id	sid	tid	token	lemma	pos
iogr-1204	1	1	copyright	copyright	NOUN
iogr-1204	1	2	©	©	ADP
iogr-1204	1	3	the	the	DET
iogr-1204	1	4	author(s	author(s	NOUN
iogr-1204	1	5	)	)	PUNCT
iogr-1204	1	6	.	.	PUNCT
iogr-1204	2	1	this	this	DET
iogr-1204	2	2	work	work	NOUN
iogr-1204	2	3	is	be	AUX
iogr-1204	2	4	licensed	license	VERB
iogr-1204	2	5	under	under	ADP
iogr-1204	2	6	a	a	DET
iogr-1204	2	7	creative	creative	ADJ
iogr-1204	2	8	commons	common	NOUN
iogr-1204	2	9	attribution	attribution	NOUN
iogr-1204	2	10	4.0	4.0	NUM
iogr-1204	2	11	international	international	ADJ
iogr-1204	2	12	license	license	NOUN
iogr-1204	2	13	.	.	PUNCT
iogr-1204	3	1	doi	doi	NOUN
iogr-1204	3	2	:	:	PUNCT
iogr-1204	3	3	10.14800	10.14800	NUM
iogr-1204	3	4	/	/	SYM
iogr-1204	3	5	iogr.1204	iogr.1204	PROPN
iogr-1204	3	6	received	receive	VERB
iogr-1204	3	7	june	june	PROPN
iogr-1204	3	8	2	2	NUM
iogr-1204	3	9	,	,	PUNCT
iogr-1204	3	10	2022	2022	NUM
iogr-1204	3	11	;	;	PUNCT
iogr-1204	3	12	revised	revise	VERB
iogr-1204	3	13	september	september	PROPN
iogr-1204	3	14	14	14	NUM
iogr-1204	3	15	,	,	PUNCT
iogr-1204	3	16	2022	2022	NUM
iogr-1204	3	17	;	;	PUNCT
iogr-1204	3	18	accepted	accept	VERB
iogr-1204	3	19	november	november	PROPN
iogr-1204	3	20	14	14	NUM
iogr-1204	3	21	,	,	PUNCT
iogr-1204	3	22	2022	2022	NUM
iogr-1204	3	23	.	.	PUNCT
iogr-1204	4	1	*	*	PUNCT
iogr-1204	4	2	corresponding	correspond	VERB
iogr-1204	4	3	author	author	NOUN
iogr-1204	4	4	:	:	PUNCT
iogr-1204	4	5	monthepp@chevron.com	monthepp@chevron.com	X
iogr-1204	4	6	1	1	NUM
iogr-1204	4	7	a	a	DET
iogr-1204	4	8	machine	machine	NOUN
iogr-1204	4	9	learning	learn	VERB
iogr-1204	4	10	based	base	VERB
iogr-1204	4	11	approach	approach	NOUN
iogr-1204	4	12	to	to	ADP
iogr-1204	4	13	automate	automate	VERB
iogr-1204	4	14	stratigraphic	stratigraphic	ADJ
iogr-1204	4	15	correlation	correlation	NOUN
iogr-1204	4	16	through	through	ADP
iogr-1204	4	17	marker	marker	NOUN
iogr-1204	4	18	determination	determination	NOUN
iogr-1204	4	19	monthep	monthep	NOUN
iogr-1204	4	20	parimontonsakul	parimontonsakul	NOUN
iogr-1204	4	21	,	,	PUNCT
iogr-1204	4	22	somwipa	somwipa	ADJ
iogr-1204	4	23	lotongkum	lotongkum	NOUN
iogr-1204	4	24	,	,	PUNCT
iogr-1204	4	25	and	and	CCONJ
iogr-1204	4	26	khunalai	khunalai	PROPN
iogr-1204	4	27	mularlee	mularlee	PROPN
iogr-1204	4	28	,	,	PUNCT
iogr-1204	4	29	chevron	chevron	PROPN
iogr-1204	4	30	thailand	thailand	PROPN
iogr-1204	4	31	exploration	exploration	NOUN
iogr-1204	4	32	and	and	CCONJ
iogr-1204	4	33	production	production	NOUN
iogr-1204	4	34	,	,	PUNCT
iogr-1204	4	35	ltd	ltd	PROPN
iogr-1204	4	36	.	.	PROPN
iogr-1204	4	37	,	,	PUNCT
iogr-1204	4	38	bangkok	bangkok	PROPN
iogr-1204	4	39	,	,	PUNCT
iogr-1204	4	40	thailand	thailand	PROPN
iogr-1204	4	41	summary	summary	PROPN
iogr-1204	4	42	stratigraphic	stratigraphic	ADJ
iogr-1204	4	43	correlation	correlation	NOUN
iogr-1204	4	44	is	be	AUX
iogr-1204	4	45	well	well	ADV
iogr-1204	4	46	recognized	recognize	VERB
iogr-1204	4	47	as	as	ADP
iogr-1204	4	48	one	one	NUM
iogr-1204	4	49	of	of	ADP
iogr-1204	4	50	the	the	DET
iogr-1204	4	51	essential	essential	ADJ
iogr-1204	4	52	processes	process	NOUN
iogr-1204	4	53	,	,	PUNCT
iogr-1204	4	54	providing	provide	VERB
iogr-1204	4	55	information	information	NOUN
iogr-1204	4	56	regarding	regard	VERB
iogr-1204	4	57	stratigraphic	stratigraphic	ADJ
iogr-1204	4	58	and	and	CCONJ
iogr-1204	4	59	compartmentalization	compartmentalization	NOUN
iogr-1204	4	60	in	in	ADP
iogr-1204	4	61	a	a	DET
iogr-1204	4	62	reservoir	reservoir	NOUN
iogr-1204	4	63	.	.	PUNCT
iogr-1204	5	1	it	it	PRON
iogr-1204	5	2	becomes	become	VERB
iogr-1204	5	3	a	a	DET
iogr-1204	5	4	starting	starting	NOUN
iogr-1204	5	5	point	point	NOUN
iogr-1204	5	6	for	for	ADP
iogr-1204	5	7	subsurface	subsurface	NOUN
iogr-1204	5	8	evaluation	evaluation	NOUN
iogr-1204	5	9	processes	process	NOUN
iogr-1204	5	10	ranging	range	VERB
iogr-1204	5	11	from	from	ADP
iogr-1204	5	12	reservoir	reservoir	PROPN
iogr-1204	5	13	characteristics	characteristic	NOUN
iogr-1204	5	14	to	to	ADP
iogr-1204	5	15	reserves	reserve	NOUN
iogr-1204	5	16	and	and	CCONJ
iogr-1204	5	17	resources	resource	NOUN
iogr-1204	5	18	estimation	estimation	NOUN
iogr-1204	5	19	and	and	CCONJ
iogr-1204	5	20	economic	economic	ADJ
iogr-1204	5	21	evaluation	evaluation	NOUN
iogr-1204	5	22	.	.	PUNCT
iogr-1204	6	1	it	it	PRON
iogr-1204	6	2	has	have	AUX
iogr-1204	6	3	always	always	ADV
iogr-1204	6	4	been	be	AUX
iogr-1204	6	5	a	a	DET
iogr-1204	6	6	focus	focus	NOUN
iogr-1204	6	7	area	area	NOUN
iogr-1204	6	8	in	in	ADP
iogr-1204	6	9	numerous	numerous	ADJ
iogr-1204	6	10	traditional	traditional	ADJ
iogr-1204	6	11	and	and	CCONJ
iogr-1204	6	12	modern	modern	ADJ
iogr-1204	6	13	research	research	NOUN
iogr-1204	6	14	.	.	PUNCT
iogr-1204	7	1	several	several	ADJ
iogr-1204	7	2	practices	practice	NOUN
iogr-1204	7	3	approach	approach	VERB
iogr-1204	7	4	stratigraphic	stratigraphic	ADJ
iogr-1204	7	5	correlation	correlation	NOUN
iogr-1204	7	6	,	,	PUNCT
iogr-1204	7	7	including	include	VERB
iogr-1204	7	8	direct	direct	ADJ
iogr-1204	7	9	tracing	tracing	NOUN
iogr-1204	7	10	from	from	ADP
iogr-1204	7	11	outcrop	outcrop	NOUN
iogr-1204	7	12	,	,	PUNCT
iogr-1204	7	13	relating	relate	VERB
iogr-1204	7	14	geological	geological	ADJ
iogr-1204	7	15	markers	marker	NOUN
iogr-1204	7	16	,	,	PUNCT
iogr-1204	7	17	and	and	CCONJ
iogr-1204	7	18	comparing	compare	VERB
iogr-1204	7	19	the	the	DET
iogr-1204	7	20	organism	organism	NOUN
iogr-1204	7	21	characteristics	characteristic	NOUN
iogr-1204	7	22	.	.	PUNCT
iogr-1204	8	1	this	this	DET
iogr-1204	8	2	work	work	NOUN
iogr-1204	8	3	focuses	focus	VERB
iogr-1204	8	4	only	only	ADV
iogr-1204	8	5	on	on	ADP
iogr-1204	8	6	one	one	NUM
iogr-1204	8	7	of	of	ADP
iogr-1204	8	8	the	the	DET
iogr-1204	8	9	traditional	traditional	ADJ
iogr-1204	8	10	work	work	NOUN
iogr-1204	8	11	processes	process	NOUN
iogr-1204	8	12	,	,	PUNCT
iogr-1204	8	13	utilizing	utilize	VERB
iogr-1204	8	14	geological	geological	ADJ
iogr-1204	8	15	markers	marker	NOUN
iogr-1204	8	16	to	to	PART
iogr-1204	8	17	identify	identify	VERB
iogr-1204	8	18	stratigraphic	stratigraphic	ADJ
iogr-1204	8	19	correlation	correlation	NOUN
iogr-1204	8	20	.	.	PUNCT
iogr-1204	9	1	this	this	DET
iogr-1204	9	2	work	work	NOUN
iogr-1204	9	3	primarily	primarily	ADV
iogr-1204	9	4	studies	study	VERB
iogr-1204	9	5	the	the	DET
iogr-1204	9	6	potential	potential	ADJ
iogr-1204	9	7	adoption	adoption	NOUN
iogr-1204	9	8	of	of	ADP
iogr-1204	9	9	data	datum	NOUN
iogr-1204	9	10	analytics	analytic	NOUN
iogr-1204	9	11	and	and	CCONJ
iogr-1204	9	12	machine	machine	NOUN
iogr-1204	9	13	learning	learn	VERB
iogr-1204	9	14	in	in	ADP
iogr-1204	9	15	identifying	identify	VERB
iogr-1204	9	16	geological	geological	ADJ
iogr-1204	9	17	markers	marker	NOUN
iogr-1204	9	18	and	and	CCONJ
iogr-1204	9	19	connecting	connect	VERB
iogr-1204	9	20	them	they	PRON
iogr-1204	9	21	to	to	PART
iogr-1204	9	22	derive	derive	VERB
iogr-1204	9	23	stratigraphic	stratigraphic	ADJ
iogr-1204	9	24	correlation	correlation	NOUN
iogr-1204	9	25	.	.	PUNCT
iogr-1204	10	1	well	well	ADV
iogr-1204	10	2	logging	log	VERB
iogr-1204	10	3	information	information	NOUN
iogr-1204	10	4	is	be	AUX
iogr-1204	10	5	the	the	DET
iogr-1204	10	6	primary	primary	ADJ
iogr-1204	10	7	data	datum	NOUN
iogr-1204	10	8	source	source	NOUN
iogr-1204	10	9	to	to	PART
iogr-1204	10	10	interpret	interpret	VERB
iogr-1204	10	11	geological	geological	ADJ
iogr-1204	10	12	markers	marker	NOUN
iogr-1204	10	13	.	.	PUNCT
iogr-1204	11	1	determining	determine	VERB
iogr-1204	11	2	markers	marker	NOUN
iogr-1204	11	3	was	be	AUX
iogr-1204	11	4	previously	previously	ADV
iogr-1204	11	5	done	do	VERB
iogr-1204	11	6	based	base	VERB
iogr-1204	11	7	on	on	ADP
iogr-1204	11	8	the	the	DET
iogr-1204	11	9	specific	specific	ADJ
iogr-1204	11	10	well	well	ADV
iogr-1204	11	11	-	-	PUNCT
iogr-1204	11	12	log	log	NOUN
iogr-1204	11	13	characteristics	characteristic	NOUN
iogr-1204	11	14	that	that	PRON
iogr-1204	11	15	are	be	AUX
iogr-1204	11	16	rare	rare	ADJ
iogr-1204	11	17	and	and	CCONJ
iogr-1204	11	18	uniquely	uniquely	ADV
iogr-1204	11	19	identified	identify	VERB
iogr-1204	11	20	in	in	ADP
iogr-1204	11	21	the	the	DET
iogr-1204	11	22	geological	geological	ADJ
iogr-1204	11	23	area	area	NOUN
iogr-1204	11	24	.	.	PUNCT
iogr-1204	12	1	it	it	PRON
iogr-1204	12	2	usually	usually	ADV
iogr-1204	12	3	takes	take	VERB
iogr-1204	12	4	tremendous	tremendous	ADJ
iogr-1204	12	5	effort	effort	NOUN
iogr-1204	12	6	to	to	PART
iogr-1204	12	7	find	find	VERB
iogr-1204	12	8	a	a	DET
iogr-1204	12	9	particular	particular	ADJ
iogr-1204	12	10	marker	marker	NOUN
iogr-1204	12	11	from	from	ADP
iogr-1204	12	12	well	well	ADV
iogr-1204	12	13	logging	log	VERB
iogr-1204	12	14	information	information	NOUN
iogr-1204	12	15	,	,	PUNCT
iogr-1204	12	16	especially	especially	ADV
iogr-1204	12	17	when	when	SCONJ
iogr-1204	12	18	many	many	ADJ
iogr-1204	12	19	wells	well	NOUN
iogr-1204	12	20	scale	scale	VERB
iogr-1204	12	21	up	up	ADP
iogr-1204	12	22	the	the	DET
iogr-1204	12	23	works	work	NOUN
iogr-1204	12	24	.	.	PUNCT
iogr-1204	13	1	deriving	derive	VERB
iogr-1204	13	2	computer	computer	NOUN
iogr-1204	13	3	-	-	PUNCT
iogr-1204	13	4	assisted	assist	VERB
iogr-1204	13	5	technology	technology	NOUN
iogr-1204	13	6	with	with	ADP
iogr-1204	13	7	machine	machine	NOUN
iogr-1204	13	8	learning	learning	NOUN
iogr-1204	13	9	becomes	become	VERB
iogr-1204	13	10	a	a	DET
iogr-1204	13	11	key	key	ADJ
iogr-1204	13	12	enabler	enabler	NOUN
iogr-1204	13	13	in	in	ADP
iogr-1204	13	14	accelerating	accelerate	VERB
iogr-1204	13	15	and	and	CCONJ
iogr-1204	13	16	enhancing	enhance	VERB
iogr-1204	13	17	the	the	DET
iogr-1204	13	18	business	business	NOUN
iogr-1204	13	19	process	process	NOUN
iogr-1204	13	20	.	.	PUNCT
iogr-1204	14	1	the	the	DET
iogr-1204	14	2	machine	machine	NOUN
iogr-1204	14	3	learning	learn	VERB
iogr-1204	14	4	assisted	assist	VERB
iogr-1204	14	5	system	system	NOUN
iogr-1204	14	6	has	have	AUX
iogr-1204	14	7	been	be	AUX
iogr-1204	14	8	trained	train	VERB
iogr-1204	14	9	with	with	ADP
iogr-1204	14	10	the	the	DET
