id	sid	tid	token	lemma	pos
ggj-4434	1	1	georgian	georgian	PROPN
ggj-4434	1	2	geographical	geographical	ADJ
ggj-4434	1	3	journal	journal	NOUN
ggj-4434	1	4	14	14	NUM
ggj-4434	1	5	integrating	integrate	VERB
ggj-4434	1	6	gis	gis	PROPN
ggj-4434	1	7	and	and	CCONJ
ggj-4434	1	8	kernel	kernel	PROPN
ggj-4434	1	9	density	density	PROPN
ggj-4434	1	10	estimation	estimation	NOUN
ggj-4434	1	11	for	for	ADP
ggj-4434	1	12	multi	multi	ADJ
ggj-4434	1	13	-	-	ADJ
ggj-4434	1	14	hazard	hazard	ADJ
ggj-4434	1	15	risk	risk	NOUN
ggj-4434	1	16	assessment	assessment	NOUN
ggj-4434	1	17	of	of	ADP
ggj-4434	1	18	potential	potential	ADJ
ggj-4434	1	19	onshore	onshore	ADJ
ggj-4434	1	20	pipeline	pipeline	NOUN
ggj-4434	1	21	failures	failure	VERB
ggj-4434	1	22	aslan	aslan	PROPN
ggj-4434	1	23	e.	e.	PROPN
ggj-4434	1	24	babakhanov1	babakhanov1	PROPN
ggj-4434	1	25	,	,	PUNCT
ggj-4434	1	26	zaur	zaur	PROPN
ggj-4434	1	27	t.	t.	PROPN
ggj-4434	1	28	imrani1	imrani1	PROPN
ggj-4434	1	29	*	*	SYM
ggj-4434	1	30	1	1	NUM
ggj-4434	1	31	department	department	NOUN
ggj-4434	1	32	of	of	ADP
ggj-4434	1	33	tourism	tourism	NOUN
ggj-4434	1	34	and	and	CCONJ
ggj-4434	1	35	recreational	recreational	ADJ
ggj-4434	1	36	geography	geography	NOUN
ggj-4434	1	37	,	,	PUNCT
ggj-4434	1	38	ministry	ministry	PROPN
ggj-4434	1	39	of	of	ADP
ggj-4434	1	40	science	science	NOUN
ggj-4434	1	41	and	and	CCONJ
ggj-4434	1	42	education	education	NOUN
ggj-4434	1	43	,	,	PUNCT
ggj-4434	1	44	institute	institute	NOUN
ggj-4434	1	45	of	of	ADP
ggj-4434	1	46	geography	geography	NOUN
ggj-4434	1	47	named	name	VERB
ggj-4434	1	48	after	after	ADP
ggj-4434	1	49	academician	academician	PROPN
ggj-4434	1	50	h.a	h.a	PROPN
ggj-4434	1	51	.	.	PROPN
ggj-4434	1	52	aliyev	aliyev	PROPN
ggj-4434	1	53	,	,	PUNCT
ggj-4434	1	54	baku	baku	PROPN
ggj-4434	1	55	,	,	PUNCT
ggj-4434	1	56	azerbaijan	azerbaijan	PROPN
ggj-4434	1	57	*	*	SYM
ggj-4434	1	58	corresponding	correspond	VERB
ggj-4434	1	59	author	author	NOUN
ggj-4434	1	60	:	:	PUNCT
ggj-4434	1	61	zaur_imrani@mail.ru	zaur_imrani@mail.ru	NUM
ggj-4434	1	62	introduction	introduction	NOUN
ggj-4434	1	63	strengthening	strengthen	VERB
ggj-4434	1	64	the	the	DET
ggj-4434	1	65	durability	durability	NOUN
ggj-4434	1	66	of	of	ADP
ggj-4434	1	67	azerbaijan	azerbaijan	PROPN
ggj-4434	1	68	’s	’s	PART
ggj-4434	1	69	oil	oil	NOUN
ggj-4434	1	70	and	and	CCONJ
ggj-4434	1	71	gas	gas	NOUN
ggj-4434	1	72	infrastructure	infrastructure	NOUN
ggj-4434	1	73	against	against	ADP
ggj-4434	1	74	natural	natural	ADJ
ggj-4434	1	75	disasters	disaster	NOUN
ggj-4434	1	76	is	be	AUX
ggj-4434	1	77	a	a	DET
ggj-4434	1	78	critical	critical	ADJ
ggj-4434	1	79	priority	priority	NOUN
ggj-4434	1	80	for	for	ADP
ggj-4434	1	81	researchers	researcher	NOUN
ggj-4434	1	82	and	and	CCONJ
ggj-4434	1	83	industry	industry	NOUN
ggj-4434	1	84	stakeholders	stakeholder	NOUN
ggj-4434	1	85	.	.	PUNCT
ggj-4434	2	1	pipelines	pipeline	NOUN
ggj-4434	2	2	that	that	PRON
ggj-4434	2	3	transport	transport	VERB
ggj-4434	2	4	hydrocarbons	hydrocarbon	NOUN
ggj-4434	2	5	,	,	PUNCT
ggj-4434	2	6	while	while	SCONJ
ggj-4434	2	7	integral	integral	ADJ
ggj-4434	2	8	to	to	ADP
ggj-4434	2	9	national	national	ADJ
ggj-4434	2	10	and	and	CCONJ
ggj-4434	2	11	transnational	transnational	ADJ
ggj-4434	2	12	energy	energy	NOUN
ggj-4434	2	13	supply	supply	NOUN
ggj-4434	2	14	,	,	PUNCT
ggj-4434	2	15	are	be	AUX
ggj-4434	2	16	especially	especially	ADV
ggj-4434	2	17	vulnerable	vulnerable	ADJ
ggj-4434	2	18	due	due	ADP
ggj-4434	2	19	to	to	ADP
ggj-4434	2	20	the	the	DET
ggj-4434	2	21	volatile	volatile	ADJ
ggj-4434	2	22	nature	nature	NOUN
ggj-4434	2	23	of	of	ADP
ggj-4434	2	24	their	their	PRON
ggj-4434	2	25	contents	content	NOUN
ggj-4434	2	26	.	.	PUNCT
ggj-4434	3	1	a	a	DET
ggj-4434	3	2	failure	failure	NOUN
ggj-4434	3	3	can	can	AUX
ggj-4434	3	4	lead	lead	VERB
ggj-4434	3	5	to	to	ADP
ggj-4434	3	6	irreparable	irreparable	ADJ
ggj-4434	3	7	environmental	environmental	ADJ
ggj-4434	3	8	damage	damage	NOUN
ggj-4434	3	9	,	,	PUNCT
ggj-4434	3	10	human	human	ADJ
ggj-4434	3	11	casualties	casualty	NOUN
ggj-4434	3	12	,	,	PUNCT
ggj-4434	3	13	and	and	CCONJ
ggj-4434	3	14	costly	costly	ADJ
ggj-4434	3	15	socioeconomic	socioeconomic	ADJ
ggj-4434	3	16	disruptions	disruption	NOUN
ggj-4434	3	17	(	(	PUNCT
ggj-4434	3	18	lerche	lerche	X
ggj-4434	3	19	et	et	PROPN
ggj-4434	3	20	al	al	PROPN
ggj-4434	3	21	.	.	PROPN
ggj-4434	3	22	,	,	PUNCT
ggj-4434	3	23	2014	2014	NUM
ggj-4434	3	24	)	)	PUNCT
ggj-4434	3	25	.	.	PUNCT
ggj-4434	4	1	the	the	DET
ggj-4434	4	2	growing	grow	VERB
ggj-4434	4	3	reliance	reliance	NOUN
ggj-4434	4	4	on	on	ADP
ggj-4434	4	5	pipelines	pipeline	NOUN
ggj-4434	4	6	for	for	ADP
ggj-4434	4	7	interregional	interregional	ADJ
ggj-4434	4	8	energy	energy	NOUN
ggj-4434	4	9	exchange	exchange	NOUN
ggj-4434	4	10	,	,	PUNCT
ggj-4434	4	11	coupled	couple	VERB
ggj-4434	4	12	with	with	ADP
ggj-4434	4	13	the	the	DET
ggj-4434	4	14	apparent	apparent	ADJ
ggj-4434	4	15	increase	increase	NOUN
ggj-4434	4	16	in	in	ADP
ggj-4434	4	17	natural	natural	ADJ
ggj-4434	4	18	disaster	disaster	NOUN
ggj-4434	4	19	frequency	frequency	NOUN
ggj-4434	4	20	,	,	PUNCT
ggj-4434	4	21	has	have	AUX
ggj-4434	4	22	underscored	underscore	VERB
ggj-4434	4	23	the	the	DET
ggj-4434	4	24	need	need	NOUN
ggj-4434	4	25	for	for	ADP
ggj-4434	4	26	comprehensive	comprehensive	ADJ
ggj-4434	4	27	risk	risk	NOUN
ggj-4434	4	28	assessments	assessment	NOUN
ggj-4434	4	29	(	(	PUNCT
ggj-4434	4	30	krausmann	krausmann	PROPN
ggj-4434	4	31	et	et	PROPN
ggj-4434	4	32	al	al	PROPN
ggj-4434	4	33	,	,	PUNCT
ggj-4434	4	34	2011	2011	NUM
ggj-4434	4	35	)	)	PUNCT
ggj-4434	4	36	.	.	PUNCT
ggj-4434	5	1	these	these	DET
ggj-4434	5	2	assessments	assessment	NOUN
ggj-4434	5	3	must	must	AUX
ggj-4434	5	4	extend	extend	VERB
ggj-4434	5	5	beyond	beyond	ADP
ggj-4434	5	6	purely	purely	ADV
ggj-4434	5	7	technical	technical	ADJ
ggj-4434	5	8	criteria	criterion	NOUN
ggj-4434	5	9	to	to	PART
ggj-4434	5	10	include	include	VERB
ggj-4434	5	11	geopolitical	geopolitical	ADJ
ggj-4434	5	12	and	and	CCONJ
ggj-4434	5	13	environmental	environmental	ADJ
ggj-4434	5	14	considerations	consideration	NOUN
ggj-4434	5	15	,	,	PUNCT
ggj-4434	5	16	reflecting	reflect	VERB
ggj-4434	5	17	the	the	DET
ggj-4434	5	18	international	international	ADJ
ggj-4434	5	19	implications	implication	NOUN
ggj-4434	5	20	of	of	ADP
ggj-4434	5	21	pipeline	pipeline	NOUN
ggj-4434	5	22	failures	failure	NOUN
ggj-4434	5	23	and	and	CCONJ
ggj-4434	5	24	the	the	DET
ggj-4434	5	25	cross	cross	ADJ
ggj-4434	5	26	-	-	ADJ
ggj-4434	5	27	border	border	ADJ
ggj-4434	5	28	nature	nature	NOUN
ggj-4434	5	29	of	of	ADP
ggj-4434	5	30	catastrophic	catastrophic	ADJ
ggj-4434	5	31	events	event	NOUN
ggj-4434	5	32	.	.	PUNCT
ggj-4434	6	1	climate	climate	NOUN
ggj-4434	6	2	change	change	NOUN
ggj-4434	6	3	adds	add	VERB
ggj-4434	6	4	further	further	ADJ
ggj-4434	6	5	complexity	complexity	NOUN
ggj-4434	6	6	by	by	ADP
ggj-4434	6	7	intensifying	intensify	VERB
ggj-4434	6	8	extreme	extreme	ADJ
ggj-4434	6	9	weather	weather	NOUN
ggj-4434	6	10	events	event	NOUN
ggj-4434	6	11	and	and	CCONJ
ggj-4434	6	12	altering	alter	VERB
ggj-4434	6	13	hazard	hazard	NOUN
ggj-4434	6	14	patterns	pattern	NOUN
ggj-4434	6	15	,	,	PUNCT
ggj-4434	6	16	placing	place	VERB
ggj-4434	6	17	critical	critical	ADJ
ggj-4434	6	18	infrastructure	infrastructure	NOUN
ggj-4434	6	19	under	under	ADP
ggj-4434	6	20	unprecedented	unprecedented	ADJ
ggj-4434	6	21	levels	level	NOUN
ggj-4434	6	22	of	of	ADP
ggj-4434	6	23	stress	stress	NOUN
ggj-4434	6	24	(	(	PUNCT
ggj-4434	6	25	zio	zio	PROPN
ggj-4434	6	26	,	,	PUNCT
ggj-4434	6	27	2016	2016	NUM
ggj-4434	6	28	)	)	PUNCT
ggj-4434	6	29	.	.	PUNCT
ggj-4434	7	1	as	as	SCONJ
ggj-4434	7	2	natural	natural	ADJ
ggj-4434	7	3	disasters	disaster	NOUN
ggj-4434	7	4	become	become	VERB
ggj-4434	7	5	more	more	ADV
ggj-4434	7	6	frequent	frequent	ADJ
ggj-4434	7	7	and	and	CCONJ
ggj-4434	7	8	severe	severe	ADJ
ggj-4434	7	9	,	,	PUNCT
ggj-4434	7	10	safeguarding	safeguard	VERB
ggj-4434	7	11	pipelines	pipeline	NOUN
ggj-4434	7	12	requires	require	VERB
ggj-4434	7	13	a	a	DET
ggj-4434	7	14	flexible	flexible	ADJ
ggj-4434	7	15	and	and	CCONJ
ggj-4434	7	16	forwardlooking	forwardlooking	ADJ
ggj-4434	7	17	framework	framework	NOUN
ggj-4434	7	18	capable	capable	ADJ
ggj-4434	7	19	of	of	ADP
ggj-4434	7	20	integrating	integrate	VERB
ggj-4434	7	21	diverse	diverse	ADJ
ggj-4434	7	22	data	datum	NOUN
ggj-4434	7	23	sources	source	NOUN
ggj-4434	7	24	,	,	PUNCT
ggj-4434	7	25	advanced	advanced	ADJ
ggj-4434	7	26	modeling	modeling	NOUN
ggj-4434	7	27	,	,	PUNCT
ggj-4434	7	28	and	and	CCONJ
ggj-4434	7	29	predictive	predictive	ADJ
ggj-4434	7	30	analytics	analytic	NOUN
ggj-4434	7	31	.	.	PUNCT
ggj-4434	8	1	this	this	DET
ggj-4434	8	2	forward	forward	ADV
ggj-4434	8	3	-	-	PUNCT
ggj-4434	8	4	thinking	think	VERB
ggj-4434	8	5	perspective	perspective	NOUN
ggj-4434	8	6	enables	enable	VERB
ggj-4434	8	7	risk	risk	NOUN
ggj-4434	8	8	assessments	assessment	NOUN
ggj-4434	8	9	that	that	PRON
ggj-4434	8	10	anticipate	anticipate	VERB
ggj-4434	8	11	future	future	ADJ
ggj-4434	8	12	scenarios	scenario	NOUN
ggj-4434	8	13	rather	rather	ADV
ggj-4434	8	14	than	than	ADP
ggj-4434	8	15	merely	merely	ADV
ggj-4434	8	16	responding	respond	VERB
ggj-4434	8	17	to	to	ADP
ggj-4434	8	18	current	current	ADJ
ggj-4434	8	19	conditions	condition	NOUN
ggj-4434	8	20	.	.	PUNCT
ggj-4434	9	1	georgian	georgian	ADJ
ggj-4434	9	2	geographical	geographical	ADJ
ggj-4434	9	3	journal	journal	NOUN
ggj-4434	9	4	,	,	PUNCT
ggj-4434	9	5	2025	2025	NUM
ggj-4434	9	6	,	,	PUNCT
ggj-4434	9	7	5(3	5(3	NUM
ggj-4434	9	8	)	)	PUNCT
ggj-4434	9	9	14	14	NUM
ggj-4434	9	10	-	-	SYM
ggj-4434	9	11	29	29	NUM
ggj-4434	9	12	©	©	ADP
ggj-4434	9	13	the	the	DET
ggj-4434	9	14	author(s	author(s	NOUN
ggj-4434	9	15	)	)	PUNCT
ggj-4434	9	16	2025	2025	NUM
ggj-4434	9	17	this	this	DET
ggj-4434	9	18	article	article	NOUN
ggj-4434	9	19	is	be	AUX
ggj-4434	9	20	an	an	DET
ggj-4434	9	21	open	open	ADJ
ggj-4434	9	22	access	access	NOUN
ggj-4434	9	23	article	article	NOUN
ggj-4434	9	24	distributed	distribute	VERB
ggj-4434	9	25	under	under	ADP
ggj-4434	9	26	the	the	DET
ggj-4434	9	27	terms	term	NOUN
ggj-4434	9	28	and	and	CCONJ
ggj-4434	9	29	conditions	condition	NOUN
ggj-4434	9	30	of	of	ADP
ggj-4434	9	31	the	the	DET
ggj-4434	9	32	creative	creative	ADJ
ggj-4434	9	33	commons	common	NOUN
ggj-4434	9	34	attribution	attribution	NOUN
ggj-4434	9	35	(	(	PUNCT
ggj-4434	9	36	cc	cc	NOUN
ggj-4434	9	37	by	by	ADP
ggj-4434	9	38	)	)	PUNCT
ggj-4434	9	39	license	license	NOUN
ggj-4434	9	40	(	(	PUNCT
ggj-4434	9	41	https://	https://	PROPN
ggj-4434	9	42	creativecommons.org/licenses/by/	creativecommons.org/licenses/by/	PROPN
ggj-4434	9	43	4.0/	4.0/	NUM
ggj-4434	9	44	)	)	PUNCT
ggj-4434	9	45	.	.	PUNCT
ggj-4434	10	1	doi	doi	NOUN
ggj-4434	10	2	:	:	PUNCT
ggj-4434	10	3	https://journals.4science.ge/index.php/ggj	https://journals.4science.ge/index.php/ggj	X
ggj-4434	10	4	abstract	abstract	ADV
ggj-4434	10	5	this	this	DET
ggj-4434	10	6	paper	paper	NOUN
ggj-4434	10	7	introduces	introduce	VERB
ggj-4434	10	8	a	a	DET
ggj-4434	10	9	newly	newly	ADV
ggj-4434	10	10	developed	develop	VERB
ggj-4434	10	11	risk	risk	NOUN
ggj-4434	10	12	-	-	PUNCT
ggj-4434	10	13	assessment	assessment	NOUN
ggj-4434	10	14	framework	framework	NOUN
ggj-4434	10	15	that	that	PRON
ggj-4434	10	16	combines	combine	VERB
ggj-4434	10	17	kernel	kernel	PROPN
ggj-4434	10	18	density	density	PROPN
ggj-4434	10	19	estimation	estimation	PROPN
ggj-4434	10	20	(	(	PUNCT
ggj-4434	10	21	kde	kde	PROPN
ggj-4434	10	22	)	)	PUNCT
ggj-4434	10	23	with	with	ADP
ggj-4434	10	24	geographic	geographic	ADJ
ggj-4434	10	25	information	information	NOUN
ggj-4434	10	26	system	system	NOUN
ggj-4434	10	27	(	(	PUNCT
ggj-4434	10	28	gis	gis	NOUN
ggj-4434	10	29	)	)	PUNCT
ggj-4434	10	30	technology	technology	NOUN
ggj-4434	10	31	to	to	PART
ggj-4434	10	32	analyze	analyze	VERB
ggj-4434	10	33	multiple	multiple	ADJ
ggj-4434	10	34	hazards	hazard	NOUN
ggj-4434	10	35	,	,	PUNCT
ggj-4434	10	36	including	include	VERB
ggj-4434	10	37	earthquakes	earthquake	NOUN
ggj-4434	10	38	,	,	PUNCT
ggj-4434	10	39	floods	flood	NOUN
ggj-4434	10	40	,	,	PUNCT
ggj-4434	10	41	landslides	landslide	NOUN
ggj-4434	10	42	,	,	PUNCT
ggj-4434	10	43	mud	mud	NOUN
ggj-4434	10	44	volcanoes	volcano	NOUN
ggj-4434	10	45	,	,	PUNCT
ggj-4434	10	46	and	and	CCONJ
ggj-4434	10	47	soil	soil	NOUN
ggj-4434	10	48	erosion	erosion	NOUN
ggj-4434	10	49	,	,	PUNCT
ggj-4434	10	50	for	for	ADP
ggj-4434	10	51	the	the	DET
ggj-4434	10	52	baku	baku	NOUN
ggj-4434	10	53	-	-	PUNCT
ggj-4434	10	54	tbilisiceyhan	tbilisiceyhan	NOUN
ggj-4434	10	55	pipeline	pipeline	NOUN
ggj-4434	10	56	in	in	ADP
ggj-4434	10	57	azerbaijan	azerbaijan	PROPN
ggj-4434	10	58	.	.	PUNCT
ggj-4434	11	1	by	by	ADP
ggj-4434	11	2	integrating	integrate	VERB
ggj-4434	11	3	hazard	hazard	NOUN
ggj-4434	11	4	-	-	PUNCT
ggj-4434	11	5	specific	specific	ADJ
ggj-4434	11	6	parameters	parameter	NOUN
ggj-4434	11	7	into	into	ADP
ggj-4434	11	8	a	a	DET
ggj-4434	11	9	unified	unified	ADJ
ggj-4434	11	10	risk	risk	NOUN
ggj-4434	11	11	matrix	matrix	NOUN
ggj-4434	11	12	,	,	PUNCT
ggj-4434	11	13	each	each	DET
ggj-4434	11	14	hazard	hazard	NOUN
ggj-4434	11	15	’s	’s	PART
ggj-4434	11	16	contribution	contribution	NOUN
ggj-4434	11	17	is	be	AUX
ggj-4434	11	18	weighted	weight	VERB
ggj-4434	11	19	,	,	PUNCT
ggj-4434	11	20	refined	refine	VERB
ggj-4434	11	21	,	,	PUNCT
ggj-4434	11	22	and	and	CCONJ
ggj-4434	11	23	aggregated	aggregate	VERB
ggj-4434	11	24	to	to	PART
ggj-4434	11	25	produce	produce	VERB
ggj-4434	11	26	a	a	DET
ggj-4434	11	27	spatially	spatially	ADV
ggj-4434	11	28	explicit	explicit	ADJ
ggj-4434	11	29	,	,	PUNCT
ggj-4434	11	30	combined	combined	ADJ
ggj-4434	11	31	risk	risk	NOUN
ggj-4434	11	32	map	map	NOUN
ggj-4434	11	33	.	.	PUNCT
ggj-4434	12	1	kde	kde	PROPN
ggj-4434	12	2	smooths	smooth	VERB
ggj-4434	12	3	hazard	hazard	NOUN
ggj-4434	12	4	intensities	intensity	NOUN
ggj-4434	12	5	and	and	CCONJ
ggj-4434	12	6	reveals	reveal	VERB
ggj-4434	12	7	overlaps	overlap	NOUN
ggj-4434	12	8	among	among	ADP
ggj-4434	12	9	different	different	ADJ
ggj-4434	12	10	risk	risk	NOUN
ggj-4434	12	11	factors	factor	NOUN
ggj-4434	12	12	.	.	PUNCT
ggj-4434	13	1	the	the	DET
ggj-4434	13	2	resulting	result	VERB
ggj-4434	13	3	high	high	ADJ
ggj-4434	13	4	-	-	PUNCT
ggj-4434	13	5	resolution	resolution	NOUN
ggj-4434	13	6	maps	map	NOUN
ggj-4434	13	7	enable	enable	VERB
ggj-4434	13	8	more	more	ADJ
ggj-4434	13	9	targeted	target	VERB
ggj-4434	13	10	prevention	prevention	NOUN
ggj-4434	13	11	and	and	CCONJ
ggj-4434	13	12	response	response	NOUN
ggj-4434	13	13	measures	measure	NOUN
ggj-4434	13	14	,	,	PUNCT
ggj-4434	13	15	guiding	guide	VERB
ggj-4434	13	16	planners	planner	NOUN
ggj-4434	13	17	and	and	CCONJ
ggj-4434	13	18	stakeholders	stakeholder	NOUN
ggj-4434	13	19	toward	toward	ADP
ggj-4434	13	20	effective	effective	ADJ
ggj-4434	13	21	pipeline	pipeline	NOUN
ggj-4434	13	22	protection	protection	NOUN
ggj-4434	13	23	strategies	strategy	NOUN
ggj-4434	13	24	.	.	PUNCT
ggj-4434	14	1	although	although	SCONJ
ggj-4434	14	2	the	the	DET
ggj-4434	14	3	model	model	NOUN
ggj-4434	14	4	can	can	AUX
ggj-4434	14	5	demand	demand	VERB
ggj-4434	14	6	computational	computational	ADJ
ggj-4434	14	7	power	power	NOUN
ggj-4434	14	8	,	,	PUNCT
ggj-4434	14	9	it	it	PRON
ggj-4434	14	10	remains	remain	VERB
ggj-4434	14	11	scalable	scalable	ADJ
ggj-4434	14	12	and	and	CCONJ
ggj-4434	14	13	flexible	flexible	ADJ
ggj-4434	14	14	,	,	PUNCT
ggj-4434	14	15	allowing	allow	VERB
ggj-4434	14	16	for	for	ADP
ggj-4434	14	17	adaptation	adaptation	NOUN
ggj-4434	14	18	to	to	ADP
ggj-4434	14	19	additional	additional	ADJ
ggj-4434	14	20	hazards	hazard	NOUN
ggj-4434	14	21	or	or	CCONJ
ggj-4434	14	22	expanded	expand	VERB
ggj-4434	14	23	geographical	geographical	ADJ
ggj-4434	14	24	areas	area	NOUN
ggj-4434	14	25	.	.	PUNCT
ggj-4434	15	1	furthermore	furthermore	ADV
ggj-4434	15	2	,	,	PUNCT
ggj-4434	15	3	the	the	DET
ggj-4434	15	4	methodology	methodology	NOUN
ggj-4434	15	5	underscores	underscore	VERB
ggj-4434	15	6	the	the	DET
ggj-4434	15	7	importance	importance	NOUN
ggj-4434	15	8	of	of	ADP
ggj-4434	15	9	cross	cross	NOUN
ggj-4434	15	10	-	-	NOUN
ggj-4434	15	11	validation	validation	NOUN
ggj-4434	15	12	in	in	ADP
ggj-4434	15	13	setting	set	VERB
ggj-4434	15	14	kde	kde	NOUN
ggj-4434	15	15	bandwidth	bandwidth	NOUN
ggj-4434	15	16	and	and	CCONJ
ggj-4434	15	17	in	in	ADP
ggj-4434	15	18	calibrating	calibrate	VERB
ggj-4434	15	19	hazard	hazard	NOUN
ggj-4434	15	20	weights	weight	NOUN
ggj-4434	15	21	to	to	PART
ggj-4434	15	22	ensure	ensure	VERB
ggj-4434	15	23	reliable	reliable	ADJ
ggj-4434	15	24	outputs	output	NOUN
ggj-4434	15	25	.	.	PUNCT
ggj-4434	16	1	preliminary	preliminary	ADJ
ggj-4434	16	2	testing	testing	NOUN
ggj-4434	16	3	indicates	indicate	VERB
ggj-4434	16	4	that	that	SCONJ
ggj-4434	16	5	this	this	DET
ggj-4434	16	6	integrated	integrate	VERB
ggj-4434	16	7	model	model	NOUN
ggj-4434	16	8	improves	improve	VERB
ggj-4434	16	9	the	the	DET
ggj-4434	16	10	clarity	clarity	NOUN
ggj-4434	16	11	of	of	ADP
ggj-4434	16	12	risk	risk	NOUN
ggj-4434	16	13	data	datum	NOUN
ggj-4434	16	14	,	,	PUNCT
ggj-4434	16	15	highlights	highlight	NOUN
ggj-4434	16	16	areas	area	NOUN
ggj-4434	16	17	needing	need	VERB
ggj-4434	16	18	immediate	immediate	ADJ
ggj-4434	16	19	attention	attention	NOUN
ggj-4434	16	20	,	,	PUNCT
ggj-4434	16	21	and	and	CCONJ
ggj-4434	16	22	supports	support	VERB
ggj-4434	16	23	resilience	resilience	NOUN
ggj-4434	16	24	planning	planning	NOUN
ggj-4434	16	25	across	across	ADP
ggj-4434	16	26	the	the	DET
ggj-4434	16	27	pipeline	pipeline	NOUN
ggj-4434	16	28	corridor	corridor	NOUN
ggj-4434	16	29	.	.	PUNCT
ggj-4434	17	1	this	this	DET
ggj-4434	17	2	work	work	NOUN
ggj-4434	17	3	can	can	AUX
ggj-4434	17	4	be	be	AUX
ggj-4434	17	5	applied	apply	VERB
ggj-4434	17	6	more	more	ADV
ggj-4434	17	7	broadly	broadly	ADV
ggj-4434	17	8	to	to	ADP
ggj-4434	17	9	critical	critical	ADJ
ggj-4434	17	10	infrastructure	infrastructure	NOUN
ggj-4434	17	11	projects	project	NOUN
ggj-4434	17	12	in	in	ADP
ggj-4434	17	13	regions	region	NOUN
ggj-4434	17	14	where	where	SCONJ
ggj-4434	17	15	multiple	multiple	ADJ
ggj-4434	17	16	hazards	hazard	NOUN
ggj-4434	17	17	coincide	coincide	NOUN
ggj-4434	17	18	,	,	PUNCT
ggj-4434	17	19	thereby	thereby	ADV
ggj-4434	17	20	aiding	aid	VERB
ggj-4434	17	21	decision	decision	NOUN
ggj-4434	17	22	-	-	PUNCT
ggj-4434	17	23	making	make	VERB
ggj-4434	17	24	processes	process	NOUN
ggj-4434	17	25	for	for	ADP
ggj-4434	17	26	disaster	disaster	NOUN
ggj-4434	17	27	risk	risk	NOUN
ggj-4434	17	28	reduction	reduction	NOUN
ggj-4434	17	29	and	and	CCONJ
ggj-4434	17	30	sustainable	sustainable	ADJ
ggj-4434	17	31	development	development	NOUN
ggj-4434	17	32	.	.	PUNCT
ggj-4434	18	1	future	future	ADJ
ggj-4434	18	2	research	research	NOUN
ggj-4434	18	3	will	will	AUX
ggj-4434	18	4	focus	focus	VERB
ggj-4434	18	5	on	on	ADP
ggj-4434	18	6	refining	refine	VERB
ggj-4434	18	7	statistical	statistical	ADJ
ggj-4434	18	8	models	model	NOUN
ggj-4434	18	9	for	for	ADP
ggj-4434	18	10	inter	inter	ADJ
ggj-4434	18	11	-	-	ADJ
ggj-4434	18	12	hazard	hazard	ADJ
ggj-4434	18	13	correlations	correlation	NOUN
ggj-4434	18	14	and	and	CCONJ
ggj-4434	18	15	incorporating	incorporate	VERB
ggj-4434	18	16	machine	machine	NOUN
ggj-4434	18	17	learning	learning	NOUN
ggj-4434	18	18	for	for	ADP
ggj-4434	18	19	predictive	predictive	ADJ
ggj-4434	18	20	analytics	analytic	NOUN
ggj-4434	18	21	.	.	PUNCT
ggj-4434	19	1	the	the	DET
ggj-4434	19	2	framework	framework	NOUN
ggj-4434	19	3	stands	stand	VERB
ggj-4434	19	4	as	as	ADP
ggj-4434	19	5	a	a	DET
ggj-4434	19	6	tool	tool	NOUN
ggj-4434	19	7	to	to	PART
ggj-4434	19	8	maintain	maintain	VERB
ggj-4434	19	9	pipeline	pipeline	NOUN
ggj-4434	19	10	integrity	integrity	NOUN
ggj-4434	19	11	in	in	ADP
ggj-4434	19	12	the	the	DET
ggj-4434	19	13	face	face	NOUN
ggj-4434	19	14	of	of	ADP
ggj-4434	19	15	evolving	evolve	VERB
ggj-4434	19	16	environmental	environmental	ADJ
ggj-4434	19	17	threats	threat	NOUN
ggj-4434	19	18	.	.	PUNCT
ggj-4434	20	1	keywords	keyword	NOUN
ggj-4434	20	2	:	:	PUNCT
ggj-4434	20	3	gis	gis	PROPN
ggj-4434	20	4	,	,	PUNCT
ggj-4434	20	5	kernel	kernel	PROPN
ggj-4434	20	6	density	density	PROPN
ggj-4434	20	7	estimation	estimation	NOUN
ggj-4434	20	8	,	,	PUNCT
ggj-4434	20	9	risk	risk	NOUN
ggj-4434	20	10	matrix	matrix	NOUN
ggj-4434	20	11	,	,	PUNCT
ggj-4434	20	12	pipeline	pipeline	NOUN
ggj-4434	20	13	integrity	integrity	NOUN
ggj-4434	20	14	,	,	PUNCT
ggj-4434	20	15	multi	multi	ADJ
ggj-4434	20	16	-	-	ADJ
ggj-4434	20	17	hazard	hazard	ADJ
ggj-4434	20	18	risk	risk	NOUN
ggj-4434	20	19	.	.	PUNCT
ggj-4434	21	1	citation	citation	NOUN
ggj-4434	21	2	:	:	PUNCT
ggj-4434	22	1	babakhanov	babakhanov	PROPN
ggj-4434	22	2	,	,	PUNCT
ggj-4434	22	3	a.e	a.e	PROPN
ggj-4434	22	4	.	.	PROPN
ggj-4434	22	5	;	;	PUNCT
ggj-4434	22	6	imrani	imrani	PROPN
ggj-4434	22	7	,	,	PUNCT
ggj-4434	22	8	z.t	z.t	PROPN
ggj-4434	22	9	.	.	NOUN
ggj-4434	22	10	integrating	integrate	VERB
ggj-4434	22	11	gis	gis	PROPN
ggj-4434	22	12	and	and	CCONJ
ggj-4434	22	13	kernel	kernel	PROPN
ggj-4434	22	14	density	density	PROPN
ggj-4434	22	15	estimation	estimation	NOUN
ggj-4434	22	16	for	for	ADP
ggj-4434	22	17	multi	multi	ADJ
ggj-4434	22	18	-	-	ADJ
ggj-4434	22	19	hazard	hazard	ADJ
ggj-4434	22	20	risk	risk	NOUN
ggj-4434	22	21	assessment	assessment	NOUN
ggj-4434	22	22	of	of	ADP
ggj-4434	22	23	potential	potential	ADJ
ggj-4434	22	24	onshore	onshore	ADJ
ggj-4434	22	25	pipeline	pipeline	NOUN
ggj-4434	22	26	failures	failure	NOUN
ggj-4434	22	27	.	.	PUNCT
ggj-4434	23	1	georgian	georgian	ADJ
ggj-4434	23	2	geographical	geographical	ADJ
ggj-4434	23	3	journal	journal	NOUN
ggj-4434	23	4	2025	2025	NUM
ggj-4434	23	5	,	,	PUNCT
ggj-4434	23	6	5(3	5(3	NUM
ggj-4434	23	7	)	)	PUNCT
ggj-4434	23	8	,	,	PUNCT
ggj-4434	23	9	14	14	NUM
ggj-4434	23	10	-	-	SYM
ggj-4434	23	11	29	29	NUM
ggj-4434	23	12	.	.	PUNCT
ggj-4434	24	1	https://doi.org/10.52340/ggj.2025.05.03.02	https://doi.org/10.52340/ggj.2025.05.03.02	PROPN
ggj-4434	24	2	mailto:zaur_imrani@mail.ru	mailto:zaur_imrani@mail.ru	VERB
ggj-4434	24	3	https://orcid.org/0000-0002-8790-7945	https://orcid.org/0000-0002-8790-7945	ADJ
ggj-4434	24	4	https://orcid.org/0000-0002-0606-3753	https://orcid.org/0000-0002-0606-3753	X
ggj-4434	24	5	babakhanov	babakhanov	PROPN
ggj-4434	24	6	&	&	CCONJ
ggj-4434	24	7	imrani	imrani	PROPN
ggj-4434	24	8	2025	2025	NUM
ggj-4434	24	9	5(3	5(3	NUM
ggj-4434	24	10	)	)	PUNCT
ggj-4434	24	11	15	15	NUM
ggj-4434	24	12	developing	develop	VERB
ggj-4434	24	13	robust	robust	ADJ
ggj-4434	24	14	methodologies	methodology	NOUN
ggj-4434	24	15	to	to	PART
ggj-4434	24	16	quantify	quantify	VERB
ggj-4434	24	17	and	and	CCONJ
ggj-4434	24	18	mitigate	mitigate	VERB
ggj-4434	24	19	these	these	DET
ggj-4434	24	20	risks	risk	NOUN
ggj-4434	24	21	is	be	AUX
ggj-4434	24	22	thus	thus	ADV
ggj-4434	24	23	an	an	DET
ggj-4434	24	24	imperative	imperative	NOUN
ggj-4434	24	25	,	,	PUNCT
ggj-4434	24	26	particularly	particularly	ADV
ggj-4434	24	27	in	in	ADP
ggj-4434	24	28	regions	region	NOUN
ggj-4434	24	29	like	like	ADP
ggj-4434	24	30	azerbaijan	azerbaijan	PROPN
ggj-4434	24	31	where	where	SCONJ
ggj-4434	24	32	seismic	seismic	ADJ
ggj-4434	24	33	activity	activity	NOUN
ggj-4434	24	34	,	,	PUNCT
ggj-4434	24	35	floods	flood	NOUN
ggj-4434	24	36	,	,	PUNCT
ggj-4434	24	37	landslides	landslide	NOUN
ggj-4434	24	38	,	,	PUNCT
ggj-4434	24	39	and	and	CCONJ
ggj-4434	24	40	mud	mud	NOUN
ggj-4434	24	41	volcanoes	volcano	NOUN
ggj-4434	24	42	pose	pose	VERB
ggj-4434	24	43	substantial	substantial	ADJ
ggj-4434	24	44	threats	threat	NOUN
ggj-4434	24	45	(	(	PUNCT
ggj-4434	24	46	othman	othman	NOUN
ggj-4434	24	47	et	et	PROPN
ggj-4434	24	48	al	al	PROPN
ggj-4434	24	49	.	.	PROPN
ggj-4434	24	50	,	,	PUNCT
ggj-4434	24	51	2023	2023	NUM
ggj-4434	24	52	)	)	PUNCT
ggj-4434	24	53	.	.	PUNCT
ggj-4434	25	1	with	with	ADP
ggj-4434	25	2	pipelines	pipeline	NOUN
ggj-4434	25	3	traversing	traverse	VERB
ggj-4434	25	4	extensive	extensive	ADJ
ggj-4434	25	5	distances	distance	NOUN
ggj-4434	25	6	across	across	ADP
ggj-4434	25	7	varied	varied	ADJ
ggj-4434	25	8	terrains	terrain	NOUN
ggj-4434	25	9	,	,	PUNCT
ggj-4434	25	10	even	even	ADV
ggj-4434	25	11	localized	localized	ADJ
ggj-4434	25	12	disruptions	disruption	NOUN
ggj-4434	25	13	can	can	AUX
ggj-4434	25	14	have	have	VERB
ggj-4434	25	15	extensive	extensive	ADJ
ggj-4434	25	16	consequences	consequence	NOUN
ggj-4434	25	17	.	.	PUNCT
ggj-4434	26	1	consequently	consequently	ADV
ggj-4434	26	2	,	,	PUNCT
ggj-4434	26	3	the	the	DET
ggj-4434	26	4	scientific	scientific	ADJ
ggj-4434	26	5	community	community	NOUN
ggj-4434	26	6	must	must	AUX
ggj-4434	26	7	invest	invest	VERB
ggj-4434	26	8	in	in	ADP
ggj-4434	26	9	innovative	innovative	ADJ
ggj-4434	26	10	tools	tool	NOUN
ggj-4434	26	11	and	and	CCONJ
ggj-4434	26	12	interdisciplinary	interdisciplinary	ADJ
ggj-4434	26	13	strategies	strategy	NOUN
ggj-4434	26	14	that	that	PRON
ggj-4434	26	15	address	address	VERB
ggj-4434	26	16	physical	physical	ADJ
ggj-4434	26	17	vulnerabilities	vulnerability	NOUN
ggj-4434	26	18	,	,	PUNCT
ggj-4434	26	19	regulatory	regulatory	ADJ
ggj-4434	26	20	complexities	complexity	NOUN
ggj-4434	26	21	,	,	PUNCT
ggj-4434	26	22	and	and	CCONJ
ggj-4434	26	23	cross	cross	ADJ
ggj-4434	26	24	-	-	ADJ
ggj-4434	26	25	border	border	ADJ
ggj-4434	26	26	interdependencies	interdependency	NOUN
ggj-4434	26	27	.	.	PUNCT
ggj-4434	27	1	adopting	adopt	VERB
ggj-4434	27	2	a	a	DET
ggj-4434	27	3	multi	multi	ADJ
ggj-4434	27	4	-	-	ADJ
ggj-4434	27	5	hazard	hazard	ADJ
ggj-4434	27	6	approach	approach	NOUN
ggj-4434	27	7	allows	allow	VERB
ggj-4434	27	8	for	for	ADP
ggj-4434	27	9	a	a	DET
ggj-4434	27	10	holistic	holistic	ADJ
ggj-4434	27	11	understanding	understanding	NOUN
ggj-4434	27	12	of	of	ADP
ggj-4434	27	13	pipeline	pipeline	NOUN
ggj-4434	27	14	resilience	resilience	NOUN
ggj-4434	27	15	,	,	PUNCT
ggj-4434	27	16	thereby	thereby	ADV
ggj-4434	27	17	guiding	guide	VERB
ggj-4434	27	18	more	more	ADV
ggj-4434	27	19	effective	effective	ADJ
ggj-4434	27	20	risk	risk	NOUN
ggj-4434	27	21	management	management	NOUN
ggj-4434	27	22	,	,	PUNCT
ggj-4434	27	23	informed	inform	VERB
ggj-4434	27	24	policy	policy	NOUN
ggj-4434	27	25	-	-	PUNCT
ggj-4434	27	26	making	making	NOUN
ggj-4434	27	27	,	,	PUNCT
ggj-4434	27	28	and	and	CCONJ
ggj-4434	27	29	international	international	ADJ
ggj-4434	27	30	collaboration	collaboration	NOUN
ggj-4434	27	31	.	.	PUNCT
ggj-4434	28	1	notably	notably	ADV
ggj-4434	28	2	,	,	PUNCT
ggj-4434	28	3	specific	specific	ADJ
ggj-4434	28	4	natural	natural	ADJ
ggj-4434	28	5	disasters	disaster	NOUN
ggj-4434	28	6	recognized	recognize	VERB
ggj-4434	28	7	in	in	ADP
ggj-4434	28	8	azerbaijan	azerbaijan	PROPN
ggj-4434	28	9	can	can	AUX
ggj-4434	28	10	directly	directly	ADV
ggj-4434	28	11	impact	impact	VERB
ggj-4434	28	12	onshore	onshore	ADJ
ggj-4434	28	13	pipelines	pipeline	NOUN
ggj-4434	28	14	,	,	PUNCT
ggj-4434	28	15	highlighting	highlight	VERB
ggj-4434	28	16	the	the	DET
ggj-4434	28	17	urgency	urgency	NOUN
ggj-4434	28	18	for	for	ADP
ggj-4434	28	19	targeted	target	VERB
ggj-4434	28	20	,	,	PUNCT
ggj-4434	28	21	data	data	NOUN
ggj-4434	28	22	-	-	PUNCT
ggj-4434	28	23	driven	drive	VERB
ggj-4434	28	24	solutions	solution	NOUN
ggj-4434	28	25	(	(	PUNCT
ggj-4434	28	26	amirova‐mammadova	amirova‐mammadova	PROPN
ggj-4434	28	27	,	,	PUNCT
ggj-4434	28	28	2018	2018	NUM
ggj-4434	28	29	;	;	PUNCT
ggj-4434	28	30	bagirov	bagirov	PROPN
ggj-4434	28	31	et	et	PROPN
ggj-4434	28	32	al	al	PROPN
ggj-4434	28	33	.	.	PROPN
ggj-4434	28	34	,	,	PUNCT
ggj-4434	28	35	2019	2019	NUM
ggj-4434	28	36	):	):	PUNCT
ggj-4434	28	37	1	1	X
ggj-4434	28	38	.	.	X
ggj-4434	29	1	earthquakes	earthquake	NOUN
ggj-4434	29	2	:	:	PUNCT
ggj-4434	29	3	azerbaijan	azerbaijan	PROPN
ggj-4434	29	4	experiences	experience	VERB
ggj-4434	29	5	substantial	substantial	ADJ
ggj-4434	29	6	seismic	seismic	ADJ
ggj-4434	29	7	activity	activity	NOUN
ggj-4434	29	8	due	due	ADP
ggj-4434	29	9	to	to	ADP
ggj-4434	29	10	its	its	PRON
ggj-4434	29	11	location	location	NOUN
ggj-4434	29	12	in	in	ADP
ggj-4434	29	13	an	an	DET
ggj-4434	29	14	earthquake	earthquake	NOUN
ggj-4434	29	15	-	-	PUNCT
ggj-4434	29	16	prone	prone	ADJ
ggj-4434	29	17	zone	zone	NOUN
ggj-4434	29	18	(	(	PUNCT
ggj-4434	29	19	alizadeh	alizadeh	PROPN
ggj-4434	29	20	et	et	PROPN
ggj-4434	29	21	al	al	PROPN
ggj-4434	29	22	.	.	PROPN
ggj-4434	29	23	,	,	PUNCT
ggj-4434	29	24	2017	2017	NUM
ggj-4434	29	25	)	)	PUNCT
ggj-4434	29	26	.	.	PUNCT
ggj-4434	30	1	sudden	sudden	ADJ
ggj-4434	30	2	ground	ground	NOUN
ggj-4434	30	3	movements	movement	NOUN
ggj-4434	30	4	or	or	CCONJ
ggj-4434	30	5	shifts	shift	NOUN
ggj-4434	30	6	can	can	AUX
ggj-4434	30	7	displace	displace	VERB
ggj-4434	30	8	or	or	CCONJ
ggj-4434	30	9	fracture	fracture	NOUN
ggj-4434	30	10	pipelines	pipeline	NOUN
ggj-4434	30	11	.	.	PUNCT
ggj-4434	31	1	any	any	DET
ggj-4434	31	2	rupture	rupture	NOUN
ggj-4434	31	3	in	in	ADP
ggj-4434	31	4	a	a	DET
ggj-4434	31	5	pipeline	pipeline	NOUN
ggj-4434	31	6	carrying	carry	VERB
ggj-4434	31	7	hydrocarbons	hydrocarbon	NOUN
ggj-4434	31	8	may	may	AUX
ggj-4434	31	9	cause	cause	VERB
ggj-4434	31	10	leaks	leak	NOUN
ggj-4434	31	11	and	and	CCONJ
ggj-4434	31	12	,	,	PUNCT
ggj-4434	31	13	in	in	ADP
ggj-4434	31	14	severe	severe	ADJ
ggj-4434	31	15	instances	instance	NOUN
ggj-4434	31	16	,	,	PUNCT
ggj-4434	31	17	lead	lead	VERB
ggj-4434	31	18	to	to	ADP
ggj-4434	31	19	explosions	explosion	NOUN
ggj-4434	31	20	or	or	CCONJ
ggj-4434	31	21	fires	fire	NOUN
ggj-4434	31	22	.	.	PUNCT
ggj-4434	32	1	2	2	X
ggj-4434	32	2	.	.	X
ggj-4434	32	3	floods	flood	NOUN
ggj-4434	32	4	:	:	PUNCT
ggj-4434	32	5	flash	flash	VERB
ggj-4434	32	6	floods	flood	NOUN
ggj-4434	32	7	or	or	CCONJ
ggj-4434	32	8	prolonged	prolong	VERB
ggj-4434	32	9	heavy	heavy	ADJ
ggj-4434	32	10	rainfall	rainfall	NOUN
ggj-4434	32	11	can	can	AUX
ggj-4434	32	12	result	result	VERB
ggj-4434	32	13	in	in	ADP
ggj-4434	32	14	rapid	rapid	ADJ
ggj-4434	32	15	water	water	NOUN
ggj-4434	32	16	accumulation	accumulation	NOUN
ggj-4434	32	17	and	and	CCONJ
ggj-4434	32	18	significant	significant	ADJ
ggj-4434	32	19	soil	soil	NOUN
ggj-4434	32	20	erosion1	erosion1	PROPN
ggj-4434	32	21	.	.	PUNCT
ggj-4434	33	1	high	high	ADJ
ggj-4434	33	2	-	-	PUNCT
ggj-4434	33	3	velocity	velocity	NOUN
ggj-4434	33	4	water	water	NOUN
ggj-4434	33	5	flows	flow	NOUN
ggj-4434	33	6	may	may	AUX
ggj-4434	33	7	directly	directly	ADV
ggj-4434	33	8	damage	damage	VERB
ggj-4434	33	9	exposed	expose	VERB
ggj-4434	33	10	pipeline	pipeline	NOUN
ggj-4434	33	11	segments	segment	NOUN
ggj-4434	33	12	,	,	PUNCT
ggj-4434	33	13	while	while	SCONJ
ggj-4434	33	14	erosion	erosion	NOUN
ggj-4434	33	15	can	can	AUX
ggj-4434	33	16	undermine	undermine	VERB
ggj-4434	33	17	the	the	DET
ggj-4434	33	18	structural	structural	ADJ
ggj-4434	33	19	support	support	NOUN
ggj-4434	33	20	of	of	ADP
ggj-4434	33	21	buried	bury	VERB
ggj-4434	33	22	pipelines	pipeline	NOUN
ggj-4434	33	23	,	,	PUNCT
ggj-4434	33	24	increasing	increase	VERB
ggj-4434	33	25	the	the	DET
ggj-4434	33	26	risk	risk	NOUN
ggj-4434	33	27	of	of	ADP
ggj-4434	33	28	bending	bend	VERB
ggj-4434	33	29	or	or	CCONJ
ggj-4434	33	30	rupturing	rupture	VERB
ggj-4434	33	31	.	.	PUNCT
ggj-4434	34	1	3	3	X
ggj-4434	34	2	.	.	X
ggj-4434	34	3	landslides	landslide	NOUN
ggj-4434	34	4	:	:	PUNCT
ggj-4434	34	5	in	in	ADP
ggj-4434	34	6	mountainous	mountainous	ADJ
ggj-4434	34	7	or	or	CCONJ
ggj-4434	34	8	hilly	hilly	ADV
ggj-4434	34	9	terrains	terrain	NOUN
ggj-4434	34	10	,	,	PUNCT
ggj-4434	34	11	landslides	landslide	NOUN
ggj-4434	34	12	can	can	AUX
ggj-4434	34	13	occur	occur	VERB
ggj-4434	34	14	,	,	PUNCT
ggj-4434	34	15	particularly	particularly	ADV
ggj-4434	34	16	following	follow	VERB
ggj-4434	34	17	intense	intense	ADJ
ggj-4434	34	18	precipitation	precipitation	NOUN
ggj-4434	34	19	or	or	CCONJ
ggj-4434	34	20	seismic	seismic	ADJ
ggj-4434	34	21	events2	events2	NOUN
ggj-4434	34	22	.	.	PUNCT
ggj-4434	35	1	the	the	DET
ggj-4434	35	2	downward	downward	ADJ
ggj-4434	35	3	movement	movement	NOUN
ggj-4434	35	4	of	of	ADP
ggj-4434	35	5	rock	rock	NOUN
ggj-4434	35	6	and	and	CCONJ
ggj-4434	35	7	soil	soil	NOUN
ggj-4434	35	8	can	can	AUX
ggj-4434	35	9	bury	bury	VERB
ggj-4434	35	10	pipelines	pipeline	NOUN
ggj-4434	35	11	or	or	CCONJ
ggj-4434	35	12	exert	exert	VERB
ggj-4434	35	13	forces	force	NOUN
ggj-4434	35	14	beyond	beyond	ADP
ggj-4434	35	15	their	their	PRON
ggj-4434	35	16	design	design	NOUN
ggj-4434	35	17	limits	limit	NOUN
ggj-4434	35	18	,	,	PUNCT
ggj-4434	35	19	leading	lead	VERB
ggj-4434	35	20	to	to	ADP
ggj-4434	35	21	material	material	ADJ
ggj-4434	35	22	failure	failure	NOUN
ggj-4434	35	23	.	.	PUNCT
ggj-4434	36	1	4	4	X
ggj-4434	36	2	.	.	X
ggj-4434	36	3	mud	mud	NOUN
ggj-4434	36	4	volcanoes	volcano	NOUN
ggj-4434	36	5	:	:	PUNCT
ggj-4434	36	6	azerbaijan	azerbaijan	PROPN
ggj-4434	36	7	is	be	AUX
ggj-4434	36	8	well	well	ADV
ggj-4434	36	9	-	-	PUNCT
ggj-4434	36	10	known	know	VERB
ggj-4434	36	11	for	for	ADP
ggj-4434	36	12	its	its	PRON
ggj-4434	36	13	numerous	numerous	ADJ
ggj-4434	36	14	mud	mud	NOUN
ggj-4434	36	15	volcanoes	volcano	NOUN
ggj-4434	36	16	(	(	PUNCT
ggj-4434	36	17	kadirov	kadirov	PROPN
ggj-4434	36	18	et	et	PROPN
ggj-4434	36	19	al	al	PROPN
ggj-4434	36	20	.	.	PROPN
ggj-4434	36	21	,	,	PUNCT
ggj-4434	36	22	2005	2005	NUM
ggj-4434	36	23	)	)	PUNCT
ggj-4434	36	24	.	.	PUNCT
ggj-4434	37	1	these	these	DET
ggj-4434	37	2	geological	geological	ADJ
ggj-4434	37	3	formations	formation	NOUN
ggj-4434	37	4	can	can	AUX
ggj-4434	37	5	erupt	erupt	VERB
ggj-4434	37	6	violently	violently	ADV
ggj-4434	37	7	,	,	PUNCT
ggj-4434	37	8	expelling	expel	VERB
ggj-4434	37	9	hot	hot	ADJ
ggj-4434	37	10	mud	mud	NOUN
ggj-4434	37	11	and	and	CCONJ
ggj-4434	37	12	gases	gas	NOUN
ggj-4434	37	13	capable	capable	ADJ
ggj-4434	37	14	of	of	ADP
ggj-4434	37	15	overheating	overheating	ADJ
ggj-4434	37	16	,	,	PUNCT
ggj-4434	37	17	encasing	encasing	NOUN
ggj-4434	37	18	,	,	PUNCT
ggj-4434	37	19	or	or	CCONJ
ggj-4434	37	20	fracturing	fracture	VERB
ggj-4434	37	21	adjacent	adjacent	ADJ
ggj-4434	37	22	pipelines	pipeline	NOUN
ggj-4434	37	23	,	,	PUNCT
ggj-4434	37	24	ultimately	ultimately	ADV
ggj-4434	37	25	causing	cause	VERB
ggj-4434	37	26	leaks	leak	NOUN
ggj-4434	37	27	or	or	CCONJ
ggj-4434	37	28	more	more	ADV
ggj-4434	37	29	severe	severe	ADJ
ggj-4434	37	30	accidents	accident	NOUN
ggj-4434	37	31	(	(	PUNCT
ggj-4434	37	32	panahi	panahi	NOUN
ggj-4434	37	33	,	,	PUNCT
ggj-4434	37	34	2005	2005	NUM
ggj-4434	37	35	)	)	PUNCT
ggj-4434	37	36	.	.	PUNCT
ggj-4434	38	1	5	5	X
ggj-4434	38	2	.	.	PUNCT
ggj-4434	38	3	soil	soil	NOUN
ggj-4434	38	4	erosion	erosion	NOUN
ggj-4434	38	5	:	:	PUNCT
ggj-4434	38	6	continuous	continuous	ADJ
ggj-4434	38	7	erosion	erosion	NOUN
ggj-4434	38	8	,	,	PUNCT
ggj-4434	38	9	often	often	ADV
ggj-4434	38	10	accelerated	accelerate	VERB
ggj-4434	38	11	by	by	ADP
ggj-4434	38	12	flooding	flooding	NOUN
ggj-4434	38	13	or	or	CCONJ
ggj-4434	38	14	heavy	heavy	ADJ
ggj-4434	38	15	rainfall	rainfall	NOUN
ggj-4434	38	16	,	,	PUNCT
ggj-4434	38	17	can	can	AUX
ggj-4434	38	18	gradually	gradually	ADV
ggj-4434	38	19	expose	expose	VERB
ggj-4434	38	20	pipelines	pipeline	NOUN
ggj-4434	38	21	designed	design	VERB
ggj-4434	38	22	to	to	PART
ggj-4434	38	23	remain	remain	VERB
ggj-4434	38	24	buried	bury	VERB
ggj-4434	38	25	(	(	PUNCT
ggj-4434	38	26	othman	othman	PROPN
ggj-4434	38	27	et	et	PROPN
ggj-4434	38	28	al	al	PROPN
ggj-4434	38	29	.	.	PROPN
ggj-4434	38	30	,	,	PUNCT
ggj-4434	38	31	2023	2023	NUM
ggj-4434	38	32	)	)	PUNCT
ggj-4434	38	33	.	.	PUNCT
ggj-4434	39	1	without	without	ADP
ggj-4434	39	2	adequate	adequate	ADJ
ggj-4434	39	3	coverage	coverage	NOUN
ggj-4434	39	4	,	,	PUNCT
ggj-4434	39	5	pipelines	pipeline	NOUN
ggj-4434	39	6	become	become	VERB
ggj-4434	39	7	vulnerable	vulnerable	ADJ
ggj-4434	39	8	to	to	ADP
ggj-4434	39	9	external	external	ADJ
ggj-4434	39	10	impacts	impact	NOUN
ggj-4434	39	11	and	and	CCONJ
ggj-4434	39	12	stress	stress	NOUN
ggj-4434	39	13	that	that	PRON
ggj-4434	39	14	can	can	AUX
ggj-4434	39	15	lead	lead	VERB
ggj-4434	39	16	to	to	ADP
ggj-4434	39	17	cracks	crack	NOUN
ggj-4434	39	18	or	or	CCONJ
ggj-4434	39	19	breaks	break	NOUN
ggj-4434	39	20	.	.	PUNCT
ggj-4434	40	1	6	6	X
ggj-4434	40	2	.	.	X
ggj-4434	40	3	corrosion	corrosion	NOUN
ggj-4434	40	4	(	(	PUNCT
ggj-4434	40	5	environmental	environmental	ADJ
ggj-4434	40	6	degradation	degradation	NOUN
ggj-4434	40	7	):	):	PUNCT
ggj-4434	40	8	while	while	SCONJ
ggj-4434	40	9	not	not	PART
ggj-4434	40	10	considered	consider	VERB
ggj-4434	40	11	a	a	DET
ggj-4434	40	12	conventional	conventional	ADJ
ggj-4434	40	13	natural	natural	ADJ
ggj-4434	40	14	hazard	hazard	NOUN
ggj-4434	40	15	,	,	PUNCT
ggj-4434	40	16	corrosion	corrosion	NOUN
ggj-4434	40	17	is	be	AUX
ggj-4434	40	18	a	a	DET
ggj-4434	40	19	significant	significant	ADJ
ggj-4434	40	20	environmental	environmental	ADJ
ggj-4434	40	21	threat	threat	NOUN
ggj-4434	40	22	to	to	ADP
ggj-4434	40	23	pipelines	pipeline	NOUN
ggj-4434	40	24	.	.	PUNCT
ggj-4434	41	1	humid	humid	NOUN
ggj-4434	41	2	or	or	CCONJ
ggj-4434	41	3	saline	saline	ADJ
ggj-4434	41	4	conditions	condition	NOUN
ggj-4434	41	5	accelerate	accelerate	VERB
ggj-4434	41	6	metal	metal	NOUN
ggj-4434	41	7	deterioration	deterioration	NOUN
ggj-4434	41	8	(	(	PUNCT
ggj-4434	41	9	cheng	cheng	PROPN
ggj-4434	41	10	,	,	PUNCT
ggj-4434	41	11	2015	2015	NUM
ggj-4434	41	12	)	)	PUNCT
ggj-4434	41	13	,	,	PUNCT
ggj-4434	41	14	and	and	CCONJ
ggj-4434	41	15	if	if	SCONJ
ggj-4434	41	16	not	not	PART
ggj-4434	41	17	detected	detect	VERB
ggj-4434	41	18	,	,	PUNCT
ggj-4434	41	19	corrosion	corrosion	NOUN
ggj-4434	41	20	can	can	AUX
ggj-4434	41	21	thin	thin	ADJ
ggj-4434	41	22	pipeline	pipeline	NOUN
ggj-4434	41	23	walls	wall	NOUN
ggj-4434	41	24	,	,	PUNCT
ggj-4434	41	25	resulting	result	VERB
ggj-4434	41	26	in	in	ADP
ggj-4434	41	27	leaks	leak	NOUN
ggj-4434	41	28	or	or	CCONJ
ggj-4434	41	29	complete	complete	ADJ
ggj-4434	41	30	structural	structural	ADJ
ggj-4434	41	31	failure	failure	NOUN
ggj-4434	41	32	.	.	PUNCT
ggj-4434	42	1	7	7	X
ggj-4434	42	2	.	.	X
ggj-4434	42	3	extreme	extreme	ADJ
ggj-4434	42	4	weather	weather	NOUN
ggj-4434	42	5	conditions	condition	NOUN
ggj-4434	42	6	:	:	PUNCT
ggj-4434	42	7	severe	severe	ADJ
ggj-4434	42	8	weather	weather	NOUN
ggj-4434	42	9	events	event	NOUN
ggj-4434	42	10	—	—	PUNCT
ggj-4434	42	11	such	such	ADJ
ggj-4434	42	12	as	as	ADP
ggj-4434	42	13	powerful	powerful	ADJ
ggj-4434	42	14	storms	storm	NOUN
ggj-4434	42	15	,	,	PUNCT
ggj-4434	42	16	lightning	lightning	NOUN
ggj-4434	42	17	strikes	strike	NOUN
ggj-4434	42	18	,	,	PUNCT
ggj-4434	42	19	or	or	CCONJ
ggj-4434	42	20	extreme	extreme	ADJ
ggj-4434	42	21	temperature	temperature	NOUN
ggj-4434	42	22	fluctuations	fluctuation	NOUN
ggj-4434	42	23	—	—	PUNCT
ggj-4434	42	24	can	can	AUX
ggj-4434	42	25	damage	damage	VERB
ggj-4434	42	26	pipelines	pipeline	NOUN
ggj-4434	42	27	directly	directly	ADV
ggj-4434	42	28	or	or	CCONJ
ggj-4434	42	29	trigger	trigger	VERB
ggj-4434	42	30	secondary	secondary	ADJ
ggj-4434	42	31	hazards	hazard	NOUN
ggj-4434	42	32	like	like	ADP
ggj-4434	42	33	landslides	landslide	NOUN
ggj-4434	42	34	or	or	CCONJ
ggj-4434	42	35	floods	flood	NOUN
ggj-4434	42	36	(	(	PUNCT
ggj-4434	42	37	katopodis	katopodis	PROPN
ggj-4434	42	38	et	et	PROPN
ggj-4434	42	39	al	al	PROPN
ggj-4434	42	40	.	.	PROPN
ggj-4434	42	41	,	,	PUNCT
ggj-4434	42	42	2019	2019	NUM
ggj-4434	42	43	)	)	PUNCT
ggj-4434	42	44	.	.	PUNCT
ggj-4434	43	1	while	while	SCONJ
ggj-4434	43	2	pipelines	pipeline	NOUN
ggj-4434	43	3	are	be	AUX
ggj-4434	43	4	built	build	VERB
ggj-4434	43	5	to	to	PART
ggj-4434	43	6	withstand	withstand	VERB
ggj-4434	43	7	local	local	ADJ
ggj-4434	43	8	climate	climate	NOUN
ggj-4434	43	9	norms	norm	NOUN
ggj-4434	43	10	,	,	PUNCT
