id	sid	tid	token	lemma	pos
ggj-3345	1	1	georgian	georgian	PROPN
ggj-3345	1	2	geographical	geographical	ADJ
ggj-3345	1	3	journal	journal	NOUN
ggj-3345	1	4	supervised	supervise	VERB
ggj-3345	1	5	machine	machine	NOUN
ggj-3345	1	6	learning	learning	NOUN
ggj-3345	1	7	in	in	ADP
ggj-3345	1	8	drought	drought	NOUN
ggj-3345	1	9	evaluation	evaluation	NOUN
ggj-3345	1	10	ana	ana	PROPN
ggj-3345	1	11	palavandishvili1,2	palavandishvili1,2	PROPN
ggj-3345	1	12	1	1	NUM
ggj-3345	1	13	tsu	tsu	NOUN
ggj-3345	1	14	,	,	PUNCT
ggj-3345	1	15	vakhushti	vakhushti	NOUN
ggj-3345	1	16	bagrationi	bagrationi	PROPN
ggj-3345	1	17	institute	institute	PROPN
ggj-3345	1	18	of	of	ADP
ggj-3345	1	19	geography	geography	PROPN
ggj-3345	1	20	,	,	PUNCT
ggj-3345	1	21	tbilisi	tbilisi	PROPN
ggj-3345	1	22	,	,	PUNCT
ggj-3345	1	23	georgia	georgia	PROPN
ggj-3345	1	24	2	2	NUM
ggj-3345	1	25	department	department	NOUN
ggj-3345	1	26	of	of	ADP
ggj-3345	1	27	engineering	engineering	NOUN
ggj-3345	1	28	physics	physics	PROPN
ggj-3345	1	29	/	/	SYM
ggj-3345	1	30	informatics	informatics	PROPN
ggj-3345	1	31	and	and	CCONJ
ggj-3345	1	32	control	control	PROPN
ggj-3345	1	33	systems	system	NOUN
ggj-3345	1	34	,	,	PUNCT
ggj-3345	1	35	gtu	gtu	PROPN
ggj-3345	1	36	,	,	PUNCT
ggj-3345	1	37	tbilisi	tbilisi	PROPN
ggj-3345	1	38	,	,	PUNCT
ggj-3345	1	39	georgia	georgia	PROPN
ggj-3345	1	40	*	*	SYM
ggj-3345	1	41	corresponding	correspond	VERB
ggj-3345	1	42	author	author	NOUN
ggj-3345	1	43	:	:	PUNCT
ggj-3345	1	44	ana.palavandishvili@tsu.ge	ana.palavandishvili@tsu.ge	ADJ
ggj-3345	1	45	introduction	introduction	NOUN
ggj-3345	1	46	big	big	ADJ
ggj-3345	1	47	data	datum	NOUN
ggj-3345	1	48	is	be	AUX
ggj-3345	1	49	a	a	DET
ggj-3345	1	50	rapidly	rapidly	ADV
ggj-3345	1	51	generated	generate	VERB
ggj-3345	1	52	amount	amount	NOUN
ggj-3345	1	53	of	of	ADP
ggj-3345	1	54	information	information	NOUN
ggj-3345	1	55	from	from	ADP
ggj-3345	1	56	a	a	DET
ggj-3345	1	57	variety	variety	NOUN
ggj-3345	1	58	of	of	ADP
ggj-3345	1	59	sources	source	NOUN
ggj-3345	1	60	and	and	CCONJ
ggj-3345	1	61	in	in	ADP
ggj-3345	1	62	a	a	DET
ggj-3345	1	63	different	different	ADJ
ggj-3345	1	64	format	format	NOUN
ggj-3345	1	65	.	.	PUNCT
ggj-3345	2	1	data	datum	NOUN
ggj-3345	2	2	analysis	analysis	NOUN
ggj-3345	2	3	is	be	AUX
ggj-3345	2	4	the	the	DET
ggj-3345	2	5	examination	examination	NOUN
ggj-3345	2	6	and	and	CCONJ
ggj-3345	2	7	transformation	transformation	NOUN
ggj-3345	2	8	of	of	ADP
ggj-3345	2	9	raw	raw	ADJ
ggj-3345	2	10	data	datum	NOUN
ggj-3345	2	11	into	into	ADP
ggj-3345	2	12	interpretable	interpretable	ADJ
ggj-3345	2	13	information	information	NOUN
ggj-3345	2	14	,	,	PUNCT
ggj-3345	2	15	while	while	SCONJ
ggj-3345	2	16	data	datum	NOUN
ggj-3345	2	17	science	science	NOUN
ggj-3345	2	18	is	be	AUX
ggj-3345	2	19	a	a	DET
ggj-3345	2	20	multidisciplinary	multidisciplinary	ADJ
ggj-3345	2	21	field	field	NOUN
ggj-3345	2	22	of	of	ADP
ggj-3345	2	23	various	various	ADJ
ggj-3345	2	24	analyses	analysis	NOUN
ggj-3345	2	25	,	,	PUNCT
ggj-3345	2	26	programming	programming	NOUN
ggj-3345	2	27	tools	tool	NOUN
ggj-3345	2	28	,	,	PUNCT
ggj-3345	2	29	and	and	CCONJ
ggj-3345	2	30	algorithms	algorithm	NOUN
ggj-3345	2	31	,	,	PUNCT
ggj-3345	2	32	forecasting	forecast	VERB
ggj-3345	2	33	analysis	analysis	NOUN
ggj-3345	2	34	statistics	statistic	NOUN
ggj-3345	2	35	,	,	PUNCT
ggj-3345	2	36	as	as	ADV
ggj-3345	2	37	well	well	ADV
ggj-3345	2	38	as	as	ADP
ggj-3345	2	39	machine	machine	NOUN
ggj-3345	2	40	learning	learning	NOUN
ggj-3345	2	41	that	that	PRON
ggj-3345	2	42	aim	aim	VERB
ggj-3345	2	43	to	to	PART
ggj-3345	2	44	recognize	recognize	VERB
ggj-3345	2	45	and	and	CCONJ
ggj-3345	2	46	extract	extract	VERB
ggj-3345	2	47	patterns	pattern	NOUN
ggj-3345	2	48	in	in	ADP
ggj-3345	2	49	raw	raw	ADJ
ggj-3345	2	50	data	datum	NOUN
ggj-3345	2	51	.	.	PUNCT
ggj-3345	3	1	the	the	DET
ggj-3345	3	2	applicability	applicability	NOUN
ggj-3345	3	3	of	of	ADP
ggj-3345	3	4	big	big	ADJ
ggj-3345	3	5	data	datum	NOUN
ggj-3345	3	6	techniques	technique	NOUN
ggj-3345	3	7	is	be	AUX
ggj-3345	3	8	also	also	ADV
ggj-3345	3	9	significantly	significantly	ADV
ggj-3345	3	10	enhanced	enhance	VERB
ggj-3345	3	11	by	by	ADP
ggj-3345	3	12	the	the	DET
ggj-3345	3	13	novel	novel	ADJ
ggj-3345	3	14	tools	tool	NOUN
ggj-3345	3	15	that	that	PRON
ggj-3345	3	16	support	support	VERB
ggj-3345	3	17	data	data	NOUN
ggj-3345	3	18	collection	collection	NOUN
ggj-3345	3	19	and	and	CCONJ
ggj-3345	3	20	integration	integration	NOUN
ggj-3345	3	21	.	.	PUNCT
ggj-3345	4	1	the	the	DET
ggj-3345	4	2	interoperability	interoperability	NOUN
ggj-3345	4	3	of	of	ADP
ggj-3345	4	4	the	the	DET
ggj-3345	4	5	systems	system	NOUN
ggj-3345	4	6	can	can	AUX
ggj-3345	4	7	be	be	AUX
ggj-3345	4	8	improved	improve	VERB
ggj-3345	4	9	by	by	ADP
ggj-3345	4	10	data	datum	NOUN
ggj-3345	4	11	warehouses	warehouse	NOUN
ggj-3345	4	12	and	and	CCONJ
ggj-3345	4	13	the	the	DET
ggj-3345	4	14	related	relate	VERB
ggj-3345	4	15	etl	etl	NOUN
ggj-3345	4	16	(	(	PUNCT
ggj-3345	4	17	extract	extract	NOUN
ggj-3345	4	18	,	,	PUNCT
ggj-3345	4	19	transform	transform	NOUN
ggj-3345	4	20	,	,	PUNCT
ggj-3345	4	21	and	and	CCONJ
ggj-3345	4	22	load	load	NOUN
ggj-3345	4	23	)	)	PUNCT
ggj-3345	4	24	functionalities	functionality	NOUN
ggj-3345	4	25	that	that	PRON
ggj-3345	4	26	can	can	AUX
ggj-3345	4	27	also	also	ADV
ggj-3345	4	28	be	be	AUX
ggj-3345	4	29	used	use	VERB
ggj-3345	4	30	to	to	PART
ggj-3345	4	31	gather	gather	VERB
ggj-3345	4	32	information	information	NOUN
ggj-3345	4	33	from	from	ADP
ggj-3345	4	34	multiple	multiple	ADJ
ggj-3345	4	35	models	model	NOUN
ggj-3345	4	36	and	and	CCONJ
ggj-3345	4	37	data	datum	NOUN
ggj-3345	4	38	sources	source	NOUN
ggj-3345	4	39	.	.	PUNCT
ggj-3345	5	1	artificial	artificial	ADJ
ggj-3345	5	2	intelligence	intelligence	NOUN
ggj-3345	5	3	(	(	PUNCT
ggj-3345	5	4	ai	ai	NOUN
ggj-3345	5	5	)	)	PUNCT
ggj-3345	5	6	and	and	CCONJ
ggj-3345	5	7	machine	machine	NOUN
ggj-3345	5	8	learning	learning	NOUN
ggj-3345	5	9	(	(	PUNCT
ggj-3345	5	10	ml	ml	NOUN
ggj-3345	5	11	)	)	PUNCT
ggj-3345	5	12	are	be	AUX
ggj-3345	5	13	also	also	ADV
ggj-3345	5	14	the	the	DET
ggj-3345	5	15	key	key	ADJ
ggj-3345	5	16	enabler	enabler	NOUN
ggj-3345	5	17	technologies	technology	NOUN
ggj-3345	5	18	of	of	ADP
ggj-3345	5	19	big	big	ADJ
ggj-3345	5	20	data	datum	NOUN
ggj-3345	5	21	analysis	analysis	NOUN
ggj-3345	5	22	(	(	PUNCT
ggj-3345	5	23	tatishvili	tatishvili	NOUN
ggj-3345	5	24	et	et	PROPN
ggj-3345	5	25	al	al	PROPN
ggj-3345	5	26	.	.	PROPN
ggj-3345	5	27	,	,	PUNCT
ggj-3345	5	28	2022a	2022a	NUM
ggj-3345	5	29	)	)	PUNCT
ggj-3345	5	30	.	.	PUNCT
ggj-3345	6	1	analysis	analysis	NOUN
ggj-3345	6	2	of	of	ADP
ggj-3345	6	3	big	big	ADJ
ggj-3345	6	4	data	datum	NOUN
ggj-3345	6	5	combines	combine	VERB
ggj-3345	6	6	traditional	traditional	ADJ
ggj-3345	6	7	methods	method	NOUN
ggj-3345	6	8	of	of	ADP
ggj-3345	6	9	statistical	statistical	ADJ
ggj-3345	6	10	analysis	analysis	NOUN
ggj-3345	6	11	with	with	ADP
ggj-3345	6	12	computational	computational	ADJ
ggj-3345	6	13	georgian	georgian	ADJ
ggj-3345	6	14	geographical	geographical	ADJ
ggj-3345	6	15	journal	journal	NOUN
ggj-3345	6	16	,	,	PUNCT
ggj-3345	6	17	2024	2024	NUM
ggj-3345	6	18	,	,	PUNCT
ggj-3345	6	19	4(2	4(2	NUM
ggj-3345	6	20	)	)	PUNCT
ggj-3345	6	21	30	30	NUM
ggj-3345	6	22	-	-	SYM
ggj-3345	6	23	37	37	NUM
ggj-3345	6	24	©	©	ADP
ggj-3345	6	25	the	the	DET
ggj-3345	6	26	author(s	author(s	NOUN
ggj-3345	6	27	)	)	PUNCT
ggj-3345	6	28	2024	2024	NUM
ggj-3345	6	29	this	this	DET
ggj-3345	6	30	article	article	NOUN
ggj-3345	6	31	is	be	AUX
ggj-3345	6	32	an	an	DET
ggj-3345	6	33	open	open	ADJ
ggj-3345	6	34	access	access	NOUN
ggj-3345	6	35	article	article	NOUN
ggj-3345	6	36	distributed	distribute	VERB
ggj-3345	6	37	under	under	ADP
ggj-3345	6	38	the	the	DET
ggj-3345	6	39	terms	term	NOUN
ggj-3345	6	40	and	and	CCONJ
ggj-3345	6	41	conditions	condition	NOUN
ggj-3345	6	42	of	of	ADP
ggj-3345	6	43	the	the	DET
ggj-3345	6	44	creative	creative	ADJ
ggj-3345	6	45	commons	common	NOUN
ggj-3345	6	46	attribution	attribution	NOUN
ggj-3345	6	47	(	(	PUNCT
ggj-3345	6	48	cc	cc	NOUN
ggj-3345	6	49	by	by	ADP
ggj-3345	6	50	)	)	PUNCT
ggj-3345	6	51	license	license	NOUN
ggj-3345	6	52	(	(	PUNCT
ggj-3345	6	53	https://	https://	PROPN
ggj-3345	6	54	creativecommons.org/licenses/by/	creativecommons.org/licenses/by/	PROPN
ggj-3345	6	55	4.0/	4.0/	NUM
ggj-3345	6	56	)	)	PUNCT
ggj-3345	6	57	.	.	PUNCT
ggj-3345	7	1	doi	doi	NOUN
ggj-3345	7	2	:	:	PUNCT
ggj-3345	7	3	https://journals.4science.ge/index.php/ggj	https://journals.4science.ge/index.php/ggj	X
ggj-3345	7	4	abstract	abstract	ADV
ggj-3345	7	5	among	among	ADP
ggj-3345	7	6	natural	natural	ADJ
ggj-3345	7	7	disasters	disaster	NOUN
ggj-3345	7	8	,	,	PUNCT
ggj-3345	7	9	drought	drought	NOUN
ggj-3345	7	10	is	be	AUX
ggj-3345	7	11	one	one	NUM
ggj-3345	7	12	of	of	ADP
ggj-3345	7	13	the	the	DET
ggj-3345	7	14	most	most	ADV
ggj-3345	7	15	common	common	ADJ
ggj-3345	7	16	threats	threat	NOUN
ggj-3345	7	17	to	to	ADP
ggj-3345	7	18	many	many	ADJ
ggj-3345	7	19	regions	region	NOUN
ggj-3345	7	20	of	of	ADP
ggj-3345	7	21	the	the	DET
ggj-3345	7	22	world	world	NOUN
ggj-3345	7	23	and	and	CCONJ
ggj-3345	7	24	to	to	ADP
ggj-3345	7	25	georgia	georgia	PROPN
ggj-3345	7	26	as	as	ADV
ggj-3345	7	27	well	well	ADV
ggj-3345	7	28	.	.	PUNCT
ggj-3345	8	1	the	the	DET
ggj-3345	8	2	monitoring	monitoring	NOUN
ggj-3345	8	3	and	and	CCONJ
ggj-3345	8	4	prediction	prediction	NOUN
ggj-3345	8	5	methods	method	NOUN
ggj-3345	8	6	of	of	ADP
ggj-3345	8	7	drought	drought	NOUN
ggj-3345	8	8	and	and	CCONJ
ggj-3345	8	9	precipitation	precipitation	NOUN
ggj-3345	8	10	distribution	distribution	NOUN
ggj-3345	8	11	,	,	PUNCT
ggj-3345	8	12	the	the	DET
ggj-3345	8	13	possibilities	possibility	NOUN
ggj-3345	8	14	of	of	ADP
ggj-3345	8	15	their	their	PRON
ggj-3345	8	16	application	application	NOUN
ggj-3345	8	17	in	in	ADP
ggj-3345	8	18	the	the	DET
ggj-3345	8	19	reality	reality	NOUN
ggj-3345	8	20	of	of	ADP
ggj-3345	8	21	georgia	georgia	PROPN
ggj-3345	8	22	are	be	AUX
ggj-3345	8	23	considered	consider	VERB
ggj-3345	8	24	in	in	ADP
ggj-3345	8	25	proposed	propose	VERB
ggj-3345	8	26	work	work	NOUN
ggj-3345	8	27	.	.	PUNCT
ggj-3345	9	1	simulation	simulation	NOUN
ggj-3345	9	2	methods	method	NOUN
ggj-3345	9	3	such	such	ADJ
ggj-3345	9	4	as	as	ADP
ggj-3345	9	5	machine	machine	NOUN
ggj-3345	9	6	learning	learning	NOUN
ggj-3345	9	7	(	(	PUNCT
ggj-3345	9	8	ml	ml	NOUN
ggj-3345	9	9	)	)	PUNCT
ggj-3345	9	10	,	,	PUNCT
ggj-3345	9	11	namely	namely	ADV
ggj-3345	9	12	supervised	supervised	ADJ
ggj-3345	9	13	machine	machine	NOUN
ggj-3345	9	14	learning	learning	NOUN
ggj-3345	9	15	(	(	PUNCT
ggj-3345	9	16	sml	sml	PROPN
ggj-3345	9	17	)	)	PUNCT
ggj-3345	9	18	,	,	PUNCT
ggj-3345	9	19	optimal	optimal	ADJ
ggj-3345	9	20	for	for	ADP
ggj-3345	9	21	similar	similar	ADJ
ggj-3345	9	22	complex	complex	ADJ
ggj-3345	9	23	tasks	task	NOUN
ggj-3345	9	24	are	be	AUX
ggj-3345	9	25	presented	present	VERB
ggj-3345	9	26	as	as	ADP
ggj-3345	9	27	the	the	DET
ggj-3345	9	28	alternative	alternative	ADJ
ggj-3345	9	29	research	research	NOUN
ggj-3345	9	30	methods	method	NOUN
ggj-3345	9	31	.	.	PUNCT
ggj-3345	10	1	to	to	PART
ggj-3345	10	2	conduct	conduct	VERB
ggj-3345	10	3	research	research	NOUN
ggj-3345	10	4	,	,	PUNCT
ggj-3345	10	5	1960	1960	NUM
ggj-3345	10	6	-	-	SYM
ggj-3345	10	7	2022	2022	NUM
ggj-3345	10	8	period	period	NOUN
ggj-3345	10	9	data	datum	NOUN
ggj-3345	10	10	were	be	AUX
ggj-3345	10	11	taken	take	VERB
ggj-3345	10	12	from	from	ADP
ggj-3345	10	13	database	database	NOUN
ggj-3345	10	14	of	of	ADP
ggj-3345	10	15	national	national	PROPN
ggj-3345	10	16	environment	environment	PROPN
ggj-3345	10	17	agency	agency	NOUN
ggj-3345	10	18	and	and	CCONJ
ggj-3345	10	19	the	the	DET
ggj-3345	10	20	reanalysis	reanalysis	NOUN
ggj-3345	10	21	data	datum	NOUN
ggj-3345	10	22	of	of	ADP
ggj-3345	10	23	the	the	DET
ggj-3345	10	24	1960	1960	NUM
ggj-3345	10	25	-	-	SYM
ggj-3345	10	26	1990	1990	NUM
ggj-3345	10	27	copernicus	copernicus	PROPN
ggj-3345	10	28	era5	era5	PROPN
ggj-3345	10	29	rainfall	rainfall	PROPN
ggj-3345	10	30	,	,	PUNCT
ggj-3345	10	31	which	which	PRON
ggj-3345	10	32	were	be	AUX
ggj-3345	10	33	compared	compare	VERB
ggj-3345	10	34	with	with	ADP
ggj-3345	10	35	the	the	DET
ggj-3345	10	36	data	datum	NOUN
ggj-3345	10	37	of	of	ADP
ggj-3345	10	38	the	the	DET
ggj-3345	10	39	stations	station	NOUN
ggj-3345	10	40	on	on	ADP
ggj-3345	10	41	the	the	DET
ggj-3345	10	42	territory	territory	NOUN
ggj-3345	10	43	of	of	ADP
ggj-3345	10	44	georgia	georgia	PROPN
ggj-3345	10	45	for	for	ADP
ggj-3345	10	46	the	the	DET
ggj-3345	10	47	validation	validation	NOUN
ggj-3345	10	48	purpose	purpose	NOUN
ggj-3345	10	49	.	.	PUNCT
ggj-3345	11	1	standardized	standardized	ADJ
ggj-3345	11	2	precipitation	precipitation	NOUN
ggj-3345	11	3	index	index	NOUN
ggj-3345	11	4	(	(	PUNCT
ggj-3345	11	5	spi	spi	NOUN
ggj-3345	11	6	)	)	PUNCT
ggj-3345	11	7	was	be	AUX
ggj-3345	11	8	selected	select	VERB
ggj-3345	11	9	as	as	ADP
ggj-3345	11	10	the	the	DET
ggj-3345	11	11	research	research	NOUN
ggj-3345	11	12	parameter	parameter	NOUN
ggj-3345	11	13	.	.	PUNCT
ggj-3345	12	1	using	use	VERB
ggj-3345	12	2	the	the	DET
ggj-3345	12	3	prediction	prediction	NOUN
ggj-3345	12	4	model	model	NOUN
ggj-3345	12	5	and	and	CCONJ
ggj-3345	12	6	algorithm	algorithm	NOUN
ggj-3345	12	7	,	,	PUNCT
ggj-3345	12	8	drought	drought	NOUN
ggj-3345	12	9	-	-	PUNCT
ggj-3345	12	10	vulnerable	vulnerable	ADJ
ggj-3345	12	11	areas	area	NOUN
ggj-3345	12	12	in	in	ADP
ggj-3345	12	13	the	the	DET
ggj-3345	12	14	kakheti	kakheti	PROPN
ggj-3345	12	15	region	region	NOUN
ggj-3345	12	16	were	be	AUX
ggj-3345	12	17	identified	identify	VERB
ggj-3345	12	18	.	.	PUNCT
ggj-3345	13	1	as	as	ADP
ggj-3345	13	2	a	a	DET
ggj-3345	13	3	result	result	NOUN
ggj-3345	13	4	of	of	ADP
ggj-3345	13	5	comparison	comparison	NOUN
ggj-3345	13	6	,	,	PUNCT
ggj-3345	13	7	lowest	low	ADJ
ggj-3345	13	8	correlation	correlation	NOUN
ggj-3345	13	9	rate	rate	NOUN
ggj-3345	13	10	was	be	AUX
ggj-3345	13	11	0.309	0.309	NUM
ggj-3345	13	12	at	at	ADP
ggj-3345	13	13	shiraki	shiraki	PROPN
ggj-3345	13	14	,	,	PUNCT
ggj-3345	13	15	maximum	maximum	PROPN
ggj-3345	13	16	was	be	AUX
ggj-3345	13	17	0.657	0.657	NUM
ggj-3345	13	18	at	at	ADP
ggj-3345	13	19	omalo	omalo	ADJ
ggj-3345	13	20	;	;	PUNCT
ggj-3345	13	21	minimum	minimum	ADJ
ggj-3345	13	22	mean	mean	NOUN
ggj-3345	13	23	absolute	absolute	ADJ
ggj-3345	13	24	error	error	NOUN
ggj-3345	13	25	1,662	1,662	NUM
ggj-3345	13	26	at	at	ADP
ggj-3345	13	27	udabno	udabno	PROPN
ggj-3345	13	28	,	,	PUNCT
ggj-3345	13	29	the	the	DET
ggj-3345	13	30	maximum	maximum	ADJ
ggj-3345	13	31	3,041	3,041	NUM
ggj-3345	13	32	in	in	ADP
ggj-3345	13	33	shilda	shilda	NOUN
ggj-3345	13	34	.	.	PUNCT
ggj-3345	14	1	the	the	DET
ggj-3345	14	2	smallest	small	ADJ
ggj-3345	14	3	standard	standard	ADJ
ggj-3345	14	4	deviation	deviation	NOUN
ggj-3345	14	5	4,047	4,047	NUM
ggj-3345	14	6	was	be	AUX
ggj-3345	14	7	fixes	fix	NOUN
ggj-3345	14	8	at	at	ADP
ggj-3345	14	9	udabno	udabno	NOUN
ggj-3345	14	10	,	,	PUNCT
ggj-3345	14	11	largest	large	ADJ
ggj-3345	14	12	7,624	7,624	NUM
ggj-3345	14	13	at	at	ADP
ggj-3345	14	14	lagodekhi	lagodekhi	NOUN
ggj-3345	14	15	.	.	PUNCT
ggj-3345	15	1	by	by	ADP
ggj-3345	15	2	analyzing	analyze	VERB
ggj-3345	15	3	stations	station	NOUN
ggj-3345	15	4	data	datum	NOUN