iogr-1204	14	11	entire	entire	ADJ
iogr-1204	14	12	geoscientists	geoscientist	NOUN
iogr-1204	14	13	’	’	PART
iogr-1204	14	14	marker	marker	NOUN
iogr-1204	14	15	interpretations	interpretation	NOUN
iogr-1204	14	16	.	.	PUNCT
iogr-1204	15	1	the	the	DET
iogr-1204	15	2	system	system	NOUN
iogr-1204	15	3	consists	consist	VERB
iogr-1204	15	4	of	of	ADP
iogr-1204	15	5	two	two	NUM
iogr-1204	15	6	connected	connected	ADJ
iogr-1204	15	7	machine	machine	NOUN
iogr-1204	15	8	-	-	PUNCT
iogr-1204	15	9	learning	learn	VERB
iogr-1204	15	10	models	model	NOUN
iogr-1204	15	11	.	.	PUNCT
iogr-1204	16	1	the	the	DET
iogr-1204	16	2	first	first	ADJ
iogr-1204	16	3	model	model	NOUN
iogr-1204	16	4	,	,	PUNCT
iogr-1204	16	5	designed	design	VERB
iogr-1204	16	6	as	as	ADP
iogr-1204	16	7	a	a	DET
iogr-1204	16	8	multi	multi	ADJ
iogr-1204	16	9	-	-	ADJ
iogr-1204	16	10	class	class	ADJ
iogr-1204	16	11	classification	classification	NOUN
iogr-1204	16	12	,	,	PUNCT
iogr-1204	16	13	identifies	identify	VERB
iogr-1204	16	14	the	the	DET
iogr-1204	16	15	geological	geological	ADJ
iogr-1204	16	16	markers	marker	NOUN
iogr-1204	16	17	using	use	VERB
iogr-1204	16	18	well	well	ADV
iogr-1204	16	19	-	-	PUNCT
iogr-1204	16	20	logging	log	VERB
iogr-1204	16	21	information	information	NOUN
iogr-1204	16	22	.	.	PUNCT
iogr-1204	17	1	the	the	DET
iogr-1204	17	2	first	first	ADJ
iogr-1204	17	3	model	model	NOUN
iogr-1204	17	4	’s	’s	PART
iogr-1204	17	5	predicted	predict	VERB
iogr-1204	17	6	markers	marker	NOUN
iogr-1204	17	7	are	be	AUX
iogr-1204	17	8	then	then	ADV
iogr-1204	17	9	fed	feed	VERB
iogr-1204	17	10	as	as	ADP
iogr-1204	17	11	an	an	DET
iogr-1204	17	12	input	input	NOUN
iogr-1204	17	13	to	to	ADP
iogr-1204	17	14	the	the	DET
iogr-1204	17	15	second	second	ADJ
iogr-1204	17	16	model	model	NOUN
iogr-1204	17	17	,	,	PUNCT
iogr-1204	17	18	designed	design	VERB
iogr-1204	17	19	as	as	ADP
iogr-1204	17	20	a	a	DET
iogr-1204	17	21	binary	binary	ADJ
iogr-1204	17	22	classification	classification	NOUN
iogr-1204	17	23	.	.	PUNCT
iogr-1204	18	1	it	it	PRON
iogr-1204	18	2	analyzes	analyze	VERB
iogr-1204	18	3	the	the	DET
iogr-1204	18	4	relationship	relationship	NOUN
iogr-1204	18	5	between	between	ADP
iogr-1204	18	6	markers	marker	NOUN
iogr-1204	18	7	in	in	ADP
iogr-1204	18	8	the	the	DET
iogr-1204	18	9	same	same	ADJ
iogr-1204	18	10	wellbore	wellbore	NOUN
iogr-1204	18	11	.	.	PUNCT
iogr-1204	19	1	subsequently	subsequently	ADV
iogr-1204	19	2	,	,	PUNCT
iogr-1204	19	3	the	the	DET
iogr-1204	19	4	predicted	predict	VERB
iogr-1204	19	5	markers	marker	NOUN
iogr-1204	19	6	resulting	result	VERB
iogr-1204	19	7	from	from	ADP
iogr-1204	19	8	two	two	NUM
iogr-1204	19	9	connected	connected	ADJ
iogr-1204	19	10	models	model	NOUN
iogr-1204	19	11	are	be	AUX
iogr-1204	19	12	linked	link	VERB
iogr-1204	19	13	between	between	ADP
iogr-1204	19	14	two	two	NUM
iogr-1204	19	15	or	or	CCONJ
iogr-1204	19	16	more	more	ADJ
iogr-1204	19	17	wells	well	NOUN
iogr-1204	19	18	in	in	ADP
iogr-1204	19	19	the	the	DET
iogr-1204	19	20	same	same	ADJ
iogr-1204	19	21	region	region	NOUN
iogr-1204	19	22	to	to	PART
iogr-1204	19	23	create	create	VERB
iogr-1204	19	24	the	the	DET
iogr-1204	19	25	stratigraphic	stratigraphic	ADJ
iogr-1204	19	26	correlation	correlation	NOUN
iogr-1204	19	27	.	.	PUNCT
iogr-1204	20	1	aiming	aim	VERB
iogr-1204	20	2	to	to	PART
iogr-1204	20	3	determine	determine	VERB
iogr-1204	20	4	the	the	DET
iogr-1204	20	5	practicality	practicality	NOUN
iogr-1204	20	6	and	and	CCONJ
iogr-1204	20	7	potential	potential	ADJ
iogr-1204	20	8	adoption	adoption	NOUN
iogr-1204	20	9	from	from	ADP
iogr-1204	20	10	one	one	NUM
iogr-1204	20	11	to	to	ADP
iogr-1204	20	12	another	another	PRON
iogr-1204	20	13	,	,	PUNCT
iogr-1204	20	14	this	this	DET
iogr-1204	20	15	study	study	NOUN
iogr-1204	20	16	implements	implement	VERB
iogr-1204	20	17	the	the	DET
iogr-1204	20	18	same	same	ADJ
iogr-1204	20	19	model	model	NOUN
iogr-1204	20	20	concept	concept	NOUN
iogr-1204	20	21	with	with	ADP
iogr-1204	20	22	two	two	NUM
iogr-1204	20	23	different	different	ADJ
iogr-1204	20	24	sets	set	NOUN
iogr-1204	20	25	of	of	ADP
iogr-1204	20	26	data	datum	NOUN
iogr-1204	20	27	,	,	PUNCT
iogr-1204	20	28	two	two	NUM
iogr-1204	20	29	fields	field	NOUN
iogr-1204	20	30	in	in	ADP
iogr-1204	20	31	the	the	DET
iogr-1204	20	32	gulf	gulf	PROPN
iogr-1204	20	33	of	of	ADP
iogr-1204	20	34	thailand	thailand	PROPN
iogr-1204	20	35	.	.	PUNCT
iogr-1204	21	1	the	the	DET
iogr-1204	21	2	system	system	NOUN
iogr-1204	21	3	has	have	AUX
iogr-1204	21	4	been	be	AUX
iogr-1204	21	5	proven	prove	VERB
iogr-1204	21	6	successful	successful	ADJ
iogr-1204	21	7	in	in	ADP
iogr-1204	21	8	model	model	NOUN
iogr-1204	21	9	development	development	NOUN
iogr-1204	21	10	and	and	CCONJ
iogr-1204	21	11	deployment	deployment	NOUN
iogr-1204	21	12	and	and	CCONJ
iogr-1204	21	13	has	have	AUX
iogr-1204	21	14	achieved	achieve	VERB
iogr-1204	21	15	nearly	nearly	ADV
iogr-1204	21	16	human	human	ADJ
iogr-1204	21	17	performance	performance	NOUN
iogr-1204	21	18	levels	level	NOUN
iogr-1204	21	19	.	.	PUNCT
iogr-1204	22	1	introduction	introduction	NOUN
iogr-1204	22	2	in	in	ADP
iogr-1204	22	3	recent	recent	ADJ
iogr-1204	22	4	decades	decade	NOUN
iogr-1204	22	5	,	,	PUNCT
iogr-1204	22	6	the	the	DET
iogr-1204	22	7	new	new	ADJ
iogr-1204	22	8	asset	asset	NOUN
iogr-1204	22	9	class	class	NOUN
iogr-1204	22	10	,	,	PUNCT
iogr-1204	22	11	unconventional	unconventional	ADJ
iogr-1204	22	12	resources	resource	NOUN
iogr-1204	22	13	,	,	PUNCT
iogr-1204	22	14	has	have	AUX
iogr-1204	22	15	been	be	AUX
iogr-1204	22	16	developed	develop	VERB
iogr-1204	22	17	to	to	PART
iogr-1204	22	18	fulfill	fulfill	VERB
iogr-1204	22	19	an	an	DET
iogr-1204	22	20	increasing	increase	VERB
iogr-1204	22	21	need	need	NOUN
iogr-1204	22	22	in	in	ADP
iogr-1204	22	23	energy	energy	NOUN
iogr-1204	22	24	demand	demand	NOUN
iogr-1204	22	25	.	.	PUNCT
iogr-1204	23	1	several	several	ADJ
iogr-1204	23	2	activities	activity	NOUN
iogr-1204	23	3	have	have	AUX
iogr-1204	23	4	been	be	AUX
iogr-1204	23	5	executed	execute	VERB
iogr-1204	23	6	in	in	ADP
iogr-1204	23	7	the	the	DET
iogr-1204	23	8	energy	energy	NOUN
iogr-1204	23	9	industry	industry	NOUN
iogr-1204	23	10	,	,	PUNCT
iogr-1204	23	11	including	include	VERB
iogr-1204	23	12	exploring	explore	VERB
iogr-1204	23	13	new	new	ADJ
iogr-1204	23	14	oil	oil	NOUN
iogr-1204	23	15	and	and	CCONJ
iogr-1204	23	16	gas	gas	NOUN
iogr-1204	23	17	areas	area	NOUN
iogr-1204	23	18	,	,	PUNCT
iogr-1204	23	19	delineating	delineate	VERB
iogr-1204	23	20	the	the	DET
iogr-1204	23	21	additional	additional	ADJ
iogr-1204	23	22	reservoirs	reservoir	NOUN
iogr-1204	23	23	in	in	ADP
iogr-1204	23	24	an	an	DET
iogr-1204	23	25	existing	exist	VERB
iogr-1204	23	26	field	field	NOUN
iogr-1204	23	27	,	,	PUNCT
iogr-1204	23	28	and	and	CCONJ
iogr-1204	23	29	developing	develop	VERB
iogr-1204	23	30	new	new	ADJ
iogr-1204	23	31	wells	well	NOUN
iogr-1204	23	32	to	to	PART
iogr-1204	23	33	optimize	optimize	VERB
iogr-1204	23	34	field	field	NOUN
iogr-1204	23	35	production	production	NOUN
iogr-1204	23	36	.	.	PUNCT
iogr-1204	24	1	these	these	DET
iogr-1204	24	2	activities	activity	NOUN
iogr-1204	24	3	lead	lead	VERB
iogr-1204	24	4	to	to	ADP
iogr-1204	24	5	a	a	DET
iogr-1204	24	6	significant	significant	ADJ
iogr-1204	24	7	increase	increase	NOUN
iogr-1204	24	8	in	in	ADP
iogr-1204	24	9	the	the	DET
iogr-1204	24	10	amount	amount	NOUN
iogr-1204	24	11	of	of	ADP
iogr-1204	24	12	data	datum	NOUN
iogr-1204	24	13	and	and	CCONJ
iogr-1204	24	14	effort	effort	NOUN
iogr-1204	24	15	to	to	PART
iogr-1204	24	16	complete	complete	VERB
iogr-1204	24	17	all	all	DET
iogr-1204	24	18	tasks	task	NOUN
iogr-1204	24	19	in	in	ADP
iogr-1204	24	20	the	the	DET
iogr-1204	24	21	limited	limited	ADJ
iogr-1204	24	22	time	time	NOUN
iogr-1204	24	23	.	.	PUNCT
iogr-1204	25	1	stratigraphic	stratigraphic	ADJ
iogr-1204	25	2	correlation	correlation	NOUN
iogr-1204	25	3	is	be	AUX
iogr-1204	25	4	one	one	NUM
iogr-1204	25	5	of	of	ADP
iogr-1204	25	6	the	the	DET
iogr-1204	25	7	essential	essential	ADJ
iogr-1204	25	8	processes	process	NOUN
iogr-1204	25	9	ranging	range	VERB
iogr-1204	25	10	from	from	ADP
iogr-1204	25	11	an	an	DET
iogr-1204	25	12	exploration	exploration	NOUN
iogr-1204	25	13	phase	phase	NOUN
iogr-1204	25	14	to	to	ADP
iogr-1204	25	15	asset	asset	NOUN
iogr-1204	25	16	development	development	NOUN
iogr-1204	25	17	.	.	PUNCT
iogr-1204	26	1	it	it	PRON
iogr-1204	26	2	provides	provide	VERB
iogr-1204	26	3	information	information	NOUN
iogr-1204	26	4	regarding	regard	VERB
iogr-1204	26	5	stratigraphic	stratigraphic	ADJ
iogr-1204	26	6	and	and	CCONJ
iogr-1204	26	7	compartmentalization	compartmentalization	NOUN
iogr-1204	26	8	in	in	ADP
iogr-1204	26	9	a	a	DET
iogr-1204	26	10	reservoir	reservoir	NOUN
iogr-1204	26	11	(	(	PUNCT
iogr-1204	26	12	howell	howell	PROPN
iogr-1204	26	13	1983	1983	NUM
iogr-1204	26	14	;	;	PUNCT
iogr-1204	26	15	olea	olea	PROPN
iogr-1204	26	16	and	and	CCONJ
iogr-1204	26	17	davis	davis	PROPN
iogr-1204	26	18	1986	1986	NUM
iogr-1204	26	19	;	;	PUNCT
iogr-1204	26	20	waterman	waterman	PROPN
iogr-1204	26	21	and	and	CCONJ
iogr-1204	26	22	raymond	raymond	PROPN
iogr-1204	26	23	1987	1987	NUM
iogr-1204	26	24	;	;	PUNCT
iogr-1204	26	25	bakke	bakke	PROPN
iogr-1204	26	26	and	and	CCONJ
iogr-1204	26	27	griffiths	griffiths	PROPN
iogr-1204	26	28	1989	1989	NUM
iogr-1204	26	29	;	;	PUNCT
iogr-1204	26	30	fang	fang	X
iogr-1204	26	31	et	et	PROPN
iogr-1204	26	32	al	al	PROPN
iogr-1204	26	33	.	.	PROPN
iogr-1204	26	34	1992	1992	NUM
iogr-1204	26	35	;	;	PUNCT
iogr-1204	26	36	luthi	luthi	NOUN
iogr-1204	26	37	and	and	CCONJ
iogr-1204	26	38	bryant	bryant	PROPN
iogr-1204	26	39	1997	1997	NUM
iogr-1204	26	40	)	)	PUNCT
iogr-1204	26	41	.	.	PUNCT
iogr-1204	27	1	2	2	NUM
iogr-1204	27	2	stratigraphic	stratigraphic	ADJ
iogr-1204	27	3	correlation	correlation	NOUN
iogr-1204	27	4	is	be	AUX
iogr-1204	27	5	one	one	NUM
iogr-1204	27	6	of	of	ADP
iogr-1204	27	7	the	the	DET
iogr-1204	27	8	focus	focus	NOUN
iogr-1204	27	9	areas	area	NOUN
iogr-1204	27	10	in	in	ADP
iogr-1204	27	11	numerous	numerous	ADJ