ggj-4434	43	11	unusually	unusually	ADV
ggj-4434	43	12	harsh	harsh	ADJ
ggj-4434	43	13	conditions	condition	NOUN
ggj-4434	43	14	can	can	AUX
ggj-4434	43	15	exceed	exceed	VERB
ggj-4434	43	16	their	their	PRON
ggj-4434	43	17	tolerance	tolerance	NOUN
ggj-4434	43	18	thresholds	threshold	NOUN
ggj-4434	43	19	.	.	PUNCT
ggj-4434	44	1	8	8	X
ggj-4434	44	2	.	.	PUNCT
ggj-4434	45	1	wildfires	wildfire	VERB
ggj-4434	45	2	:	:	PUNCT
ggj-4434	45	3	high	high	ADJ
ggj-4434	45	4	temperatures	temperature	NOUN
ggj-4434	45	5	from	from	ADP
ggj-4434	45	6	wildfires	wildfire	NOUN
ggj-4434	45	7	can	can	AUX
ggj-4434	45	8	damage	damage	VERB
ggj-4434	45	9	pipelines	pipeline	NOUN
ggj-4434	45	10	and	and	CCONJ
ggj-4434	45	11	their	their	PRON
ggj-4434	45	12	protective	protective	ADJ
ggj-4434	45	13	infrastructure	infrastructure	NOUN
ggj-4434	45	14	(	(	PUNCT
ggj-4434	45	15	novacheck	novacheck	NOUN
ggj-4434	45	16	et	et	PROPN
ggj-4434	45	17	al	al	PROPN
ggj-4434	45	18	.	.	PROPN
ggj-4434	45	19	,	,	PUNCT
ggj-4434	45	20	2021	2021	NUM
ggj-4434	45	21	)	)	PUNCT
ggj-4434	45	22	.	.	PUNCT
ggj-4434	46	1	moreover	moreover	ADV
ggj-4434	46	2	,	,	PUNCT
ggj-4434	46	3	the	the	DET
ggj-4434	46	4	burning	burning	NOUN
ggj-4434	46	5	of	of	ADP
ggj-4434	46	6	nearby	nearby	ADJ
ggj-4434	46	7	vegetation	vegetation	NOUN
ggj-4434	46	8	may	may	AUX
ggj-4434	46	9	contribute	contribute	VERB
ggj-4434	46	10	to	to	ADP
ggj-4434	46	11	soil	soil	NOUN
ggj-4434	46	12	erosion	erosion	NOUN
ggj-4434	46	13	,	,	PUNCT
ggj-4434	46	14	further	far	ADV
ggj-4434	46	15	exposing	expose	VERB
ggj-4434	46	16	pipelines	pipeline	NOUN
ggj-4434	46	17	to	to	ADP
ggj-4434	46	18	potential	potential	ADJ
ggj-4434	46	19	mechanical	mechanical	ADJ
ggj-4434	46	20	stresses	stress	NOUN
ggj-4434	46	21	.	.	PUNCT
ggj-4434	47	1	9	9	X
ggj-4434	47	2	.	.	X
ggj-4434	47	3	ground	ground	NOUN
ggj-4434	47	4	subsidence	subsidence	NOUN
ggj-4434	47	5	:	:	PUNCT
ggj-4434	47	6	this	this	DET
ggj-4434	47	7	phenomenon	phenomenon	NOUN
ggj-4434	47	8	,	,	PUNCT
ggj-4434	47	9	caused	cause	VERB
ggj-4434	47	10	by	by	ADP
ggj-4434	47	11	natural	natural	ADJ
ggj-4434	47	12	geological	geological	ADJ
ggj-4434	47	13	activity	activity	NOUN
ggj-4434	47	14	or	or	CCONJ
ggj-4434	47	15	human	human	ADJ
ggj-4434	47	16	practices	practice	NOUN
ggj-4434	47	17	(	(	PUNCT
ggj-4434	47	18	e.g.	e.g.	ADV
ggj-4434	47	19	,	,	PUNCT
ggj-4434	47	20	mining	mining	NOUN
ggj-4434	47	21	,	,	PUNCT
ggj-4434	47	22	groundwater	groundwater	NOUN
ggj-4434	47	23	extraction	extraction	NOUN
ggj-4434	47	24	)	)	PUNCT
ggj-4434	47	25	,	,	PUNCT
ggj-4434	47	26	results	result	VERB
ggj-4434	47	27	in	in	ADP
ggj-4434	47	28	the	the	DET
ggj-4434	47	29	gradual	gradual	ADJ
ggj-4434	47	30	sinking	sinking	NOUN
ggj-4434	47	31	of	of	ADP
ggj-4434	47	32	the	the	DET
ggj-4434	47	33	ground	ground	NOUN
ggj-4434	47	34	surface	surface	NOUN
ggj-4434	47	35	(	(	PUNCT
ggj-4434	47	36	oruji	oruji	NOUN
ggj-4434	47	37	et	et	PROPN
ggj-4434	47	38	al	al	PROPN
ggj-4434	47	39	.	.	PROPN
ggj-4434	47	40	,	,	PUNCT
ggj-4434	47	41	2022	2022	NUM
ggj-4434	47	42	)	)	PUNCT
ggj-4434	47	43	.	.	PUNCT
ggj-4434	48	1	uneven	uneven	ADJ
ggj-4434	48	2	subsidence	subsidence	NOUN
ggj-4434	48	3	can	can	AUX
ggj-4434	48	4	place	place	VERB
ggj-4434	48	5	bending	bend	VERB
ggj-4434	48	6	stress	stress	NOUN
ggj-4434	48	7	on	on	ADP
ggj-4434	48	8	pipelines	pipeline	NOUN
ggj-4434	48	9	,	,	PUNCT
ggj-4434	48	10	increasing	increase	VERB
ggj-4434	48	11	the	the	DET
ggj-4434	48	12	likelihood	likelihood	NOUN
ggj-4434	48	13	of	of	ADP
ggj-4434	48	14	ruptures	rupture	NOUN
ggj-4434	48	15	.	.	PUNCT
ggj-4434	49	1	typically	typically	ADV
ggj-4434	49	2	,	,	PUNCT
ggj-4434	49	3	the	the	DET
ggj-4434	49	4	practice	practice	NOUN
ggj-4434	49	5	is	be	AUX
ggj-4434	49	6	to	to	PART
ggj-4434	49	7	represent	represent	VERB
ggj-4434	49	8	the	the	DET
ggj-4434	49	9	impact	impact	NOUN
ggj-4434	49	10	and	and	CCONJ
ggj-4434	49	11	risk	risk	NOUN
ggj-4434	49	12	values	value	NOUN
ggj-4434	49	13	for	for	ADP
ggj-4434	49	14	each	each	DET
ggj-4434	49	15	hazard	hazard	NOUN
ggj-4434	49	16	individually	individually	ADV
ggj-4434	49	17	on	on	ADP
ggj-4434	49	18	separate	separate	ADJ
ggj-4434	49	19	maps	map	NOUN
ggj-4434	49	20	.	.	PUNCT
ggj-4434	50	1	a	a	DET
ggj-4434	50	2	risk	risk	NOUN
ggj-4434	50	3	matrix	matrix	NOUN
ggj-4434	50	4	serves	serve	VERB
ggj-4434	50	5	as	as	ADP
ggj-4434	50	6	a	a	DET
ggj-4434	50	7	visual	visual	ADJ
ggj-4434	50	8	aid	aid	NOUN
ggj-4434	50	9	,	,	PUNCT
ggj-4434	50	10	facilitating	facilitate	VERB
ggj-4434	50	11	the	the	DET
ggj-4434	50	12	evaluation	evaluation	NOUN
ggj-4434	50	13	of	of	ADP
ggj-4434	50	14	the	the	DET
ggj-4434	50	15	cumulative	cumulative	ADJ
ggj-4434	50	16	risk	risk	NOUN
ggj-4434	50	17	level	level	NOUN
ggj-4434	50	18	associated	associate	VERB
ggj-4434	50	19	with	with	ADP
ggj-4434	50	20	different	different	ADJ
ggj-4434	50	21	occurrences	occurrence	NOUN
ggj-4434	50	22	,	,	PUNCT
ggj-4434	50	23	including	include	VERB
ggj-4434	50	24	natural	natural	ADJ
ggj-4434	50	25	disasters	disaster	NOUN
ggj-4434	50	26	.	.	PUNCT
ggj-4434	51	1	this	this	DET
ggj-4434	51	2	matrix	matrix	NOUN
ggj-4434	51	3	is	be	AUX
ggj-4434	51	4	instrumental	instrumental	ADJ
ggj-4434	51	5	in	in	ADP
ggj-4434	51	6	pinpointing	pinpoint	VERB
ggj-4434	51	7	the	the	DET
ggj-4434	51	8	probability	probability	NOUN
ggj-4434	51	9	and	and	CCONJ
ggj-4434	51	10	potential	potential	ADJ
ggj-4434	51	11	impact	impact	NOUN
ggj-4434	51	12	of	of	ADP
ggj-4434	51	13	a	a	DET
ggj-4434	51	14	given	give	VERB
ggj-4434	51	15	event	event	NOUN
ggj-4434	51	16	,	,	PUNCT
ggj-4434	51	17	thereby	thereby	ADV
ggj-4434	51	18	allocating	allocate	VERB
ggj-4434	51	19	it	it	PRON
ggj-4434	51	20	a	a	DET
ggj-4434	51	21	precise	precise	ADJ
ggj-4434	51	22	risk	risk	NOUN
ggj-4434	51	23	rating	rating	NOUN
ggj-4434	51	24	.	.	PUNCT
ggj-4434	52	1	however	however	ADV
ggj-4434	52	2	,	,	PUNCT
ggj-4434	52	3	the	the	DET
ggj-4434	52	4	variety	variety	NOUN
ggj-4434	52	5	of	of	ADP
ggj-4434	52	6	natural	natural	ADJ
ggj-4434	52	7	disasters	disaster	NOUN
ggj-4434	52	8	differs	differ	VERB
ggj-4434	52	9	by	by	ADP
ggj-4434	52	10	location	location	NOUN
ggj-4434	52	11	,	,	PUNCT
ggj-4434	52	12	resulting	result	VERB
ggj-4434	52	13	in	in	ADP
ggj-4434	52	14	a	a	DET
ggj-4434	52	15	diverse	diverse	ADJ
ggj-4434	52	16	set	set	NOUN
ggj-4434	52	17	of	of	ADP
ggj-4434	52	18	risk	risk	NOUN
ggj-4434	52	19	maps	map	NOUN
ggj-4434	52	20	.	.	PUNCT
ggj-4434	53	1	this	this	DET
ggj-4434	53	2	diversity	diversity	NOUN
ggj-4434	53	3	can	can	AUX
ggj-4434	53	4	introduce	introduce	VERB
ggj-4434	53	5	complexities	complexity	NOUN
ggj-4434	53	6	in	in	ADP
ggj-4434	53	7	managing	manage	VERB
ggj-4434	53	8	and	and	CCONJ
ggj-4434	53	9	interpreting	interpret	VERB
ggj-4434	53	10	the	the	DET
ggj-4434	53	11	array	array	NOUN
ggj-4434	53	12	of	of	ADP
ggj-4434	53	13	maps	map	NOUN
ggj-4434	53	14	(	(	PUNCT
ggj-4434	53	15	samany	samany	NOUN
ggj-4434	53	16	et	et	PROPN
ggj-4434	53	17	al	al	PROPN
ggj-4434	53	18	.	.	PROPN
ggj-4434	53	19	,	,	PUNCT
ggj-4434	53	20	2022	2022	NUM
ggj-4434	53	21	)	)	PUNCT
ggj-4434	53	22	.	.	PUNCT
ggj-4434	54	1	1	1	NUM
ggj-4434	54	2	pipeline	pipeline	NOUN
ggj-4434	54	3	safety	safety	NOUN
ggj-4434	54	4	:	:	PUNCT
ggj-4434	54	5	potential	potential	NOUN
ggj-4434	54	6	for	for	ADP
ggj-4434	54	7	damage	damage	NOUN
ggj-4434	54	8	to	to	ADP
ggj-4434	54	9	pipeline	pipeline	NOUN
ggj-4434	54	10	facilities	facility	NOUN
ggj-4434	54	11	caused	cause	VERB
ggj-4434	54	12	by	by	ADP
ggj-4434	54	13	flooding	flooding	NOUN
ggj-4434	54	14	,	,	PUNCT
ggj-4434	54	15	river	river	NOUN
ggj-4434	54	16	scour	scour	NOUN
ggj-4434	54	17	,	,	PUNCT
ggj-4434	54	18	and	and	CCONJ
ggj-4434	54	19	river	river	NOUN
ggj-4434	54	20	channel	channel	NOUN
ggj-4434	54	21	migration	migration	NOUN
ggj-4434	54	22	(	(	PUNCT
ggj-4434	54	23	2019	2019	NUM
ggj-4434	54	24	)	)	PUNCT
ggj-4434	54	25	.	.	PUNCT
ggj-4434	55	1	https://www.federalregister.gov/documents/2019/04/11/2019-07132/pipeline-safety-potential-for-damage-to-pipelinefacilities-caused-by-flooding-river-scour-and-river	https://www.federalregister.gov/documents/2019/04/11/2019-07132/pipeline-safety-potential-for-damage-to-pipelinefacilities-caused-by-flooding-river-scour-and-river	NOUN
ggj-4434	55	2	2	2	NUM
ggj-4434	55	3	guidelines	guideline	NOUN
ggj-4434	55	4	for	for	ADP
ggj-4434	55	5	constructing	construct	VERB
ggj-4434	55	6	natural	natural	ADJ
ggj-4434	55	7	gas	gas	NOUN
ggj-4434	55	8	and	and	CCONJ
ggj-4434	55	9	liquid	liquid	ADJ
ggj-4434	55	10	hydrocarbon	hydrocarbon	NOUN
ggj-4434	55	11	pipelines	pipeline	NOUN
ggj-4434	55	12	through	through	ADP
ggj-4434	55	13	areas	area	NOUN
ggj-4434	55	14	prone	prone	ADJ
ggj-4434	55	15	to	to	ADP
ggj-4434	55	16	landslide	landslide	NOUN
ggj-4434	55	17	and	and	CCONJ
ggj-4434	55	18	subsidence	subsidence	NOUN
ggj-4434	55	19	hazards	hazard	NOUN
ggj-4434	55	20	(	(	PUNCT
ggj-4434	55	21	2009	2009	NUM
ggj-4434	55	22	)	)	PUNCT
ggj-4434	55	23	.	.	PUNCT
ggj-4434	56	1	https://rosap.ntl.bts.gov/view/dot/34640	https://rosap.ntl.bts.gov/view/dot/34640	NOUN
ggj-4434	56	2	https://www.federalregister.gov/documents/2019/04/11/2019-07132/pipeline-safety-potential-for-damage-to-pipeline-facilities-caused-by-flooding-river-scour-and-river	https://www.federalregister.gov/documents/2019/04/11/2019-07132/pipeline-safety-potential-for-damage-to-pipeline-facilities-caused-by-flooding-river-scour-and-river	ADV
ggj-4434	56	3	https://www.federalregister.gov/documents/2019/04/11/2019-07132/pipeline-safety-potential-for-damage-to-pipeline-facilities-caused-by-flooding-river-scour-and-river	https://www.federalregister.gov/documents/2019/04/11/2019-07132/pipeline-safety-potential-for-damage-to-pipeline-facilities-caused-by-flooding-river-scour-and-river	ADV
ggj-4434	56	4	https://rosap.ntl.bts.gov/view/dot/34640	https://rosap.ntl.bts.gov/view/dot/34640	NUM
ggj-4434	56	5	babakhanov	babakhanov	PROPN
ggj-4434	56	6	&	&	CCONJ
ggj-4434	56	7	imrani	imrani	PROPN
ggj-4434	56	8	2025	2025	NUM
ggj-4434	56	9	5(3	5(3	NUM
ggj-4434	56	10	)	)	PUNCT
ggj-4434	56	11	16	16	NUM
ggj-4434	56	12	using	use	VERB
ggj-4434	56	13	a	a	DET
ggj-4434	56	14	combined	combine	VERB
ggj-4434	56	15	approach	approach	NOUN
ggj-4434	56	16	helps	help	VERB
ggj-4434	56	17	streamline	streamline	VERB
ggj-4434	56	18	this	this	DET
ggj-4434	56	19	complexity	complexity	NOUN
ggj-4434	56	20	by	by	ADP
ggj-4434	56	21	integrating	integrate	VERB
ggj-4434	56	22	multiple	multiple	ADJ
ggj-4434	56	23	risk	risk	NOUN
ggj-4434	56	24	factors	factor	NOUN
ggj-4434	56	25	into	into	ADP
ggj-4434	56	26	a	a	DET
ggj-4434	56	27	unified	unified	ADJ
ggj-4434	56	28	visual	visual	ADJ
ggj-4434	56	29	representation	representation	NOUN
ggj-4434	56	30	,	,	PUNCT
ggj-4434	56	31	simplifying	simplify	VERB
ggj-4434	56	32	analysis	analysis	NOUN
ggj-4434	56	33	and	and	CCONJ
ggj-4434	56	34	decision	decision	NOUN
ggj-4434	56	35	-	-	PUNCT
ggj-4434	56	36	making	making	NOUN
ggj-4434	56	37	(	(	PUNCT
ggj-4434	56	38	falcone	falcone	PROPN
ggj-4434	56	39	et	et	PROPN
ggj-4434	56	40	al	al	PROPN
ggj-4434	56	41	.	.	PROPN
ggj-4434	56	42	,	,	PUNCT
ggj-4434	56	43	2022	2022	NUM
ggj-4434	56	44	)	)	PUNCT
ggj-4434	56	45	.	.	PUNCT
ggj-4434	57	1	to	to	PART
ggj-4434	57	2	derive	derive	VERB
ggj-4434	57	3	a	a	DET
ggj-4434	57	4	combined	combine	VERB
ggj-4434	57	5	risk	risk	NOUN
ggj-4434	57	6	value	value	NOUN
ggj-4434	57	7	encompassing	encompass	VERB
ggj-4434	57	8	all	all	PRON
ggj-4434	57	9	-	-	PUNCT
ggj-4434	57	10	natural	natural	ADJ
ggj-4434	57	11	disasters	disaster	NOUN
ggj-4434	57	12	,	,	PUNCT
ggj-4434	57	13	one	one	PRON
ggj-4434	57	14	could	could	AUX
ggj-4434	57	15	consider	consider	VERB
ggj-4434	57	16	aggregating	aggregate	VERB
ggj-4434	57	17	the	the	DET
ggj-4434	57	18	distinct	distinct	ADJ
ggj-4434	57	19	risk	risk	NOUN
ggj-4434	57	20	values	value	NOUN
ggj-4434	57	21	(	(	PUNCT
ggj-4434	57	22	fotios	fotio	NOUN
ggj-4434	57	23	et	et	PROPN
ggj-4434	57	24	al	al	PROPN
ggj-4434	57	25	.	.	PROPN
ggj-4434	57	26	,	,	PUNCT
ggj-4434	57	27	2022	2022	NUM
ggj-4434	57	28	)	)	PUNCT
ggj-4434	57	29	for	for	ADP
ggj-4434	57	30	each	each	DET
ggj-4434	57	31	disaster	disaster	NOUN
ggj-4434	57	32	.	.	PUNCT
ggj-4434	58	1	however	however	ADV
ggj-4434	58	2	,	,	PUNCT
ggj-4434	58	3	this	this	DET
ggj-4434	58	4	method	method	NOUN
ggj-4434	58	5	presupposes	presuppose	VERB
ggj-4434	58	6	that	that	SCONJ
ggj-4434	58	7	all	all	DET
ggj-4434	58	8	these	these	DET
ggj-4434	58	9	incidents	incident	NOUN
ggj-4434	58	10	occur	occur	VERB
ggj-4434	58	11	independently	independently	ADV
ggj-4434	58	12	,	,	PUNCT
ggj-4434	58	13	a	a	DET
ggj-4434	58	14	condition	condition	NOUN
ggj-4434	58	15	that	that	PRON
ggj-4434	58	16	might	might	AUX
ggj-4434	58	17	not	not	PART
ggj-4434	58	18	always	always	ADV
ggj-4434	58	19	hold	hold	VERB
ggj-4434	58	20	true	true	ADJ
ggj-4434	58	21	.	.	PUNCT
ggj-4434	59	1	the	the	DET
ggj-4434	59	2	overall	overall	ADJ
ggj-4434	59	3	risk	risk	NOUN
ggj-4434	59	4	assessment	assessment	NOUN
ggj-4434	59	5	can	can	AUX
ggj-4434	59	6	be	be	AUX
ggj-4434	59	7	significantly	significantly	ADV
ggj-4434	59	8	swayed	sway	VERB
ggj-4434	59	9	by	by	ADP
ggj-4434	59	10	the	the	DET
ggj-4434	59	11	interrelations	interrelation	NOUN
ggj-4434	59	12	and	and	CCONJ
ggj-4434	59	13	mutual	mutual	ADJ
ggj-4434	59	14	influences	influence	NOUN
ggj-4434	59	15	existing	exist	VERB
ggj-4434	59	16	between	between	ADP
ggj-4434	59	17	various	various	ADJ
ggj-4434	59	18	natural	natural	ADJ
ggj-4434	59	19	disasters	disaster	NOUN
ggj-4434	59	20	.	.	PUNCT
ggj-4434	60	1	recognizing	recognize	VERB
ggj-4434	60	2	these	these	DET
ggj-4434	60	3	interdependencies	interdependency	NOUN
ggj-4434	60	4	is	be	AUX
ggj-4434	60	5	essential	essential	ADJ
ggj-4434	60	6	in	in	ADP
ggj-4434	60	7	accurately	accurately	ADV
ggj-4434	60	8	determining	determine	VERB
ggj-4434	60	9	the	the	DET
ggj-4434	60	10	combined	combined	ADJ
ggj-4434	60	11	risk	risk	NOUN
ggj-4434	60	12	value	value	NOUN
ggj-4434	60	13	.	.	PUNCT
ggj-4434	61	1	to	to	PART
ggj-4434	61	2	maintain	maintain	VERB
ggj-4434	61	3	the	the	DET
ggj-4434	61	4	integrity	integrity	NOUN
ggj-4434	61	5	of	of	ADP
ggj-4434	61	6	all	all	DET
ggj-4434	61	7	assessed	assessed	ADJ
ggj-4434	61	8	risk	risk	NOUN
ggj-4434	61	9	values	value	NOUN
ggj-4434	61	10	,	,	PUNCT
ggj-4434	61	11	the	the	DET
ggj-4434	61	12	individual	individual	ADJ
ggj-4434	61	13	combined	combine	VERB
ggj-4434	61	14	risk	risk	NOUN
ggj-4434	61	15	scores	score	NOUN
ggj-4434	61	16	are	be	AUX
ggj-4434	61	17	connected	connect	VERB
ggj-4434	61	18	to	to	ADP
ggj-4434	61	19	beforehand	beforehand	ADV
ggj-4434	61	20	computed	compute	VERB
ggj-4434	61	21	and	and	CCONJ
ggj-4434	61	22	proportionately	proportionately	ADV
ggj-4434	61	23	weighted	weight	VERB
ggj-4434	61	24	risk	risk	NOUN
ggj-4434	61	25	values	value	NOUN
ggj-4434	61	26	for	for	ADP
ggj-4434	61	27	each	each	DET
ggj-4434	61	28	type	type	NOUN
ggj-4434	61	29	of	of	ADP
ggj-4434	61	30	natural	natural	ADJ
ggj-4434	61	31	disaster	disaster	NOUN
ggj-4434	61	32	.	.	PUNCT
ggj-4434	62	1	a	a	DET
ggj-4434	62	2	critical	critical	ADJ
ggj-4434	62	3	initial	initial	ADJ
ggj-4434	62	4	phase	phase	NOUN
ggj-4434	62	5	involves	involve	VERB
ggj-4434	62	6	quantifying	quantify	VERB
ggj-4434	62	7	the	the	DET
ggj-4434	62	8	risk	risk	NOUN
ggj-4434	62	9	(	(	PUNCT
ggj-4434	62	10	gemma	gemma	PROPN
ggj-4434	62	11	et	et	PROPN
ggj-4434	62	12	al	al	PROPN
ggj-4434	62	13	.	.	PROPN
ggj-4434	62	14	,	,	PUNCT
ggj-4434	62	15	2022	2022	NUM
ggj-4434	62	16	)	)	PUNCT
ggj-4434	62	17	tied	tie	VERB
ggj-4434	62	18	to	to	ADP
ggj-4434	62	19	each	each	DET
ggj-4434	62	20	possible	possible	ADJ
ggj-4434	62	21	natural	natural	ADJ
ggj-4434	62	22	disaster	disaster	NOUN
ggj-4434	62	23	.	.	PUNCT
ggj-4434	63	1	this	this	PRON
ggj-4434	63	2	could	could	AUX
ggj-4434	63	3	involve	involve	VERB
ggj-4434	63	4	analyzing	analyze	VERB
ggj-4434	63	5	historical	historical	ADJ
ggj-4434	63	6	data	datum	NOUN
ggj-4434	63	7	on	on	ADP
ggj-4434	63	8	the	the	DET
ggj-4434	63	9	frequency	frequency	NOUN
ggj-4434	63	10	of	of	ADP
ggj-4434	63	11	natural	natural	ADJ
ggj-4434	63	12	disasters	disaster	NOUN
ggj-4434	63	13	like	like	ADP
ggj-4434	63	14	earthquakes	earthquake	NOUN
ggj-4434	63	15	,	,	PUNCT
ggj-4434	63	16	floods	flood	NOUN
ggj-4434	63	17	,	,	PUNCT
ggj-4434	63	18	wildfires	wildfire	VERB
ggj-4434	63	19	,	,	PUNCT
ggj-4434	63	20	and	and	CCONJ
ggj-4434	63	21	so	so	ADV
ggj-4434	63	22	on	on	ADV
ggj-4434	63	23	,	,	PUNCT
ggj-4434	63	24	within	within	ADP
ggj-4434	63	25	a	a	DET
ggj-4434	63	26	targeted	targeted	ADJ
ggj-4434	63	27	area	area	NOUN
ggj-4434	63	28	to	to	PART
ggj-4434	63	29	gauge	gauge	VERB
ggj-4434	63	30	their	their	PRON
ggj-4434	63	31	probability	probability	NOUN
ggj-4434	63	32	.	.	PUNCT
ggj-4434	64	1	the	the	DET
ggj-4434	64	2	core	core	NOUN
ggj-4434	64	3	objective	objective	NOUN
ggj-4434	64	4	is	be	AUX
ggj-4434	64	5	to	to	PART
ggj-4434	64	6	create	create	VERB
ggj-4434	64	7	a	a	DET
ggj-4434	64	8	robust	robust	ADJ
ggj-4434	64	9	,	,	PUNCT
ggj-4434	64	10	multi	multi	ADJ
ggj-4434	64	11	-	-	ADJ
ggj-4434	64	12	dimensional	dimensional	ADJ
ggj-4434	64	13	risk	risk	NOUN
ggj-4434	64	14	assessment	assessment	NOUN
ggj-4434	64	15	model	model	NOUN
ggj-4434	64	16	that	that	PRON
ggj-4434	64	17	not	not	PART
ggj-4434	64	18	only	only	ADV
ggj-4434	64	19	identifies	identify	VERB
ggj-4434	64	20	potential	potential	ADJ
ggj-4434	64	21	risks	risk	NOUN
ggj-4434	64	22	but	but	CCONJ
ggj-4434	64	23	also	also	ADV
ggj-4434	64	24	quantifies	quantify	VERB
ggj-4434	64	25	them	they	PRON
ggj-4434	64	26	in	in	ADP
ggj-4434	64	27	a	a	DET
ggj-4434	64	28	meaningful	meaningful	ADJ
ggj-4434	64	29	and	and	CCONJ
ggj-4434	64	30	actionable	actionable	ADJ
ggj-4434	64	31	manner	manner	NOUN
ggj-4434	64	32	(	(	PUNCT
ggj-4434	64	33	rasouli	rasouli	PROPN
ggj-4434	64	34	&	&	CCONJ
ggj-4434	64	35	imrani	imrani	PROPN
ggj-4434	64	36	,	,	PUNCT
ggj-4434	64	37	2023	2023	NUM
ggj-4434	64	38	)	)	PUNCT
ggj-4434	64	39	.	.	PUNCT
ggj-4434	65	1	to	to	PART
ggj-4434	65	2	achieve	achieve	VERB
ggj-4434	65	3	this	this	PRON
ggj-4434	65	4	,	,	PUNCT
ggj-4434	65	5	we	we	PRON
ggj-4434	65	6	will	will	AUX
ggj-4434	65	7	employ	employ	VERB
ggj-4434	65	8	a	a	DET
ggj-4434	65	9	risk	risk	NOUN
ggj-4434	65	10	rating	rating	NOUN
ggj-4434	65	11	matrix	matrix	NOUN
ggj-4434	65	12	grounded	ground	VERB
ggj-4434	65	13	in	in	ADP
ggj-4434	65	14	rigorous	rigorous	ADJ
ggj-4434	65	15	mathematical	mathematical	ADJ
ggj-4434	65	16	formulations	formulation	NOUN
ggj-4434	65	17	,	,	PUNCT
ggj-4434	65	18	enabling	enable	VERB
ggj-4434	65	19	a	a	DET
ggj-4434	65	20	detailed	detailed	ADJ
ggj-4434	65	21	and	and	CCONJ
ggj-4434	65	22	nuanced	nuanced	ADJ
ggj-4434	65	23	understanding	understanding	NOUN
ggj-4434	65	24	of	of	ADP
ggj-4434	65	25	risk	risk	NOUN
ggj-4434	65	26	levels	level	NOUN
ggj-4434	65	27	.	.	PUNCT
ggj-4434	66	1	this	this	DET
ggj-4434	66	2	matrix	matrix	NOUN
ggj-4434	66	3	will	will	AUX
ggj-4434	66	4	integrate	integrate	VERB
ggj-4434	66	5	various	various	ADJ
ggj-4434	66	6	risk	risk	NOUN
ggj-4434	66	7	factors	factor	NOUN
ggj-4434	66	8	listed	list	VERB
ggj-4434	66	9	above	above	ADV
ggj-4434	66	10	to	to	PART
ggj-4434	66	11	generate	generate	VERB
ggj-4434	66	12	a	a	DET
ggj-4434	66	13	composite	composite	ADJ
ggj-4434	66	14	risk	risk	NOUN
ggj-4434	66	15	score	score	NOUN
ggj-4434	66	16	for	for	ADP
ggj-4434	66	17	pipeline	pipeline	NOUN
ggj-4434	66	18	systems	system	NOUN
ggj-4434	66	19	in	in	ADP
ggj-4434	66	20	the	the	DET
ggj-4434	66	21	context	context	NOUN
ggj-4434	66	22	of	of	ADP
ggj-4434	66	23	natural	natural	ADJ
ggj-4434	66	24	disasters	disaster	NOUN
ggj-4434	66	25	.	.	PUNCT
ggj-4434	67	1	by	by	ADP
ggj-4434	67	2	combining	combine	VERB
ggj-4434	67	3	the	the	DET
ggj-4434	67	4	spatial	spatial	ADJ
ggj-4434	67	5	analysis	analysis	NOUN
ggj-4434	67	6	capabilities	capability	NOUN
ggj-4434	67	7	of	of	ADP
ggj-4434	67	8	gis	gis	NOUN
ggj-4434	67	9	with	with	ADP
ggj-4434	67	10	the	the	DET
ggj-4434	67	11	mathematical	mathematical	ADJ
ggj-4434	67	12	rigor	rigor	NOUN
ggj-4434	67	13	of	of	ADP
ggj-4434	67	14	risk	risk	NOUN
ggj-4434	67	15	score	score	NOUN
ggj-4434	67	16	calculations	calculation	NOUN
ggj-4434	67	17	,	,	PUNCT
ggj-4434	67	18	this	this	DET
ggj-4434	67	19	research	research	NOUN
ggj-4434	67	20	endeavors	endeavor	VERB
ggj-4434	67	21	to	to	PART
ggj-4434	67	22	offer	offer	VERB
ggj-4434	67	23	a	a	DET
ggj-4434	67	24	novel	novel	ADJ
ggj-4434	67	25	and	and	CCONJ
ggj-4434	67	26	practical	practical	ADJ
ggj-4434	67	27	tool	tool	NOUN
ggj-4434	67	28	for	for	ADP
ggj-4434	67	29	policymakers	policymaker	NOUN
ggj-4434	67	30	,	,	PUNCT
ggj-4434	67	31	engineers	engineer	NOUN
ggj-4434	67	32	,	,	PUNCT
ggj-4434	67	33	and	and	CCONJ
ggj-4434	67	34	disaster	disaster	NOUN
ggj-4434	67	35	management	management	NOUN
ggj-4434	67	36	professionals	professional	NOUN
ggj-4434	67	37	.	.	PUNCT
ggj-4434	68	1	the	the	DET
ggj-4434	68	2	ultimate	ultimate	ADJ
ggj-4434	68	3	goal	goal	NOUN
ggj-4434	68	4	is	be	AUX
ggj-4434	68	5	to	to	PART
ggj-4434	68	6	enhance	enhance	VERB
ggj-4434	68	7	decision	decision	NOUN
ggj-4434	68	8	-	-	PUNCT
ggj-4434	68	9	making	make	VERB
ggj-4434	68	10	processes	process	NOUN
ggj-4434	68	11	,	,	PUNCT
ggj-4434	68	12	facilitate	facilitate	VERB
ggj-4434	68	13	proactive	proactive	ADJ
ggj-4434	68	14	risk	risk	NOUN
ggj-4434	68	15	mitigation	mitigation	NOUN
ggj-4434	68	16	strategies	strategy	NOUN
ggj-4434	68	17	,	,	PUNCT
ggj-4434	68	18	and	and	CCONJ
ggj-4434	68	19	contribute	contribute	VERB
ggj-4434	68	20	to	to	ADP
ggj-4434	68	21	the	the	DET
ggj-4434	68	22	resilience	resilience	NOUN
ggj-4434	68	23	and	and	CCONJ
ggj-4434	68	24	safety	safety	NOUN
ggj-4434	68	25	of	of	ADP
ggj-4434	68	26	pipeline	pipeline	NOUN
ggj-4434	68	27	infrastructures	infrastructure	NOUN
ggj-4434	68	28	in	in	ADP
ggj-4434	68	29	the	the	DET
ggj-4434	68	30	face	face	NOUN
ggj-4434	68	31	of	of	ADP
ggj-4434	68	32	increasingly	increasingly	ADV
ggj-4434	68	33	unpredictable	unpredictable	ADJ
ggj-4434	68	34	natural	natural	ADJ
ggj-4434	68	35	events	event	NOUN
ggj-4434	68	36	.	.	PUNCT
ggj-4434	69	1	methods	method	NOUN
ggj-4434	69	2	and	and	CCONJ
ggj-4434	69	3	materials	material	NOUN
ggj-4434	69	4	in	in	ADP
ggj-4434	69	5	this	this	DET
ggj-4434	69	6	research	research	NOUN
ggj-4434	69	7	,	,	PUNCT
ggj-4434	69	8	we	we	PRON
ggj-4434	69	9	utilize	utilize	VERB
ggj-4434	69	10	adjusted	adjust	VERB
ggj-4434	69	11	risk	risk	NOUN
ggj-4434	69	12	matrices	matrix	NOUN
ggj-4434	69	13	that	that	PRON
ggj-4434	69	14	correspond	correspond	VERB
ggj-4434	69	15	to	to	ADP
ggj-4434	69	16	each	each	DET
ggj-4434	69	17	relevant	relevant	ADJ
ggj-4434	69	18	hazard	hazard	NOUN
ggj-4434	69	19	type	type	NOUN
ggj-4434	69	20	encompassing	encompass	VERB
ggj-4434	69	21	both	both	CCONJ
ggj-4434	69	22	classical	classical	ADJ
ggj-4434	69	23	natural	natural	ADJ
ggj-4434	69	24	disasters	disaster	NOUN
ggj-4434	69	25	(	(	PUNCT
ggj-4434	69	26	e.g.	e.g.	ADV
ggj-4434	69	27	,	,	PUNCT
ggj-4434	69	28	earthquakes	earthquake	NOUN
ggj-4434	69	29	,	,	PUNCT
ggj-4434	69	30	floods	flood	NOUN
ggj-4434	69	31	)	)	PUNCT
ggj-4434	69	32	and	and	CCONJ
ggj-4434	69	33	environment	environment	NOUN
ggj-4434	69	34	-	-	PUNCT
ggj-4434	69	35	based	base	VERB
ggj-4434	69	36	threats	threat	NOUN
ggj-4434	69	37	(	(	PUNCT
ggj-4434	69	38	e.g.	e.g.	ADV
ggj-4434	69	39	,	,	PUNCT
ggj-4434	69	40	corrosion	corrosion	NOUN
ggj-4434	69	41	)	)	PUNCT
ggj-4434	69	42	.	.	PUNCT
ggj-4434	70	1	each	each	DET
ggj-4434	70	2	hazard	hazard	NOUN
ggj-4434	70	3	is	be	AUX
ggj-4434	70	4	weighted	weight	VERB
ggj-4434	70	5	according	accord	VERB
ggj-4434	70	6	to	to	ADP
ggj-4434	70	7	its	its	PRON
ggj-4434	70	8	relative	relative	ADJ
ggj-4434	70	9	impact	impact	NOUN
ggj-4434	70	10	on	on	ADP
ggj-4434	70	11	pipeline	pipeline	NOUN
ggj-4434	70	12	integrity	integrity	NOUN
ggj-4434	70	13	.	.	PUNCT
ggj-4434	71	1	these	these	DET
ggj-4434	71	2	weighted	weight	VERB
ggj-4434	71	3	factors	factor	NOUN
ggj-4434	71	4	are	be	AUX
ggj-4434	71	5	then	then	ADV
ggj-4434	71	6	refined	refine	VERB
ggj-4434	71	7	using	use	VERB
ggj-4434	71	8	kernel	kernel	PROPN
ggj-4434	71	9	density	density	PROPN
ggj-4434	71	10	estimation	estimation	PROPN
ggj-4434	71	11	(	(	PUNCT
ggj-4434	71	12	kde	kde	NOUN
ggj-4434	71	13	)	)	PUNCT
ggj-4434	71	14	techniques	technique	NOUN
ggj-4434	71	15	,	,	PUNCT
ggj-4434	71	16	converting	convert	VERB
ggj-4434	71	17	the	the	DET
ggj-4434	71	18	collected	collect	VERB
ggj-4434	71	19	risk	risk	NOUN
ggj-4434	71	20	scores	score	NOUN
ggj-4434	71	21	into	into	ADP
ggj-4434	71	22	a	a	DET
ggj-4434	71	23	2d	2d	NUM
ggj-4434	71	24	array	array	NOUN
ggj-4434	71	25	(	(	PUNCT
ggj-4434	71	26	gramacki	gramacki	NOUN
ggj-4434	71	27	,	,	PUNCT
ggj-4434	71	28	2017	2017	NUM
ggj-4434	71	29	)	)	PUNCT
ggj-4434	71	30	.	.	PUNCT
ggj-4434	72	1	the	the	DET
ggj-4434	72	2	data	datum	NOUN
ggj-4434	72	3	assigned	assign	VERB
ggj-4434	72	4	to	to	ADP
ggj-4434	72	5	each	each	DET
ggj-4434	72	6	cell	cell	NOUN
ggj-4434	72	7	within	within	ADP
ggj-4434	72	8	these	these	DET
ggj-4434	72	9	matrices	matrix	NOUN
ggj-4434	72	10	can	can	AUX
ggj-4434	72	11	be	be	AUX
ggj-4434	72	12	stored	store	VERB
ggj-4434	72	13	in	in	ADP
ggj-4434	72	14	any	any	DET
ggj-4434	72	15	relational	relational	ADJ
ggj-4434	72	16	database	database	NOUN
ggj-4434	72	17	(	(	PUNCT
ggj-4434	72	18	nasser	nasser	PROPN
ggj-4434	72	19	,	,	PUNCT
ggj-4434	72	20	2018	2018	NUM
ggj-4434	72	21	)	)	PUNCT
ggj-4434	72	22	or	or	CCONJ
ggj-4434	72	23	in	in	ADP
ggj-4434	72	24	straightforward	straightforward	ADJ
ggj-4434	72	25	file	file	NOUN
ggj-4434	72	26	formats	format	NOUN
ggj-4434	72	27	such	such	ADJ
ggj-4434	72	28	as	as	ADP
ggj-4434	72	29	comma	comma	NOUN
ggj-4434	72	30	-	-	PUNCT
ggj-4434	72	31	separated	separate	VERB
ggj-4434	72	32	values	value	NOUN
ggj-4434	72	33	(	(	PUNCT
ggj-4434	72	34	csv	csv	NOUN
ggj-4434	72	35	)	)	PUNCT
ggj-4434	72	36	or	or	CCONJ
ggj-4434	72	37	json	json	NOUN
ggj-4434	72	38	.	.	PUNCT
ggj-4434	73	1	this	this	DET
ggj-4434	73	2	flexibility	flexibility	NOUN
ggj-4434	73	3	enables	enable	VERB
ggj-4434	73	4	seamless	seamless	ADJ
ggj-4434	73	5	integration	integration	NOUN
ggj-4434	73	6	with	with	ADP
ggj-4434	73	7	popular	popular	ADJ
ggj-4434	73	8	gis	gis	NOUN
ggj-4434	73	9	tools	tool	NOUN
ggj-4434	73	10	like	like	ADP
ggj-4434	73	11	esri	esri	PROPN
ggj-4434	73	12	arcgis	arcgis	PROPN
ggj-4434	73	13	or	or	CCONJ
ggj-4434	73	14	qgis	qgis	PROPN
ggj-4434	73	15	,	,	PUNCT
ggj-4434	73	16	where	where	SCONJ
ggj-4434	73	17	the	the	DET
ggj-4434	73	18	2d	2d	NUM
ggj-4434	73	19	risk	risk	NOUN
ggj-4434	73	20	arrays	array	VERB
ggj-4434	73	21	can	can	AUX
ggj-4434	73	22	be	be	AUX
ggj-4434	73	23	visualized	visualize	VERB
ggj-4434	73	24	,	,	PUNCT
ggj-4434	73	25	analyzed	analyze	VERB
ggj-4434	73	26	,	,	PUNCT
ggj-4434	73	27	and	and	CCONJ
ggj-4434	73	28	used	use	VERB
ggj-4434	73	29	to	to	PART
ggj-4434	73	30	inform	inform	VERB
ggj-4434	73	31	decisions	decision	NOUN
ggj-4434	73	32	on	on	ADP
ggj-4434	73	33	pipeline	pipeline	NOUN
ggj-4434	73	34	protection	protection	NOUN
ggj-4434	73	35	and	and	CCONJ
ggj-4434	73	36	maintenance	maintenance	NOUN
ggj-4434	73	37	.	.	PUNCT
ggj-4434	74	1	2.1	2.1	NUM
ggj-4434	74	2	area	area	NOUN
ggj-4434	74	3	of	of	ADP
ggj-4434	74	4	observation	observation	NOUN
ggj-4434	74	5	this	this	DET
ggj-4434	74	6	research	research	NOUN
ggj-4434	74	7	area	area	NOUN
ggj-4434	74	8	(	(	PUNCT
ggj-4434	74	9	fig.1	fig.1	PROPN
ggj-4434	74	10	)	)	PUNCT
ggj-4434	74	11	situated	situate	VERB
ggj-4434	74	12	within	within	ADP
ggj-4434	74	13	azerbaijan	azerbaijan	PROPN
ggj-4434	74	14	,	,	PUNCT
ggj-4434	74	15	known	know	VERB
ggj-4434	74	16	for	for	ADP
ggj-4434	74	17	its	its	PRON
ggj-4434	74	18	susceptibility	susceptibility	NOUN
ggj-4434	74	19	to	to	ADP
ggj-4434	74	20	various	various	ADJ
ggj-4434	74	21	natural	natural	ADJ
ggj-4434	74	22	disasters	disaster	NOUN
ggj-4434	74	23	such	such	ADJ
ggj-4434	74	24	as	as	ADP
ggj-4434	74	25	earthquakes	earthquake	NOUN
ggj-4434	74	26	,	,	PUNCT
ggj-4434	74	27	landslides	landslide	NOUN
ggj-4434	74	28	,	,	PUNCT
ggj-4434	74	29	floods	flood	NOUN
ggj-4434	74	30	,	,	PUNCT
ggj-4434	74	31	and	and	CCONJ
ggj-4434	74	32	mud	mud	NOUN
ggj-4434	74	33	volcanoes	volcano	NOUN
ggj-4434	74	34	.	.	PUNCT
ggj-4434	75	1	this	this	DET
ggj-4434	75	2	region	region	NOUN
ggj-4434	75	3	is	be	AUX
ggj-4434	75	4	identified	identify	VERB
ggj-4434	75	5	as	as	ADP
ggj-4434	75	6	the	the	DET
ggj-4434	75	7	"	"	PUNCT
ggj-4434	75	8	valley	valley	NOUN
ggj-4434	75	9	of	of	ADP
ggj-4434	75	10	mud	mud	NOUN
ggj-4434	75	11	volcanoes	volcano	NOUN
ggj-4434	75	12	"	"	PUNCT
ggj-4434	75	13	moreover	moreover	ADV
ggj-4434	75	14	,	,	PUNCT
ggj-4434	75	15	satellite	satellite	NOUN
ggj-4434	75	16	imagery	imagery	NOUN
ggj-4434	75	17	revealed	reveal	VERB
ggj-4434	75	18	the	the	DET
ggj-4434	75	19	presence	presence	NOUN
ggj-4434	75	20	of	of	ADP
ggj-4434	75	21	strong	strong	ADJ
ggj-4434	75	22	wind	wind	NOUN
ggj-4434	75	23	patterns	pattern	NOUN
ggj-4434	75	24	and	and	CCONJ
ggj-4434	75	25	noticeable	noticeable	ADJ
ggj-4434	75	26	geological	geological	ADJ
ggj-4434	75	27	faults	fault	NOUN
ggj-4434	75	28	in	in	ADP
ggj-4434	75	29	the	the	DET
ggj-4434	75	30	area	area	NOUN
ggj-4434	75	31	.	.	PUNCT
ggj-4434	76	1	2.2	2.2	NUM
ggj-4434	76	2	risk	risk	NOUN
ggj-4434	76	3	matrix	matrix	NOUN
ggj-4434	76	4	when	when	SCONJ
ggj-4434	76	5	analyzing	analyze	VERB
ggj-4434	76	6	the	the	DET
ggj-4434	76	7	effects	effect	NOUN
ggj-4434	76	8	of	of	ADP
ggj-4434	76	9	natural	natural	ADJ
ggj-4434	76	10	disasters	disaster	NOUN
ggj-4434	76	11	on	on	ADP
ggj-4434	76	12	pipeline	pipeline	NOUN
ggj-4434	76	13	systems	system	NOUN
ggj-4434	76	14	,	,	PUNCT
ggj-4434	76	15	employing	employ	VERB
ggj-4434	76	16	a	a	DET
ggj-4434	76	17	risk	risk	NOUN
ggj-4434	76	18	matrix	matrix	NOUN
ggj-4434	76	19	is	be	AUX
ggj-4434	76	20	an	an	DET
ggj-4434	76	21	essential	essential	ADJ
ggj-4434	76	22	step	step	NOUN
ggj-4434	76	23	for	for	ADP
ggj-4434	76	24	illustrating	illustrate	VERB
ggj-4434	76	25	the	the	DET
ggj-4434	76	26	degree	degree	NOUN
ggj-4434	76	27	of	of	ADP
ggj-4434	76	28	risk	risk	NOUN
ggj-4434	76	29	.	.	PUNCT
ggj-4434	77	1	this	this	DET
ggj-4434	77	2	study	study	NOUN
ggj-4434	77	3	utilizes	utilize	VERB
ggj-4434	77	4	a	a	DET
ggj-4434	77	5	standard	standard	ADJ
ggj-4434	77	6	5×5	5×5	NUM
ggj-4434	77	7	risk	risk	NOUN
ggj-4434	77	8	matrix	matrix	NOUN
ggj-4434	77	9	(	(	PUNCT
ggj-4434	77	10	figure	figure	NOUN
ggj-4434	77	11	2	2	NUM
ggj-4434	77	12	)	)	PUNCT
ggj-4434	77	13	,	,	PUNCT
ggj-4434	77	14	which	which	PRON
ggj-4434	77	15	classifies	classify	VERB
ggj-4434	77	16	threats	threat	NOUN
ggj-4434	77	17	according	accord	VERB
ggj-4434	77	18	to	to	ADP
ggj-4434	77	19	their	their	PRON
ggj-4434	77	20	likelihood	likelihood	NOUN
ggj-4434	77	21	(	(	PUNCT
ggj-4434	77	22	ranging	range	VERB
ggj-4434	77	23	from	from	ADP
ggj-4434	77	24	rare	rare	ADJ
ggj-4434	77	25	to	to	ADP
ggj-4434	77	26	nearly	nearly	ADV
ggj-4434	77	27	certain	certain	ADJ
ggj-4434	77	28	)	)	PUNCT
ggj-4434	77	29	and	and	CCONJ
ggj-4434	77	30	potential	potential	ADJ
ggj-4434	77	31	consequences	consequence	NOUN
ggj-4434	77	32	(	(	PUNCT
ggj-4434	77	33	spanning	span	VERB
ggj-4434	77	34	from	from	ADP
ggj-4434	77	35	negligible	negligible	ADJ
ggj-4434	77	36	to	to	ADP
ggj-4434	77	37	disastrous	disastrous	ADJ
ggj-4434	77	38	)	)	PUNCT
ggj-4434	77	39	(	(	PUNCT
ggj-4434	77	40	blokdyk	blokdyk	NOUN
ggj-4434	77	41	,	,	PUNCT
ggj-4434	77	42	2018	2018	NUM
ggj-4434	77	43	)	)	PUNCT
ggj-4434	77	44	.	.	PUNCT
ggj-4434	78	1	by	by	ADP
ggj-4434	78	2	adopting	adopt	VERB
ggj-4434	78	3	a	a	DET
ggj-4434	78	4	fivetier	fivetier	ADJ
ggj-4434	78	5	system	system	NOUN
ggj-4434	78	6	,	,	PUNCT
ggj-4434	78	7	each	each	DET
ggj-4434	78	8	hazard	hazard	NOUN
ggj-4434	78	9	can	can	AUX
ggj-4434	78	10	be	be	AUX
ggj-4434	78	11	systematically	systematically	ADV
ggj-4434	78	12	plotted	plot	VERB
ggj-4434	78	13	on	on	ADP
ggj-4434	78	14	the	the	DET
ggj-4434	78	15	grid	grid	NOUN
ggj-4434	78	16	,	,	PUNCT
ggj-4434	78	17	where	where	SCONJ
ggj-4434	78	18	higher	high	ADJ
ggj-4434	78	19	probability	probability	NOUN
ggj-4434	78	20	and	and	CCONJ
ggj-4434	78	21	severity	severity	NOUN
ggj-4434	78	22	correspond	correspond	VERB
ggj-4434	78	23	to	to	ADP
ggj-4434	78	24	higher	high	ADJ
ggj-4434	78	25	risk	risk	NOUN
ggj-4434	78	26	values	value	NOUN
ggj-4434	78	27	.	.	PUNCT
ggj-4434	79	1	although	although	SCONJ
ggj-4434	79	2	summing	sum	VERB
ggj-4434	79	3	the	the	DET
ggj-4434	79	4	individual	individual	ADJ
ggj-4434	79	5	risk	risk	NOUN
ggj-4434	79	6	values	value	NOUN
ggj-4434	79	7	for	for	ADP
ggj-4434	79	8	all	all	PRON
ggj-4434	79	9	-	-	PUNCT
ggj-4434	79	10	natural	natural	ADJ
ggj-4434	79	11	disasters	disaster	NOUN
ggj-4434	79	12	can	can	AUX
ggj-4434	79	13	yield	yield	VERB
ggj-4434	79	14	an	an	DET
ggj-4434	79	15	overall	overall	ADJ
ggj-4434	79	16	,	,	PUNCT
ggj-4434	79	17	aggregated	aggregate	VERB
ggj-4434	79	18	risk	risk	NOUN
ggj-4434	79	19	score	score	NOUN
ggj-4434	79	20	,	,	PUNCT
ggj-4434	79	21	this	this	DET
ggj-4434	79	22	approach	approach	NOUN
ggj-4434	79	23	assumes	assume	VERB
ggj-4434	79	24	complete	complete	ADJ
ggj-4434	79	25	independence	independence	NOUN
ggj-4434	79	26	among	among	ADP
ggj-4434	79	27	events	event	NOUN
ggj-4434	79	28	,	,	PUNCT
ggj-4434	79	29	which	which	PRON
ggj-4434	79	30	is	be	AUX
ggj-4434	79	31	not	not	PART
ggj-4434	79	32	always	always	ADV
ggj-4434	79	33	accurate	accurate	ADJ
ggj-4434	79	34	.	.	PUNCT
ggj-4434	80	1	correlations	correlation	NOUN
ggj-4434	80	2	and	and	CCONJ
ggj-4434	80	3	interdependencies	interdependency	NOUN
ggj-4434	80	4	between	between	ADP
ggj-4434	80	5	different	different	ADJ
ggj-4434	80	6	types	type	NOUN
ggj-4434	80	7	of	of	ADP
ggj-4434	80	8	natural	natural	ADJ
ggj-4434	80	9	disasters	disaster	NOUN
ggj-4434	80	10	can	can	AUX
ggj-4434	80	11	significantly	significantly	ADV
ggj-4434	80	12	alter	alter	VERB
ggj-4434	80	13	the	the	DET
ggj-4434	80	14	true	true	ADJ
ggj-4434	80	15	combined	combined	ADJ
ggj-4434	80	16	risk	risk	NOUN
ggj-4434	80	17	.	.	PUNCT
ggj-4434	81	1	accordingly	accordingly	ADV
ggj-4434	81	2	,	,	PUNCT
ggj-4434	81	3	such	such	ADJ
ggj-4434	81	4	factors	factor	NOUN
ggj-4434	81	5	must	must	AUX
ggj-4434	81	6	be	be	AUX
ggj-4434	81	7	considered	consider	VERB
ggj-4434	81	8	when	when	SCONJ
ggj-4434	81	9	determining	determine	VERB
ggj-4434	81	10	an	an	DET
ggj-4434	81	11	aggregated	aggregated	ADJ
ggj-4434	81	12	risk	risk	NOUN
ggj-4434	81	13	value	value	NOUN
ggj-4434	81	14	.	.	PUNCT
ggj-4434	82	1	babakhanov	babakhanov	PROPN
ggj-4434	82	2	&	&	CCONJ
ggj-4434	82	3	imrani	imrani	PROPN
ggj-4434	82	4	2025	2025	NUM
ggj-4434	82	5	5(3	5(3	NUM
ggj-4434	82	6	)	)	PUNCT
ggj-4434	82	7	17	17	NUM
ggj-4434	82	8	figure	figure	NOUN
ggj-4434	82	9	1	1	NUM
ggj-4434	82	10	.	.	PUNCT
ggj-4434	82	11	area	area	NOUN
ggj-4434	82	12	of	of	ADP
ggj-4434	82	13	observation	observation	NOUN
ggj-4434	82	14	in	in	ADP
ggj-4434	82	15	spatial	spatial	ADJ
ggj-4434	82	16	terms	term	NOUN
ggj-4434	82	17	,	,	PUNCT
ggj-4434	82	18	each	each	DET
ggj-4434	82	19	risk	risk	NOUN
ggj-4434	82	20	factor	factor	NOUN
ggj-4434	82	21	is	be	AUX
ggj-4434	82	22	mapped	map	VERB
ggj-4434	82	23	onto	onto	ADP
ggj-4434	82	24	polygonal	polygonal	ADJ
ggj-4434	82	25	zones	zone	NOUN
ggj-4434	82	26	varying	vary	VERB
ggj-4434	82	27	from	from	ADP
ggj-4434	82	28	as	as	ADV
ggj-4434	82	29	small	small	ADJ
ggj-4434	82	30	as	as	ADP
ggj-4434	82	31	50×50	50×50	NUM
ggj-4434	82	32	meters	meter	NOUN
ggj-4434	82	33	to	to	ADP
ggj-4434	82	34	areas	area	NOUN
ggj-4434	82	35	of	of	ADP
ggj-4434	82	36	several	several	ADJ
ggj-4434	82	37	square	square	ADJ
ggj-4434	82	38	kilometers	kilometer	NOUN
ggj-4434	82	39	(	(	PUNCT
ggj-4434	82	40	han	han	PROPN
ggj-4434	82	41	et	et	PROPN
ggj-4434	82	42	al	al	PROPN
ggj-4434	82	43	.	.	PROPN
ggj-4434	82	44	,	,	PUNCT
ggj-4434	82	45	2010	2010	NUM
ggj-4434	82	46	)	)	PUNCT
ggj-4434	82	47	.	.	PUNCT
ggj-4434	83	1	these	these	DET
ggj-4434	83	2	zones	zone	NOUN
ggj-4434	83	3	are	be	AUX
ggj-4434	83	4	categorized	categorize	VERB
ggj-4434	83	5	by	by	ADP
ggj-4434	83	6	risk	risk	NOUN
ggj-4434	83	7	level	level	NOUN
ggj-4434	83	8	according	accord	VERB
ggj-4434	83	9	to	to	ADP
ggj-4434	83	10	the	the	DET
ggj-4434	83	11	matrix	matrix	NOUN
ggj-4434	83	12	.	.	PUNCT
ggj-4434	84	1	table	table	NOUN
ggj-4434	84	2	1	1	NUM
ggj-4434	84	3	outlines	outline	VERB
ggj-4434	84	4	a	a	DET
ggj-4434	84	5	distribution	distribution	NOUN
ggj-4434	84	6	framework	framework	NOUN
ggj-4434	84	7	for	for	ADP
ggj-4434	84	8	assigning	assign	VERB
ggj-4434	84	9	integer	integer	NOUN
ggj-4434	84	10	or	or	CCONJ
ggj-4434	84	11	categorical	categorical	ADJ
ggj-4434	84	12	values	value	NOUN
ggj-4434	84	13	(	(	PUNCT
ggj-4434	84	14	e.g.	e.g.	ADV
ggj-4434	84	15	,	,	PUNCT
ggj-4434	84	16	“	"	PUNCT
ggj-4434	84	17	low	low	ADJ
ggj-4434	84	18	,	,	PUNCT
ggj-4434	84	19	”	"	PUNCT
ggj-4434	84	20	“	"	PUNCT
ggj-4434	84	21	moderate	moderate	ADJ
ggj-4434	84	22	,	,	PUNCT
ggj-4434	84	23	”	"	PUNCT
ggj-4434	84	24	“	"	PUNCT
ggj-4434	84	25	high	high	ADJ
ggj-4434	84	26	”	"	PUNCT
ggj-4434	84	27	)	)	PUNCT
ggj-4434	84	28	to	to	ADP
ggj-4434	84	29	each	each	DET
ggj-4434	84	30	zone	zone	NOUN
ggj-4434	84	31	based	base	VERB
ggj-4434	84	32	on	on	ADP
ggj-4434	84	33	local	local	ADJ
ggj-4434	84	34	hazard	hazard	NOUN
ggj-4434	84	35	intensity	intensity	NOUN
ggj-4434	84	36	.	.	PUNCT
ggj-4434	85	1	this	this	DET
ggj-4434	85	2	classification	classification	NOUN
ggj-4434	85	3	is	be	AUX
ggj-4434	85	4	a	a	DET
ggj-4434	85	5	cornerstone	cornerstone	NOUN
ggj-4434	85	6	for	for	ADP
ggj-4434	85	7	subsequent	subsequent	ADJ
ggj-4434	85	8	calculations	calculation	NOUN
ggj-4434	85	9	in	in	ADP
ggj-4434	85	10	a	a	DET
ggj-4434	85	11	gis	gis	PROPN
ggj-4434	85	12	environment	environment	NOUN
ggj-4434	85	13	,	,	PUNCT
ggj-4434	85	14	ensuring	ensure	VERB
ggj-4434	85	15	that	that	SCONJ
ggj-4434	85	16	risk	risk	NOUN
ggj-4434	85	17	values	value	NOUN
ggj-4434	85	18	can	can	AUX
ggj-4434	85	19	be	be	AUX
ggj-4434	85	20	systematically	systematically	ADV
ggj-4434	85	21	integrated	integrate	VERB
ggj-4434	85	22	with	with	ADP
ggj-4434	85	23	geospatial	geospatial	ADJ
ggj-4434	85	24	data	datum	NOUN
ggj-4434	85	25	.	.	PUNCT
ggj-4434	86	1	as	as	ADP
ggj-4434	86	2	a	a	DET
ggj-4434	86	3	result	result	NOUN
ggj-4434	86	4	,	,	PUNCT
ggj-4434	86	5	risk	risk	NOUN
ggj-4434	86	6	maps	map	NOUN
ggj-4434	86	7	visualize	visualize	VERB
ggj-4434	86	8	both	both	DET
ggj-4434	86	9	individual	individual	ADJ
ggj-4434	86	10	and	and	CCONJ
ggj-4434	86	11	aggregated	aggregate	VERB
ggj-4434	86	12	hazards	hazard	NOUN
ggj-4434	86	13	,	,	PUNCT
ggj-4434	86	14	thereby	thereby	ADV
ggj-4434	86	15	aiding	aid	VERB
ggj-4434	86	16	in	in	ADP
ggj-4434	86	17	pipeline	pipeline	NOUN
ggj-4434	86	18	safety	safety	NOUN
ggj-4434	86	19	assessments	assessment	NOUN
ggj-4434	86	20	and	and	CCONJ
ggj-4434	86	21	informing	inform	VERB
ggj-4434	86	22	targeted	target	VERB
ggj-4434	86	23	mitigation	mitigation	NOUN
ggj-4434	86	24	strategies	strategy	NOUN
ggj-4434	86	25	.	.	PUNCT
ggj-4434	87	1	figure	figure	NOUN
ggj-4434	87	2	2	2	NUM
ggj-4434	87	3	.	.	PUNCT
ggj-4434	87	4	risk	risk	NOUN
ggj-4434	87	5	matrix	matrix	NOUN
ggj-4434	87	6	of	of	ADP
ggj-4434	87	7	5x5	5x5	NUM
ggj-4434	87	8	elements	element	NOUN
ggj-4434	87	9	table	table	NOUN
ggj-4434	87	10	1	1	NUM
ggj-4434	87	11	.	.	PUNCT
ggj-4434	88	1	distribution	distribution	NOUN
ggj-4434	88	2	of	of	ADP
ggj-4434	88	3	risk	risk	NOUN
ggj-4434	88	4	levels	level	NOUN
ggj-4434	88	5	according	accord	VERB
ggj-4434	88	6	to	to	ADP
ggj-4434	88	7	nd	nd	NUM
ggj-4434	88	8	factor	factor	NOUN
ggj-4434	88	9	natural	natural	ADJ
