id	sid	tid	token	lemma	pos
cet-14388	1	1	doi	doi	NOUN
cet-14388	1	2	:	:	PUNCT
cet-14388	1	3	10.3303	10.3303	NUM
cet-14388	1	4	/	/	SYM
cet-14388	1	5	cet23107099	cet23107099	PROPN
cet-14388	1	6	paper	paper	NOUN
cet-14388	1	7	received	receive	VERB
cet-14388	1	8	:	:	PUNCT
cet-14388	1	9	08	08	NUM
cet-14388	1	10	march	march	PROPN
cet-14388	1	11	2023	2023	NUM
cet-14388	1	12	;	;	PUNCT
cet-14388	1	13	revised	revise	VERB
cet-14388	1	14	:	:	PUNCT
cet-14388	1	15	29	29	NUM
cet-14388	1	16	july	july	PROPN
cet-14388	1	17	2023	2023	NUM
cet-14388	1	18	;	;	PUNCT
cet-14388	1	19	accepted	accept	VERB
cet-14388	1	20	:	:	PUNCT
cet-14388	1	21	01	01	NUM
cet-14388	1	22	november	november	PROPN
cet-14388	1	23	2023	2023	NUM
cet-14388	1	24	please	please	INTJ
cet-14388	1	25	cite	cite	VERB
cet-14388	1	26	this	this	DET
cet-14388	1	27	article	article	NOUN
cet-14388	1	28	as	as	ADP
cet-14388	1	29	:	:	PUNCT
cet-14388	1	30	iamtrakul	iamtrakul	PROPN
cet-14388	1	31	p.	p.	NOUN
cet-14388	1	32	,	,	PUNCT
cet-14388	1	33	makó	makó	AUX
cet-14388	1	34	e.	e.	PROPN
cet-14388	1	35	,	,	PUNCT
cet-14388	1	36	chayphong	chayphong	PROPN
cet-14388	1	37	s.	s.	PROPN
cet-14388	1	38	,	,	PUNCT
cet-14388	1	39	2023	2023	NUM
cet-14388	1	40	,	,	PUNCT
cet-14388	1	41	identifying	identify	VERB
cet-14388	1	42	driver	driver	NOUN
cet-14388	1	43	behaviours	behaviour	NOUN
cet-14388	1	44	contributing	contribute	VERB
cet-14388	1	45	to	to	ADP
cet-14388	1	46	road	road	NOUN
cet-14388	1	47	safety	safety	NOUN
cet-14388	1	48	among	among	ADP
cet-14388	1	49	different	different	ADJ
cet-14388	1	50	modes	mode	NOUN
cet-14388	1	51	at	at	ADP
cet-14388	1	52	road	road	NOUN
cet-14388	1	53	junctions	junction	NOUN
cet-14388	1	54	,	,	PUNCT
cet-14388	1	55	peri	peri	NOUN
cet-14388	1	56	-	-	PUNCT
cet-14388	1	57	urban	urban	ADJ
cet-14388	1	58	areas	area	NOUN
cet-14388	1	59	,	,	PUNCT
cet-14388	1	60	thailand	thailand	PROPN
cet-14388	1	61	,	,	PUNCT
cet-14388	1	62	chemical	chemical	ADJ
cet-14388	1	63	engineering	engineering	NOUN
cet-14388	1	64	transactions	transaction	NOUN
cet-14388	1	65	,	,	PUNCT
cet-14388	1	66	107	107	NUM
cet-14388	1	67	,	,	PUNCT
cet-14388	1	68	589	589	NUM
cet-14388	1	69	-	-	SYM
cet-14388	1	70	594	594	NUM
cet-14388	1	71	doi:10.3303	doi:10.3303	NOUN
cet-14388	1	72	/	/	SYM
cet-14388	1	73	cet23107099	cet23107099	PROPN
cet-14388	1	74	chemical	chemical	PROPN
cet-14388	1	75	engineering	engineering	NOUN
cet-14388	1	76	transactions	transaction	NOUN
cet-14388	1	77	vol	vol	NOUN
cet-14388	1	78	.	.	PUNCT
cet-14388	1	79	107	107	NUM
cet-14388	1	80	,	,	PUNCT
cet-14388	1	81	2023	2023	NUM
cet-14388	1	82	a	a	DET
cet-14388	1	83	publication	publication	NOUN
cet-14388	1	84	of	of	ADP
cet-14388	1	85	the	the	DET
cet-14388	1	86	italian	italian	ADJ
cet-14388	1	87	association	association	NOUN
cet-14388	1	88	of	of	ADP
cet-14388	1	89	chemical	chemical	PROPN
cet-14388	1	90	engineering	engineering	NOUN
cet-14388	1	91	online	online	ADV
cet-14388	1	92	at	at	ADP
cet-14388	1	93	www.cetjournal.it	www.cetjournal.it	PROPN
cet-14388	1	94	guest	guest	NOUN
cet-14388	1	95	editors	editor	NOUN
cet-14388	1	96	:	:	PUNCT
cet-14388	1	97	petar	petar	PROPN
cet-14388	1	98	s.	s.	PROPN
cet-14388	1	99	varbanov	varbanov	PROPN
cet-14388	1	100	,	,	PUNCT
cet-14388	1	101	bohong	bohong	PROPN
cet-14388	1	102	wang	wang	PROPN
cet-14388	1	103	,	,	PUNCT
cet-14388	1	104	petro	petro	NOUN
cet-14388	1	105	kapustenko	kapustenko	NOUN
cet-14388	1	106	copyright	copyright	NOUN
cet-14388	1	107	©	©	PROPN
cet-14388	1	108	2023	2023	NUM
cet-14388	1	109	,	,	PUNCT
cet-14388	1	110	aidic	aidic	ADJ
cet-14388	1	111	servizi	servizi	PROPN
cet-14388	1	112	s.r.l	s.r.l	NOUN
cet-14388	1	113	.	.	PUNCT
cet-14388	2	1	isbn	isbn	PROPN
cet-14388	2	2	979	979	NUM
cet-14388	2	3	-	-	SYM
cet-14388	2	4	12	12	NUM
cet-14388	2	5	-	-	PUNCT
cet-14388	2	6	81206	81206	NUM
cet-14388	2	7	-	-	PUNCT
cet-14388	2	8	07	07	NUM
cet-14388	2	9	-	-	PUNCT
cet-14388	2	10	6	6	NUM
cet-14388	3	1	;	;	PUNCT
cet-14388	3	2	issn	issn	PROPN
cet-14388	3	3	2283	2283	NUM
cet-14388	3	4	-	-	SYM
cet-14388	3	5	9216	9216	NUM
cet-14388	3	6	identifying	identify	VERB
cet-14388	3	7	driver	driver	NOUN
cet-14388	3	8	behaviours	behaviour	NOUN
cet-14388	3	9	contributing	contribute	VERB
cet-14388	3	10	to	to	ADP
cet-14388	3	11	road	road	NOUN
cet-14388	3	12	safety	safety	NOUN
cet-14388	3	13	among	among	ADP
cet-14388	3	14	different	different	ADJ
cet-14388	3	15	modes	mode	NOUN
cet-14388	3	16	at	at	ADP
cet-14388	3	17	road	road	NOUN
cet-14388	3	18	junctions	junction	NOUN
cet-14388	3	19	,	,	PUNCT
cet-14388	3	20	peri	peri	NOUN
cet-14388	3	21	-	-	PUNCT
cet-14388	3	22	urban	urban	ADJ
cet-14388	3	23	areas	area	NOUN
cet-14388	3	24	,	,	PUNCT
cet-14388	3	25	thailand	thailand	PROPN
cet-14388	3	26	pawinee	pawinee	PROPN
cet-14388	3	27	iamtrakula	iamtrakula	PROPN
cet-14388	3	28	,	,	PUNCT
cet-14388	3	29	*	*	PROPN
cet-14388	3	30	,	,	PUNCT
cet-14388	3	31	emese	emese	ADJ
cet-14388	3	32	makób	makób	NOUN
cet-14388	3	33	,	,	PUNCT
cet-14388	3	34	sararad	sararad	PROPN
cet-14388	3	35	chayphonga	chayphonga	VERB
cet-14388	3	36	acenter	acenter	NOUN
cet-14388	3	37	of	of	ADP
cet-14388	3	38	excellence	excellence	PROPN
cet-14388	3	39	in	in	ADP
cet-14388	3	40	urban	urban	ADJ
cet-14388	3	41	mobility	mobility	NOUN
cet-14388	3	42	research	research	NOUN
cet-14388	3	43	and	and	CCONJ
cet-14388	3	44	innovation	innovation	NOUN
cet-14388	3	45	,	,	PUNCT
cet-14388	3	46	faculty	faculty	NOUN
cet-14388	3	47	of	of	ADP
cet-14388	3	48	architecture	architecture	NOUN
cet-14388	3	49	and	and	CCONJ
cet-14388	3	50	planning	planning	NOUN
cet-14388	3	51	,	,	PUNCT
cet-14388	3	52	thammasat	thammasat	PROPN
cet-14388	3	53	university	university	PROPN
cet-14388	3	54	,	,	PUNCT
cet-14388	3	55	thailand	thailand	PROPN
cet-14388	3	56	bdepartment	bdepartment	PROPN
cet-14388	3	57	of	of	ADP
cet-14388	3	58	transport	transport	NOUN
cet-14388	3	59	infrastructure	infrastructure	NOUN
cet-14388	3	60	and	and	CCONJ
cet-14388	3	61	water	water	NOUN
cet-14388	3	62	resources	resource	NOUN
cet-14388	3	63	engineering	engineering	NOUN
cet-14388	3	64	,	,	PUNCT
cet-14388	3	65	széchenyi	széchenyi	PROPN
cet-14388	3	66	istván	istván	PROPN
cet-14388	3	67	university	university	PROPN
cet-14388	3	68	,	,	PUNCT
cet-14388	3	69	hungary	hungary	PROPN
cet-14388	3	70	pawinee@ap.tu.ac.th	pawinee@ap.tu.ac.th	PROPN
cet-14388	3	71	the	the	DET
cet-14388	3	72	mismatch	mismatch	NOUN
cet-14388	3	73	between	between	ADP
cet-14388	3	74	land	land	NOUN
cet-14388	3	75	use	use	NOUN
cet-14388	3	76	and	and	CCONJ
cet-14388	3	77	road	road	NOUN
cet-14388	3	78	layout	layout	NOUN
cet-14388	3	79	has	have	AUX
cet-14388	3	80	led	lead	VERB
cet-14388	3	81	to	to	ADP
cet-14388	3	82	high	high	ADJ
cet-14388	3	83	traffic	traffic	NOUN
cet-14388	3	84	volumes	volume	NOUN
cet-14388	3	85	in	in	ADP
cet-14388	3	86	unsafe	unsafe	ADJ
cet-14388	3	87	conditions	condition	NOUN
cet-14388	3	88	in	in	ADP
cet-14388	3	89	periurban	periurban	ADJ
cet-14388	3	90	areas	area	NOUN
cet-14388	3	91	.	.	PUNCT
cet-14388	4	1	this	this	PRON
cet-14388	4	2	is	be	AUX
cet-14388	4	3	also	also	ADV
cet-14388	4	4	the	the	DET
cet-14388	4	5	case	case	NOUN
cet-14388	4	6	in	in	ADP
cet-14388	4	7	pathumthai	pathumthai	ADJ
cet-14388	4	8	province	province	NOUN
cet-14388	4	9	,	,	PUNCT
cet-14388	4	10	which	which	PRON
cet-14388	4	11	was	be	AUX
cet-14388	4	12	selected	select	VERB
cet-14388	4	13	as	as	ADP
cet-14388	4	14	a	a	DET
cet-14388	4	15	study	study	NOUN
cet-14388	4	16	area	area	NOUN
cet-14388	4	17	,	,	PUNCT
cet-14388	4	18	as	as	ADP
cet-14388	4	19	one	one	NUM
cet-14388	4	20	of	of	ADP
cet-14388	4	21	the	the	DET
cet-14388	4	22	areas	area	NOUN
cet-14388	4	23	surrounding	surround	VERB
cet-14388	4	24	bangkok	bangkok	PROPN
cet-14388	4	25	,	,	PUNCT
cet-14388	4	26	the	the	DET
cet-14388	4	27	megacity	megacity	NOUN
cet-14388	4	28	of	of	ADP
cet-14388	4	29	thailand	thailand	PROPN
cet-14388	4	30	.	.	PUNCT
cet-14388	5	1	for	for	ADP
cet-14388	5	2	this	this	DET
cet-14388	5	3	study	study	NOUN
cet-14388	5	4	,	,	PUNCT
cet-14388	5	5	an	an	DET
cet-14388	5	6	attempt	attempt	NOUN
cet-14388	5	7	was	be	AUX
cet-14388	5	8	made	make	VERB
cet-14388	5	9	to	to	PART
cet-14388	5	10	focus	focus	VERB
cet-14388	5	11	on	on	ADP
cet-14388	5	12	4	4	NUM
cet-14388	5	13	points	point	NOUN
cet-14388	5	14	of	of	ADP
cet-14388	5	15	road	road	NOUN
cet-14388	5	16	junctions	junction	NOUN
cet-14388	5	17	of	of	ADP
cet-14388	5	18	multi	multi	ADJ
cet-14388	5	19	-	-	ADJ
cet-14388	5	20	lane	lane	ADJ
cet-14388	5	21	highways	highway	NOUN
cet-14388	5	22	and	and	CCONJ
cet-14388	5	23	to	to	PART
cet-14388	5	24	observe	observe	VERB
cet-14388	5	25	their	their	PRON
cet-14388	5	26	longitudinal	longitudinal	ADJ
cet-14388	5	27	differences	difference	NOUN
cet-14388	5	28	with	with	ADP
cet-14388	5	29	their	their	PRON
cet-14388	5	30	speeds	speed	NOUN
cet-14388	5	31	.	.	PUNCT
cet-14388	6	1	the	the	DET
cet-14388	6	2	results	result	NOUN
cet-14388	6	3	showed	show	VERB
cet-14388	6	4	that	that	SCONJ
cet-14388	6	5	traffic	traffic	NOUN
cet-14388	6	6	volume	volume	NOUN
cet-14388	6	7	has	have	VERB
cet-14388	6	8	a	a	DET
cet-14388	6	9	major	major	ADJ
cet-14388	6	10	impact	impact	NOUN
cet-14388	6	11	on	on	ADP
cet-14388	6	12	accident	accident	NOUN
cet-14388	6	13	risk	risk	NOUN
cet-14388	6	14	,	,	PUNCT
cet-14388	6	15	especially	especially	ADV
cet-14388	6	16	at	at	ADP
cet-14388	6	17	higher	high	ADJ
cet-14388	6	18	traffic	traffic	NOUN
cet-14388	6	19	volumes	volume	NOUN
cet-14388	6	20	and	and	CCONJ
cet-14388	6	21	in	in	ADP
cet-14388	6	22	mixed	mixed	ADJ
cet-14388	6	23	-	-	PUNCT
cet-14388	6	24	traffic	traffic	NOUN
cet-14388	6	25	situations	situation	NOUN
cet-14388	6	26	.	.	PUNCT
cet-14388	7	1	the	the	DET
cet-14388	7	2	risk	risk	NOUN
cet-14388	7	3	is	be	AUX
cet-14388	7	4	increased	increase	VERB
cet-14388	7	5	by	by	ADP
cet-14388	7	6	the	the	DET
cet-14388	7	7	presence	presence	NOUN
cet-14388	7	8	of	of	ADP
cet-14388	7	9	commercial	commercial	ADJ
cet-14388	7	10	vehicles	vehicle	NOUN
cet-14388	7	11	mixed	mix	VERB
cet-14388	7	12	with	with	ADP
cet-14388	7	13	smaller	small	ADJ
cet-14388	7	14	vehicles	vehicle	NOUN
cet-14388	7	15	(	(	PUNCT
cet-14388	7	16	e.g.	e.g.	ADV
cet-14388	7	17	motorcycles	motorcycle	NOUN
cet-14388	7	18	)	)	PUNCT
cet-14388	7	19	,	,	PUNCT
cet-14388	7	20	which	which	PRON
cet-14388	7	21	require	require	VERB
cet-14388	7	22	sufficient	sufficient	ADJ
cet-14388	7	23	distance	distance	NOUN
cet-14388	7	24	between	between	ADP
cet-14388	7	25	following	follow	VERB
cet-14388	7	26	vehicles	vehicle	NOUN
cet-14388	7	27	.	.	PUNCT
cet-14388	8	1	the	the	DET
cet-14388	8	2	novelty	novelty	NOUN
cet-14388	8	3	of	of	ADP
cet-14388	8	4	this	this	DET
cet-14388	8	5	paper	paper	NOUN
cet-14388	8	6	is	be	AUX
cet-14388	8	7	identifying	identify	VERB
cet-14388	8	8	driver	driver	NOUN
cet-14388	8	9	behaviours	behaviour	NOUN
cet-14388	8	10	through	through	ADP
cet-14388	8	11	the	the	DET
cet-14388	8	12	use	use	NOUN
cet-14388	8	13	of	of	ADP
cet-14388	8	14	prototype	prototype	NOUN
cet-14388	8	15	cctv	cctv	NOUN
cet-14388	8	16	technology	technology	NOUN
cet-14388	8	17	and	and	CCONJ
cet-14388	8	18	distinguishing	distinguish	VERB
cet-14388	8	19	the	the	DET
cet-14388	8	20	role	role	NOUN
cet-14388	8	21	that	that	PRON
cet-14388	8	22	types	type	NOUN
cet-14388	8	23	of	of	ADP
cet-14388	8	24	drivers	driver	NOUN
cet-14388	8	25	'	'	PART
cet-14388	8	26	vehicles	vehicle	NOUN
cet-14388	8	27	play	play	VERB
cet-14388	8	28	in	in	ADP
cet-14388	8	29	mitigating	mitigate	VERB
cet-14388	8	30	risks	risk	NOUN
cet-14388	8	31	in	in	ADP
cet-14388	8	32	different	different	ADJ
cet-14388	8	33	travel	travel	NOUN
cet-14388	8	34	patterns	pattern	NOUN
cet-14388	8	35	,	,	PUNCT
cet-14388	8	36	considering	consider	VERB
cet-14388	8	37	the	the	DET
cet-14388	8	38	safety	safety	NOUN
cet-14388	8	39	aspects	aspect	NOUN
cet-14388	8	40	of	of	ADP
cet-14388	8	41	highway	highway	NOUN
cet-14388	8	42	design	design	NOUN
cet-14388	8	43	and	and	CCONJ
cet-14388	8	44	land	land	NOUN
cet-14388	8	45	use	use	NOUN
cet-14388	8	46	.	.	PUNCT
cet-14388	9	1	1	1	X
cet-14388	9	2	.	.	X
cet-14388	9	3	introduction	introduction	NOUN
cet-14388	9	4	road	road	NOUN
cet-14388	9	5	safety	safety	NOUN
cet-14388	9	6	is	be	AUX
cet-14388	9	7	an	an	DET
cet-14388	9	8	issue	issue	NOUN
cet-14388	9	9	that	that	SCONJ
cet-14388	9	10	thailand	thailand	PROPN
cet-14388	9	11	has	have	AUX
cet-14388	9	12	been	be	AUX
cet-14388	9	13	researching	research	VERB
cet-14388	9	14	and	and	CCONJ
cet-14388	9	15	solving	solve	VERB
cet-14388	9	16	for	for	ADP
cet-14388	9	17	a	a	DET
cet-14388	9	18	long	long	ADJ
cet-14388	9	19	time	time	NOUN
cet-14388	9	20	.	.	PUNCT