iogr-1204	27	12	traditional	traditional	ADJ
iogr-1204	27	13	and	and	CCONJ
iogr-1204	27	14	modern	modern	ADJ
iogr-1204	27	15	research	research	NOUN
iogr-1204	27	16	.	.	PUNCT
iogr-1204	28	1	rudman	rudman	NOUN
iogr-1204	28	2	and	and	CCONJ
iogr-1204	28	3	lankston	lankston	PROPN
iogr-1204	28	4	(	(	PUNCT
iogr-1204	28	5	1973	1973	NUM
iogr-1204	28	6	)	)	PUNCT
iogr-1204	28	7	,	,	PUNCT
iogr-1204	28	8	mann	mann	PROPN
iogr-1204	28	9	and	and	CCONJ
iogr-1204	28	10	dowell	dowell	PROPN
iogr-1204	28	11	jr	jr	PROPN
iogr-1204	28	12	(	(	PUNCT
iogr-1204	28	13	1978	1978	NUM
iogr-1204	28	14	)	)	PUNCT
iogr-1204	28	15	identified	identify	VERB
iogr-1204	28	16	a	a	DET
iogr-1204	28	17	stratigraphic	stratigraphic	ADJ
iogr-1204	28	18	correlation	correlation	NOUN
iogr-1204	28	19	,	,	PUNCT
iogr-1204	28	20	also	also	ADV
iogr-1204	28	21	called	call	VERB
iogr-1204	28	22	correlation	correlation	NOUN
iogr-1204	28	23	,	,	PUNCT
iogr-1204	28	24	using	use	VERB
iogr-1204	28	25	the	the	DET
iogr-1204	28	26	cross	cross	ADJ
iogr-1204	28	27	-	-	ADJ
iogr-1204	28	28	correlation	correlation	ADJ
iogr-1204	28	29	technique	technique	NOUN
iogr-1204	28	30	.	.	PUNCT
iogr-1204	29	1	smith	smith	PROPN
iogr-1204	29	2	and	and	CCONJ
iogr-1204	29	3	waterman	waterman	PROPN
iogr-1204	29	4	(	(	PUNCT
iogr-1204	29	5	1980	1980	NUM
iogr-1204	29	6	)	)	PUNCT
iogr-1204	29	7	,	,	PUNCT
iogr-1204	29	8	anderson	anderson	PROPN
iogr-1204	29	9	and	and	CCONJ
iogr-1204	29	10	gaby	gaby	PROPN
iogr-1204	29	11	(	(	PUNCT
iogr-1204	29	12	1983	1983	NUM
iogr-1204	29	13	)	)	PUNCT
iogr-1204	29	14	,	,	PUNCT
iogr-1204	29	15	howell(1983	howell(1983	PROPN
iogr-1204	29	16	)	)	PUNCT
iogr-1204	29	17	,	,	PUNCT
iogr-1204	29	18	waterman	waterman	PROPN
iogr-1204	29	19	and	and	CCONJ
iogr-1204	29	20	raymond	raymond	PROPN
iogr-1204	29	21	(	(	PUNCT
iogr-1204	29	22	1987	1987	NUM
iogr-1204	29	23	)	)	PUNCT
iogr-1204	29	24	,	,	PUNCT
iogr-1204	29	25	fang	fang	PROPN
iogr-1204	29	26	et	et	PROPN
iogr-1204	29	27	al	al	PROPN
iogr-1204	29	28	.	.	PROPN
iogr-1204	29	29	(	(	PUNCT
iogr-1204	29	30	1992	1992	NUM
iogr-1204	29	31	)	)	PUNCT
iogr-1204	29	32	,	,	PUNCT
iogr-1204	29	33	edwards	edwards	PROPN
iogr-1204	29	34	et	et	PROPN
iogr-1204	29	35	al	al	PROPN
iogr-1204	29	36	.	.	PROPN
iogr-1204	29	37	(	(	PUNCT
iogr-1204	29	38	2018	2018	NUM
iogr-1204	29	39	)	)	PUNCT
iogr-1204	29	40	,	,	PUNCT
iogr-1204	29	41	behdad	behdad	PROPN
iogr-1204	29	42	(	(	PUNCT
iogr-1204	29	43	2019	2019	NUM
iogr-1204	29	44	)	)	PUNCT
iogr-1204	29	45	,	,	PUNCT
iogr-1204	29	46	and	and	CCONJ
iogr-1204	29	47	le	le	X
iogr-1204	29	48	et	et	PROPN
iogr-1204	29	49	al	al	PROPN
iogr-1204	29	50	.	.	PROPN
iogr-1204	30	1	(	(	PUNCT
iogr-1204	30	2	2019	2019	NUM
iogr-1204	30	3	)	)	PUNCT
iogr-1204	30	4	determined	determine	VERB
iogr-1204	30	5	a	a	DET
iogr-1204	30	6	similarity	similarity	NOUN
iogr-1204	30	7	between	between	ADP
iogr-1204	30	8	two	two	NUM
iogr-1204	30	9	well	well	ADJ
iogr-1204	30	10	-	-	PUNCT
iogr-1204	30	11	log	log	NOUN
iogr-1204	30	12	sequences	sequence	NOUN
iogr-1204	30	13	using	use	VERB
iogr-1204	30	14	the	the	DET
iogr-1204	30	15	dynamic	dynamic	ADJ
iogr-1204	30	16	time	time	NOUN
iogr-1204	30	17	warping	warping	NOUN
iogr-1204	30	18	,	,	PUNCT
iogr-1204	30	19	also	also	ADV
iogr-1204	30	20	called	call	VERB
iogr-1204	30	21	dynamic	dynamic	ADJ
iogr-1204	30	22	waveform	waveform	NOUN
iogr-1204	30	23	matching	matching	NOUN
iogr-1204	30	24	technique	technique	NOUN
iogr-1204	30	25	.	.	PUNCT
iogr-1204	31	1	zimmermann	zimmermann	PROPN
iogr-1204	31	2	et	et	PROPN
iogr-1204	31	3	al	al	PROPN
iogr-1204	31	4	.	.	PROPN
iogr-1204	31	5	(	(	PUNCT
iogr-1204	31	6	2018	2018	NUM
iogr-1204	31	7	)	)	PUNCT
iogr-1204	31	8	,	,	PUNCT
iogr-1204	31	9	brazell	brazell	VERB
iogr-1204	31	10	et	et	PROPN
iogr-1204	31	11	al	al	PROPN
iogr-1204	31	12	.	.	PROPN
iogr-1204	32	1	(	(	PUNCT
iogr-1204	32	2	2019	2019	NUM
iogr-1204	32	3	)	)	PUNCT
iogr-1204	32	4	,	,	PUNCT
iogr-1204	32	5	bakdi	bakdi	PROPN
iogr-1204	32	6	et	et	PROPN
iogr-1204	32	7	al	al	PROPN
iogr-1204	32	8	.	.	PROPN
iogr-1204	32	9	(	(	PUNCT
iogr-1204	32	10	2020	2020	NUM
iogr-1204	32	11	)	)	PUNCT
iogr-1204	32	12	,	,	PUNCT
iogr-1204	32	13	tokpanov	tokpanov	X
iogr-1204	32	14	et	et	PROPN
iogr-1204	32	15	al	al	PROPN
iogr-1204	32	16	.	.	PROPN
iogr-1204	32	17	(	(	PUNCT
iogr-1204	32	18	2020	2020	NUM
iogr-1204	32	19	)	)	PUNCT
iogr-1204	32	20	,	,	PUNCT
iogr-1204	32	21	and	and	CCONJ
iogr-1204	32	22	parimontonsakul	parimontonsakul	PROPN
iogr-1204	32	23	(	(	PUNCT
iogr-1204	32	24	2021	2021	NUM
iogr-1204	32	25	)	)	PUNCT
iogr-1204	32	26	focused	focus	VERB
iogr-1204	32	27	on	on	ADP
iogr-1204	32	28	applying	apply	VERB
iogr-1204	32	29	machine	machine	NOUN
iogr-1204	32	30	learning	learning	NOUN
iogr-1204	32	31	models	model	NOUN
iogr-1204	32	32	in	in	ADP
iogr-1204	32	33	stratigraphic	stratigraphic	ADJ
iogr-1204	32	34	correlation	correlation	NOUN
iogr-1204	32	35	identification	identification	NOUN
iogr-1204	32	36	.	.	PUNCT
iogr-1204	33	1	this	this	DET
iogr-1204	33	2	work	work	NOUN
iogr-1204	33	3	aims	aim	VERB
iogr-1204	33	4	to	to	PART
iogr-1204	33	5	address	address	VERB
iogr-1204	33	6	the	the	DET
iogr-1204	33	7	correlation	correlation	NOUN
iogr-1204	33	8	tasks	task	NOUN
iogr-1204	33	9	through	through	ADP
iogr-1204	33	10	the	the	DET
iogr-1204	33	11	geoscientists	geoscientist	NOUN
iogr-1204	33	12	’	'	PUNCT
iogr-1204	33	13	and	and	CCONJ
iogr-1204	33	14	data	datum	NOUN
iogr-1204	33	15	analytics’lens	analytics’len	NOUN
iogr-1204	33	16	,	,	PUNCT
iogr-1204	33	17	synchronizing	synchronize	VERB
iogr-1204	33	18	with	with	ADP
iogr-1204	33	19	the	the	DET
iogr-1204	33	20	business	business	NOUN
iogr-1204	33	21	workflow	workflow	NOUN
iogr-1204	33	22	related	relate	VERB
iogr-1204	33	23	to	to	ADP
iogr-1204	33	24	the	the	DET
iogr-1204	33	25	stratigraphic	stratigraphic	ADJ
iogr-1204	33	26	correlation	correlation	NOUN
iogr-1204	33	27	.	.	PUNCT
iogr-1204	34	1	this	this	DET
iogr-1204	34	2	work	work	NOUN
iogr-1204	34	3	presents	present	VERB
iogr-1204	34	4	the	the	DET
iogr-1204	34	5	use	use	NOUN
iogr-1204	34	6	of	of	ADP
iogr-1204	34	7	data	datum	NOUN
iogr-1204	34	8	analytics	analytic	NOUN
iogr-1204	34	9	and	and	CCONJ
iogr-1204	34	10	machine	machine	NOUN
iogr-1204	34	11	learning	learning	NOUN
iogr-1204	34	12	models	model	NOUN
iogr-1204	34	13	to	to	PART
iogr-1204	34	14	assist	assist	VERB
iogr-1204	34	15	or	or	CCONJ
iogr-1204	34	16	automate	automate	VERB
iogr-1204	34	17	the	the	DET
iogr-1204	34	18	stratigraphic	stratigraphic	ADJ
iogr-1204	34	19	correlation	correlation	NOUN
iogr-1204	34	20	tasks	task	NOUN
iogr-1204	34	21	.	.	PUNCT
iogr-1204	35	1	it	it	PRON
iogr-1204	35	2	focuses	focus	VERB
iogr-1204	35	3	only	only	ADV
iogr-1204	35	4	on	on	ADP
iogr-1204	35	5	the	the	DET
iogr-1204	35	6	traditional	traditional	ADJ
iogr-1204	35	7	work	work	NOUN
iogr-1204	35	8	process	process	NOUN
iogr-1204	35	9	using	use	VERB
iogr-1204	35	10	a	a	DET
iogr-1204	35	11	geological	geological	ADJ
iogr-1204	35	12	marker	marker	NOUN
iogr-1204	35	13	and	and	CCONJ
iogr-1204	35	14	explores	explore	VERB
iogr-1204	35	15	the	the	DET
iogr-1204	35	16	potential	potential	ADJ
iogr-1204	35	17	adoption	adoption	NOUN
iogr-1204	35	18	of	of	ADP
iogr-1204	35	19	data	datum	NOUN
iogr-1204	35	20	analytic	analytic	ADJ
iogr-1204	35	21	and	and	CCONJ
iogr-1204	35	22	machine	machine	NOUN
iogr-1204	35	23	learning	learning	NOUN
iogr-1204	35	24	models	model	NOUN
iogr-1204	35	25	to	to	PART
iogr-1204	35	26	enhance	enhance	VERB
iogr-1204	35	27	the	the	DET
iogr-1204	35	28	process	process	NOUN
iogr-1204	35	29	.	.	PUNCT
iogr-1204	36	1	the	the	DET
iogr-1204	36	2	same	same	ADJ
iogr-1204	36	3	model	model	NOUN
iogr-1204	36	4	concept	concept	NOUN
iogr-1204	36	5	is	be	AUX
iogr-1204	36	6	applied	apply	VERB
iogr-1204	36	7	to	to	ADP
iogr-1204	36	8	two	two	NUM
iogr-1204	36	9	fields	field	NOUN
iogr-1204	36	10	in	in	ADP
iogr-1204	36	11	the	the	DET
iogr-1204	36	12	gulf	gulf	PROPN
iogr-1204	36	13	of	of	ADP
iogr-1204	36	14	thailand	thailand	PROPN
iogr-1204	36	15	to	to	PART
iogr-1204	36	16	determine	determine	VERB
iogr-1204	36	17	the	the	DET
iogr-1204	36	18	practicality	practicality	NOUN
iogr-1204	36	19	and	and	CCONJ
iogr-1204	36	20	potential	potential	ADJ
iogr-1204	36	21	adoption	adoption	NOUN
iogr-1204	36	22	from	from	ADP
iogr-1204	36	23	one	one	NUM
iogr-1204	36	24	to	to	ADP
iogr-1204	36	25	another	another	PRON
iogr-1204	36	26	.	.	PUNCT
iogr-1204	37	1	as	as	ADP
iogr-1204	37	2	a	a	DET
iogr-1204	37	3	result	result	NOUN
iogr-1204	37	4	,	,	PUNCT
iogr-1204	37	5	the	the	DET
iogr-1204	37	6	models	model	NOUN
iogr-1204	37	7	nearly	nearly	ADV
iogr-1204	37	8	achieve	achieve	VERB
iogr-1204	37	9	human	human	ADJ
iogr-1204	37	10	performance	performance	NOUN
iogr-1204	37	11	,	,	PUNCT
iogr-1204	37	12	supporting	support	VERB
iogr-1204	37	13	the	the	DET
iogr-1204	37	14	idea	idea	NOUN
iogr-1204	37	15	of	of	ADP
iogr-1204	37	16	integrating	integrate	VERB
iogr-1204	37	17	the	the	DET
iogr-1204	37	18	data	datum	NOUN
iogr-1204	37	19	analytic	analytic	ADJ
iogr-1204	37	20	workflow	workflow	NOUN
iogr-1204	37	21	into	into	ADP
iogr-1204	37	22	the	the	DET
iogr-1204	37	23	business	business	NOUN
iogr-1204	37	24	workflow	workflow	NOUN
iogr-1204	37	25	.	.	PUNCT
iogr-1204	38	1	the	the	DET
iogr-1204	38	2	model	model	NOUN
iogr-1204	38	3	results	result	NOUN
iogr-1204	38	4	also	also	ADV
iogr-1204	38	5	emphasize	emphasize	VERB
iogr-1204	38	6	the	the	DET
iogr-1204	38	7	importance	importance	NOUN
iogr-1204	38	8	of	of	ADP
iogr-1204	38	9	a	a	DET
iogr-1204	38	10	thorough	thorough	ADJ
iogr-1204	38	11	understanding	understanding	NOUN
iogr-1204	38	12	of	of	ADP
iogr-1204	38	13	the	the	DET
iogr-1204	38	14	work	work	NOUN
iogr-1204	38	15	process	process	NOUN
iogr-1204	38	16	through	through	ADP
iogr-1204	38	17	the	the	DET
iogr-1204	38	18	successful	successful	ADJ
iogr-1204	38	19	implementation	implementation	NOUN
iogr-1204	38	20	of	of	ADP
iogr-1204	38	21	two	two	NUM
iogr-1204	38	22	models	model	NOUN
iogr-1204	38	23	connected	connect	VERB
iogr-1204	38	24	in	in	ADP
iogr-1204	38	25	series	series	NOUN
