121	the	the	DET
american_scientific_journal-12075	1	122	ambient	ambient	ADJ
american_scientific_journal-12075	1	123	environmental	environmental	ADJ
american_scientific_journal-12075	1	124	noise	noise	NOUN
american_scientific_journal-12075	1	125	,	,	PUNCT
american_scientific_journal-12075	1	126	especially	especially	ADV
american_scientific_journal-12075	1	127	in	in	ADP
american_scientific_journal-12075	1	128	cities	city	NOUN
american_scientific_journal-12075	1	129	.	.	PUNCT
american_scientific_journal-12075	2	1	such	such	ADJ
american_scientific_journal-12075	2	2	nuisance	nuisance	ADJ
american_scientific_journal-12075	2	3	noise	noise	NOUN
american_scientific_journal-12075	2	4	poses	pose	VERB
american_scientific_journal-12075	2	5	a	a	DET
american_scientific_journal-12075	2	6	risk	risk	NOUN
american_scientific_journal-12075	2	7	to	to	ADP
american_scientific_journal-12075	2	8	the	the	DET
american_scientific_journal-12075	2	9	health	health	NOUN
american_scientific_journal-12075	2	10	of	of	ADP
american_scientific_journal-12075	2	11	the	the	DET
american_scientific_journal-12075	2	12	inhabitants	inhabitant	NOUN
american_scientific_journal-12075	2	13	.	.	PUNCT
american_scientific_journal-12075	3	1	globally	globally	ADV
american_scientific_journal-12075	3	2	,	,	PUNCT
american_scientific_journal-12075	3	3	the	the	DET
american_scientific_journal-12075	3	4	combined	combined	ADJ
american_scientific_journal-12075	3	5	concert	concert	NOUN
american_scientific_journal-12075	3	6	of	of	ADP
american_scientific_journal-12075	3	7	the	the	DET
american_scientific_journal-12075	3	8	forces	force	NOUN
american_scientific_journal-12075	3	9	of	of	ADP
american_scientific_journal-12075	3	10	urbanization	urbanization	NOUN
american_scientific_journal-12075	3	11	and	and	CCONJ
american_scientific_journal-12075	3	12	road	road	NOUN
american_scientific_journal-12075	3	13	transport	transport	NOUN
american_scientific_journal-12075	3	14	motorization	motorization	NOUN
american_scientific_journal-12075	3	15	has	have	AUX
american_scientific_journal-12075	3	16	intensified	intensify	VERB
american_scientific_journal-12075	3	17	the	the	DET
american_scientific_journal-12075	3	18	noise	noise	NOUN
american_scientific_journal-12075	3	19	pollution	pollution	NOUN
american_scientific_journal-12075	3	20	challenge	challenge	NOUN
american_scientific_journal-12075	3	21	;	;	PUNCT
american_scientific_journal-12075	3	22	yet	yet	CCONJ
american_scientific_journal-12075	3	23	,	,	PUNCT
american_scientific_journal-12075	3	24	locally	locally	ADV
american_scientific_journal-12075	3	25	adapted	adapt	VERB
american_scientific_journal-12075	3	26	predictive	predictive	ADJ
american_scientific_journal-12075	3	27	tools	tool	NOUN
american_scientific_journal-12075	3	28	remain	remain	VERB
american_scientific_journal-12075	3	29	limited	limited	ADJ
american_scientific_journal-12075	3	30	.	.	PUNCT
american_scientific_journal-12075	4	1	in	in	ADP
american_scientific_journal-12075	4	2	nairobi	nairobi	PROPN
american_scientific_journal-12075	4	3	,	,	PUNCT
american_scientific_journal-12075	4	4	the	the	DET
american_scientific_journal-12075	4	5	capital	capital	NOUN
american_scientific_journal-12075	4	6	city	city	NOUN
american_scientific_journal-12075	4	7	of	of	ADP
american_scientific_journal-12075	4	8	kenya	kenya	PROPN
american_scientific_journal-12075	4	9	,	,	PUNCT
american_scientific_journal-12075	4	10	road	road	NOUN
american_scientific_journal-12075	4	11	traffic	traffic	NOUN
american_scientific_journal-12075	4	12	noise	noise	NOUN
american_scientific_journal-12075	4	13	(	(	PUNCT
american_scientific_journal-12075	4	14	rtn	rtn	NOUN
american_scientific_journal-12075	4	15	)	)	PUNCT
american_scientific_journal-12075	4	16	remains	remain	VERB
american_scientific_journal-12075	4	17	a	a	DET
american_scientific_journal-12075	4	18	less	less	ADV
american_scientific_journal-12075	4	19	understood	understand	VERB
american_scientific_journal-12075	4	20	environmental	environmental	ADJ
american_scientific_journal-12075	4	21	nuisance	nuisance	NOUN
american_scientific_journal-12075	4	22	.	.	PUNCT
american_scientific_journal-12075	5	1	to	to	ADP
american_scientific_journal-12075	5	2	date	date	NOUN
american_scientific_journal-12075	5	3	,	,	PUNCT
american_scientific_journal-12075	5	4	no	no	DET
american_scientific_journal-12075	5	5	predictive	predictive	ADJ
american_scientific_journal-12075	5	6	rtn	rtn	PROPN
american_scientific_journal-12075	5	7	models	model	NOUN
american_scientific_journal-12075	5	8	have	have	AUX
american_scientific_journal-12075	5	9	been	be	AUX
american_scientific_journal-12075	5	10	developed	develop	VERB
american_scientific_journal-12075	5	11	,	,	PUNCT
american_scientific_journal-12075	5	12	while	while	SCONJ
american_scientific_journal-12075	5	13	established	establish	VERB
american_scientific_journal-12075	5	14	models	model	NOUN
american_scientific_journal-12075	5	15	such	such	ADJ
american_scientific_journal-12075	5	16	as	as	ADP
american_scientific_journal-12075	5	17	cortn	cortn	ADJ
american_scientific_journal-12075	5	18	and	and	CCONJ
american_scientific_journal-12075	5	19	rls-90	rls-90	NOUN
american_scientific_journal-12075	5	20	lack	lack	NOUN
american_scientific_journal-12075	5	21	applicability	applicability	NOUN
american_scientific_journal-12075	5	22	to	to	ADP
american_scientific_journal-12075	5	23	nairobi	nairobi	PROPN
american_scientific_journal-12075	5	24	’s	’s	PART
american_scientific_journal-12075	5	25	traffic	traffic	NOUN
american_scientific_journal-12075	5	26	and	and	CCONJ
american_scientific_journal-12075	5	27	environmental	environmental	ADJ
american_scientific_journal-12075	5	28	conditions	condition	NOUN
american_scientific_journal-12075	5	29	.	.	PUNCT
american_scientific_journal-12075	6	1	this	this	DET
american_scientific_journal-12075	6	2	study	study	NOUN
american_scientific_journal-12075	6	3	aimed	aim	VERB
american_scientific_journal-12075	6	4	to	to	PART
american_scientific_journal-12075	6	5	develop	develop	VERB
american_scientific_journal-12075	6	6	an	an	DET
american_scientific_journal-12075	6	7	accurate	accurate	ADJ
american_scientific_journal-12075	6	8	smart	smart	ADJ
american_scientific_journal-12075	6	9	model	model	NOUN
american_scientific_journal-12075	6	10	leveraging	leverage	VERB
american_scientific_journal-12075	6	11	artificial	artificial	ADJ
american_scientific_journal-12075	6	12	neural	neural	ADJ
american_scientific_journal-12075	6	13	networks	network	NOUN
american_scientific_journal-12075	6	14	(	(	PUNCT
american_scientific_journal-12075	6	15	anns	anns	PROPN
american_scientific_journal-12075	6	16	)	)	PUNCT
american_scientific_journal-12075	6	17	to	to	PART
american_scientific_journal-12075	6	18	forecast	forecast	VERB
american_scientific_journal-12075	6	19	rtn	rtn	PROPN
american_scientific_journal-12075	6	20	levels	level	NOUN
american_scientific_journal-12075	6	21	using	use	VERB
american_scientific_journal-12075	6	22	traffic	traffic	NOUN
american_scientific_journal-12075	6	23	information	information	NOUN
american_scientific_journal-12075	6	24	data	datum	NOUN
american_scientific_journal-12075	6	25	[	[	X
american_scientific_journal-12075	6	26	22	22	NUM
american_scientific_journal-12075	6	27	]	]	PUNCT
american_scientific_journal-12075	6	28	.	.	PUNCT
american_scientific_journal-12075	7	1	traffic	traffic	NOUN
american_scientific_journal-12075	7	2	data	datum	NOUN
american_scientific_journal-12075	7	3	,	,	PUNCT
american_scientific_journal-12075	7	4	including	include	VERB
american_scientific_journal-12075	7	5	audio	audio	ADJ
american_scientific_journal-12075	7	6	recordings	recording	NOUN
american_scientific_journal-12075	7	7	using	use	VERB
american_scientific_journal-12075	7	8	a	a	DET
american_scientific_journal-12075	7	9	samsung	samsung	PROPN
american_scientific_journal-12075	7	10	galaxy	galaxy	PROPN
american_scientific_journal-12075	7	11	a12	a12	PROPN
american_scientific_journal-12075	7	12	model	model	PROPN
american_scientific_journal-12075	7	13	sm	sm	PROPN
american_scientific_journal-12075	7	14	-	-	PUNCT
american_scientific_journal-12075	7	15	a127f	a127f	PROPN
american_scientific_journal-12075	7	16	/	/	SYM
american_scientific_journal-12075	7	17	ds	ds	ADJ
american_scientific_journal-12075	7	18	android	android	PROPN
american_scientific_journal-12075	7	19	smartphone	smartphone	NOUN
american_scientific_journal-12075	7	20	,	,	PUNCT
american_scientific_journal-12075	7	21	equivalent	equivalent	ADJ
american_scientific_journal-12075	7	22	noise	noise	NOUN
american_scientific_journal-12075	7	23	levels	level	NOUN
american_scientific_journal-12075	7	24	(	(	PUNCT
american_scientific_journal-12075	7	25	leq	leq	PROPN
american_scientific_journal-12075	7	26	)	)	PUNCT
american_scientific_journal-12075	7	27	using	use	VERB
american_scientific_journal-12075	7	28	a	a	DET
american_scientific_journal-12075	7	29	lutron	lutron	PROPN
american_scientific_journal-12075	7	30	sl-4033sd	sl-4033sd	PROPN
american_scientific_journal-12075	7	31	class	class	NOUN
american_scientific_journal-12075	7	32	1	1	NUM
american_scientific_journal-12075	7	33	sound	sound	NOUN
american_scientific_journal-12075	7	34	level	level	NOUN
american_scientific_journal-12075	7	35	meter	meter	NOUN
american_scientific_journal-12075	7	36	(	(	PUNCT
american_scientific_journal-12075	7	37	slm	slm	PROPN
american_scientific_journal-12075	7	38	)	)	PUNCT
american_scientific_journal-12075	7	39	,	,	PUNCT
american_scientific_journal-12075	7	40	vehicular	vehicular	ADJ
american_scientific_journal-12075	7	41	volume	volume	NOUN
american_scientific_journal-12075	7	42	using	use	VERB
american_scientific_journal-12075	7	43	a	a	DET
american_scientific_journal-12075	7	44	manual	manual	ADJ
american_scientific_journal-12075	7	45	tally	tally	NOUN
american_scientific_journal-12075	7	46	form	form	NOUN
american_scientific_journal-12075	7	47	,	,	PUNCT
american_scientific_journal-12075	7	48	and	and	CCONJ
american_scientific_journal-12075	7	49	speed	speed	NOUN
american_scientific_journal-12075	7	50	using	use	VERB
american_scientific_journal-12075	7	51	a	a	DET
american_scientific_journal-12075	7	52	speed	speed	NOUN
american_scientific_journal-12075	7	53	gun	gun	NOUN
american_scientific_journal-12075	7	54	,	,	PUNCT
american_scientific_journal-12075	7	55	was	be	AUX
american_scientific_journal-12075	7	56	collected	collect	VERB
american_scientific_journal-12075	7	57	across	across	ADP
american_scientific_journal-12075	7	58	42	42	NUM
american_scientific_journal-12075	7	59	locations	location	NOUN
american_scientific_journal-12075	7	60	within	within	ADP
american_scientific_journal-12075	7	61	nairobi	nairobi	PROPN
american_scientific_journal-12075	7	62	.	.	PUNCT
american_scientific_journal-12075	8	1	using	use	VERB
american_scientific_journal-12075	8	2	this	this	DET
american_scientific_journal-12075	8	3	data	data	NOUN
american_scientific_journal-12075	8	4	,	,	PUNCT
american_scientific_journal-12075	8	5	an	an	DET
american_scientific_journal-12075	8	6	artificial	artificial	ADJ
american_scientific_journal-12075	8	7	neural	neural	ADJ
american_scientific_journal-12075	8	8	network	network	NOUN
american_scientific_journal-12075	8	9	(	(	PUNCT
american_scientific_journal-12075	8	10	ann	ann	PROPN
american_scientific_journal-12075	8	11	)	)	PUNCT
american_scientific_journal-12075	8	12	,	,	PUNCT
american_scientific_journal-12075	8	13	multi	multi	ADJ
american_scientific_journal-12075	8	14	-	-	ADJ
american_scientific_journal-12075	8	15	layer	layer	ADJ
american_scientific_journal-12075	8	16	perceptron	perceptron	NOUN
american_scientific_journal-12075	8	17	(	(	PUNCT
american_scientific_journal-12075	8	18	mlp	mlp	PROPN
american_scientific_journal-12075	8	19	)	)	PUNCT
american_scientific_journal-12075	8	20	model	model	NOUN
american_scientific_journal-12075	8	21	,	,	PUNCT
american_scientific_journal-12075	8	22	was	be	AUX
american_scientific_journal-12075	8	23	developed	develop	VERB
american_scientific_journal-12075	8	24	with	with	ADP
american_scientific_journal-12075	8	25	two	two	NUM
american_scientific_journal-12075	8	26	hidden	hidden	ADJ
american_scientific_journal-12075	8	27	layers	layer	NOUN
american_scientific_journal-12075	8	28	.	.	PUNCT
american_scientific_journal-12075	9	1	hyperparameter	hyperparameter	NOUN
american_scientific_journal-12075	9	2	tuning	tune	VERB
american_scientific_journal-12075	9	3	via	via	ADP
american_scientific_journal-12075	9	4	grid	grid	NOUN
american_scientific_journal-12075	9	5	search	search	NOUN
american_scientific_journal-12075	9	6	was	be	AUX
american_scientific_journal-12075	9	7	done	do	VERB
american_scientific_journal-12075	9	8	to	to	PART
american_scientific_journal-12075	9	9	optimize	optimize	VERB
american_scientific_journal-12075	9	10	model	model	NOUN
american_scientific_journal-12075	9	11	performance	performance	NOUN
american_scientific_journal-12075	9	12	.	.	PUNCT
american_scientific_journal-12075	10	1	the	the	DET
american_scientific_journal-12075	10	2	model	model	NOUN
american_scientific_journal-12075	10	3	achieved	achieve	VERB
american_scientific_journal-12075	10	4	a	a	DET
american_scientific_journal-12075	10	5	mean	mean	ADJ
american_scientific_journal-12075	10	6	absolute	absolute	ADJ
american_scientific_journal-12075	10	7	error	error	NOUN
american_scientific_journal-12075	10	8	(	(	PUNCT
american_scientific_journal-12075	10	9	mae	mae	PROPN
american_scientific_journal-12075	10	10	)	)	PUNCT
american_scientific_journal-12075	10	11	of	of	ADP
american_scientific_journal-12075	10	12	0.97	0.97	NUM
american_scientific_journal-12075	10	13	dba	dba	NOUN
american_scientific_journal-12075	10	14	and	and	CCONJ
american_scientific_journal-12075	10	15	an	an	DET
american_scientific_journal-12075	10	16	r2	r2	NOUN
american_scientific_journal-12075	10	17	value	value	NOUN
american_scientific_journal-12075	10	18	of	of	ADP
american_scientific_journal-12075	10	19	0.90	0.90	NUM
american_scientific_journal-12075	10	20	,	,	PUNCT
american_scientific_journal-12075	10	21	outperforming	outperform	VERB
american_scientific_journal-12075	10	22	traditional	traditional	ADJ
american_scientific_journal-12075	10	23	statistical	statistical	ADJ
american_scientific_journal-12075	10	24	models	model	NOUN
american_scientific_journal-12075	10	25	like	like	ADP
american_scientific_journal-12075	10	26	cortn	cortn	NOUN
american_scientific_journal-12075	10	27	with	with	ADP
american_scientific_journal-12075	10	28	an	an	DET
american_scientific_journal-12075	10	29	mae	mae	PROPN
american_scientific_journal-12075	10	30	of	of	ADP
american_scientific_journal-12075	10	31	5.0	5.0	NUM
american_scientific_journal-12075	10	32	dba	dba	NOUN
american_scientific_journal-12075	10	33	and	and	CCONJ
american_scientific_journal-12075	10	34	rls-90	rls-90	ADV
american_scientific_journal-12075	10	35	with	with	ADP
american_scientific_journal-12075	10	36	an	an	DET
american_scientific_journal-12075	10	37	mae	mae	PROPN
american_scientific_journal-12075	10	38	of	of	ADP
american_scientific_journal-12075	10	39	11.0	11.0	NUM
american_scientific_journal-12075	10	40	dba	dba	NOUN
american_scientific_journal-12075	10	41	.	.	PUNCT
american_scientific_journal-12075	11	1	these	these	DET
american_scientific_journal-12075	11	2	results	result	NOUN
american_scientific_journal-12075	11	3	highlight	highlight	VERB
american_scientific_journal-12075	11	4	the	the	DET
american_scientific_journal-12075	11	5	model	model	NOUN
american_scientific_journal-12075	11	6	’s	’s	PART
american_scientific_journal-12075	11	7	high	high	ADJ
american_scientific_journal-12075	11	8	accuracy	accuracy	NOUN
american_scientific_journal-12075	11	9	in	in	ADP
american_scientific_journal-12075	11	10	predicting	predict	VERB
american_scientific_journal-12075	11	11	nairobi	nairobi	PROPN
american_scientific_journal-12075	11	12	’s	’s	PART
american_scientific_journal-12075	11	13	rtn	rtn	PROPN
american_scientific_journal-12075	11	14	.	.	PUNCT
american_scientific_journal-12075	12	1	the	the	DET
american_scientific_journal-12075	12	2	model	model	NOUN
american_scientific_journal-12075	12	3	’s	’s	PART
american_scientific_journal-12075	12	4	deployment	deployment	NOUN
american_scientific_journal-12075	12	5	on	on	ADP
american_scientific_journal-12075	12	6	a	a	DET
american_scientific_journal-12075	12	7	web	web	NOUN
american_scientific_journal-12075	12	8	-	-	PUNCT
american_scientific_journal-12075	12	9	based	base	VERB
american_scientific_journal-12075	12	10	dashboard	dashboard	NOUN
american_scientific_journal-12075	12	11	enables	enable	VERB
american_scientific_journal-12075	12	12	real	real	ADJ
american_scientific_journal-12075	12	13	-	-	PUNCT
american_scientific_journal-12075	12	14	time	time	NOUN
american_scientific_journal-12075	12	15	noise	noise	NOUN
american_scientific_journal-12075	12	16	monitoring	monitoring	NOUN
american_scientific_journal-12075	12	17	and	and	CCONJ
american_scientific_journal-12075	12	18	stakeholder	stakeholder	NOUN
american_scientific_journal-12075	12	19	engagement	engagement	NOUN
american_scientific_journal-12075	12	20	.	.	PUNCT
american_scientific_journal-12075	13	1	this	this	DET
american_scientific_journal-12075	13	2	pioneering	pioneer	VERB
american_scientific_journal-12075	13	3	smart	smart	ADJ
american_scientific_journal-12075	13	4	predictive	predictive	ADJ
american_scientific_journal-12075	13	5	model	model	NOUN
american_scientific_journal-12075	13	6	for	for	ADP
american_scientific_journal-12075	13	7	nairobi	nairobi	PROPN
american_scientific_journal-12075	13	8	offers	offer	VERB
american_scientific_journal-12075	13	9	a	a	DET
american_scientific_journal-12075	13	10	scalable	scalable	ADJ
american_scientific_journal-12075	13	11	solution	solution	NOUN
american_scientific_journal-12075	13	12	for	for	ADP
american_scientific_journal-12075	13	13	urban	urban	ADJ
american_scientific_journal-12075	13	14	noise	noise	NOUN
american_scientific_journal-12075	13	15	management	management	NOUN
american_scientific_journal-12075	13	16	[	[	X
american_scientific_journal-12075	13	17	25	25	NUM
american_scientific_journal-12075	13	18	]	]	PUNCT
american_scientific_journal-12075	13	19	,	,	PUNCT
american_scientific_journal-12075	13	20	with	with	ADP
american_scientific_journal-12075	13	21	potential	potential	ADJ
american_scientific_journal-12075	13	22	applications	application	NOUN
american_scientific_journal-12075	13	23	in	in	ADP
american_scientific_journal-12075	13	24	traffic	traffic	NOUN
american_scientific_journal-12075	13	25	planning	planning	NOUN
american_scientific_journal-12075	13	26	and	and	CCONJ
american_scientific_journal-12075	13	27	policy	policy	NOUN
american_scientific_journal-12075	13	28	implementation	implementation	NOUN
american_scientific_journal-12075	13	29	.	.	PUNCT
american_scientific_journal-12075	14	1	keywords	keyword	NOUN
american_scientific_journal-12075	14	2	:	:	PUNCT
american_scientific_journal-12075	14	3	road	road	NOUN
american_scientific_journal-12075	14	4	traffic	traffic	NOUN
american_scientific_journal-12075	14	5	noise	noise	NOUN
american_scientific_journal-12075	14	6	;	;	PUNCT
american_scientific_journal-12075	14	7	machine	machine	NOUN
american_scientific_journal-12075	14	8	learning	learning	NOUN
american_scientific_journal-12075	14	9	;	;	PUNCT
american_scientific_journal-12075	14	10	smart	smart	ADJ
american_scientific_journal-12075	14	11	prediction	prediction	NOUN
american_scientific_journal-12075	14	12	model	model	NOUN
american_scientific_journal-12075	14	13	.	.	PUNCT
american_scientific_journal-12075	15	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-12075	15	2	received	receive	VERB
american_scientific_journal-12075	15	3	:	:	PUNCT
american_scientific_journal-12075	15	4	8/15/2025	8/15/2025	NUM
american_scientific_journal-12075	15	5	accepted	accept	VERB
american_scientific_journal-12075	15	6	:	:	PUNCT
american_scientific_journal-12075	15	7	10/15/2025	10/15/2025	NUM
american_scientific_journal-12075	15	8	published	publish	VERB
american_scientific_journal-12075	15	9	:	:	PUNCT
american_scientific_journal-12075	15	10	10/25/2026	10/25/2026	NUM
american_scientific_journal-12075	15	11	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-12075	15	12	*	*	PUNCT
american_scientific_journal-12075	15	13	corresponding	correspond	VERB
american_scientific_journal-12075	15	14	author	author	NOUN
american_scientific_journal-12075	15	15	.	.	PUNCT
american_scientific_journal-12075	16	1	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-12075	16	2	american	american	PROPN
american_scientific_journal-12075	16	3	academic	academic	PROPN
american_scientific_journal-12075	16	4	scientific	scientific	ADJ
american_scientific_journal-12075	16	5	research	research	NOUN
american_scientific_journal-12075	16	6	journal	journal	NOUN
american_scientific_journal-12075	16	7	for	for	ADP
american_scientific_journal-12075	16	8	engineering	engineering	NOUN
american_scientific_journal-12075	16	9	,	,	PUNCT
american_scientific_journal-12075	16	10	technology	technology	NOUN
american_scientific_journal-12075	16	11	,	,	PUNCT
american_scientific_journal-12075	16	12	and	and	CCONJ
american_scientific_journal-12075	16	13	sciences	science	NOUN
american_scientific_journal-12075	16	14	(	(	PUNCT
american_scientific_journal-12075	16	15	asrjets	asrjet	NOUN
american_scientific_journal-12075	16	16	)	)	PUNCT
american_scientific_journal-12075	16	17	volume	volume	NOUN
american_scientific_journal-12075	16	18	103	103	NUM
american_scientific_journal-12075	16	19	,	,	PUNCT
american_scientific_journal-12075	16	20	no	no	DET
american_scientific_journal-12075	16	21	1	1	NUM
american_scientific_journal-12075	16	22	,	,	PUNCT
american_scientific_journal-12075	16	23	pp	pp	ADV
american_scientific_journal-12075	16	24	268	268	NUM
american_scientific_journal-12075	16	25	-	-	SYM
american_scientific_journal-12075	16	26	289	289	NUM
american_scientific_journal-12075	16	27	269	269	NUM
american_scientific_journal-12075	16	28	1	1	NUM
american_scientific_journal-12075	16	29	.	.	PUNCT
american_scientific_journal-12075	17	1	introduction	introduction	NOUN
american_scientific_journal-12075	17	2	road	road	NOUN
american_scientific_journal-12075	17	3	traffic	traffic	NOUN
american_scientific_journal-12075	17	4	noise	noise	NOUN
american_scientific_journal-12075	17	5	(	(	PUNCT
american_scientific_journal-12075	17	6	rtn	rtn	PROPN
american_scientific_journal-12075	17	7	)	)	PUNCT
american_scientific_journal-12075	17	8	is	be	AUX
american_scientific_journal-12075	17	9	a	a	DET
american_scientific_journal-12075	17	10	pressing	press	VERB
american_scientific_journal-12075	17	11	environmental	environmental	ADJ
american_scientific_journal-12075	17	12	and	and	CCONJ
american_scientific_journal-12075	17	13	public	public	ADJ
american_scientific_journal-12075	17	14	health	health	NOUN
american_scientific_journal-12075	17	15	concern	concern	NOUN
american_scientific_journal-12075	17	16	in	in	ADP
american_scientific_journal-12075	17	17	urban	urban	ADJ
american_scientific_journal-12075	17	18	areas	area	NOUN
american_scientific_journal-12075	17	19	,	,	PUNCT
american_scientific_journal-12075	17	20	particularly	particularly	ADV
american_scientific_journal-12075	17	21	in	in	ADP
american_scientific_journal-12075	17	22	rapidly	rapidly	ADV
american_scientific_journal-12075	17	23	urbanizing	urbanizing	ADJ
american_scientific_journal-12075	17	24	cities	city	NOUN
american_scientific_journal-12075	17	25	worldwide	worldwide	ADV
american_scientific_journal-12075	17	26	.	.	PUNCT
american_scientific_journal-12075	18	1	as	as	ADP
american_scientific_journal-12075	18	2	a	a	DET
american_scientific_journal-12075	18	3	byproduct	byproduct	NOUN
american_scientific_journal-12075	18	4	of	of	ADP
american_scientific_journal-12075	18	5	vehicular	vehicular	ADJ
american_scientific_journal-12075	18	6	traffic	traffic	NOUN
american_scientific_journal-12075	18	7	,	,	PUNCT
american_scientific_journal-12075	18	8	rtn	rtn	PROPN
american_scientific_journal-12075	18	9	contributes	contribute	VERB
american_scientific_journal-12075	18	10	to	to	ADP
american_scientific_journal-12075	18	11	adverse	adverse	ADJ
american_scientific_journal-12075	18	12	health	health	NOUN
american_scientific_journal-12075	18	13	outcomes	outcome	NOUN
american_scientific_journal-12075	18	14	,	,	PUNCT
american_scientific_journal-12075	18	15	including	include	VERB
american_scientific_journal-12075	18	16	stress	stress	NOUN
american_scientific_journal-12075	18	17	,	,	PUNCT
american_scientific_journal-12075	18	18	sleep	sleep	NOUN
american_scientific_journal-12075	18	19	disturbances	disturbance	NOUN
american_scientific_journal-12075	18	20	,	,	PUNCT
american_scientific_journal-12075	18	21	and	and	CCONJ
american_scientific_journal-12075	18	22	cardiovascular	cardiovascular	ADJ
american_scientific_journal-12075	18	23	diseases	disease	NOUN
american_scientific_journal-12075	18	24	[	[	X
american_scientific_journal-12075	18	25	28	28	NUM
american_scientific_journal-12075	18	26	]	]	PUNCT
american_scientific_journal-12075	18	27	,	,	PUNCT
american_scientific_journal-12075	18	28	as	as	SCONJ
american_scientific_journal-12075	18	29	documented	document	VERB
american_scientific_journal-12075	18	30	by	by	ADP
american_scientific_journal-12075	18	31	the	the	DET
american_scientific_journal-12075	18	32	world	world	PROPN
american_scientific_journal-12075	18	33	health	health	NOUN
american_scientific_journal-12075	18	34	organization	organization	NOUN
american_scientific_journal-12075	18	35	[	[	X
american_scientific_journal-12075	18	36	1	1	NUM
american_scientific_journal-12075	18	37	]	]	PUNCT
american_scientific_journal-12075	18	38	.	.	PUNCT
american_scientific_journal-12075	19	1	studies	study	NOUN
american_scientific_journal-12075	19	2	by	by	ADP
american_scientific_journal-12075	19	3	[	[	X
american_scientific_journal-12075	19	4	2,3	2,3	NUM
american_scientific_journal-12075	19	5	]	]	X
american_scientific_journal-12075	19	6	highlight	highlight	PROPN
american_scientific_journal-12075	19	7	noise	noise	NOUN
american_scientific_journal-12075	19	8	’s	’s	PART
american_scientific_journal-12075	19	9	auditory	auditory	ADJ
american_scientific_journal-12075	19	10	and	and	CCONJ
american_scientific_journal-12075	19	11	non	non	ADJ
american_scientific_journal-12075	19	12	-	-	ADJ
american_scientific_journal-12075	19	13	auditory	auditory	ADJ
american_scientific_journal-12075	19	14	effects	effect	NOUN
american_scientific_journal-12075	19	15	,	,	PUNCT
american_scientific_journal-12075	19	16	such	such	ADJ
american_scientific_journal-12075	19	17	as	as	ADP
american_scientific_journal-12075	19	18	anxiety	anxiety	NOUN
american_scientific_journal-12075	19	19	and	and	CCONJ
american_scientific_journal-12075	19	20	cognitive	cognitive	ADJ
american_scientific_journal-12075	19	21	impairment	impairment	NOUN
american_scientific_journal-12075	19	22	,	,	PUNCT
american_scientific_journal-12075	19	23	necessitating	necessitate	VERB
american_scientific_journal-12075	19	24	robust	robust	ADJ
american_scientific_journal-12075	19	25	noise	noise	NOUN
american_scientific_journal-12075	19	26	management	management	NOUN
american_scientific_journal-12075	19	27	.	.	PUNCT
american_scientific_journal-12075	20	1	in	in	ADP
american_scientific_journal-12075	20	2	europe	europe	PROPN
american_scientific_journal-12075	20	3	and	and	CCONJ
american_scientific_journal-12075	20	4	north	north	PROPN
american_scientific_journal-12075	20	5	america	america	PROPN
american_scientific_journal-12075	20	6	,	,	PUNCT
american_scientific_journal-12075	20	7	long	long	ADJ
american_scientific_journal-12075	20	8	-	-	PUNCT
american_scientific_journal-12075	20	9	term	term	NOUN
american_scientific_journal-12075	20	10	monitoring	monitoring	NOUN
american_scientific_journal-12075	20	11	has	have	AUX
american_scientific_journal-12075	20	12	linked	link	VERB
american_scientific_journal-12075	20	13	rtn	rtn	PROPN
american_scientific_journal-12075	20	14	to	to	AUX
american_scientific_journal-12075	20	15	reduced	reduce	VERB
american_scientific_journal-12075	20	16	well	well	ADV
american_scientific_journal-12075	20	17	-	-	PUNCT
american_scientific_journal-12075	20	18	being	being	NOUN
american_scientific_journal-12075	20	19	,	,	PUNCT
american_scientific_journal-12075	20	20	with	with	SCONJ
american_scientific_journal-12075	20	21	studies	study	NOUN
american_scientific_journal-12075	20	22	like	like	ADP
american_scientific_journal-12075	20	23	[	[	X
american_scientific_journal-12075	20	24	4,5,6,20	4,5,6,20	X
american_scientific_journal-12075	20	25	]	]	PUNCT
american_scientific_journal-12075	20	26	showing	show	VERB
american_scientific_journal-12075	20	27	increased	increase	VERB
american_scientific_journal-12075	20	28	mortality	mortality	NOUN
american_scientific_journal-12075	20	29	,	,	PUNCT
american_scientific_journal-12075	20	30	mental	mental	ADJ
american_scientific_journal-12075	20	31	health	health	NOUN
american_scientific_journal-12075	20	32	issues	issue	NOUN
american_scientific_journal-12075	20	33	,	,	PUNCT
american_scientific_journal-12075	20	34	and	and	CCONJ
american_scientific_journal-12075	20	35	cardiovascular	cardiovascular	ADJ
american_scientific_journal-12075	20	36	risks.in	risks.in	X
american_scientific_journal-12075	20	37	developing	develop	VERB
american_scientific_journal-12075	20	38	regions	region	NOUN
american_scientific_journal-12075	20	39	like	like	ADP
american_scientific_journal-12075	20	40	asia	asia	PROPN
american_scientific_journal-12075	20	41	and	and	CCONJ
american_scientific_journal-12075	20	42	africa	africa	PROPN
american_scientific_journal-12075	20	43	,	,	PUNCT
american_scientific_journal-12075	20	44	dense	dense	ADJ
american_scientific_journal-12075	20	45	traffic	traffic	NOUN
american_scientific_journal-12075	20	46	and	and	CCONJ
american_scientific_journal-12075	20	47	heterogeneous	heterogeneous	ADJ
american_scientific_journal-12075	20	48	vehicle	vehicle	NOUN
american_scientific_journal-12075	20	49	compositions	composition	NOUN
american_scientific_journal-12075	20	50	exacerbate	exacerbate	VERB
american_scientific_journal-12075	20	51	rtn	rtn	NOUN
american_scientific_journal-12075	20	52	challenges	challenge	NOUN
american_scientific_journal-12075	20	53	[	[	X
american_scientific_journal-12075	20	54	26	26	NUM
american_scientific_journal-12075	20	55	]	]	PUNCT
american_scientific_journal-12075	20	56	.	.	PUNCT
american_scientific_journal-12075	21	1	for	for	ADP
american_scientific_journal-12075	21	2	instance	instance	NOUN
american_scientific_journal-12075	21	3	,	,	PUNCT
american_scientific_journal-12075	21	4	studies	study	NOUN
american_scientific_journal-12075	21	5	in	in	ADP
american_scientific_journal-12075	21	6	delhi	delhi	PROPN
american_scientific_journal-12075	21	7	,	,	PUNCT
american_scientific_journal-12075	21	8	india	india	PROPN
american_scientific_journal-12075	21	9	,	,	PUNCT
american_scientific_journal-12075	21	10	have	have	AUX
american_scientific_journal-12075	21	11	reported	report	VERB
american_scientific_journal-12075	21	12	noise	noise	NOUN
american_scientific_journal-12075	21	13	levels	level	NOUN
american_scientific_journal-12075	21	14	consistently	consistently	ADV
american_scientific_journal-12075	21	15	exceeding	exceed	VERB
american_scientific_journal-12075	21	16	permissible	permissible	ADJ
american_scientific_journal-12075	21	17	limits	limit	NOUN
american_scientific_journal-12075	21	18	across	across	ADP
american_scientific_journal-12075	21	19	major	major	ADJ
american_scientific_journal-12075	21	20	traffic	traffic	NOUN
american_scientific_journal-12075	21	21	corridors	corridor	NOUN
american_scientific_journal-12075	21	22	[	[	X
american_scientific_journal-12075	21	23	7,8	7,8	NUM
american_scientific_journal-12075	21	24	]	]	PUNCT
american_scientific_journal-12075	21	25	.	.	PUNCT
american_scientific_journal-12075	22	1	in	in	ADP
american_scientific_journal-12075	22	2	africa	africa	PROPN
american_scientific_journal-12075	22	3	,	,	PUNCT
american_scientific_journal-12075	22	4	research	research	NOUN
american_scientific_journal-12075	22	5	in	in	ADP
american_scientific_journal-12075	22	6	lagos	lagos	PROPN
american_scientific_journal-12075	22	7	,	,	PUNCT
american_scientific_journal-12075	22	8	nigeria	nigeria	PROPN
american_scientific_journal-12075	22	9	,	,	PUNCT
american_scientific_journal-12075	22	10	documented	document	VERB
american_scientific_journal-12075	22	11	chronic	chronic	ADJ
american_scientific_journal-12075	22	12	noise	noise	NOUN
american_scientific_journal-12075	22	13	exposure	exposure	NOUN
american_scientific_journal-12075	22	14	surpassing	surpass	VERB
american_scientific_journal-12075	22	15	who	who	PRON
american_scientific_journal-12075	22	16	guidelines	guideline	VERB
american_scientific_journal-12075	22	17	,	,	PUNCT
american_scientific_journal-12075	22	18	posing	pose	VERB
american_scientific_journal-12075	22	19	significant	significant	ADJ
american_scientific_journal-12075	22	20	health	health	NOUN
american_scientific_journal-12075	22	21	risks	risk	NOUN
american_scientific_journal-12075	22	22	[	[	X
american_scientific_journal-12075	22	23	9	9	NUM
american_scientific_journal-12075	22	24	]	]	PUNCT
american_scientific_journal-12075	22	25	.	.	PUNCT
american_scientific_journal-12075	23	1	similarly	similarly	ADV
american_scientific_journal-12075	23	2	,	,	PUNCT
american_scientific_journal-12075	23	3	[	[	X
american_scientific_journal-12075	23	4	10	10	NUM
american_scientific_journal-12075	23	5	]	]	PUNCT
american_scientific_journal-12075	23	6	applied	apply	VERB
american_scientific_journal-12075	23	7	spatial	spatial	ADJ
american_scientific_journal-12075	23	8	modeling	modeling	NOUN
american_scientific_journal-12075	23	9	to	to	PART
american_scientific_journal-12075	23	10	map	map	VERB
american_scientific_journal-12075	23	11	environmental	environmental	ADJ
american_scientific_journal-12075	23	12	noise	noise	NOUN
american_scientific_journal-12075	23	13	in	in	ADP
american_scientific_journal-12075	23	14	accra	accra	NOUN
american_scientific_journal-12075	23	15	,	,	PUNCT
american_scientific_journal-12075	23	16	ghana	ghana	PROPN
american_scientific_journal-12075	23	17	,	,	PUNCT
american_scientific_journal-12075	23	18	revealing	reveal	VERB
american_scientific_journal-12075	23	19	exposure	exposure	NOUN
american_scientific_journal-12075	23	20	inequalities	inequality	NOUN
american_scientific_journal-12075	23	21	in	in	ADP
american_scientific_journal-12075	23	22	urban	urban	ADJ
american_scientific_journal-12075	23	23	settings	setting	NOUN
american_scientific_journal-12075	23	24	.	.	PUNCT
american_scientific_journal-12075	24	1	earlier	early	ADJ
american_scientific_journal-12075	24	2	work	work	VERB
american_scientific_journal-12075	24	3	by	by	ADP
american_scientific_journal-12075	24	4	[	[	X
american_scientific_journal-12075	24	5	11	11	NUM
american_scientific_journal-12075	24	6	]	]	PUNCT
american_scientific_journal-12075	24	7	further	far	ADV
american_scientific_journal-12075	24	8	confirmed	confirm	VERB
american_scientific_journal-12075	24	9	that	that	SCONJ
american_scientific_journal-12075	24	10	traffic	traffic	NOUN
american_scientific_journal-12075	24	11	-	-	PUNCT
american_scientific_journal-12075	24	12	related	relate	VERB
american_scientific_journal-12075	24	13	noise	noise	NOUN
american_scientific_journal-12075	24	14	contributes	contribute	VERB
american_scientific_journal-12075	24	15	to	to	ADP
american_scientific_journal-12075	24	16	cardiovascular	cardiovascular	ADJ
american_scientific_journal-12075	24	17	disease	disease	NOUN
american_scientific_journal-12075	24	18	risk	risk	NOUN
american_scientific_journal-12075	24	19	,	,	PUNCT
american_scientific_journal-12075	24	20	highlighting	highlight	VERB
american_scientific_journal-12075	24	21	the	the	DET
american_scientific_journal-12075	24	22	global	global	ADJ
american_scientific_journal-12075	24	23	relevance	relevance	NOUN
american_scientific_journal-12075	24	24	of	of	ADP
american_scientific_journal-12075	24	25	rtn	rtn	PROPN
american_scientific_journal-12075	24	26	as	as	ADP
american_scientific_journal-12075	24	27	a	a	DET
american_scientific_journal-12075	24	28	public	public	ADJ
american_scientific_journal-12075	24	29	health	health	NOUN
american_scientific_journal-12075	24	30	issue.while	issue.while	PROPN
american_scientific_journal-12075	24	31	measurementbased	measurementbase	VERB
american_scientific_journal-12075	24	32	studies	study	NOUN
american_scientific_journal-12075	24	33	provide	provide	VERB
american_scientific_journal-12075	24	34	critical	critical	ADJ
american_scientific_journal-12075	24	35	insights	insight	NOUN
american_scientific_journal-12075	24	36	,	,	PUNCT
american_scientific_journal-12075	24	37	their	their	PRON
american_scientific_journal-12075	24	38	high	high	ADJ
american_scientific_journal-12075	24	39	costs	cost	NOUN
american_scientific_journal-12075	24	40	and	and	CCONJ
american_scientific_journal-12075	24	41	logistical	logistical	ADJ
american_scientific_journal-12075	24	42	complexity	complexity	NOUN
american_scientific_journal-12075	24	43	make	make	VERB
american_scientific_journal-12075	24	44	them	they	PRON
american_scientific_journal-12075	24	45	impractical	impractical	ADJ
american_scientific_journal-12075	24	46	for	for	ADP
american_scientific_journal-12075	24	47	largescale	largescale	ADJ
american_scientific_journal-12075	24	48	urban	urban	ADJ
american_scientific_journal-12075	24	49	applications	application	NOUN
american_scientific_journal-12075	24	50	,	,	PUNCT
american_scientific_journal-12075	24	51	driving	drive	VERB
american_scientific_journal-12075	24	52	demand	demand	NOUN
american_scientific_journal-12075	24	53	for	for	ADP
american_scientific_journal-12075	24	54	predictive	predictive	ADJ
american_scientific_journal-12075	24	55	models	model	NOUN
american_scientific_journal-12075	24	56	tailored	tailor	VERB
american_scientific_journal-12075	24	57	to	to	ADP
american_scientific_journal-12075	24	58	local	local	ADJ
american_scientific_journal-12075	24	59	conditions	condition	NOUN
american_scientific_journal-12075	24	60	[	[	X
american_scientific_journal-12075	24	61	29	29	NUM
american_scientific_journal-12075	24	62	]	]	PUNCT
american_scientific_journal-12075	24	63	.	.	PUNCT
american_scientific_journal-12075	25	1	traditional	traditional	ADJ
american_scientific_journal-12075	25	2	statistical	statistical	ADJ
american_scientific_journal-12075	25	3	models	model	NOUN
american_scientific_journal-12075	25	4	,	,	PUNCT
american_scientific_journal-12075	25	5	such	such	ADJ
american_scientific_journal-12075	25	6	as	as	ADP
american_scientific_journal-12075	25	7	cortn	cortn	NOUN
american_scientific_journal-12075	25	8	and	and	CCONJ
american_scientific_journal-12075	25	9	rls-90	rls-90	NOUN
american_scientific_journal-12075	25	10	,	,	PUNCT
american_scientific_journal-12075	25	11	rely	rely	VERB
american_scientific_journal-12075	25	12	on	on	ADP
american_scientific_journal-12075	25	13	traffic	traffic	NOUN
american_scientific_journal-12075	25	14	volume	volume	NOUN
american_scientific_journal-12075	25	15	,	,	PUNCT
american_scientific_journal-12075	25	16	speed	speed	NOUN
american_scientific_journal-12075	25	17	,	,	PUNCT
american_scientific_journal-12075	25	18	and	and	CCONJ
american_scientific_journal-12075	25	19	road	road	NOUN
american_scientific_journal-12075	25	20	conditions	condition	NOUN
american_scientific_journal-12075	25	21	but	but	CCONJ
american_scientific_journal-12075	25	22	often	often	ADV
american_scientific_journal-12075	25	23	underperform	underperform	VERB
american_scientific_journal-12075	25	24	in	in	ADP
american_scientific_journal-12075	25	25	non	non	ADJ
american_scientific_journal-12075	25	26	-	-	ADJ
american_scientific_journal-12075	25	27	european	european	ADJ
american_scientific_journal-12075	25	28	contexts	context	NOUN
american_scientific_journal-12075	25	29	due	due	ADP
american_scientific_journal-12075	25	30	to	to	ADP
american_scientific_journal-12075	25	31	differing	differ	VERB
american_scientific_journal-12075	25	32	traffic	traffic	NOUN
american_scientific_journal-12075	25	33	patterns	pattern	NOUN
american_scientific_journal-12075	25	34	[	[	X
american_scientific_journal-12075	25	35	12	12	NUM
american_scientific_journal-12075	25	36	]	]	PUNCT
american_scientific_journal-12075	25	37	.	.	PUNCT
american_scientific_journal-12075	26	1	recent	recent	ADJ
american_scientific_journal-12075	26	2	advancements	advancement	NOUN
american_scientific_journal-12075	26	3	in	in	ADP
american_scientific_journal-12075	26	4	machine	machine	NOUN
american_scientific_journal-12075	26	5	learning	learning	NOUN
american_scientific_journal-12075	26	6	,	,	PUNCT
american_scientific_journal-12075	26	7	particularly	particularly	ADV
american_scientific_journal-12075	26	8	artificial	artificial	ADJ
american_scientific_journal-12075	26	9	neural	neural	ADJ
american_scientific_journal-12075	26	10	networks	network	NOUN
american_scientific_journal-12075	26	11	(	(	PUNCT
american_scientific_journal-12075	26	12	anns	anns	NOUN
american_scientific_journal-12075	26	13	)	)	PUNCT
american_scientific_journal-12075	26	14	and	and	CCONJ
american_scientific_journal-12075	26	15	ensemble	ensemble	ADJ
american_scientific_journal-12075	26	16	methods	method	NOUN
american_scientific_journal-12075	26	17	,	,	PUNCT
american_scientific_journal-12075	26	18	have	have	AUX
american_scientific_journal-12075	26	19	demonstrated	demonstrate	VERB
american_scientific_journal-12075	26	20	superior	superior	ADJ
american_scientific_journal-12075	26	21	performance	performance	NOUN
american_scientific_journal-12075	26	22	in	in	ADP
american_scientific_journal-12075	26	23	capturing	capture	VERB
american_scientific_journal-12075	26	24	complex	complex	ADJ
american_scientific_journal-12075	26	25	,	,	PUNCT
american_scientific_journal-12075	26	26	non	non	ADJ
american_scientific_journal-12075	26	27	-	-	ADJ
american_scientific_journal-12075	26	28	linear	linear	ADJ
american_scientific_journal-12075	26	29	relationships	relationship	NOUN
american_scientific_journal-12075	26	30	in	in	ADP
american_scientific_journal-12075	26	31	traffic	traffic	NOUN
american_scientific_journal-12075	26	32	noise	noise	NOUN
american_scientific_journal-12075	26	33	data	datum	NOUN
american_scientific_journal-12075	26	34	.	.	PUNCT
american_scientific_journal-12075	27	1	for	for	ADP
american_scientific_journal-12075	27	2	example	example	NOUN
american_scientific_journal-12075	27	3	,	,	PUNCT
american_scientific_journal-12075	27	4	[	[	X
american_scientific_journal-12075	27	5	13	13	NUM
american_scientific_journal-12075	27	6	]	]	PUNCT
american_scientific_journal-12075	27	7	developed	develop	VERB
american_scientific_journal-12075	27	8	an	an	DET
american_scientific_journal-12075	27	9	emotional	emotional	ADJ
american_scientific_journal-12075	27	10	ann	ann	PROPN
american_scientific_journal-12075	27	11	model	model	NOUN
american_scientific_journal-12075	27	12	for	for	ADP
american_scientific_journal-12075	27	13	vehicular	vehicular	ADJ
american_scientific_journal-12075	27	14	traffic	traffic	NOUN
american_scientific_journal-12075	27	15	noise	noise	NOUN
american_scientific_journal-12075	27	16	in	in	ADP
american_scientific_journal-12075	27	17	tehran	tehran	PROPN
american_scientific_journal-12075	27	18	,	,	PUNCT
american_scientific_journal-12075	27	19	achieving	achieve	VERB
american_scientific_journal-12075	27	20	high	high	ADJ
american_scientific_journal-12075	27	21	accuracy	accuracy	NOUN
american_scientific_journal-12075	27	22	by	by	ADP
american_scientific_journal-12075	27	23	modeling	model	VERB
american_scientific_journal-12075	27	24	non	non	ADJ
american_scientific_journal-12075	27	25	-	-	ADJ
american_scientific_journal-12075	27	26	linear	linear	ADJ
american_scientific_journal-12075	27	27	traffic	traffic	NOUN
american_scientific_journal-12075	27	28	dynamics	dynamic	NOUN
american_scientific_journal-12075	27	29	.	.	PUNCT
american_scientific_journal-12075	28	1	similarly	similarly	ADV
american_scientific_journal-12075	28	2	,	,	PUNCT
american_scientific_journal-12075	28	3	[	[	X
american_scientific_journal-12075	28	4	14	14	NUM
american_scientific_journal-12075	28	5	]	]	PUNCT
american_scientific_journal-12075	28	6	employed	employ	VERB
american_scientific_journal-12075	28	7	an	an	DET
american_scientific_journal-12075	28	8	ann	ann	NOUN
american_scientific_journal-12075	28	9	with	with	ADP
american_scientific_journal-12075	28	10	grid	grid	NOUN
american_scientific_journal-12075	28	11	search	search	NOUN
american_scientific_journal-12075	28	12	hyperparameter	hyperparameter	NOUN
american_scientific_journal-12075	28	13	tuning	tune	VERB
american_scientific_journal-12075	28	14	to	to	PART
american_scientific_journal-12075	28	15	predict	predict	VERB
american_scientific_journal-12075	28	16	rtn	rtn	PROPN
american_scientific_journal-12075	28	17	in	in	ADP
american_scientific_journal-12075	28	18	bogotá	bogotá	NOUN
american_scientific_journal-12075	28	19	,	,	PUNCT
american_scientific_journal-12075	28	20	optimizing	optimize	VERB
american_scientific_journal-12075	28	21	for	for	ADP
american_scientific_journal-12075	28	22	urban	urban	ADJ
american_scientific_journal-12075	28	23	-	-	PUNCT
american_scientific_journal-12075	28	24	specific	specific	ADJ
american_scientific_journal-12075	28	25	variables	variable	NOUN
american_scientific_journal-12075	28	26	.	.	PUNCT
american_scientific_journal-12075	29	1	[	[	X
american_scientific_journal-12075	29	2	15	15	NUM
american_scientific_journal-12075	29	3	]	]	PUNCT
american_scientific_journal-12075	29	4	applied	apply	VERB
american_scientific_journal-12075	29	5	ensemble	ensemble	ADJ
american_scientific_journal-12075	29	6	methods	method	NOUN
american_scientific_journal-12075	29	7	,	,	PUNCT
american_scientific_journal-12075	29	8	such	such	ADJ
american_scientific_journal-12075	29	9	as	as	ADP
american_scientific_journal-12075	29	10	random	random	ADJ
american_scientific_journal-12075	29	11	forests	forest	NOUN
american_scientific_journal-12075	29	12	,	,	PUNCT
american_scientific_journal-12075	29	13	to	to	PART
american_scientific_journal-12075	29	14	predict	predict	VERB
american_scientific_journal-12075	29	15	road	road	NOUN
american_scientific_journal-12075	29	16	traffic	traffic	NOUN
american_scientific_journal-12075	29	17	noise	noise	NOUN
american_scientific_journal-12075	29	18	,	,	PUNCT
american_scientific_journal-12075	29	19	emphasizing	emphasize	VERB
american_scientific_journal-12075	29	20	their	their	PRON
american_scientific_journal-12075	29	21	robustness	robustness	NOUN
american_scientific_journal-12075	29	22	in	in	ADP
american_scientific_journal-12075	29	23	handling	handle	VERB
american_scientific_journal-12075	29	24	diverse	diverse	ADJ
american_scientific_journal-12075	29	25	traffic	traffic	NOUN
american_scientific_journal-12075	29	26	datasets	dataset	NOUN
american_scientific_journal-12075	29	27	.	.	PUNCT
american_scientific_journal-12075	30	1	[	[	X
american_scientific_journal-12075	30	2	16	16	NUM
american_scientific_journal-12075	30	3	]	]	X
american_scientific_journal-12075	30	4	leveraged	leverage	VERB
american_scientific_journal-12075	30	5	deep	deep	ADJ
american_scientific_journal-12075	30	6	learning	learning	NOUN
american_scientific_journal-12075	30	7	with	with	ADP
american_scientific_journal-12075	30	8	convolutional	convolutional	ADJ
american_scientific_journal-12075	30	9	layers	layer	NOUN
american_scientific_journal-12075	30	10	to	to	PART
american_scientific_journal-12075	30	11	forecast	forecast	VERB
american_scientific_journal-12075	30	12	urban	urban	ADJ
american_scientific_journal-12075	30	13	noise	noise	NOUN
american_scientific_journal-12075	30	14	in	in	ADP
american_scientific_journal-12075	30	15	real	real	ADJ
american_scientific_journal-12075	30	16	time	time	NOUN
american_scientific_journal-12075	30	17	,	,	PUNCT
american_scientific_journal-12075	30	18	incorporating	incorporate	VERB
american_scientific_journal-12075	30	19	spatial	spatial	ADJ
american_scientific_journal-12075	30	20	-	-	PUNCT
american_scientific_journal-12075	30	21	temporal	temporal	ADJ
american_scientific_journal-12075	30	22	features	feature	NOUN
american_scientific_journal-12075	30	23	.	.	PUNCT
american_scientific_journal-12075	31	1	[	[	X
american_scientific_journal-12075	31	2	17	17	NUM
american_scientific_journal-12075	31	3	]	]	PUNCT
american_scientific_journal-12075	31	4	used	use	VERB
american_scientific_journal-12075	31	5	anns	anns	NOUN
american_scientific_journal-12075	31	6	to	to	PART
american_scientific_journal-12075	31	7	model	model	VERB
american_scientific_journal-12075	31	8	highway	highway	NOUN
american_scientific_journal-12075	31	9	noise	noise	NOUN
american_scientific_journal-12075	31	10	in	in	ADP
american_scientific_journal-12075	31	11	india	india	PROPN
american_scientific_journal-12075	31	12	,	,	PUNCT
american_scientific_journal-12075	31	13	while	while	SCONJ
american_scientific_journal-12075	31	14	[	[	X
american_scientific_journal-12075	31	15	18	18	NUM
american_scientific_journal-12075	31	16	]	]	PUNCT
american_scientific_journal-12075	31	17	integrated	integrated	ADJ
american_scientific_journal-12075	31	18	ann	ann	PROPN
american_scientific_journal-12075	31	19	with	with	ADP
american_scientific_journal-12075	31	20	contouring	contour	VERB
american_scientific_journal-12075	31	21	techniques	technique	NOUN
american_scientific_journal-12075	31	22	for	for	ADP
american_scientific_journal-12075	31	23	spatial	spatial	ADJ
american_scientific_journal-12075	31	24	noise	noise	NOUN
american_scientific_journal-12075	31	25	mapping	mapping	NOUN
american_scientific_journal-12075	31	26	.	.	PUNCT
american_scientific_journal-12075	32	1	[	[	X
american_scientific_journal-12075	32	2	19	19	NUM
american_scientific_journal-12075	32	3	]	]	PUNCT
american_scientific_journal-12075	32	4	combined	combine	VERB
american_scientific_journal-12075	32	5	ensemble	ensemble	ADJ
american_scientific_journal-12075	32	6	machine	machine	NOUN
american_scientific_journal-12075	32	7	learning	learn	VERB
american_scientific_journal-12075	32	8	with	with	ADP
american_scientific_journal-12075	32	9	gis	gis	PROPN
american_scientific_journal-12075	32	10	to	to	PART
american_scientific_journal-12075	32	11	predict	predict	VERB
american_scientific_journal-12075	32	12	campus	campus	NOUN
american_scientific_journal-12075	32	13	traffic	traffic	NOUN
american_scientific_journal-12075	32	14	noise	noise	NOUN
american_scientific_journal-12075	32	15	,	,	PUNCT
american_scientific_journal-12075	32	16	highlighting	highlight	VERB
american_scientific_journal-12075	32	17	the	the	DET
american_scientific_journal-12075	32	18	role	role	NOUN
american_scientific_journal-12075	32	19	of	of	ADP
american_scientific_journal-12075	32	20	spatial	spatial	ADJ
american_scientific_journal-12075	32	21	variables	variable	NOUN
american_scientific_journal-12075	32	22	in	in	ADP
american_scientific_journal-12075	32	23	enhancing	enhance	VERB
american_scientific_journal-12075	32	24	model	model	NOUN
american_scientific_journal-12075	32	25	accuracy	accuracy	NOUN
american_scientific_journal-12075	32	26	.	.	PUNCT
american_scientific_journal-12075	33	1	these	these	DET
american_scientific_journal-12075	33	2	studies	study	NOUN