cet-14388	10	1	it	it	PRON
cet-14388	10	2	is	be	AUX
cet-14388	10	3	generally	generally	ADV
cet-14388	10	4	accepted	accept	VERB
cet-14388	10	5	that	that	SCONJ
cet-14388	10	6	a	a	DET
cet-14388	10	7	traffic	traffic	NOUN
cet-14388	10	8	accident	accident	NOUN
cet-14388	10	9	is	be	AUX
cet-14388	10	10	caused	cause	VERB
cet-14388	10	11	by	by	ADP
cet-14388	10	12	a	a	DET
cet-14388	10	13	mistake	mistake	NOUN
cet-14388	10	14	/	/	SYM
cet-14388	10	15	fault	fault	NOUN
cet-14388	10	16	in	in	ADP
cet-14388	10	17	at	at	ADV
cet-14388	10	18	least	least	ADV
cet-14388	10	19	one	one	NUM
cet-14388	10	20	of	of	ADP
cet-14388	10	21	3	3	NUM
cet-14388	10	22	factors	factor	NOUN
cet-14388	10	23	,	,	PUNCT
cet-14388	10	24	possibly	possibly	ADV
cet-14388	10	25	the	the	DET
cet-14388	10	26	fault	fault	NOUN
cet-14388	10	27	of	of	ADP
cet-14388	10	28	the	the	DET
cet-14388	10	29	passerby	passerby	NOUN
cet-14388	10	30	or	or	CCONJ
cet-14388	10	31	deficiencies	deficiency	NOUN
cet-14388	10	32	in	in	ADP
cet-14388	10	33	road	road	NOUN
cet-14388	10	34	infrastructure	infrastructure	NOUN
cet-14388	10	35	or	or	CCONJ
cet-14388	10	36	vehicle	vehicle	NOUN
cet-14388	10	37	defects	defect	NOUN
cet-14388	10	38	or	or	CCONJ
cet-14388	10	39	two	two	NUM
cet-14388	10	40	out	out	ADP
cet-14388	10	41	of	of	ADP
cet-14388	10	42	three	three	NUM
cet-14388	10	43	factors	factor	NOUN
cet-14388	10	44	or	or	CCONJ
cet-14388	10	45	three	three	NUM
cet-14388	10	46	factors	factor	NOUN
cet-14388	10	47	(	(	PUNCT
cet-14388	10	48	iamtrakul	iamtrakul	PROPN
cet-14388	10	49	et	et	PROPN
cet-14388	10	50	al	al	PROPN
cet-14388	10	51	.	.	PROPN
cet-14388	10	52	,	,	PUNCT
cet-14388	10	53	2023c	2023c	NUM
cet-14388	10	54	)	)	PUNCT
cet-14388	10	55	.	.	PUNCT
cet-14388	11	1	however	however	ADV
cet-14388	11	2	,	,	PUNCT
cet-14388	11	3	the	the	DET
cet-14388	11	4	cause	cause	NOUN
cet-14388	11	5	is	be	AUX
cet-14388	11	6	inevitably	inevitably	ADV
cet-14388	11	7	caused	cause	VERB
cet-14388	11	8	by	by	ADP
cet-14388	11	9	the	the	DET
cet-14388	11	10	behaviour	behaviour	NOUN
cet-14388	11	11	of	of	ADP
cet-14388	11	12	the	the	DET
cet-14388	11	13	driver	driver	NOUN
cet-14388	11	14	.	.	PUNCT
cet-14388	12	1	for	for	ADP
cet-14388	12	2	thailand	thailand	PROPN
cet-14388	12	3	,	,	PUNCT
cet-14388	12	4	the	the	DET
cet-14388	12	5	number	number	NOUN
cet-14388	12	6	of	of	ADP
cet-14388	12	7	deaths	death	NOUN
cet-14388	12	8	from	from	ADP
cet-14388	12	9	road	road	NOUN
cet-14388	12	10	accidents	accident	NOUN
cet-14388	12	11	is	be	AUX
cet-14388	12	12	the	the	DET
cet-14388	12	13	ninth	ninth	ADJ
cet-14388	12	14	highest	high	ADJ
cet-14388	12	15	in	in	ADP
cet-14388	12	16	the	the	DET
cet-14388	12	17	world	world	NOUN
cet-14388	12	18	(	(	PUNCT
cet-14388	12	19	2018	2018	NUM
cet-14388	12	20	)	)	PUNCT
cet-14388	12	21	,	,	PUNCT
cet-14388	12	22	with	with	ADP
cet-14388	12	23	an	an	DET
cet-14388	12	24	estimated	estimate	VERB
cet-14388	12	25	32.7	32.7	NUM
cet-14388	12	26	fatalities	fatality	NOUN
cet-14388	12	27	per	per	ADP
cet-14388	12	28	100,000	100,000	NUM
cet-14388	12	29	population	population	NOUN
cet-14388	12	30	(	(	PUNCT
cet-14388	12	31	who	who	PRON
cet-14388	12	32	,	,	PUNCT
cet-14388	12	33	2018	2018	NUM
cet-14388	12	34	)	)	PUNCT
cet-14388	12	35	.	.	PUNCT
cet-14388	13	1	when	when	SCONJ
cet-14388	13	2	considering	consider	VERB
cet-14388	13	3	the	the	DET
cet-14388	13	4	report	report	NOUN
cet-14388	13	5	on	on	ADP
cet-14388	13	6	the	the	DET
cet-14388	13	7	main	main	ADJ
cet-14388	13	8	assumptions	assumption	NOUN
cet-14388	13	9	that	that	PRON
cet-14388	13	10	cause	cause	VERB
cet-14388	13	11	road	road	NOUN
cet-14388	13	12	accidents	accident	NOUN
cet-14388	13	13	from	from	ADP
cet-14388	13	14	the	the	DET
cet-14388	13	15	road	road	NOUN
cet-14388	13	16	accident	accident	NOUN
cet-14388	13	17	situation	situation	NOUN
cet-14388	13	18	analysis	analysis	NOUN
cet-14388	13	19	report	report	NOUN
cet-14388	13	20	of	of	ADP
cet-14388	13	21	the	the	DET
cet-14388	13	22	office	office	NOUN
cet-14388	13	23	of	of	ADP
cet-14388	13	24	transport	transport	NOUN
cet-14388	13	25	and	and	CCONJ
cet-14388	13	26	traffic	traffic	NOUN
cet-14388	13	27	policy	policy	NOUN
cet-14388	13	28	and	and	CCONJ
cet-14388	13	29	planning	planning	NOUN
cet-14388	13	30	(	(	PUNCT
cet-14388	13	31	2020	2020	NUM
cet-14388	13	32	)	)	PUNCT
cet-14388	13	33	,	,	PUNCT
cet-14388	13	34	it	it	PRON
cet-14388	13	35	pointed	point	VERB
cet-14388	13	36	out	out	ADP
cet-14388	13	37	that	that	SCONJ
cet-14388	13	38	speeding	speeding	NOUN
cet-14388	13	39	and	and	CCONJ
cet-14388	13	40	speeding	speed	VERB
cet-14388	13	41	in	in	ADP
cet-14388	13	42	front	front	NOUN
cet-14388	13	43	of	of	ADP
cet-14388	13	44	the	the	DET
cet-14388	13	45	vehicle	vehicle	NOUN
cet-14388	13	46	are	be	AUX
cet-14388	13	47	still	still	ADV
cet-14388	13	48	among	among	ADP
cet-14388	13	49	the	the	DET
cet-14388	13	50	top	top	ADJ
cet-14388	13	51	presuppositions	presupposition	NOUN
cet-14388	13	52	of	of	ADP
cet-14388	13	53	factors	factor	NOUN
cet-14388	13	54	attributable	attributable	ADJ
cet-14388	13	55	to	to	ADP
cet-14388	13	56	accidents	accident	NOUN
cet-14388	13	57	.	.	PUNCT
cet-14388	14	1	nowadays	nowadays	ADV
cet-14388	14	2	,	,	PUNCT
cet-14388	14	3	there	there	PRON
cet-14388	14	4	are	be	VERB
cet-14388	14	5	guidelines	guideline	NOUN
cet-14388	14	6	for	for	ADP
cet-14388	14	7	urban	urban	ADJ
cet-14388	14	8	development	development	NOUN
cet-14388	14	9	based	base	VERB
cet-14388	14	10	on	on	ADP
cet-14388	14	11	the	the	DET
cet-14388	14	12	concept	concept	NOUN
cet-14388	14	13	of	of	ADP
cet-14388	14	14	smart	smart	ADJ
cet-14388	14	15	city	city	NOUN
cet-14388	14	16	development	development	NOUN
cet-14388	14	17	,	,	PUNCT
cet-14388	14	18	which	which	PRON
cet-14388	14	19	is	be	AUX
cet-14388	14	20	a	a	DET
cet-14388	14	21	development	development	NOUN
cet-14388	14	22	approach	approach	NOUN
cet-14388	14	23	that	that	PRON
cet-14388	14	24	integrates	integrate	VERB
cet-14388	14	25	innovation	innovation	NOUN
cet-14388	14	26	and	and	CCONJ
cet-14388	14	27	technology	technology	NOUN
cet-14388	14	28	in	in	ADP
cet-14388	14	29	planning	planning	NOUN
cet-14388	14	30	and	and	CCONJ
cet-14388	14	31	solving	solve	VERB
cet-14388	14	32	urban	urban	ADJ
cet-14388	14	33	problems	problem	NOUN
cet-14388	14	34	(	(	PUNCT
cet-14388	14	35	iamtrakul	iamtrakul	PROPN
cet-14388	14	36	et	et	PROPN
cet-14388	14	37	al	al	PROPN
cet-14388	14	38	.	.	PROPN
cet-14388	14	39	,	,	PUNCT
cet-14388	14	40	2023b	2023b	NUM
cet-14388	14	41	)	)	PUNCT
cet-14388	14	42	.	.	PUNCT
cet-14388	15	1	in	in	ADP
cet-14388	15	2	terms	term	NOUN
cet-14388	15	3	of	of	ADP
cet-14388	15	4	road	road	NOUN
cet-14388	15	5	safety	safety	NOUN
cet-14388	15	6	management	management	NOUN
cet-14388	15	7	,	,	PUNCT
cet-14388	15	8	innovation	innovation	NOUN
cet-14388	15	9	and	and	CCONJ
cet-14388	15	10	technology	technology	NOUN
cet-14388	15	11	have	have	AUX
cet-14388	15	12	been	be	AUX
cet-14388	15	13	used	use	VERB
cet-14388	15	14	to	to	PART
cet-14388	15	15	help	help	VERB
cet-14388	15	16	plan	plan	VERB
cet-14388	15	17	and	and	CCONJ
cet-14388	15	18	solve	solve	VERB
cet-14388	15	19	the	the	DET
cet-14388	15	20	problem	problem	NOUN
cet-14388	15	21	known	know	VERB
cet-14388	15	22	as	as	ADP
cet-14388	15	23	“	"	PUNCT
cet-14388	15	24	intelligent	intelligent	ADJ
cet-14388	15	25	transportation	transportation	NOUN
cet-14388	15	26	system	system	NOUN
cet-14388	15	27	:	:	PUNCT
cet-14388	15	28	its	its	PRON
cet-14388	15	29	”	"	PUNCT
cet-14388	15	30	,	,	PUNCT
cet-14388	15	31	including	include	VERB
cet-14388	15	32	“	"	PUNCT
cet-14388	15	33	artificial	artificial	ADJ
cet-14388	15	34	intelligence	intelligence	NOUN
cet-14388	15	35	”	"	PUNCT
cet-14388	15	36	that	that	PRON
cet-14388	15	37	will	will	AUX
cet-14388	15	38	help	help	VERB
cet-14388	15	39	in	in	ADP
cet-14388	15	40	image	image	NOUN
cet-14388	15	41	-	-	PUNCT
cet-14388	15	42	processing	processing	NOUN
cet-14388	15	43	and	and	CCONJ
cet-14388	15	44	video	video	NOUN
cet-14388	15	45	processing	processing	NOUN
cet-14388	15	46	,	,	PUNCT
cet-14388	15	47	including	include	VERB
cet-14388	15	48	predicting	predict	VERB
cet-14388	15	49	traffic	traffic	NOUN
cet-14388	15	50	possible	possible	ADJ
cet-14388	15	51	risks	risk	NOUN
cet-14388	15	52	from	from	ADP
cet-14388	15	53	driver	driver	NOUN
cet-14388	15	54	behaviour	behaviour	NOUN
cet-14388	15	55	.	.	PUNCT
cet-14388	16	1	integrating	integrate	VERB
cet-14388	16	2	innovation	innovation	NOUN
cet-14388	16	3	and	and	CCONJ
cet-14388	16	4	technology	technology	NOUN
cet-14388	16	5	to	to	PART
cet-14388	16	6	address	address	VERB
cet-14388	16	7	road	road	NOUN
cet-14388	16	8	safety	safety	NOUN
cet-14388	16	9	issues	issue	NOUN
cet-14388	16	10	related	relate	VERB
cet-14388	16	11	to	to	ADP
cet-14388	16	12	driving	drive	VERB
cet-14388	16	13	behaviour	behaviour	NOUN
cet-14388	16	14	focuses	focus	VERB
cet-14388	16	15	on	on	ADP
cet-14388	16	16	providing	provide	VERB
cet-14388	16	17	information	information	NOUN
cet-14388	16	18	for	for	ADP
cet-14388	16	19	drivers	driver	NOUN
cet-14388	16	20	,	,	PUNCT
cet-14388	16	21	including	include	VERB
cet-14388	16	22	forecasting	forecast	VERB
cet-14388	16	23	potential	potential	ADJ
cet-14388	16	24	risks	risk	NOUN
cet-14388	16	25	from	from	ADP
cet-14388	16	26	drivers	driver	NOUN
cet-14388	16	27	(	(	PUNCT
cet-14388	16	28	winter	winter	NOUN
cet-14388	16	29	et	et	PROPN
cet-14388	16	30	al	al	PROPN
cet-14388	16	31	.	.	PROPN
cet-14388	16	32	,	,	PUNCT
cet-14388	16	33	2023	2023	NUM
cet-14388	16	34	)	)	PUNCT
cet-14388	16	35	,	,	PUNCT
cet-14388	16	36	accounting	account	VERB
cet-14388	16	37	for	for	ADP
cet-14388	16	38	behaviour	behaviour	NOUN
cet-14388	16	39	(	(	PUNCT
cet-14388	16	40	fu	fu	NOUN
cet-14388	16	41	et	et	PROPN
cet-14388	16	42	al	al	PROPN
cet-14388	16	43	.	.	PROPN
cet-14388	16	44	,	,	PUNCT
cet-14388	16	45	2015	2015	NUM
cet-14388	16	46	)	)	PUNCT
cet-14388	16	47	and	and	CCONJ
cet-14388	16	48	traffic	traffic	NOUN
cet-14388	16	49	conflict	conflict	NOUN
cet-14388	16	50	prediction	prediction	NOUN
cet-14388	16	51	(	(	PUNCT
cet-14388	16	52	formosa	formosa	NOUN
cet-14388	16	53	et	et	PROPN
cet-14388	16	54	al	al	PROPN
cet-14388	16	55	.	.	PROPN
cet-14388	16	56	,	,	PUNCT
cet-14388	16	57	2020	2020	NUM
cet-14388	16	58	)	)	PUNCT
cet-14388	16	59	.	.	PUNCT
cet-14388	17	1	therefore	therefore	ADV
cet-14388	17	2	,	,	PUNCT
cet-14388	17	3	the	the	DET
cet-14388	17	4	objective	objective	NOUN
cet-14388	17	5	of	of	ADP
cet-14388	17	6	this	this	DET
cet-14388	17	7	study	study	NOUN
cet-14388	17	8	is	be	AUX
cet-14388	17	9	to	to	PART
cet-14388	17	10	understand	understand	VERB
cet-14388	17	11	the	the	DET
cet-14388	17	12	driver	driver	NOUN
cet-14388	17	13	behaviour	behaviour	NOUN
cet-14388	17	14	that	that	PRON
cet-14388	17	15	needs	need	VERB
cet-14388	17	16	to	to	PART
cet-14388	17	17	be	be	AUX
cet-14388	17	18	identified	identify	VERB
cet-14388	17	19	between	between	ADP
cet-14388	17	20	different	different	ADJ
cet-14388	17	21	modes	mode	NOUN
cet-14388	17	22	of	of	ADP
cet-14388	17	23	travel	travel	NOUN
cet-14388	17	24	,	,	PUNCT
cet-14388	17	25	which	which	PRON
cet-14388	17	26	can	can	AUX
cet-14388	17	27	lead	lead	VERB
cet-14388	17	28	to	to	ADP
cet-14388	17	29	proposals	proposal	NOUN
cet-14388	17	30	to	to	PART
cet-14388	17	31	solve	solve	VERB
cet-14388	17	32	road	road	NOUN
cet-14388	17	33	safety	safety	NOUN
cet-14388	17	34	problems	problem	NOUN
cet-14388	17	35	caused	cause	VERB
cet-14388	17	36	by	by	ADP
cet-14388	17	37	driver	driver	NOUN
cet-14388	17	38	behaviour	behaviour	NOUN
cet-14388	17	39	.	.	PUNCT
cet-14388	18	1	589	589	NUM
cet-14388	18	2	2	2	NUM
cet-14388	18	3	.	.	X
cet-14388	18	4	methodology	methodology	NOUN
cet-14388	18	5	2.1	2.1	NUM
cet-14388	18	6	study	study	NOUN
cet-14388	18	7	area	area	NOUN
cet-14388	18	8	pathum	pathum	NOUN
cet-14388	18	9	thani	thani	PROPN
cet-14388	18	10	is	be	AUX
cet-14388	18	11	one	one	NUM
cet-14388	18	12	of	of	ADP
cet-14388	18	13	the	the	DET
cet-14388	18	14	metropolitan	metropolitan	ADJ
cet-14388	18	15	provinces	province	NOUN
cet-14388	18	16	,	,	PUNCT
cet-14388	18	17	an	an	DET
cet-14388	18	18	area	area	NOUN
cet-14388	18	19	that	that	PRON
cet-14388	18	20	supports	support	VERB
cet-14388	18	21	expansion	expansion	NOUN
cet-14388	18	22	and	and	CCONJ
cet-14388	18	23	development	development	NOUN
cet-14388	18	24	in	in	ADP
cet-14388	18	25	various	various	ADJ
cet-14388	18	26	fields	field	NOUN
cet-14388	18	27	from	from	ADP
cet-14388	18	28	the	the	DET
cet-14388	18	29	capital	capital	NOUN
cet-14388	18	30	area	area	NOUN
cet-14388	18	31	of	of	ADP
cet-14388	18	32	thailand	thailand	PROPN