iogr-1204	38	26	to	to	PART
iogr-1204	38	27	improve	improve	VERB
iogr-1204	38	28	the	the	DET
iogr-1204	38	29	model	model	NOUN
iogr-1204	38	30	performance	performance	NOUN
iogr-1204	38	31	.	.	PUNCT
iogr-1204	39	1	in	in	ADP
iogr-1204	39	2	addition	addition	NOUN
iogr-1204	39	3	,	,	PUNCT
iogr-1204	39	4	the	the	DET
iogr-1204	39	5	two	two	NUM
iogr-1204	39	6	connected	connected	ADJ
iogr-1204	39	7	models	model	NOUN
iogr-1204	39	8	may	may	AUX
iogr-1204	39	9	not	not	PART
iogr-1204	39	10	easily	easily	ADV
iogr-1204	39	11	achieve	achieve	VERB
iogr-1204	39	12	without	without	ADP
iogr-1204	39	13	the	the	DET
iogr-1204	39	14	ability	ability	NOUN
iogr-1204	39	15	to	to	PART
iogr-1204	39	16	adjust	adjust	VERB
iogr-1204	39	17	or	or	CCONJ
iogr-1204	39	18	tweak	tweak	VERB
iogr-1204	39	19	the	the	DET
iogr-1204	39	20	model	model	NOUN
iogr-1204	39	21	setup	setup	NOUN
iogr-1204	39	22	,	,	PUNCT
iogr-1204	39	23	emphasizing	emphasize	VERB
iogr-1204	39	24	the	the	DET
iogr-1204	39	25	significance	significance	NOUN
iogr-1204	39	26	of	of	ADP
iogr-1204	39	27	data	datum	NOUN
iogr-1204	39	28	analytic	analytic	ADJ
iogr-1204	39	29	understanding	understanding	NOUN
iogr-1204	39	30	.	.	PUNCT
iogr-1204	40	1	stratigraphic	stratigraphic	ADJ
iogr-1204	40	2	correlation	correlation	NOUN
iogr-1204	40	3	several	several	ADJ
iogr-1204	40	4	kinds	kind	NOUN
iogr-1204	40	5	of	of	ADP
iogr-1204	40	6	information	information	NOUN
iogr-1204	40	7	are	be	AUX
iogr-1204	40	8	required	require	VERB
iogr-1204	40	9	to	to	PART
iogr-1204	40	10	identify	identify	VERB
iogr-1204	40	11	stratigraphic	stratigraphic	ADJ
iogr-1204	40	12	correlation	correlation	NOUN
iogr-1204	40	13	.	.	PUNCT
iogr-1204	41	1	for	for	ADP
iogr-1204	41	2	example	example	NOUN
iogr-1204	41	3	,	,	PUNCT
iogr-1204	41	4	a	a	DET
iogr-1204	41	5	similarity	similarity	NOUN
iogr-1204	41	6	in	in	ADP
iogr-1204	41	7	the	the	DET
iogr-1204	41	8	fossil	fossil	NOUN
iogr-1204	41	9	content	content	NOUN
iogr-1204	41	10	can	can	AUX
iogr-1204	41	11	be	be	AUX
iogr-1204	41	12	interpreted	interpret	VERB
iogr-1204	41	13	as	as	ADP
iogr-1204	41	14	correlative	correlative	ADJ
iogr-1204	41	15	since	since	SCONJ
iogr-1204	41	16	it	it	PRON
iogr-1204	41	17	presents	present	VERB
iogr-1204	41	18	the	the	DET
iogr-1204	41	19	same	same	ADJ
iogr-1204	41	20	organism	organism	NOUN
iogr-1204	41	21	characteristics	characteristic	NOUN
iogr-1204	41	22	,	,	PUNCT
iogr-1204	41	23	which	which	PRON
iogr-1204	41	24	infer	infer	VERB
iogr-1204	41	25	the	the	DET
iogr-1204	41	26	same	same	ADJ
iogr-1204	41	27	age	age	NOUN
iogr-1204	41	28	of	of	ADP
iogr-1204	41	29	the	the	DET
iogr-1204	41	30	rock	rock	NOUN
iogr-1204	41	31	units	unit	NOUN
iogr-1204	41	32	.	.	PUNCT
iogr-1204	42	1	a	a	DET
iogr-1204	42	2	similarity	similarity	NOUN
iogr-1204	42	3	in	in	ADP
iogr-1204	42	4	the	the	DET
iogr-1204	42	5	unique	unique	ADJ
iogr-1204	42	6	lithology	lithology	NOUN
iogr-1204	42	7	sequences	sequence	NOUN
iogr-1204	42	8	can	can	AUX
iogr-1204	42	9	also	also	ADV
iogr-1204	42	10	be	be	AUX
iogr-1204	42	11	interpreted	interpret	VERB
iogr-1204	42	12	as	as	ADP
iogr-1204	42	13	correlative	correlative	ADJ
iogr-1204	42	14	since	since	SCONJ
iogr-1204	42	15	it	it	PRON
iogr-1204	42	16	derives	derive	VERB
iogr-1204	42	17	a	a	DET
iogr-1204	42	18	distinct	distinct	ADJ
iogr-1204	42	19	lithology	lithology	NOUN
iogr-1204	42	20	sequence	sequence	NOUN
iogr-1204	42	21	in	in	ADP
iogr-1204	42	22	the	the	DET
iogr-1204	42	23	geological	geological	ADJ
iogr-1204	42	24	area	area	NOUN
iogr-1204	42	25	.	.	PUNCT
iogr-1204	43	1	given	give	VERB
iogr-1204	43	2	the	the	DET
iogr-1204	43	3	above	above	ADJ
iogr-1204	43	4	examples	example	NOUN
iogr-1204	43	5	,	,	PUNCT
iogr-1204	43	6	this	this	DET
iogr-1204	43	7	study	study	NOUN
iogr-1204	43	8	elaborates	elaborate	VERB
iogr-1204	43	9	that	that	SCONJ
iogr-1204	43	10	geologists	geologist	NOUN
iogr-1204	43	11	can	can	AUX
iogr-1204	43	12	derive	derive	VERB
iogr-1204	43	13	a	a	DET
iogr-1204	43	14	stratigraphic	stratigraphic	ADJ
iogr-1204	43	15	correlation	correlation	NOUN
iogr-1204	43	16	through	through	ADP
iogr-1204	43	17	geological	geological	ADJ
iogr-1204	43	18	information	information	NOUN
iogr-1204	43	19	:	:	PUNCT
iogr-1204	43	20	a	a	DET
iogr-1204	43	21	similarity	similarity	NOUN
iogr-1204	43	22	or	or	CCONJ
iogr-1204	43	23	specific	specific	ADJ
iogr-1204	43	24	characteristics	characteristic	NOUN
iogr-1204	43	25	between	between	ADP
iogr-1204	43	26	that	that	DET
iogr-1204	43	27	information	information	NOUN
iogr-1204	43	28	,	,	PUNCT
iogr-1204	43	29	such	such	ADJ
iogr-1204	43	30	as	as	ADP
iogr-1204	43	31	lithology	lithology	NOUN
iogr-1204	43	32	,	,	PUNCT
iogr-1204	43	33	organisms	organism	NOUN
iogr-1204	43	34	,	,	PUNCT
iogr-1204	43	35	and	and	CCONJ
iogr-1204	43	36	a	a	DET
iogr-1204	43	37	geological	geological	ADJ
iogr-1204	43	38	period	period	NOUN
iogr-1204	43	39	.	.	PUNCT
iogr-1204	44	1	well	well	ADV
iogr-1204	44	2	logging	log	VERB
iogr-1204	44	3	is	be	AUX
iogr-1204	44	4	one	one	NUM
iogr-1204	44	5	of	of	ADP
iogr-1204	44	6	the	the	DET
iogr-1204	44	7	primary	primary	ADJ
iogr-1204	44	8	data	data	NOUN
iogr-1204	44	9	acquisition	acquisition	NOUN
iogr-1204	44	10	processes	process	NOUN
iogr-1204	44	11	,	,	PUNCT
iogr-1204	44	12	providing	provide	VERB
iogr-1204	44	13	lithology	lithology	NOUN
iogr-1204	44	14	information	information	NOUN
iogr-1204	44	15	,	,	PUNCT
iogr-1204	44	16	petroleum	petroleum	NOUN
iogr-1204	44	17	reservoirs	reservoir	NOUN
iogr-1204	44	18	,	,	PUNCT
iogr-1204	44	19	and	and	CCONJ
iogr-1204	44	20	petrophysical	petrophysical	ADJ
iogr-1204	44	21	properties	property	NOUN
iogr-1204	44	22	.	.	PUNCT
iogr-1204	45	1	this	this	DET
iogr-1204	45	2	information	information	NOUN
iogr-1204	45	3	is	be	AUX
iogr-1204	45	4	sufficient	sufficient	ADJ
iogr-1204	45	5	to	to	PART
iogr-1204	45	6	imply	imply	VERB
iogr-1204	45	7	a	a	DET
iogr-1204	45	8	stratigraphic	stratigraphic	ADJ
iogr-1204	45	9	correlation	correlation	NOUN
iogr-1204	45	10	.	.	PUNCT
iogr-1204	46	1	one	one	NUM
iogr-1204	46	2	of	of	ADP
iogr-1204	46	3	the	the	DET
iogr-1204	46	4	traditional	traditional	ADJ
iogr-1204	46	5	interpretations	interpretation	NOUN
iogr-1204	46	6	that	that	PRON
iogr-1204	46	7	geoscientists	geoscientist	NOUN
iogr-1204	46	8	usually	usually	ADV
iogr-1204	46	9	start	start	VERB
iogr-1204	46	10	with	with	ADP
iogr-1204	46	11	is	be	AUX
iogr-1204	46	12	a	a	DET
iogr-1204	46	13	marker	marker	NOUN
iogr-1204	46	14	.	.	PUNCT
iogr-1204	47	1	a	a	DET
iogr-1204	47	2	marker	marker	NOUN
iogr-1204	47	3	,	,	PUNCT
iogr-1204	47	4	also	also	ADV
iogr-1204	47	5	called	call	VERB
iogr-1204	47	6	a	a	DET
iogr-1204	47	7	geological	geological	ADJ
iogr-1204	47	8	marker	marker	NOUN
iogr-1204	47	9	or	or	CCONJ
iogr-1204	47	10	horizon	horizon	NOUN
iogr-1204	47	11	,	,	PUNCT
iogr-1204	47	12	is	be	AUX
iogr-1204	47	13	defined	define	VERB
iogr-1204	47	14	as	as	ADP
iogr-1204	47	15	a	a	DET
iogr-1204	47	16	rare	rare	ADJ
iogr-1204	47	17	and	and	CCONJ
iogr-1204	47	18	uniquely	uniquely	ADV
iogr-1204	47	19	identified	identify	VERB
iogr-1204	47	20	lithology	lithology	NOUN
iogr-1204	47	21	sequence	sequence	NOUN
iogr-1204	47	22	that	that	PRON
iogr-1204	47	23	one	one	PRON
iogr-1204	47	24	can	can	AUX
iogr-1204	47	25	map	map	VERB
iogr-1204	47	26	over	over	ADP
iogr-1204	47	27	a	a	DET
iogr-1204	47	28	geological	geological	ADJ
iogr-1204	47	29	area	area	NOUN
iogr-1204	47	30	(	(	PUNCT
iogr-1204	47	31	neuendorf	neuendorf	PROPN
iogr-1204	47	32	et	et	PROPN
iogr-1204	47	33	al	al	PROPN
iogr-1204	47	34	.	.	PROPN
iogr-1204	47	35	2011	2011	NUM
iogr-1204	47	36	)	)	PUNCT
iogr-1204	47	37	.	.	PUNCT
iogr-1204	48	1	connecting	connect	VERB
iogr-1204	48	2	the	the	DET
iogr-1204	48	3	same	same	ADJ
iogr-1204	48	4	marker	marker	NOUN
iogr-1204	48	5	exposed	expose	VERB
iogr-1204	48	6	in	in	ADP
iogr-1204	48	7	several	several	ADJ
iogr-1204	48	8	wells	well	NOUN
iogr-1204	48	9	can	can	AUX
iogr-1204	48	10	imply	imply	VERB
iogr-1204	48	11	a	a	DET
iogr-1204	48	12	stratigraphic	stratigraphic	ADJ
iogr-1204	48	13	correlation	correlation	NOUN
iogr-1204	48	14	because	because	SCONJ
iogr-1204	48	15	it	it	PRON
iogr-1204	48	16	provides	provide	VERB
iogr-1204	48	17	the	the	DET
iogr-1204	48	18	connection	connection	NOUN
iogr-1204	48	19	of	of	ADP
iogr-1204	48	20	the	the	DET
iogr-1204	48	21	unique	unique	ADJ
iogr-1204	48	22	lithology	lithology	NOUN
iogr-1204	48	23	sequence	sequence	NOUN
iogr-1204	48	24	in	in	ADP
iogr-1204	48	25	the	the	DET
iogr-1204	48	26	area	area	NOUN
iogr-1204	48	27	.	.	PUNCT
iogr-1204	49	1	however	however	ADV
iogr-1204	49	2	,	,	PUNCT
iogr-1204	49	3	the	the	DET
iogr-1204	49	4	correlation	correlation	NOUN
iogr-1204	49	5	interpretation	interpretation	NOUN
iogr-1204	49	6	does	do	AUX
iogr-1204	49	7	not	not	PART
iogr-1204	49	8	guarantee	guarantee	VERB
iogr-1204	49	9	that	that	SCONJ
iogr-1204	49	10	those	those	DET
iogr-1204	49	11	correlative	correlative	ADJ
iogr-1204	49	12	reservoirs	reservoir	NOUN
iogr-1204	49	13	always	always	ADV
iogr-1204	49	14	have	have	VERB
iogr-1204	49	15	pressure	pressure	NOUN
iogr-1204	49	16	communication	communication	NOUN
iogr-1204	49	17	since	since	SCONJ
iogr-1204	49	18	several	several	ADJ
iogr-1204	49	19	unknown	unknown	ADJ
iogr-1204	49	20	factors	factor	NOUN
iogr-1204	49	21	can	can	AUX
iogr-1204	49	22	contribute	contribute	VERB
iogr-1204	49	23	to	to	ADP
iogr-1204	49	24	compartmentalization	compartmentalization	NOUN
iogr-1204	49	25	,	,	PUNCT
iogr-1204	49	26	such	such	ADJ
iogr-1204	49	27	as	as	ADP
iogr-1204	49	28	fault	fault	NOUN
iogr-1204	49	29	and	and	CCONJ
iogr-1204	49	30	unconformity	unconformity	NOUN
iogr-1204	49	31	(	(	PUNCT
iogr-1204	49	32	parimontonsakul	parimontonsakul	NOUN
iogr-1204	49	33	2021	2021	NUM
iogr-1204	49	34	)	)	PUNCT
iogr-1204	49	35	.	.	PUNCT
iogr-1204	50	1	as	as	SCONJ
iogr-1204	50	2	geologists	geologist	NOUN
iogr-1204	50	3	can	can	AUX
iogr-1204	50	4	use	use	VERB
iogr-1204	50	5	well	well	ADV
iogr-1204	50	6	-	-	PUNCT
iogr-1204	50	7	logging	log	VERB
iogr-1204	50	8	information	information	NOUN
iogr-1204	50	9	to	to	PART