american_scientific_journal-12075	33	3	collectively	collectively	ADV
american_scientific_journal-12075	33	4	demonstrate	demonstrate	VERB
american_scientific_journal-12075	33	5	that	that	SCONJ
american_scientific_journal-12075	33	6	machine	machine	NOUN
american_scientific_journal-12075	33	7	learning	learn	VERB
american_scientific_journal-12075	33	8	approaches	approach	NOUN
american_scientific_journal-12075	33	9	,	,	PUNCT
american_scientific_journal-12075	33	10	when	when	SCONJ
american_scientific_journal-12075	33	11	adapted	adapt	VERB
american_scientific_journal-12075	33	12	to	to	ADP
american_scientific_journal-12075	33	13	local	local	ADJ
american_scientific_journal-12075	33	14	conditions	condition	NOUN
american_scientific_journal-12075	33	15	,	,	PUNCT
american_scientific_journal-12075	33	16	outperform	outperform	ADJ
american_scientific_journal-12075	33	17	traditional	traditional	ADJ
american_scientific_journal-12075	33	18	statistical	statistical	ADJ
american_scientific_journal-12075	33	19	models	model	NOUN
american_scientific_journal-12075	33	20	by	by	ADP
american_scientific_journal-12075	33	21	leveraging	leverage	VERB
american_scientific_journal-12075	33	22	advanced	advanced	ADJ
american_scientific_journal-12075	33	23	mathematical	mathematical	ADJ
american_scientific_journal-12075	33	24	frameworks	framework	NOUN
american_scientific_journal-12075	33	25	to	to	PART
american_scientific_journal-12075	33	26	model	model	VERB
american_scientific_journal-12075	33	27	complex	complex	ADJ
american_scientific_journal-12075	33	28	urban	urban	ADJ
american_scientific_journal-12075	33	29	noise	noise	NOUN
american_scientific_journal-12075	33	30	patterns	pattern	NOUN
american_scientific_journal-12075	33	31	.	.	PUNCT
american_scientific_journal-12075	34	1	in	in	ADP
american_scientific_journal-12075	34	2	eastern	eastern	PROPN
american_scientific_journal-12075	34	3	africa	africa	PROPN
american_scientific_journal-12075	34	4	,	,	PUNCT
american_scientific_journal-12075	34	5	smart	smart	ADJ
american_scientific_journal-12075	34	6	predictive	predictive	ADJ
american_scientific_journal-12075	34	7	models	model	NOUN
american_scientific_journal-12075	34	8	for	for	ADP
american_scientific_journal-12075	34	9	rtn	rtn	PROPN
american_scientific_journal-12075	34	10	remain	remain	VERB
american_scientific_journal-12075	34	11	scarce	scarce	ADJ
american_scientific_journal-12075	34	12	,	,	PUNCT
american_scientific_journal-12075	34	13	with	with	ADP
american_scientific_journal-12075	34	14	most	most	ADJ
american_scientific_journal-12075	34	15	studies	study	NOUN
american_scientific_journal-12075	34	16	relying	rely	VERB
american_scientific_journal-12075	34	17	on	on	ADP
american_scientific_journal-12075	34	18	outdated	outdated	ADJ
american_scientific_journal-12075	34	19	statistical	statistical	ADJ
american_scientific_journal-12075	34	20	methods	method	NOUN
american_scientific_journal-12075	34	21	.	.	PUNCT
american_scientific_journal-12075	35	1	nairobi	nairobi	PROPN
american_scientific_journal-12075	35	2	,	,	PUNCT
american_scientific_journal-12075	35	3	kenya	kenya	PROPN
american_scientific_journal-12075	35	4	’s	’s	PART
american_scientific_journal-12075	35	5	capital	capital	NOUN
american_scientific_journal-12075	35	6	,	,	PUNCT
american_scientific_journal-12075	35	7	presents	present	VERB
american_scientific_journal-12075	35	8	unique	unique	ADJ
american_scientific_journal-12075	35	9	challenges	challenge	NOUN
american_scientific_journal-12075	35	10	due	due	ADP
american_scientific_journal-12075	35	11	to	to	ADP
american_scientific_journal-12075	35	12	its	its	PRON
american_scientific_journal-12075	35	13	diverse	diverse	ADJ
american_scientific_journal-12075	35	14	vehicle	vehicle	NOUN
american_scientific_journal-12075	35	15	fleet	fleet	NOUN
american_scientific_journal-12075	35	16	,	,	PUNCT
american_scientific_journal-12075	35	17	including	include	VERB
american_scientific_journal-12075	35	18	bicycles	bicycle	NOUN
american_scientific_journal-12075	35	19	,	,	PUNCT
american_scientific_journal-12075	35	20	motorcycles	motorcycle	NOUN
american_scientific_journal-12075	35	21	,	,	PUNCT
american_scientific_journal-12075	35	22	cars	car	NOUN
american_scientific_journal-12075	35	23	,	,	PUNCT
american_scientific_journal-12075	35	24	buses	bus	NOUN
american_scientific_journal-12075	35	25	,	,	PUNCT
american_scientific_journal-12075	35	26	and	and	CCONJ
american_scientific_journal-12075	35	27	trucks	truck	NOUN
american_scientific_journal-12075	35	28	,	,	PUNCT
american_scientific_journal-12075	35	29	operating	operate	VERB
american_scientific_journal-12075	35	30	within	within	ADP
american_scientific_journal-12075	35	31	constrained	constrained	ADJ
american_scientific_journal-12075	35	32	road	road	NOUN
american_scientific_journal-12075	35	33	networks	network	NOUN
american_scientific_journal-12075	35	34	(	(	PUNCT
american_scientific_journal-12075	35	35	appendix	appendix	NOUN
american_scientific_journal-12075	35	36	4	4	NUM
american_scientific_journal-12075	35	37	)	)	PUNCT
american_scientific_journal-12075	35	38	.	.	PUNCT
american_scientific_journal-12075	36	1	this	this	DET
american_scientific_journal-12075	36	2	heterogeneity	heterogeneity	NOUN
american_scientific_journal-12075	36	3	,	,	PUNCT
american_scientific_journal-12075	36	4	coupled	couple	VERB
american_scientific_journal-12075	36	5	with	with	ADP
american_scientific_journal-12075	36	6	frequent	frequent	ADJ
american_scientific_journal-12075	36	7	congestion	congestion	NOUN
american_scientific_journal-12075	36	8	,	,	PUNCT
american_scientific_journal-12075	36	9	results	result	NOUN
american_scientific_journal-12075	36	10	in	in	ADP
american_scientific_journal-12075	36	11	irregular	irregular	ADJ
american_scientific_journal-12075	36	12	traffic	traffic	NOUN
american_scientific_journal-12075	36	13	flow	flow	NOUN
american_scientific_journal-12075	36	14	and	and	CCONJ
american_scientific_journal-12075	36	15	elevated	elevated	ADJ
american_scientific_journal-12075	36	16	noise	noise	NOUN
american_scientific_journal-12075	36	17	levels	level	NOUN
american_scientific_journal-12075	36	18	.	.	PUNCT
american_scientific_journal-12075	37	1	existing	exist	VERB
american_scientific_journal-12075	37	2	models	model	NOUN
american_scientific_journal-12075	37	3	like	like	ADP
american_scientific_journal-12075	37	4	cortn	cortn	NOUN
american_scientific_journal-12075	37	5	and	and	CCONJ
american_scientific_journal-12075	37	6	rls-90	rls-90	NOUN
american_scientific_journal-12075	37	7	are	be	AUX
american_scientific_journal-12075	37	8	not	not	PART
american_scientific_journal-12075	37	9	calibrated	calibrate	VERB
american_scientific_journal-12075	37	10	for	for	ADP
american_scientific_journal-12075	37	11	nairobi	nairobi	PROPN
american_scientific_journal-12075	37	12	’s	’s	PART
american_scientific_journal-12075	37	13	conditions	condition	NOUN
american_scientific_journal-12075	37	14	,	,	PUNCT
american_scientific_journal-12075	37	15	highlighting	highlight	VERB
american_scientific_journal-12075	37	16	a	a	DET
american_scientific_journal-12075	37	17	critical	critical	ADJ
american_scientific_journal-12075	37	18	gap	gap	NOUN
american_scientific_journal-12075	37	19	in	in	ADP
american_scientific_journal-12075	37	20	localized	localized	ADJ
american_scientific_journal-12075	37	21	rtn	rtn	NOUN
american_scientific_journal-12075	37	22	prediction	prediction	NOUN
american_scientific_journal-12075	37	23	frameworks	framework	NOUN
american_scientific_journal-12075	37	24	.	.	PUNCT
american_scientific_journal-12075	38	1	this	this	DET
american_scientific_journal-12075	38	2	study	study	NOUN
american_scientific_journal-12075	38	3	addresses	address	VERB
american_scientific_journal-12075	38	4	this	this	DET
american_scientific_journal-12075	38	5	gap	gap	NOUN
american_scientific_journal-12075	38	6	by	by	ADP
american_scientific_journal-12075	38	7	developing	develop	VERB
american_scientific_journal-12075	38	8	the	the	DET
american_scientific_journal-12075	38	9	first	first	ADJ
american_scientific_journal-12075	38	10	ann	ann	PROPN
american_scientific_journal-12075	38	11	-	-	PUNCT
american_scientific_journal-12075	38	12	based	base	VERB
american_scientific_journal-12075	38	13	rtn	rtn	PROPN
american_scientific_journal-12075	38	14	prediction	prediction	NOUN
american_scientific_journal-12075	38	15	model	model	NOUN
american_scientific_journal-12075	38	16	tailored	tailor	VERB
american_scientific_journal-12075	38	17	to	to	ADP
american_scientific_journal-12075	38	18	nairobi	nairobi	PROPN
american_scientific_journal-12075	38	19	’s	’s	PART
american_scientific_journal-12075	38	20	traffic	traffic	NOUN
american_scientific_journal-12075	38	21	and	and	CCONJ
american_scientific_journal-12075	38	22	environmental	environmental	ADJ
american_scientific_journal-12075	38	23	context	context	NOUN
american_scientific_journal-12075	38	24	.	.	PUNCT
american_scientific_journal-12075	39	1	its	its	PRON
american_scientific_journal-12075	39	2	novelty	novelty	NOUN
american_scientific_journal-12075	39	3	lies	lie	VERB
american_scientific_journal-12075	39	4	in	in	ADP
american_scientific_journal-12075	39	5	using	use	VERB
american_scientific_journal-12075	39	6	a	a	DET
american_scientific_journal-12075	39	7	multi	multi	ADJ
american_scientific_journal-12075	39	8	-	-	ADJ
american_scientific_journal-12075	39	9	layer	layer	ADJ
american_scientific_journal-12075	39	10	perceptron	perceptron	NOUN
american_scientific_journal-12075	39	11	(	(	PUNCT
american_scientific_journal-12075	39	12	mlp	mlp	PROPN
american_scientific_journal-12075	39	13	)	)	PUNCT
american_scientific_journal-12075	39	14	ann	ann	PROPN
american_scientific_journal-12075	39	15	,	,	PUNCT
american_scientific_journal-12075	39	16	optimized	optimize	VERB
american_scientific_journal-12075	39	17	for	for	ADP
american_scientific_journal-12075	39	18	nairobi	nairobi	PROPN
american_scientific_journal-12075	39	19	’s	’s	PART
american_scientific_journal-12075	39	20	heterogeneous	heterogeneous	ADJ
american_scientific_journal-12075	39	21	traffic	traffic	NOUN
american_scientific_journal-12075	39	22	patterns	pattern	NOUN
american_scientific_journal-12075	39	23	via	via	ADP
american_scientific_journal-12075	39	24	grid	grid	NOUN
american_scientific_journal-12075	39	25	search	search	NOUN
american_scientific_journal-12075	39	26	hyperparameter	hyperparameter	NOUN
american_scientific_journal-12075	39	27	tuning	tuning	NOUN
american_scientific_journal-12075	39	28	,	,	PUNCT
american_scientific_journal-12075	39	29	and	and	CCONJ
american_scientific_journal-12075	39	30	deploying	deploy	VERB
american_scientific_journal-12075	39	31	it	it	PRON
american_scientific_journal-12075	39	32	on	on	ADP
american_scientific_journal-12075	39	33	a	a	DET
american_scientific_journal-12075	39	34	web	web	NOUN
american_scientific_journal-12075	39	35	-	-	PUNCT
american_scientific_journal-12075	39	36	based	base	VERB
american_scientific_journal-12075	39	37	dashboard	dashboard	NOUN
american_scientific_journal-12075	39	38	for	for	ADP
american_scientific_journal-12075	39	39	real	real	ADJ
american_scientific_journal-12075	39	40	-	-	PUNCT
american_scientific_journal-12075	39	41	time	time	NOUN
american_scientific_journal-12075	39	42	monitoring	monitoring	NOUN
american_scientific_journal-12075	39	43	for	for	ADP
american_scientific_journal-12075	39	44	noise	noise	NOUN
american_scientific_journal-12075	39	45	reduction	reduction	NOUN
american_scientific_journal-12075	39	46	schemes	scheme	NOUN
american_scientific_journal-12075	39	47	[	[	X
american_scientific_journal-12075	39	48	23	23	NUM
american_scientific_journal-12075	39	49	]	]	PUNCT
american_scientific_journal-12075	39	50	.	.	PUNCT
american_scientific_journal-12075	40	1	the	the	DET
american_scientific_journal-12075	40	2	study	study	NOUN
american_scientific_journal-12075	40	3	american	american	PROPN
american_scientific_journal-12075	40	4	academic	academic	PROPN
american_scientific_journal-12075	40	5	scientific	scientific	ADJ
american_scientific_journal-12075	40	6	research	research	NOUN
american_scientific_journal-12075	40	7	journal	journal	NOUN
american_scientific_journal-12075	40	8	for	for	ADP
american_scientific_journal-12075	40	9	engineering	engineering	NOUN
american_scientific_journal-12075	40	10	,	,	PUNCT
american_scientific_journal-12075	40	11	technology	technology	NOUN
american_scientific_journal-12075	40	12	,	,	PUNCT
american_scientific_journal-12075	40	13	and	and	CCONJ
american_scientific_journal-12075	40	14	sciences	science	NOUN
american_scientific_journal-12075	40	15	(	(	PUNCT
american_scientific_journal-12075	40	16	asrjets	asrjet	NOUN
american_scientific_journal-12075	40	17	)	)	PUNCT
american_scientific_journal-12075	40	18	volume	volume	NOUN
american_scientific_journal-12075	40	19	103	103	NUM
american_scientific_journal-12075	40	20	,	,	PUNCT
american_scientific_journal-12075	40	21	no	no	DET
american_scientific_journal-12075	40	22	1	1	NUM
american_scientific_journal-12075	40	23	,	,	PUNCT
american_scientific_journal-12075	40	24	pp	pp	ADV
american_scientific_journal-12075	40	25	268	268	NUM
american_scientific_journal-12075	40	26	-	-	SYM
american_scientific_journal-12075	40	27	289	289	NUM
american_scientific_journal-12075	40	28	270	270	NUM
american_scientific_journal-12075	40	29	contributes	contribute	VERB
american_scientific_journal-12075	40	30	:	:	PUNCT
american_scientific_journal-12075	40	31	(	(	PUNCT
american_scientific_journal-12075	40	32	1	1	X
american_scientific_journal-12075	40	33	)	)	PUNCT
american_scientific_journal-12075	40	34	a	a	DET
american_scientific_journal-12075	40	35	high	high	ADJ
american_scientific_journal-12075	40	36	-	-	PUNCT
american_scientific_journal-12075	40	37	accuracy	accuracy	NOUN
american_scientific_journal-12075	40	38	mlp	mlp	NOUN
american_scientific_journal-12075	40	39	model	model	NOUN
american_scientific_journal-12075	40	40	for	for	ADP
american_scientific_journal-12075	40	41	rtn	rtn	PROPN
american_scientific_journal-12075	40	42	prediction	prediction	PROPN
american_scientific_journal-12075	40	43	,	,	PUNCT
american_scientific_journal-12075	40	44	(	(	PUNCT
american_scientific_journal-12075	40	45	2	2	X
american_scientific_journal-12075	40	46	)	)	PUNCT
american_scientific_journal-12075	40	47	a	a	DET
american_scientific_journal-12075	40	48	scalable	scalable	ADJ
american_scientific_journal-12075	40	49	framework	framework	NOUN
american_scientific_journal-12075	40	50	for	for	ADP
american_scientific_journal-12075	40	51	noise	noise	NOUN
american_scientific_journal-12075	40	52	management	management	NOUN
american_scientific_journal-12075	40	53	in	in	ADP
american_scientific_journal-12075	40	54	african	african	ADJ
american_scientific_journal-12075	40	55	cities	city	NOUN
american_scientific_journal-12075	40	56	,	,	PUNCT
american_scientific_journal-12075	40	57	and	and	CCONJ
american_scientific_journal-12075	40	58	(	(	PUNCT
american_scientific_journal-12075	40	59	3	3	X
american_scientific_journal-12075	40	60	)	)	PUNCT
american_scientific_journal-12075	40	61	a	a	DET
american_scientific_journal-12075	40	62	public	public	ADJ
american_scientific_journal-12075	40	63	platform	platform	NOUN
american_scientific_journal-12075	40	64	for	for	ADP
american_scientific_journal-12075	40	65	stakeholder	stakeholder	NOUN
american_scientific_journal-12075	40	66	engagement	engagement	NOUN
american_scientific_journal-12075	40	67	and	and	CCONJ
american_scientific_journal-12075	40	68	urban	urban	ADJ
american_scientific_journal-12075	40	69	noise	noise	NOUN
american_scientific_journal-12075	40	70	policy	policy	NOUN
american_scientific_journal-12075	40	71	formulation	formulation	NOUN
american_scientific_journal-12075	40	72	as	as	SCONJ
american_scientific_journal-12075	40	73	suggested	suggest	VERB
american_scientific_journal-12075	40	74	by	by	ADP
american_scientific_journal-12075	40	75	[	[	X
american_scientific_journal-12075	40	76	24	24	NUM
american_scientific_journal-12075	40	77	]	]	PUNCT
american_scientific_journal-12075	40	78	.	.	PUNCT
american_scientific_journal-12075	41	1	these	these	DET
american_scientific_journal-12075	41	2	advancements	advancement	NOUN
american_scientific_journal-12075	41	3	aim	aim	VERB
american_scientific_journal-12075	41	4	to	to	PART
american_scientific_journal-12075	41	5	support	support	VERB
american_scientific_journal-12075	41	6	urban	urban	ADJ
american_scientific_journal-12075	41	7	highway	highway	NOUN
american_scientific_journal-12075	41	8	planning	planning	NOUN
american_scientific_journal-12075	41	9	[	[	X
american_scientific_journal-12075	41	10	27	27	NUM
american_scientific_journal-12075	41	11	]	]	PUNCT
american_scientific_journal-12075	41	12	,	,	PUNCT
american_scientific_journal-12075	41	13	mitigate	mitigate	VERB
american_scientific_journal-12075	41	14	health	health	NOUN
american_scientific_journal-12075	41	15	impacts	impact	NOUN
american_scientific_journal-12075	41	16	,	,	PUNCT
american_scientific_journal-12075	41	17	and	and	CCONJ
american_scientific_journal-12075	41	18	enhance	enhance	VERB
american_scientific_journal-12075	41	19	liveability	liveability	NOUN
american_scientific_journal-12075	41	20	in	in	ADP
american_scientific_journal-12075	41	21	nairobi	nairobi	PROPN
american_scientific_journal-12075	41	22	and	and	CCONJ
american_scientific_journal-12075	41	23	similar	similar	ADJ
american_scientific_journal-12075	41	24	contexts	contexts	NOUN
american_scientific_journal-12075	41	25	.	.	PUNCT
american_scientific_journal-12075	42	1	the	the	DET
american_scientific_journal-12075	42	2	source	source	NOUN
american_scientific_journal-12075	42	3	code	code	NOUN
american_scientific_journal-12075	42	4	for	for	ADP
american_scientific_journal-12075	42	5	the	the	DET
american_scientific_journal-12075	42	6	mlp	mlp	PROPN
american_scientific_journal-12075	42	7	ann	ann	PROPN
american_scientific_journal-12075	42	8	model	model	PROPN
american_scientific_journal-12075	42	9	,	,	PUNCT
american_scientific_journal-12075	42	10	including	include	VERB
american_scientific_journal-12075	42	11	data	datum	NOUN
american_scientific_journal-12075	42	12	preprocessing	preprocessing	NOUN
american_scientific_journal-12075	42	13	,	,	PUNCT
american_scientific_journal-12075	42	14	model	model	NOUN
american_scientific_journal-12075	42	15	training	training	NOUN
american_scientific_journal-12075	42	16	,	,	PUNCT
american_scientific_journal-12075	42	17	hyperparameter	hyperparameter	NOUN
american_scientific_journal-12075	42	18	tuning	tuning	NOUN
american_scientific_journal-12075	42	19	,	,	PUNCT
american_scientific_journal-12075	42	20	and	and	CCONJ
american_scientific_journal-12075	42	21	web	web	NOUN
american_scientific_journal-12075	42	22	-	-	PUNCT
american_scientific_journal-12075	42	23	based	base	VERB
american_scientific_journal-12075	42	24	dashboard	dashboard	NOUN
american_scientific_journal-12075	42	25	deployment	deployment	NOUN
american_scientific_journal-12075	42	26	,	,	PUNCT
american_scientific_journal-12075	42	27	is	be	AUX
american_scientific_journal-12075	42	28	available	available	ADJ
american_scientific_journal-12075	42	29	on	on	ADP
american_scientific_journal-12075	42	30	github	github	PROPN
american_scientific_journal-12075	42	31	at	at	ADP
american_scientific_journal-12075	42	32	https://github.com/elishaakech/soundai	https://github.com/elishaakech/soundai	NOUN
american_scientific_journal-12075	42	33	.	.	PUNCT
american_scientific_journal-12075	43	1	this	this	DET
american_scientific_journal-12075	43	2	repository	repository	NOUN
american_scientific_journal-12075	43	3	includes	include	VERB
american_scientific_journal-12075	43	4	python	python	NOUN
american_scientific_journal-12075	43	5	scripts	script	NOUN
american_scientific_journal-12075	43	6	for	for	ADP
american_scientific_journal-12075	43	7	implementing	implement	VERB
american_scientific_journal-12075	43	8	the	the	DET
american_scientific_journal-12075	43	9	model	model	NOUN
american_scientific_journal-12075	43	10	using	use	VERB
american_scientific_journal-12075	43	11	libraries	library	NOUN
american_scientific_journal-12075	43	12	such	such	ADJ
american_scientific_journal-12075	43	13	as	as	ADP
american_scientific_journal-12075	43	14	pytorch	pytorch	NOUN
american_scientific_journal-12075	43	15	,	,	PUNCT
american_scientific_journal-12075	43	16	along	along	ADP
american_scientific_journal-12075	43	17	with	with	ADP
american_scientific_journal-12075	43	18	real	real	ADJ
american_scientific_journal-12075	43	19	datasets	dataset	NOUN
american_scientific_journal-12075	43	20	and	and	CCONJ
american_scientific_journal-12075	43	21	instructions	instruction	NOUN
american_scientific_journal-12075	43	22	for	for	ADP
american_scientific_journal-12075	43	23	reproducing	reproduce	VERB
american_scientific_journal-12075	43	24	the	the	DET
american_scientific_journal-12075	43	25	results	result	NOUN
american_scientific_journal-12075	43	26	.	.	PUNCT
american_scientific_journal-12075	44	1	2	2	X
american_scientific_journal-12075	44	2	.	.	X
american_scientific_journal-12075	44	3	methodology	methodology	NOUN
american_scientific_journal-12075	44	4	2.1	2.1	NUM
american_scientific_journal-12075	44	5	.	.	PUNCT
american_scientific_journal-12075	45	1	study	study	NOUN
american_scientific_journal-12075	45	2	area	area	NOUN
american_scientific_journal-12075	45	3	the	the	DET
american_scientific_journal-12075	45	4	study	study	NOUN
american_scientific_journal-12075	45	5	was	be	AUX
american_scientific_journal-12075	45	6	conducted	conduct	VERB
american_scientific_journal-12075	45	7	in	in	ADP
american_scientific_journal-12075	45	8	nairobi	nairobi	PROPN
american_scientific_journal-12075	45	9	city	city	PROPN
american_scientific_journal-12075	45	10	,	,	PUNCT
american_scientific_journal-12075	45	11	kenya	kenya	PROPN
american_scientific_journal-12075	45	12	,	,	PUNCT
american_scientific_journal-12075	45	13	a	a	DET
american_scientific_journal-12075	45	14	bustling	bustling	NOUN
american_scientific_journal-12075	45	15	metropolis	metropolis	NOUN
american_scientific_journal-12075	45	16	with	with	ADP
american_scientific_journal-12075	45	17	a	a	DET
american_scientific_journal-12075	45	18	diverse	diverse	ADJ
american_scientific_journal-12075	45	19	vehicle	vehicle	NOUN
american_scientific_journal-12075	45	20	fleet	fleet	NOUN
american_scientific_journal-12075	45	21	.	.	PUNCT
american_scientific_journal-12075	46	1	figure	figure	VERB
american_scientific_journal-12075	46	2	1	1	NUM
american_scientific_journal-12075	46	3	:	:	PUNCT
american_scientific_journal-12075	46	4	map	map	NOUN
american_scientific_journal-12075	46	5	of	of	ADP
american_scientific_journal-12075	46	6	nairobi	nairobi	PROPN
american_scientific_journal-12075	46	7	city	city	PROPN
american_scientific_journal-12075	46	8	,	,	PUNCT
american_scientific_journal-12075	46	9	kenya	kenya	PROPN
american_scientific_journal-12075	46	10	(	(	PUNCT
american_scientific_journal-12075	46	11	source	source	NOUN
american_scientific_journal-12075	46	12	:	:	PUNCT
american_scientific_journal-12075	46	13	author	author	NOUN
american_scientific_journal-12075	46	14	)	)	PUNCT
american_scientific_journal-12075	46	15	42	42	NUM
american_scientific_journal-12075	46	16	sampling	sampling	NOUN
american_scientific_journal-12075	46	17	points	point	NOUN
american_scientific_journal-12075	46	18	were	be	AUX
american_scientific_journal-12075	46	19	selected	select	VERB
american_scientific_journal-12075	46	20	across	across	ADP
american_scientific_journal-12075	46	21	the	the	DET
american_scientific_journal-12075	46	22	city	city	NOUN
american_scientific_journal-12075	46	23	,	,	PUNCT
american_scientific_journal-12075	46	24	spanning	span	VERB
american_scientific_journal-12075	46	25	diverse	diverse	ADJ
american_scientific_journal-12075	46	26	land	land	NOUN
american_scientific_journal-12075	46	27	use	use	NOUN
american_scientific_journal-12075	46	28	types	type	NOUN
american_scientific_journal-12075	46	29	connected	connect	VERB
american_scientific_journal-12075	46	30	by	by	ADP
american_scientific_journal-12075	46	31	diverse	diverse	ADJ
american_scientific_journal-12075	46	32	road	road	NOUN
american_scientific_journal-12075	46	33	corridors	corridor	NOUN
american_scientific_journal-12075	46	34	that	that	PRON
american_scientific_journal-12075	46	35	have	have	VERB
american_scientific_journal-12075	46	36	different	different	ADJ
american_scientific_journal-12075	46	37	traffic	traffic	NOUN
american_scientific_journal-12075	46	38	volumes	volume	NOUN
american_scientific_journal-12075	46	39	,	,	PUNCT
american_scientific_journal-12075	46	40	all	all	PRON
american_scientific_journal-12075	46	41	representing	represent	VERB
american_scientific_journal-12075	46	42	varied	varied	ADJ
american_scientific_journal-12075	46	43	urban	urban	ADJ
american_scientific_journal-12075	46	44	traffic	traffic	NOUN
american_scientific_journal-12075	46	45	conditions	condition	NOUN
american_scientific_journal-12075	46	46	,	,	PUNCT
american_scientific_journal-12075	46	47	see	see	VERB
american_scientific_journal-12075	46	48	figure	figure	NOUN
american_scientific_journal-12075	46	49	2	2	NUM
american_scientific_journal-12075	46	50	.	.	PUNCT
american_scientific_journal-12075	46	51	american	american	ADJ
american_scientific_journal-12075	46	52	academic	academic	ADJ
american_scientific_journal-12075	46	53	scientific	scientific	ADJ
american_scientific_journal-12075	46	54	research	research	NOUN
american_scientific_journal-12075	46	55	journal	journal	NOUN
american_scientific_journal-12075	46	56	for	for	ADP
american_scientific_journal-12075	46	57	engineering	engineering	NOUN
american_scientific_journal-12075	46	58	,	,	PUNCT
american_scientific_journal-12075	46	59	technology	technology	NOUN
american_scientific_journal-12075	46	60	,	,	PUNCT
american_scientific_journal-12075	46	61	and	and	CCONJ
american_scientific_journal-12075	46	62	sciences	science	NOUN
american_scientific_journal-12075	46	63	(	(	PUNCT
american_scientific_journal-12075	46	64	asrjets	asrjet	NOUN
american_scientific_journal-12075	46	65	)	)	PUNCT
american_scientific_journal-12075	46	66	volume	volume	NOUN
american_scientific_journal-12075	46	67	103	103	NUM
american_scientific_journal-12075	46	68	,	,	PUNCT
american_scientific_journal-12075	46	69	no	no	DET
american_scientific_journal-12075	46	70	1	1	NUM
american_scientific_journal-12075	46	71	,	,	PUNCT
american_scientific_journal-12075	46	72	pp	pp	ADV
american_scientific_journal-12075	46	73	268	268	NUM
american_scientific_journal-12075	46	74	-	-	SYM
american_scientific_journal-12075	46	75	289	289	NUM
american_scientific_journal-12075	46	76	271	271	NUM
american_scientific_journal-12075	46	77	figure	figure	NOUN
american_scientific_journal-12075	46	78	2	2	NUM
american_scientific_journal-12075	46	79	:	:	PUNCT
american_scientific_journal-12075	46	80	42	42	NUM
american_scientific_journal-12075	46	81	sampling	sample	VERB
american_scientific_journal-12075	46	82	locations	location	NOUN
american_scientific_journal-12075	46	83	selected	select	VERB
american_scientific_journal-12075	46	84	across	across	ADP
american_scientific_journal-12075	46	85	nairobi	nairobi	PROPN
american_scientific_journal-12075	46	86	(	(	PUNCT
american_scientific_journal-12075	46	87	source	source	NOUN
american_scientific_journal-12075	46	88	:	:	PUNCT
american_scientific_journal-12075	46	89	author	author	NOUN
american_scientific_journal-12075	46	90	)	)	PUNCT
american_scientific_journal-12075	46	91	2.2	2.2	NUM
american_scientific_journal-12075	46	92	.	.	PUNCT
american_scientific_journal-12075	47	1	data	datum	NOUN
american_scientific_journal-12075	47	2	collection	collection	NOUN
american_scientific_journal-12075	47	3	data	datum	NOUN
american_scientific_journal-12075	47	4	were	be	AUX
american_scientific_journal-12075	47	5	collected	collect	VERB
american_scientific_journal-12075	47	6	for	for	ADP
american_scientific_journal-12075	47	7	seven	seven	NUM
american_scientific_journal-12075	47	8	days	day	NOUN
american_scientific_journal-12075	47	9	,	,	PUNCT
american_scientific_journal-12075	47	10	across	across	ADP
american_scientific_journal-12075	47	11	42	42	NUM
american_scientific_journal-12075	47	12	nairobi	nairobi	PROPN
american_scientific_journal-12075	47	13	locations	location	NOUN
american_scientific_journal-12075	47	14	from	from	ADP
american_scientific_journal-12075	47	15	6	6	NUM
american_scientific_journal-12075	47	16	am	am	NOUN
american_scientific_journal-12075	47	17	to	to	ADP
american_scientific_journal-12075	47	18	6	6	NUM
american_scientific_journal-12075	47	19	pm	pm	NOUN
american_scientific_journal-12075	47	20	.	.	PUNCT
american_scientific_journal-12075	48	1	noise	noise	NOUN
american_scientific_journal-12075	48	2	levels	level	NOUN
american_scientific_journal-12075	48	3	(	(	PUNCT
american_scientific_journal-12075	48	4	leq	leq	PROPN
american_scientific_journal-12075	48	5	)	)	PUNCT
american_scientific_journal-12075	48	6	were	be	AUX
american_scientific_journal-12075	48	7	measured	measure	VERB
american_scientific_journal-12075	48	8	using	use	VERB
american_scientific_journal-12075	48	9	a	a	DET
american_scientific_journal-12075	48	10	lutron	lutron	PROPN
american_scientific_journal-12075	48	11	sl-4033sd	sl-4033sd	PROPN
american_scientific_journal-12075	48	12	class	class	NOUN
american_scientific_journal-12075	48	13	1	1	NUM
american_scientific_journal-12075	48	14	calibrated	calibrate	VERB
american_scientific_journal-12075	48	15	sound	sound	NOUN
american_scientific_journal-12075	48	16	level	level	NOUN
american_scientific_journal-12075	48	17	meter	meter	NOUN
american_scientific_journal-12075	48	18	(	(	PUNCT
american_scientific_journal-12075	48	19	slm	slm	PROPN
american_scientific_journal-12075	48	20	)	)	PUNCT
american_scientific_journal-12075	48	21	.	.	PUNCT
american_scientific_journal-12075	49	1	a	a	DET
american_scientific_journal-12075	49	2	handheld	handheld	ADJ
american_scientific_journal-12075	49	3	samsung	samsung	PROPN
american_scientific_journal-12075	49	4	galaxy	galaxy	PROPN
american_scientific_journal-12075	49	5	a12	a12	PROPN
american_scientific_journal-12075	49	6	model	model	PROPN
american_scientific_journal-12075	49	7	sm	sm	PROPN
american_scientific_journal-12075	49	8	-	-	PUNCT
american_scientific_journal-12075	49	9	a127f	a127f	PROPN
american_scientific_journal-12075	49	10	/	/	SYM
american_scientific_journal-12075	49	11	ds	ds	PROPN
american_scientific_journal-12075	49	12	,	,	PUNCT
american_scientific_journal-12075	49	13	android	android	PROPN
american_scientific_journal-12075	49	14	smartphone	smartphone	NOUN
american_scientific_journal-12075	49	15	was	be	AUX
american_scientific_journal-12075	49	16	also	also	ADV
american_scientific_journal-12075	49	17	used	use	VERB
american_scientific_journal-12075	49	18	to	to	PART
american_scientific_journal-12075	49	19	capture	capture	VERB
american_scientific_journal-12075	49	20	audio	audio	ADJ
american_scientific_journal-12075	49	21	recordings	recording	NOUN
american_scientific_journal-12075	49	22	of	of	ADP
american_scientific_journal-12075	49	23	rtn	rtn	PROPN
american_scientific_journal-12075	49	24	.	.	PROPN
american_scientific_journal-12075	49	25	vehicle	vehicle	NOUN
american_scientific_journal-12075	49	26	count	count	NOUN
american_scientific_journal-12075	49	27	spanning	span	VERB
american_scientific_journal-12075	49	28	bicycles	bicycle	NOUN
american_scientific_journal-12075	49	29	,	,	PUNCT
american_scientific_journal-12075	49	30	motorcycles	motorcycle	NOUN
american_scientific_journal-12075	49	31	,	,	PUNCT
american_scientific_journal-12075	49	32	private	private	ADJ
american_scientific_journal-12075	49	33	cars	car	NOUN
american_scientific_journal-12075	49	34	,	,	PUNCT
american_scientific_journal-12075	49	35	suvs	suvs	NOUN
american_scientific_journal-12075	49	36	,	,	PUNCT
american_scientific_journal-12075	49	37	pick	pick	NOUN
american_scientific_journal-12075	49	38	-	-	PUNCT
american_scientific_journal-12075	49	39	ups	up	NOUN
american_scientific_journal-12075	49	40	,	,	PUNCT
american_scientific_journal-12075	49	41	public	public	ADJ
american_scientific_journal-12075	49	42	service	service	NOUN
american_scientific_journal-12075	49	43	vehicles	vehicle	NOUN
american_scientific_journal-12075	49	44	(	(	PUNCT
american_scientific_journal-12075	49	45	psvs	psvs	NOUN
american_scientific_journal-12075	49	46	)	)	PUNCT
american_scientific_journal-12075	49	47	,	,	PUNCT
american_scientific_journal-12075	49	48	buses	bus	NOUN
american_scientific_journal-12075	49	49	,	,	PUNCT
american_scientific_journal-12075	49	50	light	light	ADJ
american_scientific_journal-12075	49	51	,	,	PUNCT
american_scientific_journal-12075	49	52	medium	medium	ADJ
american_scientific_journal-12075	49	53	,	,	PUNCT
american_scientific_journal-12075	49	54	and	and	CCONJ
american_scientific_journal-12075	49	55	heavy	heavy	ADJ
american_scientific_journal-12075	49	56	-	-	PUNCT
american_scientific_journal-12075	49	57	duty	duty	NOUN
american_scientific_journal-12075	49	58	trucks	truck	NOUN
american_scientific_journal-12075	49	59	,	,	PUNCT
american_scientific_journal-12075	49	60	and	and	CCONJ
american_scientific_journal-12075	49	61	others	other	NOUN
american_scientific_journal-12075	49	62	such	such	ADJ
american_scientific_journal-12075	49	63	as	as	ADP
american_scientific_journal-12075	49	64	tractors	tractor	NOUN
american_scientific_journal-12075	49	65	were	be	AUX
american_scientific_journal-12075	49	66	manually	manually	ADV
american_scientific_journal-12075	49	67	tallied	tally	VERB
american_scientific_journal-12075	49	68	on	on	ADP
american_scientific_journal-12075	49	69	a	a	DET
american_scientific_journal-12075	49	70	form	form	NOUN
american_scientific_journal-12075	49	71	shown	show	VERB
american_scientific_journal-12075	49	72	in	in	ADP
american_scientific_journal-12075	49	73	appendix	appendix	NOUN
american_scientific_journal-12075	49	74	1	1	NUM
american_scientific_journal-12075	49	75	.	.	PUNCT
american_scientific_journal-12075	49	76	traffic	traffic	NOUN
american_scientific_journal-12075	49	77	speed	speed	NOUN
american_scientific_journal-12075	49	78	was	be	AUX
american_scientific_journal-12075	49	79	also	also	ADV
american_scientific_journal-12075	49	80	captured	capture	VERB
american_scientific_journal-12075	49	81	using	use	VERB
american_scientific_journal-12075	49	82	a	a	DET
american_scientific_journal-12075	49	83	calibrated	calibrate	VERB
american_scientific_journal-12075	49	84	binar	binar	NOUN
american_scientific_journal-12075	49	85	radar	radar	NOUN
american_scientific_journal-12075	49	86	speed	speed	NOUN
american_scientific_journal-12075	49	87	gun	gun	NOUN
american_scientific_journal-12075	49	88	and	and	CCONJ
american_scientific_journal-12075	49	89	documented	document	VERB
american_scientific_journal-12075	49	90	manually	manually	ADV
american_scientific_journal-12075	49	91	on	on	ADP
american_scientific_journal-12075	49	92	a	a	DET
american_scientific_journal-12075	49	93	form	form	NOUN
american_scientific_journal-12075	49	94	shown	show	VERB
american_scientific_journal-12075	49	95	in	in	ADP
american_scientific_journal-12075	49	96	appendix	appendix	NOUN
american_scientific_journal-12075	49	97	1	1	NUM
american_scientific_journal-12075	49	98	.	.	PUNCT
american_scientific_journal-12075	49	99	from	from	ADP
american_scientific_journal-12075	49	100	the	the	DET
american_scientific_journal-12075	49	101	data	datum	NOUN
american_scientific_journal-12075	49	102	,	,	PUNCT
american_scientific_journal-12075	49	103	a	a	DET
american_scientific_journal-12075	49	104	total	total	NOUN
american_scientific_journal-12075	49	105	of	of	ADP
american_scientific_journal-12075	49	106	504	504	NUM
american_scientific_journal-12075	49	107	samples	sample	NOUN
american_scientific_journal-12075	49	108	of	of	ADP
american_scientific_journal-12075	49	109	data	datum	NOUN
american_scientific_journal-12075	49	110	were	be	AUX
american_scientific_journal-12075	49	111	obtained	obtain	VERB
american_scientific_journal-12075	49	112	.	.	PUNCT
american_scientific_journal-12075	50	1	2.3	2.3	NUM
american_scientific_journal-12075	50	2	.	.	PUNCT
american_scientific_journal-12075	51	1	data	datum	NOUN
american_scientific_journal-12075	51	2	preprocessing	preprocessing	NOUN
american_scientific_journal-12075	51	3	noise	noise	NOUN
american_scientific_journal-12075	51	4	levels	level	NOUN
american_scientific_journal-12075	51	5	were	be	AUX
american_scientific_journal-12075	51	6	calculated	calculate	VERB
american_scientific_journal-12075	51	7	in	in	ADP
american_scientific_journal-12075	51	8	ms	ms	PROPN
american_scientific_journal-12075	51	9	excel	excel	NOUN
american_scientific_journal-12075	51	10	from	from	ADP
american_scientific_journal-12075	51	11	the	the	DET
american_scientific_journal-12075	51	12	logged	log	VERB
american_scientific_journal-12075	51	13	slm	slm	PROPN
american_scientific_journal-12075	51	14	data	data	PROPN
american_scientific_journal-12075	51	15	.	.	PUNCT
american_scientific_journal-12075	52	1	vehicle	vehicle	NOUN
american_scientific_journal-12075	52	2	counts	count	NOUN
american_scientific_journal-12075	52	3	were	be	AUX
american_scientific_journal-12075	52	4	converted	convert	VERB
american_scientific_journal-12075	52	5	to	to	ADP
american_scientific_journal-12075	52	6	passenger	passenger	NOUN
american_scientific_journal-12075	52	7	car	car	NOUN
american_scientific_journal-12075	52	8	units	unit	NOUN
american_scientific_journal-12075	52	9	(	(	PUNCT
american_scientific_journal-12075	52	10	pcu	pcu	PROPN
american_scientific_journal-12075	52	11	)	)	PUNCT
american_scientific_journal-12075	52	12	using	use	VERB
american_scientific_journal-12075	52	13	standard	standard	ADJ
american_scientific_journal-12075	52	14	conversion	conversion	NOUN
american_scientific_journal-12075	52	15	factors	factor	NOUN
american_scientific_journal-12075	52	16	shown	show	VERB
american_scientific_journal-12075	52	17	in	in	ADP
american_scientific_journal-12075	52	18	appendix	appendix	NOUN
american_scientific_journal-12075	52	19	3	3	NUM
american_scientific_journal-12075	52	20	.	.	PUNCT
american_scientific_journal-12075	53	1	average	average	ADJ
american_scientific_journal-12075	53	2	speeds	speed	NOUN
american_scientific_journal-12075	53	3	were	be	AUX
american_scientific_journal-12075	53	4	also	also	ADV
american_scientific_journal-12075	53	5	calculated	calculate	VERB
american_scientific_journal-12075	53	6	from	from	ADP
american_scientific_journal-12075	53	7	the	the	DET
american_scientific_journal-12075	53	8	speed	speed	NOUN
american_scientific_journal-12075	53	9	gun	gun	NOUN
american_scientific_journal-12075	53	10	data	datum	NOUN
american_scientific_journal-12075	53	11	,	,	PUNCT
american_scientific_journal-12075	53	12	and	and	CCONJ
american_scientific_journal-12075	53	13	the	the	DET
american_scientific_journal-12075	53	14	flow	flow	NOUN
american_scientific_journal-12075	53	15	type	type	NOUN
american_scientific_journal-12075	53	16	was	be	AUX
american_scientific_journal-12075	53	17	categorized	categorize	VERB
american_scientific_journal-12075	53	18	as	as	ADP
american_scientific_journal-12075	53	19	congested	congested	ADJ
american_scientific_journal-12075	53	20	(	(	PUNCT
american_scientific_journal-12075	53	21	<	<	X
american_scientific_journal-12075	53	22	20	20	NUM
american_scientific_journal-12075	53	23	km	km	NOUN
american_scientific_journal-12075	53	24	/	/	SYM
american_scientific_journal-12075	53	25	h	h	NOUN
american_scientific_journal-12075	53	26	)	)	PUNCT
american_scientific_journal-12075	53	27	,	,	PUNCT
american_scientific_journal-12075	53	28	periodic	periodic	NOUN
american_scientific_journal-12075	53	29	(	(	PUNCT
american_scientific_journal-12075	53	30	20–35	20–35	NUM
american_scientific_journal-12075	53	31	km	km	NOUN
american_scientific_journal-12075	53	32	/	/	SYM
american_scientific_journal-12075	53	33	h	h	NOUN
american_scientific_journal-12075	53	34	)	)	PUNCT
american_scientific_journal-12075	53	35	,	,	PUNCT
american_scientific_journal-12075	53	36	or	or	CCONJ
american_scientific_journal-12075	53	37	fluid	fluid	NOUN
american_scientific_journal-12075	53	38	(	(	PUNCT
american_scientific_journal-12075	53	39	>	>	SYM
american_scientific_journal-12075	53	40	35	35	NUM
american_scientific_journal-12075	53	41	km	km	NOUN
american_scientific_journal-12075	53	42	/	/	SYM
american_scientific_journal-12075	53	43	h	h	NOUN
american_scientific_journal-12075	53	44	)	)	PUNCT
american_scientific_journal-12075	53	45	.	.	PUNCT
american_scientific_journal-12075	54	1	the	the	DET
american_scientific_journal-12075	54	2	smartphone	smartphone	NOUN
american_scientific_journal-12075	54	3	audio	audio	NOUN
american_scientific_journal-12075	54	4	recordings	recording	NOUN
american_scientific_journal-12075	54	5	were	be	AUX
american_scientific_journal-12075	54	6	preprocessed	preprocesse	VERB
american_scientific_journal-12075	54	7	using	use	VERB
american_scientific_journal-12075	54	8	python	python	NOUN
american_scientific_journal-12075	54	9	to	to	PART
american_scientific_journal-12075	54	10	extract	extract	VERB
american_scientific_journal-12075	54	11	the	the	DET
american_scientific_journal-12075	54	12	leq	leq	NOUN
american_scientific_journal-12075	54	13	.	.	PUNCT
american_scientific_journal-12075	55	1	they	they	PRON
american_scientific_journal-12075	55	2	were	be	AUX
american_scientific_journal-12075	55	3	compared	compare	VERB
american_scientific_journal-12075	55	4	with	with	ADP
american_scientific_journal-12075	55	5	the	the	DET
american_scientific_journal-12075	55	6	slm	slm	PROPN
american_scientific_journal-12075	55	7	measurements	measurement	NOUN
american_scientific_journal-12075	55	8	to	to	PART
american_scientific_journal-12075	55	9	ensure	ensure	VERB
american_scientific_journal-12075	55	10	consistency	consistency	NOUN
american_scientific_journal-12075	55	11	.	.	PUNCT
american_scientific_journal-12075	56	1	2.4	2.4	NUM
american_scientific_journal-12075	56	2	.	.	PUNCT
american_scientific_journal-12075	56	3	framework	framework	NOUN
american_scientific_journal-12075	56	4	overview	overview	VERB
american_scientific_journal-12075	56	5	the	the	DET
american_scientific_journal-12075	56	6	modelling	modelling	NOUN
american_scientific_journal-12075	56	7	process	process	NOUN
american_scientific_journal-12075	56	8	followed	follow	VERB
american_scientific_journal-12075	56	9	a	a	DET
american_scientific_journal-12075	56	10	structured	structured	ADJ
american_scientific_journal-12075	56	11	pipeline	pipeline	NOUN
american_scientific_journal-12075	56	12	,	,	PUNCT
american_scientific_journal-12075	56	13	as	as	SCONJ
american_scientific_journal-12075	56	14	shown	show	VERB
american_scientific_journal-12075	56	15	in	in	ADP
american_scientific_journal-12075	56	16	figure	figure	NOUN
american_scientific_journal-12075	56	17	3	3	NUM
american_scientific_journal-12075	56	18	,	,	PUNCT
american_scientific_journal-12075	56	19	from	from	ADP
american_scientific_journal-12075	56	20	data	datum	NOUN
american_scientific_journal-12075	56	21	sources	source	NOUN
american_scientific_journal-12075	56	22	to	to	ADP
american_scientific_journal-12075	56	23	evaluation	evaluation	NOUN
american_scientific_journal-12075	56	24	,	,	PUNCT
american_scientific_journal-12075	56	25	with	with	ADP
american_scientific_journal-12075	56	26	shared	share	VERB
american_scientific_journal-12075	56	27	preprocessing	preprocessing	NOUN
american_scientific_journal-12075	56	28	and	and	CCONJ
american_scientific_journal-12075	56	29	diverse	diverse	VERB
american_scientific_journal-12075	56	30	modelling	modelling	NOUN
american_scientific_journal-12075	56	31	approaches	approach	NOUN
american_scientific_journal-12075	56	32	.	.	PUNCT
american_scientific_journal-12075	57	1	the	the	DET
american_scientific_journal-12075	57	2	framework	framework	NOUN
american_scientific_journal-12075	57	3	as	as	SCONJ
american_scientific_journal-12075	57	4	presented	present	VERB
american_scientific_journal-12075	57	5	in	in	ADP
american_scientific_journal-12075	57	6	figure	figure	NOUN
american_scientific_journal-12075	57	7	3	3	NUM
american_scientific_journal-12075	57	8	,	,	PUNCT
american_scientific_journal-12075	57	9	includes	include	VERB
american_scientific_journal-12075	57	10	:	:	PUNCT
american_scientific_journal-12075	57	11	(	(	PUNCT
american_scientific_journal-12075	57	12	a	a	X
american_scientific_journal-12075	57	13	)	)	PUNCT
american_scientific_journal-12075	57	14	american	american	ADJ
american_scientific_journal-12075	57	15	academic	academic	ADJ
american_scientific_journal-12075	57	16	scientific	scientific	ADJ
american_scientific_journal-12075	57	17	research	research	NOUN
american_scientific_journal-12075	57	18	journal	journal	NOUN
american_scientific_journal-12075	57	19	for	for	ADP
american_scientific_journal-12075	57	20	engineering	engineering	NOUN
american_scientific_journal-12075	57	21	,	,	PUNCT
american_scientific_journal-12075	57	22	technology	technology	NOUN
american_scientific_journal-12075	57	23	,	,	PUNCT
american_scientific_journal-12075	57	24	and	and	CCONJ
american_scientific_journal-12075	57	25	sciences	science	NOUN
american_scientific_journal-12075	57	26	(	(	PUNCT
american_scientific_journal-12075	57	27	asrjets	asrjet	NOUN
american_scientific_journal-12075	57	28	)	)	PUNCT
american_scientific_journal-12075	57	29	volume	volume	NOUN
american_scientific_journal-12075	57	30	103	103	NUM
american_scientific_journal-12075	57	31	,	,	PUNCT
american_scientific_journal-12075	57	32	no	no	DET
american_scientific_journal-12075	57	33	1	1	NUM
american_scientific_journal-12075	57	34	,	,	PUNCT
american_scientific_journal-12075	57	35	pp	pp	ADV
american_scientific_journal-12075	57	36	268	268	NUM
american_scientific_journal-12075	57	37	-	-	SYM
american_scientific_journal-12075	57	38	289	289	NUM
american_scientific_journal-12075	57	39	272	272	NUM
american_scientific_journal-12075	57	40	data	datum	NOUN
american_scientific_journal-12075	57	41	sources	source	NOUN
american_scientific_journal-12075	57	42	:	:	PUNCT
american_scientific_journal-12075	57	43	three	three	NUM
american_scientific_journal-12075	57	44	excel	excel	NOUN
american_scientific_journal-12075	57	45	sheets	sheet	NOUN
american_scientific_journal-12075	57	46	with	with	ADP
american_scientific_journal-12075	57	47	the	the	DET
american_scientific_journal-12075	57	48	noise	noise	NOUN
american_scientific_journal-12075	57	49	leq	leq	NOUN
american_scientific_journal-12075	57	50	,	,	PUNCT
american_scientific_journal-12075	57	51	speed	speed	NOUN
american_scientific_journal-12075	57	52	,	,	PUNCT
american_scientific_journal-12075	57	53	and	and	CCONJ
american_scientific_journal-12075	57	54	vehicle	vehicle	NOUN
american_scientific_journal-12075	57	55	counts	count	NOUN
american_scientific_journal-12075	57	56	in	in	ADP
american_scientific_journal-12075	57	57	pcu	pcu	PROPN
american_scientific_journal-12075	57	58	,	,	PUNCT
american_scientific_journal-12075	57	59	per	per	ADP
american_scientific_journal-12075	57	60	location	location	NOUN
american_scientific_journal-12075	57	61	and	and	CCONJ
american_scientific_journal-12075	57	62	at	at	ADP
american_scientific_journal-12075	57	63	different	different	ADJ
american_scientific_journal-12075	57	64	hour	hour	NOUN
american_scientific_journal-12075	57	65	bands	band	NOUN
american_scientific_journal-12075	57	66	,	,	PUNCT
american_scientific_journal-12075	57	67	providing	provide	VERB
american_scientific_journal-12075	57	68	the	the	DET
american_scientific_journal-12075	57	69	raw	raw	ADJ
american_scientific_journal-12075	57	70	data	datum	NOUN
american_scientific_journal-12075	57	71	,	,	PUNCT
american_scientific_journal-12075	57	72	(	(	PUNCT
american_scientific_journal-12075	57	73	b	b	X
american_scientific_journal-12075	57	74	)	)	PUNCT
american_scientific_journal-12075	57	75	common	common	ADJ
american_scientific_journal-12075	57	76	preprocessing	preprocessing	NOUN
american_scientific_journal-12075	57	77	:	:	PUNCT
american_scientific_journal-12075	57	78	shared	share	VERB
american_scientific_journal-12075	57	79	steps	step	NOUN
american_scientific_journal-12075	57	80	across	across	ADP
american_scientific_journal-12075	57	81	all	all	DET
american_scientific_journal-12075	57	82	models	model	NOUN
american_scientific_journal-12075	57	83	,	,	PUNCT
american_scientific_journal-12075	57	84	including	include	VERB
american_scientific_journal-12075	57	85	feature	feature	NOUN
american_scientific_journal-12075	57	86	engineering	engineering	NOUN
american_scientific_journal-12075	57	87	(	(	PUNCT
american_scientific_journal-12075	57	88	motorcycles	motorcycle	NOUN
american_scientific_journal-12075	57	89	,	,	PUNCT
american_scientific_journal-12075	57	90	light	light	ADJ
american_scientific_journal-12075	57	91	/	/	SYM
american_scientific_journal-12075	57	92	medium	medium	ADJ
american_scientific_journal-12075	57	93	/	/	SYM
american_scientific_journal-12075	57	94	heavy	heavy	ADJ
american_scientific_journal-12075	57	95	vehicles	vehicle	NOUN
american_scientific_journal-12075	57	96	,	,	PUNCT
american_scientific_journal-12075	57	97	speed	speed	NOUN
american_scientific_journal-12075	57	98	,	,	PUNCT
american_scientific_journal-12075	57	99	lanes	lane	NOUN
american_scientific_journal-12075	57	100	,	,	PUNCT
american_scientific_journal-12075	57	101	flow	flow	NOUN
american_scientific_journal-12075	57	102	type	type	NOUN
american_scientific_journal-12075	57	103	)	)	PUNCT
american_scientific_journal-12075	57	104	,	,	PUNCT
american_scientific_journal-12075	57	105	data	datum	NOUN
american_scientific_journal-12075	57	106	processing	processing	NOUN
american_scientific_journal-12075	57	107	and	and	CCONJ
american_scientific_journal-12075	57	108	cleaning	cleaning	NOUN
american_scientific_journal-12075	57	109	,	,	PUNCT
american_scientific_journal-12075	57	110	and	and	CCONJ
american_scientific_journal-12075	57	111	an	an	DET
american_scientific_journal-12075	57	112	80/20	80/20	NUM
american_scientific_journal-12075	57	113	train	train	NOUN
american_scientific_journal-12075	57	114	/	/	SYM
american_scientific_journal-12075	57	115	test	test	NOUN
american_scientific_journal-12075	57	116	split	split	NOUN
american_scientific_journal-12075	57	117	,	,	PUNCT
american_scientific_journal-12075	57	118	(	(	PUNCT
american_scientific_journal-12075	57	119	c	c	NOUN
american_scientific_journal-12075	57	120	)	)	PUNCT
american_scientific_journal-12075	57	121	model	model	NOUN
american_scientific_journal-12075	57	122	section	section	NOUN
american_scientific_journal-12075	57	123	:	:	PUNCT
american_scientific_journal-12075	57	124	divided	divide	VERB
american_scientific_journal-12075	57	125	into	into	ADP
american_scientific_journal-12075	57	126	three	three	NUM
american_scientific_journal-12075	57	127	categories	category	NOUN
american_scientific_journal-12075	57	128	:	:	PUNCT
american_scientific_journal-12075	57	129	traditional	traditional	ADJ
american_scientific_journal-12075	57	130	machine	machine	NOUN
american_scientific_journal-12075	57	131	learning	learning	NOUN
american_scientific_journal-12075	57	132	models	model	NOUN
american_scientific_journal-12075	57	133	,	,	PUNCT
american_scientific_journal-12075	57	134	that	that	ADV
american_scientific_journal-12075	57	135	is	is	ADV
american_scientific_journal-12075	57	136	,	,	PUNCT