ggj-4434	88	10	disaster	disaster	NOUN
ggj-4434	88	11	risk	risk	NOUN
ggj-4434	88	12	level	level	NOUN
ggj-4434	88	13	(	(	PUNCT
ggj-4434	88	14	1	1	NUM
ggj-4434	88	15	-	-	SYM
ggj-4434	88	16	5	5	NUM
ggj-4434	88	17	,	,	PUNCT
ggj-4434	88	18	5	5	NUM
ggj-4434	88	19	is	be	AUX
ggj-4434	88	20	highest	high	ADJ
ggj-4434	88	21	)	)	PUNCT
ggj-4434	88	22	description	description	NOUN
ggj-4434	88	23	color	color	NOUN
ggj-4434	88	24	landslides	landslide	VERB
ggj-4434	88	25	4	4	NUM
ggj-4434	88	26	soil	soil	NOUN
ggj-4434	88	27	shifts	shift	NOUN
ggj-4434	88	28	in	in	ADP
ggj-4434	88	29	hilly	hilly	ADV
ggj-4434	88	30	or	or	CCONJ
ggj-4434	88	31	mountainous	mountainous	ADJ
ggj-4434	88	32	regions	region	NOUN
ggj-4434	88	33	that	that	PRON
ggj-4434	88	34	have	have	VERB
ggj-4434	88	35	the	the	DET
ggj-4434	88	36	potential	potential	NOUN
ggj-4434	88	37	to	to	PART
ggj-4434	88	38	disrupt	disrupt	VERB
ggj-4434	88	39	or	or	CCONJ
ggj-4434	88	40	harm	harm	VERB
ggj-4434	88	41	pipelines	pipeline	NOUN
ggj-4434	88	42	.	.	PUNCT
ggj-4434	89	1	yellow	yellow	ADJ
ggj-4434	89	2	earthquakes	earthquake	NOUN
ggj-4434	89	3	5	5	NUM
ggj-4434	89	4	seismic	seismic	ADJ
ggj-4434	89	5	activity	activity	NOUN
ggj-4434	89	6	or	or	CCONJ
ggj-4434	89	7	ruptures	rupture	NOUN
ggj-4434	89	8	leading	lead	VERB
ggj-4434	89	9	to	to	ADP
ggj-4434	89	10	significant	significant	ADJ
ggj-4434	89	11	damages	damage	NOUN
ggj-4434	89	12	red	red	ADJ
ggj-4434	89	13	flooding	flood	VERB
ggj-4434	89	14	3	3	NUM
ggj-4434	89	15	lead	lead	NOUN
ggj-4434	89	16	to	to	ADP
ggj-4434	89	17	erosion	erosion	NOUN
ggj-4434	89	18	or	or	CCONJ
ggj-4434	89	19	the	the	DET
ggj-4434	89	20	accumulation	accumulation	NOUN
ggj-4434	89	21	of	of	ADP
ggj-4434	89	22	sediment	sediment	NOUN
ggj-4434	89	23	yellow	yellow	ADJ
ggj-4434	89	24	babakhanov	babakhanov	PROPN
ggj-4434	89	25	&	&	CCONJ
ggj-4434	89	26	imrani	imrani	PROPN
ggj-4434	89	27	2025	2025	NUM
ggj-4434	89	28	5(3	5(3	NUM
ggj-4434	89	29	)	)	PUNCT
ggj-4434	89	30	18	18	NUM
ggj-4434	89	31	corrosion	corrosion	NOUN
ggj-4434	89	32	from	from	ADP
ggj-4434	89	33	soil	soil	NOUN
ggj-4434	89	34	chemistry	chemistry	NOUN
ggj-4434	89	35	3	3	NUM
ggj-4434	89	36	specific	specific	ADJ
ggj-4434	89	37	soil	soil	NOUN
ggj-4434	89	38	environments	environment	NOUN
ggj-4434	89	39	may	may	AUX
ggj-4434	89	40	extend	extend	VERB
ggj-4434	89	41	the	the	DET
ggj-4434	89	42	corrosion	corrosion	NOUN
ggj-4434	89	43	,	,	PUNCT
ggj-4434	89	44	resulting	result	VERB
ggj-4434	89	45	in	in	ADP
ggj-4434	89	46	the	the	DET
ggj-4434	89	47	deterioration	deterioration	NOUN
ggj-4434	89	48	of	of	ADP
ggj-4434	89	49	pipeline	pipeline	NOUN
ggj-4434	89	50	materials	material	NOUN
ggj-4434	89	51	yellow	yellow	VERB
ggj-4434	89	52	2.3	2.3	NUM
ggj-4434	89	53	determining	determine	VERB
ggj-4434	89	54	the	the	DET
ggj-4434	89	55	risk	risk	NOUN
ggj-4434	89	56	values	value	NOUN
ggj-4434	89	57	to	to	PART
ggj-4434	89	58	address	address	VERB
ggj-4434	89	59	numerous	numerous	ADJ
ggj-4434	89	60	hazard	hazard	NOUN
ggj-4434	89	61	events	event	NOUN
ggj-4434	89	62	,	,	PUNCT
ggj-4434	89	63	the	the	DET
ggj-4434	89	64	contributions	contribution	NOUN
ggj-4434	89	65	from	from	ADP
ggj-4434	89	66	each	each	PRON
ggj-4434	89	67	are	be	AUX
ggj-4434	89	68	consolidated	consolidate	VERB
ggj-4434	89	69	into	into	ADP
ggj-4434	89	70	a	a	DET
ggj-4434	89	71	unified	unified	ADJ
ggj-4434	89	72	risk	risk	NOUN
ggj-4434	89	73	score	score	NOUN
ggj-4434	89	74	.	.	PUNCT
ggj-4434	90	1	we	we	PRON
ggj-4434	90	2	begin	begin	VERB
ggj-4434	90	3	by	by	ADP
ggj-4434	90	4	computing	compute	VERB
ggj-4434	90	5	the	the	DET
ggj-4434	90	6	separate	separate	ADJ
ggj-4434	90	7	risk	risk	NOUN
ggj-4434	90	8	scores	score	NOUN
ggj-4434	90	9	(	(	PUNCT
ggj-4434	90	10	𝑅𝑖	𝑅𝑖	PROPN
ggj-4434	90	11	)	)	PUNCT
ggj-4434	90	12	for	for	ADP
ggj-4434	90	13	every	every	DET
ggj-4434	90	14	hazard	hazard	NOUN
ggj-4434	90	15	,	,	PUNCT
ggj-4434	90	16	following	follow	VERB
ggj-4434	90	17	the	the	DET
ggj-4434	90	18	formula	formula	NOUN
ggj-4434	90	19	:	:	PUNCT
ggj-4434	91	1	𝑅𝑖	𝑅𝑖	PROPN
ggj-4434	91	2	=	=	PUNCT
ggj-4434	91	3	𝐿𝑖	𝐿𝑖	NOUN
ggj-4434	91	4	×	×	NOUN
ggj-4434	91	5	𝐶𝑖	𝐶𝑖	INTJ
ggj-4434	91	6	where	where	SCONJ
ggj-4434	91	7	𝐿𝑖	𝐿𝑖	PROPN
ggj-4434	91	8	represents	represent	VERB
ggj-4434	91	9	the	the	DET
ggj-4434	91	10	likelihood	likelihood	NOUN
ggj-4434	91	11	and	and	CCONJ
ggj-4434	91	12	𝐶𝑖	𝐶𝑖	PROPN
ggj-4434	91	13	denotes	denote	VERB
ggj-4434	91	14	the	the	DET
ggj-4434	91	15	impact	impact	NOUN
ggj-4434	91	16	of	of	ADP
ggj-4434	91	17	the	the	DET
ggj-4434	91	18	𝑖𝑡ℎ	𝑖𝑡ℎ	NOUN
ggj-4434	91	19	hazard	hazard	NOUN
ggj-4434	91	20	.	.	PUNCT
ggj-4434	92	1	after	after	ADP
ggj-4434	92	2	determining	determine	VERB
ggj-4434	92	3	the	the	DET
ggj-4434	92	4	individual	individual	ADJ
ggj-4434	92	5	risk	risk	NOUN
ggj-4434	92	6	scores	score	NOUN
ggj-4434	92	7	for	for	ADP
ggj-4434	92	8	each	each	DET
ggj-4434	92	9	hazard	hazard	NOUN
ggj-4434	92	10	(	(	PUNCT
ggj-4434	92	11	𝑅1	𝑅1	PROPN
ggj-4434	92	12	,	,	PUNCT
ggj-4434	92	13	𝑅2	𝑅2	ADP
ggj-4434	92	14	,	,	PUNCT
ggj-4434	92	15	…	…	PUNCT
ggj-4434	92	16	,	,	PUNCT
ggj-4434	92	17	𝑅𝑛	𝑅𝑛	PROPN
ggj-4434	92	18	)	)	PUNCT
ggj-4434	92	19	,	,	PUNCT
ggj-4434	92	20	the	the	DET
ggj-4434	92	21	average	average	ADJ
ggj-4434	92	22	risk	risk	NOUN
ggj-4434	92	23	score	score	NOUN
ggj-4434	92	24	(	(	PUNCT
ggj-4434	92	25	𝑅𝑎𝑣𝑔	𝑅𝑎𝑣𝑔	PROPN
ggj-4434	92	26	)	)	PUNCT
ggj-4434	92	27	is	be	AUX
ggj-4434	92	28	computed	compute	VERB
ggj-4434	92	29	by	by	ADP
ggj-4434	92	30	the	the	DET
ggj-4434	92	31	subsequent	subsequent	ADJ
ggj-4434	92	32	method	method	NOUN
ggj-4434	92	33	:	:	PUNCT
ggj-4434	93	1	𝑅𝑎𝑣𝑔	𝑅𝑎𝑣𝑔	PROPN
ggj-4434	93	2	=	=	PUNCT
ggj-4434	93	3	1	1	NUM
ggj-4434	93	4	𝑛	𝑛	PRON
ggj-4434	93	5	∑	∑	ADV
ggj-4434	93	6	𝑅𝑖	𝑅𝑖	PROPN
ggj-4434	93	7	𝑛	𝑛	PRON
ggj-4434	93	8	𝑖=1	𝑖=1	PROPN
ggj-4434	93	9	in	in	ADP
ggj-4434	93	10	this	this	DET
ggj-4434	93	11	scenario	scenario	NOUN
ggj-4434	93	12	,	,	PUNCT
ggj-4434	93	13	n	n	PRON
ggj-4434	93	14	represents	represent	VERB
ggj-4434	93	15	the	the	DET
ggj-4434	93	16	total	total	ADJ
ggj-4434	93	17	count	count	NOUN
ggj-4434	93	18	of	of	ADP
ggj-4434	93	19	hazards	hazard	NOUN
ggj-4434	93	20	or	or	CCONJ
ggj-4434	93	21	events	event	NOUN
ggj-4434	93	22	under	under	ADP
ggj-4434	93	23	evaluation	evaluation	NOUN
ggj-4434	93	24	.	.	PUNCT
ggj-4434	94	1	averaging	average	VERB
ggj-4434	94	2	these	these	DET
ggj-4434	94	3	values	value	NOUN
ggj-4434	94	4	is	be	AUX
ggj-4434	94	5	one	one	NUM
ggj-4434	94	6	of	of	ADP
ggj-4434	94	7	several	several	ADJ
ggj-4434	94	8	methods	method	NOUN
ggj-4434	94	9	to	to	PART
ggj-4434	94	10	consolidate	consolidate	VERB
ggj-4434	94	11	the	the	DET
ggj-4434	94	12	risk	risk	NOUN
ggj-4434	94	13	data	datum	NOUN
ggj-4434	94	14	,	,	PUNCT
ggj-4434	94	15	and	and	CCONJ
ggj-4434	94	16	it	it	PRON
ggj-4434	94	17	is	be	AUX
ggj-4434	94	18	particularly	particularly	ADV
ggj-4434	94	19	effective	effective	ADJ
ggj-4434	94	20	for	for	ADP
ggj-4434	94	21	the	the	DET
ggj-4434	94	22	purposes	purpose	NOUN
ggj-4434	94	23	of	of	ADP
ggj-4434	94	24	mapping	mapping	NOUN
ggj-4434	94	25	.	.	PUNCT
ggj-4434	95	1	it	it	PRON
ggj-4434	95	2	's	be	AUX
ggj-4434	95	3	important	important	ADJ
ggj-4434	95	4	to	to	PART
ggj-4434	95	5	note	note	VERB
ggj-4434	95	6	that	that	SCONJ
ggj-4434	95	7	the	the	DET
ggj-4434	95	8	risk	risk	NOUN
ggj-4434	95	9	scores	score	NOUN
ggj-4434	95	10	will	will	AUX
ggj-4434	95	11	be	be	AUX
ggj-4434	95	12	visually	visually	ADV
ggj-4434	95	13	differentiated	differentiate	VERB
ggj-4434	95	14	using	use	VERB
ggj-4434	95	15	a	a	DET
ggj-4434	95	16	color	color	NOUN
ggj-4434	95	17	-	-	PUNCT
ggj-4434	95	18	coding	code	VERB
ggj-4434	95	19	system	system	NOUN
ggj-4434	95	20	:	:	PUNCT
ggj-4434	95	21	scores	score	NOUN
ggj-4434	95	22	ranging	range	VERB
ggj-4434	95	23	from	from	ADP
ggj-4434	95	24	1	1	NUM
ggj-4434	95	25	to	to	PART
ggj-4434	95	26	6	6	NUM
ggj-4434	95	27	will	will	AUX
ggj-4434	95	28	be	be	AUX
ggj-4434	95	29	marked	mark	VERB
ggj-4434	95	30	in	in	ADP
ggj-4434	95	31	green	green	NOUN
ggj-4434	95	32	,	,	PUNCT
ggj-4434	95	33	indicating	indicate	VERB
ggj-4434	95	34	low	low	ADJ
ggj-4434	95	35	risk	risk	NOUN
ggj-4434	95	36	;	;	PUNCT
ggj-4434	95	37	scores	score	NOUN
ggj-4434	95	38	between	between	ADP
ggj-4434	95	39	7	7	NUM
ggj-4434	95	40	and	and	CCONJ
ggj-4434	95	41	12	12	NUM
ggj-4434	95	42	will	will	AUX
ggj-4434	95	43	be	be	AUX
ggj-4434	95	44	highlighted	highlight	VERB
ggj-4434	95	45	in	in	ADP
ggj-4434	95	46	yellow	yellow	ADJ
ggj-4434	95	47	,	,	PUNCT
ggj-4434	95	48	signifying	signify	VERB
ggj-4434	95	49	medium	medium	ADJ
ggj-4434	95	50	risk	risk	NOUN
ggj-4434	95	51	;	;	PUNCT
ggj-4434	95	52	and	and	CCONJ
ggj-4434	95	53	scores	score	NOUN
ggj-4434	95	54	from	from	ADP
ggj-4434	95	55	13	13	NUM
ggj-4434	95	56	to	to	PART
ggj-4434	95	57	25	25	NUM
ggj-4434	95	58	will	will	AUX
ggj-4434	95	59	be	be	AUX
ggj-4434	95	60	denoted	denote	VERB
ggj-4434	95	61	in	in	ADP
ggj-4434	95	62	red	red	ADJ
ggj-4434	95	63	,	,	PUNCT
ggj-4434	95	64	representing	represent	VERB
ggj-4434	95	65	high	high	ADJ
ggj-4434	95	66	risk	risk	NOUN
ggj-4434	95	67	.	.	PUNCT
ggj-4434	96	1	additionally	additionally	ADV
ggj-4434	96	2	,	,	PUNCT
ggj-4434	96	3	each	each	DET
ggj-4434	96	4	specific	specific	ADJ
ggj-4434	96	5	value	value	NOUN
ggj-4434	96	6	within	within	ADP
ggj-4434	96	7	these	these	DET
ggj-4434	96	8	ranges	range	NOUN
ggj-4434	96	9	could	could	AUX
ggj-4434	96	10	be	be	AUX
ggj-4434	96	11	represented	represent	VERB
ggj-4434	96	12	by	by	ADP
ggj-4434	96	13	varying	vary	VERB
ggj-4434	96	14	shades	shade	NOUN
ggj-4434	96	15	of	of	ADP
ggj-4434	96	16	the	the	DET
ggj-4434	96	17	respective	respective	ADJ
ggj-4434	96	18	color	color	NOUN
ggj-4434	96	19	,	,	PUNCT
ggj-4434	96	20	providing	provide	VERB
ggj-4434	96	21	a	a	DET
ggj-4434	96	22	gradient	gradient	ADJ
ggj-4434	96	23	effect	effect	NOUN
ggj-4434	96	24	for	for	ADP
ggj-4434	96	25	more	more	ADV
ggj-4434	96	26	nuanced	nuanced	ADJ
ggj-4434	96	27	visualization	visualization	NOUN
ggj-4434	96	28	fig	fig	NOUN
ggj-4434	96	29	.	.	PUNCT
ggj-4434	97	1	2	2	X
ggj-4434	97	2	.	.	X
ggj-4434	97	3	indeed	indeed	ADV
ggj-4434	97	4	,	,	PUNCT
ggj-4434	97	5	the	the	DET
ggj-4434	97	6	method	method	NOUN
ggj-4434	97	7	of	of	ADP
ggj-4434	97	8	calculating	calculate	VERB
ggj-4434	97	9	an	an	DET
ggj-4434	97	10	aggregate	aggregate	ADJ
ggj-4434	97	11	risk	risk	NOUN
ggj-4434	97	12	score	score	NOUN
ggj-4434	97	13	,	,	PUNCT
ggj-4434	97	14	as	as	SCONJ
ggj-4434	97	15	previously	previously	ADV
ggj-4434	97	16	described	describe	VERB
ggj-4434	97	17	,	,	PUNCT
ggj-4434	97	18	presumes	presume	VERB
ggj-4434	97	19	that	that	SCONJ
ggj-4434	97	20	each	each	DET
ggj-4434	97	21	hazard	hazard	NOUN
ggj-4434	97	22	is	be	AUX
ggj-4434	97	23	independent	independent	ADJ
ggj-4434	97	24	and	and	CCONJ
ggj-4434	97	25	of	of	ADP
ggj-4434	97	26	equal	equal	ADJ
ggj-4434	97	27	importance	importance	NOUN
ggj-4434	97	28	,	,	PUNCT
ggj-4434	97	29	an	an	DET
ggj-4434	97	30	assumption	assumption	NOUN
ggj-4434	97	31	that	that	PRON
ggj-4434	97	32	might	might	AUX
ggj-4434	97	33	not	not	PART
ggj-4434	97	34	hold	hold	VERB
ggj-4434	97	35	true	true	ADJ
ggj-4434	97	36	in	in	ADP
ggj-4434	97	37	more	more	ADJ
ggj-4434	97	38	complex	complex	ADJ
ggj-4434	97	39	scenarios	scenario	NOUN
ggj-4434	97	40	.	.	PUNCT
ggj-4434	98	1	to	to	PART
ggj-4434	98	2	address	address	VERB
ggj-4434	98	3	this	this	PRON
ggj-4434	98	4	,	,	PUNCT
ggj-4434	98	5	our	our	PRON
ggj-4434	98	6	approach	approach	NOUN
ggj-4434	98	7	will	will	AUX
ggj-4434	98	8	integrate	integrate	VERB
ggj-4434	98	9	a	a	DET
ggj-4434	98	10	weighting	weighting	NOUN
ggj-4434	98	11	system	system	NOUN
ggj-4434	98	12	,	,	PUNCT
ggj-4434	98	13	which	which	PRON
ggj-4434	98	14	allows	allow	VERB
ggj-4434	98	15	for	for	ADP
ggj-4434	98	16	the	the	DET
ggj-4434	98	17	differentiation	differentiation	NOUN
ggj-4434	98	18	in	in	ADP
ggj-4434	98	19	the	the	DET
ggj-4434	98	20	significance	significance	NOUN
ggj-4434	98	21	of	of	ADP
ggj-4434	98	22	various	various	ADJ
ggj-4434	98	23	hazards	hazard	NOUN
ggj-4434	98	24	or	or	CCONJ
ggj-4434	98	25	the	the	DET
ggj-4434	98	26	interdependencies	interdependency	NOUN
ggj-4434	98	27	between	between	ADP
ggj-4434	98	28	events	event	NOUN
ggj-4434	98	29	.	.	PUNCT
ggj-4434	99	1	in	in	ADP
ggj-4434	99	2	this	this	DET
ggj-4434	99	3	system	system	NOUN
ggj-4434	99	4	,	,	PUNCT
ggj-4434	99	5	each	each	DET
ggj-4434	99	6	hazard	hazard	NOUN
ggj-4434	99	7	is	be	AUX
ggj-4434	99	8	assigned	assign	VERB
ggj-4434	99	9	a	a	DET
ggj-4434	99	10	weight	weight	NOUN
ggj-4434	99	11	(	(	PUNCT
ggj-4434	99	12	𝒘𝒊	𝒘𝒊	X
ggj-4434	99	13	)	)	PUNCT
ggj-4434	99	14	reflecting	reflect	VERB
ggj-4434	99	15	its	its	PRON
ggj-4434	99	16	relative	relative	ADJ
ggj-4434	99	17	importance	importance	NOUN
ggj-4434	99	18	or	or	CCONJ
ggj-4434	99	19	impact	impact	NOUN
ggj-4434	99	20	.	.	PUNCT
ggj-4434	100	1	these	these	DET
ggj-4434	100	2	weights	weight	NOUN
ggj-4434	100	3	are	be	AUX
ggj-4434	100	4	typically	typically	ADV
ggj-4434	100	5	values	value	NOUN
ggj-4434	100	6	ranging	range	VERB
ggj-4434	100	7	from	from	ADP
ggj-4434	100	8	0	0	NUM
ggj-4434	100	9	to	to	ADP
ggj-4434	100	10	1	1	NUM
ggj-4434	100	11	,	,	PUNCT
ggj-4434	100	12	with	with	ADP
ggj-4434	100	13	the	the	DET
ggj-4434	100	14	sum	sum	NOUN
ggj-4434	100	15	of	of	ADP
ggj-4434	100	16	all	all	DET
ggj-4434	100	17	weights	weight	NOUN
ggj-4434	100	18	equaling	equal	VERB
ggj-4434	100	19	1	1	NUM
ggj-4434	100	20	.	.	PUNCT
ggj-4434	101	1	this	this	PRON
ggj-4434	101	2	ensures	ensure	VERB
ggj-4434	101	3	that	that	SCONJ
ggj-4434	101	4	the	the	DET
ggj-4434	101	5	overall	overall	ADJ
ggj-4434	101	6	significance	significance	NOUN
ggj-4434	101	7	of	of	ADP
ggj-4434	101	8	all	all	DET
ggj-4434	101	9	hazards	hazard	NOUN
ggj-4434	101	10	is	be	AUX
ggj-4434	101	11	proportionately	proportionately	ADV
ggj-4434	101	12	distributed	distribute	VERB
ggj-4434	101	13	.	.	PUNCT
ggj-4434	102	1	following	follow	VERB
ggj-4434	102	2	the	the	DET
ggj-4434	102	3	assignment	assignment	NOUN
ggj-4434	102	4	of	of	ADP
ggj-4434	102	5	weights	weight	NOUN
ggj-4434	102	6	,	,	PUNCT
ggj-4434	102	7	the	the	DET
ggj-4434	102	8	next	next	ADJ
ggj-4434	102	9	step	step	NOUN
ggj-4434	102	10	involves	involve	VERB
ggj-4434	102	11	calculating	calculate	VERB
ggj-4434	102	12	the	the	DET
ggj-4434	102	13	weighted	weighted	ADJ
ggj-4434	102	14	risk	risk	NOUN
ggj-4434	102	15	score	score	NOUN
ggj-4434	102	16	(	(	PUNCT
ggj-4434	102	17	𝑅𝑤𝑖	𝑅𝑤𝑖	NOUN
ggj-4434	102	18	)	)	PUNCT
ggj-4434	102	19	for	for	ADP
ggj-4434	102	20	each	each	DET
ggj-4434	102	21	hazard	hazard	NOUN
ggj-4434	102	22	.	.	PUNCT
ggj-4434	103	1	this	this	PRON
ggj-4434	103	2	is	be	AUX
ggj-4434	103	3	achieved	achieve	VERB
ggj-4434	103	4	by	by	ADP
ggj-4434	103	5	:	:	PUNCT
ggj-4434	103	6	𝑅𝑤𝑖	𝑅𝑤𝑖	PROPN
ggj-4434	103	7	=	=	PUNCT
ggj-4434	104	1	𝑤𝑖	𝑤𝑖	ADP
ggj-4434	104	2	×	×	NOUN
ggj-4434	104	3	𝑅𝑖	𝑅𝑖	PROPN
ggj-4434	104	4	to	to	PART
ggj-4434	104	5	obtain	obtain	VERB
ggj-4434	104	6	the	the	DET
ggj-4434	104	7	comprehensive	comprehensive	ADJ
ggj-4434	104	8	risk	risk	NOUN
ggj-4434	104	9	score	score	NOUN
ggj-4434	104	10	(	(	PUNCT
ggj-4434	104	11	𝑅𝑡𝑜𝑡𝑎𝑙	𝑅𝑡𝑜𝑡𝑎𝑙	PROPN
ggj-4434	104	12	)	)	PUNCT
ggj-4434	104	13	,	,	PUNCT
ggj-4434	104	14	the	the	DET
ggj-4434	104	15	process	process	NOUN
ggj-4434	104	16	involves	involve	VERB
ggj-4434	104	17	summing	sum	VERB
ggj-4434	104	18	all	all	DET
ggj-4434	104	19	the	the	DET
ggj-4434	104	20	weighted	weighted	ADJ
ggj-4434	104	21	risk	risk	NOUN
ggj-4434	104	22	scores	score	NOUN
ggj-4434	104	23	for	for	ADP
ggj-4434	104	24	each	each	DET
ggj-4434	104	25	hazard	hazard	NOUN
ggj-4434	104	26	:	:	PUNCT
ggj-4434	104	27	𝑅𝑡𝑜𝑡𝑎𝑙	𝑅𝑡𝑜𝑡𝑎𝑙	PROPN
ggj-4434	104	28	=	=	PUNCT
ggj-4434	104	29	∑	∑	PUNCT
ggj-4434	104	30	𝑅wi	𝑅wi	PROPN
ggj-4434	104	31	𝑛	𝑛	PRON
ggj-4434	104	32	𝑖=1	𝑖=1	PROPN
ggj-4434	104	33	this	this	DET
ggj-4434	104	34	total	total	ADJ
ggj-4434	104	35	risk	risk	NOUN
ggj-4434	104	36	score	score	NOUN
ggj-4434	104	37	is	be	AUX
ggj-4434	104	38	then	then	ADV
ggj-4434	104	39	categorized	categorize	VERB
ggj-4434	104	40	using	use	VERB
ggj-4434	104	41	the	the	DET
ggj-4434	104	42	designated	designate	VERB
ggj-4434	104	43	color	color	NOUN
ggj-4434	104	44	-	-	PUNCT
ggj-4434	104	45	coding	code	VERB
ggj-4434	104	46	system	system	NOUN
ggj-4434	104	47	based	base	VERB
ggj-4434	104	48	on	on	ADP
ggj-4434	104	49	its	its	PRON
ggj-4434	104	50	value	value	NOUN
ggj-4434	104	51	:	:	PUNCT
ggj-4434	104	52	𝐶𝑜𝑙𝑜𝑟(𝑅𝑡𝑜𝑡𝑎𝑙	𝐶𝑜𝑙𝑜𝑟(𝑅𝑡𝑜𝑡𝑎𝑙	PROPN
ggj-4434	104	53	)	)	PUNCT
ggj-4434	104	54	=	=	PRON
ggj-4434	104	55	{	{	PUNCT
ggj-4434	105	1	𝐺𝑟𝑒𝑒𝑛	𝐺𝑟𝑒𝑒𝑛	NOUN
ggj-4434	105	2	𝑖𝑓	𝑖𝑓	ADP
ggj-4434	105	3	1	1	NUM
ggj-4434	105	4	≤	≤	NOUN
ggj-4434	105	5	𝑅𝑡𝑜𝑡𝑎𝑙	𝑅𝑡𝑜𝑡𝑎𝑙	PROPN
ggj-4434	105	6	≤	≤	NUM
ggj-4434	105	7	6	6	NUM
ggj-4434	105	8	𝑌𝑒𝑙𝑙𝑜𝑤	𝑌𝑒𝑙𝑙𝑜𝑤	PROPN
ggj-4434	105	9	𝑖𝑓	𝑖𝑓	ADP
ggj-4434	105	10	7	7	NUM
ggj-4434	105	11	≤	≤	PUNCT
ggj-4434	105	12	𝑅𝑡𝑜𝑡𝑎𝑙	𝑅𝑡𝑜𝑡𝑎𝑙	PROPN
ggj-4434	105	13	≤	≤	NOUN
ggj-4434	105	14	12	12	NUM
ggj-4434	106	1	𝑅𝑒𝑑	𝑅𝑒𝑑	ADV
ggj-4434	106	2	𝑖𝑓	𝑖𝑓	ADP
ggj-4434	106	3	13	13	NUM
ggj-4434	106	4	≤	≤	NOUN
ggj-4434	106	5	𝑅𝑡𝑜𝑡𝑎𝑙	𝑅𝑡𝑜𝑡𝑎𝑙	PROPN
ggj-4434	106	6	≤	≤	NUM
ggj-4434	106	7	25	25	NUM
ggj-4434	106	8	this	this	DET
ggj-4434	106	9	weighted	weight	VERB
ggj-4434	106	10	approach	approach	NOUN
ggj-4434	106	11	enhances	enhance	VERB
ggj-4434	106	12	realism	realism	NOUN
ggj-4434	106	13	by	by	ADP
ggj-4434	106	14	recognizing	recognize	VERB
ggj-4434	106	15	that	that	SCONJ
ggj-4434	106	16	certain	certain	ADJ
ggj-4434	106	17	hazards	hazard	NOUN
ggj-4434	106	18	(	(	PUNCT
ggj-4434	106	19	e.g.	e.g.	ADV
ggj-4434	106	20	,	,	PUNCT
ggj-4434	106	21	high	high	ADJ
ggj-4434	106	22	-	-	PUNCT
ggj-4434	106	23	magnitude	magnitude	NOUN
ggj-4434	106	24	earthquakes	earthquake	NOUN
ggj-4434	106	25	)	)	PUNCT
ggj-4434	106	26	may	may	AUX
ggj-4434	106	27	be	be	AUX
ggj-4434	106	28	far	far	ADV
ggj-4434	106	29	more	more	ADV
ggj-4434	106	30	consequential	consequential	ADJ
ggj-4434	106	31	than	than	ADP
ggj-4434	106	32	others	other	NOUN
ggj-4434	106	33	(	(	PUNCT
ggj-4434	106	34	e.g.	e.g.	ADV
ggj-4434	106	35	,	,	PUNCT
ggj-4434	106	36	minor	minor	ADJ
ggj-4434	106	37	flooding	flooding	NOUN
ggj-4434	106	38	)	)	PUNCT
ggj-4434	106	39	.	.	PUNCT
ggj-4434	107	1	however	however	ADV
ggj-4434	107	2	,	,	PUNCT
ggj-4434	107	3	neither	neither	CCONJ
ggj-4434	107	4	the	the	DET
ggj-4434	107	5	averaging	averaging	NOUN
ggj-4434	107	6	nor	nor	CCONJ
ggj-4434	107	7	the	the	DET
ggj-4434	107	8	weighted	weight	VERB
ggj-4434	107	9	-	-	PUNCT
ggj-4434	107	10	sum	sum	NOUN
ggj-4434	107	11	methods	method	NOUN
ggj-4434	107	12	inherently	inherently	ADV
ggj-4434	107	13	capture	capture	VERB
ggj-4434	107	14	potential	potential	ADJ
ggj-4434	107	15	correlations	correlation	NOUN
ggj-4434	107	16	among	among	ADP
ggj-4434	107	17	hazards	hazard	NOUN
ggj-4434	107	18	—	—	PUNCT
ggj-4434	107	19	such	such	ADJ
ggj-4434	107	20	as	as	ADP
ggj-4434	107	21	how	how	SCONJ
ggj-4434	107	22	an	an	DET
ggj-4434	107	23	earthquake	earthquake	NOUN
ggj-4434	107	24	might	might	AUX
ggj-4434	107	25	trigger	trigger	VERB
ggj-4434	107	26	a	a	DET
ggj-4434	107	27	landslide	landslide	NOUN
ggj-4434	107	28	or	or	CCONJ
ggj-4434	107	29	how	how	SCONJ
ggj-4434	107	30	floods	flood	NOUN
ggj-4434	107	31	may	may	AUX
ggj-4434	107	32	exacerbate	exacerbate	VERB
ggj-4434	107	33	soil	soil	NOUN
ggj-4434	107	34	erosion	erosion	NOUN
ggj-4434	107	35	.	.	PUNCT
ggj-4434	108	1	capturing	capture	VERB
ggj-4434	108	2	these	these	DET
ggj-4434	108	3	interdependencies	interdependency	NOUN
ggj-4434	108	4	typically	typically	ADV
ggj-4434	108	5	requires	require	VERB
ggj-4434	108	6	more	more	ADV
ggj-4434	108	7	advanced	advanced	ADJ
ggj-4434	108	8	statistical	statistical	ADJ
ggj-4434	108	9	or	or	CCONJ
ggj-4434	108	10	probabilistic	probabilistic	ADJ
ggj-4434	108	11	models	model	NOUN
ggj-4434	108	12	(	(	PUNCT
ggj-4434	108	13	e.g.	e.g.	ADV
ggj-4434	108	14	,	,	PUNCT
ggj-4434	108	15	copulas	copula	NOUN
ggj-4434	108	16	,	,	PUNCT
ggj-4434	108	17	bayesian	bayesian	NOUN
ggj-4434	108	18	networks	network	NOUN
ggj-4434	108	19	,	,	PUNCT
ggj-4434	108	20	or	or	CCONJ
ggj-4434	108	21	multi	multi	ADJ
ggj-4434	108	22	-	-	ADJ
ggj-4434	108	23	variate	variate	ADJ
ggj-4434	108	24	correlation	correlation	NOUN
ggj-4434	108	25	matrices3	matrices3	PROPN
ggj-4434	108	26	)	)	PUNCT
ggj-4434	108	27	.	.	PUNCT
ggj-4434	109	1	despite	despite	SCONJ
ggj-4434	109	2	these	these	DET
ggj-4434	109	3	limitations	limitation	NOUN
ggj-4434	109	4	,	,	PUNCT
ggj-4434	109	5	weighted	weight	VERB
ggj-4434	109	6	risk	risk	NOUN
ggj-4434	109	7	calculations	calculation	NOUN
ggj-4434	109	8	represent	represent	VERB
ggj-4434	109	9	a	a	DET
ggj-4434	109	10	practical	practical	ADJ
ggj-4434	109	11	,	,	PUNCT
ggj-4434	109	12	gis	gis	NOUN
ggj-4434	109	13	-	-	PUNCT
ggj-4434	109	14	friendly	friendly	ADJ
ggj-4434	109	15	means	mean	NOUN
ggj-4434	109	16	of	of	ADP
ggj-4434	109	17	consolidating	consolidate	VERB
ggj-4434	109	18	disparate	disparate	ADJ
ggj-4434	109	19	hazards	hazard	NOUN
ggj-4434	109	20	into	into	ADP
ggj-4434	109	21	a	a	DET
ggj-4434	109	22	single	single	ADJ
ggj-4434	109	23	metric	metric	NOUN
ggj-4434	109	24	.	.	PUNCT
ggj-4434	110	1	by	by	ADP
ggj-4434	110	2	overlaying	overlay	VERB
ggj-4434	110	3	the	the	DET
ggj-4434	110	4	final	final	ADJ
ggj-4434	110	5	risk	risk	NOUN
ggj-4434	110	6	values	value	NOUN
ggj-4434	110	7	on	on	ADP
ggj-4434	110	8	geospatial	geospatial	ADJ
ggj-4434	110	9	layers	layer	NOUN
ggj-4434	110	10	,	,	PUNCT
ggj-4434	110	11	decision	decision	NOUN
ggj-4434	110	12	-	-	PUNCT
ggj-4434	110	13	makers	maker	NOUN
ggj-4434	110	14	can	can	AUX
ggj-4434	110	15	pinpoint	pinpoint	VERB
ggj-4434	110	16	pipeline	pipeline	NOUN
ggj-4434	110	17	segments	segment	NOUN
ggj-4434	110	18	requiring	require	VERB
ggj-4434	110	19	greater	great	ADJ
ggj-4434	110	20	inspection	inspection	NOUN
ggj-4434	110	21	,	,	PUNCT
ggj-4434	110	22	maintenance	maintenance	NOUN
ggj-4434	110	23	,	,	PUNCT
ggj-4434	110	24	or	or	CCONJ
ggj-4434	110	25	protective	protective	ADJ
ggj-4434	110	26	measures	measure	NOUN
ggj-4434	110	27	.	.	PUNCT
ggj-4434	111	1	this	this	DET
ggj-4434	111	2	approach	approach	NOUN
ggj-4434	111	3	also	also	ADV
ggj-4434	111	4	aligns	align	VERB
ggj-4434	111	5	well	well	ADV
ggj-4434	111	6	with	with	ADP
ggj-4434	111	7	advanced	advanced	ADJ
ggj-4434	111	8	techniques	technique	NOUN
ggj-4434	111	9	,	,	PUNCT
ggj-4434	111	10	such	such	ADJ
ggj-4434	111	11	as	as	ADP
ggj-4434	111	12	kernel	kernel	PROPN
ggj-4434	111	13	density	density	PROPN
ggj-4434	111	14	estimation	estimation	PROPN
ggj-4434	111	15	,	,	PUNCT
ggj-4434	111	16	which	which	PRON
ggj-4434	111	17	can	can	AUX
ggj-4434	111	18	further	far	ADV
ggj-4434	111	19	smooth	smooth	VERB
ggj-4434	111	20	risk	risk	NOUN
ggj-4434	111	21	values	value	NOUN
ggj-4434	111	22	spatially	spatially	ADV
ggj-4434	111	23	and	and	CCONJ
ggj-4434	111	24	highlight	highlight	VERB
ggj-4434	111	25	high	high	ADJ
ggj-4434	111	26	-	-	PUNCT
ggj-4434	111	27	risk	risk	NOUN
ggj-4434	111	28	clusters	cluster	NOUN
ggj-4434	111	29	within	within	ADP
ggj-4434	111	30	the	the	DET
ggj-4434	111	31	study	study	NOUN
ggj-4434	111	32	region	region	NOUN
ggj-4434	111	33	,	,	PUNCT
ggj-4434	111	34	supporting	support	VERB
ggj-4434	111	35	more	more	ADV
ggj-4434	111	36	robust	robust	ADJ
ggj-4434	111	37	and	and	CCONJ
ggj-4434	111	38	proactive	proactive	ADJ
ggj-4434	111	39	risk	risk	NOUN
ggj-4434	111	40	management	management	NOUN
ggj-4434	111	41	.	.	PUNCT
ggj-4434	112	1	2	2	NUM
ggj-4434	112	2	.	.	SYM
ggj-4434	112	3	4	4	NUM
ggj-4434	112	4	evaluation	evaluation	NOUN
ggj-4434	112	5	of	of	ADP
ggj-4434	112	6	2d	2d	NUM
ggj-4434	112	7	risk	risk	NOUN
ggj-4434	112	8	scores	score	NOUN
ggj-4434	112	9	using	use	VERB
ggj-4434	112	10	gauss	gauss	ADJ
ggj-4434	112	11	kernel	kernel	PROPN
ggj-4434	112	12	method	method	VERB
ggj-4434	112	13	the	the	DET
ggj-4434	112	14	2d	2d	NUM
ggj-4434	112	15	risk	risk	NOUN
ggj-4434	112	16	score	score	NOUN
ggj-4434	112	17	for	for	ADP
ggj-4434	112	18	natural	natural	ADJ
ggj-4434	112	19	disasters	disaster	NOUN
ggj-4434	112	20	can	can	AUX
ggj-4434	112	21	be	be	AUX
ggj-4434	112	22	evaluated	evaluate	VERB
ggj-4434	112	23	using	use	VERB
ggj-4434	112	24	geospatial	geospatial	ADJ
ggj-4434	112	25	parameters	parameter	NOUN
ggj-4434	112	26	,	,	PUNCT
ggj-4434	112	27	such	such	ADJ
ggj-4434	112	28	as	as	ADP
ggj-4434	112	29	the	the	DET
ggj-4434	112	30	magnitude	magnitude	NOUN
ggj-4434	112	31	of	of	ADP
ggj-4434	112	32	previous	previous	ADJ
ggj-4434	112	33	events	event	NOUN
ggj-4434	112	34	(	(	PUNCT
ggj-4434	112	35	for	for	ADP
ggj-4434	112	36	earthquakes	earthquake	NOUN
ggj-4434	112	37	,	,	PUNCT
ggj-4434	112	38	landslides	landslide	NOUN
ggj-4434	112	39	,	,	PUNCT
ggj-4434	112	40	etc	etc	X
ggj-4434	112	41	.	.	X
ggj-4434	112	42	)	)	PUNCT
ggj-4434	112	43	,	,	PUNCT
ggj-4434	112	44	proximity	proximity	NOUN
ggj-4434	112	45	to	to	PART
ggj-4434	112	46	fault	fault	VERB
ggj-4434	112	47	lines	line	NOUN
ggj-4434	112	48	,	,	PUNCT
ggj-4434	112	49	soil	soil	NOUN
ggj-4434	112	50	type	type	NOUN
ggj-4434	112	51	,	,	PUNCT
ggj-4434	112	52	slope	slope	NOUN
ggj-4434	112	53	,	,	PUNCT
ggj-4434	112	54	3	3	NUM
ggj-4434	112	55	multivariate	multivariate	NOUN
ggj-4434	112	56	correlations	correlation	NOUN
ggj-4434	112	57	,	,	PUNCT
ggj-4434	112	58	https://numericalexpert.com/tutorials/statistics/multivarcorr.php	https://numericalexpert.com/tutorials/statistics/multivarcorr.php	PROPN
ggj-4434	112	59	babakhanov	babakhanov	PROPN
ggj-4434	112	60	&	&	CCONJ
ggj-4434	112	61	imrani	imrani	PROPN
ggj-4434	112	62	2025	2025	NUM
ggj-4434	112	63	5(3	5(3	NUM
ggj-4434	112	64	)	)	PUNCT
ggj-4434	112	65	19	19	NUM
ggj-4434	112	66	and	and	CCONJ
ggj-4434	112	67	rainfall	rainfall	NOUN
ggj-4434	112	68	data	datum	NOUN
ggj-4434	112	69	(	(	PUNCT
ggj-4434	112	70	for	for	ADP
ggj-4434	112	71	floods	flood	NOUN
ggj-4434	112	72	and	and	CCONJ
ggj-4434	112	73	soil	soil	NOUN
ggj-4434	112	74	erosion	erosion	NOUN
ggj-4434	112	75	)	)	PUNCT
ggj-4434	112	76	.	.	PUNCT
ggj-4434	113	1	the	the	DET
ggj-4434	113	2	method	method	NOUN
ggj-4434	113	3	also	also	ADV
ggj-4434	113	4	assumes	assume	VERB
ggj-4434	113	5	that	that	SCONJ
ggj-4434	113	6	each	each	DET
ggj-4434	113	7	type	type	NOUN
ggj-4434	113	8	of	of	ADP
ggj-4434	113	9	disaster	disaster	NOUN
ggj-4434	113	10	has	have	VERB
ggj-4434	113	11	its	its	PRON
ggj-4434	113	12	own	own	ADJ
ggj-4434	113	13	unique	unique	ADJ
ggj-4434	113	14	contributing	contributing	NOUN
ggj-4434	113	15	factors	factor	NOUN
ggj-4434	113	16	.	.	PUNCT
ggj-4434	114	1	a	a	DET
ggj-4434	114	2	gauss	gauss	ADJ
ggj-4434	114	3	kernel	kernel	PROPN
ggj-4434	114	4	function4	function4	PROPN
ggj-4434	114	5	is	be	AUX
ggj-4434	114	6	often	often	ADV
ggj-4434	114	7	used	use	VERB
ggj-4434	114	8	in	in	ADP
ggj-4434	114	9	spatial	spatial	ADJ
ggj-4434	114	10	data	datum	NOUN
ggj-4434	114	11	analysis	analysis	NOUN
ggj-4434	114	12	because	because	SCONJ
ggj-4434	114	13	it	it	PRON
ggj-4434	114	14	is	be	AUX
ggj-4434	114	15	smooth	smooth	ADJ
ggj-4434	114	16	,	,	PUNCT
ggj-4434	114	17	symmetric	symmetric	ADJ
ggj-4434	114	18	,	,	PUNCT
ggj-4434	114	19	and	and	CCONJ
ggj-4434	114	20	its	its	PRON
ggj-4434	114	21	value	value	NOUN
ggj-4434	114	22	decreases	decrease	VERB
ggj-4434	114	23	with	with	ADP
ggj-4434	114	24	distance	distance	NOUN
ggj-4434	114	25	together	together	ADV
ggj-4434	114	26	with	with	ADP
ggj-4434	114	27	kernel	kernel	PROPN
ggj-4434	114	28	density	density	PROPN
ggj-4434	114	29	estimation	estimation	PROPN
ggj-4434	114	30	(	(	PUNCT
ggj-4434	114	31	kde	kde	PROPN
ggj-4434	114	32	)	)	PUNCT
ggj-4434	114	33	.	.	PUNCT
ggj-4434	115	1	kde	kde	PROPN
ggj-4434	115	2	is	be	AUX
ggj-4434	115	3	a	a	DET
ggj-4434	115	4	non	non	ADJ
ggj-4434	115	5	-	-	ADJ
ggj-4434	115	6	parametric	parametric	ADJ
ggj-4434	115	7	technique	technique	NOUN
ggj-4434	115	8	for	for	ADP
ggj-4434	115	9	estimating	estimate	VERB
ggj-4434	115	10	the	the	DET
ggj-4434	115	11	probability	probability	NOUN
ggj-4434	115	12	density	density	NOUN
ggj-4434	115	13	function	function	NOUN
ggj-4434	115	14	of	of	ADP
ggj-4434	115	15	a	a	DET
ggj-4434	115	16	random	random	ADJ
ggj-4434	115	17	variable	variable	NOUN
ggj-4434	115	18	.	.	PUNCT
ggj-4434	116	1	when	when	SCONJ
ggj-4434	116	2	applied	apply	VERB
ggj-4434	116	3	to	to	ADP
ggj-4434	116	4	risk	risk	NOUN
ggj-4434	116	5	levels	level	NOUN
ggj-4434	116	6	,	,	PUNCT
ggj-4434	116	7	it	it	PRON
ggj-4434	116	8	allows	allow	VERB
ggj-4434	116	9	you	you	PRON
ggj-4434	116	10	to	to	PART
ggj-4434	116	11	smooth	smooth	VERB
ggj-4434	116	12	the	the	DET
ggj-4434	116	13	risk	risk	NOUN
ggj-4434	116	14	measurements	measurement	NOUN
ggj-4434	116	15	and	and	CCONJ
ggj-4434	116	16	find	find	VERB
ggj-4434	116	17	areas	area	NOUN
ggj-4434	116	18	of	of	ADP
ggj-4434	116	19	high	high	ADJ
ggj-4434	116	20	and	and	CCONJ
ggj-4434	116	21	low	low	ADJ
ggj-4434	116	22	risk	risk	NOUN
ggj-4434	116	23	density	density	NOUN
ggj-4434	116	24	.	.	PUNCT
ggj-4434	117	1	the	the	DET
ggj-4434	117	2	equation	equation	NOUN
ggj-4434	117	3	(	(	PUNCT
ggj-4434	117	4	equation	equation	NOUN
ggj-4434	117	5	1.2	1.2	NUM
ggj-4434	117	6	)	)	PUNCT
ggj-4434	117	7	provides	provide	VERB
ggj-4434	117	8	a	a	DET
ggj-4434	117	9	smoothed	smoothed	ADJ
ggj-4434	117	10	estimate	estimate	NOUN
ggj-4434	117	11	of	of	ADP
ggj-4434	117	12	the	the	DET
ggj-4434	117	13	risk	risk	NOUN
ggj-4434	117	14	level	level	NOUN
ggj-4434	117	15	distribution	distribution	NOUN
ggj-4434	117	16	.	.	PUNCT
ggj-4434	118	1	from	from	ADP
ggj-4434	118	2	this	this	PRON
ggj-4434	118	3	,	,	PUNCT
ggj-4434	118	4	you	you	PRON
ggj-4434	118	5	could	could	AUX
ggj-4434	118	6	estimate	estimate	VERB
ggj-4434	118	7	probabilities	probability	NOUN
ggj-4434	118	8	of	of	ADP
ggj-4434	118	9	specific	specific	ADJ
ggj-4434	118	10	risk	risk	NOUN
ggj-4434	118	11	levels	level	NOUN
ggj-4434	118	12	,	,	PUNCT
ggj-4434	118	13	find	find	VERB
ggj-4434	118	14	modes	mode	NOUN
ggj-4434	118	15	of	of	ADP
ggj-4434	118	16	risk	risk	NOUN
ggj-4434	118	17	(	(	PUNCT
ggj-4434	118	18	most	most	ADV
ggj-4434	118	19	common	common	ADJ
ggj-4434	118	20	risk	risk	NOUN
ggj-4434	118	21	levels	level	NOUN
ggj-4434	118	22	)	)	PUNCT
ggj-4434	118	23	,	,	PUNCT
ggj-4434	118	24	or	or	CCONJ
ggj-4434	118	25	perform	perform	VERB
ggj-4434	118	26	other	other	ADJ
ggj-4434	118	27	analyses	analysis	NOUN
ggj-4434	118	28	based	base	VERB
ggj-4434	118	29	on	on	ADP
ggj-4434	118	30	selection	selection	NOUN
ggj-4434	118	31	of	of	ADP
ggj-4434	118	32	kernel	kernel	PROPN
ggj-4434	118	33	function	function	NOUN
ggj-4434	118	34	for	for	ADP
ggj-4434	118	35	the	the	DET
ggj-4434	118	36	kde	kde	NOUN
ggj-4434	118	37	(	(	PUNCT
ggj-4434	118	38	equation	equation	NOUN
ggj-4434	118	39	1.1	1.1	NUM
ggj-4434	118	40	)	)	PUNCT
ggj-4434	118	41	.	.	PUNCT
ggj-4434	119	1	the	the	DET
ggj-4434	119	2	gaussian	gaussian	ADJ
ggj-4434	119	3	kernel	kernel	NOUN
ggj-4434	119	4	is	be	AUX
ggj-4434	119	5	a	a	DET
ggj-4434	119	6	common	common	ADJ
ggj-4434	119	7	choice	choice	NOUN
ggj-4434	119	8	due	due	ADP
ggj-4434	119	9	to	to	ADP
ggj-4434	119	10	its	its	PRON
ggj-4434	119	11	smoothness	smoothness	NOUN
ggj-4434	119	12	and	and	CCONJ
ggj-4434	119	13	nice	nice	ADJ
ggj-4434	119	14	mathematical	mathematical	ADJ
ggj-4434	119	15	properties	property	NOUN
ggj-4434	119	16	.	.	PUNCT
ggj-4434	120	1	k(u	k(u	X
ggj-4434	120	2	)	)	PUNCT
ggj-4434	120	3	is	be	AUX
ggj-4434	120	4	the	the	DET
ggj-4434	120	5	gaussian	gaussian	ADJ
ggj-4434	120	6	kernel	kernel	PROPN
ggj-4434	120	7	function	function	PROPN
ggj-4434	120	8	,	,	PUNCT
ggj-4434	120	9	which	which	PRON
ggj-4434	120	10	decreases	decrease	VERB
ggj-4434	120	11	with	with	ADP
ggj-4434	120	12	the	the	DET
ggj-4434	120	13	square	square	NOUN
ggj-4434	120	14	of	of	ADP
ggj-4434	120	15	the	the	DET
ggj-4434	120	16	distance	distance	NOUN
ggj-4434	120	17	from	from	ADP
ggj-4434	120	18	the	the	DET
ggj-4434	120	19	center	center	NOUN
ggj-4434	120	20	of	of	ADP
ggj-4434	120	21	the	the	DET
ggj-4434	120	22	kernel	kernel	NOUN
ggj-4434	120	23	(	(	PUNCT
ggj-4434	120	24	u	u	NOUN
ggj-4434	120	25	)	)	PUNCT
ggj-4434	120	26	,	,	PUNCT
ggj-4434	120	27	and	and	CCONJ
ggj-4434	120	28	f(x	f(x	PROPN
ggj-4434	120	29	)	)	PUNCT
ggj-4434	120	30	is	be	AUX
ggj-4434	120	31	the	the	DET
ggj-4434	120	32	kernel	kernel	PROPN
ggj-4434	120	33	density	density	PROPN
ggj-4434	120	34	estimate	estimate	NOUN
ggj-4434	120	35	,	,	PUNCT
ggj-4434	120	36	which	which	PRON
ggj-4434	120	37	is	be	AUX
ggj-4434	120	38	an	an	DET
ggj-4434	120	39	average	average	NOUN
ggj-4434	120	40	of	of	ADP
ggj-4434	120	41	the	the	DET
ggj-4434	120	42	kernel	kernel	NOUN
ggj-4434	120	43	functions	function	NOUN
ggj-4434	120	44	centered	center	VERB
ggj-4434	120	45	at	at	ADP
ggj-4434	120	46	each	each	DET
ggj-4434	120	47	data	data	NOUN
ggj-4434	120	48	point	point	NOUN
ggj-4434	120	49	(	(	PUNCT
ggj-4434	120	50	xi	xi	PROPN
ggj-4434	120	51	)	)	PUNCT
ggj-4434	120	52	,	,	PUNCT
ggj-4434	120	53	with	with	ADP
ggj-4434	120	54	the	the	DET
ggj-4434	120	55	bandwidth	bandwidth	ADJ
ggj-4434	120	56	h	h	NOUN
ggj-4434	120	57	which	which	PRON
ggj-4434	120	58	controls	control	VERB
ggj-4434	120	59	the	the	DET
ggj-4434	120	60	amount	amount	NOUN
ggj-4434	120	61	of	of	ADP
ggj-4434	120	62	smoothing	smoothing	NOUN
ggj-4434	120	63	:	:	PUNCT
ggj-4434	120	64	a	a	DET
ggj-4434	120	65	large	large	ADJ
ggj-4434	120	66	h	h	NOUN
ggj-4434	120	67	leads	lead	VERB
ggj-4434	120	68	to	to	ADP
ggj-4434	120	69	more	more	ADJ
ggj-4434	120	70	smoothing	smoothing	NOUN
ggj-4434	120	71	and	and	CCONJ
ggj-4434	120	72	a	a	DET
ggj-4434	120	73	smaller	small	ADJ
ggj-4434	120	74	h	h	NOUN
ggj-4434	120	75	leads	lead	VERB
ggj-4434	120	76	to	to	ADP
ggj-4434	120	77	less	less	ADJ
ggj-4434	120	78	smoothing	smoothing	NOUN
ggj-4434	120	79	.	.	PUNCT
ggj-4434	121	1	to	to	PART
ggj-4434	121	2	apply	apply	VERB
ggj-4434	121	3	this	this	PRON
ggj-4434	121	4	to	to	ADP
ggj-4434	121	5	measured	measure	VERB
ggj-4434	121	6	risk	risk	NOUN
ggj-4434	121	7	levels	level	NOUN
ggj-4434	121	8	,	,	PUNCT
ggj-4434	121	9	the	the	DET
ggj-4434	121	10	data	data	NOUN
ggj-4434	121	11	points	point	NOUN
ggj-4434	121	12	(	(	PUNCT
ggj-4434	121	13	xi	xi	X
ggj-4434	121	14	)	)	PUNCT
ggj-4434	121	15	would	would	AUX
ggj-4434	121	16	be	be	AUX
ggj-4434	121	17	the	the	DET
ggj-4434	121	18	measured	measured	ADJ
ggj-4434	121	19	risk	risk	NOUN
ggj-4434	121	20	levels	level	NOUN
ggj-4434	121	21	,	,	PUNCT
ggj-4434	121	22	and	and	CCONJ
ggj-4434	121	23	the	the	DET
ggj-4434	121	24	estimated	estimate	VERB
ggj-4434	121	25	density	density	NOUN
ggj-4434	121	26	f(x	f(x	PROPN
ggj-4434	121	27	)	)	PUNCT
ggj-4434	121	28	would	would	AUX
ggj-4434	121	29	give	give	VERB
ggj-4434	121	30	an	an	DET
ggj-4434	121	31	estimate	estimate	NOUN
ggj-4434	121	32	of	of	ADP
ggj-4434	121	33	the	the	DET
ggj-4434	121	34	probability	probability	NOUN
ggj-4434	121	35	density	density	NOUN
ggj-4434	121	36	of	of	ADP
ggj-4434	121	37	risk	risk	NOUN
ggj-4434	121	38	levels	level	NOUN
ggj-4434	121	39	at	at	ADP
ggj-4434	121	40	each	each	DET
ggj-4434	121	41	point	point	NOUN
ggj-4434	121	42	in	in	ADP
ggj-4434	121	43	the	the	DET
ggj-4434	121	44	risk	risk	NOUN
ggj-4434	121	45	range	range	NOUN
ggj-4434	121	46	.	.	PUNCT
ggj-4434	122	1	equation	equation	NOUN
ggj-4434	122	2	1.1	1.1	NUM
ggj-4434	122	3	:	:	PUNCT
ggj-4434	122	4	the	the	DET
ggj-4434	122	5	equation	equation	NOUN
ggj-4434	122	6	for	for	ADP
ggj-4434	122	7	a	a	DET
ggj-4434	122	8	gauss	gauss	ADJ
ggj-4434	122	9	kernel	kernel	PROPN
ggj-4434	122	10	𝐾(𝑢	𝐾(𝑢	PROPN
ggj-4434	122	11	)	)	PUNCT
ggj-4434	122	12	=	=	SYM
ggj-4434	122	13	1	1	NUM
ggj-4434	122	14	√2𝜋	√2𝜋	PRON
ggj-4434	122	15	𝑒−	𝑒−	NOUN
ggj-4434	122	16	1	1	NUM
ggj-4434	122	17	2	2	NUM
ggj-4434	122	18	𝑢2	𝑢2	PROPN
ggj-4434	122	19	equation	equation	NOUN
ggj-4434	122	20	1.2	1.2	NUM
ggj-4434	122	21	:	:	PUNCT
ggj-4434	122	22	kde	kde	NOUN
ggj-4434	122	23	equation	equation	NOUN
ggj-4434	122	24	𝑓(𝑥	𝑓(𝑥	NOUN
ggj-4434	122	25	)	)	PUNCT
ggj-4434	122	26	=	=	SYM
ggj-4434	123	1	1	1	NUM
ggj-4434	123	2	𝑛ℎ	𝑛ℎ	VERB
ggj-4434	123	3	∑	∑	PROPN
ggj-4434	123	4	𝐾	𝐾	PROPN
ggj-4434	123	5	(	(	PUNCT
ggj-4434	123	6	𝑥	𝑥	NOUN
ggj-4434	123	7	−	−	PROPN
ggj-4434	123	8	𝑋𝑖	𝑋𝑖	PROPN
ggj-4434	123	9	ℎ	ℎ	PROPN
ggj-4434	123	10	)	)	PUNCT
ggj-4434	123	11	𝑛	𝑛	PRON
ggj-4434	123	12	𝑖=1	𝑖=1	PUNCT
ggj-4434	123	13	after	after	ADP
ggj-4434	123	14	collecting	collect	VERB
ggj-4434	123	15	the	the	DET
ggj-4434	123	16	data	datum	NOUN
ggj-4434	123	17	on	on	ADP
ggj-4434	123	18	historical	historical	ADJ
ggj-4434	123	19	nd	nd	NOUN
ggj-4434	123	20	,	,	PUNCT
ggj-4434	123	21	we	we	PRON
ggj-4434	123	22	can	can	AUX
ggj-4434	123	23	then	then	ADV
ggj-4434	123	24	calculate	calculate	VERB
ggj-4434	123	25	the	the	DET
ggj-4434	123	26	risk	risk	NOUN
ggj-4434	123	27	scores	score	NOUN
ggj-4434	123	28	per	per	ADP
ggj-4434	123	29	disaster	disaster	NOUN
ggj-4434	123	30	category	category	NOUN
ggj-4434	123	31	using	use	VERB
ggj-4434	123	32	minimal	minimal	ADJ
ggj-4434	123	33	set	set	NOUN
ggj-4434	123	34	of	of	ADP
ggj-4434	123	35	crucial	crucial	ADJ
ggj-4434	123	36	input	input	NOUN
ggj-4434	123	37	parameters	parameter	NOUN
ggj-4434	123	38	:	:	PUNCT
ggj-4434	124	1	1	1	X
ggj-4434	124	2	.	.	X
ggj-4434	124	3	earthquakes	earthquake	NOUN
ggj-4434	124	4	:	:	PUNCT
ggj-4434	124	5	variables	variable	NOUN
ggj-4434	124	6	:	:	PUNCT
ggj-4434	124	7			NOUN
ggj-4434	124	8	magnitude	magnitude	NOUN
ggj-4434	124	9	(	(	PUNCT
ggj-4434	124	10	m	m	NOUN
ggj-4434	124	11	)	)	PUNCT
ggj-4434	124	12	of	of	ADP
ggj-4434	124	13	the	the	DET
ggj-4434	124	14	past	past	ADJ
ggj-4434	124	15	earthquakes	earthquake	NOUN
ggj-4434	124	16	.	.	PUNCT
ggj-4434	125	1			NOUN
ggj-4434	125	2	distance	distance	NOUN
ggj-4434	125	3	(	(	PUNCT
ggj-4434	125	4	d	d	NOUN
ggj-4434	125	5	)	)	PUNCT
ggj-4434	125	6	to	to	ADP
ggj-4434	125	7	the	the	DET
ggj-4434	125	8	epicenter	epicenter	NOUN
ggj-4434	125	9	of	of	ADP
ggj-4434	125	10	past	past	ADJ
ggj-4434	125	11	earthquakes	earthquake	NOUN
ggj-4434	125	12	.	.	PUNCT
ggj-4434	126	1	the	the	DET
ggj-4434	126	2	risk	risk	NOUN
ggj-4434	126	3	score	score	NOUN
ggj-4434	126	4	for	for	ADP
ggj-4434	126	5	earthquakes	earthquake	NOUN
ggj-4434	126	6	can	can	AUX
ggj-4434	126	7	be	be	AUX
ggj-4434	126	8	calculated	calculate	VERB
ggj-4434	126	9	as	as	SCONJ
ggj-4434	126	10	follows	follow	VERB
ggj-4434	126	11	:	:	PUNCT
ggj-4434	126	12	𝑅(𝑥	𝑅(𝑥	NOUN
ggj-4434	126	13	,	,	PUNCT
ggj-4434	126	14	𝑦	𝑦	NOUN
ggj-4434	126	15	)	)	PUNCT
ggj-4434	126	16	=	=	PUNCT
ggj-4434	127	1	∑	∑	PUNCT
ggj-4434	127	2	𝑀𝑖	𝑀𝑖	PROPN
ggj-4434	127	3	𝑖	𝑖	X
ggj-4434	127	4	⋅	⋅	PROPN
ggj-4434	127	5	𝑒	𝑒	PROPN
ggj-4434	127	6	−	−	PROPN
ggj-4434	127	7	𝑑𝑖	𝑑𝑖	PART
ggj-4434	127	8	2	2	NUM
ggj-4434	127	9	2σ2	2σ2	NUM
ggj-4434	127	10	2	2	NUM
ggj-4434	127	11	.	.	PUNCT
ggj-4434	128	1	landslides	landslide	NOUN
ggj-4434	128	2	:	:	PUNCT
ggj-4434	128	3	variables	variable	NOUN
ggj-4434	128	4	:	:	PUNCT
ggj-4434	128	5			NOUN
ggj-4434	128	6	slope	slope	NOUN
ggj-4434	128	7	of	of	ADP
ggj-4434	128	8	the	the	DET
ggj-4434	128	9	terrain	terrain	NOUN
ggj-4434	128	10	(	(	PUNCT
ggj-4434	128	11	s	s	NOUN
ggj-4434	128	12	)	)	PUNCT
ggj-4434	128	13	.	.	PUNCT
ggj-4434	129	1			NOUN
ggj-4434	129	2	soil	soil	NOUN
ggj-4434	129	3	moisture	moisture	NOUN
ggj-4434	129	4	content	content	NOUN
ggj-4434	129	5	(	(	PUNCT
ggj-4434	129	6	m	m	NOUN
ggj-4434	129	7	)	)	PUNCT
ggj-4434	129	8	.	.	PUNCT
ggj-4434	130	1			NOUN
ggj-4434	130	2	distance	distance	NOUN
ggj-4434	130	3	(	(	PUNCT
ggj-4434	130	4	d	d	NOUN
ggj-4434	130	5	)	)	PUNCT
ggj-4434	130	6	to	to	ADP
ggj-4434	130	7	previous	previous	ADJ
ggj-4434	130	8	landslides	landslide	NOUN
ggj-4434	130	9	.	.	PUNCT
ggj-4434	131	1	the	the	DET
ggj-4434	131	2	risk	risk	NOUN
ggj-4434	131	3	score	score	NOUN
ggj-4434	131	4	for	for	ADP