iogr-1204	50	10	interpret	interpret	VERB
iogr-1204	50	11	a	a	DET
iogr-1204	50	12	marker	marker	NOUN
iogr-1204	50	13	,	,	PUNCT
iogr-1204	50	14	this	this	DET
iogr-1204	50	15	study	study	NOUN
iogr-1204	50	16	proposes	propose	VERB
iogr-1204	50	17	that	that	SCONJ
iogr-1204	50	18	the	the	DET
iogr-1204	50	19	same	same	ADJ
iogr-1204	50	20	process	process	NOUN
iogr-1204	50	21	can	can	AUX
iogr-1204	50	22	be	be	AUX
iogr-1204	50	23	assisted	assist	VERB
iogr-1204	50	24	by	by	ADP
iogr-1204	50	25	a	a	DET
iogr-1204	50	26	data	data	NOUN
iogr-1204	50	27	analytic	analytic	ADJ
iogr-1204	50	28	process	process	NOUN
iogr-1204	50	29	such	such	ADJ
iogr-1204	50	30	as	as	ADP
iogr-1204	50	31	machine	machine	NOUN
iogr-1204	50	32	learning	learning	NOUN
iogr-1204	50	33	or	or	CCONJ
iogr-1204	50	34	any	any	DET
iogr-1204	50	35	computational	computational	ADJ
iogr-1204	50	36	process	process	NOUN
iogr-1204	50	37	.	.	PUNCT
iogr-1204	51	1	if	if	SCONJ
iogr-1204	51	2	geologists	geologist	NOUN
iogr-1204	51	3	’	’	PART
iogr-1204	51	4	marker	marker	NOUN
iogr-1204	51	5	interpretation	interpretation	NOUN
iogr-1204	51	6	is	be	AUX
iogr-1204	51	7	available	available	ADJ
iogr-1204	51	8	,	,	PUNCT
iogr-1204	51	9	the	the	DET
iogr-1204	51	10	classification	classification	NOUN
iogr-1204	51	11	model	model	NOUN
iogr-1204	51	12	can	can	AUX
iogr-1204	51	13	be	be	AUX
iogr-1204	51	14	implemented	implement	VERB
iogr-1204	51	15	using	use	VERB
iogr-1204	51	16	well	well	ADV
iogr-1204	51	17	-	-	PUNCT
iogr-1204	51	18	logging	log	VERB
iogr-1204	51	19	information	information	NOUN
iogr-1204	51	20	as	as	ADP
iogr-1204	51	21	independent	independent	ADJ
iogr-1204	51	22	variables	variable	NOUN
iogr-1204	51	23	or	or	CCONJ
iogr-1204	51	24	features	feature	NOUN
iogr-1204	51	25	and	and	CCONJ
iogr-1204	51	26	labeled	label	VERB
iogr-1204	51	27	marker	marker	NOUN
iogr-1204	51	28	information	information	NOUN
iogr-1204	51	29	as	as	SCONJ
iogr-1204	51	30	the	the	DET
iogr-1204	51	31	target	target	NOUN
iogr-1204	51	32	predicted	predict	VERB
iogr-1204	51	33	values	value	NOUN
iogr-1204	51	34	.	.	PUNCT
iogr-1204	52	1	a	a	DET
iogr-1204	52	2	clustering	cluster	VERB
iogr-1204	52	3	model	model	NOUN
iogr-1204	52	4	can	can	AUX
iogr-1204	52	5	execute	execute	VERB
iogr-1204	52	6	when	when	SCONJ
iogr-1204	52	7	the	the	DET
iogr-1204	52	8	only	only	ADJ
iogr-1204	52	9	available	available	ADJ
iogr-1204	52	10	information	information	NOUN
iogr-1204	52	11	is	be	AUX
iogr-1204	52	12	the	the	DET
iogr-1204	52	13	well	well	ADV
iogr-1204	52	14	-	-	PUNCT
iogr-1204	52	15	logging	log	VERB
iogr-1204	52	16	data	datum	NOUN
iogr-1204	52	17	,	,	PUNCT
iogr-1204	52	18	implying	imply	VERB
iogr-1204	52	19	that	that	SCONJ
iogr-1204	52	20	the	the	DET
iogr-1204	52	21	machine	machine	NOUN
iogr-1204	52	22	learning	learning	NOUN
iogr-1204	52	23	model	model	NOUN
iogr-1204	52	24	will	will	AUX
iogr-1204	52	25	provide	provide	VERB
iogr-1204	52	26	the	the	DET
iogr-1204	52	27	group	group	NOUN
iogr-1204	52	28	of	of	ADP
iogr-1204	52	29	well	well	ADV
iogr-1204	52	30	-	-	PUNCT
iogr-1204	52	31	logging	log	VERB
iogr-1204	52	32	patterns	pattern	NOUN
iogr-1204	52	33	,	,	PUNCT
iogr-1204	52	34	aka	aka	ADV
iogr-1204	52	35	pseudo	pseudo	NOUN
iogr-1204	52	36	markers	marker	NOUN
iogr-1204	52	37	(	(	PUNCT
iogr-1204	52	38	parimontonsakul	parimontonsakul	NOUN
iogr-1204	52	39	,	,	PUNCT
iogr-1204	52	40	2021	2021	NUM
iogr-1204	52	41	)	)	PUNCT
iogr-1204	52	42	.	.	PUNCT
iogr-1204	53	1	this	this	DET
iogr-1204	53	2	study	study	NOUN
iogr-1204	53	3	focuses	focus	VERB
iogr-1204	53	4	only	only	ADV
iogr-1204	53	5	on	on	ADP
iogr-1204	53	6	the	the	DET
iogr-1204	53	7	classification	classification	NOUN
iogr-1204	53	8	model	model	NOUN
iogr-1204	53	9	where	where	SCONJ
iogr-1204	53	10	geologists	geologist	NOUN
iogr-1204	53	11	’	’	PART
iogr-1204	53	12	marker	marker	NOUN
iogr-1204	53	13	interpretation	interpretation	NOUN
iogr-1204	53	14	is	be	AUX
iogr-1204	53	15	available	available	ADJ
iogr-1204	53	16	in	in	ADP
iogr-1204	53	17	this	this	DET
iogr-1204	53	18	work	work	NOUN
iogr-1204	53	19	.	.	PUNCT
iogr-1204	54	1	this	this	DET
iogr-1204	54	2	study	study	NOUN
iogr-1204	54	3	applies	apply	VERB
iogr-1204	54	4	the	the	DET
iogr-1204	54	5	work	work	NOUN
iogr-1204	54	6	process	process	NOUN
iogr-1204	54	7	to	to	ADP
iogr-1204	54	8	two	two	NUM
iogr-1204	54	9	fields	field	NOUN
iogr-1204	54	10	in	in	ADP
iogr-1204	54	11	the	the	DET
iogr-1204	54	12	gulf	gulf	PROPN
iogr-1204	54	13	of	of	ADP
iogr-1204	54	14	thailand	thailand	PROPN
iogr-1204	54	15	to	to	PART
iogr-1204	54	16	determine	determine	VERB
iogr-1204	54	17	the	the	DET
iogr-1204	54	18	use	use	NOUN
iogr-1204	54	19	case	case	NOUN
iogr-1204	54	20	and	and	CCONJ
iogr-1204	54	21	application	application	NOUN
iogr-1204	54	22	in	in	ADP
iogr-1204	54	23	the	the	DET
iogr-1204	54	24	actual	actual	ADJ
iogr-1204	54	25	field	field	NOUN
iogr-1204	54	26	data	datum	NOUN
iogr-1204	54	27	.	.	PUNCT
iogr-1204	55	1	two	two	NUM
iogr-1204	55	2	areas	area	NOUN
iogr-1204	55	3	are	be	AUX
iogr-1204	55	4	selected	select	VERB
iogr-1204	55	5	as	as	SCONJ
iogr-1204	55	6	it	it	PRON
iogr-1204	55	7	provides	provide	VERB
iogr-1204	55	8	the	the	DET
iogr-1204	55	9	evidence	evidence	NOUN
iogr-1204	55	10	to	to	PART
iogr-1204	55	11	demonstrate	demonstrate	VERB
iogr-1204	55	12	the	the	DET
iogr-1204	55	13	applicability	applicability	NOUN
iogr-1204	55	14	of	of	ADP
iogr-1204	55	15	the	the	DET
iogr-1204	55	16	workflow	workflow	NOUN
iogr-1204	55	17	to	to	ADP
iogr-1204	55	18	other	other	ADJ
iogr-1204	55	19	fields	field	NOUN
iogr-1204	55	20	.	.	PUNCT
iogr-1204	56	1	3	3	NUM
iogr-1204	56	2	analytical	analytical	ADJ
iogr-1204	56	3	problem	problem	NOUN
iogr-1204	56	4	formulation	formulation	NOUN
iogr-1204	56	5	as	as	SCONJ
iogr-1204	56	6	previously	previously	ADV
iogr-1204	56	7	mentioned	mention	VERB
iogr-1204	56	8	,	,	PUNCT
iogr-1204	56	9	marker	marker	NOUN
iogr-1204	56	10	identification	identification	NOUN
iogr-1204	56	11	is	be	AUX
iogr-1204	56	12	an	an	DET
iogr-1204	56	13	essential	essential	ADJ
iogr-1204	56	14	process	process	NOUN
iogr-1204	56	15	in	in	ADP
iogr-1204	56	16	stratigraphic	stratigraphic	ADJ
iogr-1204	56	17	correlation	correlation	NOUN
iogr-1204	56	18	.	.	PUNCT
iogr-1204	57	1	this	this	DET
iogr-1204	57	2	section	section	NOUN
iogr-1204	57	3	elaborates	elaborate	VERB
iogr-1204	57	4	on	on	ADP
iogr-1204	57	5	the	the	DET
iogr-1204	57	6	analytical	analytical	ADJ
iogr-1204	57	7	problem	problem	NOUN
iogr-1204	57	8	formulation	formulation	NOUN
iogr-1204	57	9	and	and	CCONJ
iogr-1204	57	10	the	the	DET
iogr-1204	57	11	model	model	NOUN
iogr-1204	57	12	implication	implication	NOUN
iogr-1204	57	13	.	.	PUNCT
iogr-1204	58	1	this	this	DET
iogr-1204	58	2	study	study	NOUN
iogr-1204	58	3	intends	intend	VERB
iogr-1204	58	4	to	to	PART
iogr-1204	58	5	focus	focus	VERB
iogr-1204	58	6	on	on	ADP
iogr-1204	58	7	only	only	ADV
iogr-1204	58	8	one	one	NUM
iogr-1204	58	9	analytical	analytical	ADJ
iogr-1204	58	10	formulation	formulation	NOUN
iogr-1204	58	11	,	,	PUNCT
iogr-1204	58	12	convolutional	convolutional	ADJ
iogr-1204	58	13	neural	neural	ADJ
iogr-1204	58	14	network	network	NOUN
iogr-1204	58	15	,	,	PUNCT
iogr-1204	58	16	to	to	PART
iogr-1204	58	17	demonstrate	demonstrate	VERB
iogr-1204	58	18	the	the	DET
iogr-1204	58	19	implementation	implementation	NOUN
iogr-1204	58	20	of	of	ADP
iogr-1204	58	21	the	the	DET
iogr-1204	58	22	work	work	NOUN
iogr-1204	58	23	process	process	NOUN
iogr-1204	58	24	in	in	ADP
iogr-1204	58	25	the	the	DET
iogr-1204	58	26	actual	actual	ADJ
iogr-1204	58	27	field	field	NOUN
iogr-1204	58	28	data	datum	NOUN
iogr-1204	58	29	.	.	PUNCT
iogr-1204	59	1	convolutional	convolutional	ADJ
iogr-1204	59	2	neural	neural	ADJ
iogr-1204	59	3	network	network	NOUN
iogr-1204	59	4	(	(	PUNCT
iogr-1204	59	5	cnn	cnn	PROPN
iogr-1204	59	6	)	)	PUNCT
iogr-1204	59	7	model	model	NOUN
iogr-1204	59	8	has	have	AUX
iogr-1204	59	9	become	become	VERB
iogr-1204	59	10	predominant	predominant	ADJ
iogr-1204	59	11	in	in	ADP
iogr-1204	59	12	the	the	DET
iogr-1204	59	13	image	image	NOUN
iogr-1204	59	14	recognition	recognition	NOUN
iogr-1204	59	15	and	and	CCONJ
iogr-1204	59	16	computer	computer	NOUN
iogr-1204	59	17	vision	vision	PROPN
iogr-1204	59	18	research	research	NOUN
iogr-1204	59	19	areas	area	NOUN
iogr-1204	59	20	,	,	PUNCT
iogr-1204	59	21	including	include	VERB
iogr-1204	59	22	several	several	ADJ
iogr-1204	59	23	architectures	architecture	NOUN
iogr-1204	59	24	aiming	aim	VERB
iogr-1204	59	25	to	to	PART
iogr-1204	59	26	achieve	achieve	VERB
iogr-1204	59	27	higher	high	ADJ
iogr-1204	59	28	accuracy	accuracy	NOUN
iogr-1204	59	29	and	and	CCONJ
iogr-1204	59	30	more	more	ADV
iogr-1204	59	31	efficient	efficient	ADJ
iogr-1204	59	32	calculations	calculation	NOUN
iogr-1204	59	33	(	(	PUNCT
iogr-1204	59	34	krizhevsky	krizhevsky	NOUN
iogr-1204	59	35	et	et	PROPN
iogr-1204	59	36	al	al	PROPN
iogr-1204	59	37	.	.	PROPN
iogr-1204	59	38	2012	2012	NUM
iogr-1204	59	39	;	;	PUNCT
iogr-1204	59	40	krizhevsky	krizhevsky	PROPN
iogr-1204	59	41	et	et	PROPN
iogr-1204	59	42	al	al	PROPN
iogr-1204	59	43	.	.	PROPN
iogr-1204	59	44	2017	2017	NUM
iogr-1204	59	45	;	;	PUNCT
iogr-1204	59	46	wang	wang	PROPN
iogr-1204	59	47	et	et	PROPN
iogr-1204	59	48	al	al	PROPN
iogr-1204	59	49	.	.	PROPN
iogr-1204	59	50	2020	2020	NUM
iogr-1204	59	51	;	;	PUNCT
iogr-1204	59	52	parimontonsakul	parimontonsakul	VERB
iogr-1204	59	53	2021	2021	NUM
iogr-1204	59	54	)	)	PUNCT
iogr-1204	59	55	.	.	PUNCT
iogr-1204	60	1	due	due	ADP
iogr-1204	60	2	to	to	ADP
iogr-1204	60	3	the	the	DET
iogr-1204	60	4	limited	limited	ADJ
iogr-1204	60	5	computational	computational	ADJ
iogr-1204	60	6	capability	capability	NOUN
iogr-1204	60	7	,	,	PUNCT
iogr-1204	60	8	this	this	DET
iogr-1204	60	9	study	study	NOUN
iogr-1204	60	10	employs	employ	VERB
iogr-1204	60	11	one	one	NUM
iogr-1204	60	12	of	of	ADP
iogr-1204	60	13	the	the	DET
iogr-1204	60	14	simplest	simple	ADJ
iogr-1204	60	15	and	and	CCONJ
iogr-1204	60	16	the	the	DET
iogr-1204	60	17	most	most	ADV
iogr-1204	60	18	efficient	efficient	ADJ