american_scientific_journal-12075	57	137	random	random	ADJ
american_scientific_journal-12075	57	138	forest	forest	NOUN
american_scientific_journal-12075	57	139	,	,	PUNCT
american_scientific_journal-12075	57	140	xgboost	xgboost	ADV
american_scientific_journal-12075	57	141	,	,	PUNCT
american_scientific_journal-12075	57	142	svr	svr	PROPN
american_scientific_journal-12075	57	143	,	,	PUNCT
american_scientific_journal-12075	57	144	custom	custom	NOUN
american_scientific_journal-12075	57	145	ann	ann	PROPN
american_scientific_journal-12075	57	146	that	that	PRON
american_scientific_journal-12075	57	147	is	be	AUX
american_scientific_journal-12075	57	148	the	the	DET
american_scientific_journal-12075	57	149	3	3	NUM
american_scientific_journal-12075	57	150	-	-	PUNCT
american_scientific_journal-12075	57	151	layer	layer	NOUN
american_scientific_journal-12075	57	152	network	network	NOUN
american_scientific_journal-12075	57	153	implemented	implement	VERB
american_scientific_journal-12075	57	154	in	in	ADP
american_scientific_journal-12075	57	155	this	this	DET
american_scientific_journal-12075	57	156	study	study	NOUN
american_scientific_journal-12075	57	157	,	,	PUNCT
american_scientific_journal-12075	57	158	and	and	CCONJ
american_scientific_journal-12075	57	159	research	research	NOUN
american_scientific_journal-12075	57	160	-	-	PUNCT
american_scientific_journal-12075	57	161	based	base	VERB
american_scientific_journal-12075	57	162	anns	ann	NOUN
american_scientific_journal-12075	57	163	,	,	PUNCT
american_scientific_journal-12075	57	164	that	that	ADV
american_scientific_journal-12075	57	165	is	is	ADV
american_scientific_journal-12075	57	166	,	,	PUNCT
american_scientific_journal-12075	57	167	models	model	NOUN
american_scientific_journal-12075	57	168	from	from	ADP
american_scientific_journal-12075	57	169	literature	literature	NOUN
american_scientific_journal-12075	57	170	(	(	PUNCT
american_scientific_journal-12075	57	171	cammarata	cammarata	PROPN
american_scientific_journal-12075	57	172	,	,	PUNCT
american_scientific_journal-12075	57	173	bogotá	bogotá	NOUN
american_scientific_journal-12075	57	174	,	,	PUNCT
american_scientific_journal-12075	57	175	tehran	tehran	PROPN
american_scientific_journal-12075	57	176	,	,	PUNCT
american_scientific_journal-12075	57	177	uae	uae	PROPN
american_scientific_journal-12075	57	178	,	,	PUNCT
american_scientific_journal-12075	57	179	genaro	genaro	PROPN
american_scientific_journal-12075	57	180	,	,	PUNCT
american_scientific_journal-12075	57	181	and	and	CCONJ
american_scientific_journal-12075	57	182	torija	torija	VERB
american_scientific_journal-12075	57	183	)	)	PUNCT
american_scientific_journal-12075	57	184	,	,	PUNCT
american_scientific_journal-12075	57	185	and	and	CCONJ
american_scientific_journal-12075	57	186	evaluation	evaluation	NOUN
american_scientific_journal-12075	57	187	:	:	PUNCT
american_scientific_journal-12075	57	188	common	common	ADJ
american_scientific_journal-12075	57	189	performance	performance	NOUN
american_scientific_journal-12075	57	190	metrics	metric	NOUN
american_scientific_journal-12075	57	191	(	(	PUNCT
american_scientific_journal-12075	57	192	mean	mean	VERB
american_scientific_journal-12075	57	193	absolute	absolute	ADJ
american_scientific_journal-12075	57	194	error	error	NOUN
american_scientific_journal-12075	57	195	(	(	PUNCT
american_scientific_journal-12075	57	196	mae	mae	PROPN
american_scientific_journal-12075	57	197	)	)	PUNCT
american_scientific_journal-12075	57	198	,	,	PUNCT
american_scientific_journal-12075	57	199	root	root	NOUN
american_scientific_journal-12075	57	200	mean	mean	VERB
american_scientific_journal-12075	57	201	square	square	ADJ
american_scientific_journal-12075	57	202	error	error	NOUN
american_scientific_journal-12075	57	203	(	(	PUNCT
american_scientific_journal-12075	57	204	rmse	rmse	NOUN
american_scientific_journal-12075	57	205	)	)	PUNCT
american_scientific_journal-12075	57	206	,	,	PUNCT
american_scientific_journal-12075	57	207	and	and	CCONJ
american_scientific_journal-12075	57	208	the	the	DET
american_scientific_journal-12075	57	209	coefficient	coefficient	NOUN
american_scientific_journal-12075	57	210	of	of	ADP
american_scientific_journal-12075	57	211	determination	determination	NOUN
american_scientific_journal-12075	57	212	(	(	PUNCT
american_scientific_journal-12075	57	213	r2	r2	PROPN
american_scientific_journal-12075	57	214	)	)	PUNCT
american_scientific_journal-12075	57	215	)	)	PUNCT
american_scientific_journal-12075	57	216	for	for	ADP
american_scientific_journal-12075	57	217	comparing	compare	VERB
american_scientific_journal-12075	57	218	all	all	DET
american_scientific_journal-12075	57	219	models	model	NOUN
american_scientific_journal-12075	57	220	.	.	PUNCT
american_scientific_journal-12075	58	1	this	this	DET
american_scientific_journal-12075	58	2	pipeline	pipeline	NOUN
american_scientific_journal-12075	58	3	emphasizes	emphasize	VERB
american_scientific_journal-12075	58	4	that	that	SCONJ
american_scientific_journal-12075	58	5	while	while	SCONJ
american_scientific_journal-12075	58	6	preprocessing	preprocessing	NOUN
american_scientific_journal-12075	58	7	is	be	AUX
american_scientific_journal-12075	58	8	identical	identical	ADJ
american_scientific_journal-12075	58	9	,	,	PUNCT
american_scientific_journal-12075	58	10	providing	provide	VERB
american_scientific_journal-12075	58	11	a	a	DET
american_scientific_journal-12075	58	12	standardized	standardized	ADJ
american_scientific_journal-12075	58	13	feature	feature	NOUN
american_scientific_journal-12075	58	14	set	set	VERB
american_scientific_journal-12075	58	15	to	to	ADP
american_scientific_journal-12075	58	16	all	all	DET
american_scientific_journal-12075	58	17	models	model	NOUN
american_scientific_journal-12075	58	18	,	,	PUNCT
american_scientific_journal-12075	58	19	the	the	DET
american_scientific_journal-12075	58	20	modelling	modelling	NOUN
american_scientific_journal-12075	58	21	approaches	approach	NOUN
american_scientific_journal-12075	58	22	differ	differ	VERB
american_scientific_journal-12075	58	23	,	,	PUNCT
american_scientific_journal-12075	58	24	utilizing	utilize	VERB
american_scientific_journal-12075	58	25	distinct	distinct	ADJ
american_scientific_journal-12075	58	26	architectures	architecture	NOUN
american_scientific_journal-12075	58	27	and	and	CCONJ
american_scientific_journal-12075	58	28	algorithms	algorithm	NOUN
american_scientific_journal-12075	58	29	to	to	PART
american_scientific_journal-12075	58	30	predict	predict	VERB
american_scientific_journal-12075	58	31	the	the	DET
american_scientific_journal-12075	58	32	leq	leq	PROPN
american_scientific_journal-12075	58	33	.	.	PUNCT
american_scientific_journal-12075	59	1	figure	figure	VERB
american_scientific_journal-12075	59	2	3	3	NUM
american_scientific_journal-12075	59	3	:	:	PUNCT
american_scientific_journal-12075	59	4	visual	visual	ADJ
american_scientific_journal-12075	59	5	pipeline	pipeline	NOUN
american_scientific_journal-12075	59	6	diagram	diagram	NOUN
american_scientific_journal-12075	59	7	illustrating	illustrate	VERB
american_scientific_journal-12075	59	8	the	the	DET
american_scientific_journal-12075	59	9	modelling	modelling	NOUN
american_scientific_journal-12075	59	10	framework	framework	NOUN
american_scientific_journal-12075	59	11	(	(	PUNCT
american_scientific_journal-12075	59	12	source	source	NOUN
american_scientific_journal-12075	59	13	:	:	PUNCT
american_scientific_journal-12075	59	14	author	author	NOUN
american_scientific_journal-12075	59	15	)	)	PUNCT
american_scientific_journal-12075	59	16	american	american	ADJ
american_scientific_journal-12075	59	17	academic	academic	ADJ
american_scientific_journal-12075	59	18	scientific	scientific	ADJ
american_scientific_journal-12075	59	19	research	research	NOUN
american_scientific_journal-12075	59	20	journal	journal	NOUN
american_scientific_journal-12075	59	21	for	for	ADP
american_scientific_journal-12075	59	22	engineering	engineering	NOUN
american_scientific_journal-12075	59	23	,	,	PUNCT
american_scientific_journal-12075	59	24	technology	technology	NOUN
american_scientific_journal-12075	59	25	,	,	PUNCT
american_scientific_journal-12075	59	26	and	and	CCONJ
american_scientific_journal-12075	59	27	sciences	science	NOUN
american_scientific_journal-12075	59	28	(	(	PUNCT
american_scientific_journal-12075	59	29	asrjets	asrjet	NOUN
american_scientific_journal-12075	59	30	)	)	PUNCT
american_scientific_journal-12075	59	31	volume	volume	NOUN
american_scientific_journal-12075	59	32	103	103	NUM
american_scientific_journal-12075	59	33	,	,	PUNCT
american_scientific_journal-12075	59	34	no	no	DET
american_scientific_journal-12075	59	35	1	1	NUM
american_scientific_journal-12075	59	36	,	,	PUNCT
american_scientific_journal-12075	59	37	pp	pp	ADV
american_scientific_journal-12075	59	38	268	268	NUM
american_scientific_journal-12075	59	39	-	-	SYM
american_scientific_journal-12075	59	40	289	289	NUM
american_scientific_journal-12075	59	41	273	273	NUM
american_scientific_journal-12075	59	42	2.5	2.5	NUM
american_scientific_journal-12075	59	43	.	.	PUNCT
american_scientific_journal-12075	60	1	smart	smart	ADJ
american_scientific_journal-12075	60	2	prediction	prediction	NOUN
american_scientific_journal-12075	60	3	model	model	NOUN
american_scientific_journal-12075	60	4	a	a	DET
american_scientific_journal-12075	60	5	multi	multi	ADJ
american_scientific_journal-12075	60	6	-	-	ADJ
american_scientific_journal-12075	60	7	layer	layer	ADJ
american_scientific_journal-12075	60	8	perceptron	perceptron	NOUN
american_scientific_journal-12075	60	9	(	(	PUNCT
american_scientific_journal-12075	60	10	mlp	mlp	PROPN
american_scientific_journal-12075	60	11	)	)	PUNCT
american_scientific_journal-12075	60	12	ann	ann	PROPN
american_scientific_journal-12075	60	13	was	be	AUX
american_scientific_journal-12075	60	14	selected	select	VERB
american_scientific_journal-12075	60	15	due	due	ADP
american_scientific_journal-12075	60	16	to	to	ADP
american_scientific_journal-12075	60	17	its	its	PRON
american_scientific_journal-12075	60	18	superior	superior	ADJ
american_scientific_journal-12075	60	19	handling	handling	NOUN
american_scientific_journal-12075	60	20	of	of	ADP
american_scientific_journal-12075	60	21	non	non	ADJ
american_scientific_journal-12075	60	22	-	-	ADJ
american_scientific_journal-12075	60	23	linear	linear	ADJ
american_scientific_journal-12075	60	24	relationships	relationship	NOUN
american_scientific_journal-12075	60	25	,	,	PUNCT
american_scientific_journal-12075	60	26	after	after	ADP
american_scientific_journal-12075	60	27	comparing	compare	VERB
american_scientific_journal-12075	60	28	different	different	ADJ
american_scientific_journal-12075	60	29	algorithms	algorithm	NOUN
american_scientific_journal-12075	60	30	such	such	ADJ
american_scientific_journal-12075	60	31	as	as	ADP
american_scientific_journal-12075	60	32	random	random	ADJ
american_scientific_journal-12075	60	33	forest	forest	NOUN
american_scientific_journal-12075	60	34	,	,	PUNCT
american_scientific_journal-12075	60	35	xgboost	xgboost	ADV
american_scientific_journal-12075	60	36	,	,	PUNCT
american_scientific_journal-12075	60	37	svr	svr	PROPN
american_scientific_journal-12075	60	38	,	,	PUNCT
american_scientific_journal-12075	60	39	and	and	CCONJ
american_scientific_journal-12075	60	40	linear	linear	PROPN
american_scientific_journal-12075	60	41	regression	regression	NOUN
american_scientific_journal-12075	60	42	,	,	PUNCT
american_scientific_journal-12075	60	43	see	see	VERB
american_scientific_journal-12075	60	44	figure	figure	NOUN
american_scientific_journal-12075	60	45	3	3	NUM
american_scientific_journal-12075	60	46	above	above	ADV
american_scientific_journal-12075	60	47	.	.	PUNCT
american_scientific_journal-12075	61	1	2.6	2.6	NUM
american_scientific_journal-12075	61	2	.	.	PUNCT
american_scientific_journal-12075	61	3	steps	step	NOUN
american_scientific_journal-12075	61	4	of	of	ADP
american_scientific_journal-12075	61	5	modelling	model	VERB
american_scientific_journal-12075	61	6	2.6.1	2.6.1	NUM
american_scientific_journal-12075	61	7	.	.	PUNCT
american_scientific_journal-12075	62	1	input	input	NOUN
american_scientific_journal-12075	62	2	vector	vector	NOUN
american_scientific_journal-12075	62	3	definition	definition	NOUN
american_scientific_journal-12075	62	4	the	the	DET
american_scientific_journal-12075	62	5	input	input	NOUN
american_scientific_journal-12075	62	6	to	to	ADP
american_scientific_journal-12075	62	7	the	the	DET
american_scientific_journal-12075	62	8	neural	neural	ADJ
american_scientific_journal-12075	62	9	network	network	NOUN
american_scientific_journal-12075	62	10	is	be	AUX
american_scientific_journal-12075	62	11	formalized	formalize	VERB
american_scientific_journal-12075	62	12	as	as	ADP
american_scientific_journal-12075	62	13	a	a	DET
american_scientific_journal-12075	62	14	vector	vector	NOUN
american_scientific_journal-12075	62	15	x	x	NOUN
american_scientific_journal-12075	62	16	,	,	PUNCT
american_scientific_journal-12075	62	17	each	each	DET
american_scientific_journal-12075	62	18	component	component	NOUN
american_scientific_journal-12075	62	19	representing	represent	VERB
american_scientific_journal-12075	62	20	a	a	DET
american_scientific_journal-12075	62	21	key	key	ADJ
american_scientific_journal-12075	62	22	traffic	traffic	NOUN
american_scientific_journal-12075	62	23	or	or	CCONJ
american_scientific_journal-12075	62	24	environmental	environmental	ADJ
american_scientific_journal-12075	62	25	feature	feature	NOUN
american_scientific_journal-12075	62	26	contributing	contribute	VERB
american_scientific_journal-12075	62	27	to	to	ADP
american_scientific_journal-12075	62	28	rtn	rtn	PROPN
american_scientific_journal-12075	62	29	.	.	PUNCT
american_scientific_journal-12075	63	1	x	x	PRON
american_scientific_journal-12075	63	2	is	be	AUX
american_scientific_journal-12075	63	3	defined	define	VERB
american_scientific_journal-12075	63	4	as	as	ADP
american_scientific_journal-12075	63	5	:	:	PUNCT
american_scientific_journal-12075	63	6	x	x	X
american_scientific_journal-12075	63	7	=	=	PUNCT
american_scientific_journal-12075	64	1	[	[	X
american_scientific_journal-12075	64	2	x1	x1	PROPN
american_scientific_journal-12075	64	3	,	,	PUNCT
american_scientific_journal-12075	64	4	x2	x2	PROPN
american_scientific_journal-12075	64	5	,	,	PUNCT
american_scientific_journal-12075	64	6	x3	x3	PROPN
american_scientific_journal-12075	64	7	,	,	PUNCT
american_scientific_journal-12075	64	8	x4	x4	PROPN
american_scientific_journal-12075	64	9	,	,	PUNCT
american_scientific_journal-12075	64	10	x5	x5	PROPN
american_scientific_journal-12075	64	11	,	,	PUNCT
american_scientific_journal-12075	64	12	x6	x6	PROPN
american_scientific_journal-12075	64	13	,	,	PUNCT
american_scientific_journal-12075	64	14	x7	x7	NOUN
american_scientific_journal-12075	64	15	,	,	PUNCT
american_scientific_journal-12075	64	16	x8]𝑇	x8]𝑇	PROPN
american_scientific_journal-12075	64	17	the	the	DET
american_scientific_journal-12075	64	18	superscript	superscript	PROPN
american_scientific_journal-12075	64	19	t	t	PROPN
american_scientific_journal-12075	64	20	means	mean	VERB
american_scientific_journal-12075	64	21	transpose	transpose	NOUN
american_scientific_journal-12075	64	22	,	,	PUNCT
american_scientific_journal-12075	64	23	that	that	ADV
american_scientific_journal-12075	64	24	is	is	ADV
american_scientific_journal-12075	64	25	,	,	PUNCT
american_scientific_journal-12075	64	26	turning	turn	VERB
american_scientific_journal-12075	64	27	a	a	DET
american_scientific_journal-12075	64	28	row	row	NOUN
american_scientific_journal-12075	64	29	into	into	ADP
american_scientific_journal-12075	64	30	a	a	DET
american_scientific_journal-12075	64	31	column	column	NOUN
american_scientific_journal-12075	64	32	for	for	ADP
american_scientific_journal-12075	64	33	math	math	NOUN
american_scientific_journal-12075	64	34	purposes	purpose	NOUN
american_scientific_journal-12075	64	35	.	.	PUNCT
american_scientific_journal-12075	65	1	x1	x1	PROPN
american_scientific_journal-12075	65	2	denotes	denote	VERB
american_scientific_journal-12075	65	3	the	the	DET
american_scientific_journal-12075	65	4	count	count	NOUN
american_scientific_journal-12075	65	5	of	of	ADP
american_scientific_journal-12075	65	6	motor	motor	NOUN
american_scientific_journal-12075	65	7	cycles	cycle	NOUN
american_scientific_journal-12075	65	8	,	,	PUNCT
american_scientific_journal-12075	65	9	the	the	DET
american_scientific_journal-12075	65	10	high	high	ADJ
american_scientific_journal-12075	65	11	-	-	PUNCT
american_scientific_journal-12075	65	12	frequency	frequency	NOUN
american_scientific_journal-12075	65	13	noise	noise	NOUN
american_scientific_journal-12075	65	14	contributors	contributor	NOUN
american_scientific_journal-12075	65	15	;	;	PUNCT
american_scientific_journal-12075	65	16	x2	x2	PRON
american_scientific_journal-12075	65	17	is	be	AUX
american_scientific_journal-12075	65	18	the	the	DET
american_scientific_journal-12075	65	19	count	count	NOUN
american_scientific_journal-12075	65	20	of	of	ADP
american_scientific_journal-12075	65	21	light	light	ADJ
american_scientific_journal-12075	65	22	vehicles	vehicle	NOUN
american_scientific_journal-12075	65	23	,	,	PUNCT
american_scientific_journal-12075	65	24	that	that	ADV
american_scientific_journal-12075	65	25	is	is	ADV
american_scientific_journal-12075	65	26	,	,	PUNCT
american_scientific_journal-12075	65	27	cars	car	NOUN
american_scientific_journal-12075	65	28	,	,	PUNCT
american_scientific_journal-12075	65	29	which	which	PRON
american_scientific_journal-12075	65	30	are	be	AUX
american_scientific_journal-12075	65	31	the	the	DET
american_scientific_journal-12075	65	32	primary	primary	ADJ
american_scientific_journal-12075	65	33	volume	volume	NOUN
american_scientific_journal-12075	65	34	drivers	driver	NOUN
american_scientific_journal-12075	65	35	;	;	PUNCT
american_scientific_journal-12075	65	36	x3	x3	ADJ
american_scientific_journal-12075	65	37	medium	medium	ADJ
american_scientific_journal-12075	65	38	vehicles	vehicle	NOUN
american_scientific_journal-12075	65	39	that	that	PRON
american_scientific_journal-12075	65	40	is	be	AUX
american_scientific_journal-12075	65	41	,	,	PUNCT
american_scientific_journal-12075	65	42	vans	van	NOUN
american_scientific_journal-12075	65	43	,	,	PUNCT
american_scientific_journal-12075	65	44	which	which	PRON
american_scientific_journal-12075	65	45	produce	produce	VERB
american_scientific_journal-12075	65	46	moderate	moderate	ADJ
american_scientific_journal-12075	65	47	noise	noise	NOUN
american_scientific_journal-12075	65	48	;	;	PUNCT
american_scientific_journal-12075	65	49	x4	x4	PROPN
american_scientific_journal-12075	65	50	represents	represent	VERB
american_scientific_journal-12075	65	51	heavy	heavy	ADJ
american_scientific_journal-12075	65	52	vehicles	vehicle	NOUN
american_scientific_journal-12075	65	53	,	,	PUNCT
american_scientific_journal-12075	65	54	that	that	ADV
american_scientific_journal-12075	65	55	is	is	ADV
american_scientific_journal-12075	65	56	,	,	PUNCT
american_scientific_journal-12075	65	57	trucks	truck	NOUN
american_scientific_journal-12075	65	58	,	,	PUNCT
american_scientific_journal-12075	65	59	which	which	PRON
american_scientific_journal-12075	65	60	are	be	AUX
american_scientific_journal-12075	65	61	low	low	ADJ
american_scientific_journal-12075	65	62	-	-	PUNCT
american_scientific_journal-12075	65	63	frequency	frequency	NOUN
american_scientific_journal-12075	65	64	dominant	dominant	NOUN
american_scientific_journal-12075	65	65	;	;	PUNCT
american_scientific_journal-12075	65	66	x5	x5	NOUN
american_scientific_journal-12075	65	67	is	be	AUX
american_scientific_journal-12075	65	68	average	average	ADJ
american_scientific_journal-12075	65	69	vehicle	vehicle	NOUN
american_scientific_journal-12075	65	70	speed	speed	NOUN
american_scientific_journal-12075	65	71	in	in	ADP
american_scientific_journal-12075	65	72	kilometers	kilometer	NOUN
american_scientific_journal-12075	65	73	per	per	ADP
american_scientific_journal-12075	65	74	hour	hour	NOUN
american_scientific_journal-12075	65	75	,	,	PUNCT
american_scientific_journal-12075	65	76	influencing	influence	VERB
american_scientific_journal-12075	65	77	doppler	doppler	NOUN
american_scientific_journal-12075	65	78	effects	effect	NOUN
american_scientific_journal-12075	65	79	and	and	CCONJ
american_scientific_journal-12075	65	80	tire	tire	NOUN
american_scientific_journal-12075	65	81	-	-	PUNCT
american_scientific_journal-12075	65	82	road	road	NOUN
american_scientific_journal-12075	65	83	interactions	interaction	NOUN
american_scientific_journal-12075	65	84	;	;	PUNCT
american_scientific_journal-12075	65	85	x6	x6	NOUN
american_scientific_journal-12075	65	86	represents	represent	VERB
american_scientific_journal-12075	65	87	the	the	DET
american_scientific_journal-12075	65	88	number	number	NOUN
american_scientific_journal-12075	65	89	of	of	ADP
american_scientific_journal-12075	65	90	lanes	lane	NOUN
american_scientific_journal-12075	65	91	,	,	PUNCT
american_scientific_journal-12075	65	92	affecting	affect	VERB
american_scientific_journal-12075	65	93	noise	noise	NOUN
american_scientific_journal-12075	65	94	propagation	propagation	NOUN
american_scientific_journal-12075	65	95	;	;	PUNCT
american_scientific_journal-12075	65	96	x7	x7	NOUN
american_scientific_journal-12075	65	97	represents	represent	VERB
american_scientific_journal-12075	65	98	the	the	DET
american_scientific_journal-12075	65	99	passenger	passenger	NOUN
american_scientific_journal-12075	65	100	car	car	NOUN
american_scientific_journal-12075	65	101	units	unit	NOUN
american_scientific_journal-12075	65	102	(	(	PUNCT
american_scientific_journal-12075	65	103	pcu	pcu	PROPN
american_scientific_journal-12075	65	104	)	)	PUNCT
american_scientific_journal-12075	65	105	,	,	PUNCT
american_scientific_journal-12075	65	106	which	which	PRON
american_scientific_journal-12075	65	107	is	be	AUX
american_scientific_journal-12075	65	108	a	a	DET
american_scientific_journal-12075	65	109	standardized	standardized	ADJ
american_scientific_journal-12075	65	110	measure	measure	NOUN
american_scientific_journal-12075	65	111	of	of	ADP
american_scientific_journal-12075	65	112	traffic	traffic	NOUN
american_scientific_journal-12075	65	113	volume	volume	NOUN
american_scientific_journal-12075	65	114	,	,	PUNCT
american_scientific_journal-12075	65	115	and	and	CCONJ
american_scientific_journal-12075	65	116	x8	x8	PROPN
american_scientific_journal-12075	65	117	represents	represent	VERB
american_scientific_journal-12075	65	118	the	the	DET
american_scientific_journal-12075	65	119	flow	flow	NOUN
american_scientific_journal-12075	65	120	type	type	NOUN
american_scientific_journal-12075	65	121	(	(	PUNCT
american_scientific_journal-12075	65	122	categorical	categorical	ADJ
american_scientific_journal-12075	65	123	:	:	PUNCT
american_scientific_journal-12075	65	124	0	0	NUM
american_scientific_journal-12075	65	125	for	for	ADP
american_scientific_journal-12075	65	126	congested	congested	ADJ
american_scientific_journal-12075	65	127	,	,	PUNCT
american_scientific_journal-12075	65	128	1	1	NUM
american_scientific_journal-12075	65	129	for	for	ADP
american_scientific_journal-12075	65	130	periodic	periodic	ADJ
american_scientific_journal-12075	65	131	,	,	PUNCT
american_scientific_journal-12075	65	132	2	2	NUM
american_scientific_journal-12075	65	133	for	for	ADP
american_scientific_journal-12075	65	134	fluid	fluid	NOUN
american_scientific_journal-12075	65	135	)	)	PUNCT
american_scientific_journal-12075	65	136	,	,	PUNCT
american_scientific_journal-12075	65	137	impacting	impact	VERB
american_scientific_journal-12075	65	138	noise	noise	NOUN
american_scientific_journal-12075	65	139	variability	variability	NOUN
american_scientific_journal-12075	65	140	.	.	PUNCT
american_scientific_journal-12075	66	1	these	these	DET
american_scientific_journal-12075	66	2	features	feature	NOUN
american_scientific_journal-12075	66	3	were	be	AUX
american_scientific_journal-12075	66	4	selected	select	VERB
american_scientific_journal-12075	66	5	based	base	VERB
american_scientific_journal-12075	66	6	on	on	ADP
american_scientific_journal-12075	66	7	correlation	correlation	NOUN
american_scientific_journal-12075	66	8	analysis	analysis	NOUN
american_scientific_journal-12075	66	9	and	and	CCONJ
american_scientific_journal-12075	66	10	domain	domain	NOUN
american_scientific_journal-12075	66	11	knowledge	knowledge	NOUN
american_scientific_journal-12075	66	12	to	to	PART
american_scientific_journal-12075	66	13	capture	capture	VERB
american_scientific_journal-12075	66	14	the	the	DET
american_scientific_journal-12075	66	15	stochastic	stochastic	ADJ
american_scientific_journal-12075	66	16	nature	nature	NOUN
american_scientific_journal-12075	66	17	of	of	ADP
american_scientific_journal-12075	66	18	urban	urban	ADJ
american_scientific_journal-12075	66	19	rtn	rtn	PROPN
american_scientific_journal-12075	66	20	in	in	ADP
american_scientific_journal-12075	66	21	nairobi	nairobi	PROPN
american_scientific_journal-12075	66	22	.	.	PUNCT
american_scientific_journal-12075	67	1	2.6.2	2.6.2	X
american_scientific_journal-12075	67	2	.	.	PUNCT
american_scientific_journal-12075	67	3	forward	forward	ADJ
american_scientific_journal-12075	67	4	propagation	propagation	NOUN
american_scientific_journal-12075	67	5	the	the	DET
american_scientific_journal-12075	67	6	network	network	NOUN
american_scientific_journal-12075	67	7	processes	process	VERB
american_scientific_journal-12075	67	8	the	the	DET
american_scientific_journal-12075	67	9	input	input	NOUN
american_scientific_journal-12075	67	10	through	through	ADP
american_scientific_journal-12075	67	11	a	a	DET
american_scientific_journal-12075	67	12	series	series	NOUN
american_scientific_journal-12075	67	13	of	of	ADP
american_scientific_journal-12075	67	14	linear	linear	ADJ
american_scientific_journal-12075	67	15	transformations	transformation	NOUN
american_scientific_journal-12075	67	16	and	and	CCONJ
american_scientific_journal-12075	67	17	non	non	ADJ
american_scientific_journal-12075	67	18	-	-	ADJ
american_scientific_journal-12075	67	19	linear	linear	ADJ
american_scientific_journal-12075	67	20	activations	activation	NOUN
american_scientific_journal-12075	67	21	to	to	PART
american_scientific_journal-12075	67	22	model	model	VERB
american_scientific_journal-12075	67	23	complex	complex	ADJ
american_scientific_journal-12075	67	24	rtn	rtn	PROPN
american_scientific_journal-12075	67	25	patterns	pattern	NOUN
american_scientific_journal-12075	67	26	.	.	PUNCT
american_scientific_journal-12075	68	1	the	the	DET
american_scientific_journal-12075	68	2	computations	computation	NOUN
american_scientific_journal-12075	68	3	are	be	AUX
american_scientific_journal-12075	68	4	:	:	PUNCT
american_scientific_journal-12075	68	5	the	the	DET
american_scientific_journal-12075	68	6	first	first	ADJ
american_scientific_journal-12075	68	7	hidden	hide	VERB
american_scientific_journal-12075	68	8	layer	layer	NOUN
american_scientific_journal-12075	68	9	:	:	PUNCT
american_scientific_journal-12075	68	10	h1	h1	PROPN
american_scientific_journal-12075	68	11	=	=	PUNCT
american_scientific_journal-12075	68	12	max	max	PROPN
american_scientific_journal-12075	68	13	(	(	PUNCT
american_scientific_journal-12075	68	14	0	0	NUM
american_scientific_journal-12075	68	15	,	,	PUNCT
american_scientific_journal-12075	68	16	w1x	w1x	NUM
american_scientific_journal-12075	68	17	+	+	CCONJ
american_scientific_journal-12075	68	18	b1	b1	NOUN
american_scientific_journal-12075	68	19	)	)	PUNCT
american_scientific_journal-12075	68	20	equation	equation	NOUN
american_scientific_journal-12075	68	21	1	1	NUM
american_scientific_journal-12075	68	22	where	where	SCONJ
american_scientific_journal-12075	68	23	w1	w1	NOUN
american_scientific_journal-12075	68	24	∈	∈	PROPN
american_scientific_journal-12075	68	25	r25×8	r25×8	PROPN
american_scientific_journal-12075	68	26	represents	represent	VERB
american_scientific_journal-12075	68	27	the	the	DET
american_scientific_journal-12075	68	28	weight	weight	NOUN
american_scientific_journal-12075	68	29	matrix	matrix	NOUN
american_scientific_journal-12075	68	30	.	.	PUNCT
american_scientific_journal-12075	69	1	it	it	PRON
american_scientific_journal-12075	69	2	is	be	AUX
american_scientific_journal-12075	69	3	a	a	DET
american_scientific_journal-12075	69	4	table	table	NOUN
american_scientific_journal-12075	69	5	of	of	ADP
american_scientific_journal-12075	69	6	numbers	number	NOUN
american_scientific_journal-12075	69	7	that	that	PRON
american_scientific_journal-12075	69	8	adjusts	adjust	VERB
american_scientific_journal-12075	69	9	how	how	SCONJ
american_scientific_journal-12075	69	10	much	much	ADJ
american_scientific_journal-12075	69	11	each	each	DET
american_scientific_journal-12075	69	12	input	input	NOUN
american_scientific_journal-12075	69	13	affects	affect	VERB
american_scientific_journal-12075	69	14	the	the	DET
american_scientific_journal-12075	69	15	layer	layer	NOUN
american_scientific_journal-12075	69	16	.	.	PUNCT
american_scientific_journal-12075	70	1	r25×8	r25×8	PROPN
american_scientific_journal-12075	70	2	means	mean	VERB
american_scientific_journal-12075	70	3	25	25	NUM
american_scientific_journal-12075	70	4	rows	row	NOUN
american_scientific_journal-12075	70	5	by	by	ADP
american_scientific_journal-12075	70	6	8	8	NUM
american_scientific_journal-12075	70	7	columns	column	NOUN
american_scientific_journal-12075	70	8	of	of	ADP
american_scientific_journal-12075	70	9	real	real	ADJ
american_scientific_journal-12075	70	10	numbers	number	NOUN
american_scientific_journal-12075	70	11	.	.	PUNCT
american_scientific_journal-12075	71	1	x	x	PRON
american_scientific_journal-12075	71	2	is	be	AUX
american_scientific_journal-12075	71	3	the	the	DET
american_scientific_journal-12075	71	4	input	input	NOUN
american_scientific_journal-12075	71	5	vector	vector	NOUN
american_scientific_journal-12075	71	6	,	,	PUNCT
american_scientific_journal-12075	71	7	and	and	CCONJ
american_scientific_journal-12075	71	8	b1	b1	PROPN
american_scientific_journal-12075	71	9	∈	∈	PROPN
american_scientific_journal-12075	71	10	r25	r25	NOUN
american_scientific_journal-12075	71	11	is	be	AUX
american_scientific_journal-12075	71	12	the	the	DET
american_scientific_journal-12075	71	13	bias	bias	NOUN
american_scientific_journal-12075	71	14	vector	vector	NOUN
american_scientific_journal-12075	71	15	,	,	PUNCT
american_scientific_journal-12075	71	16	which	which	PRON
american_scientific_journal-12075	71	17	adds	add	VERB
american_scientific_journal-12075	71	18	a	a	DET
american_scientific_journal-12075	71	19	constant	constant	ADJ
american_scientific_journal-12075	71	20	to	to	PART
american_scientific_journal-12075	71	21	shift	shift	VERB
american_scientific_journal-12075	71	22	the	the	DET
american_scientific_journal-12075	71	23	output	output	NOUN
american_scientific_journal-12075	71	24	.	.	PUNCT
american_scientific_journal-12075	72	1	max	max	PROPN
american_scientific_journal-12075	72	2	(	(	PUNCT
american_scientific_journal-12075	72	3	0	0	NUM
american_scientific_journal-12075	72	4	,	,	PUNCT
american_scientific_journal-12075	72	5	)	)	PUNCT
american_scientific_journal-12075	72	6	is	be	AUX
american_scientific_journal-12075	72	7	the	the	DET
american_scientific_journal-12075	72	8	rectified	rectified	ADJ
american_scientific_journal-12075	72	9	linear	linear	NOUN
american_scientific_journal-12075	72	10	unit	unit	NOUN
american_scientific_journal-12075	72	11	(	(	PUNCT
american_scientific_journal-12075	72	12	relu	relu	NOUN
american_scientific_journal-12075	72	13	)	)	PUNCT
american_scientific_journal-12075	72	14	activation	activation	NOUN
american_scientific_journal-12075	72	15	function	function	NOUN
american_scientific_journal-12075	72	16	,	,	PUNCT
american_scientific_journal-12075	72	17	which	which	PRON
american_scientific_journal-12075	72	18	introduces	introduce	VERB
american_scientific_journal-12075	72	19	non	non	ADJ
american_scientific_journal-12075	72	20	-	-	NOUN
american_scientific_journal-12075	72	21	linearity	linearity	ADJ
american_scientific_journal-12075	72	22	(	(	PUNCT
american_scientific_journal-12075	72	23	allows	allow	VERB
american_scientific_journal-12075	72	24	modeling	model	VERB
american_scientific_journal-12075	72	25	curves	curve	NOUN
american_scientific_journal-12075	72	26	,	,	PUNCT
american_scientific_journal-12075	72	27	not	not	PART
american_scientific_journal-12075	72	28	just	just	ADV
american_scientific_journal-12075	72	29	straight	straight	ADJ
american_scientific_journal-12075	72	30	lines	line	NOUN
american_scientific_journal-12075	72	31	)	)	PUNCT
american_scientific_journal-12075	72	32	to	to	PART
american_scientific_journal-12075	72	33	handle	handle	VERB
american_scientific_journal-12075	72	34	heteroscedastic	heteroscedastic	ADJ
american_scientific_journal-12075	72	35	noise	noise	NOUN
american_scientific_journal-12075	72	36	data	datum	NOUN
american_scientific_journal-12075	72	37	(	(	PUNCT
american_scientific_journal-12075	72	38	varying	vary	VERB
american_scientific_journal-12075	72	39	error	error	NOUN
american_scientific_journal-12075	72	40	)	)	PUNCT
american_scientific_journal-12075	72	41	and	and	CCONJ
american_scientific_journal-12075	72	42	prevents	prevent	VERB
american_scientific_journal-12075	72	43	vanishing	vanish	VERB
american_scientific_journal-12075	72	44	gradients	gradient	NOUN
american_scientific_journal-12075	72	45	(	(	PUNCT
american_scientific_journal-12075	72	46	a	a	DET
american_scientific_journal-12075	72	47	training	training	NOUN
american_scientific_journal-12075	72	48	problem	problem	NOUN
american_scientific_journal-12075	72	49	where	where	SCONJ
american_scientific_journal-12075	72	50	updates	update	NOUN
american_scientific_journal-12075	72	51	become	become	VERB
american_scientific_journal-12075	72	52	too	too	ADV
american_scientific_journal-12075	72	53	small	small	ADJ
american_scientific_journal-12075	72	54	)	)	PUNCT
american_scientific_journal-12075	72	55	the	the	DET
american_scientific_journal-12075	72	56	second	second	ADJ
american_scientific_journal-12075	72	57	hidden	hide	VERB
american_scientific_journal-12075	72	58	layer	layer	NOUN
american_scientific_journal-12075	72	59	:	:	PUNCT
american_scientific_journal-12075	72	60	h2	h2	NOUN
american_scientific_journal-12075	72	61	=	=	SYM
american_scientific_journal-12075	72	62	max	max	PROPN
american_scientific_journal-12075	72	63	(	(	PUNCT
american_scientific_journal-12075	72	64	0	0	NUM
american_scientific_journal-12075	72	65	,	,	PUNCT
american_scientific_journal-12075	72	66	w2h1	w2h1	X
american_scientific_journal-12075	72	67	+	+	CCONJ
american_scientific_journal-12075	72	68	b2	b2	NOUN
american_scientific_journal-12075	72	69	)	)	PUNCT
american_scientific_journal-12075	72	70	equation	equation	NOUN
american_scientific_journal-12075	72	71	2	2	NUM
american_scientific_journal-12075	72	72	where	where	SCONJ
american_scientific_journal-12075	72	73	w2	w2	NOUN
american_scientific_journal-12075	72	74	∈	∈	PROPN
american_scientific_journal-12075	72	75	r50×25	r50×25	PROPN
american_scientific_journal-12075	72	76	,	,	PUNCT
american_scientific_journal-12075	72	77	b2	b2	NOUN
american_scientific_journal-12075	72	78	∈	∈	NOUN
american_scientific_journal-12075	72	79	r50	r50	NOUN
american_scientific_journal-12075	72	80	represents	represent	VERB
american_scientific_journal-12075	72	81	the	the	DET
american_scientific_journal-12075	72	82	weight	weight	NOUN
american_scientific_journal-12075	72	83	matrix	matrix	NOUN
american_scientific_journal-12075	72	84	and	and	CCONJ
american_scientific_journal-12075	72	85	the	the	DET
american_scientific_journal-12075	72	86	bias	bias	NOUN
american_scientific_journal-12075	72	87	vector	vector	NOUN
american_scientific_journal-12075	72	88	that	that	PRON
american_scientific_journal-12075	72	89	expand	expand	VERB
american_scientific_journal-12075	72	90	feature	feature	NOUN
american_scientific_journal-12075	72	91	representations	representation	NOUN
american_scientific_journal-12075	72	92	american	american	ADJ
american_scientific_journal-12075	72	93	academic	academic	ADJ
american_scientific_journal-12075	72	94	scientific	scientific	ADJ
american_scientific_journal-12075	72	95	research	research	NOUN
american_scientific_journal-12075	72	96	journal	journal	NOUN
american_scientific_journal-12075	72	97	for	for	ADP
american_scientific_journal-12075	72	98	engineering	engineering	NOUN
american_scientific_journal-12075	72	99	,	,	PUNCT
american_scientific_journal-12075	72	100	technology	technology	NOUN
american_scientific_journal-12075	72	101	,	,	PUNCT
american_scientific_journal-12075	72	102	and	and	CCONJ
american_scientific_journal-12075	72	103	sciences	science	NOUN
american_scientific_journal-12075	72	104	(	(	PUNCT
american_scientific_journal-12075	72	105	asrjets	asrjet	NOUN
american_scientific_journal-12075	72	106	)	)	PUNCT
american_scientific_journal-12075	72	107	volume	volume	NOUN
american_scientific_journal-12075	72	108	103	103	NUM
american_scientific_journal-12075	72	109	,	,	PUNCT
american_scientific_journal-12075	72	110	no	no	DET
american_scientific_journal-12075	72	111	1	1	NUM
american_scientific_journal-12075	72	112	,	,	PUNCT
american_scientific_journal-12075	72	113	pp	pp	ADV
american_scientific_journal-12075	72	114	268	268	NUM
american_scientific_journal-12075	72	115	-	-	SYM
american_scientific_journal-12075	72	116	289	289	NUM
american_scientific_journal-12075	72	117	274	274	NUM
american_scientific_journal-12075	72	118	for	for	ADP
american_scientific_journal-12075	72	119	deeper	deep	ADJ
american_scientific_journal-12075	72	120	pattern	pattern	NOUN
american_scientific_journal-12075	72	121	recognition	recognition	NOUN
american_scientific_journal-12075	72	122	.	.	PUNCT
american_scientific_journal-12075	73	1	the	the	DET
american_scientific_journal-12075	73	2	output	output	NOUN
american_scientific_journal-12075	73	3	layer	layer	NOUN
american_scientific_journal-12075	73	4	(	(	PUNCT
american_scientific_journal-12075	73	5	the	the	DET
american_scientific_journal-12075	73	6	nairobi	nairobi	PROPN
american_scientific_journal-12075	73	7	’s	’s	PART
american_scientific_journal-12075	73	8	smart	smart	ADJ
american_scientific_journal-12075	73	9	rtn	rtn	PROPN
american_scientific_journal-12075	73	10	prediction	prediction	NOUN
american_scientific_journal-12075	73	11	model	model	NOUN
american_scientific_journal-12075	73	12	):	):	PUNCT
american_scientific_journal-12075	73	13	y	y	PROPN
american_scientific_journal-12075	73	14	=	=	SYM
american_scientific_journal-12075	73	15	w3h2	w3h2	PROPN
american_scientific_journal-12075	73	16	+	+	NUM
american_scientific_journal-12075	73	17	b3	b3	NOUN
american_scientific_journal-12075	73	18	equation	equation	NOUN
american_scientific_journal-12075	73	19	3	3	NUM
american_scientific_journal-12075	73	20	where	where	SCONJ
american_scientific_journal-12075	73	21	w3	w3	PROPN
american_scientific_journal-12075	73	22	∈	∈	PROPN
american_scientific_journal-12075	73	23	r1×50	r1×50	PROPN
american_scientific_journal-12075	73	24	,	,	PUNCT
american_scientific_journal-12075	73	25	and	and	CCONJ
american_scientific_journal-12075	73	26	b3	b3	PROPN
american_scientific_journal-12075	73	27	∈	∈	PROPN
american_scientific_journal-12075	73	28	r	r	NOUN
american_scientific_journal-12075	73	29	,	,	PUNCT
american_scientific_journal-12075	73	30	yielding	yield	VERB
american_scientific_journal-12075	73	31	the	the	DET
american_scientific_journal-12075	73	32	predicted	predict	VERB
american_scientific_journal-12075	73	33	equivalent	equivalent	ADJ
american_scientific_journal-12075	73	34	noise	noise	NOUN
american_scientific_journal-12075	73	35	level	level	NOUN
american_scientific_journal-12075	73	36	,	,	PUNCT
american_scientific_journal-12075	73	37	y	y	PROPN
american_scientific_journal-12075	73	38	,	,	PUNCT
american_scientific_journal-12075	73	39	in	in	ADP
american_scientific_journal-12075	73	40	dba	dba	PROPN
american_scientific_journal-12075	73	41	.	.	PUNCT
american_scientific_journal-12075	74	1	this	this	DET
american_scientific_journal-12075	74	2	architecture	architecture	NOUN
american_scientific_journal-12075	74	3	allows	allow	VERB
american_scientific_journal-12075	74	4	the	the	DET
american_scientific_journal-12075	74	5	model	model	NOUN
american_scientific_journal-12075	74	6	to	to	PART
american_scientific_journal-12075	74	7	learn	learn	VERB
american_scientific_journal-12075	74	8	hierarchical	hierarchical	ADJ
american_scientific_journal-12075	74	9	features	feature	NOUN
american_scientific_journal-12075	74	10	,	,	PUNCT
american_scientific_journal-12075	74	11	from	from	ADP
american_scientific_journal-12075	74	12	raw	raw	ADJ
american_scientific_journal-12075	74	13	traffic	traffic	NOUN
american_scientific_journal-12075	74	14	counts	count	NOUN
american_scientific_journal-12075	74	15	to	to	PART
american_scientific_journal-12075	74	16	aggregated	aggregate	VERB
american_scientific_journal-12075	74	17	noise	noise	NOUN
american_scientific_journal-12075	74	18	predictions	prediction	NOUN
american_scientific_journal-12075	74	19	,	,	PUNCT
american_scientific_journal-12075	74	20	optimizing	optimize	VERB
american_scientific_journal-12075	74	21	for	for	ADP
american_scientific_journal-12075	74	22	the	the	DET
american_scientific_journal-12075	74	23	non	non	ADJ
american_scientific_journal-12075	74	24	-	-	ADJ
american_scientific_journal-12075	74	25	stationary	stationary	ADJ
american_scientific_journal-12075	74	26	characteristics	characteristic	NOUN
american_scientific_journal-12075	74	27	of	of	ADP
american_scientific_journal-12075	74	28	rtn	rtn	PROPN
american_scientific_journal-12075	74	29	.	.	PROPN
american_scientific_journal-12075	74	30	2.6.3	2.6.3	NUM
american_scientific_journal-12075	74	31	.	.	PUNCT
american_scientific_journal-12075	75	1	data	datum	NOUN
american_scientific_journal-12075	75	2	splitting	splitting	NOUN
american_scientific_journal-12075	75	3	and	and	CCONJ
american_scientific_journal-12075	75	4	cross	cross	NOUN
american_scientific_journal-12075	75	5	-	-	NOUN
american_scientific_journal-12075	75	6	validation	validation	ADJ
american_scientific_journal-12075	75	7	the	the	DET
american_scientific_journal-12075	75	8	dataset	dataset	NOUN
american_scientific_journal-12075	75	9	of	of	ADP
american_scientific_journal-12075	75	10	504	504	NUM
american_scientific_journal-12075	75	11	samples	sample	NOUN
american_scientific_journal-12075	75	12	was	be	AUX
american_scientific_journal-12075	75	13	partitioned	partition	VERB
american_scientific_journal-12075	75	14	into	into	ADP
american_scientific_journal-12075	75	15	a	a	DET
american_scientific_journal-12075	75	16	training	training	NOUN
american_scientific_journal-12075	75	17	set	set	NOUN
american_scientific_journal-12075	75	18	(	(	PUNCT
american_scientific_journal-12075	75	19	80	80	NUM
american_scientific_journal-12075	75	20	%	%	NOUN
american_scientific_journal-12075	75	21	,	,	PUNCT
american_scientific_journal-12075	75	22	404	404	NUM
american_scientific_journal-12075	75	23	samples	sample	NOUN
american_scientific_journal-12075	75	24	)	)	PUNCT
american_scientific_journal-12075	75	25	and	and	CCONJ
american_scientific_journal-12075	75	26	a	a	DET
american_scientific_journal-12075	75	27	testing	testing	NOUN
american_scientific_journal-12075	75	28	set	set	NOUN
american_scientific_journal-12075	75	29	(	(	PUNCT
american_scientific_journal-12075	75	30	20	20	NUM
american_scientific_journal-12075	75	31	%	%	NOUN
american_scientific_journal-12075	75	32	,	,	PUNCT
american_scientific_journal-12075	75	33	100	100	NUM
american_scientific_journal-12075	75	34	samples	sample	NOUN
american_scientific_journal-12075	75	35	)	)	PUNCT
american_scientific_journal-12075	75	36	using	use	VERB
american_scientific_journal-12075	75	37	stratified	stratified	ADJ
american_scientific_journal-12075	75	38	sampling	sample	VERB
american_scientific_journal-12075	75	39	to	to	PART
american_scientific_journal-12075	75	40	maintain	maintain	VERB
american_scientific_journal-12075	75	41	distribution	distribution	NOUN
american_scientific_journal-12075	75	42	balance	balance	NOUN
american_scientific_journal-12075	75	43	across	across	ADP
american_scientific_journal-12075	75	44	noise	noise	NOUN
american_scientific_journal-12075	75	45	hotspots	hotspot	NOUN
american_scientific_journal-12075	75	46	.	.	PUNCT
american_scientific_journal-12075	76	1	this	this	DET
american_scientific_journal-12075	76	2	split	split	NOUN
american_scientific_journal-12075	76	3	ensures	ensure	VERB
american_scientific_journal-12075	76	4	robust	robust	ADJ
american_scientific_journal-12075	76	5	generalization	generalization	NOUN
american_scientific_journal-12075	76	6	while	while	SCONJ
american_scientific_journal-12075	76	7	allocating	allocate	VERB
american_scientific_journal-12075	76	8	sufficient	sufficient	ADJ
american_scientific_journal-12075	76	9	data	datum	NOUN
american_scientific_journal-12075	76	10	for	for	ADP
american_scientific_journal-12075	76	11	learning	learn	VERB
american_scientific_journal-12075	76	12	.	.	PUNCT
american_scientific_journal-12075	77	1	to	to	PART
american_scientific_journal-12075	77	2	mitigate	mitigate	VERB
american_scientific_journal-12075	77	3	overfitting	overfitting	NOUN
american_scientific_journal-12075	77	4	and	and	CCONJ
american_scientific_journal-12075	77	5	assess	assess	NOUN
american_scientific_journal-12075	77	6	model	model	NOUN
american_scientific_journal-12075	77	7	stability	stability	NOUN
american_scientific_journal-12075	77	8	,	,	PUNCT
american_scientific_journal-12075	77	9	5fold	5fold	NUM
american_scientific_journal-12075	77	10	cross	cross	NOUN
american_scientific_journal-12075	77	11	-	-	ADJ
american_scientific_journal-12075	77	12	validation	validation	NOUN
american_scientific_journal-12075	77	13	was	be	AUX
american_scientific_journal-12075	77	14	employed	employ	VERB
american_scientific_journal-12075	77	15	on	on	ADP
american_scientific_journal-12075	77	16	the	the	DET
american_scientific_journal-12075	77	17	training	training	NOUN
american_scientific_journal-12075	77	18	set	set	NOUN
american_scientific_journal-12075	77	19	:	:	PUNCT
american_scientific_journal-12075	77	20	the	the	DET
american_scientific_journal-12075	77	21	data	data	NOUN
american_scientific_journal-12075	77	22	is	be	AUX
american_scientific_journal-12075	77	23	divided	divide	VERB
american_scientific_journal-12075	77	24	into	into	ADP
american_scientific_journal-12075	77	25	5	5	NUM
american_scientific_journal-12075	77	26	subsets	subset	NOUN
american_scientific_journal-12075	77	27	,	,	PUNCT
american_scientific_journal-12075	77	28	with	with	SCONJ
american_scientific_journal-12075	77	29	each	each	DET
american_scientific_journal-12075	77	30	fold	fold	NOUN
american_scientific_journal-12075	77	31	used	use	VERB
american_scientific_journal-12075	77	32	once	once	ADV
american_scientific_journal-12075	77	33	as	as	ADP
american_scientific_journal-12075	77	34	validation	validation	NOUN
american_scientific_journal-12075	77	35	while	while	SCONJ
american_scientific_journal-12075	77	36	training	training	NOUN
american_scientific_journal-12075	77	37	on	on	ADP
american_scientific_journal-12075	77	38	the	the	DET
american_scientific_journal-12075	77	39	remaining	remain	VERB
american_scientific_journal-12075	77	40	four	four	NUM
american_scientific_journal-12075	77	41	.	.	PUNCT
american_scientific_journal-12075	78	1	this	this	DET
american_scientific_journal-12075	78	2	process	process	NOUN
american_scientific_journal-12075	78	3	yields	yield	NOUN
american_scientific_journal-12075	78	4	averaged	average	VERB
american_scientific_journal-12075	78	5	performance	performance	NOUN
american_scientific_journal-12075	78	6	metrics	metric	NOUN
american_scientific_journal-12075	78	7	,	,	PUNCT
american_scientific_journal-12075	78	8	providing	provide	VERB
american_scientific_journal-12075	78	9	a	a	DET
american_scientific_journal-12075	78	10	scientifically	scientifically	ADV
american_scientific_journal-12075	78	11	rigorous	rigorous	ADJ
american_scientific_journal-12075	78	12	estimate	estimate	NOUN
american_scientific_journal-12075	78	13	of	of	ADP
american_scientific_journal-12075	78	14	out	out	ADP
american_scientific_journal-12075	78	15	-	-	PUNCT
american_scientific_journal-12075	78	16	of	of	ADP
american_scientific_journal-12075	78	17	-	-	PUNCT
american_scientific_journal-12075	78	18	sample	sample	NOUN
american_scientific_journal-12075	78	19	errors	error	NOUN
american_scientific_journal-12075	78	20	in	in	ADP
american_scientific_journal-12075	78	21	the	the	DET
american_scientific_journal-12075	78	22	context	context	NOUN
american_scientific_journal-12075	78	23	of	of	ADP
american_scientific_journal-12075	78	24	variable	variable	ADJ
american_scientific_journal-12075	78	25	nairobi	nairobi	PROPN
american_scientific_journal-12075	78	26	traffic	traffic	NOUN
american_scientific_journal-12075	78	27	conditions	condition	NOUN
american_scientific_journal-12075	78	28	.	.	PUNCT
american_scientific_journal-12075	79	1	2.6.4	2.6.4	NUM
american_scientific_journal-12075	79	2	.	.	PUNCT
american_scientific_journal-12075	80	1	hyperparameter	hyperparameter	NOUN
american_scientific_journal-12075	80	2	optimization	optimization	NOUN
american_scientific_journal-12075	80	3	and	and	CCONJ
american_scientific_journal-12075	80	4	evaluation	evaluation	NOUN
american_scientific_journal-12075	80	5	hyperparameters	hyperparameter	NOUN
american_scientific_journal-12075	80	6	,	,	PUNCT
american_scientific_journal-12075	80	7	including	include	VERB
american_scientific_journal-12075	80	8	learning	learn	VERB
american_scientific_journal-12075	80	9	rate	rate	NOUN
american_scientific_journal-12075	80	10	(	(	PUNCT
american_scientific_journal-12075	80	11	range	range	NOUN
american_scientific_journal-12075	80	12	:	:	PUNCT
american_scientific_journal-12075	81	1	[	[	X
american_scientific_journal-12075	81	2	0.0001	0.0001	NUM
american_scientific_journal-12075	81	3	,	,	PUNCT
american_scientific_journal-12075	81	4	0.01	0.01	NUM
american_scientific_journal-12075	81	5	]	]	PUNCT
american_scientific_journal-12075	81	6	)	)	PUNCT
american_scientific_journal-12075	81	7	,	,	PUNCT
american_scientific_journal-12075	81	8	batch	batch	NOUN
american_scientific_journal-12075	81	9	size	size	NOUN
american_scientific_journal-12075	81	10	(	(	PUNCT
american_scientific_journal-12075	81	11	range	range	NOUN
american_scientific_journal-12075	81	12	:	:	PUNCT
american_scientific_journal-12075	81	13	[	[	X
american_scientific_journal-12075	81	14	16	16	NUM
american_scientific_journal-12075	81	15	,	,	PUNCT
american_scientific_journal-12075	81	16	64	64	NUM
american_scientific_journal-12075	81	17	]	]	PUNCT
american_scientific_journal-12075	81	18	)	)	PUNCT
american_scientific_journal-12075	81	19	,	,	PUNCT
american_scientific_journal-12075	81	20	and	and	CCONJ
american_scientific_journal-12075	81	21	number	number	NOUN
american_scientific_journal-12075	81	22	of	of	ADP
american_scientific_journal-12075	81	23	epochs	epoch	NOUN
american_scientific_journal-12075	81	24	(	(	PUNCT
american_scientific_journal-12075	81	25	up	up	ADP
american_scientific_journal-12075	81	26	to	to	PART
american_scientific_journal-12075	81	27	500	500	NUM