ggj-4434	131	5	landslides	landslide	NOUN
ggj-4434	131	6	can	can	AUX
ggj-4434	131	7	be	be	AUX
ggj-4434	131	8	calculated	calculate	VERB
ggj-4434	131	9	as	as	SCONJ
ggj-4434	131	10	follows	follow	VERB
ggj-4434	131	11	:	:	PUNCT
ggj-4434	131	12	𝑅(𝑥	𝑅(𝑥	NOUN
ggj-4434	131	13	,	,	PUNCT
ggj-4434	131	14	𝑦	𝑦	NOUN
ggj-4434	131	15	)	)	PUNCT
ggj-4434	131	16	=	=	PUNCT
ggj-4434	131	17	∑	∑	PUNCT
ggj-4434	131	18	𝑆𝑖	𝑆𝑖	PROPN
ggj-4434	131	19	𝑖	𝑖	NOUN
ggj-4434	132	1	⋅	⋅	PROPN
ggj-4434	132	2	𝑀𝑖	𝑀𝑖	PROPN
ggj-4434	132	3	⋅	⋅	PROPN
ggj-4434	132	4	𝑒	𝑒	PROPN
ggj-4434	132	5	−	−	PROPN
ggj-4434	132	6	𝑑𝑖	𝑑𝑖	PART
ggj-4434	132	7	2	2	NUM
ggj-4434	132	8	2σ2	2σ2	NUM
ggj-4434	132	9	3	3	NUM
ggj-4434	132	10	.	.	PUNCT
ggj-4434	133	1	flooding	flooding	NOUN
ggj-4434	133	2	:	:	PUNCT
ggj-4434	133	3	variables	variable	NOUN
ggj-4434	133	4	:	:	PUNCT
ggj-4434	133	5			NOUN
ggj-4434	133	6	precipitation	precipitation	NOUN
ggj-4434	133	7	(	(	PUNCT
ggj-4434	133	8	p	p	NOUN
ggj-4434	133	9	)	)	PUNCT
ggj-4434	133	10	in	in	ADP
ggj-4434	133	11	the	the	DET
ggj-4434	133	12	area	area	NOUN
ggj-4434	133	13	.	.	PUNCT
ggj-4434	134	1			NOUN
ggj-4434	134	2	distance	distance	NOUN
ggj-4434	134	3	(	(	PUNCT
ggj-4434	134	4	d	d	NOUN
ggj-4434	134	5	)	)	PUNCT
ggj-4434	134	6	to	to	PART
ggj-4434	134	7	water	water	VERB
ggj-4434	134	8	bodies	body	NOUN
ggj-4434	134	9	such	such	ADJ
ggj-4434	134	10	as	as	ADP
ggj-4434	134	11	rivers	river	NOUN
ggj-4434	134	12	or	or	CCONJ
ggj-4434	134	13	lakes	lake	NOUN
ggj-4434	134	14	.	.	PUNCT
ggj-4434	135	1	the	the	DET
ggj-4434	135	2	risk	risk	NOUN
ggj-4434	135	3	score	score	NOUN
ggj-4434	135	4	for	for	ADP
ggj-4434	135	5	flooding	flooding	NOUN
ggj-4434	135	6	can	can	AUX
ggj-4434	135	7	be	be	AUX
ggj-4434	135	8	calculated	calculate	VERB
ggj-4434	135	9	as	as	SCONJ
ggj-4434	135	10	follows	follow	VERB
ggj-4434	135	11	:	:	PUNCT
ggj-4434	135	12	𝑅(𝑥	𝑅(𝑥	NOUN
ggj-4434	135	13	,	,	PUNCT
ggj-4434	135	14	𝑦	𝑦	NOUN
ggj-4434	135	15	)	)	PUNCT
ggj-4434	135	16	=	=	PUNCT
ggj-4434	136	1	∑	∑	PUNCT
ggj-4434	136	2	𝑃𝑖	𝑃𝑖	ADP
ggj-4434	136	3	𝑖	𝑖	X
ggj-4434	136	4	⋅	⋅	PROPN
ggj-4434	136	5	𝑒	𝑒	PROPN
ggj-4434	136	6	−	−	PROPN
ggj-4434	136	7	𝑑𝑖	𝑑𝑖	PROPN
ggj-4434	136	8	2	2	NUM
ggj-4434	136	9	2σ2	2σ2	NUM
ggj-4434	136	10	in	in	ADP
ggj-4434	136	11	these	these	DET
ggj-4434	136	12	equations	equation	NOUN
ggj-4434	136	13	,	,	PUNCT
ggj-4434	136	14	σ	σ	PROPN
ggj-4434	136	15	is	be	AUX
ggj-4434	136	16	the	the	DET
ggj-4434	136	17	standard	standard	ADJ
ggj-4434	136	18	deviation	deviation	NOUN
ggj-4434	136	19	,	,	PUNCT
ggj-4434	136	20	controlling	control	VERB
ggj-4434	136	21	the	the	DET
ggj-4434	136	22	spread	spread	NOUN
ggj-4434	136	23	of	of	ADP
ggj-4434	136	24	the	the	DET
ggj-4434	136	25	gaussian	gaussian	ADJ
ggj-4434	136	26	kernel	kernel	NOUN
ggj-4434	136	27	,	,	PUNCT
ggj-4434	136	28	(	(	PUNCT
ggj-4434	136	29	x	x	X
ggj-4434	136	30	,	,	PUNCT
ggj-4434	136	31	y	y	NOUN
ggj-4434	136	32	)	)	PUNCT
ggj-4434	136	33	are	be	AUX
ggj-4434	136	34	the	the	DET
ggj-4434	136	35	coordinates	coordinate	NOUN
ggj-4434	136	36	for	for	ADP
ggj-4434	136	37	a	a	DET
ggj-4434	136	38	specific	specific	ADJ
ggj-4434	136	39	grid	grid	NOUN
ggj-4434	136	40	cell	cell	NOUN
ggj-4434	136	41	in	in	ADP
ggj-4434	136	42	the	the	DET
ggj-4434	136	43	gis	gis	PROPN
ggj-4434	136	44	maps	map	NOUN
ggj-4434	136	45	,	,	PUNCT
ggj-4434	136	46	r(x	r(x	PROPN
ggj-4434	136	47	,	,	PUNCT
ggj-4434	136	48	y	y	PROPN
ggj-4434	136	49	)	)	PUNCT
ggj-4434	136	50	is	be	AUX
ggj-4434	136	51	the	the	DET
ggj-4434	136	52	calculated	calculate	VERB
ggj-4434	136	53	risk	risk	NOUN
ggj-4434	136	54	score	score	NOUN
ggj-4434	136	55	at	at	ADP
ggj-4434	136	56	point	point	NOUN
ggj-4434	136	57	(	(	PUNCT
ggj-4434	136	58	x	x	X
ggj-4434	136	59	,	,	PUNCT
ggj-4434	136	60	4	4	NUM
ggj-4434	136	61	the	the	DET
ggj-4434	136	62	kernel	kernel	PROPN
ggj-4434	136	63	cookbook	cookbook	NOUN
ggj-4434	136	64	,	,	PUNCT
ggj-4434	136	65	https://www.cs.toronto.edu/~duvenaud/cookbook/	https://www.cs.toronto.edu/~duvenaud/cookbook/	PROPN
ggj-4434	136	66	babakhanov	babakhanov	PROPN
ggj-4434	136	67	&	&	CCONJ
ggj-4434	136	68	imrani	imrani	PROPN
ggj-4434	137	1	2025	2025	NUM
ggj-4434	137	2	5(3	5(3	NUM
ggj-4434	137	3	)	)	PUNCT
ggj-4434	137	4	20	20	NUM
ggj-4434	137	5	y	y	NOUN
ggj-4434	137	6	)	)	PUNCT
ggj-4434	137	7	,	,	PUNCT
ggj-4434	137	8	and	and	CCONJ
ggj-4434	137	9	the	the	DET
ggj-4434	137	10	summation	summation	NOUN
ggj-4434	137	11	i	i	PRON
ggj-4434	137	12	is	be	AUX
ggj-4434	137	13	over	over	ADP
ggj-4434	137	14	all	all	DET
ggj-4434	137	15	the	the	DET
ggj-4434	137	16	relevant	relevant	ADJ
ggj-4434	137	17	events	event	NOUN
ggj-4434	137	18	or	or	CCONJ
ggj-4434	137	19	factors	factor	NOUN
ggj-4434	137	20	within	within	ADP
ggj-4434	137	21	a	a	DET
ggj-4434	137	22	certain	certain	ADJ
ggj-4434	137	23	radius	radius	NOUN
ggj-4434	137	24	around	around	ADP
ggj-4434	137	25	point	point	NOUN
ggj-4434	137	26	(	(	PUNCT
ggj-4434	137	27	x	x	X
ggj-4434	137	28	,	,	PUNCT
ggj-4434	137	29	y	y	PROPN
ggj-4434	137	30	)	)	PUNCT
ggj-4434	137	31	.	.	PUNCT
ggj-4434	138	1	2.5	2.5	NUM
ggj-4434	138	2	applying	apply	VERB
ggj-4434	138	3	the	the	DET
ggj-4434	138	4	minimal	minimal	ADJ
ggj-4434	138	5	safe	safe	ADJ
ggj-4434	138	6	distances	distance	NOUN
ggj-4434	138	7	the	the	DET
ggj-4434	138	8	minimal	minimal	ADJ
ggj-4434	138	9	safe	safe	ADJ
ggj-4434	138	10	distance	distance	NOUN
ggj-4434	138	11	to	to	ADP
ggj-4434	138	12	the	the	DET
ggj-4434	138	13	object	object	NOUN
ggj-4434	138	14	(	(	PUNCT
ggj-4434	138	15	here	here	ADV
ggj-4434	138	16	the	the	DET
ggj-4434	138	17	minimal	minimal	ADJ
ggj-4434	138	18	distance	distance	NOUN
ggj-4434	138	19	to	to	ADP
ggj-4434	138	20	the	the	DET
ggj-4434	138	21	linear	linear	ADJ
ggj-4434	138	22	part	part	NOUN
ggj-4434	138	23	of	of	ADP
ggj-4434	138	24	pipeline	pipeline	NOUN
ggj-4434	138	25	)	)	PUNCT
ggj-4434	138	26	is	be	AUX
ggj-4434	138	27	a	a	DET
ggj-4434	138	28	starting	starting	NOUN
ggj-4434	138	29	point	point	NOUN
ggj-4434	138	30	to	to	PART
ggj-4434	138	31	identify	identify	VERB
ggj-4434	138	32	the	the	DET
ggj-4434	138	33	way	way	NOUN
ggj-4434	138	34	we	we	PRON
ggj-4434	138	35	calculate	calculate	VERB
ggj-4434	138	36	the	the	DET
ggj-4434	138	37	offset	offset	NOUN
ggj-4434	138	38	for	for	ADP
ggj-4434	138	39	risk	risk	NOUN
ggj-4434	138	40	values	value	NOUN
ggj-4434	138	41	.	.	PUNCT
ggj-4434	139	1	minimal	minimal	ADJ
ggj-4434	139	2	distance	distance	NOUN
ggj-4434	139	3	is	be	AUX
ggj-4434	139	4	a	a	DET
ggj-4434	139	5	geometrical	geometrical	ADJ
ggj-4434	139	6	distance	distance	NOUN
ggj-4434	139	7	,	,	PUNCT
ggj-4434	139	8	a	a	DET
ggj-4434	139	9	straight	straight	ADJ
ggj-4434	139	10	line	line	NOUN
ggj-4434	139	11	.	.	PUNCT
ggj-4434	140	1	it	it	PRON
ggj-4434	140	2	varies	vary	VERB
ggj-4434	140	3	from	from	ADP
ggj-4434	140	4	disaster	disaster	NOUN
ggj-4434	140	5	factors	factor	NOUN
ggj-4434	140	6	,	,	PUNCT
ggj-4434	140	7	so	so	ADV
ggj-4434	140	8	let	let	VERB
ggj-4434	140	9	’s	’s	PRON
ggj-4434	140	10	integrate	integrate	VERB
ggj-4434	140	11	it	it	PRON
ggj-4434	140	12	(	(	PUNCT
ggj-4434	140	13	dmin	dmin	PROPN
ggj-4434	140	14	)	)	PUNCT
ggj-4434	140	15	into	into	ADP
ggj-4434	140	16	our	our	PRON
ggj-4434	140	17	equations	equation	NOUN
ggj-4434	140	18	:	:	PUNCT
ggj-4434	141	1	1	1	X
ggj-4434	141	2	.	.	X
ggj-4434	142	1	earthquakes	earthquake	NOUN
ggj-4434	142	2	:	:	PUNCT
ggj-4434	142	3	variables	variable	NOUN
ggj-4434	142	4	:	:	PUNCT
ggj-4434	142	5			NOUN
ggj-4434	142	6	magnitude	magnitude	NOUN
ggj-4434	142	7	(	(	PUNCT
ggj-4434	142	8	m	m	NOUN
ggj-4434	142	9	)	)	PUNCT
ggj-4434	142	10	of	of	ADP
ggj-4434	142	11	the	the	DET
ggj-4434	142	12	past	past	ADJ
ggj-4434	142	13	earthquakes	earthquake	NOUN
ggj-4434	142	14	.	.	PUNCT
ggj-4434	143	1			NOUN
ggj-4434	143	2	distance	distance	NOUN
ggj-4434	143	3	(	(	PUNCT
ggj-4434	143	4	d	d	NOUN
ggj-4434	143	5	)	)	PUNCT
ggj-4434	143	6	to	to	ADP
ggj-4434	143	7	the	the	DET
ggj-4434	143	8	epicenter	epicenter	NOUN
ggj-4434	143	9	of	of	ADP
ggj-4434	143	10	past	past	ADJ
ggj-4434	143	11	earthquakes	earthquake	NOUN
ggj-4434	143	12	.	.	PUNCT
ggj-4434	144	1			NOUN
ggj-4434	144	2	minimal	minimal	ADJ
ggj-4434	144	3	safe	safe	ADJ
ggj-4434	144	4	distance	distance	NOUN
ggj-4434	144	5	to	to	ADP
ggj-4434	144	6	the	the	DET
ggj-4434	144	7	epicenter	epicenter	NOUN
ggj-4434	144	8	of	of	ADP
ggj-4434	144	9	earthquakes	earthquake	NOUN
ggj-4434	144	10	(	(	PUNCT
ggj-4434	144	11	dmin	dmin	PROPN
ggj-4434	144	12	)	)	PUNCT
ggj-4434	144	13	.	.	PUNCT
ggj-4434	145	1	the	the	DET
ggj-4434	145	2	risk	risk	NOUN
ggj-4434	145	3	score	score	NOUN
ggj-4434	145	4	for	for	ADP
ggj-4434	145	5	earthquakes	earthquake	NOUN
ggj-4434	145	6	can	can	AUX
ggj-4434	145	7	be	be	AUX
ggj-4434	145	8	calculated	calculate	VERB
ggj-4434	145	9	as	as	SCONJ
ggj-4434	145	10	follows	follow	VERB
ggj-4434	145	11	:	:	PUNCT
ggj-4434	145	12	e(𝑥	e(𝑥	PROPN
ggj-4434	145	13	,	,	PUNCT
ggj-4434	145	14	𝑦	𝑦	NOUN
ggj-4434	145	15	)	)	PUNCT
ggj-4434	145	16	=	=	PUNCT
ggj-4434	146	1	∑	∑	PUNCT
ggj-4434	146	2	𝑀𝑖	𝑀𝑖	PROPN
ggj-4434	146	3	𝑖	𝑖	X
ggj-4434	146	4	⋅	⋅	PROPN
ggj-4434	146	5	𝑒	𝑒	PROPN
ggj-4434	146	6	−	−	PROPN
ggj-4434	146	7	(	(	PUNCT
ggj-4434	146	8	𝑑𝑖−𝐷𝑚𝑖𝑛)2	𝑑𝑖−𝐷𝑚𝑖𝑛)2	PROPN
ggj-4434	146	9	2σ2	2σ2	NUM
ggj-4434	146	10	⋅	⋅	PROPN
ggj-4434	146	11	𝐻(𝑑𝑖	𝐻(𝑑𝑖	NOUN
ggj-4434	146	12	−	−	PROPN
ggj-4434	146	13	𝐷𝑚𝑖𝑛	𝐷𝑚𝑖𝑛	PROPN
ggj-4434	146	14	)	)	PUNCT
ggj-4434	146	15	here	here	ADV
ggj-4434	146	16	,	,	PUNCT
ggj-4434	146	17	h	h	PROPN
ggj-4434	146	18	(	(	PUNCT
ggj-4434	146	19	di	di	X
ggj-4434	146	20	dmin	dmin	PROPN
ggj-4434	146	21	)	)	PUNCT
ggj-4434	146	22	is	be	AUX
ggj-4434	146	23	the	the	DET
ggj-4434	146	24	heaviside	heaviside	ADJ
ggj-4434	146	25	step	step	NOUN
ggj-4434	146	26	function	function	NOUN
ggj-4434	146	27	.	.	PUNCT
ggj-4434	147	1	it	it	PRON
ggj-4434	147	2	is	be	AUX
ggj-4434	147	3	equal	equal	ADJ
ggj-4434	147	4	to	to	ADP
ggj-4434	147	5	0	0	NUM
ggj-4434	147	6	for	for	SCONJ
ggj-4434	147	7	di	di	X
ggj-4434	147	8	<	<	X
ggj-4434	147	9	dmin	dmin	PROPN
ggj-4434	147	10	(	(	PUNCT
ggj-4434	147	11	indicating	indicate	VERB
ggj-4434	147	12	no	no	DET
ggj-4434	147	13	risk	risk	NOUN
ggj-4434	147	14	inside	inside	ADP
ggj-4434	147	15	the	the	DET
ggj-4434	147	16	safe	safe	ADJ
ggj-4434	147	17	distance	distance	NOUN
ggj-4434	147	18	)	)	PUNCT
ggj-4434	147	19	,	,	PUNCT
ggj-4434	147	20	and	and	CCONJ
ggj-4434	147	21	1	1	NUM
ggj-4434	147	22	for	for	ADP
ggj-4434	147	23	di	di	X
ggj-4434	147	24	>	>	NOUN
ggj-4434	147	25	=	=	PROPN
ggj-4434	147	26	dmin	dmin	PROPN
ggj-4434	147	27	.	.	PROPN
ggj-4434	148	1	2	2	X
ggj-4434	148	2	.	.	X
ggj-4434	148	3	landslides	landslide	NOUN
ggj-4434	148	4	:	:	PUNCT
ggj-4434	148	5	variables	variable	NOUN
ggj-4434	148	6	:	:	PUNCT
ggj-4434	148	7			NOUN
ggj-4434	148	8	slope	slope	NOUN
ggj-4434	148	9	of	of	ADP
ggj-4434	148	10	the	the	DET
ggj-4434	148	11	terrain	terrain	NOUN
ggj-4434	148	12	(	(	PUNCT
ggj-4434	148	13	s	s	NOUN
ggj-4434	148	14	)	)	PUNCT
ggj-4434	148	15	.	.	PUNCT
ggj-4434	149	1			NOUN
ggj-4434	149	2	soil	soil	NOUN
ggj-4434	149	3	moisture	moisture	NOUN
ggj-4434	149	4	content	content	NOUN
ggj-4434	149	5	(	(	PUNCT
ggj-4434	149	6	m	m	NOUN
ggj-4434	149	7	)	)	PUNCT
ggj-4434	149	8	.	.	PUNCT
ggj-4434	150	1			NOUN
ggj-4434	150	2	distance	distance	NOUN
ggj-4434	150	3	(	(	PUNCT
ggj-4434	150	4	d	d	NOUN
ggj-4434	150	5	)	)	PUNCT
ggj-4434	150	6	to	to	ADP
ggj-4434	150	7	previous	previous	ADJ
ggj-4434	150	8	landslides	landslide	NOUN
ggj-4434	150	9	.	.	PUNCT
ggj-4434	151	1			NOUN
ggj-4434	151	2	minimal	minimal	ADJ
ggj-4434	151	3	safe	safe	ADJ
ggj-4434	151	4	distance	distance	NOUN
ggj-4434	151	5	to	to	ADP
ggj-4434	151	6	previous	previous	ADJ
ggj-4434	151	7	landslides	landslide	NOUN
ggj-4434	151	8	(	(	PUNCT
ggj-4434	151	9	dmin	dmin	PROPN
ggj-4434	151	10	)	)	PUNCT
ggj-4434	151	11	.	.	PUNCT
ggj-4434	152	1	the	the	DET
ggj-4434	152	2	risk	risk	NOUN
ggj-4434	152	3	score	score	NOUN
ggj-4434	152	4	for	for	ADP
ggj-4434	152	5	landslides	landslide	NOUN
ggj-4434	152	6	can	can	AUX
ggj-4434	152	7	be	be	AUX
ggj-4434	152	8	calculated	calculate	VERB
ggj-4434	152	9	as	as	SCONJ
ggj-4434	152	10	follows	follow	VERB
ggj-4434	152	11	:	:	PUNCT
ggj-4434	152	12	𝐿(𝑥	𝐿(𝑥	ADP
ggj-4434	152	13	,	,	PUNCT
ggj-4434	152	14	𝑦	𝑦	X
ggj-4434	152	15	)	)	PUNCT
ggj-4434	152	16	=	=	PUNCT
ggj-4434	153	1	∑	∑	PUNCT
ggj-4434	153	2	𝑆𝑖	𝑆𝑖	PROPN
ggj-4434	153	3	𝑖	𝑖	NOUN
ggj-4434	153	4	⋅	⋅	PROPN
ggj-4434	153	5	𝑀𝑖	𝑀𝑖	PROPN
ggj-4434	153	6	⋅	⋅	PROPN
ggj-4434	153	7	𝑒	𝑒	PROPN
ggj-4434	153	8	−	−	PROPN
ggj-4434	153	9	(	(	PUNCT
ggj-4434	153	10	𝑑𝑖−𝐷𝑚𝑖𝑛)2	𝑑𝑖−𝐷𝑚𝑖𝑛)2	PROPN
ggj-4434	153	11	2σ2	2σ2	NUM
ggj-4434	153	12	⋅	⋅	PROPN
ggj-4434	153	13	𝐻(𝑑𝑖	𝐻(𝑑𝑖	NOUN
ggj-4434	153	14	−	−	PROPN
ggj-4434	153	15	𝐷𝑚𝑖𝑛	𝐷𝑚𝑖𝑛	PROPN
ggj-4434	153	16	)	)	PUNCT
ggj-4434	153	17	3	3	X
ggj-4434	153	18	.	.	X
ggj-4434	154	1	flooding	flooding	NOUN
ggj-4434	154	2	:	:	PUNCT
ggj-4434	154	3	variables	variable	NOUN
ggj-4434	154	4	:	:	PUNCT
ggj-4434	154	5			NOUN
ggj-4434	154	6	precipitation	precipitation	NOUN
ggj-4434	154	7	(	(	PUNCT
ggj-4434	154	8	p	p	NOUN
ggj-4434	154	9	)	)	PUNCT
ggj-4434	154	10	in	in	ADP
ggj-4434	154	11	the	the	DET
ggj-4434	154	12	area	area	NOUN
ggj-4434	154	13	.	.	PUNCT
ggj-4434	155	1			NOUN
ggj-4434	155	2	distance	distance	NOUN
ggj-4434	155	3	(	(	PUNCT
ggj-4434	155	4	d	d	NOUN
ggj-4434	155	5	)	)	PUNCT
ggj-4434	155	6	to	to	PART
ggj-4434	155	7	water	water	VERB
ggj-4434	155	8	bodies	body	NOUN
ggj-4434	155	9	such	such	ADJ
ggj-4434	155	10	as	as	ADP
ggj-4434	155	11	rivers	river	NOUN
ggj-4434	155	12	or	or	CCONJ
ggj-4434	155	13	lakes	lake	NOUN
ggj-4434	155	14	.	.	PUNCT
ggj-4434	156	1			NOUN
ggj-4434	156	2	minimal	minimal	ADJ
ggj-4434	156	3	safe	safe	ADJ
ggj-4434	156	4	distance	distance	NOUN
ggj-4434	156	5	to	to	ADP
ggj-4434	156	6	water	water	NOUN
ggj-4434	156	7	bodies	body	NOUN
ggj-4434	156	8	(	(	PUNCT
ggj-4434	156	9	dmin	dmin	PROPN
ggj-4434	156	10	)	)	PUNCT
ggj-4434	156	11	.	.	PUNCT
ggj-4434	157	1	the	the	DET
ggj-4434	157	2	risk	risk	NOUN
ggj-4434	157	3	score	score	NOUN
ggj-4434	157	4	for	for	ADP
ggj-4434	157	5	flooding	flooding	NOUN
ggj-4434	157	6	can	can	AUX
ggj-4434	157	7	be	be	AUX
ggj-4434	157	8	calculated	calculate	VERB
ggj-4434	157	9	as	as	SCONJ
ggj-4434	157	10	follows	follow	VERB
ggj-4434	157	11	:	:	PUNCT
ggj-4434	157	12	𝐹(𝑥	𝐹(𝑥	NUM
ggj-4434	157	13	,	,	PUNCT
ggj-4434	157	14	𝑦	𝑦	X
ggj-4434	157	15	)	)	PUNCT
ggj-4434	157	16	=	=	PUNCT
ggj-4434	158	1	∑	∑	PUNCT
ggj-4434	158	2	𝑃𝑖	𝑃𝑖	ADP
ggj-4434	158	3	𝑖	𝑖	X
ggj-4434	158	4	⋅	⋅	PROPN
ggj-4434	158	5	𝑒	𝑒	PROPN
ggj-4434	158	6	−	−	PROPN
ggj-4434	158	7	(	(	PUNCT
ggj-4434	158	8	𝑑𝑖−𝐷𝑚𝑖𝑛)2	𝑑𝑖−𝐷𝑚𝑖𝑛)2	PROPN
ggj-4434	158	9	2σ2	2σ2	NUM
ggj-4434	158	10	⋅	⋅	PROPN
ggj-4434	158	11	𝐻(𝑑𝑖	𝐻(𝑑𝑖	NOUN
ggj-4434	158	12	−	−	PROPN
ggj-4434	158	13	𝐷𝑚𝑖𝑛	𝐷𝑚𝑖𝑛	PROPN
ggj-4434	158	14	)	)	PUNCT
ggj-4434	158	15	these	these	DET
ggj-4434	158	16	equations	equation	NOUN
ggj-4434	158	17	will	will	AUX
ggj-4434	158	18	yield	yield	VERB
ggj-4434	158	19	risk	risk	NOUN
ggj-4434	158	20	scores	score	NOUN
ggj-4434	158	21	that	that	PRON
ggj-4434	158	22	are	be	AUX
ggj-4434	158	23	higher	high	ADJ
ggj-4434	158	24	for	for	ADP
ggj-4434	158	25	locations	location	NOUN
ggj-4434	158	26	closer	close	ADJ
ggj-4434	158	27	to	to	ADP
ggj-4434	158	28	the	the	DET
ggj-4434	158	29	dangerous	dangerous	ADJ
ggj-4434	158	30	object	object	NOUN
ggj-4434	158	31	(	(	PUNCT
ggj-4434	158	32	beyond	beyond	ADP
ggj-4434	158	33	dmin	dmin	PROPN
ggj-4434	158	34	)	)	PUNCT
ggj-4434	158	35	,	,	PUNCT
ggj-4434	158	36	and	and	CCONJ
ggj-4434	158	37	zero	zero	NUM
ggj-4434	158	38	for	for	ADP
ggj-4434	158	39	locations	location	NOUN
ggj-4434	158	40	within	within	ADP
ggj-4434	158	41	the	the	DET
ggj-4434	158	42	safe	safe	ADJ
ggj-4434	158	43	distance	distance	NOUN
ggj-4434	158	44	.	.	PUNCT
ggj-4434	159	1	the	the	DET
ggj-4434	159	2	more	more	ADV
ggj-4434	159	3	sophisticated	sophisticated	ADJ
ggj-4434	159	4	approach	approach	NOUN
ggj-4434	159	5	is	be	AUX
ggj-4434	159	6	considering	consider	VERB
ggj-4434	159	7	a	a	DET
ggj-4434	159	8	gradual	gradual	ADJ
ggj-4434	159	9	decrease	decrease	NOUN
ggj-4434	159	10	of	of	ADP
ggj-4434	159	11	risk	risk	NOUN
ggj-4434	159	12	within	within	ADP
ggj-4434	159	13	the	the	DET
ggj-4434	159	14	safe	safe	ADJ
ggj-4434	159	15	distance	distance	NOUN
ggj-4434	159	16	,	,	PUNCT
ggj-4434	159	17	instead	instead	ADV
ggj-4434	159	18	of	of	ADP
ggj-4434	159	19	a	a	DET
ggj-4434	159	20	sudden	sudden	ADJ
ggj-4434	159	21	drop	drop	NOUN
ggj-4434	159	22	to	to	ADP
ggj-4434	159	23	zero	zero	NUM
ggj-4434	159	24	(	(	PUNCT
ggj-4434	159	25	section	section	NOUN
ggj-4434	159	26	2.5	2.5	NUM
ggj-4434	159	27	)	)	PUNCT
ggj-4434	159	28	.	.	PUNCT
ggj-4434	160	1	the	the	DET
ggj-4434	160	2	results	result	NOUN
ggj-4434	160	3	of	of	ADP
ggj-4434	160	4	evaluated	evaluated	ADJ
ggj-4434	160	5	risk	risk	NOUN
ggj-4434	160	6	scores	score	NOUN
ggj-4434	160	7	(	(	PUNCT
ggj-4434	160	8	rs	rs	NOUN
ggj-4434	160	9	)	)	PUNCT
ggj-4434	160	10	of	of	ADP
ggj-4434	160	11	a	a	DET
ggj-4434	160	12	single	single	ADJ
ggj-4434	160	13	contributing	contribute	VERB
ggj-4434	160	14	factor	factor	NOUN
ggj-4434	160	15	for	for	ADP
ggj-4434	160	16	each	each	DET
ggj-4434	160	17	type	type	NOUN
ggj-4434	160	18	of	of	ADP
ggj-4434	160	19	disaster	disaster	NOUN
ggj-4434	160	20	(	(	PUNCT
ggj-4434	160	21	e.g.	e.g.	ADV
ggj-4434	160	22	,	,	PUNCT
ggj-4434	160	23	a	a	DET
ggj-4434	160	24	single	single	ADJ
ggj-4434	160	25	earthquake	earthquake	NOUN
ggj-4434	160	26	,	,	PUNCT
ggj-4434	160	27	a	a	DET
ggj-4434	160	28	single	single	ADJ
ggj-4434	160	29	previous	previous	ADJ
ggj-4434	160	30	landslide	landslide	NOUN
ggj-4434	160	31	,	,	PUNCT
ggj-4434	160	32	a	a	DET
ggj-4434	160	33	single	single	ADJ
ggj-4434	160	34	water	water	NOUN
ggj-4434	160	35	body	body	NOUN
ggj-4434	160	36	)	)	PUNCT
ggj-4434	160	37	using	use	VERB
ggj-4434	160	38	above	above	ADP
ggj-4434	160	39	equations	equation	NOUN
ggj-4434	160	40	can	can	AUX
ggj-4434	160	41	be	be	AUX
ggj-4434	160	42	found	find	VERB
ggj-4434	160	43	on	on	ADP
ggj-4434	160	44	table	table	NOUN
ggj-4434	160	45	2	2	NUM
ggj-4434	160	46	:	:	PUNCT
ggj-4434	160	47	table	table	NOUN
ggj-4434	160	48	2	2	NUM
ggj-4434	160	49	.	.	PUNCT
ggj-4434	160	50	risk	risk	NOUN
ggj-4434	160	51	scores	score	NOUN
ggj-4434	160	52	per	per	ADP
ggj-4434	160	53	factor	factor	NOUN
ggj-4434	160	54	,	,	PUNCT
ggj-4434	160	55	500	500	NUM
ggj-4434	160	56	meters	meter	NOUN
ggj-4434	160	57	,	,	PUNCT
ggj-4434	160	58	5	5	NUM
ggj-4434	160	59	steps	step	NOUN
ggj-4434	160	60	distance	distance	NOUN
ggj-4434	160	61	(	(	PUNCT
ggj-4434	160	62	m	m	NOUN
ggj-4434	160	63	)	)	PUNCT
ggj-4434	160	64	earthquake	earthquake	NOUN
ggj-4434	160	65	rs	rs	NOUN
ggj-4434	160	66	(	(	PUNCT
ggj-4434	160	67	m=5	m=5	X
ggj-4434	160	68	,	,	PUNCT
ggj-4434	160	69	σ=500	σ=500	NOUN
ggj-4434	160	70	)	)	PUNCT
ggj-4434	160	71	landslide	landslide	NOUN
ggj-4434	160	72	rs	rs	NOUN
ggj-4434	160	73	(	(	PUNCT
ggj-4434	160	74	s=2	s=2	NOUN
ggj-4434	160	75	,	,	PUNCT
ggj-4434	160	76	m=0.5	m=0.5	NOUN
ggj-4434	160	77	,	,	PUNCT
ggj-4434	160	78	σ=500	σ=500	NOUN
ggj-4434	160	79	)	)	PUNCT
ggj-4434	160	80	flood	flood	NOUN
ggj-4434	160	81	rs	rs	NOUN
ggj-4434	160	82	(	(	PUNCT
ggj-4434	160	83	p=100	p=100	PROPN
ggj-4434	160	84	,	,	PUNCT
ggj-4434	160	85	σ=500	σ=500	PROPN
ggj-4434	160	86	)	)	PUNCT
ggj-4434	160	87	200	200	NUM
ggj-4434	160	88	0.891	0.891	NUM
ggj-4434	160	89	0.577	0.577	NUM
ggj-4434	160	90	19.2	19.2	NUM
ggj-4434	160	91	700	700	NUM
ggj-4434	160	92	0.706	0.706	NUM
ggj-4434	160	93	0.353	0.353	NUM
ggj-4434	160	94	14.12	14.12	NUM
ggj-4434	160	95	1200	1200	NUM
ggj-4434	160	96	0.367	0.367	NUM
ggj-4434	160	97	0.184	0.184	NUM
ggj-4434	160	98	7.34	7.34	NUM
ggj-4434	160	99	1700	1700	NUM
ggj-4434	160	100	0.135	0.135	NUM
ggj-4434	160	101	0.067	0.067	NUM
ggj-4434	160	102	2.7	2.7	NUM
ggj-4434	160	103	2200	2200	NUM
ggj-4434	160	104	0.033	0.033	NUM
ggj-4434	160	105	0.017	0.017	NUM
ggj-4434	160	106	0.66	0.66	NUM
ggj-4434	160	107	here	here	ADV
ggj-4434	160	108	,	,	PUNCT
ggj-4434	160	109	m	m	VERB
ggj-4434	160	110	is	be	AUX
ggj-4434	160	111	the	the	DET
ggj-4434	160	112	earthquake	earthquake	NOUN
ggj-4434	160	113	magnitude	magnitude	NOUN
ggj-4434	160	114	,	,	PUNCT
ggj-4434	160	115	s	s	PART
ggj-4434	160	116	is	be	AUX
ggj-4434	160	117	the	the	DET
ggj-4434	160	118	terrain	terrain	NOUN
ggj-4434	160	119	slope	slope	NOUN
ggj-4434	160	120	,	,	PUNCT
ggj-4434	160	121	and	and	CCONJ
ggj-4434	160	122	m	m	PROPN
ggj-4434	160	123	is	be	AUX
ggj-4434	160	124	the	the	DET
ggj-4434	160	125	soil	soil	NOUN
ggj-4434	160	126	moisture	moisture	NOUN
ggj-4434	160	127	content	content	NOUN
ggj-4434	160	128	for	for	ADP
ggj-4434	160	129	landslides	landslide	NOUN
ggj-4434	160	130	(	(	PUNCT
ggj-4434	160	131	not	not	PART
ggj-4434	160	132	to	to	PART
ggj-4434	160	133	be	be	AUX
ggj-4434	160	134	confused	confuse	VERB
ggj-4434	160	135	with	with	ADP
ggj-4434	160	136	m	m	PRON
ggj-4434	160	137	for	for	ADP
ggj-4434	160	138	earthquakes	earthquake	NOUN
ggj-4434	160	139	)	)	PUNCT
ggj-4434	160	140	.	.	PUNCT
ggj-4434	161	1	p	p	NOUN
ggj-4434	161	2	is	be	AUX
ggj-4434	161	3	the	the	DET
ggj-4434	161	4	precipitation	precipitation	NOUN
ggj-4434	161	5	level	level	NOUN
ggj-4434	161	6	.	.	PUNCT
ggj-4434	162	1	σ	σ	NOUN
ggj-4434	162	2	is	be	AUX
ggj-4434	162	3	the	the	DET
ggj-4434	162	4	spread	spread	NOUN
ggj-4434	162	5	of	of	ADP
ggj-4434	162	6	the	the	DET
ggj-4434	162	7	gauss	gauss	ADJ
ggj-4434	162	8	kernel	kernel	PROPN
ggj-4434	162	9	,	,	PUNCT
ggj-4434	162	10	which	which	PRON
ggj-4434	162	11	is	be	AUX
ggj-4434	162	12	the	the	DET
ggj-4434	162	13	same	same	ADJ
ggj-4434	162	14	for	for	ADP
ggj-4434	162	15	all	all	DET
ggj-4434	162	16	three	three	NUM
ggj-4434	162	17	types	type	NOUN
ggj-4434	162	18	of	of	ADP
ggj-4434	162	19	disasters	disaster	NOUN
ggj-4434	162	20	.	.	PUNCT
ggj-4434	163	1	babakhanov	babakhanov	PROPN
ggj-4434	163	2	&	&	CCONJ
ggj-4434	163	3	imrani	imrani	PROPN
ggj-4434	163	4	2025	2025	NUM
ggj-4434	163	5	5(3	5(3	NUM
ggj-4434	163	6	)	)	PUNCT
ggj-4434	163	7	21	21	NUM
ggj-4434	163	8	the	the	DET
ggj-4434	163	9	risk	risk	NOUN
ggj-4434	163	10	scores	score	NOUN
ggj-4434	163	11	were	be	AUX
ggj-4434	163	12	calculated	calculate	VERB
ggj-4434	163	13	using	use	VERB
ggj-4434	163	14	the	the	DET
ggj-4434	163	15	updated	update	VERB
ggj-4434	163	16	equations	equation	NOUN
ggj-4434	163	17	from	from	ADP
ggj-4434	163	18	the	the	DET
ggj-4434	163	19	“	"	PUNCT
ggj-4434	163	20	section	section	NOUN
ggj-4434	163	21	2.4	2.4	NUM
ggj-4434	163	22	”	"	PUNCT
ggj-4434	163	23	,	,	PUNCT
ggj-4434	163	24	with	with	ADP
ggj-4434	163	25	dmin	dmin	PROPN
ggj-4434	163	26	equal	equal	ADJ
ggj-4434	163	27	to	to	ADP
ggj-4434	163	28	200	200	NUM
ggj-4434	163	29	meters	meter	NOUN
ggj-4434	163	30	.	.	PUNCT
ggj-4434	164	1	note	note	VERB
ggj-4434	164	2	that	that	SCONJ
ggj-4434	164	3	for	for	ADP
ggj-4434	164	4	the	the	DET
ggj-4434	164	5	distance	distance	NOUN
ggj-4434	164	6	of	of	ADP
ggj-4434	164	7	200	200	NUM
ggj-4434	164	8	meters	meter	NOUN
ggj-4434	164	9	,	,	PUNCT
ggj-4434	164	10	the	the	DET
ggj-4434	164	11	risk	risk	NOUN
ggj-4434	164	12	scores	score	NOUN
ggj-4434	164	13	are	be	AUX
ggj-4434	164	14	0	0	NUM
ggj-4434	164	15	because	because	SCONJ
ggj-4434	164	16	of	of	ADP
ggj-4434	164	17	the	the	DET
ggj-4434	164	18	safe	safe	ADJ
ggj-4434	164	19	distance	distance	NOUN
ggj-4434	164	20	factor	factor	NOUN
ggj-4434	164	21	.	.	PUNCT
ggj-4434	165	1	the	the	DET
ggj-4434	165	2	risk	risk	NOUN
ggj-4434	165	3	scores	score	NOUN
ggj-4434	165	4	for	for	ADP
ggj-4434	165	5	distances	distance	NOUN
ggj-4434	165	6	beyond	beyond	ADP
ggj-4434	165	7	dmin	dmin	PROPN
ggj-4434	165	8	were	be	AUX
ggj-4434	165	9	calculated	calculate	VERB
ggj-4434	165	10	by	by	ADP
ggj-4434	165	11	substituting	substitute	VERB
ggj-4434	165	12	the	the	DET
ggj-4434	165	13	given	give	VERB
ggj-4434	165	14	values	value	NOUN
ggj-4434	165	15	into	into	ADP
ggj-4434	165	16	the	the	DET
ggj-4434	165	17	equations	equation	NOUN
ggj-4434	165	18	.	.	PUNCT
ggj-4434	166	1	the	the	DET
ggj-4434	166	2	calculations	calculation	NOUN
ggj-4434	166	3	assume	assume	VERB
ggj-4434	166	4	a	a	DET
ggj-4434	166	5	specific	specific	ADJ
ggj-4434	166	6	value	value	NOUN
ggj-4434	166	7	for	for	ADP
ggj-4434	166	8	each	each	DET
ggj-4434	166	9	parameter	parameter	NOUN
ggj-4434	166	10	,	,	PUNCT
ggj-4434	166	11	and	and	CCONJ
ggj-4434	166	12	the	the	DET
ggj-4434	166	13	actual	actual	ADJ
ggj-4434	166	14	risk	risk	NOUN
ggj-4434	166	15	scores	score	NOUN
ggj-4434	166	16	may	may	AUX
ggj-4434	166	17	vary	vary	VERB
ggj-4434	166	18	greatly	greatly	ADV
ggj-4434	166	19	depending	depend	VERB
ggj-4434	166	20	on	on	ADP
ggj-4434	166	21	these	these	DET
ggj-4434	166	22	values	value	NOUN
ggj-4434	166	23	.	.	PUNCT
ggj-4434	167	1	the	the	DET
ggj-4434	167	2	total	total	ADJ
ggj-4434	167	3	risk	risk	NOUN
ggj-4434	167	4	function	function	NOUN
ggj-4434	167	5	r(x	r(x	PROPN
ggj-4434	167	6	,	,	PUNCT
ggj-4434	167	7	y	y	NOUN
ggj-4434	167	8	)	)	PUNCT
ggj-4434	167	9	at	at	ADP
ggj-4434	167	10	location	location	NOUN
ggj-4434	167	11	(	(	PUNCT
ggj-4434	167	12	x	x	NOUN
ggj-4434	167	13	,	,	PUNCT
ggj-4434	167	14	y	y	NOUN
ggj-4434	167	15	)	)	PUNCT
ggj-4434	167	16	would	would	AUX
ggj-4434	167	17	be	be	AUX
ggj-4434	167	18	the	the	DET
ggj-4434	167	19	sum	sum	NOUN
ggj-4434	167	20	of	of	ADP
ggj-4434	167	21	these	these	DET
ggj-4434	167	22	three	three	NUM
ggj-4434	167	23	functions	function	NOUN
ggj-4434	167	24	:	:	PUNCT
ggj-4434	167	25	𝑅(𝑥	𝑅(𝑥	NOUN
ggj-4434	167	26	,	,	PUNCT
ggj-4434	167	27	𝑦	𝑦	NOUN
ggj-4434	167	28	)	)	PUNCT
ggj-4434	167	29	=	=	SYM
ggj-4434	167	30	𝐸(𝑥	𝐸(𝑥	NOUN
ggj-4434	167	31	,	,	PUNCT
ggj-4434	167	32	𝑦	𝑦	NOUN
ggj-4434	167	33	)	)	PUNCT
ggj-4434	168	1	+	+	CCONJ
ggj-4434	168	2	𝐿(𝑥	𝐿(𝑥	PROPN
ggj-4434	168	3	,	,	PUNCT
ggj-4434	168	4	𝑦	𝑦	NOUN
ggj-4434	168	5	)	)	PUNCT
ggj-4434	168	6	+	+	CCONJ
ggj-4434	168	7	𝐹(𝑥	𝐹(𝑥	NUM
ggj-4434	168	8	,	,	PUNCT
ggj-4434	168	9	𝑦	𝑦	NOUN
ggj-4434	168	10	)	)	PUNCT
ggj-4434	168	11	the	the	DET
ggj-4434	168	12	function	function	NOUN
ggj-4434	168	13	r(x	r(x	PROPN
ggj-4434	168	14	,	,	PUNCT
ggj-4434	168	15	y	y	NOUN
ggj-4434	168	16	)	)	PUNCT
ggj-4434	168	17	will	will	AUX
ggj-4434	168	18	give	give	VERB
ggj-4434	168	19	us	we	PRON
ggj-4434	168	20	a	a	DET
ggj-4434	168	21	single	single	ADJ
ggj-4434	168	22	risk	risk	NOUN
ggj-4434	168	23	score	score	NOUN
ggj-4434	168	24	for	for	ADP
ggj-4434	168	25	each	each	DET
ggj-4434	168	26	location	location	NOUN
ggj-4434	168	27	(	(	PUNCT
ggj-4434	168	28	x	x	X
ggj-4434	168	29	,	,	PUNCT
ggj-4434	168	30	y	y	PROPN
ggj-4434	168	31	)	)	PUNCT
ggj-4434	168	32	that	that	SCONJ
ggj-4434	168	33	we	we	PRON
ggj-4434	168	34	can	can	AUX
ggj-4434	168	35	visualize	visualize	VERB
ggj-4434	168	36	on	on	ADP
ggj-4434	168	37	a	a	DET
ggj-4434	168	38	2d	2d	NUM
ggj-4434	168	39	map	map	NOUN
ggj-4434	168	40	.	.	PUNCT
ggj-4434	169	1	we	we	PRON
ggj-4434	169	2	can	can	AUX
ggj-4434	169	3	calculate	calculate	VERB
ggj-4434	169	4	this	this	DET
ggj-4434	169	5	function	function	NOUN
ggj-4434	169	6	for	for	ADP
ggj-4434	169	7	each	each	DET
ggj-4434	169	8	cell	cell	NOUN
ggj-4434	169	9	in	in	ADP
ggj-4434	169	10	a	a	DET
ggj-4434	169	11	5×5	5×5	NUM
ggj-4434	169	12	grid	grid	NOUN
ggj-4434	169	13	,	,	PUNCT
ggj-4434	169	14	and	and	CCONJ
ggj-4434	169	15	then	then	ADV
ggj-4434	169	16	color	color	VERB
ggj-4434	169	17	each	each	DET
ggj-4434	169	18	cell	cell	NOUN
ggj-4434	169	19	based	base	VERB
ggj-4434	169	20	on	on	ADP
ggj-4434	169	21	its	its	PRON
ggj-4434	169	22	risk	risk	NOUN
ggj-4434	169	23	score	score	NOUN
ggj-4434	169	24	to	to	PART
ggj-4434	169	25	create	create	VERB
ggj-4434	169	26	a	a	DET
ggj-4434	169	27	2d	2d	NUM
ggj-4434	169	28	risk	risk	NOUN
ggj-4434	169	29	map	map	NOUN
ggj-4434	169	30	.	.	PUNCT
ggj-4434	170	1	this	this	PRON
ggj-4434	170	2	is	be	AUX
ggj-4434	170	3	used	use	VERB
ggj-4434	170	4	as	as	ADP
ggj-4434	170	5	a	a	DET
ggj-4434	170	6	model	model	NOUN
ggj-4434	170	7	for	for	ADP
ggj-4434	170	8	single	single	ADJ
ggj-4434	170	9	cell	cell	NOUN
ggj-4434	170	10	area	area	NOUN
ggj-4434	170	11	and	and	CCONJ
ggj-4434	170	12	actual	actual	ADJ
ggj-4434	170	13	risk	risk	NOUN
ggj-4434	170	14	maps	map	NOUN
ggj-4434	170	15	would	would	AUX
ggj-4434	170	16	probably	probably	ADV
ggj-4434	170	17	use	use	VERB
ggj-4434	170	18	a	a	DET
ggj-4434	170	19	more	more	ADV
ggj-4434	170	20	sophisticated	sophisticated	ADJ
ggj-4434	170	21	model	model	NOUN
ggj-4434	170	22	and	and	CCONJ
ggj-4434	170	23	a	a	DET
ggj-4434	170	24	much	much	ADV
ggj-4434	170	25	larger	large	ADJ
ggj-4434	170	26	grid	grid	NOUN
ggj-4434	170	27	.	.	PUNCT
ggj-4434	171	1	2.6	2.6	NUM
ggj-4434	171	2	splitting	splitting	NOUN
ggj-4434	171	3	and	and	CCONJ
ggj-4434	171	4	scaling	scale	VERB
ggj-4434	171	5	the	the	DET
ggj-4434	171	6	grid	grid	NOUN
ggj-4434	171	7	in	in	ADP
ggj-4434	171	8	multi	multi	ADJ
ggj-4434	171	9	-	-	ADJ
ggj-4434	171	10	hazard	hazard	ADJ
ggj-4434	171	11	gis	gis	NOUN
ggj-4434	171	12	-	-	PUNCT
ggj-4434	171	13	based	base	VERB
ggj-4434	171	14	risk	risk	NOUN
ggj-4434	171	15	analyses	analysis	NOUN
ggj-4434	171	16	,	,	PUNCT
ggj-4434	171	17	subdividing	subdivide	VERB
ggj-4434	171	18	the	the	DET
ggj-4434	171	19	area	area	NOUN
ggj-4434	171	20	of	of	ADP
ggj-4434	171	21	interest	interest	NOUN
ggj-4434	171	22	from	from	ADP
ggj-4434	171	23	larger	large	ADJ
ggj-4434	171	24	cells	cell	NOUN
ggj-4434	171	25	(	(	PUNCT
ggj-4434	171	26	δx	δx	PROPN
ggj-4434	171	27	,	,	PUNCT
ggj-4434	171	28	 	 	SPACE
ggj-4434	171	29	δy	δy	NOUN
ggj-4434	171	30	)	)	PUNCT
ggj-4434	171	31	into	into	ADP
ggj-4434	171	32	smaller	small	ADJ
ggj-4434	171	33	ones	one	NOUN
ggj-4434	171	34	can	can	AUX
ggj-4434	171	35	greatly	greatly	ADV
ggj-4434	171	36	enhance	enhance	VERB
ggj-4434	171	37	the	the	DET
ggj-4434	171	38	precision	precision	NOUN
ggj-4434	171	39	and	and	CCONJ
ggj-4434	171	40	interpretability	interpretability	NOUN
ggj-4434	171	41	of	of	ADP
ggj-4434	171	42	results	result	NOUN
ggj-4434	171	43	.	.	PUNCT
ggj-4434	172	1	each	each	DET
ggj-4434	172	2	cell	cell	NOUN
ggj-4434	172	3	𝐺𝑖	𝐺𝑖	PROPN
ggj-4434	172	4	,	,	PUNCT
ggj-4434	172	5	𝑗	𝑗	INTJ
ggj-4434	172	6	represents	represent	VERB
ggj-4434	172	7	a	a	DET
ggj-4434	172	8	discrete	discrete	ADJ
ggj-4434	172	9	spatial	spatial	ADJ
ggj-4434	172	10	unit	unit	NOUN
ggj-4434	172	11	for	for	ADP
ggj-4434	172	12	modeling	model	VERB
ggj-4434	172	13	hazard	hazard	NOUN
ggj-4434	172	14	intensity	intensity	NOUN
ggj-4434	172	15	,	,	PUNCT
ggj-4434	172	16	vulnerability	vulnerability	NOUN
ggj-4434	172	17	,	,	PUNCT
ggj-4434	172	18	and	and	CCONJ
ggj-4434	172	19	other	other	ADJ
ggj-4434	172	20	relevant	relevant	ADJ
ggj-4434	172	21	parameters	parameter	NOUN
ggj-4434	172	22	.	.	PUNCT
ggj-4434	173	1	adopting	adopt	VERB
ggj-4434	173	2	a	a	DET
ggj-4434	173	3	finer	fine	ADJ
ggj-4434	173	4	cell	cell	NOUN
ggj-4434	173	5	size	size	NOUN
ggj-4434	173	6	(	(	PUNCT
ggj-4434	173	7	δ𝑥small	δ𝑥small	NOUN
ggj-4434	173	8	,	,	PUNCT
ggj-4434	173	9	 	 	SPACE
ggj-4434	173	10	δ𝑦small	δ𝑦small	NOUN
ggj-4434	173	11	)	)	PUNCT
ggj-4434	173	12	has	have	VERB
ggj-4434	173	13	several	several	ADJ
ggj-4434	173	14	advantages	advantage	NOUN
ggj-4434	173	15	:	:	PUNCT
ggj-4434	173	16	increased	increase	VERB
ggj-4434	173	17	spatial	spatial	ADJ
ggj-4434	173	18	resolution	resolution	NOUN
ggj-4434	173	19	.	.	PUNCT
ggj-4434	174	1	smaller	small	ADJ
ggj-4434	174	2	grid	grid	NOUN
ggj-4434	174	3	cells	cell	NOUN
ggj-4434	174	4	capture	capture	VERB
ggj-4434	174	5	more	more	ADV
ggj-4434	174	6	localized	localized	ADJ
ggj-4434	174	7	variations	variation	NOUN
ggj-4434	174	8	in	in	ADP
ggj-4434	174	9	elevation	elevation	NOUN
ggj-4434	174	10	,	,	PUNCT
ggj-4434	174	11	land	land	NOUN
ggj-4434	174	12	cover	cover	NOUN
ggj-4434	174	13	,	,	PUNCT
ggj-4434	174	14	infrastructure	infrastructure	NOUN
ggj-4434	174	15	density	density	NOUN
ggj-4434	174	16	,	,	PUNCT
ggj-4434	174	17	and	and	CCONJ
ggj-4434	174	18	other	other	ADJ
ggj-4434	174	19	critical	critical	ADJ
ggj-4434	174	20	attributes	attribute	NOUN
ggj-4434	174	21	.	.	PUNCT
ggj-4434	175	1	in	in	ADP
ggj-4434	175	2	mathematical	mathematical	ADJ
ggj-4434	175	3	terms	term	NOUN
ggj-4434	175	4	,	,	PUNCT
ggj-4434	175	5	the	the	DET
ggj-4434	175	6	number	number	NOUN
ggj-4434	175	7	of	of	ADP
ggj-4434	175	8	cells	cell	NOUN
ggj-4434	175	9	𝑁	𝑁	PROPN
ggj-4434	175	10	in	in	ADP
ggj-4434	175	11	a	a	DET
ggj-4434	175	12	given	give	VERB
ggj-4434	175	13	region	region	NOUN
ggj-4434	175	14	of	of	ADP
ggj-4434	175	15	area	area	NOUN
ggj-4434	175	16	𝐴	𝐴	PROPN
ggj-4434	175	17	scales	scale	VERB
ggj-4434	175	18	approximately	approximately	ADV
ggj-4434	175	19	as	as	SCONJ
ggj-4434	175	20	𝑁	𝑁	PROPN
ggj-4434	175	21	∝	∝	PROPN
ggj-4434	175	22	𝐴	𝐴	PROPN
ggj-4434	175	23	δ𝑥×δ𝑦	δ𝑥×δ𝑦	PROPN
ggj-4434	175	24	.	.	PUNCT
ggj-4434	176	1	hence	hence	ADV
ggj-4434	176	2	,	,	PUNCT
ggj-4434	176	3	decreasing	decrease	VERB
ggj-4434	176	4	cell	cell	NOUN
ggj-4434	176	5	size	size	NOUN
ggj-4434	176	6	yields	yield	VERB
ggj-4434	176	7	a	a	DET
ggj-4434	176	8	larger	large	ADJ
ggj-4434	176	9	𝑁	𝑁	NOUN
ggj-4434	176	10	,	,	PUNCT
ggj-4434	176	11	facilitating	facilitate	VERB
ggj-4434	176	12	higherresolution	higherresolution	NOUN
ggj-4434	176	13	risk	risk	NOUN
ggj-4434	176	14	modeling	modeling	NOUN
ggj-4434	176	15	.	.	PUNCT
ggj-4434	177	1	improved	improve	VERB
ggj-4434	177	2	risk	risk	NOUN
ggj-4434	177	3	assessment	assessment	NOUN
ggj-4434	177	4	.	.	PUNCT
ggj-4434	178	1	by	by	ADP
ggj-4434	178	2	refining	refine	VERB
ggj-4434	178	3	each	each	DET
ggj-4434	178	4	cell	cell	NOUN
ggj-4434	178	5	’s	’s	PART
ggj-4434	178	6	spatial	spatial	ADJ
ggj-4434	178	7	dimensions	dimension	NOUN
ggj-4434	178	8	,	,	PUNCT
ggj-4434	178	9	the	the	DET
ggj-4434	178	10	risk	risk	NOUN
ggj-4434	178	11	matrix	matrix	NOUN
ggj-4434	178	12	(	(	PUNCT
ggj-4434	178	13	or	or	CCONJ
ggj-4434	178	14	any	any	DET
ggj-4434	178	15	comparable	comparable	ADJ
ggj-4434	178	16	index	index	NOUN
ggj-4434	178	17	)	)	PUNCT
ggj-4434	178	18	can	can	AUX
ggj-4434	178	19	more	more	ADV
ggj-4434	178	20	accurately	accurately	ADV
ggj-4434	178	21	depict	depict	VERB
ggj-4434	178	22	local	local	ADJ
ggj-4434	178	23	hazards	hazard	NOUN
ggj-4434	178	24	.	.	PUNCT
ggj-4434	179	1	for	for	ADP
ggj-4434	179	2	instance	instance	NOUN
ggj-4434	179	3	,	,	PUNCT
ggj-4434	179	4	in	in	ADP
ggj-4434	179	5	a	a	DET
ggj-4434	179	6	flood	flood	NOUN
ggj-4434	179	7	risk	risk	NOUN
ggj-4434	179	8	scenario	scenario	NOUN
ggj-4434	179	9	,	,	PUNCT
ggj-4434	179	10	slight	slight	ADJ
ggj-4434	179	11	changes	change	NOUN
ggj-4434	179	12	in	in	ADP
ggj-4434	179	13	elevation	elevation	NOUN
ggj-4434	179	14	or	or	CCONJ
ggj-4434	179	15	land	land	NOUN
ggj-4434	179	16	cover	cover	NOUN
ggj-4434	179	17	within	within	ADP
ggj-4434	179	18	a	a	DET
ggj-4434	179	19	2×2	2×2	NUM
ggj-4434	179	20	km	km	NOUN
ggj-4434	179	21	cell	cell	NOUN
ggj-4434	179	22	may	may	AUX
ggj-4434	179	23	significantly	significantly	ADV
ggj-4434	179	24	affect	affect	VERB
ggj-4434	179	25	water	water	NOUN
ggj-4434	179	26	flow	flow	NOUN
ggj-4434	179	27	and	and	CCONJ
ggj-4434	179	28	flood	flood	NOUN
ggj-4434	179	29	extent	extent	NOUN
ggj-4434	179	30	.	.	PUNCT
ggj-4434	180	1	a	a	DET
ggj-4434	180	2	coarser	coarse	ADJ
ggj-4434	180	3	10×10	10×10	NUM
ggj-4434	180	4	km	km	NOUN
ggj-4434	180	5	cell	cell	NOUN
ggj-4434	180	6	(	(	PUNCT
ggj-4434	180	7	δ𝑥large	δ𝑥large	NOUN
ggj-4434	180	8	,	,	PUNCT
ggj-4434	180	9	 	 	SPACE
ggj-4434	180	10	δ𝑦large	δ𝑦large	NOUN
ggj-4434	180	11	)	)	PUNCT
ggj-4434	180	12	would	would	AUX
ggj-4434	180	13	mask	mask	VERB
ggj-4434	180	14	these	these	DET
ggj-4434	180	15	localized	localized	ADJ
ggj-4434	180	16	variations	variation	NOUN
ggj-4434	180	17	,	,	PUNCT
ggj-4434	180	18	potentially	potentially	ADV
ggj-4434	180	19	underestimating	underestimating	ADJ
ggj-4434	180	20	or	or	CCONJ
ggj-4434	180	21	overestimating	overestimate	VERB
ggj-4434	180	22	the	the	DET
ggj-4434	180	23	actual	actual	ADJ
ggj-4434	180	24	risk	risk	NOUN
ggj-4434	180	25	.	.	PUNCT
ggj-4434	181	1	localized	localize	VERB
ggj-4434	181	2	analysis	analysis	NOUN
ggj-4434	181	3	.	.	PUNCT
ggj-4434	182	1	disasters	disaster	NOUN
ggj-4434	182	2	such	such	ADJ
ggj-4434	182	3	as	as	ADP
ggj-4434	182	4	landslides	landslide	NOUN
ggj-4434	182	5	or	or	CCONJ
ggj-4434	182	6	urban	urban	ADJ
ggj-4434	182	7	flash	flash	NOUN
ggj-4434	182	8	floods	flood	NOUN
ggj-4434	182	9	often	often	ADV
ggj-4434	182	10	affect	affect	VERB
ggj-4434	182	11	small	small	ADJ
ggj-4434	182	12	areas	area	NOUN
ggj-4434	182	13	with	with	ADP
ggj-4434	182	14	disproportionately	disproportionately	ADV
ggj-4434	182	15	high	high	ADJ
ggj-4434	182	16	severity	severity	NOUN
ggj-4434	182	17	.	.	PUNCT
ggj-4434	183	1	a	a	DET
ggj-4434	183	2	finer	fine	ADJ
ggj-4434	183	3	grid	grid	NOUN
ggj-4434	183	4	enables	enable	NOUN
ggj-4434	183	5	targeted	target	VERB
ggj-4434	183	6	analysis	analysis	NOUN
ggj-4434	183	7	of	of	ADP
ggj-4434	183	8	these	these	DET
ggj-4434	183	9	hotspots	hotspot	NOUN
ggj-4434	183	10	,	,	PUNCT
ggj-4434	183	11	capturing	capture	VERB
ggj-4434	183	12	the	the	DET
ggj-4434	183	13	nuances	nuance	NOUN
ggj-4434	183	14	of	of	ADP
ggj-4434	183	15	topography	topography	NOUN
ggj-4434	183	16	and	and	CCONJ
ggj-4434	183	17	land	land	NOUN
ggj-4434	183	18	use	use	NOUN
ggj-4434	183	19	that	that	PRON
ggj-4434	183	20	can	can	AUX
ggj-4434	183	21	influence	influence	VERB
ggj-4434	183	22	the	the	DET
ggj-4434	183	23	severity	severity	NOUN
ggj-4434	183	24	of	of	ADP
ggj-4434	183	25	impacts	impact	NOUN
ggj-4434	183	26	.	.	PUNCT
ggj-4434	184	1	this	this	DET
ggj-4434	184	2	capability	capability	NOUN
ggj-4434	184	3	is	be	AUX
ggj-4434	184	4	crucial	crucial	ADJ
ggj-4434	184	5	for	for	ADP
ggj-4434	184	6	large	large	ADJ
ggj-4434	184	7	-	-	PUNCT
ggj-4434	184	8	scale	scale	NOUN
ggj-4434	184	9	disaster	disaster	NOUN
ggj-4434	184	10	management	management	NOUN
ggj-4434	184	11	strategies	strategy	NOUN
ggj-4434	184	12	where	where	SCONJ
ggj-4434	184	13	local	local	ADJ
ggj-4434	184	14	conditions	condition	NOUN
ggj-4434	184	15	can	can	AUX
ggj-4434	184	16	markedly	markedly	ADV
ggj-4434	184	17	change	change	VERB
ggj-4434	184	18	risk	risk	NOUN
ggj-4434	184	19	levels	level	NOUN
ggj-4434	184	20	.	.	PUNCT
ggj-4434	185	1	detailed	detailed	ADJ
ggj-4434	185	2	mitigation	mitigation	NOUN
ggj-4434	185	3	planning	planning	NOUN
ggj-4434	185	4	.	.	PUNCT
ggj-4434	186	1	high	high	ADJ
ggj-4434	186	2	-	-	PUNCT
ggj-4434	186	3	resolution	resolution	NOUN
ggj-4434	186	4	grids	grid	NOUN
ggj-4434	186	5	reveal	reveal	VERB
ggj-4434	186	6	specific	specific	ADJ
ggj-4434	186	7	locations	location	NOUN
ggj-4434	186	8	most	most	ADV
ggj-4434	186	9	prone	prone	ADJ
ggj-4434	186	10	to	to	ADP
ggj-4434	186	11	damage	damage	NOUN
ggj-4434	186	12	,	,	PUNCT
ggj-4434	186	13	supporting	support	VERB
ggj-4434	186	14	more	more	ADV
ggj-4434	186	15	efficient	efficient	ADJ
ggj-4434	186	16	mitigation	mitigation	NOUN
ggj-4434	186	17	measures	measure	NOUN
ggj-4434	186	18	.	.	PUNCT
ggj-4434	187	1	authorities	authority	NOUN
ggj-4434	187	2	can	can	AUX
ggj-4434	187	3	use	use	VERB
ggj-4434	187	4	these	these	DET
ggj-4434	187	5	refined	refine	VERB
ggj-4434	187	6	data	data	NOUN
ggj-4434	187	7	layers	layer	NOUN
ggj-4434	187	8	to	to	PART
ggj-4434	187	9	plan	plan	VERB
ggj-4434	187	10	structural	structural	ADJ
ggj-4434	187	11	defenses	defense	NOUN
ggj-4434	187	12	(	(	PUNCT
ggj-4434	187	13	e.g.	e.g.	ADV
ggj-4434	187	14	,	,	PUNCT
ggj-4434	187	15	levees	levee	NOUN
ggj-4434	187	16	or	or	CCONJ
ggj-4434	187	17	retaining	retain	VERB
ggj-4434	187	18	walls	wall	NOUN
ggj-4434	187	19	)	)	PUNCT
ggj-4434	187	20	,	,	PUNCT
ggj-4434	187	21	allocate	allocate	ADJ
ggj-4434	187	22	evacuation	evacuation	NOUN
ggj-4434	187	23	routes	route	NOUN
ggj-4434	187	24	,	,	PUNCT
ggj-4434	187	25	and	and	CCONJ