ggj-3345	15	5	and	and	CCONJ
ggj-3345	15	6	satellite	satellite	NOUN
ggj-3345	15	7	sources	source	NOUN
ggj-3345	15	8	,	,	PUNCT
ggj-3345	15	9	it	it	PRON
ggj-3345	15	10	was	be	AUX
ggj-3345	15	11	determined	determine	VERB
ggj-3345	15	12	that	that	SCONJ
ggj-3345	15	13	using	use	VERB
ggj-3345	15	14	the	the	DET
ggj-3345	15	15	regression	regression	NOUN
ggj-3345	15	16	method	method	NOUN
ggj-3345	15	17	of	of	ADP
ggj-3345	15	18	machine	machine	NOUN
ggj-3345	15	19	learning	learning	NOUN
ggj-3345	15	20	,	,	PUNCT
ggj-3345	15	21	it	it	PRON
ggj-3345	15	22	is	be	AUX
ggj-3345	15	23	sufficient	sufficient	ADJ
ggj-3345	15	24	to	to	PART
ggj-3345	15	25	evaluate	evaluate	VERB
ggj-3345	15	26	19602000	19602000	NUM
ggj-3345	15	27	period	period	NOUN
ggj-3345	15	28	data	datum	NOUN
ggj-3345	15	29	for	for	ADP
ggj-3345	15	30	learning	learning	NOUN
ggj-3345	15	31	and	and	CCONJ
ggj-3345	15	32	2001	2001	NUM
ggj-3345	15	33	-	-	SYM
ggj-3345	15	34	2022	2022	NUM
ggj-3345	15	35	period	period	NOUN
ggj-3345	15	36	data	datum	NOUN
ggj-3345	15	37	for	for	ADP
ggj-3345	15	38	training	training	NOUN
ggj-3345	15	39	.	.	PUNCT
ggj-3345	16	1	the	the	DET
ggj-3345	16	2	training	training	NOUN
ggj-3345	16	3	time	time	NOUN
ggj-3345	16	4	of	of	ADP
ggj-3345	16	5	bagged	bagged	ADJ
ggj-3345	16	6	trees	tree	NOUN
ggj-3345	16	7	optimized	optimize	VERB
ggj-3345	16	8	algorithm	algorithm	NOUN
ggj-3345	16	9	was	be	AUX
ggj-3345	16	10	recorded	record	VERB
ggj-3345	16	11	as	as	ADP
ggj-3345	16	12	326.21	326.21	NUM
ggj-3345	16	13	sec	sec	PROPN
ggj-3345	16	14	,	,	PUNCT
ggj-3345	16	15	prediction	prediction	NOUN
ggj-3345	16	16	speed	speed	NOUN
ggj-3345	16	17	~	~	PUNCT
ggj-3345	16	18	7900obs	7900obs	NUM
ggj-3345	16	19	/	/	SYM
ggj-3345	16	20	sec	sec	PROPN
ggj-3345	16	21	,	,	PUNCT
ggj-3345	16	22	rmse	rmse	NOUN
ggj-3345	16	23	0.5046	0.5046	NUM
ggj-3345	16	24	,	,	PUNCT
ggj-3345	16	25	r2	r2	NOUN
ggj-3345	16	26	-	-	PUNCT
ggj-3345	16	27	0.64	0.64	NUM
ggj-3345	16	28	,	,	PUNCT
ggj-3345	16	29	mse-0.25466	mse-0.25466	NUM
ggj-3345	16	30	,	,	PUNCT
ggj-3345	16	31	mae-0.38065	mae-0.38065	NOUN
ggj-3345	16	32	,	,	PUNCT
ggj-3345	16	33	training	training	NOUN
ggj-3345	16	34	process	process	NOUN
ggj-3345	16	35	minimum	minimum	ADJ
ggj-3345	16	36	leaf	leaf	NOUN
ggj-3345	16	37	size	size	NOUN
ggj-3345	16	38	19	19	NUM
ggj-3345	16	39	,	,	PUNCT
ggj-3345	16	40	and	and	CCONJ
ggj-3345	16	41	40	40	NUM
ggj-3345	16	42	iterations	iteration	NOUN
ggj-3345	16	43	are	be	AUX
ggj-3345	16	44	assigned	assign	VERB
ggj-3345	16	45	for	for	ADP
ggj-3345	16	46	optimization	optimization	NOUN
ggj-3345	16	47	.	.	PUNCT
ggj-3345	17	1	chirps	chirps	PROPN
ggj-3345	17	2	satellite	satellite	NOUN
ggj-3345	17	3	data	datum	NOUN
ggj-3345	17	4	were	be	AUX
ggj-3345	17	5	taken	take	VERB
ggj-3345	17	6	for	for	ADP
ggj-3345	17	7	next	next	ADJ
ggj-3345	17	8	generation	generation	NOUN
ggj-3345	17	9	of	of	ADP
ggj-3345	17	10	the	the	DET
ggj-3345	17	11	model	model	NOUN
ggj-3345	17	12	.	.	PUNCT
ggj-3345	18	1	for	for	ADP
ggj-3345	18	2	prediction	prediction	NOUN
ggj-3345	18	3	,	,	PUNCT
ggj-3345	18	4	it	it	PRON
ggj-3345	18	5	was	be	AUX
ggj-3345	18	6	necessary	necessary	ADJ
ggj-3345	18	7	to	to	PART
ggj-3345	18	8	calculate	calculate	VERB
ggj-3345	18	9	linear	linear	PROPN
ggj-3345	18	10	regression	regression	NOUN
ggj-3345	18	11	equation	equation	NOUN
ggj-3345	18	12	for	for	ADP
ggj-3345	18	13	each	each	DET
ggj-3345	18	14	station	station	NOUN
ggj-3345	18	15	.	.	PUNCT
ggj-3345	19	1	in	in	ADP
ggj-3345	19	2	the	the	DET
ggj-3345	19	3	first	first	ADJ
ggj-3345	19	4	case	case	NOUN
ggj-3345	19	5	of	of	ADP
ggj-3345	19	6	forecast	forecast	NOUN
ggj-3345	19	7	scenario	scenario	PROPN
ggj-3345	19	8	,	,	PUNCT
ggj-3345	19	9	the	the	DET
ggj-3345	19	10	amount	amount	NOUN
ggj-3345	19	11	of	of	ADP
ggj-3345	19	12	precipitation	precipitation	NOUN
ggj-3345	19	13	was	be	AUX
ggj-3345	19	14	determined	determine	VERB
ggj-3345	19	15	from	from	ADP
ggj-3345	19	16	0	0	NUM
ggj-3345	19	17	cm	cm	NOUN
ggj-3345	19	18	to	to	ADP
ggj-3345	19	19	10	10	NUM
ggj-3345	19	20	cm	cm	NOUN
ggj-3345	19	21	.	.	PUNCT
ggj-3345	20	1	gurjaani	gurjaani	PROPN
ggj-3345	20	2	was	be	AUX
ggj-3345	20	3	highlighted	highlight	VERB
ggj-3345	20	4	,	,	PUNCT
ggj-3345	20	5	where	where	SCONJ
ggj-3345	20	6	forecast	forecast	NOUN
ggj-3345	20	7	assumed	assume	VERB
ggj-3345	20	8	spi	spi	PROPN
ggj-3345	20	9	value	value	NOUN
ggj-3345	20	10	from	from	ADP
ggj-3345	20	11	-0.008	-0.008	PRON
ggj-3345	20	12	to	to	ADP
ggj-3345	20	13	-0.901	-0.901	VERB
ggj-3345	20	14	,	,	PUNCT
ggj-3345	20	15	and	and	CCONJ
ggj-3345	20	16	kvarelithe	kvarelithe	DET
ggj-3345	20	17	spi	spi	PROPN
ggj-3345	20	18	value	value	NOUN
ggj-3345	20	19	from	from	ADP
ggj-3345	20	20	-0.002	-0.002	PUNCT
ggj-3345	20	21	to	to	PART
ggj-3345	20	22	-0.138	-0.138	PROPN
ggj-3345	20	23	.	.	PUNCT
ggj-3345	21	1	the	the	DET
ggj-3345	21	2	use	use	NOUN
ggj-3345	21	3	of	of	ADP
ggj-3345	21	4	the	the	DET
ggj-3345	21	5	presented	present	VERB
ggj-3345	21	6	ml	ml	NOUN
ggj-3345	21	7	model	model	NOUN
ggj-3345	21	8	and	and	CCONJ
ggj-3345	21	9	algorithm	algorithm	NOUN
ggj-3345	21	10	for	for	ADP
ggj-3345	21	11	the	the	DET
ggj-3345	21	12	analysis	analysis	NOUN
ggj-3345	21	13	of	of	ADP
ggj-3345	21	14	precipitation	precipitation	NOUN
ggj-3345	21	15	distribution	distribution	NOUN
ggj-3345	21	16	,	,	PUNCT
ggj-3345	21	17	drought	drought	NOUN
ggj-3345	21	18	monitoring	monitoring	NOUN
ggj-3345	21	19	and	and	CCONJ
ggj-3345	21	20	prediction	prediction	NOUN
ggj-3345	21	21	is	be	AUX
ggj-3345	21	22	appropriate	appropriate	ADJ
ggj-3345	21	23	for	for	ADP
ggj-3345	21	24	kakheti	kakheti	PROPN
ggj-3345	21	25	and	and	CCONJ
ggj-3345	21	26	other	other	ADJ
ggj-3345	21	27	regions	region	NOUN
ggj-3345	21	28	too	too	ADV
ggj-3345	21	29	in	in	ADP
ggj-3345	21	30	conditions	condition	NOUN
ggj-3345	21	31	of	of	ADP
ggj-3345	21	32	proper	proper	ADJ
ggj-3345	21	33	observation	observation	NOUN
ggj-3345	21	34	data	data	NOUN
ggj-3345	21	35	base	base	NOUN
ggj-3345	21	36	(	(	PUNCT
ggj-3345	21	37	60	60	NUM
ggj-3345	21	38	years	year	NOUN
ggj-3345	21	39	)	)	PUNCT
ggj-3345	21	40	.	.	PUNCT
ggj-3345	22	1	it	it	PRON
ggj-3345	22	2	is	be	AUX
ggj-3345	22	3	recommended	recommend	VERB
ggj-3345	22	4	to	to	PART
ggj-3345	22	5	use	use	VERB
ggj-3345	22	6	obtained	obtain	VERB
ggj-3345	22	7	results	result	NOUN
ggj-3345	22	8	in	in	ADP
ggj-3345	22	9	early	early	ADJ
ggj-3345	22	10	warning	warning	NOUN
ggj-3345	22	11	system	system	NOUN
ggj-3345	22	12	for	for	ADP
ggj-3345	22	13	drought	drought	NOUN
ggj-3345	22	14	monitoring	monitoring	NOUN
ggj-3345	22	15	.	.	PUNCT
ggj-3345	23	1	keywords	keyword	NOUN
ggj-3345	23	2	:	:	PUNCT
ggj-3345	23	3	drought	drought	NOUN
ggj-3345	23	4	,	,	PUNCT
ggj-3345	23	5	machine	machine	NOUN
ggj-3345	23	6	learning	learning	NOUN
ggj-3345	23	7	,	,	PUNCT
ggj-3345	23	8	big	big	ADJ
ggj-3345	23	9	data	datum	NOUN
ggj-3345	23	10	,	,	PUNCT
ggj-3345	23	11	early	early	ADJ
ggj-3345	23	12	warning	warning	NOUN
ggj-3345	23	13	system	system	NOUN
ggj-3345	23	14	.	.	PUNCT
ggj-3345	24	1	citation	citation	NOUN
ggj-3345	24	2	:	:	PUNCT
ggj-3345	25	1	palavandishvili	palavandishvili	NOUN
ggj-3345	25	2	,	,	PUNCT
ggj-3345	25	3	a.	a.	NOUN
ggj-3345	25	4	supervised	supervise	VERB
ggj-3345	25	5	machine	machine	NOUN
ggj-3345	25	6	learning	learning	NOUN
ggj-3345	25	7	in	in	ADP
ggj-3345	25	8	drought	drought	NOUN
ggj-3345	25	9	evaluation	evaluation	NOUN
ggj-3345	25	10	.	.	PUNCT
ggj-3345	26	1	georgian	georgian	ADJ
ggj-3345	26	2	geographical	geographical	ADJ
ggj-3345	26	3	journal	journal	NOUN
ggj-3345	26	4	2024	2024	NUM
ggj-3345	26	5	,	,	PUNCT
ggj-3345	26	6	4(2	4(2	NUM
ggj-3345	26	7	)	)	PUNCT
ggj-3345	26	8	.	.	PUNCT
ggj-3345	27	1	30	30	NUM
ggj-3345	27	2	-	-	SYM
ggj-3345	27	3	37	37	NUM
ggj-3345	27	4	https://doi.org/10.52340/ggj.2024.04.02.04	https://doi.org/10.52340/ggj.2024.04.02.04	NUM
ggj-3345	27	5	palavandishvili	palavandishvili	NOUN
ggj-3345	27	6	.	.	PUNCT
ggj-3345	28	1	2024	2024	NUM
ggj-3345	28	2	4(2	4(2	NUM
ggj-3345	28	3	)	)	PUNCT
ggj-3345	28	4	31	31	NUM
ggj-3345	28	5	approaches	approach	NOUN
ggj-3345	28	6	.	.	PUNCT
ggj-3345	29	1	the	the	DET
ggj-3345	29	2	analysis	analysis	NOUN
ggj-3345	29	3	of	of	ADP
ggj-3345	29	4	big	big	ADJ
ggj-3345	29	5	data	datum	NOUN
ggj-3345	29	6	is	be	AUX
ggj-3345	29	7	a	a	DET
ggj-3345	29	8	synthesis	synthesis	NOUN
ggj-3345	29	9	of	of	ADP
ggj-3345	29	10	quantitative	quantitative	ADJ
ggj-3345	29	11	and	and	CCONJ
ggj-3345	29	12	qualitative	qualitative	ADJ
ggj-3345	29	13	analyses	analysis	NOUN
ggj-3345	29	14	.	.	PUNCT
ggj-3345	30	1	climate	climate	NOUN
ggj-3345	30	2	computing	computing	NOUN
ggj-3345	30	3	combines	combine	VERB
ggj-3345	30	4	multidisciplinary	multidisciplinary	ADJ
ggj-3345	30	5	research	research	NOUN
ggj-3345	30	6	regarding	regard	VERB
ggj-3345	30	7	climatic	climatic	ADJ
ggj-3345	30	8	,	,	PUNCT
ggj-3345	30	9	data	datum	NOUN
ggj-3345	30	10	,	,	PUNCT
ggj-3345	30	11	and	and	CCONJ
ggj-3345	30	12	system	system	NOUN
ggj-3345	30	13	sciences	science	NOUN
ggj-3345	30	14	to	to	PART
ggj-3345	30	15	efficiently	efficiently	ADV
ggj-3345	30	16	capture	capture	VERB
ggj-3345	30	17	and	and	CCONJ
ggj-3345	30	18	analyse	analyse	VERB
ggj-3345	30	19	climate	climate	NOUN
ggj-3345	30	20	-	-	PUNCT
ggj-3345	30	21	related	relate	VERB
ggj-3345	30	22	big	big	ADJ
ggj-3345	30	23	data	datum	NOUN
ggj-3345	30	24	as	as	ADV
ggj-3345	30	25	well	well	ADV
ggj-3345	30	26	as	as	ADP
ggj-3345	30	27	to	to	PART
ggj-3345	30	28	support	support	VERB
ggj-3345	30	29	socio	socio	NOUN
ggj-3345	30	30	-	-	PUNCT
ggj-3345	30	31	environmental	environmental	ADJ
ggj-3345	30	32	efforts	effort	NOUN
ggj-3345	30	33	(	(	PUNCT
ggj-3345	30	34	tatishvili	tatishvili	NOUN
ggj-3345	30	35	et	et	PROPN
ggj-3345	30	36	al	al	PROPN
ggj-3345	30	37	.	.	PROPN
ggj-3345	30	38	,	,	PUNCT
ggj-3345	30	39	2022	2022	NUM
ggj-3345	30	40	)	)	PUNCT
ggj-3345	30	41	.	.	PUNCT
ggj-3345	31	1	the	the	DET
ggj-3345	31	2	significance	significance	NOUN
ggj-3345	31	3	of	of	ADP
ggj-3345	31	4	big	big	ADJ
ggj-3345	31	5	data	datum	NOUN
ggj-3345	31	6	in	in	ADP
ggj-3345	31	7	climate	climate	NOUN
ggj-3345	31	8	-	-	PUNCT
ggj-3345	31	9	related	relate	VERB
ggj-3345	31	10	studies	study	NOUN
ggj-3345	31	11	is	be	AUX
ggj-3345	31	12	greatly	greatly	ADV
ggj-3345	31	13	recognized	recognize	VERB
ggj-3345	31	14	,	,	PUNCT
ggj-3345	31	15	and	and	CCONJ
ggj-3345	31	16	its	its	PRON
ggj-3345	31	17	techniques	technique	NOUN
ggj-3345	31	18	are	be	AUX
ggj-3345	31	19	widely	widely	ADV
ggj-3345	31	20	used	use	VERB
ggj-3345	31	21	to	to	PART
ggj-3345	31	22	observe	observe	VERB
ggj-3345	31	23	and	and	CCONJ
ggj-3345	31	24	monitor	monitor	VERB
ggj-3345	31	25	changes	change	NOUN
ggj-3345	31	26	on	on	ADP
ggj-3345	31	27	a	a	DET
ggj-3345	31	28	global	global	ADJ
ggj-3345	31	29	scale	scale	NOUN
ggj-3345	31	30	.	.	PUNCT
ggj-3345	32	1	it	it	PRON
ggj-3345	32	2	facilitates	facilitate	VERB
ggj-3345	32	3	understanding	understanding	NOUN
ggj-3345	32	4	and	and	CCONJ
ggj-3345	32	5	forecasting	forecasting	NOUN
ggj-3345	32	6	to	to	PART
ggj-3345	32	7	support	support	VERB
ggj-3345	32	8	adaptive	adaptive	ADJ
ggj-3345	32	9	decision	decision	NOUN
ggj-3345	32	10	-	-	PUNCT
ggj-3345	32	11	making	making	NOUN
ggj-3345	32	12	as	as	ADV
ggj-3345	32	13	well	well	ADV
ggj-3345	32	14	as	as	ADP
ggj-3345	32	15	optimize	optimize	NOUN
ggj-3345	32	16	models	model	NOUN
ggj-3345	32	17	and	and	CCONJ
ggj-3345	32	18	structures	structure	NOUN
ggj-3345	32	19	.	.	PUNCT
ggj-3345	33	1	drought	drought	NOUN
ggj-3345	33	2	is	be	AUX
ggj-3345	33	3	a	a	DET
ggj-3345	33	4	climatic	climatic	ADJ
ggj-3345	33	5	event	event	NOUN
ggj-3345	33	6	that	that	PRON
ggj-3345	33	7	can	can	AUX
ggj-3345	33	8	not	not	PART
ggj-3345	33	9	be	be	AUX
ggj-3345	33	10	prevented	prevent	VERB
ggj-3345	33	11	,	,	PUNCT
ggj-3345	33	12	but	but	CCONJ
ggj-3345	33	13	interventions	intervention	NOUN
ggj-3345	33	14	and	and	CCONJ
ggj-3345	33	15	preparedness	preparedness	NOUN
ggj-3345	33	16	to	to	ADP
ggj-3345	33	17	drought	drought	NOUN
ggj-3345	33	18	can	can	AUX
ggj-3345	33	19	help	help	VERB
ggj-3345	33	20	to	to	PART
ggj-3345	33	21	:	:	PUNCT
ggj-3345	33	22	be	be	AUX
ggj-3345	33	23	better	well	ADV
ggj-3345	33	24	prepared	prepared	ADJ
ggj-3345	33	25	to	to	PART
ggj-3345	33	26	cope	cope	VERB
ggj-3345	33	27	with	with	ADP
ggj-3345	33	28	drought	drought	NOUN
ggj-3345	33	29	;	;	PUNCT
ggj-3345	33	30	develop	develop	VERB
ggj-3345	33	31	more	more	ADV
ggj-3345	33	32	resilient	resilient	ADJ
ggj-3345	33	33	ecosystems	ecosystem	NOUN
ggj-3345	33	34	;	;	PUNCT
ggj-3345	33	35	improve	improve	VERB
ggj-3345	33	36	resilience	resilience	NOUN
ggj-3345	33	37	to	to	PART
ggj-3345	33	38	recover	recover	VERB
ggj-3345	33	39	from	from	ADP
ggj-3345	33	40	drought	drought	NOUN
ggj-3345	33	41	;	;	PUNCT
ggj-3345	33	42	and	and	CCONJ
ggj-3345	33	43	mitigate	mitigate	VERB
ggj-3345	33	44	the	the	DET
ggj-3345	33	45	impacts	impact	NOUN
ggj-3345	33	46	of	of	ADP
ggj-3345	33	47	droughts	drought	NOUN
ggj-3345	33	48	.	.	PUNCT
ggj-3345	34	1	methods	method	NOUN
ggj-3345	34	2	and	and	CCONJ
ggj-3345	34	3	materials	material	NOUN
ggj-3345	34	4	drought	drought	NOUN
ggj-3345	34	5	indices	index	NOUN
ggj-3345	34	6	have	have	AUX
ggj-3345	34	7	been	be	AUX
ggj-3345	34	8	developed	develop	VERB
ggj-3345	34	9	in	in	ADP
ggj-3345	34	10	large	large	ADJ
ggj-3345	34	11	numbers	number	NOUN
ggj-3345	34	12	and	and	CCONJ
ggj-3345	34	13	are	be	AUX
ggj-3345	34	14	widely	widely	ADV
ggj-3345	34	15	used	use	VERB
ggj-3345	34	16	in	in	ADP
ggj-3345	34	17	drought	drought	NOUN
ggj-3345	34	18	evaluation	evaluation	NOUN
ggj-3345	34	19	,	,	PUNCT
ggj-3345	34	20	monitoring	monitoring	NOUN
ggj-3345	34	21	,	,	PUNCT
ggj-3345	34	22	and	and	CCONJ
ggj-3345	34	23	forecasting	forecasting	NOUN
ggj-3345	34	24	.	.	PUNCT
ggj-3345	35	1	machine	machine	NOUN
ggj-3345	35	2	learning	learning	NOUN
ggj-3345	35	3	is	be	AUX
ggj-3345	35	4	a	a	DET
ggj-3345	35	5	subset	subset	NOUN
ggj-3345	35	6	of	of	ADP
ggj-3345	35	7	artificial	artificial	ADJ
ggj-3345	35	8	intelligence	intelligence	NOUN
ggj-3345	35	9	.	.	PUNCT
ggj-3345	36	1	machine	machine	NOUN
ggj-3345	36	2	learning	learning	NOUN
ggj-3345	36	3	(	(	PUNCT
ggj-3345	36	4	ml	ml	NOUN
ggj-3345	36	5	)	)	PUNCT
ggj-3345	36	6	algorithms	algorithm	NOUN
ggj-3345	36	7	are	be	AUX
ggj-3345	36	8	a	a	DET
ggj-3345	36	9	set	set	NOUN
ggj-3345	36	10	of	of	ADP
ggj-3345	36	11	commands	command	NOUN
ggj-3345	36	12	that	that	PRON
ggj-3345	36	13	allow	allow	VERB
ggj-3345	36	14	systems	system	NOUN
ggj-3345	36	15	to	to	PART
ggj-3345	36	16	learn	learn	VERB
ggj-3345	36	17	and	and	CCONJ
ggj-3345	36	18	improve	improve	VERB
ggj-3345	36	19	from	from	ADP
ggj-3345	36	20	prior	prior	ADJ
ggj-3345	36	21	data	datum	NOUN
ggj-3345	36	22	without	without	ADP
ggj-3345	36	23	requiring	require	VERB
ggj-3345	36	24	complex	complex	ADJ
ggj-3345	36	25	programming	programming	NOUN
ggj-3345	36	26	.	.	PUNCT
ggj-3345	37	1	ml	ml	NOUN
ggj-3345	37	2	techniques	technique	NOUN
ggj-3345	37	3	have	have	AUX
ggj-3345	37	4	been	be	AUX
ggj-3345	37	5	used	use	VERB
ggj-3345	37	6	to	to	PART
ggj-3345	37	7	implement	implement	VERB
ggj-3345	37	8	prediction	prediction	NOUN
ggj-3345	37	9	or	or	CCONJ
ggj-3345	37	10	forecasting	forecasting	NOUN
ggj-3345	37	11	of	of	ADP
ggj-3345	37	12	drought	drought	NOUN
ggj-3345	37	13	.	.	PUNCT