american_scientific_journal-12075	81	28	with	with	ADP
american_scientific_journal-12075	81	29	early	early	ADJ
american_scientific_journal-12075	81	30	stopping	stopping	NOUN
american_scientific_journal-12075	81	31	)	)	PUNCT
american_scientific_journal-12075	81	32	,	,	PUNCT
american_scientific_journal-12075	81	33	were	be	AUX
american_scientific_journal-12075	81	34	tuned	tune	VERB
american_scientific_journal-12075	81	35	using	use	VERB
american_scientific_journal-12075	81	36	grid	grid	NOUN
american_scientific_journal-12075	81	37	search	search	NOUN
american_scientific_journal-12075	81	38	,	,	PUNCT
american_scientific_journal-12075	81	39	exhaustively	exhaustively	ADV
american_scientific_journal-12075	81	40	evaluating	evaluate	VERB
american_scientific_journal-12075	81	41	combinations	combination	NOUN
american_scientific_journal-12075	81	42	to	to	PART
american_scientific_journal-12075	81	43	minimize	minimize	VERB
american_scientific_journal-12075	81	44	validation	validation	NOUN
american_scientific_journal-12075	81	45	loss	loss	NOUN
american_scientific_journal-12075	81	46	.	.	PUNCT
american_scientific_journal-12075	82	1	model	model	NOUN
american_scientific_journal-12075	82	2	performance	performance	NOUN
american_scientific_journal-12075	82	3	was	be	AUX
american_scientific_journal-12075	82	4	quantified	quantify	VERB
american_scientific_journal-12075	82	5	using	use	VERB
american_scientific_journal-12075	82	6	:	:	PUNCT
american_scientific_journal-12075	82	7	mean	mean	VERB
american_scientific_journal-12075	82	8	absolute	absolute	ADJ
american_scientific_journal-12075	82	9	error	error	NOUN
american_scientific_journal-12075	82	10	(	(	PUNCT
american_scientific_journal-12075	82	11	mae	mae	PROPN
american_scientific_journal-12075	82	12	):	):	PUNCT
american_scientific_journal-12075	82	13	𝑀𝐴𝐸	𝑀𝐴𝐸	PROPN
american_scientific_journal-12075	82	14	=	=	SYM
american_scientific_journal-12075	82	15	1	1	NUM
american_scientific_journal-12075	82	16	𝑁	𝑁	PROPN
american_scientific_journal-12075	82	17	∑	∑	PUNCT
american_scientific_journal-12075	82	18	|(𝑦𝑖	|(𝑦𝑖	ADV
american_scientific_journal-12075	82	19	−	−	PROPN
american_scientific_journal-12075	82	20	𝑦	𝑦	SYM
american_scientific_journal-12075	82	21	�	�	NOUN
american_scientific_journal-12075	82	22	̂	̂	NOUN
american_scientific_journal-12075	82	23	�	�	NOUN
american_scientific_journal-12075	82	24	|	|	ADV
american_scientific_journal-12075	82	25	𝑁	𝑁	PROPN
american_scientific_journal-12075	82	26	𝑖=1	𝑖=1	PROPN
american_scientific_journal-12075	82	27	equation	equation	NOUN
american_scientific_journal-12075	82	28	4	4	NUM
american_scientific_journal-12075	82	29	where	where	SCONJ
american_scientific_journal-12075	82	30	n	n	X
american_scientific_journal-12075	82	31	is	be	AUX
american_scientific_journal-12075	82	32	the	the	DET
american_scientific_journal-12075	82	33	number	number	NOUN
american_scientific_journal-12075	82	34	of	of	ADP
american_scientific_journal-12075	82	35	samples	sample	NOUN
american_scientific_journal-12075	82	36	,	,	PUNCT
american_scientific_journal-12075	82	37	for	for	ADP
american_scientific_journal-12075	82	38	example	example	NOUN
american_scientific_journal-12075	82	39	,	,	PUNCT
american_scientific_journal-12075	82	40	100	100	NUM
american_scientific_journal-12075	82	41	in	in	ADP
american_scientific_journal-12075	82	42	the	the	DET
american_scientific_journal-12075	82	43	test	test	NOUN
american_scientific_journal-12075	82	44	set	set	NOUN
american_scientific_journal-12075	82	45	,	,	PUNCT
american_scientific_journal-12075	82	46	yi	yi	PROPN
american_scientific_journal-12075	82	47	is	be	AUX
american_scientific_journal-12075	82	48	the	the	DET
american_scientific_journal-12075	82	49	observed	observed	ADJ
american_scientific_journal-12075	82	50	leq	leq	NOUN
american_scientific_journal-12075	82	51	at	at	ADP
american_scientific_journal-12075	82	52	sample	sample	NOUN
american_scientific_journal-12075	82	53	i	i	PROPN
american_scientific_journal-12075	82	54	,	,	PUNCT
american_scientific_journal-12075	82	55	and	and	CCONJ
american_scientific_journal-12075	82	56	𝑦	𝑦	NOUN
american_scientific_journal-12075	82	57	�	�	NOUN
american_scientific_journal-12075	82	58	̂	̂	VERB
american_scientific_journal-12075	82	59	�	�	NOUN
american_scientific_journal-12075	82	60	is	be	AUX
american_scientific_journal-12075	82	61	the	the	DET
american_scientific_journal-12075	82	62	predicted	predict	VERB
american_scientific_journal-12075	82	63	leq	leq	NOUN
american_scientific_journal-12075	82	64	at	at	ADP
american_scientific_journal-12075	82	65	sample	sample	PROPN
american_scientific_journal-12075	82	66	i.	i.	PROPN
american_scientific_journal-12075	82	67	mae	mae	PROPN
american_scientific_journal-12075	82	68	measures	measure	NOUN
american_scientific_journal-12075	82	69	average	average	ADJ
american_scientific_journal-12075	82	70	deviation	deviation	NOUN
american_scientific_journal-12075	82	71	in	in	ADP
american_scientific_journal-12075	82	72	dba	dba	NOUN
american_scientific_journal-12075	82	73	and	and	CCONJ
american_scientific_journal-12075	82	74	is	be	AUX
american_scientific_journal-12075	82	75	crucial	crucial	ADJ
american_scientific_journal-12075	82	76	for	for	ADP
american_scientific_journal-12075	82	77	practical	practical	ADJ
american_scientific_journal-12075	82	78	noise	noise	NOUN
american_scientific_journal-12075	82	79	forecasting	forecasting	NOUN
american_scientific_journal-12075	82	80	.	.	PUNCT
american_scientific_journal-12075	83	1	root	root	NOUN
american_scientific_journal-12075	83	2	mean	mean	VERB
american_scientific_journal-12075	83	3	squared	square	VERB
american_scientific_journal-12075	83	4	error	error	NOUN
american_scientific_journal-12075	83	5	(	(	PUNCT
american_scientific_journal-12075	83	6	rmse	rmse	NOUN
american_scientific_journal-12075	83	7	):	):	PUNCT
american_scientific_journal-12075	83	8	rmse	rmse	NOUN
american_scientific_journal-12075	84	1	=	=	SYM
american_scientific_journal-12075	84	2	√	√	NOUN
american_scientific_journal-12075	84	3	1	1	NUM
american_scientific_journal-12075	84	4	𝑁	𝑁	PROPN
american_scientific_journal-12075	84	5	∑	∑	PROPN
american_scientific_journal-12075	84	6	(	(	PUNCT
american_scientific_journal-12075	84	7	𝑦𝑖	𝑦𝑖	PROPN
american_scientific_journal-12075	84	8	−	−	PROPN
american_scientific_journal-12075	84	9	𝑦	𝑦	SYM
american_scientific_journal-12075	84	10	�	�	PROPN
american_scientific_journal-12075	84	11	̂	̂	SYM
american_scientific_journal-12075	84	12	�	�	NOUN
american_scientific_journal-12075	84	13	)	)	PUNCT
american_scientific_journal-12075	84	14	2𝑁	2𝑁	NOUN
american_scientific_journal-12075	84	15	𝑖=1	𝑖=1	PROPN
american_scientific_journal-12075	84	16	equation	equation	NOUN
american_scientific_journal-12075	84	17	5	5	NUM
american_scientific_journal-12075	84	18	where	where	SCONJ
american_scientific_journal-12075	84	19	n	n	PRON
american_scientific_journal-12075	84	20	is	be	AUX
american_scientific_journal-12075	84	21	the	the	DET
american_scientific_journal-12075	84	22	number	number	NOUN
american_scientific_journal-12075	84	23	of	of	ADP
american_scientific_journal-12075	84	24	samples	sample	NOUN
american_scientific_journal-12075	84	25	,	,	PUNCT
american_scientific_journal-12075	84	26	yi	yi	PROPN
american_scientific_journal-12075	84	27	is	be	AUX
american_scientific_journal-12075	84	28	the	the	DET
american_scientific_journal-12075	84	29	observed	observed	ADJ
american_scientific_journal-12075	84	30	leq	leq	NOUN
american_scientific_journal-12075	84	31	at	at	ADP
american_scientific_journal-12075	84	32	sample	sample	NOUN
american_scientific_journal-12075	84	33	i	i	PROPN
american_scientific_journal-12075	84	34	,	,	PUNCT
american_scientific_journal-12075	84	35	and	and	CCONJ
american_scientific_journal-12075	84	36	𝑦	𝑦	NOUN
american_scientific_journal-12075	84	37	�	�	NOUN
american_scientific_journal-12075	84	38	̂	̂	VERB
american_scientific_journal-12075	84	39	�	�	NOUN
american_scientific_journal-12075	84	40	is	be	AUX
american_scientific_journal-12075	84	41	the	the	DET
american_scientific_journal-12075	84	42	predicted	predict	VERB
american_scientific_journal-12075	84	43	leq	leq	NOUN
american_scientific_journal-12075	84	44	at	at	ADP
american_scientific_journal-12075	84	45	sample	sample	NOUN
american_scientific_journal-12075	84	46	i.	i.	NOUN
american_scientific_journal-12075	84	47	the	the	DET
american_scientific_journal-12075	84	48	rmse	rmse	NOUN
american_scientific_journal-12075	84	49	emphasizes	emphasize	VERB
american_scientific_journal-12075	84	50	larger	large	ADJ
american_scientific_journal-12075	84	51	errors	error	NOUN
american_scientific_journal-12075	84	52	in	in	ADP
american_scientific_journal-12075	84	53	high	high	ADJ
american_scientific_journal-12075	84	54	-	-	PUNCT
american_scientific_journal-12075	84	55	noise	noise	NOUN
american_scientific_journal-12075	84	56	scenarios	scenario	NOUN
american_scientific_journal-12075	84	57	.	.	PUNCT
american_scientific_journal-12075	85	1	the	the	DET
american_scientific_journal-12075	85	2	coefficient	coefficient	NOUN
american_scientific_journal-12075	85	3	of	of	ADP
american_scientific_journal-12075	85	4	determination	determination	NOUN
american_scientific_journal-12075	85	5	(	(	PUNCT
american_scientific_journal-12075	85	6	r2	r2	PROPN
american_scientific_journal-12075	85	7	):	):	PUNCT
american_scientific_journal-12075	85	8	𝑅2	𝑅2	ADP
american_scientific_journal-12075	85	9	=	=	SYM
american_scientific_journal-12075	85	10	1	1	NUM
american_scientific_journal-12075	85	11	−	−	PROPN
american_scientific_journal-12075	85	12	∑(𝑦𝑖−𝑦	∑(𝑦𝑖−𝑦	PROPN
american_scientific_journal-12075	85	13	�	�	PROPN
american_scientific_journal-12075	85	14	̂	̂	NUM
american_scientific_journal-12075	85	15	�	�	PROPN
american_scientific_journal-12075	85	16	)2	)2	SYM
american_scientific_journal-12075	85	17	∑(𝑦𝑖−	∑(𝑦𝑖−	VERB
american_scientific_journal-12075	85	18	�	�	PROPN
american_scientific_journal-12075	85	19	̅	̅	NOUN
american_scientific_journal-12075	85	20	�	�	NOUN
american_scientific_journal-12075	85	21	)2	)2	PUNCT
american_scientific_journal-12075	85	22	equation	equation	NOUN
american_scientific_journal-12075	85	23	6	6	NUM
american_scientific_journal-12075	85	24	where	where	SCONJ
american_scientific_journal-12075	85	25	�	�	NOUN
american_scientific_journal-12075	85	26	̅	̅	NOUN
american_scientific_journal-12075	85	27	�	�	NOUN
american_scientific_journal-12075	85	28	is	be	AUX
american_scientific_journal-12075	85	29	the	the	DET
american_scientific_journal-12075	85	30	mean	mean	NOUN
american_scientific_journal-12075	85	31	of	of	ADP
american_scientific_journal-12075	85	32	the	the	DET
american_scientific_journal-12075	85	33	observed	observe	VERB
american_scientific_journal-12075	85	34	leqs	leq	NOUN
american_scientific_journal-12075	85	35	,	,	PUNCT
american_scientific_journal-12075	85	36	yi	yi	PROPN
american_scientific_journal-12075	85	37	is	be	AUX
american_scientific_journal-12075	85	38	the	the	DET
american_scientific_journal-12075	85	39	observed	observed	ADJ
american_scientific_journal-12075	85	40	leq	leq	NOUN
american_scientific_journal-12075	85	41	at	at	ADP
american_scientific_journal-12075	85	42	sample	sample	NOUN
american_scientific_journal-12075	85	43	i	i	PROPN
american_scientific_journal-12075	85	44	,	,	PUNCT
american_scientific_journal-12075	85	45	and	and	CCONJ
american_scientific_journal-12075	85	46	𝑦	𝑦	NOUN
american_scientific_journal-12075	85	47	�	�	NOUN
american_scientific_journal-12075	85	48	̂	̂	VERB
american_scientific_journal-12075	85	49	�	�	NOUN
american_scientific_journal-12075	85	50	is	be	AUX
american_scientific_journal-12075	85	51	the	the	DET
american_scientific_journal-12075	85	52	predicted	predict	VERB
american_scientific_journal-12075	85	53	leq	leq	NOUN
american_scientific_journal-12075	85	54	at	at	ADP
american_scientific_journal-12075	85	55	sample	sample	NOUN
american_scientific_journal-12075	85	56	i.	i.	NOUN
american_scientific_journal-12075	85	57	the	the	DET
american_scientific_journal-12075	85	58	coefficient	coefficient	NOUN
american_scientific_journal-12075	85	59	of	of	ADP
american_scientific_journal-12075	85	60	determination	determination	NOUN
american_scientific_journal-12075	85	61	indicates	indicate	VERB
american_scientific_journal-12075	85	62	an	an	DET
american_scientific_journal-12075	85	63	explained	explain	VERB
american_scientific_journal-12075	85	64	variance	variance	NOUN
american_scientific_journal-12075	85	65	;	;	PUNCT
american_scientific_journal-12075	85	66	a	a	DET
american_scientific_journal-12075	85	67	value	value	NOUN
american_scientific_journal-12075	85	68	closer	close	ADV
american_scientific_journal-12075	85	69	to	to	ADP
american_scientific_journal-12075	85	70	1	1	NUM
american_scientific_journal-12075	85	71	is	be	AUX
american_scientific_journal-12075	85	72	better	well	ADJ
american_scientific_journal-12075	85	73	,	,	PUNCT
american_scientific_journal-12075	85	74	meaning	mean	VERB
american_scientific_journal-12075	85	75	that	that	SCONJ
american_scientific_journal-12075	85	76	the	the	DET
american_scientific_journal-12075	85	77	model	model	NOUN
american_scientific_journal-12075	85	78	will	will	AUX
american_scientific_journal-12075	85	79	account	account	VERB
american_scientific_journal-12075	85	80	for	for	ADP
american_scientific_journal-12075	85	81	most	most	ADJ
american_scientific_journal-12075	85	82	differences	difference	NOUN
american_scientific_journal-12075	85	83	in	in	ADP
american_scientific_journal-12075	85	84	the	the	DET
american_scientific_journal-12075	85	85	data	datum	NOUN
american_scientific_journal-12075	85	86	.	.	PUNCT
american_scientific_journal-12075	86	1	american	american	ADJ
american_scientific_journal-12075	86	2	academic	academic	ADJ
american_scientific_journal-12075	86	3	scientific	scientific	ADJ
american_scientific_journal-12075	86	4	research	research	NOUN
american_scientific_journal-12075	86	5	journal	journal	NOUN
american_scientific_journal-12075	86	6	for	for	ADP
american_scientific_journal-12075	86	7	engineering	engineering	NOUN
american_scientific_journal-12075	86	8	,	,	PUNCT
american_scientific_journal-12075	86	9	technology	technology	NOUN
american_scientific_journal-12075	86	10	,	,	PUNCT
american_scientific_journal-12075	86	11	and	and	CCONJ
american_scientific_journal-12075	86	12	sciences	science	NOUN
american_scientific_journal-12075	86	13	(	(	PUNCT
american_scientific_journal-12075	86	14	asrjets	asrjet	NOUN
american_scientific_journal-12075	86	15	)	)	PUNCT
american_scientific_journal-12075	86	16	volume	volume	NOUN
american_scientific_journal-12075	86	17	103	103	NUM
american_scientific_journal-12075	86	18	,	,	PUNCT
american_scientific_journal-12075	86	19	no	no	DET
american_scientific_journal-12075	86	20	1	1	NUM
american_scientific_journal-12075	86	21	,	,	PUNCT
american_scientific_journal-12075	86	22	pp	pp	ADV
american_scientific_journal-12075	86	23	268	268	NUM
american_scientific_journal-12075	86	24	-	-	SYM
american_scientific_journal-12075	86	25	289	289	NUM
american_scientific_journal-12075	86	26	275	275	NUM
american_scientific_journal-12075	86	27	pearson	pearson	NOUN
american_scientific_journal-12075	86	28	correlation	correlation	NOUN
american_scientific_journal-12075	86	29	coefficient	coefficient	NOUN
american_scientific_journal-12075	86	30	:	:	PUNCT
american_scientific_journal-12075	86	31	𝑟	𝑟	X
american_scientific_journal-12075	86	32	=	=	SYM
american_scientific_journal-12075	87	1	∑(𝑦𝑖−	∑(𝑦𝑖−	PROPN
american_scientific_journal-12075	87	2	�	�	PROPN
american_scientific_journal-12075	87	3	̅	̅	NOUN
american_scientific_journal-12075	87	4	�	�	SYM
american_scientific_journal-12075	87	5	)(𝑦𝑖−	)(𝑦𝑖−	SYM
american_scientific_journal-12075	87	6	�	�	PROPN
american_scientific_journal-12075	87	7	̅̂	̅̂	NOUN
american_scientific_journal-12075	87	8	�	�	NOUN
american_scientific_journal-12075	87	9	)	)	PUNCT
american_scientific_journal-12075	87	10	√∑(𝑦𝑖−	√∑(𝑦𝑖−	PROPN
american_scientific_journal-12075	87	11	�	�	PROPN
american_scientific_journal-12075	87	12	̅	̅	NOUN
american_scientific_journal-12075	87	13	�	�	NOUN
american_scientific_journal-12075	87	14	)2	)2	PUNCT
american_scientific_journal-12075	87	15	∑(𝑦𝑖−	∑(𝑦𝑖−	PROPN
american_scientific_journal-12075	87	16	�	�	PROPN
american_scientific_journal-12075	87	17	̅̂	̅̂	NOUN
american_scientific_journal-12075	87	18	�	�	NOUN
american_scientific_journal-12075	87	19	)2	)2	PUNCT
american_scientific_journal-12075	87	20	equation	equation	NOUN
american_scientific_journal-12075	87	21	7	7	NUM
american_scientific_journal-12075	87	22	where	where	SCONJ
american_scientific_journal-12075	87	23	yi	yi	PROPN
american_scientific_journal-12075	87	24	is	be	AUX
american_scientific_journal-12075	87	25	the	the	DET
american_scientific_journal-12075	87	26	observed	observed	ADJ
american_scientific_journal-12075	87	27	leq	leq	NOUN
american_scientific_journal-12075	87	28	at	at	ADP
american_scientific_journal-12075	87	29	sample	sample	NOUN
american_scientific_journal-12075	87	30	i	i	PROPN
american_scientific_journal-12075	87	31	,	,	PUNCT
american_scientific_journal-12075	87	32	𝑦	𝑦	NOUN
american_scientific_journal-12075	87	33	�	�	NOUN
american_scientific_journal-12075	87	34	̂	̂	VERB
american_scientific_journal-12075	87	35	�	�	NOUN
american_scientific_journal-12075	87	36	is	be	AUX
american_scientific_journal-12075	87	37	the	the	DET
american_scientific_journal-12075	87	38	predicted	predict	VERB
american_scientific_journal-12075	87	39	leq	leq	NOUN
american_scientific_journal-12075	87	40	at	at	ADP
american_scientific_journal-12075	87	41	sample	sample	NOUN
american_scientific_journal-12075	87	42	i	i	PROPN
american_scientific_journal-12075	87	43	,	,	PUNCT
american_scientific_journal-12075	87	44	�	�	PROPN
american_scientific_journal-12075	87	45	̅	̅	NOUN
american_scientific_journal-12075	87	46	�	�	NOUN
american_scientific_journal-12075	87	47	is	be	AUX
american_scientific_journal-12075	87	48	the	the	DET
american_scientific_journal-12075	87	49	mean	mean	NOUN
american_scientific_journal-12075	87	50	of	of	ADP
american_scientific_journal-12075	87	51	the	the	DET
american_scientific_journal-12075	87	52	observed	observe	VERB
american_scientific_journal-12075	87	53	leqs	leq	NOUN
american_scientific_journal-12075	87	54	,	,	PUNCT
american_scientific_journal-12075	87	55	and	and	CCONJ
american_scientific_journal-12075	87	56	�	�	PROPN
american_scientific_journal-12075	87	57	̅̂	̅̂	NOUN
american_scientific_journal-12075	87	58	�	�	PROPN
american_scientific_journal-12075	87	59	is	be	AUX
american_scientific_journal-12075	87	60	the	the	DET
american_scientific_journal-12075	87	61	mean	mean	NOUN
american_scientific_journal-12075	87	62	of	of	ADP
american_scientific_journal-12075	87	63	predicted	predict	VERB
american_scientific_journal-12075	87	64	leqs	leq	NOUN
american_scientific_journal-12075	87	65	.	.	PUNCT
american_scientific_journal-12075	88	1	it	it	PRON
american_scientific_journal-12075	88	2	assesses	assess	VERB
american_scientific_journal-12075	88	3	linear	linear	ADJ
american_scientific_journal-12075	88	4	agreement	agreement	NOUN
american_scientific_journal-12075	88	5	between	between	ADP
american_scientific_journal-12075	88	6	predicted	predict	VERB
american_scientific_journal-12075	88	7	and	and	CCONJ
american_scientific_journal-12075	88	8	actual	actual	ADJ
american_scientific_journal-12075	88	9	leq	leq	NOUN
american_scientific_journal-12075	88	10	,	,	PUNCT
american_scientific_journal-12075	88	11	ensuring	ensure	VERB
american_scientific_journal-12075	88	12	scientific	scientific	ADJ
american_scientific_journal-12075	88	13	validity	validity	NOUN
american_scientific_journal-12075	88	14	.	.	PUNCT
american_scientific_journal-12075	89	1	2.6.5	2.6.5	X
american_scientific_journal-12075	89	2	.	.	PUNCT
american_scientific_journal-12075	89	3	loss	loss	NOUN
american_scientific_journal-12075	89	4	function	function	NOUN
american_scientific_journal-12075	89	5	the	the	DET
american_scientific_journal-12075	89	6	mean	mean	ADJ
american_scientific_journal-12075	89	7	squared	square	VERB
american_scientific_journal-12075	89	8	error	error	NOUN
american_scientific_journal-12075	89	9	(	(	PUNCT
american_scientific_journal-12075	89	10	mse	mse	NOUN
american_scientific_journal-12075	89	11	)	)	PUNCT
american_scientific_journal-12075	89	12	was	be	AUX
american_scientific_journal-12075	89	13	selected	select	VERB
american_scientific_journal-12075	89	14	as	as	ADP
american_scientific_journal-12075	89	15	the	the	DET
american_scientific_journal-12075	89	16	objective	objective	ADJ
american_scientific_journal-12075	89	17	function	function	NOUN
american_scientific_journal-12075	89	18	for	for	ADP
american_scientific_journal-12075	89	19	optimization	optimization	NOUN
american_scientific_journal-12075	89	20	,	,	PUNCT
american_scientific_journal-12075	89	21	where	where	SCONJ
american_scientific_journal-12075	89	22	:	:	PUNCT
american_scientific_journal-12075	89	23	𝑀𝑆𝐸	𝑀𝑆𝐸	NOUN
american_scientific_journal-12075	89	24	=	=	NOUN
american_scientific_journal-12075	89	25	1	1	NUM
american_scientific_journal-12075	89	26	𝑁	𝑁	PROPN
american_scientific_journal-12075	89	27	∑	∑	PUNCT
american_scientific_journal-12075	89	28	(	(	PUNCT
american_scientific_journal-12075	89	29	𝑦𝑖	𝑦𝑖	PROPN
american_scientific_journal-12075	89	30	−	−	PROPN
american_scientific_journal-12075	89	31	𝑦	𝑦	SYM
american_scientific_journal-12075	89	32	�	�	PROPN
american_scientific_journal-12075	89	33	̂	̂	SYM
american_scientific_journal-12075	89	34	�	�	NOUN
american_scientific_journal-12075	89	35	)	)	PUNCT
american_scientific_journal-12075	89	36	2𝑁	2𝑁	NOUN
american_scientific_journal-12075	89	37	𝑖=1	𝑖=1	PROPN
american_scientific_journal-12075	89	38	equation	equation	NOUN
american_scientific_journal-12075	89	39	8	8	NUM
american_scientific_journal-12075	89	40	where	where	SCONJ
american_scientific_journal-12075	89	41	n	n	PRON
american_scientific_journal-12075	89	42	is	be	AUX
american_scientific_journal-12075	89	43	the	the	DET
american_scientific_journal-12075	89	44	number	number	NOUN
american_scientific_journal-12075	89	45	of	of	ADP
american_scientific_journal-12075	89	46	samples	sample	NOUN
american_scientific_journal-12075	89	47	,	,	PUNCT
american_scientific_journal-12075	89	48	yi	yi	PROPN
american_scientific_journal-12075	89	49	is	be	AUX
american_scientific_journal-12075	89	50	the	the	DET
american_scientific_journal-12075	89	51	observed	observed	ADJ
american_scientific_journal-12075	89	52	leq	leq	NOUN
american_scientific_journal-12075	89	53	at	at	ADP
american_scientific_journal-12075	89	54	sample	sample	NOUN
american_scientific_journal-12075	89	55	i	i	PROPN
american_scientific_journal-12075	89	56	,	,	PUNCT
american_scientific_journal-12075	89	57	and	and	CCONJ
american_scientific_journal-12075	89	58	𝑦	𝑦	NOUN
american_scientific_journal-12075	89	59	�	�	NOUN
american_scientific_journal-12075	89	60	̂	̂	VERB
american_scientific_journal-12075	89	61	�	�	NOUN
american_scientific_journal-12075	89	62	is	be	AUX
american_scientific_journal-12075	89	63	the	the	DET
american_scientific_journal-12075	89	64	predicted	predict	VERB
american_scientific_journal-12075	89	65	leq	leq	NOUN
american_scientific_journal-12075	89	66	at	at	ADP
american_scientific_journal-12075	89	67	sample	sample	NOUN
american_scientific_journal-12075	89	68	i.	i.	NOUN
american_scientific_journal-12075	89	69	the	the	DET
american_scientific_journal-12075	89	70	mse	mse	PROPN
american_scientific_journal-12075	89	71	is	be	AUX
american_scientific_journal-12075	89	72	quadratic	quadratic	ADJ
american_scientific_journal-12075	89	73	,	,	PUNCT
american_scientific_journal-12075	89	74	penalizing	penalize	VERB
american_scientific_journal-12075	89	75	larger	large	ADJ
american_scientific_journal-12075	89	76	deviations	deviation	NOUN
american_scientific_journal-12075	89	77	more	more	ADV
american_scientific_journal-12075	89	78	severely	severely	ADV
american_scientific_journal-12075	89	79	,	,	PUNCT
american_scientific_journal-12075	89	80	which	which	PRON
american_scientific_journal-12075	89	81	is	be	AUX
american_scientific_journal-12075	89	82	appropriate	appropriate	ADJ
american_scientific_journal-12075	89	83	for	for	ADP
american_scientific_journal-12075	89	84	regression	regression	NOUN
american_scientific_journal-12075	89	85	tasks	task	NOUN
american_scientific_journal-12075	89	86	like	like	ADP
american_scientific_journal-12075	89	87	rtn	rtn	PROPN
american_scientific_journal-12075	89	88	prediction	prediction	PROPN
american_scientific_journal-12075	89	89	,	,	PUNCT
american_scientific_journal-12075	89	90	where	where	SCONJ
american_scientific_journal-12075	89	91	minimizing	minimize	VERB
american_scientific_journal-12075	89	92	variance	variance	NOUN
american_scientific_journal-12075	89	93	in	in	ADP
american_scientific_journal-12075	89	94	noise	noise	NOUN
american_scientific_journal-12075	89	95	estimates	estimate	NOUN
american_scientific_journal-12075	89	96	is	be	AUX
american_scientific_journal-12075	89	97	critical	critical	ADJ
american_scientific_journal-12075	89	98	for	for	ADP
american_scientific_journal-12075	89	99	public	public	ADJ
american_scientific_journal-12075	89	100	health	health	NOUN
american_scientific_journal-12075	89	101	applications	application	NOUN
american_scientific_journal-12075	89	102	.	.	PUNCT
american_scientific_journal-12075	90	1	it	it	PRON
american_scientific_journal-12075	90	2	aligns	align	VERB
american_scientific_journal-12075	90	3	with	with	ADP
american_scientific_journal-12075	90	4	the	the	DET
american_scientific_journal-12075	90	5	gaussian	gaussian	ADJ
american_scientific_journal-12075	90	6	assumption	assumption	NOUN
american_scientific_journal-12075	90	7	of	of	ADP
american_scientific_journal-12075	90	8	noise	noise	NOUN
american_scientific_journal-12075	90	9	residuals	residual	NOUN
american_scientific_journal-12075	90	10	in	in	ADP
american_scientific_journal-12075	90	11	environmental	environmental	ADJ
american_scientific_journal-12075	90	12	modeling	modeling	NOUN
american_scientific_journal-12075	90	13	.	.	PUNCT
american_scientific_journal-12075	91	1	2.6.6	2.6.6	NUM
american_scientific_journal-12075	91	2	.	.	PUNCT
american_scientific_journal-12075	92	1	optimizer	optimizer	NOUN
american_scientific_journal-12075	92	2	the	the	DET
american_scientific_journal-12075	92	3	adam	adam	PROPN
american_scientific_journal-12075	92	4	(	(	PUNCT
american_scientific_journal-12075	92	5	adaptive	adaptive	ADJ
american_scientific_journal-12075	92	6	moment	moment	NOUN
american_scientific_journal-12075	92	7	estimation	estimation	NOUN
american_scientific_journal-12075	92	8	)	)	PUNCT
american_scientific_journal-12075	92	9	optimizer	optimizer	NOUN
american_scientific_journal-12075	92	10	was	be	AUX
american_scientific_journal-12075	92	11	utilized	utilize	VERB
american_scientific_journal-12075	92	12	for	for	ADP
american_scientific_journal-12075	92	13	efficient	efficient	ADJ
american_scientific_journal-12075	92	14	gradient	gradient	ADJ
american_scientific_journal-12075	92	15	descent	descent	NOUN
american_scientific_journal-12075	92	16	,	,	PUNCT
american_scientific_journal-12075	92	17	updating	update	VERB
american_scientific_journal-12075	92	18	the	the	DET
american_scientific_journal-12075	92	19	weights	weight	NOUN
american_scientific_journal-12075	92	20	as	as	ADP
american_scientific_journal-12075	92	21	:	:	PUNCT
american_scientific_journal-12075	92	22	𝑤𝑡+1	𝑤𝑡+1	NOUN
american_scientific_journal-12075	92	23	=	=	SYM
american_scientific_journal-12075	92	24	𝑤𝑡	𝑤𝑡	VERB
american_scientific_journal-12075	92	25	−	−	NOUN
american_scientific_journal-12075	92	26	𝜂	𝜂	X
american_scientific_journal-12075	92	27	∙	∙	PROPN
american_scientific_journal-12075	92	28	𝑚	𝑚	ADP
american_scientific_journal-12075	92	29	�	�	PROPN
american_scientific_journal-12075	92	30	̂	̂	SYM
american_scientific_journal-12075	92	31	�	�	PROPN
american_scientific_journal-12075	92	32	√𝑣	√𝑣	NOUN
american_scientific_journal-12075	92	33	�	�	PROPN
american_scientific_journal-12075	92	34	̂	̂	SYM
american_scientific_journal-12075	92	35	�	�	NOUN
american_scientific_journal-12075	92	36	+𝜖	+𝜖	ADJ
american_scientific_journal-12075	92	37	equation	equation	NOUN
american_scientific_journal-12075	92	38	9	9	NUM
american_scientific_journal-12075	92	39	where	where	SCONJ
american_scientific_journal-12075	92	40	wt	wt	PROPN
american_scientific_journal-12075	92	41	is	be	AUX
american_scientific_journal-12075	92	42	the	the	DET
american_scientific_journal-12075	92	43	weight	weight	NOUN
american_scientific_journal-12075	92	44	at	at	ADP
american_scientific_journal-12075	92	45	step	step	NOUN
american_scientific_journal-12075	92	46	t	t	PROPN
american_scientific_journal-12075	92	47	(	(	PUNCT
american_scientific_journal-12075	92	48	current	current	ADJ
american_scientific_journal-12075	92	49	)	)	PUNCT
american_scientific_journal-12075	92	50	,	,	PUNCT
american_scientific_journal-12075	92	51	wt+1	wt+1	PROPN
american_scientific_journal-12075	92	52	is	be	AUX
american_scientific_journal-12075	92	53	the	the	DET
american_scientific_journal-12075	92	54	updated	update	VERB
american_scientific_journal-12075	92	55	weight	weight	NOUN
american_scientific_journal-12075	92	56	,	,	PUNCT
american_scientific_journal-12075	92	57	η	η	PROPN
american_scientific_journal-12075	92	58	is	be	AUX
american_scientific_journal-12075	92	59	the	the	DET
american_scientific_journal-12075	92	60	learning	learn	VERB
american_scientific_journal-12075	92	61	rate	rate	NOUN
american_scientific_journal-12075	92	62	(	(	PUNCT
american_scientific_journal-12075	92	63	step	step	NOUN
american_scientific_journal-12075	92	64	size	size	NOUN
american_scientific_journal-12075	92	65	)	)	PUNCT
american_scientific_journal-12075	92	66	,	,	PUNCT
american_scientific_journal-12075	92	67	�	�	PROPN
american_scientific_journal-12075	92	68	̂	̂	SYM
american_scientific_journal-12075	92	69	�	�	NOUN
american_scientific_journal-12075	92	70	𝑡	𝑡	NOUN
american_scientific_journal-12075	92	71	is	be	AUX
american_scientific_journal-12075	92	72	the	the	DET
american_scientific_journal-12075	92	73	bias	bias	NOUN
american_scientific_journal-12075	92	74	-	-	PUNCT
american_scientific_journal-12075	92	75	corrected	correct	VERB
american_scientific_journal-12075	92	76	first	first	ADJ
american_scientific_journal-12075	92	77	moment	moment	NOUN
american_scientific_journal-12075	92	78	estimate	estimate	NOUN
american_scientific_journal-12075	92	79	(	(	PUNCT
american_scientific_journal-12075	92	80	smoothed	smooth	VERB
american_scientific_journal-12075	92	81	gradient	gradient	NOUN
american_scientific_journal-12075	92	82	,	,	PUNCT
american_scientific_journal-12075	92	83	like	like	ADP
american_scientific_journal-12075	92	84	momentum),𝑣	momentum),𝑣	PROPN
american_scientific_journal-12075	92	85	�	�	PROPN
american_scientific_journal-12075	92	86	̂	̂	VERB
american_scientific_journal-12075	92	87	�	�	NOUN
american_scientific_journal-12075	92	88	is	be	AUX
american_scientific_journal-12075	92	89	the	the	DET
american_scientific_journal-12075	92	90	bias	bias	NOUN
american_scientific_journal-12075	92	91	-	-	PUNCT
american_scientific_journal-12075	92	92	corrected	correct	VERB
american_scientific_journal-12075	92	93	second	second	ADJ
american_scientific_journal-12075	92	94	moment	moment	NOUN
american_scientific_journal-12075	92	95	estimate	estimate	NOUN
american_scientific_journal-12075	92	96	(	(	PUNCT
american_scientific_journal-12075	92	97	smoothed	smooth	VERB
american_scientific_journal-12075	92	98	squared	square	VERB
american_scientific_journal-12075	92	99	gradient	gradient	NOUN
american_scientific_journal-12075	92	100	for	for	ADP
american_scientific_journal-12075	92	101	adaptive	adaptive	ADJ
american_scientific_journal-12075	92	102	rates	rate	NOUN
american_scientific_journal-12075	92	103	)	)	PUNCT
american_scientific_journal-12075	92	104	,	,	PUNCT
american_scientific_journal-12075	92	105	and	and	CCONJ
american_scientific_journal-12075	92	106	𝜖	𝜖	X
american_scientific_journal-12075	92	107	=	=	SYM
american_scientific_journal-12075	92	108	10−8	10−8	PROPN
american_scientific_journal-12075	92	109	,	,	PUNCT
american_scientific_journal-12075	92	110	for	for	ADP
american_scientific_journal-12075	92	111	numerical	numerical	ADJ
american_scientific_journal-12075	92	112	stability	stability	NOUN
american_scientific_journal-12075	92	113	(	(	PUNCT
american_scientific_journal-12075	92	114	prevents	prevent	VERB
american_scientific_journal-12075	92	115	division	division	NOUN
american_scientific_journal-12075	92	116	by	by	ADP
american_scientific_journal-12075	92	117	zero	zero	NUM
american_scientific_journal-12075	92	118	)	)	PUNCT
american_scientific_journal-12075	92	119	.	.	PUNCT
american_scientific_journal-12075	93	1	adam	adam	PROPN
american_scientific_journal-12075	93	2	combines	combine	VERB
american_scientific_journal-12075	93	3	momentum	momentum	NOUN
american_scientific_journal-12075	93	4	and	and	CCONJ
american_scientific_journal-12075	93	5	rmsprop	rmsprop	NOUN
american_scientific_journal-12075	93	6	(	(	PUNCT
american_scientific_journal-12075	93	7	adapts	adapt	VERB
american_scientific_journal-12075	93	8	rates	rate	NOUN
american_scientific_journal-12075	93	9	per	per	ADP
american_scientific_journal-12075	93	10	parameter	parameter	NOUN
american_scientific_journal-12075	93	11	)	)	PUNCT
american_scientific_journal-12075	93	12	advantages	advantage	NOUN
american_scientific_journal-12075	93	13	,	,	PUNCT
american_scientific_journal-12075	93	14	adapting	adapt	VERB
american_scientific_journal-12075	93	15	per	per	ADP
american_scientific_journal-12075	93	16	-	-	PUNCT
american_scientific_journal-12075	93	17	parameter	parameter	NOUN
american_scientific_journal-12075	93	18	learning	learning	NOUN
american_scientific_journal-12075	93	19	rates	rate	NOUN
american_scientific_journal-12075	93	20	,	,	PUNCT
american_scientific_journal-12075	93	21	which	which	PRON
american_scientific_journal-12075	93	22	accelerates	accelerate	VERB
american_scientific_journal-12075	93	23	convergence	convergence	NOUN
american_scientific_journal-12075	93	24	on	on	ADP
american_scientific_journal-12075	93	25	the	the	DET
american_scientific_journal-12075	93	26	non	non	ADJ
american_scientific_journal-12075	93	27	-	-	ADJ
american_scientific_journal-12075	93	28	convex	convex	ADJ
american_scientific_journal-12075	93	29	loss	loss	NOUN
american_scientific_journal-12075	93	30	landscape	landscape	NOUN
american_scientific_journal-12075	93	31	of	of	ADP
american_scientific_journal-12075	93	32	ann	ann	PROPN
american_scientific_journal-12075	93	33	training	training	NOUN
american_scientific_journal-12075	93	34	for	for	ADP
american_scientific_journal-12075	93	35	rtn	rtn	PROPN
american_scientific_journal-12075	93	36	data	datum	NOUN
american_scientific_journal-12075	93	37	with	with	ADP
american_scientific_journal-12075	93	38	inherent	inherent	ADJ
american_scientific_journal-12075	93	39	multicollinearity	multicollinearity	NOUN
american_scientific_journal-12075	93	40	.	.	PUNCT
american_scientific_journal-12075	94	1	american	american	ADJ
american_scientific_journal-12075	94	2	academic	academic	ADJ
american_scientific_journal-12075	94	3	scientific	scientific	ADJ
american_scientific_journal-12075	94	4	research	research	NOUN
american_scientific_journal-12075	94	5	journal	journal	NOUN
american_scientific_journal-12075	94	6	for	for	ADP
american_scientific_journal-12075	94	7	engineering	engineering	NOUN
american_scientific_journal-12075	94	8	,	,	PUNCT
american_scientific_journal-12075	94	9	technology	technology	NOUN
american_scientific_journal-12075	94	10	,	,	PUNCT
american_scientific_journal-12075	94	11	and	and	CCONJ
american_scientific_journal-12075	94	12	sciences	science	NOUN
american_scientific_journal-12075	94	13	(	(	PUNCT
american_scientific_journal-12075	94	14	asrjets	asrjet	NOUN
american_scientific_journal-12075	94	15	)	)	PUNCT
american_scientific_journal-12075	94	16	volume	volume	NOUN
american_scientific_journal-12075	94	17	103	103	NUM
american_scientific_journal-12075	94	18	,	,	PUNCT
american_scientific_journal-12075	94	19	no	no	DET
american_scientific_journal-12075	94	20	1	1	NUM
american_scientific_journal-12075	94	21	,	,	PUNCT
american_scientific_journal-12075	94	22	pp	pp	ADV
american_scientific_journal-12075	94	23	268	268	NUM
american_scientific_journal-12075	94	24	-	-	SYM
american_scientific_journal-12075	94	25	289	289	NUM
american_scientific_journal-12075	94	26	276	276	NUM
american_scientific_journal-12075	94	27	figure	figure	NOUN
american_scientific_journal-12075	94	28	4	4	NUM
american_scientific_journal-12075	94	29	:	:	PUNCT
american_scientific_journal-12075	94	30	mlp	mlp	NOUN
american_scientific_journal-12075	94	31	architecture	architecture	NOUN
american_scientific_journal-12075	94	32	for	for	ADP
american_scientific_journal-12075	94	33	rtn	rtn	PROPN
american_scientific_journal-12075	94	34	prediction	prediction	NOUN
american_scientific_journal-12075	94	35	2.7	2.7	NUM
american_scientific_journal-12075	94	36	.	.	PUNCT
american_scientific_journal-12075	95	1	detailed	detailed	ADJ
american_scientific_journal-12075	95	2	explanation	explanation	NOUN
american_scientific_journal-12075	95	3	of	of	ADP
american_scientific_journal-12075	95	4	forward	forward	ADJ
american_scientific_journal-12075	95	5	propagation	propagation	NOUN
american_scientific_journal-12075	95	6	and	and	CCONJ
american_scientific_journal-12075	95	7	optimization	optimization	NOUN
american_scientific_journal-12075	95	8	2.7.1	2.7.1	NUM
american_scientific_journal-12075	95	9	.	.	PUNCT
american_scientific_journal-12075	96	1	forward	forward	ADJ
american_scientific_journal-12075	96	2	propagation	propagation	NOUN
american_scientific_journal-12075	96	3	components	component	NOUN
american_scientific_journal-12075	96	4	forward	forward	ADV
american_scientific_journal-12075	96	5	propagation	propagation	NOUN
american_scientific_journal-12075	96	6	is	be	AUX
american_scientific_journal-12075	96	7	the	the	DET
american_scientific_journal-12075	96	8	process	process	NOUN
american_scientific_journal-12075	96	9	by	by	ADP
american_scientific_journal-12075	96	10	which	which	PRON
american_scientific_journal-12075	96	11	the	the	DET
american_scientific_journal-12075	96	12	input	input	NOUN
american_scientific_journal-12075	96	13	data	datum	NOUN
american_scientific_journal-12075	96	14	flows	flow	VERB
american_scientific_journal-12075	96	15	through	through	ADP
american_scientific_journal-12075	96	16	the	the	DET
american_scientific_journal-12075	96	17	network	network	NOUN
american_scientific_journal-12075	96	18	layers	layer	NOUN
american_scientific_journal-12075	96	19	to	to	PART
american_scientific_journal-12075	96	20	produce	produce	VERB
american_scientific_journal-12075	96	21	an	an	DET
american_scientific_journal-12075	96	22	output	output	NOUN
american_scientific_journal-12075	96	23	prediction	prediction	NOUN
american_scientific_journal-12075	96	24	.	.	PUNCT
american_scientific_journal-12075	97	1	imagine	imagine	VERB
american_scientific_journal-12075	97	2	it	it	PRON
american_scientific_journal-12075	97	3	as	as	ADP
american_scientific_journal-12075	97	4	a	a	DET
american_scientific_journal-12075	97	5	factory	factory	NOUN
american_scientific_journal-12075	97	6	assembly	assembly	NOUN
american_scientific_journal-12075	97	7	line	line	NOUN
american_scientific_journal-12075	97	8	where	where	SCONJ
american_scientific_journal-12075	97	9	raw	raw	ADJ
american_scientific_journal-12075	97	10	materials	material	NOUN
american_scientific_journal-12075	97	11	(	(	PUNCT
american_scientific_journal-12075	97	12	inputs	input	NOUN
american_scientific_journal-12075	97	13	)	)	PUNCT
american_scientific_journal-12075	97	14	are	be	AUX
american_scientific_journal-12075	97	15	transformed	transform	VERB
american_scientific_journal-12075	97	16	step	step	NOUN
american_scientific_journal-12075	97	17	by	by	ADP
american_scientific_journal-12075	97	18	step	step	NOUN
american_scientific_journal-12075	97	19	.	.	PUNCT
american_scientific_journal-12075	98	1	the	the	DET
american_scientific_journal-12075	98	2	key	key	ADJ
american_scientific_journal-12075	98	3	variables	variable	NOUN
american_scientific_journal-12075	98	4	are	be	AUX
american_scientific_journal-12075	98	5	:	:	PUNCT
american_scientific_journal-12075	98	6			X
american_scientific_journal-12075	98	7	weight	weight	NOUN
american_scientific_journal-12075	98	8	matrices	matrix	NOUN
american_scientific_journal-12075	98	9	(	(	PUNCT
american_scientific_journal-12075	98	10	w	w	NOUN
american_scientific_journal-12075	98	11	):	):	PUNCT
american_scientific_journal-12075	98	12	these	these	PRON
american_scientific_journal-12075	98	13	are	be	AUX
american_scientific_journal-12075	98	14	like	like	ADP
american_scientific_journal-12075	98	15	adjustable	adjustable	ADJ
american_scientific_journal-12075	98	16	knobs	knob	NOUN
american_scientific_journal-12075	98	17	in	in	ADP
american_scientific_journal-12075	98	18	the	the	DET
american_scientific_journal-12075	98	19	network	network	NOUN
american_scientific_journal-12075	98	20	.	.	PUNCT
american_scientific_journal-12075	99	1	the	the	DET
american_scientific_journal-12075	99	2	weight	weight	NOUN
american_scientific_journal-12075	99	3	matrices	matrice	VERB
american_scientific_journal-12075	99	4	w1	w1	NOUN
american_scientific_journal-12075	99	5	∈	∈	PROPN
american_scientific_journal-12075	99	6	r25×8	r25×8	PROPN
american_scientific_journal-12075	99	7	(	(	PUNCT
american_scientific_journal-12075	99	8	25	25	NUM
american_scientific_journal-12075	99	9	by	by	ADP
american_scientific_journal-12075	99	10	8	8	NUM
american_scientific_journal-12075	99	11	grid	grid	NOUN
american_scientific_journal-12075	99	12	of	of	ADP
american_scientific_journal-12075	99	13	numbers	number	NOUN
american_scientific_journal-12075	99	14	)	)	PUNCT
american_scientific_journal-12075	99	15	,	,	PUNCT
american_scientific_journal-12075	99	16	w2	w2	NOUN
american_scientific_journal-12075	99	17	∈	∈	PROPN
american_scientific_journal-12075	99	18	r50×25	r50×25	PROPN
american_scientific_journal-12075	99	19	,	,	PUNCT
american_scientific_journal-12075	99	20	and	and	CCONJ
american_scientific_journal-12075	99	21	w3	w3	PROPN
american_scientific_journal-12075	99	22	∈	∈	PROPN
american_scientific_journal-12075	99	23	r1×50	r1×50	ADV
american_scientific_journal-12075	99	24	contain	contain	VERB
american_scientific_journal-12075	99	25	learnable	learnable	ADJ
american_scientific_journal-12075	99	26	parameters	parameter	NOUN
american_scientific_journal-12075	99	27	that	that	PRON
american_scientific_journal-12075	99	28	connect	connect	VERB
american_scientific_journal-12075	99	29	neurons	neuron	NOUN
american_scientific_journal-12075	99	30	(	(	PUNCT
american_scientific_journal-12075	99	31	processing	processing	NOUN
american_scientific_journal-12075	99	32	units	unit	NOUN
american_scientific_journal-12075	99	33	)	)	PUNCT
american_scientific_journal-12075	99	34	between	between	ADP
american_scientific_journal-12075	99	35	layers	layer	NOUN
american_scientific_journal-12075	99	36	.	.	PUNCT
american_scientific_journal-12075	100	1	for	for	ADP
american_scientific_journal-12075	100	2	instance	instance	NOUN
american_scientific_journal-12075	100	3	,	,	PUNCT
american_scientific_journal-12075	100	4	w1	w1	NOUN
american_scientific_journal-12075	100	5	weights	weight	VERB
american_scientific_journal-12075	100	6	the	the	DET
american_scientific_journal-12075	100	7	8	8	NUM
american_scientific_journal-12075	100	8	input	input	NOUN
american_scientific_journal-12075	100	9	features	feature	NOUN
american_scientific_journal-12075	100	10	,	,	PUNCT
american_scientific_journal-12075	100	11	for	for	ADP
american_scientific_journal-12075	100	12	example	example	NOUN
american_scientific_journal-12075	100	13	,	,	PUNCT
american_scientific_journal-12075	100	14	motorcycle	motorcycle	NOUN
american_scientific_journal-12075	100	15	counts	count	VERB
american_scientific_journal-12075	100	16	as	as	ADP
american_scientific_journal-12075	100	17	x1	x1	PROPN
american_scientific_journal-12075	100	18	,	,	PUNCT
american_scientific_journal-12075	100	19	and	and	CCONJ
american_scientific_journal-12075	100	20	speed	speed	NOUN
american_scientific_journal-12075	100	21	as	as	ADP
american_scientific_journal-12075	100	22	x5	x5	NOUN
american_scientific_journal-12075	100	23	,	,	PUNCT
american_scientific_journal-12075	100	24	to	to	ADP
american_scientific_journal-12075	100	25	the	the	DET
american_scientific_journal-12075	100	26	25	25	NUM
american_scientific_journal-12075	100	27	neurons	neuron	NOUN
american_scientific_journal-12075	100	28	in	in	ADP
american_scientific_journal-12075	100	29	the	the	DET
american_scientific_journal-12075	100	30	first	first	ADJ
american_scientific_journal-12075	100	31	hidden	hide	VERB
american_scientific_journal-12075	100	32	layer	layer	NOUN
american_scientific_journal-12075	100	33	,	,	PUNCT
american_scientific_journal-12075	100	34	scaling	scale	VERB
american_scientific_journal-12075	100	35	each	each	DET
american_scientific_journal-12075	100	36	feature	feature	NOUN
american_scientific_journal-12075	100	37	’s	’s	PART
american_scientific_journal-12075	100	38	contribution	contribution	NOUN
american_scientific_journal-12075	100	39	to	to	PART
american_scientific_journal-12075	100	40	capture	capture	VERB
american_scientific_journal-12075	100	41	its	its	PRON
american_scientific_journal-12075	100	42	influence	influence	NOUN
american_scientific_journal-12075	100	43	on	on	ADP
american_scientific_journal-12075	100	44	noise	noise	NOUN
american_scientific_journal-12075	100	45	.	.	PUNCT
american_scientific_journal-12075	101	1	these	these	DET
american_scientific_journal-12075	101	2	weights	weight	NOUN
american_scientific_journal-12075	101	3	are	be	AUX
american_scientific_journal-12075	101	4	changed	change	VERB
american_scientific_journal-12075	101	5	during	during	ADP
american_scientific_journal-12075	101	6	training	training	NOUN
american_scientific_journal-12075	101	7	to	to	PART
american_scientific_journal-12075	101	8	make	make	VERB
american_scientific_journal-12075	101	9	better	well	ADJ
american_scientific_journal-12075	101	10	predictions	prediction	NOUN
american_scientific_journal-12075	101	11	.	.	PUNCT
american_scientific_journal-12075	102	1	a	a	DET
american_scientific_journal-12075	102	2	high	high	ADJ
american_scientific_journal-12075	102	3	weight	weight	NOUN
american_scientific_journal-12075	102	4	on	on	ADP
american_scientific_journal-12075	102	5	x1	x1	PROPN
american_scientific_journal-12075	102	6	might	might	AUX
american_scientific_journal-12075	102	7	mean	mean	VERB
american_scientific_journal-12075	102	8	motorcycles	motorcycle	NOUN
american_scientific_journal-12075	102	9	are	be	AUX
american_scientific_journal-12075	102	10	very	very	ADV
american_scientific_journal-12075	102	11	important	important	ADJ
american_scientific_journal-12075	102	12	for	for	ADP
american_scientific_journal-12075	102	13	noise	noise	NOUN
american_scientific_journal-12075	102	14	in	in	ADP
american_scientific_journal-12075	102	15	nairobi	nairobi	PROPN
american_scientific_journal-12075	102	16	.	.	PUNCT
american_scientific_journal-12075	103	1			X
american_scientific_journal-12075	103	2	hidden	hide	VERB
american_scientific_journal-12075	103	3	layer	layer	NOUN
american_scientific_journal-12075	103	4	outputs	output	NOUN
american_scientific_journal-12075	103	5	(	(	PUNCT
american_scientific_journal-12075	103	6	h	h	NOUN
american_scientific_journal-12075	103	7	):	):	PUNCT
american_scientific_journal-12075	103	8	these	these	PRON
american_scientific_journal-12075	103	9	are	be	AUX
american_scientific_journal-12075	103	10	intermediate	intermediate	ADJ
american_scientific_journal-12075	103	11	results	result	NOUN
american_scientific_journal-12075	103	12	.	.	PUNCT
american_scientific_journal-12075	104	1	the	the	DET
american_scientific_journal-12075	104	2	vectors	vector	NOUN
american_scientific_journal-12075	104	3	h1	h1	PROPN
american_scientific_journal-12075	104	4	∈	∈	PROPN
american_scientific_journal-12075	104	5	r25	r25	PROPN
american_scientific_journal-12075	104	6	(	(	PUNCT
american_scientific_journal-12075	104	7	list	list	NOUN
american_scientific_journal-12075	104	8	of	of	ADP
american_scientific_journal-12075	104	9	25	25	NUM
american_scientific_journal-12075	104	10	numbers	number	NOUN
american_scientific_journal-12075	104	11	)	)	PUNCT
american_scientific_journal-12075	104	12	and	and	CCONJ
american_scientific_journal-12075	104	13	h2	h2	PROPN
american_scientific_journal-12075	104	14	∈	∈	PROPN
american_scientific_journal-12075	104	15	r50	r50	NOUN
american_scientific_journal-12075	104	16	represent	represent	VERB
american_scientific_journal-12075	104	17	the	the	DET
american_scientific_journal-12075	104	18	activations	activation	NOUN
american_scientific_journal-12075	104	19	(	(	PUNCT
american_scientific_journal-12075	104	20	outputs	output	NOUN
american_scientific_journal-12075	104	21	)	)	PUNCT
american_scientific_journal-12075	104	22	of	of	ADP
american_scientific_journal-12075	104	23	the	the	DET
american_scientific_journal-12075	104	24	first	first	ADJ
american_scientific_journal-12075	104	25	and	and	CCONJ
american_scientific_journal-12075	104	26	second	second	ADJ
american_scientific_journal-12075	104	27	hidden	hidden	ADJ
american_scientific_journal-12075	104	28	layers	layer	NOUN
american_scientific_journal-12075	104	29	,	,	PUNCT
american_scientific_journal-12075	104	30	respectively	respectively	ADV
american_scientific_journal-12075	104	31	.	.	PUNCT
american_scientific_journal-12075	105	1	computed	compute	VERB
american_scientific_journal-12075	105	2	as	as	ADP
american_scientific_journal-12075	105	3	in	in	ADP
american_scientific_journal-12075	105	4	equation	equation	NOUN
american_scientific_journal-12075	105	5	1	1	NUM
american_scientific_journal-12075	105	6	,	,	PUNCT
american_scientific_journal-12075	105	7	multiply	multiply	VERB
american_scientific_journal-12075	105	8	weights	weight	NOUN
american_scientific_journal-12075	105	9	by	by	ADP
american_scientific_journal-12075	105	10	inputs	input	NOUN
american_scientific_journal-12075	105	11	,	,	PUNCT
american_scientific_journal-12075	105	12	add	add	VERB
american_scientific_journal-12075	105	13	bias	bias	NOUN
american_scientific_journal-12075	105	14	,	,	PUNCT
american_scientific_journal-12075	105	15	then	then	ADV
american_scientific_journal-12075	105	16	set	set	VERB
american_scientific_journal-12075	105	17	negatives	negative	NOUN
american_scientific_journal-12075	105	18	to	to	ADP
american_scientific_journal-12075	105	19	zero	zero	NUM
american_scientific_journal-12075	105	20	.	.	PUNCT
american_scientific_journal-12075	106	1	similarly	similarly	ADV
american_scientific_journal-12075	106	2	,	,	PUNCT
american_scientific_journal-12075	106	3	for	for	ADP
american_scientific_journal-12075	106	4	h2	h2	NOUN
american_scientific_journal-12075	106	5	as	as	ADP
american_scientific_journal-12075	106	6	in	in	ADP
american_scientific_journal-12075	106	7	equation	equation	NOUN
american_scientific_journal-12075	106	8	2	2	NUM
american_scientific_journal-12075	106	9	,	,	PUNCT
american_scientific_journal-12075	106	10	they	they	PRON
american_scientific_journal-12075	106	11	apply	apply	VERB