cet-14388	18	33	.	.	PUNCT
cet-14388	19	1	as	as	ADP
cet-14388	19	2	a	a	DET
cet-14388	19	3	result	result	NOUN
cet-14388	19	4	,	,	PUNCT
cet-14388	19	5	pathum	pathum	PROPN
cet-14388	19	6	thani	thani	PROPN
cet-14388	19	7	province	province	PROPN
cet-14388	19	8	has	have	VERB
cet-14388	19	9	a	a	DET
cet-14388	19	10	variety	variety	NOUN
cet-14388	19	11	of	of	ADP
cet-14388	19	12	activities	activity	NOUN
cet-14388	19	13	that	that	PRON
cet-14388	19	14	attract	attract	VERB
cet-14388	19	15	settlement	settlement	NOUN
cet-14388	19	16	and	and	CCONJ
cet-14388	19	17	travel	travel	NOUN
cet-14388	19	18	in	in	ADP
cet-14388	19	19	a	a	DET
cet-14388	19	20	large	large	ADJ
cet-14388	19	21	number	number	NOUN
cet-14388	19	22	of	of	ADP
cet-14388	19	23	different	different	ADJ
cet-14388	19	24	forms	form	NOUN
cet-14388	19	25	of	of	ADP
cet-14388	19	26	travel	travel	NOUN
cet-14388	19	27	(	(	PUNCT
cet-14388	19	28	iamtrakul	iamtrakul	NOUN
cet-14388	19	29	and	and	CCONJ
cet-14388	19	30	chayphong	chayphong	NOUN
cet-14388	19	31	,	,	PUNCT
cet-14388	19	32	2023	2023	NUM
cet-14388	19	33	)	)	PUNCT
cet-14388	19	34	.	.	PUNCT
cet-14388	20	1	in	in	ADP
cet-14388	20	2	particular	particular	ADJ
cet-14388	20	3	,	,	PUNCT
cet-14388	20	4	private	private	ADJ
cet-14388	20	5	car	car	NOUN
cet-14388	20	6	travel	travel	NOUN
cet-14388	20	7	leads	lead	VERB
cet-14388	20	8	to	to	ADP
cet-14388	20	9	traffic	traffic	NOUN
cet-14388	20	10	congestion	congestion	NOUN
cet-14388	20	11	in	in	ADP
cet-14388	20	12	the	the	DET
cet-14388	20	13	area	area	NOUN
cet-14388	20	14	,	,	PUNCT
cet-14388	20	15	including	include	VERB
cet-14388	20	16	the	the	DET
cet-14388	20	17	problem	problem	NOUN
cet-14388	20	18	of	of	ADP
cet-14388	20	19	road	road	NOUN
cet-14388	20	20	accidents	accident	NOUN
cet-14388	20	21	(	(	PUNCT
cet-14388	20	22	iamtrakul	iamtrakul	PROPN
cet-14388	20	23	et	et	PROPN
cet-14388	20	24	al	al	PROPN
cet-14388	20	25	.	.	PROPN
cet-14388	20	26	,	,	PUNCT
cet-14388	20	27	2023a	2023a	NUM
cet-14388	20	28	)	)	PUNCT
cet-14388	20	29	.	.	PUNCT
cet-14388	21	1	considering	consider	VERB
cet-14388	21	2	the	the	DET
cet-14388	21	3	statistics	statistic	NOUN
cet-14388	21	4	of	of	ADP
cet-14388	21	5	road	road	NOUN
cet-14388	21	6	accidents	accident	NOUN
cet-14388	21	7	in	in	ADP
cet-14388	21	8	pathum	pathum	PROPN
cet-14388	21	9	thani	thani	PROPN
cet-14388	21	10	province	province	PROPN
cet-14388	21	11	,	,	PUNCT
cet-14388	21	12	it	it	PRON
cet-14388	21	13	was	be	AUX
cet-14388	21	14	found	find	VERB
cet-14388	21	15	that	that	SCONJ
cet-14388	21	16	in	in	ADP
cet-14388	21	17	2019	2019	NUM
cet-14388	21	18	-	-	SYM
cet-14388	21	19	2021	2021	NUM
cet-14388	21	20	,	,	PUNCT
cet-14388	21	21	there	there	PRON
cet-14388	21	22	was	be	VERB
cet-14388	21	23	an	an	DET
cet-14388	21	24	increase	increase	NOUN
cet-14388	21	25	in	in	ADP
cet-14388	21	26	the	the	DET
cet-14388	21	27	number	number	NOUN
cet-14388	21	28	of	of	ADP
cet-14388	21	29	deaths	death	NOUN
cet-14388	21	30	and	and	CCONJ
cet-14388	21	31	injuries	injury	NOUN
cet-14388	21	32	when	when	SCONJ
cet-14388	21	33	considered	consider	VERB
cet-14388	21	34	together	together	ADV
cet-14388	21	35	with	with	ADP
cet-14388	21	36	the	the	DET
cet-14388	21	37	number	number	NOUN
cet-14388	21	38	of	of	ADP
cet-14388	21	39	deaths	death	NOUN
cet-14388	21	40	tending	tend	VERB
cet-14388	21	41	to	to	PART
cet-14388	21	42	increase	increase	VERB
cet-14388	21	43	in	in	ADP
cet-14388	21	44	each	each	DET
cet-14388	21	45	year	year	NOUN
cet-14388	21	46	.	.	PUNCT
cet-14388	22	1	considering	consider	VERB
cet-14388	22	2	the	the	DET
cet-14388	22	3	data	datum	NOUN
cet-14388	22	4	on	on	ADP
cet-14388	22	5	the	the	DET
cet-14388	22	6	number	number	NOUN
cet-14388	22	7	of	of	ADP
cet-14388	22	8	accidents	accident	NOUN
cet-14388	22	9	together	together	ADV
cet-14388	22	10	with	with	ADP
cet-14388	22	11	the	the	DET
cet-14388	22	12	data	datum	NOUN
cet-14388	22	13	on	on	ADP
cet-14388	22	14	the	the	DET
cet-14388	22	15	type	type	NOUN
cet-14388	22	16	of	of	ADP
cet-14388	22	17	vehicle	vehicle	NOUN
cet-14388	22	18	,	,	PUNCT
cet-14388	22	19	it	it	PRON
cet-14388	22	20	was	be	AUX
cet-14388	22	21	found	find	VERB
cet-14388	22	22	that	that	SCONJ
cet-14388	22	23	the	the	DET
cet-14388	22	24	type	type	NOUN
cet-14388	22	25	of	of	ADP
cet-14388	22	26	vehicle	vehicle	NOUN
cet-14388	22	27	that	that	PRON
cet-14388	22	28	caused	cause	VERB
cet-14388	22	29	the	the	DET
cet-14388	22	30	most	most	ADJ
cet-14388	22	31	accidents	accident	NOUN
cet-14388	22	32	was	be	AUX
cet-14388	22	33	the	the	DET
cet-14388	22	34	four	four	NUM
cet-14388	22	35	-	-	PUNCT
cet-14388	22	36	wheel	wheel	NOUN
cet-14388	22	37	pick	pick	NOUN
cet-14388	22	38	-	-	PUNCT
cet-14388	22	39	up	up	ADP
cet-14388	22	40	truck	truck	NOUN
cet-14388	22	41	,	,	PUNCT
cet-14388	22	42	followed	follow	VERB
cet-14388	22	43	by	by	ADP
cet-14388	22	44	passenger	passenger	NOUN
cet-14388	22	45	cars	car	NOUN
cet-14388	22	46	and	and	CCONJ
cet-14388	22	47	motorcycles	motorcycle	NOUN
cet-14388	22	48	.	.	PUNCT
cet-14388	23	1	furthermore	furthermore	ADV
cet-14388	23	2	,	,	PUNCT
cet-14388	23	3	in	in	ADP
cet-14388	23	4	terms	term	NOUN
cet-14388	23	5	of	of	ADP
cet-14388	23	6	morphological	morphological	ADJ
cet-14388	23	7	causes	cause	NOUN
cet-14388	23	8	,	,	PUNCT
cet-14388	23	9	it	it	PRON
cet-14388	23	10	was	be	AUX
cet-14388	23	11	found	find	VERB
cet-14388	23	12	that	that	SCONJ
cet-14388	23	13	the	the	DET
cet-14388	23	14	most	most	ADV
cet-14388	23	15	common	common	ADJ
cet-14388	23	16	morphological	morphological	ADJ
cet-14388	23	17	causes	cause	NOUN
cet-14388	23	18	of	of	ADP
cet-14388	23	19	accidents	accident	NOUN
cet-14388	23	20	were	be	AUX
cet-14388	23	21	speeding	speed	VERB
cet-14388	23	22	,	,	PUNCT
cet-14388	23	23	followed	follow	VERB
cet-14388	23	24	by	by	ADP
cet-14388	23	25	defective	defective	ADJ
cet-14388	23	26	vehicle	vehicle	NOUN
cet-14388	23	27	equipment	equipment	NOUN
cet-14388	23	28	and	and	CCONJ
cet-14388	23	29	drowsy	drowsy	NOUN
cet-14388	23	30	driving	driving	NOUN
cet-14388	23	31	.	.	PUNCT
cet-14388	24	1	these	these	DET
cet-14388	24	2	data	datum	NOUN
cet-14388	24	3	point	point	NOUN
cet-14388	24	4	to	to	ADP
cet-14388	24	5	the	the	DET
cet-14388	24	6	need	need	NOUN
cet-14388	24	7	for	for	ADP
cet-14388	24	8	road	road	NOUN
cet-14388	24	9	safety	safety	NOUN
cet-14388	24	10	studies	study	NOUN
cet-14388	24	11	to	to	PART
cet-14388	24	12	find	find	VERB
cet-14388	24	13	solutions	solution	NOUN
cet-14388	24	14	to	to	ADP
cet-14388	24	15	the	the	DET
cet-14388	24	16	problems	problem	NOUN
cet-14388	24	17	that	that	PRON
cet-14388	24	18	arise	arise	VERB
cet-14388	24	19	,	,	PUNCT
cet-14388	24	20	with	with	ADP
cet-14388	24	21	a	a	DET
cet-14388	24	22	particular	particular	ADJ
cet-14388	24	23	focus	focus	NOUN
cet-14388	24	24	on	on	ADP
cet-14388	24	25	driver	driver	NOUN
cet-14388	24	26	behaviour	behaviour	NOUN
cet-14388	24	27	.	.	PUNCT
cet-14388	25	1	2.2	2.2	NUM
cet-14388	25	2	data	datum	NOUN
cet-14388	25	3	collection	collection	NOUN
cet-14388	25	4	and	and	CCONJ
cet-14388	25	5	analysis	analysis	NOUN
cet-14388	25	6	in	in	ADP
cet-14388	25	7	this	this	DET
cet-14388	25	8	study	study	NOUN
cet-14388	25	9	,	,	PUNCT
cet-14388	25	10	the	the	DET
cet-14388	25	11	cctv	cctv	PROPN
cet-14388	25	12	technology	technology	NOUN
cet-14388	25	13	prototype	prototype	NOUN
cet-14388	25	14	was	be	AUX
cet-14388	25	15	applied	apply	VERB
cet-14388	25	16	as	as	ADP
cet-14388	25	17	a	a	DET
cet-14388	25	18	tool	tool	NOUN
cet-14388	25	19	for	for	ADP
cet-14388	25	20	collecting	collect	VERB
cet-14388	25	21	traffic	traffic	NOUN
cet-14388	25	22	data	datum	NOUN
cet-14388	25	23	in	in	ADP
cet-14388	25	24	the	the	DET
cet-14388	25	25	pilot	pilot	NOUN
cet-14388	25	26	area	area	NOUN
cet-14388	25	27	,	,	PUNCT
cet-14388	25	28	namely	namely	ADV
cet-14388	25	29	,	,	PUNCT
cet-14388	25	30	rural	rural	ADJ
cet-14388	25	31	road	road	NOUN
cet-14388	25	32	3004	3004	NUM
cet-14388	25	33	,	,	PUNCT
cet-14388	25	34	pathum	pathum	NOUN
cet-14388	25	35	thani	thani	PROPN
cet-14388	25	36	province	province	PROPN
cet-14388	25	37	,	,	PUNCT
cet-14388	25	38	which	which	PRON
cet-14388	25	39	collected	collect	VERB
cet-14388	25	40	data	datum	NOUN
cet-14388	25	41	from	from	ADP
cet-14388	25	42	june	june	PROPN
cet-14388	25	43	29	29	NUM
cet-14388	25	44	–	–	PUNCT
cet-14388	25	45	july	july	PROPN
cet-14388	25	46	13	13	NUM
cet-14388	25	47	,	,	PUNCT
cet-14388	25	48	2021	2021	NUM
cet-14388	25	49	.	.	PUNCT
cet-14388	26	1	this	this	DET
cet-14388	26	2	study	study	NOUN
cet-14388	26	3	accordingly	accordingly	ADV
cet-14388	26	4	attempted	attempt	VERB
cet-14388	26	5	to	to	PART
cet-14388	26	6	focus	focus	VERB
cet-14388	26	7	on	on	ADP
cet-14388	26	8	4	4	NUM
cet-14388	26	9	points	point	NOUN
cet-14388	26	10	of	of	ADP
cet-14388	26	11	road	road	NOUN
cet-14388	26	12	junctions	junction	NOUN
cet-14388	26	13	of	of	ADP
cet-14388	26	14	multi	multi	ADJ
cet-14388	26	15	-	-	ADJ
cet-14388	26	16	lane	lane	ADJ
cet-14388	26	17	highways	highway	NOUN
cet-14388	26	18	and	and	CCONJ
cet-14388	26	19	observe	observe	VERB
cet-14388	26	20	their	their	PRON
cet-14388	26	21	longitudinal	longitudinal	ADJ
cet-14388	26	22	differences	difference	NOUN
cet-14388	26	23	with	with	ADP
cet-14388	26	24	their	their	PRON
cet-14388	26	25	speeds	speed	NOUN
cet-14388	26	26	.	.	PUNCT
cet-14388	27	1	once	once	SCONJ
cet-14388	27	2	the	the	DET
cet-14388	27	3	data	data	NOUN
cet-14388	27	4	collection	collection	NOUN
cet-14388	27	5	is	be	AUX
cet-14388	27	6	complete	complete	ADJ
cet-14388	27	7	,	,	PUNCT
cet-14388	27	8	it	it	PRON
cet-14388	27	9	will	will	AUX
cet-14388	27	10	be	be	AUX
cet-14388	27	11	taken	take	VERB
cet-14388	27	12	into	into	ADP
cet-14388	27	13	the	the	DET
cet-14388	27	14	process	process	NOUN
cet-14388	27	15	of	of	ADP
cet-14388	27	16	analysing	analyse	VERB
cet-14388	27	17	a	a	DET
cet-14388	27	18	sample	sample	NOUN
cet-14388	27	19	of	of	ADP
cet-14388	27	20	the	the	DET
cet-14388	27	21	traffic	traffic	NOUN
cet-14388	27	22	data	datum	NOUN
cet-14388	27	23	obtained	obtain	VERB
cet-14388	27	24	from	from	ADP
cet-14388	27	25	the	the	DET
cet-14388	27	26	technology	technology	NOUN
cet-14388	27	27	prototype	prototype	NOUN
cet-14388	27	28	(	(	PUNCT
cet-14388	27	29	figure	figure	NOUN
cet-14388	27	30	1	1	NUM
cet-14388	27	31	)	)	PUNCT
cet-14388	27	32	.	.	PUNCT
cet-14388	28	1	figure	figure	VERB
cet-14388	28	2	1	1	NUM
cet-14388	28	3	:	:	PUNCT
cet-14388	28	4	framework	framework	VERB
cet-14388	28	5	the	the	DET
cet-14388	28	6	data	datum	NOUN
cet-14388	28	7	was	be	AUX
cet-14388	28	8	analysed	analyse	VERB
cet-14388	28	9	in	in	ADP
cet-14388	28	10	terms	term	NOUN
cet-14388	28	11	of	of	ADP
cet-14388	28	12	creating	create	VERB
cet-14388	28	13	safety	safety	NOUN
cet-14388	28	14	to	to	PART
cet-14388	28	15	be	be	AUX
cet-14388	28	16	used	use	VERB
cet-14388	28	17	in	in	ADP
cet-14388	28	18	the	the	DET
cet-14388	28	19	assessment	assessment	NOUN
cet-14388	28	20	of	of	ADP
cet-14388	28	21	the	the	DET
cet-14388	28	22	road	road	NOUN
cet-14388	28	23	safety	safety	PROPN
cet-14388	28	24	information	information	PROPN
cet-14388	28	25	management	management	NOUN
cet-14388	28	26	index	index	NOUN
cet-14388	28	27	.	.	PUNCT
cet-14388	29	1	in	in	ADP
cet-14388	29	2	this	this	DET
cet-14388	29	3	study	study	NOUN
cet-14388	29	4	,	,	PUNCT
cet-14388	29	5	data	datum	NOUN
cet-14388	29	6	analysis	analysis	NOUN
cet-14388	29	7	was	be	AUX
cet-14388	29	8	applied	apply	VERB
cet-14388	29	9	to	to	ADP
cet-14388	29	10	intersections	intersection	NOUN
cet-14388	29	11	using	use	VERB
cet-14388	29	12	the	the	DET
cet-14388	29	13	road	road	NOUN
cet-14388	29	14	safety	safety	NOUN
cet-14388	29	15	indices	indice	VERB
cet-14388	29	16	timeto	timeto	NOUN
cet-14388	29	17	-	-	PUNCT
cet-14388	29	18	collision	collision	NOUN
cet-14388	29	19	(	(	PUNCT
cet-14388	29	20	ttc	ttc	NOUN
cet-14388	29	21	)	)	PUNCT
cet-14388	29	22	and	and	CCONJ
cet-14388	29	23	speed	speed	NOUN
cet-14388	29	24	.	.	PUNCT
cet-14388	30	1	time	time	NOUN
cet-14388	30	2	-	-	PUNCT
cet-14388	30	3	to	to	ADP
cet-14388	30	4	-	-	PUNCT
cet-14388	30	5	collision	collision	NOUN
cet-14388	30	6	(	(	PUNCT
cet-14388	30	7	ttc	ttc	NOUN
cet-14388	30	8	)	)	PUNCT
cet-14388	30	9	index	index	NOUN
cet-14388	30	10	is	be	AUX
cet-14388	30	11	the	the	DET
cet-14388	30	12	most	most	ADV
cet-14388	30	13	commonly	commonly	ADV
cet-14388	30	14	used	use	VERB
cet-14388	30	15	measurement	measurement	NOUN
cet-14388	30	16	and	and	CCONJ
cet-14388	30	17	evaluation	evaluation	NOUN
cet-14388	30	18	to	to	PART
cet-14388	30	19	assess	assess	VERB
cet-14388	30	20	collision	collision	NOUN
cet-14388	30	21	risk	risk	NOUN