ggj-3345	38	1	these	these	DET
ggj-3345	38	2	algorithms	algorithm	NOUN
ggj-3345	38	3	work	work	VERB
ggj-3345	38	4	by	by	ADP
ggj-3345	38	5	simulating	simulate	VERB
ggj-3345	38	6	a	a	DET
ggj-3345	38	7	model	model	NOUN
ggj-3345	38	8	from	from	ADP
ggj-3345	38	9	input	input	NOUN
ggj-3345	38	10	datasets	dataset	NOUN
ggj-3345	38	11	known	know	VERB
ggj-3345	38	12	as	as	ADP
ggj-3345	38	13	test	test	NOUN
ggj-3345	38	14	sets	set	NOUN
ggj-3345	38	15	and	and	CCONJ
ggj-3345	38	16	then	then	ADV
ggj-3345	38	17	using	use	VERB
ggj-3345	38	18	the	the	DET
ggj-3345	38	19	model	model	NOUN
ggj-3345	38	20	findings	finding	NOUN
ggj-3345	38	21	to	to	PART
ggj-3345	38	22	forecast	forecast	VERB
ggj-3345	38	23	,	,	PUNCT
ggj-3345	38	24	predict	predict	VERB
ggj-3345	38	25	,	,	PUNCT
ggj-3345	38	26	or	or	CCONJ
ggj-3345	38	27	make	make	VERB
ggj-3345	38	28	various	various	ADJ
ggj-3345	38	29	types	type	NOUN
ggj-3345	38	30	of	of	ADP
ggj-3345	38	31	judgments	judgment	NOUN
ggj-3345	38	32	in	in	ADP
ggj-3345	38	33	various	various	ADJ
ggj-3345	38	34	application	application	NOUN
ggj-3345	38	35	domains	domain	NOUN
ggj-3345	38	36	.	.	PUNCT
ggj-3345	39	1	various	various	ADJ
ggj-3345	39	2	machine	machine	NOUN
ggj-3345	39	3	learning	learn	VERB
ggj-3345	39	4	techniques	technique	NOUN
ggj-3345	39	5	are	be	AUX
ggj-3345	39	6	extensively	extensively	ADV
ggj-3345	39	7	used	use	VERB
ggj-3345	39	8	in	in	ADP
ggj-3345	39	9	the	the	DET
ggj-3345	39	10	prediction	prediction	NOUN
ggj-3345	39	11	of	of	ADP
ggj-3345	39	12	drought	drought	NOUN
ggj-3345	39	13	.	.	PUNCT
ggj-3345	40	1	in	in	ADP
ggj-3345	40	2	order	order	NOUN
ggj-3345	40	3	to	to	PART
ggj-3345	40	4	conduct	conduct	VERB
ggj-3345	40	5	research	research	NOUN
ggj-3345	40	6	,	,	PUNCT
ggj-3345	40	7	available	available	ADJ
ggj-3345	40	8	data	datum	NOUN
ggj-3345	40	9	from	from	ADP
ggj-3345	40	10	the	the	DET
ggj-3345	40	11	nea	nea	PROPN
ggj-3345	40	12	database	database	NOUN
ggj-3345	40	13	is	be	AUX
ggj-3345	40	14	used	use	VERB
ggj-3345	40	15	.	.	PUNCT
ggj-3345	41	1	unfortunately	unfortunately	ADV
ggj-3345	41	2	,	,	PUNCT
ggj-3345	41	3	databases	database	NOUN
ggj-3345	41	4	are	be	AUX
ggj-3345	41	5	n’t	not	PART
ggj-3345	41	6	perfect	perfect	ADJ
ggj-3345	41	7	:	:	PUNCT
ggj-3345	41	8	data	datum	NOUN
ggj-3345	41	9	series	series	NOUN
ggj-3345	41	10	are	be	AUX
ggj-3345	41	11	n’t	not	PART
ggj-3345	41	12	continuous	continuous	ADJ
ggj-3345	41	13	and	and	CCONJ
ggj-3345	41	14	are	be	AUX
ggj-3345	41	15	less	less	ADV
ggj-3345	41	16	reliable	reliable	ADJ
ggj-3345	41	17	,	,	PUNCT
ggj-3345	41	18	which	which	PRON
ggj-3345	41	19	is	be	AUX
ggj-3345	41	20	a	a	DET
ggj-3345	41	21	big	big	ADJ
ggj-3345	41	22	problem	problem	NOUN
ggj-3345	41	23	for	for	ADP
ggj-3345	41	24	index	index	NOUN
ggj-3345	41	25	calculation	calculation	NOUN
ggj-3345	41	26	and	and	CCONJ
ggj-3345	41	27	machine	machine	NOUN
ggj-3345	41	28	learning	learning	NOUN
ggj-3345	41	29	.	.	PUNCT
ggj-3345	42	1	therefore	therefore	ADV
ggj-3345	42	2	,	,	PUNCT
ggj-3345	42	3	era5	era5	PROPN
ggj-3345	42	4	reanalysis	reanalysis	PROPN
ggj-3345	42	5	data	datum	NOUN
ggj-3345	42	6	were	be	AUX
ggj-3345	42	7	selected	select	VERB
ggj-3345	42	8	for	for	ADP
ggj-3345	42	9	historical	historical	ADJ
ggj-3345	42	10	data	datum	NOUN
ggj-3345	42	11	.	.	PUNCT
ggj-3345	43	1	based	base	VERB
ggj-3345	43	2	on	on	ADP
ggj-3345	43	3	the	the	DET
ggj-3345	43	4	comparison	comparison	NOUN
ggj-3345	43	5	of	of	ADP
ggj-3345	43	6	satellite	satellite	NOUN
ggj-3345	43	7	chiprs	chiprs	NOUN
ggj-3345	43	8	and	and	CCONJ
ggj-3345	43	9	imerg	imerg	PROPN
ggj-3345	43	10	information	information	NOUN
ggj-3345	43	11	,	,	PUNCT
ggj-3345	43	12	it	it	PRON
ggj-3345	43	13	was	be	AUX
ggj-3345	43	14	determined	determine	VERB
ggj-3345	43	15	that	that	SCONJ
ggj-3345	43	16	chirps	chirps	NOUN
ggj-3345	43	17	has	have	VERB
ggj-3345	43	18	a	a	DET
ggj-3345	43	19	good	good	ADJ
ggj-3345	43	20	correlation	correlation	NOUN
ggj-3345	43	21	with	with	ADP
ggj-3345	43	22	the	the	DET
ggj-3345	43	23	data	datum	NOUN
ggj-3345	43	24	of	of	ADP
ggj-3345	43	25	the	the	DET
ggj-3345	43	26	stations	station	NOUN
ggj-3345	43	27	in	in	ADP
ggj-3345	43	28	the	the	DET
ggj-3345	43	29	territory	territory	NOUN
ggj-3345	43	30	of	of	ADP
ggj-3345	43	31	georgia	georgia	PROPN
ggj-3345	43	32	(	(	PUNCT
ggj-3345	43	33	tatishvili	tatishvili	PROPN
ggj-3345	43	34	et	et	PROPN
ggj-3345	43	35	al	al	PROPN
ggj-3345	43	36	.	.	PROPN
ggj-3345	43	37	,	,	PUNCT
ggj-3345	43	38	2023	2023	NUM
ggj-3345	43	39	)	)	PUNCT
ggj-3345	43	40	.	.	PUNCT
ggj-3345	44	1	those	those	DET
ggj-3345	44	2	stations	station	NOUN
ggj-3345	44	3	where	where	SCONJ
ggj-3345	44	4	50	50	NUM
ggj-3345	44	5	%	%	NOUN
ggj-3345	44	6	of	of	ADP
ggj-3345	44	7	the	the	DET
ggj-3345	44	8	data	datum	NOUN
ggj-3345	44	9	were	be	AUX
ggj-3345	44	10	missing	miss	VERB
ggj-3345	44	11	or	or	CCONJ
ggj-3345	44	12	did	do	AUX
ggj-3345	44	13	not	not	PART
ggj-3345	44	14	correspond	correspond	VERB
ggj-3345	44	15	to	to	ADP
ggj-3345	44	16	reality	reality	NOUN
ggj-3345	44	17	were	be	AUX
ggj-3345	44	18	not	not	PART
ggj-3345	44	19	subjected	subject	VERB
ggj-3345	44	20	to	to	ADP
ggj-3345	44	21	analysis	analysis	NOUN
ggj-3345	44	22	.	.	PUNCT
ggj-3345	45	1	als	al	NOUN
ggj-3345	45	2	,	,	PUNCT
ggj-3345	45	3	the	the	DET
ggj-3345	45	4	satellite	satellite	NOUN
ggj-3345	45	5	can	can	AUX
ggj-3345	45	6	not	not	PART
ggj-3345	45	7	perceive	perceive	VERB
ggj-3345	45	8	the	the	DET
ggj-3345	45	9	mountainous	mountainous	ADJ
ggj-3345	45	10	region	region	NOUN
ggj-3345	45	11	;	;	PUNCT
ggj-3345	45	12	the	the	DET
ggj-3345	45	13	sea	sea	NOUN
ggj-3345	45	14	is	be	AUX
ggj-3345	45	15	not	not	PART
ggj-3345	45	16	subject	subject	ADJ
ggj-3345	45	17	to	to	ADP
ggj-3345	45	18	observation	observation	NOUN
ggj-3345	45	19	because	because	SCONJ
ggj-3345	45	20	a	a	DET
ggj-3345	45	21	filter	filter	NOUN
ggj-3345	45	22	(	(	PUNCT
ggj-3345	45	23	mask	mask	NOUN
ggj-3345	45	24	)	)	PUNCT
ggj-3345	45	25	has	have	AUX
ggj-3345	45	26	been	be	AUX
ggj-3345	45	27	applied	apply	VERB
ggj-3345	45	28	,	,	PUNCT
ggj-3345	45	29	so	so	CCONJ
ggj-3345	45	30	in	in	ADP
ggj-3345	45	31	many	many	ADJ
ggj-3345	45	32	cases	case	NOUN
ggj-3345	45	33	it	it	PRON
ggj-3345	45	34	is	be	AUX
ggj-3345	45	35	impossible	impossible	ADJ
ggj-3345	45	36	to	to	PART
ggj-3345	45	37	obtain	obtain	VERB
ggj-3345	45	38	satellite	satellite	NOUN
ggj-3345	45	39	data	datum	NOUN
ggj-3345	45	40	on	on	ADP
ggj-3345	45	41	the	the	DET
ggj-3345	45	42	coastline	coastline	NOUN
ggj-3345	45	43	;	;	PUNCT
ggj-3345	45	44	in	in	ADP
ggj-3345	45	45	this	this	DET
ggj-3345	45	46	case	case	NOUN
ggj-3345	45	47	,	,	PUNCT
ggj-3345	45	48	a	a	DET
ggj-3345	45	49	nearby	nearby	ADJ
ggj-3345	45	50	grid	grid	NOUN
ggj-3345	45	51	box	box	NOUN
ggj-3345	45	52	of	of	ADP
ggj-3345	45	53	another	another	DET
ggj-3345	45	54	grid	grid	NOUN
ggj-3345	45	55	must	must	AUX
ggj-3345	45	56	be	be	AUX
ggj-3345	45	57	selected	select	VERB
ggj-3345	45	58	.	.	PUNCT
ggj-3345	46	1	figure	figure	NOUN
ggj-3345	46	2	1	1	NUM
ggj-3345	46	3	shows	show	VERB
ggj-3345	46	4	a	a	DET
ggj-3345	46	5	list	list	NOUN
ggj-3345	46	6	of	of	ADP
ggj-3345	46	7	stations	station	NOUN
ggj-3345	46	8	with	with	ADP
ggj-3345	46	9	insufficient	insufficient	ADJ
ggj-3345	46	10	data	datum	NOUN
ggj-3345	46	11	and	and	CCONJ
ggj-3345	46	12	whose	whose	DET
ggj-3345	46	13	data	datum	NOUN
ggj-3345	46	14	were	be	AUX
ggj-3345	46	15	not	not	PART
ggj-3345	46	16	subjected	subject	VERB
ggj-3345	46	17	to	to	ADP
ggj-3345	46	18	statistical	statistical	ADJ
ggj-3345	46	19	analysis	analysis	NOUN
ggj-3345	46	20	,	,	PUNCT
ggj-3345	46	21	and	and	CCONJ
ggj-3345	46	22	figure	figure	NOUN
ggj-3345	46	23	2	2	NUM
ggj-3345	46	24	shows	show	VERB
ggj-3345	46	25	the	the	DET
ggj-3345	46	26	results	result	NOUN
ggj-3345	46	27	of	of	ADP
ggj-3345	46	28	the	the	DET
ggj-3345	46	29	inventory	inventory	NOUN
ggj-3345	46	30	of	of	ADP
ggj-3345	46	31	all	all	DET
ggj-3345	46	32	(	(	PUNCT
ggj-3345	46	33	50	50	NUM
ggj-3345	46	34	)	)	PUNCT
ggj-3345	46	35	stations	station	NOUN
ggj-3345	46	36	made	make	VERB
ggj-3345	46	37	using	use	VERB
ggj-3345	46	38	the	the	DET
ggj-3345	46	39	program	program	NOUN
ggj-3345	46	40	rinstat	rinstat	NOUN
ggj-3345	46	41	and	and	CCONJ
ggj-3345	46	42	covers	cover	VERB
ggj-3345	46	43	the	the	DET
ggj-3345	46	44	2000	2000	NUM
ggj-3345	46	45	-	-	SYM
ggj-3345	46	46	2020	2020	NUM
ggj-3345	46	47	period	period	NOUN
ggj-3345	46	48	.	.	PUNCT
ggj-3345	47	1	figure	figure	NOUN
ggj-3345	47	2	1	1	NUM
ggj-3345	47	3	shows	show	VERB
ggj-3345	47	4	a	a	DET
ggj-3345	47	5	list	list	NOUN
ggj-3345	47	6	of	of	ADP
ggj-3345	47	7	stations	station	NOUN
ggj-3345	47	8	with	with	ADP
ggj-3345	47	9	insufficient	insufficient	ADJ
ggj-3345	47	10	data	datum	NOUN
ggj-3345	47	11	and	and	CCONJ
ggj-3345	47	12	whose	whose	DET
ggj-3345	47	13	data	datum	NOUN
ggj-3345	47	14	were	be	AUX
ggj-3345	47	15	not	not	PART
ggj-3345	47	16	subjected	subject	VERB
ggj-3345	47	17	to	to	ADP
ggj-3345	47	18	statistical	statistical	ADJ
ggj-3345	47	19	analysis	analysis	NOUN
ggj-3345	47	20	a	a	DET
ggj-3345	47	21	comparison	comparison	NOUN
ggj-3345	47	22	of	of	ADP
ggj-3345	47	23	chirps	chirps	NOUN
ggj-3345	47	24	and	and	CCONJ
ggj-3345	47	25	station	station	NOUN
ggj-3345	47	26	data	datum	NOUN
ggj-3345	47	27	was	be	AUX
ggj-3345	47	28	made	make	VERB
ggj-3345	47	29	,	,	PUNCT
ggj-3345	47	30	for	for	ADP
ggj-3345	47	31	which	which	PRON
ggj-3345	47	32	the	the	DET
ggj-3345	47	33	systematic	systematic	ADJ
ggj-3345	47	34	error	error	NOUN
ggj-3345	47	35	(	(	PUNCT
ggj-3345	47	36	bias	bias	NOUN
ggj-3345	47	37	)	)	PUNCT
ggj-3345	47	38	was	be	AUX
ggj-3345	47	39	calculated	calculate	VERB
ggj-3345	47	40	,	,	PUNCT
ggj-3345	47	41	which	which	PRON
ggj-3345	47	42	refers	refer	VERB
ggj-3345	47	43	to	to	ADP
ggj-3345	47	44	the	the	DET
ggj-3345	47	45	estimation	estimation	NOUN
ggj-3345	47	46	of	of	ADP
ggj-3345	47	47	the	the	DET
ggj-3345	47	48	difference	difference	NOUN
ggj-3345	47	49	between	between	ADP
ggj-3345	47	50	the	the	DET
ggj-3345	47	51	monthly	monthly	ADJ
ggj-3345	47	52	totals	total	NOUN
ggj-3345	47	53	of	of	ADP
ggj-3345	47	54	precipitation	precipitation	NOUN
ggj-3345	47	55	measured	measure	VERB
ggj-3345	47	56	from	from	ADP
ggj-3345	47	57	the	the	DET
ggj-3345	47	58	satellite	satellite	NOUN
ggj-3345	47	59	and	and	CCONJ
ggj-3345	47	60	the	the	DET
ggj-3345	47	61	ground	ground	NOUN
ggj-3345	47	62	station	station	NOUN
ggj-3345	47	63	.	.	PUNCT
ggj-3345	48	1	results	result	NOUN
ggj-3345	48	2	figure	figure	VERB
ggj-3345	48	3	1	1	NUM
ggj-3345	48	4	.	.	NUM
ggj-3345	48	5	2000	2000	NUM
ggj-3345	48	6	2020	2020	NUM
ggj-3345	48	7	list	list	NOUN
ggj-3345	48	8	of	of	ADP
ggj-3345	48	9	stations	station	NOUN
ggj-3345	48	10	that	that	PRON
ggj-3345	48	11	were	be	AUX
ggj-3345	48	12	not	not	PART
ggj-3345	48	13	subjected	subject	VERB
ggj-3345	48	14	to	to	ADP
ggj-3345	48	15	statistical	statistical	ADJ
ggj-3345	48	16	analysis	analysis	NOUN
ggj-3345	48	17	.	.	PUNCT
ggj-3345	49	1	palavandishvili	palavandishvili	NOUN
ggj-3345	49	2	.	.	PUNCT
ggj-3345	50	1	2024	2024	NUM
ggj-3345	50	2	4(2	4(2	NUM
ggj-3345	50	3	)	)	PUNCT
ggj-3345	50	4	32	32	NUM
ggj-3345	50	5	figure	figure	NOUN
ggj-3345	50	6	2	2	NUM
ggj-3345	50	7	shows	show	VERB
ggj-3345	50	8	the	the	DET
ggj-3345	50	9	results	result	NOUN
ggj-3345	50	10	of	of	ADP
ggj-3345	50	11	the	the	DET
ggj-3345	50	12	inventory	inventory	NOUN
ggj-3345	50	13	of	of	ADP
ggj-3345	50	14	all	all	DET
ggj-3345	50	15	(	(	PUNCT
ggj-3345	50	16	50	50	NUM
ggj-3345	50	17	)	)	PUNCT
ggj-3345	50	18	stations	station	NOUN
ggj-3345	50	19	made	make	VERB
ggj-3345	50	20	using	use	VERB
ggj-3345	50	21	the	the	DET
ggj-3345	50	22	program	program	NOUN
ggj-3345	50	23	r	r	NOUN
ggj-3345	50	24	-	-	PUNCT
ggj-3345	50	25	instat	instat	NOUN
ggj-3345	50	26	and	and	CCONJ
ggj-3345	50	27	covers	cover	VERB
ggj-3345	50	28	the	the	DET
ggj-3345	50	29	period	period	NOUN
ggj-3345	50	30	2000	2000	NUM
ggj-3345	50	31	-	-	SYM
ggj-3345	50	32	2020	2020	NUM
ggj-3345	50	33	.	.	PUNCT
ggj-3345	51	1	the	the	DET
ggj-3345	51	2	spei	spei	PROPN
ggj-3345	51	3	index	index	NOUN
ggj-3345	51	4	was	be	AUX
ggj-3345	51	5	calculated	calculate	VERB
ggj-3345	51	6	for	for	ADP
ggj-3345	51	7	1960	1960	NUM
ggj-3345	51	8	–	–	PUNCT
ggj-3345	51	9	2022	2022	NUM
ggj-3345	51	10	period	period	NOUN
ggj-3345	51	11	using	use	VERB
ggj-3345	51	12	the	the	DET
ggj-3345	51	13	software	software	NOUN
ggj-3345	51	14	package	package	NOUN
ggj-3345	51	15	r	r	NOUN
ggj-3345	51	16	—	—	PUNCT
ggj-3345	51	17	programming	programming	NOUN
ggj-3345	51	18	language	language	NOUN
ggj-3345	51	19	climpact2	climpact2	NOUN
ggj-3345	51	20	.	.	PUNCT
ggj-3345	52	1	because	because	SCONJ
ggj-3345	52	2	data	datum	NOUN
ggj-3345	52	3	on	on	ADP
ggj-3345	52	4	daily	daily	ADJ
ggj-3345	52	5	precipitation	precipitation	NOUN
ggj-3345	52	6	and	and	CCONJ
ggj-3345	52	7	maximum	maximum	ADJ
ggj-3345	52	8	and	and	CCONJ
ggj-3345	52	9	minimum	minimum	ADJ
ggj-3345	52	10	temperature	temperature	NOUN
ggj-3345	52	11	are	be	AUX
ggj-3345	52	12	needed	need	VERB
ggj-3345	52	13	to	to	PART
ggj-3345	52	14	calculate	calculate	VERB
ggj-3345	52	15	this	this	DET
ggj-3345	52	16	index	index	NOUN
ggj-3345	52	17	,	,	PUNCT
ggj-3345	52	18	sufficient	sufficient	ADJ
ggj-3345	52	19	data	datum	NOUN
ggj-3345	52	20	for	for	ADP
ggj-3345	52	21	calculations	calculation	NOUN
ggj-3345	52	22	were	be	AUX
ggj-3345	52	23	found	find	VERB
ggj-3345	52	24	for	for	ADP
ggj-3345	52	25	only	only	ADV
ggj-3345	52	26	4	4	NUM
ggj-3345	52	27	stations	station	NOUN
ggj-3345	52	28	out	out	ADP
ggj-3345	52	29	of	of	ADP
ggj-3345	52	30	17	17	NUM
ggj-3345	52	31	.	.	PUNCT
ggj-3345	53	1	as	as	ADP
ggj-3345	53	2	for	for	ADP
ggj-3345	53	3	the	the	DET
ggj-3345	53	4	calculation	calculation	NOUN
ggj-3345	53	5	of	of	ADP
ggj-3345	53	6	spi	spi	PROPN
ggj-3345	53	7	,	,	PUNCT
ggj-3345	53	8	the	the	DET
ggj-3345	53	9	total	total	ADJ
ggj-3345	53	10	precipitation	precipitation	NOUN
ggj-3345	53	11	data	datum	NOUN
ggj-3345	53	12	of	of	ADP
ggj-3345	53	13	each	each	DET
ggj-3345	53	14	month	month	NOUN
ggj-3345	53	15	is	be	AUX
ggj-3345	53	16	required	require	VERB
ggj-3345	53	17	;	;	PUNCT
ggj-3345	53	18	the	the	DET
ggj-3345	53	19	data	datum	NOUN
ggj-3345	53	20	of	of	ADP
ggj-3345	53	21	10	10	NUM
ggj-3345	53	22	stations	station	NOUN
ggj-3345	53	23	that	that	PRON
ggj-3345	53	24	have	have	VERB
ggj-3345	53	25	at	at	ADV
ggj-3345	53	26	least	least	ADV
ggj-3345	53	27	40	40	NUM
ggj-3345	53	28	years	year	NOUN
ggj-3345	53	29	of	of	ADP
ggj-3345	53	30	data	datum	NOUN
ggj-3345	53	31	series	series	NOUN
ggj-3345	53	32	have	have	AUX
ggj-3345	53	33	been	be	AUX
ggj-3345	53	34	subjected	subject	VERB
ggj-3345	53	35	to	to	ADP
ggj-3345	53	36	the	the	DET
ggj-3345	53	37	analysis	analysis	NOUN
ggj-3345	53	38	.	.	PUNCT
ggj-3345	54	1	when	when	SCONJ
ggj-3345	54	2	calculating	calculate	VERB
ggj-3345	54	3	the	the	DET
ggj-3345	54	4	three	three	NUM
ggj-3345	54	5	-	-	PUNCT
ggj-3345	54	6	month	month	NOUN
ggj-3345	54	7	spi	spi	NOUN
ggj-3345	54	8	,	,	PUNCT
ggj-3345	54	9	the	the	DET
ggj-3345	54	10	index	index	NOUN
ggj-3345	54	11	for	for	ADP
ggj-3345	54	12	the	the	DET
ggj-3345	54	13	first	first	ADJ
ggj-3345	54	14	january	january	PROPN
ggj-3345	54	15	and	and	CCONJ
ggj-3345	54	16	february	february	PROPN
ggj-3345	54	17	of	of	ADP
ggj-3345	54	18	the	the	DET