american_scientific_journal-12075	106	12	the	the	DET
american_scientific_journal-12075	106	13	relu	relu	NOUN
american_scientific_journal-12075	106	14	activation	activation	NOUN
american_scientific_journal-12075	106	15	to	to	PART
american_scientific_journal-12075	106	16	introduce	introduce	VERB
american_scientific_journal-12075	106	17	non	non	ADJ
american_scientific_journal-12075	106	18	-	-	ADJ
american_scientific_journal-12075	106	19	linearity	linearity	ADJ
american_scientific_journal-12075	106	20	,	,	PUNCT
american_scientific_journal-12075	106	21	enabling	enable	VERB
american_scientific_journal-12075	106	22	the	the	DET
american_scientific_journal-12075	106	23	model	model	NOUN
american_scientific_journal-12075	106	24	to	to	PART
american_scientific_journal-12075	106	25	learn	learn	VERB
american_scientific_journal-12075	106	26	complex	complex	ADJ
american_scientific_journal-12075	106	27	patterns	pattern	NOUN
american_scientific_journal-12075	106	28	,	,	PUNCT
american_scientific_journal-12075	106	29	like	like	ADP
american_scientific_journal-12075	106	30	how	how	SCONJ
american_scientific_journal-12075	106	31	motorcycle	motorcycle	NOUN
american_scientific_journal-12075	106	32	counts	count	VERB
american_scientific_journal-12075	106	33	and	and	CCONJ
american_scientific_journal-12075	106	34	traffic	traffic	NOUN
american_scientific_journal-12075	106	35	flow	flow	NOUN
american_scientific_journal-12075	106	36	together	together	ADV
american_scientific_journal-12075	106	37	affect	affect	VERB
american_scientific_journal-12075	106	38	noise	noise	NOUN
american_scientific_journal-12075	106	39	.	.	PUNCT
american_scientific_journal-12075	107	1			PRON
american_scientific_journal-12075	107	2	bias	bias	NOUN
american_scientific_journal-12075	107	3	vectors	vector	NOUN
american_scientific_journal-12075	107	4	(	(	PUNCT
american_scientific_journal-12075	107	5	b	b	X
american_scientific_journal-12075	107	6	):	):	PUNCT
american_scientific_journal-12075	107	7	these	these	PRON
american_scientific_journal-12075	107	8	are	be	AUX
american_scientific_journal-12075	107	9	constants	constant	NOUN
american_scientific_journal-12075	107	10	added	add	VERB
american_scientific_journal-12075	107	11	to	to	PART
american_scientific_journal-12075	107	12	adjust	adjust	VERB
american_scientific_journal-12075	107	13	the	the	DET
american_scientific_journal-12075	107	14	output	output	NOUN
american_scientific_journal-12075	107	15	.	.	PUNCT
american_scientific_journal-12075	108	1	the	the	DET
american_scientific_journal-12075	108	2	bias	bias	NOUN
american_scientific_journal-12075	108	3	terms	term	VERB
american_scientific_journal-12075	108	4	b1	b1	PROPN
american_scientific_journal-12075	108	5	∈	∈	PROPN
american_scientific_journal-12075	108	6	r25	r25	PROPN
american_scientific_journal-12075	108	7	(	(	PUNCT
american_scientific_journal-12075	108	8	25	25	NUM
american_scientific_journal-12075	108	9	numbers	number	NOUN
american_scientific_journal-12075	108	10	)	)	PUNCT
american_scientific_journal-12075	108	11	,	,	PUNCT
american_scientific_journal-12075	108	12	b2	b2	PROPN
american_scientific_journal-12075	108	13	∈	∈	PROPN
american_scientific_journal-12075	108	14	r50	r50	NOUN
american_scientific_journal-12075	108	15	,	,	PUNCT
american_scientific_journal-12075	108	16	and	and	CCONJ
american_scientific_journal-12075	108	17	b3	b3	PROPN
american_scientific_journal-12075	108	18	∈	∈	PROPN
american_scientific_journal-12075	108	19	r	r	NOUN
american_scientific_journal-12075	108	20	(	(	PUNCT
american_scientific_journal-12075	108	21	single	single	ADJ
american_scientific_journal-12075	108	22	number	number	NOUN
american_scientific_journal-12075	108	23	)	)	PUNCT
american_scientific_journal-12075	108	24	shift	shift	VERB
american_scientific_journal-12075	108	25	the	the	DET
american_scientific_journal-12075	108	26	linear	linear	ADJ
american_scientific_journal-12075	108	27	transformations	transformation	NOUN
american_scientific_journal-12075	108	28	in	in	ADP
american_scientific_journal-12075	108	29	each	each	DET
american_scientific_journal-12075	108	30	layer	layer	NOUN
american_scientific_journal-12075	108	31	,	,	PUNCT
american_scientific_journal-12075	108	32	allowing	allow	VERB
american_scientific_journal-12075	108	33	the	the	DET
american_scientific_journal-12075	108	34	network	network	NOUN
american_scientific_journal-12075	108	35	to	to	PART
american_scientific_journal-12075	108	36	fit	fit	VERB
american_scientific_journal-12075	108	37	data	datum	NOUN
american_scientific_journal-12075	108	38	better	well	ADV
american_scientific_journal-12075	108	39	.	.	PUNCT
american_scientific_journal-12075	109	1	for	for	ADP
american_scientific_journal-12075	109	2	example	example	NOUN
american_scientific_journal-12075	109	3	,	,	PUNCT
american_scientific_journal-12075	109	4	b3	b3	PROPN
american_scientific_journal-12075	109	5	adjusts	adjust	VERB
american_scientific_journal-12075	109	6	the	the	DET
american_scientific_journal-12075	109	7	final	final	ADJ
american_scientific_journal-12075	109	8	prediction	prediction	NOUN
american_scientific_journal-12075	109	9	�	�	PROPN
american_scientific_journal-12075	109	10	̂	̂	SYM
american_scientific_journal-12075	109	11	�	�	PROPN
american_scientific_journal-12075	109	12	to	to	PART
american_scientific_journal-12075	109	13	account	account	VERB
american_scientific_journal-12075	109	14	for	for	ADP
american_scientific_journal-12075	109	15	baseline	baseline	NOUN
american_scientific_journal-12075	109	16	noise	noise	NOUN
american_scientific_journal-12075	109	17	,	,	PUNCT
american_scientific_journal-12075	109	18	even	even	ADV
american_scientific_journal-12075	109	19	if	if	SCONJ
american_scientific_journal-12075	109	20	all	all	DET
american_scientific_journal-12075	109	21	inputs	input	NOUN
american_scientific_journal-12075	109	22	are	be	AUX
american_scientific_journal-12075	109	23	american	american	ADJ
american_scientific_journal-12075	109	24	academic	academic	ADJ
american_scientific_journal-12075	109	25	scientific	scientific	ADJ
american_scientific_journal-12075	109	26	research	research	NOUN
american_scientific_journal-12075	109	27	journal	journal	NOUN
american_scientific_journal-12075	109	28	for	for	ADP
american_scientific_journal-12075	109	29	engineering	engineering	NOUN
american_scientific_journal-12075	109	30	,	,	PUNCT
american_scientific_journal-12075	109	31	technology	technology	NOUN
american_scientific_journal-12075	109	32	,	,	PUNCT
american_scientific_journal-12075	109	33	and	and	CCONJ
american_scientific_journal-12075	109	34	sciences	science	NOUN
american_scientific_journal-12075	109	35	(	(	PUNCT
american_scientific_journal-12075	109	36	asrjets	asrjet	NOUN
american_scientific_journal-12075	109	37	)	)	PUNCT
american_scientific_journal-12075	109	38	volume	volume	NOUN
american_scientific_journal-12075	109	39	103	103	NUM
american_scientific_journal-12075	109	40	,	,	PUNCT
american_scientific_journal-12075	109	41	no	no	DET
american_scientific_journal-12075	109	42	1	1	NUM
american_scientific_journal-12075	109	43	,	,	PUNCT
american_scientific_journal-12075	109	44	pp	pp	ADV
american_scientific_journal-12075	109	45	268	268	NUM
american_scientific_journal-12075	109	46	-	-	SYM
american_scientific_journal-12075	109	47	289	289	NUM
american_scientific_journal-12075	109	48	277	277	NUM
american_scientific_journal-12075	109	49	zero	zero	NUM
american_scientific_journal-12075	109	50	.	.	PUNCT
american_scientific_journal-12075	110	1			PROPN
american_scientific_journal-12075	110	2	observed	observe	VERB
american_scientific_journal-12075	110	3	leq	leq	NOUN
american_scientific_journal-12075	110	4	(	(	PUNCT
american_scientific_journal-12075	110	5	yi	yi	NOUN
american_scientific_journal-12075	110	6	):	):	PUNCT
american_scientific_journal-12075	110	7	this	this	PRON
american_scientific_journal-12075	110	8	is	be	AUX
american_scientific_journal-12075	110	9	the	the	DET
american_scientific_journal-12075	110	10	real	real	ADJ
american_scientific_journal-12075	110	11	,	,	PUNCT
american_scientific_journal-12075	110	12	measured	measure	VERB
american_scientific_journal-12075	110	13	noise	noise	NOUN
american_scientific_journal-12075	110	14	level	level	NOUN
american_scientific_journal-12075	110	15	(	(	PUNCT
american_scientific_journal-12075	110	16	leq	leq	NOUN
american_scientific_journal-12075	110	17	,	,	PUNCT
american_scientific_journal-12075	110	18	in	in	ADP
american_scientific_journal-12075	110	19	dba	dba	NOUN
american_scientific_journal-12075	110	20	)	)	PUNCT
american_scientific_journal-12075	110	21	for	for	ADP
american_scientific_journal-12075	110	22	the	the	DET
american_scientific_journal-12075	110	23	i	i	PROPN
american_scientific_journal-12075	110	24	-	-	PUNCT
american_scientific_journal-12075	110	25	th	th	X
american_scientific_journal-12075	110	26	data	data	NOUN
american_scientific_journal-12075	110	27	sample	sample	NOUN
american_scientific_journal-12075	110	28	(	(	PUNCT
american_scientific_journal-12075	110	29	where	where	SCONJ
american_scientific_journal-12075	110	30	i	i	PRON
american_scientific_journal-12075	110	31	goes	go	VERB
american_scientific_journal-12075	110	32	from	from	ADP
american_scientific_journal-12075	110	33	1	1	NUM
american_scientific_journal-12075	110	34	to	to	ADP
american_scientific_journal-12075	110	35	n	n	CCONJ
american_scientific_journal-12075	110	36	,	,	PUNCT
american_scientific_journal-12075	110	37	the	the	DET
american_scientific_journal-12075	110	38	total	total	ADJ
american_scientific_journal-12075	110	39	number	number	NOUN
american_scientific_journal-12075	110	40	of	of	ADP
american_scientific_journal-12075	110	41	samples	sample	NOUN
american_scientific_journal-12075	110	42	)	)	PUNCT
american_scientific_journal-12075	110	43	.	.	PUNCT
american_scientific_journal-12075	111	1	it	it	PRON
american_scientific_journal-12075	111	2	is	be	AUX
american_scientific_journal-12075	111	3	collected	collect	VERB
american_scientific_journal-12075	111	4	from	from	ADP
american_scientific_journal-12075	111	5	actual	actual	ADJ
american_scientific_journal-12075	111	6	measurements	measurement	NOUN
american_scientific_journal-12075	111	7	taken	take	VERB
american_scientific_journal-12075	111	8	and	and	CCONJ
american_scientific_journal-12075	111	9	is	be	AUX
american_scientific_journal-12075	111	10	the	the	DET
american_scientific_journal-12075	111	11	"	"	PUNCT
american_scientific_journal-12075	111	12	correct	correct	ADJ
american_scientific_journal-12075	111	13	answer	answer	NOUN
american_scientific_journal-12075	111	14	"	"	PUNCT
american_scientific_journal-12075	111	15	the	the	DET
american_scientific_journal-12075	111	16	model	model	NOUN
american_scientific_journal-12075	111	17	tries	try	VERB
american_scientific_journal-12075	111	18	to	to	PART
american_scientific_journal-12075	111	19	match	match	VERB
american_scientific_journal-12075	111	20	.	.	PUNCT
american_scientific_journal-12075	112	1			PROPN
american_scientific_journal-12075	112	2	predicted	predict	VERB
american_scientific_journal-12075	112	3	leq	leq	NOUN
american_scientific_journal-12075	112	4	(	(	PUNCT
american_scientific_journal-12075	112	5	𝑦	𝑦	NOUN
american_scientific_journal-12075	112	6	�	�	NOUN
american_scientific_journal-12075	112	7	̂	̂	VERB
american_scientific_journal-12075	112	8	�	�	NOUN
american_scientific_journal-12075	112	9	):	):	PUNCT
american_scientific_journal-12075	112	10	this	this	PRON
american_scientific_journal-12075	112	11	is	be	AUX
american_scientific_journal-12075	112	12	the	the	DET
american_scientific_journal-12075	112	13	model	model	NOUN
american_scientific_journal-12075	112	14	’s	’s	PART
american_scientific_journal-12075	112	15	guess	guess	NOUN
american_scientific_journal-12075	112	16	for	for	ADP
american_scientific_journal-12075	112	17	the	the	DET
american_scientific_journal-12075	112	18	noise	noise	NOUN
american_scientific_journal-12075	112	19	level	level	NOUN
american_scientific_journal-12075	112	20	for	for	ADP
american_scientific_journal-12075	112	21	the	the	DET
american_scientific_journal-12075	112	22	i	i	PROPN
american_scientific_journal-12075	112	23	-	-	PUNCT
american_scientific_journal-12075	112	24	th	th	VERB
american_scientific_journal-12075	112	25	sample	sample	NOUN
american_scientific_journal-12075	112	26	,	,	PUNCT
american_scientific_journal-12075	112	27	calculated	calculate	VERB
american_scientific_journal-12075	112	28	as	as	ADP
american_scientific_journal-12075	112	29	in	in	ADP
american_scientific_journal-12075	112	30	equation	equation	NOUN
american_scientific_journal-12075	112	31	3	3	NUM
american_scientific_journal-12075	112	32	.	.	PUNCT
american_scientific_journal-12075	113	1	it	it	PRON
american_scientific_journal-12075	113	2	is	be	AUX
american_scientific_journal-12075	113	3	compared	compare	VERB
american_scientific_journal-12075	113	4	to	to	ADP
american_scientific_journal-12075	113	5	yi	yi	PROPN
american_scientific_journal-12075	113	6	to	to	PART
american_scientific_journal-12075	113	7	see	see	VERB
american_scientific_journal-12075	113	8	how	how	SCONJ
american_scientific_journal-12075	113	9	wrong	wrong	ADJ
american_scientific_journal-12075	113	10	the	the	DET
american_scientific_journal-12075	113	11	model	model	NOUN
american_scientific_journal-12075	113	12	is	be	AUX
american_scientific_journal-12075	113	13	,	,	PUNCT
american_scientific_journal-12075	113	14	and	and	CCONJ
american_scientific_journal-12075	113	15	is	be	AUX
american_scientific_journal-12075	113	16	shown	show	VERB
american_scientific_journal-12075	113	17	on	on	ADP
american_scientific_journal-12075	113	18	the	the	DET
american_scientific_journal-12075	113	19	dashboard	dashboard	NOUN
american_scientific_journal-12075	113	20	for	for	ADP
american_scientific_journal-12075	113	21	users	user	NOUN
american_scientific_journal-12075	113	22	.	.	PUNCT
american_scientific_journal-12075	114	1	2.7.2	2.7.2	NUM
american_scientific_journal-12075	114	2	.	.	PUNCT
american_scientific_journal-12075	114	3	adam	adam	PROPN
american_scientific_journal-12075	114	4	optimizer	optimizer	NOUN
american_scientific_journal-12075	114	5	components	component	NOUN
american_scientific_journal-12075	114	6	the	the	DET
american_scientific_journal-12075	114	7	optimizer	optimizer	NOUN
american_scientific_journal-12075	114	8	is	be	AUX
american_scientific_journal-12075	114	9	like	like	ADP
american_scientific_journal-12075	114	10	a	a	DET
american_scientific_journal-12075	114	11	teacher	teacher	NOUN
american_scientific_journal-12075	114	12	that	that	PRON
american_scientific_journal-12075	114	13	corrects	correct	VERB
american_scientific_journal-12075	114	14	the	the	DET
american_scientific_journal-12075	114	15	model	model	NOUN
american_scientific_journal-12075	114	16	’s	’s	PART
american_scientific_journal-12075	114	17	mistakes	mistake	NOUN
american_scientific_journal-12075	114	18	by	by	ADP
american_scientific_journal-12075	114	19	adjusting	adjust	VERB
american_scientific_journal-12075	114	20	weights	weight	NOUN
american_scientific_journal-12075	114	21	.	.	PUNCT
american_scientific_journal-12075	115	1	the	the	DET
american_scientific_journal-12075	115	2	adam	adam	PROPN
american_scientific_journal-12075	115	3	optimizer	optimizer	NOUN
american_scientific_journal-12075	115	4	updates	update	VERB
american_scientific_journal-12075	115	5	the	the	DET
american_scientific_journal-12075	115	6	weights	weight	NOUN
american_scientific_journal-12075	115	7	and	and	CCONJ
american_scientific_journal-12075	115	8	biases	bias	NOUN
american_scientific_journal-12075	115	9	to	to	PART
american_scientific_journal-12075	115	10	make	make	VERB
american_scientific_journal-12075	115	11	the	the	DET
american_scientific_journal-12075	115	12	loss	loss	NOUN
american_scientific_journal-12075	115	13	(	(	PUNCT
american_scientific_journal-12075	115	14	error	error	NOUN
american_scientific_journal-12075	115	15	)	)	PUNCT
american_scientific_journal-12075	115	16	smaller	small	ADJ
american_scientific_journal-12075	115	17	,	,	PUNCT
american_scientific_journal-12075	115	18	using	use	VERB
american_scientific_journal-12075	115	19	equation	equation	NOUN
american_scientific_journal-12075	115	20	8	8	NUM
american_scientific_journal-12075	115	21	.	.	PUNCT
american_scientific_journal-12075	116	1	think	think	VERB
american_scientific_journal-12075	116	2	of	of	ADP
american_scientific_journal-12075	116	3	it	it	PRON
american_scientific_journal-12075	116	4	as	as	ADP
american_scientific_journal-12075	116	5	taking	take	VERB
american_scientific_journal-12075	116	6	small	small	ADJ
american_scientific_journal-12075	116	7	steps	step	NOUN
american_scientific_journal-12075	116	8	downhill	downhill	ADV
american_scientific_journal-12075	116	9	to	to	PART
american_scientific_journal-12075	116	10	find	find	VERB
american_scientific_journal-12075	116	11	the	the	DET
american_scientific_journal-12075	116	12	lowest	low	ADJ
american_scientific_journal-12075	116	13	error	error	NOUN
american_scientific_journal-12075	116	14	.	.	PUNCT
american_scientific_journal-12075	117	1	the	the	DET
american_scientific_journal-12075	117	2	components	component	NOUN
american_scientific_journal-12075	117	3	are	be	AUX
american_scientific_journal-12075	117	4	:	:	PUNCT
american_scientific_journal-12075	117	5			PRON
american_scientific_journal-12075	117	6	wt	wt	PROPN
american_scientific_journal-12075	117	7	and	and	CCONJ
american_scientific_journal-12075	117	8	wt+1	wt+1	NUM
american_scientific_journal-12075	117	9	:	:	PUNCT
american_scientific_journal-12075	117	10	a	a	DET
american_scientific_journal-12075	117	11	single	single	ADJ
american_scientific_journal-12075	117	12	weight	weight	NOUN
american_scientific_journal-12075	117	13	(	(	PUNCT
american_scientific_journal-12075	117	14	one	one	NUM
american_scientific_journal-12075	117	15	number	number	NOUN
american_scientific_journal-12075	117	16	in	in	ADP
american_scientific_journal-12075	117	17	w	w	NOUN
american_scientific_journal-12075	117	18	)	)	PUNCT
american_scientific_journal-12075	117	19	at	at	ADP
american_scientific_journal-12075	117	20	the	the	DET
american_scientific_journal-12075	117	21	current	current	ADJ
american_scientific_journal-12075	117	22	step	step	NOUN
american_scientific_journal-12075	117	23	t	t	PROPN
american_scientific_journal-12075	117	24	(	(	PUNCT
american_scientific_journal-12075	117	25	like	like	INTJ
american_scientific_journal-12075	117	26	time	time	NOUN
american_scientific_journal-12075	117	27	step	step	NOUN
american_scientific_journal-12075	117	28	in	in	ADP
american_scientific_journal-12075	117	29	training	training	NOUN
american_scientific_journal-12075	117	30	)	)	PUNCT
american_scientific_journal-12075	117	31	,	,	PUNCT
american_scientific_journal-12075	117	32	and	and	CCONJ
american_scientific_journal-12075	117	33	its	its	PRON
american_scientific_journal-12075	117	34	new	new	ADJ
american_scientific_journal-12075	117	35	value	value	NOUN
american_scientific_journal-12075	117	36	after	after	ADP
american_scientific_journal-12075	117	37	update	update	NOUN
american_scientific_journal-12075	117	38	.	.	PUNCT
american_scientific_journal-12075	118	1	this	this	PRON
american_scientific_journal-12075	118	2	happens	happen	VERB
american_scientific_journal-12075	118	3	for	for	ADP
american_scientific_journal-12075	118	4	every	every	DET
american_scientific_journal-12075	118	5	weight	weight	NOUN
american_scientific_journal-12075	118	6	and	and	CCONJ
american_scientific_journal-12075	118	7	bias	bias	NOUN
american_scientific_journal-12075	118	8	to	to	PART
american_scientific_journal-12075	118	9	improve	improve	VERB
american_scientific_journal-12075	118	10	the	the	DET
american_scientific_journal-12075	118	11	model	model	NOUN
american_scientific_journal-12075	118	12	.	.	PUNCT
american_scientific_journal-12075	119	1			PRON
american_scientific_journal-12075	119	2	learning	learn	VERB
american_scientific_journal-12075	119	3	rate	rate	NOUN
american_scientific_journal-12075	119	4	(	(	PUNCT
american_scientific_journal-12075	119	5	η	η	PROPN
american_scientific_journal-12075	119	6	):	):	PUNCT
american_scientific_journal-12075	119	7	this	this	PRON
american_scientific_journal-12075	119	8	is	be	AUX
american_scientific_journal-12075	119	9	how	how	SCONJ
american_scientific_journal-12075	119	10	big	big	ADJ
american_scientific_journal-12075	119	11	each	each	DET
american_scientific_journal-12075	119	12	step	step	NOUN
american_scientific_journal-12075	119	13	is	be	AUX
american_scientific_journal-12075	119	14	(	(	PUNCT
american_scientific_journal-12075	119	15	tuned	tune	VERB
american_scientific_journal-12075	119	16	between	between	ADP
american_scientific_journal-12075	119	17	0.0001	0.0001	NUM
american_scientific_journal-12075	119	18	and	and	CCONJ
american_scientific_journal-12075	119	19	0.01	0.01	NUM
american_scientific_journal-12075	119	20	)	)	PUNCT
american_scientific_journal-12075	119	21	.	.	PUNCT
american_scientific_journal-12075	120	1	too	too	ADV
american_scientific_journal-12075	120	2	big	big	ADJ
american_scientific_journal-12075	120	3	,	,	PUNCT
american_scientific_journal-12075	120	4	and	and	CCONJ
american_scientific_journal-12075	120	5	you	you	PRON
american_scientific_journal-12075	120	6	might	might	AUX
american_scientific_journal-12075	120	7	overshoot	overshoot	VERB
american_scientific_journal-12075	120	8	;	;	PUNCT
american_scientific_journal-12075	120	9	too	too	ADV
american_scientific_journal-12075	120	10	small	small	ADJ
american_scientific_journal-12075	120	11	,	,	PUNCT
american_scientific_journal-12075	120	12	and	and	CCONJ
american_scientific_journal-12075	120	13	learning	learning	NOUN
american_scientific_journal-12075	120	14	is	be	AUX
american_scientific_journal-12075	120	15	slow	slow	ADJ
american_scientific_journal-12075	120	16	.	.	PUNCT
american_scientific_journal-12075	121	1	it	it	PRON
american_scientific_journal-12075	121	2	is	be	AUX
american_scientific_journal-12075	121	3	like	like	ADP
american_scientific_journal-12075	121	4	the	the	DET
american_scientific_journal-12075	121	5	stride	stride	ADJ
american_scientific_journal-12075	121	6	length	length	NOUN
american_scientific_journal-12075	121	7	when	when	SCONJ
american_scientific_journal-12075	121	8	walking	walk	VERB
american_scientific_journal-12075	121	9	downhill	downhill	ADV
american_scientific_journal-12075	121	10	.	.	PUNCT
american_scientific_journal-12075	122	1			PRON
american_scientific_journal-12075	122	2	bias	bias	NOUN
american_scientific_journal-12075	122	3	-	-	PUNCT
american_scientific_journal-12075	122	4	corrected	correct	VERB
american_scientific_journal-12075	122	5	first	first	ADJ
american_scientific_journal-12075	122	6	moment	moment	NOUN
american_scientific_journal-12075	122	7	(	(	PUNCT
american_scientific_journal-12075	122	8	𝑚	𝑚	X
american_scientific_journal-12075	122	9	�	�	PROPN
american_scientific_journal-12075	122	10	̂	̂	SYM
american_scientific_journal-12075	122	11	�	�	NOUN
american_scientific_journal-12075	122	12	):	):	PUNCT
american_scientific_journal-12075	122	13	this	this	PRON
american_scientific_journal-12075	122	14	is	be	AUX
american_scientific_journal-12075	122	15	a	a	DET
american_scientific_journal-12075	122	16	smoothed	smoothed	ADJ
american_scientific_journal-12075	122	17	version	version	NOUN
american_scientific_journal-12075	122	18	of	of	ADP
american_scientific_journal-12075	122	19	the	the	DET
american_scientific_journal-12075	122	20	gradient	gradient	NOUN
american_scientific_journal-12075	122	21	(	(	PUNCT
american_scientific_journal-12075	122	22	direction	direction	NOUN
american_scientific_journal-12075	122	23	of	of	ADP
american_scientific_journal-12075	122	24	steepest	steep	ADJ
american_scientific_journal-12075	122	25	descent	descent	NOUN
american_scientific_journal-12075	122	26	,	,	PUNCT
american_scientific_journal-12075	122	27	calculated	calculate	VERB
american_scientific_journal-12075	122	28	as	as	ADP
american_scientific_journal-12075	122	29	change	change	NOUN
american_scientific_journal-12075	122	30	in	in	ADP
american_scientific_journal-12075	122	31	loss	loss	NOUN
american_scientific_journal-12075	122	32	(	(	PUNCT
american_scientific_journal-12075	122	33	𝜕𝐿	𝜕𝐿	NOUN
american_scientific_journal-12075	122	34	)	)	PUNCT
american_scientific_journal-12075	122	35	per	per	ADP
american_scientific_journal-12075	122	36	change	change	NOUN
american_scientific_journal-12075	122	37	in	in	ADP
american_scientific_journal-12075	122	38	weight	weight	NOUN
american_scientific_journal-12075	122	39	(	(	PUNCT
american_scientific_journal-12075	122	40	𝜕𝑊	𝜕𝑊	NOUN
american_scientific_journal-12075	122	41	):	):	PUNCT
american_scientific_journal-12075	122	42	𝑔𝑡	𝑔𝑡	ADP
american_scientific_journal-12075	122	43	=	=	PUNCT
american_scientific_journal-12075	122	44	𝜕𝐿	𝜕𝐿	PROPN
american_scientific_journal-12075	122	45	𝜕𝑊	𝜕𝑊	NUM
american_scientific_journal-12075	122	46	equation	equation	NOUN
american_scientific_journal-12075	122	47	10	10	NUM
american_scientific_journal-12075	122	48	𝑚	𝑚	ADP
american_scientific_journal-12075	122	49	�	�	PROPN
american_scientific_journal-12075	122	50	̂	̂	SYM
american_scientific_journal-12075	122	51	�	�	NOUN
american_scientific_journal-12075	122	52	=	=	SYM
american_scientific_journal-12075	122	53	𝑚𝑡	𝑚𝑡	PROPN
american_scientific_journal-12075	122	54	1−𝛽𝑡	1−𝛽𝑡	NUM
american_scientific_journal-12075	122	55	equation	equation	NOUN
american_scientific_journal-12075	122	56	11	11	NUM
american_scientific_journal-12075	122	57	where	where	SCONJ
american_scientific_journal-12075	122	58	:	:	PUNCT
american_scientific_journal-12075	122	59	𝑚𝑡	𝑚𝑡	PROPN
american_scientific_journal-12075	122	60	=	=	PUNCT
american_scientific_journal-12075	122	61	𝛽1𝑚𝑡−1	𝛽1𝑚𝑡−1	PROPN
american_scientific_journal-12075	122	62	+	+	CCONJ
american_scientific_journal-12075	122	63	(	(	PUNCT
american_scientific_journal-12075	122	64	1	1	NUM
american_scientific_journal-12075	122	65	−	−	NOUN
american_scientific_journal-12075	122	66	𝛽1)𝑔𝑡	𝛽1)𝑔𝑡	ADJ
american_scientific_journal-12075	122	67	equation	equation	NOUN
american_scientific_journal-12075	122	68	12	12	NUM
american_scientific_journal-12075	122	69	and	and	CCONJ
american_scientific_journal-12075	122	70	β1	β1	PROPN
american_scientific_journal-12075	122	71	=	=	PUNCT
american_scientific_journal-12075	122	72	0.9	0.9	NUM
american_scientific_journal-12075	122	73	(	(	PUNCT
american_scientific_journal-12075	122	74	a	a	DET
american_scientific_journal-12075	122	75	decay	decay	NOUN
american_scientific_journal-12075	122	76	factor	factor	NOUN
american_scientific_journal-12075	122	77	)	)	PUNCT
american_scientific_journal-12075	122	78	.	.	PUNCT
american_scientific_journal-12075	123	1	it	it	PRON
american_scientific_journal-12075	123	2	adds	add	VERB
american_scientific_journal-12075	123	3	momentum	momentum	NOUN
american_scientific_journal-12075	123	4	,	,	PUNCT
american_scientific_journal-12075	123	5	like	like	ADP
american_scientific_journal-12075	123	6	pushing	push	VERB
american_scientific_journal-12075	123	7	a	a	DET
american_scientific_journal-12075	123	8	ball	ball	NOUN
american_scientific_journal-12075	123	9	to	to	PART
american_scientific_journal-12075	123	10	keep	keep	VERB
american_scientific_journal-12075	123	11	it	it	PRON
american_scientific_journal-12075	123	12	rolling	roll	VERB
american_scientific_journal-12075	123	13	in	in	ADP
american_scientific_journal-12075	123	14	the	the	DET
american_scientific_journal-12075	123	15	same	same	ADJ
american_scientific_journal-12075	123	16	direction	direction	NOUN
american_scientific_journal-12075	123	17	.	.	PUNCT
american_scientific_journal-12075	124	1			PRON
american_scientific_journal-12075	124	2	bias	bias	NOUN
american_scientific_journal-12075	124	3	-	-	PUNCT
american_scientific_journal-12075	124	4	corrected	correct	VERB
american_scientific_journal-12075	124	5	second	second	ADJ
american_scientific_journal-12075	124	6	moment	moment	NOUN
american_scientific_journal-12075	124	7	(	(	PUNCT
american_scientific_journal-12075	124	8	𝑣	𝑣	NOUN
american_scientific_journal-12075	124	9	�	�	PROPN
american_scientific_journal-12075	124	10	̂	̂	SYM
american_scientific_journal-12075	124	11	�	�	NOUN
american_scientific_journal-12075	124	12	):	):	PUNCT
american_scientific_journal-12075	124	13	this	this	PRON
american_scientific_journal-12075	124	14	smoothens	smoothen	VERB
american_scientific_journal-12075	124	15	the	the	DET
american_scientific_journal-12075	124	16	squared	square	VERB
american_scientific_journal-12075	124	17	gradient	gradient	NOUN
american_scientific_journal-12075	124	18	for	for	ADP
american_scientific_journal-12075	124	19	adaptive	adaptive	ADJ
american_scientific_journal-12075	124	20	steps	step	NOUN
american_scientific_journal-12075	124	21	:	:	PUNCT
american_scientific_journal-12075	124	22	𝑣	𝑣	X
american_scientific_journal-12075	124	23	�	�	NOUN
american_scientific_journal-12075	124	24	̂	̂	SYM
american_scientific_journal-12075	124	25	�	�	NOUN
american_scientific_journal-12075	124	26	=	=	SYM
american_scientific_journal-12075	124	27	𝑣𝑡	𝑣𝑡	ADP
american_scientific_journal-12075	124	28	1−𝛽2	1−𝛽2	NUM
american_scientific_journal-12075	124	29	𝑡	𝑡	NOUN
american_scientific_journal-12075	124	30	equation	equation	NOUN
american_scientific_journal-12075	124	31	13	13	NUM
american_scientific_journal-12075	124	32	with	with	ADP
american_scientific_journal-12075	124	33	𝑣𝑡	𝑣𝑡	NOUN
american_scientific_journal-12075	124	34	=	=	SYM
american_scientific_journal-12075	124	35	𝛽2𝑣𝑡−1	𝛽2𝑣𝑡−1	PROPN
american_scientific_journal-12075	124	36	+	+	CCONJ
american_scientific_journal-12075	124	37	(	(	PUNCT
american_scientific_journal-12075	124	38	1	1	NUM
american_scientific_journal-12075	124	39	−	−	NOUN
american_scientific_journal-12075	124	40	𝛽2)𝑔𝑡	𝛽2)𝑔𝑡	NOUN
american_scientific_journal-12075	124	41	2	2	NUM
american_scientific_journal-12075	124	42	equation	equation	NOUN
american_scientific_journal-12075	124	43	14	14	NUM
american_scientific_journal-12075	124	44	american	american	ADJ
american_scientific_journal-12075	124	45	academic	academic	ADJ
american_scientific_journal-12075	124	46	scientific	scientific	ADJ
american_scientific_journal-12075	124	47	research	research	NOUN
american_scientific_journal-12075	124	48	journal	journal	NOUN
american_scientific_journal-12075	124	49	for	for	ADP
american_scientific_journal-12075	124	50	engineering	engineering	NOUN
american_scientific_journal-12075	124	51	,	,	PUNCT
american_scientific_journal-12075	124	52	technology	technology	NOUN
american_scientific_journal-12075	124	53	,	,	PUNCT
american_scientific_journal-12075	124	54	and	and	CCONJ
american_scientific_journal-12075	124	55	sciences	science	NOUN
american_scientific_journal-12075	124	56	(	(	PUNCT
american_scientific_journal-12075	124	57	asrjets	asrjet	NOUN
american_scientific_journal-12075	124	58	)	)	PUNCT
american_scientific_journal-12075	124	59	volume	volume	NOUN
american_scientific_journal-12075	124	60	103	103	NUM
american_scientific_journal-12075	124	61	,	,	PUNCT
american_scientific_journal-12075	124	62	no	no	DET
american_scientific_journal-12075	124	63	1	1	NUM
american_scientific_journal-12075	124	64	,	,	PUNCT
american_scientific_journal-12075	124	65	pp	pp	ADV
american_scientific_journal-12075	124	66	268	268	NUM
american_scientific_journal-12075	124	67	-	-	SYM
american_scientific_journal-12075	124	68	289	289	NUM
american_scientific_journal-12075	124	69	278	278	NUM
american_scientific_journal-12075	124	70	and	and	CCONJ
american_scientific_journal-12075	124	71	β2	β2	NOUN
american_scientific_journal-12075	124	72	=	=	NOUN
american_scientific_journal-12075	124	73	0.999	0.999	NUM
american_scientific_journal-12075	124	74	.	.	PUNCT
american_scientific_journal-12075	125	1	it	it	PRON
american_scientific_journal-12075	125	2	makes	make	VERB
american_scientific_journal-12075	125	3	steps	step	NOUN
american_scientific_journal-12075	125	4	smaller	small	ADJ
american_scientific_journal-12075	125	5	for	for	ADP
american_scientific_journal-12075	125	6	noisy	noisy	ADJ
american_scientific_journal-12075	125	7	directions	direction	NOUN
american_scientific_journal-12075	125	8	(	(	PUNCT
american_scientific_journal-12075	125	9	high	high	ADJ
american_scientific_journal-12075	125	10	variance	variance	NOUN
american_scientific_journal-12075	125	11	)	)	PUNCT
american_scientific_journal-12075	125	12	and	and	CCONJ
american_scientific_journal-12075	125	13	larger	large	ADJ
american_scientific_journal-12075	125	14	for	for	ADP
american_scientific_journal-12075	125	15	consistent	consistent	ADJ
american_scientific_journal-12075	125	16	ones	one	NOUN
american_scientific_journal-12075	125	17	.	.	PUNCT
american_scientific_journal-12075	126	1			PROPN
american_scientific_journal-12075	126	2	numerical	numerical	PROPN
american_scientific_journal-12075	126	3	stability	stability	PROPN
american_scientific_journal-12075	126	4	term	term	NOUN
american_scientific_journal-12075	126	5	(	(	PUNCT
american_scientific_journal-12075	126	6	ϵ	ϵ	NOUN
american_scientific_journal-12075	126	7	):	):	PUNCT
american_scientific_journal-12075	126	8	a	a	DET
american_scientific_journal-12075	126	9	tiny	tiny	ADJ
american_scientific_journal-12075	126	10	number	number	NOUN
american_scientific_journal-12075	126	11	(	(	PUNCT
american_scientific_journal-12075	126	12	10−8	10−8	NUM
american_scientific_journal-12075	126	13	)	)	PUNCT
american_scientific_journal-12075	126	14	added	add	VERB
american_scientific_journal-12075	126	15	to	to	PART
american_scientific_journal-12075	126	16	avoid	avoid	VERB
american_scientific_journal-12075	126	17	dividing	divide	VERB
american_scientific_journal-12075	126	18	by	by	ADP
american_scientific_journal-12075	126	19	zero	zero	NUM
american_scientific_journal-12075	126	20	if	if	SCONJ
american_scientific_journal-12075	126	21	𝑣	𝑣	PRON
american_scientific_journal-12075	126	22	�	�	PROPN
american_scientific_journal-12075	126	23	̂	̂	SYM
american_scientific_journal-12075	126	24	�	�	NOUN
american_scientific_journal-12075	126	25	is	be	AUX
american_scientific_journal-12075	126	26	very	very	ADV
american_scientific_journal-12075	126	27	small	small	ADJ
american_scientific_journal-12075	126	28	,	,	PUNCT
american_scientific_journal-12075	126	29	thus	thus	ADV
american_scientific_journal-12075	126	30	keeping	keep	VERB
american_scientific_journal-12075	126	31	calculations	calculation	NOUN
american_scientific_journal-12075	126	32	safe	safe	ADJ
american_scientific_journal-12075	126	33	.	.	PUNCT
american_scientific_journal-12075	127	1	this	this	DET
american_scientific_journal-12075	127	2	setup	setup	NOUN
american_scientific_journal-12075	127	3	helps	help	VERB
american_scientific_journal-12075	127	4	the	the	DET
american_scientific_journal-12075	127	5	model	model	NOUN
american_scientific_journal-12075	127	6	learn	learn	VERB
american_scientific_journal-12075	127	7	efficiently	efficiently	ADV
american_scientific_journal-12075	127	8	from	from	ADP
american_scientific_journal-12075	127	9	nairobi	nairobi	PROPN
american_scientific_journal-12075	127	10	’s	’s	PART
american_scientific_journal-12075	127	11	traffic	traffic	NOUN
american_scientific_journal-12075	127	12	data	datum	NOUN
american_scientific_journal-12075	127	13	,	,	PUNCT
american_scientific_journal-12075	127	14	handling	handle	VERB
american_scientific_journal-12075	127	15	complexities	complexity	NOUN
american_scientific_journal-12075	127	16	like	like	ADP
american_scientific_journal-12075	127	17	varying	vary	VERB
american_scientific_journal-12075	127	18	vehicle	vehicle	NOUN
american_scientific_journal-12075	127	19	noise	noise	NOUN
american_scientific_journal-12075	127	20	.	.	PUNCT
american_scientific_journal-12075	128	1	2.8	2.8	NUM
american_scientific_journal-12075	128	2	.	.	PUNCT
american_scientific_journal-12075	128	3	statistical	statistical	ADJ
american_scientific_journal-12075	128	4	descriptors	descriptor	NOUN
american_scientific_journal-12075	128	5	for	for	ADP
american_scientific_journal-12075	128	6	input	input	NOUN
american_scientific_journal-12075	128	7	data	datum	NOUN
american_scientific_journal-12075	128	8	table	table	NOUN
american_scientific_journal-12075	128	9	in	in	ADP
american_scientific_journal-12075	128	10	appendix	appendix	ADJ
american_scientific_journal-12075	128	11	4	4	NUM
american_scientific_journal-12075	128	12	presents	present	NOUN
american_scientific_journal-12075	128	13	statistical	statistical	ADJ
american_scientific_journal-12075	128	14	descriptors	descriptor	NOUN
american_scientific_journal-12075	128	15	for	for	ADP
american_scientific_journal-12075	128	16	the	the	DET
american_scientific_journal-12075	128	17	input	input	NOUN
american_scientific_journal-12075	128	18	data	datum	NOUN
american_scientific_journal-12075	128	19	with	with	ADP
american_scientific_journal-12075	128	20	a	a	DET
american_scientific_journal-12075	128	21	significance	significance	NOUN
american_scientific_journal-12075	128	22	value	value	NOUN
american_scientific_journal-12075	128	23	α	α	NOUN
american_scientific_journal-12075	128	24	=	=	SYM
american_scientific_journal-12075	128	25	5	5	NUM
american_scientific_journal-12075	128	26	%	%	NOUN
american_scientific_journal-12075	128	27	for	for	ADP
american_scientific_journal-12075	128	28	the	the	DET
american_scientific_journal-12075	128	29	kolmogorov	kolmogorov	ADJ
american_scientific_journal-12075	128	30	-	-	PUNCT
american_scientific_journal-12075	128	31	smirnov	smirnov	NOUN
american_scientific_journal-12075	128	32	(	(	PUNCT
american_scientific_journal-12075	128	33	k	k	NOUN
american_scientific_journal-12075	128	34	-	-	PUNCT
american_scientific_journal-12075	128	35	s	s	NOUN
american_scientific_journal-12075	128	36	)	)	PUNCT
american_scientific_journal-12075	128	37	test	test	NOUN
american_scientific_journal-12075	128	38	.	.	PUNCT
american_scientific_journal-12075	129	1	statistical	statistical	ADJ
american_scientific_journal-12075	129	2	descriptors	descriptor	NOUN
american_scientific_journal-12075	129	3	summarize	summarize	VERB
american_scientific_journal-12075	129	4	data	datum	NOUN
american_scientific_journal-12075	129	5	.	.	PUNCT
american_scientific_journal-12075	130	1	�	�	PROPN
american_scientific_journal-12075	130	2	̅	̅	NOUN
american_scientific_journal-12075	130	3	�	�	NOUN
american_scientific_journal-12075	130	4	is	be	AUX
american_scientific_journal-12075	130	5	the	the	DET
american_scientific_journal-12075	130	6	mean	mean	ADJ
american_scientific_journal-12075	130	7	(	(	PUNCT
american_scientific_journal-12075	130	8	average	average	ADJ
american_scientific_journal-12075	130	9	value	value	NOUN
american_scientific_journal-12075	130	10	)	)	PUNCT
american_scientific_journal-12075	130	11	,	,	PUNCT
american_scientific_journal-12075	130	12	σ	σ	PROPN
american_scientific_journal-12075	130	13	is	be	AUX
american_scientific_journal-12075	130	14	the	the	DET
american_scientific_journal-12075	130	15	standard	standard	ADJ
american_scientific_journal-12075	130	16	deviation	deviation	NOUN
american_scientific_journal-12075	130	17	(	(	PUNCT
american_scientific_journal-12075	130	18	how	how	SCONJ
american_scientific_journal-12075	130	19	it	it	PRON
american_scientific_journal-12075	130	20	is	be	AUX
american_scientific_journal-12075	130	21	spread	spread	VERB
american_scientific_journal-12075	130	22	out	out	ADP
american_scientific_journal-12075	130	23	)	)	PUNCT
american_scientific_journal-12075	130	24	,	,	PUNCT
american_scientific_journal-12075	130	25	min	min	PROPN
american_scientific_journal-12075	130	26	and	and	CCONJ
american_scientific_journal-12075	130	27	max	max	PROPN
american_scientific_journal-12075	130	28	are	be	AUX
american_scientific_journal-12075	130	29	the	the	DET
american_scientific_journal-12075	130	30	smallest	small	ADJ
american_scientific_journal-12075	130	31	and	and	CCONJ
american_scientific_journal-12075	130	32	largest	large	ADJ
american_scientific_journal-12075	130	33	,	,	PUNCT
american_scientific_journal-12075	130	34	range	range	NOUN
american_scientific_journal-12075	130	35	is	be	AUX
american_scientific_journal-12075	130	36	the	the	DET
american_scientific_journal-12075	130	37	maximum	maximum	ADJ
american_scientific_journal-12075	130	38	minus	minus	ADP
american_scientific_journal-12075	130	39	the	the	DET
american_scientific_journal-12075	130	40	minimum	minimum	NOUN
american_scientific_journal-12075	130	41	,	,	PUNCT
american_scientific_journal-12075	130	42	iqr	iqr	X
american_scientific_journal-12075	130	43	is	be	AUX
american_scientific_journal-12075	130	44	the	the	DET
american_scientific_journal-12075	130	45	interquartile	interquartile	ADJ
american_scientific_journal-12075	130	46	range	range	NOUN
american_scientific_journal-12075	130	47	(	(	PUNCT
american_scientific_journal-12075	130	48	middle	middle	ADJ
american_scientific_journal-12075	130	49	50	50	NUM
american_scientific_journal-12075	130	50	%	%	NOUN
american_scientific_journal-12075	130	51	spread	spread	NOUN
american_scientific_journal-12075	130	52	)	)	PUNCT
american_scientific_journal-12075	130	53	,	,	PUNCT
american_scientific_journal-12075	130	54	c.v	c.v	PROPN
american_scientific_journal-12075	130	55	.	.	PROPN
american_scientific_journal-12075	130	56	is	be	AUX
american_scientific_journal-12075	130	57	the	the	DET
american_scientific_journal-12075	130	58	coefficient	coefficient	NOUN
american_scientific_journal-12075	130	59	of	of	ADP
american_scientific_journal-12075	130	60	variation	variation	NOUN
american_scientific_journal-12075	130	61	(	(	PUNCT
american_scientific_journal-12075	130	62	relative	relative	ADJ
american_scientific_journal-12075	130	63	spread	spread	NOUN
american_scientific_journal-12075	130	64	in	in	ADP
american_scientific_journal-12075	130	65	%	%	NOUN
american_scientific_journal-12075	130	66	)	)	PUNCT
american_scientific_journal-12075	130	67	,	,	PUNCT
american_scientific_journal-12075	130	68	kurtosis	kurtosis	VERB
american_scientific_journal-12075	130	69	measures	measure	NOUN
american_scientific_journal-12075	130	70	tail	tail	NOUN
american_scientific_journal-12075	130	71	heaviness	heaviness	NOUN
american_scientific_journal-12075	130	72	(	(	PUNCT
american_scientific_journal-12075	130	73	high	high	ADJ
american_scientific_journal-12075	130	74	means	mean	VERB
american_scientific_journal-12075	130	75	more	more	ADJ
american_scientific_journal-12075	130	76	extremes	extreme	NOUN
american_scientific_journal-12075	130	77	)	)	PUNCT
american_scientific_journal-12075	130	78	,	,	PUNCT
american_scientific_journal-12075	130	79	asy	asy	PROPN
american_scientific_journal-12075	130	80	.	.	PUNCT
american_scientific_journal-12075	130	81	coe	coe	PROPN
american_scientific_journal-12075	130	82	.	.	PROPN
american_scientific_journal-12075	130	83	is	be	AUX
american_scientific_journal-12075	130	84	asymmetry	asymmetry	NOUN
american_scientific_journal-12075	130	85	(	(	PUNCT
american_scientific_journal-12075	130	86	skewness	skewness	NOUN
american_scientific_journal-12075	130	87	,	,	PUNCT
american_scientific_journal-12075	130	88	positive	positive	ADJ
american_scientific_journal-12075	130	89	means	mean	VERB
american_scientific_journal-12075	130	90	tail	tail	NOUN
american_scientific_journal-12075	130	91	to	to	ADP
american_scientific_journal-12075	130	92	the	the	DET
american_scientific_journal-12075	130	93	right	right	NOUN
american_scientific_journal-12075	130	94	)	)	PUNCT
american_scientific_journal-12075	130	95	,	,	PUNCT
american_scientific_journal-12075	130	96	kol	kol	PROPN
american_scientific_journal-12075	130	97	.	.	PUNCT
american_scientific_journal-12075	130	98	smi	smi	PROPN
american_scientific_journal-12075	130	99	.	.	PROPN
american_scientific_journal-12075	130	100	is	be	AUX
american_scientific_journal-12075	130	101	the	the	DET
american_scientific_journal-12075	130	102	k	k	PROPN
american_scientific_journal-12075	130	103	-	-	PUNCT
american_scientific_journal-12075	130	104	s	s	PART
american_scientific_journal-12075	130	105	test	test	NOUN
american_scientific_journal-12075	130	106	p	p	NOUN
american_scientific_journal-12075	130	107	-	-	PUNCT
american_scientific_journal-12075	130	108	value	value	NOUN
american_scientific_journal-12075	130	109	(	(	PUNCT
american_scientific_journal-12075	130	110	low	low	ADJ
american_scientific_journal-12075	130	111	means	mean	VERB
american_scientific_journal-12075	130	112	not	not	PART
american_scientific_journal-12075	130	113	normal	normal	ADJ
american_scientific_journal-12075	130	114	distribution	distribution	NOUN
american_scientific_journal-12075	130	115	)	)	PUNCT
american_scientific_journal-12075	130	116	,	,	PUNCT
american_scientific_journal-12075	130	117	proportion	proportion	NOUN
american_scientific_journal-12075	130	118	is	be	AUX
american_scientific_journal-12075	130	119	%	%	NOUN
american_scientific_journal-12075	130	120	of	of	ADP
american_scientific_journal-12075	130	121	vehicle	vehicle	NOUN
american_scientific_journal-12075	130	122	types	type	NOUN
american_scientific_journal-12075	130	123	.	.	PUNCT
american_scientific_journal-12075	131	1	2	2	NUM
american_scientific_journal-12075	131	2	.	.	NOUN
american_scientific_journal-12075	131	3	8	8	NUM
american_scientific_journal-12075	131	4	.	.	NOUN
american_scientific_journal-12075	131	5	1	1	NUM
american_scientific_journal-12075	131	6	.	.	PUNCT
american_scientific_journal-12075	132	1	e	e	X
american_scientific_journal-12075	132	2	v	v	ADP
american_scientific_journal-12075	132	3	a	a	DET
american_scientific_journal-12075	132	4	l	l	NOUN
american_scientific_journal-12075	132	5	u	u	NOUN
american_scientific_journal-12075	132	6	a	a	DET
american_scientific_journal-12075	132	7	t	t	NOUN
american_scientific_journal-12075	133	1	i	i	PRON
american_scientific_journal-12075	133	2	o	o	NOUN
american_scientific_journal-12075	133	3	n	n	PRON
american_scientific_journal-12075	133	4	performance	performance	NOUN
american_scientific_journal-12075	133	5	was	be	AUX
american_scientific_journal-12075	133	6	evaluated	evaluate	VERB
american_scientific_journal-12075	133	7	using	use	VERB
american_scientific_journal-12075	133	8	mae	mae	PROPN
american_scientific_journal-12075	133	9	,	,	PUNCT
american_scientific_journal-12075	133	10	rmse	rmse	NOUN
american_scientific_journal-12075	133	11	,	,	PUNCT
american_scientific_journal-12075	133	12	and	and	CCONJ
american_scientific_journal-12075	133	13	r2	r2	PROPN
american_scientific_journal-12075	133	14	,	,	PUNCT
american_scientific_journal-12075	133	15	with	with	ADP
american_scientific_journal-12075	133	16	pearson	pearson	PROPN
american_scientific_journal-12075	133	17	correlation	correlation	NOUN
american_scientific_journal-12075	133	18	analysis	analysis	NOUN
american_scientific_journal-12075	133	19	between	between	ADP
american_scientific_journal-12075	133	20	predicted	predict	VERB
american_scientific_journal-12075	133	21	and	and	CCONJ
american_scientific_journal-12075	133	22	actual	actual	ADJ
american_scientific_journal-12075	133	23	leq	leq	NOUN
american_scientific_journal-12075	133	24	,	,	PUNCT
american_scientific_journal-12075	133	25	obtained	obtain	VERB
american_scientific_journal-12075	133	26	from	from	ADP
american_scientific_journal-12075	133	27	slm	slm	PROPN
american_scientific_journal-12075	133	28	data	data	PROPN
american_scientific_journal-12075	133	29	.	.	PUNCT
american_scientific_journal-12075	134	1	the	the	DET
american_scientific_journal-12075	134	2	performance	performance	NOUN
american_scientific_journal-12075	134	3	metrics	metric	NOUN
american_scientific_journal-12075	134	4	were	be	AUX
american_scientific_journal-12075	134	5	compared	compare	VERB
american_scientific_journal-12075	134	6	to	to	ADP
american_scientific_journal-12075	134	7	those	those	PRON
american_scientific_journal-12075	134	8	of	of	ADP
american_scientific_journal-12075	134	9	traditional	traditional	ADJ
american_scientific_journal-12075	134	10	machine	machine	NOUN
american_scientific_journal-12075	134	11	learning	learning	NOUN
american_scientific_journal-12075	134	12	models	model	NOUN
american_scientific_journal-12075	134	13	and	and	CCONJ
american_scientific_journal-12075	134	14	literature	literature	NOUN
american_scientific_journal-12075	134	15	-	-	PUNCT
american_scientific_journal-12075	134	16	based	base	VERB
american_scientific_journal-12075	134	17	models	model	NOUN
american_scientific_journal-12075	134	18	.	.	PUNCT
american_scientific_journal-12075	135	1	2.8.2	2.8.2	X
american_scientific_journal-12075	135	2	.	.	NOUN
american_scientific_journal-12075	136	1	m	m	VERB
american_scientific_journal-12075	137	1	o	o	X
american_scientific_journal-12075	138	1	d	d	X
american_scientific_journal-12075	138	2	e	e	X
american_scientific_journal-12075	138	3	l	l	NOUN
american_scientific_journal-12075	138	4	d	d	X
american_scientific_journal-12075	138	5	e	e	X
american_scientific_journal-12075	138	6	p	p	NOUN
american_scientific_journal-12075	138	7	l	l	NOUN
american_scientific_journal-12075	138	8	o	o	X
american_scientific_journal-12075	138	9	y	y	NOUN
american_scientific_journal-12075	138	10	m	m	VERB
american_scientific_journal-12075	138	11	e	e	NOUN
american_scientific_journal-12075	138	12	n	n	ADP
american_scientific_journal-12075	138	13	t	t	NOUN
american_scientific_journal-12075	138	14	the	the	DET
american_scientific_journal-12075	138	15	model	model	NOUN
american_scientific_journal-12075	138	16	is	be	AUX
american_scientific_journal-12075	138	17	deployed	deploy	VERB
american_scientific_journal-12075	138	18	on	on	ADP
american_scientific_journal-12075	138	19	a	a	DET
american_scientific_journal-12075	138	20	web	web	NOUN
american_scientific_journal-12075	138	21	-	-	PUNCT
american_scientific_journal-12075	138	22	based	base	VERB
american_scientific_journal-12075	138	23	dashboard	dashboard	NOUN
american_scientific_journal-12075	138	24	,	,	PUNCT
american_scientific_journal-12075	138	25	accessible	accessible	ADJ
american_scientific_journal-12075	138	26	to	to	ADP
american_scientific_journal-12075	138	27	the	the	DET
american_scientific_journal-12075	138	28	public	public	NOUN
american_scientific_journal-12075	138	29	.	.	PUNCT
american_scientific_journal-12075	139	1	users	user	NOUN
american_scientific_journal-12075	139	2	input	input	NOUN
american_scientific_journal-12075	139	3	parameters	parameter	NOUN
american_scientific_journal-12075	139	4	such	such	ADJ
american_scientific_journal-12075	139	5	as	as	ADP
american_scientific_journal-12075	139	6	the	the	DET
american_scientific_journal-12075	139	7	location	location	NOUN
american_scientific_journal-12075	139	8	,	,	PUNCT
american_scientific_journal-12075	139	9	time	time	NOUN
american_scientific_journal-12075	139	10	,	,	PUNCT
american_scientific_journal-12075	139	11	speed	speed	NOUN
american_scientific_journal-12075	139	12	,	,	PUNCT
american_scientific_journal-12075	139	13	and	and	CCONJ
american_scientific_journal-12075	139	14	vehicle	vehicle	NOUN
american_scientific_journal-12075	139	15	count	count	NOUN
american_scientific_journal-12075	139	16	,	,	PUNCT
american_scientific_journal-12075	139	17	and	and	CCONJ
american_scientific_journal-12075	139	18	the	the	DET
american_scientific_journal-12075	139	19	dashboard	dashboard	NOUN
american_scientific_journal-12075	139	20	outputs	output	NOUN
american_scientific_journal-12075	139	21	predicted	predict	VERB
american_scientific_journal-12075	139	22	leq	leq	NOUN
american_scientific_journal-12075	139	23	in	in	ADP
american_scientific_journal-12075	139	24	real	real	ADJ