ggj-4434	187	26	prioritize	prioritize	VERB
ggj-4434	187	27	response	response	NOUN
ggj-4434	187	28	resources	resource	NOUN
ggj-4434	187	29	,	,	PUNCT
ggj-4434	187	30	thereby	thereby	ADV
ggj-4434	187	31	reducing	reduce	VERB
ggj-4434	187	32	both	both	CCONJ
ggj-4434	187	33	immediate	immediate	ADJ
ggj-4434	187	34	and	and	CCONJ
ggj-4434	187	35	long	long	ADJ
ggj-4434	187	36	-	-	PUNCT
ggj-4434	187	37	term	term	NOUN
ggj-4434	187	38	risk	risk	NOUN
ggj-4434	187	39	.	.	PUNCT
ggj-4434	188	1	enhanced	enhanced	ADJ
ggj-4434	188	2	accuracy	accuracy	NOUN
ggj-4434	188	3	of	of	ADP
ggj-4434	188	4	predictive	predictive	ADJ
ggj-4434	188	5	models	model	NOUN
ggj-4434	188	6	.	.	PUNCT
ggj-4434	189	1	many	many	ADJ
ggj-4434	189	2	computational	computational	ADJ
ggj-4434	189	3	models	model	NOUN
ggj-4434	189	4	in	in	ADP
ggj-4434	189	5	hydrology	hydrology	NOUN
ggj-4434	189	6	,	,	PUNCT
ggj-4434	189	7	seismology	seismology	NOUN
ggj-4434	189	8	,	,	PUNCT
ggj-4434	189	9	and	and	CCONJ
ggj-4434	189	10	other	other	ADJ
ggj-4434	189	11	hazard	hazard	NOUN
ggj-4434	189	12	-	-	PUNCT
ggj-4434	189	13	related	relate	VERB
ggj-4434	189	14	fields	field	NOUN
ggj-4434	189	15	use	use	VERB
ggj-4434	189	16	grid	grid	NOUN
ggj-4434	189	17	-	-	PUNCT
ggj-4434	189	18	based	base	VERB
ggj-4434	189	19	inputs	input	NOUN
ggj-4434	189	20	.	.	PUNCT
ggj-4434	190	1	smaller	small	ADJ
ggj-4434	190	2	cell	cell	NOUN
ggj-4434	190	3	sizes	size	NOUN
ggj-4434	190	4	often	often	ADV
ggj-4434	190	5	improve	improve	VERB
ggj-4434	190	6	the	the	DET
ggj-4434	190	7	fidelity	fidelity	NOUN
ggj-4434	190	8	of	of	ADP
ggj-4434	190	9	simulations	simulation	NOUN
ggj-4434	190	10	,	,	PUNCT
ggj-4434	190	11	though	though	SCONJ
ggj-4434	190	12	at	at	ADP
ggj-4434	190	13	the	the	DET
ggj-4434	190	14	cost	cost	NOUN
ggj-4434	190	15	of	of	ADP
ggj-4434	190	16	greater	great	ADJ
ggj-4434	190	17	computational	computational	ADJ
ggj-4434	190	18	demand	demand	NOUN
ggj-4434	190	19	.	.	PUNCT
ggj-4434	191	1	by	by	ADP
ggj-4434	191	2	employing	employ	VERB
ggj-4434	191	3	a	a	DET
ggj-4434	191	4	grid	grid	NOUN
ggj-4434	191	5	of	of	ADP
ggj-4434	191	6	fine	fine	ADJ
ggj-4434	191	7	resolution	resolution	NOUN
ggj-4434	191	8	,	,	PUNCT
ggj-4434	191	9	models	model	NOUN
ggj-4434	191	10	can	can	AUX
ggj-4434	191	11	represent	represent	VERB
ggj-4434	191	12	spatial	spatial	ADJ
ggj-4434	191	13	heterogeneity	heterogeneity	NOUN
ggj-4434	191	14	more	more	ADV
ggj-4434	191	15	accurately	accurately	ADV
ggj-4434	191	16	,	,	PUNCT
ggj-4434	191	17	thereby	thereby	ADV
ggj-4434	191	18	yielding	yield	VERB
ggj-4434	191	19	more	more	ADV
ggj-4434	191	20	reliable	reliable	ADJ
ggj-4434	191	21	predictions	prediction	NOUN
ggj-4434	191	22	of	of	ADP
ggj-4434	191	23	hazard	hazard	NOUN
ggj-4434	191	24	behavior	behavior	NOUN
ggj-4434	191	25	.	.	PUNCT
ggj-4434	192	1	however	however	ADV
ggj-4434	192	2	,	,	PUNCT
ggj-4434	192	3	adopting	adopt	VERB
ggj-4434	192	4	smaller	small	ADJ
ggj-4434	192	5	cells	cell	NOUN
ggj-4434	192	6	increases	increase	VERB
ggj-4434	192	7	the	the	DET
ggj-4434	192	8	computational	computational	ADJ
ggj-4434	192	9	burden	burden	NOUN
ggj-4434	192	10	,	,	PUNCT
ggj-4434	192	11	as	as	SCONJ
ggj-4434	192	12	the	the	DET
ggj-4434	192	13	total	total	ADJ
ggj-4434	192	14	number	number	NOUN
ggj-4434	192	15	of	of	ADP
ggj-4434	192	16	cells	cell	NOUN
ggj-4434	192	17	n	n	CCONJ
ggj-4434	192	18	and	and	CCONJ
ggj-4434	192	19	the	the	DET
ggj-4434	192	20	associated	associated	ADJ
ggj-4434	192	21	data	data	NOUN
ggj-4434	192	22	complexity	complexity	NOUN
ggj-4434	192	23	grow	grow	VERB
ggj-4434	192	24	.	.	PUNCT
ggj-4434	193	1	additionally	additionally	ADV
ggj-4434	193	2	,	,	PUNCT
ggj-4434	193	3	finer	fine	ADJ
ggj-4434	193	4	spatial	spatial	ADJ
ggj-4434	193	5	resolution	resolution	NOUN
ggj-4434	193	6	demands	demand	VERB
ggj-4434	193	7	correspondingly	correspondingly	ADV
ggj-4434	193	8	detailed	detailed	ADJ
ggj-4434	193	9	data	data	NOUN
ggj-4434	193	10	inputs	input	NOUN
ggj-4434	193	11	(	(	PUNCT
ggj-4434	193	12	e.g.	e.g.	ADV
ggj-4434	193	13	,	,	PUNCT
ggj-4434	193	14	higher	high	ADJ
ggj-4434	193	15	-	-	PUNCT
ggj-4434	193	16	accuracy	accuracy	NOUN
ggj-4434	193	17	digital	digital	ADJ
ggj-4434	193	18	elevation	elevation	NOUN
ggj-4434	193	19	models	model	NOUN
ggj-4434	193	20	,	,	PUNCT
ggj-4434	193	21	land	land	NOUN
ggj-4434	193	22	use	use	NOUN
ggj-4434	193	23	surveys	survey	NOUN
ggj-4434	193	24	)	)	PUNCT
ggj-4434	193	25	.	.	PUNCT
ggj-4434	194	1	in	in	ADP
ggj-4434	194	2	practical	practical	ADJ
ggj-4434	194	3	applications	application	NOUN
ggj-4434	194	4	,	,	PUNCT
ggj-4434	194	5	the	the	DET
ggj-4434	194	6	grid	grid	NOUN
ggj-4434	194	7	cell	cell	NOUN
ggj-4434	194	8	size	size	NOUN
ggj-4434	194	9	is	be	AUX
ggj-4434	194	10	often	often	ADV
ggj-4434	194	11	a	a	DET
ggj-4434	194	12	compromise	compromise	NOUN
ggj-4434	194	13	between	between	ADP
ggj-4434	194	14	accuracy	accuracy	NOUN
ggj-4434	194	15	and	and	CCONJ
ggj-4434	194	16	available	available	ADJ
ggj-4434	194	17	computational	computational	ADJ
ggj-4434	194	18	or	or	CCONJ
ggj-4434	194	19	data	datum	NOUN
ggj-4434	194	20	resources	resource	NOUN
ggj-4434	194	21	.	.	PUNCT
ggj-4434	195	1	babakhanov	babakhanov	PROPN
ggj-4434	195	2	&	&	CCONJ
ggj-4434	195	3	imrani	imrani	PROPN
ggj-4434	195	4	2025	2025	NUM
ggj-4434	195	5	5(3	5(3	NUM
ggj-4434	195	6	)	)	PUNCT
ggj-4434	195	7	22	22	NUM
ggj-4434	195	8	figure	figure	NOUN
ggj-4434	195	9	3	3	NUM
ggj-4434	195	10	.	.	PUNCT
ggj-4434	196	1	the	the	DET
ggj-4434	196	2	area	area	NOUN
ggj-4434	196	3	of	of	ADP
ggj-4434	196	4	interest	interest	NOUN
ggj-4434	196	5	with	with	ADP
ggj-4434	196	6	3x2	3x2	NUM
ggj-4434	196	7	cells	cell	NOUN
ggj-4434	196	8	,	,	PUNCT
ggj-4434	196	9	each	each	DET
ggj-4434	196	10	10x10	10x10	NUM
ggj-4434	196	11	km	km	NOUN
ggj-4434	196	12	for	for	ADP
ggj-4434	196	13	example	example	NOUN
ggj-4434	196	14	,	,	PUNCT
ggj-4434	196	15	figure	figure	NOUN
ggj-4434	196	16	3	3	NUM
ggj-4434	196	17	may	may	AUX
ggj-4434	196	18	represent	represent	VERB
ggj-4434	196	19	a	a	DET
ggj-4434	196	20	coarser	coarse	ADJ
ggj-4434	196	21	grid	grid	NOUN
ggj-4434	196	22	where	where	SCONJ
ggj-4434	196	23	each	each	DET
ggj-4434	196	24	cell	cell	NOUN
ggj-4434	196	25	is	be	AUX
ggj-4434	196	26	approximately	approximately	ADV
ggj-4434	196	27	10×10	10×10	NUM
ggj-4434	196	28	km	km	NOUN
ggj-4434	196	29	,	,	PUNCT
ggj-4434	196	30	capturing	capture	VERB
ggj-4434	196	31	large	large	ADJ
ggj-4434	196	32	-	-	PUNCT
ggj-4434	196	33	scale	scale	NOUN
ggj-4434	196	34	trends	trend	NOUN
ggj-4434	196	35	but	but	CCONJ
ggj-4434	196	36	providing	provide	VERB
ggj-4434	196	37	only	only	ADV
ggj-4434	196	38	a	a	DET
ggj-4434	196	39	coarse	coarse	ADJ
ggj-4434	196	40	view	view	NOUN
ggj-4434	196	41	of	of	ADP
ggj-4434	196	42	localized	localized	ADJ
ggj-4434	196	43	risk	risk	NOUN
ggj-4434	196	44	.	.	PUNCT
ggj-4434	197	1	conversely	conversely	ADV
ggj-4434	197	2	,	,	PUNCT
ggj-4434	197	3	figure	figure	VERB
ggj-4434	197	4	4	4	NUM
ggj-4434	197	5	might	might	AUX
ggj-4434	197	6	illustrate	illustrate	VERB
ggj-4434	197	7	a	a	DET
ggj-4434	197	8	finer	fine	ADJ
ggj-4434	197	9	grid	grid	NOUN
ggj-4434	197	10	(	(	PUNCT
ggj-4434	197	11	2×2	2×2	NUM
ggj-4434	197	12	km	km	NOUN
ggj-4434	197	13	cells	cell	NOUN
ggj-4434	197	14	)	)	PUNCT
ggj-4434	197	15	,	,	PUNCT
ggj-4434	197	16	capturing	capture	VERB
ggj-4434	197	17	nuanced	nuanced	ADJ
ggj-4434	197	18	variations	variation	NOUN
ggj-4434	197	19	yet	yet	ADV
ggj-4434	197	20	increasing	increase	VERB
ggj-4434	197	21	both	both	PRON
ggj-4434	197	22	data	datum	NOUN
ggj-4434	197	23	density	density	NOUN
ggj-4434	197	24	and	and	CCONJ
ggj-4434	197	25	processing	processing	NOUN
ggj-4434	197	26	time	time	NOUN
ggj-4434	197	27	.	.	PUNCT
ggj-4434	198	1	calibrating	calibrate	VERB
ggj-4434	198	2	grid	grid	NOUN
ggj-4434	198	3	size	size	NOUN
ggj-4434	198	4	becomes	become	VERB
ggj-4434	198	5	essential	essential	ADJ
ggj-4434	198	6	for	for	ADP
ggj-4434	198	7	balancing	balance	VERB
ggj-4434	198	8	computational	computational	ADJ
ggj-4434	198	9	feasibility	feasibility	NOUN
ggj-4434	198	10	with	with	ADP
ggj-4434	198	11	the	the	DET
ggj-4434	198	12	desired	desire	VERB
ggj-4434	198	13	level	level	NOUN
ggj-4434	198	14	of	of	ADP
ggj-4434	198	15	spatial	spatial	ADJ
ggj-4434	198	16	detail	detail	NOUN
ggj-4434	198	17	.	.	PUNCT
ggj-4434	199	1	in	in	ADP
ggj-4434	199	2	many	many	ADJ
ggj-4434	199	3	multi	multi	ADJ
ggj-4434	199	4	-	-	ADJ
ggj-4434	199	5	hazard	hazard	ADJ
ggj-4434	199	6	pipeline	pipeline	NOUN
ggj-4434	199	7	risk	risk	NOUN
ggj-4434	199	8	assessments	assessment	NOUN
ggj-4434	199	9	,	,	PUNCT
ggj-4434	199	10	a	a	DET
ggj-4434	199	11	moderate	moderate	ADJ
ggj-4434	199	12	cell	cell	NOUN
ggj-4434	199	13	size	size	NOUN
ggj-4434	199	14	is	be	AUX
ggj-4434	199	15	often	often	ADV
ggj-4434	199	16	chosen	choose	VERB
ggj-4434	199	17	initially	initially	ADV
ggj-4434	199	18	,	,	PUNCT
ggj-4434	199	19	followed	follow	VERB
ggj-4434	199	20	by	by	ADP
ggj-4434	199	21	targeted	target	VERB
ggj-4434	199	22	refinement	refinement	NOUN
ggj-4434	199	23	in	in	ADP
ggj-4434	199	24	critical	critical	ADJ
ggj-4434	199	25	zones	zone	NOUN
ggj-4434	199	26	where	where	SCONJ
ggj-4434	199	27	hazards	hazard	NOUN
ggj-4434	199	28	overlap	overlap	NOUN
ggj-4434	199	29	or	or	CCONJ
ggj-4434	199	30	infrastructure	infrastructure	NOUN
ggj-4434	199	31	vulnerability	vulnerability	NOUN
ggj-4434	199	32	is	be	AUX
ggj-4434	199	33	high	high	ADJ
ggj-4434	199	34	.	.	PUNCT
ggj-4434	200	1	this	this	DET
ggj-4434	200	2	approach	approach	NOUN
ggj-4434	200	3	ensures	ensure	VERB
ggj-4434	200	4	that	that	SCONJ
ggj-4434	200	5	risk	risk	NOUN
ggj-4434	200	6	maps	map	NOUN
ggj-4434	200	7	reflect	reflect	VERB
ggj-4434	200	8	realistic	realistic	ADJ
ggj-4434	200	9	spatial	spatial	ADJ
ggj-4434	200	10	gradients	gradient	NOUN
ggj-4434	200	11	without	without	ADP
ggj-4434	200	12	overwhelming	overwhelming	ADJ
ggj-4434	200	13	computational	computational	ADJ
ggj-4434	200	14	or	or	CCONJ
ggj-4434	200	15	data	data	NOUN
ggj-4434	200	16	-	-	PUNCT
ggj-4434	200	17	storage	storage	NOUN
ggj-4434	200	18	capacities	capacity	NOUN
ggj-4434	200	19	.	.	PUNCT
ggj-4434	201	1	figure	figure	VERB
ggj-4434	201	2	4	4	NUM
ggj-4434	201	3	.	.	PUNCT
ggj-4434	202	1	the	the	DET
ggj-4434	202	2	area	area	NOUN
ggj-4434	202	3	of	of	ADP
ggj-4434	202	4	interest	interest	NOUN
ggj-4434	202	5	with	with	ADP
ggj-4434	202	6	17x12	17x12	NUM
ggj-4434	202	7	cells	cell	NOUN
ggj-4434	202	8	,	,	PUNCT
ggj-4434	202	9	each	each	PRON
ggj-4434	202	10	2x2	2x2	NUM
ggj-4434	202	11	km	km	NOUN
ggj-4434	202	12	2.7	2.7	NUM
ggj-4434	202	13	smoothing	smooth	VERB
ggj-4434	202	14	risk	risk	NOUN
ggj-4434	202	15	scores	score	NOUN
ggj-4434	202	16	by	by	ADP
ggj-4434	202	17	categories	category	NOUN
ggj-4434	202	18	when	when	SCONJ
ggj-4434	202	19	plotting	plot	VERB
ggj-4434	202	20	discrete	discrete	NOUN
ggj-4434	202	21	or	or	CCONJ
ggj-4434	202	22	granular	granular	ADJ
ggj-4434	202	23	risk	risk	NOUN
ggj-4434	202	24	values	value	NOUN
ggj-4434	202	25	directly	directly	ADV
ggj-4434	202	26	onto	onto	ADP
ggj-4434	202	27	a	a	DET
ggj-4434	202	28	map	map	NOUN
ggj-4434	202	29	—	—	PUNCT
ggj-4434	202	30	especially	especially	ADV
ggj-4434	202	31	when	when	SCONJ
ggj-4434	202	32	each	each	DET
ggj-4434	202	33	value	value	NOUN
ggj-4434	202	34	is	be	AUX
ggj-4434	202	35	subdivided	subdivide	VERB
ggj-4434	202	36	into	into	ADP
ggj-4434	202	37	finer	fine	ADJ
ggj-4434	202	38	sub	sub	NOUN
ggj-4434	202	39	-	-	NOUN
ggj-4434	202	40	scores	score	NOUN
ggj-4434	202	41	—	—	PUNCT
ggj-4434	202	42	visual	visual	ADJ
ggj-4434	202	43	representations	representation	NOUN
ggj-4434	202	44	can	can	AUX
ggj-4434	202	45	appear	appear	VERB
ggj-4434	202	46	patchy	patchy	ADJ
ggj-4434	202	47	or	or	CCONJ
ggj-4434	202	48	irregular	irregular	ADJ
ggj-4434	202	49	.	.	PUNCT
ggj-4434	203	1	to	to	PART
ggj-4434	203	2	obtain	obtain	VERB
ggj-4434	203	3	a	a	DET
ggj-4434	203	4	smoother	smooth	ADJ
ggj-4434	203	5	,	,	PUNCT
ggj-4434	203	6	more	more	ADV
ggj-4434	203	7	continuous	continuous	ADJ
ggj-4434	203	8	distribution	distribution	NOUN
ggj-4434	203	9	of	of	ADP
ggj-4434	203	10	risk	risk	NOUN
ggj-4434	203	11	values	value	NOUN
ggj-4434	203	12	across	across	ADP
ggj-4434	203	13	a	a	DET
ggj-4434	203	14	two	two	NUM
ggj-4434	203	15	-	-	PUNCT
ggj-4434	203	16	dimensional	dimensional	ADJ
ggj-4434	203	17	space	space	NOUN
ggj-4434	203	18	,	,	PUNCT
ggj-4434	203	19	kernel	kernel	PROPN
ggj-4434	203	20	density	density	PROPN
ggj-4434	203	21	estimation	estimation	PROPN
ggj-4434	203	22	(	(	PUNCT
ggj-4434	203	23	kde	kde	NOUN
ggj-4434	203	24	)	)	PUNCT
ggj-4434	203	25	offers	offer	VERB
ggj-4434	203	26	a	a	DET
ggj-4434	203	27	robust	robust	ADJ
ggj-4434	203	28	solution	solution	NOUN
ggj-4434	203	29	.	.	PUNCT
ggj-4434	204	1	under	under	ADP
ggj-4434	204	2	this	this	DET
ggj-4434	204	3	approach	approach	NOUN
ggj-4434	204	4	,	,	PUNCT
ggj-4434	204	5	probability	probability	NOUN
ggj-4434	204	6	density	density	NOUN
ggj-4434	204	7	functions	function	NOUN
ggj-4434	204	8	are	be	AUX
ggj-4434	204	9	approximated	approximate	VERB
ggj-4434	204	10	for	for	ADP
ggj-4434	204	11	each	each	DET
ggj-4434	204	12	designated	designate	VERB
ggj-4434	204	13	risk	risk	NOUN
ggj-4434	204	14	category	category	NOUN
ggj-4434	204	15	(	(	PUNCT
ggj-4434	204	16	e.g.	e.g.	ADV
ggj-4434	204	17	,	,	PUNCT
ggj-4434	204	18	green	green	ADJ
ggj-4434	204	19	,	,	PUNCT
ggj-4434	204	20	yellow	yellow	ADJ
ggj-4434	204	21	,	,	PUNCT
ggj-4434	204	22	red	red	NOUN
ggj-4434	204	23	)	)	PUNCT
ggj-4434	204	24	,	,	PUNCT
ggj-4434	204	25	focusing	focus	VERB
ggj-4434	204	26	attention	attention	NOUN
ggj-4434	204	27	on	on	ADP
ggj-4434	204	28	smaller	small	ADJ
ggj-4434	204	29	,	,	PUNCT
ggj-4434	204	30	localized	localized	ADJ
ggj-4434	204	31	zones	zone	NOUN
ggj-4434	204	32	that	that	PRON
ggj-4434	204	33	require	require	VERB
ggj-4434	204	34	further	further	ADJ
ggj-4434	204	35	scrutiny	scrutiny	NOUN
ggj-4434	204	36	.	.	PUNCT
ggj-4434	205	1	in	in	ADP
ggj-4434	205	2	this	this	DET
ggj-4434	205	3	study	study	NOUN
ggj-4434	205	4	,	,	PUNCT
ggj-4434	205	5	risk	risk	NOUN
ggj-4434	205	6	values	value	NOUN
ggj-4434	205	7	lying	lie	VERB
ggj-4434	205	8	outside	outside	ADP
ggj-4434	205	9	the	the	DET
ggj-4434	205	10	specified	specified	ADJ
ggj-4434	205	11	range	range	NOUN
ggj-4434	205	12	of	of	ADP
ggj-4434	205	13	a	a	DET
ggj-4434	205	14	given	give	VERB
ggj-4434	205	15	category	category	NOUN
ggj-4434	205	16	are	be	AUX
ggj-4434	205	17	effectively	effectively	ADV
ggj-4434	205	18	excluded	exclude	VERB
ggj-4434	205	19	(	(	PUNCT
ggj-4434	205	20	or	or	CCONJ
ggj-4434	205	21	treated	treat	VERB
ggj-4434	205	22	as	as	ADP
ggj-4434	205	23	zero	zero	NUM
ggj-4434	205	24	)	)	PUNCT
ggj-4434	205	25	during	during	ADP
ggj-4434	205	26	computation	computation	NOUN
ggj-4434	205	27	.	.	PUNCT
ggj-4434	206	1	for	for	ADP
ggj-4434	206	2	instance	instance	NOUN
ggj-4434	206	3	,	,	PUNCT
ggj-4434	206	4	when	when	SCONJ
ggj-4434	206	5	constructing	construct	VERB
ggj-4434	206	6	kde	kde	NOUN
ggj-4434	206	7	surfaces	surface	NOUN
ggj-4434	206	8	for	for	ADP
ggj-4434	206	9	greencategory	greencategory	ADJ
ggj-4434	206	10	data	datum	NOUN
ggj-4434	206	11	,	,	PUNCT
ggj-4434	206	12	only	only	ADV
ggj-4434	206	13	points	point	VERB
ggj-4434	206	14	whose	whose	DET
ggj-4434	206	15	risk	risk	NOUN
ggj-4434	206	16	scores	score	NOUN
ggj-4434	206	17	lie	lie	VERB
ggj-4434	206	18	within	within	ADP
ggj-4434	206	19	the	the	DET
ggj-4434	206	20	“	"	PUNCT
ggj-4434	206	21	green	green	ADJ
ggj-4434	206	22	”	"	PUNCT
ggj-4434	206	23	interval	interval	NOUN
ggj-4434	206	24	are	be	AUX
ggj-4434	206	25	included	include	VERB
ggj-4434	206	26	.	.	PUNCT
ggj-4434	207	1	similarly	similarly	ADV
ggj-4434	207	2	,	,	PUNCT
ggj-4434	207	3	babakhanov	babakhanov	PROPN
ggj-4434	207	4	&	&	CCONJ
ggj-4434	207	5	imrani	imrani	PROPN
ggj-4434	207	6	2025	2025	NUM
ggj-4434	207	7	5(3	5(3	NUM
ggj-4434	207	8	)	)	PUNCT
ggj-4434	207	9	23	23	NUM
ggj-4434	207	10	yellow	yellow	ADJ
ggj-4434	207	11	and	and	CCONJ
ggj-4434	207	12	red	red	ADJ
ggj-4434	207	13	categories	category	NOUN
ggj-4434	207	14	are	be	AUX
ggj-4434	207	15	handled	handle	VERB
ggj-4434	207	16	in	in	ADP
ggj-4434	207	17	separate	separate	ADJ
ggj-4434	207	18	density	density	NOUN
ggj-4434	207	19	estimations	estimation	NOUN
ggj-4434	207	20	,	,	PUNCT
ggj-4434	207	21	thus	thus	ADV
ggj-4434	207	22	preventing	prevent	VERB
ggj-4434	207	23	extraneous	extraneous	ADJ
ggj-4434	207	24	data	datum	NOUN
ggj-4434	207	25	points	point	NOUN
ggj-4434	207	26	from	from	ADP
ggj-4434	207	27	skewing	skew	VERB
ggj-4434	207	28	results	result	NOUN
ggj-4434	207	29	.	.	PUNCT
ggj-4434	208	1	mathematically	mathematically	ADV
ggj-4434	208	2	,	,	PUNCT
ggj-4434	208	3	for	for	ADP
ggj-4434	208	4	the	the	DET
ggj-4434	208	5	c	c	NOUN
ggj-4434	208	6	-	-	PUNCT
ggj-4434	208	7	th	th	VERB
ggj-4434	208	8	category	category	NOUN
ggj-4434	208	9	,	,	PUNCT
ggj-4434	208	10	where	where	SCONJ
ggj-4434	208	11	𝑛𝑐	𝑛𝑐	X
ggj-4434	208	12	data	data	NOUN
ggj-4434	208	13	points	point	NOUN
ggj-4434	208	14	(	(	PUNCT
ggj-4434	208	15	𝑥𝑖	𝑥𝑖	X
ggj-4434	208	16	(	(	PUNCT
ggj-4434	208	17	𝑐	𝑐	NOUN
ggj-4434	208	18	)	)	PUNCT
ggj-4434	208	19	,	,	PUNCT
ggj-4434	208	20	𝑦𝑖	𝑦𝑖	PROPN
ggj-4434	208	21	(	(	PUNCT
ggj-4434	208	22	𝑐	𝑐	NOUN
ggj-4434	208	23	)	)	PUNCT
ggj-4434	208	24	)	)	PUNCT
ggj-4434	208	25	satisfy	satisfy	VERB
ggj-4434	208	26	that	that	DET
ggj-4434	208	27	category	category	NOUN
ggj-4434	208	28	’s	’s	PART
ggj-4434	208	29	risk	risk	NOUN
ggj-4434	208	30	range	range	NOUN
ggj-4434	208	31	,	,	PUNCT
ggj-4434	208	32	the	the	DET
ggj-4434	208	33	two	two	NUM
ggj-4434	208	34	-	-	PUNCT
ggj-4434	208	35	dimensional	dimensional	ADJ
ggj-4434	208	36	gaussian	gaussian	ADJ
ggj-4434	208	37	kde	kde	NOUN
ggj-4434	208	38	can	can	AUX
ggj-4434	208	39	be	be	AUX
ggj-4434	208	40	written	write	VERB
ggj-4434	208	41	as	as	ADP
ggj-4434	208	42	:	:	PUNCT
ggj-4434	208	43	equation	equation	NOUN
ggj-4434	208	44	2	2	NUM
ggj-4434	208	45	:	:	PUNCT
ggj-4434	208	46	2d	2d	NUM
ggj-4434	208	47	risk	risk	NOUN
ggj-4434	208	48	score	score	NOUN
ggj-4434	208	49	using	use	VERB
ggj-4434	208	50	gauss	gauss	ADJ
ggj-4434	208	51	kernel	kernel	PROPN
ggj-4434	208	52	𝑓𝑐(𝑥	𝑓𝑐(𝑥	PROPN
ggj-4434	208	53	,	,	PUNCT
ggj-4434	208	54	𝑦	𝑦	X
ggj-4434	208	55	)	)	PUNCT
ggj-4434	208	56	=	=	SYM
ggj-4434	208	57	1	1	NUM
ggj-4434	208	58	𝑛𝑐ℎ2	𝑛𝑐ℎ2	ADJ
ggj-4434	208	59	∑	∑	PUNCT
ggj-4434	208	60	1	1	NUM
ggj-4434	208	61	2𝜋	2𝜋	NUM
ggj-4434	208	62	𝑛𝑐	𝑛𝑐	NOUN
ggj-4434	208	63	𝑖=1	𝑖=1	PROPN
ggj-4434	208	64	𝑒	𝑒	PROPN
ggj-4434	208	65	−	−	NUM
ggj-4434	208	66	1	1	NUM
ggj-4434	208	67	2	2	NUM
ggj-4434	208	68	[	[	X
ggj-4434	208	69	(	(	PUNCT
ggj-4434	208	70	𝑥	𝑥	X
ggj-4434	208	71	−	−	X
ggj-4434	208	72	𝑥𝑖	𝑥𝑖	PROPN
ggj-4434	208	73	(	(	PUNCT
ggj-4434	208	74	𝑐	𝑐	NOUN
ggj-4434	208	75	)	)	PUNCT
ggj-4434	208	76	ℎ	ℎ	NOUN
ggj-4434	208	77	)	)	PUNCT
ggj-4434	208	78	2	2	NUM
ggj-4434	209	1	+	+	CCONJ
ggj-4434	209	2	(	(	PUNCT
ggj-4434	209	3	𝑦	𝑦	NOUN
ggj-4434	209	4	−	−	X
ggj-4434	209	5	𝑦𝑖	𝑦𝑖	PROPN
ggj-4434	209	6	(	(	PUNCT
ggj-4434	209	7	𝑐	𝑐	NOUN
ggj-4434	209	8	)	)	PUNCT
ggj-4434	209	9	ℎ	ℎ	NOUN
ggj-4434	209	10	)	)	PUNCT
ggj-4434	209	11	2	2	NUM
ggj-4434	209	12	]	]	PUNCT
ggj-4434	209	13	here	here	ADV
ggj-4434	209	14	,	,	PUNCT
ggj-4434	209	15	categorized	categorize	VERB
ggj-4434	209	16	risk	risk	NOUN
ggj-4434	209	17	levels	level	NOUN
ggj-4434	209	18	per	per	ADP
ggj-4434	209	19	impact	impact	NOUN
ggj-4434	209	20	,	,	PUNCT
ggj-4434	209	21	where	where	SCONJ
ggj-4434	209	22	(	(	PUNCT
ggj-4434	209	23	𝑛𝑐	𝑛𝑐	NOUN
ggj-4434	209	24	)	)	PUNCT
ggj-4434	209	25	is	be	AUX
ggj-4434	209	26	the	the	DET
ggj-4434	209	27	number	number	NOUN
ggj-4434	209	28	of	of	ADP
ggj-4434	209	29	data	datum	NOUN
ggj-4434	209	30	points	point	NOUN
ggj-4434	209	31	in	in	ADP
ggj-4434	209	32	the	the	DET
ggj-4434	209	33	(	(	PUNCT
ggj-4434	209	34	i)th	i)th	PROPN
ggj-4434	209	35	category	category	NOUN
ggj-4434	209	36	,	,	PUNCT
ggj-4434	209	37	(	(	PUNCT
ggj-4434	209	38	h	h	NOUN
ggj-4434	209	39	)	)	PUNCT
ggj-4434	209	40	is	be	AUX
ggj-4434	209	41	the	the	DET
ggj-4434	209	42	bandwidth	bandwidth	ADJ
ggj-4434	209	43	parameter	parameter	NOUN
ggj-4434	209	44	,	,	PUNCT
ggj-4434	209	45	(	(	PUNCT
ggj-4434	209	46	e	e	NOUN
ggj-4434	209	47	)	)	PUNCT
ggj-4434	209	48	is	be	AUX
ggj-4434	209	49	the	the	DET
ggj-4434	209	50	base	base	NOUN
ggj-4434	209	51	of	of	ADP
ggj-4434	209	52	the	the	DET
ggj-4434	209	53	natural	natural	ADJ
ggj-4434	209	54	logarithm	logarithm	NOUN
ggj-4434	209	55	and	and	CCONJ
ggj-4434	209	56	𝑥𝑖	𝑥𝑖	PROPN
ggj-4434	209	57	(	(	PUNCT
ggj-4434	209	58	𝑐	𝑐	NOUN
ggj-4434	209	59	)	)	PUNCT
ggj-4434	209	60	and	and	CCONJ
ggj-4434	209	61	𝑦𝑖	𝑦𝑖	INTJ
ggj-4434	209	62	(	(	PUNCT
ggj-4434	209	63	𝑐	𝑐	NOUN
ggj-4434	209	64	)	)	PUNCT
ggj-4434	209	65	are	be	AUX
ggj-4434	209	66	the	the	DET
ggj-4434	209	67	nth	nth	ADJ
ggj-4434	209	68	pair	pair	NOUN
ggj-4434	209	69	of	of	ADP
ggj-4434	209	70	2d	2d	NUM
ggj-4434	209	71	data	datum	NOUN
ggj-4434	209	72	points	point	NOUN
ggj-4434	209	73	.	.	PUNCT
ggj-4434	210	1	this	this	DET
ggj-4434	210	2	formulation	formulation	NOUN
ggj-4434	210	3	assumes	assume	VERB
ggj-4434	210	4	x	x	PUNCT
ggj-4434	210	5	and	and	CCONJ
ggj-4434	210	6	y	y	PROPN
ggj-4434	210	7	(	(	PUNCT
ggj-4434	210	8	the	the	DET
ggj-4434	210	9	spatial	spatial	ADJ
ggj-4434	210	10	coordinates	coordinate	NOUN
ggj-4434	210	11	)	)	PUNCT
ggj-4434	210	12	are	be	AUX
ggj-4434	210	13	independent	independent	ADJ
ggj-4434	210	14	variables	variable	NOUN
ggj-4434	210	15	in	in	ADP
ggj-4434	210	16	the	the	DET
ggj-4434	210	17	gaussian	gaussian	ADJ
ggj-4434	210	18	kernel	kernel	NOUN
ggj-4434	210	19	,	,	PUNCT
ggj-4434	210	20	allowing	allow	VERB
ggj-4434	210	21	for	for	ADP
ggj-4434	210	22	straightforward	straightforward	ADJ
ggj-4434	210	23	,	,	PUNCT
ggj-4434	210	24	radially	radially	ADV
ggj-4434	210	25	symmetric	symmetric	ADJ
ggj-4434	210	26	smoothing	smoothing	NOUN
ggj-4434	210	27	.	.	PUNCT
ggj-4434	211	1	the	the	DET
ggj-4434	211	2	choice	choice	NOUN
ggj-4434	211	3	of	of	ADP
ggj-4434	211	4	the	the	DET
ggj-4434	211	5	bandwidth	bandwidth	ADJ
ggj-4434	211	6	h	h	NOUN
ggj-4434	211	7	is	be	AUX
ggj-4434	211	8	pivotal	pivotal	ADJ
ggj-4434	211	9	:	:	PUNCT
ggj-4434	211	10	smaller	small	ADJ
ggj-4434	211	11	h	h	NOUN
ggj-4434	211	12	values	value	NOUN
ggj-4434	211	13	yield	yield	VERB
ggj-4434	211	14	highly	highly	ADV
ggj-4434	211	15	localized	localized	ADJ
ggj-4434	211	16	densities	density	NOUN
ggj-4434	211	17	at	at	ADP
ggj-4434	211	18	the	the	DET
ggj-4434	211	19	expense	expense	NOUN
ggj-4434	211	20	of	of	ADP
ggj-4434	211	21	potential	potential	ADJ
ggj-4434	211	22	overfitting	overfitting	NOUN
ggj-4434	211	23	,	,	PUNCT
ggj-4434	211	24	whereas	whereas	SCONJ
ggj-4434	211	25	larger	large	ADJ
ggj-4434	211	26	h	h	NOUN
ggj-4434	211	27	values	value	NOUN
ggj-4434	211	28	give	give	VERB
ggj-4434	211	29	smoother	smooth	ADJ
ggj-4434	211	30	distributions	distribution	NOUN
ggj-4434	211	31	that	that	PRON
ggj-4434	211	32	may	may	AUX
ggj-4434	211	33	obscure	obscure	VERB
ggj-4434	211	34	important	important	ADJ
ggj-4434	211	35	local	local	ADJ
ggj-4434	211	36	variations	variation	NOUN
ggj-4434	211	37	.	.	PUNCT
ggj-4434	212	1	bandwidth	bandwidth	ADJ
ggj-4434	212	2	selection	selection	NOUN
ggj-4434	212	3	often	often	ADV
ggj-4434	212	4	leverages	leverage	VERB
ggj-4434	212	5	cross	cross	ADJ
ggj-4434	212	6	-	-	ADJ
ggj-4434	212	7	validation	validation	ADJ
ggj-4434	212	8	or	or	CCONJ
ggj-4434	212	9	rule	rule	NOUN
ggj-4434	212	10	-	-	PUNCT
ggj-4434	212	11	of	of	ADP
ggj-4434	212	12	-	-	PUNCT
ggj-4434	212	13	thumb	thumb	NOUN
ggj-4434	212	14	heuristics	heuristic	NOUN
ggj-4434	212	15	(	(	PUNCT
ggj-4434	212	16	silverman	silverman	NOUN
ggj-4434	212	17	,	,	PUNCT
ggj-4434	212	18	2018	2018	NUM
ggj-4434	212	19	)	)	PUNCT
ggj-4434	212	20	.	.	PUNCT
ggj-4434	213	1	by	by	ADP
ggj-4434	213	2	performing	perform	VERB
ggj-4434	213	3	this	this	DET
ggj-4434	213	4	kde	kde	NOUN
ggj-4434	213	5	procedure	procedure	NOUN
ggj-4434	213	6	separately	separately	ADV
ggj-4434	213	7	for	for	ADP
ggj-4434	213	8	each	each	DET
ggj-4434	213	9	risk	risk	NOUN
ggj-4434	213	10	category	category	NOUN
ggj-4434	213	11	,	,	PUNCT
ggj-4434	213	12	the	the	DET
ggj-4434	213	13	method	method	NOUN
ggj-4434	213	14	generates	generate	VERB
ggj-4434	213	15	multiple	multiple	ADJ
ggj-4434	213	16	“	"	PUNCT
ggj-4434	213	17	layered	layer	VERB
ggj-4434	213	18	”	"	PUNCT
ggj-4434	213	19	density	density	NOUN
ggj-4434	213	20	surfaces	surface	NOUN
ggj-4434	213	21	that	that	PRON
ggj-4434	213	22	can	can	AUX
ggj-4434	213	23	then	then	ADV
ggj-4434	213	24	be	be	AUX
ggj-4434	213	25	visualized	visualize	VERB
ggj-4434	213	26	independently	independently	ADV
ggj-4434	213	27	or	or	CCONJ
ggj-4434	213	28	composited	composite	VERB
ggj-4434	213	29	.	.	PUNCT
ggj-4434	214	1	the	the	DET
ggj-4434	214	2	resulting	result	VERB
ggj-4434	214	3	smoothed	smooth	VERB
ggj-4434	214	4	risk	risk	NOUN
ggj-4434	214	5	surfaces	surface	NOUN
ggj-4434	214	6	help	help	VERB
ggj-4434	214	7	highlight	highlight	VERB
ggj-4434	214	8	areas	area	NOUN
ggj-4434	214	9	of	of	ADP
ggj-4434	214	10	greatest	great	ADJ
ggj-4434	214	11	concern	concern	NOUN
ggj-4434	214	12	within	within	ADP
ggj-4434	214	13	each	each	DET
ggj-4434	214	14	category	category	NOUN
ggj-4434	214	15	and	and	CCONJ
ggj-4434	214	16	avoid	avoid	VERB
ggj-4434	214	17	the	the	DET
ggj-4434	214	18	abrupt	abrupt	ADJ
ggj-4434	214	19	color	color	NOUN
ggj-4434	214	20	transitions	transition	NOUN
ggj-4434	214	21	that	that	PRON
ggj-4434	214	22	simple	simple	ADJ
ggj-4434	214	23	,	,	PUNCT
ggj-4434	214	24	cell	cell	NOUN
ggj-4434	214	25	-	-	PUNCT
ggj-4434	214	26	by	by	ADP
ggj-4434	214	27	-	-	PUNCT
ggj-4434	214	28	cell	cell	NOUN
ggj-4434	214	29	risk	risk	NOUN
ggj-4434	214	30	mapping	mapping	NOUN
ggj-4434	214	31	might	might	AUX
ggj-4434	214	32	produce	produce	VERB
ggj-4434	214	33	.	.	PUNCT
ggj-4434	215	1	consequently	consequently	ADV
ggj-4434	215	2	,	,	PUNCT
ggj-4434	215	3	decisionmakers	decisionmaker	NOUN
ggj-4434	215	4	and	and	CCONJ
ggj-4434	215	5	analysts	analyst	NOUN
ggj-4434	215	6	gain	gain	VERB
ggj-4434	215	7	a	a	DET
ggj-4434	215	8	clearer	clear	ADJ
ggj-4434	215	9	view	view	NOUN
ggj-4434	215	10	of	of	ADP
ggj-4434	215	11	spatial	spatial	ADJ
ggj-4434	215	12	risk	risk	NOUN
ggj-4434	215	13	concentrations	concentration	NOUN
ggj-4434	215	14	,	,	PUNCT
ggj-4434	215	15	which	which	PRON
ggj-4434	215	16	supports	support	VERB
ggj-4434	215	17	more	more	ADV
ggj-4434	215	18	informed	informed	ADJ
ggj-4434	215	19	planning	planning	NOUN
ggj-4434	215	20	and	and	CCONJ
ggj-4434	215	21	more	more	ADV
ggj-4434	215	22	targeted	target	VERB
ggj-4434	215	23	mitigation	mitigation	NOUN
ggj-4434	215	24	strategies	strategy	NOUN
ggj-4434	215	25	.	.	PUNCT
ggj-4434	216	1	2.8	2.8	NUM
ggj-4434	216	2	data	datum	NOUN
ggj-4434	216	3	processing	processing	NOUN
ggj-4434	216	4	to	to	PART
ggj-4434	216	5	streamline	streamline	VERB
ggj-4434	216	6	the	the	DET
ggj-4434	216	7	risk	risk	NOUN
ggj-4434	216	8	analysis	analysis	NOUN
ggj-4434	216	9	within	within	ADP
ggj-4434	216	10	a	a	DET
ggj-4434	216	11	specified	specified	ADJ
ggj-4434	216	12	area	area	NOUN
ggj-4434	216	13	of	of	ADP
ggj-4434	216	14	interest	interest	NOUN
ggj-4434	216	15	(	(	PUNCT
ggj-4434	216	16	aio	aio	NOUN
ggj-4434	216	17	)	)	PUNCT
ggj-4434	216	18	,	,	PUNCT
ggj-4434	216	19	a	a	DET
ggj-4434	216	20	systematic	systematic	ADJ
ggj-4434	216	21	methodology	methodology	NOUN
ggj-4434	216	22	was	be	AUX
ggj-4434	216	23	devised	devise	VERB
ggj-4434	216	24	,	,	PUNCT
ggj-4434	216	25	as	as	SCONJ
ggj-4434	216	26	summarized	summarize	VERB
ggj-4434	216	27	in	in	ADP
ggj-4434	216	28	table	table	NOUN
ggj-4434	216	29	3	3	NUM
ggj-4434	216	30	.	.	PUNCT
ggj-4434	217	1	the	the	DET
ggj-4434	217	2	determination	determination	NOUN
ggj-4434	217	3	of	of	ADP
ggj-4434	217	4	the	the	DET
ggj-4434	217	5	aio	aio	NOUN
ggj-4434	217	6	’s	’s	PART
ggj-4434	217	7	minimum	minimum	ADJ
ggj-4434	217	8	size	size	NOUN
ggj-4434	217	9	which	which	PRON
ggj-4434	217	10	was	be	AUX
ggj-4434	217	11	initially	initially	ADV
ggj-4434	217	12	set	set	VERB
ggj-4434	217	13	at	at	ADP
ggj-4434	217	14	1	1	NUM
ggj-4434	217	15	km²	km²	NOUN
ggj-4434	217	16	drew	draw	VERB
ggj-4434	217	17	on	on	ADP
ggj-4434	217	18	a	a	DET
ggj-4434	217	19	preliminary	preliminary	ADJ
ggj-4434	217	20	review	review	NOUN
ggj-4434	217	21	of	of	ADP
ggj-4434	217	22	notable	notable	ADJ
ggj-4434	217	23	natural	natural	ADJ
ggj-4434	217	24	disaster	disaster	NOUN
ggj-4434	217	25	events	event	NOUN
ggj-4434	217	26	within	within	ADP
ggj-4434	217	27	azerbaijan	azerbaijan	PROPN
ggj-4434	217	28	,	,	PUNCT
ggj-4434	217	29	ensuring	ensure	VERB
ggj-4434	217	30	that	that	SCONJ
ggj-4434	217	31	smaller	small	ADJ
ggj-4434	217	32	-	-	PUNCT
ggj-4434	217	33	scale	scale	NOUN
ggj-4434	217	34	events	event	NOUN
ggj-4434	217	35	would	would	AUX
ggj-4434	217	36	be	be	AUX
ggj-4434	217	37	captured	capture	VERB
ggj-4434	217	38	.	.	PUNCT
ggj-4434	218	1	however	however	ADV
ggj-4434	218	2	,	,	PUNCT
ggj-4434	218	3	the	the	DET
ggj-4434	218	4	aio	aio	NOUN
ggj-4434	218	5	dimension	dimension	NOUN
ggj-4434	218	6	is	be	AUX
ggj-4434	218	7	not	not	PART
ggj-4434	218	8	fixed	fix	VERB
ggj-4434	218	9	and	and	CCONJ
ggj-4434	218	10	may	may	AUX
ggj-4434	218	11	be	be	AUX
ggj-4434	218	12	recalibrated	recalibrate	VERB
ggj-4434	218	13	for	for	ADP
ggj-4434	218	14	different	different	ADJ
ggj-4434	218	15	regions	region	NOUN
ggj-4434	218	16	or	or	CCONJ
ggj-4434	218	17	urban	urban	ADJ
ggj-4434	218	18	areas	area	NOUN
ggj-4434	218	19	where	where	SCONJ
ggj-4434	218	20	hazard	hazard	NOUN
ggj-4434	218	21	intensity	intensity	NOUN
ggj-4434	218	22	or	or	CCONJ
ggj-4434	218	23	infrastructure	infrastructure	NOUN
ggj-4434	218	24	density	density	NOUN
ggj-4434	218	25	warrants	warrant	NOUN
ggj-4434	218	26	finer	fine	ADJ
ggj-4434	218	27	resolution	resolution	NOUN
ggj-4434	218	28	.	.	PUNCT
ggj-4434	219	1	adapting	adapt	VERB
ggj-4434	219	2	aio	aio	NOUN
ggj-4434	219	3	dimensions	dimension	NOUN
ggj-4434	219	4	typically	typically	ADV
ggj-4434	219	5	involves	involve	VERB
ggj-4434	219	6	additional	additional	ADJ
ggj-4434	219	7	analytical	analytical	ADJ
ggj-4434	219	8	steps	step	NOUN
ggj-4434	219	9	.	.	PUNCT
ggj-4434	220	1	first	first	ADV
ggj-4434	220	2	,	,	PUNCT
ggj-4434	220	3	detailed	detailed	ADJ
ggj-4434	220	4	hazard	hazard	NOUN
ggj-4434	220	5	datasets	dataset	NOUN
ggj-4434	220	6	(	(	PUNCT
ggj-4434	220	7	e.g.	e.g.	ADV
ggj-4434	220	8	,	,	PUNCT
ggj-4434	220	9	seismic	seismic	ADJ
ggj-4434	220	10	zonation	zonation	NOUN
ggj-4434	220	11	maps	map	NOUN
ggj-4434	220	12	,	,	PUNCT
ggj-4434	220	13	flood	flood	NOUN
ggj-4434	220	14	extents	extent	NOUN
ggj-4434	220	15	,	,	PUNCT
ggj-4434	220	16	or	or	CCONJ
ggj-4434	220	17	landslide	landslide	NOUN
ggj-4434	220	18	susceptibility	susceptibility	NOUN
ggj-4434	220	19	layers	layer	NOUN
ggj-4434	220	20	)	)	PUNCT
ggj-4434	220	21	are	be	AUX
ggj-4434	220	22	reviewed	review	VERB
ggj-4434	220	23	to	to	PART
ggj-4434	220	24	confirm	confirm	VERB
ggj-4434	220	25	the	the	DET
ggj-4434	220	26	spatial	spatial	ADJ
ggj-4434	220	27	extent	extent	NOUN
ggj-4434	220	28	and	and	CCONJ
ggj-4434	220	29	granularity	granularity	NOUN
ggj-4434	220	30	of	of	ADP
ggj-4434	220	31	the	the	DET
ggj-4434	220	32	events	event	NOUN
ggj-4434	220	33	.	.	PUNCT
ggj-4434	221	1	second	second	ADJ
ggj-4434	221	2	,	,	PUNCT
ggj-4434	221	3	the	the	DET
ggj-4434	221	4	potential	potential	ADJ
ggj-4434	221	5	impact	impact	NOUN
ggj-4434	221	6	radius	radius	NOUN
ggj-4434	221	7	of	of	ADP
ggj-4434	221	8	each	each	DET
ggj-4434	221	9	hazard	hazard	NOUN
ggj-4434	221	10	is	be	AUX
ggj-4434	221	11	considered	consider	VERB
ggj-4434	221	12	particularly	particularly	ADV
ggj-4434	221	13	if	if	SCONJ
ggj-4434	221	14	one	one	NUM
ggj-4434	221	15	hazard	hazard	NOUN
ggj-4434	221	16	(	(	PUNCT
ggj-4434	221	17	e.g.	e.g.	ADV
ggj-4434	221	18	,	,	PUNCT
ggj-4434	221	19	flooding	flooding	NOUN
ggj-4434	221	20	)	)	PUNCT
ggj-4434	221	21	tends	tend	VERB
ggj-4434	221	22	to	to	PART
ggj-4434	221	23	spread	spread	VERB
ggj-4434	221	24	over	over	ADP
ggj-4434	221	25	a	a	DET
ggj-4434	221	26	wider	wide	ADJ
ggj-4434	221	27	area	area	NOUN
ggj-4434	221	28	compared	compare	VERB
ggj-4434	221	29	to	to	ADP
ggj-4434	221	30	another	another	PRON
ggj-4434	221	31	(	(	PUNCT
ggj-4434	221	32	e.g.	e.g.	ADV
ggj-4434	221	33	,	,	PUNCT
ggj-4434	221	34	localized	localized	ADJ
ggj-4434	221	35	ground	ground	NOUN
ggj-4434	221	36	subsidence	subsidence	NOUN
ggj-4434	221	37	)	)	PUNCT
ggj-4434	221	38	.	.	PUNCT
ggj-4434	222	1	finally	finally	ADV
ggj-4434	222	2	,	,	PUNCT
ggj-4434	222	3	socioeconomic	socioeconomic	ADJ
ggj-4434	222	4	or	or	CCONJ
ggj-4434	222	5	administrative	administrative	ADJ
ggj-4434	222	6	factors	factor	NOUN
ggj-4434	222	7	,	,	PUNCT
ggj-4434	222	8	such	such	ADJ
ggj-4434	222	9	as	as	ADP
ggj-4434	222	10	population	population	NOUN
ggj-4434	222	11	centers	center	NOUN
ggj-4434	222	12	or	or	CCONJ
ggj-4434	222	13	critical	critical	ADJ
ggj-4434	222	14	infrastructure	infrastructure	NOUN
ggj-4434	222	15	corridors	corridor	NOUN
ggj-4434	222	16	,	,	PUNCT
ggj-4434	222	17	may	may	AUX
ggj-4434	222	18	also	also	ADV
ggj-4434	222	19	inform	inform	VERB
ggj-4434	222	20	the	the	DET
ggj-4434	222	21	selection	selection	NOUN
ggj-4434	222	22	of	of	ADP
ggj-4434	222	23	a	a	DET
ggj-4434	222	24	larger	large	ADJ
ggj-4434	222	25	or	or	CCONJ
ggj-4434	222	26	smaller	small	ADJ
ggj-4434	222	27	aio	aio	NOUN
ggj-4434	222	28	.	.	NOUN
ggj-4434	223	1	within	within	ADP
ggj-4434	223	2	each	each	DET
ggj-4434	223	3	aio	aio	NOUN
ggj-4434	223	4	,	,	PUNCT
ggj-4434	223	5	risk	risk	NOUN
ggj-4434	223	6	levels	level	NOUN
ggj-4434	223	7	are	be	AUX
ggj-4434	223	8	determined	determine	VERB
ggj-4434	223	9	by	by	ADP
ggj-4434	223	10	referencing	reference	VERB
ggj-4434	223	11	previously	previously	ADV
ggj-4434	223	12	established	establish	VERB
ggj-4434	223	13	matrices	matrix	NOUN
ggj-4434	223	14	for	for	ADP
ggj-4434	223	15	natural	natural	ADJ
ggj-4434	223	16	hazards	hazard	NOUN
ggj-4434	223	17	(	(	PUNCT
ggj-4434	223	18	earthquakes	earthquake	NOUN
ggj-4434	223	19	,	,	PUNCT
ggj-4434	223	20	floods	flood	NOUN
ggj-4434	223	21	,	,	PUNCT
ggj-4434	223	22	landslides	landslide	NOUN
ggj-4434	223	23	,	,	PUNCT
ggj-4434	223	24	mud	mud	NOUN
ggj-4434	223	25	volcanoes	volcano	NOUN
ggj-4434	223	26	,	,	PUNCT
ggj-4434	223	27	etc	etc	X
ggj-4434	223	28	.	.	X
ggj-4434	223	29	)	)	PUNCT
ggj-4434	223	30	,	,	PUNCT
ggj-4434	223	31	environment	environment	NOUN
ggj-4434	223	32	-	-	PUNCT
ggj-4434	223	33	based	base	VERB
ggj-4434	223	34	hazards	hazard	NOUN
ggj-4434	223	35	(	(	PUNCT
ggj-4434	223	36	e.g.	e.g.	ADV
ggj-4434	223	37	,	,	PUNCT
ggj-4434	223	38	corrosion	corrosion	NOUN
ggj-4434	223	39	)	)	PUNCT
ggj-4434	223	40	,	,	PUNCT
ggj-4434	223	41	and	and	CCONJ
ggj-4434	223	42	their	their	PRON
ggj-4434	223	43	associated	associated	ADJ
ggj-4434	223	44	weights	weight	NOUN
ggj-4434	223	45	.	.	PUNCT
ggj-4434	224	1	the	the	DET
ggj-4434	224	2	resulting	result	VERB
ggj-4434	224	3	risk	risk	NOUN
ggj-4434	224	4	scores	score	NOUN
ggj-4434	224	5	are	be	AUX
ggj-4434	224	6	then	then	ADV
ggj-4434	224	7	aggregated	aggregate	VERB
ggj-4434	224	8	spatially	spatially	ADV
ggj-4434	224	9	,	,	PUNCT
ggj-4434	224	10	allowing	allow	VERB
ggj-4434	224	11	analysts	analyst	NOUN
ggj-4434	224	12	to	to	PART
ggj-4434	224	13	pinpoint	pinpoint	VERB
ggj-4434	224	14	critical	critical	ADJ
ggj-4434	224	15	hotspots	hotspot	NOUN
ggj-4434	224	16	.	.	PUNCT
ggj-4434	225	1	by	by	ADP
ggj-4434	225	2	adhering	adhere	VERB
ggj-4434	225	3	to	to	ADP
ggj-4434	225	4	the	the	DET
ggj-4434	225	5	structured	structured	ADJ
ggj-4434	225	6	workflow	workflow	NOUN
ggj-4434	225	7	shown	show	VERB
ggj-4434	225	8	in	in	ADP
ggj-4434	225	9	table	table	NOUN
ggj-4434	225	10	3	3	NUM
ggj-4434	225	11	,	,	PUNCT
ggj-4434	225	12	one	one	PRON
ggj-4434	225	13	ensures	ensure	VERB
ggj-4434	225	14	uniformity	uniformity	NOUN
ggj-4434	225	15	across	across	ADP
ggj-4434	225	16	different	different	ADJ
ggj-4434	225	17	aios	aio	NOUN
ggj-4434	225	18	,	,	PUNCT
ggj-4434	225	19	thereby	thereby	ADV
ggj-4434	225	20	facilitating	facilitate	VERB
ggj-4434	225	21	consistent	consistent	ADJ
ggj-4434	225	22	comparisons	comparison	NOUN
ggj-4434	225	23	even	even	ADV
ggj-4434	225	24	when	when	SCONJ
ggj-4434	225	25	hazard	hazard	NOUN
ggj-4434	225	26	profiles	profile	NOUN
ggj-4434	225	27	differ	differ	VERB
ggj-4434	225	28	.	.	PUNCT
ggj-4434	226	1	through	through	ADP
ggj-4434	226	2	this	this	DET
ggj-4434	226	3	stepwise	stepwise	PROPN
ggj-4434	226	4	approach	approach	NOUN
ggj-4434	226	5	,	,	PUNCT
ggj-4434	226	6	researchers	researcher	NOUN
ggj-4434	226	7	and	and	CCONJ
ggj-4434	226	8	decision	decision	NOUN
ggj-4434	226	9	-	-	PUNCT
ggj-4434	226	10	makers	maker	NOUN
ggj-4434	226	11	can	can	AUX
ggj-4434	226	12	maintain	maintain	VERB
ggj-4434	226	13	a	a	DET
ggj-4434	226	14	clear	clear	ADJ
ggj-4434	226	15	audit	audit	NOUN
ggj-4434	226	16	trail	trail	NOUN
ggj-4434	226	17	of	of	ADP
ggj-4434	226	18	how	how	SCONJ
ggj-4434	226	19	risk	risk	NOUN
ggj-4434	226	20	scores	score	NOUN
ggj-4434	226	21	are	be	AUX
ggj-4434	226	22	derived	derive	VERB
ggj-4434	226	23	,	,	PUNCT
ggj-4434	226	24	updated	update	VERB
ggj-4434	226	25	,	,	PUNCT
ggj-4434	226	26	and	and	CCONJ
ggj-4434	226	27	mapped	map	VERB
ggj-4434	226	28	onto	onto	ADP
ggj-4434	226	29	each	each	DET
ggj-4434	226	30	aio	aio	NOUN
ggj-4434	226	31	.	.	PUNCT
ggj-4434	227	1	this	this	PRON
ggj-4434	227	2	enables	enable	VERB
ggj-4434	227	3	rapid	rapid	ADJ
ggj-4434	227	4	re	re	NOUN
ggj-4434	227	5	-	-	NOUN
ggj-4434	227	6	evaluation	evaluation	NOUN
ggj-4434	227	7	if	if	SCONJ
ggj-4434	227	8	new	new	ADJ
ggj-4434	227	9	hazard	hazard	NOUN
ggj-4434	227	10	data	datum	NOUN
ggj-4434	227	11	emerge	emerge	VERB
ggj-4434	227	12	such	such	ADJ
ggj-4434	227	13	as	as	ADP
ggj-4434	227	14	revised	revise	VERB
ggj-4434	227	15	seismic	seismic	ADJ
ggj-4434	227	16	models	model	NOUN
ggj-4434	227	17	or	or	CCONJ
ggj-4434	227	18	recent	recent	ADJ
ggj-4434	227	19	flood	flood	NOUN
ggj-4434	227	20	records	record	NOUN
ggj-4434	227	21	-and	-and	X
ggj-4434	227	22	fosters	foster	VERB
ggj-4434	227	23	an	an	DET
ggj-4434	227	24	adaptable	adaptable	ADJ
ggj-4434	227	25	framework	framework	NOUN
ggj-4434	227	26	suitable	suitable	ADJ
ggj-4434	227	27	for	for	ADP
ggj-4434	227	28	a	a	DET
ggj-4434	227	29	variety	variety	NOUN
ggj-4434	227	30	of	of	ADP
ggj-4434	227	31	planning	planning	NOUN
ggj-4434	227	32	or	or	CCONJ
ggj-4434	227	33	operational	operational	ADJ
ggj-4434	227	34	needs	need	NOUN
ggj-4434	227	35	.	.	PUNCT
ggj-4434	228	1	table	table	NOUN
ggj-4434	228	2	3	3	NUM
ggj-4434	228	3	.	.	PUNCT
ggj-4434	229	1	processing	processing	NOUN
ggj-4434	229	2	steps	step	NOUN
ggj-4434	229	3	for	for	ADP
ggj-4434	229	4	a	a	DET
ggj-4434	229	5	single	single	ADJ
ggj-4434	229	6	aio	aio	NOUN
ggj-4434	229	7	step	step	NOUN
ggj-4434	229	8	description	description	NOUN
ggj-4434	229	9	1	1	NUM
ggj-4434	229	10	determine	determine	VERB
ggj-4434	229	11	the	the	DET
ggj-4434	229	12	aio	aio	NOUN
ggj-4434	229	13	:	:	PUNCT
ggj-4434	229	14	the	the	DET
ggj-4434	229	15	aio	aio	NOUN
ggj-4434	229	16	should	should	AUX
ggj-4434	229	17	be	be	AUX
ggj-4434	229	18	centered	center	VERB
ggj-4434	229	19	around	around	ADP
ggj-4434	229	20	the	the	DET
ggj-4434	229	21	pipeline	pipeline	NOUN
ggj-4434	229	22	to	to	PART
ggj-4434	229	23	ensure	ensure	VERB
ggj-4434	229	24	accurate	accurate	ADJ
ggj-4434	229	25	and	and	CCONJ
ggj-4434	229	26	proportionate	proportionate	ADJ
ggj-4434	229	27	gis	gis	NOUN
ggj-4434	229	28	visualization	visualization	NOUN
ggj-4434	229	29	of	of	ADP
ggj-4434	229	30	the	the	DET
ggj-4434	229	31	event	event	NOUN