ggj-3345	54	19	time	time	NOUN
ggj-3345	54	20	series	series	NOUN
ggj-3345	54	21	does	do	AUX
ggj-3345	54	22	not	not	PART
ggj-3345	54	23	exist	exist	VERB
ggj-3345	54	24	;	;	PUNCT
ggj-3345	54	25	to	to	PART
ggj-3345	54	26	recover	recover	VERB
ggj-3345	54	27	it	it	PRON
ggj-3345	54	28	,	,	PUNCT
ggj-3345	54	29	it	it	PRON
ggj-3345	54	30	is	be	AUX
ggj-3345	54	31	necessary	necessary	ADJ
ggj-3345	54	32	to	to	PART
ggj-3345	54	33	take	take	VERB
ggj-3345	54	34	the	the	DET
ggj-3345	54	35	average	average	NOUN
ggj-3345	54	36	of	of	ADP
ggj-3345	54	37	the	the	DET
ggj-3345	54	38	month	month	NOUN
ggj-3345	54	39	of	of	ADP
ggj-3345	54	40	january	january	PROPN
ggj-3345	54	41	or	or	CCONJ
ggj-3345	54	42	february	february	PROPN
ggj-3345	54	43	of	of	ADP
ggj-3345	54	44	each	each	DET
ggj-3345	54	45	year	year	NOUN
ggj-3345	54	46	of	of	ADP
ggj-3345	54	47	the	the	DET
ggj-3345	54	48	entire	entire	ADJ
ggj-3345	54	49	series	series	NOUN
ggj-3345	54	50	(	(	PUNCT
ggj-3345	54	51	tatishvili	tatishvili	PROPN
ggj-3345	54	52	et	et	PROPN
ggj-3345	54	53	al	al	PROPN
ggj-3345	54	54	.	.	PROPN
ggj-3345	54	55	,	,	PUNCT
ggj-3345	54	56	2022b	2022b	NUM
ggj-3345	54	57	)	)	PUNCT
ggj-3345	54	58	.	.	PUNCT
ggj-3345	55	1	correlation	correlation	NOUN
ggj-3345	55	2	for	for	ADP
ggj-3345	55	3	the	the	DET
ggj-3345	55	4	observations	observation	NOUN
ggj-3345	55	5	entire	entire	ADJ
ggj-3345	55	6	period	period	NOUN
ggj-3345	55	7	,	,	PUNCT
ggj-3345	55	8	for	for	ADP
ggj-3345	55	9	all	all	DET
ggj-3345	55	10	months	month	NOUN
ggj-3345	55	11	and	and	CCONJ
ggj-3345	55	12	years	year	NOUN
ggj-3345	55	13	,	,	PUNCT
ggj-3345	55	14	mean	mean	VERB
ggj-3345	55	15	absolute	absolute	ADJ
ggj-3345	55	16	errors	error	NOUN
ggj-3345	55	17	and	and	CCONJ
ggj-3345	55	18	standard	standard	ADJ
ggj-3345	55	19	deviation	deviation	NOUN
ggj-3345	55	20	were	be	AUX
ggj-3345	55	21	also	also	ADV
ggj-3345	55	22	calculated	calculate	VERB
ggj-3345	55	23	according	accord	VERB
ggj-3345	55	24	to	to	ADP
ggj-3345	55	25	the	the	DET
ggj-3345	55	26	same	same	ADJ
ggj-3345	55	27	principle	principle	NOUN
ggj-3345	55	28	.	.	PUNCT
ggj-3345	56	1	the	the	DET
ggj-3345	56	2	counting	counting	NOUN
ggj-3345	56	3	results	result	NOUN
ggj-3345	56	4	are	be	AUX
ggj-3345	56	5	presented	present	VERB
ggj-3345	56	6	in	in	ADP
ggj-3345	56	7	table	table	NOUN
ggj-3345	56	8	1	1	NUM
ggj-3345	56	9	.	.	PUNCT
ggj-3345	56	10	table	table	NOUN
ggj-3345	56	11	1	1	NUM
ggj-3345	56	12	.	.	PUNCT
ggj-3345	56	13	calculated	calculate	VERB
ggj-3345	56	14	statistical	statistical	ADJ
ggj-3345	56	15	parameters	parameter	NOUN
ggj-3345	56	16	station	station	NOUN
ggj-3345	56	17	correlation	correlation	NOUN
ggj-3345	56	18	mean	mean	VERB
ggj-3345	56	19	absolute	absolute	ADJ
ggj-3345	56	20	error	error	NOUN
ggj-3345	56	21	standard	standard	NOUN
ggj-3345	56	22	deviation	deviation	NOUN
ggj-3345	56	23	correlation	correlation	NOUN
ggj-3345	56	24	spi3month_chirps	spi3month_chirps	NOUN
ggj-3345	56	25	correlation	correlation	NOUN
ggj-3345	57	1	imerg	imerg	PROPN
ggj-3345	57	2	spi_3month	spi_3month	ADJ
ggj-3345	57	3	correlation	correlation	NOUN
ggj-3345	57	4	spi3	spi3	NOUN
ggj-3345	57	5	month	month	NOUN
ggj-3345	57	6	_	_	PUNCT
ggj-3345	57	7	chirps	chirp	NOUN
ggj-3345	57	8	check	check	VERB
ggj-3345	57	9	akhalqalaqi	akhalqalaqi	ADJ
ggj-3345	57	10	0.66759	0.66759	NUM
ggj-3345	57	11	28.7	28.7	NUM
ggj-3345	57	12	26.84318	26.84318	NUM
ggj-3345	57	13	0.416248	0.416248	NUM
ggj-3345	57	14	0.291970887	0.291970887	NUM
ggj-3345	57	15	0.443102744	0.443102744	NUM
ggj-3345	57	16	akhaltsikhe	akhaltsikhe	NOUN
ggj-3345	57	17	0.460294	0.460294	NUM
ggj-3345	57	18	38.1	38.1	NUM
ggj-3345	57	19	33.55621	33.55621	NUM
ggj-3345	57	20	0.352573	0.352573	NUM
ggj-3345	58	1	0.484119499	0.484119499	NUM
ggj-3345	58	2	0.352572913	0.352572913	NUM
ggj-3345	58	3	batumi	batumi	PROPN
ggj-3345	58	4	airport	airport	NOUN
ggj-3345	58	5	0.58213	0.58213	NUM
ggj-3345	58	6	83.2	83.2	NUM
ggj-3345	58	7	112.5929	112.5929	NUM
ggj-3345	58	8	0.448736	0.448736	NUM
ggj-3345	58	9	0.340454562	0.340454562	NUM
ggj-3345	58	10	0.448736396	0.448736396	NUM
ggj-3345	58	11	borjomi	borjomi	NOUN
ggj-3345	58	12	0.641079	0.641079	NUM
ggj-3345	58	13	24.1	24.1	NUM
ggj-3345	58	14	25.26509	25.26509	NUM
ggj-3345	58	15	0.244318	0.244318	NUM
ggj-3345	58	16	0.310999227	0.310999227	NUM
ggj-3345	58	17	0.244318316	0.244318316	NUM
ggj-3345	58	18	chokhatauri	chokhatauri	NOUN
ggj-3345	58	19	0.578691	0.578691	NUM
ggj-3345	58	20	46.6	46.6	NUM
ggj-3345	58	21	66.39357	66.39357	NUM
ggj-3345	58	22	-0.07615	-0.07615	NOUN
ggj-3345	58	23	0.165519382	0.165519382	NUM
ggj-3345	58	24	-0.076151789	-0.076151789	ADJ
ggj-3345	58	25	gori	gori	NOUN
ggj-3345	58	26	0.600696	0.600696	NUM
ggj-3345	58	27	18.8	18.8	NUM
ggj-3345	58	28	23.40047	23.40047	NUM
ggj-3345	58	29	0.374053	0.374053	NUM
ggj-3345	58	30	0.424890006	0.424890006	NUM
ggj-3345	58	31	0.374053213	0.374053213	NUM
ggj-3345	58	32	khashuri	khashuri	ADJ
ggj-3345	58	33	0.602859	0.602859	NUM
ggj-3345	58	34	20.7	20.7	NUM
ggj-3345	58	35	25.35372	25.35372	NUM
ggj-3345	58	36	0.384062	0.384062	NUM
ggj-3345	58	37	0.356057737	0.356057737	NUM
ggj-3345	58	38	0.384061993	0.384061993	NUM
ggj-3345	58	39	manglisi	manglisi	ADJ
ggj-3345	58	40	mta	mta	PROPN
ggj-3345	58	41	-	-	PUNCT
ggj-3345	58	42	sabueti	sabueti	NOUN
ggj-3345	58	43	0.331451	0.331451	NUM
ggj-3345	58	44	41.3	41.3	NUM
ggj-3345	58	45	51.98547	51.98547	NUM
ggj-3345	58	46	0.300716	0.300716	NUM
ggj-3345	58	47	0.31919611	0.31919611	NUM
ggj-3345	58	48	0.300716118	0.300716118	NUM
ggj-3345	58	49	mukhrani	mukhrani	VERB
ggj-3345	58	50	0.670568	0.670568	NUM
ggj-3345	58	51	22.5	22.5	NUM
ggj-3345	58	52	24.8989	24.8989	NUM
ggj-3345	58	53	0.235464	0.235464	NUM
ggj-3345	58	54	-0.102300227	-0.102300227	SYM
ggj-3345	58	55	0.235464432	0.235464432	NUM
ggj-3345	58	56	pasanauri	pasanauri	NOUN
ggj-3345	58	57	0.633913	0.633913	NUM
ggj-3345	58	58	33.4	33.4	NUM
ggj-3345	58	59	42.5678	42.5678	NUM
ggj-3345	58	60	0.290633	0.290633	NUM
ggj-3345	58	61	0.309023193	0.309023193	NUM
ggj-3345	58	62	0.290632874	0.290632874	NUM
ggj-3345	58	63	poti	poti	PROPN
ggj-3345	58	64	0.456032	0.456032	NUM
ggj-3345	58	65	72.8	72.8	NUM
ggj-3345	58	66	111.9462	111.9462	NUM
ggj-3345	58	67	0.344086	0.344086	NUM
ggj-3345	58	68	0.375124979	0.375124979	NUM
ggj-3345	58	69	0.344085861	0.344085861	NUM
ggj-3345	58	70	qeda	qeda	NOUN
ggj-3345	58	71	qobuleti	qobuleti	VERB
ggj-3345	58	72	0.623388	0.623388	NUM
ggj-3345	58	73	77.5	77.5	NUM
ggj-3345	58	74	102.4052	102.4052	NUM
ggj-3345	58	75	0.286832	0.286832	NUM
ggj-3345	58	76	0.363684022	0.363684022	NUM
ggj-3345	58	77	0.286831685	0.286831685	NUM
ggj-3345	58	78	qutaisi	qutaisi	ADJ
ggj-3345	58	79	0.66483	0.66483	NUM
ggj-3345	58	80	35.2	35.2	NUM
ggj-3345	58	81	45.62226	45.62226	NUM
ggj-3345	58	82	0.483474	0.483474	NUM
ggj-3345	58	83	0.201479561	0.201479561	NUM
ggj-3345	58	84	0.483474128	0.483474128	NUM
ggj-3345	58	85	sachkhere	sachkhere	NOUN
ggj-3345	58	86	0.592227	0.592227	NUM
ggj-3345	58	87	26.6	26.6	NUM
ggj-3345	58	88	34.78904	34.78904	NUM
ggj-3345	58	89	0.27458	0.27458	NUM
ggj-3345	58	90	0.441969055	0.441969055	NUM
ggj-3345	58	91	0.27458026	0.27458026	NUM
ggj-3345	58	92	sagarejo	sagarejo	NOUN
ggj-3345	58	93	0.619239	0.619239	NUM
ggj-3345	58	94	27.7	27.7	NUM
ggj-3345	58	95	37.34099	37.34099	NUM
ggj-3345	58	96	0.076687	0.076687	NUM
ggj-3345	58	97	0.233896552	0.233896552	NUM
ggj-3345	58	98	0.076687323	0.076687323	NUM
ggj-3345	58	99	senaki	senaki	ADJ
ggj-3345	58	100	0.647958	0.647958	NUM
ggj-3345	58	101	47.3	47.3	NUM
ggj-3345	58	102	60.19786	60.19786	NUM
ggj-3345	58	103	0.747709	0.747709	NUM
ggj-3345	58	104	0.544157721	0.544157721	NUM
ggj-3345	58	105	0.747709077	0.747709077	NUM
ggj-3345	58	106	shovi	shovi	NOUN
ggj-3345	58	107	0.717298	0.717298	NUM
ggj-3345	58	108	30.0	30.0	NUM
ggj-3345	58	109	36.37001	36.37001	NUM
ggj-3345	58	110	0.440142	0.440142	NUM
ggj-3345	58	111	0.34740251	0.34740251	NUM
ggj-3345	58	112	0.440141859	0.440141859	NUM
ggj-3345	58	113	stephantsminda	stephantsminda	NOUN
ggj-3345	58	114	tbilisi	tbilisi	VERB
ggj-3345	58	115	0.678032	0.678032	NUM
ggj-3345	58	116	21.1	21.1	NUM
ggj-3345	58	117	28.35372	28.35372	NUM
ggj-3345	58	118	0.208955	0.208955	NUM
ggj-3345	58	119	0.236983184	0.236983184	NUM
ggj-3345	58	120	0.208954519	0.208954519	NUM
ggj-3345	58	121	telavi	telavi	NOUN
ggj-3345	58	122	0.693299	0.693299	NUM
ggj-3345	58	123	26.0	26.0	NUM
ggj-3345	58	124	35.45118	35.45118	NUM
ggj-3345	58	125	0.271435	0.271435	NUM
ggj-3345	58	126	0.362963042	0.362963042	NUM
ggj-3345	58	127	0.271434581	0.271434581	NUM
ggj-3345	58	128	tianeti	tianeti	NOUN
ggj-3345	58	129	0.588555	0.588555	NUM
ggj-3345	58	130	22.0	22.0	NUM
ggj-3345	58	131	31.88968	31.88968	NUM
ggj-3345	58	132	0.191648	0.191648	NUM
ggj-3345	58	133	0.321092386	0.321092386	NUM
ggj-3345	58	134	0.191647776	0.191647776	NUM
ggj-3345	58	135	figure	figure	NOUN
ggj-3345	58	136	2	2	NUM
ggj-3345	58	137	.	.	X
ggj-3345	58	138	inventory	inventory	NOUN
ggj-3345	58	139	of	of	ADP
ggj-3345	58	140	50	50	NUM
ggj-3345	58	141	stations	station	NOUN
ggj-3345	58	142	,	,	PUNCT
ggj-3345	58	143	the	the	DET
ggj-3345	58	144	absence	absence	NOUN
ggj-3345	58	145	of	of	ADP
ggj-3345	58	146	data	datum	NOUN
ggj-3345	58	147	is	be	AUX
ggj-3345	58	148	marked	mark	VERB
ggj-3345	58	149	in	in	ADP
ggj-3345	58	150	red	red	ADJ
ggj-3345	58	151	,	,	PUNCT
ggj-3345	58	152	brown	brown	ADJ
ggj-3345	58	153	dry	dry	ADJ
ggj-3345	58	154	period	period	NOUN
ggj-3345	58	155	,	,	PUNCT
ggj-3345	58	156	blue	blue	ADJ
ggj-3345	58	157	precipitation	precipitation	NOUN
ggj-3345	58	158	palavandishvili	palavandishvili	NOUN
ggj-3345	58	159	.	.	PUNCT
ggj-3345	59	1	2024	2024	NUM
ggj-3345	59	2	4(2	4(2	NUM
ggj-3345	59	3	)	)	PUNCT
ggj-3345	60	1	33	33	NUM
ggj-3345	60	2	tsalka	tsalka	VERB
ggj-3345	60	3	0.504015	0.504015	NUM
ggj-3345	60	4	32.4	32.4	NUM
ggj-3345	60	5	39.38712	39.38712	NUM
ggj-3345	60	6	0.285891	0.285891	NUM
ggj-3345	60	7	0.353743633	0.353743633	NUM
ggj-3345	60	8	0.285890812	0.285890812	NUM
ggj-3345	60	9	zugdidi	zugdidi	NOUN
ggj-3345	60	10	0.603897	0.603897	NUM
ggj-3345	60	11	51.9	51.9	NUM
ggj-3345	60	12	62.13524	62.13524	NUM
ggj-3345	60	13	0.477354	0.477354	NUM
ggj-3345	60	14	0.417972195	0.417972195	NUM
ggj-3345	60	15	0.477354223	0.477354223	NUM
ggj-3345	60	16	the	the	DET
ggj-3345	60	17	calculations	calculation	NOUN
ggj-3345	60	18	showed	show	VERB
ggj-3345	60	19	that	that	SCONJ
ggj-3345	60	20	in	in	ADP
ggj-3345	60	21	those	those	DET
ggj-3345	60	22	stations	station	NOUN
ggj-3345	60	23	where	where	SCONJ
ggj-3345	60	24	more	more	ADJ
ggj-3345	60	25	than	than	ADP
ggj-3345	60	26	50	50	NUM
ggj-3345	60	27	%	%	NOUN
ggj-3345	60	28	of	of	ADP
ggj-3345	60	29	the	the	DET
ggj-3345	60	30	data	datum	NOUN
ggj-3345	60	31	from	from	ADP
ggj-3345	60	32	the	the	DET
ggj-3345	60	33	observation	observation	NOUN
ggj-3345	60	34	period	period	NOUN
ggj-3345	60	35	are	be	AUX
ggj-3345	60	36	missing	miss	VERB
ggj-3345	60	37	,	,	PUNCT
ggj-3345	60	38	for	for	ADP
ggj-3345	60	39	example	example	NOUN
ggj-3345	60	40	,	,	PUNCT
ggj-3345	60	41	in	in	ADP
ggj-3345	60	42	manglis	manglis	PROPN
ggj-3345	60	43	,	,	PUNCT
ggj-3345	60	44	it	it	PRON
ggj-3345	60	45	is	be	AUX
ggj-3345	60	46	impossible	impossible	ADJ
ggj-3345	60	47	to	to	PART
ggj-3345	60	48	conduct	conduct	VERB
ggj-3345	60	49	a	a	DET
ggj-3345	60	50	statistical	statistical	ADJ
ggj-3345	60	51	analysis	analysis	NOUN
ggj-3345	60	52	.	.	PUNCT
ggj-3345	61	1	a	a	DET
ggj-3345	61	2	total	total	NOUN
ggj-3345	61	3	of	of	ADP
ggj-3345	61	4	nine	nine	NUM
ggj-3345	61	5	such	such	ADJ
ggj-3345	61	6	stations	station	NOUN
ggj-3345	61	7	were	be	AUX
ggj-3345	61	8	identified	identify	VERB
ggj-3345	61	9	.	.	PUNCT
ggj-3345	62	1	from	from	ADP
ggj-3345	62	2	the	the	DET
ggj-3345	62	3	analysis	analysis	NOUN
ggj-3345	62	4	of	of	ADP
ggj-3345	62	5	the	the	DET
ggj-3345	62	6	calculation	calculation	NOUN
ggj-3345	62	7	of	of	ADP
ggj-3345	62	8	statistical	statistical	ADJ
ggj-3345	62	9	characteristics	characteristic	NOUN
ggj-3345	62	10	,	,	PUNCT
ggj-3345	62	11	it	it	PRON
ggj-3345	62	12	is	be	AUX
ggj-3345	62	13	clear	clear	ADJ
ggj-3345	62	14	that	that	SCONJ
ggj-3345	62	15	the	the	DET
ggj-3345	62	16	lowest	low	ADJ
ggj-3345	62	17	correlation	correlation	NOUN
ggj-3345	62	18	values	value	NOUN
ggj-3345	62	19	are	be	AUX
ggj-3345	62	20	0.33	0.33	NUM
ggj-3345	62	21	at	at	ADP
ggj-3345	62	22	the	the	DET
ggj-3345	62	23	mta	mta	PROPN
ggj-3345	62	24	-	-	PUNCT
ggj-3345	62	25	sabueti	sabueti	ADJ
ggj-3345	62	26	station	station	NOUN
ggj-3345	62	27	and	and	CCONJ
ggj-3345	62	28	the	the	DET
ggj-3345	62	29	maximum	maximum	NOUN
ggj-3345	62	30	is	be	AUX
ggj-3345	62	31	0.72	0.72	NUM
ggj-3345	62	32	at	at	ADP
ggj-3345	62	33	the	the	DET
ggj-3345	62	34	shovi	shovi	NOUN
ggj-3345	62	35	station	station	NOUN
ggj-3345	62	36	;	;	PUNCT
ggj-3345	62	37	the	the	DET
ggj-3345	62	38	minimum	minimum	ADJ
ggj-3345	62	39	average	average	ADJ
ggj-3345	62	40	absolute	absolute	ADJ
ggj-3345	62	41	error	error	NOUN
ggj-3345	62	42	is	be	AUX
ggj-3345	62	43	18.8	18.8	NUM
ggj-3345	62	44	at	at	ADP
ggj-3345	62	45	the	the	DET
ggj-3345	62	46	gori	gori	PROPN
ggj-3345	62	47	station	station	NOUN
ggj-3345	62	48	and	and	CCONJ
ggj-3345	62	49	the	the	DET
ggj-3345	62	50	maximum	maximum	ADJ
ggj-3345	62	51	83.2	83.2	NUM
ggj-3345	62	52	at	at	ADP
ggj-3345	62	53	the	the	DET
ggj-3345	62	54	batumi	batumi	PROPN
ggj-3345	62	55	station	station	NOUN
ggj-3345	62	56	;	;	PUNCT
ggj-3345	62	57	the	the	DET
ggj-3345	62	58	smallest	small	ADJ
ggj-3345	62	59	standard	standard	ADJ
ggj-3345	62	60	deviation	deviation	NOUN
ggj-3345	62	61	is	be	AUX
ggj-3345	62	62	23.4	23.4	NUM
ggj-3345	62	63	at	at	ADP
ggj-3345	62	64	the	the	DET
ggj-3345	62	65	gori	gori	PROPN
ggj-3345	62	66	station	station	NOUN
ggj-3345	62	67	;	;	PUNCT
ggj-3345	62	68	and	and	CCONJ
ggj-3345	62	69	the	the	DET
ggj-3345	62	70	largest	large	ADJ
ggj-3345	62	71	118.46	118.46	NUM
ggj-3345	62	72	at	at	ADP
ggj-3345	62	73	mirveti	mirveti	ADJ
ggj-3345	62	74	station	station	NOUN
ggj-3345	62	75	,	,	PUNCT
ggj-3345	62	76	which	which	PRON
ggj-3345	62	77	is	be	AUX
ggj-3345	62	78	understandable	understandable	ADJ
ggj-3345	62	79	considering	consider	VERB
ggj-3345	62	80	the	the	DET
ggj-3345	62	81	coastal	coastal	ADJ
ggj-3345	62	82	and	and	CCONJ
ggj-3345	62	83	mountainous	mountainous	ADJ
ggj-3345	62	84	terrain	terrain	NOUN
ggj-3345	62	85	.	.	PUNCT
ggj-3345	63	1	a	a	DET
ggj-3345	63	2	high	high	ADJ
ggj-3345	63	3	correlation	correlation	NOUN
ggj-3345	63	4	coefficient	coefficient	NOUN
ggj-3345	63	5	better	well	ADV
ggj-3345	63	6	expresses	express	VERB
ggj-3345	63	7	the	the	DET
ggj-3345	63	8	agreement	agreement	NOUN
ggj-3345	63	9	between	between	ADP
ggj-3345	63	10	satellite	satellite	NOUN
ggj-3345	63	11	and	and	CCONJ
ggj-3345	63	12	station	station	NOUN
ggj-3345	63	13	data	datum	NOUN
ggj-3345	63	14	.	.	PUNCT
ggj-3345	64	1	r	r	NOUN
ggj-3345	64	2	instat	instat	PROPN
ggj-3345	64	3	software	software	NOUN
ggj-3345	64	4	was	be	AUX
ggj-3345	64	5	used	use	VERB
ggj-3345	64	6	to	to	PART
ggj-3345	64	7	calculate	calculate	VERB
ggj-3345	64	8	pearson	pearson	PROPN
ggj-3345	64	9	's	's	PART
ggj-3345	64	10	correlation	correlation	NOUN
ggj-3345	64	11	and	and	CCONJ
ggj-3345	64	12	other	other	ADJ
ggj-3345	64	13	statistical	statistical	ADJ