cet-14388	30	22	for	for	ADP
cet-14388	30	23	road	road	NOUN
cet-14388	30	24	safety	safety	NOUN
cet-14388	30	25	(	(	PUNCT
cet-14388	30	26	li	li	PROPN
cet-14388	30	27	et	et	PROPN
cet-14388	30	28	al	al	PROPN
cet-14388	30	29	.	.	PROPN
cet-14388	30	30	,	,	PUNCT
cet-14388	30	31	2020	2020	NUM
cet-14388	30	32	)	)	PUNCT
cet-14388	30	33	and	and	CCONJ
cet-14388	30	34	consider	consider	VERB
cet-14388	30	35	surrogate	surrogate	ADJ
cet-14388	30	36	models	model	NOUN
cet-14388	30	37	(	(	PUNCT
cet-14388	30	38	mahmud	mahmud	PROPN
cet-14388	30	39	et	et	PROPN
cet-14388	30	40	al	al	PROPN
cet-14388	30	41	.	.	PROPN
cet-14388	30	42	,	,	PUNCT
cet-14388	30	43	2017	2017	NUM
cet-14388	30	44	)	)	PUNCT
cet-14388	30	45	.	.	PUNCT
cet-14388	31	1	it	it	PRON
cet-14388	31	2	is	be	AUX
cet-14388	31	3	an	an	DET
cet-14388	31	4	analysis	analysis	NOUN
cet-14388	31	5	that	that	PRON
cet-14388	31	6	can	can	AUX
cet-14388	31	7	be	be	AUX
cet-14388	31	8	categorised	categorise	VERB
cet-14388	31	9	according	accord	VERB
cet-14388	31	10	to	to	ADP
cet-14388	31	11	the	the	DET
cet-14388	31	12	severity	severity	NOUN
cet-14388	31	13	of	of	ADP
cet-14388	31	14	the	the	DET
cet-14388	31	15	risk	risk	NOUN
cet-14388	31	16	based	base	VERB
cet-14388	31	17	on	on	ADP
cet-14388	31	18	the	the	DET
cet-14388	31	19	crash	crash	NOUN
cet-14388	31	20	pattern	pattern	NOUN
cet-14388	31	21	.	.	PUNCT
cet-14388	32	1	the	the	DET
cet-14388	32	2	level	level	NOUN
cet-14388	32	3	of	of	ADP
cet-14388	32	4	risk	risk	NOUN
cet-14388	32	5	of	of	ADP
cet-14388	32	6	a	a	DET
cet-14388	32	7	crash	crash	NOUN
cet-14388	32	8	varies	vary	VERB
cet-14388	32	9	depending	depend	VERB
cet-14388	32	10	on	on	ADP
cet-14388	32	11	the	the	DET
cet-14388	32	12	type	type	NOUN
cet-14388	32	13	of	of	ADP
cet-14388	32	14	road	road	NOUN
cet-14388	32	15	.	.	PUNCT
cet-14388	33	1	the	the	DET
cet-14388	33	2	review	review	NOUN
cet-14388	33	3	found	find	VERB
cet-14388	33	4	that	that	SCONJ
cet-14388	33	5	the	the	DET
cet-14388	33	6	ttc	ttc	NOUN
cet-14388	33	7	can	can	AUX
cet-14388	33	8	indicate	indicate	VERB
cet-14388	33	9	the	the	DET
cet-14388	33	10	degree	degree	NOUN
cet-14388	33	11	of	of	ADP
cet-14388	33	12	severity	severity	NOUN
cet-14388	33	13	of	of	ADP
cet-14388	33	14	a	a	DET
cet-14388	33	15	crash	crash	NOUN
cet-14388	33	16	compared	compare	VERB
cet-14388	33	17	to	to	ADP
cet-14388	33	18	the	the	DET
cet-14388	33	19	collision	collision	NOUN
cet-14388	33	20	speed	speed	NOUN
cet-14388	33	21	of	of	ADP
cet-14388	33	22	the	the	DET
cet-14388	33	23	vehicle	vehicle	NOUN
cet-14388	33	24	.	.	PUNCT
cet-14388	34	1	in	in	ADP
cet-14388	34	2	the	the	DET
cet-14388	34	3	form	form	NOUN
cet-14388	34	4	of	of	ADP
cet-14388	34	5	a	a	DET
cet-14388	34	6	4	4	NUM
cet-14388	34	7	-	-	PUNCT
cet-14388	34	8	level	level	NOUN
cet-14388	34	9	colour	colour	NOUN
cet-14388	34	10	-	-	PUNCT
cet-14388	34	11	coded	code	VERB
cet-14388	34	12	graph	graph	NOUN
cet-14388	34	13	:	:	PUNCT
cet-14388	34	14	(	(	PUNCT
cet-14388	34	15	1	1	X
cet-14388	34	16	)	)	PUNCT
cet-14388	34	17	high	high	ADJ
cet-14388	34	18	severity	severity	NOUN
cet-14388	34	19	with	with	ADP
cet-14388	34	20	ttc	ttc	PROPN
cet-14388	34	21	less	less	ADJ
cet-14388	34	22	than	than	ADP
cet-14388	34	23	1	1	NUM
cet-14388	34	24	and	and	CCONJ
cet-14388	34	25	vehicle	vehicle	NOUN
cet-14388	34	26	speed	speed	NOUN
cet-14388	34	27	over	over	ADP
cet-14388	34	28	50	50	NUM
cet-14388	34	29	km	km	NOUN
cet-14388	34	30	/	/	SYM
cet-14388	34	31	h	h	NOUN
cet-14388	34	32	,	,	PUNCT
cet-14388	34	33	(	(	PUNCT
cet-14388	34	34	2	2	NUM
cet-14388	34	35	)	)	PUNCT
cet-14388	34	36	moderate	moderate	ADJ
cet-14388	34	37	severity	severity	NOUN
cet-14388	34	38	with	with	ADP
cet-14388	34	39	ttc	ttc	NOUN
cet-14388	34	40	between	between	ADP
cet-14388	34	41	1	1	NUM
cet-14388	34	42	-	-	SYM
cet-14388	34	43	1.5	1.5	NUM
cet-14388	34	44	and	and	CCONJ
cet-14388	34	45	vehicle	vehicle	NOUN
cet-14388	34	46	speed	speed	NOUN
cet-14388	34	47	between	between	ADP
cet-14388	34	48	30	30	NUM
cet-14388	34	49	-	-	SYM
cet-14388	34	50	50	50	NUM
cet-14388	34	51	km	km	NOUN
cet-14388	34	52	/	/	SYM
cet-14388	34	53	h	h	NOUN
cet-14388	34	54	,	,	PUNCT
cet-14388	34	55	(	(	PUNCT
cet-14388	34	56	3	3	X
cet-14388	34	57	)	)	PUNCT
cet-14388	34	58	low	low	ADJ
cet-14388	34	59	severity	severity	NOUN
cet-14388	34	60	with	with	ADP
cet-14388	34	61	ttc	ttc	NOUN
cet-14388	34	62	between	between	ADP
cet-14388	34	63	1.5	1.5	NUM
cet-14388	34	64	-	-	SYM
cet-14388	34	65	2.0	2.0	NUM
cet-14388	34	66	and	and	CCONJ
cet-14388	34	67	vehicle	vehicle	NOUN
cet-14388	34	68	speed	speed	NOUN
cet-14388	34	69	between	between	ADP
cet-14388	34	70	15	15	NUM
cet-14388	34	71	-	-	SYM
cet-14388	34	72	30	30	NUM
cet-14388	34	73	km	km	NOUN
cet-14388	34	74	/	/	SYM
cet-14388	34	75	h	h	NOUN
cet-14388	34	76	,	,	PUNCT
cet-14388	34	77	and	and	CCONJ
cet-14388	34	78	(	(	PUNCT
cet-14388	34	79	4	4	X
cet-14388	34	80	)	)	PUNCT
cet-14388	34	81	non	non	ADJ
cet-14388	34	82	-	-	ADJ
cet-14388	34	83	severe	severe	ADJ
cet-14388	34	84	with	with	ADP
cet-14388	34	85	ttc	ttc	NOUN
cet-14388	34	86	greater	great	ADJ
cet-14388	34	87	than	than	ADP
cet-14388	34	88	2.0	2.0	NUM
cet-14388	34	89	and	and	CCONJ
cet-14388	34	90	vehicle	vehicle	NOUN
cet-14388	34	91	speed	speed	NOUN
cet-14388	34	92	below	below	ADP
cet-14388	34	93	15	15	NUM
cet-14388	34	94	km	km	PROPN
cet-14388	34	95	/	/	SYM
cet-14388	34	96	h.	h.	PROPN
cet-14388	34	97	3	3	NUM
cet-14388	34	98	.	.	PUNCT
cet-14388	34	99	result	result	VERB
cet-14388	34	100	3.1	3.1	NUM
cet-14388	34	101	characteristics	characteristic	NOUN
cet-14388	34	102	of	of	ADP
cet-14388	34	103	the	the	DET
cet-14388	34	104	location	location	NOUN
cet-14388	34	105	when	when	SCONJ
cet-14388	34	106	analysing	analyse	VERB
cet-14388	34	107	data	datum	NOUN
cet-14388	34	108	in	in	ADP
cet-14388	34	109	terms	term	NOUN
cet-14388	34	110	of	of	ADP
cet-14388	34	111	safety	safety	NOUN
cet-14388	34	112	,	,	PUNCT
cet-14388	34	113	it	it	PRON
cet-14388	34	114	is	be	AUX
cet-14388	34	115	necessary	necessary	ADJ
cet-14388	34	116	to	to	PART
cet-14388	34	117	understand	understand	VERB
cet-14388	34	118	the	the	DET
cet-14388	34	119	context	context	NOUN
cet-14388	34	120	of	of	ADP
cet-14388	34	121	the	the	DET
cet-14388	34	122	area	area	NOUN
cet-14388	34	123	as	as	ADP
cet-14388	34	124	an	an	DET
cet-14388	34	125	urban	urban	ADJ
cet-14388	34	126	area	area	NOUN
cet-14388	34	127	with	with	ADP
cet-14388	34	128	a	a	DET
cet-14388	34	129	large	large	ADJ
cet-14388	34	130	number	number	NOUN
cet-14388	34	131	of	of	ADP
cet-14388	34	132	private	private	ADJ
cet-14388	34	133	vehicles	vehicle	NOUN
cet-14388	34	134	.	.	PUNCT
cet-14388	35	1	suburban	suburban	ADJ
cet-14388	35	2	areas	area	NOUN
cet-14388	35	3	with	with	ADP
cet-14388	35	4	high	high	ADJ
cet-14388	35	5	traffic	traffic	NOUN
cet-14388	35	6	of	of	ADP
cet-14388	35	7	goods	good	NOUN
cet-14388	35	8	and	and	CCONJ
cet-14388	35	9	services	service	NOUN
cet-14388	35	10	trucks	truck	NOUN
cet-14388	35	11	.	.	PUNCT
cet-14388	35	12	or	or	CCONJ
cet-14388	35	13	community	community	NOUN
cet-14388	35	14	areas	area	NOUN
cet-14388	35	15	with	with	ADP
cet-14388	35	16	a	a	DET
cet-14388	35	17	variety	variety	NOUN
cet-14388	35	18	of	of	ADP
cet-14388	35	19	traffic	traffic	NOUN
cet-14388	35	20	on	on	ADP
cet-14388	35	21	foot	foot	NOUN
cet-14388	35	22	,	,	PUNCT
cet-14388	35	23	motorcycles	motorcycle	NOUN
cet-14388	35	24	,	,	PUNCT
cet-14388	35	25	bicycles	bicycle	NOUN
cet-14388	35	26	,	,	PUNCT
cet-14388	35	27	etc	etc	X
cet-14388	35	28	.	.	X
cet-14388	36	1	the	the	DET
cet-14388	36	2	context	context	NOUN
cet-14388	36	3	of	of	ADP
cet-14388	36	4	the	the	DET
cet-14388	36	5	area	area	NOUN
cet-14388	36	6	around	around	ADP
cet-14388	36	7	590	590	NUM
cet-14388	36	8	pathum	pathum	NOUN
cet-14388	36	9	thani	thani	PROPN
cet-14388	36	10	road	road	NOUN
cet-14388	36	11	3004	3004	NUM
cet-14388	36	12	is	be	AUX
cet-14388	36	13	in	in	ADP
cet-14388	36	14	the	the	DET
cet-14388	36	15	area	area	NOUN
cet-14388	36	16	of	of	ADP
cet-14388	36	17	pathum	pathum	PROPN
cet-14388	36	18	thani	thani	PROPN
cet-14388	36	19	province	province	PROPN
cet-14388	36	20	,	,	PUNCT
cet-14388	36	21	which	which	PRON
cet-14388	36	22	is	be	AUX
cet-14388	36	23	connected	connect	VERB
cet-14388	36	24	to	to	ADP
cet-14388	36	25	bangkok	bangkok	PROPN
cet-14388	36	26	by	by	ADP
cet-14388	36	27	a	a	DET
cet-14388	36	28	4	4	NUM
cet-14388	36	29	-	-	PUNCT
cet-14388	36	30	lane	lane	NOUN
cet-14388	36	31	road	road	NOUN
cet-14388	36	32	surrounded	surround	VERB
cet-14388	36	33	by	by	ADP
cet-14388	36	34	community	community	NOUN
cet-14388	36	35	and	and	CCONJ
cet-14388	36	36	industrial	industrial	ADJ
cet-14388	36	37	areas	area	NOUN
cet-14388	36	38	,	,	PUNCT
cet-14388	36	39	thus	thus	ADV
cet-14388	36	40	making	make	VERB
cet-14388	36	41	the	the	DET
cet-14388	36	42	diversity	diversity	NOUN
cet-14388	36	43	of	of	ADP
cet-14388	36	44	road	road	NOUN
cet-14388	36	45	users	user	NOUN
cet-14388	36	46	.	.	PUNCT
cet-14388	37	1	the	the	DET
cet-14388	37	2	road	road	NOUN
cet-14388	37	3	is	be	AUX
cet-14388	37	4	located	locate	VERB
cet-14388	37	5	in	in	ADP
cet-14388	37	6	the	the	DET
cet-14388	37	7	connecting	connect	VERB
cet-14388	37	8	area	area	NOUN
cet-14388	37	9	between	between	ADP
cet-14388	37	10	rangsit	rangsit	NOUN
cet-14388	37	11	-	-	PUNCT
cet-14388	37	12	nakhon	nakhon	PROPN
cet-14388	37	13	nayok	nayok	PROPN
cet-14388	37	14	road	road	NOUN
cet-14388	37	15	and	and	CCONJ
cet-14388	37	16	lam	lam	PROPN
cet-14388	37	17	luk	luk	PROPN
cet-14388	37	18	ka	ka	PROPN
cet-14388	37	19	road	road	PROPN
cet-14388	37	20	,	,	PUNCT
cet-14388	37	21	which	which	PRON
cet-14388	37	22	is	be	AUX
cet-14388	37	23	the	the	DET
cet-14388	37	24	main	main	ADJ
cet-14388	37	25	road	road	NOUN
cet-14388	37	26	in	in	ADP
cet-14388	37	27	pathum	pathum	NOUN
cet-14388	37	28	thani	thani	PROPN
cet-14388	37	29	province	province	PROPN
cet-14388	37	30	.	.	PUNCT
cet-14388	38	1	therefore	therefore	ADV
cet-14388	38	2	,	,	PUNCT
cet-14388	38	3	road	road	NOUN
cet-14388	38	4	3004	3004	NUM
cet-14388	38	5	is	be	AUX
cet-14388	38	6	classified	classify	VERB
cet-14388	38	7	as	as	ADP
cet-14388	38	8	a	a	DET
cet-14388	38	9	secondary	secondary	ADJ
cet-14388	38	10	road	road	NOUN
cet-14388	38	11	connecting	connect	VERB
cet-14388	38	12	the	the	DET
cet-14388	38	13	community	community	NOUN
cet-14388	38	14	together	together	ADV
cet-14388	38	15	(	(	PUNCT
cet-14388	38	16	figure	figure	NOUN
cet-14388	38	17	2	2	NUM
cet-14388	38	18	)	)	PUNCT
cet-14388	38	19	.	.	PUNCT
cet-14388	39	1	in	in	ADP
cet-14388	39	2	terms	term	NOUN
cet-14388	39	3	of	of	ADP
cet-14388	39	4	building	build	VERB
cet-14388	39	5	density	density	NOUN
cet-14388	39	6	,	,	PUNCT
cet-14388	39	7	it	it	PRON
cet-14388	39	8	was	be	AUX
cet-14388	39	9	found	find	VERB
cet-14388	39	10	that	that	SCONJ
cet-14388	39	11	buildings	building	NOUN
cet-14388	39	12	are	be	AUX
cet-14388	39	13	concentrated	concentrate	VERB
cet-14388	39	14	around	around	ADP
cet-14388	39	15	roads	road	NOUN
cet-14388	39	16	with	with	ADP
cet-14388	39	17	medium	medium	ADJ
cet-14388	39	18	to	to	ADP
cet-14388	39	19	high	high	ADJ
cet-14388	39	20	density	density	NOUN
cet-14388	39	21	.	.	PUNCT
cet-14388	40	1	most	most	ADJ
cet-14388	40	2	of	of	ADP
cet-14388	40	3	the	the	DET
cet-14388	40	4	buildings	building	NOUN
cet-14388	40	5	are	be	AUX
cet-14388	40	6	used	use	VERB
cet-14388	40	7	as	as	ADP
cet-14388	40	8	warehouses	warehouse	NOUN
cet-14388	40	9	,	,	PUNCT
cet-14388	40	10	dwellings	dwelling	NOUN
cet-14388	40	11	,	,	PUNCT
cet-14388	40	12	housing	housing	NOUN
cet-14388	40	13	estates	estate	NOUN
cet-14388	40	14	and	and	CCONJ
cet-14388	40	15	commercial	commercial	ADJ
cet-14388	40	16	premises	premise	NOUN
cet-14388	40	17	.	.	PUNCT
cet-14388	41	1	figure	figure	NOUN
cet-14388	41	2	2	2	NUM
cet-14388	41	3	:	:	PUNCT
cet-14388	41	4	characteristics	characteristic	NOUN
cet-14388	41	5	of	of	ADP
cet-14388	41	6	the	the	DET
cet-14388	41	7	study	study	NOUN
cet-14388	41	8	area	area	NOUN
cet-14388	41	9	3.2	3.2	NUM
cet-14388	41	10	identifying	identify	VERB
cet-14388	41	11	risk	risk	NOUN
cet-14388	41	12	driver	driver	NOUN
cet-14388	41	13	behaviours	behaviour	NOUN
cet-14388	41	14	in	in	ADP
cet-14388	41	15	this	this	DET
cet-14388	41	16	study	study	NOUN
cet-14388	41	17	,	,	PUNCT
cet-14388	41	18	the	the	DET
cet-14388	41	19	cctv	cctv	PROPN
cet-14388	41	20	camera	camera	NOUN
cet-14388	41	21	technology	technology	NOUN
cet-14388	41	22	prototype	prototype	NOUN
cet-14388	41	23	was	be	AUX
cet-14388	41	24	installed	instal	VERB
cet-14388	41	25	on	on	ADP
cet-14388	41	26	ptt	ptt	PROPN
cet-14388	41	27	3004	3004	NUM
cet-14388	41	28	road	road	NOUN