american_scientific_journal-12075	139	25	-	-	PUNCT
american_scientific_journal-12075	139	26	time	time	NOUN
american_scientific_journal-12075	139	27	,	,	PUNCT
american_scientific_journal-12075	139	28	visualized	visualize	VERB
american_scientific_journal-12075	139	29	via	via	ADP
american_scientific_journal-12075	139	30	interactive	interactive	ADJ
american_scientific_journal-12075	139	31	charts	chart	NOUN
american_scientific_journal-12075	139	32	.	.	PUNCT
american_scientific_journal-12075	140	1	the	the	DET
american_scientific_journal-12075	140	2	platform	platform	NOUN
american_scientific_journal-12075	140	3	supports	support	VERB
american_scientific_journal-12075	140	4	noise	noise	NOUN
american_scientific_journal-12075	140	5	monitoring	monitoring	NOUN
american_scientific_journal-12075	140	6	,	,	PUNCT
american_scientific_journal-12075	140	7	public	public	ADJ
american_scientific_journal-12075	140	8	education	education	NOUN
american_scientific_journal-12075	140	9	,	,	PUNCT
american_scientific_journal-12075	140	10	and	and	CCONJ
american_scientific_journal-12075	140	11	integration	integration	NOUN
american_scientific_journal-12075	140	12	with	with	ADP
american_scientific_journal-12075	140	13	traffic	traffic	NOUN
american_scientific_journal-12075	140	14	management	management	NOUN
american_scientific_journal-12075	140	15	systems	system	NOUN
american_scientific_journal-12075	140	16	.	.	PUNCT
american_scientific_journal-12075	141	1	3.results	3.results	NUM
american_scientific_journal-12075	141	2	the	the	DET
american_scientific_journal-12075	141	3	table	table	NOUN
american_scientific_journal-12075	141	4	in	in	ADP
american_scientific_journal-12075	141	5	appendix	appendix	NOUN
american_scientific_journal-12075	141	6	5	5	NUM
american_scientific_journal-12075	141	7	shows	show	VERB
american_scientific_journal-12075	141	8	the	the	DET
american_scientific_journal-12075	141	9	equivalent	equivalent	ADJ
american_scientific_journal-12075	141	10	sound	sound	NOUN
american_scientific_journal-12075	141	11	levels	level	NOUN
american_scientific_journal-12075	141	12	measured	measure	VERB
american_scientific_journal-12075	141	13	at	at	ADP
american_scientific_journal-12075	141	14	different	different	ADJ
american_scientific_journal-12075	141	15	time	time	NOUN
american_scientific_journal-12075	141	16	intervals	interval	NOUN
american_scientific_journal-12075	141	17	using	use	VERB
american_scientific_journal-12075	141	18	the	the	DET
american_scientific_journal-12075	141	19	slm	slm	PROPN
american_scientific_journal-12075	141	20	for	for	ADP
american_scientific_journal-12075	141	21	the	the	DET
american_scientific_journal-12075	141	22	42	42	NUM
american_scientific_journal-12075	141	23	sampling	sampling	NOUN
american_scientific_journal-12075	141	24	locations	location	NOUN
american_scientific_journal-12075	141	25	3.1	3.1	NUM
american_scientific_journal-12075	141	26	.	.	PUNCT
american_scientific_journal-12075	142	1	nairobi	nairobi	PROPN
american_scientific_journal-12075	142	2	road	road	PROPN
american_scientific_journal-12075	142	3	traffic	traffic	NOUN
american_scientific_journal-12075	142	4	noise	noise	NOUN
american_scientific_journal-12075	142	5	prediction	prediction	NOUN
american_scientific_journal-12075	142	6	model	model	NOUN
american_scientific_journal-12075	142	7	the	the	DET
american_scientific_journal-12075	142	8	nairobi	nairobi	PROPN
american_scientific_journal-12075	142	9	’s	’s	PART
american_scientific_journal-12075	142	10	smart	smart	ADJ
american_scientific_journal-12075	142	11	rtn	rtn	PROPN
american_scientific_journal-12075	142	12	prediction	prediction	NOUN
american_scientific_journal-12075	142	13	model	model	NOUN
american_scientific_journal-12075	142	14	(	(	PUNCT
american_scientific_journal-12075	142	15	mlp	mlp	PROPN
american_scientific_journal-12075	142	16	)	)	PUNCT
american_scientific_journal-12075	142	17	𝐋𝐞𝐪𝐩𝐫𝐞𝐝𝐢𝐜𝐭𝐞𝐝	𝐋𝐞𝐪𝐩𝐫𝐞𝐝𝐢𝐜𝐭𝐞𝐝	PROPN
american_scientific_journal-12075	142	18	=	=	SYM
american_scientific_journal-12075	143	1	𝐖𝟑𝐡𝟐	𝐖𝟑𝐡𝟐	PROPN
american_scientific_journal-12075	143	2	+	+	CCONJ
american_scientific_journal-12075	143	3	𝐛𝟑	𝐛𝟑	NOUN
american_scientific_journal-12075	143	4	equation	equation	NOUN
american_scientific_journal-12075	143	5	15	15	NUM
american_scientific_journal-12075	143	6	where	where	SCONJ
american_scientific_journal-12075	143	7	h2	h2	NOUN
american_scientific_journal-12075	143	8	is	be	AUX
american_scientific_journal-12075	143	9	defined	define	VERB
american_scientific_journal-12075	143	10	as	as	ADP
american_scientific_journal-12075	143	11	in	in	ADP
american_scientific_journal-12075	143	12	equation	equation	NOUN
american_scientific_journal-12075	143	13	2	2	NUM
american_scientific_journal-12075	143	14	and	and	CCONJ
american_scientific_journal-12075	143	15	w3	w3	PROPN
american_scientific_journal-12075	143	16	∈	∈	PROPN
american_scientific_journal-12075	143	17	r1×50	r1×50	PROPN
american_scientific_journal-12075	143	18	,	,	PUNCT
american_scientific_journal-12075	143	19	and	and	CCONJ
american_scientific_journal-12075	143	20	b3	b3	PROPN
american_scientific_journal-12075	143	21	∈	∈	PROPN
american_scientific_journal-12075	143	22	r	r	NOUN
american_scientific_journal-12075	143	23	represents	represent	VERB
american_scientific_journal-12075	143	24	the	the	DET
american_scientific_journal-12075	143	25	weight	weight	NOUN
american_scientific_journal-12075	143	26	matrix	matrix	NOUN
american_scientific_journal-12075	143	27	and	and	CCONJ
american_scientific_journal-12075	143	28	bias	bias	NOUN
american_scientific_journal-12075	143	29	for	for	ADP
american_scientific_journal-12075	143	30	the	the	DET
american_scientific_journal-12075	143	31	output	output	NOUN
american_scientific_journal-12075	143	32	layer	layer	NOUN
american_scientific_journal-12075	143	33	(	(	PUNCT
american_scientific_journal-12075	143	34	single	single	ADJ
american_scientific_journal-12075	143	35	prediction	prediction	NOUN
american_scientific_journal-12075	143	36	)	)	PUNCT
american_scientific_journal-12075	143	37	.	.	PUNCT
american_scientific_journal-12075	144	1	american	american	ADJ
american_scientific_journal-12075	144	2	academic	academic	ADJ
american_scientific_journal-12075	144	3	scientific	scientific	ADJ
american_scientific_journal-12075	144	4	research	research	NOUN
american_scientific_journal-12075	144	5	journal	journal	NOUN
american_scientific_journal-12075	144	6	for	for	ADP
american_scientific_journal-12075	144	7	engineering	engineering	NOUN
american_scientific_journal-12075	144	8	,	,	PUNCT
american_scientific_journal-12075	144	9	technology	technology	NOUN
american_scientific_journal-12075	144	10	,	,	PUNCT
american_scientific_journal-12075	144	11	and	and	CCONJ
american_scientific_journal-12075	144	12	sciences	science	NOUN
american_scientific_journal-12075	144	13	(	(	PUNCT
american_scientific_journal-12075	144	14	asrjets	asrjet	NOUN
american_scientific_journal-12075	144	15	)	)	PUNCT
american_scientific_journal-12075	144	16	volume	volume	NOUN
american_scientific_journal-12075	144	17	103	103	NUM
american_scientific_journal-12075	144	18	,	,	PUNCT
american_scientific_journal-12075	144	19	no	no	DET
american_scientific_journal-12075	144	20	1	1	NUM
american_scientific_journal-12075	144	21	,	,	PUNCT
american_scientific_journal-12075	144	22	pp	pp	ADV
american_scientific_journal-12075	144	23	268	268	NUM
american_scientific_journal-12075	144	24	-	-	SYM
american_scientific_journal-12075	144	25	289	289	NUM
american_scientific_journal-12075	144	26	279	279	NUM
american_scientific_journal-12075	144	27	3.2	3.2	NUM
american_scientific_journal-12075	144	28	.	.	PUNCT
american_scientific_journal-12075	145	1	model	model	NOUN
american_scientific_journal-12075	145	2	evaluation	evaluation	NOUN
american_scientific_journal-12075	145	3	and	and	CCONJ
american_scientific_journal-12075	145	4	validation	validation	NOUN
american_scientific_journal-12075	145	5	the	the	DET
american_scientific_journal-12075	145	6	mlp	mlp	NOUN
american_scientific_journal-12075	145	7	model	model	NOUN
american_scientific_journal-12075	145	8	achieved	achieve	VERB
american_scientific_journal-12075	145	9	an	an	DET
american_scientific_journal-12075	145	10	mae	mae	PROPN
american_scientific_journal-12075	145	11	of	of	ADP
american_scientific_journal-12075	145	12	0.97	0.97	NUM
american_scientific_journal-12075	145	13	dba	dba	PROPN
american_scientific_journal-12075	145	14	,	,	PUNCT
american_scientific_journal-12075	145	15	rmse	rmse	NOUN
american_scientific_journal-12075	145	16	of	of	ADP
american_scientific_journal-12075	145	17	1.38	1.38	NUM
american_scientific_journal-12075	145	18	dba	dba	NOUN
american_scientific_journal-12075	145	19	,	,	PUNCT
american_scientific_journal-12075	145	20	and	and	CCONJ
american_scientific_journal-12075	145	21	r2	r2	NOUN
american_scientific_journal-12075	145	22	of	of	ADP
american_scientific_journal-12075	145	23	0.90	0.90	NUM
american_scientific_journal-12075	145	24	with	with	ADP
american_scientific_journal-12075	145	25	a	a	DET
american_scientific_journal-12075	145	26	pearson	pearson	NOUN
american_scientific_journal-12075	145	27	correlation	correlation	NOUN
american_scientific_journal-12075	145	28	coefficient	coefficient	NOUN
american_scientific_journal-12075	145	29	of	of	ADP
american_scientific_journal-12075	145	30	0.9476	0.9476	NUM
american_scientific_journal-12075	145	31	between	between	ADP
american_scientific_journal-12075	145	32	the	the	DET
american_scientific_journal-12075	145	33	predicted	predict	VERB
american_scientific_journal-12075	145	34	and	and	CCONJ
american_scientific_journal-12075	145	35	the	the	DET
american_scientific_journal-12075	145	36	measured	measured	ADJ
american_scientific_journal-12075	145	37	leq	leq	NOUN
american_scientific_journal-12075	145	38	values	value	NOUN
american_scientific_journal-12075	145	39	,	,	PUNCT
american_scientific_journal-12075	145	40	indicating	indicate	VERB
american_scientific_journal-12075	145	41	strong	strong	ADJ
american_scientific_journal-12075	145	42	predictive	predictive	ADJ
american_scientific_journal-12075	145	43	accuracy	accuracy	NOUN
american_scientific_journal-12075	145	44	.	.	PUNCT
american_scientific_journal-12075	146	1	table	table	NOUN
american_scientific_journal-12075	146	2	2	2	NUM
american_scientific_journal-12075	146	3	compares	compare	VERB
american_scientific_journal-12075	146	4	the	the	DET
american_scientific_journal-12075	146	5	mlp	mlp	NOUN
american_scientific_journal-12075	146	6	with	with	ADP
american_scientific_journal-12075	146	7	other	other	ADJ
american_scientific_journal-12075	146	8	models	model	NOUN
american_scientific_journal-12075	146	9	,	,	PUNCT
american_scientific_journal-12075	146	10	showing	show	VERB
american_scientific_journal-12075	146	11	superior	superior	ADJ
american_scientific_journal-12075	146	12	performance	performance	NOUN
american_scientific_journal-12075	146	13	over	over	ADP
american_scientific_journal-12075	146	14	cortn	cortn	NOUN
american_scientific_journal-12075	146	15	,	,	PUNCT
american_scientific_journal-12075	146	16	which	which	PRON
american_scientific_journal-12075	146	17	has	have	VERB
american_scientific_journal-12075	146	18	an	an	DET
american_scientific_journal-12075	146	19	mae	mae	PROPN
american_scientific_journal-12075	146	20	of	of	ADP
american_scientific_journal-12075	146	21	5.0	5.0	NUM
american_scientific_journal-12075	146	22	dba	dba	NOUN
american_scientific_journal-12075	146	23	and	and	CCONJ
american_scientific_journal-12075	146	24	an	an	DET
american_scientific_journal-12075	146	25	r²	r²	NOUN
american_scientific_journal-12075	146	26	of	of	ADP
american_scientific_journal-12075	146	27	0.80	0.80	NUM
american_scientific_journal-12075	146	28	,	,	PUNCT
american_scientific_journal-12075	146	29	and	and	CCONJ
american_scientific_journal-12075	146	30	rls-90	rls-90	NOUN
american_scientific_journal-12075	146	31	,	,	PUNCT
american_scientific_journal-12075	146	32	which	which	PRON
american_scientific_journal-12075	146	33	has	have	VERB
american_scientific_journal-12075	146	34	an	an	DET
american_scientific_journal-12075	146	35	mae	mae	PROPN
american_scientific_journal-12075	146	36	of	of	ADP
american_scientific_journal-12075	146	37	11.0	11.0	NUM
american_scientific_journal-12075	146	38	dba	dba	NOUN
american_scientific_journal-12075	146	39	and	and	CCONJ
american_scientific_journal-12075	146	40	an	an	DET
american_scientific_journal-12075	146	41	r²	r²	NOUN
american_scientific_journal-12075	146	42	of	of	ADP
american_scientific_journal-12075	146	43	0.50	0.50	NUM
american_scientific_journal-12075	146	44	,	,	PUNCT
american_scientific_journal-12075	146	45	attributed	attribute	VERB
american_scientific_journal-12075	146	46	to	to	ADP
american_scientific_journal-12075	146	47	its	its	PRON
american_scientific_journal-12075	146	48	ability	ability	NOUN
american_scientific_journal-12075	146	49	to	to	PART
american_scientific_journal-12075	146	50	capture	capture	VERB
american_scientific_journal-12075	146	51	nairobi	nairobi	PROPN
american_scientific_journal-12075	146	52	’s	’s	PART
american_scientific_journal-12075	146	53	unique	unique	ADJ
american_scientific_journal-12075	146	54	traffic	traffic	NOUN
american_scientific_journal-12075	146	55	patterns	pattern	NOUN
american_scientific_journal-12075	146	56	.	.	PUNCT
american_scientific_journal-12075	147	1	the	the	DET
american_scientific_journal-12075	147	2	uae	uae	PROPN
american_scientific_journal-12075	147	3	ann	ann	PROPN
american_scientific_journal-12075	147	4	(	(	PUNCT
american_scientific_journal-12075	147	5	mansourkhaki	mansourkhaki	PROPN
american_scientific_journal-12075	147	6	,	,	PUNCT
american_scientific_journal-12075	147	7	berangi	berangi	NOUN
american_scientific_journal-12075	147	8	,	,	PUNCT
american_scientific_journal-12075	147	9	haghiri	haghiri	NOUN
american_scientific_journal-12075	147	10	,	,	PUNCT
american_scientific_journal-12075	147	11	and	and	CCONJ
american_scientific_journal-12075	147	12	constantinescu	constantinescu	NOUN
american_scientific_journal-12075	147	13	,	,	PUNCT
american_scientific_journal-12075	147	14	2018	2018	NUM
american_scientific_journal-12075	147	15	)	)	PUNCT
american_scientific_journal-12075	147	16	and	and	CCONJ
american_scientific_journal-12075	147	17	torija	torija	VERB
american_scientific_journal-12075	147	18	ann	ann	PROPN
american_scientific_journal-12075	147	19	(	(	PUNCT
american_scientific_journal-12075	147	20	torija	torija	VERB
american_scientific_journal-12075	147	21	and	and	CCONJ
american_scientific_journal-12075	147	22	his	his	PRON
american_scientific_journal-12075	147	23	colleagues	colleague	NOUN
american_scientific_journal-12075	147	24	,	,	PUNCT
american_scientific_journal-12075	147	25	2012	2012	NUM
american_scientific_journal-12075	147	26	)	)	PUNCT
american_scientific_journal-12075	147	27	performed	perform	VERB
american_scientific_journal-12075	147	28	similarly	similarly	ADV
american_scientific_journal-12075	147	29	well	well	ADV
american_scientific_journal-12075	147	30	;	;	PUNCT
american_scientific_journal-12075	147	31	however	however	ADV
american_scientific_journal-12075	147	32	,	,	PUNCT
american_scientific_journal-12075	147	33	the	the	DET
american_scientific_journal-12075	147	34	current	current	ADJ
american_scientific_journal-12075	147	35	mlp	mlp	NOUN
american_scientific_journal-12075	147	36	is	be	AUX
american_scientific_journal-12075	147	37	optimized	optimize	VERB
american_scientific_journal-12075	147	38	for	for	ADP
american_scientific_journal-12075	147	39	nairobi	nairobi	PROPN
american_scientific_journal-12075	147	40	’s	’s	PART
american_scientific_journal-12075	147	41	context	context	NOUN
american_scientific_journal-12075	147	42	.	.	PUNCT
american_scientific_journal-12075	148	1	table	table	NOUN
american_scientific_journal-12075	148	2	1	1	NUM
american_scientific_journal-12075	148	3	:	:	PUNCT
american_scientific_journal-12075	148	4	model	model	NOUN
american_scientific_journal-12075	148	5	evaluation	evaluation	NOUN
american_scientific_journal-12075	148	6	and	and	CCONJ
american_scientific_journal-12075	148	7	validation	validation	NOUN
american_scientific_journal-12075	148	8	with	with	ADP
american_scientific_journal-12075	148	9	existing	exist	VERB
american_scientific_journal-12075	148	10	predictive	predictive	ADJ
american_scientific_journal-12075	148	11	models	model	NOUN
american_scientific_journal-12075	148	12	model	model	VERB
american_scientific_journal-12075	148	13	mae	mae	PROPN
american_scientific_journal-12075	148	14	(	(	PUNCT
american_scientific_journal-12075	148	15	dba	dba	PROPN
american_scientific_journal-12075	148	16	)	)	PUNCT
american_scientific_journal-12075	148	17	rmse	rmse	NOUN
american_scientific_journal-12075	148	18	(	(	PUNCT
american_scientific_journal-12075	148	19	dba	dba	PROPN
american_scientific_journal-12075	148	20	)	)	PUNCT
american_scientific_journal-12075	148	21	r2	r2	PROPN
american_scientific_journal-12075	148	22	current	current	ADJ
american_scientific_journal-12075	148	23	mlp	mlp	PROPN
american_scientific_journal-12075	148	24	0.97	0.97	NUM
american_scientific_journal-12075	148	25	1.38	1.38	NUM
american_scientific_journal-12075	148	26	0.90	0.90	NUM
american_scientific_journal-12075	148	27	bogotá	bogotá	NOUN
american_scientific_journal-12075	148	28	mlp	mlp	NOUN
american_scientific_journal-12075	149	1	[	[	X
american_scientific_journal-12075	149	2	14	14	NUM
american_scientific_journal-12075	149	3	]	]	X
american_scientific_journal-12075	149	4	[	[	X
american_scientific_journal-12075	149	5	14	14	NUM
american_scientific_journal-12075	149	6	]	]	SYM
american_scientific_journal-12075	149	7	1.19	1.19	NUM
american_scientific_journal-12075	149	8	1.56	1.56	NUM
american_scientific_journal-12075	149	9	0.87	0.87	NUM
american_scientific_journal-12075	149	10	ann	ann	PROPN
american_scientific_journal-12075	149	11	(	(	PUNCT
american_scientific_journal-12075	149	12	torija	torija	NOUN
american_scientific_journal-12075	149	13	)	)	PUNCT
american_scientific_journal-12075	150	1	[	[	X
american_scientific_journal-12075	150	2	8	8	NUM
american_scientific_journal-12075	150	3	]	]	X
american_scientific_journal-12075	150	4	[	[	X
american_scientific_journal-12075	150	5	8	8	NUM
american_scientific_journal-12075	150	6	]	]	PUNCT
american_scientific_journal-12075	150	7	0.87	0.87	NUM
american_scientific_journal-12075	150	8	1.08	1.08	NUM
american_scientific_journal-12075	150	9	0.94	0.94	NUM
american_scientific_journal-12075	150	10	ann	ann	X
american_scientific_journal-12075	150	11	(	(	PUNCT
american_scientific_journal-12075	150	12	uae	uae	PROPN
american_scientific_journal-12075	150	13	)	)	PUNCT
american_scientific_journal-12075	151	1	[	[	X
american_scientific_journal-12075	151	2	11	11	NUM
american_scientific_journal-12075	151	3	]	]	X
american_scientific_journal-12075	152	1	[	[	X
american_scientific_journal-12075	152	2	11	11	NUM
american_scientific_journal-12075	152	3	]	]	PUNCT
american_scientific_journal-12075	152	4	0.79	0.79	NUM
american_scientific_journal-12075	152	5	0.97	0.97	NUM
american_scientific_journal-12075	152	6	0.95	0.95	NUM
american_scientific_journal-12075	152	7	xgboost	xgboost	ADV
american_scientific_journal-12075	152	8	1.14	1.14	NUM
american_scientific_journal-12075	152	9	1.39	1.39	NUM
american_scientific_journal-12075	152	10	0.89	0.89	NUM
american_scientific_journal-12075	152	11	svr	svr	NOUN
american_scientific_journal-12075	152	12	2.67	2.67	NUM
american_scientific_journal-12075	152	13	3.59	3.59	NUM
american_scientific_journal-12075	152	14	0.30	0.30	NUM
american_scientific_journal-12075	152	15	random	random	ADJ
american_scientific_journal-12075	152	16	forest	forest	NOUN
american_scientific_journal-12075	152	17	1.09	1.09	NUM
american_scientific_journal-12075	152	18	1.43	1.43	NUM
american_scientific_journal-12075	152	19	0.89	0.89	NUM
american_scientific_journal-12075	152	20	linear	linear	ADJ
american_scientific_journal-12075	152	21	regression	regression	NOUN
american_scientific_journal-12075	152	22	3.74	3.74	NUM
american_scientific_journal-12075	152	23	4.44	4.44	NUM
american_scientific_journal-12075	152	24	-0.07	-0.07	NOUN
american_scientific_journal-12075	152	25	cortn	cortn	NOUN
american_scientific_journal-12075	152	26	5.00	5.00	NUM
american_scientific_journal-12075	152	27	–	–	PUNCT
american_scientific_journal-12075	152	28	0.80	0.80	NUM
american_scientific_journal-12075	152	29	rls-90	rls-90	SYM
american_scientific_journal-12075	152	30	11.00	11.00	NUM
american_scientific_journal-12075	152	31	–	–	PUNCT
american_scientific_journal-12075	152	32	0.50	0.50	NUM
american_scientific_journal-12075	152	33	figure	figure	NOUN
american_scientific_journal-12075	152	34	5	5	NUM
american_scientific_journal-12075	152	35	:	:	PUNCT
american_scientific_journal-12075	152	36	average	average	ADJ
american_scientific_journal-12075	152	37	difference	difference	NOUN
american_scientific_journal-12075	152	38	between	between	ADP
american_scientific_journal-12075	152	39	measured	measure	VERB
american_scientific_journal-12075	152	40	and	and	CCONJ
american_scientific_journal-12075	152	41	predicted	predict	VERB
american_scientific_journal-12075	152	42	leq	leq	PROPN
american_scientific_journal-12075	152	43	american	american	PROPN
american_scientific_journal-12075	152	44	academic	academic	PROPN
american_scientific_journal-12075	152	45	scientific	scientific	ADJ
american_scientific_journal-12075	152	46	research	research	NOUN
american_scientific_journal-12075	152	47	journal	journal	NOUN
american_scientific_journal-12075	152	48	for	for	ADP
american_scientific_journal-12075	152	49	engineering	engineering	NOUN
american_scientific_journal-12075	152	50	,	,	PUNCT
american_scientific_journal-12075	152	51	technology	technology	NOUN
american_scientific_journal-12075	152	52	,	,	PUNCT
american_scientific_journal-12075	152	53	and	and	CCONJ
american_scientific_journal-12075	152	54	sciences	science	NOUN
american_scientific_journal-12075	152	55	(	(	PUNCT
american_scientific_journal-12075	152	56	asrjets	asrjet	NOUN
american_scientific_journal-12075	152	57	)	)	PUNCT
american_scientific_journal-12075	152	58	volume	volume	NOUN
american_scientific_journal-12075	152	59	103	103	NUM
american_scientific_journal-12075	152	60	,	,	PUNCT
american_scientific_journal-12075	152	61	no	no	DET
american_scientific_journal-12075	152	62	1	1	NUM
american_scientific_journal-12075	152	63	,	,	PUNCT
american_scientific_journal-12075	152	64	pp	pp	ADV
american_scientific_journal-12075	152	65	268	268	NUM
american_scientific_journal-12075	152	66	-	-	SYM
american_scientific_journal-12075	152	67	289	289	NUM
american_scientific_journal-12075	152	68	280	280	NUM
american_scientific_journal-12075	152	69	figure	figure	NOUN
american_scientific_journal-12075	152	70	6	6	NUM
american_scientific_journal-12075	152	71	:	:	PUNCT
american_scientific_journal-12075	152	72	an	an	DET
american_scientific_journal-12075	152	73	example	example	NOUN
american_scientific_journal-12075	152	74	of	of	ADP
american_scientific_journal-12075	152	75	a	a	DET
american_scientific_journal-12075	152	76	day	day	NOUN
american_scientific_journal-12075	152	77	spl	spl	PROPN
american_scientific_journal-12075	152	78	variation	variation	NOUN
american_scientific_journal-12075	152	79	prediction	prediction	NOUN
american_scientific_journal-12075	152	80	for	for	ADP
american_scientific_journal-12075	152	81	location	location	NOUN
american_scientific_journal-12075	152	82	1	1	NUM
american_scientific_journal-12075	152	83	the	the	DET
american_scientific_journal-12075	152	84	plot	plot	NOUN
american_scientific_journal-12075	152	85	in	in	ADP
american_scientific_journal-12075	152	86	figure	figure	NOUN
american_scientific_journal-12075	152	87	6	6	NUM
american_scientific_journal-12075	152	88	above	above	ADV
american_scientific_journal-12075	152	89	shows	show	VERB
american_scientific_journal-12075	152	90	the	the	DET
american_scientific_journal-12075	152	91	actual	actual	ADJ
american_scientific_journal-12075	152	92	and	and	CCONJ
american_scientific_journal-12075	152	93	predicted	predict	VERB
american_scientific_journal-12075	152	94	change	change	NOUN
american_scientific_journal-12075	152	95	in	in	ADP
american_scientific_journal-12075	152	96	leq	leq	NOUN
american_scientific_journal-12075	152	97	over	over	ADP
american_scientific_journal-12075	152	98	time	time	NOUN
american_scientific_journal-12075	152	99	,	,	PUNCT
american_scientific_journal-12075	152	100	illustrating	illustrate	VERB
american_scientific_journal-12075	152	101	the	the	DET
american_scientific_journal-12075	152	102	differences	difference	NOUN
american_scientific_journal-12075	152	103	between	between	ADP
american_scientific_journal-12075	152	104	measured	measured	ADJ
american_scientific_journal-12075	152	105	and	and	CCONJ
american_scientific_journal-12075	152	106	model	model	ADV
american_scientific_journal-12075	152	107	-	-	PUNCT
american_scientific_journal-12075	152	108	predicted	predict	VERB
american_scientific_journal-12075	152	109	noise	noise	NOUN
american_scientific_journal-12075	152	110	levels	level	NOUN
american_scientific_journal-12075	152	111	per	per	ADP
american_scientific_journal-12075	152	112	hourly	hourly	ADJ
american_scientific_journal-12075	152	113	interval	interval	NOUN
american_scientific_journal-12075	152	114	from	from	ADP
american_scientific_journal-12075	152	115	6	6	NUM
american_scientific_journal-12075	152	116	am	am	NOUN
american_scientific_journal-12075	152	117	to	to	ADP
american_scientific_journal-12075	152	118	6	6	NUM
american_scientific_journal-12075	152	119	pm	pm	NOUN
american_scientific_journal-12075	152	120	.	.	PUNCT
american_scientific_journal-12075	153	1	the	the	DET
american_scientific_journal-12075	153	2	close	close	ADJ
american_scientific_journal-12075	153	3	alignment	alignment	NOUN
american_scientific_journal-12075	153	4	,	,	PUNCT
american_scientific_journal-12075	153	5	especially	especially	ADV
american_scientific_journal-12075	153	6	during	during	ADP
american_scientific_journal-12075	153	7	peak	peak	NOUN
american_scientific_journal-12075	153	8	hours	hour	NOUN
american_scientific_journal-12075	153	9	,	,	PUNCT
american_scientific_journal-12075	153	10	demonstrates	demonstrate	VERB
american_scientific_journal-12075	153	11	the	the	DET
american_scientific_journal-12075	153	12	model	model	NOUN
american_scientific_journal-12075	153	13	’s	’s	PART
american_scientific_journal-12075	153	14	capability	capability	NOUN
american_scientific_journal-12075	153	15	to	to	PART
american_scientific_journal-12075	153	16	capture	capture	VERB
american_scientific_journal-12075	153	17	temporal	temporal	ADJ
american_scientific_journal-12075	153	18	variations	variation	NOUN
american_scientific_journal-12075	153	19	in	in	ADP
american_scientific_journal-12075	153	20	rtn	rtn	PROPN
american_scientific_journal-12075	153	21	,	,	PUNCT
american_scientific_journal-12075	153	22	with	with	ADP
american_scientific_journal-12075	153	23	minor	minor	ADJ
american_scientific_journal-12075	153	24	deviations	deviation	NOUN
american_scientific_journal-12075	153	25	reflecting	reflect	VERB
american_scientific_journal-12075	153	26	real	real	ADJ
american_scientific_journal-12075	153	27	-	-	PUNCT
american_scientific_journal-12075	153	28	world	world	NOUN
american_scientific_journal-12075	153	29	complexities	complexity	NOUN
american_scientific_journal-12075	153	30	like	like	ADP
american_scientific_journal-12075	153	31	unmodeled	unmodeled	ADJ
american_scientific_journal-12075	153	32	variables	variable	NOUN
american_scientific_journal-12075	153	33	.	.	PUNCT
american_scientific_journal-12075	154	1	4.discussion	4.discussion	NUM
american_scientific_journal-12075	154	2	from	from	ADP
american_scientific_journal-12075	154	3	the	the	DET
american_scientific_journal-12075	154	4	results	result	NOUN
american_scientific_journal-12075	154	5	of	of	ADP
american_scientific_journal-12075	154	6	this	this	DET
american_scientific_journal-12075	154	7	study	study	NOUN
american_scientific_journal-12075	154	8	,	,	PUNCT
american_scientific_journal-12075	154	9	it	it	PRON
american_scientific_journal-12075	154	10	can	can	AUX
american_scientific_journal-12075	154	11	be	be	AUX
american_scientific_journal-12075	154	12	deduced	deduce	VERB
american_scientific_journal-12075	154	13	that	that	SCONJ
american_scientific_journal-12075	154	14	,	,	PUNCT
american_scientific_journal-12075	154	15	the	the	DET
american_scientific_journal-12075	154	16	mlp	mlp	PROPN
american_scientific_journal-12075	154	17	model	model	NOUN
american_scientific_journal-12075	154	18	developed	develop	VERB
american_scientific_journal-12075	154	19	effectively	effectively	ADV
american_scientific_journal-12075	154	20	captures	capture	NOUN
american_scientific_journal-12075	154	21	nairobi	nairobi	PROPN
american_scientific_journal-12075	154	22	’	'	PUNCT
american_scientific_journal-12075	154	23	city	city	PROPN
american_scientific_journal-12075	154	24	’s	’s	PART
american_scientific_journal-12075	154	25	complex	complex	ADJ
american_scientific_journal-12075	154	26	traffic	traffic	NOUN
american_scientific_journal-12075	154	27	dynamics	dynamic	NOUN
american_scientific_journal-12075	154	28	,	,	PUNCT
american_scientific_journal-12075	154	29	including	include	VERB
american_scientific_journal-12075	154	30	the	the	DET
american_scientific_journal-12075	154	31	high	high	ADJ
american_scientific_journal-12075	154	32	prevalence	prevalence	NOUN
american_scientific_journal-12075	154	33	of	of	ADP
american_scientific_journal-12075	154	34	motorcycles	motorcycle	NOUN
american_scientific_journal-12075	154	35	and	and	CCONJ
american_scientific_journal-12075	154	36	variable	variable	ADJ
american_scientific_journal-12075	154	37	flow	flow	NOUN
american_scientific_journal-12075	154	38	types	type	NOUN
american_scientific_journal-12075	154	39	,	,	PUNCT
american_scientific_journal-12075	154	40	which	which	PRON
american_scientific_journal-12075	154	41	contribute	contribute	VERB
american_scientific_journal-12075	154	42	significantly	significantly	ADV
american_scientific_journal-12075	154	43	to	to	PART
american_scientific_journal-12075	154	44	road	road	NOUN
american_scientific_journal-12075	154	45	traffic	traffic	NOUN
american_scientific_journal-12075	154	46	noise	noise	NOUN
american_scientific_journal-12075	154	47	(	(	PUNCT
american_scientific_journal-12075	154	48	rtn	rtn	NOUN
american_scientific_journal-12075	154	49	)	)	PUNCT
american_scientific_journal-12075	154	50	variability	variability	NOUN
american_scientific_journal-12075	154	51	.	.	PUNCT
american_scientific_journal-12075	155	1	as	as	SCONJ
american_scientific_journal-12075	155	2	shown	show	VERB
american_scientific_journal-12075	155	3	in	in	ADP
american_scientific_journal-12075	155	4	table	table	NOUN
american_scientific_journal-12075	155	5	1	1	NUM
american_scientific_journal-12075	155	6	,	,	PUNCT
american_scientific_journal-12075	155	7	the	the	DET
american_scientific_journal-12075	155	8	model	model	NOUN
american_scientific_journal-12075	155	9	outperforms	outperform	VERB
american_scientific_journal-12075	155	10	traditional	traditional	ADJ
american_scientific_journal-12075	155	11	models	model	NOUN
american_scientific_journal-12075	155	12	like	like	ADP
american_scientific_journal-12075	155	13	cortn	cortn	NOUN
american_scientific_journal-12075	155	14	and	and	CCONJ
american_scientific_journal-12075	155	15	rls-90	rls-90	NOUN
american_scientific_journal-12075	155	16	,	,	PUNCT
american_scientific_journal-12075	155	17	primarily	primarily	ADV
american_scientific_journal-12075	155	18	due	due	ADP
american_scientific_journal-12075	155	19	to	to	ADP
american_scientific_journal-12075	155	20	its	its	PRON
american_scientific_journal-12075	155	21	ability	ability	NOUN
american_scientific_journal-12075	155	22	to	to	PART
american_scientific_journal-12075	155	23	adapt	adapt	VERB
american_scientific_journal-12075	155	24	to	to	ADP
american_scientific_journal-12075	155	25	nairobi	nairobi	PROPN
american_scientific_journal-12075	155	26	’s	’s	PART
american_scientific_journal-12075	155	27	heterogeneous	heterogeneous	ADJ
american_scientific_journal-12075	155	28	vehicle	vehicle	NOUN
american_scientific_journal-12075	155	29	fleet	fleet	NOUN
american_scientific_journal-12075	155	30	and	and	CCONJ
american_scientific_journal-12075	155	31	congested	congested	ADJ
american_scientific_journal-12075	155	32	road	road	NOUN
american_scientific_journal-12075	155	33	networks	network	NOUN
american_scientific_journal-12075	155	34	,	,	PUNCT
american_scientific_journal-12075	155	35	which	which	PRON
american_scientific_journal-12075	155	36	these	these	DET
american_scientific_journal-12075	155	37	conventional	conventional	ADJ
american_scientific_journal-12075	155	38	models	model	NOUN
american_scientific_journal-12075	155	39	fail	fail	VERB
american_scientific_journal-12075	155	40	to	to	PART
american_scientific_journal-12075	155	41	address	address	VERB
american_scientific_journal-12075	155	42	.	.	PUNCT
american_scientific_journal-12075	156	1	this	this	DET
american_scientific_journal-12075	156	2	adaptability	adaptability	NOUN
american_scientific_journal-12075	156	3	stems	stem	VERB
american_scientific_journal-12075	156	4	from	from	ADP
american_scientific_journal-12075	156	5	the	the	DET
american_scientific_journal-12075	156	6	model	model	NOUN
american_scientific_journal-12075	156	7	’s	’s	PART
american_scientific_journal-12075	156	8	use	use	NOUN
american_scientific_journal-12075	156	9	of	of	ADP
american_scientific_journal-12075	156	10	a	a	DET
american_scientific_journal-12075	156	11	multi	multi	ADJ
american_scientific_journal-12075	156	12	-	-	ADJ
american_scientific_journal-12075	156	13	layer	layer	ADJ
american_scientific_journal-12075	156	14	perceptron	perceptron	NOUN
american_scientific_journal-12075	156	15	(	(	PUNCT
american_scientific_journal-12075	156	16	mlp	mlp	PROPN
american_scientific_journal-12075	156	17	)	)	PUNCT
american_scientific_journal-12075	156	18	ann	ann	PROPN
american_scientific_journal-12075	156	19	,	,	PUNCT
american_scientific_journal-12075	156	20	optimized	optimize	VERB
american_scientific_journal-12075	156	21	through	through	ADP
american_scientific_journal-12075	156	22	grid	grid	NOUN
american_scientific_journal-12075	156	23	search	search	NOUN
american_scientific_journal-12075	156	24	hyperparameter	hyperparameter	NOUN
american_scientific_journal-12075	156	25	tuning	tune	VERB
american_scientific_journal-12075	156	26	to	to	PART
american_scientific_journal-12075	156	27	handle	handle	VERB
american_scientific_journal-12075	156	28	non	non	ADJ
american_scientific_journal-12075	156	29	-	-	ADJ
american_scientific_journal-12075	156	30	linear	linear	ADJ
american_scientific_journal-12075	156	31	relationships	relationship	NOUN
american_scientific_journal-12075	156	32	in	in	ADP
american_scientific_journal-12075	156	33	traffic	traffic	NOUN
american_scientific_journal-12075	156	34	data	datum	NOUN
american_scientific_journal-12075	156	35	.	.	PUNCT
american_scientific_journal-12075	157	1	the	the	DET
american_scientific_journal-12075	157	2	model	model	NOUN
american_scientific_journal-12075	157	3	’s	’s	PART
american_scientific_journal-12075	157	4	predictive	predictive	ADJ
american_scientific_journal-12075	157	5	accuracy	accuracy	NOUN
american_scientific_journal-12075	157	6	supports	support	VERB
american_scientific_journal-12075	157	7	cost	cost	NOUN
american_scientific_journal-12075	157	8	-	-	PUNCT
american_scientific_journal-12075	157	9	effective	effective	ADJ
american_scientific_journal-12075	157	10	noise	noise	NOUN
american_scientific_journal-12075	157	11	monitoring	monitoring	NOUN
american_scientific_journal-12075	157	12	,	,	PUNCT
american_scientific_journal-12075	157	13	offering	offer	VERB
american_scientific_journal-12075	157	14	a	a	DET
american_scientific_journal-12075	157	15	scalable	scalable	ADJ
american_scientific_journal-12075	157	16	solution	solution	NOUN
american_scientific_journal-12075	157	17	for	for	ADP
american_scientific_journal-12075	157	18	urban	urban	ADJ
american_scientific_journal-12075	157	19	planning	planning	NOUN
american_scientific_journal-12075	157	20	in	in	ADP
american_scientific_journal-12075	157	21	rapidly	rapidly	ADV
american_scientific_journal-12075	157	22	growing	grow	VERB
american_scientific_journal-12075	157	23	african	african	ADJ
american_scientific_journal-12075	157	24	cities	city	NOUN
american_scientific_journal-12075	157	25	like	like	ADP
american_scientific_journal-12075	157	26	nairobi	nairobi	PROPN
american_scientific_journal-12075	157	27	.	.	PUNCT
american_scientific_journal-12075	158	1	by	by	ADP
american_scientific_journal-12075	158	2	deploying	deploy	VERB
american_scientific_journal-12075	158	3	the	the	DET
american_scientific_journal-12075	158	4	model	model	NOUN
american_scientific_journal-12075	158	5	on	on	ADP
american_scientific_journal-12075	158	6	a	a	DET
american_scientific_journal-12075	158	7	web	web	NOUN
american_scientific_journal-12075	158	8	-	-	PUNCT
american_scientific_journal-12075	158	9	based	base	VERB
american_scientific_journal-12075	158	10	dashboard	dashboard	NOUN
american_scientific_journal-12075	158	11	,	,	PUNCT
american_scientific_journal-12075	158	12	it	it	PRON
american_scientific_journal-12075	158	13	enables	enable	VERB
american_scientific_journal-12075	158	14	real	real	ADJ
american_scientific_journal-12075	158	15	-	-	PUNCT
american_scientific_journal-12075	158	16	time	time	NOUN
american_scientific_journal-12075	158	17	noise	noise	NOUN
american_scientific_journal-12075	158	18	prediction	prediction	NOUN
american_scientific_journal-12075	158	19	,	,	PUNCT
american_scientific_journal-12075	158	20	facilitates	facilitate	VERB
american_scientific_journal-12075	158	21	stakeholder	stakeholder	NOUN
american_scientific_journal-12075	158	22	engagement	engagement	NOUN
american_scientific_journal-12075	158	23	,	,	PUNCT
american_scientific_journal-12075	158	24	and	and	CCONJ
american_scientific_journal-12075	158	25	supports	support	VERB
american_scientific_journal-12075	158	26	public	public	ADJ
american_scientific_journal-12075	158	27	education	education	NOUN
american_scientific_journal-12075	158	28	on	on	ADP
american_scientific_journal-12075	158	29	noise	noise	NOUN
american_scientific_journal-12075	158	30	pollution	pollution	NOUN
american_scientific_journal-12075	158	31	.	.	PUNCT
american_scientific_journal-12075	159	1	the	the	DET
american_scientific_journal-12075	159	2	platform	platform	NOUN
american_scientific_journal-12075	159	3	’s	’s	PART
american_scientific_journal-12075	159	4	integration	integration	NOUN
american_scientific_journal-12075	159	5	with	with	ADP
american_scientific_journal-12075	159	6	traffic	traffic	NOUN
american_scientific_journal-12075	159	7	management	management	NOUN
american_scientific_journal-12075	159	8	systems	system	NOUN
american_scientific_journal-12075	159	9	can	can	AUX
american_scientific_journal-12075	159	10	inform	inform	VERB
american_scientific_journal-12075	159	11	urban	urban	ADJ
american_scientific_journal-12075	159	12	noise	noise	NOUN
american_scientific_journal-12075	159	13	policies	policy	NOUN
american_scientific_journal-12075	159	14	and	and	CCONJ
american_scientific_journal-12075	159	15	mitigate	mitigate	VERB
american_scientific_journal-12075	159	16	health	health	NOUN
american_scientific_journal-12075	159	17	impacts	impact	NOUN
american_scientific_journal-12075	159	18	,	,	PUNCT
american_scientific_journal-12075	159	19	such	such	ADJ
american_scientific_journal-12075	159	20	as	as	ADP
american_scientific_journal-12075	159	21	stress	stress	NOUN
american_scientific_journal-12075	159	22	and	and	CCONJ
american_scientific_journal-12075	159	23	subjective	subjective	ADJ
american_scientific_journal-12075	159	24	annoyance	annoyance	NOUN
american_scientific_journal-12075	159	25	.	.	PUNCT
american_scientific_journal-12075	160	1	however	however	ADV
american_scientific_journal-12075	160	2	,	,	PUNCT
american_scientific_journal-12075	160	3	the	the	DET
american_scientific_journal-12075	160	4	model	model	NOUN
american_scientific_journal-12075	160	5	’s	’s	PART
american_scientific_journal-12075	160	6	reliance	reliance	NOUN
american_scientific_journal-12075	160	7	on	on	ADP
american_scientific_journal-12075	160	8	data	datum	NOUN
american_scientific_journal-12075	160	9	from	from	ADP
american_scientific_journal-12075	160	10	this	this	DET
american_scientific_journal-12075	160	11	study	study	NOUN
american_scientific_journal-12075	160	12	limits	limit	VERB
american_scientific_journal-12075	160	13	its	its	PRON
american_scientific_journal-12075	160	14	ability	ability	NOUN
american_scientific_journal-12075	160	15	to	to	PART
american_scientific_journal-12075	160	16	account	account	VERB
american_scientific_journal-12075	160	17	for	for	ADP
american_scientific_journal-12075	160	18	seasonal	seasonal	ADJ
american_scientific_journal-12075	160	19	traffic	traffic	NOUN
american_scientific_journal-12075	160	20	variations	variation	NOUN
american_scientific_journal-12075	160	21	or	or	CCONJ
american_scientific_journal-12075	160	22	unmodeled	unmodeled	ADJ
american_scientific_journal-12075	160	23	variables	variable	NOUN
american_scientific_journal-12075	160	24	like	like	ADP
american_scientific_journal-12075	160	25	road	road	NOUN
american_scientific_journal-12075	160	26	surface	surface	NOUN
american_scientific_journal-12075	160	27	type	type	NOUN
american_scientific_journal-12075	160	28	and	and	CCONJ
american_scientific_journal-12075	160	29	weather	weather	NOUN
american_scientific_journal-12075	160	30	conditions	condition	NOUN
american_scientific_journal-12075	160	31	,	,	PUNCT
american_scientific_journal-12075	160	32	which	which	PRON
american_scientific_journal-12075	160	33	future	future	ADJ
american_scientific_journal-12075	160	34	research	research	NOUN
american_scientific_journal-12075	160	35	should	should	AUX
american_scientific_journal-12075	160	36	address	address	VERB
american_scientific_journal-12075	160	37	to	to	PART
american_scientific_journal-12075	160	38	enhance	enhance	VERB
american_scientific_journal-12075	160	39	robustness	robustness	NOUN
american_scientific_journal-12075	160	40	.	.	PUNCT
american_scientific_journal-12075	161	1	american	american	ADJ
american_scientific_journal-12075	161	2	academic	academic	ADJ
american_scientific_journal-12075	161	3	scientific	scientific	ADJ
american_scientific_journal-12075	161	4	research	research	NOUN
american_scientific_journal-12075	161	5	journal	journal	NOUN
american_scientific_journal-12075	161	6	for	for	ADP
american_scientific_journal-12075	161	7	engineering	engineering	NOUN
american_scientific_journal-12075	161	8	,	,	PUNCT
american_scientific_journal-12075	161	9	technology	technology	NOUN
american_scientific_journal-12075	161	10	,	,	PUNCT
american_scientific_journal-12075	161	11	and	and	CCONJ
american_scientific_journal-12075	161	12	sciences	science	NOUN
american_scientific_journal-12075	161	13	(	(	PUNCT
american_scientific_journal-12075	161	14	asrjets	asrjet	NOUN
american_scientific_journal-12075	161	15	)	)	PUNCT
american_scientific_journal-12075	161	16	volume	volume	NOUN
american_scientific_journal-12075	161	17	103	103	NUM
american_scientific_journal-12075	161	18	,	,	PUNCT
american_scientific_journal-12075	161	19	no	no	DET
american_scientific_journal-12075	161	20	1	1	NUM
american_scientific_journal-12075	161	21	,	,	PUNCT
american_scientific_journal-12075	161	22	pp	pp	ADV
american_scientific_journal-12075	161	23	268	268	NUM
american_scientific_journal-12075	161	24	-	-	SYM
american_scientific_journal-12075	161	25	289	289	NUM
american_scientific_journal-12075	161	26	281	281	NUM
american_scientific_journal-12075	161	27	figure	figure	NOUN
american_scientific_journal-12075	161	28	7	7	NUM
american_scientific_journal-12075	161	29	:	:	PUNCT
american_scientific_journal-12075	161	30	performance	performance	NOUN
american_scientific_journal-12075	161	31	comparison	comparison	NOUN
american_scientific_journal-12075	161	32	(	(	PUNCT
american_scientific_journal-12075	161	33	all	all	DET
american_scientific_journal-12075	161	34	models	model	NOUN
american_scientific_journal-12075	161	35	)	)	PUNCT
american_scientific_journal-12075	161	36	bar	bar	NOUN
american_scientific_journal-12075	161	37	chart	chart	NOUN
american_scientific_journal-12075	161	38	showing	show	VERB
american_scientific_journal-12075	161	39	mae	mae	PROPN
american_scientific_journal-12075	161	40	,	,	PUNCT
american_scientific_journal-12075	161	41	rmse	rmse	NOUN
american_scientific_journal-12075	161	42	,	,	PUNCT
american_scientific_journal-12075	161	43	and	and	CCONJ
american_scientific_journal-12075	161	44	r2	r2	PROPN
american_scientific_journal-12075	161	45	for	for	ADP
american_scientific_journal-12075	161	46	each	each	DET
american_scientific_journal-12075	161	47	model	model	NOUN
american_scientific_journal-12075	161	48	figure	figure	NOUN
american_scientific_journal-12075	161	49	8	8	NUM
american_scientific_journal-12075	161	50	:	:	PUNCT
american_scientific_journal-12075	161	51	box	box	NOUN
american_scientific_journal-12075	161	52	plot	plot	NOUN
american_scientific_journal-12075	161	53	of	of	ADP
american_scientific_journal-12075	161	54	prediction	prediction	NOUN
american_scientific_journal-12075	161	55	errors	error	NOUN
american_scientific_journal-12075	161	56	for	for	ADP
american_scientific_journal-12075	161	57	all	all	DET
american_scientific_journal-12075	161	58	models	model	NOUN
american_scientific_journal-12075	161	59	predictive	predictive	ADJ
american_scientific_journal-12075	161	60	modeling	modeling	NOUN
american_scientific_journal-12075	161	61	offers	offer	VERB
american_scientific_journal-12075	161	62	significant	significant	ADJ
american_scientific_journal-12075	161	63	advantages	advantage	NOUN
american_scientific_journal-12075	161	64	,	,	PUNCT
american_scientific_journal-12075	161	65	including	include	VERB
american_scientific_journal-12075	161	66	cost	cost	NOUN
american_scientific_journal-12075	161	67	-	-	PUNCT
american_scientific_journal-12075	161	68	effective	effective	ADJ
american_scientific_journal-12075	161	69	noise	noise	NOUN
american_scientific_journal-12075	161	70	monitoring	monitoring	NOUN
american_scientific_journal-12075	161	71	and	and	CCONJ
american_scientific_journal-12075	161	72	scalability	scalability	NOUN
american_scientific_journal-12075	161	73	,	,	PUNCT
american_scientific_journal-12075	161	74	which	which	PRON
american_scientific_journal-12075	161	75	are	be	AUX
american_scientific_journal-12075	161	76	particularly	particularly	ADV
american_scientific_journal-12075	161	77	beneficial	beneficial	ADJ
american_scientific_journal-12075	161	78	for	for	ADP
american_scientific_journal-12075	161	79	urban	urban	ADJ
american_scientific_journal-12075	161	80	planning	planning	NOUN
american_scientific_journal-12075	161	81	in	in	ADP
american_scientific_journal-12075	161	82	rapidly	rapidly	ADV
american_scientific_journal-12075	161	83	growing	grow	VERB
american_scientific_journal-12075	161	84	cities	city	NOUN
american_scientific_journal-12075	161	85	like	like	ADP
american_scientific_journal-12075	161	86	nairobi	nairobi	PROPN
american_scientific_journal-12075	161	87	.	.	PUNCT
american_scientific_journal-12075	162	1	the	the	DET
american_scientific_journal-12075	162	2	deployment	deployment	NOUN
american_scientific_journal-12075	162	3	of	of	ADP
american_scientific_journal-12075	162	4	the	the	DET
american_scientific_journal-12075	162	5	model	model	NOUN
american_scientific_journal-12075	162	6	on	on	ADP
american_scientific_journal-12075	162	7	a	a	DET
american_scientific_journal-12075	162	8	web	web	NOUN
american_scientific_journal-12075	162	9	-	-	PUNCT
american_scientific_journal-12075	162	10	based	base	VERB
american_scientific_journal-12075	162	11	dashboard	dashboard	NOUN
american_scientific_journal-12075	162	12	facilitates	facilitate	VERB
american_scientific_journal-12075	162	13	real	real	ADJ
american_scientific_journal-12075	162	14	-	-	PUNCT
american_scientific_journal-12075	162	15	time	time	NOUN
american_scientific_journal-12075	162	16	noise	noise	NOUN
american_scientific_journal-12075	162	17	prediction	prediction	NOUN
american_scientific_journal-12075	162	18	[	[	X
american_scientific_journal-12075	162	19	21	21	NUM
american_scientific_journal-12075	162	20	]	]	PUNCT
american_scientific_journal-12075	162	21	,	,	PUNCT
american_scientific_journal-12075	162	22	enables	enable	VERB
american_scientific_journal-12075	162	23	stakeholder	stakeholder	NOUN
american_scientific_journal-12075	162	24	engagement	engagement	NOUN
american_scientific_journal-12075	162	25	,	,	PUNCT
american_scientific_journal-12075	162	26	allows	allow	VERB
american_scientific_journal-12075	162	27	for	for	ADP
american_scientific_journal-12075	162	28	public	public	ADJ
american_scientific_journal-12075	162	29	education	education	NOUN
american_scientific_journal-12075	162	30	on	on	ADP
american_scientific_journal-12075	162	31	noise	noise	NOUN
american_scientific_journal-12075	162	32	pollution	pollution	NOUN
american_scientific_journal-12075	162	33	,	,	PUNCT
american_scientific_journal-12075	162	34	and	and	CCONJ
american_scientific_journal-12075	162	35	integrates	integrate	NOUN
american_scientific_journal-12075	162	36	with	with	ADP
american_scientific_journal-12075	162	37	traffic	traffic	NOUN
american_scientific_journal-12075	162	38	management	management	NOUN
american_scientific_journal-12075	162	39	systems	system	NOUN
american_scientific_journal-12075	162	40	to	to	PART
american_scientific_journal-12075	162	41	mitigate	mitigate	VERB
american_scientific_journal-12075	162	42	noise	noise	NOUN
american_scientific_journal-12075	162	43	at	at	ADP
american_scientific_journal-12075	162	44	major	major	ADJ
american_scientific_journal-12075	162	45	hotspots	hotspot	NOUN
american_scientific_journal-12075	162	46	.	.	PUNCT
american_scientific_journal-12075	163	1	practical	practical	ADJ
american_scientific_journal-12075	163	2	implications	implication	NOUN
american_scientific_journal-12075	163	3	include	include	VERB
american_scientific_journal-12075	163	4	informing	inform	VERB
american_scientific_journal-12075	163	5	urban	urban	ADJ
american_scientific_journal-12075	163	6	noise	noise	NOUN
american_scientific_journal-12075	163	7	policies	policy	NOUN
american_scientific_journal-12075	163	8	and	and	CCONJ
american_scientific_journal-12075	163	9	reducing	reduce	VERB
american_scientific_journal-12075	163	10	health	health	NOUN
american_scientific_journal-12075	163	11	impacts	impact	NOUN
american_scientific_journal-12075	163	12	like	like	ADP
american_scientific_journal-12075	163	13	stress	stress	NOUN
american_scientific_journal-12075	163	14	and	and	CCONJ
american_scientific_journal-12075	163	15	subjective	subjective	ADJ
american_scientific_journal-12075	163	16	annoyance	annoyance	NOUN
american_scientific_journal-12075	163	17	.	.	PUNCT
american_scientific_journal-12075	164	1	however	however	ADV
american_scientific_journal-12075	164	2	,	,	PUNCT
american_scientific_journal-12075	164	3	its	its	PRON
american_scientific_journal-12075	164	4	limitations	limitation	NOUN
american_scientific_journal-12075	164	5	lie	lie	VERB
american_scientific_journal-12075	164	6	in	in	ADP