ggj-3345	64	14	parameters	parameter	NOUN
ggj-3345	64	15	.	.	PUNCT
ggj-3345	65	1	stations	station	NOUN
ggj-3345	65	2	that	that	PRON
ggj-3345	65	3	were	be	AUX
ggj-3345	65	4	omitted	omit	VERB
ggj-3345	65	5	could	could	AUX
ggj-3345	65	6	not	not	PART
ggj-3345	65	7	be	be	AUX
ggj-3345	65	8	analyzed	analyze	VERB
ggj-3345	65	9	.	.	PUNCT
ggj-3345	66	1	historical	historical	ADJ
ggj-3345	66	2	precipitation	precipitation	NOUN
ggj-3345	66	3	data	datum	NOUN
ggj-3345	66	4	from	from	ADP
ggj-3345	66	5	1961–1991	1961–1991	NUM
ggj-3345	66	6	were	be	AUX
ggj-3345	66	7	compared	compare	VERB
ggj-3345	66	8	with	with	ADP
ggj-3345	66	9	era5	era5	PROPN
ggj-3345	66	10	precipitation	precipitation	PROPN
ggj-3345	66	11	reanalysis	reanalysis	PROPN
ggj-3345	66	12	data	datum	NOUN
ggj-3345	66	13	.	.	PUNCT
ggj-3345	67	1	19	19	NUM
ggj-3345	67	2	stations	station	NOUN
ggj-3345	67	3	were	be	AUX
ggj-3345	67	4	selected	select	VERB
ggj-3345	67	5	for	for	ADP
ggj-3345	67	6	the	the	DET
ggj-3345	67	7	kakheti	kakheti	PROPN
ggj-3345	67	8	region	region	NOUN
ggj-3345	67	9	.	.	PUNCT
ggj-3345	68	1	of	of	ADP
ggj-3345	68	2	course	course	ADV
ggj-3345	68	3	,	,	PUNCT
ggj-3345	68	4	those	those	DET
ggj-3345	68	5	points	point	NOUN
ggj-3345	68	6	where	where	SCONJ
ggj-3345	68	7	there	there	PRON
ggj-3345	68	8	was	be	VERB
ggj-3345	68	9	insufficient	insufficient	ADJ
ggj-3345	68	10	data	datum	NOUN
ggj-3345	68	11	were	be	AUX
ggj-3345	68	12	not	not	PART
ggj-3345	68	13	subjected	subject	VERB
ggj-3345	68	14	to	to	ADP
ggj-3345	68	15	the	the	DET
ggj-3345	68	16	analysis	analysis	NOUN
ggj-3345	68	17	(	(	PUNCT
ggj-3345	68	18	tatishvili	tatishvili	NOUN
ggj-3345	68	19	et	et	PROPN
ggj-3345	68	20	al	al	PROPN
ggj-3345	68	21	.	.	PROPN
ggj-3345	68	22	,	,	PUNCT
ggj-3345	68	23	2022c	2022c	NUM
ggj-3345	68	24	)	)	PUNCT
ggj-3345	68	25	.	.	PUNCT
ggj-3345	69	1	in	in	ADP
ggj-3345	69	2	the	the	DET
ggj-3345	69	3	result	result	NOUN
ggj-3345	69	4	of	of	ADP
ggj-3345	69	5	the	the	DET
ggj-3345	69	6	data	datum	NOUN
ggj-3345	69	7	comparison	comparison	NOUN
ggj-3345	69	8	,	,	PUNCT
ggj-3345	69	9	the	the	DET
ggj-3345	69	10	lowest	low	ADJ
ggj-3345	69	11	correlation	correlation	NOUN
ggj-3345	69	12	index	index	NOUN
ggj-3345	69	13	(	(	PUNCT
ggj-3345	69	14	0.309	0.309	NUM
ggj-3345	69	15	)	)	PUNCT
ggj-3345	69	16	was	be	AUX
ggj-3345	69	17	revealed	reveal	VERB
ggj-3345	69	18	at	at	ADP
ggj-3345	69	19	the	the	DET
ggj-3345	69	20	shiraki	shiraki	PROPN
ggj-3345	69	21	station	station	NOUN
ggj-3345	69	22	,	,	PUNCT
ggj-3345	69	23	the	the	DET
ggj-3345	69	24	maximum	maximum	ADJ
ggj-3345	69	25	(	(	PUNCT
ggj-3345	69	26	0.657	0.657	NUM
ggj-3345	69	27	)	)	PUNCT
ggj-3345	69	28	at	at	ADP
ggj-3345	69	29	the	the	DET
ggj-3345	69	30	omalo	omalo	NOUN
ggj-3345	69	31	station	station	NOUN
ggj-3345	69	32	.	.	PUNCT
ggj-3345	70	1	the	the	DET
ggj-3345	70	2	minimum	minimum	ADJ
ggj-3345	70	3	average	average	ADJ
ggj-3345	70	4	absolute	absolute	ADJ
ggj-3345	70	5	error	error	NOUN
ggj-3345	70	6	(	(	PUNCT
ggj-3345	70	7	1.662	1.662	NUM
ggj-3345	70	8	)	)	PUNCT
ggj-3345	70	9	was	be	AUX
ggj-3345	70	10	recorded	record	VERB
ggj-3345	70	11	at	at	ADP
ggj-3345	70	12	udabno	udabno	PROPN
ggj-3345	70	13	station	station	PROPN
ggj-3345	70	14	,	,	PUNCT
ggj-3345	70	15	the	the	DET
ggj-3345	70	16	maximum	maximum	ADJ
ggj-3345	70	17	(	(	PUNCT
ggj-3345	70	18	3.041	3.041	NUM
ggj-3345	70	19	)	)	PUNCT
ggj-3345	70	20	at	at	ADP
ggj-3345	70	21	shielda	shielda	ADJ
ggj-3345	70	22	station	station	NOUN
ggj-3345	70	23	.	.	PUNCT
ggj-3345	71	1	the	the	DET
ggj-3345	71	2	smallest	small	ADJ
ggj-3345	71	3	standard	standard	ADJ
ggj-3345	71	4	deviation	deviation	NOUN
ggj-3345	71	5	(	(	PUNCT
ggj-3345	71	6	4.047	4.047	NUM
ggj-3345	71	7	)	)	PUNCT
ggj-3345	71	8	is	be	AUX
ggj-3345	71	9	at	at	ADP
ggj-3345	71	10	udabno	udabno	PROPN
ggj-3345	71	11	station	station	NOUN
ggj-3345	71	12	,	,	PUNCT
ggj-3345	71	13	the	the	DET
ggj-3345	71	14	largest	large	ADJ
ggj-3345	71	15	(	(	PUNCT
ggj-3345	71	16	7.624	7.624	NUM
ggj-3345	71	17	)	)	PUNCT
ggj-3345	71	18	at	at	ADP
ggj-3345	71	19	lagodekhi	lagodekhi	PROPN
ggj-3345	71	20	station	station	NOUN
ggj-3345	71	21	.	.	PUNCT
ggj-3345	72	1	by	by	ADP
ggj-3345	72	2	comparing	compare	VERB
ggj-3345	72	3	the	the	DET
ggj-3345	72	4	historical	historical	ADJ
ggj-3345	72	5	and	and	CCONJ
ggj-3345	72	6	era5	era5	PROPN
ggj-3345	72	7	reanalysis	reanalysis	PROPN
ggj-3345	72	8	data	datum	NOUN
ggj-3345	72	9	of	of	ADP
ggj-3345	72	10	the	the	DET
ggj-3345	72	11	station	station	NOUN
ggj-3345	72	12	for	for	ADP
ggj-3345	72	13	1961	1961	NUM
ggj-3345	72	14	–	–	SYM
ggj-3345	72	15	1991	1991	NUM
ggj-3345	72	16	period	period	NOUN
ggj-3345	72	17	,	,	PUNCT
ggj-3345	72	18	reanalysis	reanalysis	NOUN
ggj-3345	72	19	data	datum	NOUN
ggj-3345	72	20	can	can	AUX
ggj-3345	72	21	be	be	AUX
ggj-3345	72	22	used	use	VERB
ggj-3345	72	23	as	as	ADP
ggj-3345	72	24	an	an	DET
ggj-3345	72	25	alternative	alternative	ADJ
ggj-3345	72	26	database	database	NOUN
ggj-3345	72	27	for	for	ADP
ggj-3345	72	28	the	the	DET
ggj-3345	72	29	model	model	NOUN
ggj-3345	72	30	,	,	PUNCT
ggj-3345	72	31	both	both	PRON
ggj-3345	72	32	in	in	ADP
ggj-3345	72	33	kakheti	kakheti	PROPN
ggj-3345	72	34	and	and	CCONJ
ggj-3345	72	35	in	in	ADP
ggj-3345	72	36	the	the	DET
ggj-3345	72	37	entire	entire	ADJ
ggj-3345	72	38	territory	territory	NOUN
ggj-3345	72	39	of	of	ADP
ggj-3345	72	40	georgia	georgia	PROPN
ggj-3345	72	41	.	.	PUNCT
ggj-3345	73	1	table	table	NOUN
ggj-3345	73	2	2	2	NUM
ggj-3345	73	3	.	.	PUNCT
ggj-3345	73	4	comparison	comparison	NOUN
ggj-3345	73	5	of	of	ADP
ggj-3345	73	6	station	station	NOUN
ggj-3345	73	7	and	and	CCONJ
ggj-3345	73	8	era5	era5	NOUN
ggj-3345	73	9	reanalysis	reanalysi	VERB
ggj-3345	73	10	precipitation1961	precipitation1961	PROPN
ggj-3345	73	11	-	-	PUNCT
ggj-3345	73	12	1991	1991	NUM
ggj-3345	73	13	data	datum	NOUN
ggj-3345	73	14	stations	station	NOUN
ggj-3345	73	15	standard	standard	ADJ
ggj-3345	73	16	deviation	deviation	NOUN
ggj-3345	73	17	correlation	correlation	NOUN
ggj-3345	73	18	mean	mean	NOUN
ggj-3345	73	19	abs	ab	NOUN
ggj-3345	73	20	.	.	PUNCT
ggj-3345	74	1	error	error	NOUN
ggj-3345	74	2	akhmeta	akhmeta	NOUN
ggj-3345	74	3	5.76054943	5.76054943	NUM
ggj-3345	74	4	0.5936142	0.5936142	NUM
ggj-3345	74	5	2.22960019	2.22960019	NUM
ggj-3345	74	6	artana	artana	ADP
ggj-3345	74	7	6.81349292	6.81349292	NUM
ggj-3345	74	8	0.58776933	0.58776933	NUM
ggj-3345	74	9	2.34396992	2.34396992	NUM
ggj-3345	74	10	birkiani	birkiani	NOUN
ggj-3345	74	11	7.62295759	7.62295759	NUM
ggj-3345	74	12	0.63601722	0.63601722	NUM
ggj-3345	74	13	2.50106601	2.50106601	NUM
ggj-3345	74	14	dedoplistskaro	dedoplistskaro	NOUN
ggj-3345	74	15	5.177286	5.177286	NUM
ggj-3345	74	16	0.57295248	0.57295248	NUM
ggj-3345	74	17	2.34935663	2.34935663	NUM
ggj-3345	74	18	gombori	gombori	NOUN
ggj-3345	74	19	5.48090201	5.48090201	NUM
ggj-3345	74	20	0.57076494	0.57076494	NUM
ggj-3345	74	21	2.1249113	2.1249113	NUM
ggj-3345	74	22	gurjaani	gurjaani	NOUN
ggj-3345	74	23	6.29609913	6.29609913	NUM
ggj-3345	74	24	0.61040494	0.61040494	NUM
ggj-3345	74	25	2.13628114	2.13628114	NUM
ggj-3345	74	26	kachreti	kachreti	NOUN
ggj-3345	74	27	5.37111452	5.37111452	NUM
ggj-3345	74	28	0.5144723	0.5144723	NUM
ggj-3345	74	29	2.64170272	2.64170272	NUM
ggj-3345	74	30	khvareli	khvareli	NOUN
ggj-3345	74	31	7.51038719	7.51038719	NUM
ggj-3345	74	32	0.58870058	0.58870058	NUM
ggj-3345	74	33	2.30064283	2.30064283	NUM
ggj-3345	74	34	lagodekhi	lagodekhi	NOUN
ggj-3345	74	35	7.62411052	7.62411052	NUM
ggj-3345	74	36	0.55838778	0.55838778	NUM
ggj-3345	74	37	2.39522353	2.39522353	NUM
ggj-3345	74	38	lechuri	lechuri	NOUN
ggj-3345	74	39	7.26083196	7.26083196	NUM
ggj-3345	74	40	0.48469664	0.48469664	NUM
ggj-3345	74	41	2.65489445	2.65489445	NUM
ggj-3345	74	42	omalo	omalo	NOUN
ggj-3345	74	43	5.06645709	5.06645709	NUM
ggj-3345	74	44	0.65703807	0.65703807	NUM
ggj-3345	74	45	2.28134972	2.28134972	NUM
ggj-3345	74	46	sabue	sabue	NOUN
ggj-3345	74	47	7.18089762	7.18089762	NUM
ggj-3345	74	48	0.5644877	0.5644877	NUM
ggj-3345	74	49	2.44340144	2.44340144	NUM
ggj-3345	74	50	sagarejo	sagarejo	NOUN
ggj-3345	74	51	6.09202268	6.09202268	NUM
ggj-3345	74	52	0.60668778	0.60668778	NUM
ggj-3345	74	53	2.295695	2.295695	NUM
ggj-3345	74	54	shilda	shilda	NOUN
ggj-3345	74	55	6.35923532	6.35923532	NUM
ggj-3345	74	56	0.48506866	0.48506866	NUM
ggj-3345	74	57	3.04148853	3.04148853	NUM
ggj-3345	74	58	shiraki	shiraki	NOUN
ggj-3345	75	1	5.45504798	5.45504798	NUM
ggj-3345	75	2	0.30906783	0.30906783	NUM
ggj-3345	75	3	2.58658036	2.58658036	NUM
ggj-3345	75	4	tsiauri	tsiauri	NOUN
ggj-3345	75	5	4.83284442	4.83284442	NUM
ggj-3345	75	6	0.5361194	0.5361194	NUM
ggj-3345	75	7	1.87135863	1.87135863	NUM
ggj-3345	75	8	telavi	telavi	VERB
ggj-3345	75	9	6.16741437	6.16741437	NUM
ggj-3345	75	10	0.61484533	0.61484533	NUM
ggj-3345	75	11	2.13956842	2.13956842	NUM
ggj-3345	75	12	tsnori	tsnori	NOUN
ggj-3345	75	13	5.19081531	5.19081531	NUM
ggj-3345	75	14	0.62222577	0.62222577	NUM
ggj-3345	75	15	1.96229826	1.96229826	NUM
ggj-3345	75	16	udabno	udabno	NOUN
ggj-3345	76	1	4.04739384	4.04739384	NUM
ggj-3345	76	2	0.51336395	0.51336395	NUM
ggj-3345	76	3	1.66217209	1.66217209	NUM
ggj-3345	76	4	discussions	discussion	NOUN
ggj-3345	76	5	at	at	ADP
ggj-3345	76	6	the	the	DET
ggj-3345	76	7	initial	initial	ADJ
ggj-3345	76	8	stage	stage	NOUN
ggj-3345	76	9	of	of	ADP
ggj-3345	76	10	machine	machine	NOUN
ggj-3345	76	11	learning	learning	NOUN
ggj-3345	77	1	,	,	PUNCT
ggj-3345	77	2	the	the	DET
ggj-3345	77	3	station	station	NOUN
ggj-3345	77	4	coordinates	coordinate	NOUN
ggj-3345	77	5	,	,	PUNCT
ggj-3345	77	6	station	station	NOUN
ggj-3345	77	7	name	name	NOUN
ggj-3345	77	8	,	,	PUNCT
ggj-3345	77	9	year	year	NOUN
ggj-3345	77	10	,	,	PUNCT
ggj-3345	77	11	month	month	NOUN
ggj-3345	77	12	,	,	PUNCT
ggj-3345	77	13	monthly	monthly	ADJ
ggj-3345	77	14	precipitation	precipitation	NOUN
ggj-3345	77	15	total	total	NOUN
ggj-3345	77	16	,	,	PUNCT
ggj-3345	77	17	and	and	CCONJ
ggj-3345	77	18	3	3	NUM
ggj-3345	77	19	-	-	PUNCT
ggj-3345	77	20	month	month	NOUN
ggj-3345	77	21	precipitation	precipitation	NOUN
ggj-3345	77	22	index	index	NOUN
ggj-3345	77	23	were	be	AUX
ggj-3345	77	24	included	include	VERB
ggj-3345	77	25	in	in	ADP
ggj-3345	77	26	the	the	DET
ggj-3345	77	27	training	training	NOUN
ggj-3345	77	28	(	(	PUNCT
ggj-3345	77	29	mastering	master	VERB
ggj-3345	77	30	machine	machine	NOUN
ggj-3345	77	31	learning	learning	NOUN
ggj-3345	77	32	)	)	PUNCT
ggj-3345	77	33	.	.	PUNCT
ggj-3345	78	1	a	a	DET
ggj-3345	78	2	30	30	NUM
ggj-3345	78	3	-	-	PUNCT
ggj-3345	78	4	year	year	NOUN
ggj-3345	78	5	observation	observation	NOUN
ggj-3345	78	6	period	period	NOUN
ggj-3345	78	7	was	be	AUX
ggj-3345	78	8	analysed	analyse	VERB
ggj-3345	78	9	at	at	ADV
ggj-3345	78	10	all	all	ADV
ggj-3345	78	11	.	.	PUNCT
ggj-3345	79	1	as	as	ADP
ggj-3345	79	2	a	a	DET
ggj-3345	79	3	result	result	NOUN
ggj-3345	79	4	of	of	ADP
ggj-3345	79	5	counting	counting	NOUN
ggj-3345	79	6	,	,	PUNCT
ggj-3345	79	7	we	we	PRON
ggj-3345	79	8	got	get	VERB
ggj-3345	79	9	a	a	DET
ggj-3345	79	10	good	good	ADJ
ggj-3345	79	11	result	result	NOUN
ggj-3345	79	12	only	only	ADV
ggj-3345	79	13	for	for	ADP
ggj-3345	79	14	those	those	DET
ggj-3345	79	15	stations	station	NOUN
ggj-3345	79	16	that	that	PRON
ggj-3345	79	17	are	be	AUX
ggj-3345	79	18	located	locate	VERB
ggj-3345	79	19	close	close	ADV
ggj-3345	79	20	to	to	ADP
ggj-3345	79	21	each	each	DET
ggj-3345	79	22	other	other	ADJ
ggj-3345	79	23	and	and	CCONJ
ggj-3345	79	24	the	the	DET
ggj-3345	79	25	overfit	overfit	NOUN
ggj-3345	79	26	for	for	ADP
ggj-3345	79	27	the	the	DET
ggj-3345	79	28	stations	station	NOUN
ggj-3345	79	29	located	locate	VERB
ggj-3345	79	30	at	at	ADP
ggj-3345	79	31	a	a	DET
ggj-3345	79	32	relatively	relatively	ADV
ggj-3345	79	33	long	long	ADJ
ggj-3345	79	34	distance	distance	NOUN
ggj-3345	79	35	,	,	PUNCT
ggj-3345	80	1	e.g.	e.g.	ADV
ggj-3345	80	2	,	,	PUNCT
ggj-3345	80	3	omalo	omalo	PROPN
ggj-3345	80	4	,	,	PUNCT
ggj-3345	80	5	akhmeta	akhmeta	NOUN
ggj-3345	80	6	.	.	PUNCT
ggj-3345	80	7	palavandishvili	palavandishvili	NOUN
ggj-3345	80	8	.	.	PUNCT
ggj-3345	81	1	2024	2024	NUM
ggj-3345	81	2	4(2	4(2	NUM
ggj-3345	81	3	)	)	PUNCT
ggj-3345	82	1	34	34	NUM
ggj-3345	82	2	figure	figure	NOUN
ggj-3345	82	3	3	3	NUM
ggj-3345	82	4	.	.	NOUN
ggj-3345	82	5	comparison	comparison	NOUN
ggj-3345	82	6	of	of	ADP
ggj-3345	82	7	the	the	DET
ggj-3345	82	8	model	model	NOUN
ggj-3345	82	9	created	create	VERB
ggj-3345	82	10	by	by	ADP
ggj-3345	82	11	the	the	DET
ggj-3345	82	12	svm	svm	PROPN
ggj-3345	82	13	optimized	optimize	VERB
ggj-3345	82	14	algorithm	algorithm	NOUN
ggj-3345	82	15	with	with	ADP
ggj-3345	82	16	the	the	DET
ggj-3345	82	17	real	real	ADJ
ggj-3345	82	18	data	datum	NOUN
ggj-3345	82	19	.	.	PUNCT
ggj-3345	83	1	true	true	ADJ
ggj-3345	83	2	data	datum	NOUN
ggj-3345	83	3	values	value	NOUN
ggj-3345	83	4	are	be	AUX
ggj-3345	83	5	marked	mark	VERB
ggj-3345	83	6	in	in	ADP
ggj-3345	83	7	blue	blue	ADJ
ggj-3345	83	8	and	and	CCONJ
ggj-3345	83	9	values	value	NOUN
ggj-3345	83	10	generated	generate	VERB
ggj-3345	83	11	by	by	ADP
ggj-3345	83	12	the	the	DET
ggj-3345	83	13	model	model	NOUN
ggj-3345	83	14	in	in	ADP
ggj-3345	83	15	yellow	yellow	ADJ
ggj-3345	83	16	the	the	DET
ggj-3345	83	17	parameters	parameter	NOUN
ggj-3345	83	18	for	for	ADP
ggj-3345	83	19	estimating	estimate	VERB
ggj-3345	83	20	the	the	DET
ggj-3345	83	21	model	model	NOUN
ggj-3345	83	22	generated	generate	VERB
ggj-3345	83	23	by	by	ADP
ggj-3345	83	24	the	the	DET
ggj-3345	83	25	support	support	NOUN
ggj-3345	83	26	vector	vector	NOUN
ggj-3345	83	27	machine	machine	NOUN
ggj-3345	83	28	(	(	PUNCT
ggj-3345	83	29	svm	svm	PROPN
ggj-3345	83	30	)	)	PUNCT
ggj-3345	83	31	of	of	ADP
ggj-3345	83	32	the	the	DET
ggj-3345	83	33	first	first	ADJ
ggj-3345	83	34	model	model	NOUN
ggj-3345	83	35	are	be	AUX
ggj-3345	83	36	:	:	PUNCT
ggj-3345	83	37	rmse	rmse	PROPN
ggj-3345	83	38	0.58848	0.58848	NUM
ggj-3345	83	39	,	,	PUNCT
ggj-3345	83	40	r2	r2	PROPN
ggj-3345	84	1	_	_	NOUN
ggj-3345	84	2	0.64	0.64	NUM
ggj-3345	84	3	,	,	PUNCT
ggj-3345	84	4	mse_0.34631	mse_0.34631	PROPN
ggj-3345	84	5	,	,	PUNCT
ggj-3345	84	6	mae_0.45479	mae_0.45479	PROPN
ggj-3345	84	7	,	,	PUNCT
ggj-3345	84	8	prediction	prediction	NOUN
ggj-3345	84	9	speed	speed	NOUN
ggj-3345	84	10	~430000	~430000	NUM
ggj-3345	84	11	obs	obs	PROPN
ggj-3345	84	12	/	/	SYM
ggj-3345	84	13	sec	sec	PROPN
ggj-3345	84	14	(	(	PUNCT
ggj-3345	84	15	observations	observation	NOUN
ggj-3345	84	16	per	per	ADP
ggj-3345	84	17	second	second	ADJ
ggj-3345	84	18	)	)	PUNCT
ggj-3345	84	19	,	,	PUNCT
ggj-3345	84	20	training	training	NOUN
ggj-3345	84	21	time	time	NOUN
ggj-3345	84	22	30,296	30,296	NUM
ggj-3345	84	23	s	s	NOUN
ggj-3345	84	24	,	,	PUNCT
ggj-3345	84	25	minimum	minimum	ADJ
ggj-3345	84	26	leaf	leaf	NOUN
ggj-3345	84	27	size	size	NOUN
ggj-3345	84	28	45	45	NUM
ggj-3345	84	29	(	(	PUNCT
ggj-3345	84	30	optimized	optimize	VERB
ggj-3345	84	31	parameter	parameter	NOUN
ggj-3345	84	32	)	)	PUNCT
ggj-3345	84	33	,	,	PUNCT
ggj-3345	84	34	hyperparametric	hyperparametric	ADJ
ggj-3345	84	35	search	search	NOUN
ggj-3345	84	36	ranking	ranking	ADJ
ggj-3345	84	37	:	:	PUNCT
ggj-3345	84	38	minimum	minimum	ADJ
ggj-3345	84	39	leaf	leaf	NOUN
ggj-3345	84	40	size_1	size_1	NOUN
ggj-3345	84	41	-	-	PUNCT
ggj-3345	84	42	3420	3420	NUM