cet-14388	41	29	,	,	PUNCT
cet-14388	41	30	at	at	ADP
cet-14388	41	31	the	the	DET
cet-14388	41	32	intersection	intersection	NOUN
cet-14388	41	33	of	of	ADP
cet-14388	41	34	a	a	DET
cet-14388	41	35	total	total	NOUN
cet-14388	41	36	of	of	ADP
cet-14388	41	37	4	4	NUM
cet-14388	41	38	points	point	NOUN
cet-14388	41	39	,	,	PUNCT
cet-14388	41	40	namely	namely	ADV
cet-14388	41	41	(	(	PUNCT
cet-14388	41	42	1	1	X
cet-14388	41	43	)	)	PUNCT
cet-14388	41	44	km	km	NOUN
cet-14388	41	45	.	.	PUNCT
cet-14388	42	1	0	0	PUNCT
cet-14388	43	1	+	+	NUM
cet-14388	43	2	000	000	NUM
cet-14388	43	3	,	,	PUNCT
cet-14388	43	4	(	(	PUNCT
cet-14388	43	5	2	2	X
cet-14388	43	6	)	)	PUNCT
cet-14388	43	7	km	km	NOUN
cet-14388	43	8	.	.	PUNCT
cet-14388	44	1	1	1	NUM
cet-14388	45	1	+	+	NOUN
cet-14388	45	2	600	600	NUM
cet-14388	45	3	,	,	PUNCT
cet-14388	45	4	(	(	PUNCT
cet-14388	45	5	3	3	X
cet-14388	45	6	)	)	PUNCT
cet-14388	45	7	km	km	NOUN
cet-14388	45	8	.	.	PUNCT
cet-14388	46	1	7	7	NUM
cet-14388	46	2	+	+	SYM
cet-14388	46	3	200	200	NUM
cet-14388	46	4	and	and	CCONJ
cet-14388	46	5	(	(	PUNCT
cet-14388	46	6	4	4	NUM
cet-14388	46	7	)	)	PUNCT
cet-14388	46	8	km	km	NOUN
cet-14388	46	9	.	.	PUNCT
cet-14388	47	1	10	10	NUM
cet-14388	47	2	+	+	NUM
cet-14388	47	3	408	408	NUM
cet-14388	47	4	,	,	PUNCT
cet-14388	47	5	as	as	SCONJ
cet-14388	47	6	shown	show	VERB
cet-14388	47	7	in	in	ADP
cet-14388	47	8	figure	figure	NOUN
cet-14388	47	9	3	3	NUM
cet-14388	47	10	.	.	PUNCT
cet-14388	48	1	the	the	DET
cet-14388	48	2	data	datum	NOUN
cet-14388	48	3	to	to	PART
cet-14388	48	4	be	be	AUX
cet-14388	48	5	transcribed	transcribe	VERB
cet-14388	48	6	from	from	ADP
cet-14388	48	7	the	the	DET
cet-14388	48	8	cctv	cctv	PROPN
cet-14388	48	9	data	datum	NOUN
cet-14388	48	10	and	and	CCONJ
cet-14388	48	11	fed	feed	VERB
cet-14388	48	12	into	into	ADP
cet-14388	48	13	the	the	DET
cet-14388	48	14	analysis	analysis	NOUN
cet-14388	48	15	consisted	consist	VERB
cet-14388	48	16	of	of	ADP
cet-14388	48	17	3	3	NUM
cet-14388	48	18	main	main	ADJ
cet-14388	48	19	components	component	NOUN
cet-14388	48	20	:	:	PUNCT
cet-14388	48	21	conflict	conflict	NOUN
cet-14388	48	22	speed	speed	NOUN
cet-14388	48	23	(	(	PUNCT
cet-14388	48	24	cs	cs	PROPN
cet-14388	48	25	)	)	PUNCT
cet-14388	48	26	,	,	PUNCT
cet-14388	48	27	distance	distance	NOUN
cet-14388	48	28	between	between	ADP
cet-14388	48	29	vehicles	vehicle	NOUN
cet-14388	48	30	(	(	PUNCT
cet-14388	48	31	s	s	NOUN
cet-14388	48	32	)	)	PUNCT
cet-14388	48	33	and	and	CCONJ
cet-14388	48	34	time	time	NOUN
cet-14388	48	35	to	to	PART
cet-14388	48	36	collision	collision	VERB
cet-14388	48	37	(	(	PUNCT
cet-14388	48	38	ttc	ttc	NOUN
cet-14388	48	39	)	)	PUNCT
cet-14388	48	40	.	.	PUNCT
cet-14388	49	1	this	this	DET
cet-14388	49	2	information	information	NOUN
cet-14388	49	3	is	be	AUX
cet-14388	49	4	used	use	VERB
cet-14388	49	5	to	to	PART
cet-14388	49	6	classify	classify	VERB
cet-14388	49	7	the	the	DET
cet-14388	49	8	severity	severity	NOUN
cet-14388	49	9	of	of	ADP
cet-14388	49	10	traffic	traffic	NOUN
cet-14388	49	11	conflicts	conflict	NOUN
cet-14388	49	12	in	in	ADP
cet-14388	49	13	the	the	DET
cet-14388	49	14	form	form	NOUN
cet-14388	49	15	of	of	ADP
cet-14388	49	16	side	side	NOUN
cet-14388	49	17	and	and	CCONJ
cet-14388	49	18	rear	rear	ADJ
cet-14388	49	19	-	-	PUNCT
cet-14388	49	20	end	end	NOUN
cet-14388	49	21	collisions	collision	NOUN
cet-14388	49	22	according	accord	VERB
cet-14388	49	23	to	to	ADP
cet-14388	49	24	the	the	DET
cet-14388	49	25	severity	severity	NOUN
cet-14388	49	26	of	of	ADP
cet-14388	49	27	the	the	DET
cet-14388	49	28	vehicle	vehicle	NOUN
cet-14388	49	29	speed	speed	NOUN
cet-14388	49	30	and	and	CCONJ
cet-14388	49	31	the	the	DET
cet-14388	49	32	risk	risk	NOUN
cet-14388	49	33	of	of	ADP
cet-14388	49	34	an	an	DET
cet-14388	49	35	accident	accident	NOUN
cet-14388	49	36	.	.	PUNCT
cet-14388	50	1	the	the	DET
cet-14388	50	2	analysis	analysis	NOUN
cet-14388	50	3	results	result	NOUN
cet-14388	50	4	show	show	VERB
cet-14388	50	5	that	that	SCONJ
cet-14388	50	6	there	there	PRON
cet-14388	50	7	are	be	VERB
cet-14388	50	8	only	only	ADV
cet-14388	50	9	3	3	NUM
cet-14388	50	10	data	datum	NOUN
cet-14388	50	11	points	point	NOUN
cet-14388	50	12	from	from	ADP
cet-14388	50	13	all	all	DET
cet-14388	50	14	4	4	NUM
cet-14388	50	15	areas	area	NOUN
cet-14388	50	16	that	that	PRON
cet-14388	50	17	can	can	AUX
cet-14388	50	18	be	be	AUX
cet-14388	50	19	collected	collect	VERB
cet-14388	50	20	and	and	CCONJ
cet-14388	50	21	used	use	VERB
cet-14388	50	22	for	for	ADP
cet-14388	50	23	safety	safety	NOUN
cet-14388	50	24	index	index	NOUN
cet-14388	50	25	analysis	analysis	NOUN
cet-14388	50	26	.	.	PUNCT
cet-14388	51	1	due	due	ADP
cet-14388	51	2	to	to	ADP
cet-14388	51	3	the	the	DET
cet-14388	51	4	km	km	NOUN
cet-14388	51	5	.	.	PUNCT
cet-14388	51	6	0	0	PUNCT
cet-14388	51	7	+	+	NOUN
cet-14388	51	8	000	000	NUM
cet-14388	51	9	that	that	SCONJ
cet-14388	51	10	the	the	DET
cet-14388	51	11	camera	camera	NOUN
cet-14388	51	12	angle	angle	NOUN
cet-14388	51	13	may	may	AUX
cet-14388	51	14	obscure	obscure	VERB
cet-14388	51	15	the	the	DET
cet-14388	51	16	vehicle	vehicle	NOUN
cet-14388	51	17	,	,	PUNCT
cet-14388	51	18	and	and	CCONJ
cet-14388	51	19	it	it	PRON
cet-14388	51	20	may	may	AUX
cet-14388	51	21	be	be	AUX
cet-14388	51	22	difficult	difficult	ADJ
cet-14388	51	23	to	to	PART
cet-14388	51	24	measure	measure	VERB
cet-14388	51	25	various	various	ADJ
cet-14388	51	26	indices	index	NOUN
cet-14388	51	27	.	.	PUNCT
cet-14388	52	1	the	the	DET
cet-14388	52	2	results	result	NOUN
cet-14388	52	3	of	of	ADP
cet-14388	52	4	the	the	DET
cet-14388	52	5	3	3	NUM
cet-14388	52	6	-	-	PUNCT
cet-14388	52	7	point	point	NOUN
cet-14388	52	8	analysis	analysis	NOUN
cet-14388	52	9	are	be	AUX
cet-14388	52	10	as	as	SCONJ
cet-14388	52	11	follows	follow	VERB
cet-14388	52	12	.	.	PUNCT
cet-14388	53	1	1	1	X
cet-14388	53	2	)	)	PUNCT
cet-14388	53	3	at	at	ADP
cet-14388	53	4	km	km	PROPN
cet-14388	53	5	.	.	PUNCT
cet-14388	54	1	1	1	NUM
cet-14388	54	2	+	+	SYM
cet-14388	54	3	600	600	NUM
cet-14388	54	4	cctv	cctv	NOUN
cet-14388	54	5	cameras	camera	NOUN
cet-14388	54	6	are	be	AUX
cet-14388	54	7	installed	instal	VERB
cet-14388	54	8	in	in	ADP
cet-14388	54	9	3	3	NUM
cet-14388	54	10	sub	sub	ADJ
cet-14388	54	11	-	-	ADJ
cet-14388	54	12	corner	corner	ADJ
cet-14388	54	13	areas	area	NOUN
cet-14388	54	14	,	,	PUNCT
cet-14388	54	15	namely	namely	ADV
cet-14388	54	16	sub	sub	NOUN
cet-14388	54	17	-	-	NOUN
cet-14388	54	18	points	point	NOUN
cet-14388	54	19	2a1	2a1	NUM
cet-14388	54	20	,	,	PUNCT
cet-14388	54	21	2a2	2a2	NUM
cet-14388	54	22	and	and	CCONJ
cet-14388	54	23	2a3	2a3	NUM
cet-14388	54	24	.	.	PUNCT
cet-14388	55	1	from	from	ADP
cet-14388	55	2	the	the	DET
cet-14388	55	3	data	datum	NOUN
cet-14388	55	4	,	,	PUNCT
cet-14388	55	5	it	it	PRON
cet-14388	55	6	was	be	AUX
cet-14388	55	7	found	find	VERB
cet-14388	55	8	that	that	SCONJ
cet-14388	55	9	points	point	VERB
cet-14388	55	10	2a1	2a1	NUM
cet-14388	55	11	and	and	CCONJ
cet-14388	55	12	2a2	2a2	NUM
cet-14388	55	13	had	have	VERB
cet-14388	55	14	a	a	DET
cet-14388	55	15	proportional	proportional	ADJ
cet-14388	55	16	severity	severity	NOUN
cet-14388	55	17	ranging	range	VERB
cet-14388	55	18	from	from	ADP
cet-14388	55	19	low	low	ADJ
cet-14388	55	20	severity	severity	NOUN
cet-14388	55	21	to	to	ADP
cet-14388	55	22	no	no	DET
cet-14388	55	23	severity	severity	NOUN
cet-14388	55	24	.	.	PUNCT
cet-14388	56	1	most	most	ADJ
cet-14388	56	2	of	of	ADP
cet-14388	56	3	the	the	DET
cet-14388	56	4	data	datum	NOUN
cet-14388	56	5	collected	collect	VERB
cet-14388	56	6	was	be	AUX
cet-14388	56	7	of	of	ADP
cet-14388	56	8	low	low	ADJ
cet-14388	56	9	severity	severity	NOUN
cet-14388	56	10	,	,	PUNCT
cet-14388	56	11	while	while	SCONJ
cet-14388	56	12	point	point	NOUN
cet-14388	56	13	2a3	2a3	NUM
cet-14388	56	14	had	have	VERB
cet-14388	56	15	a	a	DET
cet-14388	56	16	proportional	proportional	ADJ
cet-14388	56	17	severity	severity	NOUN
cet-14388	56	18	ranging	range	VERB
cet-14388	56	19	from	from	ADP
cet-14388	56	20	moderate	moderate	ADJ
cet-14388	56	21	to	to	ADP
cet-14388	56	22	no	no	DET
cet-14388	56	23	severity	severity	NOUN
cet-14388	56	24	,	,	PUNCT
cet-14388	56	25	and	and	CCONJ
cet-14388	56	26	most	most	ADJ
cet-14388	56	27	of	of	ADP
cet-14388	56	28	the	the	DET
cet-14388	56	29	information	information	NOUN
cet-14388	56	30	collected	collect	VERB
cet-14388	56	31	is	be	AUX
cet-14388	56	32	at	at	ADP
cet-14388	56	33	a	a	DET
cet-14388	56	34	low	low	ADJ
cet-14388	56	35	severity	severity	NOUN
cet-14388	56	36	level	level	NOUN
cet-14388	56	37	,	,	PUNCT
cet-14388	56	38	as	as	SCONJ
cet-14388	56	39	illustrated	illustrate	VERB
cet-14388	56	40	in	in	ADP
cet-14388	56	41	figure	figure	NOUN
cet-14388	56	42	4	4	NUM
cet-14388	56	43	.	.	NOUN
cet-14388	56	44	2	2	NUM
cet-14388	56	45	)	)	PUNCT
cet-14388	56	46	km	km	NOUN
cet-14388	56	47	.	.	PUNCT
cet-14388	57	1	7	7	NUM
cet-14388	57	2	+	+	SYM
cet-14388	57	3	200	200	NUM
cet-14388	57	4	,	,	PUNCT
cet-14388	57	5	cctv	cctv	NOUN
cet-14388	57	6	installation	installation	NOUN
cet-14388	57	7	in	in	ADP
cet-14388	57	8	1	1	NUM
cet-14388	57	9	sub	sub	NOUN
cet-14388	57	10	-	-	ADJ
cet-14388	57	11	corner	corner	NOUN
cet-14388	57	12	is	be	AUX
cet-14388	57	13	sub	sub	ADJ
cet-14388	57	14	-	-	NOUN
cet-14388	57	15	point	point	ADJ
cet-14388	57	16	3b1	3b1	NUM
cet-14388	57	17	.	.	PUNCT
cet-14388	58	1	from	from	ADP
cet-14388	58	2	the	the	DET
cet-14388	58	3	data	datum	NOUN
cet-14388	58	4	it	it	PRON
cet-14388	58	5	was	be	AUX
cet-14388	58	6	found	find	VERB
cet-14388	58	7	that	that	SCONJ
cet-14388	58	8	the	the	DET
cet-14388	58	9	proportional	proportional	ADJ
cet-14388	58	10	severity	severity	NOUN
cet-14388	58	11	ranged	range	VERB
cet-14388	58	12	from	from	ADP
cet-14388	58	13	moderate	moderate	ADJ
cet-14388	58	14	to	to	ADP
cet-14388	58	15	no	no	DET
cet-14388	58	16	severity	severity	NOUN
cet-14388	58	17	and	and	CCONJ
cet-14388	58	18	for	for	ADP
cet-14388	58	19	the	the	DET
cet-14388	58	20	most	most	ADJ
cet-14388	58	21	part	part	NOUN
cet-14388	58	22	the	the	DET
cet-14388	58	23	information	information	NOUN
cet-14388	58	24	collected	collect	VERB
cet-14388	58	25	is	be	AUX
cet-14388	58	26	at	at	ADP
cet-14388	58	27	a	a	DET
cet-14388	58	28	mild	mild	ADJ
cet-14388	58	29	level	level	NOUN
cet-14388	58	30	as	as	SCONJ
cet-14388	58	31	illustrated	illustrate	VERB
cet-14388	58	32	in	in	ADP
cet-14388	58	33	figure	figure	NOUN
cet-14388	58	34	5	5	NUM
cet-14388	58	35	.	.	NOUN
cet-14388	58	36	591	591	NUM
cet-14388	58	37	km	km	NOUN
cet-14388	58	38	.	.	PUNCT
cet-14388	59	1	0	0	PUNCT
cet-14388	60	1	+	+	NUM
cet-14388	60	2	000	000	NUM
cet-14388	60	3	km	km	NOUN
cet-14388	60	4	.	.	PUNCT
cet-14388	61	1	1	1	NUM
cet-14388	61	2	+	+	SYM
cet-14388	61	3	600	600	NUM
cet-14388	61	4	km	km	NOUN
cet-14388	61	5	.	.	PUNCT
cet-14388	62	1	7	7	NUM
cet-14388	62	2	+	+	SYM
cet-14388	62	3	200	200	NUM
cet-14388	62	4	km	km	NOUN
cet-14388	62	5	.	.	PUNCT
cet-14388	63	1	10	10	NUM
cet-14388	63	2	+	+	SYM
cet-14388	63	3	408	408	NUM
cet-14388	63	4	figure	figure	NOUN
cet-14388	63	5	3	3	NUM
cet-14388	63	6	:	:	PUNCT
cet-14388	63	7	study	study	NOUN
cet-14388	63	8	area	area	NOUN
cet-14388	63	9	2a1	2a1	NUM
cet-14388	63	10	2a2	2a2	NUM
cet-14388	63	11	2a3	2a3	NUM
cet-14388	63	12	figure	figure	NOUN
cet-14388	63	13	4	4	NUM
cet-14388	63	14	:	:	PUNCT
cet-14388	63	15	ttc	ttc	NOUN
cet-14388	63	16	severity	severity	NOUN
cet-14388	63	17	level	level	NOUN
cet-14388	63	18	of	of	ADP
cet-14388	63	19	km	km	PROPN
cet-14388	63	20	.	.	PUNCT
cet-14388	64	1	1	1	NUM
cet-14388	64	2	+	+	NOUN
cet-14388	64	3	600	600	NUM
cet-14388	64	4	592	592	NUM
cet-14388	64	5	3b1	3b1	NUM
cet-14388	64	6	figure	figure	NOUN
cet-14388	64	7	5	5	NUM
cet-14388	64	8	:	:	PUNCT
cet-14388	64	9	ttc	ttc	NOUN
cet-14388	64	10	severity	severity	NOUN
cet-14388	64	11	level	level	NOUN
cet-14388	64	12	of	of	ADP
cet-14388	64	13	km	km	NOUN
cet-14388	64	14	.	.	PUNCT
cet-14388	65	1	7	7	NUM
cet-14388	65	2	+	+	NOUN
cet-14388	65	3	200	200	NUM
cet-14388	65	4	3	3	NUM
cet-14388	65	5	)	)	PUNCT
cet-14388	65	6	km	km	NOUN
cet-14388	65	7	.	.	PUNCT
cet-14388	66	1	10	10	NUM
cet-14388	66	2	+	+	SYM
cet-14388	66	3	408	408	NUM
cet-14388	66	4	,	,	PUNCT
cet-14388	66	5	cctv	cctv	NOUN
cet-14388	66	6	cameras	camera	NOUN
cet-14388	66	7	were	be	AUX
cet-14388	66	8	installed	instal	VERB
cet-14388	66	9	in	in	ADP
cet-14388	66	10	3	3	NUM
cet-14388	66	11	sub	sub	NOUN
cet-14388	66	12	-	-	NOUN
cet-14388	66	13	corners	corner	NOUN
cet-14388	66	14	,	,	PUNCT
cet-14388	66	15	namely	namely	ADV
cet-14388	66	16	4a1	4a1	NUM
cet-14388	66	17	,	,	PUNCT
cet-14388	66	18	4a2	4a2	NUM
cet-14388	66	19	and	and	CCONJ