ggj-4434	229	32	area	area	NOUN
ggj-4434	229	33	and	and	CCONJ
ggj-4434	229	34	the	the	DET
ggj-4434	229	35	pipeline	pipeline	NOUN
ggj-4434	229	36	's	's	PART
ggj-4434	229	37	linear	linear	ADJ
ggj-4434	229	38	section	section	NOUN
ggj-4434	229	39	2	2	NUM
ggj-4434	229	40	identify	identify	VERB
ggj-4434	229	41	(	(	PUNCT
ggj-4434	229	42	nd	nd	NOUN
ggj-4434	229	43	)	)	PUNCT
ggj-4434	229	44	and	and	CCONJ
ggj-4434	229	45	adjust	adjust	VERB
ggj-4434	229	46	aio	aio	ADJ
ggj-4434	229	47	size	size	NOUN
ggj-4434	229	48	:	:	PUNCT
ggj-4434	229	49	identify	identify	VERB
ggj-4434	229	50	nds	nd	NOUN
ggj-4434	229	51	that	that	PRON
ggj-4434	229	52	could	could	AUX
ggj-4434	229	53	impact	impact	VERB
ggj-4434	229	54	the	the	DET
ggj-4434	229	55	aio	aio	NOUN
ggj-4434	229	56	.	.	PUNCT
ggj-4434	230	1	the	the	DET
ggj-4434	230	2	aio	aio	PROPN
ggj-4434	230	3	's	's	PART
ggj-4434	230	4	dimensions	dimension	NOUN
ggj-4434	230	5	may	may	AUX
ggj-4434	230	6	be	be	AUX
ggj-4434	230	7	modified	modify	VERB
ggj-4434	230	8	if	if	SCONJ
ggj-4434	230	9	an	an	DET
ggj-4434	230	10	nd	nd	NOUN
ggj-4434	230	11	has	have	VERB
ggj-4434	230	12	a	a	DET
ggj-4434	230	13	wider	wide	ADJ
ggj-4434	230	14	impact	impact	NOUN
ggj-4434	230	15	area	area	NOUN
ggj-4434	230	16	.	.	PUNCT
ggj-4434	231	1	concurrently	concurrently	ADV
ggj-4434	231	2	,	,	PUNCT
ggj-4434	231	3	determine	determine	VERB
ggj-4434	231	4	the	the	DET
ggj-4434	231	5	risk	risk	NOUN
ggj-4434	231	6	parameters	parameter	NOUN
ggj-4434	231	7	for	for	ADP
ggj-4434	231	8	each	each	DET
ggj-4434	231	9	event	event	NOUN
ggj-4434	231	10	and	and	CCONJ
ggj-4434	231	11	their	their	PRON
ggj-4434	231	12	relative	relative	ADJ
ggj-4434	231	13	weights	weight	NOUN
ggj-4434	231	14	concerning	concern	VERB
ggj-4434	231	15	the	the	DET
ggj-4434	231	16	pipeline	pipeline	NOUN
ggj-4434	231	17	.	.	PUNCT
ggj-4434	232	1	3	3	NUM
ggj-4434	232	2	calculate	calculate	NOUN
ggj-4434	232	3	risk	risk	NOUN
ggj-4434	232	4	matrices	matrix	NOUN
ggj-4434	232	5	per	per	ADP
ggj-4434	232	6	event	event	NOUN
ggj-4434	232	7	:	:	PUNCT
ggj-4434	232	8	develop	develop	VERB
ggj-4434	232	9	risk	risk	NOUN
ggj-4434	232	10	matrices	matrix	NOUN
ggj-4434	232	11	for	for	ADP
ggj-4434	232	12	each	each	DET
ggj-4434	232	13	identified	identify	VERB
ggj-4434	232	14	event	event	NOUN
ggj-4434	232	15	,	,	PUNCT
ggj-4434	232	16	considering	consider	VERB
ggj-4434	232	17	the	the	DET
ggj-4434	232	18	specific	specific	ADJ
ggj-4434	232	19	risk	risk	NOUN
ggj-4434	232	20	parameters	parameter	NOUN
ggj-4434	232	21	and	and	CCONJ
ggj-4434	232	22	weights	weight	NOUN
ggj-4434	232	23	.	.	PUNCT
ggj-4434	233	1	babakhanov	babakhanov	PROPN
ggj-4434	233	2	&	&	CCONJ
ggj-4434	233	3	imrani	imrani	PROPN
ggj-4434	233	4	2025	2025	NUM
ggj-4434	233	5	5(3	5(3	NUM
ggj-4434	233	6	)	)	PUNCT
ggj-4434	233	7	24	24	NUM
ggj-4434	233	8	4	4	NUM
ggj-4434	233	9	combine	combine	VERB
ggj-4434	233	10	risk	risk	NOUN
ggj-4434	233	11	scores	score	NOUN
ggj-4434	233	12	:	:	PUNCT
ggj-4434	233	13	combine	combine	VERB
ggj-4434	233	14	the	the	DET
ggj-4434	233	15	individual	individual	ADJ
ggj-4434	233	16	risk	risk	NOUN
ggj-4434	233	17	scores	score	NOUN
ggj-4434	233	18	from	from	ADP
ggj-4434	233	19	each	each	DET
ggj-4434	233	20	event	event	NOUN
ggj-4434	233	21	into	into	ADP
ggj-4434	233	22	a	a	DET
ggj-4434	233	23	comprehensive	comprehensive	ADJ
ggj-4434	233	24	risk	risk	NOUN
ggj-4434	233	25	score	score	NOUN
ggj-4434	233	26	matrix	matrix	NOUN
ggj-4434	233	27	.	.	PUNCT
ggj-4434	234	1	this	this	DET
ggj-4434	234	2	methodical	methodical	ADJ
ggj-4434	234	3	approach	approach	NOUN
ggj-4434	234	4	ensures	ensure	VERB
ggj-4434	234	5	a	a	DET
ggj-4434	234	6	thorough	thorough	ADJ
ggj-4434	234	7	and	and	CCONJ
ggj-4434	234	8	systematic	systematic	ADJ
ggj-4434	234	9	assessment	assessment	NOUN
ggj-4434	234	10	of	of	ADP
ggj-4434	234	11	risks	risk	NOUN
ggj-4434	234	12	within	within	ADP
ggj-4434	234	13	a	a	DET
ggj-4434	234	14	given	give	VERB
ggj-4434	234	15	aio	aio	NOUN
ggj-4434	234	16	,	,	PUNCT
ggj-4434	234	17	allowing	allow	VERB
ggj-4434	234	18	for	for	ADP
ggj-4434	234	19	a	a	DET
ggj-4434	234	20	nuanced	nuanced	ADJ
ggj-4434	234	21	understanding	understanding	NOUN
ggj-4434	234	22	of	of	ADP
ggj-4434	234	23	potential	potential	ADJ
ggj-4434	234	24	impacts	impact	NOUN
ggj-4434	234	25	on	on	ADP
ggj-4434	234	26	pipeline	pipeline	NOUN
ggj-4434	234	27	infrastructure	infrastructure	NOUN
ggj-4434	234	28	.	.	PUNCT
ggj-4434	235	1	2.9	2.9	NUM
ggj-4434	235	2	aggregated	aggregate	VERB
ggj-4434	235	3	risks	risk	NOUN
ggj-4434	235	4	while	while	SCONJ
ggj-4434	235	5	the	the	DET
ggj-4434	235	6	aggregated	aggregate	VERB
ggj-4434	235	7	risk	risk	NOUN
ggj-4434	235	8	score	score	NOUN
ggj-4434	235	9	provides	provide	VERB
ggj-4434	235	10	a	a	DET
ggj-4434	235	11	high	high	ADJ
ggj-4434	235	12	-	-	PUNCT
ggj-4434	235	13	level	level	NOUN
ggj-4434	235	14	view	view	NOUN
ggj-4434	235	15	of	of	ADP
ggj-4434	235	16	the	the	DET
ggj-4434	235	17	overall	overall	ADJ
ggj-4434	235	18	risk	risk	NOUN
ggj-4434	235	19	,	,	PUNCT
ggj-4434	235	20	it	it	PRON
ggj-4434	235	21	is	be	AUX
ggj-4434	235	22	still	still	ADV
ggj-4434	235	23	tied	tie	VERB
ggj-4434	235	24	to	to	ADP
ggj-4434	235	25	the	the	DET
ggj-4434	235	26	individual	individual	ADJ
ggj-4434	235	27	risk	risk	NOUN
ggj-4434	235	28	scores	score	NOUN
ggj-4434	235	29	,	,	PUNCT
ggj-4434	235	30	and	and	CCONJ
ggj-4434	235	31	these	these	PRON
ggj-4434	235	32	can	can	AUX
ggj-4434	235	33	be	be	AUX
ggj-4434	235	34	used	use	VERB
ggj-4434	235	35	to	to	PART
ggj-4434	235	36	understand	understand	VERB
ggj-4434	235	37	the	the	DET
ggj-4434	235	38	specific	specific	ADJ
ggj-4434	235	39	hazards	hazard	NOUN
ggj-4434	235	40	in	in	ADP
ggj-4434	235	41	more	more	ADJ
ggj-4434	235	42	detail	detail	NOUN
ggj-4434	235	43	.	.	PUNCT
ggj-4434	236	1	it	it	PRON
ggj-4434	236	2	's	be	AUX
ggj-4434	236	3	beneficial	beneficial	ADJ
ggj-4434	236	4	to	to	PART
ggj-4434	236	5	consider	consider	VERB
ggj-4434	236	6	both	both	DET
ggj-4434	236	7	the	the	DET
ggj-4434	236	8	aggregated	aggregated	ADJ
ggj-4434	236	9	and	and	CCONJ
ggj-4434	236	10	individual	individual	ADJ
ggj-4434	236	11	risk	risk	NOUN
ggj-4434	236	12	scores	score	NOUN
ggj-4434	236	13	when	when	SCONJ
ggj-4434	236	14	planning	planning	NOUN
ggj-4434	236	15	interventions	intervention	NOUN
ggj-4434	236	16	and	and	CCONJ
ggj-4434	236	17	communicating	communicate	VERB
ggj-4434	236	18	about	about	ADP
ggj-4434	236	19	risk	risk	NOUN
ggj-4434	236	20	.	.	PUNCT
ggj-4434	237	1	in	in	ADP
ggj-4434	237	2	terms	term	NOUN
ggj-4434	237	3	of	of	ADP
ggj-4434	237	4	visualization	visualization	NOUN
ggj-4434	237	5	of	of	ADP
ggj-4434	237	6	risk	risk	NOUN
ggj-4434	237	7	details	detail	NOUN
ggj-4434	237	8	in	in	ADP
ggj-4434	237	9	an	an	DET
ggj-4434	237	10	aggregated	aggregated	ADJ
ggj-4434	237	11	form	form	NOUN
ggj-4434	237	12	,	,	PUNCT
ggj-4434	237	13	the	the	DET
ggj-4434	237	14	individual	individual	ADJ
ggj-4434	237	15	risk	risk	NOUN
ggj-4434	237	16	being	be	AUX
ggj-4434	237	17	stored	store	VERB
ggj-4434	237	18	as	as	ADP
ggj-4434	237	19	an	an	DET
ggj-4434	237	20	entity	entity	NOUN
ggj-4434	237	21	within	within	ADP
ggj-4434	237	22	the	the	DET
ggj-4434	237	23	relational	relational	ADJ
ggj-4434	237	24	database	database	NOUN
ggj-4434	237	25	.	.	PUNCT
ggj-4434	238	1	many	many	ADJ
ggj-4434	238	2	gis	gis	NOUN
ggj-4434	238	3	frameworks	framework	NOUN
ggj-4434	238	4	providing	provide	VERB
ggj-4434	238	5	the	the	DET
ggj-4434	238	6	automation	automation	NOUN
ggj-4434	238	7	facilities	facility	NOUN
ggj-4434	238	8	(	(	PUNCT
ggj-4434	238	9	here	here	ADV
ggj-4434	238	10	arcmap	arcmap	PROPN
ggj-4434	238	11	,	,	PUNCT
ggj-4434	238	12	qgis	qgis	NOUN
ggj-4434	238	13	and	and	CCONJ
ggj-4434	238	14	etc	etc	X
ggj-4434	238	15	.	.	X
ggj-4434	238	16	)	)	PUNCT
ggj-4434	238	17	via	via	ADP
ggj-4434	238	18	scripting	scripting	NOUN
ggj-4434	238	19	languages	language	NOUN
ggj-4434	238	20	like	like	ADP
ggj-4434	238	21	python	python	NOUN
ggj-4434	238	22	,	,	PUNCT
ggj-4434	238	23	javascript	javascript	NOUN
ggj-4434	238	24	.	.	PUNCT
ggj-4434	239	1	so	so	ADV
ggj-4434	239	2	,	,	PUNCT
ggj-4434	239	3	by	by	ADP
ggj-4434	239	4	adding	add	VERB
ggj-4434	239	5	the	the	DET
ggj-4434	239	6	referential	referential	ADJ
ggj-4434	239	7	output	output	NOUN
ggj-4434	239	8	per	per	ADP
ggj-4434	239	9	aggregated	aggregate	VERB
ggj-4434	239	10	risk	risk	NOUN
ggj-4434	239	11	value	value	NOUN
ggj-4434	239	12	(	(	PUNCT
ggj-4434	239	13	here	here	ADV
ggj-4434	239	14	individual	individual	ADJ
ggj-4434	239	15	colored	color	VERB
ggj-4434	239	16	cell	cell	NOUN
ggj-4434	239	17	)	)	PUNCT
ggj-4434	239	18	we	we	PRON
ggj-4434	239	19	can	can	AUX
ggj-4434	239	20	get	get	VERB
ggj-4434	239	21	the	the	DET
ggj-4434	239	22	detailed	detailed	ADJ
ggj-4434	239	23	information	information	NOUN
ggj-4434	239	24	on	on	ADP
ggj-4434	239	25	certain	certain	ADJ
ggj-4434	239	26	cell	cell	NOUN
ggj-4434	239	27	of	of	ADP
ggj-4434	239	28	interest	interest	NOUN
ggj-4434	239	29	in	in	ADP
ggj-4434	239	30	a	a	DET
ggj-4434	239	31	form	form	NOUN
ggj-4434	239	32	of	of	ADP
ggj-4434	239	33	table	table	NOUN
ggj-4434	239	34	4	4	NUM
ggj-4434	239	35	or	or	CCONJ
ggj-4434	239	36	other	other	ADJ
ggj-4434	239	37	ways	way	NOUN
ggj-4434	239	38	,	,	PUNCT
ggj-4434	239	39	like	like	ADP
ggj-4434	239	40	popup	popup	NOUN
ggj-4434	239	41	tooltips	tooltip	NOUN
ggj-4434	239	42	.	.	PUNCT
ggj-4434	240	1	table	table	NOUN
ggj-4434	240	2	4	4	NUM
ggj-4434	240	3	:	:	PUNCT
ggj-4434	240	4	aggregated	aggregate	VERB
ggj-4434	240	5	risk	risk	NOUN
ggj-4434	240	6	score	score	NOUN
ggj-4434	240	7	for	for	ADP
ggj-4434	240	8	each	each	DET
ggj-4434	240	9	location	location	NOUN
ggj-4434	240	10	location	location	NOUN
ggj-4434	240	11	earth	earth	NOUN
ggj-4434	240	12	-	-	PUNCT
ggj-4434	240	13	quake	quake	NOUN
ggj-4434	240	14	risk	risk	NOUN
ggj-4434	240	15	land	land	NOUN
ggj-4434	240	16	-	-	PUNCT
ggj-4434	240	17	slide	slide	NOUN
ggj-4434	240	18	risk	risk	NOUN
ggj-4434	240	19	flood	flood	NOUN
ggj-4434	240	20	risk	risk	NOUN
ggj-4434	240	21	mudflow	mudflow	NOUN
ggj-4434	240	22	risk	risk	NOUN
ggj-4434	240	23	aggregated	aggregate	VERB
ggj-4434	240	24	risk	risk	NOUN
ggj-4434	240	25	a	a	DET
ggj-4434	240	26	5.6	5.6	NUM
ggj-4434	240	27	4.2	4.2	NUM
ggj-4434	240	28	7.3	7.3	NUM
ggj-4434	240	29	6.4	6.4	NUM
ggj-4434	240	30	23.5	23.5	NUM
ggj-4434	240	31	b	b	NOUN
ggj-4434	240	32	7.1	7.1	NUM
ggj-4434	240	33	2.3	2.3	NUM
ggj-4434	240	34	8.5	8.5	NUM
ggj-4434	240	35	5.6	5.6	NUM
ggj-4434	240	36	23.5	23.5	NUM
ggj-4434	240	37	c	c	NOUN
ggj-4434	240	38	3.4	3.4	NUM
ggj-4434	240	39	6.7	6.7	NUM
ggj-4434	240	40	6.2	6.2	NUM
ggj-4434	240	41	4.5	4.5	NUM
ggj-4434	240	42	20.8	20.8	NUM
ggj-4434	240	43	d	d	NOUN
ggj-4434	240	44	6.9	6.9	NUM
ggj-4434	240	45	4.8	4.8	NUM
ggj-4434	240	46	8.1	8.1	NUM
ggj-4434	240	47	5.3	5.3	NUM
ggj-4434	240	48	25.1	25.1	NUM
ggj-4434	240	49	e	e	NOUN
ggj-4434	240	50	4.3	4.3	NUM
ggj-4434	240	51	3.5	3.5	NUM
ggj-4434	240	52	7.8	7.8	NUM
ggj-4434	240	53	6.7	6.7	NUM
ggj-4434	240	54	22.3	22.3	NUM
ggj-4434	240	55	this	this	DET
ggj-4434	240	56	table	table	NOUN
ggj-4434	240	57	clearly	clearly	ADV
ggj-4434	240	58	shows	show	VERB
ggj-4434	240	59	both	both	CCONJ
ggj-4434	240	60	the	the	DET
ggj-4434	240	61	individual	individual	ADJ
ggj-4434	240	62	and	and	CCONJ
ggj-4434	240	63	aggregated	aggregate	VERB
ggj-4434	240	64	risk	risk	NOUN
ggj-4434	240	65	scores	score	NOUN
ggj-4434	240	66	.	.	PUNCT
ggj-4434	241	1	by	by	ADP
ggj-4434	241	2	comparing	compare	VERB
ggj-4434	241	3	the	the	DET
ggj-4434	241	4	aggregated	aggregate	VERB
ggj-4434	241	5	scores	score	NOUN
ggj-4434	241	6	,	,	PUNCT
ggj-4434	241	7	we	we	PRON
ggj-4434	241	8	can	can	AUX
ggj-4434	241	9	see	see	VERB
ggj-4434	241	10	that	that	DET
ggj-4434	241	11	location	location	NOUN
ggj-4434	241	12	d	d	PROPN
ggj-4434	241	13	has	have	VERB
ggj-4434	241	14	the	the	DET
ggj-4434	241	15	highest	high	ADJ
ggj-4434	241	16	overall	overall	ADJ
ggj-4434	241	17	risk	risk	NOUN
ggj-4434	241	18	,	,	PUNCT
ggj-4434	241	19	even	even	ADV
ggj-4434	241	20	though	though	SCONJ
ggj-4434	241	21	it	it	PRON
ggj-4434	241	22	may	may	AUX
ggj-4434	241	23	not	not	PART
ggj-4434	241	24	have	have	VERB
ggj-4434	241	25	the	the	DET
ggj-4434	241	26	highest	high	ADJ
ggj-4434	241	27	risk	risk	NOUN
ggj-4434	241	28	for	for	ADP
ggj-4434	241	29	any	any	DET
ggj-4434	241	30	individual	individual	ADJ
ggj-4434	241	31	disaster	disaster	NOUN
ggj-4434	241	32	category	category	NOUN
ggj-4434	241	33	.	.	PUNCT
ggj-4434	242	1	this	this	PRON
ggj-4434	242	2	is	be	AUX
ggj-4434	242	3	a	a	DET
ggj-4434	242	4	good	good	ADJ
ggj-4434	242	5	example	example	NOUN
ggj-4434	242	6	of	of	ADP
ggj-4434	242	7	how	how	SCONJ
ggj-4434	242	8	aggregated	aggregate	VERB
ggj-4434	242	9	risk	risk	NOUN
ggj-4434	242	10	scores	score	NOUN
ggj-4434	242	11	can	can	AUX
ggj-4434	242	12	provide	provide	VERB
ggj-4434	242	13	a	a	DET
ggj-4434	242	14	different	different	ADJ
ggj-4434	242	15	perspective	perspective	NOUN
ggj-4434	242	16	than	than	ADP
ggj-4434	242	17	individual	individual	ADJ
ggj-4434	242	18	risk	risk	NOUN
ggj-4434	242	19	scores	score	NOUN
ggj-4434	242	20	.	.	PUNCT
ggj-4434	243	1	2.10	2.10	NUM
ggj-4434	243	2	kde	kde	NOUN
ggj-4434	243	3	and	and	CCONJ
ggj-4434	243	4	risk	risk	NOUN
ggj-4434	243	5	colors	color	NOUN
ggj-4434	243	6	the	the	DET
ggj-4434	243	7	kde	kde	NOUN
ggj-4434	243	8	method	method	NOUN
ggj-4434	243	9	can	can	AUX
ggj-4434	243	10	be	be	AUX
ggj-4434	243	11	used	use	VERB
ggj-4434	243	12	to	to	PART
ggj-4434	243	13	generate	generate	VERB
ggj-4434	243	14	the	the	DET
ggj-4434	243	15	smoothed	smooth	VERB
ggj-4434	243	16	,	,	PUNCT
ggj-4434	243	17	continuous	continuous	ADJ
ggj-4434	243	18	distribution	distribution	NOUN
ggj-4434	243	19	of	of	ADP
ggj-4434	243	20	the	the	DET
ggj-4434	243	21	aggregated	aggregate	VERB
ggj-4434	243	22	risk	risk	NOUN
ggj-4434	243	23	scores	score	NOUN
ggj-4434	243	24	.	.	PUNCT
ggj-4434	244	1	in	in	ADP
ggj-4434	244	2	this	this	DET
ggj-4434	244	3	context	context	NOUN
ggj-4434	244	4	,	,	PUNCT
ggj-4434	244	5	it	it	PRON
ggj-4434	244	6	would	would	AUX
ggj-4434	244	7	provide	provide	VERB
ggj-4434	244	8	a	a	DET
ggj-4434	244	9	way	way	NOUN
ggj-4434	244	10	to	to	PART
ggj-4434	244	11	understand	understand	VERB
ggj-4434	244	12	the	the	DET
ggj-4434	244	13	distribution	distribution	NOUN
ggj-4434	244	14	of	of	ADP
ggj-4434	244	15	aggregated	aggregated	ADJ
ggj-4434	244	16	risk	risk	NOUN
ggj-4434	244	17	scores	score	NOUN
ggj-4434	244	18	across	across	ADP
ggj-4434	244	19	the	the	DET
ggj-4434	244	20	area	area	NOUN
ggj-4434	244	21	of	of	ADP
ggj-4434	244	22	interest	interest	NOUN
ggj-4434	244	23	,	,	PUNCT
ggj-4434	244	24	identifying	identify	VERB
ggj-4434	244	25	areas	area	NOUN
ggj-4434	244	26	of	of	ADP
ggj-4434	244	27	high	high	ADJ
ggj-4434	244	28	or	or	CCONJ
ggj-4434	244	29	low	low	ADJ
ggj-4434	244	30	risk	risk	NOUN
ggj-4434	244	31	density	density	NOUN
ggj-4434	244	32	.	.	PUNCT
ggj-4434	245	1	this	this	PRON
ggj-4434	245	2	could	could	AUX
ggj-4434	245	3	help	help	VERB
ggj-4434	245	4	to	to	PART
ggj-4434	245	5	inform	inform	VERB
ggj-4434	245	6	more	more	ADJ
ggj-4434	245	7	granular	granular	ADJ
ggj-4434	245	8	risk	risk	NOUN
ggj-4434	245	9	management	management	NOUN
ggj-4434	245	10	strategies	strategy	NOUN
ggj-4434	245	11	or	or	CCONJ
ggj-4434	245	12	interventions	intervention	NOUN
ggj-4434	245	13	,	,	PUNCT
ggj-4434	245	14	by	by	ADP
ggj-4434	245	15	focusing	focus	VERB
ggj-4434	245	16	efforts	effort	NOUN
ggj-4434	245	17	where	where	SCONJ
ggj-4434	245	18	the	the	DET
ggj-4434	245	19	density	density	NOUN
ggj-4434	245	20	of	of	ADP
ggj-4434	245	21	high	high	ADJ
ggj-4434	245	22	-	-	PUNCT
ggj-4434	245	23	risk	risk	NOUN
ggj-4434	245	24	locations	location	NOUN
ggj-4434	245	25	is	be	AUX
ggj-4434	245	26	greatest	great	ADJ
ggj-4434	245	27	.	.	PUNCT
ggj-4434	246	1	figure	figure	VERB
ggj-4434	246	2	5	5	NUM
ggj-4434	246	3	.	.	PUNCT
ggj-4434	246	4	histogram	histogram	NOUN
ggj-4434	246	5	of	of	ADP
ggj-4434	246	6	gaussian	gaussian	NOUN
ggj-4434	246	7	aggregated	aggregate	VERB
ggj-4434	246	8	risk	risk	NOUN
ggj-4434	246	9	score	score	VERB
ggj-4434	246	10	the	the	DET
ggj-4434	246	11	fig	fig	NOUN
ggj-4434	246	12	.	.	PUNCT
ggj-4434	247	1	5	5	NUM
ggj-4434	247	2	is	be	AUX
ggj-4434	247	3	a	a	DET
ggj-4434	247	4	smoothed	smoothed	ADJ
ggj-4434	247	5	histogram	histogram	NOUN
ggj-4434	247	6	(	(	PUNCT
ggj-4434	247	7	i.e.	i.e.	X
ggj-4434	247	8	,	,	PUNCT
ggj-4434	247	9	a	a	DET
ggj-4434	247	10	probability	probability	NOUN
ggj-4434	247	11	density	density	NOUN
ggj-4434	247	12	function	function	NOUN
ggj-4434	247	13	)	)	PUNCT
ggj-4434	247	14	of	of	ADP
ggj-4434	247	15	the	the	DET
ggj-4434	247	16	aggregated	aggregate	VERB
ggj-4434	247	17	risk	risk	NOUN
ggj-4434	247	18	scores	score	NOUN
ggj-4434	247	19	using	use	VERB
ggj-4434	247	20	a	a	DET
ggj-4434	247	21	gaussian	gaussian	ADJ
ggj-4434	247	22	kernel	kernel	NOUN
ggj-4434	247	23	.	.	PUNCT
ggj-4434	248	1	the	the	DET
ggj-4434	248	2	resulting	result	VERB
ggj-4434	248	3	plot	plot	NOUN
ggj-4434	248	4	shows	show	VERB
ggj-4434	248	5	the	the	DET
ggj-4434	248	6	distribution	distribution	NOUN
ggj-4434	248	7	of	of	ADP
ggj-4434	248	8	risk	risk	NOUN
ggj-4434	248	9	scores	score	NOUN
ggj-4434	248	10	,	,	PUNCT
ggj-4434	248	11	with	with	ADP
ggj-4434	248	12	the	the	DET
ggj-4434	248	13	y	y	NOUN
ggj-4434	248	14	-	-	PUNCT
ggj-4434	248	15	axis	axis	NOUN
ggj-4434	248	16	representing	represent	VERB
ggj-4434	248	17	the	the	DET
ggj-4434	248	18	estimated	estimate	VERB
ggj-4434	248	19	density	density	NOUN
ggj-4434	248	20	of	of	ADP
ggj-4434	248	21	each	each	DET
ggj-4434	248	22	risk	risk	NOUN
ggj-4434	248	23	score	score	NOUN
ggj-4434	248	24	.	.	PUNCT
ggj-4434	249	1	babakhanov	babakhanov	PROPN
ggj-4434	249	2	&	&	CCONJ
ggj-4434	249	3	imrani	imrani	PROPN
ggj-4434	249	4	2025	2025	NUM
ggj-4434	249	5	5(3	5(3	NUM
ggj-4434	249	6	)	)	PUNCT
ggj-4434	249	7	25	25	NUM
ggj-4434	249	8	this	this	PRON
ggj-4434	249	9	can	can	AUX
ggj-4434	249	10	help	help	VERB
ggj-4434	249	11	us	we	PRON
ggj-4434	249	12	to	to	PART
ggj-4434	249	13	visualize	visualize	VERB
ggj-4434	249	14	how	how	SCONJ
ggj-4434	249	15	the	the	DET
ggj-4434	249	16	risk	risk	NOUN
ggj-4434	249	17	scores	score	NOUN
ggj-4434	249	18	are	be	AUX
ggj-4434	249	19	distributed	distribute	VERB
ggj-4434	249	20	and	and	CCONJ
ggj-4434	249	21	could	could	AUX
ggj-4434	249	22	potentially	potentially	ADV
ggj-4434	249	23	inform	inform	VERB
ggj-4434	249	24	how	how	SCONJ
ggj-4434	249	25	we	we	PRON
ggj-4434	249	26	define	define	VERB
ggj-4434	249	27	the	the	DET
ggj-4434	249	28	ranges	range	NOUN
ggj-4434	249	29	for	for	ADP
ggj-4434	249	30	the	the	DET
ggj-4434	249	31	'	'	PUNCT
ggj-4434	249	32	green	green	ADJ
ggj-4434	249	33	'	'	PUNCT
ggj-4434	249	34	,	,	PUNCT
ggj-4434	249	35	'	'	PUNCT
ggj-4434	249	36	yellow	yellow	ADJ
ggj-4434	249	37	'	'	PUNCT
ggj-4434	249	38	,	,	PUNCT
ggj-4434	249	39	and	and	CCONJ
ggj-4434	249	40	'	'	PUNCT
ggj-4434	249	41	red	red	ADJ
ggj-4434	249	42	'	'	PUNCT
ggj-4434	249	43	risk	risk	NOUN
ggj-4434	249	44	rankings	ranking	NOUN
ggj-4434	249	45	.	.	PUNCT
ggj-4434	250	1	then	then	ADV
ggj-4434	250	2	,	,	PUNCT
ggj-4434	250	3	the	the	DET
ggj-4434	250	4	distribution	distribution	NOUN
ggj-4434	250	5	of	of	ADP
ggj-4434	250	6	colours	colour	NOUN
ggj-4434	250	7	on	on	ADP
ggj-4434	250	8	the	the	DET
ggj-4434	250	9	histogram	histogram	NOUN
ggj-4434	250	10	be	be	AUX
ggj-4434	250	11	colorized	colorize	VERB
ggj-4434	250	12	based	base	VERB
ggj-4434	250	13	on	on	ADP
ggj-4434	250	14	colour	colour	NOUN
ggj-4434	250	15	ranges	range	NOUN
ggj-4434	250	16	per	per	ADP
ggj-4434	250	17	risk	risk	NOUN
ggj-4434	250	18	score	score	NOUN
ggj-4434	250	19	.	.	PUNCT
ggj-4434	251	1	on	on	ADP
ggj-4434	251	2	the	the	DET
ggj-4434	251	3	example	example	NOUN
ggj-4434	251	4	of	of	ADP
ggj-4434	251	5	given	give	VERB
ggj-4434	251	6	aggregated	aggregate	VERB
ggj-4434	251	7	values	value	NOUN
ggj-4434	251	8	from	from	ADP
ggj-4434	251	9	the	the	DET
ggj-4434	251	10	table	table	NOUN
ggj-4434	251	11	“	"	PUNCT
ggj-4434	251	12	table	table	NOUN
ggj-4434	251	13	4	4	NUM
ggj-4434	251	14	”	"	PUNCT
ggj-4434	251	15	,	,	PUNCT
ggj-4434	251	16	the	the	DET
ggj-4434	251	17	risk	risk	NOUN
ggj-4434	251	18	ranking	ranking	NOUN
ggj-4434	251	19	fall	fall	NOUN
ggj-4434	251	20	into	into	ADP
ggj-4434	251	21	‘	'	PUNCT
ggj-4434	251	22	red	red	ADJ
ggj-4434	251	23	’	'	PUNCT
ggj-4434	251	24	coloured	coloured	ADJ
ggj-4434	251	25	risk	risk	NOUN
ggj-4434	251	26	score	score	NOUN
ggj-4434	251	27	and	and	CCONJ
ggj-4434	251	28	be	be	AUX
ggj-4434	251	29	smoothed	smooth	VERB
ggj-4434	251	30	as	as	ADP
ggj-4434	251	31	a	a	DET
ggj-4434	251	32	gradient	gradient	NOUN
ggj-4434	251	33	of	of	ADP
ggj-4434	251	34	‘	'	PUNCT
ggj-4434	251	35	red	red	ADJ
ggj-4434	251	36	’	'	PUNCT
ggj-4434	251	37	colour	colour	NOUN
ggj-4434	251	38	.	.	PUNCT
ggj-4434	252	1	following	follow	VERB
ggj-4434	252	2	the	the	DET
ggj-4434	252	3	calculation	calculation	NOUN
ggj-4434	252	4	of	of	ADP
ggj-4434	252	5	the	the	DET
ggj-4434	252	6	probability	probability	NOUN
ggj-4434	252	7	density	density	NOUN
ggj-4434	252	8	function	function	NOUN
ggj-4434	252	9	using	use	VERB
ggj-4434	252	10	the	the	DET
ggj-4434	252	11	gaussian	gaussian	ADJ
ggj-4434	252	12	kernel	kernel	PROPN
ggj-4434	252	13	density	density	PROPN
ggj-4434	252	14	estimation	estimation	PROPN
ggj-4434	252	15	(	(	PUNCT
ggj-4434	252	16	kde	kde	NOUN
ggj-4434	252	17	)	)	PUNCT
ggj-4434	252	18	technique	technique	NOUN
ggj-4434	252	19	,	,	PUNCT
ggj-4434	252	20	we	we	PRON
ggj-4434	252	21	visualize	visualize	VERB
ggj-4434	252	22	the	the	DET
ggj-4434	252	23	distribution	distribution	NOUN
ggj-4434	252	24	by	by	ADP
ggj-4434	252	25	creating	create	VERB
ggj-4434	252	26	a	a	DET
ggj-4434	252	27	color	color	NOUN
ggj-4434	252	28	-	-	PUNCT
ggj-4434	252	29	coded	code	VERB
ggj-4434	252	30	histogram	histogram	NOUN
ggj-4434	252	31	plot	plot	NOUN
ggj-4434	252	32	(	(	PUNCT
ggj-4434	252	33	fig	fig	NOUN
ggj-4434	252	34	.	.	PUNCT
ggj-4434	252	35	6	6	NUM
ggj-4434	252	36	)	)	PUNCT
ggj-4434	252	37	.	.	PUNCT
ggj-4434	253	1	those	those	DET
ggj-4434	253	2	gradients	gradient	NOUN
ggj-4434	253	3	then	then	ADV
ggj-4434	253	4	be	be	AUX
ggj-4434	253	5	used	use	VERB
ggj-4434	253	6	to	to	PART
ggj-4434	253	7	map	map	VERB
ggj-4434	253	8	smoothed	smooth	VERB
ggj-4434	253	9	aggregated	aggregate	VERB
ggj-4434	253	10	risk	risk	NOUN
ggj-4434	253	11	values	value	NOUN
ggj-4434	253	12	on	on	ADP
ggj-4434	253	13	final	final	ADJ
ggj-4434	253	14	gis	gis	NOUN
ggj-4434	253	15	maps	map	NOUN
ggj-4434	253	16	.	.	PUNCT
ggj-4434	254	1	this	this	DET
ggj-4434	254	2	results	result	VERB
ggj-4434	254	3	in	in	ADP
ggj-4434	254	4	a	a	DET
ggj-4434	254	5	spatial	spatial	ADJ
ggj-4434	254	6	map	map	NOUN
ggj-4434	254	7	where	where	SCONJ
ggj-4434	254	8	each	each	DET
ggj-4434	254	9	location	location	NOUN
ggj-4434	254	10	is	be	AUX
ggj-4434	254	11	coloured	colour	VERB
ggj-4434	254	12	based	base	VERB
ggj-4434	254	13	on	on	ADP
ggj-4434	254	14	its	its	PRON
ggj-4434	254	15	normalized	normalized	ADJ
ggj-4434	254	16	risk	risk	NOUN
ggj-4434	254	17	density	density	NOUN
ggj-4434	254	18	,	,	PUNCT
ggj-4434	254	19	as	as	SCONJ
ggj-4434	254	20	estimated	estimate	VERB
ggj-4434	254	21	by	by	ADP
ggj-4434	254	22	the	the	DET
ggj-4434	254	23	kde	kde	PROPN
ggj-4434	254	24	.	.	PUNCT
ggj-4434	255	1	darker	dark	ADJ
ggj-4434	255	2	colours	colour	NOUN
ggj-4434	255	3	indicate	indicate	VERB
ggj-4434	255	4	regions	region	NOUN
ggj-4434	255	5	with	with	ADP
ggj-4434	255	6	higher	high	ADJ
ggj-4434	255	7	risk	risk	NOUN
ggj-4434	255	8	densities	density	NOUN
ggj-4434	255	9	.	.	PUNCT
ggj-4434	256	1	in	in	ADP
ggj-4434	256	2	practical	practical	ADJ
ggj-4434	256	3	applications	application	NOUN
ggj-4434	256	4	,	,	PUNCT
ggj-4434	256	5	this	this	DET
ggj-4434	256	6	spatial	spatial	ADJ
ggj-4434	256	7	risk	risk	NOUN
ggj-4434	256	8	map	map	NOUN
ggj-4434	256	9	can	can	AUX
ggj-4434	256	10	be	be	AUX
ggj-4434	256	11	overlaid	overlay	VERB
ggj-4434	256	12	with	with	ADP
ggj-4434	256	13	other	other	ADJ
ggj-4434	256	14	geographical	geographical	ADJ
ggj-4434	256	15	features	feature	NOUN
ggj-4434	256	16	such	such	ADJ
ggj-4434	256	17	as	as	ADP
ggj-4434	256	18	roads	road	NOUN
ggj-4434	256	19	,	,	PUNCT
ggj-4434	256	20	buildings	building	NOUN
ggj-4434	256	21	,	,	PUNCT
ggj-4434	256	22	and	and	CCONJ
ggj-4434	256	23	natural	natural	ADJ
ggj-4434	256	24	landmarks	landmark	NOUN
ggj-4434	256	25	to	to	PART
ggj-4434	256	26	provide	provide	VERB
ggj-4434	256	27	a	a	DET
ggj-4434	256	28	comprehensive	comprehensive	ADJ
ggj-4434	256	29	view	view	NOUN
ggj-4434	256	30	of	of	ADP
ggj-4434	256	31	the	the	DET
ggj-4434	256	32	risk	risk	NOUN
ggj-4434	256	33	landscape	landscape	NOUN
ggj-4434	256	34	.	.	PUNCT
ggj-4434	257	1	this	this	PRON
ggj-4434	257	2	can	can	AUX
ggj-4434	257	3	aid	aid	VERB
ggj-4434	257	4	in	in	ADP
ggj-4434	257	5	identifying	identify	VERB
ggj-4434	257	6	high	high	ADJ
ggj-4434	257	7	-	-	PUNCT
ggj-4434	257	8	risk	risk	NOUN
ggj-4434	257	9	areas	area	NOUN
ggj-4434	257	10	and	and	CCONJ
ggj-4434	257	11	prioritizing	prioritize	VERB
ggj-4434	257	12	interventions	intervention	NOUN
ggj-4434	257	13	.	.	PUNCT
ggj-4434	258	1	figure	figure	VERB
ggj-4434	258	2	6	6	NUM
ggj-4434	258	3	.	.	PUNCT
ggj-4434	259	1	gradient	gradient	ADJ
ggj-4434	259	2	histogram	histogram	NOUN
ggj-4434	259	3	of	of	ADP
ggj-4434	259	4	gaussian	gaussian	NOUN
ggj-4434	259	5	aggregated	aggregate	VERB
ggj-4434	259	6	risk	risk	NOUN
ggj-4434	259	7	score	score	NOUN
ggj-4434	259	8	2.11	2.11	NUM
ggj-4434	259	9	assessment	assessment	NOUN
ggj-4434	259	10	challenges	challenge	NOUN
ggj-4434	259	11	in	in	ADP
ggj-4434	259	12	the	the	DET
ggj-4434	259	13	process	process	NOUN
ggj-4434	259	14	of	of	ADP
ggj-4434	259	15	assessing	assess	VERB
ggj-4434	259	16	risks	risk	NOUN
ggj-4434	259	17	to	to	ADP
ggj-4434	259	18	pipeline	pipeline	NOUN
ggj-4434	259	19	infrastructure	infrastructure	NOUN
ggj-4434	259	20	due	due	ADP
ggj-4434	259	21	to	to	ADP
ggj-4434	259	22	natural	natural	ADJ
ggj-4434	259	23	disasters	disaster	NOUN
ggj-4434	259	24	,	,	PUNCT
ggj-4434	259	25	several	several	ADJ
ggj-4434	259	26	challenges	challenge	NOUN
ggj-4434	259	27	arise	arise	VERB
ggj-4434	259	28	,	,	PUNCT
ggj-4434	259	29	particularly	particularly	ADV
ggj-4434	259	30	in	in	ADP
ggj-4434	259	31	accurately	accurately	ADV
ggj-4434	259	32	characterizing	characterize	VERB
ggj-4434	259	33	the	the	DET
ggj-4434	259	34	impact	impact	NOUN
ggj-4434	259	35	of	of	ADP
ggj-4434	259	36	these	these	DET
ggj-4434	259	37	events	event	NOUN
ggj-4434	259	38	.	.	PUNCT
ggj-4434	260	1	a	a	DET
ggj-4434	260	2	key	key	ADJ
ggj-4434	260	3	aspect	aspect	NOUN
ggj-4434	260	4	of	of	ADP
ggj-4434	260	5	this	this	DET
ggj-4434	260	6	challenge	challenge	NOUN
ggj-4434	260	7	is	be	AUX
ggj-4434	260	8	the	the	DET
ggj-4434	260	9	need	need	NOUN
ggj-4434	260	10	for	for	ADP
ggj-4434	260	11	a	a	DET
ggj-4434	260	12	comprehensive	comprehensive	ADJ
ggj-4434	260	13	definition	definition	NOUN
ggj-4434	260	14	of	of	ADP
ggj-4434	260	15	risk	risk	NOUN
ggj-4434	260	16	,	,	PUNCT
ggj-4434	260	17	which	which	PRON
ggj-4434	260	18	encompasses	encompass	VERB
ggj-4434	260	19	a	a	DET
ggj-4434	260	20	clear	clear	ADJ
ggj-4434	260	21	understanding	understanding	NOUN
ggj-4434	260	22	of	of	ADP
ggj-4434	260	23	the	the	DET
ggj-4434	260	24	probability	probability	NOUN
ggj-4434	260	25	and	and	CCONJ
ggj-4434	260	26	dimensions	dimension	NOUN
ggj-4434	260	27	of	of	ADP
ggj-4434	260	28	potential	potential	ADJ
ggj-4434	260	29	impacts	impact	NOUN
ggj-4434	260	30	.	.	PUNCT
ggj-4434	261	1	the	the	DET
ggj-4434	261	2	challenges	challenge	NOUN
ggj-4434	261	3	,	,	PUNCT
ggj-4434	261	4	listed	list	VERB
ggj-4434	261	5	in	in	ADP
ggj-4434	261	6	order	order	NOUN
ggj-4434	261	7	of	of	ADP
ggj-4434	261	8	increasing	increase	VERB
ggj-4434	261	9	complexity	complexity	NOUN
ggj-4434	261	10	,	,	PUNCT
ggj-4434	261	11	include	include	VERB
ggj-4434	261	12	:	:	PUNCT
ggj-4434	261	13	1	1	X
ggj-4434	261	14	.	.	X
ggj-4434	261	15	identification	identification	NOUN
ggj-4434	261	16	and	and	CCONJ
ggj-4434	261	17	evaluation	evaluation	NOUN
ggj-4434	261	18	of	of	ADP
ggj-4434	261	19	risk	risk	NOUN
ggj-4434	261	20	parameters	parameter	NOUN
ggj-4434	261	21	:	:	PUNCT
ggj-4434	261	22	this	this	PRON
ggj-4434	261	23	involves	involve	VERB
ggj-4434	261	24	pinpointing	pinpoint	VERB
ggj-4434	261	25	specific	specific	ADJ
ggj-4434	261	26	risk	risk	NOUN
ggj-4434	261	27	factors	factor	NOUN
ggj-4434	261	28	and	and	CCONJ
ggj-4434	261	29	assessing	assess	VERB
ggj-4434	261	30	their	their	PRON
ggj-4434	261	31	potential	potential	ADJ
ggj-4434	261	32	impact	impact	NOUN
ggj-4434	261	33	.	.	PUNCT
ggj-4434	262	1	an	an	DET
ggj-4434	262	2	example	example	NOUN
ggj-4434	262	3	is	be	AUX
ggj-4434	262	4	evaluating	evaluate	VERB
ggj-4434	262	5	the	the	DET
ggj-4434	262	6	effects	effect	NOUN
ggj-4434	262	7	of	of	ADP
ggj-4434	262	8	earthquakes	earthquake	NOUN
ggj-4434	262	9	on	on	ADP
ggj-4434	262	10	pipelines	pipeline	NOUN
ggj-4434	262	11	,	,	PUNCT
ggj-4434	262	12	including	include	VERB
ggj-4434	262	13	subsequent	subsequent	ADJ
ggj-4434	262	14	natech	natech	ADJ
ggj-4434	262	15	events	event	NOUN
ggj-4434	262	16	(	(	PUNCT
ggj-4434	262	17	krausman	krausman	NOUN
ggj-4434	262	18	et	et	PROPN
ggj-4434	262	19	al	al	PROPN
ggj-4434	262	20	.	.	PROPN
ggj-4434	262	21	,	,	PUNCT
ggj-4434	262	22	2016	2016	NUM
ggj-4434	262	23	)	)	PUNCT
ggj-4434	262	24	.	.	PUNCT
ggj-4434	263	1	2	2	X
ggj-4434	263	2	.	.	X
ggj-4434	263	3	determining	determine	VERB
ggj-4434	263	4	appropriate	appropriate	ADJ
ggj-4434	263	5	risk	risk	NOUN
ggj-4434	263	6	weights	weight	NOUN
ggj-4434	263	7	for	for	ADP
ggj-4434	263	8	each	each	DET
ggj-4434	263	9	parameter	parameter	NOUN
ggj-4434	263	10	:	:	PUNCT
ggj-4434	263	11	assigning	assign	VERB
ggj-4434	263	12	the	the	DET
ggj-4434	263	13	correct	correct	ADJ
ggj-4434	263	14	weight	weight	NOUN
ggj-4434	263	15	to	to	ADP
ggj-4434	263	16	each	each	DET
ggj-4434	263	17	risk	risk	NOUN
ggj-4434	263	18	parameter	parameter	NOUN
ggj-4434	263	19	is	be	AUX
ggj-4434	263	20	crucial	crucial	ADJ
ggj-4434	263	21	for	for	ADP
ggj-4434	263	22	accurate	accurate	ADJ
ggj-4434	263	23	risk	risk	NOUN
ggj-4434	263	24	assessment	assessment	NOUN
ggj-4434	263	25	.	.	PUNCT
ggj-4434	264	1	3	3	X
ggj-4434	264	2	.	.	X
ggj-4434	264	3	choosing	choose	VERB
ggj-4434	264	4	the	the	DET
ggj-4434	264	5	correct	correct	ADJ
ggj-4434	264	6	granularity	granularity	NOUN
ggj-4434	264	7	for	for	ADP
ggj-4434	264	8	the	the	DET
ggj-4434	264	9	area	area	NOUN
ggj-4434	264	10	of	of	ADP
ggj-4434	264	11	interest	interest	NOUN
ggj-4434	264	12	:	:	PUNCT
ggj-4434	264	13	this	this	PRON
ggj-4434	264	14	is	be	AUX
ggj-4434	264	15	essential	essential	ADJ
ggj-4434	264	16	to	to	PART
ggj-4434	264	17	avoid	avoid	VERB
ggj-4434	264	18	oversimplification	oversimplification	NOUN
ggj-4434	264	19	and	and	CCONJ
ggj-4434	264	20	ensure	ensure	VERB
ggj-4434	264	21	detailed	detailed	ADJ
ggj-4434	264	22	risk	risk	NOUN
ggj-4434	264	23	analysis	analysis	NOUN
ggj-4434	264	24	.	.	PUNCT
ggj-4434	265	1	2.12	2.12	NUM
ggj-4434	265	2	general	general	ADJ
ggj-4434	265	3	steps	step	NOUN
ggj-4434	265	4	for	for	ADP
ggj-4434	265	5	risk	risk	NOUN
ggj-4434	265	6	visualization	visualization	NOUN
ggj-4434	265	7	to	to	PART
ggj-4434	265	8	visualize	visualize	VERB
ggj-4434	265	9	the	the	DET
ggj-4434	265	10	spatial	spatial	ADJ
ggj-4434	265	11	distribution	distribution	NOUN
ggj-4434	265	12	of	of	ADP
ggj-4434	265	13	aggregated	aggregate	VERB
ggj-4434	265	14	risk	risk	NOUN
ggj-4434	265	15	scores	score	NOUN
ggj-4434	265	16	using	use	VERB
ggj-4434	265	17	the	the	DET
ggj-4434	265	18	colorized	colorized	ADJ
ggj-4434	265	19	histogram	histogram	NOUN
ggj-4434	265	20	,	,	PUNCT
ggj-4434	265	21	we	we	PRON
ggj-4434	265	22	can	can	AUX
ggj-4434	265	23	employ	employ	VERB
ggj-4434	265	24	a	a	DET
ggj-4434	265	25	gis	gis	NOUN
ggj-4434	265	26	framework	framework	NOUN
ggj-4434	265	27	.	.	PUNCT
ggj-4434	266	1	this	this	PRON
ggj-4434	266	2	allows	allow	VERB
ggj-4434	266	3	us	we	PRON
ggj-4434	266	4	to	to	PART
ggj-4434	266	5	map	map	VERB
ggj-4434	266	6	the	the	DET
ggj-4434	266	7	risk	risk	NOUN
ggj-4434	266	8	scores	score	NOUN
ggj-4434	266	9	onto	onto	ADP
ggj-4434	266	10	a	a	DET
ggj-4434	266	11	2d	2d	NUM
ggj-4434	266	12	map	map	NOUN
ggj-4434	266	13	representation	representation	NOUN
ggj-4434	266	14	of	of	ADP
ggj-4434	266	15	the	the	DET
ggj-4434	266	16	study	study	NOUN
ggj-4434	266	17	area	area	NOUN
ggj-4434	266	18	.	.	PUNCT
ggj-4434	267	1	a.	a.	NOUN
ggj-4434	267	2	define	define	VERB
ggj-4434	267	3	the	the	DET
ggj-4434	267	4	study	study	NOUN
ggj-4434	267	5	area	area	NOUN
ggj-4434	267	6	:	:	PUNCT
ggj-4434	267	7	determine	determine	VERB
ggj-4434	267	8	the	the	DET
ggj-4434	267	9	extent	extent	NOUN
ggj-4434	267	10	and	and	CCONJ
ggj-4434	267	11	boundaries	boundary	NOUN
ggj-4434	267	12	of	of	ADP
ggj-4434	267	13	the	the	DET
ggj-4434	267	14	study	study	NOUN
ggj-4434	267	15	area	area	NOUN
ggj-4434	267	16	where	where	SCONJ
ggj-4434	267	17	the	the	DET
ggj-4434	267	18	risk	risk	NOUN
ggj-4434	267	19	scores	score	NOUN
ggj-4434	267	20	will	will	AUX
ggj-4434	267	21	be	be	AUX
ggj-4434	267	22	visualized	visualize	VERB
ggj-4434	267	23	.	.	PUNCT
ggj-4434	268	1	b.	b.	PROPN
ggj-4434	268	2	obtain	obtain	VERB
ggj-4434	268	3	the	the	DET
ggj-4434	268	4	risk	risk	NOUN
ggj-4434	268	5	scores	score	NOUN
ggj-4434	268	6	:	:	PUNCT
ggj-4434	268	7	collect	collect	VERB
ggj-4434	268	8	or	or	CCONJ
ggj-4434	268	9	calculate	calculate	VERB
ggj-4434	268	10	the	the	DET
ggj-4434	268	11	aggregated	aggregate	VERB
ggj-4434	268	12	risk	risk	NOUN
ggj-4434	268	13	scores	score	NOUN
ggj-4434	268	14	for	for	ADP
ggj-4434	268	15	each	each	DET
ggj-4434	268	16	location	location	NOUN
ggj-4434	268	17	within	within	ADP
ggj-4434	268	18	the	the	DET
ggj-4434	268	19	study	study	NOUN
ggj-4434	268	20	area	area	NOUN
ggj-4434	268	21	.	.	PUNCT
ggj-4434	269	1	c.	c.	NOUN
ggj-4434	269	2	create	create	VERB
ggj-4434	269	3	a	a	DET
ggj-4434	269	4	grid	grid	NOUN
ggj-4434	269	5	:	:	PUNCT
ggj-4434	269	6	divide	divide	VERB
ggj-4434	269	7	the	the	DET
ggj-4434	269	8	study	study	NOUN
ggj-4434	269	9	area	area	NOUN
ggj-4434	269	10	into	into	ADP
ggj-4434	269	11	a	a	DET
ggj-4434	269	12	regular	regular	ADJ
ggj-4434	269	13	grid	grid	NOUN
ggj-4434	269	14	of	of	ADP
ggj-4434	269	15	cells	cell	NOUN
ggj-4434	269	16	.	.	PUNCT
ggj-4434	270	1	the	the	DET
ggj-4434	270	2	size	size	NOUN
ggj-4434	270	3	of	of	ADP
ggj-4434	270	4	each	each	DET
ggj-4434	270	5	cell	cell	NOUN
ggj-4434	270	6	depends	depend	VERB
ggj-4434	270	7	on	on	ADP
ggj-4434	270	8	the	the	DET
ggj-4434	270	9	desired	desire	VERB
ggj-4434	270	10	resolution	resolution	NOUN
ggj-4434	270	11	for	for	ADP
ggj-4434	270	12	the	the	DET
ggj-4434	270	13	visualization	visualization	NOUN
ggj-4434	270	14	.	.	PUNCT
ggj-4434	271	1	babakhanov	babakhanov	PROPN
ggj-4434	271	2	&	&	CCONJ
ggj-4434	271	3	imrani	imrani	PROPN
ggj-4434	271	4	2025	2025	NUM
ggj-4434	271	5	5(3	5(3	NUM
ggj-4434	271	6	)	)	PUNCT
ggj-4434	271	7	26	26	NUM
ggj-4434	271	8	d.	d.	NOUN
ggj-4434	271	9	interpolate	interpolate	VERB
ggj-4434	271	10	the	the	DET
ggj-4434	271	11	risk	risk	NOUN
ggj-4434	271	12	scores	score	NOUN
ggj-4434	271	13	:	:	PUNCT
ggj-4434	271	14	assign	assign	VERB
ggj-4434	271	15	each	each	DET
ggj-4434	271	16	cell	cell	NOUN
ggj-4434	271	17	in	in	ADP
ggj-4434	271	18	the	the	DET
ggj-4434	271	19	grid	grid	NOUN
ggj-4434	271	20	a	a	DET
ggj-4434	271	21	risk	risk	NOUN
ggj-4434	271	22	score	score	NOUN
ggj-4434	271	23	based	base	VERB
ggj-4434	271	24	on	on	ADP
ggj-4434	271	25	interpolation	interpolation	NOUN
ggj-4434	271	26	techniques	technique	NOUN
ggj-4434	271	27	such	such	ADJ
ggj-4434	271	28	as	as	ADP
ggj-4434	271	29	inverse	inverse	NOUN
ggj-4434	271	30	distance	distance	NOUN
ggj-4434	271	31	weighting	weighting	NOUN
ggj-4434	271	32	or	or	CCONJ
ggj-4434	271	33	kriging	kriging	NOUN
ggj-4434	271	34	.	.	PUNCT
ggj-4434	272	1	this	this	DET
ggj-4434	272	2	step	step	NOUN
ggj-4434	272	3	ensures	ensure	VERB
ggj-4434	272	4	that	that	SCONJ
ggj-4434	272	5	risk	risk	NOUN
ggj-4434	272	6	scores	score	NOUN
ggj-4434	272	7	are	be	AUX
ggj-4434	272	8	assigned	assign	VERB
ggj-4434	272	9	to	to	ADP
ggj-4434	272	10	locations	location	NOUN
ggj-4434	272	11	that	that	PRON
ggj-4434	272	12	fall	fall	VERB
ggj-4434	272	13	between	between	ADP
ggj-4434	272	14	the	the	DET
ggj-4434	272	15	actual	actual	ADJ
ggj-4434	272	16	data	data	NOUN
ggj-4434	272	17	points	point	NOUN
ggj-4434	272	18	.	.	PUNCT
ggj-4434	273	1	e.	e.	PROPN
ggj-4434	273	2	colorize	colorize	VERB
ggj-4434	273	3	the	the	DET
ggj-4434	273	4	grid	grid	NOUN
ggj-4434	273	5	:	:	PUNCT
ggj-4434	273	6	assign	assign	VERB
ggj-4434	273	7	a	a	DET
ggj-4434	273	8	color	color	NOUN
ggj-4434	273	9	to	to	ADP
ggj-4434	273	10	each	each	DET
ggj-4434	273	11	cell	cell	NOUN
ggj-4434	273	12	based	base	VERB
ggj-4434	273	13	on	on	ADP
ggj-4434	273	14	its	its	PRON
ggj-4434	273	15	risk	risk	NOUN
ggj-4434	273	16	score	score	NOUN
ggj-4434	273	17	.	.	PUNCT
ggj-4434	274	1	use	use	VERB
ggj-4434	274	2	a	a	DET
ggj-4434	274	3	color	color	NOUN
ggj-4434	274	4	scale	scale	NOUN
ggj-4434	274	5	or	or	CCONJ
ggj-4434	274	6	colormap	colormap	NOUN
ggj-4434	274	7	that	that	PRON
ggj-4434	274	8	represents	represent	VERB
ggj-4434	274	9	the	the	DET
ggj-4434	274	10	risk	risk	NOUN
ggj-4434	274	11	levels	level	NOUN
ggj-4434	274	12	of	of	ADP
ggj-4434	274	13	interest	interest	NOUN
ggj-4434	274	14	.	.	PUNCT
ggj-4434	275	1	for	for	ADP
ggj-4434	275	2	example	example	NOUN
ggj-4434	275	3	,	,	PUNCT
ggj-4434	275	4	a	a	DET
ggj-4434	275	5	colormap	colormap	NOUN
ggj-4434	275	6	with	with	ADP
ggj-4434	275	7	shades	shade	NOUN
ggj-4434	275	8	of	of	ADP
ggj-4434	275	9	red	red	NOUN
ggj-4434	275	10	can	can	AUX
ggj-4434	275	11	be	be	AUX
ggj-4434	275	12	used	use	VERB
ggj-4434	275	13	,	,	PUNCT
ggj-4434	275	14	where	where	SCONJ
ggj-4434	275	15	lighter	light	ADJ
ggj-4434	275	16	shades	shade	NOUN
ggj-4434	275	17	represent	represent	VERB
ggj-4434	275	18	lower	low	ADJ
ggj-4434	275	19	risk	risk	NOUN
ggj-4434	275	20	and	and	CCONJ
ggj-4434	275	21	darker	dark	ADJ
ggj-4434	275	22	shades	shade	NOUN
ggj-4434	275	23	represent	represent	VERB
ggj-4434	275	24	higher	high	ADJ
ggj-4434	275	25	risk	risk	NOUN
ggj-4434	275	26	.	.	PUNCT
ggj-4434	276	1	f.generate	f.generate	ADJ
ggj-4434	276	2	the	the	DET
ggj-4434	276	3	risk	risk	NOUN
ggj-4434	276	4	map	map	NOUN
ggj-4434	276	5	:	:	PUNCT
ggj-4434	276	6	plot	plot	VERB
ggj-4434	276	7	the	the	DET
ggj-4434	276	8	colored	color	VERB
ggj-4434	276	9	grid	grid	NOUN
ggj-4434	276	10	onto	onto	ADP
ggj-4434	276	11	the	the	DET
ggj-4434	276	12	gis	gis	NOUN
ggj-4434	276	13	map	map	NOUN
ggj-4434	276	14	,	,	PUNCT
ggj-4434	276	15	overlaying	overlay	VERB
ggj-4434	276	16	it	it	PRON
ggj-4434	276	17	on	on	ADP
ggj-4434	276	18	relevant	relevant	ADJ
ggj-4434	276	19	base	base	NOUN
ggj-4434	276	20	layers	layer	NOUN
ggj-4434	276	21	such	such	ADJ
ggj-4434	276	22	as	as	ADP
ggj-4434	276	23	roads	road	NOUN
ggj-4434	276	24	,	,	PUNCT
ggj-4434	276	25	topography	topography	NOUN
ggj-4434	276	26	,	,	PUNCT
ggj-4434	276	27	or	or	CCONJ
ggj-4434	276	28	satellite	satellite	NOUN
ggj-4434	276	29	imagery	imagery	NOUN
ggj-4434	276	30	.	.	PUNCT
ggj-4434	277	1	this	this	PRON
ggj-4434	277	2	provides	provide	VERB
ggj-4434	277	3	spatial	spatial	ADJ
ggj-4434	277	4	context	context	NOUN
ggj-4434	277	5	and	and	CCONJ
ggj-4434	277	6	aids	aid	NOUN
ggj-4434	277	7	in	in	ADP
ggj-4434	277	8	the	the	DET
ggj-4434	277	9	interpretation	interpretation	NOUN
ggj-4434	277	10	of	of	ADP
ggj-4434	277	11	the	the	DET
ggj-4434	277	12	risk	risk	NOUN