ggj-3345	84	43	.	.	PUNCT
ggj-3345	85	1	all	all	DET
ggj-3345	85	2	these	these	DET
ggj-3345	85	3	parameters	parameter	NOUN
ggj-3345	85	4	are	be	AUX
ggj-3345	85	5	needed	need	VERB
ggj-3345	85	6	to	to	PART
ggj-3345	85	7	estimate	estimate	VERB
ggj-3345	85	8	the	the	DET
ggj-3345	85	9	model	model	NOUN
ggj-3345	85	10	.	.	PUNCT
ggj-3345	86	1	to	to	PART
ggj-3345	86	2	avoid	avoid	VERB
ggj-3345	86	3	excessive	excessive	ADJ
ggj-3345	86	4	adjustment	adjustment	NOUN
ggj-3345	86	5	,	,	PUNCT
ggj-3345	86	6	30	30	NUM
ggj-3345	86	7	additional	additional	ADJ
ggj-3345	86	8	stations	station	NOUN
ggj-3345	86	9	in	in	ADP
ggj-3345	86	10	the	the	DET
ggj-3345	86	11	kartli	kartli	NOUN
ggj-3345	86	12	region	region	NOUN
ggj-3345	86	13	were	be	AUX
ggj-3345	86	14	added	add	VERB
ggj-3345	86	15	.	.	PUNCT
ggj-3345	87	1	figure	figure	VERB
ggj-3345	87	2	4	4	NUM
ggj-3345	87	3	.	.	PUNCT
ggj-3345	87	4	comparison	comparison	NOUN
ggj-3345	87	5	of	of	ADP
ggj-3345	87	6	the	the	DET
ggj-3345	87	7	model	model	NOUN
ggj-3345	87	8	generated	generate	VERB
ggj-3345	87	9	by	by	ADP
ggj-3345	87	10	matlab	matlab	PROPN
ggj-3345	87	11	and	and	CCONJ
ggj-3345	87	12	the	the	DET
ggj-3345	87	13	actual	actual	ADJ
ggj-3345	87	14	observation	observation	NOUN
ggj-3345	87	15	data	datum	NOUN
ggj-3345	87	16	palavandishvili	palavandishvili	NOUN
ggj-3345	87	17	.	.	PUNCT
ggj-3345	88	1	2024	2024	NUM
ggj-3345	88	2	4(2	4(2	NUM
ggj-3345	88	3	)	)	PUNCT
ggj-3345	88	4	35	35	NUM
ggj-3345	88	5	figure	figure	NOUN
ggj-3345	88	6	4	4	NUM
ggj-3345	88	7	shows	show	VERB
ggj-3345	88	8	a	a	DET
ggj-3345	88	9	visual	visual	ADJ
ggj-3345	88	10	comparison	comparison	NOUN
ggj-3345	88	11	of	of	ADP
ggj-3345	88	12	the	the	DET
ggj-3345	88	13	actual	actual	ADJ
ggj-3345	88	14	and	and	CCONJ
ggj-3345	88	15	predicted	predict	VERB
ggj-3345	88	16	results	result	NOUN
ggj-3345	88	17	generated	generate	VERB
ggj-3345	88	18	by	by	ADP
ggj-3345	88	19	matlab	matlab	PROPN
ggj-3345	88	20	.	.	PUNCT
ggj-3345	89	1	actual	actual	ADJ
ggj-3345	89	2	data	datum	NOUN
ggj-3345	89	3	value	value	NOUN
ggj-3345	89	4	is	be	AUX
ggj-3345	89	5	marked	mark	VERB
ggj-3345	89	6	in	in	ADP
ggj-3345	89	7	blue	blue	ADJ
ggj-3345	89	8	,	,	PUNCT
ggj-3345	89	9	predicted	predict	VERB
ggj-3345	89	10	data	datum	NOUN
ggj-3345	89	11	value	value	NOUN
ggj-3345	89	12	in	in	ADP
ggj-3345	89	13	yellow	yellow	PROPN
ggj-3345	89	14	.	.	PUNCT
ggj-3345	90	1	bagged	bagged	ADJ
ggj-3345	90	2	trees	tree	NOUN
ggj-3345	90	3	assembled	assemble	VERB
ggj-3345	90	4	by	by	ADP
ggj-3345	90	5	an	an	DET
ggj-3345	90	6	optimized	optimize	VERB
ggj-3345	90	7	algorithm	algorithm	NOUN
ggj-3345	90	8	showed	show	VERB
ggj-3345	90	9	the	the	DET
ggj-3345	90	10	best	good	ADJ
ggj-3345	90	11	results	result	NOUN
ggj-3345	90	12	in	in	ADP
ggj-3345	90	13	regression	regression	NOUN
ggj-3345	90	14	algorithm	algorithm	NOUN
ggj-3345	90	15	training	training	NOUN
ggj-3345	90	16	.	.	PUNCT
ggj-3345	91	1	learning	learn	VERB
ggj-3345	91	2	time	time	NOUN
ggj-3345	91	3	is	be	AUX
ggj-3345	91	4	326.21	326.21	NUM
ggj-3345	91	5	s	s	NOUN
ggj-3345	91	6	,	,	PUNCT
ggj-3345	91	7	prediction	prediction	NOUN
ggj-3345	91	8	speed	speed	NOUN
ggj-3345	91	9	~	~	PUNCT
ggj-3345	91	10	7900	7900	NUM
ggj-3345	91	11	observations	observation	NOUN
ggj-3345	91	12	/	/	SYM
ggj-3345	91	13	second	second	ADJ
ggj-3345	91	14	,	,	PUNCT
ggj-3345	91	15	characteristic	characteristic	ADJ
ggj-3345	91	16	parameters	parameter	NOUN
ggj-3345	91	17	:	:	PUNCT
ggj-3345	91	18	rmse	rmse	PROPN
ggj-3345	91	19	0.5046	0.5046	NUM
ggj-3345	91	20	,	,	PUNCT
ggj-3345	91	21	r2	r2	PROPN
ggj-3345	91	22	0.64	0.64	NUM
ggj-3345	91	23	,	,	PUNCT
ggj-3345	91	24	mse	mse	NOUN
ggj-3345	91	25	0.25466	0.25466	NUM
ggj-3345	91	26	,	,	PUNCT
ggj-3345	91	27	mae	mae	PROPN
ggj-3345	91	28	0.38065	0.38065	PROPN
ggj-3345	91	29	.	.	PUNCT
ggj-3345	92	1	figure	figure	NOUN
ggj-3345	92	2	5	5	NUM
ggj-3345	92	3	.	.	PUNCT
ggj-3345	92	4	prediction	prediction	NOUN
ggj-3345	92	5	response	response	NOUN
ggj-3345	92	6	generated	generate	VERB
ggj-3345	92	7	by	by	ADP
ggj-3345	92	8	matlab	matlab	PROPN
ggj-3345	92	9	figure	figure	NOUN
ggj-3345	92	10	5	5	NUM
ggj-3345	92	11	shows	show	VERB
ggj-3345	92	12	the	the	DET
ggj-3345	92	13	observation	observation	NOUN
ggj-3345	92	14	points	point	NOUN
ggj-3345	92	15	and	and	CCONJ
ggj-3345	92	16	the	the	DET
ggj-3345	92	17	best	good	ADJ
ggj-3345	92	18	forecast	forecast	NOUN
ggj-3345	92	19	.	.	PUNCT
ggj-3345	93	1	based	base	VERB
ggj-3345	93	2	on	on	ADP
ggj-3345	93	3	the	the	DET
ggj-3345	93	4	analysis	analysis	NOUN
ggj-3345	93	5	of	of	ADP
ggj-3345	93	6	this	this	DET
ggj-3345	93	7	drawing	drawing	NOUN
ggj-3345	93	8	,	,	PUNCT
ggj-3345	93	9	we	we	PRON
ggj-3345	93	10	can	can	AUX
ggj-3345	93	11	judge	judge	VERB
ggj-3345	93	12	what	what	PRON
ggj-3345	93	13	kind	kind	NOUN
ggj-3345	93	14	of	of	ADP
ggj-3345	93	15	model	model	NOUN
ggj-3345	93	16	it	it	PRON
ggj-3345	93	17	is	be	AUX
ggj-3345	93	18	.	.	PUNCT
ggj-3345	94	1	if	if	SCONJ
ggj-3345	94	2	the	the	DET
ggj-3345	94	3	data	datum	NOUN
ggj-3345	94	4	(	(	PUNCT
ggj-3345	94	5	points	point	NOUN
ggj-3345	94	6	)	)	PUNCT
ggj-3345	94	7	are	be	AUX
ggj-3345	94	8	very	very	ADV
ggj-3345	94	9	scattered	scatter	VERB
ggj-3345	94	10	,	,	PUNCT
ggj-3345	94	11	this	this	PRON
ggj-3345	94	12	indicates	indicate	VERB
ggj-3345	94	13	underfitting	underfitting	NOUN
ggj-3345	94	14	,	,	PUNCT
ggj-3345	94	15	while	while	SCONJ
ggj-3345	94	16	points	point	NOUN
ggj-3345	94	17	that	that	PRON
ggj-3345	94	18	are	be	AUX
ggj-3345	94	19	close	close	ADJ
ggj-3345	94	20	to	to	ADP
ggj-3345	94	21	the	the	DET
ggj-3345	94	22	prediction	prediction	NOUN
ggj-3345	94	23	curve	curve	NOUN
ggj-3345	94	24	(	(	PUNCT
ggj-3345	94	25	line	line	NOUN
ggj-3345	94	26	)	)	PUNCT
ggj-3345	94	27	indicate	indicate	VERB
ggj-3345	94	28	overfitting	overfitting	NOUN
ggj-3345	94	29	(	(	PUNCT
ggj-3345	94	30	mchanay	mchanay	NOUN
ggj-3345	94	31	,	,	PUNCT
ggj-3345	94	32	2014	2014	NUM
ggj-3345	94	33	)	)	PUNCT
ggj-3345	94	34	.	.	PUNCT
ggj-3345	95	1	when	when	SCONJ
ggj-3345	95	2	many	many	ADJ
ggj-3345	95	3	points	point	NOUN
ggj-3345	95	4	are	be	AUX
ggj-3345	95	5	gathered	gather	VERB
ggj-3345	95	6	in	in	ADP
ggj-3345	95	7	one	one	NUM
ggj-3345	95	8	area	area	NOUN
ggj-3345	95	9	,	,	PUNCT
ggj-3345	95	10	it	it	PRON
ggj-3345	95	11	can	can	AUX
ggj-3345	95	12	be	be	AUX
ggj-3345	95	13	concluded	conclude	VERB
ggj-3345	95	14	that	that	SCONJ
ggj-3345	95	15	the	the	DET
ggj-3345	95	16	model	model	NOUN
ggj-3345	95	17	is	be	AUX
ggj-3345	95	18	a	a	DET
ggj-3345	95	19	good	good	ADJ
ggj-3345	95	20	fit	fit	NOUN
ggj-3345	95	21	,	,	PUNCT
ggj-3345	95	22	i.e.	i.e.	X
ggj-3345	95	23	,	,	PUNCT
ggj-3345	95	24	satisfactory	satisfactory	ADJ
ggj-3345	95	25	.	.	PUNCT
ggj-3345	96	1	figure	figure	NOUN
ggj-3345	96	2	6	6	NUM
ggj-3345	96	3	.	.	PUNCT
ggj-3345	97	1	learning	learn	VERB
ggj-3345	97	2	process	process	NOUN
ggj-3345	97	3	of	of	ADP
ggj-3345	97	4	optimized	optimize	VERB
ggj-3345	97	5	bagged	bagged	NOUN
ggj-3345	97	6	trees	tree	NOUN
ggj-3345	97	7	generated	generate	VERB
ggj-3345	97	8	by	by	ADP
ggj-3345	97	9	matlab	matlab	PROPN
ggj-3345	97	10	palavandishvili	palavandishvili	NOUN
ggj-3345	97	11	.	.	PUNCT
ggj-3345	98	1	2024	2024	NUM
ggj-3345	98	2	4(2	4(2	NUM
ggj-3345	98	3	)	)	PUNCT
ggj-3345	98	4	36	36	NUM
ggj-3345	98	5	figure	figure	NOUN
ggj-3345	98	6	6	6	NUM
ggj-3345	98	7	depicts	depict	VERB
ggj-3345	98	8	the	the	DET
ggj-3345	98	9	optimized	optimize	VERB
ggj-3345	98	10	bagged	bagged	NOUN
ggj-3345	98	11	trees	tree	NOUN
ggj-3345	98	12	learning	learning	NOUN
ggj-3345	98	13	process	process	NOUN
ggj-3345	98	14	.	.	PUNCT
ggj-3345	99	1	the	the	DET
ggj-3345	99	2	minimum	minimum	ADJ
ggj-3345	99	3	leaf	leaf	NOUN
ggj-3345	99	4	size	size	NOUN
ggj-3345	99	5	is	be	AUX
ggj-3345	99	6	19	19	NUM
ggj-3345	99	7	,	,	PUNCT
ggj-3345	99	8	with	with	ADP
ggj-3345	99	9	40	40	NUM
ggj-3345	99	10	iterations	iteration	NOUN
ggj-3345	99	11	instead	instead	ADV
ggj-3345	99	12	of	of	ADP
ggj-3345	99	13	30	30	NUM
ggj-3345	99	14	iterations	iteration	NOUN
ggj-3345	99	15	assigned	assign	VERB
ggj-3345	99	16	for	for	ADP
ggj-3345	99	17	optimization	optimization	NOUN
ggj-3345	99	18	.	.	PUNCT
ggj-3345	100	1	estimated	estimate	VERB
ggj-3345	100	2	minimum	minimum	ADJ
ggj-3345	100	3	mean	mean	NOUN
ggj-3345	100	4	square	square	ADJ
ggj-3345	100	5	deviation	deviation	NOUN
ggj-3345	100	6	is	be	AUX
ggj-3345	100	7	marked	mark	VERB
ggj-3345	100	8	in	in	ADP
ggj-3345	100	9	blue	blue	ADJ
ggj-3345	100	10	,	,	PUNCT
ggj-3345	100	11	observed	observe	VERB
ggj-3345	100	12	minimum	minimum	ADJ
ggj-3345	100	13	mean	mean	NOUN
ggj-3345	100	14	square	square	ADJ
ggj-3345	100	15	deviation	deviation	NOUN
ggj-3345	100	16	in	in	ADP
ggj-3345	100	17	blue	blue	NOUN
ggj-3345	100	18	.	.	PUNCT
ggj-3345	101	1	the	the	DET
ggj-3345	101	2	learning	learning	NOUN
ggj-3345	101	3	rate	rate	NOUN
ggj-3345	101	4	is	be	AUX
ggj-3345	101	5	0.27325	0.27325	NUM
ggj-3345	101	6	.	.	PUNCT
ggj-3345	102	1	after	after	ADP
ggj-3345	102	2	the	the	DET
ggj-3345	102	3	training	training	NOUN
ggj-3345	102	4	stage	stage	NOUN
ggj-3345	102	5	,	,	PUNCT
ggj-3345	102	6	the	the	DET
ggj-3345	102	7	model	model	NOUN
ggj-3345	102	8	was	be	AUX
ggj-3345	102	9	subjected	subject	VERB
ggj-3345	102	10	to	to	ADP
ggj-3345	102	11	fitting	fit	VERB
ggj-3345	102	12	to	to	ADP
ggj-3345	102	13	the	the	DET
ggj-3345	102	14	data	datum	NOUN
ggj-3345	102	15	of	of	ADP
ggj-3345	102	16	2001	2001	NUM
ggj-3345	102	17	-	-	SYM
ggj-3345	102	18	2022	2022	NUM
ggj-3345	102	19	for	for	ADP
ggj-3345	102	20	further	further	ADJ
ggj-3345	102	21	processing	processing	NOUN
ggj-3345	102	22	.	.	PUNCT
ggj-3345	103	1	it	it	PRON
ggj-3345	103	2	is	be	AUX
ggj-3345	103	3	also	also	ADV
ggj-3345	103	4	worth	worth	ADJ
ggj-3345	103	5	noting	note	VERB
ggj-3345	103	6	that	that	SCONJ
ggj-3345	103	7	for	for	ADP
ggj-3345	103	8	the	the	DET
ggj-3345	103	9	adjustment	adjustment	NOUN
ggj-3345	103	10	and	and	CCONJ
ggj-3345	103	11	forecasting	forecasting	NOUN
ggj-3345	103	12	process	process	NOUN
ggj-3345	103	13	,	,	PUNCT
ggj-3345	103	14	those	those	DET
ggj-3345	103	15	stations	station	NOUN
ggj-3345	103	16	that	that	PRON
ggj-3345	103	17	operated	operate	VERB
ggj-3345	103	18	between	between	ADP
ggj-3345	103	19	2001	2001	NUM
ggj-3345	103	20	and	and	CCONJ
ggj-3345	103	21	2022	2022	NUM
ggj-3345	103	22	,	,	PUNCT
ggj-3345	103	23	at	at	ADP
ggj-3345	103	24	least	least	ADJ
ggj-3345	103	25	for	for	ADP
ggj-3345	103	26	several	several	ADJ
ggj-3345	103	27	years	year	NOUN
ggj-3345	103	28	,	,	PUNCT
ggj-3345	103	29	were	be	AUX
ggj-3345	103	30	selected	select	VERB
ggj-3345	103	31	.	.	PUNCT
ggj-3345	104	1	they	they	PRON
ggj-3345	104	2	were	be	AUX
ggj-3345	104	3	then	then	ADV
ggj-3345	104	4	filled	fill	VERB
ggj-3345	104	5	with	with	ADP
ggj-3345	104	6	chirps	chirps	PROPN
ggj-3345	104	7	satellite	satellite	NOUN
ggj-3345	104	8	data	datum	NOUN
ggj-3345	104	9	(	(	PUNCT
ggj-3345	104	10	palavandishvili	palavandishvili	NOUN
ggj-3345	104	11	,	,	PUNCT
ggj-3345	104	12	2021	2021	NUM
ggj-3345	104	13	)	)	PUNCT
ggj-3345	104	14	.	.	PUNCT
ggj-3345	105	1	to	to	PART
ggj-3345	105	2	perform	perform	VERB
ggj-3345	105	3	the	the	DET
ggj-3345	105	4	prediction	prediction	NOUN
ggj-3345	105	5	,	,	PUNCT
ggj-3345	105	6	it	it	PRON
ggj-3345	105	7	was	be	AUX
ggj-3345	105	8	necessary	necessary	ADJ
ggj-3345	105	9	to	to	PART
ggj-3345	105	10	calculate	calculate	VERB
ggj-3345	105	11	a	a	DET
ggj-3345	105	12	linear	linear	ADJ
ggj-3345	105	13	regression	regression	NOUN
ggj-3345	105	14	equation	equation	NOUN
ggj-3345	105	15	for	for	ADP
ggj-3345	105	16	each	each	DET
ggj-3345	105	17	station	station	NOUN
ggj-3345	105	18	using	use	VERB
ggj-3345	105	19	the	the	DET
ggj-3345	105	20	polyfit	polyfit	ADJ
ggj-3345	105	21	function	function	NOUN
ggj-3345	105	22	in	in	ADP
ggj-3345	105	23	matlab	matlab	PROPN
ggj-3345	105	24	space	space	NOUN
ggj-3345	105	25	.	.	PUNCT
ggj-3345	106	1	after	after	ADP
ggj-3345	106	2	calculating	calculate	VERB
ggj-3345	106	3	the	the	DET
ggj-3345	106	4	coefficients	coefficient	NOUN
ggj-3345	106	5	,	,	PUNCT
ggj-3345	106	6	polynomials	polynomial	NOUN
ggj-3345	106	7	were	be	AUX
ggj-3345	106	8	calculated	calculate	VERB
ggj-3345	106	9	in	in	ADP
ggj-3345	106	10	the	the	DET
ggj-3345	106	11	matlab	matlab	PROPN
ggj-3345	106	12	space	space	NOUN
ggj-3345	106	13	with	with	ADP
ggj-3345	106	14	the	the	DET
ggj-3345	106	15	polyval	polyval	NOUN
ggj-3345	106	16	function	function	NOUN
ggj-3345	106	17	.	.	PUNCT
ggj-3345	107	1	y	y	X
ggj-3345	107	2	=	=	ADJ
ggj-3345	107	3	ax+b	ax+b	PROPN
ggj-3345	107	4	from	from	ADP
ggj-3345	107	5	the	the	DET
ggj-3345	107	6	parameters	parameter	NOUN
ggj-3345	107	7	included	include	VERB
ggj-3345	107	8	in	in	ADP
ggj-3345	107	9	this	this	DET
ggj-3345	107	10	equation	equation	NOUN
ggj-3345	107	11	,	,	PUNCT
ggj-3345	107	12	the	the	DET
ggj-3345	107	13	following	follow	VERB
ggj-3345	107	14	were	be	AUX
ggj-3345	107	15	selected	select	VERB
ggj-3345	107	16	:	:	PUNCT
ggj-3345	107	17	a	a	DET
ggj-3345	107	18	the	the	DET
ggj-3345	107	19	standardized	standardized	ADJ
ggj-3345	107	20	precipitation	precipitation	NOUN
ggj-3345	107	21	index	index	NOUN
ggj-3345	107	22	calculated	calculate	VERB
ggj-3345	107	23	by	by	ADP
ggj-3345	107	24	the	the	DET
ggj-3345	107	25	model	model	NOUN
ggj-3345	107	26	,	,	PUNCT
ggj-3345	107	27	x	x	PROPN
ggj-3345	107	28	the	the	DET
ggj-3345	107	29	value	value	NOUN
ggj-3345	107	30	of	of	ADP
ggj-3345	107	31	the	the	DET
ggj-3345	107	32	sum	sum	NOUN
ggj-3345	107	33	of	of	ADP
ggj-3345	107	34	the	the	DET
ggj-3345	107	35	monthly	monthly	ADJ
ggj-3345	107	36	precipitation	precipitation	NOUN
ggj-3345	107	37	for	for	ADP
ggj-3345	107	38	a	a	DET
ggj-3345	107	39	specific	specific	ADJ
ggj-3345	107	40	scenario	scenario	NOUN
ggj-3345	107	41	,	,	PUNCT
ggj-3345	107	42	b	b	X
ggj-3345	107	43	the	the	DET
ggj-3345	107	44	standardized	standardized	ADJ
ggj-3345	107	45	value	value	NOUN
ggj-3345	107	46	of	of	ADP
ggj-3345	107	47	the	the	DET
ggj-3345	107	48	actual	actual	ADJ
ggj-3345	107	49	precipitation	precipitation	NOUN
ggj-3345	107	50	.	.	PUNCT
ggj-3345	108	1	in	in	ADP
ggj-3345	108	2	the	the	DET
ggj-3345	108	3	first	first	ADJ
ggj-3345	108	4	case	case	NOUN
ggj-3345	108	5	of	of	ADP
ggj-3345	108	6	the	the	DET
ggj-3345	108	7	forecast	forecast	NOUN
ggj-3345	108	8	scenario	scenario	PROPN
ggj-3345	108	9	,	,	PUNCT
ggj-3345	108	10	the	the	DET
ggj-3345	108	11	amount	amount	NOUN
ggj-3345	108	12	of	of	ADP
ggj-3345	108	13	precipitation	precipitation	NOUN
ggj-3345	108	14	was	be	AUX
ggj-3345	108	15	determined	determine	VERB
ggj-3345	108	16	from	from	ADP
ggj-3345	108	17	0	0	NUM
ggj-3345	108	18	cm	cm	NOUN
ggj-3345	108	19	to	to	ADP
ggj-3345	108	20	10	10	NUM
ggj-3345	108	21	cm	cm	NOUN
ggj-3345	108	22	because	because	SCONJ
ggj-3345	108	23	we	we	PRON
ggj-3345	108	24	are	be	AUX
ggj-3345	108	25	interested	interested	ADJ
ggj-3345	108	26	in	in	ADP
ggj-3345	108	27	the	the	DET
ggj-3345	108	28	process	process	NOUN
ggj-3345	108	29	of	of	ADP
ggj-3345	108	30	drought	drought	NOUN
ggj-3345	108	31	development	development	NOUN
ggj-3345	108	32	in	in	ADP
ggj-3345	108	33	the	the	DET
ggj-3345	108	34	case	case	NOUN
ggj-3345	108	35	of	of	ADP
ggj-3345	108	36	a	a	DET
ggj-3345	108	37	small	small	ADJ
ggj-3345	108	38	amount	amount	NOUN
ggj-3345	108	39	of	of	ADP