cet-14388	66	20	4a3	4a3	NUM
cet-14388	66	21	.	.	PROPN
cet-14388	67	1	from	from	ADP
cet-14388	67	2	the	the	DET
cet-14388	67	3	data	datum	NOUN
cet-14388	67	4	,	,	PUNCT
cet-14388	67	5	4a1	4a1	NUM
cet-14388	67	6	and	and	CCONJ
cet-14388	67	7	4a3	4a3	NUM
cet-14388	67	8	have	have	VERB
cet-14388	67	9	a	a	DET
cet-14388	67	10	proportional	proportional	ADJ
cet-14388	67	11	severity	severity	NOUN
cet-14388	67	12	ranging	range	VERB
cet-14388	67	13	from	from	ADP
cet-14388	67	14	low	low	ADJ
cet-14388	67	15	severity	severity	NOUN
cet-14388	67	16	to	to	ADP
cet-14388	67	17	non	non	ADJ
cet-14388	67	18	-	-	ADJ
cet-14388	67	19	severe	severe	ADJ
cet-14388	67	20	and	and	CCONJ
cet-14388	67	21	for	for	ADP
cet-14388	67	22	the	the	DET
cet-14388	67	23	most	most	ADJ
cet-14388	67	24	part	part	NOUN
cet-14388	67	25	,	,	PUNCT
cet-14388	67	26	the	the	DET
cet-14388	67	27	information	information	NOUN
cet-14388	67	28	collected	collect	VERB
cet-14388	67	29	is	be	AUX
cet-14388	67	30	at	at	ADP
cet-14388	67	31	a	a	DET
cet-14388	67	32	mild	mild	ADJ
cet-14388	67	33	level	level	NOUN
cet-14388	67	34	.	.	PUNCT
cet-14388	68	1	while	while	SCONJ
cet-14388	68	2	4a2	4a2	NUM
cet-14388	68	3	had	have	VERB
cet-14388	68	4	a	a	DET
cet-14388	68	5	proportional	proportional	ADJ
cet-14388	68	6	severity	severity	NOUN
cet-14388	68	7	ranging	range	VERB
cet-14388	68	8	from	from	ADP
cet-14388	68	9	moderate	moderate	ADJ
cet-14388	68	10	severity	severity	NOUN
cet-14388	68	11	to	to	ADP
cet-14388	68	12	no	no	DET
cet-14388	68	13	severity	severity	NOUN
cet-14388	68	14	,	,	PUNCT
cet-14388	68	15	and	and	CCONJ
cet-14388	68	16	for	for	ADP
cet-14388	68	17	the	the	DET
cet-14388	68	18	most	most	ADJ
cet-14388	68	19	part	part	NOUN
cet-14388	68	20	the	the	DET
cet-14388	68	21	information	information	NOUN
cet-14388	68	22	collected	collect	VERB
cet-14388	68	23	is	be	AUX
cet-14388	68	24	at	at	ADP
cet-14388	68	25	a	a	DET
cet-14388	68	26	mild	mild	ADJ
cet-14388	68	27	level	level	NOUN
cet-14388	68	28	,	,	PUNCT
cet-14388	68	29	as	as	SCONJ
cet-14388	68	30	illustrated	illustrate	VERB
cet-14388	68	31	in	in	ADP
cet-14388	68	32	figure	figure	NOUN
cet-14388	68	33	6	6	NUM
cet-14388	68	34	.	.	PUNCT
cet-14388	69	1	4a1	4a1	NUM
cet-14388	69	2	4a2	4a2	NUM
cet-14388	69	3	4a3	4a3	NUM
cet-14388	69	4	figure	figure	VERB
cet-14388	69	5	6	6	NUM
cet-14388	69	6	:	:	PUNCT
cet-14388	69	7	ttc	ttc	NOUN
cet-14388	69	8	severity	severity	NOUN
cet-14388	69	9	level	level	NOUN
cet-14388	69	10	of	of	ADP
cet-14388	69	11	km	km	PROPN
cet-14388	69	12	.	.	PUNCT
cet-14388	70	1	10	10	NUM
cet-14388	70	2	+	+	NOUN
cet-14388	70	3	408	408	NUM
cet-14388	70	4	from	from	ADP
cet-14388	70	5	considering	consider	VERB
cet-14388	70	6	the	the	DET
cet-14388	70	7	overall	overall	ADJ
cet-14388	70	8	picture	picture	NOUN
cet-14388	70	9	of	of	ADP
cet-14388	70	10	route	route	NOUN
cet-14388	70	11	3004	3004	NUM
cet-14388	70	12	in	in	ADP
cet-14388	70	13	terms	term	NOUN
cet-14388	70	14	of	of	ADP
cet-14388	70	15	safety	safety	NOUN
cet-14388	70	16	with	with	ADP
cet-14388	70	17	traffic	traffic	NOUN
cet-14388	70	18	conflict	conflict	NOUN
cet-14388	70	19	information	information	NOUN
cet-14388	70	20	by	by	ADP
cet-14388	70	21	using	use	VERB
cet-14388	70	22	collision	collision	NOUN
cet-14388	70	23	time	time	NOUN
cet-14388	70	24	(	(	PUNCT
cet-14388	70	25	ttc	ttc	NOUN
cet-14388	70	26	)	)	PUNCT
cet-14388	70	27	and	and	CCONJ
cet-14388	70	28	vehicle	vehicle	NOUN
cet-14388	70	29	speed	speed	NOUN
cet-14388	70	30	(	(	PUNCT
cet-14388	70	31	speed	speed	NOUN
cet-14388	70	32	)	)	PUNCT
cet-14388	70	33	for	for	ADP
cet-14388	70	34	the	the	DET
cet-14388	70	35	analysis	analysis	NOUN
cet-14388	70	36	of	of	ADP
cet-14388	70	37	road	road	NOUN
cet-14388	70	38	junctions	junction	NOUN
cet-14388	70	39	,	,	PUNCT
cet-14388	70	40	it	it	PRON
cet-14388	70	41	was	be	AUX
cet-14388	70	42	found	find	VERB
cet-14388	70	43	that	that	SCONJ
cet-14388	70	44	the	the	DET
cet-14388	70	45	proportional	proportional	ADJ
cet-14388	70	46	severity	severity	NOUN
cet-14388	70	47	ranges	range	VERB
cet-14388	70	48	from	from	ADP
cet-14388	70	49	moderate	moderate	ADJ
cet-14388	70	50	severity	severity	NOUN
cet-14388	70	51	to	to	ADP
cet-14388	70	52	no	no	DET
cet-14388	70	53	severity	severity	NOUN
cet-14388	70	54	and	and	CCONJ
cet-14388	70	55	most	most	ADJ
cet-14388	70	56	of	of	ADP
cet-14388	70	57	the	the	DET
cet-14388	70	58	information	information	NOUN
cet-14388	70	59	collected	collect	VERB
cet-14388	70	60	is	be	AUX
cet-14388	70	61	at	at	ADP
cet-14388	70	62	a	a	DET
cet-14388	70	63	mild	mild	ADJ
cet-14388	70	64	level	level	NOUN
cet-14388	70	65	.	.	PUNCT
cet-14388	71	1	according	accord	VERB
cet-14388	71	2	to	to	ADP
cet-14388	71	3	the	the	DET
cet-14388	71	4	data	datum	NOUN
cet-14388	71	5	,	,	PUNCT
cet-14388	71	6	the	the	DET
cet-14388	71	7	severity	severity	NOUN
cet-14388	71	8	of	of	ADP
cet-14388	71	9	road	road	NOUN
cet-14388	71	10	traffic	traffic	NOUN
cet-14388	71	11	risks	risk	NOUN
cet-14388	71	12	in	in	ADP
cet-14388	71	13	the	the	DET
cet-14388	71	14	study	study	NOUN
cet-14388	71	15	area	area	NOUN
cet-14388	71	16	is	be	AUX
cet-14388	71	17	relatively	relatively	ADV
cet-14388	71	18	low	low	ADJ
cet-14388	71	19	,	,	PUNCT
cet-14388	71	20	probably	probably	ADV
cet-14388	71	21	due	due	ADP
cet-14388	71	22	to	to	ADP
cet-14388	71	23	the	the	DET
cet-14388	71	24	fact	fact	NOUN
cet-14388	71	25	that	that	SCONJ
cet-14388	71	26	the	the	DET
cet-14388	71	27	area	area	NOUN
cet-14388	71	28	is	be	AUX
cet-14388	71	29	an	an	DET
cet-14388	71	30	area	area	NOUN
cet-14388	71	31	of	of	ADP
cet-14388	71	32	mixed	mixed	ADJ
cet-14388	71	33	industrial	industrial	ADJ
cet-14388	71	34	and	and	CCONJ
cet-14388	71	35	residential	residential	ADJ
cet-14388	71	36	commercial	commercial	ADJ
cet-14388	71	37	activities	activity	NOUN
cet-14388	71	38	,	,	PUNCT
cet-14388	71	39	resulting	result	VERB
cet-14388	71	40	in	in	ADP
cet-14388	71	41	relatively	relatively	ADV
cet-14388	71	42	high	high	ADJ
cet-14388	71	43	traffic	traffic	NOUN
cet-14388	71	44	in	in	ADP
cet-14388	71	45	the	the	DET
cet-14388	71	46	area	area	NOUN
cet-14388	71	47	,	,	PUNCT
cet-14388	71	48	so	so	CCONJ
cet-14388	71	49	the	the	DET
cet-14388	71	50	speed	speed	NOUN
cet-14388	71	51	is	be	AUX
cet-14388	71	52	not	not	PART
cet-14388	71	53	very	very	ADV
cet-14388	71	54	high	high	ADJ
cet-14388	71	55	,	,	PUNCT
cet-14388	71	56	so	so	SCONJ
cet-14388	71	57	there	there	PRON
cet-14388	71	58	are	be	VERB
cet-14388	71	59	no	no	DET
cet-14388	71	60	cases	case	NOUN
cet-14388	71	61	of	of	ADP
cet-14388	71	62	high	high	ADJ
cet-14388	71	63	severity	severity	NOUN
cet-14388	71	64	.	.	PUNCT
cet-14388	72	1	however	however	ADV
cet-14388	72	2	,	,	PUNCT
cet-14388	72	3	even	even	ADV
cet-14388	72	4	if	if	SCONJ
cet-14388	72	5	there	there	PRON
cet-14388	72	6	is	be	VERB
cet-14388	72	7	not	not	PART
cet-14388	72	8	a	a	DET
cet-14388	72	9	high	high	ADJ
cet-14388	72	10	level	level	NOUN
cet-14388	72	11	of	of	ADP
cet-14388	72	12	violence	violence	NOUN
cet-14388	72	13	in	in	ADP
cet-14388	72	14	the	the	DET
cet-14388	72	15	area	area	NOUN
cet-14388	72	16	,	,	PUNCT
cet-14388	72	17	road	road	NOUN
cet-14388	72	18	accidents	accident	NOUN
cet-14388	72	19	can	can	AUX
cet-14388	72	20	still	still	ADV
cet-14388	72	21	occur	occur	VERB
cet-14388	72	22	.	.	PUNCT
cet-14388	73	1	especially	especially	ADV
cet-14388	73	2	in	in	ADP
cet-14388	73	3	areas	area	NOUN
cet-14388	73	4	of	of	ADP
cet-14388	73	5	moderate	moderate	ADJ
cet-14388	73	6	severity	severity	NOUN
cet-14388	73	7	,	,	PUNCT
cet-14388	73	8	it	it	PRON
cet-14388	73	9	is	be	AUX
cet-14388	73	10	necessary	necessary	ADJ
cet-14388	73	11	to	to	PART
cet-14388	73	12	find	find	VERB
cet-14388	73	13	measures	measure	NOUN
cet-14388	73	14	to	to	PART
cet-14388	73	15	solve	solve	VERB
cet-14388	73	16	problems	problem	NOUN
cet-14388	73	17	and	and	CCONJ
cet-14388	73	18	deal	deal	VERB
cet-14388	73	19	with	with	ADP
cet-14388	73	20	risks	risk	NOUN
cet-14388	73	21	that	that	PRON
cet-14388	73	22	may	may	AUX
cet-14388	73	23	occur	occur	VERB
cet-14388	73	24	at	at	ADP
cet-14388	73	25	other	other	ADJ
cet-14388	73	26	times	time	NOUN
cet-14388	73	27	.	.	PUNCT
cet-14388	74	1	this	this	DET
cet-14388	74	2	study	study	NOUN
cet-14388	74	3	highlights	highlight	VERB
cet-14388	74	4	the	the	DET
cet-14388	74	5	integration	integration	NOUN
cet-14388	74	6	of	of	ADP
cet-14388	74	7	innovation	innovation	NOUN
cet-14388	74	8	and	and	CCONJ
cet-14388	74	9	technology	technology	NOUN
cet-14388	74	10	to	to	PART
cet-14388	74	11	address	address	VERB
cet-14388	74	12	road	road	NOUN
cet-14388	74	13	crashes	crash	NOUN
cet-14388	74	14	,	,	PUNCT
cet-14388	74	15	which	which	PRON
cet-14388	74	16	previous	previous	ADJ
cet-14388	74	17	studies	study	NOUN
cet-14388	74	18	have	have	AUX
cet-14388	74	19	shown	show	VERB
cet-14388	74	20	to	to	PART
cet-14388	74	21	have	have	VERB
cet-14388	74	22	benefits	benefit	NOUN
cet-14388	74	23	and	and	CCONJ
cet-14388	74	24	limitations	limitation	NOUN
cet-14388	74	25	(	(	PUNCT
cet-14388	74	26	pradana	pradana	NOUN
cet-14388	74	27	,	,	PUNCT
cet-14388	74	28	2023	2023	NUM
cet-14388	74	29	)	)	PUNCT
cet-14388	74	30	.	.	PUNCT
cet-14388	75	1	in	in	ADP
cet-14388	75	2	this	this	DET
cet-14388	75	3	study	study	NOUN
cet-14388	75	4	,	,	PUNCT
cet-14388	75	5	time	time	NOUN
cet-14388	75	6	-	-	PUNCT
cet-14388	75	7	to	to	ADP
cet-14388	75	8	-	-	PUNCT
cet-14388	75	9	collision	collision	NOUN
cet-14388	75	10	(	(	PUNCT
cet-14388	75	11	ttc	ttc	NOUN
cet-14388	75	12	)	)	PUNCT
cet-14388	75	13	is	be	AUX
cet-14388	75	14	used	use	VERB
cet-14388	75	15	for	for	ADP
cet-14388	75	16	analysis	analysis	NOUN
cet-14388	75	17	,	,	PUNCT
cet-14388	75	18	which	which	PRON
cet-14388	75	19	considers	consider	VERB
cet-14388	75	20	the	the	DET
cet-14388	75	21	condition	condition	NOUN
cet-14388	75	22	to	to	PART
cet-14388	75	23	be	be	AUX
cet-14388	75	24	classified	classify	VERB
cet-14388	75	25	as	as	ADP
cet-14388	75	26	a	a	DET
cet-14388	75	27	traffic	traffic	NOUN
cet-14388	75	28	conflict	conflict	NOUN
cet-14388	75	29	(	(	PUNCT
cet-14388	75	30	li	li	PROPN
cet-14388	75	31	et	et	PROPN
cet-14388	75	32	al	al	PROPN
cet-14388	75	33	.	.	PROPN
cet-14388	75	34	,	,	PUNCT
cet-14388	75	35	2020	2020	NUM
cet-14388	75	36	)	)	PUNCT
cet-14388	75	37	.	.	PUNCT
cet-14388	76	1	however	however	ADV
cet-14388	76	2	,	,	PUNCT
cet-14388	76	3	road	road	NOUN
cet-14388	76	4	accidents	accident	NOUN
cet-14388	76	5	are	be	AUX
cet-14388	76	6	other	other	ADJ
cet-14388	76	7	factors	factor	NOUN
cet-14388	76	8	that	that	PRON
cet-14388	76	9	influence	influence	NOUN
cet-14388	76	10	traffic	traffic	NOUN
cet-14388	76	11	conflicts	conflict	NOUN
cet-14388	76	12	(	(	PUNCT
cet-14388	76	13	formosa	formosa	NOUN
cet-14388	76	14	et	et	PROPN
cet-14388	76	15	al	al	PROPN
cet-14388	76	16	.	.	PROPN
cet-14388	76	17	,	,	PUNCT
cet-14388	76	18	2020	2020	NUM
cet-14388	76	19	)	)	PUNCT
cet-14388	76	20	.	.	PUNCT
cet-14388	77	1	in	in	ADP
cet-14388	77	2	addition	addition	NOUN
cet-14388	77	3	,	,	PUNCT
cet-14388	77	4	the	the	DET
cet-14388	77	5	diversity	diversity	NOUN
cet-14388	77	6	of	of	ADP
cet-14388	77	7	local	local	ADJ
cet-14388	77	8	contexts	context	NOUN
cet-14388	77	9	is	be	AUX
cet-14388	77	10	also	also	ADV
cet-14388	77	11	limited	limit	VERB
cet-14388	77	12	because	because	SCONJ
cet-14388	77	13	thailand	thailand	PROPN
cet-14388	77	14	has	have	VERB
cet-14388	77	15	a	a	DET
cet-14388	77	16	variety	variety	NOUN
cet-14388	77	17	of	of	ADP
cet-14388	77	18	road	road	NOUN
cet-14388	77	19	characteristics	characteristic	NOUN
cet-14388	77	20	in	in	ADP
cet-14388	77	21	each	each	DET
cet-14388	77	22	neighbourhood	neighbourhood	NOUN
cet-14388	77	23	,	,	PUNCT
cet-14388	77	24	including	include	VERB
cet-14388	77	25	road	road	NOUN
cet-14388	77	26	connection	connection	NOUN
cet-14388	77	27	characteristics	characteristic	NOUN
cet-14388	77	28	that	that	PRON
cet-14388	77	29	influence	influence	NOUN
cet-14388	77	30	behaviour	behaviour	NOUN
cet-14388	77	31	and	and	CCONJ
cet-14388	77	32	use	use	NOUN
cet-14388	77	33	of	of	ADP
cet-14388	77	34	different	different	ADJ
cet-14388	77	35	speeds	speed	NOUN
cet-14388	77	36	.	.	PUNCT
cet-14388	78	1	this	this	PRON
cet-14388	78	2	is	be	AUX
cet-14388	78	3	an	an	DET
cet-14388	78	4	interesting	interesting	ADJ
cet-14388	78	5	topic	topic	NOUN
cet-14388	78	6	for	for	ADP
cet-14388	78	7	further	further	ADJ
cet-14388	78	8	study	study	NOUN
cet-14388	78	9	in	in	ADP
cet-14388	78	10	the	the	DET
cet-14388	78	11	future	future	NOUN
cet-14388	78	12	.	.	PUNCT
cet-14388	79	1	4	4	X
cet-14388	79	2	.	.	X
cet-14388	79	3	conclusions	conclusion	NOUN
cet-14388	79	4	this	this	DET