ggj-4434	277	13	distribution	distribution	NOUN
ggj-4434	277	14	.	.	PUNCT
ggj-4434	278	1	g.	g.	PROPN
ggj-4434	278	2	include	include	VERB
ggj-4434	278	3	a	a	DET
ggj-4434	278	4	legend	legend	NOUN
ggj-4434	278	5	:	:	PUNCT
ggj-4434	278	6	create	create	VERB
ggj-4434	278	7	a	a	DET
ggj-4434	278	8	legend	legend	NOUN
ggj-4434	278	9	that	that	PRON
ggj-4434	278	10	clearly	clearly	ADV
ggj-4434	278	11	explains	explain	VERB
ggj-4434	278	12	the	the	DET
ggj-4434	278	13	color	color	NOUN
ggj-4434	278	14	scale	scale	NOUN
ggj-4434	278	15	and	and	CCONJ
ggj-4434	278	16	risk	risk	NOUN
ggj-4434	278	17	levels	level	NOUN
ggj-4434	278	18	associated	associate	VERB
ggj-4434	278	19	with	with	ADP
ggj-4434	278	20	each	each	DET
ggj-4434	278	21	color	color	NOUN
ggj-4434	278	22	.	.	PUNCT
ggj-4434	279	1	this	this	PRON
ggj-4434	279	2	helps	help	VERB
ggj-4434	279	3	viewers	viewer	NOUN
ggj-4434	279	4	interpret	interpret	VERB
ggj-4434	279	5	the	the	DET
ggj-4434	279	6	risk	risk	NOUN
ggj-4434	279	7	map	map	NOUN
ggj-4434	279	8	accurately	accurately	ADV
ggj-4434	279	9	.	.	PUNCT
ggj-4434	280	1	h.	h.	PROPN
ggj-4434	280	2	optional	optional	PROPN
ggj-4434	280	3	:	:	PUNCT
ggj-4434	280	4	add	add	VERB
ggj-4434	280	5	additional	additional	ADJ
ggj-4434	280	6	features	feature	NOUN
ggj-4434	280	7	:	:	PUNCT
ggj-4434	280	8	to	to	PART
ggj-4434	280	9	enhance	enhance	VERB
ggj-4434	280	10	the	the	DET
ggj-4434	280	11	visualization	visualization	NOUN
ggj-4434	280	12	,	,	PUNCT
ggj-4434	280	13	you	you	PRON
ggj-4434	280	14	can	can	AUX
ggj-4434	280	15	incorporate	incorporate	VERB
ggj-4434	280	16	other	other	ADJ
ggj-4434	280	17	geographical	geographical	ADJ
ggj-4434	280	18	features	feature	NOUN
ggj-4434	280	19	such	such	ADJ
ggj-4434	280	20	as	as	ADP
ggj-4434	280	21	administrative	administrative	ADJ
ggj-4434	280	22	boundaries	boundary	NOUN
ggj-4434	280	23	,	,	PUNCT
ggj-4434	280	24	water	water	NOUN
ggj-4434	280	25	bodies	body	NOUN
ggj-4434	280	26	,	,	PUNCT
ggj-4434	280	27	or	or	CCONJ
ggj-4434	280	28	infrastructure	infrastructure	NOUN
ggj-4434	280	29	that	that	PRON
ggj-4434	280	30	may	may	AUX
ggj-4434	280	31	be	be	AUX
ggj-4434	280	32	relevant	relevant	ADJ
ggj-4434	280	33	to	to	ADP
ggj-4434	280	34	the	the	DET
ggj-4434	280	35	risk	risk	NOUN
ggj-4434	280	36	assessment	assessment	NOUN
ggj-4434	280	37	.	.	PUNCT
ggj-4434	281	1	by	by	ADP
ggj-4434	281	2	following	follow	VERB
ggj-4434	281	3	these	these	DET
ggj-4434	281	4	steps	step	NOUN
ggj-4434	281	5	,	,	PUNCT
ggj-4434	281	6	the	the	DET
ggj-4434	281	7	colorized	colorize	VERB
ggj-4434	281	8	histogram	histogram	NOUN
ggj-4434	281	9	-	-	PUNCT
ggj-4434	281	10	based	base	VERB
ggj-4434	281	11	visualization	visualization	NOUN
ggj-4434	281	12	of	of	ADP
ggj-4434	281	13	aggregated	aggregate	VERB
ggj-4434	281	14	risk	risk	NOUN
ggj-4434	281	15	scores	score	NOUN
ggj-4434	281	16	can	can	AUX
ggj-4434	281	17	be	be	AUX
ggj-4434	281	18	extended	extend	VERB
ggj-4434	281	19	to	to	ADP
ggj-4434	281	20	a	a	DET
ggj-4434	281	21	gis	gis	PROPN
ggj-4434	281	22	environment	environment	NOUN
ggj-4434	281	23	,	,	PUNCT
ggj-4434	281	24	allowing	allow	VERB
ggj-4434	281	25	for	for	ADP
ggj-4434	281	26	a	a	DET
ggj-4434	281	27	comprehensive	comprehensive	ADJ
ggj-4434	281	28	and	and	CCONJ
ggj-4434	281	29	visually	visually	ADV
ggj-4434	281	30	appealing	appealing	ADJ
ggj-4434	281	31	representation	representation	NOUN
ggj-4434	281	32	of	of	ADP
ggj-4434	281	33	spatial	spatial	ADJ
ggj-4434	281	34	risk	risk	NOUN
ggj-4434	281	35	distribution	distribution	NOUN
ggj-4434	281	36	.	.	PUNCT
ggj-4434	282	1	results	result	VERB
ggj-4434	282	2	the	the	DET
ggj-4434	282	3	outcome	outcome	NOUN
ggj-4434	282	4	of	of	ADP
ggj-4434	282	5	this	this	DET
ggj-4434	282	6	study	study	NOUN
ggj-4434	282	7	includes	include	VERB
ggj-4434	282	8	the	the	DET
ggj-4434	282	9	successful	successful	ADJ
ggj-4434	282	10	implementation	implementation	NOUN
ggj-4434	282	11	of	of	ADP
ggj-4434	282	12	gis	gis	NOUN
ggj-4434	282	13	tools	tool	NOUN
ggj-4434	282	14	to	to	PART
ggj-4434	282	15	create	create	VERB
ggj-4434	282	16	detailed	detailed	ADJ
ggj-4434	282	17	visualizations	visualization	NOUN
ggj-4434	282	18	of	of	ADP
ggj-4434	282	19	aggregated	aggregated	ADJ
ggj-4434	282	20	risk	risk	NOUN
ggj-4434	282	21	.	.	PUNCT
ggj-4434	283	1	a	a	DET
ggj-4434	283	2	significant	significant	ADJ
ggj-4434	283	3	enhancement	enhancement	NOUN
ggj-4434	283	4	in	in	ADP
ggj-4434	283	5	our	our	PRON
ggj-4434	283	6	visualization	visualization	NOUN
ggj-4434	283	7	technique	technique	NOUN
ggj-4434	283	8	was	be	AUX
ggj-4434	283	9	the	the	DET
ggj-4434	283	10	incorporation	incorporation	NOUN
ggj-4434	283	11	of	of	ADP
ggj-4434	283	12	buffered	buffer	VERB
ggj-4434	283	13	zones	zone	NOUN
ggj-4434	283	14	along	along	ADP
ggj-4434	283	15	the	the	DET
ggj-4434	283	16	pipeline	pipeline	NOUN
ggj-4434	283	17	route	route	NOUN
ggj-4434	283	18	,	,	PUNCT
ggj-4434	283	19	which	which	PRON
ggj-4434	283	20	provided	provide	VERB
ggj-4434	283	21	a	a	DET
ggj-4434	283	22	more	more	ADV
ggj-4434	283	23	distinct	distinct	ADJ
ggj-4434	283	24	delineation	delineation	NOUN
ggj-4434	283	25	of	of	ADP
ggj-4434	283	26	risk	risk	NOUN
ggj-4434	283	27	areas	area	NOUN
ggj-4434	283	28	(	(	PUNCT
ggj-4434	283	29	petersen	petersen	PROPN
ggj-4434	283	30	,	,	PUNCT
ggj-4434	283	31	2020	2020	NUM
ggj-4434	283	32	)	)	PUNCT
ggj-4434	283	33	.	.	PUNCT
ggj-4434	284	1	the	the	DET
ggj-4434	284	2	series	series	NOUN
ggj-4434	284	3	of	of	ADP
ggj-4434	284	4	figures	figure	NOUN
ggj-4434	284	5	,	,	PUNCT
ggj-4434	284	6	from	from	ADP
ggj-4434	284	7	fig	fig	NOUN
ggj-4434	284	8	.	.	PUNCT
ggj-4434	285	1	7	7	NUM
ggj-4434	285	2	to	to	ADP
ggj-4434	285	3	fig	fig	NOUN
ggj-4434	285	4	.	.	PUNCT
ggj-4434	286	1	10	10	NUM
ggj-4434	286	2	,	,	PUNCT
ggj-4434	286	3	illustrate	illustrate	VERB
ggj-4434	286	4	the	the	DET
ggj-4434	286	5	progression	progression	NOUN
ggj-4434	286	6	of	of	ADP
ggj-4434	286	7	refined	refined	ADJ
ggj-4434	286	8	combined	combine	VERB
ggj-4434	286	9	risk	risk	NOUN
ggj-4434	286	10	scores	score	NOUN
ggj-4434	286	11	(	(	PUNCT
ggj-4434	286	12	crs	crs	PROPN
ggj-4434	286	13	)	)	PUNCT
ggj-4434	286	14	derived	derive	VERB
ggj-4434	286	15	from	from	ADP
ggj-4434	286	16	various	various	ADJ
ggj-4434	286	17	natural	natural	ADJ
ggj-4434	286	18	hazards	hazard	NOUN
ggj-4434	286	19	within	within	ADP
ggj-4434	286	20	a	a	DET
ggj-4434	286	21	relatively	relatively	ADV
ggj-4434	286	22	small	small	ADJ
ggj-4434	286	23	region	region	NOUN
ggj-4434	286	24	.	.	PUNCT
ggj-4434	287	1	the	the	DET
ggj-4434	287	2	smallest	small	ADJ
ggj-4434	287	3	unit	unit	NOUN
ggj-4434	287	4	of	of	ADP
ggj-4434	287	5	analysis	analysis	NOUN
ggj-4434	287	6	,	,	PUNCT
ggj-4434	287	7	the	the	DET
ggj-4434	287	8	aio	aio	NOUN
ggj-4434	287	9	,	,	PUNCT
ggj-4434	287	10	covered	cover	VERB
ggj-4434	287	11	approximately	approximately	ADV
ggj-4434	287	12	2	2	NUM
ggj-4434	287	13	km²	km²	NOUN
ggj-4434	287	14	,	,	PUNCT
ggj-4434	287	15	while	while	SCONJ
ggj-4434	287	16	the	the	DET
ggj-4434	287	17	entire	entire	ADJ
ggj-4434	287	18	region	region	NOUN
ggj-4434	287	19	under	under	ADP
ggj-4434	287	20	assessment	assessment	NOUN
ggj-4434	287	21	spanned	span	VERB
ggj-4434	287	22	about	about	ADV
ggj-4434	287	23	100	100	NUM
ggj-4434	287	24	km²	km²	NOUN
ggj-4434	287	25	.	.	PUNCT
ggj-4434	288	1	the	the	DET
ggj-4434	288	2	risk	risk	NOUN
ggj-4434	288	3	matrices	matrix	NOUN
ggj-4434	288	4	developed	develop	VERB
ggj-4434	288	5	were	be	AUX
ggj-4434	288	6	informed	inform	VERB
ggj-4434	288	7	by	by	ADP
ggj-4434	288	8	a	a	DET
ggj-4434	288	9	combination	combination	NOUN
ggj-4434	288	10	of	of	ADP
ggj-4434	288	11	data	datum	NOUN
ggj-4434	288	12	on	on	ADP
ggj-4434	288	13	recorded	record	VERB
ggj-4434	288	14	earthquakes	earthquake	NOUN
ggj-4434	288	15	,	,	PUNCT
ggj-4434	288	16	identified	identify	VERB
ggj-4434	288	17	geological	geological	ADJ
ggj-4434	288	18	faults	fault	NOUN
ggj-4434	288	19	,	,	PUNCT
ggj-4434	288	20	and	and	CCONJ
ggj-4434	288	21	mud	mud	NOUN
ggj-4434	288	22	volcanoes	volcano	NOUN
ggj-4434	288	23	.	.	PUNCT
ggj-4434	289	1	the	the	DET
ggj-4434	289	2	tools	tool	NOUN
ggj-4434	289	3	utilized	utilize	VERB
ggj-4434	289	4	for	for	ADP
ggj-4434	289	5	these	these	DET
ggj-4434	289	6	visualizations	visualization	NOUN
ggj-4434	289	7	were	be	AUX
ggj-4434	289	8	esri	esri	PROPN
ggj-4434	289	9	arcmap	arcmap	PROPN
ggj-4434	289	10	10.8	10.8	NUM
ggj-4434	289	11	for	for	ADP
ggj-4434	289	12	mapping	mapping	NOUN
ggj-4434	289	13	,	,	PUNCT
ggj-4434	289	14	output	output	NOUN
ggj-4434	289	15	files	file	NOUN
ggj-4434	289	16	generated	generate	VERB
ggj-4434	289	17	(	(	PUNCT
ggj-4434	289	18	csv	csv	NOUN
ggj-4434	289	19	files	file	NOUN
ggj-4434	289	20	)	)	PUNCT
ggj-4434	289	21	with	with	ADP
ggj-4434	289	22	python	python	NOUN
ggj-4434	289	23	3.8	3.8	NUM
ggj-4434	289	24	.	.	PUNCT
ggj-4434	290	1	discussions	discussion	NOUN
ggj-4434	290	2	in	in	ADP
ggj-4434	290	3	this	this	DET
ggj-4434	290	4	study	study	NOUN
ggj-4434	290	5	,	,	PUNCT
ggj-4434	290	6	we	we	PRON
ggj-4434	290	7	have	have	AUX
ggj-4434	290	8	navigated	navigate	VERB
ggj-4434	290	9	through	through	ADP
ggj-4434	290	10	the	the	DET
ggj-4434	290	11	multifaceted	multifaceted	ADJ
ggj-4434	290	12	challenges	challenge	NOUN
ggj-4434	290	13	of	of	ADP
ggj-4434	290	14	assessing	assess	VERB
ggj-4434	290	15	the	the	DET
ggj-4434	290	16	risk	risk	NOUN
ggj-4434	290	17	to	to	ADP
ggj-4434	290	18	pipeline	pipeline	NOUN
ggj-4434	290	19	infrastructure	infrastructure	NOUN
ggj-4434	290	20	from	from	ADP
ggj-4434	290	21	natural	natural	ADJ
ggj-4434	290	22	disasters	disaster	NOUN
ggj-4434	290	23	.	.	PUNCT
ggj-4434	291	1	our	our	PRON
ggj-4434	291	2	approach	approach	NOUN
ggj-4434	291	3	has	have	AUX
ggj-4434	291	4	been	be	AUX
ggj-4434	291	5	to	to	PART
ggj-4434	291	6	meticulously	meticulously	ADV
ggj-4434	291	7	identify	identify	VERB
ggj-4434	291	8	and	and	CCONJ
ggj-4434	291	9	evaluate	evaluate	VERB
ggj-4434	291	10	risk	risk	NOUN
ggj-4434	291	11	parameters	parameter	NOUN
ggj-4434	291	12	,	,	PUNCT
ggj-4434	291	13	determine	determine	VERB
ggj-4434	291	14	appropriate	appropriate	ADJ
ggj-4434	291	15	risk	risk	NOUN
ggj-4434	291	16	weights	weight	NOUN
ggj-4434	291	17	,	,	PUNCT
ggj-4434	291	18	and	and	CCONJ
ggj-4434	291	19	select	select	VERB
ggj-4434	291	20	the	the	DET
ggj-4434	291	21	optimal	optimal	ADJ
ggj-4434	291	22	granularity	granularity	NOUN
ggj-4434	291	23	for	for	ADP
ggj-4434	291	24	the	the	DET
ggj-4434	291	25	area	area	NOUN
ggj-4434	291	26	of	of	ADP
ggj-4434	291	27	interest	interest	NOUN
ggj-4434	291	28	.	.	PUNCT
ggj-4434	292	1	implications	implication	NOUN
ggj-4434	292	2	of	of	ADP
ggj-4434	292	3	findings	finding	NOUN
ggj-4434	292	4	:	:	PUNCT
ggj-4434	292	5	our	our	PRON
ggj-4434	292	6	findings	finding	NOUN
ggj-4434	292	7	underscore	underscore	VERB
ggj-4434	292	8	the	the	DET
ggj-4434	292	9	complexity	complexity	NOUN
ggj-4434	292	10	inherent	inherent	ADJ
ggj-4434	292	11	in	in	ADP
ggj-4434	292	12	assessing	assess	VERB
ggj-4434	292	13	natural	natural	ADJ
ggj-4434	292	14	disaster	disaster	NOUN
ggj-4434	292	15	risks	risk	NOUN
ggj-4434	292	16	to	to	ADP
ggj-4434	292	17	pipelines	pipeline	NOUN
ggj-4434	292	18	.	.	PUNCT
ggj-4434	293	1	the	the	DET
ggj-4434	293	2	use	use	NOUN
ggj-4434	293	3	of	of	ADP
ggj-4434	293	4	a	a	DET
ggj-4434	293	5	three	three	NUM
ggj-4434	293	6	-	-	PUNCT
ggj-4434	293	7	dimensional	dimensional	ADJ
ggj-4434	293	8	risk	risk	NOUN
ggj-4434	293	9	assessment	assessment	NOUN
ggj-4434	293	10	plot	plot	NOUN
ggj-4434	293	11	,	,	PUNCT
ggj-4434	293	12	as	as	SCONJ
ggj-4434	293	13	demonstrated	demonstrate	VERB
ggj-4434	293	14	in	in	ADP
ggj-4434	293	15	figure	figure	NOUN
ggj-4434	293	16	7	7	NUM
ggj-4434	293	17	for	for	ADP
ggj-4434	293	18	earthquake	earthquake	NOUN
ggj-4434	293	19	impacts	impact	NOUN
ggj-4434	293	20	,	,	PUNCT
ggj-4434	293	21	provides	provide	VERB
ggj-4434	293	22	a	a	DET
ggj-4434	293	23	nuanced	nuanced	ADJ
ggj-4434	293	24	visualization	visualization	NOUN
ggj-4434	293	25	of	of	ADP
ggj-4434	293	26	risk	risk	NOUN
ggj-4434	293	27	.	.	PUNCT
ggj-4434	294	1	this	this	DET
ggj-4434	294	2	method	method	NOUN
ggj-4434	294	3	allows	allow	VERB
ggj-4434	294	4	for	for	ADP
ggj-4434	294	5	a	a	DET
ggj-4434	294	6	more	more	ADV
ggj-4434	294	7	detailed	detailed	ADJ
ggj-4434	294	8	understanding	understanding	NOUN
ggj-4434	294	9	of	of	ADP
ggj-4434	294	10	how	how	SCONJ
ggj-4434	294	11	different	different	ADJ
ggj-4434	294	12	risk	risk	NOUN
ggj-4434	294	13	parameters	parameter	NOUN
ggj-4434	294	14	interact	interact	VERB
ggj-4434	294	15	and	and	CCONJ
ggj-4434	294	16	affect	affect	VERB
ggj-4434	294	17	the	the	DET
ggj-4434	294	18	overall	overall	ADJ
ggj-4434	294	19	risk	risk	NOUN
ggj-4434	294	20	profile	profile	NOUN
ggj-4434	294	21	.	.	PUNCT
ggj-4434	295	1	figure	figure	VERB
ggj-4434	295	2	7	7	NUM
ggj-4434	295	3	-	-	SYM
ggj-4434	295	4	8	8	NUM
ggj-4434	295	5	.	.	PUNCT
ggj-4434	296	1	coarse	coarse	ADJ
ggj-4434	296	2	,	,	PUNCT
ggj-4434	296	3	crs	crs	PROPN
ggj-4434	296	4	(	(	PUNCT
ggj-4434	296	5	left	left	ADJ
ggj-4434	296	6	)	)	PUNCT
ggj-4434	296	7	,	,	PUNCT
ggj-4434	296	8	kde	kde	PROPN
ggj-4434	296	9	based	base	VERB
ggj-4434	296	10	,	,	PUNCT
ggj-4434	296	11	refined	refined	ADJ
ggj-4434	296	12	crs	crs	PROPN
ggj-4434	296	13	(	(	PUNCT
ggj-4434	296	14	right	right	ADJ
ggj-4434	296	15	)	)	PUNCT
ggj-4434	296	16	babakhanov	babakhanov	PROPN
ggj-4434	296	17	&	&	CCONJ
ggj-4434	296	18	imrani	imrani	PROPN
ggj-4434	296	19	2025	2025	NUM
ggj-4434	296	20	5(3	5(3	NUM
ggj-4434	296	21	)	)	PUNCT
ggj-4434	296	22	27	27	NUM
ggj-4434	296	23	the	the	DET
ggj-4434	296	24	color	color	NOUN
ggj-4434	296	25	-	-	PUNCT
ggj-4434	296	26	coded	code	VERB
ggj-4434	296	27	risk	risk	NOUN
ggj-4434	296	28	categories	category	NOUN
ggj-4434	296	29	further	far	ADV
ggj-4434	296	30	enhance	enhance	VERB
ggj-4434	296	31	the	the	DET
ggj-4434	296	32	interpretability	interpretability	NOUN
ggj-4434	296	33	of	of	ADP
ggj-4434	296	34	these	these	DET
ggj-4434	296	35	risks	risk	NOUN
ggj-4434	296	36	,	,	PUNCT
ggj-4434	296	37	making	make	VERB
ggj-4434	296	38	the	the	DET
ggj-4434	296	39	data	datum	NOUN
ggj-4434	296	40	more	more	ADV
ggj-4434	296	41	accessible	accessible	ADJ
ggj-4434	296	42	for	for	ADP
ggj-4434	296	43	decision	decision	NOUN
ggj-4434	296	44	-	-	PUNCT
ggj-4434	296	45	makers	maker	NOUN
ggj-4434	296	46	.	.	PUNCT
ggj-4434	297	1	the	the	DET
ggj-4434	297	2	application	application	NOUN
ggj-4434	297	3	of	of	ADP
ggj-4434	297	4	this	this	DET
ggj-4434	297	5	methodology	methodology	NOUN
ggj-4434	297	6	to	to	ADP
ggj-4434	297	7	other	other	ADJ
ggj-4434	297	8	natural	natural	ADJ
ggj-4434	297	9	disasters	disaster	NOUN
ggj-4434	297	10	reveals	reveal	VERB
ggj-4434	297	11	its	its	PRON
ggj-4434	297	12	versatility	versatility	NOUN
ggj-4434	297	13	.	.	PUNCT
ggj-4434	298	1	however	however	ADV
ggj-4434	298	2	,	,	PUNCT
ggj-4434	298	3	it	it	PRON
ggj-4434	298	4	also	also	ADV
ggj-4434	298	5	highlights	highlight	VERB
ggj-4434	298	6	the	the	DET
ggj-4434	298	7	increasing	increase	VERB
ggj-4434	298	8	complexity	complexity	NOUN
ggj-4434	298	9	when	when	SCONJ
ggj-4434	298	10	more	more	ADJ
ggj-4434	298	11	parameters	parameter	NOUN
ggj-4434	298	12	are	be	AUX
ggj-4434	298	13	involved	involve	VERB
ggj-4434	298	14	.	.	PUNCT
ggj-4434	299	1	each	each	DET
ggj-4434	299	2	additional	additional	ADJ
ggj-4434	299	3	parameter	parameter	NOUN
ggj-4434	299	4	requires	require	VERB
ggj-4434	299	5	careful	careful	ADJ
ggj-4434	299	6	consideration	consideration	NOUN
ggj-4434	299	7	and	and	CCONJ
ggj-4434	299	8	integration	integration	NOUN
ggj-4434	299	9	into	into	ADP
ggj-4434	299	10	the	the	DET
ggj-4434	299	11	overall	overall	ADJ
ggj-4434	299	12	model	model	NOUN
ggj-4434	299	13	,	,	PUNCT
ggj-4434	299	14	underscoring	underscore	VERB
ggj-4434	299	15	the	the	DET
ggj-4434	299	16	need	need	NOUN
ggj-4434	299	17	for	for	ADP
ggj-4434	299	18	a	a	DET
ggj-4434	299	19	robust	robust	ADJ
ggj-4434	299	20	and	and	CCONJ
ggj-4434	299	21	flexible	flexible	ADJ
ggj-4434	299	22	risk	risk	NOUN
ggj-4434	299	23	assessment	assessment	NOUN
ggj-4434	299	24	framework	framework	NOUN
ggj-4434	299	25	.	.	PUNCT
ggj-4434	300	1	challenges	challenge	NOUN
ggj-4434	300	2	and	and	CCONJ
ggj-4434	300	3	limitations	limitation	NOUN
ggj-4434	300	4	:	:	PUNCT
ggj-4434	300	5	one	one	NUM
ggj-4434	300	6	of	of	ADP
ggj-4434	300	7	the	the	DET
ggj-4434	300	8	primary	primary	ADJ
ggj-4434	300	9	challenges	challenge	NOUN
ggj-4434	300	10	encountered	encounter	VERB
ggj-4434	300	11	in	in	ADP
ggj-4434	300	12	this	this	DET
ggj-4434	300	13	study	study	NOUN
ggj-4434	300	14	is	be	AUX
ggj-4434	300	15	the	the	DET
ggj-4434	300	16	sensitivity	sensitivity	NOUN
ggj-4434	300	17	of	of	ADP
ggj-4434	300	18	the	the	DET
ggj-4434	300	19	kde	kde	NOUN
ggj-4434	300	20	and	and	CCONJ
ggj-4434	300	21	color	color	NOUN
ggj-4434	300	22	mapping	mapping	NOUN
ggj-4434	300	23	to	to	ADP
ggj-4434	300	24	the	the	DET
ggj-4434	300	25	choice	choice	NOUN
ggj-4434	300	26	of	of	ADP
ggj-4434	300	27	parameters	parameter	NOUN
ggj-4434	300	28	,	,	PUNCT
ggj-4434	300	29	especially	especially	ADV
ggj-4434	300	30	the	the	DET
ggj-4434	300	31	bandwidth	bandwidth	ADJ
ggj-4434	300	32	h.	h.	PROPN
ggj-4434	300	33	the	the	DET
ggj-4434	300	34	selection	selection	NOUN
ggj-4434	300	35	of	of	ADP
ggj-4434	300	36	h	h	NOUN
ggj-4434	300	37	is	be	AUX
ggj-4434	300	38	critical	critical	ADJ
ggj-4434	300	39	and	and	CCONJ
ggj-4434	300	40	must	must	AUX
ggj-4434	300	41	be	be	AUX
ggj-4434	300	42	tailored	tailor	VERB
ggj-4434	300	43	to	to	ADP
ggj-4434	300	44	the	the	DET
ggj-4434	300	45	specific	specific	ADJ
ggj-4434	300	46	characteristics	characteristic	NOUN
ggj-4434	300	47	of	of	ADP
ggj-4434	300	48	the	the	DET
ggj-4434	300	49	data	datum	NOUN
ggj-4434	300	50	and	and	CCONJ
ggj-4434	300	51	the	the	DET
ggj-4434	300	52	objectives	objective	NOUN
ggj-4434	300	53	of	of	ADP
ggj-4434	300	54	the	the	DET
ggj-4434	300	55	risk	risk	NOUN
ggj-4434	300	56	assessment	assessment	NOUN
ggj-4434	300	57	.	.	PUNCT
ggj-4434	301	1	this	this	DET
ggj-4434	301	2	sensitivity	sensitivity	NOUN
ggj-4434	301	3	points	point	VERB
ggj-4434	301	4	to	to	ADP
ggj-4434	301	5	a	a	DET
ggj-4434	301	6	broader	broad	ADJ
ggj-4434	301	7	challenge	challenge	NOUN
ggj-4434	301	8	in	in	ADP
ggj-4434	301	9	risk	risk	NOUN
ggj-4434	301	10	assessment	assessment	NOUN
ggj-4434	301	11	:	:	PUNCT
ggj-4434	301	12	the	the	DET
ggj-4434	301	13	balance	balance	NOUN
ggj-4434	301	14	between	between	ADP
ggj-4434	301	15	accuracy	accuracy	NOUN
ggj-4434	301	16	and	and	CCONJ
ggj-4434	301	17	generalizability	generalizability	NOUN
ggj-4434	301	18	.	.	PUNCT
ggj-4434	302	1	furthermore	furthermore	ADV
ggj-4434	302	2	,	,	PUNCT
ggj-4434	302	3	our	our	PRON
ggj-4434	302	4	approach	approach	NOUN
ggj-4434	302	5	assumes	assume	VERB
ggj-4434	302	6	the	the	DET
ggj-4434	302	7	independence	independence	NOUN
ggj-4434	302	8	of	of	ADP
ggj-4434	302	9	risk	risk	NOUN
ggj-4434	302	10	factors	factor	NOUN
ggj-4434	302	11	,	,	PUNCT
ggj-4434	302	12	which	which	PRON
ggj-4434	302	13	may	may	AUX
ggj-4434	302	14	not	not	PART
ggj-4434	302	15	always	always	ADV
ggj-4434	302	16	hold	hold	VERB
ggj-4434	302	17	true	true	ADJ
ggj-4434	302	18	in	in	ADP
ggj-4434	302	19	real	real	ADJ
ggj-4434	302	20	-	-	PUNCT
ggj-4434	302	21	world	world	NOUN
ggj-4434	302	22	scenarios	scenario	NOUN
ggj-4434	302	23	.	.	PUNCT
ggj-4434	303	1	future	future	ADJ
ggj-4434	303	2	directions	direction	NOUN
ggj-4434	303	3	:	:	PUNCT
ggj-4434	303	4	looking	look	VERB
ggj-4434	303	5	ahead	ahead	ADV
ggj-4434	303	6	,	,	PUNCT
ggj-4434	303	7	there	there	PRON
ggj-4434	303	8	are	be	VERB
ggj-4434	303	9	several	several	ADJ
ggj-4434	303	10	avenues	avenue	NOUN
ggj-4434	303	11	for	for	ADP
ggj-4434	303	12	further	further	ADJ
ggj-4434	303	13	research	research	NOUN
ggj-4434	303	14	.	.	PUNCT
ggj-4434	304	1	first	first	ADV
ggj-4434	304	2	,	,	PUNCT
ggj-4434	304	3	exploring	explore	VERB
ggj-4434	304	4	methods	method	NOUN
ggj-4434	304	5	to	to	PART
ggj-4434	304	6	incorporate	incorporate	VERB
ggj-4434	304	7	the	the	DET
ggj-4434	304	8	interdependencies	interdependency	NOUN
ggj-4434	304	9	between	between	ADP
ggj-4434	304	10	different	different	ADJ
ggj-4434	304	11	risk	risk	NOUN
ggj-4434	304	12	factors	factor	NOUN
ggj-4434	304	13	would	would	AUX
ggj-4434	304	14	likely	likely	ADV
ggj-4434	304	15	yield	yield	VERB
ggj-4434	304	16	a	a	DET
ggj-4434	304	17	more	more	ADV
ggj-4434	304	18	comprehensive	comprehensive	ADJ
ggj-4434	304	19	and	and	CCONJ
ggj-4434	304	20	realistic	realistic	ADJ
ggj-4434	304	21	risk	risk	NOUN
ggj-4434	304	22	assessment	assessment	NOUN
ggj-4434	304	23	model	model	NOUN
ggj-4434	304	24	.	.	PUNCT
ggj-4434	305	1	this	this	PRON
ggj-4434	305	2	could	could	AUX
ggj-4434	305	3	involve	involve	VERB
ggj-4434	305	4	the	the	DET
ggj-4434	305	5	development	development	NOUN
ggj-4434	305	6	of	of	ADP
ggj-4434	305	7	more	more	ADV
ggj-4434	305	8	sophisticated	sophisticated	ADJ
ggj-4434	305	9	statistical	statistical	ADJ
ggj-4434	305	10	models	model	NOUN
ggj-4434	305	11	or	or	CCONJ
ggj-4434	305	12	machine	machine	NOUN
ggj-4434	305	13	learning	learn	VERB
ggj-4434	305	14	algorithms	algorithm	NOUN
ggj-4434	305	15	capable	capable	ADJ
ggj-4434	305	16	of	of	ADP
ggj-4434	305	17	handling	handle	VERB
ggj-4434	305	18	complex	complex	ADJ
ggj-4434	305	19	,	,	PUNCT
ggj-4434	305	20	interrelated	interrelated	ADJ
ggj-4434	305	21	datasets	dataset	NOUN
ggj-4434	305	22	.	.	PUNCT
ggj-4434	306	1	second	second	ADJ
ggj-4434	306	2	,	,	PUNCT
ggj-4434	306	3	the	the	DET
ggj-4434	306	4	adaptation	adaptation	NOUN
ggj-4434	306	5	of	of	ADP
ggj-4434	306	6	our	our	PRON
ggj-4434	306	7	model	model	NOUN
ggj-4434	306	8	to	to	ADP
ggj-4434	306	9	a	a	DET
ggj-4434	306	10	wider	wide	ADJ
ggj-4434	306	11	range	range	NOUN
ggj-4434	306	12	of	of	ADP
ggj-4434	306	13	natural	natural	ADJ
ggj-4434	306	14	disasters	disaster	NOUN
ggj-4434	306	15	would	would	AUX
ggj-4434	306	16	be	be	AUX
ggj-4434	306	17	beneficial	beneficial	ADJ
ggj-4434	306	18	.	.	PUNCT
ggj-4434	307	1	each	each	DET
ggj-4434	307	2	type	type	NOUN
ggj-4434	307	3	of	of	ADP
ggj-4434	307	4	disaster	disaster	NOUN
ggj-4434	307	5	brings	bring	VERB
ggj-4434	307	6	its	its	PRON
ggj-4434	307	7	unique	unique	ADJ
ggj-4434	307	8	set	set	NOUN
ggj-4434	307	9	of	of	ADP
ggj-4434	307	10	challenges	challenge	NOUN
ggj-4434	307	11	and	and	CCONJ
ggj-4434	307	12	risk	risk	NOUN
ggj-4434	307	13	factors	factor	NOUN
ggj-4434	307	14	,	,	PUNCT
ggj-4434	307	15	and	and	CCONJ
ggj-4434	307	16	a	a	DET
ggj-4434	307	17	versatile	versatile	ADJ
ggj-4434	307	18	,	,	PUNCT
ggj-4434	307	19	adaptable	adaptable	ADJ
ggj-4434	307	20	model	model	NOUN
ggj-4434	307	21	is	be	AUX
ggj-4434	307	22	essential	essential	ADJ
ggj-4434	307	23	for	for	ADP
ggj-4434	307	24	broad	broad	ADJ
ggj-4434	307	25	applicability	applicability	NOUN
ggj-4434	307	26	.	.	PUNCT
ggj-4434	308	1	lastly	lastly	ADV
ggj-4434	308	2	,	,	PUNCT
ggj-4434	308	3	engaging	engage	VERB
ggj-4434	308	4	with	with	ADP
ggj-4434	308	5	experts	expert	NOUN
ggj-4434	308	6	in	in	ADP
ggj-4434	308	7	geology	geology	NOUN
ggj-4434	308	8	,	,	PUNCT
ggj-4434	308	9	meteorology	meteorology	NOUN
ggj-4434	308	10	,	,	PUNCT
ggj-4434	308	11	and	and	CCONJ
ggj-4434	308	12	disaster	disaster	NOUN
ggj-4434	308	13	management	management	NOUN
ggj-4434	308	14	could	could	AUX
ggj-4434	308	15	provide	provide	VERB
ggj-4434	308	16	valuable	valuable	ADJ
ggj-4434	308	17	insights	insight	NOUN
ggj-4434	308	18	and	and	CCONJ
ggj-4434	308	19	data	datum	NOUN
ggj-4434	308	20	,	,	PUNCT
ggj-4434	308	21	enriching	enrich	VERB
ggj-4434	308	22	the	the	DET
ggj-4434	308	23	model	model	NOUN
ggj-4434	308	24	's	's	PART
ggj-4434	308	25	accuracy	accuracy	NOUN
ggj-4434	308	26	and	and	CCONJ
ggj-4434	308	27	relevance	relevance	NOUN
ggj-4434	308	28	.	.	PUNCT
ggj-4434	309	1	conclusion	conclusion	NOUN
ggj-4434	309	2	this	this	DET
ggj-4434	309	3	study	study	NOUN
ggj-4434	309	4	has	have	AUX
ggj-4434	309	5	illuminated	illuminate	VERB
ggj-4434	309	6	several	several	ADJ
ggj-4434	309	7	key	key	ADJ
ggj-4434	309	8	challenges	challenge	NOUN
ggj-4434	309	9	in	in	ADP
ggj-4434	309	10	determining	determine	VERB
ggj-4434	309	11	risk	risk	NOUN
ggj-4434	309	12	weights	weight	NOUN
ggj-4434	309	13	,	,	PUNCT
ggj-4434	309	14	which	which	PRON
ggj-4434	309	15	are	be	AUX
ggj-4434	309	16	crucial	crucial	ADJ
ggj-4434	309	17	for	for	ADP
ggj-4434	309	18	accurate	accurate	ADJ
ggj-4434	309	19	risk	risk	NOUN
ggj-4434	309	20	assessment	assessment	NOUN
ggj-4434	309	21	in	in	ADP
ggj-4434	309	22	the	the	DET
ggj-4434	309	23	context	context	NOUN
ggj-4434	309	24	of	of	ADP
ggj-4434	309	25	nd	nd	PRON
ggj-4434	309	26	and	and	CCONJ
ggj-4434	309	27	their	their	PRON
ggj-4434	309	28	impact	impact	NOUN
ggj-4434	309	29	on	on	ADP
ggj-4434	309	30	infrastructure	infrastructure	NOUN
ggj-4434	309	31	.	.	PUNCT
ggj-4434	310	1	these	these	DET
ggj-4434	310	2	challenges	challenge	NOUN
ggj-4434	310	3	are	be	AUX
ggj-4434	310	4	summarized	summarize	VERB
ggj-4434	310	5	below	below	ADP
ggj-4434	310	6	:	:	PUNCT
ggj-4434	310	7	1	1	X
ggj-4434	310	8	.	.	X
ggj-4434	310	9	complexity	complexity	NOUN
ggj-4434	310	10	of	of	ADP
ggj-4434	310	11	risk	risk	NOUN
ggj-4434	310	12	interactions	interaction	NOUN
ggj-4434	310	13	:	:	PUNCT
ggj-4434	310	14	nd	nd	NUM
ggj-4434	310	15	often	often	ADV
ggj-4434	310	16	triggers	trigger	VERB
ggj-4434	310	17	or	or	CCONJ
ggj-4434	310	18	coincides	coincide	NOUN
ggj-4434	310	19	with	with	ADP
ggj-4434	310	20	other	other	ADJ
ggj-4434	310	21	events	event	NOUN
ggj-4434	310	22	,	,	PUNCT
ggj-4434	310	23	complicating	complicate	VERB
ggj-4434	310	24	the	the	DET
ggj-4434	310	25	assessment	assessment	NOUN
ggj-4434	310	26	of	of	ADP
ggj-4434	310	27	combined	combined	ADJ
ggj-4434	310	28	risk	risk	NOUN
ggj-4434	310	29	impacts	impact	NOUN
ggj-4434	310	30	.	.	PUNCT
ggj-4434	311	1	example	example	NOUN
ggj-4434	311	2	:	:	PUNCT
ggj-4434	311	3	an	an	DET
ggj-4434	311	4	earthquake	earthquake	NOUN
ggj-4434	311	5	increasing	increase	VERB
ggj-4434	311	6	the	the	DET
ggj-4434	311	7	likelihood	likelihood	NOUN
ggj-4434	311	8	of	of	ADP
ggj-4434	311	9	a	a	DET
ggj-4434	311	10	landslide	landslide	NOUN
ggj-4434	311	11	.	.	PUNCT
ggj-4434	312	1	2	2	X
ggj-4434	312	2	.	.	X
ggj-4434	312	3	data	datum	NOUN
ggj-4434	312	4	scarcity	scarcity	NOUN
ggj-4434	312	5	:	:	PUNCT
ggj-4434	312	6	the	the	DET
ggj-4434	312	7	lack	lack	NOUN
ggj-4434	312	8	of	of	ADP
ggj-4434	312	9	sufficient	sufficient	ADJ
ggj-4434	312	10	data	datum	NOUN
ggj-4434	312	11	for	for	ADP
ggj-4434	312	12	rare	rare	ADJ
ggj-4434	312	13	or	or	CCONJ
ggj-4434	312	14	unprecedented	unprecedented	ADJ
ggj-4434	312	15	risks	risk	NOUN
ggj-4434	312	16	introduces	introduce	VERB
ggj-4434	312	17	significant	significant	ADJ
ggj-4434	312	18	uncertainty	uncertainty	NOUN
ggj-4434	312	19	in	in	ADP
ggj-4434	312	20	estimating	estimate	VERB
ggj-4434	312	21	probabilities	probability	NOUN
ggj-4434	312	22	and	and	CCONJ
ggj-4434	312	23	impacts	impact	NOUN
ggj-4434	312	24	.	.	PUNCT
ggj-4434	313	1	3	3	X
ggj-4434	313	2	.	.	X
ggj-4434	313	3	risk	risk	NOUN
ggj-4434	313	4	of	of	ADP
ggj-4434	313	5	oversimplification	oversimplification	NOUN
ggj-4434	313	6	:	:	PUNCT
ggj-4434	313	7	simplifying	simplify	VERB
ggj-4434	313	8	risk	risk	NOUN
ggj-4434	313	9	assessments	assessment	NOUN
ggj-4434	313	10	can	can	AUX
ggj-4434	313	11	lead	lead	VERB
ggj-4434	313	12	to	to	ADP
ggj-4434	313	13	underestimating	underestimate	VERB
ggj-4434	313	14	the	the	DET
ggj-4434	313	15	complexity	complexity	NOUN
ggj-4434	313	16	and	and	CCONJ
ggj-4434	313	17	interactions	interaction	NOUN
ggj-4434	313	18	of	of	ADP
ggj-4434	313	19	risks	risk	NOUN
ggj-4434	313	20	,	,	PUNCT
ggj-4434	313	21	potentially	potentially	ADV
ggj-4434	313	22	skewing	skew	VERB
ggj-4434	313	23	the	the	DET
ggj-4434	313	24	actual	actual	ADJ
ggj-4434	313	25	risk	risk	NOUN
ggj-4434	313	26	levels	level	NOUN
ggj-4434	313	27	.	.	PUNCT
ggj-4434	314	1	4	4	X
ggj-4434	314	2	.	.	PUNCT
ggj-4434	314	3	model	model	NOUN
ggj-4434	314	4	dependence	dependence	NOUN
ggj-4434	314	5	:	:	PUNCT
ggj-4434	314	6	the	the	DET
ggj-4434	314	7	accuracy	accuracy	NOUN
ggj-4434	314	8	of	of	ADP
ggj-4434	314	9	risk	risk	NOUN
ggj-4434	314	10	weights	weight	NOUN
ggj-4434	314	11	is	be	AUX
ggj-4434	314	12	directly	directly	ADV
ggj-4434	314	13	linked	link	VERB
ggj-4434	314	14	to	to	ADP
ggj-4434	314	15	the	the	DET
ggj-4434	314	16	efficacy	efficacy	NOUN
ggj-4434	314	17	of	of	ADP
ggj-4434	314	18	the	the	DET
ggj-4434	314	19	risk	risk	NOUN
ggj-4434	314	20	assessment	assessment	NOUN
ggj-4434	314	21	model	model	NOUN
ggj-4434	314	22	.	.	PUNCT
ggj-4434	315	1	inaccurate	inaccurate	ADJ
ggj-4434	315	2	models	model	NOUN
ggj-4434	315	3	can	can	AUX
ggj-4434	315	4	result	result	VERB
ggj-4434	315	5	in	in	ADP
ggj-4434	315	6	misleading	mislead	VERB
ggj-4434	315	7	risk	risk	NOUN
ggj-4434	315	8	weights	weight	NOUN
ggj-4434	315	9	.	.	PUNCT
ggj-4434	316	1	5	5	NUM
ggj-4434	316	2	.	.	X
ggj-4434	316	3	subjectivity	subjectivity	NOUN
ggj-4434	316	4	in	in	ADP
ggj-4434	316	5	risk	risk	NOUN
ggj-4434	316	6	weighting	weighting	NOUN
ggj-4434	316	7	:	:	PUNCT
ggj-4434	316	8	risk	risk	NOUN
ggj-4434	316	9	assessments	assessment	NOUN
ggj-4434	316	10	can	can	AUX
ggj-4434	316	11	be	be	AUX
ggj-4434	316	12	influenced	influence	VERB
ggj-4434	316	13	by	by	ADP
ggj-4434	316	14	individual	individual	ADJ
ggj-4434	316	15	or	or	CCONJ
ggj-4434	316	16	organizational	organizational	ADJ
ggj-4434	316	17	risk	risk	NOUN
ggj-4434	316	18	tolerance	tolerance	NOUN
ggj-4434	316	19	,	,	PUNCT
ggj-4434	316	20	which	which	PRON
ggj-4434	316	21	varies	vary	VERB
ggj-4434	316	22	widely	widely	ADV
ggj-4434	316	23	.	.	PUNCT
ggj-4434	317	1	balanced	balanced	ADJ
ggj-4434	317	2	risk	risk	NOUN
ggj-4434	317	3	weighting	weighting	NOUN
ggj-4434	317	4	often	often	ADV
ggj-4434	317	5	requires	require	VERB
ggj-4434	317	6	collective	collective	ADJ
ggj-4434	317	7	input	input	NOUN
ggj-4434	317	8	from	from	ADP
ggj-4434	317	9	professionals	professional	NOUN
ggj-4434	317	10	or	or	CCONJ
ggj-4434	317	11	subject	subject	ADJ
ggj-4434	317	12	matter	matter	NOUN
ggj-4434	317	13	experts	expert	NOUN
ggj-4434	317	14	.	.	PUNCT
ggj-4434	318	1	6	6	X
ggj-4434	318	2	.	.	X
ggj-4434	318	3	evolving	evolve	VERB
ggj-4434	318	4	risk	risk	NOUN
ggj-4434	318	5	landscape	landscape	NOUN
ggj-4434	318	6	:	:	PUNCT
ggj-4434	318	7	risks	risk	NOUN
ggj-4434	318	8	change	change	VERB
ggj-4434	318	9	over	over	ADP
ggj-4434	318	10	time	time	NOUN
ggj-4434	318	11	due	due	ADP
ggj-4434	318	12	to	to	ADP
ggj-4434	318	13	environmental	environmental	ADJ
ggj-4434	318	14	,	,	PUNCT
ggj-4434	318	15	technological	technological	ADJ
ggj-4434	318	16	,	,	PUNCT
ggj-4434	318	17	regulatory	regulatory	ADJ
ggj-4434	318	18	,	,	PUNCT
ggj-4434	318	19	and	and	CCONJ
ggj-4434	318	20	other	other	ADJ
ggj-4434	318	21	factors	factor	NOUN
ggj-4434	318	22	,	,	PUNCT
ggj-4434	318	23	necessitating	necessitate	VERB
ggj-4434	318	24	regular	regular	ADJ
ggj-4434	318	25	updates	update	NOUN
ggj-4434	318	26	to	to	PART
ggj-4434	318	27	risk	risk	VERB
ggj-4434	318	28	weights	weight	NOUN
ggj-4434	318	29	.	.	PUNCT
ggj-4434	319	1	7	7	X
ggj-4434	319	2	.	.	X
ggj-4434	319	3	perception	perception	NOUN
ggj-4434	319	4	bias	bias	NOUN
ggj-4434	319	5	:	:	PUNCT
ggj-4434	319	6	decision	decision	NOUN
ggj-4434	319	7	-	-	PUNCT
ggj-4434	319	8	makers	maker	NOUN
ggj-4434	319	9	'	'	PART
ggj-4434	319	10	biases	bias	NOUN
ggj-4434	319	11	in	in	ADP
ggj-4434	319	12	risk	risk	NOUN
ggj-4434	319	13	perception	perception	NOUN
ggj-4434	319	14	can	can	AUX
ggj-4434	319	15	lead	lead	VERB
ggj-4434	319	16	to	to	ADP
ggj-4434	319	17	overestimating	overestimate	VERB
ggj-4434	319	18	or	or	CCONJ
ggj-4434	319	19	underestimating	underestimate	VERB
ggj-4434	319	20	certain	certain	ADJ
ggj-4434	319	21	risks	risk	NOUN
ggj-4434	319	22	,	,	PUNCT
ggj-4434	319	23	influenced	influence	VERB
ggj-4434	319	24	by	by	ADP
ggj-4434	319	25	factors	factor	NOUN
ggj-4434	319	26	like	like	ADP
ggj-4434	319	27	visibility	visibility	NOUN
ggj-4434	319	28	,	,	PUNCT
ggj-4434	319	29	recency	recency	NOUN
ggj-4434	319	30	,	,	PUNCT
ggj-4434	319	31	or	or	CCONJ
ggj-4434	319	32	familiarity	familiarity	NOUN
ggj-4434	319	33	.	.	PUNCT
ggj-4434	320	1	figure	figure	VERB
ggj-4434	320	2	9	9	NUM
ggj-4434	320	3	-	-	SYM
ggj-4434	320	4	10	10	NUM
ggj-4434	320	5	.	.	PUNCT
ggj-4434	321	1	kde	kde	PROPN
ggj-4434	321	2	based	base	VERB
ggj-4434	321	3	,	,	PUNCT
ggj-4434	321	4	smaller	small	ADJ
ggj-4434	321	5	scale	scale	NOUN
ggj-4434	321	6	crs	crs	PROPN
ggj-4434	321	7	(	(	PUNCT
ggj-4434	321	8	left	left	ADV
ggj-4434	321	9	)	)	PUNCT
ggj-4434	321	10	,	,	PUNCT
ggj-4434	321	11	kde	kde	PROPN
ggj-4434	321	12	based	base	VERB
ggj-4434	321	13	,	,	PUNCT
ggj-4434	321	14	fine	fine	ADV
ggj-4434	321	15	-	-	PUNCT
ggj-4434	321	16	tuned	tune	VERB
ggj-4434	321	17	crs	crs	PROPN
ggj-4434	321	18	(	(	PUNCT
ggj-4434	321	19	right	right	ADJ
ggj-4434	321	20	)	)	PUNCT
ggj-4434	321	21	babakhanov	babakhanov	PROPN
ggj-4434	321	22	&	&	CCONJ
ggj-4434	321	23	imrani	imrani	PROPN
ggj-4434	321	24	2025	2025	NUM
ggj-4434	321	25	5(3	5(3	NUM
ggj-4434	321	26	)	)	PUNCT
ggj-4434	321	27	28	28	NUM
ggj-4434	321	28	8	8	NUM
ggj-4434	321	29	.	.	PUNCT
ggj-4434	322	1	quantifying	quantify	VERB
ggj-4434	322	2	qualitative	qualitative	ADJ
ggj-4434	322	3	risks	risk	NOUN
ggj-4434	322	4	:	:	PUNCT
ggj-4434	322	5	some	some	DET
ggj-4434	322	6	risks	risk	NOUN
ggj-4434	322	7	are	be	AUX
ggj-4434	322	8	qualitative	qualitative	ADJ
ggj-4434	322	9	and	and	CCONJ
ggj-4434	322	10	difficult	difficult	ADJ
ggj-4434	322	11	to	to	PART
ggj-4434	322	12	quantify	quantify	VERB
ggj-4434	322	13	,	,	PUNCT
ggj-4434	322	14	such	such	ADJ
ggj-4434	322	15	as	as	ADP
ggj-4434	322	16	reputational	reputational	ADJ
ggj-4434	322	17	risks	risk	NOUN
ggj-4434	322	18	or	or	CCONJ
ggj-4434	322	19	the	the	DET
ggj-4434	322	20	impact	impact	NOUN
ggj-4434	322	21	of	of	ADP
ggj-4434	322	22	regulatory	regulatory	ADJ
ggj-4434	322	23	changes	change	NOUN
ggj-4434	322	24	,	,	PUNCT
ggj-4434	322	25	posing	pose	VERB
ggj-4434	322	26	challenges	challenge	NOUN
ggj-4434	322	27	in	in	ADP
ggj-4434	322	28	numerical	numerical	ADJ
ggj-4434	322	29	risk	risk	NOUN
ggj-4434	322	30	weighting	weighting	NOUN
ggj-4434	322	31	.	.	PUNCT
ggj-4434	323	1	advantages	advantage	NOUN
ggj-4434	323	2	the	the	DET
ggj-4434	323	3	utilization	utilization	NOUN
ggj-4434	323	4	of	of	ADP
ggj-4434	323	5	aggregated	aggregated	ADJ
ggj-4434	323	6	risk	risk	NOUN
ggj-4434	323	7	scores	score	NOUN
ggj-4434	323	8	in	in	ADP
ggj-4434	323	9	assessing	assess	VERB
ggj-4434	323	10	various	various	ADJ
ggj-4434	323	11	types	type	NOUN
ggj-4434	323	12	of	of	ADP
ggj-4434	323	13	risks	risk	NOUN
ggj-4434	323	14	offers	offer	VERB
ggj-4434	323	15	several	several	ADJ
ggj-4434	323	16	advantages	advantage	NOUN
ggj-4434	323	17	,	,	PUNCT
ggj-4434	323	18	as	as	SCONJ
ggj-4434	323	19	outlined	outline	VERB
ggj-4434	323	20	below	below	ADV
ggj-4434	323	21	:	:	PUNCT
ggj-4434	323	22	1	1	X
ggj-4434	323	23	.	.	X
ggj-4434	323	24	simplicity	simplicity	NOUN
ggj-4434	323	25	in	in	ADP
ggj-4434	323	26	visualization	visualization	NOUN
ggj-4434	323	27	and	and	CCONJ
ggj-4434	323	28	interpretation	interpretation	NOUN
ggj-4434	323	29	:	:	PUNCT
ggj-4434	323	30	aggregated	aggregate	VERB
ggj-4434	323	31	risk	risk	NOUN
ggj-4434	323	32	scores	score	NOUN
ggj-4434	323	33	streamline	streamline	VERB
ggj-4434	323	34	the	the	DET
ggj-4434	323	35	process	process	NOUN
ggj-4434	323	36	of	of	ADP
ggj-4434	323	37	understanding	understand	VERB
ggj-4434	323	38	risks	risk	NOUN
ggj-4434	323	39	by	by	ADP
ggj-4434	323	40	condensing	condense	VERB
ggj-4434	323	41	multiple	multiple	ADJ
ggj-4434	323	42	risk	risk	NOUN
ggj-4434	323	43	factors	factor	NOUN
ggj-4434	323	44	into	into	ADP
ggj-4434	323	45	a	a	DET
ggj-4434	323	46	single	single	ADJ
ggj-4434	323	47	,	,	PUNCT
ggj-4434	323	48	comprehensive	comprehensive	ADJ
ggj-4434	323	49	score	score	NOUN
ggj-4434	323	50	.	.	PUNCT
ggj-4434	324	1	this	this	DET
ggj-4434	324	2	simplification	simplification	NOUN
ggj-4434	324	3	aids	aid	NOUN
ggj-4434	324	4	in	in	ADP
ggj-4434	324	5	easier	easy	ADJ
ggj-4434	324	6	interpretation	interpretation	NOUN
ggj-4434	324	7	and	and	CCONJ
ggj-4434	324	8	visualization	visualization	NOUN
ggj-4434	324	9	.	.	PUNCT
ggj-4434	325	1	2	2	X
ggj-4434	325	2	.	.	X
ggj-4434	325	3	enhanced	enhance	VERB
ggj-4434	325	4	comparability	comparability	NOUN
ggj-4434	325	5	:	:	PUNCT
ggj-4434	325	6	these	these	DET
ggj-4434	325	7	scores	score	NOUN
ggj-4434	325	8	enable	enable	VERB
ggj-4434	325	9	straightforward	straightforward	ADJ
ggj-4434	325	10	comparisons	comparison	NOUN
ggj-4434	325	11	of	of	ADP
ggj-4434	325	12	overall	overall	ADJ
ggj-4434	325	13	risk	risk	NOUN
ggj-4434	325	14	across	across	ADP
ggj-4434	325	15	different	different	ADJ
ggj-4434	325	16	locations	location	NOUN
ggj-4434	325	17	or	or	CCONJ
ggj-4434	325	18	regions	region	NOUN
ggj-4434	325	19	,	,	PUNCT
ggj-4434	325	20	which	which	PRON
ggj-4434	325	21	is	be	AUX
ggj-4434	325	22	invaluable	invaluable	ADJ
ggj-4434	325	23	for	for	ADP
ggj-4434	325	24	decision	decision	NOUN
ggj-4434	325	25	-	-	PUNCT
ggj-4434	325	26	makers	maker	NOUN
ggj-4434	325	27	in	in	ADP
ggj-4434	325	28	resource	resource	NOUN
ggj-4434	325	29	allocation	allocation	NOUN
ggj-4434	325	30	and	and	CCONJ
ggj-4434	325	31	prioritization	prioritization	NOUN
ggj-4434	325	32	.	.	PUNCT
ggj-4434	326	1	3	3	X
ggj-4434	326	2	.	.	X
ggj-4434	326	3	holistic	holistic	ADJ
ggj-4434	326	4	risk	risk	NOUN
ggj-4434	326	5	understanding	understanding	NOUN
ggj-4434	326	6	:	:	PUNCT
ggj-4434	326	7	aggregated	aggregate	VERB
ggj-4434	326	8	scores	score	NOUN
ggj-4434	326	9	offer	offer	VERB
ggj-4434	326	10	a	a	DET
ggj-4434	326	11	broad	broad	ADJ
ggj-4434	326	12	overview	overview	NOUN
ggj-4434	326	13	of	of	ADP
ggj-4434	326	14	risk	risk	NOUN
ggj-4434	326	15	,	,	PUNCT
ggj-4434	326	16	capturing	capture	VERB
ggj-4434	326	17	the	the	DET
ggj-4434	326	18	cumulative	cumulative	ADJ
ggj-4434	326	19	effect	effect	NOUN
ggj-4434	326	20	of	of	ADP
ggj-4434	326	21	individual	individual	ADJ
ggj-4434	326	22	risks	risk	NOUN
ggj-4434	326	23	,	,	PUNCT
ggj-4434	326	24	especially	especially	ADV
ggj-4434	326	25	when	when	SCONJ
ggj-4434	326	26	they	they	PRON
ggj-4434	326	27	interact	interact	VERB
ggj-4434	326	28	or	or	CCONJ
ggj-4434	326	29	compound	compound	VERB
ggj-4434	326	30	.	.	PUNCT
ggj-4434	327	1	4	4	X
ggj-4434	327	2	.	.	X
ggj-4434	327	3	effective	effective	ADJ
ggj-4434	327	4	communication	communication	NOUN
ggj-4434	327	5	:	:	PUNCT
ggj-4434	327	6	communicating	communicate	VERB
ggj-4434	327	7	a	a	DET
ggj-4434	327	8	single	single	ADJ
ggj-4434	327	9	aggregated	aggregate	VERB
ggj-4434	327	10	risk	risk	NOUN
ggj-4434	327	11	score	score	NOUN
ggj-4434	327	12	is	be	AUX
ggj-4434	327	13	often	often	ADV
ggj-4434	327	14	more	more	ADV
ggj-4434	327	15	straightforward	straightforward	ADJ
ggj-4434	327	16	and	and	CCONJ
ggj-4434	327	17	accessible	accessible	ADJ
ggj-4434	327	18	to	to	ADP
ggj-4434	327	19	stakeholders	stakeholder	NOUN
ggj-4434	327	20	and	and	CCONJ
ggj-4434	327	21	the	the	DET
ggj-4434	327	22	public	public	NOUN
ggj-4434	327	23	than	than	ADP
ggj-4434	327	24	explaining	explain	VERB
ggj-4434	327	25	multiple	multiple	ADJ
ggj-4434	327	26	individual	individual	ADJ
ggj-4434	327	27	risk	risk	NOUN
ggj-4434	327	28	components	component	NOUN
ggj-4434	327	29	.	.	PUNCT
ggj-4434	328	1	furthermore	furthermore	ADV
ggj-4434	328	2	,	,	PUNCT
ggj-4434	328	3	the	the	DET
ggj-4434	328	4	aggregated	aggregated	ADJ
ggj-4434	328	5	risk	risk	NOUN
ggj-4434	328	6	score	score	NOUN
ggj-4434	328	7	can	can	AUX
ggj-4434	328	8	be	be	AUX