iogr-1204	60	19	architectures	architecture	NOUN
iogr-1204	60	20	,	,	PUNCT
iogr-1204	60	21	mobilenets	mobilenet	NOUN
iogr-1204	60	22	,	,	PUNCT
iogr-1204	60	23	to	to	PART
iogr-1204	60	24	identify	identify	VERB
iogr-1204	60	25	the	the	DET
iogr-1204	60	26	markers	marker	NOUN
iogr-1204	60	27	.	.	PUNCT
iogr-1204	61	1	parimontonsakul	parimontonsakul	PROPN
iogr-1204	61	2	(	(	PUNCT
iogr-1204	61	3	2021	2021	NUM
iogr-1204	61	4	)	)	PUNCT
iogr-1204	61	5	proposes	propose	VERB
iogr-1204	61	6	one	one	NUM
iogr-1204	61	7	transformation	transformation	NOUN
iogr-1204	61	8	of	of	ADP
iogr-1204	61	9	well	well	ADV
iogr-1204	61	10	-	-	PUNCT
iogr-1204	61	11	logging	log	VERB
iogr-1204	61	12	information	information	NOUN
iogr-1204	61	13	to	to	ADP
iogr-1204	61	14	the	the	DET
iogr-1204	61	15	image	image	NOUN
iogr-1204	61	16	approach	approach	NOUN
iogr-1204	61	17	.	.	PUNCT
iogr-1204	62	1	the	the	DET
iogr-1204	62	2	primary	primary	ADJ
iogr-1204	62	3	concept	concept	NOUN
iogr-1204	62	4	is	be	AUX
iogr-1204	62	5	that	that	SCONJ
iogr-1204	62	6	one	one	NUM
iogr-1204	62	7	column	column	NOUN
iogr-1204	62	8	vector	vector	NOUN
iogr-1204	62	9	represents	represent	VERB
iogr-1204	62	10	one	one	NUM
iogr-1204	62	11	section	section	NOUN
iogr-1204	62	12	of	of	ADP
iogr-1204	62	13	a	a	DET
iogr-1204	62	14	well	well	ADV
iogr-1204	62	15	-	-	PUNCT
iogr-1204	62	16	log	log	NOUN
iogr-1204	62	17	sequence	sequence	NOUN
iogr-1204	62	18	,	,	PUNCT
iogr-1204	62	19	while	while	SCONJ
iogr-1204	62	20	well	well	ADV
iogr-1204	62	21	-	-	PUNCT
iogr-1204	62	22	log	log	NOUN
iogr-1204	62	23	interval	interval	NOUN
iogr-1204	62	24	and	and	CCONJ
iogr-1204	62	25	compression	compression	NOUN
iogr-1204	62	26	factors	factor	NOUN
iogr-1204	62	27	,	,	PUNCT
iogr-1204	62	28	implying	imply	VERB
iogr-1204	62	29	zoom	zoom	NOUN
iogr-1204	62	30	-	-	PUNCT
iogr-1204	62	31	in	in	NOUN
iogr-1204	62	32	and	and	CCONJ
iogr-1204	62	33	out	out	ADP
iogr-1204	62	34	of	of	ADP
iogr-1204	62	35	an	an	DET
iogr-1204	62	36	image	image	NOUN
iogr-1204	62	37	,	,	PUNCT
iogr-1204	62	38	are	be	AUX
iogr-1204	62	39	added	add	VERB
iogr-1204	62	40	to	to	ADP
iogr-1204	62	41	the	the	DET
iogr-1204	62	42	well	well	ADV
iogr-1204	62	43	-	-	PUNCT
iogr-1204	62	44	log	log	NOUN
iogr-1204	62	45	sequence	sequence	NOUN
iogr-1204	62	46	.	.	PUNCT
iogr-1204	63	1	this	this	DET
iogr-1204	63	2	process	process	NOUN
iogr-1204	63	3	creates	create	VERB
iogr-1204	63	4	additional	additional	ADJ
iogr-1204	63	5	column	column	NOUN
iogr-1204	63	6	vectors	vector	NOUN
iogr-1204	63	7	to	to	ADP
iogr-1204	63	8	the	the	DET
iogr-1204	63	9	same	same	ADJ
iogr-1204	63	10	well	well	INTJ
iogr-1204	63	11	log	log	NOUN
iogr-1204	63	12	series	series	NOUN
iogr-1204	63	13	.	.	PUNCT
iogr-1204	64	1	he	he	PRON
iogr-1204	64	2	initially	initially	ADV
iogr-1204	64	3	proposes	propose	VERB
iogr-1204	64	4	to	to	PART
iogr-1204	64	5	apply	apply	VERB
iogr-1204	64	6	eight	eight	NUM
iogr-1204	64	7	factors	factor	NOUN
iogr-1204	64	8	to	to	ADP
iogr-1204	64	9	the	the	DET
iogr-1204	64	10	same	same	ADJ
iogr-1204	64	11	well	well	INTJ
iogr-1204	64	12	log	log	NOUN
iogr-1204	64	13	sequence	sequence	NOUN
iogr-1204	64	14	,	,	PUNCT
iogr-1204	64	15	resulting	result	VERB
iogr-1204	64	16	in	in	ADP
iogr-1204	64	17	eight	eight	NUM
iogr-1204	64	18	vectors	vector	NOUN
iogr-1204	64	19	of	of	ADP
iogr-1204	64	20	an	an	DET
iogr-1204	64	21	image	image	NOUN
iogr-1204	64	22	,	,	PUNCT
iogr-1204	64	23	defined	define	VERB
iogr-1204	64	24	as	as	ADP
iogr-1204	64	25	a	a	DET
iogr-1204	64	26	pad	pad	NOUN
iogr-1204	64	27	.	.	PUNCT
iogr-1204	65	1	the	the	DET
iogr-1204	65	2	same	same	ADJ
iogr-1204	65	3	process	process	NOUN
iogr-1204	65	4	is	be	AUX
iogr-1204	65	5	used	use	VERB
iogr-1204	65	6	in	in	ADP
iogr-1204	65	7	other	other	ADJ
iogr-1204	65	8	well	well	ADV
iogr-1204	65	9	-	-	PUNCT
iogr-1204	65	10	log	log	NOUN
iogr-1204	65	11	sequences	sequence	NOUN
iogr-1204	65	12	to	to	PART
iogr-1204	65	13	create	create	VERB
iogr-1204	65	14	the	the	DET
iogr-1204	65	15	complete	complete	ADJ
iogr-1204	65	16	image	image	NOUN
iogr-1204	65	17	.	.	PUNCT
iogr-1204	66	1	applying	apply	VERB
iogr-1204	66	2	the	the	DET
iogr-1204	66	3	same	same	ADJ
iogr-1204	66	4	concept	concept	NOUN
iogr-1204	66	5	,	,	PUNCT
iogr-1204	66	6	this	this	DET
iogr-1204	66	7	study	study	NOUN
iogr-1204	66	8	can	can	AUX
iogr-1204	66	9	make	make	VERB
iogr-1204	66	10	several	several	ADJ
iogr-1204	66	11	well	well	ADV
iogr-1204	66	12	-	-	PUNCT
iogr-1204	66	13	logging	log	VERB
iogr-1204	66	14	images	image	NOUN
iogr-1204	66	15	by	by	ADP
iogr-1204	66	16	changing	change	VERB
iogr-1204	66	17	the	the	DET
iogr-1204	66	18	well	well	ADV
iogr-1204	66	19	-	-	PUNCT
iogr-1204	66	20	log	log	NOUN
iogr-1204	66	21	interval	interval	NOUN
iogr-1204	66	22	and	and	CCONJ
iogr-1204	66	23	compression	compression	NOUN
iogr-1204	66	24	factors	factor	NOUN
iogr-1204	66	25	,	,	PUNCT
iogr-1204	66	26	as	as	SCONJ
iogr-1204	66	27	illustrated	illustrate	VERB
iogr-1204	66	28	in	in	ADP
iogr-1204	66	29	figure	figure	NOUN
iogr-1204	66	30	1	1	NUM
iogr-1204	66	31	.	.	PUNCT
iogr-1204	67	1	the	the	DET
iogr-1204	67	2	well	well	ADV
iogr-1204	67	3	-	-	PUNCT
iogr-1204	67	4	log	log	NOUN
iogr-1204	67	5	series	series	NOUN
iogr-1204	67	6	from	from	ADP
iogr-1204	67	7	left	leave	VERB
iogr-1204	67	8	to	to	ADP
iogr-1204	67	9	right	right	ADV
iogr-1204	67	10	are	be	AUX
iogr-1204	67	11	the	the	DET
iogr-1204	67	12	gamma	gamma	NOUN
iogr-1204	67	13	-	-	PUNCT
iogr-1204	67	14	ray	ray	NOUN
iogr-1204	67	15	log	log	NOUN
iogr-1204	67	16	,	,	PUNCT
iogr-1204	67	17	resistivity	resistivity	NOUN
iogr-1204	67	18	log	log	PROPN
iogr-1204	67	19	,	,	PUNCT
iogr-1204	67	20	neutron	neutron	NOUN
iogr-1204	67	21	log	log	NOUN
iogr-1204	67	22	,	,	PUNCT
iogr-1204	67	23	and	and	CCONJ
iogr-1204	67	24	density	density	NOUN
iogr-1204	67	25	log	log	NOUN
iogr-1204	67	26	in	in	ADP
iogr-1204	67	27	the	the	DET
iogr-1204	67	28	sandstone	sandstone	NOUN
iogr-1204	67	29	scale	scale	NOUN
iogr-1204	67	30	.	.	PUNCT
iogr-1204	68	1	the	the	DET
iogr-1204	68	2	transformation	transformation	NOUN
iogr-1204	68	3	of	of	ADP
iogr-1204	68	4	a	a	DET
iogr-1204	68	5	well	well	ADV
iogr-1204	68	6	-	-	PUNCT
iogr-1204	68	7	log	log	NOUN
iogr-1204	68	8	to	to	ADP
iogr-1204	68	9	an	an	DET
iogr-1204	68	10	image	image	NOUN
iogr-1204	68	11	is	be	AUX
iogr-1204	68	12	demonstrated	demonstrate	VERB
iogr-1204	68	13	.	.	PUNCT
iogr-1204	69	1	figure	figure	VERB
iogr-1204	69	2	2	2	NUM
iogr-1204	69	3	presents	present	VERB
iogr-1204	69	4	the	the	DET
iogr-1204	69	5	mobilenets	mobilenet	NOUN
iogr-1204	69	6	architecture	architecture	NOUN
iogr-1204	69	7	.	.	PUNCT
iogr-1204	70	1	the	the	DET
iogr-1204	70	2	transformed	transform	VERB
iogr-1204	70	3	well	well	NOUN
iogr-1204	70	4	log	log	NOUN
iogr-1204	70	5	image	image	NOUN
iogr-1204	70	6	is	be	AUX
iogr-1204	70	7	set	set	VERB
iogr-1204	70	8	up	up	ADP
iogr-1204	70	9	as	as	ADP
iogr-1204	70	10	an	an	DET
iogr-1204	70	11	input	input	NOUN
iogr-1204	70	12	layer	layer	NOUN
iogr-1204	70	13	in	in	ADP
iogr-1204	70	14	the	the	DET
iogr-1204	70	15	cnn	cnn	PROPN
iogr-1204	70	16	model	model	NOUN
iogr-1204	70	17	,	,	PUNCT
iogr-1204	70	18	while	while	SCONJ
iogr-1204	70	19	the	the	DET
iogr-1204	70	20	output	output	NOUN
iogr-1204	70	21	layer	layer	NOUN
iogr-1204	70	22	is	be	AUX
iogr-1204	70	23	the	the	DET
iogr-1204	70	24	geoscientists	geoscientist	NOUN
iogr-1204	70	25	’	’	PART
iogr-1204	70	26	marker	marker	NOUN
iogr-1204	70	27	interpretations	interpretation	NOUN
iogr-1204	70	28	.	.	PUNCT
iogr-1204	71	1	since	since	SCONJ
iogr-1204	71	2	there	there	PRON
iogr-1204	71	3	is	be	VERB
iogr-1204	71	4	more	more	ADJ
iogr-1204	71	5	than	than	ADP
iogr-1204	71	6	one	one	NUM
iogr-1204	71	7	marker	marker	NOUN
iogr-1204	71	8	in	in	ADP
iogr-1204	71	9	an	an	DET
iogr-1204	71	10	output	output	NOUN
iogr-1204	71	11	layer	layer	NOUN
iogr-1204	71	12	,	,	PUNCT
iogr-1204	71	13	the	the	DET
iogr-1204	71	14	problem	problem	NOUN
iogr-1204	71	15	is	be	AUX
iogr-1204	71	16	set	set	VERB
iogr-1204	71	17	up	up	ADP
iogr-1204	71	18	as	as	ADP
iogr-1204	71	19	a	a	DET
iogr-1204	71	20	multi	multi	ADJ
iogr-1204	71	21	-	-	ADJ
iogr-1204	71	22	class	class	ADJ
iogr-1204	71	23	classification	classification	NOUN
iogr-1204	71	24	problem	problem	NOUN
iogr-1204	71	25	.	.	PUNCT
iogr-1204	72	1	as	as	SCONJ
iogr-1204	72	2	the	the	DET
iogr-1204	72	3	reader	reader	NOUN
iogr-1204	72	4	is	be	AUX
iogr-1204	72	5	aware	aware	ADJ
iogr-1204	72	6	that	that	SCONJ
iogr-1204	72	7	the	the	DET
iogr-1204	72	8	transformed	transform	VERB
iogr-1204	72	9	image	image	NOUN
iogr-1204	72	10	consists	consist	VERB
iogr-1204	72	11	of	of	ADP
iogr-1204	72	12	only	only	ADV
iogr-1204	72	13	a	a	DET
iogr-1204	72	14	well	well	INTJ
iogr-1204	72	15	log	log	NOUN
iogr-1204	72	16	sequence	sequence	NOUN
iogr-1204	72	17	,	,	PUNCT
iogr-1204	72	18	there	there	PRON
iogr-1204	72	19	is	be	VERB
iogr-1204	72	20	no	no	DET
iogr-1204	72	21	additional	additional	ADJ
iogr-1204	72	22	information	information	NOUN
iogr-1204	72	23	regarding	regard	VERB
iogr-1204	72	24	well	well	INTJ
iogr-1204	72	25	location	location	NOUN
iogr-1204	72	26	,	,	PUNCT
iogr-1204	72	27	well	well	INTJ
iogr-1204	72	28	depth	depth	NOUN
iogr-1204	72	29	,	,	PUNCT
iogr-1204	72	30	or	or	CCONJ
iogr-1204	72	31	any	any	DET
iogr-1204	72	32	other	other	ADJ
iogr-1204	72	33	information	information	NOUN
iogr-1204	72	34	useful	useful	ADJ
iogr-1204	72	35	in	in	ADP
iogr-1204	72	36	identifying	identify	VERB
iogr-1204	72	37	the	the	DET
iogr-1204	72	38	geological	geological	ADJ
iogr-1204	72	39	marker	marker	NOUN
iogr-1204	72	40	.	.	PUNCT
iogr-1204	73	1	this	this	DET
iogr-1204	73	2	study	study	NOUN
iogr-1204	73	3	introduces	introduce	VERB
iogr-1204	73	4	two	two	NUM
iogr-1204	73	5	approaches	approach	NOUN
iogr-1204	73	6	to	to	PART
iogr-1204	73	7	resolve	resolve	VERB
iogr-1204	73	8	the	the	DET
iogr-1204	73	9	concern	concern	NOUN
iogr-1204	73	10	.	.	PUNCT
iogr-1204	74	1	the	the	DET
iogr-1204	74	2	first	first	ADJ
iogr-1204	74	3	approach	approach	NOUN
iogr-1204	74	4	is	be	AUX
iogr-1204	74	5	to	to	PART