cet-14388	79	5	study	study	NOUN
cet-14388	79	6	focuses	focus	VERB
cet-14388	79	7	on	on	ADP
cet-14388	79	8	identifying	identify	VERB
cet-14388	79	9	driver	driver	NOUN
cet-14388	79	10	behaviours	behaviour	NOUN
cet-14388	79	11	that	that	PRON
cet-14388	79	12	contribute	contribute	VERB
cet-14388	79	13	to	to	ADP
cet-14388	79	14	road	road	NOUN
cet-14388	79	15	safety	safety	NOUN
cet-14388	79	16	through	through	ADP
cet-14388	79	17	the	the	DET
cet-14388	79	18	use	use	NOUN
cet-14388	79	19	of	of	ADP
cet-14388	79	20	prototype	prototype	NOUN
cet-14388	79	21	cctv	cctv	PROPN
cet-14388	79	22	technology	technology	PROPN
cet-14388	79	23	.	.	PUNCT
cet-14388	80	1	road	road	NOUN
cet-14388	80	2	junctions	junction	NOUN
cet-14388	80	3	of	of	ADP
cet-14388	80	4	rural	rural	ADJ
cet-14388	80	5	road	road	NOUN
cet-14388	80	6	3004	3004	NUM
cet-14388	80	7	in	in	ADP
cet-14388	80	8	pathum	pathum	NOUN
cet-14388	80	9	thani	thani	PROPN
cet-14388	80	10	province	province	PROPN
cet-14388	80	11	of	of	ADP
cet-14388	80	12	bangkok	bangkok	PROPN
cet-14388	80	13	metropolitan	metropolitan	PROPN
cet-14388	80	14	area	area	NOUN
cet-14388	80	15	were	be	AUX
cet-14388	80	16	selected	select	VERB
cet-14388	80	17	as	as	ADP
cet-14388	80	18	the	the	DET
cet-14388	80	19	study	study	NOUN
cet-14388	80	20	area	area	NOUN
cet-14388	80	21	,	,	PUNCT
cet-14388	80	22	a	a	DET
cet-14388	80	23	total	total	NOUN
cet-14388	80	24	of	of	ADP
cet-14388	80	25	4	4	NUM
cet-14388	80	26	points	point	NOUN
cet-14388	80	27	,	,	PUNCT
cet-14388	80	28	namely	namely	ADV
cet-14388	80	29	(	(	PUNCT
cet-14388	80	30	1	1	X
cet-14388	80	31	)	)	PUNCT
cet-14388	80	32	km	km	NOUN
cet-14388	80	33	.	.	PUNCT
cet-14388	80	34	0	0	PUNCT
cet-14388	81	1	+	+	NUM
cet-14388	81	2	000	000	NUM
cet-14388	81	3	,	,	PUNCT
cet-14388	81	4	(	(	PUNCT
cet-14388	81	5	2	2	X
cet-14388	81	6	)	)	PUNCT
cet-14388	81	7	km	km	NOUN
cet-14388	81	8	.	.	PUNCT
cet-14388	82	1	1	1	NUM
cet-14388	83	1	+	+	NOUN
cet-14388	83	2	600	600	NUM
cet-14388	83	3	,	,	PUNCT
cet-14388	83	4	(	(	PUNCT
cet-14388	83	5	3	3	X
cet-14388	83	6	)	)	PUNCT
cet-14388	83	7	km	km	NOUN
cet-14388	83	8	.	.	PUNCT
cet-14388	84	1	7	7	NUM
cet-14388	84	2	+	+	NUM
cet-14388	84	3	200	200	NUM
cet-14388	84	4	,	,	PUNCT
cet-14388	84	5	and	and	CCONJ
cet-14388	84	6	(	(	PUNCT
cet-14388	84	7	4	4	X
cet-14388	84	8	)	)	PUNCT
cet-14388	84	9	km	km	NOUN
cet-14388	84	10	.	.	PUNCT
cet-14388	85	1	10	10	NUM
cet-14388	86	1	+	+	SYM
cet-14388	86	2	408	408	NUM
cet-14388	86	3	.	.	PUNCT
cet-14388	87	1	the	the	DET
cet-14388	87	2	data	datum	NOUN
cet-14388	87	3	was	be	AUX
cet-14388	87	4	collected	collect	VERB
cet-14388	87	5	from	from	ADP
cet-14388	87	6	29	29	NUM
cet-14388	87	7	june	june	PROPN
cet-14388	87	8	to	to	ADP
cet-14388	87	9	13	13	NUM
cet-14388	87	10	july	july	PROPN
cet-14388	87	11	2021	2021	NUM
cet-14388	87	12	,	,	PUNCT
cet-14388	87	13	using	use	VERB
cet-14388	87	14	time	time	NOUN
cet-14388	87	15	to	to	PART
cet-14388	87	16	collision	collision	VERB
cet-14388	87	17	(	(	PUNCT
cet-14388	87	18	ttc	ttc	NOUN
cet-14388	87	19	)	)	PUNCT
cet-14388	87	20	and	and	CCONJ
cet-14388	87	21	speed	speed	NOUN
cet-14388	87	22	as	as	ADP
cet-14388	87	23	a	a	DET
cet-14388	87	24	road	road	NOUN
cet-14388	87	25	safety	safety	NOUN
cet-14388	87	26	index	index	NOUN
cet-14388	87	27	to	to	PART
cet-14388	87	28	assess	assess	VERB
cet-14388	87	29	risk	risk	NOUN
cet-14388	87	30	severity	severity	NOUN
cet-14388	87	31	.	.	PUNCT
cet-14388	88	1	the	the	DET
cet-14388	88	2	results	result	NOUN
cet-14388	88	3	showed	show	VERB
cet-14388	88	4	that	that	SCONJ
cet-14388	88	5	most	most	ADJ
cet-14388	88	6	drivers	driver	NOUN
cet-14388	88	7	tended	tend	VERB
cet-14388	88	8	to	to	PART
cet-14388	88	9	speed	speed	VERB
cet-14388	88	10	,	,	PUNCT
cet-14388	88	11	although	although	SCONJ
cet-14388	88	12	there	there	PRON
cet-14388	88	13	were	be	VERB
cet-14388	88	14	overtaking	overtake	VERB
cet-14388	88	15	collisions	collision	NOUN
cet-14388	88	16	on	on	ADP
cet-14388	88	17	the	the	DET
cet-14388	88	18	motorway	motorway	NOUN
cet-14388	88	19	during	during	ADP
cet-14388	88	20	local	local	ADJ
cet-14388	88	21	journeys	journey	NOUN
cet-14388	88	22	.	.	PUNCT
cet-14388	89	1	overall	overall	ADV
cet-14388	89	2	,	,	PUNCT
cet-14388	89	3	the	the	DET
cet-14388	89	4	pilot	pilot	NOUN
cet-14388	89	5	site	site	NOUN
cet-14388	89	6	had	have	VERB
cet-14388	89	7	a	a	DET
cet-14388	89	8	range	range	NOUN
cet-14388	89	9	of	of	ADP
cet-14388	89	10	severity	severity	NOUN
cet-14388	89	11	from	from	ADP
cet-14388	89	12	moderate	moderate	ADJ
cet-14388	89	13	to	to	ADP
cet-14388	89	14	none	none	NOUN
cet-14388	89	15	,	,	PUNCT
cet-14388	89	16	and	and	CCONJ
cet-14388	89	17	most	most	ADJ
cet-14388	89	18	of	of	ADP
cet-14388	89	19	the	the	DET
cet-14388	89	20	information	information	NOUN
cet-14388	89	21	collected	collect	VERB
cet-14388	89	22	was	be	AUX
cet-14388	89	23	at	at	ADP
cet-14388	89	24	a	a	DET
cet-14388	89	25	mild	mild	ADJ
cet-14388	89	26	level	level	NOUN
cet-14388	89	27	.	.	PUNCT
cet-14388	90	1	in	in	ADP
cet-14388	90	2	conclusion	conclusion	NOUN
cet-14388	90	3	,	,	PUNCT
cet-14388	90	4	the	the	DET
cet-14388	90	5	differentiation	differentiation	NOUN
cet-14388	90	6	of	of	ADP
cet-14388	90	7	drivers	driver	NOUN
cet-14388	90	8	'	'	PART
cet-14388	90	9	vehicles	vehicle	NOUN
cet-14388	90	10	plays	play	VERB
cet-14388	90	11	a	a	DET
cet-14388	90	12	vital	vital	ADJ
cet-14388	90	13	role	role	NOUN
cet-14388	90	14	as	as	ADP
cet-14388	90	15	a	a	DET
cet-14388	90	16	critical	critical	ADJ
cet-14388	90	17	issue	issue	NOUN
cet-14388	90	18	that	that	PRON
cet-14388	90	19	should	should	AUX
cet-14388	90	20	be	be	AUX
cet-14388	90	21	understood	understand	VERB
cet-14388	90	22	for	for	ADP
cet-14388	90	23	effective	effective	ADJ
cet-14388	90	24	risk	risk	NOUN
cet-14388	90	25	mitigation	mitigation	NOUN
cet-14388	90	26	in	in	ADP
cet-14388	90	27	different	different	ADJ
cet-14388	90	28	travel	travel	NOUN
cet-14388	90	29	patterns	pattern	NOUN
cet-14388	90	30	,	,	PUNCT
cet-14388	90	31	along	along	ADP
cet-14388	90	32	with	with	ADP
cet-14388	90	33	the	the	DET
cet-14388	90	34	need	need	NOUN
cet-14388	90	35	to	to	PART
cet-14388	90	36	consider	consider	VERB
cet-14388	90	37	the	the	DET
cet-14388	90	38	safety	safety	NOUN
cet-14388	90	39	aspects	aspect	NOUN
cet-14388	90	40	of	of	ADP
cet-14388	90	41	highway	highway	NOUN
cet-14388	90	42	design	design	NOUN
cet-14388	90	43	due	due	ADP
cet-14388	90	44	to	to	ADP
cet-14388	90	45	the	the	DET
cet-14388	90	46	different	different	ADJ
cet-14388	90	47	contexts	contexts	NOUN
cet-14388	90	48	of	of	ADP
cet-14388	90	49	not	not	PART
cet-14388	90	50	only	only	ADV
cet-14388	90	51	road	road	NOUN
cet-14388	90	52	infrastructure	infrastructure	NOUN
cet-14388	90	53	but	but	CCONJ
cet-14388	90	54	also	also	ADV
cet-14388	90	55	land	land	NOUN
cet-14388	90	56	use	use	NOUN
cet-14388	90	57	that	that	PRON
cet-14388	90	58	induces	induce	VERB
cet-14388	90	59	a	a	DET
cet-14388	90	60	different	different	ADJ
cet-14388	90	61	traffic	traffic	NOUN
cet-14388	90	62	mix	mix	NOUN
cet-14388	90	63	for	for	ADP
cet-14388	90	64	safe	safe	ADJ
cet-14388	90	65	highway	highway	NOUN
cet-14388	90	66	planning	planning	NOUN
cet-14388	90	67	and	and	CCONJ
cet-14388	90	68	design	design	NOUN
cet-14388	90	69	.	.	PUNCT
cet-14388	91	1	593	593	NUM
cet-14388	91	2	acknowledgments	acknowledgment	NOUN
cet-14388	91	3	the	the	DET
cet-14388	91	4	authors	author	NOUN
cet-14388	91	5	gratefully	gratefully	ADV
cet-14388	91	6	acknowledge	acknowledge	VERB
cet-14388	91	7	the	the	DET
cet-14388	91	8	support	support	NOUN
cet-14388	91	9	of	of	ADP
cet-14388	91	10	the	the	DET
cet-14388	91	11	department	department	NOUN
cet-14388	91	12	of	of	ADP
cet-14388	91	13	rural	rural	ADJ
cet-14388	91	14	roads	road	NOUN
cet-14388	91	15	.	.	PUNCT
cet-14388	92	1	it	it	PRON
cet-14388	92	2	is	be	AUX
cet-14388	92	3	also	also	ADV
cet-14388	92	4	partially	partially	ADV
cet-14388	92	5	supported	support	VERB
cet-14388	92	6	by	by	ADP
cet-14388	92	7	the	the	DET
cet-14388	92	8	national	national	PROPN
cet-14388	92	9	research	research	PROPN
cet-14388	92	10	council	council	PROPN
cet-14388	92	11	of	of	ADP
cet-14388	92	12	thailand	thailand	PROPN
cet-14388	92	13	under	under	ADP
cet-14388	92	14	the	the	DET
cet-14388	92	15	project	project	NOUN
cet-14388	92	16	entitled	entitle	VERB
cet-14388	92	17	"	"	PUNCT
cet-14388	92	18	an	an	DET
cet-14388	92	19	integrated	integrated	ADJ
cet-14388	92	20	road	road	NOUN
cet-14388	92	21	safety	safety	NOUN
cet-14388	92	22	innovations	innovation	NOUN
cet-14388	92	23	of	of	ADP
cet-14388	92	24	pedestrian	pedestrian	NOUN
cet-14388	92	25	crossing	crossing	NOUN
cet-14388	92	26	for	for	ADP
cet-14388	92	27	mortality	mortality	NOUN
cet-14388	92	28	and	and	CCONJ
cet-14388	92	29	injuries	injury	NOUN
cet-14388	92	30	reduction	reduction	NOUN
cet-14388	92	31	among	among	ADP
cet-14388	92	32	all	all	DET
cet-14388	92	33	groups	group	NOUN
cet-14388	92	34	of	of	ADP
cet-14388	92	35	road	road	NOUN
cet-14388	92	36	users	user	NOUN
cet-14388	92	37	"	"	PUNCT
cet-14388	92	38	,	,	PUNCT
cet-14388	92	39	contract	contract	VERB
cet-14388	92	40	no	no	INTJ
cet-14388	92	41	.	.	PUNCT
cet-14388	93	1	n33a650757	n33a650757	PROPN
cet-14388	93	2	.	.	PUNCT
cet-14388	94	1	this	this	DET
cet-14388	94	2	research	research	NOUN
cet-14388	94	3	is	be	AUX
cet-14388	94	4	conducted	conduct	VERB
cet-14388	94	5	by	by	ADP
cet-14388	94	6	the	the	DET
cet-14388	94	7	center	center	NOUN
cet-14388	94	8	of	of	ADP
cet-14388	94	9	excellence	excellence	PROPN
cet-14388	94	10	in	in	ADP
cet-14388	94	11	urban	urban	ADJ
cet-14388	94	12	mobility	mobility	NOUN
cet-14388	94	13	research	research	NOUN
cet-14388	94	14	and	and	CCONJ
cet-14388	94	15	innovation	innovation	NOUN
cet-14388	94	16	(	(	PUNCT
cet-14388	94	17	umri	umri	ADJ
cet-14388	94	18	)	)	PUNCT
cet-14388	94	19	,	,	PUNCT
cet-14388	94	20	faculty	faculty	NOUN
cet-14388	94	21	of	of	ADP
cet-14388	94	22	architecture	architecture	NOUN
cet-14388	94	23	and	and	CCONJ
cet-14388	94	24	planning	planning	NOUN
cet-14388	94	25	,	,	PUNCT
cet-14388	94	26	thammasat	thammasat	PROPN
cet-14388	94	27	university	university	NOUN
cet-14388	94	28	,	,	PUNCT
cet-14388	94	29	pathum	pathum	NOUN
cet-14388	94	30	thani	thani	PROPN
cet-14388	94	31	,	,	PUNCT
cet-14388	94	32	thailand	thailand	PROPN
cet-14388	94	33	.	.	PUNCT
cet-14388	95	1	references	reference	NOUN
cet-14388	95	2	formosa	formosa	PROPN
cet-14388	95	3	n.	n.	PROPN
cet-14388	95	4	,	,	PUNCT
cet-14388	95	5	quddus	quddus	PROPN
cet-14388	95	6	m.	m.	NOUN
cet-14388	95	7	,	,	PUNCT
cet-14388	95	8	ison	ison	PROPN
cet-14388	95	9	s.	s.	PROPN
cet-14388	95	10	,	,	PUNCT
cet-14388	95	11	abdel	abdel	PROPN
cet-14388	95	12	-	-	PUNCT
cet-14388	95	13	aty	aty	PROPN
cet-14388	95	14	m.	m.	NOUN
cet-14388	95	15	,	,	PUNCT
cet-14388	95	16	yuan	yuan	PROPN
cet-14388	95	17	j.	j.	PROPN
cet-14388	95	18	,	,	PUNCT
cet-14388	95	19	2020	2020	NUM
cet-14388	95	20	,	,	PUNCT
cet-14388	95	21	predicting	predict	VERB
cet-14388	95	22	real	real	ADJ
cet-14388	95	23	-	-	PUNCT
cet-14388	95	24	time	time	NOUN
cet-14388	95	25	traffic	traffic	NOUN
cet-14388	95	26	conflicts	conflict	NOUN
cet-14388	95	27	using	use	VERB
cet-14388	95	28	deep	deep	ADJ
cet-14388	95	29	learning	learning	NOUN
cet-14388	95	30	.	.	PUNCT
cet-14388	96	1	accident	accident	NOUN
cet-14388	96	2	analysis	analysis	NOUN
cet-14388	96	3	&	&	CCONJ
cet-14388	96	4	prevention	prevention	NOUN
cet-14388	96	5	,	,	PUNCT
cet-14388	96	6	136	136	NUM
cet-14388	96	7	,	,	PUNCT
cet-14388	96	8	105429	105429	NUM
cet-14388	96	9	.	.	PUNCT
cet-14388	97	1	fu	fu	PROPN
cet-14388	97	2	t.	t.	PROPN
cet-14388	97	3	,	,	PUNCT
cet-14388	97	4	zangenehpour	zangenehpour	PROPN
cet-14388	97	5	s.	s.	PROPN
cet-14388	97	6	,	,	PUNCT
cet-14388	97	7	st	st	PROPN
cet-14388	97	8	-	-	PROPN
cet-14388	97	9	aubin	aubin	PROPN
cet-14388	97	10	p.	p.	PROPN
cet-14388	97	11	,	,	PUNCT
cet-14388	97	12	fu	fu	PROPN
cet-14388	97	13	l.	l.	PROPN
cet-14388	97	14	,	,	PUNCT
cet-14388	97	15	miranda	miranda	PROPN
cet-14388	97	16	-	-	PUNCT
cet-14388	97	17	moreno	moreno	PROPN
cet-14388	97	18	,	,	PUNCT
cet-14388	97	19	l.f	l.f	PROPN
cet-14388	97	20	,	,	PUNCT
cet-14388	97	21	2015	2015	NUM
cet-14388	97	22	,	,	PUNCT
cet-14388	97	23	using	use	VERB
cet-14388	97	24	microscopic	microscopic	ADJ
cet-14388	97	25	video	video	NOUN
cet-14388	97	26	data	datum	NOUN
cet-14388	97	27	measures	measure	NOUN
cet-14388	97	28	for	for	ADP
cet-14388	97	29	driver	driver	NOUN
cet-14388	97	30	behavior	behavior	NOUN
cet-14388	97	31	analysis	analysis	NOUN
cet-14388	97	32	during	during	ADP
cet-14388	97	33	adverse	adverse	ADJ
cet-14388	97	34	winter	winter	NOUN