ggj-3345	108	40	precipitation	precipitation	NOUN
ggj-3345	108	41	.	.	PUNCT
ggj-3345	109	1	table	table	NOUN
ggj-3345	109	2	3	3	NUM
ggj-3345	109	3	.	.	PUNCT
ggj-3345	109	4	standardized	standardized	ADJ
ggj-3345	109	5	precipitation	precipitation	NOUN
ggj-3345	109	6	index	index	NOUN
ggj-3345	109	7	(	(	PUNCT
ggj-3345	109	8	spi	spi	PROPN
ggj-3345	109	9	)	)	PUNCT
ggj-3345	109	10	,	,	PUNCT
ggj-3345	109	11	0	0	NUM
ggj-3345	109	12	cm	cm	NOUN
ggj-3345	109	13	to	to	ADP
ggj-3345	109	14	10	10	NUM
ggj-3345	109	15	cm	cm	NOUN
ggj-3345	109	16	inclusive	inclusive	ADJ
ggj-3345	109	17	precipitation	precipitation	NOUN
ggj-3345	109	18	forecast	forecast	NOUN
ggj-3345	109	19	for	for	ADP
ggj-3345	109	20	some	some	DET
ggj-3345	109	21	regions	region	NOUN
ggj-3345	109	22	of	of	ADP
ggj-3345	109	23	kakheti	kakheti	PROPN
ggj-3345	109	24	precipitation	precipitation	PROPN
ggj-3345	109	25	forecast	forecast	PROPN
ggj-3345	109	26	(	(	PUNCT
ggj-3345	109	27	sm	sm	PROPN
ggj-3345	109	28	)	)	PUNCT
ggj-3345	109	29	dedoplistskaro	dedoplistskaro	NOUN
ggj-3345	109	30	sagarejo	sagarejo	PROPN
ggj-3345	109	31	gurjaani	gurjaani	PROPN
ggj-3345	109	32	khvareli	khvareli	PROPN
ggj-3345	109	33	lagodekhi	lagodekhi	PROPN
ggj-3345	109	34	omalo	omalo	PROPN
ggj-3345	109	35	telai	telai	PROPN
ggj-3345	109	36	0	0	NUM
ggj-3345	110	1	-0.270	-0.270	NUM
ggj-3345	111	1	-0.336	-0.336	NOUN
ggj-3345	111	2	-0.008	-0.008	NOUN
ggj-3345	111	3	0.002	0.002	NUM
ggj-3345	111	4	-0.524	-0.524	NOUN
ggj-3345	111	5	0.270	0.270	NUM
ggj-3345	111	6	-0.568	-0.568	NOUN
ggj-3345	111	7	1	1	NUM
ggj-3345	111	8	-0.021	-0.021	NOUN
ggj-3345	111	9	-0.057	-0.057	PUNCT
ggj-3345	111	10	-0.097	-0.097	X
ggj-3345	112	1	-0.012	-0.012	PUNCT
ggj-3345	112	2	-0.269	-0.269	SYM
ggj-3345	112	3	0.429	0.429	NUM
ggj-3345	112	4	-0.325	-0.325	NOUN
ggj-3345	112	5	2	2	NUM
ggj-3345	112	6	0.227	0.227	NUM
ggj-3345	112	7	0.220	0.220	NUM
ggj-3345	112	8	-0.186	-0.186	NUM
ggj-3345	112	9	-0.026	-0.026	X
ggj-3345	112	10	-0.014	-0.014	NOUN
ggj-3345	112	11	0.587	0.587	NUM
ggj-3345	112	12	-0.083	-0.083	NOUN
ggj-3345	112	13	3	3	NUM
ggj-3345	112	14	0.475	0.475	NUM
ggj-3345	112	15	0.498	0.498	NUM
ggj-3345	112	16	-0.275	-0.275	PUNCT
ggj-3345	112	17	-0.041	-0.041	ADP
ggj-3345	112	18	0.240	0.240	NUM
ggj-3345	112	19	0.746	0.746	NUM
ggj-3345	112	20	0.159	0.159	NUM
ggj-3345	112	21	4	4	NUM
ggj-3345	112	22	0.724	0.724	NUM
ggj-3345	112	23	0.776	0.776	NUM
ggj-3345	112	24	-0.365	-0.365	NOUN
ggj-3345	112	25	-0.054	-0.054	ADP
ggj-3345	112	26	0.495	0.495	NUM
ggj-3345	112	27	0.905	0.905	NUM
ggj-3345	112	28	0.402	0.402	NUM
ggj-3345	112	29	5	5	NUM
ggj-3345	112	30	0.973	0.973	NUM
ggj-3345	112	31	1.054	1.054	NUM
ggj-3345	112	32	-0.454	-0.454	PUNCT
ggj-3345	112	33	-0.068	-0.068	NOUN
ggj-3345	112	34	0.750	0.750	NUM
ggj-3345	112	35	1.064	1.064	NUM
ggj-3345	112	36	0.645	0.645	NUM
ggj-3345	112	37	6	6	NUM
ggj-3345	112	38	1.222	1.222	NUM
ggj-3345	112	39	1.333	1.333	NUM
ggj-3345	112	40	-0.543	-0.543	NOUN
ggj-3345	112	41	-0.082	-0.082	NUM
ggj-3345	112	42	1.005	1.005	NUM
ggj-3345	112	43	1.222	1.222	NUM
ggj-3345	112	44	0.888	0.888	NUM
ggj-3345	112	45	7	7	NUM
ggj-3345	112	46	1.470	1.470	NUM
ggj-3345	112	47	1.611	1.611	NUM
ggj-3345	112	48	-0.633	-0.633	NUM
ggj-3345	112	49	-0.096	-0.096	NOUN
ggj-3345	112	50	1.260	1.260	NUM
ggj-3345	112	51	1.381	1.381	NUM
ggj-3345	112	52	1.131	1.131	NUM
ggj-3345	112	53	8	8	NUM
ggj-3345	112	54	1.719	1.719	NUM
ggj-3345	112	55	1.889	1.889	NUM
ggj-3345	112	56	-0.722	-0.722	NOUN
ggj-3345	112	57	-0.110	-0.110	NUM
ggj-3345	112	58	1.514	1.514	NUM
ggj-3345	112	59	1.540	1.540	NUM
ggj-3345	112	60	1.374	1.374	NUM
ggj-3345	112	61	9	9	NUM
ggj-3345	112	62	1.968	1.968	NUM
ggj-3345	112	63	2.167	2.167	NUM
ggj-3345	112	64	-0.811	-0.811	NUM
ggj-3345	112	65	-0.124	-0.124	PROPN
ggj-3345	112	66	1.769	1.769	NUM
ggj-3345	112	67	1.698	1.698	NUM
ggj-3345	112	68	1.617	1.617	NUM
ggj-3345	112	69	10	10	NUM
ggj-3345	112	70	2.217	2.217	NUM
ggj-3345	112	71	2.445	2.445	NUM
ggj-3345	112	72	-0.901	-0.901	NOUN
ggj-3345	112	73	-0.138	-0.138	PROPN
ggj-3345	112	74	2.024	2.024	NUM
ggj-3345	112	75	1.857	1.857	NUM
ggj-3345	112	76	1.860	1.860	NUM
ggj-3345	112	77	conclusion	conclusion	NOUN
ggj-3345	112	78	the	the	DET
ggj-3345	112	79	analysis	analysis	NOUN
ggj-3345	112	80	showed	show	VERB
ggj-3345	112	81	that	that	SCONJ
ggj-3345	112	82	gurjaan	gurjaan	NOUN
ggj-3345	112	83	and	and	CCONJ
ggj-3345	112	84	kvareli	kvareli	NOUN
ggj-3345	112	85	are	be	AUX
ggj-3345	112	86	more	more	ADV
ggj-3345	112	87	vulnerable	vulnerable	ADJ
ggj-3345	112	88	to	to	ADP
ggj-3345	112	89	a	a	DET
ggj-3345	112	90	small	small	ADJ
ggj-3345	112	91	amount	amount	NOUN
ggj-3345	112	92	of	of	ADP
ggj-3345	112	93	precipitation	precipitation	NOUN
ggj-3345	112	94	,	,	PUNCT
ggj-3345	112	95	and	and	CCONJ
ggj-3345	112	96	less	less	ADV
ggj-3345	112	97	vulnerable	vulnerable	ADJ
ggj-3345	112	98	regions	region	NOUN
ggj-3345	112	99	were	be	AUX
ggj-3345	112	100	also	also	ADV
ggj-3345	112	101	identified	identify	VERB
ggj-3345	112	102	:	:	PUNCT
ggj-3345	112	103	dedoplistskaro	dedoplistskaro	NOUN
ggj-3345	112	104	,	,	PUNCT
ggj-3345	112	105	sagarejo	sagarejo	NOUN
ggj-3345	112	106	,	,	PUNCT
ggj-3345	112	107	and	and	CCONJ
ggj-3345	112	108	lagodekhi	lagodekhi	PROPN
ggj-3345	112	109	.	.	PUNCT
ggj-3345	113	1	when	when	SCONJ
ggj-3345	113	2	analyzing	analyze	VERB
ggj-3345	113	3	these	these	DET
ggj-3345	113	4	results	result	NOUN
ggj-3345	113	5	,	,	PUNCT
ggj-3345	113	6	station	station	NOUN
ggj-3345	113	7	altitude	altitude	NOUN
ggj-3345	113	8	and	and	CCONJ
ggj-3345	113	9	humidity	humidity	NOUN
ggj-3345	113	10	should	should	AUX
ggj-3345	113	11	be	be	AUX
ggj-3345	113	12	considered	consider	VERB
ggj-3345	113	13	,	,	PUNCT
ggj-3345	113	14	as	as	ADV
ggj-3345	113	15	well	well	ADV
ggj-3345	113	16	as	as	ADP
ggj-3345	113	17	the	the	DET
ggj-3345	113	18	fact	fact	NOUN
ggj-3345	113	19	that	that	SCONJ
ggj-3345	113	20	in	in	ADP
ggj-3345	113	21	the	the	DET
ggj-3345	113	22	case	case	NOUN
ggj-3345	113	23	of	of	ADP
ggj-3345	113	24	artana	artana	PROPN
ggj-3345	113	25	and	and	CCONJ
ggj-3345	113	26	melaani	melaani	ADJ
ggj-3345	113	27	stations	station	NOUN
ggj-3345	113	28	some	some	DET
ggj-3345	113	29	satellite	satellite	NOUN
ggj-3345	113	30	data	datum	NOUN
ggj-3345	113	31	were	be	AUX
ggj-3345	113	32	not	not	PART
ggj-3345	113	33	found	find	VERB
ggj-3345	113	34	;	;	PUNCT
ggj-3345	113	35	that	that	PRON
ggj-3345	113	36	’s	’	VERB
ggj-3345	113	37	why	why	SCONJ
ggj-3345	113	38	the	the	DET
ggj-3345	113	39	model	model	NOUN
ggj-3345	113	40	could	could	AUX
ggj-3345	113	41	not	not	PART
ggj-3345	113	42	cover	cover	VERB
ggj-3345	113	43	the	the	DET
ggj-3345	113	44	full	full	ADJ
ggj-3345	113	45	kakheti	kakheti	PROPN
ggj-3345	113	46	region	region	NOUN
ggj-3345	113	47	.	.	PUNCT
ggj-3345	114	1	to	to	PART
ggj-3345	114	2	increase	increase	VERB
ggj-3345	114	3	the	the	DET
ggj-3345	114	4	accuracy	accuracy	NOUN
ggj-3345	114	5	of	of	ADP
ggj-3345	114	6	such	such	ADJ
ggj-3345	114	7	research	research	NOUN
ggj-3345	114	8	,	,	PUNCT
ggj-3345	114	9	it	it	PRON
ggj-3345	114	10	is	be	AUX
ggj-3345	114	11	necessary	necessary	ADJ
ggj-3345	114	12	to	to	PART
ggj-3345	114	13	determine	determine	VERB
ggj-3345	114	14	additional	additional	ADJ
ggj-3345	114	15	parameters	parameter	NOUN
ggj-3345	114	16	—	—	PUNCT
ggj-3345	114	17	temperature	temperature	NOUN
ggj-3345	114	18	,	,	PUNCT
ggj-3345	114	19	humidity	humidity	NOUN
ggj-3345	114	20	,	,	PUNCT
ggj-3345	114	21	soil	soil	NOUN
ggj-3345	114	22	moisture	moisture	NOUN
ggj-3345	114	23	,	,	PUNCT
ggj-3345	114	24	and	and	CCONJ
ggj-3345	114	25	indices	index	NOUN
ggj-3345	114	26	calculated	calculate	VERB
ggj-3345	114	27	from	from	ADP
ggj-3345	114	28	the	the	DET
ggj-3345	114	29	satellite	satellite	NOUN
ggj-3345	114	30	—	—	PUNCT
ggj-3345	114	31	their	their	PRON
ggj-3345	114	32	validation	validation	NOUN
ggj-3345	114	33	and	and	CCONJ
ggj-3345	114	34	adjustment	adjustment	NOUN
ggj-3345	114	35	for	for	ADP
ggj-3345	114	36	the	the	DET
ggj-3345	114	37	machine	machine	NOUN
ggj-3345	114	38	learning	learning	NOUN
ggj-3345	114	39	algorithm	algorithm	NOUN
ggj-3345	114	40	.	.	PUNCT
ggj-3345	115	1	also	also	ADV
ggj-3345	115	2	,	,	PUNCT
ggj-3345	115	3	the	the	DET
ggj-3345	115	4	period	period	NOUN
ggj-3345	115	5	of	of	ADP
ggj-3345	115	6	education	education	NOUN
ggj-3345	115	7	and	and	CCONJ
ggj-3345	115	8	training	training	NOUN
ggj-3345	115	9	should	should	AUX
ggj-3345	115	10	be	be	AUX
ggj-3345	115	11	determined	determine	VERB
ggj-3345	115	12	separately	separately	ADV
ggj-3345	115	13	;	;	PUNCT
ggj-3345	115	14	the	the	DET
ggj-3345	115	15	appropriate	appropriate	ADJ
ggj-3345	115	16	method	method	NOUN
ggj-3345	115	17	for	for	ADP
ggj-3345	115	18	forecasting	forecasting	NOUN
ggj-3345	115	19	will	will	AUX
ggj-3345	115	20	be	be	AUX
ggj-3345	115	21	selected	select	VERB
ggj-3345	115	22	,	,	PUNCT
ggj-3345	115	23	by	by	ADP
ggj-3345	115	24	means	mean	NOUN
ggj-3345	115	25	of	of	ADP
ggj-3345	115	26	which	which	PRON
ggj-3345	115	27	we	we	PRON
ggj-3345	115	28	will	will	AUX
ggj-3345	115	29	get	get	VERB
ggj-3345	115	30	the	the	DET
ggj-3345	115	31	regression	regression	NOUN
ggj-3345	115	32	equation	equation	NOUN
ggj-3345	115	33	.	.	PUNCT
ggj-3345	116	1	competing	compete	VERB
ggj-3345	116	2	interests	interest	NOUN
ggj-3345	116	3	the	the	DET
ggj-3345	116	4	authors	author	NOUN
ggj-3345	116	5	declare	declare	VERB
ggj-3345	116	6	that	that	SCONJ
ggj-3345	116	7	they	they	PRON
ggj-3345	116	8	have	have	VERB
ggj-3345	116	9	no	no	DET
ggj-3345	116	10	competing	compete	VERB
ggj-3345	116	11	interests	interest	NOUN
ggj-3345	116	12	.	.	PUNCT
ggj-3345	117	1	authors	author	NOUN
ggj-3345	117	2	’	’	PART
ggj-3345	117	3	contribution	contribution	NOUN
ggj-3345	117	4	a.	a.	NOUN
ggj-3345	117	5	palavandishvili	palavandishvili	NOUN
ggj-3345	117	6	conceived	conceive	VERB
ggj-3345	117	7	of	of	ADP
ggj-3345	117	8	the	the	DET
ggj-3345	117	9	presented	present	VERB
ggj-3345	117	10	idea	idea	NOUN
ggj-3345	117	11	,	,	PUNCT
ggj-3345	117	12	performed	perform	VERB
ggj-3345	117	13	the	the	DET
ggj-3345	117	14	analytic	analytic	ADJ
ggj-3345	117	15	calculations	calculation	NOUN
ggj-3345	117	16	,	,	PUNCT
ggj-3345	117	17	and	and	CCONJ
ggj-3345	117	18	took	take	VERB
ggj-3345	117	19	the	the	DET
ggj-3345	117	20	lead	lead	NOUN
ggj-3345	117	21	in	in	ADP
ggj-3345	117	22	writing	write	VERB
ggj-3345	117	23	the	the	DET
ggj-3345	117	24	manuscript	manuscript	NOUN
ggj-3345	117	25	.	.	PUNCT
ggj-3345	118	1	orcid	orcid	NOUN
ggj-3345	119	1	i	i	PRON
ggj-3345	119	2	d	d	PROPN
ggj-3345	119	3	ana	ana	PROPN
ggj-3345	119	4	palavandishvili	palavandishvili	NOUN
ggj-3345	119	5	https://orcid.org/0000-0002-7254-685x	https://orcid.org/0000-0002-7254-685x	PROPN
ggj-3345	119	6	reference	reference	PROPN
ggj-3345	119	7	begalishvili	begalishvili	NOUN
ggj-3345	119	8	,	,	PUNCT
ggj-3345	119	9	n.	n.	PROPN
ggj-3345	119	10	,	,	PUNCT
ggj-3345	119	11	robitashvili	robitashvili	PROPN
ggj-3345	119	12	,	,	PUNCT
ggj-3345	119	13	g.	g.	PROPN
ggj-3345	119	14	,	,	PUNCT
ggj-3345	119	15	&	&	CCONJ
ggj-3345	119	16	tatishvili	tatishvili	NOUN
ggj-3345	119	17	,	,	PUNCT
ggj-3345	119	18	m.	m.	NOUN
ggj-3345	119	19	(	(	PUNCT
ggj-3345	119	20	2005	2005	NUM
ggj-3345	119	21	)	)	PUNCT
ggj-3345	119	22	.	.	PUNCT
ggj-3345	120	1	the	the	DET
ggj-3345	120	2	investigation	investigation	NOUN
ggj-3345	120	3	of	of	ADP
ggj-3345	120	4	precipitation	precipitation	NOUN
ggj-3345	120	5	efficiency	efficiency	NOUN
ggj-3345	120	6	of	of	ADP
ggj-3345	120	7	convective	convective	ADJ
ggj-3345	120	8	clouds	cloud	NOUN
ggj-3345	120	9	.	.	PUNCT
ggj-3345	121	1	bulletin	bulletin	NOUN
ggj-3345	121	2	of	of	ADP
ggj-3345	121	3	the	the	DET
ggj-3345	121	4	georgian	georgian	PROPN
ggj-3345	121	5	academy	academy	PROPN
ggj-3345	121	6	of	of	ADP
ggj-3345	121	7	science	science	NOUN
ggj-3345	121	8	.	.	PUNCT
ggj-3345	122	1	palavandishvili	palavandishvili	NOUN
ggj-3345	122	2	.	.	PUNCT
ggj-3345	123	1	2024	2024	NUM
ggj-3345	123	2	4(2	4(2	NUM
ggj-3345	123	3	)	)	PUNCT
ggj-3345	123	4	37	37	NUM
ggj-3345	123	5	guidelines	guideline	NOUN
ggj-3345	123	6	on	on	ADP
ggj-3345	123	7	the	the	DET
ggj-3345	123	8	definition	definition	NOUN
ggj-3345	123	9	and	and	CCONJ
ggj-3345	123	10	characterization	characterization	NOUN
ggj-3345	123	11	of	of	ADP
ggj-3345	123	12	extreme	extreme	ADJ
ggj-3345	123	13	weather	weather	NOUN
ggj-3345	123	14	and	and	CCONJ
ggj-3345	123	15	climate	climate	NOUN
ggj-3345	123	16	events	event	NOUN
ggj-3345	123	17	,	,	PUNCT
ggj-3345	123	18	world	world	NOUN
ggj-3345	123	19	meteorological	meteorological	ADJ
ggj-3345	123	20	organization	organization	NOUN
ggj-3345	123	21	(	(	PUNCT
ggj-3345	123	22	wmo	wmo	PROPN
ggj-3345	123	23	)	)	PUNCT
ggj-3345	123	24	.	.	PUNCT
ggj-3345	124	1	2023	2023	NUM
ggj-3345	124	2	,	,	PUNCT
ggj-3345	124	3	36	36	NUM
ggj-3345	124	4	pp	pp	NOUN
ggj-3345	124	5	.	.	PUNCT
ggj-3345	124	6	,	,	PUNCT
ggj-3345	124	7	isbn	isbn	PROPN
ggj-3345	124	8	978	978	NUM
ggj-3345	124	9	-	-	SYM
ggj-3345	124	10	92	92	NUM
ggj-3345	124	11	-	-	PUNCT
ggj-3345	124	12	63	63	NUM
ggj-3345	124	13	-	-	PUNCT
ggj-3345	124	14	11310	11310	NUM
ggj-3345	124	15	-	-	SYM
ggj-3345	124	16	8	8	NUM
ggj-3345	124	17	.	.	PUNCT
ggj-3345	125	1	https://library.wmo.int/doc_num.php?explnum_id=11535	https://library.wmo.int/doc_num.php?explnum_id=11535	PROPN
ggj-3345	125	2	mastering	master	VERB
ggj-3345	125	3	machine	machine	NOUN
ggj-3345	125	4	learning	learning	NOUN
ggj-3345	125	5	,	,	PUNCT
ggj-3345	125	6	a	a	DET
ggj-3345	125	7	step	step	NOUN
ggj-3345	125	8	-	-	PUNCT
ggj-3345	125	9	by	by	ADP
ggj-3345	125	10	-	-	PUNCT
ggj-3345	125	11	step	step	NOUN
ggj-3345	125	12	guide	guide	NOUN
ggj-3345	125	13	with	with	ADP
ggj-3345	125	14	matlab	matlab	PROPN
ggj-3345	125	15	,	,	PUNCT
ggj-3345	125	16	mathwork	mathwork	NOUN
ggj-3345	125	17	production	production	NOUN
ggj-3345	125	18	.	.	PUNCT
ggj-3345	126	1	22	22	NUM
ggj-3345	126	2	pp	pp	ADP
ggj-3345	126	3	.	.	PUNCT
ggj-3345	127	1	,	,	PUNCT
ggj-3345	127	2	mastering	master	VERB
ggj-3345	127	3	machine	machine	NOUN
ggj-3345	127	4	learning	learning	NOUN
ggj-3345	127	5	:	:	PUNCT
ggj-3345	127	6	a	a	DET
ggj-3345	127	7	step	step	NOUN
ggj-3345	127	8	-	-	PUNCT
ggj-3345	127	9	by	by	ADP
ggj-3345	127	10	-	-	PUNCT
ggj-3345	127	11	step	step	NOUN
ggj-3345	127	12	guide	guide	NOUN
ggj-3345	127	13	with	with	ADP
ggj-3345	127	14	matlab	matlab	PROPN
ggj-3345	127	15	matlab	matlab	PROPN
ggj-3345	127	16	&	&	CCONJ
ggj-3345	127	17	simulink	simulink	PROPN
ggj-3345	127	18	(	(	PUNCT
ggj-3345	127	19	mathworks.com	mathworks.com	X
ggj-3345	127	20	)	)	PUNCT
ggj-3345	127	21	mathwork	mathwork	NOUN
ggj-3345	127	22	matlab	matlab	PROPN
ggj-3345	127	23	statistics	statistic	NOUN
ggj-3345	127	24	and	and	CCONJ
ggj-3345	127	25	machine	machine	NOUN
ggj-3345	127	26	learning	learn	VERB
ggj-3345	127	27	toolbox	toolbox	NOUN
ggj-3345	127	28	documentation	documentation	NOUN
ggj-3345	127	29	(	(	PUNCT
ggj-3345	127	30	2016	2016	NUM
ggj-3345	127	31	)	)	PUNCT
ggj-3345	127	32	.	.	PUNCT
ggj-3345	128	1	stats.pdf	stats.pdf	X
ggj-3345	128	2	(	(	PUNCT
ggj-3345	128	3	mathworks.com	mathworks.com	X
ggj-3345	128	4	)	)	PUNCT
ggj-3345	128	5	mathwork	mathwork	NOUN
ggj-3345	128	6	statistics	statistic	NOUN
ggj-3345	128	7	and	and	CCONJ
ggj-3345	128	8	machine	machine	NOUN