iogr-1204	74	6	create	create	VERB
iogr-1204	74	7	a	a	DET
iogr-1204	74	8	placeholder	placeholder	NOUN
iogr-1204	74	9	column	column	NOUN
iogr-1204	74	10	vector	vector	NOUN
iogr-1204	74	11	in	in	ADP
iogr-1204	74	12	the	the	DET
iogr-1204	74	13	image	image	NOUN
iogr-1204	74	14	as	as	ADP
iogr-1204	74	15	a	a	DET
iogr-1204	74	16	place	place	NOUN
iogr-1204	74	17	to	to	PART
iogr-1204	74	18	input	input	VERB
iogr-1204	74	19	supplemental	supplemental	ADJ
iogr-1204	74	20	information	information	NOUN
iogr-1204	74	21	such	such	ADJ
iogr-1204	74	22	as	as	ADP
iogr-1204	74	23	well	well	ADV
iogr-1204	74	24	location	location	NOUN
iogr-1204	74	25	and	and	CCONJ
iogr-1204	74	26	well	well	ADV
iogr-1204	74	27	depth	depth	NOUN
iogr-1204	74	28	.	.	PUNCT
iogr-1204	75	1	this	this	DET
iogr-1204	75	2	method	method	NOUN
iogr-1204	75	3	provides	provide	VERB
iogr-1204	75	4	the	the	DET
iogr-1204	75	5	simplest	simple	ADJ
iogr-1204	75	6	solution	solution	NOUN
iogr-1204	75	7	since	since	SCONJ
iogr-1204	75	8	it	it	PRON
iogr-1204	75	9	does	do	AUX
iogr-1204	75	10	not	not	PART
iogr-1204	75	11	require	require	VERB
iogr-1204	75	12	any	any	DET
iogr-1204	75	13	adjustment	adjustment	NOUN
iogr-1204	75	14	to	to	ADP
iogr-1204	75	15	the	the	DET
iogr-1204	75	16	mobilenets	mobilenet	NOUN
iogr-1204	75	17	architecture	architecture	NOUN
iogr-1204	75	18	.	.	PUNCT
iogr-1204	76	1	the	the	DET
iogr-1204	76	2	second	second	ADJ
iogr-1204	76	3	approach	approach	NOUN
iogr-1204	76	4	is	be	AUX
iogr-1204	76	5	to	to	PART
iogr-1204	76	6	include	include	VERB
iogr-1204	76	7	additional	additional	ADJ
iogr-1204	76	8	data	datum	NOUN
iogr-1204	76	9	input	input	NOUN
iogr-1204	76	10	connecting	connect	VERB
iogr-1204	76	11	directly	directly	ADV
iogr-1204	76	12	to	to	ADP
iogr-1204	76	13	the	the	DET
iogr-1204	76	14	fully	fully	ADV
iogr-1204	76	15	connected	connect	VERB
iogr-1204	76	16	layer	layer	NOUN
iogr-1204	76	17	.	.	PUNCT
iogr-1204	77	1	in	in	ADP
iogr-1204	77	2	this	this	DET
iogr-1204	77	3	case	case	NOUN
iogr-1204	77	4	,	,	PUNCT
iogr-1204	77	5	the	the	DET
iogr-1204	77	6	modified	modify	VERB
iogr-1204	77	7	mobilenets	mobilenet	NOUN
iogr-1204	77	8	architecture	architecture	NOUN
iogr-1204	77	9	needs	need	VERB
iogr-1204	77	10	to	to	PART
iogr-1204	77	11	be	be	AUX
iogr-1204	77	12	constructed	construct	VERB
iogr-1204	77	13	to	to	PART
iogr-1204	77	14	add	add	VERB
iogr-1204	77	15	extra	extra	ADJ
iogr-1204	77	16	information	information	NOUN
iogr-1204	77	17	to	to	ADP
iogr-1204	77	18	the	the	DET
iogr-1204	77	19	cnn	cnn	PROPN
iogr-1204	77	20	model	model	NOUN
iogr-1204	77	21	.	.	PUNCT
iogr-1204	78	1	the	the	DET
iogr-1204	78	2	two	two	NUM
iogr-1204	78	3	approaches	approach	NOUN
iogr-1204	78	4	are	be	AUX
iogr-1204	78	5	illustrated	illustrate	VERB
iogr-1204	78	6	in	in	ADP
iogr-1204	78	7	figure	figure	NOUN
iogr-1204	78	8	3	3	NUM
iogr-1204	78	9	.	.	PUNCT
iogr-1204	79	1	in	in	ADP
iogr-1204	79	2	this	this	DET
iogr-1204	79	3	work	work	NOUN
iogr-1204	79	4	,	,	PUNCT
iogr-1204	79	5	the	the	DET
iogr-1204	79	6	first	first	ADJ
iogr-1204	79	7	approach	approach	NOUN
iogr-1204	79	8	is	be	AUX
iogr-1204	79	9	applied	apply	VERB
iogr-1204	79	10	for	for	ADP
iogr-1204	79	11	simplicity	simplicity	NOUN
iogr-1204	79	12	in	in	ADP
iogr-1204	79	13	model	model	NOUN
iogr-1204	79	14	creation	creation	NOUN
iogr-1204	79	15	,	,	PUNCT
iogr-1204	79	16	but	but	CCONJ
iogr-1204	79	17	this	this	PRON
iogr-1204	79	18	does	do	AUX
iogr-1204	79	19	not	not	PART
iogr-1204	79	20	imply	imply	VERB
iogr-1204	79	21	that	that	SCONJ
iogr-1204	79	22	the	the	DET
iogr-1204	79	23	first	first	ADJ
iogr-1204	79	24	approach	approach	NOUN
iogr-1204	79	25	is	be	AUX
iogr-1204	79	26	the	the	DET
iogr-1204	79	27	best	good	ADJ
iogr-1204	79	28	.	.	PUNCT
iogr-1204	80	1	as	as	ADP
iogr-1204	80	2	a	a	DET
iogr-1204	80	3	result	result	NOUN
iogr-1204	80	4	,	,	PUNCT
iogr-1204	80	5	this	this	DET
iogr-1204	80	6	study	study	NOUN
iogr-1204	80	7	proposes	propose	VERB
iogr-1204	80	8	the	the	DET
iogr-1204	80	9	modified	modify	VERB
iogr-1204	80	10	mobilenets	mobilenet	NOUN
iogr-1204	80	11	architecture	architecture	NOUN
iogr-1204	80	12	as	as	SCONJ
iogr-1204	80	13	demonstrated	demonstrate	VERB
iogr-1204	80	14	in	in	ADP
iogr-1204	80	15	table	table	NOUN
iogr-1204	80	16	1	1	NUM
iogr-1204	80	17	.	.	PUNCT
iogr-1204	81	1	this	this	DET
iogr-1204	81	2	study	study	NOUN
iogr-1204	81	3	addresses	address	VERB
iogr-1204	81	4	this	this	DET
iogr-1204	81	5	issue	issue	NOUN
iogr-1204	81	6	by	by	ADP
iogr-1204	81	7	creating	create	VERB
iogr-1204	81	8	an	an	DET
iogr-1204	81	9	additional	additional	ADJ
iogr-1204	81	10	machine	machine	NOUN
iogr-1204	81	11	learning	learning	NOUN
iogr-1204	81	12	model	model	NOUN
iogr-1204	81	13	that	that	PRON
iogr-1204	81	14	explores	explore	VERB
iogr-1204	81	15	the	the	DET
iogr-1204	81	16	probability	probability	NOUN
iogr-1204	81	17	of	of	ADP
iogr-1204	81	18	correctness	correctness	NOUN
iogr-1204	81	19	in	in	ADP
iogr-1204	81	20	the	the	DET
iogr-1204	81	21	marker	marker	NOUN
iogr-1204	81	22	prediction	prediction	NOUN
iogr-1204	81	23	given	give	VERB
iogr-1204	81	24	the	the	DET
iogr-1204	81	25	nearby	nearby	ADJ
iogr-1204	81	26	marker	marker	NOUN
iogr-1204	81	27	prediction	prediction	NOUN
iogr-1204	81	28	information	information	NOUN
iogr-1204	81	29	.	.	PUNCT
iogr-1204	82	1	this	this	DET
iogr-1204	82	2	process	process	NOUN
iogr-1204	82	3	can	can	AUX
iogr-1204	82	4	be	be	AUX
iogr-1204	82	5	viewed	view	VERB
iogr-1204	82	6	simply	simply	ADV
iogr-1204	82	7	as	as	SCONJ
iogr-1204	82	8	the	the	DET
iogr-1204	82	9	nearby	nearby	ADJ
iogr-1204	82	10	marker	marker	NOUN
iogr-1204	82	11	prediction	prediction	NOUN
iogr-1204	82	12	should	should	AUX
iogr-1204	82	13	be	be	AUX
iogr-1204	82	14	similar	similar	ADJ
iogr-1204	82	15	,	,	PUNCT
iogr-1204	82	16	or	or	CCONJ
iogr-1204	82	17	if	if	SCONJ
iogr-1204	82	18	the	the	DET
iogr-1204	82	19	marker	marker	NOUN
iogr-1204	82	20	is	be	AUX
iogr-1204	82	21	alphabetically	alphabetically	ADV
iogr-1204	82	22	sorted	sort	VERB
iogr-1204	82	23	from	from	ADP
iogr-1204	82	24	shallow	shallow	ADJ
iogr-1204	82	25	to	to	ADP
iogr-1204	82	26	deep	deep	ADJ
iogr-1204	82	27	,	,	PUNCT
iogr-1204	82	28	the	the	DET
iogr-1204	82	29	nearby	nearby	ADJ
iogr-1204	82	30	marker	marker	NOUN
iogr-1204	82	31	prediction	prediction	NOUN
iogr-1204	82	32	will	will	AUX
iogr-1204	82	33	also	also	ADV
iogr-1204	82	34	be	be	AUX
iogr-1204	82	35	alphabetically	alphabetically	ADV
iogr-1204	82	36	sorted	sort	VERB
iogr-1204	82	37	in	in	ADP
iogr-1204	82	38	the	the	DET
iogr-1204	82	39	same	same	ADJ
iogr-1204	82	40	manner	manner	NOUN
iogr-1204	82	41	.	.	PUNCT
iogr-1204	83	1	there	there	PRON
iogr-1204	83	2	are	be	VERB
iogr-1204	83	3	several	several	ADJ
iogr-1204	83	4	techniques	technique	NOUN
iogr-1204	83	5	to	to	PART
iogr-1204	83	6	formulate	formulate	VERB
iogr-1204	83	7	this	this	DET
iogr-1204	83	8	kind	kind	NOUN
iogr-1204	83	9	of	of	ADP
iogr-1204	83	10	model	model	NOUN
iogr-1204	83	11	.	.	PUNCT
iogr-1204	84	1	one	one	NUM
iogr-1204	84	2	of	of	ADP
iogr-1204	84	3	the	the	DET
iogr-1204	84	4	approaches	approach	NOUN
iogr-1204	84	5	is	be	AUX
iogr-1204	84	6	to	to	PART
iogr-1204	84	7	formulate	formulate	VERB
iogr-1204	84	8	it	it	PRON
iogr-1204	84	9	as	as	ADP
iogr-1204	84	10	a	a	DET
iogr-1204	84	11	classification	classification	NOUN
iogr-1204	84	12	problem	problem	NOUN
iogr-1204	84	13	,	,	PUNCT
iogr-1204	84	14	where	where	SCONJ
iogr-1204	84	15	independent	independent	ADJ
iogr-1204	84	16	variables	variable	NOUN
iogr-1204	84	17	are	be	AUX
iogr-1204	84	18	the	the	DET
iogr-1204	84	19	predicted	predict	VERB
iogr-1204	84	20	markers	marker	NOUN
iogr-1204	84	21	from	from	ADP
iogr-1204	84	22	the	the	DET
iogr-1204	84	23	cnn	cnn	PROPN
iogr-1204	84	24	model	model	NOUN
iogr-1204	84	25	,	,	PUNCT
iogr-1204	84	26	including	include	VERB
iogr-1204	84	27	predicted	predict	VERB
iogr-1204	84	28	marker	marker	NOUN
iogr-1204	84	29	depth	depth	NOUN
iogr-1204	84	30	and	and	CCONJ
iogr-1204	84	31	other	other	ADJ
iogr-1204	84	32	mathematical	mathematical	ADJ
iogr-1204	84	33	aggregation	aggregation	NOUN
iogr-1204	84	34	such	such	ADJ
iogr-1204	84	35	as	as	ADP
iogr-1204	84	36	min	min	PROPN
iogr-1204	84	37	,	,	PUNCT
iogr-1204	84	38	mean	mean	ADJ
iogr-1204	84	39	,	,	PUNCT
iogr-1204	84	40	mode	mode	NOUN
iogr-1204	84	41	,	,	PUNCT
iogr-1204	84	42	and	and	CCONJ
iogr-1204	84	43	a	a	DET
iogr-1204	84	44	max	max	NOUN
iogr-1204	84	45	of	of	ADP
iogr-1204	84	46	the	the	DET
iogr-1204	84	47	numerical	numerical	ADJ
iogr-1204	84	48	values	value	NOUN
iogr-1204	84	49	,	,	PUNCT
iogr-1204	84	50	and	and	CCONJ
iogr-1204	84	51	the	the	DET
iogr-1204	84	52	correctness	correctness	NOUN
iogr-1204	84	53	of	of	ADP
iogr-1204	84	54	the	the	DET
iogr-1204	84	55	marker	marker	NOUN
iogr-1204	84	56	prediction	prediction	NOUN
iogr-1204	84	57	given	give	VERB
iogr-1204	84	58	the	the	DET
iogr-1204	84	59	depth	depth	NOUN
iogr-1204	84	60	threshold	threshold	NOUN
iogr-1204	84	61	as	as	SCONJ
iogr-1204	84	62	the	the	DET
iogr-1204	84	63	target	target	NOUN
iogr-1204	84	64	predicted	predict	VERB
iogr-1204	84	65	values	value	NOUN
iogr-1204	84	66	.	.	PUNCT
iogr-1204	85	1	4	4	NUM
iogr-1204	85	2	figure	figure	NOUN
iogr-1204	85	3	1	1	NUM
iogr-1204	85	4	—	—	PUNCT
iogr-1204	85	5	the	the	DET
iogr-1204	85	6	well	well	INTJ
iogr-1204	85	7	log	log	VERB
iogr-1204	85	8	images	image	NOUN
iogr-1204	85	9	for	for	ADP
iogr-1204	85	10	mobilenets	mobilenet	NOUN
iogr-1204	85	11	(	(	PUNCT
iogr-1204	85	12	parimontonsakul	parimontonsakul	NOUN
iogr-1204	85	13	2021	2021	NUM
iogr-1204	85	14	)	)	PUNCT
iogr-1204	85	15	.	.	PUNCT
iogr-1204	86	1	figure	figure	NOUN
iogr-1204	86	2	2	2	NUM
iogr-1204	86	3	—	—	PUNCT
iogr-1204	86	4	the	the	DET
iogr-1204	86	5	mobilenets	mobilenet	NOUN
iogr-1204	86	6	architecture	architecture	NOUN
iogr-1204	86	7	(	(	PUNCT
iogr-1204	86	8	parimontonsakul	parimontonsakul	NOUN
iogr-1204	86	9	2021	2021	NUM
iogr-1204	86	10	)	)	PUNCT
iogr-1204	86	11	.	.	PUNCT
iogr-1204	87	1	in	in	ADP
iogr-1204	87	2	p	p	X
iogr-1204	87	3	u	u	PROPN
iogr-1204	87	4	t	t	PROPN
iogr-1204	87	5	la	la	NOUN