ggj-4434	328	9	tailored	tailor	VERB
ggj-4434	328	10	to	to	PART
ggj-4434	328	11	align	align	VERB
ggj-4434	328	12	with	with	ADP
ggj-4434	328	13	the	the	DET
ggj-4434	328	14	risk	risk	NOUN
ggj-4434	328	15	tolerance	tolerance	NOUN
ggj-4434	328	16	or	or	CCONJ
ggj-4434	328	17	appetite	appetite	NOUN
ggj-4434	328	18	of	of	ADP
ggj-4434	328	19	the	the	DET
ggj-4434	328	20	concerned	concerned	ADJ
ggj-4434	328	21	entity	entity	NOUN
ggj-4434	328	22	.	.	PUNCT
ggj-4434	329	1	this	this	DET
ggj-4434	329	2	adaptability	adaptability	NOUN
ggj-4434	329	3	allows	allow	VERB
ggj-4434	329	4	for	for	ADP
ggj-4434	329	5	a	a	DET
ggj-4434	329	6	more	more	ADV
ggj-4434	329	7	relevant	relevant	ADJ
ggj-4434	329	8	and	and	CCONJ
ggj-4434	329	9	targeted	target	VERB
ggj-4434	329	10	risk	risk	NOUN
ggj-4434	329	11	assessment	assessment	NOUN
ggj-4434	329	12	.	.	PUNCT
ggj-4434	330	1	using	use	VERB
ggj-4434	330	2	a	a	DET
ggj-4434	330	3	risk	risk	NOUN
ggj-4434	330	4	matrix	matrix	NOUN
ggj-4434	330	5	for	for	ADP
ggj-4434	330	6	aggregation	aggregation	NOUN
ggj-4434	330	7	effectively	effectively	ADV
ggj-4434	330	8	consolidates	consolidate	VERB
ggj-4434	330	9	risks	risk	NOUN
ggj-4434	330	10	from	from	ADP
ggj-4434	330	11	various	various	ADJ
ggj-4434	330	12	natural	natural	ADJ
ggj-4434	330	13	disasters	disaster	NOUN
ggj-4434	330	14	into	into	ADP
ggj-4434	330	15	a	a	DET
ggj-4434	330	16	single	single	ADJ
ggj-4434	330	17	value	value	NOUN
ggj-4434	330	18	.	.	PUNCT
ggj-4434	331	1	this	this	DET
ggj-4434	331	2	comprehensive	comprehensive	ADJ
ggj-4434	331	3	view	view	NOUN
ggj-4434	331	4	is	be	AUX
ggj-4434	331	5	crucial	crucial	ADJ
ggj-4434	331	6	for	for	ADP
ggj-4434	331	7	effective	effective	ADJ
ggj-4434	331	8	risk	risk	NOUN
ggj-4434	331	9	management	management	NOUN
ggj-4434	331	10	,	,	PUNCT
ggj-4434	331	11	disaster	disaster	NOUN
ggj-4434	331	12	preparedness	preparedness	NOUN
ggj-4434	331	13	,	,	PUNCT
ggj-4434	331	14	and	and	CCONJ
ggj-4434	331	15	resource	resource	NOUN
ggj-4434	331	16	allocation	allocation	NOUN
ggj-4434	331	17	.	.	PUNCT
ggj-4434	332	1	however	however	ADV
ggj-4434	332	2	,	,	PUNCT
ggj-4434	332	3	it	it	PRON
ggj-4434	332	4	's	be	AUX
ggj-4434	332	5	essential	essential	ADJ
ggj-4434	332	6	to	to	PART
ggj-4434	332	7	periodically	periodically	ADV
ggj-4434	332	8	update	update	VERB
ggj-4434	332	9	the	the	DET
ggj-4434	332	10	risk	risk	NOUN
ggj-4434	332	11	matrix	matrix	NOUN
ggj-4434	332	12	to	to	PART
ggj-4434	332	13	reflect	reflect	VERB
ggj-4434	332	14	changes	change	NOUN
ggj-4434	332	15	in	in	ADP
ggj-4434	332	16	the	the	DET
ggj-4434	332	17	risk	risk	NOUN
ggj-4434	332	18	landscape	landscape	NOUN
ggj-4434	332	19	due	due	ADP
ggj-4434	332	20	to	to	ADP
ggj-4434	332	21	factors	factor	NOUN
ggj-4434	332	22	like	like	ADP
ggj-4434	332	23	climate	climate	NOUN
ggj-4434	332	24	change	change	NOUN
ggj-4434	332	25	,	,	PUNCT
ggj-4434	332	26	urban	urban	ADJ
ggj-4434	332	27	development	development	NOUN
ggj-4434	332	28	,	,	PUNCT
ggj-4434	332	29	and	and	CCONJ
ggj-4434	332	30	population	population	NOUN
ggj-4434	332	31	growth	growth	NOUN
ggj-4434	332	32	.	.	PUNCT
ggj-4434	333	1	it	it	PRON
ggj-4434	333	2	's	be	AUX
ggj-4434	333	3	also	also	ADV
ggj-4434	333	4	important	important	ADJ
ggj-4434	333	5	to	to	PART
ggj-4434	333	6	recognize	recognize	VERB
ggj-4434	333	7	that	that	SCONJ
ggj-4434	333	8	the	the	DET
ggj-4434	333	9	aggregated	aggregate	VERB
ggj-4434	333	10	risk	risk	NOUN
ggj-4434	333	11	score	score	NOUN
ggj-4434	333	12	is	be	AUX
ggj-4434	333	13	an	an	DET
ggj-4434	333	14	indicative	indicative	ADJ
ggj-4434	333	15	tool	tool	NOUN
ggj-4434	333	16	meant	mean	VERB
ggj-4434	333	17	to	to	PART
ggj-4434	333	18	guide	guide	VERB
ggj-4434	333	19	,	,	PUNCT
ggj-4434	333	20	but	but	CCONJ
ggj-4434	333	21	not	not	PART
ggj-4434	333	22	solely	solely	ADV
ggj-4434	333	23	dictate	dictate	VERB
ggj-4434	333	24	,	,	PUNCT
ggj-4434	333	25	decision	decision	NOUN
ggj-4434	333	26	-	-	PUNCT
ggj-4434	333	27	making	make	VERB
ggj-4434	333	28	processes	process	NOUN
ggj-4434	333	29	.	.	PUNCT
ggj-4434	334	1	factors	factor	NOUN
ggj-4434	334	2	such	such	ADJ
ggj-4434	334	3	as	as	ADP
ggj-4434	334	4	societal	societal	ADJ
ggj-4434	334	5	values	value	NOUN
ggj-4434	334	6	,	,	PUNCT
ggj-4434	334	7	financial	financial	ADJ
ggj-4434	334	8	constraints	constraint	NOUN
ggj-4434	334	9	,	,	PUNCT
ggj-4434	334	10	and	and	CCONJ
ggj-4434	334	11	political	political	ADJ
ggj-4434	334	12	considerations	consideration	NOUN
ggj-4434	334	13	should	should	AUX
ggj-4434	334	14	also	also	ADV
ggj-4434	334	15	be	be	AUX
ggj-4434	334	16	factored	factor	VERB
ggj-4434	334	17	into	into	ADP
ggj-4434	334	18	risk	risk	NOUN
ggj-4434	334	19	management	management	NOUN
ggj-4434	334	20	strategies	strategy	NOUN
ggj-4434	334	21	.	.	PUNCT
ggj-4434	335	1	despite	despite	SCONJ
ggj-4434	335	2	the	the	DET
ggj-4434	335	3	challenges	challenge	NOUN
ggj-4434	335	4	,	,	PUNCT
ggj-4434	335	5	our	our	PRON
ggj-4434	335	6	study	study	NOUN
ggj-4434	335	7	successfully	successfully	ADV
ggj-4434	335	8	visualized	visualize	VERB
ggj-4434	335	9	risk	risk	NOUN
ggj-4434	335	10	in	in	ADP
ggj-4434	335	11	an	an	DET
ggj-4434	335	12	aggregated	aggregated	ADJ
ggj-4434	335	13	form	form	NOUN
ggj-4434	335	14	,	,	PUNCT
ggj-4434	335	15	using	use	VERB
ggj-4434	335	16	a	a	DET
ggj-4434	335	17	single	single	ADJ
ggj-4434	335	18	map	map	NOUN
ggj-4434	335	19	with	with	ADP
ggj-4434	335	20	finely	finely	ADV
ggj-4434	335	21	tuned	tune	VERB
ggj-4434	335	22	risk	risk	NOUN
ggj-4434	335	23	scores	score	NOUN
ggj-4434	335	24	.	.	PUNCT
ggj-4434	336	1	regular	regular	ADJ
ggj-4434	336	2	review	review	NOUN
ggj-4434	336	3	and	and	CCONJ
ggj-4434	336	4	updating	updating	NOUN
ggj-4434	336	5	of	of	ADP
ggj-4434	336	6	risk	risk	NOUN
ggj-4434	336	7	weights	weight	NOUN
ggj-4434	336	8	,	,	PUNCT
ggj-4434	336	9	expert	expert	NOUN
ggj-4434	336	10	involvement	involvement	NOUN
ggj-4434	336	11	,	,	PUNCT
ggj-4434	336	12	and	and	CCONJ
ggj-4434	336	13	careful	careful	ADJ
ggj-4434	336	14	consideration	consideration	NOUN
ggj-4434	336	15	of	of	ADP
ggj-4434	336	16	risk	risk	NOUN
ggj-4434	336	17	interactions	interaction	NOUN
ggj-4434	336	18	are	be	AUX
ggj-4434	336	19	key	key	ADJ
ggj-4434	336	20	components	component	NOUN
ggj-4434	336	21	of	of	ADP
ggj-4434	336	22	this	this	DET
ggj-4434	336	23	approach	approach	NOUN
ggj-4434	336	24	.	.	PUNCT
ggj-4434	337	1	one	one	NUM
ggj-4434	337	2	notable	notable	ADJ
ggj-4434	337	3	finding	finding	NOUN
ggj-4434	337	4	is	be	AUX
ggj-4434	337	5	the	the	DET
ggj-4434	337	6	model	model	NOUN
ggj-4434	337	7	's	's	PART
ggj-4434	337	8	applicability	applicability	NOUN
ggj-4434	337	9	to	to	ADP
ggj-4434	337	10	other	other	ADJ
ggj-4434	337	11	risk	risk	NOUN
ggj-4434	337	12	assessments	assessment	NOUN
ggj-4434	337	13	using	use	VERB
ggj-4434	337	14	the	the	DET
ggj-4434	337	15	same	same	ADJ
ggj-4434	337	16	matrix	matrix	NOUN
ggj-4434	337	17	representation	representation	NOUN
ggj-4434	337	18	and	and	CCONJ
ggj-4434	337	19	weight	weight	NOUN
ggj-4434	337	20	calculations	calculation	NOUN
ggj-4434	337	21	.	.	PUNCT
ggj-4434	338	1	the	the	DET
ggj-4434	338	2	flexibility	flexibility	NOUN
ggj-4434	338	3	of	of	ADP
ggj-4434	338	4	the	the	DET
ggj-4434	338	5	model	model	NOUN
ggj-4434	338	6	is	be	AUX
ggj-4434	338	7	further	far	ADV
ggj-4434	338	8	enhanced	enhance	VERB
ggj-4434	338	9	by	by	ADP
ggj-4434	338	10	the	the	DET
ggj-4434	338	11	potential	potential	ADJ
ggj-4434	338	12	integration	integration	NOUN
ggj-4434	338	13	of	of	ADP
ggj-4434	338	14	the	the	DET
ggj-4434	338	15	kernel	kernel	PROPN
ggj-4434	338	16	density	density	PROPN
ggj-4434	338	17	estimation	estimation	PROPN
ggj-4434	338	18	(	(	PUNCT
ggj-4434	338	19	kde	kde	NOUN
ggj-4434	338	20	)	)	PUNCT
ggj-4434	338	21	method	method	NOUN
ggj-4434	338	22	for	for	ADP
ggj-4434	338	23	fine	fine	ADV
ggj-4434	338	24	-	-	PUNCT
ggj-4434	338	25	tuning	tune	VERB
ggj-4434	338	26	outputs	output	NOUN
ggj-4434	338	27	and	and	CCONJ
ggj-4434	338	28	the	the	DET
ggj-4434	338	29	implementation	implementation	NOUN
ggj-4434	338	30	of	of	ADP
ggj-4434	338	31	algorithms	algorithm	NOUN
ggj-4434	338	32	like	like	ADP
ggj-4434	338	33	the	the	DET
ggj-4434	338	34	moore	moore	PROPN
ggj-4434	338	35	neighborhood	neighborhood	PROPN
ggj-4434	338	36	(	(	PUNCT
ggj-4434	338	37	ilachinski	ilachinski	NOUN
ggj-4434	338	38	et	et	PROPN
ggj-4434	338	39	al	al	PROPN
ggj-4434	338	40	.	.	PROPN
ggj-4434	338	41	,	,	PUNCT
ggj-4434	338	42	2001	2001	NUM
ggj-4434	338	43	)	)	PUNCT
ggj-4434	338	44	for	for	ADP
ggj-4434	338	45	relative	relative	ADJ
ggj-4434	338	46	aio	aio	NOUN
ggj-4434	338	47	region	region	NOUN
ggj-4434	338	48	risk	risk	NOUN
ggj-4434	338	49	score	score	NOUN
ggj-4434	338	50	determination	determination	NOUN
ggj-4434	338	51	.	.	PUNCT
ggj-4434	339	1	competing	compete	VERB
ggj-4434	339	2	interests	interest	NOUN
ggj-4434	339	3	the	the	DET
ggj-4434	339	4	authors	author	NOUN
ggj-4434	339	5	declare	declare	VERB
ggj-4434	339	6	that	that	SCONJ
ggj-4434	339	7	they	they	PRON
ggj-4434	339	8	have	have	VERB
ggj-4434	339	9	no	no	DET
ggj-4434	339	10	competing	compete	VERB
ggj-4434	339	11	interests	interest	NOUN
ggj-4434	339	12	.	.	PUNCT
ggj-4434	340	1	authors	author	NOUN
ggj-4434	340	2	’	'	PUNCT
ggj-4434	340	3	contribution	contribution	NOUN
ggj-4434	340	4	all	all	DET
ggj-4434	340	5	authors	author	NOUN
ggj-4434	340	6	provided	provide	VERB
ggj-4434	340	7	critical	critical	ADJ
ggj-4434	340	8	feedback	feedback	NOUN
ggj-4434	340	9	and	and	CCONJ
ggj-4434	340	10	helped	help	VERB
ggj-4434	340	11	shape	shape	VERB
ggj-4434	340	12	the	the	DET
ggj-4434	340	13	research	research	NOUN
ggj-4434	340	14	,	,	PUNCT
ggj-4434	340	15	analysis	analysis	NOUN
ggj-4434	340	16	and	and	CCONJ
ggj-4434	340	17	manuscript	manuscript	NOUN
ggj-4434	340	18	.	.	PUNCT
ggj-4434	341	1	orcid	orcid	NOUN
ggj-4434	342	1	i	i	PRON
ggj-4434	342	2	d	d	PROPN
ggj-4434	342	3	aslan	aslan	PROPN
ggj-4434	342	4	e.	e.	PROPN
ggj-4434	342	5	babakhanov	babakhanov	PROPN
ggj-4434	342	6	https://orcid.org/0000-0002-8790-7945	https://orcid.org/0000-0002-8790-7945	ADJ
ggj-4434	342	7	zaur	zaur	PROPN
ggj-4434	342	8	t.	t.	PROPN
ggj-4434	342	9	imrani	imrani	PROPN
ggj-4434	342	10	https://orcid.org/0000-0002-0606-3753	https://orcid.org/0000-0002-0606-3753	PROPN
ggj-4434	342	11	reference	reference	NOUN
ggj-4434	342	12	alizadeh	alizadeh	NOUN
ggj-4434	342	13	,	,	PUNCT
ggj-4434	342	14	a.a	a.a	PROPN
ggj-4434	342	15	.	.	PROPN
ggj-4434	342	16	,	,	PUNCT
ggj-4434	342	17	guliyev	guliyev	PROPN
ggj-4434	342	18	,	,	PUNCT
ggj-4434	342	19	i.s	i.s	PROPN
ggj-4434	342	20	.	.	PROPN
ggj-4434	342	21	,	,	PUNCT
ggj-4434	342	22	kadirov	kadirov	PROPN
ggj-4434	342	23	,	,	PUNCT
ggj-4434	342	24	f.a	f.a	PROPN
ggj-4434	342	25	.	.	PROPN
ggj-4434	342	26	,	,	PUNCT
ggj-4434	342	27	eppelbaum	eppelbaum	PROPN
ggj-4434	342	28	l.v	l.v	PROPN
ggj-4434	342	29	.	.	PROPN
ggj-4434	342	30	(	(	PUNCT
ggj-4434	342	31	2017	2017	NUM
ggj-4434	342	32	)	)	PUNCT
ggj-4434	342	33	.	.	PUNCT
ggj-4434	343	1	geosciences	geoscience	NOUN
ggj-4434	343	2	of	of	ADP
ggj-4434	343	3	azerbaijan	azerbaijan	PROPN
ggj-4434	343	4	volume	volume	PROPN
ggj-4434	343	5	ii	ii	PROPN
ggj-4434	343	6	:	:	PUNCT
ggj-4434	343	7	economic	economic	ADJ
ggj-4434	343	8	geology	geology	NOUN
ggj-4434	343	9	and	and	CCONJ
ggj-4434	343	10	applied	apply	VERB
ggj-4434	343	11	geophysics	geophysic	NOUN
ggj-4434	343	12	.	.	PUNCT
ggj-4434	344	1	amirova‐mammadova	amirova‐mammadova	PROPN
ggj-4434	344	2	,	,	PUNCT
ggj-4434	344	3	s.	s.	PROPN
ggj-4434	344	4	(	(	PUNCT
ggj-4434	344	5	2018	2018	NUM
ggj-4434	344	6	)	)	PUNCT
ggj-4434	344	7	.	.	PUNCT
ggj-4434	345	1	pipeline	pipeline	NOUN
ggj-4434	345	2	politics	politic	NOUN
ggj-4434	345	3	and	and	CCONJ
ggj-4434	345	4	natural	natural	ADJ
ggj-4434	345	5	gas	gas	NOUN
ggj-4434	345	6	supply	supply	NOUN
ggj-4434	345	7	from	from	ADP
ggj-4434	345	8	azerbaijan	azerbaijan	PROPN
ggj-4434	345	9	to	to	ADP
ggj-4434	345	10	europe	europe	PROPN
ggj-4434	345	11	:	:	PUNCT
ggj-4434	345	12	challenges	challenge	NOUN
ggj-4434	345	13	and	and	CCONJ
ggj-4434	345	14	perspectives	perspective	NOUN
ggj-4434	345	15	.	.	PUNCT
ggj-4434	346	1	springer	springer	NOUN
ggj-4434	346	2	.	.	PUNCT
ggj-4434	347	1	bagirov	bagirov	PROPN
ggj-4434	347	2	,	,	PUNCT
ggj-4434	347	3	e.	e.	PROPN
ggj-4434	347	4	,	,	PUNCT
ggj-4434	347	5	nadirov	nadirov	PROPN
ggj-4434	347	6	,	,	PUNCT
ggj-4434	347	7	r.	r.	PROPN
ggj-4434	347	8	,	,	PUNCT
ggj-4434	347	9	&	&	CCONJ
ggj-4434	347	10	lerche	lerche	PROPN
ggj-4434	347	11	,	,	PUNCT
ggj-4434	347	12	i.	i.	PROPN
ggj-4434	347	13	(	(	PUNCT
ggj-4434	347	14	1996	1996	NUM
ggj-4434	347	15	)	)	PUNCT
ggj-4434	347	16	.	.	PUNCT
ggj-4434	348	1	earthquakes	earthquake	NOUN
ggj-4434	348	2	,	,	PUNCT
ggj-4434	348	3	mud	mud	NOUN
ggj-4434	348	4	volcano	volcano	NOUN
ggj-4434	348	5	eruptions	eruption	NOUN
ggj-4434	348	6	,	,	PUNCT
ggj-4434	348	7	and	and	CCONJ
ggj-4434	348	8	fracture	fracture	NOUN
ggj-4434	348	9	formation	formation	NOUN
ggj-4434	348	10	hazards	hazard	NOUN
ggj-4434	348	11	in	in	ADP
ggj-4434	348	12	the	the	DET
ggj-4434	348	13	south	south	PROPN
ggj-4434	348	14	caspian	caspian	PROPN
ggj-4434	348	15	basin	basin	NOUN
ggj-4434	348	16	:	:	PUNCT
ggj-4434	348	17	statistical	statistical	ADJ
ggj-4434	348	18	inferences	inference	NOUN
ggj-4434	348	19	from	from	ADP
ggj-4434	348	20	the	the	DET
ggj-4434	348	21	historical	historical	ADJ
ggj-4434	348	22	record	record	NOUN
ggj-4434	348	23	.	.	PUNCT
ggj-4434	349	1	energy	energy	NOUN
ggj-4434	349	2	exploration	exploration	NOUN
ggj-4434	349	3	&	&	CCONJ
ggj-4434	349	4	exploitation	exploitation	NOUN
ggj-4434	349	5	,	,	PUNCT
ggj-4434	349	6	14(6	14(6	NOUN
ggj-4434	349	7	)	)	PUNCT
ggj-4434	349	8	,	,	PUNCT
ggj-4434	349	9	585	585	NUM
ggj-4434	349	10	-	-	SYM
ggj-4434	349	11	606	606	NUM
ggj-4434	349	12	.	.	PUNCT
ggj-4434	350	1	blokdyk	blokdyk	NOUN
ggj-4434	350	2	,	,	PUNCT
ggj-4434	350	3	g.	g.	PROPN
ggj-4434	350	4	(	(	PUNCT
ggj-4434	350	5	2018	2018	NUM
ggj-4434	350	6	)	)	PUNCT
ggj-4434	350	7	.	.	PUNCT
ggj-4434	351	1	risk	risk	NOUN
ggj-4434	351	2	matrix	matrix	NOUN
ggj-4434	351	3	a	a	DET
ggj-4434	351	4	complete	complete	ADJ
ggj-4434	351	5	guide	guide	NOUN
ggj-4434	351	6	.	.	PUNCT
ggj-4434	352	1	5starcooks	5starcooks	X
ggj-4434	352	2	.	.	PUNCT
ggj-4434	352	3	https://orcid.org/0000-0002-8790-7945	https://orcid.org/0000-0002-8790-7945	ADJ
ggj-4434	352	4	https://orcid.org/0000-0002-0606-3753	https://orcid.org/0000-0002-0606-3753	PROPN
ggj-4434	352	5	https://orcid.org/0000-0002-0606-3753	https://orcid.org/0000-0002-0606-3753	PROPN
ggj-4434	352	6	babakhanov	babakhanov	PROPN
ggj-4434	352	7	&	&	CCONJ
ggj-4434	352	8	imrani	imrani	PROPN
ggj-4434	352	9	2025	2025	NUM
ggj-4434	352	10	5(3	5(3	NUM
ggj-4434	352	11	)	)	PUNCT
ggj-4434	352	12	29	29	NUM
ggj-4434	352	13	cheng	cheng	PROPN
ggj-4434	352	14	,	,	PUNCT
ggj-4434	352	15	y.	y.	PROPN
ggj-4434	352	16	f.	f.	PROPN
ggj-4434	352	17	(	(	PUNCT
ggj-4434	352	18	2015	2015	NUM
ggj-4434	352	19	)	)	PUNCT
ggj-4434	352	20	.	.	PUNCT
ggj-4434	353	1	pipeline	pipeline	NOUN
ggj-4434	353	2	corrosion	corrosion	NOUN
ggj-4434	353	3	.	.	PUNCT
ggj-4434	354	1	journal	journal	PROPN
ggj-4434	354	2	title	title	NOUN
ggj-4434	354	3	,	,	PUNCT
ggj-4434	354	4	161	161	NUM
ggj-4434	354	5	-	-	SYM
ggj-4434	354	6	162	162	NUM
ggj-4434	354	7	.	.	PUNCT
ggj-4434	355	1	https://doi.org/10.1179/1478422x15z.000000000357	https://doi.org/10.1179/1478422x15z.000000000357	PROPN
ggj-4434	355	2	gemma	gemma	PROPN
ggj-4434	355	3	c.	c.	PROPN
ggj-4434	355	4	,	,	PUNCT
ggj-4434	355	5	carmine	carmine	PROPN
ggj-4434	355	6	g.	g.	PROPN
ggj-4434	355	7	,	,	PUNCT
ggj-4434	355	8	john	john	PROPN
ggj-4434	355	9	mccloskey	mccloskey	PROPN
ggj-4434	355	10	(	(	PUNCT
ggj-4434	355	11	2022	2022	NUM
ggj-4434	355	12	)	)	PUNCT
ggj-4434	355	13	.	.	PUNCT
ggj-4434	356	1	modelling	modelling	NOUN
ggj-4434	356	2	and	and	CCONJ
ggj-4434	356	3	quantifying	quantify	VERB
ggj-4434	356	4	tomorrow	tomorrow	NOUN
ggj-4434	356	5	's	's	PART
ggj-4434	356	6	risks	risk	NOUN
ggj-4434	356	7	from	from	ADP
ggj-4434	356	8	natural	natural	ADJ
ggj-4434	356	9	hazards	hazard	NOUN
ggj-4434	356	10	.	.	PUNCT
ggj-4434	357	1	science	science	NOUN
ggj-4434	357	2	of	of	ADP
ggj-4434	357	3	the	the	DET
ggj-4434	357	4	total	total	ADJ
ggj-4434	357	5	environment	environment	NOUN
ggj-4434	357	6	,	,	PUNCT
ggj-4434	357	7	volume	volume	NOUN
ggj-4434	357	8	817	817	NUM
ggj-4434	357	9	.	.	PUNCT
ggj-4434	358	1	https://doi.org/10.1016/j.scitotenv.2021.152552	https://doi.org/10.1016/j.scitotenv.2021.152552	NOUN
ggj-4434	358	2	.	.	PUNCT
ggj-4434	359	1	gramacki	gramacki	PROPN
ggj-4434	359	2	,	,	PUNCT
ggj-4434	359	3	a.	a.	NOUN
ggj-4434	359	4	(	(	PUNCT
ggj-4434	359	5	2017	2017	NUM
ggj-4434	359	6	)	)	PUNCT
ggj-4434	359	7	.	.	PUNCT
ggj-4434	360	1	nonparametric	nonparametric	PROPN
ggj-4434	360	2	kernel	kernel	PROPN
ggj-4434	360	3	density	density	PROPN
ggj-4434	360	4	estimation	estimation	NOUN
ggj-4434	360	5	and	and	CCONJ
ggj-4434	360	6	its	its	PRON
ggj-4434	360	7	computational	computational	ADJ
ggj-4434	360	8	aspects	aspect	NOUN
ggj-4434	360	9	.	.	PUNCT
ggj-4434	361	1	springer	springer	NOUN
ggj-4434	361	2	.	.	PUNCT
ggj-4434	362	1	falcone	falcone	PROPN
ggj-4434	362	2	d.	d.	PROPN
ggj-4434	362	3	,	,	PUNCT
ggj-4434	362	4	g.	g.	PROPN
ggj-4434	362	5	di	di	PROPN
ggj-4434	362	6	bona	bona	PROPN
ggj-4434	362	7	,	,	PUNCT
ggj-4434	362	8	forcina	forcina	NOUN
ggj-4434	362	9	(	(	PUNCT
ggj-4434	362	10	2022	2022	NUM
ggj-4434	362	11	)	)	PUNCT
ggj-4434	362	12	.	.	PUNCT
ggj-4434	363	1	a	a	DET
ggj-4434	363	2	new	new	ADJ
ggj-4434	363	3	method	method	NOUN
ggj-4434	363	4	for	for	ADP
ggj-4434	363	5	risk	risk	NOUN
ggj-4434	363	6	assessment	assessment	NOUN
ggj-4434	363	7	in	in	ADP
ggj-4434	363	8	industrial	industrial	ADJ
ggj-4434	363	9	processes	process	NOUN
ggj-4434	363	10	.	.	PUNCT
ggj-4434	364	1	ifacpapersonline	ifacpapersonline	PROPN
ggj-4434	364	2	,	,	PUNCT
ggj-4434	364	3	55(19	55(19	NUM
ggj-4434	364	4	)	)	PUNCT
ggj-4434	364	5	1	1	NUM
ggj-4434	364	6	-	-	SYM
ggj-4434	364	7	6	6	NUM
ggj-4434	364	8	.	.	PUNCT
ggj-4434	365	1	https://doi.org/10.1016/j.ifacol.2022.09.175	https://doi.org/10.1016/j.ifacol.2022.09.175	ADJ
ggj-4434	365	2	fotios	fotio	NOUN
ggj-4434	365	3	p.	p.	NOUN
ggj-4434	365	4	,	,	PUNCT
ggj-4434	365	5	daniele	daniele	PROPN
ggj-4434	365	6	a.	a.	PROPN
ggj-4434	365	7	,	,	PUNCT
ggj-4434	365	8	vassilios	vassilios	PROPN
ggj-4434	365	9	a.	a.	NOUN
ggj-4434	365	10	,	,	PUNCT
ggj-4434	365	11	mohamed	mohamed	PROPN
ggj-4434	365	12	zied	zied	PROPN
ggj-4434	365	13	babai	babai	PROPN
ggj-4434	365	14	,	,	PUNCT
ggj-4434	365	15	devon	devon	PROPN
ggj-4434	365	16	k.	k.	PROPN
ggj-4434	365	17	barrow	barrow	PROPN
ggj-4434	365	18	.	.	PUNCT
ggj-4434	366	1	(	(	PUNCT
ggj-4434	366	2	2022	2022	NUM
ggj-4434	366	3	)	)	PUNCT
ggj-4434	366	4	.	.	PUNCT
ggj-4434	367	1	forecasting	forecasting	NOUN
ggj-4434	367	2	:	:	PUNCT
ggj-4434	367	3	theory	theory	NOUN
ggj-4434	367	4	and	and	CCONJ
ggj-4434	367	5	practice	practice	NOUN
ggj-4434	367	6	,	,	PUNCT
ggj-4434	367	7	international	international	ADJ
ggj-4434	367	8	journal	journal	NOUN
ggj-4434	367	9	of	of	ADP
ggj-4434	367	10	forecasting	forecasting	NOUN
ggj-4434	367	11	,	,	PUNCT
ggj-4434	367	12	38(3	38(3	NUM
ggj-4434	367	13	)	)	PUNCT
ggj-4434	367	14	,	,	PUNCT
ggj-4434	367	15	705	705	NUM
ggj-4434	367	16	-	-	SYM
ggj-4434	367	17	871	871	NUM
ggj-4434	367	18	.	.	PUNCT
ggj-4434	368	1	https://doi.org/10.1016/j.ijforecast.2021.11.001	https://doi.org/10.1016/j.ijforecast.2021.11.001	PROPN
ggj-4434	368	2	han	han	PROPN
ggj-4434	368	3	,	,	PUNCT
ggj-4434	368	4	z.	z.	PROPN
ggj-4434	368	5	,	,	PUNCT
ggj-4434	368	6	&	&	CCONJ
ggj-4434	368	7	weng	weng	PROPN
ggj-4434	368	8	,	,	PUNCT
ggj-4434	368	9	w.	w.	PROPN
ggj-4434	368	10	(	(	PUNCT
ggj-4434	368	11	2010	2010	NUM
ggj-4434	368	12	)	)	PUNCT
ggj-4434	368	13	.	.	PUNCT
ggj-4434	369	1	an	an	DET
ggj-4434	369	2	integrated	integrate	VERB
ggj-4434	369	3	quantitative	quantitative	ADJ
ggj-4434	369	4	risk	risk	NOUN
ggj-4434	369	5	analysis	analysis	NOUN
ggj-4434	369	6	method	method	NOUN
ggj-4434	369	7	for	for	ADP
ggj-4434	369	8	natural	natural	ADJ
ggj-4434	369	9	gas	gas	NOUN
ggj-4434	369	10	pipeline	pipeline	NOUN
ggj-4434	369	11	network	network	NOUN
ggj-4434	369	12	.	.	PUNCT
ggj-4434	370	1	journal	journal	PROPN
ggj-4434	370	2	of	of	ADP
ggj-4434	370	3	loss	loss	NOUN
ggj-4434	370	4	prevention	prevention	NOUN
ggj-4434	370	5	in	in	ADP
ggj-4434	370	6	the	the	DET
ggj-4434	370	7	process	process	NOUN
ggj-4434	370	8	industries	industry	NOUN
ggj-4434	370	9	,	,	PUNCT
ggj-4434	370	10	23(3	23(3	NUM
ggj-4434	370	11	)	)	PUNCT
ggj-4434	370	12	,	,	PUNCT
ggj-4434	370	13	428–436	428–436	NUM
ggj-4434	370	14	.	.	PUNCT
ggj-4434	371	1	https://doi.org/10.1016/j.jlp.2010.02.003	https://doi.org/10.1016/j.jlp.2010.02.003	PROPN
ggj-4434	371	2	ilachinski	ilachinski	PROPN
ggj-4434	371	3	,	,	PUNCT
ggj-4434	371	4	a.	a.	PROPN
ggj-4434	371	5	,	,	PUNCT
ggj-4434	371	6	&	&	CCONJ
ggj-4434	371	7	zane	zane	PROPN
ggj-4434	371	8	.	.	PUNCT
ggj-4434	372	1	(	(	PUNCT
ggj-4434	372	2	2001	2001	NUM
ggj-4434	372	3	)	)	PUNCT
ggj-4434	372	4	.	.	PUNCT
ggj-4434	373	1	cellular	cellular	ADJ
ggj-4434	373	2	automata	automata	NOUN
ggj-4434	373	3	–	–	PUNCT
ggj-4434	373	4	a	a	DET
ggj-4434	373	5	discrete	discrete	ADJ
ggj-4434	373	6	universe	universe	NOUN
ggj-4434	373	7	.	.	PUNCT
ggj-4434	374	1	kybernetes	kybernete	NOUN
ggj-4434	374	2	,	,	PUNCT
ggj-4434	374	3	32(4	32(4	NUM
ggj-4434	374	4	)	)	PUNCT
ggj-4434	374	5	.	.	PUNCT
ggj-4434	375	1	https://doi.org/10.1108/k.2003.06732dae.007	https://doi.org/10.1108/k.2003.06732dae.007	ADJ
ggj-4434	375	2	kadirov	kadirov	PROPN
ggj-4434	375	3	f.a	f.a	PROPN
ggj-4434	375	4	,	,	PUNCT
ggj-4434	375	5	lerche	lerche	PROPN
ggj-4434	375	6	i	i	PROPN
ggj-4434	375	7	,	,	PUNCT
ggj-4434	375	8	guliyev	guliyev	PROPN
ggj-4434	375	9	i.s	i.s	PROPN
ggj-4434	375	10	,	,	PUNCT
ggj-4434	375	11	kadyrov	kadyrov	PROPN
ggj-4434	375	12	a.g	a.g	PROPN
ggj-4434	375	13	,	,	PUNCT
ggj-4434	375	14	feyzullayev	feyzullayev	PROPN
ggj-4434	375	15	a.a	a.a	PROPN
ggj-4434	375	16	,	,	PUNCT
ggj-4434	375	17	mukhtarov	mukhtarov	PROPN
ggj-4434	375	18	a.sh	a.sh	PROPN
ggj-4434	375	19	.	.	PUNCT
ggj-4434	375	20	(	(	PUNCT
ggj-4434	375	21	2005	2005	NUM
ggj-4434	375	22	)	)	PUNCT
ggj-4434	375	23	.	.	PUNCT
ggj-4434	376	1	deep	deep	ADJ
ggj-4434	376	2	structure	structure	NOUN
ggj-4434	376	3	model	model	NOUN
ggj-4434	376	4	and	and	CCONJ
ggj-4434	376	5	dynamics	dynamic	NOUN
ggj-4434	376	6	of	of	ADP
ggj-4434	376	7	mud	mud	NOUN
ggj-4434	376	8	volcanoes	volcano	NOUN
ggj-4434	376	9	,	,	PUNCT
ggj-4434	376	10	southwest	southwest	ADJ
ggj-4434	376	11	absheron	absheron	PROPN
ggj-4434	376	12	peninsula	peninsula	PROPN
ggj-4434	376	13	(	(	PUNCT
ggj-4434	376	14	azerbaijan	azerbaijan	PROPN
ggj-4434	376	15	)	)	PUNCT
ggj-4434	376	16	.	.	PUNCT
ggj-4434	377	1	energy	energy	NOUN
ggj-4434	377	2	exploration	exploration	NOUN
ggj-4434	377	3	&	&	CCONJ
ggj-4434	377	4	exploitation	exploitation	NOUN
ggj-4434	377	5	.	.	PUNCT
ggj-4434	378	1	23(5):307	23(5):307	NUM
ggj-4434	378	2	-	-	SYM
ggj-4434	378	3	332	332	NUM
ggj-4434	378	4	.	.	PUNCT
ggj-4434	379	1	doi:10.1260/014459805775992717	doi:10.1260/014459805775992717	PROPN
ggj-4434	379	2	katopodis	katopodis	PROPN
ggj-4434	379	3	,	,	PUNCT
ggj-4434	379	4	t.	t.	PROPN
ggj-4434	379	5	,	,	PUNCT
ggj-4434	379	6	&	&	CCONJ
ggj-4434	379	7	sfetsos	sfetsos	PROPN
ggj-4434	379	8	,	,	PUNCT
ggj-4434	379	9	a.	a.	NOUN
ggj-4434	379	10	(	(	PUNCT
ggj-4434	379	11	2019	2019	NUM
ggj-4434	379	12	)	)	PUNCT
ggj-4434	379	13	.	.	PUNCT
ggj-4434	380	1	a	a	DET
ggj-4434	380	2	review	review	NOUN
ggj-4434	380	3	of	of	ADP
ggj-4434	380	4	climate	climate	NOUN
ggj-4434	380	5	change	change	NOUN
ggj-4434	380	6	impacts	impact	NOUN
ggj-4434	380	7	to	to	ADP
ggj-4434	380	8	oil	oil	NOUN
ggj-4434	380	9	sector	sector	NOUN
ggj-4434	380	10	critical	critical	ADJ
ggj-4434	380	11	services	service	NOUN
ggj-4434	380	12	and	and	CCONJ
ggj-4434	380	13	suggested	suggest	VERB
ggj-4434	380	14	recommendations	recommendation	NOUN
ggj-4434	380	15	for	for	ADP
ggj-4434	380	16	industry	industry	NOUN
ggj-4434	380	17	uptake	uptake	NOUN
ggj-4434	380	18	.	.	PUNCT
ggj-4434	381	1	infrastructures	infrastructure	NOUN
ggj-4434	381	2	,	,	PUNCT
ggj-4434	381	3	4(4	4(4	NUM
ggj-4434	381	4	)	)	PUNCT
ggj-4434	381	5	,	,	PUNCT
ggj-4434	381	6	74	74	NUM
ggj-4434	381	7	.	.	PUNCT
ggj-4434	382	1	https://doi.org/10.3390/infrastructures4040074	https://doi.org/10.3390/infrastructures4040074	PROPN
ggj-4434	382	2	krausmann	krausmann	PROPN
ggj-4434	382	3	,	,	PUNCT
ggj-4434	382	4	e.	e.	PROPN
ggj-4434	382	5	,	,	PUNCT
ggj-4434	382	6	cruz	cruz	PROPN
ggj-4434	382	7	,	,	PUNCT
ggj-4434	382	8	a.	a.	NOUN
ggj-4434	382	9	m.	m.	NOUN
ggj-4434	382	10	,	,	PUNCT
ggj-4434	382	11	&	&	CCONJ
ggj-4434	382	12	salzano	salzano	PROPN
ggj-4434	382	13	,	,	PUNCT
ggj-4434	382	14	e.	e.	PROPN
ggj-4434	382	15	(	(	PUNCT
ggj-4434	382	16	2016	2016	NUM
ggj-4434	382	17	)	)	PUNCT
ggj-4434	382	18	.	.	PUNCT
ggj-4434	383	1	natech	natech	ADJ
ggj-4434	383	2	risk	risk	NOUN
ggj-4434	383	3	assessment	assessment	NOUN
ggj-4434	383	4	and	and	CCONJ
ggj-4434	383	5	management	management	NOUN
ggj-4434	383	6	:	:	PUNCT
ggj-4434	383	7	reducing	reduce	VERB
ggj-4434	383	8	the	the	DET
ggj-4434	383	9	risk	risk	NOUN
ggj-4434	383	10	of	of	ADP
ggj-4434	383	11	natural	natural	ADJ
ggj-4434	383	12	-	-	PUNCT
ggj-4434	383	13	hazard	hazard	NOUN
ggj-4434	383	14	impact	impact	NOUN
ggj-4434	383	15	on	on	ADP
ggj-4434	383	16	hazardous	hazardous	ADJ
ggj-4434	383	17	installations	installation	NOUN
ggj-4434	383	18	.	.	PUNCT
ggj-4434	384	1	elsevier	elsevier	PROPN
ggj-4434	384	2	.	.	PUNCT
ggj-4434	385	1	krausmann	krausmann	PROPN
ggj-4434	385	2	,	,	PUNCT
ggj-4434	385	3	e.	e.	PROPN
ggj-4434	385	4	,	,	PUNCT
ggj-4434	385	5	renni	renni	PROPN
ggj-4434	385	6	,	,	PUNCT
ggj-4434	385	7	e.	e.	PROPN
ggj-4434	385	8	,	,	PUNCT
ggj-4434	385	9	campedel	campedel	PROPN
ggj-4434	385	10	,	,	PUNCT
ggj-4434	385	11	m.	m.	NOUN
ggj-4434	385	12	,	,	PUNCT
ggj-4434	385	13	&	&	CCONJ
ggj-4434	385	14	cozzani	cozzani	PROPN
ggj-4434	385	15	,	,	PUNCT
ggj-4434	385	16	v.	v.	PROPN
ggj-4434	385	17	(	(	PUNCT
ggj-4434	385	18	2011	2011	NUM
ggj-4434	385	19	)	)	PUNCT
ggj-4434	385	20	.	.	PUNCT
ggj-4434	386	1	industrial	industrial	ADJ
ggj-4434	386	2	accidents	accident	NOUN
ggj-4434	386	3	triggered	trigger	VERB
ggj-4434	386	4	by	by	ADP
ggj-4434	386	5	earthquakes	earthquake	NOUN
ggj-4434	386	6	,	,	PUNCT
ggj-4434	386	7	floods	flood	NOUN
ggj-4434	386	8	and	and	CCONJ
ggj-4434	386	9	lightning	lightning	NOUN
ggj-4434	386	10	:	:	PUNCT
ggj-4434	386	11	lessons	lesson	NOUN
ggj-4434	386	12	learned	learn	VERB
ggj-4434	386	13	from	from	ADP
ggj-4434	386	14	a	a	DET
ggj-4434	386	15	database	database	NOUN
ggj-4434	386	16	analysis	analysis	NOUN
ggj-4434	386	17	.	.	PUNCT
ggj-4434	387	1	natural	natural	ADJ
ggj-4434	387	2	hazards	hazard	NOUN
ggj-4434	387	3	,	,	PUNCT
ggj-4434	387	4	59(1	59(1	NUM
ggj-4434	387	5	)	)	PUNCT
ggj-4434	387	6	,	,	PUNCT
ggj-4434	387	7	285–300	285–300	NUM
ggj-4434	387	8	.	.	PUNCT
ggj-4434	388	1	https://doi.org/10.1007/s11069-011-9754-3	https://doi.org/10.1007/s11069-011-9754-3	NUM
ggj-4434	388	2	lerche	lerche	PROPN
ggj-4434	388	3	,	,	PUNCT
ggj-4434	388	4	i.	i.	PROPN
ggj-4434	388	5	,	,	PUNCT
ggj-4434	388	6	&	&	CCONJ
ggj-4434	388	7	bagirov	bagirov	PROPN
ggj-4434	388	8	,	,	PUNCT
ggj-4434	388	9	e.	e.	PROPN
ggj-4434	388	10	(	(	PUNCT
ggj-4434	388	11	2014	2014	NUM
ggj-4434	388	12	)	)	PUNCT
ggj-4434	388	13	.	.	PUNCT
ggj-4434	389	1	impact	impact	NOUN
ggj-4434	389	2	of	of	ADP
ggj-4434	389	3	natural	natural	ADJ
ggj-4434	389	4	hazards	hazard	NOUN
ggj-4434	389	5	on	on	ADP
ggj-4434	389	6	oil	oil	NOUN
ggj-4434	389	7	and	and	CCONJ
ggj-4434	389	8	gas	gas	NOUN
ggj-4434	389	9	extraction	extraction	NOUN
ggj-4434	389	10	.	.	PUNCT
ggj-4434	390	1	springer	springer	NOUN
ggj-4434	390	2	.	.	PUNCT
ggj-4434	391	1	nasser	nasser	PROPN
ggj-4434	391	2	,	,	PUNCT
ggj-4434	391	3	h.	h.	PROPN
ggj-4434	391	4	(	(	PUNCT
ggj-4434	391	5	2014	2014	NUM
ggj-4434	391	6	)	)	PUNCT
ggj-4434	391	7	.	.	PUNCT
ggj-4434	392	1	learning	learn	VERB
ggj-4434	392	2	arcgis	arcgis	PROPN
ggj-4434	392	3	geodatabases	geodatabase	NOUN
ggj-4434	392	4	.	.	PUNCT
ggj-4434	393	1	packt	packt	PROPN
ggj-4434	393	2	publishing	publishing	PROPN
ggj-4434	393	3	ltd	ltd	PROPN
ggj-4434	393	4	.	.	PROPN
ggj-4434	393	5	novacheck	novacheck	PROPN
ggj-4434	393	6	,	,	PUNCT
ggj-4434	393	7	j.	j.	PROPN
ggj-4434	393	8	,	,	PUNCT
ggj-4434	393	9	sharp	sharp	PROPN
ggj-4434	393	10	,	,	PUNCT
ggj-4434	393	11	j.	j.	PROPN
ggj-4434	393	12	,	,	PUNCT
ggj-4434	393	13	schwarz	schwarz	PROPN
ggj-4434	393	14	,	,	PUNCT
ggj-4434	393	15	m.	m.	NOUN
ggj-4434	393	16	,	,	PUNCT
ggj-4434	393	17	donohoo	donohoo	PROPN
ggj-4434	393	18	-	-	PUNCT
ggj-4434	393	19	vallett	vallett	NOUN
ggj-4434	393	20	,	,	PUNCT
ggj-4434	393	21	p.	p.	PROPN
ggj-4434	393	22	,	,	PUNCT
ggj-4434	393	23	tzavelis	tzavelis	PROPN
ggj-4434	393	24	,	,	PUNCT
ggj-4434	393	25	z.	z.	PROPN
ggj-4434	393	26	,	,	PUNCT
ggj-4434	393	27	buster	buster	NOUN
ggj-4434	393	28	,	,	PUNCT
ggj-4434	393	29	g.	g.	PROPN
ggj-4434	393	30	,	,	PUNCT
ggj-4434	393	31	&	&	CCONJ
ggj-4434	393	32	rossol	rossol	PROPN
ggj-4434	393	33	,	,	PUNCT
ggj-4434	393	34	m.	m.	NOUN
ggj-4434	393	35	(	(	PUNCT
ggj-4434	393	36	2021	2021	NUM
ggj-4434	393	37	)	)	PUNCT
ggj-4434	393	38	.	.	PUNCT
ggj-4434	394	1	the	the	DET
ggj-4434	394	2	evolving	evolve	VERB
ggj-4434	394	3	role	role	NOUN
ggj-4434	394	4	of	of	ADP
ggj-4434	394	5	extreme	extreme	ADJ
ggj-4434	394	6	weather	weather	NOUN
ggj-4434	394	7	events	event	NOUN
ggj-4434	394	8	in	in	ADP
ggj-4434	394	9	the	the	DET
ggj-4434	394	10	u.s	u.s	PROPN
ggj-4434	394	11	.	.	PROPN
ggj-4434	394	12	power	power	NOUN
ggj-4434	394	13	system	system	NOUN
ggj-4434	394	14	with	with	ADP
ggj-4434	394	15	high	high	ADJ
ggj-4434	394	16	levels	level	NOUN
ggj-4434	394	17	of	of	ADP
ggj-4434	394	18	variable	variable	ADJ
ggj-4434	394	19	renewable	renewable	ADJ
ggj-4434	394	20	energy	energy	NOUN
ggj-4434	394	21	.	.	PUNCT
ggj-4434	395	1	golden	golden	ADJ
ggj-4434	395	2	,	,	PUNCT
ggj-4434	395	3	co	co	NOUN
ggj-4434	395	4	:	:	PUNCT
ggj-4434	395	5	national	national	ADJ
ggj-4434	395	6	renewable	renewable	ADJ
ggj-4434	395	7	energy	energy	NOUN
ggj-4434	395	8	laboratory	laboratory	NOUN
ggj-4434	395	9	.	.	PUNCT
ggj-4434	396	1	oruji	oruji	PROPN
ggj-4434	396	2	,	,	PUNCT
ggj-4434	396	3	s.	s.	PROPN
ggj-4434	396	4	,	,	PUNCT
ggj-4434	396	5	ketabdar	ketabdar	PROPN
ggj-4434	396	6	,	,	PUNCT
ggj-4434	396	7	m.	m.	NOUN
ggj-4434	396	8	,	,	PUNCT
ggj-4434	396	9	&	&	CCONJ
ggj-4434	396	10	ketabdar	ketabdar	PROPN
ggj-4434	396	11	,	,	PUNCT
ggj-4434	396	12	m.	m.	NOUN
ggj-4434	396	13	(	(	PUNCT
ggj-4434	396	14	2022	2022	NUM
ggj-4434	396	15	)	)	PUNCT
ggj-4434	396	16	.	.	PUNCT
ggj-4434	397	1	evaluation	evaluation	NOUN
ggj-4434	397	2	of	of	ADP
ggj-4434	397	3	land	land	NOUN
ggj-4434	397	4	subsidence	subsidence	NOUN
ggj-4434	397	5	hazard	hazard	NOUN
ggj-4434	397	6	on	on	ADP
ggj-4434	397	7	steel	steel	NOUN
ggj-4434	397	8	natural	natural	ADJ
ggj-4434	397	9	gas	gas	NOUN
ggj-4434	397	10	pipelines	pipeline	NOUN
ggj-4434	397	11	in	in	ADP
ggj-4434	397	12	california	california	PROPN
ggj-4434	397	13	.	.	PUNCT
ggj-4434	398	1	upstream	upstream	ADJ
ggj-4434	398	2	oil	oil	NOUN
ggj-4434	398	3	and	and	CCONJ
ggj-4434	398	4	gas	gas	NOUN
ggj-4434	398	5	technology	technology	NOUN
ggj-4434	398	6	.	.	PUNCT
ggj-4434	399	1	othman	othman	PROPN
ggj-4434	399	2	,	,	PUNCT
ggj-4434	399	3	a.	a.	PROPN
ggj-4434	399	4	,	,	PUNCT
ggj-4434	399	5	el	el	PROPN
ggj-4434	399	6	-	-	PUNCT
ggj-4434	399	7	saoud	saoud	NOUN
ggj-4434	399	8	,	,	PUNCT
ggj-4434	399	9	w.	w.	PROPN
ggj-4434	399	10	a.	a.	PROPN
ggj-4434	399	11	,	,	PUNCT
ggj-4434	399	12	habeebullah	habeebullah	PROPN
ggj-4434	399	13	,	,	PUNCT
ggj-4434	399	14	t.	t.	PROPN
ggj-4434	399	15	,	,	PUNCT
ggj-4434	399	16	shaaban	shaaban	PROPN
ggj-4434	399	17	,	,	PUNCT
ggj-4434	399	18	f.	f.	PROPN
ggj-4434	399	19	,	,	PUNCT
ggj-4434	399	20	&	&	CCONJ
ggj-4434	399	21	abotalib	abotalib	PROPN
ggj-4434	399	22	,	,	PUNCT
ggj-4434	399	23	a.	a.	PROPN
ggj-4434	399	24	z.	z.	PROPN
ggj-4434	399	25	(	(	PUNCT
ggj-4434	399	26	2023	2023	NUM
ggj-4434	399	27	)	)	PUNCT
ggj-4434	399	28	.	.	PUNCT
ggj-4434	400	1	risk	risk	NOUN
ggj-4434	400	2	assessment	assessment	NOUN
ggj-4434	400	3	of	of	ADP
ggj-4434	400	4	flash	flash	NOUN
ggj-4434	400	5	flood	flood	NOUN
ggj-4434	400	6	and	and	CCONJ
ggj-4434	400	7	soil	soil	NOUN
ggj-4434	400	8	erosion	erosion	NOUN
ggj-4434	400	9	impacts	impact	NOUN
ggj-4434	400	10	on	on	ADP
ggj-4434	400	11	electrical	electrical	ADJ
ggj-4434	400	12	infrastructures	infrastructure	NOUN
ggj-4434	400	13	in	in	ADP
ggj-4434	400	14	overcrowded	overcrowded	ADJ
ggj-4434	400	15	mountainous	mountainous	ADJ
ggj-4434	400	16	urban	urban	ADJ
ggj-4434	400	17	areas	area	NOUN
ggj-4434	400	18	under	under	ADP
ggj-4434	400	19	climate	climate	NOUN
ggj-4434	400	20	change	change	NOUN
ggj-4434	400	21	.	.	PUNCT
ggj-4434	401	1	reliability	reliability	NOUN
ggj-4434	401	2	engineering	engineering	NOUN
ggj-4434	401	3	&	&	CCONJ
ggj-4434	401	4	system	system	NOUN
ggj-4434	401	5	safety	safety	NOUN
ggj-4434	401	6	.	.	PUNCT
ggj-4434	402	1	https://doi.org/10.1016/j.ress.2023.109302	https://doi.org/10.1016/j.ress.2023.109302	PROPN
ggj-4434	402	2	panahi	panahi	PROPN
ggj-4434	402	3	,	,	PUNCT
ggj-4434	402	4	b.m	b.m	PROPN
ggj-4434	402	5	.	.	PROPN
ggj-4434	402	6	(	(	PUNCT
ggj-4434	402	7	2005	2005	NUM
ggj-4434	402	8	)	)	PUNCT
ggj-4434	402	9	.	.	PUNCT
ggj-4434	403	1	mud	mud	NOUN
ggj-4434	403	2	volcanism	volcanism	NOUN
ggj-4434	403	3	,	,	PUNCT
ggj-4434	403	4	geodynamics	geodynamic	NOUN
ggj-4434	403	5	and	and	CCONJ
ggj-4434	403	6	seismicity	seismicity	NOUN
ggj-4434	403	7	of	of	ADP
ggj-4434	403	8	azerbaijan	azerbaijan	PROPN
ggj-4434	403	9	and	and	CCONJ
ggj-4434	403	10	the	the	DET
ggj-4434	403	11	caspian	caspian	PROPN
ggj-4434	403	12	sea	sea	NOUN
ggj-4434	403	13	region	region	NOUN
ggj-4434	403	14	.	.	PUNCT
ggj-4434	404	1	in	in	ADP
ggj-4434	404	2	:	:	PUNCT
ggj-4434	404	3	martinelli	martinelli	PROPN
ggj-4434	404	4	,	,	PUNCT
ggj-4434	404	5	g.	g.	PROPN
ggj-4434	404	6	,	,	PUNCT
ggj-4434	404	7	panahi	panahi	PROPN
ggj-4434	404	8	,	,	PUNCT
ggj-4434	404	9	b.	b.	PROPN
ggj-4434	404	10	(	(	PUNCT
ggj-4434	404	11	eds	ed	NOUN
ggj-4434	404	12	)	)	PUNCT
ggj-4434	404	13	mud	mud	NOUN
ggj-4434	404	14	volcanoes	volcano	NOUN
ggj-4434	404	15	,	,	PUNCT
ggj-4434	404	16	geodynamics	geodynamic	NOUN
ggj-4434	404	17	and	and	CCONJ
ggj-4434	404	18	seismicity	seismicity	NOUN
ggj-4434	404	19	.	.	PUNCT
ggj-4434	405	1	nato	nato	PROPN
ggj-4434	405	2	science	science	NOUN
ggj-4434	405	3	series	series	PROPN
ggj-4434	405	4	,	,	PUNCT
ggj-4434	405	5	vol	vol	NOUN
ggj-4434	405	6	51	51	NUM
ggj-4434	405	7	.	.	PUNCT
ggj-4434	406	1	springer	springer	NOUN
ggj-4434	406	2	,	,	PUNCT
ggj-4434	406	3	dordrecht	dordrecht	PROPN
ggj-4434	406	4	.	.	PUNCT
ggj-4434	406	5	https://doi.org/10.1007/1-4020-3204-8_7	https://doi.org/10.1007/1-4020-3204-8_7	PROPN
ggj-4434	407	1	petersen	petersen	PROPN
ggj-4434	407	2	,	,	PUNCT
ggj-4434	407	3	k.	k.	PROPN
ggj-4434	407	4	(	(	PUNCT
ggj-4434	407	5	2020	2020	NUM
ggj-4434	407	6	)	)	PUNCT
ggj-4434	407	7	.	.	PUNCT
ggj-4434	408	1	visualizing	visualize	VERB
ggj-4434	408	2	risk	risk	NOUN
ggj-4434	408	3	:	:	PUNCT
ggj-4434	408	4	drawing	draw	VERB
ggj-4434	408	5	together	together	ADV
ggj-4434	408	6	and	and	CCONJ
ggj-4434	408	7	pushing	push	VERB
ggj-4434	408	8	apart	apart	ADV
ggj-4434	408	9	with	with	ADP
ggj-4434	408	10	sociotechnical	sociotechnical	ADJ
ggj-4434	408	11	practices	practice	NOUN
ggj-4434	408	12	.	.	PUNCT
ggj-4434	409	1	rasouli	rasouli	PROPN
ggj-4434	409	2	,	,	PUNCT
ggj-4434	409	3	a.	a.	PROPN
ggj-4434	409	4	,	,	PUNCT
ggj-4434	409	5	&	&	CCONJ
ggj-4434	409	6	imrani	imrani	PROPN
ggj-4434	409	7	,	,	PUNCT
ggj-4434	409	8	z.	z.	PROPN
ggj-4434	409	9	(	(	PUNCT
ggj-4434	409	10	2023	2023	NUM
ggj-4434	409	11	)	)	PUNCT
ggj-4434	409	12	.	.	PUNCT
ggj-4434	410	1	object	object	NOUN
ggj-4434	410	2	-	-	PUNCT
ggj-4434	410	3	based	base	VERB
ggj-4434	410	4	analysis	analysis	NOUN
ggj-4434	410	5	for	for	ADP
ggj-4434	410	6	risk	risk	NOUN
ggj-4434	410	7	and	and	CCONJ
ggj-4434	410	8	disasters	disaster	NOUN
ggj-4434	410	9	assessment	assessment	NOUN
ggj-4434	410	10	:	:	PUNCT
ggj-4434	410	11	tutoring	tutor	VERB
ggj-4434	410	12	on	on	ADP
ggj-4434	410	13	geoenvironmental	geoenvironmental	ADJ
ggj-4434	410	14	contexts	context	NOUN
ggj-4434	410	15	of	of	ADP
ggj-4434	410	16	azerbaijan	azerbaijan	PROPN
ggj-4434	410	17	.	.	PUNCT
ggj-4434	411	1	baku	baku	PROPN
ggj-4434	411	2	:	:	PUNCT
ggj-4434	411	3	cn	cn	PROPN
ggj-4434	411	4	poliqraf	poliqraf	PROPN
ggj-4434	411	5	llc	llc	PROPN
ggj-4434	411	6	.	.	PUNCT
ggj-4434	412	1	430	430	NUM
ggj-4434	412	2	.	.	PUNCT
ggj-4434	412	3	https://doi.org/10.5281/zenodo.14885894	https://doi.org/10.5281/zenodo.14885894	PROPN
ggj-4434	412	4	samany	samany	NOUN
ggj-4434	412	5	,	,	PUNCT
ggj-4434	412	6	n.n	n.n	PROPN
ggj-4434	412	7	.	.	PROPN
ggj-4434	412	8	,	,	PUNCT
ggj-4434	412	9	liu	liu	PROPN
ggj-4434	412	10	,	,	PUNCT
ggj-4434	412	11	h.	h.	PROPN
ggj-4434	412	12	,	,	PUNCT
ggj-4434	412	13	aghataher	aghataher	ADV
ggj-4434	412	14	,	,	PUNCT
ggj-4434	412	15	r.	r.	PROPN
ggj-4434	412	16	et	et	PROPN
ggj-4434	412	17	al	al	PROPN
ggj-4434	412	18	.	.	PROPN
ggj-4434	412	19	(	(	PUNCT
ggj-4434	412	20	2022	2022	NUM
ggj-4434	412	21	)	)	PUNCT
ggj-4434	412	22	.	.	PUNCT
ggj-4434	413	1	ten	ten	NUM
ggj-4434	413	2	gis	gis	NOUN
ggj-4434	413	3	-	-	PUNCT
ggj-4434	413	4	based	base	VERB
ggj-4434	413	5	solutions	solution	NOUN
ggj-4434	413	6	for	for	ADP
ggj-4434	413	7	managing	manage	VERB
ggj-4434	413	8	and	and	CCONJ
ggj-4434	413	9	controlling	control	VERB
ggj-4434	413	10	covid-19	covid-19	PROPN
ggj-4434	413	11	pandemic	pandemic	ADJ
ggj-4434	413	12	outbreak	outbreak	NOUN
ggj-4434	413	13	.	.	PUNCT
ggj-4434	414	1	sn	sn	PROPN
ggj-4434	414	2	comput	comput	PROPN
ggj-4434	414	3	.	.	PUNCT
ggj-4434	415	1	sci	sci	PROPN
ggj-4434	415	2	.	.	PROPN
ggj-4434	416	1	3	3	NUM
ggj-4434	416	2	,	,	PUNCT
ggj-4434	416	3	269	269	NUM
ggj-4434	416	4	.	.	PUNCT
ggj-4434	416	5	https://doi.org/10.1007/s42979-022-01150-9	https://doi.org/10.1007/s42979-022-01150-9	NUM
ggj-4434	416	6	silverman	silverman	PROPN
ggj-4434	416	7	,	,	PUNCT
ggj-4434	416	8	b.w	b.w	PROPN
ggj-4434	416	9	.	.	PROPN
ggj-4434	416	10	(	(	PUNCT
ggj-4434	416	11	2018	2018	NUM
ggj-4434	416	12	)	)	PUNCT
ggj-4434	416	13	.	.	PUNCT
ggj-4434	417	1	density	density	NOUN
ggj-4434	417	2	estimation	estimation	NOUN
ggj-4434	417	3	for	for	ADP
ggj-4434	417	4	statistics	statistic	NOUN
ggj-4434	417	5	and	and	CCONJ
ggj-4434	417	6	data	datum	NOUN
ggj-4434	417	7	analysis	analysis	NOUN
ggj-4434	417	8	.	.	PUNCT
ggj-4434	418	1	routledge	routledge	PROPN
ggj-4434	418	2	.	.	PUNCT
ggj-4434	419	1	zio	zio	PROPN
ggj-4434	419	2	,	,	PUNCT
ggj-4434	419	3	e.	e.	PROPN
ggj-4434	419	4	(	(	PUNCT
ggj-4434	419	5	2016	2016	NUM
ggj-4434	419	6	)	)	PUNCT
ggj-4434	419	7	.	.	PUNCT
ggj-4434	420	1	critical	critical	ADJ
ggj-4434	420	2	infrastructures	infrastructure	NOUN
ggj-4434	420	3	vulnerability	vulnerability	NOUN
ggj-4434	420	4	and	and	CCONJ
ggj-4434	420	5	risk	risk	NOUN
ggj-4434	420	6	analysis	analysis	NOUN
ggj-4434	420	7	.	.	PUNCT
ggj-4434	421	1	eur	eur	PROPN
ggj-4434	421	2	j	j	PROPN
ggj-4434	421	3	secur	secur	PROPN
ggj-4434	421	4	res	re	VERB
ggj-4434	421	5	1	1	NUM
ggj-4434	421	6	,	,	PUNCT
ggj-4434	421	7	97–114	97–114	NUM
ggj-4434	421	8	.	.	PUNCT
ggj-4434	421	9	https://doi.org/10.1007/s41125-016-0004-2	https://doi.org/10.1007/s41125-016-0004-2	NUM
ggj-4434	422	1	https://doi.org/10.1108/k.2003.06732dae.007	https://doi.org/10.1108/k.2003.06732dae.007	ADJ