american_scientific_journal-12075	164	7	the	the	DET
american_scientific_journal-12075	164	8	model	model	NOUN
american_scientific_journal-12075	164	9	’s	’s	PART
american_scientific_journal-12075	164	10	reliance	reliance	NOUN
american_scientific_journal-12075	164	11	on	on	ADP
american_scientific_journal-12075	164	12	this	this	DET
american_scientific_journal-12075	164	13	study	study	NOUN
american_scientific_journal-12075	164	14	’s	’s	PART
american_scientific_journal-12075	164	15	data	datum	NOUN
american_scientific_journal-12075	164	16	,	,	PUNCT
american_scientific_journal-12075	164	17	which	which	PRON
american_scientific_journal-12075	164	18	may	may	AUX
american_scientific_journal-12075	164	19	not	not	PART
american_scientific_journal-12075	164	20	account	account	VERB
american_scientific_journal-12075	164	21	for	for	ADP
american_scientific_journal-12075	164	22	seasonal	seasonal	ADJ
american_scientific_journal-12075	164	23	traffic	traffic	NOUN
american_scientific_journal-12075	164	24	variations	variation	NOUN
american_scientific_journal-12075	164	25	,	,	PUNCT
american_scientific_journal-12075	164	26	and	and	CCONJ
american_scientific_journal-12075	164	27	the	the	DET
american_scientific_journal-12075	164	28	absence	absence	NOUN
american_scientific_journal-12075	164	29	of	of	ADP
american_scientific_journal-12075	164	30	variables	variable	NOUN
american_scientific_journal-12075	164	31	like	like	ADP
american_scientific_journal-12075	164	32	road	road	NOUN
american_scientific_journal-12075	164	33	surface	surface	NOUN
american_scientific_journal-12075	164	34	type	type	NOUN
american_scientific_journal-12075	164	35	or	or	CCONJ
american_scientific_journal-12075	164	36	weather	weather	NOUN
american_scientific_journal-12075	164	37	conditions	condition	NOUN
american_scientific_journal-12075	164	38	.	.	PUNCT
american_scientific_journal-12075	165	1	5.conclusion	5.conclusion	NUM
american_scientific_journal-12075	165	2	this	this	DET
american_scientific_journal-12075	165	3	study	study	NOUN
american_scientific_journal-12075	165	4	developed	develop	VERB
american_scientific_journal-12075	165	5	the	the	DET
american_scientific_journal-12075	165	6	first	first	ADJ
american_scientific_journal-12075	165	7	smart	smart	ADJ
american_scientific_journal-12075	165	8	rtn	rtn	PROPN
american_scientific_journal-12075	165	9	prediction	prediction	NOUN
american_scientific_journal-12075	165	10	model	model	NOUN
american_scientific_journal-12075	165	11	for	for	ADP
american_scientific_journal-12075	165	12	nairobi	nairobi	PROPN
american_scientific_journal-12075	165	13	,	,	PUNCT
american_scientific_journal-12075	165	14	leveraging	leverage	VERB
american_scientific_journal-12075	165	15	an	an	DET
american_scientific_journal-12075	165	16	mlp	mlp	NOUN
american_scientific_journal-12075	165	17	ann	ann	PROPN
american_scientific_journal-12075	165	18	with	with	ADP
american_scientific_journal-12075	165	19	high	high	ADJ
american_scientific_journal-12075	165	20	american	american	ADJ
american_scientific_journal-12075	165	21	academic	academic	ADJ
american_scientific_journal-12075	165	22	scientific	scientific	ADJ
american_scientific_journal-12075	165	23	research	research	NOUN
american_scientific_journal-12075	165	24	journal	journal	NOUN
american_scientific_journal-12075	165	25	for	for	ADP
american_scientific_journal-12075	165	26	engineering	engineering	NOUN
american_scientific_journal-12075	165	27	,	,	PUNCT
american_scientific_journal-12075	165	28	technology	technology	NOUN
american_scientific_journal-12075	165	29	,	,	PUNCT
american_scientific_journal-12075	165	30	and	and	CCONJ
american_scientific_journal-12075	165	31	sciences	science	NOUN
american_scientific_journal-12075	165	32	(	(	PUNCT
american_scientific_journal-12075	165	33	asrjets	asrjet	NOUN
american_scientific_journal-12075	165	34	)	)	PUNCT
american_scientific_journal-12075	165	35	volume	volume	NOUN
american_scientific_journal-12075	165	36	103	103	NUM
american_scientific_journal-12075	165	37	,	,	PUNCT
american_scientific_journal-12075	165	38	no	no	DET
american_scientific_journal-12075	165	39	1	1	NUM
american_scientific_journal-12075	165	40	,	,	PUNCT
american_scientific_journal-12075	165	41	pp	pp	ADV
american_scientific_journal-12075	165	42	268	268	NUM
american_scientific_journal-12075	165	43	-	-	SYM
american_scientific_journal-12075	165	44	289	289	NUM
american_scientific_journal-12075	165	45	282	282	NUM
american_scientific_journal-12075	165	46	accuracy	accuracy	NOUN
american_scientific_journal-12075	165	47	and	and	CCONJ
american_scientific_journal-12075	165	48	surpassing	surpass	VERB
american_scientific_journal-12075	165	49	traditional	traditional	ADJ
american_scientific_journal-12075	165	50	models	model	NOUN
american_scientific_journal-12075	165	51	like	like	ADP
american_scientific_journal-12075	165	52	cortn	cortn	NOUN
american_scientific_journal-12075	165	53	and	and	CCONJ
american_scientific_journal-12075	165	54	rls-90	rls-90	NOUN
american_scientific_journal-12075	165	55	.	.	PUNCT
american_scientific_journal-12075	166	1	the	the	DET
american_scientific_journal-12075	166	2	model	model	NOUN
american_scientific_journal-12075	166	3	,	,	PUNCT
american_scientific_journal-12075	166	4	tailored	tailor	VERB
american_scientific_journal-12075	166	5	to	to	ADP
american_scientific_journal-12075	166	6	nairobi	nairobi	PROPN
american_scientific_journal-12075	166	7	’s	’s	PART
american_scientific_journal-12075	166	8	traffic	traffic	NOUN
american_scientific_journal-12075	166	9	dynamics	dynamic	NOUN
american_scientific_journal-12075	166	10	,	,	PUNCT
american_scientific_journal-12075	166	11	is	be	AUX
american_scientific_journal-12075	166	12	deployed	deploy	VERB
american_scientific_journal-12075	166	13	on	on	ADP
american_scientific_journal-12075	166	14	a	a	DET
american_scientific_journal-12075	166	15	public	public	ADJ
american_scientific_journal-12075	166	16	web	web	NOUN
american_scientific_journal-12075	166	17	dashboard	dashboard	NOUN
american_scientific_journal-12075	166	18	,	,	PUNCT
american_scientific_journal-12075	166	19	enabling	enable	VERB
american_scientific_journal-12075	166	20	real	real	ADJ
american_scientific_journal-12075	166	21	-	-	PUNCT
american_scientific_journal-12075	166	22	time	time	NOUN
american_scientific_journal-12075	166	23	noise	noise	NOUN
american_scientific_journal-12075	166	24	monitoring	monitoring	NOUN
american_scientific_journal-12075	166	25	and	and	CCONJ
american_scientific_journal-12075	166	26	prediction	prediction	NOUN
american_scientific_journal-12075	166	27	and	and	CCONJ
american_scientific_journal-12075	166	28	citizen	citizen	NOUN
american_scientific_journal-12075	166	29	engagement	engagement	NOUN
american_scientific_journal-12075	166	30	.	.	PUNCT
american_scientific_journal-12075	167	1	the	the	DET
american_scientific_journal-12075	167	2	study	study	NOUN
american_scientific_journal-12075	167	3	recommends	recommend	VERB
american_scientific_journal-12075	167	4	including	include	VERB
american_scientific_journal-12075	167	5	real	real	ADJ
american_scientific_journal-12075	167	6	-	-	PUNCT
american_scientific_journal-12075	167	7	time	time	NOUN
american_scientific_journal-12075	167	8	data	datum	NOUN
american_scientific_journal-12075	167	9	integration	integration	NOUN
american_scientific_journal-12075	167	10	,	,	PUNCT
american_scientific_journal-12075	167	11	expanding	expand	VERB
american_scientific_journal-12075	167	12	input	input	NOUN
american_scientific_journal-12075	167	13	variables	variable	NOUN
american_scientific_journal-12075	167	14	such	such	ADJ
american_scientific_journal-12075	167	15	as	as	ADP
american_scientific_journal-12075	167	16	road	road	NOUN
american_scientific_journal-12075	167	17	surface	surface	NOUN
american_scientific_journal-12075	167	18	and	and	CCONJ
american_scientific_journal-12075	167	19	weather	weather	NOUN
american_scientific_journal-12075	167	20	,	,	PUNCT
american_scientific_journal-12075	167	21	and	and	CCONJ
american_scientific_journal-12075	167	22	collaboration	collaboration	NOUN
american_scientific_journal-12075	167	23	with	with	ADP
american_scientific_journal-12075	167	24	traffic	traffic	NOUN
american_scientific_journal-12075	167	25	authorities	authority	NOUN
american_scientific_journal-12075	167	26	to	to	PART
american_scientific_journal-12075	167	27	enhance	enhance	VERB
american_scientific_journal-12075	167	28	urban	urban	ADJ
american_scientific_journal-12075	167	29	noise	noise	NOUN
american_scientific_journal-12075	167	30	management	management	NOUN
american_scientific_journal-12075	167	31	.	.	PUNCT
american_scientific_journal-12075	168	1	this	this	DET
american_scientific_journal-12075	168	2	pioneering	pioneer	VERB
american_scientific_journal-12075	168	3	model	model	NOUN
american_scientific_journal-12075	168	4	sets	set	VERB
american_scientific_journal-12075	168	5	a	a	DET
american_scientific_journal-12075	168	6	baseline	baseline	NOUN
american_scientific_journal-12075	168	7	for	for	ADP
american_scientific_journal-12075	168	8	smart	smart	ADJ
american_scientific_journal-12075	168	9	noise	noise	NOUN
american_scientific_journal-12075	168	10	prediction	prediction	NOUN
american_scientific_journal-12075	168	11	in	in	ADP
american_scientific_journal-12075	168	12	african	african	ADJ
american_scientific_journal-12075	168	13	cities	city	NOUN
american_scientific_journal-12075	168	14	,	,	PUNCT
american_scientific_journal-12075	168	15	with	with	ADP
american_scientific_journal-12075	168	16	the	the	DET
american_scientific_journal-12075	168	17	potential	potential	NOUN
american_scientific_journal-12075	168	18	for	for	ADP
american_scientific_journal-12075	168	19	broader	broad	ADJ
american_scientific_journal-12075	168	20	application	application	NOUN
american_scientific_journal-12075	168	21	.	.	PUNCT
american_scientific_journal-12075	169	1	references	reference	NOUN
american_scientific_journal-12075	169	2	[	[	X
american_scientific_journal-12075	169	3	1	1	NUM
american_scientific_journal-12075	169	4	]	]	PUNCT
american_scientific_journal-12075	169	5	world	world	PROPN
american_scientific_journal-12075	169	6	health	health	NOUN
american_scientific_journal-12075	169	7	organization	organization	NOUN
american_scientific_journal-12075	169	8	,	,	PUNCT
american_scientific_journal-12075	169	9	2018	2018	NUM
american_scientific_journal-12075	169	10	.	.	PUNCT
american_scientific_journal-12075	170	1	environmental	environmental	ADJ
american_scientific_journal-12075	170	2	noise	noise	NOUN
american_scientific_journal-12075	170	3	guidelines	guideline	NOUN
american_scientific_journal-12075	170	4	for	for	ADP
american_scientific_journal-12075	170	5	the	the	DET
american_scientific_journal-12075	170	6	european	european	PROPN
american_scientific_journal-12075	170	7	region	region	PROPN
american_scientific_journal-12075	170	8	.	.	PUNCT
american_scientific_journal-12075	171	1	world	world	PROPN
american_scientific_journal-12075	171	2	health	health	PROPN
american_scientific_journal-12075	171	3	organization	organization	NOUN
american_scientific_journal-12075	171	4	.	.	PUNCT
american_scientific_journal-12075	172	1	[	[	X
american_scientific_journal-12075	172	2	2	2	NUM
american_scientific_journal-12075	172	3	]	]	X
american_scientific_journal-12075	172	4	begam	begam	NOUN
american_scientific_journal-12075	172	5	,	,	PUNCT
american_scientific_journal-12075	172	6	nazia	nazia	PROPN
american_scientific_journal-12075	172	7	&	&	CCONJ
american_scientific_journal-12075	172	8	bashar	bashar	PROPN
american_scientific_journal-12075	172	9	,	,	PUNCT
american_scientific_journal-12075	172	10	abu	abu	PROPN
american_scientific_journal-12075	172	11	.	.	PUNCT
american_scientific_journal-12075	173	1	(	(	PUNCT
american_scientific_journal-12075	173	2	2020	2020	NUM
american_scientific_journal-12075	173	3	)	)	PUNCT
american_scientific_journal-12075	173	4	.	.	PUNCT
american_scientific_journal-12075	174	1	auditory	auditory	ADJ
american_scientific_journal-12075	174	2	effects	effect	NOUN
american_scientific_journal-12075	174	3	and	and	CCONJ
american_scientific_journal-12075	174	4	consequences	consequence	NOUN
american_scientific_journal-12075	174	5	of	of	ADP
american_scientific_journal-12075	174	6	noise	noise	NOUN
american_scientific_journal-12075	174	7	pollution	pollution	NOUN
american_scientific_journal-12075	174	8	in	in	ADP
american_scientific_journal-12075	174	9	humans	human	NOUN
american_scientific_journal-12075	174	10	:	:	PUNCT
american_scientific_journal-12075	174	11	a	a	DET
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american_scientific_journal-12075	174	13	review	review	NOUN
american_scientific_journal-12075	174	14	.	.	PUNCT
american_scientific_journal-12075	175	1	journal	journal	PROPN
american_scientific_journal-12075	175	2	of	of	ADP
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american_scientific_journal-12075	175	4	medicine	medicine	PROPN
american_scientific_journal-12075	175	5	&	&	CCONJ
american_scientific_journal-12075	175	6	community	community	NOUN
american_scientific_journal-12075	175	7	health	health	NOUN
american_scientific_journal-12075	175	8	.	.	PUNCT
american_scientific_journal-12075	176	1	[	[	X
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american_scientific_journal-12075	176	3	]	]	PUNCT
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american_scientific_journal-12075	176	6	,	,	PUNCT
american_scientific_journal-12075	176	7	and	and	CCONJ
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american_scientific_journal-12075	176	10	(	(	PUNCT
american_scientific_journal-12075	176	11	2003	2003	NUM
american_scientific_journal-12075	176	12	)	)	PUNCT
american_scientific_journal-12075	176	13	.	.	PUNCT
american_scientific_journal-12075	177	1	noise	noise	NOUN
american_scientific_journal-12075	177	2	pollution	pollution	NOUN
american_scientific_journal-12075	177	3	:	:	PUNCT
american_scientific_journal-12075	177	4	non	non	ADJ
american_scientific_journal-12075	177	5	-	-	ADJ
american_scientific_journal-12075	177	6	auditory	auditory	ADJ
american_scientific_journal-12075	177	7	effects	effect	NOUN
american_scientific_journal-12075	177	8	on	on	ADP
american_scientific_journal-12075	177	9	health	health	NOUN
american_scientific_journal-12075	177	10	.	.	PUNCT
american_scientific_journal-12075	178	1	br	br	PROPN
american_scientific_journal-12075	178	2	med	med	ADJ
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american_scientific_journal-12075	178	4	.	.	PUNCT
american_scientific_journal-12075	179	1	2003	2003	NUM
american_scientific_journal-12075	179	2	;	;	PUNCT
american_scientific_journal-12075	179	3	68:243	68:243	NUM
american_scientific_journal-12075	179	4	-	-	SYM
american_scientific_journal-12075	179	5	57	57	NUM
american_scientific_journal-12075	179	6	.	.	PUNCT
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american_scientific_journal-12075	180	2	:	:	PUNCT
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american_scientific_journal-12075	180	4	/	/	SYM
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american_scientific_journal-12075	180	6	/	/	SYM
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american_scientific_journal-12075	180	8	.	.	PUNCT
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american_scientific_journal-12075	181	2	:	:	PUNCT
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american_scientific_journal-12075	181	4	.	.	PUNCT
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american_scientific_journal-12075	182	3	]	]	SYM
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american_scientific_journal-12075	182	5	antonio	antonio	PROPN
american_scientific_journal-12075	182	6	,	,	PUNCT
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american_scientific_journal-12075	182	8	guarnaccia	guarnaccia	PROPN
american_scientific_journal-12075	182	9	,	,	PUNCT
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american_scientific_journal-12075	182	12	,	,	PUNCT
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american_scientific_journal-12075	182	14	fernandes	fernandes	PROPN
american_scientific_journal-12075	182	15	,	,	PUNCT
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american_scientific_journal-12075	182	19	,	,	PUNCT
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american_scientific_journal-12075	182	22	,	,	PUNCT
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american_scientific_journal-12075	182	26	,	,	PUNCT
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american_scientific_journal-12075	182	30	.	.	PUNCT
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american_scientific_journal-12075	183	2	traffic	traffic	NOUN
american_scientific_journal-12075	183	3	noise	noise	NOUN
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american_scientific_journal-12075	183	5	in	in	ADP
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american_scientific_journal-12075	183	9	:	:	PUNCT
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american_scientific_journal-12075	183	13	-	-	PUNCT
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american_scientific_journal-12075	183	21	:	:	PUNCT
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american_scientific_journal-12075	183	25	,	,	PUNCT
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american_scientific_journal-12075	183	28	,	,	PUNCT
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american_scientific_journal-12075	183	31	-	-	SYM
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american_scientific_journal-12075	183	33	,	,	PUNCT
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american_scientific_journal-12075	183	35	.	.	PUNCT
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american_scientific_journal-12075	184	5	,	,	PUNCT
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american_scientific_journal-12075	184	8	and	and	CCONJ
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american_scientific_journal-12075	184	17	,	,	PUNCT
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american_scientific_journal-12075	184	24	:	:	PUNCT
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american_scientific_journal-12075	184	31	,	,	PUNCT
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american_scientific_journal-12075	184	33	.	.	PROPN
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american_scientific_journal-12075	184	35	,	,	PUNCT
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american_scientific_journal-12075	184	38	1	1	NUM
american_scientific_journal-12075	184	39	,	,	PUNCT
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american_scientific_journal-12075	186	26	:	:	PUNCT
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american_scientific_journal-12075	187	1	13619209,https://doi.org/10.1016	13619209,https://doi.org/10.1016	NUM
american_scientific_journal-12075	187	2	/	/	SYM
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american_scientific_journal-12075	190	2	science	science	NOUN
american_scientific_journal-12075	190	3	,	,	PUNCT
american_scientific_journal-12075	190	4	10	10	NUM
american_scientific_journal-12075	190	5	july	july	PROPN
american_scientific_journal-12075	190	6	2016	2016	NUM
american_scientific_journal-12075	190	7	,	,	PUNCT
american_scientific_journal-12075	190	8	vol	vol	NOUN
american_scientific_journal-12075	190	9	.	.	NOUN
american_scientific_journal-12075	190	10	111	111	NUM
american_scientific_journal-12075	190	11	,	,	PUNCT
american_scientific_journal-12075	190	12	no	no	INTJ
american_scientific_journal-12075	190	13	.	.	NOUN
american_scientific_journal-12075	190	14	1	1	NUM
american_scientific_journal-12075	190	15	(	(	PUNCT
american_scientific_journal-12075	190	16	10	10	NUM
american_scientific_journal-12075	190	17	july	july	PROPN
american_scientific_journal-12075	190	18	2016	2016	NUM
american_scientific_journal-12075	190	19	)	)	PUNCT
american_scientific_journal-12075	190	20	,	,	PUNCT
american_scientific_journal-12075	190	21	pp	pp	PROPN
american_scientific_journal-12075	190	22	.	.	PUNCT
american_scientific_journal-12075	191	1	29	29	NUM
american_scientific_journal-12075	191	2	-	-	SYM
american_scientific_journal-12075	191	3	38	38	NUM
american_scientific_journal-12075	191	4	[	[	NOUN
american_scientific_journal-12075	191	5	8	8	NUM
american_scientific_journal-12075	191	6	]	]	X
american_scientific_journal-12075	191	7	narendra	narendra	PROPN
american_scientific_journal-12075	191	8	,	,	PUNCT
american_scientific_journal-12075	191	9	s.	s.	PROPN
american_scientific_journal-12075	191	10	;	;	PUNCT
american_scientific_journal-12075	191	11	davar	davar	PROPN
american_scientific_journal-12075	191	12	,	,	PUNCT
american_scientific_journal-12075	191	13	s.c	s.c	PROPN
american_scientific_journal-12075	191	14	(	(	PUNCT
american_scientific_journal-12075	191	15	2004	2004	NUM
american_scientific_journal-12075	191	16	)	)	PUNCT
american_scientific_journal-12075	191	17	.	.	PUNCT
american_scientific_journal-12075	192	1	noise	noise	NOUN
american_scientific_journal-12075	192	2	pollution	pollution	NOUN
american_scientific_journal-12075	192	3	-	-	PUNCT
american_scientific_journal-12075	192	4	sources	source	NOUN
american_scientific_journal-12075	192	5	,	,	PUNCT
american_scientific_journal-12075	192	6	effects	effect	NOUN
american_scientific_journal-12075	192	7	and	and	CCONJ
american_scientific_journal-12075	192	8	control	control	NOUN
american_scientific_journal-12075	192	9	.	.	PUNCT
american_scientific_journal-12075	193	1	j.	j.	PROPN
american_scientific_journal-12075	193	2	hum	hum	PROPN
american_scientific_journal-12075	193	3	.	.	PUNCT
american_scientific_journal-12075	194	1	ecol	ecol	PROPN
american_scientific_journal-12075	194	2	.	.	PUNCT
american_scientific_journal-12075	195	1	2004	2004	NUM
american_scientific_journal-12075	195	2	,	,	PUNCT
american_scientific_journal-12075	195	3	16	16	NUM
american_scientific_journal-12075	195	4	,	,	PUNCT
american_scientific_journal-12075	195	5	181	181	NUM
american_scientific_journal-12075	195	6	–	–	PUNCT
american_scientific_journal-12075	195	7	[	[	X
american_scientific_journal-12075	195	8	9	9	NUM
american_scientific_journal-12075	195	9	]	]	X
american_scientific_journal-12075	195	10	atilade	atilade	NOUN
american_scientific_journal-12075	195	11	,	,	PUNCT
american_scientific_journal-12075	195	12	a.	a.	NOUN
american_scientific_journal-12075	195	13	,	,	PUNCT
american_scientific_journal-12075	195	14	coker	coker	NOUN
american_scientific_journal-12075	195	15	,	,	PUNCT
american_scientific_journal-12075	195	16	j.	j.	PROPN
american_scientific_journal-12075	195	17	,	,	PUNCT
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american_scientific_journal-12075	195	19	,	,	PUNCT
american_scientific_journal-12075	195	20	i.	i.	PROPN
american_scientific_journal-12075	195	21	,	,	PUNCT
american_scientific_journal-12075	195	22	&	&	CCONJ
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american_scientific_journal-12075	195	24	,	,	PUNCT
american_scientific_journal-12075	195	25	r.	r.	PROPN
american_scientific_journal-12075	195	26	(	(	PUNCT
american_scientific_journal-12075	195	27	2020	2020	NUM
american_scientific_journal-12075	195	28	)	)	PUNCT
american_scientific_journal-12075	195	29	.	.	PUNCT
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american_scientific_journal-12075	196	2	and	and	CCONJ
american_scientific_journal-12075	196	3	analysis	analysis	NOUN
american_scientific_journal-12075	196	4	of	of	ADP
american_scientific_journal-12075	196	5	traffic	traffic	NOUN
american_scientific_journal-12075	196	6	noise	noise	NOUN
american_scientific_journal-12075	196	7	in	in	ADP
american_scientific_journal-12075	196	8	lagos	lagos	NOUN
american_scientific_journal-12075	196	9	state	state	NOUN
american_scientific_journal-12075	196	10	polytechnic	polytechnic	ADJ
american_scientific_journal-12075	196	11	,	,	PUNCT
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american_scientific_journal-12075	196	13	,	,	PUNCT
american_scientific_journal-12075	196	14	lagos	lagos	NOUN
american_scientific_journal-12075	196	15	state	state	NOUN
american_scientific_journal-12075	196	16	,	,	PUNCT
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american_scientific_journal-12075	196	18	.	.	PUNCT
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american_scientific_journal-12075	197	5	,	,	PUNCT
american_scientific_journal-12075	197	6	28	28	NUM
american_scientific_journal-12075	197	7	,	,	PUNCT
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american_scientific_journal-12075	197	9	.	.	PUNCT
american_scientific_journal-12075	198	1	[	[	X
american_scientific_journal-12075	198	2	10	10	NUM
american_scientific_journal-12075	198	3	]	]	X
american_scientific_journal-12075	198	4	clark	clark	PROPN
american_scientific_journal-12075	198	5	,	,	PUNCT
american_scientific_journal-12075	198	6	s.	s.	PROPN
american_scientific_journal-12075	198	7	n.	n.	PROPN
american_scientific_journal-12075	198	8	,	,	PUNCT
american_scientific_journal-12075	198	9	alli	alli	PROPN
american_scientific_journal-12075	198	10	,	,	PUNCT
american_scientific_journal-12075	198	11	a.	a.	PROPN
american_scientific_journal-12075	198	12	s.	s.	PROPN
american_scientific_journal-12075	198	13	,	,	PUNCT
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american_scientific_journal-12075	198	15	,	,	PUNCT
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american_scientific_journal-12075	198	17	,	,	PUNCT
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american_scientific_journal-12075	198	19	,	,	PUNCT
american_scientific_journal-12075	198	20	m.	m.	NOUN
american_scientific_journal-12075	198	21	,	,	PUNCT
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american_scientific_journal-12075	198	23	,	,	PUNCT
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american_scientific_journal-12075	198	26	,	,	PUNCT
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american_scientific_journal-12075	198	28	,	,	PUNCT
american_scientific_journal-12075	198	29	j.	j.	PROPN
american_scientific_journal-12075	198	30	,	,	PUNCT
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american_scientific_journal-12075	198	32	,	,	PUNCT
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american_scientific_journal-12075	198	35	,	,	PUNCT
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american_scientific_journal-12075	198	37	,	,	PUNCT
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american_scientific_journal-12075	198	39	,	,	PUNCT
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american_scientific_journal-12075	198	41	,	,	PUNCT
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american_scientific_journal-12075	198	43	,	,	PUNCT
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american_scientific_journal-12075	198	45	,	,	PUNCT
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american_scientific_journal-12075	198	47	,	,	PUNCT
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american_scientific_journal-12075	198	49	-	-	PUNCT
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american_scientific_journal-12075	198	51	,	,	PUNCT
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american_scientific_journal-12075	198	53	,	,	PUNCT
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american_scientific_journal-12075	198	55	,	,	PUNCT
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american_scientific_journal-12075	198	57	,	,	PUNCT
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american_scientific_journal-12075	198	59	,	,	PUNCT
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american_scientific_journal-12075	198	61	,	,	PUNCT
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american_scientific_journal-12075	198	63	,	,	PUNCT
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american_scientific_journal-12075	198	65	,	,	PUNCT
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american_scientific_journal-12075	198	67	,	,	PUNCT
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american_scientific_journal-12075	198	70	,	,	PUNCT
american_scientific_journal-12075	198	71	&	&	CCONJ
american_scientific_journal-12075	198	72	arku	arku	PROPN
american_scientific_journal-12075	198	73	,	,	PUNCT
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american_scientific_journal-12075	198	77	2022	2022	NUM
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american_scientific_journal-12075	198	79	.	.	PUNCT
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american_scientific_journal-12075	199	3	and	and	CCONJ
american_scientific_journal-12075	199	4	inequalities	inequality	NOUN
american_scientific_journal-12075	199	5	of	of	ADP
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american_scientific_journal-12075	199	7	noise	noise	NOUN
american_scientific_journal-12075	199	8	in	in	ADP
american_scientific_journal-12075	199	9	accra	accra	NOUN
american_scientific_journal-12075	199	10	,	,	PUNCT
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american_scientific_journal-12075	199	12	.	.	PUNCT
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american_scientific_journal-12075	200	2	research	research	NOUN
american_scientific_journal-12075	200	3	,	,	PUNCT
american_scientific_journal-12075	200	4	214(pt	214(pt	NOUN
american_scientific_journal-12075	200	5	2	2	NUM
american_scientific_journal-12075	200	6	)	)	PUNCT
american_scientific_journal-12075	200	7	,	,	PUNCT
american_scientific_journal-12075	200	8	113932	113932	NUM
american_scientific_journal-12075	200	9	.	.	PUNCT
american_scientific_journal-12075	201	1	https://doi.org/10.1016/j.envres.2022.113932	https://doi.org/10.1016/j.envres.2022.113932	VERB
american_scientific_journal-12075	201	2	[	[	X
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american_scientific_journal-12075	201	4	]	]	PUNCT
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american_scientific_journal-12075	201	6	lf	lf	PROPN
american_scientific_journal-12075	201	7	,	,	PUNCT
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american_scientific_journal-12075	201	9	s	s	PART
american_scientific_journal-12075	201	10	,	,	PUNCT
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american_scientific_journal-12075	201	13	cardiovascular	cardiovascular	ADJ
american_scientific_journal-12075	201	14	health	health	NOUN
american_scientific_journal-12075	201	15	,	,	PUNCT
american_scientific_journal-12075	201	16	traffic	traffic	NOUN
american_scientific_journal-12075	201	17	-	-	PUNCT
american_scientific_journal-12075	201	18	related	relate	VERB
american_scientific_journal-12075	201	19	air	air	NOUN
american_scientific_journal-12075	201	20	pollution	pollution	NOUN
american_scientific_journal-12075	201	21	and	and	CCONJ
american_scientific_journal-12075	201	22	noise	noise	NOUN
american_scientific_journal-12075	201	23	:	:	PUNCT
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american_scientific_journal-12075	201	28	?	?	PUNCT
american_scientific_journal-12075	202	1	a	a	DET
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american_scientific_journal-12075	202	3	review	review	NOUN
american_scientific_journal-12075	202	4	.	.	PUNCT
american_scientific_journal-12075	203	1	int	int	NOUN
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american_scientific_journal-12075	203	5	.	.	PUNCT
american_scientific_journal-12075	204	1	2013	2013	NUM
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american_scientific_journal-12075	205	2	-	-	SYM
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american_scientific_journal-12075	205	4	.	.	PUNCT
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american_scientific_journal-12075	206	4	/	/	SYM
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american_scientific_journal-12075	206	6	-	-	PUNCT
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american_scientific_journal-12075	206	8	-	-	PUNCT
american_scientific_journal-12075	206	9	0489	0489	NUM
american_scientific_journal-12075	206	10	-	-	PUNCT
american_scientific_journal-12075	206	11	7	7	NUM
american_scientific_journal-12075	206	12	.	.	PUNCT
american_scientific_journal-12075	207	1	epub	epub	PROPN
american_scientific_journal-12075	207	2	2013	2013	NUM
american_scientific_journal-12075	207	3	jul	jul	PROPN
american_scientific_journal-12075	207	4	26	26	NUM
american_scientific_journal-12075	207	5	.	.	PUNCT
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american_scientific_journal-12075	208	2	:	:	PUNCT
american_scientific_journal-12075	208	3	23887610	23887610	NUM
american_scientific_journal-12075	208	4	;	;	PUNCT
american_scientific_journal-12075	208	5	pmcid	pmcid	NOUN
american_scientific_journal-12075	208	6	:	:	PUNCT
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american_scientific_journal-12075	208	8	.	.	PUNCT
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american_scientific_journal-12075	209	5	,	,	PUNCT
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american_scientific_journal-12075	209	7	,	,	PUNCT
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american_scientific_journal-12075	209	9	,	,	PUNCT
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american_scientific_journal-12075	209	11	,	,	PUNCT
american_scientific_journal-12075	209	12	&	&	CCONJ
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american_scientific_journal-12075	209	14	,	,	PUNCT
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american_scientific_journal-12075	209	16	(	(	PUNCT
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american_scientific_journal-12075	209	19	.	.	PUNCT
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american_scientific_journal-12075	210	5	using	use	VERB
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american_scientific_journal-12075	210	9	models	model	NOUN
american_scientific_journal-12075	210	10	.	.	PUNCT
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american_scientific_journal-12075	211	5	,	,	PUNCT
american_scientific_journal-12075	211	6	350	350	NUM
american_scientific_journal-12075	211	7	,	,	PUNCT
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american_scientific_journal-12075	211	9	.	.	PUNCT
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american_scientific_journal-12075	212	5	,	,	PUNCT
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american_scientific_journal-12075	212	7	,	,	PUNCT
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american_scientific_journal-12075	212	13	,	,	PUNCT
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american_scientific_journal-12075	212	16	,	,	PUNCT
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american_scientific_journal-12075	212	18	.	.	PUNCT
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american_scientific_journal-12075	213	3	-	-	PUNCT
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american_scientific_journal-12075	213	11	https://doi.org/10.1016/j.envres.2022.113932	https://doi.org/10.1016/j.envres.2022.113932	VERB
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american_scientific_journal-12075	213	14	scientific	scientific	ADJ
american_scientific_journal-12075	213	15	research	research	NOUN
american_scientific_journal-12075	213	16	journal	journal	NOUN
american_scientific_journal-12075	213	17	for	for	ADP
american_scientific_journal-12075	213	18	engineering	engineering	NOUN
american_scientific_journal-12075	213	19	,	,	PUNCT
american_scientific_journal-12075	213	20	technology	technology	NOUN
american_scientific_journal-12075	213	21	,	,	PUNCT
american_scientific_journal-12075	213	22	and	and	CCONJ
american_scientific_journal-12075	213	23	sciences	science	NOUN
american_scientific_journal-12075	213	24	(	(	PUNCT
american_scientific_journal-12075	213	25	asrjets	asrjet	NOUN
american_scientific_journal-12075	213	26	)	)	PUNCT
american_scientific_journal-12075	213	27	volume	volume	NOUN
american_scientific_journal-12075	213	28	103	103	NUM
american_scientific_journal-12075	213	29	,	,	PUNCT
american_scientific_journal-12075	213	30	no	no	DET
american_scientific_journal-12075	213	31	1	1	NUM
american_scientific_journal-12075	213	32	,	,	PUNCT
american_scientific_journal-12075	213	33	pp	pp	ADV
american_scientific_journal-12075	213	34	268	268	NUM
american_scientific_journal-12075	213	35	-	-	SYM
american_scientific_journal-12075	213	36	289	289	NUM
american_scientific_journal-12075	213	37	283	283	NUM
american_scientific_journal-12075	213	38	road	road	NOUN
american_scientific_journal-12075	213	39	traffic	traffic	NOUN
american_scientific_journal-12075	213	40	noise	noise	NOUN
american_scientific_journal-12075	213	41	.	.	PUNCT
american_scientific_journal-12075	214	1	appl	appl	PROPN
american_scientific_journal-12075	214	2	.	.	PUNCT
american_scientific_journal-12075	215	1	acoust	acoust	PROPN
american_scientific_journal-12075	215	2	.	.	PUNCT
american_scientific_journal-12075	216	1	157	157	NUM
american_scientific_journal-12075	216	2	,	,	PUNCT
american_scientific_journal-12075	216	3	107000	107000	NUM
american_scientific_journal-12075	216	4	.	.	PUNCT
american_scientific_journal-12075	217	1	[	[	X
american_scientific_journal-12075	217	2	14	14	NUM
american_scientific_journal-12075	217	3	]	]	X
american_scientific_journal-12075	217	4	acosta	acosta	PROPN
american_scientific_journal-12075	217	5	,	,	PUNCT
american_scientific_journal-12075	217	6	ó	ó	PROPN
american_scientific_journal-12075	217	7	.	.	PROPN
american_scientific_journal-12075	217	8	,	,	PUNCT
american_scientific_journal-12075	217	9	montenegro	montenegro	PROPN
american_scientific_journal-12075	217	10	,	,	PUNCT
american_scientific_journal-12075	217	11	c.	c.	PROPN
american_scientific_journal-12075	217	12	,	,	PUNCT
american_scientific_journal-12075	217	13	gonzález	gonzález	PROPN
american_scientific_journal-12075	217	14	crespo	crespo	PROPN
american_scientific_journal-12075	217	15	,	,	PUNCT
american_scientific_journal-12075	217	16	r.	r.	PROPN
american_scientific_journal-12075	217	17	,	,	PUNCT
american_scientific_journal-12075	217	18	2024	2024	NUM
american_scientific_journal-12075	217	19	.	.	PUNCT
american_scientific_journal-12075	218	1	road	road	NOUN
american_scientific_journal-12075	218	2	traffic	traffic	NOUN
american_scientific_journal-12075	218	3	noise	noise	NOUN
american_scientific_journal-12075	218	4	prediction	prediction	NOUN
american_scientific_journal-12075	218	5	model	model	NOUN
american_scientific_journal-12075	218	6	based	base	VERB
american_scientific_journal-12075	218	7	on	on	ADP
american_scientific_journal-12075	218	8	artificial	artificial	ADJ
american_scientific_journal-12075	218	9	neural	neural	ADJ
american_scientific_journal-12075	218	10	networks	network	NOUN
american_scientific_journal-12075	218	11	.	.	PUNCT
american_scientific_journal-12075	219	1	heliyon	heliyon	NOUN
american_scientific_journal-12075	219	2	10	10	NUM
american_scientific_journal-12075	219	3	,	,	PUNCT
american_scientific_journal-12075	219	4	e36484	e36484	NOUN
american_scientific_journal-12075	219	5	.	.	PUNCT
american_scientific_journal-12075	220	1	https://doi.org/10.1016/j.heliyon.2024.e36484	https://doi.org/10.1016/j.heliyon.2024.e36484	NOUN
american_scientific_journal-12075	220	2	.	.	PUNCT
american_scientific_journal-12075	221	1	[	[	X
american_scientific_journal-12075	221	2	15	15	NUM
american_scientific_journal-12075	221	3	]	]	X
american_scientific_journal-12075	221	4	sharma	sharma	PROPN
american_scientific_journal-12075	221	5	,	,	PUNCT
american_scientific_journal-12075	221	6	a.	a.	NOUN
american_scientific_journal-12075	221	7	,	,	PUNCT
american_scientific_journal-12075	221	8	vijay	vijay	NOUN
american_scientific_journal-12075	221	9	,	,	PUNCT
american_scientific_journal-12075	221	10	r.	r.	PROPN
american_scientific_journal-12075	221	11	,	,	PUNCT
american_scientific_journal-12075	221	12	&	&	CCONJ
american_scientific_journal-12075	221	13	sohony	sohony	PROPN
american_scientific_journal-12075	221	14	,	,	PUNCT
american_scientific_journal-12075	221	15	r.	r.	PROPN
american_scientific_journal-12075	221	16	a.	a.	PROPN
american_scientific_journal-12075	221	17	(	(	PUNCT
american_scientific_journal-12075	221	18	2022	2022	NUM
american_scientific_journal-12075	221	19	)	)	PUNCT
american_scientific_journal-12075	221	20	.	.	PUNCT
american_scientific_journal-12075	222	1	application	application	NOUN
american_scientific_journal-12075	222	2	of	of	ADP
american_scientific_journal-12075	222	3	machine	machine	NOUN
american_scientific_journal-12075	222	4	learning	learn	VERB
american_scientific_journal-12075	222	5	techniques	technique	NOUN
american_scientific_journal-12075	222	6	for	for	ADP
american_scientific_journal-12075	222	7	predicting	predict	VERB
american_scientific_journal-12075	222	8	road	road	NOUN
american_scientific_journal-12075	222	9	traffic	traffic	NOUN
american_scientific_journal-12075	222	10	noise	noise	NOUN
american_scientific_journal-12075	222	11	.	.	PUNCT
american_scientific_journal-12075	223	1	environmental	environmental	ADJ
american_scientific_journal-12075	223	2	monitoring	monitoring	NOUN
american_scientific_journal-12075	223	3	and	and	CCONJ
american_scientific_journal-12075	223	4	assessment	assessment	NOUN
american_scientific_journal-12075	223	5	,	,	PUNCT
american_scientific_journal-12075	223	6	194(3	194(3	NUM
american_scientific_journal-12075	223	7	)	)	PUNCT
american_scientific_journal-12075	223	8	,	,	PUNCT
american_scientific_journal-12075	223	9	189	189	NUM
american_scientific_journal-12075	223	10	.	.	PUNCT
american_scientific_journal-12075	224	1	[	[	X
american_scientific_journal-12075	224	2	16	16	NUM
american_scientific_journal-12075	224	3	]	]	X
american_scientific_journal-12075	224	4	lee	lee	PROPN
american_scientific_journal-12075	224	5	,	,	PUNCT
american_scientific_journal-12075	224	6	j.	j.	PROPN
american_scientific_journal-12075	224	7	,	,	PUNCT
american_scientific_journal-12075	224	8	lee	lee	PROPN
american_scientific_journal-12075	224	9	,	,	PUNCT
american_scientific_journal-12075	224	10	j.	j.	PROPN
american_scientific_journal-12075	224	11	,	,	PUNCT
american_scientific_journal-12075	224	12	&	&	CCONJ
american_scientific_journal-12075	224	13	kim	kim	PROPN
american_scientific_journal-12075	224	14	,	,	PUNCT
american_scientific_journal-12075	224	15	j.	j.	PROPN
american_scientific_journal-12075	224	16	(	(	PUNCT
american_scientific_journal-12075	224	17	2023	2023	NUM
american_scientific_journal-12075	224	18	)	)	PUNCT
american_scientific_journal-12075	224	19	.	.	PUNCT
american_scientific_journal-12075	225	1	deep	deep	ADJ
american_scientific_journal-12075	225	2	learning	learning	NOUN
american_scientific_journal-12075	225	3	-	-	PUNCT
american_scientific_journal-12075	225	4	based	base	VERB
american_scientific_journal-12075	225	5	traffic	traffic	NOUN
american_scientific_journal-12075	225	6	noise	noise	NOUN
american_scientific_journal-12075	225	7	prediction	prediction	NOUN
american_scientific_journal-12075	225	8	in	in	ADP
american_scientific_journal-12075	225	9	urban	urban	ADJ
american_scientific_journal-12075	225	10	environments	environment	NOUN
american_scientific_journal-12075	225	11	.	.	PUNCT
american_scientific_journal-12075	226	1	applied	apply	VERB
american_scientific_journal-12075	226	2	acoustics	acoustic	NOUN
american_scientific_journal-12075	226	3	,	,	PUNCT
american_scientific_journal-12075	226	4	201	201	NUM
american_scientific_journal-12075	226	5	,	,	PUNCT
american_scientific_journal-12075	226	6	109090	109090	NUM
american_scientific_journal-12075	226	7	.	.	PUNCT
american_scientific_journal-12075	227	1	[	[	X
american_scientific_journal-12075	227	2	17	17	NUM
american_scientific_journal-12075	227	3	]	]	X
american_scientific_journal-12075	227	4	kumar	kumar	PROPN
american_scientific_journal-12075	227	5	,	,	PUNCT
american_scientific_journal-12075	227	6	p.	p.	PROPN
american_scientific_journal-12075	227	7	,	,	PUNCT
american_scientific_journal-12075	227	8	nigam	nigam	PROPN
american_scientific_journal-12075	227	9	,	,	PUNCT
american_scientific_journal-12075	227	10	s.	s.	PROPN
american_scientific_journal-12075	227	11	p.	p.	PROPN
american_scientific_journal-12075	227	12	,	,	PUNCT
american_scientific_journal-12075	227	13	&	&	CCONJ
american_scientific_journal-12075	227	14	kumar	kumar	PROPN
american_scientific_journal-12075	227	15	,	,	PUNCT
american_scientific_journal-12075	227	16	n.	n.	PROPN
american_scientific_journal-12075	227	17	(	(	PUNCT
american_scientific_journal-12075	227	18	2021	2021	NUM
american_scientific_journal-12075	227	19	)	)	PUNCT
american_scientific_journal-12075	227	20	.	.	PUNCT
american_scientific_journal-12075	228	1	vehicular	vehicular	ADJ
american_scientific_journal-12075	228	2	traffic	traffic	NOUN
american_scientific_journal-12075	228	3	noise	noise	NOUN
american_scientific_journal-12075	228	4	modeling	modeling	NOUN
american_scientific_journal-12075	228	5	using	use	VERB
american_scientific_journal-12075	228	6	artificial	artificial	ADJ
american_scientific_journal-12075	228	7	neural	neural	ADJ
american_scientific_journal-12075	228	8	network	network	NOUN
american_scientific_journal-12075	228	9	approach	approach	NOUN
american_scientific_journal-12075	228	10	.	.	PUNCT
american_scientific_journal-12075	229	1	transportation	transportation	NOUN
american_scientific_journal-12075	229	2	research	research	NOUN
american_scientific_journal-12075	229	3	part	part	NOUN
american_scientific_journal-12075	229	4	d	d	NOUN
american_scientific_journal-12075	229	5	:	:	PUNCT
american_scientific_journal-12075	229	6	transport	transport	NOUN
american_scientific_journal-12075	229	7	and	and	CCONJ
american_scientific_journal-12075	229	8	environment	environment	NOUN
american_scientific_journal-12075	229	9	,	,	PUNCT
american_scientific_journal-12075	229	10	92	92	NUM
american_scientific_journal-12075	229	11	,	,	PUNCT
american_scientific_journal-12075	229	12	102716	102716	NUM
american_scientific_journal-12075	229	13	.	.	PUNCT
american_scientific_journal-12075	230	1	[	[	X
american_scientific_journal-12075	230	2	18	18	NUM
american_scientific_journal-12075	230	3	]	]	SYM
american_scientific_journal-12075	230	4	debnath	debnath	NOUN
american_scientific_journal-12075	230	5	,	,	PUNCT
american_scientific_journal-12075	230	6	a.	a.	NOUN
american_scientific_journal-12075	230	7	,	,	PUNCT
american_scientific_journal-12075	230	8	singh	singh	PROPN
american_scientific_journal-12075	230	9	,	,	PUNCT
american_scientific_journal-12075	230	10	p.	p.	PROPN
american_scientific_journal-12075	230	11	k.	k.	PROPN
american_scientific_journal-12075	230	12	,	,	PUNCT
american_scientific_journal-12075	230	13	&	&	CCONJ
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american_scientific_journal-12075	230	15	,	,	PUNCT
american_scientific_journal-12075	230	16	s.	s.	PROPN
american_scientific_journal-12075	230	17	(	(	PUNCT
american_scientific_journal-12075	230	18	2022	2022	NUM
american_scientific_journal-12075	230	19	)	)	PUNCT
american_scientific_journal-12075	230	20	.	.	PUNCT
american_scientific_journal-12075	231	1	vehicular	vehicular	ADJ
american_scientific_journal-12075	231	2	traffic	traffic	NOUN
american_scientific_journal-12075	231	3	noise	noise	NOUN
american_scientific_journal-12075	231	4	modelling	modelling	NOUN
american_scientific_journal-12075	231	5	of	of	ADP
american_scientific_journal-12075	231	6	urban	urban	ADJ
american_scientific_journal-12075	231	7	area	area	NOUN
american_scientific_journal-12075	231	8	—	—	PUNCT
american_scientific_journal-12075	231	9	a	a	DET
american_scientific_journal-12075	231	10	contouring	contouring	NOUN
american_scientific_journal-12075	231	11	and	and	CCONJ
american_scientific_journal-12075	231	12	artificial	artificial	ADJ
american_scientific_journal-12075	231	13	neural	neural	ADJ
american_scientific_journal-12075	231	14	network	network	NOUN
american_scientific_journal-12075	231	15	-	-	PUNCT
american_scientific_journal-12075	231	16	based	base	VERB
american_scientific_journal-12075	231	17	approach	approach	NOUN
american_scientific_journal-12075	231	18	.	.	PUNCT
american_scientific_journal-12075	232	1	environmental	environmental	ADJ
american_scientific_journal-12075	232	2	science	science	NOUN
american_scientific_journal-12075	232	3	and	and	CCONJ
american_scientific_journal-12075	232	4	pollution	pollution	NOUN
american_scientific_journal-12075	232	5	research	research	NOUN
american_scientific_journal-12075	232	6	,	,	PUNCT
american_scientific_journal-12075	232	7	29(26	29(26	NUM
american_scientific_journal-12075	232	8	)	)	PUNCT
american_scientific_journal-12075	232	9	,	,	PUNCT
american_scientific_journal-12075	232	10	39948–39972	39948–39972	NUM
american_scientific_journal-12075	232	11	.	.	PUNCT
american_scientific_journal-12075	233	1	[	[	X
american_scientific_journal-12075	233	2	19	19	NUM
american_scientific_journal-12075	233	3	]	]	X
american_scientific_journal-12075	233	4	umar	umar	PROPN
american_scientific_journal-12075	233	5	,	,	PUNCT
american_scientific_journal-12075	233	6	i.	i.	PROPN
american_scientific_journal-12075	233	7	k.	k.	PROPN
american_scientific_journal-12075	233	8	,	,	PUNCT
american_scientific_journal-12075	233	9	nourani	nourani	PROPN
american_scientific_journal-12075	233	10	,	,	PUNCT
american_scientific_journal-12075	233	11	v.	v.	PROPN
american_scientific_journal-12075	233	12	,	,	PUNCT
american_scientific_journal-12075	233	13	&	&	CCONJ
american_scientific_journal-12075	233	14	gökçekuş	gökçekuş	PROPN
american_scientific_journal-12075	233	15	,	,	PUNCT
american_scientific_journal-12075	233	16	h.	h.	PROPN
american_scientific_journal-12075	233	17	(	(	PUNCT
american_scientific_journal-12075	233	18	2023	2023	NUM
american_scientific_journal-12075	233	19	)	)	PUNCT
american_scientific_journal-12075	233	20	.	.	PUNCT
american_scientific_journal-12075	234	1	traffic	traffic	NOUN
american_scientific_journal-12075	234	2	noise	noise	NOUN
american_scientific_journal-12075	234	3	prediction	prediction	NOUN
american_scientific_journal-12075	234	4	model	model	NOUN
american_scientific_journal-12075	234	5	using	use	VERB
american_scientific_journal-12075	234	6	gis	gis	PROPN
american_scientific_journal-12075	234	7	and	and	CCONJ
american_scientific_journal-12075	234	8	ensemble	ensemble	ADJ
american_scientific_journal-12075	234	9	machine	machine	NOUN
american_scientific_journal-12075	234	10	learning	learning	NOUN
american_scientific_journal-12075	234	11	:	:	PUNCT
american_scientific_journal-12075	234	12	a	a	DET
american_scientific_journal-12075	234	13	case	case	NOUN
american_scientific_journal-12075	234	14	study	study	NOUN
american_scientific_journal-12075	234	15	at	at	ADP
american_scientific_journal-12075	234	16	universiti	universiti	PROPN
american_scientific_journal-12075	234	17	teknologi	teknologi	PROPN
american_scientific_journal-12075	234	18	malaysia	malaysia	PROPN
american_scientific_journal-12075	234	19	(	(	PUNCT
american_scientific_journal-12075	234	20	utm	utm	PROPN
american_scientific_journal-12075	234	21	)	)	PUNCT
american_scientific_journal-12075	234	22	campus	campus	NOUN
american_scientific_journal-12075	234	23	.	.	PUNCT
american_scientific_journal-12075	235	1	environmental	environmental	ADJ
american_scientific_journal-12075	235	2	science	science	NOUN
american_scientific_journal-12075	235	3	and	and	CCONJ