ggj-3345	128	9	learning	learn	VERB
ggj-3345	128	10	toolbox	toolbox	NOUN
ggj-3345	128	11	release	release	NOUN
ggj-3345	128	12	notes	note	VERB
ggj-3345	128	13	rn.pdf	rn.pdf	NOUN
ggj-3345	128	14	(	(	PUNCT
ggj-3345	128	15	mathworks.com	mathworks.com	X
ggj-3345	128	16	)	)	PUNCT
ggj-3345	128	17	mastering	master	VERB
ggj-3345	128	18	machine	machine	NOUN
ggj-3345	128	19	learning	learning	NOUN
ggj-3345	128	20	,	,	PUNCT
ggj-3345	128	21	a	a	DET
ggj-3345	128	22	step	step	NOUN
ggj-3345	128	23	-	-	PUNCT
ggj-3345	128	24	by	by	ADP
ggj-3345	128	25	-	-	PUNCT
ggj-3345	128	26	step	step	NOUN
ggj-3345	128	27	guide	guide	NOUN
ggj-3345	128	28	with	with	ADP
ggj-3345	128	29	matlab	matlab	PROPN
ggj-3345	128	30	,	,	PUNCT
ggj-3345	128	31	mathwork	mathwork	NOUN
ggj-3345	128	32	production	production	NOUN
ggj-3345	128	33	.	.	PUNCT
ggj-3345	129	1	22	22	NUM
ggj-3345	129	2	pp	pp	ADP
ggj-3345	129	3	.	.	PUNCT
ggj-3345	130	1	,	,	PUNCT
ggj-3345	130	2	mastering	master	VERB
ggj-3345	130	3	machine	machine	NOUN
ggj-3345	130	4	learning	learning	NOUN
ggj-3345	130	5	:	:	PUNCT
ggj-3345	130	6	a	a	DET
ggj-3345	130	7	step	step	NOUN
ggj-3345	130	8	-	-	PUNCT
ggj-3345	130	9	by	by	ADP
ggj-3345	130	10	-	-	PUNCT
ggj-3345	130	11	step	step	NOUN
ggj-3345	130	12	guide	guide	NOUN
ggj-3345	130	13	with	with	ADP
ggj-3345	130	14	matlab	matlab	PROPN
ggj-3345	130	15	matlab	matlab	PROPN
ggj-3345	130	16	&	&	CCONJ
ggj-3345	130	17	simulink	simulink	PROPN
ggj-3345	130	18	(	(	PUNCT
ggj-3345	130	19	mathworks.com	mathworks.com	X
ggj-3345	130	20	)	)	PUNCT
ggj-3345	130	21	mchanay	mchanay	NOUN
ggj-3345	130	22	,	,	PUNCT
ggj-3345	130	23	r.	r.	PROPN
ggj-3345	130	24	(	(	PUNCT
ggj-3345	130	25	2014	2014	NUM
ggj-3345	130	26	)	)	PUNCT
ggj-3345	130	27	.	.	PUNCT
ggj-3345	131	1	understanding	understand	VERB
ggj-3345	131	2	computer	computer	NOUN
ggj-3345	131	3	simulation	simulation	NOUN
ggj-3345	131	4	,	,	PUNCT
ggj-3345	131	5	bookboon	bookboon	NOUN
ggj-3345	131	6	,	,	PUNCT
ggj-3345	131	7	ebook	ebook	NOUN
ggj-3345	131	8	company	company	NOUN
ggj-3345	131	9	.	.	PUNCT
ggj-3345	132	1	palavandishvili	palavandishvili	NOUN
ggj-3345	132	2	.	.	PUNCT
ggj-3345	132	3	,	,	PUNCT
ggj-3345	132	4	a.	a.	NOUN
ggj-3345	132	5	(	(	PUNCT
ggj-3345	132	6	2021	2021	NUM
ggj-3345	132	7	)	)	PUNCT
ggj-3345	132	8	.	.	PUNCT
ggj-3345	133	1	structural	structural	ADJ
ggj-3345	133	2	data	datum	NOUN
ggj-3345	133	3	set	set	VERB
ggj-3345	133	4	in	in	ADP
ggj-3345	133	5	environmental	environmental	ADJ
ggj-3345	133	6	issued	issue	VERB
ggj-3345	133	7	.	.	PUNCT
ggj-3345	134	1	the	the	DET
ggj-3345	134	2	regional	regional	ADJ
ggj-3345	134	3	student	student	NOUN
ggj-3345	134	4	scientific	scientific	ADJ
ggj-3345	134	5	and	and	CCONJ
ggj-3345	134	6	practical	practical	ADJ
ggj-3345	134	7	conference	conference	NOUN
ggj-3345	134	8	digital	digital	ADJ
ggj-3345	134	9	transformation	transformation	NOUN
ggj-3345	134	10	in	in	ADP
ggj-3345	134	11	engineering	engineer	VERB
ggj-3345	134	12	human	human	ADJ
ggj-3345	134	13	-	-	PUNCT
ggj-3345	134	14	computer	computer	NOUN
ggj-3345	134	15	interaction	interaction	NOUN
ggj-3345	134	16	,	,	PUNCT
ggj-3345	134	17	georgian	georgian	PROPN
ggj-3345	134	18	technical	technical	PROPN
ggj-3345	134	19	university	university	PROPN
ggj-3345	134	20	(	(	PUNCT
ggj-3345	134	21	gtu	gtu	PROPN
ggj-3345	134	22	)	)	PUNCT
ggj-3345	134	23	,	,	PUNCT
ggj-3345	134	24	faculty	faculty	NOUN
ggj-3345	134	25	of	of	ADP
ggj-3345	134	26	informatics	informatic	NOUN
ggj-3345	134	27	and	and	CCONJ
ggj-3345	134	28	control	control	PROPN
ggj-3345	134	29	systems	system	NOUN
ggj-3345	134	30	.	.	PUNCT
ggj-3345	135	1	tatishvili	tatishvili	ADJ
ggj-3345	135	2	,	,	PUNCT
ggj-3345	135	3	m.	m.	NOUN
ggj-3345	135	4	,	,	PUNCT
ggj-3345	135	5	palavandishvili	palavandishvili	NOUN
ggj-3345	135	6	,	,	PUNCT
ggj-3345	135	7	a.	a.	NOUN
ggj-3345	135	8	,	,	PUNCT
ggj-3345	135	9	tsitsagi	tsitsagi	NOUN
ggj-3345	135	10	,	,	PUNCT
ggj-3345	135	11	m.	m.	NOUN
ggj-3345	135	12	,	,	PUNCT
ggj-3345	135	13	&	&	CCONJ
ggj-3345	135	14	suknidze	suknidze	PROPN
ggj-3345	135	15	n.	n.	PROPN
ggj-3345	135	16	(	(	PUNCT
ggj-3345	135	17	2023	2023	NUM
ggj-3345	135	18	)	)	PUNCT
ggj-3345	135	19	.	.	PUNCT
ggj-3345	136	1	the	the	DET
ggj-3345	136	2	big	big	ADJ
ggj-3345	136	3	data	datum	NOUN
ggj-3345	136	4	for	for	ADP
ggj-3345	136	5	drought	drought	NOUN
ggj-3345	136	6	monitoring	monitoring	NOUN
ggj-3345	136	7	in	in	ADP
ggj-3345	136	8	georgia	georgia	PROPN
ggj-3345	136	9	.	.	PUNCT
ggj-3345	137	1	springer	springer	PROPN
ggj-3345	137	2	,	,	PUNCT
ggj-3345	137	3	cham	cham	PROPN
ggj-3345	137	4	.	.	PUNCT
ggj-3345	138	1	131	131	NUM
ggj-3345	138	2	-	-	SYM
ggj-3345	138	3	142	142	NUM
ggj-3345	138	4	tatishvili	tatishvili	ADJ
ggj-3345	138	5	,	,	PUNCT
ggj-3345	138	6	m.	m.	NOUN
ggj-3345	138	7	,	,	PUNCT
ggj-3345	138	8	palavandishvili	palavandishvili	NOUN
ggj-3345	138	9	,	,	PUNCT
ggj-3345	138	10	a.	a.	NOUN
ggj-3345	138	11	,	,	PUNCT
ggj-3345	138	12	tsitsagi	tsitsagi	NOUN
ggj-3345	138	13	,	,	PUNCT
ggj-3345	138	14	m.	m.	NOUN
ggj-3345	138	15	,	,	PUNCT
ggj-3345	138	16	&	&	CCONJ
ggj-3345	138	17	suknidze	suknidze	PROPN
ggj-3345	138	18	,	,	PUNCT
ggj-3345	138	19	n.	n.	PROPN
ggj-3345	138	20	(	(	PUNCT
ggj-3345	138	21	2022a	2022a	NUM
ggj-3345	138	22	)	)	PUNCT
ggj-3345	138	23	.	.	PUNCT
ggj-3345	139	1	the	the	DET
ggj-3345	139	2	use	use	NOUN
ggj-3345	139	3	of	of	ADP
ggj-3345	139	4	structured	structured	ADJ
ggj-3345	139	5	data	datum	NOUN
ggj-3345	139	6	for	for	ADP
ggj-3345	139	7	drought	drought	NOUN
ggj-3345	139	8	evaluation	evaluation	NOUN
ggj-3345	139	9	in	in	ADP
ggj-3345	139	10	georgia	georgia	PROPN
ggj-3345	139	11	.	.	PUNCT
ggj-3345	140	1	journal	journal	PROPN
ggj-3345	140	2	of	of	ADP
ggj-3345	140	3	the	the	DET
ggj-3345	140	4	georgian	georgian	PROPN
ggj-3345	140	5	geophysical	geophysical	ADJ
ggj-3345	140	6	society	society	NOUN
ggj-3345	140	7	,	,	PUNCT
ggj-3345	140	8	physics	physics	NOUN
ggj-3345	140	9	of	of	ADP
ggj-3345	140	10	solid	solid	ADJ
ggj-3345	140	11	earth	earth	NOUN
ggj-3345	140	12	,	,	PUNCT
ggj-3345	140	13	atmosphere	atmosphere	NOUN
ggj-3345	140	14	,	,	PUNCT
ggj-3345	140	15	ocean	ocean	NOUN
ggj-3345	140	16	and	and	CCONJ
ggj-3345	140	17	space	space	NOUN
ggj-3345	140	18	plasma	plasma	NOUN
ggj-3345	140	19	,	,	PUNCT
ggj-3345	140	20	25(1	25(1	NUM
ggj-3345	140	21	)	)	PUNCT
ggj-3345	140	22	,	,	PUNCT
ggj-3345	140	23	45	45	NUM
ggj-3345	140	24	-	-	SYM
ggj-3345	140	25	51	51	NUM
ggj-3345	140	26	tatishvili	tatishvili	NOUN
ggj-3345	140	27	,	,	PUNCT
ggj-3345	140	28	m.	m.	NOUN
ggj-3345	140	29	,	,	PUNCT
ggj-3345	140	30	palavandishvili	palavandishvili	NOUN
ggj-3345	140	31	,	,	PUNCT
ggj-3345	140	32	a.	a.	NOUN
ggj-3345	140	33	,	,	PUNCT
ggj-3345	140	34	tsitsagi	tsitsagi	NOUN
ggj-3345	140	35	,	,	PUNCT
ggj-3345	140	36	gulashvili	gulashvili	NOUN
ggj-3345	140	37	,	,	PUNCT
ggj-3345	140	38	z.	z.	PROPN
ggj-3345	140	39	,	,	PUNCT
ggj-3345	140	40	m.	m.	NOUN
ggj-3345	140	41	,	,	PUNCT
ggj-3345	140	42	&	&	CCONJ
ggj-3345	140	43	suknidze	suknidze	PROPN
ggj-3345	140	44	,	,	PUNCT
ggj-3345	140	45	n.	n.	NOUN
ggj-3345	140	46	(	(	PUNCT
ggj-3345	140	47	2022b	2022b	NUM
ggj-3345	140	48	)	)	PUNCT
ggj-3345	140	49	.	.	PUNCT
ggj-3345	141	1	drought	drought	NOUN
ggj-3345	141	2	evaluation	evaluation	NOUN
ggj-3345	141	3	based	base	VERB
ggj-3345	141	4	on	on	ADP
ggj-3345	141	5	spei	spei	PROPN
ggj-3345	141	6	,	,	PUNCT
ggj-3345	141	7	spi	spi	PROPN
ggj-3345	141	8	indices	index	NOUN
ggj-3345	141	9	for	for	ADP
ggj-3345	141	10	georgian	georgian	ADJ
ggj-3345	141	11	territory	territory	NOUN
ggj-3345	141	12	.	.	PUNCT
ggj-3345	142	1	international	international	ADJ
ggj-3345	142	2	conference	conference	NOUN
ggj-3345	142	3	of	of	ADP
ggj-3345	142	4	young	young	ADJ
ggj-3345	142	5	scientists	scientist	NOUN
ggj-3345	142	6	“	"	PUNCT
ggj-3345	142	7	modern	modern	ADJ
ggj-3345	142	8	problems	problem	NOUN
ggj-3345	142	9	of	of	ADP
ggj-3345	142	10	earth	earth	NOUN
ggj-3345	142	11	sciences	sciences	PROPN
ggj-3345	142	12	”	"	PUNCT
ggj-3345	142	13	.	.	PUNCT
ggj-3345	143	1	proceedings	proceeding	NOUN
ggj-3345	143	2	,	,	PUNCT
ggj-3345	143	3	publish	publish	VERB
ggj-3345	143	4	house	house	PROPN
ggj-3345	143	5	of	of	ADP
ggj-3345	143	6	iv	iv	PROPN
ggj-3345	143	7	.	.	PUNCT
ggj-3345	144	1	javakhishvili	javakhishvili	PROPN
ggj-3345	144	2	tbilisi	tbilisi	PROPN
ggj-3345	144	3	state	state	PROPN
ggj-3345	144	4	university	university	PROPN
ggj-3345	144	5	,	,	PUNCT
ggj-3345	144	6	tbilisi	tbilisi	PROPN
ggj-3345	144	7	,	,	PUNCT
ggj-3345	144	8	november	november	PROPN
ggj-3345	144	9	21	21	NUM
ggj-3345	144	10	-	-	SYM
ggj-3345	144	11	22	22	NUM
ggj-3345	144	12	,	,	PUNCT
ggj-3345	144	13	119	119	NUM
ggj-3345	144	14	-	-	SYM
ggj-3345	144	15	121	121	NUM
ggj-3345	144	16	.	.	PUNCT
ggj-3345	145	1	tatishvili	tatishvili	ADJ
ggj-3345	145	2	,	,	PUNCT
ggj-3345	145	3	m.	m.	NOUN
ggj-3345	145	4	,	,	PUNCT
ggj-3345	145	5	palavandishvili	palavandishvili	NOUN
ggj-3345	145	6	,	,	PUNCT
ggj-3345	145	7	a.	a.	NOUN
ggj-3345	145	8	,	,	PUNCT
ggj-3345	145	9	&	&	CCONJ
ggj-3345	145	10	samkharadze	samkharadze	PROPN
ggj-3345	145	11	,	,	PUNCT
ggj-3345	145	12	i.	i.	NOUN
ggj-3345	145	13	(	(	PUNCT
ggj-3345	145	14	2022c	2022c	NUM
ggj-3345	145	15	)	)	PUNCT
ggj-3345	145	16	.	.	PUNCT
ggj-3345	146	1	disaster	disaster	NOUN
ggj-3345	146	2	risk	risk	NOUN
ggj-3345	146	3	reduction	reduction	NOUN
ggj-3345	146	4	and	and	CCONJ
ggj-3345	146	5	climate	climate	NOUN
ggj-3345	146	6	resilience	resilience	NOUN
ggj-3345	146	7	in	in	ADP
ggj-3345	146	8	nature	nature	NOUN
ggj-3345	146	9	based	base	VERB
ggj-3345	146	10	solutions	solution	NOUN
ggj-3345	146	11	using	use	VERB
ggj-3345	146	12	in	in	ADP
ggj-3345	146	13	-	-	PUNCT
ggj-3345	146	14	situ	situ	ADJ
ggj-3345	146	15	and	and	CCONJ
ggj-3345	146	16	satellite	satellite	NOUN
ggj-3345	146	17	data	datum	NOUN
ggj-3345	146	18	for	for	ADP
ggj-3345	146	19	georgia	georgia	PROPN
ggj-3345	146	20	sustainable	sustainable	ADJ
ggj-3345	146	21	development	development	NOUN
ggj-3345	146	22	.	.	PUNCT
ggj-3345	147	1	international	international	ADJ
ggj-3345	147	2	conference	conference	NOUN
ggj-3345	147	3	of	of	ADP
ggj-3345	147	4	young	young	ADJ
ggj-3345	147	5	scientists	scientist	NOUN
ggj-3345	147	6	“	"	PUNCT
ggj-3345	147	7	modern	modern	ADJ
ggj-3345	147	8	problems	problem	NOUN
ggj-3345	147	9	of	of	ADP
ggj-3345	147	10	earth	earth	NOUN
ggj-3345	147	11	sciences	sciences	PROPN
ggj-3345	147	12	”	"	PUNCT
ggj-3345	147	13	.	.	PUNCT
ggj-3345	148	1	proceedings	proceeding	NOUN
ggj-3345	148	2	,	,	PUNCT
ggj-3345	148	3	publish	publish	VERB
ggj-3345	148	4	house	house	PROPN
ggj-3345	148	5	of	of	ADP
ggj-3345	148	6	iv	iv	PROPN
ggj-3345	148	7	.	.	PUNCT
ggj-3345	149	1	javakhishvili	javakhishvili	PROPN
ggj-3345	149	2	tbilisi	tbilisi	PROPN
ggj-3345	149	3	state	state	PROPN
ggj-3345	149	4	university	university	PROPN
ggj-3345	149	5	,	,	PUNCT
ggj-3345	149	6	116	116	NUM
ggj-3345	149	7	-	-	SYM
ggj-3345	149	8	118	118	NUM
ggj-3345	149	9	.	.	PUNCT
ggj-3345	150	1	tatishvili	tatishvili	ADJ
ggj-3345	150	2	,	,	PUNCT
ggj-3345	150	3	m.	m.	NOUN
ggj-3345	150	4	,	,	PUNCT
ggj-3345	150	5	palavandishvili	palavandishvili	NOUN
ggj-3345	150	6	,	,	PUNCT
ggj-3345	150	7	a.	a.	NOUN
ggj-3345	150	8	,	,	PUNCT
ggj-3345	150	9	&	&	CCONJ
ggj-3345	150	10	samkharadze	samkharadze	PROPN
ggj-3345	150	11	,	,	PUNCT
ggj-3345	150	12	i.	i.	NOUN
ggj-3345	150	13	(	(	PUNCT
ggj-3345	150	14	2022	2022	NUM
ggj-3345	150	15	)	)	PUNCT
ggj-3345	150	16	.	.	PUNCT
ggj-3345	151	1	disaster	disaster	NOUN
ggj-3345	151	2	risk	risk	NOUN
ggj-3345	151	3	reduction	reduction	NOUN
ggj-3345	151	4	and	and	CCONJ
ggj-3345	151	5	climate	climate	NOUN
ggj-3345	151	6	resilience	resilience	NOUN
ggj-3345	151	7	in	in	ADP
ggj-3345	151	8	nature	nature	NOUN
ggj-3345	151	9	based	base	VERB
ggj-3345	151	10	solutions	solution	NOUN
ggj-3345	151	11	using	use	VERB
ggj-3345	151	12	in	in	ADP
ggj-3345	151	13	-	-	PUNCT
ggj-3345	151	14	situ	situ	ADJ
ggj-3345	151	15	and	and	CCONJ
ggj-3345	151	16	satellite	satellite	NOUN
ggj-3345	151	17	data	datum	NOUN
ggj-3345	151	18	for	for	ADP
ggj-3345	151	19	georgia	georgia	PROPN
ggj-3345	151	20	sustainable	sustainable	ADJ
ggj-3345	151	21	development	development	NOUN
ggj-3345	151	22	.	.	PUNCT
ggj-3345	152	1	international	international	ADJ
ggj-3345	152	2	conference	conference	NOUN
ggj-3345	152	3	of	of	ADP
ggj-3345	152	4	young	young	ADJ
ggj-3345	152	5	scientists	scientist	NOUN
ggj-3345	152	6	“	"	PUNCT
ggj-3345	152	7	modern	modern	ADJ
ggj-3345	152	8	problems	problem	NOUN
ggj-3345	152	9	of	of	ADP
ggj-3345	152	10	earth	earth	NOUN
ggj-3345	152	11	sciences	science	NOUN
ggj-3345	152	12	”	"	PUNCT
ggj-3345	152	13	.	.	PUNCT
ggj-3345	152	14	publish	publish	VERB
ggj-3345	152	15	house	house	PROPN
ggj-3345	152	16	of	of	ADP
ggj-3345	152	17	iv	iv	PROPN
ggj-3345	152	18	.	.	PUNCT
ggj-3345	153	1	javakhishvili	javakhishvili	PROPN
ggj-3345	153	2	tbilisi	tbilisi	PROPN
ggj-3345	153	3	state	state	PROPN
ggj-3345	153	4	university	university	PROPN
ggj-3345	153	5	.	.	PUNCT
ggj-3345	154	1	116	116	NUM
ggj-3345	154	2	-	-	SYM
ggj-3345	154	3	118	118	NUM
ggj-3345	154	4	.	.	PUNCT
ggj-3345	155	1	tatishvili	tatishvili	ADJ
ggj-3345	155	2	,	,	PUNCT
ggj-3345	155	3	m.	m.	NOUN
ggj-3345	155	4	,	,	PUNCT
ggj-3345	155	5	megrelidze	megrelidze	PROPN
ggj-3345	155	6	,	,	PUNCT
ggj-3345	155	7	l.	l.	PROPN
ggj-3345	155	8	,	,	PUNCT
ggj-3345	155	9	&	&	CCONJ
ggj-3345	155	10	palavandishvili	palavandishvili	NOUN
ggj-3345	155	11	,	,	PUNCT
ggj-3345	155	12	a.	a.	NOUN
ggj-3345	155	13	(	(	PUNCT
ggj-3345	155	14	2021	2021	NUM
ggj-3345	155	15	)	)	PUNCT
ggj-3345	155	16	.	.	PUNCT
ggj-3345	156	1	study	study	NOUN
ggj-3345	156	2	of	of	ADP
ggj-3345	156	3	the	the	DET
ggj-3345	156	4	mean	mean	ADJ
ggj-3345	156	5	and	and	CCONJ
ggj-3345	156	6	extreme	extreme	ADJ
ggj-3345	156	7	values	value	NOUN
ggj-3345	156	8	,	,	PUNCT
ggj-3345	156	9	intensity	intensity	NOUN
ggj-3345	156	10	,	,	PUNCT
ggj-3345	156	11	and	and	CCONJ
ggj-3345	156	12	recurrence	recurrence	NOUN
ggj-3345	156	13	variability	variability	NOUN
ggj-3345	156	14	of	of	ADP
ggj-3345	156	15	meteorological	meteorological	ADJ
ggj-3345	156	16	elements	element	NOUN
ggj-3345	156	17	based	base	VERB
ggj-3345	156	18	on	on	ADP
ggj-3345	156	19	the	the	DET
ggj-3345	156	20	1956	1956	NUM
ggj-3345	156	21	-	-	SYM
ggj-3345	156	22	2015	2015	NUM
ggj-3345	156	23	observation	observation	NOUN
ggj-3345	156	24	data	datum	NOUN
ggj-3345	156	25	.	.	PUNCT
ggj-3345	157	1	journal	journal	NOUN
ggj-3345	157	2	of	of	ADP
ggj-3345	157	3	the	the	DET
ggj-3345	157	4	georgian	georgian	PROPN
ggj-3345	157	5	geophysical	geophysical	ADJ
ggj-3345	157	6	society	society	NOUN
ggj-3345	157	7	,	,	PUNCT
ggj-3345	157	8	physics	physics	NOUN
ggj-3345	157	9	of	of	ADP
ggj-3345	157	10	solid	solid	ADJ
ggj-3345	157	11	earth	earth	NOUN
ggj-3345	157	12	,	,	PUNCT
ggj-3345	157	13	atmosphere	atmosphere	NOUN
ggj-3345	157	14	,	,	PUNCT
ggj-3345	157	15	ocean	ocean	NOUN
ggj-3345	157	16	,	,	PUNCT
ggj-3345	157	17	and	and	CCONJ
ggj-3345	157	18	space	space	NOUN
ggj-3345	157	19	plasma	plasma	NOUN
ggj-3345	157	20	,	,	PUNCT
ggj-3345	157	21	24	24	NUM
ggj-3345	157	22	.	.	PUNCT
ggj-3345	158	1	73	73	NUM
ggj-3345	158	2	-	-	SYM
ggj-3345	158	3	77	77	NUM
ggj-3345	158	4	.	.	PUNCT
ggj-3345	159	1	https://library.wmo.int/doc_num.php?explnum_id=11535	https://library.wmo.int/doc_num.php?explnum_id=11535	PROPN