cet-14388	97	35	weather	weather	NOUN
cet-14388	97	36	:	:	PUNCT
cet-14388	97	37	opportunities	opportunity	NOUN
cet-14388	97	38	and	and	CCONJ
cet-14388	97	39	challenges	challenge	NOUN
cet-14388	97	40	.	.	PUNCT
cet-14388	98	1	j.	j.	PROPN
cet-14388	98	2	mod	mod	PROPN
cet-14388	98	3	.	.	PROPN
cet-14388	98	4	transport	transport	PROPN
cet-14388	98	5	.	.	PUNCT
cet-14388	99	1	23	23	NUM
cet-14388	99	2	,	,	PUNCT
cet-14388	99	3	81–92	81–92	NUM
cet-14388	99	4	.	.	PUNCT
cet-14388	100	1	iamtrakul	iamtrakul	PROPN
cet-14388	100	2	p.	p.	PROPN
cet-14388	100	3	,	,	PUNCT
cet-14388	100	4	chayphong	chayphong	PROPN
cet-14388	100	5	s.	s.	PROPN
cet-14388	100	6	,	,	PUNCT
cet-14388	100	7	2023	2023	NUM
cet-14388	100	8	,	,	PUNCT
cet-14388	100	9	factors	factor	NOUN
cet-14388	100	10	affecting	affect	VERB
cet-14388	100	11	the	the	DET
cet-14388	100	12	development	development	NOUN
cet-14388	100	13	of	of	ADP
cet-14388	100	14	a	a	DET
cet-14388	100	15	healthy	healthy	ADJ
cet-14388	100	16	city	city	NOUN
cet-14388	100	17	in	in	ADP
cet-14388	100	18	suburban	suburban	ADJ
cet-14388	100	19	areas	area	NOUN
cet-14388	100	20	,	,	PUNCT
cet-14388	100	21	thailand	thailand	PROPN
cet-14388	100	22	.	.	PUNCT
cet-14388	101	1	j.	j.	PROPN
cet-14388	101	2	urban	urban	PROPN
cet-14388	101	3	manag	manag	PROPN
cet-14388	101	4	.	.	PUNCT
cet-14388	101	5	,	,	PUNCT
cet-14388	101	6	12(3	12(3	NUM
cet-14388	101	7	)	)	PUNCT
cet-14388	101	8	,	,	PUNCT
cet-14388	101	9	208	208	NUM
cet-14388	101	10	-	-	SYM
cet-14388	101	11	220	220	NUM
cet-14388	101	12	.	.	PUNCT
cet-14388	102	1	iamtrakul	iamtrakul	PROPN
cet-14388	102	2	p.	p.	PROPN
cet-14388	102	3	,	,	PUNCT
cet-14388	102	4	chayphong	chayphong	PROPN
cet-14388	102	5	,	,	PUNCT
cet-14388	102	6	s.	s.	PROPN
cet-14388	102	7	,	,	PUNCT
cet-14388	102	8	2023a	2023a	NUM
cet-14388	102	9	,	,	PUNCT
cet-14388	102	10	iamtrakul	iamtrakul	PROPN
cet-14388	102	11	p.	p.	NOUN
cet-14388	102	12	,	,	PUNCT
cet-14388	102	13	challenges	challenge	NOUN
cet-14388	102	14	of	of	ADP
cet-14388	102	15	sustainable	sustainable	ADJ
cet-14388	102	16	mobility	mobility	NOUN
cet-14388	102	17	:	:	PUNCT
cet-14388	102	18	context	context	NOUN
cet-14388	102	19	of	of	ADP
cet-14388	102	20	car	car	NOUN
cet-14388	102	21	dependency	dependency	NOUN
cet-14388	102	22	,	,	PUNCT
cet-14388	102	23	suburban	suburban	ADJ
cet-14388	102	24	areas	area	NOUN
cet-14388	102	25	in	in	ADP
cet-14388	102	26	thailand	thailand	PROPN
cet-14388	102	27	.	.	PUNCT
cet-14388	103	1	geographica	geographica	PROPN
cet-14388	103	2	pannonica	pannonica	PROPN
cet-14388	103	3	,	,	PUNCT
cet-14388	103	4	27(2),145	27(2),145	NOUN
cet-14388	103	5	-	-	SYM
cet-14388	103	6	158	158	NUM
cet-14388	103	7	.	.	PUNCT
cet-14388	104	1	iamtrakul	iamtrakul	PROPN
cet-14388	104	2	p.	p.	PROPN
cet-14388	104	3	,	,	PUNCT
cet-14388	104	4	chayphong	chayphong	PROPN
cet-14388	104	5	s.	s.	PROPN
cet-14388	104	6	,	,	PUNCT
cet-14388	104	7	kantavat	kantavat	PROPN
cet-14388	104	8	p.	p.	PROPN
cet-14388	104	9	,	,	PUNCT
cet-14388	104	10	hayashi	hayashi	PROPN
cet-14388	104	11	y.	y.	PROPN
cet-14388	104	12	,	,	PUNCT
cet-14388	104	13	kijsirikul	kijsirikul	PROPN
cet-14388	104	14	b.	b.	PROPN
cet-14388	104	15	,	,	PUNCT
cet-14388	104	16	iwahori	iwahori	PROPN
cet-14388	104	17	y.	y.	NOUN
cet-14388	104	18	,	,	PUNCT
cet-14388	104	19	2023b	2023b	NUM
cet-14388	104	20	,	,	PUNCT
cet-14388	104	21	exploring	explore	VERB
cet-14388	104	22	the	the	DET
cet-14388	104	23	spatial	spatial	ADJ
cet-14388	104	24	effects	effect	NOUN
cet-14388	104	25	of	of	ADP
cet-14388	104	26	built	build	VERB
cet-14388	104	27	environment	environment	NOUN
cet-14388	104	28	on	on	ADP
cet-14388	104	29	quality	quality	NOUN
cet-14388	104	30	of	of	ADP
cet-14388	104	31	life	life	NOUN
cet-14388	104	32	related	relate	VERB
cet-14388	104	33	transportation	transportation	NOUN
cet-14388	104	34	by	by	ADP
cet-14388	104	35	integrating	integrate	VERB
cet-14388	104	36	gis	gis	PROPN
cet-14388	104	37	and	and	CCONJ
cet-14388	104	38	deep	deep	ADJ
cet-14388	104	39	learning	learning	NOUN
cet-14388	104	40	approaches	approach	NOUN
cet-14388	104	41	.	.	PUNCT
cet-14388	105	1	sustainability	sustainability	NOUN
cet-14388	105	2	,	,	PUNCT
cet-14388	105	3	15	15	NUM
cet-14388	105	4	,	,	PUNCT
cet-14388	105	5	2785	2785	NUM
cet-14388	105	6	.	.	PUNCT
cet-14388	106	1	iamtrakul	iamtrakul	PROPN
cet-14388	106	2	p.	p.	PROPN
cet-14388	106	3	,	,	PUNCT
cet-14388	106	4	chayphong	chayphong	PROPN
cet-14388	106	5	s.	s.	PROPN
cet-14388	106	6	,	,	PUNCT
cet-14388	106	7	makó	makó	PROPN
cet-14388	106	8	e.	e.	PROPN
cet-14388	106	9	,	,	PUNCT
cet-14388	106	10	phetoudom	phetoudom	ADJ
cet-14388	106	11	s.	s.	PROPN
cet-14388	106	12	,	,	PUNCT
cet-14388	106	13	2023c	2023c	NUM
cet-14388	106	14	,	,	PUNCT
cet-14388	106	15	analysis	analysis	NOUN
cet-14388	106	16	of	of	ADP
cet-14388	106	17	road	road	NOUN
cet-14388	106	18	users	user	NOUN
cet-14388	106	19	’	'	PUNCT
cet-14388	106	20	risk	risk	NOUN
cet-14388	106	21	behaviors	behavior	NOUN
cet-14388	106	22	in	in	ADP
cet-14388	106	23	different	different	ADJ
cet-14388	106	24	travel	travel	NOUN
cet-14388	106	25	modes	mode	NOUN
cet-14388	106	26	:	:	PUNCT
cet-14388	106	27	the	the	DET
cet-14388	106	28	bangkok	bangkok	PROPN
cet-14388	106	29	metropolitan	metropolitan	PROPN
cet-14388	106	30	region	region	PROPN
cet-14388	106	31	.	.	PUNCT
cet-14388	107	1	thailand	thailand	PROPN
cet-14388	107	2	.	.	PUNCT
cet-14388	108	1	infrastructures	infrastructure	NOUN
cet-14388	108	2	,	,	PUNCT
cet-14388	108	3	8	8	NUM
cet-14388	108	4	,	,	PUNCT
cet-14388	108	5	79	79	NUM
cet-14388	108	6	.	.	PUNCT
cet-14388	109	1	li	li	PROPN
cet-14388	109	2	y.	y.	PROPN
cet-14388	109	3	,	,	PUNCT
cet-14388	109	4	wu	wu	PROPN
cet-14388	109	5	d.	d.	PROPN
cet-14388	109	6	,	,	PUNCT
cet-14388	109	7	lee	lee	PROPN
cet-14388	109	8	j.	j.	PROPN
cet-14388	109	9	,	,	PUNCT
cet-14388	109	10	yang	yang	PROPN
cet-14388	109	11	m.	m.	PROPN
cet-14388	109	12	,	,	PUNCT
cet-14388	109	13	shi	shi	PROPN
cet-14388	109	14	y.	y.	PROPN
cet-14388	109	15	,	,	PUNCT
cet-14388	109	16	2020	2020	NUM
cet-14388	109	17	,	,	PUNCT
cet-14388	109	18	analysis	analysis	NOUN
cet-14388	109	19	of	of	ADP
cet-14388	109	20	the	the	DET
cet-14388	109	21	transition	transition	NOUN
cet-14388	109	22	condition	condition	NOUN
cet-14388	109	23	of	of	ADP
cet-14388	109	24	rear	rear	ADJ
cet-14388	109	25	-	-	PUNCT
cet-14388	109	26	end	end	NOUN
cet-14388	109	27	collisions	collision	NOUN
cet-14388	109	28	using	use	VERB
cet-14388	109	29	timeto	timeto	NOUN
cet-14388	109	30	-	-	PUNCT
cet-14388	109	31	collision	collision	NOUN
cet-14388	109	32	index	index	NOUN
cet-14388	109	33	and	and	CCONJ
cet-14388	109	34	vehicle	vehicle	NOUN
cet-14388	109	35	trajectory	trajectory	NOUN
cet-14388	109	36	data	data	PROPN
cet-14388	109	37	.	.	PUNCT
cet-14388	110	1	accident	accident	NOUN
cet-14388	110	2	analysis	analysis	NOUN
cet-14388	110	3	&	&	CCONJ
cet-14388	110	4	prevention	prevention	NOUN
cet-14388	110	5	,	,	PUNCT
cet-14388	110	6	144	144	NUM
cet-14388	110	7	,	,	PUNCT
cet-14388	110	8	105676	105676	NUM
cet-14388	110	9	.	.	PUNCT
cet-14388	111	1	mahmud	mahmud	PROPN
cet-14388	111	2	s.s	s.s	PROPN
cet-14388	111	3	.	.	PROPN
cet-14388	111	4	,	,	PUNCT
cet-14388	111	5	ferreira	ferreira	PROPN
cet-14388	111	6	l.	l.	PROPN
cet-14388	111	7	,	,	PUNCT
cet-14388	111	8	hoque	hoque	PROPN
cet-14388	111	9	m.s	m.s	PROPN
cet-14388	111	10	.	.	PROPN
cet-14388	111	11	,	,	PUNCT
cet-14388	111	12	tavassoli	tavassoli	PROPN
cet-14388	111	13	a.	a.	PROPN
cet-14388	111	14	,	,	PUNCT
cet-14388	111	15	2017	2017	NUM
cet-14388	111	16	,	,	PUNCT
cet-14388	111	17	application	application	NOUN
cet-14388	111	18	of	of	ADP
cet-14388	111	19	proximal	proximal	ADJ
cet-14388	111	20	surrogate	surrogate	ADJ
cet-14388	111	21	indicators	indicator	NOUN
cet-14388	111	22	for	for	ADP
cet-14388	111	23	safety	safety	NOUN
cet-14388	111	24	evaluation	evaluation	NOUN
cet-14388	111	25	:	:	PUNCT
cet-14388	111	26	a	a	DET
cet-14388	111	27	review	review	NOUN
cet-14388	111	28	of	of	ADP
cet-14388	111	29	recent	recent	ADJ
cet-14388	111	30	developments	development	NOUN
cet-14388	111	31	and	and	CCONJ
cet-14388	111	32	research	research	NOUN
cet-14388	111	33	needs	need	NOUN
cet-14388	111	34	.	.	PUNCT
cet-14388	112	1	iatss	iatss	PROPN
cet-14388	112	2	res	re	NOUN
cet-14388	112	3	.	.	PUNCT
cet-14388	112	4	,	,	PUNCT
cet-14388	112	5	41(4	41(4	NUM
cet-14388	112	6	)	)	PUNCT
cet-14388	112	7	,	,	PUNCT
cet-14388	112	8	153	153	NUM
cet-14388	112	9	-	-	SYM
cet-14388	112	10	163	163	NUM
cet-14388	112	11	.	.	PUNCT
cet-14388	113	1	office	office	NOUN
cet-14388	113	2	of	of	ADP
cet-14388	113	3	transport	transport	NOUN
cet-14388	113	4	and	and	CCONJ
cet-14388	113	5	traffic	traffic	NOUN
cet-14388	113	6	policy	policy	NOUN
cet-14388	113	7	and	and	CCONJ
cet-14388	113	8	planning	planning	NOUN
cet-14388	113	9	,	,	PUNCT
cet-14388	113	10	2020	2020	NUM
cet-14388	113	11	,	,	PUNCT
cet-14388	113	12	road	road	NOUN
cet-14388	113	13	accident	accident	NOUN
cet-14388	113	14	situation	situation	NOUN
cet-14388	113	15	analysis	analysis	NOUN
cet-14388	113	16	report	report	NOUN
cet-14388	113	17	.	.	PUNCT
cet-14388	114	1	<	<	X
cet-14388	114	2	www.otp.go.th/uploads/tiny_uploads/pdf/2563-06/25630601-roadaccidentana2562_final.pdf	www.otp.go.th/uploads/tiny_uploads/pdf/2563-06/25630601-roadaccidentana2562_final.pdf	X
cet-14388	114	3	>	>	X
cet-14388	114	4	,	,	PUNCT
cet-14388	114	5	accessed	access	VERB
cet-14388	114	6	20.05.2023	20.05.2023	NUM
cet-14388	114	7	.	.	PUNCT
cet-14388	115	1	pradana	pradana	PROPN
cet-14388	115	2	h.	h.	PROPN
cet-14388	115	3	,	,	PUNCT
cet-14388	115	4	2023	2023	NUM
cet-14388	115	5	,	,	PUNCT
cet-14388	115	6	an	an	DET
cet-14388	115	7	end	end	NOUN
cet-14388	115	8	-	-	PUNCT
cet-14388	115	9	to	to	ADP
cet-14388	115	10	-	-	PUNCT
cet-14388	115	11	end	end	VERB
cet-14388	115	12	online	online	ADJ
cet-14388	115	13	traffic	traffic	NOUN
cet-14388	115	14	-	-	PUNCT
cet-14388	115	15	risk	risk	NOUN
cet-14388	115	16	incident	incident	NOUN
cet-14388	115	17	prediction	prediction	NOUN
cet-14388	115	18	in	in	ADP
cet-14388	115	19	first	first	ADJ
cet-14388	115	20	-	-	PUNCT
cet-14388	115	21	person	person	NOUN
cet-14388	115	22	dash	dash	NOUN
cet-14388	115	23	camera	camera	NOUN
cet-14388	115	24	videos	video	NOUN
cet-14388	115	25	.	.	PUNCT
cet-14388	116	1	big	big	ADJ
cet-14388	116	2	data	datum	NOUN
cet-14388	116	3	cogn	cogn	VERB
cet-14388	116	4	.	.	PUNCT
cet-14388	117	1	comput	comput	NOUN
cet-14388	117	2	,	,	PUNCT
cet-14388	117	3	7	7	NUM
cet-14388	117	4	,	,	PUNCT
cet-14388	117	5	129	129	NUM
cet-14388	117	6	.	.	PUNCT
cet-14388	118	1	who	who	PRON
cet-14388	118	2	,	,	PUNCT
cet-14388	118	3	2018	2018	NUM
cet-14388	118	4	,	,	PUNCT
cet-14388	118	5	global	global	ADJ
cet-14388	118	6	status	status	NOUN
cet-14388	118	7	report	report	NOUN
cet-14388	118	8	on	on	ADP
cet-14388	118	9	road	road	NOUN
cet-14388	118	10	safety	safety	NOUN
cet-14388	118	11	2018	2018	NUM
cet-14388	118	12	<	<	NOUN
cet-14388	118	13	www.who.int/publications/i/item/9789241565684	www.who.int/publications/i/item/9789241565684	X
cet-14388	118	14	>	>	X
cet-14388	118	15	accessed	access	VERB
cet-14388	118	16	22.05.2023	22.05.2023	PROPN
cet-14388	118	17	.	.	PUNCT
cet-14388	119	1	winter	winter	PROPN
cet-14388	119	2	j.	j.	PROPN
cet-14388	119	3	,	,	PUNCT
cet-14388	119	4	hoogmoed	hoogmoed	PROPN
cet-14388	119	5	j.	j.	PROPN
cet-14388	119	6	,	,	PUNCT
cet-14388	119	7	stapel	stapel	PROPN
cet-14388	119	8	j.	j.	PROPN
cet-14388	119	9	,	,	PUNCT
cet-14388	119	10	dodou	dodou	VERB
cet-14388	119	11	d.	d.	PROPN
cet-14388	119	12	,	,	PUNCT
cet-14388	119	13	bazilinskyy	bazilinskyy	PROPN
cet-14388	119	14	p.	p.	NOUN
cet-14388	119	15	,	,	PUNCT
cet-14388	119	16	2023	2023	NUM
cet-14388	119	17	,	,	PUNCT
cet-14388	119	18	predicting	predict	VERB
cet-14388	119	19	perceived	perceive	VERB
cet-14388	119	20	risk	risk	NOUN
cet-14388	119	21	of	of	ADP
cet-14388	119	22	traffic	traffic	NOUN
cet-14388	119	23	scenes	scene	NOUN
cet-14388	119	24	using	use	VERB
cet-14388	119	25	computer	computer	NOUN
cet-14388	119	26	vision	vision	NOUN
cet-14388	119	27	,	,	PUNCT
cet-14388	119	28	transportation	transportation	NOUN
cet-14388	119	29	research	research	NOUN
cet-14388	119	30	part	part	NOUN
cet-14388	119	31	f	f	NOUN
cet-14388	119	32	:	:	PUNCT
cet-14388	119	33	traffic	traffic	NOUN
cet-14388	119	34	psychology	psychology	NOUN
cet-14388	119	35	and	and	CCONJ
cet-14388	119	36	behaviour	behaviour	NOUN
cet-14388	119	37	,	,	PUNCT
cet-14388	119	38	93	93	NUM
cet-14388	119	39	,	,	PUNCT
cet-14388	119	40	235	235	NUM
cet-14388	119	41	-	-	SYM
cet-14388	119	42	247	247	NUM
cet-14388	119	43	.	.	PUNCT
cet-14388	119	44	594	594	NUM