american_scientific_journal-12075	235	4	pollution	pollution	NOUN
american_scientific_journal-12075	235	5	research	research	NOUN
american_scientific_journal-12075	235	6	[	[	X
american_scientific_journal-12075	235	7	20	20	NUM
american_scientific_journal-12075	235	8	]	]	X
american_scientific_journal-12075	235	9	european	european	PROPN
american_scientific_journal-12075	235	10	environment	environment	PROPN
american_scientific_journal-12075	235	11	agency	agency	PROPN
american_scientific_journal-12075	235	12	,	,	PUNCT
american_scientific_journal-12075	235	13	2020	2020	NUM
american_scientific_journal-12075	235	14	.	.	PUNCT
american_scientific_journal-12075	236	1	environmental	environmental	ADJ
american_scientific_journal-12075	236	2	noise	noise	NOUN
american_scientific_journal-12075	236	3	in	in	ADP
american_scientific_journal-12075	236	4	europe	europe	PROPN
american_scientific_journal-12075	236	5	.	.	PUNCT
american_scientific_journal-12075	237	1	european	european	PROPN
american_scientific_journal-12075	237	2	environment	environment	PROPN
american_scientific_journal-12075	237	3	agency	agency	NOUN
american_scientific_journal-12075	237	4	.	.	PUNCT
american_scientific_journal-12075	238	1	[	[	X
american_scientific_journal-12075	238	2	21	21	NUM
american_scientific_journal-12075	238	3	]	]	SYM
american_scientific_journal-12075	238	4	li	li	PROPN
american_scientific_journal-12075	238	5	,	,	PUNCT
american_scientific_journal-12075	238	6	h.	h.	PROPN
american_scientific_journal-12075	238	7	,	,	PUNCT
american_scientific_journal-12075	238	8	&	&	CCONJ
american_scientific_journal-12075	238	9	zhang	zhang	PROPN
american_scientific_journal-12075	238	10	,	,	PUNCT
american_scientific_journal-12075	238	11	j.	j.	PROPN
american_scientific_journal-12075	238	12	(	(	PUNCT
american_scientific_journal-12075	238	13	2023	2023	NUM
american_scientific_journal-12075	238	14	)	)	PUNCT
american_scientific_journal-12075	238	15	.	.	PUNCT
american_scientific_journal-12075	239	1	real	real	ADJ
american_scientific_journal-12075	239	2	-	-	PUNCT
american_scientific_journal-12075	239	3	time	time	NOUN
american_scientific_journal-12075	239	4	traffic	traffic	NOUN
american_scientific_journal-12075	239	5	noise	noise	NOUN
american_scientific_journal-12075	239	6	prediction	prediction	NOUN
american_scientific_journal-12075	239	7	using	use	VERB
american_scientific_journal-12075	239	8	deep	deep	ADJ
american_scientific_journal-12075	239	9	neural	neural	ADJ
american_scientific_journal-12075	239	10	networks	network	NOUN
american_scientific_journal-12075	239	11	in	in	ADP
american_scientific_journal-12075	239	12	smart	smart	ADJ
american_scientific_journal-12075	239	13	cities	city	NOUN
american_scientific_journal-12075	239	14	.	.	PUNCT
american_scientific_journal-12075	240	1	sustainable	sustainable	ADJ
american_scientific_journal-12075	240	2	cities	city	NOUN
american_scientific_journal-12075	240	3	and	and	CCONJ
american_scientific_journal-12075	240	4	society	society	NOUN
american_scientific_journal-12075	240	5	,	,	PUNCT
american_scientific_journal-12075	240	6	89	89	NUM
american_scientific_journal-12075	240	7	,	,	PUNCT
american_scientific_journal-12075	240	8	104354	104354	NUM
american_scientific_journal-12075	240	9	[	[	X
american_scientific_journal-12075	240	10	22	22	NUM
american_scientific_journal-12075	240	11	]	]	X
american_scientific_journal-12075	240	12	cammarata	cammarata	NOUN
american_scientific_journal-12075	240	13	,	,	PUNCT
american_scientific_journal-12075	240	14	g.	g.	PROPN
american_scientific_journal-12075	240	15	,	,	PUNCT
american_scientific_journal-12075	240	16	cavalieri	cavalieri	PROPN
american_scientific_journal-12075	240	17	,	,	PUNCT
american_scientific_journal-12075	240	18	s.	s.	PROPN
american_scientific_journal-12075	240	19	,	,	PUNCT
american_scientific_journal-12075	240	20	fichera	fichera	NOUN
american_scientific_journal-12075	240	21	,	,	PUNCT
american_scientific_journal-12075	240	22	a.	a.	NOUN
american_scientific_journal-12075	240	23	,	,	PUNCT
american_scientific_journal-12075	240	24	1995	1995	NUM
american_scientific_journal-12075	240	25	.	.	PUNCT
american_scientific_journal-12075	241	1	a	a	DET
american_scientific_journal-12075	241	2	neural	neural	ADJ
american_scientific_journal-12075	241	3	network	network	NOUN
american_scientific_journal-12075	241	4	architecture	architecture	NOUN
american_scientific_journal-12075	241	5	for	for	ADP
american_scientific_journal-12075	241	6	noise	noise	NOUN
american_scientific_journal-12075	241	7	prediction	prediction	NOUN
american_scientific_journal-12075	241	8	.	.	PUNCT
american_scientific_journal-12075	242	1	neural	neural	ADJ
american_scientific_journal-12075	242	2	netw	netw	NOUN
american_scientific_journal-12075	242	3	.	.	PUNCT
american_scientific_journal-12075	243	1	8	8	NUM
american_scientific_journal-12075	243	2	,	,	PUNCT
american_scientific_journal-12075	243	3	963–973	963–973	NUM
american_scientific_journal-12075	243	4	.	.	PUNCT
american_scientific_journal-12075	244	1	[	[	X
american_scientific_journal-12075	244	2	23	23	NUM
american_scientific_journal-12075	244	3	]	]	X
american_scientific_journal-12075	244	4	genaro	genaro	NOUN
american_scientific_journal-12075	244	5	,	,	PUNCT
american_scientific_journal-12075	244	6	n.	n.	NOUN
american_scientific_journal-12075	244	7	,	,	PUNCT
american_scientific_journal-12075	244	8	torija	torija	VERB
american_scientific_journal-12075	244	9	,	,	PUNCT
american_scientific_journal-12075	244	10	a.	a.	NOUN
american_scientific_journal-12075	244	11	,	,	PUNCT
american_scientific_journal-12075	244	12	ramos	ramo	NOUN
american_scientific_journal-12075	244	13	-	-	PUNCT
american_scientific_journal-12075	244	14	ridao	ridao	PROPN
american_scientific_journal-12075	244	15	,	,	PUNCT
american_scientific_journal-12075	244	16	a.	a.	NOUN
american_scientific_journal-12075	244	17	,	,	PUNCT
american_scientific_journal-12075	244	18	requena	requena	NOUN
american_scientific_journal-12075	244	19	,	,	PUNCT
american_scientific_journal-12075	244	20	i.	i.	NOUN
american_scientific_journal-12075	244	21	,	,	PUNCT
american_scientific_journal-12075	244	22	ruiz	ruiz	PROPN
american_scientific_journal-12075	244	23	,	,	PUNCT
american_scientific_journal-12075	244	24	d.p	d.p	PROPN
american_scientific_journal-12075	244	25	.	.	PROPN
american_scientific_journal-12075	244	26	,	,	PUNCT
american_scientific_journal-12075	244	27	zamorano	zamorano	PROPN
american_scientific_journal-12075	244	28	,	,	PUNCT
american_scientific_journal-12075	244	29	m.	m.	NOUN
american_scientific_journal-12075	244	30	,	,	PUNCT
american_scientific_journal-12075	244	31	2010	2010	NUM
american_scientific_journal-12075	244	32	.	.	PUNCT
american_scientific_journal-12075	245	1	modeling	modeling	NOUN
american_scientific_journal-12075	245	2	of	of	ADP
american_scientific_journal-12075	245	3	acoustic	acoustic	ADJ
american_scientific_journal-12075	245	4	properties	property	NOUN
american_scientific_journal-12075	245	5	in	in	ADP
american_scientific_journal-12075	245	6	the	the	DET
american_scientific_journal-12075	245	7	grasslands	grassland	NOUN
american_scientific_journal-12075	245	8	and	and	CCONJ
american_scientific_journal-12075	245	9	noise	noise	NOUN
american_scientific_journal-12075	245	10	reduction	reduction	NOUN
american_scientific_journal-12075	245	11	by	by	ADP
american_scientific_journal-12075	245	12	hedges	hedge	NOUN
american_scientific_journal-12075	245	13	.	.	PUNCT
american_scientific_journal-12075	246	1	appl	appl	PROPN
american_scientific_journal-12075	246	2	.	.	PUNCT
american_scientific_journal-12075	247	1	acoust	acoust	PROPN
american_scientific_journal-12075	247	2	.	.	PUNCT
american_scientific_journal-12075	248	1	71	71	NUM
american_scientific_journal-12075	248	2	,	,	PUNCT
american_scientific_journal-12075	248	3	1065–1074	1065–1074	NUM
american_scientific_journal-12075	248	4	.	.	PUNCT
american_scientific_journal-12075	249	1	[	[	X
american_scientific_journal-12075	249	2	24	24	NUM
american_scientific_journal-12075	249	3	]	]	X
american_scientific_journal-12075	249	4	hamad	hamad	PROPN
american_scientific_journal-12075	249	5	,	,	PUNCT
american_scientific_journal-12075	249	6	k.	k.	PROPN
american_scientific_journal-12075	249	7	,	,	PUNCT
american_scientific_journal-12075	249	8	khalil	khalil	PROPN
american_scientific_journal-12075	249	9	,	,	PUNCT
american_scientific_journal-12075	249	10	m.a	m.a	PROPN
american_scientific_journal-12075	249	11	.	.	PROPN
american_scientific_journal-12075	249	12	,	,	PUNCT
american_scientific_journal-12075	249	13	shanour	shanour	NOUN
american_scientific_journal-12075	249	14	,	,	PUNCT
american_scientific_journal-12075	249	15	a.s	a.s	PROPN
american_scientific_journal-12075	249	16	.	.	PROPN
american_scientific_journal-12075	249	17	,	,	PUNCT
american_scientific_journal-12075	249	18	2017	2017	NUM
american_scientific_journal-12075	249	19	.	.	PUNCT
american_scientific_journal-12075	250	1	modeling	modeling	NOUN
american_scientific_journal-12075	250	2	and	and	CCONJ
american_scientific_journal-12075	250	3	analysis	analysis	NOUN
american_scientific_journal-12075	250	4	of	of	ADP
american_scientific_journal-12075	250	5	traffic	traffic	NOUN
american_scientific_journal-12075	250	6	noise	noise	NOUN
american_scientific_journal-12075	250	7	level	level	NOUN
american_scientific_journal-12075	250	8	using	use	VERB
american_scientific_journal-12075	250	9	artificial	artificial	ADJ
american_scientific_journal-12075	250	10	neural	neural	ADJ
american_scientific_journal-12075	250	11	network	network	NOUN
american_scientific_journal-12075	250	12	.	.	PUNCT
american_scientific_journal-12075	251	1	a	a	DET
american_scientific_journal-12075	251	2	case	case	NOUN
american_scientific_journal-12075	251	3	study	study	NOUN
american_scientific_journal-12075	251	4	in	in	ADP
american_scientific_journal-12075	251	5	menoufia	menoufia	PROPN
american_scientific_journal-12075	251	6	university	university	PROPN
american_scientific_journal-12075	251	7	,	,	PUNCT
american_scientific_journal-12075	251	8	egypt	egypt	PROPN
american_scientific_journal-12075	251	9	.	.	PUNCT
american_scientific_journal-12075	252	1	egyptian	egyptian	PROPN
american_scientific_journal-12075	252	2	j.	j.	PROPN
american_scientific_journal-12075	252	3	ear	ear	PROPN
american_scientific_journal-12075	252	4	nose	nose	PROPN
american_scientific_journal-12075	252	5	throat	throat	NOUN
american_scientific_journal-12075	252	6	allied	ally	VERB
american_scientific_journal-12075	252	7	sci	sci	PROPN
american_scientific_journal-12075	252	8	.	.	PROPN
american_scientific_journal-12075	252	9	18	18	NUM
american_scientific_journal-12075	252	10	,	,	PUNCT
american_scientific_journal-12075	252	11	27–32	27–32	NUM
american_scientific_journal-12075	252	12	.	.	PUNCT
american_scientific_journal-12075	253	1	[	[	X
american_scientific_journal-12075	253	2	25	25	NUM
american_scientific_journal-12075	253	3	]	]	PUNCT
american_scientific_journal-12075	253	4	torija	torija	NOUN
american_scientific_journal-12075	253	5	,	,	PUNCT
american_scientific_journal-12075	253	6	a.j	a.j	PROPN
american_scientific_journal-12075	253	7	.	.	PROPN
american_scientific_journal-12075	253	8	,	,	PUNCT
american_scientific_journal-12075	253	9	ruiz	ruiz	PROPN
american_scientific_journal-12075	253	10	,	,	PUNCT
american_scientific_journal-12075	253	11	d.p	d.p	PROPN
american_scientific_journal-12075	253	12	.	.	PROPN
american_scientific_journal-12075	253	13	,	,	PUNCT
american_scientific_journal-12075	253	14	ramos	ramos	PROPN
american_scientific_journal-12075	253	15	-	-	PUNCT
american_scientific_journal-12075	253	16	ridao	ridao	PROPN
american_scientific_journal-12075	253	17	,	,	PUNCT
american_scientific_journal-12075	253	18	a.f	a.f	PROPN
american_scientific_journal-12075	253	19	.	.	PROPN
american_scientific_journal-12075	253	20	,	,	PUNCT
american_scientific_journal-12075	253	21	2012	2012	NUM
american_scientific_journal-12075	253	22	.	.	PUNCT
american_scientific_journal-12075	254	1	application	application	NOUN
american_scientific_journal-12075	254	2	of	of	ADP
american_scientific_journal-12075	254	3	a	a	DET
american_scientific_journal-12075	254	4	methodology	methodology	NOUN
american_scientific_journal-12075	254	5	for	for	ADP
american_scientific_journal-12075	254	6	categorizing	categorize	VERB
american_scientific_journal-12075	254	7	and	and	CCONJ
american_scientific_journal-12075	254	8	differentiating	differentiate	VERB
american_scientific_journal-12075	254	9	urban	urban	ADJ
american_scientific_journal-12075	254	10	soundscapes	soundscape	NOUN
american_scientific_journal-12075	254	11	using	use	VERB
american_scientific_journal-12075	254	12	acoustical	acoustical	ADJ
american_scientific_journal-12075	254	13	descriptors	descriptor	NOUN
american_scientific_journal-12075	254	14	and	and	CCONJ
american_scientific_journal-12075	254	15	semanticdifferential	semanticdifferential	ADJ
american_scientific_journal-12075	254	16	attributes	attribute	NOUN
american_scientific_journal-12075	254	17	.	.	PUNCT
american_scientific_journal-12075	255	1	j.	j.	PROPN
american_scientific_journal-12075	255	2	acoust	acoust	PROPN
american_scientific_journal-12075	255	3	.	.	PUNCT
american_scientific_journal-12075	256	1	soc	soc	PROPN
american_scientific_journal-12075	256	2	.	.	PUNCT
american_scientific_journal-12075	257	1	am	be	AUX
american_scientific_journal-12075	257	2	.	.	PUNCT
american_scientific_journal-12075	258	1	131	131	NUM
american_scientific_journal-12075	258	2	,	,	PUNCT
american_scientific_journal-12075	258	3	3228–3231	3228–3231	NUM
american_scientific_journal-12075	258	4	.	.	PUNCT
american_scientific_journal-12075	259	1	[	[	X
american_scientific_journal-12075	259	2	26	26	NUM
american_scientific_journal-12075	259	3	]	]	X
american_scientific_journal-12075	259	4	mansourkhaki	mansourkhaki	PROPN
american_scientific_journal-12075	259	5	,	,	PUNCT
american_scientific_journal-12075	259	6	a.	a.	NOUN
american_scientific_journal-12075	259	7	,	,	PUNCT
american_scientific_journal-12075	259	8	berangi	berangi	NOUN
american_scientific_journal-12075	259	9	,	,	PUNCT
american_scientific_journal-12075	259	10	m.	m.	NOUN
american_scientific_journal-12075	259	11	,	,	PUNCT
american_scientific_journal-12075	259	12	haghiri	haghiri	PROPN
american_scientific_journal-12075	259	13	,	,	PUNCT
american_scientific_journal-12075	259	14	m.	m.	NOUN
american_scientific_journal-12075	259	15	,	,	PUNCT
american_scientific_journal-12075	259	16	constantinescu	constantinescu	NOUN
american_scientific_journal-12075	259	17	,	,	PUNCT
american_scientific_journal-12075	259	18	m.	m.	NOUN
american_scientific_journal-12075	259	19	,	,	PUNCT
american_scientific_journal-12075	259	20	2018	2018	NUM
american_scientific_journal-12075	259	21	.	.	PUNCT
american_scientific_journal-12075	260	1	road	road	NOUN
american_scientific_journal-12075	260	2	traffic	traffic	NOUN
american_scientific_journal-12075	260	3	noise	noise	NOUN
american_scientific_journal-12075	260	4	prediction	prediction	NOUN
american_scientific_journal-12075	260	5	model	model	NOUN
american_scientific_journal-12075	260	6	based	base	VERB
american_scientific_journal-12075	260	7	on	on	ADP
american_scientific_journal-12075	260	8	the	the	DET
american_scientific_journal-12075	260	9	traffic	traffic	NOUN
american_scientific_journal-12075	260	10	composition	composition	NOUN
american_scientific_journal-12075	260	11	.	.	PUNCT
american_scientific_journal-12075	261	1	j.	j.	PROPN
american_scientific_journal-12075	261	2	acoust	acoust	PROPN
american_scientific_journal-12075	261	3	.	.	PUNCT
american_scientific_journal-12075	262	1	soc	soc	PROPN
american_scientific_journal-12075	262	2	.	.	PUNCT
american_scientific_journal-12075	263	1	am	be	AUX
american_scientific_journal-12075	263	2	.	.	PUNCT
american_scientific_journal-12075	264	1	143	143	NUM
american_scientific_journal-12075	264	2	,	,	PUNCT
american_scientific_journal-12075	264	3	3022–3031	3022–3031	NUM
american_scientific_journal-12075	264	4	.	.	PUNCT
american_scientific_journal-12075	265	1	[	[	X
american_scientific_journal-12075	265	2	27	27	NUM
american_scientific_journal-12075	265	3	]	]	X
american_scientific_journal-12075	265	4	kumar	kumar	PROPN
american_scientific_journal-12075	265	5	,	,	PUNCT
american_scientific_journal-12075	265	6	k.	k.	PROPN
american_scientific_journal-12075	265	7	,	,	PUNCT
american_scientific_journal-12075	265	8	parida	parida	PROPN
american_scientific_journal-12075	265	9	,	,	PUNCT
american_scientific_journal-12075	265	10	m.	m.	NOUN
american_scientific_journal-12075	265	11	,	,	PUNCT
american_scientific_journal-12075	265	12	katiyar	katiyar	PROPN
american_scientific_journal-12075	265	13	,	,	PUNCT
american_scientific_journal-12075	265	14	v.k	v.k	PROPN
american_scientific_journal-12075	265	15	.	.	PROPN
american_scientific_journal-12075	265	16	,	,	PUNCT
american_scientific_journal-12075	265	17	2013	2013	NUM
american_scientific_journal-12075	265	18	.	.	PUNCT
american_scientific_journal-12075	265	19	optimized	optimize	VERB
american_scientific_journal-12075	265	20	height	height	NOUN
american_scientific_journal-12075	265	21	of	of	ADP
american_scientific_journal-12075	265	22	noise	noise	NOUN
american_scientific_journal-12075	265	23	barrier	barrier	NOUN
american_scientific_journal-12075	265	24	for	for	ADP
american_scientific_journal-12075	265	25	nonurban	nonurban	ADJ
american_scientific_journal-12075	265	26	highway	highway	NOUN
american_scientific_journal-12075	265	27	using	use	VERB
american_scientific_journal-12075	265	28	artificial	artificial	ADJ
american_scientific_journal-12075	265	29	neural	neural	ADJ
american_scientific_journal-12075	265	30	network	network	NOUN
american_scientific_journal-12075	265	31	.	.	PUNCT
american_scientific_journal-12075	266	1	int	int	NOUN
american_scientific_journal-12075	266	2	.	.	PUNCT
american_scientific_journal-12075	267	1	j.	j.	PROPN
american_scientific_journal-12075	267	2	environ	environ	PROPN
american_scientific_journal-12075	267	3	.	.	PUNCT
american_scientific_journal-12075	268	1	sci	sci	PROPN
american_scientific_journal-12075	268	2	.	.	PROPN
american_scientific_journal-12075	268	3	technol	technol	PROPN
american_scientific_journal-12075	268	4	.	.	PROPN
american_scientific_journal-12075	269	1	11	11	NUM
american_scientific_journal-12075	269	2	,	,	PUNCT
american_scientific_journal-12075	269	3	719–730	719–730	NUM
american_scientific_journal-12075	269	4	.	.	PUNCT
american_scientific_journal-12075	270	1	[	[	X
american_scientific_journal-12075	270	2	28	28	NUM
american_scientific_journal-12075	270	3	]	]	X
american_scientific_journal-12075	270	4	cai	cai	X
american_scientific_journal-12075	270	5	,	,	PUNCT
american_scientific_journal-12075	270	6	y.	y.	PROPN
american_scientific_journal-12075	270	7	,	,	PUNCT
american_scientific_journal-12075	270	8	hodgson	hodgson	PROPN
american_scientific_journal-12075	270	9	,	,	PUNCT
american_scientific_journal-12075	270	10	s.	s.	PROPN
american_scientific_journal-12075	270	11	,	,	PUNCT
american_scientific_journal-12075	270	12	blangiardo	blangiardo	NOUN
american_scientific_journal-12075	270	13	,	,	PUNCT
american_scientific_journal-12075	270	14	m.	m.	NOUN
american_scientific_journal-12075	270	15	,	,	PUNCT
american_scientific_journal-12075	270	16	gulliver	gulliver	NOUN
american_scientific_journal-12075	270	17	,	,	PUNCT
american_scientific_journal-12075	270	18	j.	j.	PROPN
american_scientific_journal-12075	270	19	,	,	PUNCT
american_scientific_journal-12075	270	20	morley	morley	PROPN
american_scientific_journal-12075	270	21	,	,	PUNCT
american_scientific_journal-12075	270	22	d.	d.	PROPN
american_scientific_journal-12075	270	23	,	,	PUNCT
american_scientific_journal-12075	270	24	fecht	fecht	PROPN
american_scientific_journal-12075	270	25	,	,	PUNCT
american_scientific_journal-12075	270	26	d.	d.	PROPN
american_scientific_journal-12075	270	27	,	,	PUNCT
american_scientific_journal-12075	270	28	vienneau	vienneau	PROPN
american_scientific_journal-12075	270	29	,	,	PUNCT
american_scientific_journal-12075	270	30	d.	d.	PROPN
american_scientific_journal-12075	270	31	,	,	PUNCT
american_scientific_journal-12075	270	32	de	de	PROPN
american_scientific_journal-12075	270	33	hoogh	hoogh	NOUN
american_scientific_journal-12075	270	34	,	,	PUNCT
american_scientific_journal-12075	270	35	k.	k.	PROPN
american_scientific_journal-12075	270	36	,	,	PUNCT
american_scientific_journal-12075	270	37	key	key	ADJ
american_scientific_journal-12075	270	38	,	,	PUNCT
american_scientific_journal-12075	270	39	t.	t.	PROPN
american_scientific_journal-12075	270	40	,	,	PUNCT
american_scientific_journal-12075	270	41	hveem	hveem	PROPN
american_scientific_journal-12075	270	42	,	,	PUNCT
american_scientific_journal-12075	270	43	k.	k.	PROPN
american_scientific_journal-12075	270	44	,	,	PUNCT
american_scientific_journal-12075	270	45	elliott	elliott	PROPN
american_scientific_journal-12075	270	46	,	,	PUNCT
american_scientific_journal-12075	270	47	p.	p.	PROPN
american_scientific_journal-12075	270	48	,	,	PUNCT
american_scientific_journal-12075	270	49	&	&	CCONJ
american_scientific_journal-12075	270	50	hansell	hansell	PROPN
american_scientific_journal-12075	270	51	,	,	PUNCT
american_scientific_journal-12075	270	52	a.	a.	NOUN
american_scientific_journal-12075	270	53	l.	l.	PROPN
american_scientific_journal-12075	270	54	(	(	PUNCT
american_scientific_journal-12075	270	55	2018	2018	NUM
american_scientific_journal-12075	270	56	)	)	PUNCT
american_scientific_journal-12075	270	57	.	.	PUNCT
american_scientific_journal-12075	271	1	road	road	NOUN
american_scientific_journal-12075	271	2	traffic	traffic	NOUN
american_scientific_journal-12075	271	3	noise	noise	NOUN
american_scientific_journal-12075	271	4	,	,	PUNCT
american_scientific_journal-12075	271	5	air	air	NOUN
american_scientific_journal-12075	271	6	pollution	pollution	NOUN
american_scientific_journal-12075	271	7	and	and	CCONJ
american_scientific_journal-12075	271	8	incident	incident	NOUN
american_scientific_journal-12075	271	9	cardiovascular	cardiovascular	ADJ
american_scientific_journal-12075	271	10	disease	disease	NOUN
american_scientific_journal-12075	271	11	:	:	PUNCT
american_scientific_journal-12075	271	12	a	a	DET
american_scientific_journal-12075	271	13	joint	joint	ADJ
american_scientific_journal-12075	271	14	analysis	analysis	NOUN
american_scientific_journal-12075	271	15	of	of	ADP
american_scientific_journal-12075	271	16	the	the	DET
american_scientific_journal-12075	271	17	hunt	hunt	NOUN
american_scientific_journal-12075	271	18	,	,	PUNCT
american_scientific_journal-12075	271	19	epic	epic	ADJ
american_scientific_journal-12075	271	20	-	-	ADJ
american_scientific_journal-12075	271	21	oxford	oxford	PROPN
american_scientific_journal-12075	271	22	and	and	CCONJ
american_scientific_journal-12075	271	23	uk	uk	PROPN
american_scientific_journal-12075	271	24	biobank	biobank	ADJ
american_scientific_journal-12075	271	25	cohorts	cohort	NOUN
american_scientific_journal-12075	271	26	.	.	PUNCT
american_scientific_journal-12075	272	1	environment	environment	PROPN
american_scientific_journal-12075	272	2	international	international	PROPN
american_scientific_journal-12075	272	3	,	,	PUNCT
american_scientific_journal-12075	272	4	114	114	NUM
american_scientific_journal-12075	272	5	,	,	PUNCT
american_scientific_journal-12075	272	6	191–201	191–201	NUM
american_scientific_journal-12075	272	7	.	.	PUNCT
american_scientific_journal-12075	272	8	https://doi.org/10.1016/j.envint.2018.02.048	https://doi.org/10.1016/j.envint.2018.02.048	PROPN
american_scientific_journal-12075	273	1	[	[	X
american_scientific_journal-12075	273	2	29	29	NUM
american_scientific_journal-12075	273	3	]	]	PUNCT
american_scientific_journal-12075	273	4	tashakor	tashakor	NOUN
american_scientific_journal-12075	273	5	,	,	PUNCT
american_scientific_journal-12075	273	6	s.	s.	PROPN
american_scientific_journal-12075	273	7	,	,	PUNCT
american_scientific_journal-12075	273	8	chamani	chamani	PROPN
american_scientific_journal-12075	273	9	,	,	PUNCT
american_scientific_journal-12075	273	10	a.	a.	NOUN
american_scientific_journal-12075	273	11	,	,	PUNCT
american_scientific_journal-12075	273	12	&	&	CCONJ
american_scientific_journal-12075	273	13	moshtaghie	moshtaghie	NOUN
american_scientific_journal-12075	273	14	,	,	PUNCT
american_scientific_journal-12075	273	15	m.	m.	NOUN
american_scientific_journal-12075	273	16	(	(	PUNCT
american_scientific_journal-12075	273	17	2023	2023	NUM
american_scientific_journal-12075	273	18	)	)	PUNCT
american_scientific_journal-12075	273	19	.	.	PUNCT
american_scientific_journal-12075	274	1	noise	noise	NOUN
american_scientific_journal-12075	274	2	pollution	pollution	NOUN
american_scientific_journal-12075	274	3	prediction	prediction	NOUN
american_scientific_journal-12075	274	4	and	and	CCONJ
american_scientific_journal-12075	274	5	seasonal	seasonal	ADJ
american_scientific_journal-12075	274	6	comparison	comparison	NOUN
american_scientific_journal-12075	274	7	in	in	ADP
american_scientific_journal-12075	274	8	urban	urban	ADJ
american_scientific_journal-12075	274	9	parks	park	NOUN
american_scientific_journal-12075	274	10	using	use	VERB
american_scientific_journal-12075	274	11	a	a	DET
american_scientific_journal-12075	274	12	coupled	couple	VERB
american_scientific_journal-12075	274	13	gis	gis	NOUN
american_scientific_journal-12075	274	14	-	-	PUNCT
american_scientific_journal-12075	274	15	artificial	artificial	ADJ
american_scientific_journal-12075	274	16	neural	neural	ADJ
american_scientific_journal-12075	274	17	network	network	NOUN
american_scientific_journal-12075	274	18	model	model	NOUN
american_scientific_journal-12075	274	19	.	.	PUNCT
american_scientific_journal-12075	275	1	environmental	environmental	ADJ
american_scientific_journal-12075	275	2	monitoring	monitoring	NOUN
american_scientific_journal-12075	275	3	and	and	CCONJ
american_scientific_journal-12075	275	4	assessment	assessment	NOUN
american_scientific_journal-12075	275	5	,	,	PUNCT
american_scientific_journal-12075	275	6	195(2	195(2	NUM
american_scientific_journal-12075	275	7	)	)	PUNCT
american_scientific_journal-12075	275	8	.	.	PUNCT
american_scientific_journal-12075	276	1	https://doi.org/10.1016/j.heliyon.2024.e36484	https://doi.org/10.1016/j.heliyon.2024.e36484	ADP
american_scientific_journal-12075	276	2	https://doi.org/10.1016/j.envint.2018.02.048	https://doi.org/10.1016/j.envint.2018.02.048	PROPN
american_scientific_journal-12075	276	3	american	american	PROPN
american_scientific_journal-12075	276	4	academic	academic	PROPN
american_scientific_journal-12075	276	5	scientific	scientific	ADJ
american_scientific_journal-12075	276	6	research	research	NOUN
american_scientific_journal-12075	276	7	journal	journal	NOUN
american_scientific_journal-12075	276	8	for	for	ADP
american_scientific_journal-12075	276	9	engineering	engineering	NOUN
american_scientific_journal-12075	276	10	,	,	PUNCT
american_scientific_journal-12075	276	11	technology	technology	NOUN
american_scientific_journal-12075	276	12	,	,	PUNCT
american_scientific_journal-12075	276	13	and	and	CCONJ
american_scientific_journal-12075	276	14	sciences	science	NOUN
american_scientific_journal-12075	276	15	(	(	PUNCT
american_scientific_journal-12075	276	16	asrjets	asrjet	NOUN
american_scientific_journal-12075	276	17	)	)	PUNCT
american_scientific_journal-12075	276	18	volume	volume	NOUN
american_scientific_journal-12075	276	19	103	103	NUM
american_scientific_journal-12075	276	20	,	,	PUNCT
american_scientific_journal-12075	276	21	no	no	DET
american_scientific_journal-12075	276	22	1	1	NUM
american_scientific_journal-12075	276	23	,	,	PUNCT
american_scientific_journal-12075	276	24	pp	pp	ADV
american_scientific_journal-12075	276	25	268	268	NUM
american_scientific_journal-12075	276	26	-	-	SYM
american_scientific_journal-12075	276	27	289	289	NUM
american_scientific_journal-12075	276	28	284	284	NUM
american_scientific_journal-12075	276	29	6.appendix	6.appendix	NUM
american_scientific_journal-12075	276	30	1	1	NUM
american_scientific_journal-12075	276	31	manual	manual	ADJ
american_scientific_journal-12075	276	32	tally	tally	NOUN
american_scientific_journal-12075	276	33	form	form	NOUN
american_scientific_journal-12075	276	34	used	use	VERB
american_scientific_journal-12075	276	35	for	for	ADP
american_scientific_journal-12075	276	36	traffic	traffic	NOUN
american_scientific_journal-12075	276	37	count	count	NOUN
american_scientific_journal-12075	276	38	figure	figure	NOUN
american_scientific_journal-12075	276	39	9	9	NUM
american_scientific_journal-12075	276	40	american	american	ADJ
american_scientific_journal-12075	276	41	academic	academic	ADJ
american_scientific_journal-12075	276	42	scientific	scientific	ADJ
american_scientific_journal-12075	276	43	research	research	NOUN
american_scientific_journal-12075	276	44	journal	journal	NOUN
american_scientific_journal-12075	276	45	for	for	ADP
american_scientific_journal-12075	276	46	engineering	engineering	NOUN
american_scientific_journal-12075	276	47	,	,	PUNCT
american_scientific_journal-12075	276	48	technology	technology	NOUN
american_scientific_journal-12075	276	49	,	,	PUNCT
american_scientific_journal-12075	276	50	and	and	CCONJ
american_scientific_journal-12075	276	51	sciences	science	NOUN
american_scientific_journal-12075	276	52	(	(	PUNCT
american_scientific_journal-12075	276	53	asrjets	asrjet	NOUN
american_scientific_journal-12075	276	54	)	)	PUNCT
american_scientific_journal-12075	276	55	volume	volume	NOUN
american_scientific_journal-12075	276	56	103	103	NUM
american_scientific_journal-12075	276	57	,	,	PUNCT
american_scientific_journal-12075	276	58	no	no	DET
american_scientific_journal-12075	276	59	1	1	NUM
american_scientific_journal-12075	276	60	,	,	PUNCT
american_scientific_journal-12075	276	61	pp	pp	ADV
american_scientific_journal-12075	276	62	268	268	NUM
american_scientific_journal-12075	276	63	-	-	SYM
american_scientific_journal-12075	276	64	289	289	NUM
american_scientific_journal-12075	276	65	285	285	NUM
american_scientific_journal-12075	276	66	figure	figure	NOUN
american_scientific_journal-12075	276	67	10	10	NUM
american_scientific_journal-12075	276	68	appendix	appendix	ADJ
american_scientific_journal-12075	276	69	2	2	NUM
american_scientific_journal-12075	276	70	manual	manual	ADJ
american_scientific_journal-12075	276	71	tally	tally	NOUN
american_scientific_journal-12075	276	72	form	form	NOUN
american_scientific_journal-12075	276	73	used	use	VERB
american_scientific_journal-12075	276	74	for	for	ADP
american_scientific_journal-12075	276	75	recording	record	VERB
american_scientific_journal-12075	276	76	speed	speed	NOUN
american_scientific_journal-12075	276	77	figure	figure	NOUN
american_scientific_journal-12075	276	78	11	11	NUM
american_scientific_journal-12075	276	79	american	american	ADJ
american_scientific_journal-12075	276	80	academic	academic	ADJ
american_scientific_journal-12075	276	81	scientific	scientific	ADJ
american_scientific_journal-12075	276	82	research	research	NOUN
american_scientific_journal-12075	276	83	journal	journal	NOUN
american_scientific_journal-12075	276	84	for	for	ADP
american_scientific_journal-12075	276	85	engineering	engineering	NOUN
american_scientific_journal-12075	276	86	,	,	PUNCT
american_scientific_journal-12075	276	87	technology	technology	NOUN
american_scientific_journal-12075	276	88	,	,	PUNCT
american_scientific_journal-12075	276	89	and	and	CCONJ
american_scientific_journal-12075	276	90	sciences	science	NOUN
american_scientific_journal-12075	276	91	(	(	PUNCT
american_scientific_journal-12075	276	92	asrjets	asrjet	NOUN
american_scientific_journal-12075	276	93	)	)	PUNCT
american_scientific_journal-12075	276	94	volume	volume	NOUN
american_scientific_journal-12075	276	95	103	103	NUM
american_scientific_journal-12075	276	96	,	,	PUNCT
american_scientific_journal-12075	276	97	no	no	DET
american_scientific_journal-12075	276	98	1	1	NUM
american_scientific_journal-12075	276	99	,	,	PUNCT
american_scientific_journal-12075	276	100	pp	pp	ADV
american_scientific_journal-12075	276	101	268	268	NUM
american_scientific_journal-12075	276	102	-	-	SYM
american_scientific_journal-12075	276	103	289	289	NUM
american_scientific_journal-12075	276	104	286	286	NUM
american_scientific_journal-12075	276	105	figure	figure	NOUN
american_scientific_journal-12075	276	106	12	12	NUM
american_scientific_journal-12075	276	107	appendix	appendix	NOUN
american_scientific_journal-12075	276	108	3	3	NUM
american_scientific_journal-12075	276	109	table2	table2	NOUN
american_scientific_journal-12075	276	110	:	:	PUNCT
american_scientific_journal-12075	277	1	pcu	pcu	PROPN
american_scientific_journal-12075	277	2	conversion	conversion	PROPN
american_scientific_journal-12075	277	3	factors	factor	NOUN
american_scientific_journal-12075	277	4	bicycle	bicycle	NOUN
american_scientific_journal-12075	277	5	motorcycle	motorcycle	NOUN
american_scientific_journal-12075	277	6	private	private	ADJ
american_scientific_journal-12075	277	7	car	car	NOUN
american_scientific_journal-12075	277	8	pickup	pickup	PROPN
american_scientific_journal-12075	277	9	suv	suv	PROPN
american_scientific_journal-12075	277	10	psvs	psvs	PROPN
american_scientific_journal-12075	277	11	buses	bus	NOUN
american_scientific_journal-12075	277	12	light	light	ADJ
american_scientific_journal-12075	277	13	trucks	truck	NOUN
american_scientific_journal-12075	277	14	medium	medium	NOUN
american_scientific_journal-12075	277	15	trucks	truck	NOUN
american_scientific_journal-12075	277	16	heavy	heavy	ADJ
american_scientific_journal-12075	277	17	trucks	truck	NOUN
american_scientific_journal-12075	277	18	others	other	NOUN
american_scientific_journal-12075	277	19	0.5	0.5	NUM
american_scientific_journal-12075	277	20	1	1	NUM
american_scientific_journal-12075	277	21	1	1	NUM
american_scientific_journal-12075	277	22	1	1	NUM
american_scientific_journal-12075	277	23	1	1	NUM
american_scientific_journal-12075	277	24	1.5	1.5	NUM
american_scientific_journal-12075	277	25	4	4	NUM
american_scientific_journal-12075	277	26	1.5	1.5	NUM
american_scientific_journal-12075	277	27	5	5	NUM
american_scientific_journal-12075	277	28	8	8	NUM
american_scientific_journal-12075	277	29	8	8	NUM
american_scientific_journal-12075	277	30	american	american	ADJ
american_scientific_journal-12075	277	31	academic	academic	ADJ
american_scientific_journal-12075	277	32	scientific	scientific	ADJ
american_scientific_journal-12075	277	33	research	research	NOUN
american_scientific_journal-12075	277	34	journal	journal	NOUN
american_scientific_journal-12075	277	35	for	for	ADP
american_scientific_journal-12075	277	36	engineering	engineering	NOUN
american_scientific_journal-12075	277	37	,	,	PUNCT
american_scientific_journal-12075	277	38	technology	technology	NOUN
american_scientific_journal-12075	277	39	,	,	PUNCT
american_scientific_journal-12075	277	40	and	and	CCONJ
american_scientific_journal-12075	277	41	sciences	science	NOUN
american_scientific_journal-12075	277	42	(	(	PUNCT
american_scientific_journal-12075	277	43	asrjets	asrjet	NOUN
american_scientific_journal-12075	277	44	)	)	PUNCT
american_scientific_journal-12075	277	45	volume	volume	NOUN
american_scientific_journal-12075	277	46	103	103	NUM
american_scientific_journal-12075	277	47	,	,	PUNCT
american_scientific_journal-12075	277	48	no	no	DET
american_scientific_journal-12075	277	49	1	1	NUM
american_scientific_journal-12075	277	50	,	,	PUNCT
american_scientific_journal-12075	277	51	pp	pp	ADV
american_scientific_journal-12075	277	52	268	268	NUM
american_scientific_journal-12075	277	53	-	-	SYM
american_scientific_journal-12075	277	54	289	289	NUM
american_scientific_journal-12075	277	55	287	287	NUM
american_scientific_journal-12075	277	56	appendix	appendix	NOUN
american_scientific_journal-12075	277	57	4	4	NUM
american_scientific_journal-12075	277	58	table	table	NOUN
american_scientific_journal-12075	277	59	3	3	NUM
american_scientific_journal-12075	277	60	:	:	PUNCT
american_scientific_journal-12075	277	61	showing	show	VERB
american_scientific_journal-12075	277	62	the	the	DET
american_scientific_journal-12075	277	63	statistical	statistical	ADJ
american_scientific_journal-12075	277	64	descriptors	descriptor	NOUN
american_scientific_journal-12075	277	65	for	for	ADP
american_scientific_journal-12075	277	66	input	input	NOUN
american_scientific_journal-12075	277	67	data	datum	NOUN
american_scientific_journal-12075	277	68	(	(	PUNCT
american_scientific_journal-12075	277	69	significance	significance	NOUN
american_scientific_journal-12075	277	70	value	value	NOUN
american_scientific_journal-12075	277	71	α	α	NOUN
american_scientific_journal-12075	277	72	=	=	SYM
american_scientific_journal-12075	277	73	5	5	NUM
american_scientific_journal-12075	277	74	%	%	NOUN
american_scientific_journal-12075	277	75	for	for	ADP
american_scientific_journal-12075	277	76	k	k	PROPN
american_scientific_journal-12075	277	77	-	-	PUNCT
american_scientific_journal-12075	277	78	s	s	NOUN
american_scientific_journal-12075	277	79	)	)	PUNCT
american_scientific_journal-12075	277	80	stat	stat	NOUN
american_scientific_journal-12075	277	81	.	.	PUNCT
american_scientific_journal-12075	278	1	flow	flow	NOUN
american_scientific_journal-12075	278	2	motorcycles	motorcycle	NOUN
american_scientific_journal-12075	278	3	light	light	VERB
american_scientific_journal-12075	278	4	medium	medium	ADJ
american_scientific_journal-12075	278	5	heavy	heavy	ADJ
american_scientific_journal-12075	278	6	q	q	NOUN
american_scientific_journal-12075	278	7	(	(	PUNCT
american_scientific_journal-12075	278	8	pcu	pcu	PROPN
american_scientific_journal-12075	278	9	)	)	PUNCT
american_scientific_journal-12075	278	10	speed	speed	NOUN
american_scientific_journal-12075	278	11	lanes	lane	NOUN
american_scientific_journal-12075	278	12	x̄	x̄	NOUN
american_scientific_journal-12075	278	13	11.65	11.65	NUM
american_scientific_journal-12075	278	14	58.24	58.24	NUM
american_scientific_journal-12075	278	15	12.83	12.83	NUM
american_scientific_journal-12075	278	16	5.71	5.71	NUM
american_scientific_journal-12075	278	17	1838.07	1838.07	NUM
american_scientific_journal-12075	278	18	50.19	50.19	NUM
american_scientific_journal-12075	278	19	3.07	3.07	NUM
american_scientific_journal-12075	278	20	0.87	0.87	NUM
american_scientific_journal-12075	278	21	σ	σ	PROPN
american_scientific_journal-12075	278	22	15.23	15.23	NUM
american_scientific_journal-12075	278	23	38.76	38.76	NUM
american_scientific_journal-12075	278	24	7.45	7.45	NUM
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american_scientific_journal-12075	278	26	580.34	580.34	NUM
american_scientific_journal-12075	278	27	14.82	14.82	NUM
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american_scientific_journal-12075	278	29	0.34	0.34	NUM
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american_scientific_journal-12075	278	31	.	.	PROPN
american_scientific_journal-12075	278	32	0.00	0.00	NUM
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american_scientific_journal-12075	278	34	0.00	0.00	NUM
american_scientific_journal-12075	278	35	0.00	0.00	NUM
american_scientific_journal-12075	278	36	409.00	409.00	NUM
american_scientific_journal-12075	278	37	25.00	25.00	NUM
american_scientific_journal-12075	278	38	2.00	2.00	NUM
american_scientific_journal-12075	278	39	0.00	0.00	NUM
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american_scientific_journal-12075	278	41	.	.	PUNCT
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american_scientific_journal-12075	280	3	21.00	21.00	NUM
american_scientific_journal-12075	280	4	6965.00	6965.00	NUM
american_scientific_journal-12075	280	5	85.21	85.21	NUM
american_scientific_journal-12075	280	6	4.00	4.00	NUM
american_scientific_journal-12075	280	7	1.00	1.00	NUM
american_scientific_journal-12075	280	8	range	range	NOUN
american_scientific_journal-12075	280	9	63.00	63.00	NUM
american_scientific_journal-12075	280	10	205.00	205.00	NUM
american_scientific_journal-12075	280	11	42.00	42.00	NUM
american_scientific_journal-12075	280	12	21.00	21.00	NUM
american_scientific_journal-12075	280	13	6556.00	6556.00	NUM
american_scientific_journal-12075	280	14	60.21	60.21	NUM
american_scientific_journal-12075	280	15	2.00	2.00	NUM
american_scientific_journal-12075	280	16	1.00	1.00	NUM
american_scientific_journal-12075	280	17	iqr	iqr	NOUN
american_scientific_journal-12075	280	18	20.00	20.00	NUM
american_scientific_journal-12075	280	19	50.00	50.00	NUM
american_scientific_journal-12075	280	20	15.00	15.00	NUM
american_scientific_journal-12075	280	21	8.00	8.00	NUM
american_scientific_journal-12075	280	22	1200.00	1200.00	NUM
american_scientific_journal-12075	280	23	20.00	20.00	NUM
american_scientific_journal-12075	280	24	2.00	2.00	NUM
american_scientific_journal-12075	280	25	1.00	1.00	NUM
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american_scientific_journal-12075	281	3	)	)	PUNCT
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american_scientific_journal-12075	281	5	66.55	66.55	NUM
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american_scientific_journal-12075	281	7	107.18	107.18	NUM
american_scientific_journal-12075	281	8	31.57	31.57	NUM
american_scientific_journal-12075	281	9	29.53	29.53	NUM
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american_scientific_journal-12075	281	13	5.12	5.12	NUM
american_scientific_journal-12075	281	14	4.89	4.89	NUM
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american_scientific_journal-12075	281	17	3.12	3.12	NUM
american_scientific_journal-12075	281	18	2.89	2.89	NUM
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american_scientific_journal-12075	283	5	1.65	1.65	NUM
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american_scientific_journal-12075	284	68	appendix	appendix	NOUN
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american_scientific_journal-12075	285	24	72.12	72.12	NUM
american_scientific_journal-12075	285	25	71.32	71.32	NUM
american_scientific_journal-12075	285	26	71.92	71.92	NUM
american_scientific_journal-12075	285	27	73.02	73.02	NUM
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american_scientific_journal-12075	285	29	74.92	74.92	NUM
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american_scientific_journal-12075	285	48	3	3	NUM
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american_scientific_journal-12075	285	50	74.39	74.39	NUM
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american_scientific_journal-12075	285	53	75.49	75.49	NUM
american_scientific_journal-12075	285	54	76.79	76.79	NUM
american_scientific_journal-12075	285	55	77.39	77.39	NUM
american_scientific_journal-12075	285	56	76.29	76.29	NUM
american_scientific_journal-12075	285	57	75.09	75.09	NUM
american_scientific_journal-12075	285	58	74.39	74.39	NUM
american_scientific_journal-12075	285	59	73.59	73.59	NUM
american_scientific_journal-12075	285	60	73.39	73.39	NUM
american_scientific_journal-12075	285	61	4	4	NUM
american_scientific_journal-12075	285	62	72.2	72.2	NUM
american_scientific_journal-12075	285	63	70.8	70.8	NUM
american_scientific_journal-12075	285	64	71	71	NUM
american_scientific_journal-12075	285	65	71.6	71.6	NUM
american_scientific_journal-12075	285	66	72.7	72.7	NUM
american_scientific_journal-12075	285	67	74	74	NUM
american_scientific_journal-12075	285	68	74.6	74.6	NUM
american_scientific_journal-12075	285	69	73.5	73.5	NUM
american_scientific_journal-12075	285	70	71.7	71.7	NUM
american_scientific_journal-12075	285	71	71	71	NUM
american_scientific_journal-12075	285	72	70.7	70.7	NUM
american_scientific_journal-12075	285	73	70.6	70.6	NUM
american_scientific_journal-12075	285	74	5	5	NUM
american_scientific_journal-12075	285	75	75.35	75.35	NUM
american_scientific_journal-12075	285	76	74.45	74.45	NUM
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american_scientific_journal-12075	285	87	6	6	NUM
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american_scientific_journal-12075	285	89	81.22	81.22	NUM
american_scientific_journal-12075	285	90	81.72	81.72	NUM
american_scientific_journal-12075	285	91	82.32	82.32	NUM
american_scientific_journal-12075	285	92	83.42	83.42	NUM
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american_scientific_journal-12075	285	95	84.22	84.22	NUM
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american_scientific_journal-12075	285	97	81.72	81.72	NUM
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american_scientific_journal-12075	285	100	7	7	NUM
american_scientific_journal-12075	285	101	79.46	79.46	NUM
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american_scientific_journal-12075	285	117	78.3	78.3	NUM
american_scientific_journal-12075	285	118	79.4	79.4	NUM
american_scientific_journal-12075	285	119	80.7	80.7	NUM
american_scientific_journal-12075	285	120	81.3	81.3	NUM
american_scientific_journal-12075	285	121	80.2	80.2	NUM
american_scientific_journal-12075	285	122	78.4	78.4	NUM
american_scientific_journal-12075	285	123	77.6	77.6	NUM
american_scientific_journal-12075	285	124	77.5	77.5	NUM
american_scientific_journal-12075	285	125	77.2	77.2	NUM
american_scientific_journal-12075	285	126	9	9	NUM
american_scientific_journal-12075	285	127	74.22	74.22	NUM
american_scientific_journal-12075	285	128	72.62	72.62	NUM
american_scientific_journal-12075	285	129	73.02	73.02	NUM
american_scientific_journal-12075	285	130	73.62	73.62	NUM
american_scientific_journal-12075	285	131	74.72	74.72	NUM
american_scientific_journal-12075	285	132	76.02	76.02	NUM
american_scientific_journal-12075	285	133	76.62	76.62	NUM
american_scientific_journal-12075	285	134	75.52	75.52	NUM
american_scientific_journal-12075	285	135	73.72	73.72	NUM
american_scientific_journal-12075	285	136	72.92	72.92	NUM
american_scientific_journal-12075	285	137	72.82	72.82	NUM
american_scientific_journal-12075	285	138	72.72	72.72	NUM
american_scientific_journal-12075	285	139	10	10	NUM
american_scientific_journal-12075	285	140	78.69	78.69	NUM
american_scientific_journal-12075	285	141	76.69	76.69	NUM
american_scientific_journal-12075	285	142	76.49	76.49	NUM
american_scientific_journal-12075	285	143	77.09	77.09	NUM
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american_scientific_journal-12075	285	145	79.49	79.49	NUM
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american_scientific_journal-12075	285	147	78.99	78.99	NUM
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american_scientific_journal-12075	285	152	11	11	NUM
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american_scientific_journal-12075	285	183	80.57	80.57	NUM
american_scientific_journal-12075	285	184	81.87	81.87	NUM
american_scientific_journal-12075	285	185	82.47	82.47	NUM
american_scientific_journal-12075	285	186	81.37	81.37	NUM
american_scientific_journal-12075	285	187	79.57	79.57	NUM
american_scientific_journal-12075	285	188	78.87	78.87	NUM
american_scientific_journal-12075	285	189	78.67	78.67	NUM
american_scientific_journal-12075	285	190	78.57	78.57	NUM
american_scientific_journal-12075	285	191	14	14	NUM
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american_scientific_journal-12075	285	193	74	74	NUM
american_scientific_journal-12075	285	194	73.9	73.9	NUM
american_scientific_journal-12075	285	195	74.5	74.5	NUM
american_scientific_journal-12075	285	196	75.6	75.6	NUM
american_scientific_journal-12075	285	197	76.9	76.9	NUM
american_scientific_journal-12075	285	198	77.5	77.5	NUM
american_scientific_journal-12075	285	199	76.4	76.4	NUM
american_scientific_journal-12075	285	200	74.6	74.6	NUM
american_scientific_journal-12075	285	201	73.9	73.9	NUM
american_scientific_journal-12075	285	202	73.7	73.7	NUM
american_scientific_journal-12075	285	203	73.6	73.6	NUM
american_scientific_journal-12075	285	204	15	15	NUM
american_scientific_journal-12075	285	205	75.25	75.25	NUM
american_scientific_journal-12075	285	206	73.15	73.15	NUM
american_scientific_journal-12075	285	207	73.05	73.05	NUM
american_scientific_journal-12075	285	208	73.65	73.65	NUM
american_scientific_journal-12075	285	209	74.75	74.75	NUM
american_scientific_journal-12075	285	210	76.05	76.05	NUM
american_scientific_journal-12075	285	211	76.65	76.65	NUM
american_scientific_journal-12075	285	212	75.55	75.55	NUM
american_scientific_journal-12075	285	213	73.75	73.75	NUM
american_scientific_journal-12075	285	214	73.05	73.05	NUM
american_scientific_journal-12075	285	215	72.85	72.85	NUM
american_scientific_journal-12075	285	216	72.55	72.55	NUM
american_scientific_journal-12075	285	217	16	16	NUM
american_scientific_journal-12075	285	218	75.74	75.74	NUM
american_scientific_journal-12075	285	219	73.64	73.64	NUM
american_scientific_journal-12075	285	220	73.54	73.54	NUM
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american_scientific_journal-12075	285	223	76.54	76.54	NUM
american_scientific_journal-12075	285	224	77.14	77.14	NUM
american_scientific_journal-12075	285	225	76.04	76.04	NUM
american_scientific_journal-12075	285	226	74.24	74.24	NUM
american_scientific_journal-12075	285	227	73.44	73.44	NUM
american_scientific_journal-12075	285	228	73.34	73.34	NUM
american_scientific_journal-12075	285	229	73.24	73.24	NUM
american_scientific_journal-12075	285	230	17	17	NUM
american_scientific_journal-12075	285	231	70.89	70.89	NUM
american_scientific_journal-12075	285	232	69.89	69.89	NUM
american_scientific_journal-12075	285	233	68.19	68.19	NUM
american_scientific_journal-12075	285	234	67.79	67.79	NUM
american_scientific_journal-12075	285	235	70.19	70.19	NUM
american_scientific_journal-12075	285	236	76.39	76.39	NUM
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american_scientific_journal-12075	285	238	76.69	76.69	NUM
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american_scientific_journal-12075	286	71	and	and	CCONJ
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american_scientific_journal-12075	286	193	76.31	76.31	NUM
american_scientific_journal-12075	286	194	76.21	76.21	NUM
american_scientific_journal-12075	286	195	76.81	76.81	NUM
american_scientific_journal-12075	286	196	79.21	79.21	NUM
american_scientific_journal-12075	286	197	81.61	81.61	NUM
american_scientific_journal-12075	286	198	83.01	83.01	NUM
american_scientific_journal-12075	286	199	81.91	81.91	NUM
american_scientific_journal-12075	286	200	79.11	79.11	NUM
american_scientific_journal-12075	286	201	77.91	77.91	NUM
american_scientific_journal-12075	286	202	77.31	77.31	NUM
american_scientific_journal-12075	286	203	77.01	77.01	NUM
american_scientific_journal-12075	286	204	42	42	NUM
american_scientific_journal-12075	286	205	77.07	77.07	NUM
american_scientific_journal-12075	286	206	74.97	74.97	NUM
american_scientific_journal-12075	286	207	74.87	74.87	NUM
american_scientific_journal-12075	286	208	75.47	75.47	NUM
american_scientific_journal-12075	286	209	77.87	77.87	NUM
american_scientific_journal-12075	286	210	79.77	79.77	NUM
american_scientific_journal-12075	286	211	81.67	81.67	NUM
american_scientific_journal-12075	286	212	80.57	80.57	NUM
american_scientific_journal-12075	286	213	78.77	78.77	NUM
american_scientific_journal-12075	286	214	76.07	76.07	NUM
american_scientific_journal-12075	286	215	75.67	75.67	NUM
american_scientific_journal-12075	286	216	77.77	77.77	NUM