iogr-1204	87	6	y	y	PROPN
iogr-1204	87	7	e	e	PROPN
iogr-1204	87	8	r	r	NOUN
iogr-1204	87	9	d	d	X
iogr-1204	87	10	e	e	X
iogr-1204	87	11	p	p	PROPN
iogr-1204	87	12	t	t	PROPN
iogr-1204	87	13	h	h	PROPN
iogr-1204	87	14	w	w	PROPN
iogr-1204	87	15	ise	ise	PROPN
iogr-1204	87	16	se	se	PROPN
iogr-1204	88	1	pa	pa	PROPN
iogr-1204	88	2	r	r	PROPN
iogr-1204	88	3	a	a	DET
iogr-1204	88	4	b	b	NOUN
iogr-1204	88	5	le	le	ADP
iogr-1204	88	6	c	c	NOUN
iogr-1204	88	7	o	o	PROPN
iogr-1204	88	8	n	n	INTJ
iogr-1204	88	9	v	v	INTJ
iogr-1204	88	10	o	o	X
iogr-1204	88	11	lu	lu	NOUN
iogr-1204	88	12	t	t	PROPN
iogr-1204	88	13	io	io	PROPN
iogr-1204	89	1	n	n	PROPN
iogr-1204	89	2	f	f	NOUN
iogr-1204	89	3	u	u	NOUN
iogr-1204	89	4	lly	lly	ADV
iogr-1204	89	5	c	c	X
iogr-1204	89	6	o	o	NOUN
iogr-1204	89	7	n	n	CCONJ
iogr-1204	89	8	n	n	NOUN
iogr-1204	89	9	e	e	NOUN
iogr-1204	89	10	c	c	NOUN
iogr-1204	89	11	t	t	PROPN
iogr-1204	89	12	e	e	X
iogr-1204	89	13	d	d	X
iogr-1204	89	14	la	la	PROPN
iogr-1204	89	15	y	y	PROPN
iogr-1204	89	16	e	e	PROPN
iogr-1204	89	17	r	r	NOUN
iogr-1204	89	18	1024	1024	NUM
iogr-1204	89	19	o	o	NOUN
iogr-1204	89	20	u	u	NOUN
iogr-1204	89	21	t	t	PROPN
iogr-1204	89	22	p	p	X
iogr-1204	89	23	u	u	X
iogr-1204	89	24	t	t	PROPN
iogr-1204	89	25	la	la	NOUN
iogr-1204	89	26	y	y	PROPN
iogr-1204	90	1	e	e	PROPN
iogr-1204	90	2	r	r	NOUN
iogr-1204	90	3	c	c	NOUN
iogr-1204	90	4	o	o	NOUN
iogr-1204	90	5	n	n	INTJ
iogr-1204	90	6	v	v	INTJ
iogr-1204	90	7	o	o	X
iogr-1204	90	8	lu	lu	NOUN
iogr-1204	90	9	t	t	PROPN
iogr-1204	90	10	io	io	NOUN
iogr-1204	90	11	n	n	PROPN
iogr-1204	90	12	d	d	X
iogr-1204	90	13	e	e	PROPN
iogr-1204	90	14	p	p	PROPN
iogr-1204	90	15	t	t	PROPN
iogr-1204	90	16	h	h	PROPN
iogr-1204	90	17	w	w	PROPN
iogr-1204	90	18	ise	ise	PROPN
iogr-1204	91	1	c	c	NOUN
iogr-1204	91	2	o	o	PROPN
iogr-1204	91	3	n	n	INTJ
iogr-1204	91	4	v	v	INTJ
iogr-1204	91	5	o	o	X
iogr-1204	92	1	lu	lu	NOUN
iogr-1204	92	2	t	t	PROPN
iogr-1204	92	3	io	io	NOUN
iogr-1204	92	4	n	n	PROPN
iogr-1204	92	5	p	p	X
iogr-1204	92	6	o	o	PROPN
iogr-1204	92	7	in	in	ADP
iogr-1204	92	8	t	t	PROPN
iogr-1204	92	9	w	w	PROPN
iogr-1204	92	10	ise	ise	PROPN
iogr-1204	93	1	c	c	NOUN
iogr-1204	93	2	o	o	PROPN
iogr-1204	93	3	n	n	INTJ
iogr-1204	93	4	v	v	INTJ
iogr-1204	93	5	o	o	X
iogr-1204	94	1	lu	lu	NOUN
iogr-1204	94	2	t	t	PROPN
iogr-1204	94	3	io	io	NOUN
iogr-1204	94	4	n	n	PROPN
iogr-1204	94	5	d	d	X
iogr-1204	94	6	e	e	PROPN
iogr-1204	94	7	p	p	PROPN
iogr-1204	94	8	t	t	PROPN
iogr-1204	94	9	h	h	PROPN
iogr-1204	94	10	w	w	PROPN
iogr-1204	94	11	ise	ise	PROPN
iogr-1204	94	12	se	se	PROPN
iogr-1204	95	1	pa	pa	PROPN
iogr-1204	95	2	r	r	PROPN
iogr-1204	95	3	a	a	DET
iogr-1204	95	4	b	b	NOUN
iogr-1204	95	5	le	le	ADP
iogr-1204	95	6	c	c	NOUN
iogr-1204	95	7	o	o	PROPN
iogr-1204	96	1	n	n	INTJ
iogr-1204	96	2	v	v	INTJ
iogr-1204	96	3	o	o	X
iogr-1204	97	1	lu	lu	NOUN
iogr-1204	97	2	t	t	PROPN
iogr-1204	97	3	io	io	NOUN
iogr-1204	97	4	n	n	PROPN
iogr-1204	97	5	d	d	X
iogr-1204	97	6	e	e	PROPN
iogr-1204	97	7	p	p	PROPN
iogr-1204	97	8	t	t	PROPN
iogr-1204	97	9	h	h	PROPN
iogr-1204	97	10	w	w	PROPN
iogr-1204	97	11	ise	ise	PROPN
iogr-1204	97	12	se	se	PROPN
iogr-1204	98	1	pa	pa	PROPN
iogr-1204	98	2	r	r	PROPN
iogr-1204	98	3	a	a	DET
iogr-1204	98	4	b	b	NOUN
iogr-1204	98	5	le	le	ADP
iogr-1204	98	6	c	c	NOUN
iogr-1204	98	7	o	o	PROPN
iogr-1204	99	1	n	n	INTJ
iogr-1204	99	2	v	v	INTJ
iogr-1204	99	3	o	o	X
iogr-1204	100	1	lu	lu	NOUN
iogr-1204	100	2	t	t	PROPN
iogr-1204	100	3	io	io	NOUN
iogr-1204	100	4	n	n	ADP
iogr-1204	100	5	g	g	PROPN
iogr-1204	100	6	lo	lo	PROPN
iogr-1204	100	7	b	b	PROPN
iogr-1204	100	8	a	a	DET
iogr-1204	100	9	l	l	NOUN
iogr-1204	100	10	a	a	DET
iogr-1204	100	11	v	v	NOUN
iogr-1204	100	12	e	e	NOUN
iogr-1204	100	13	r	r	NOUN
iogr-1204	100	14	a	a	DET
iogr-1204	100	15	g	g	NOUN
iogr-1204	100	16	e	e	NOUN
iogr-1204	100	17	p	p	NOUN
iogr-1204	100	18	o	o	X
iogr-1204	101	1	o	o	X
iogr-1204	101	2	lin	lin	PROPN
iogr-1204	101	3	g	g	PROPN
iogr-1204	101	4	f	f	PROPN
iogr-1204	101	5	u	u	PROPN
iogr-1204	101	6	lly	lly	ADV
iogr-1204	101	7	c	c	X
iogr-1204	101	8	o	o	NOUN
iogr-1204	101	9	n	n	CCONJ
iogr-1204	101	10	n	n	NOUN
iogr-1204	101	11	e	e	NOUN
iogr-1204	101	12	c	c	NOUN
iogr-1204	101	13	t	t	PROPN
iogr-1204	101	14	e	e	X
iogr-1204	101	15	d	d	X
iogr-1204	101	16	5	5	NUM
iogr-1204	101	17	(	(	PUNCT
iogr-1204	101	18	a	a	NOUN
iogr-1204	101	19	)	)	PUNCT
iogr-1204	101	20	(	(	PUNCT
iogr-1204	101	21	b	b	X
iogr-1204	101	22	)	)	PUNCT
iogr-1204	101	23	figure	figure	NOUN
iogr-1204	101	24	3	3	NUM
iogr-1204	101	25	—	—	PUNCT
iogr-1204	101	26	the	the	DET
iogr-1204	101	27	modified	modify	VERB
iogr-1204	101	28	mobilenets	mobilenet	NOUN
iogr-1204	101	29	architecture	architecture	NOUN
iogr-1204	101	30	alternative	alternative	NOUN
iogr-1204	101	31	for	for	ADP
iogr-1204	101	32	additional	additional	ADJ
iogr-1204	101	33	data	datum	NOUN
iogr-1204	101	34	input	input	NOUN
iogr-1204	101	35	(	(	PUNCT
iogr-1204	101	36	modified	modify	VERB
iogr-1204	101	37	from	from	ADP
iogr-1204	101	38	parimontonsakul	parimontonsakul	PROPN
iogr-1204	101	39	2021	2021	NUM
iogr-1204	101	40	)	)	PUNCT
iogr-1204	101	41	.	.	PUNCT
iogr-1204	102	1	(	(	PUNCT
iogr-1204	102	2	a	a	X
iogr-1204	102	3	)	)	PUNCT
iogr-1204	102	4	the	the	DET
iogr-1204	102	5	modified	modify	VERB
iogr-1204	102	6	mobilenets	mobilenet	NOUN
iogr-1204	102	7	architecture	architecture	NOUN
iogr-1204	102	8	added	add	VERB
iogr-1204	102	9	additional	additional	ADJ
iogr-1204	102	10	column	column	NOUN
iogr-1204	102	11	vector	vector	NOUN
iogr-1204	102	12	;	;	PUNCT
iogr-1204	102	13	(	(	PUNCT
iogr-1204	102	14	b	b	X
iogr-1204	102	15	)	)	PUNCT
iogr-1204	102	16	the	the	DET
iogr-1204	102	17	modified	modify	VERB
iogr-1204	102	18	mobilenets	mobilenet	NOUN
iogr-1204	102	19	architecture	architecture	NOUN
iogr-1204	102	20	added	add	VERB
iogr-1204	102	21	additional	additional	ADJ
iogr-1204	102	22	data	datum	NOUN
iogr-1204	102	23	input	input	NOUN
iogr-1204	102	24	to	to	ADP
iogr-1204	102	25	fully	fully	ADV
iogr-1204	102	26	connected	connect	VERB
iogr-1204	102	27	layer	layer	NOUN
iogr-1204	102	28	.	.	PUNCT
iogr-1204	103	1	metrics	metric	NOUN
iogr-1204	103	2	this	this	DET
iogr-1204	103	3	section	section	NOUN
iogr-1204	103	4	discusses	discuss	VERB
iogr-1204	103	5	the	the	DET
iogr-1204	103	6	metrics	metric	NOUN
iogr-1204	103	7	to	to	PART
iogr-1204	103	8	validate	validate	VERB
iogr-1204	103	9	the	the	DET
iogr-1204	103	10	model	model	NOUN
iogr-1204	103	11	performance	performance	NOUN
iogr-1204	103	12	.	.	PUNCT
iogr-1204	104	1	this	this	DET
iogr-1204	104	2	study	study	NOUN
iogr-1204	104	3	presents	present	VERB
iogr-1204	104	4	metrics	metric	NOUN
iogr-1204	104	5	for	for	ADP
iogr-1204	104	6	the	the	DET
iogr-1204	104	7	3	3	NUM
iogr-1204	104	8	-	-	PUNCT
iogr-1204	104	9	class	class	NOUN
iogr-1204	104	10	classification	classification	NOUN
iogr-1204	104	11	problem	problem	NOUN
iogr-1204	104	12	,	,	PUNCT
iogr-1204	104	13	as	as	SCONJ
iogr-1204	104	14	illustrated	illustrate	VERB
iogr-1204	104	15	in	in	ADP
iogr-1204	104	16	table	table	NOUN
iogr-1204	104	17	2	2	NUM
iogr-1204	104	18	;	;	PUNCT
iogr-1204	104	19	however	however	ADV
iogr-1204	104	20	,	,	PUNCT
iogr-1204	104	21	the	the	DET
iogr-1204	104	22	same	same	ADJ
iogr-1204	104	23	formula	formula	NOUN
iogr-1204	104	24	can	can	AUX
iogr-1204	104	25	apply	apply	VERB
iogr-1204	104	26	to	to	ADP
iogr-1204	104	27	the	the	DET
iogr-1204	104	28	multi	multi	ADJ
iogr-1204	104	29	-	-	ADJ
iogr-1204	104	30	class	class	ADJ
iogr-1204	104	31	classification	classification	NOUN
iogr-1204	104	32	problem	problem	NOUN
iogr-1204	104	33	.	.	PUNCT
iogr-1204	105	1	the	the	DET
iogr-1204	105	2	precision	precision	NOUN
iogr-1204	105	3	is	be	AUX
iogr-1204	105	4	the	the	DET
iogr-1204	105	5	number	number	NOUN
iogr-1204	105	6	of	of	ADP
iogr-1204	105	7	correctly	correctly	ADV
iogr-1204	105	8	classified	classify	VERB
iogr-1204	105	9	divided	divide	VERB
iogr-1204	105	10	by	by	ADP
iogr-1204	105	11	all	all	DET
iogr-1204	105	12	predicted	predict	VERB
iogr-1204	105	13	values	value	NOUN
iogr-1204	105	14	with	with	ADP
iogr-1204	105	15	the	the	DET
iogr-1204	105	16	same	same	ADJ
iogr-1204	105	17	condition	condition	NOUN
iogr-1204	105	18	,	,	PUNCT
iogr-1204	105	19	while	while	SCONJ
iogr-1204	105	20	the	the	DET
iogr-1204	105	21	recall	recall	NOUN
iogr-1204	105	22	is	be	AUX
iogr-1204	105	23	the	the	DET
iogr-1204	105	24	number	number	NOUN
iogr-1204	105	25	of	of	ADP
iogr-1204	105	26	correctly	correctly	ADV
iogr-1204	105	27	classified	classify	VERB
iogr-1204	105	28	divided	divide	VERB
iogr-1204	105	29	by	by	ADP
iogr-1204	105	30	all	all	DET
iogr-1204	105	31	true	true	ADJ
iogr-1204	105	32	values	value	NOUN
iogr-1204	105	33	with	with	ADP
iogr-1204	105	34	the	the	DET
iogr-1204	105	35	same	same	ADJ
iogr-1204	105	36	condition	condition	NOUN
iogr-1204	105	37	.	.	PUNCT
iogr-1204	106	1	f1	f1	NOUN
iogr-1204	106	2	-	-	PUNCT
iogr-1204	106	3	score	score	NOUN
iogr-1204	106	4	is	be	AUX
iogr-1204	106	5	another	another	DET
iogr-1204	106	6	metric	metric	NOUN
iogr-1204	106	7	usually	usually	ADV
iogr-1204	106	8	applied	apply	VERB
iogr-1204	106	9	in	in	ADP
iogr-1204	106	10	classification	classification	NOUN
iogr-1204	106	11	problems	problem	NOUN
iogr-1204	106	12	.	.	PUNCT
iogr-1204	107	1	it	it	PRON
iogr-1204	107	2	can	can	AUX
iogr-1204	107	3	be	be	AUX
iogr-1204	107	4	written	write	VERB
iogr-1204	107	5	as	as	ADP
iogr-1204	107	6	a	a	DET
iogr-1204	107	7	harmonic	harmonic	ADJ
iogr-1204	107	8	means	mean	NOUN
iogr-1204	107	9	of	of	ADP
iogr-1204	107	10	precision	precision	NOUN
iogr-1204	107	11	and	and	CCONJ
iogr-1204	107	12	recall	recall	NOUN
iogr-1204	107	13	.	.	PUNCT
iogr-1204	108	1	the	the	DET
iogr-1204	108	2	mathematical	mathematical	ADJ
iogr-1204	108	3	expressions	expression	NOUN
iogr-1204	108	4	of	of	ADP
iogr-1204	108	5	precision	precision	NOUN
iogr-1204	108	6	,	,	PUNCT
iogr-1204	108	7	recall	recall	NOUN
iogr-1204	108	8	,	,	PUNCT
iogr-1204	108	9	and	and	CCONJ
iogr-1204	108	10	f1	f1	NOUN
iogr-1204	108	11	-	-	PUNCT
iogr-1204	108	12	score	score	NOUN
iogr-1204	108	13	are	be	AUX
iogr-1204	108	14	shown	show	VERB
iogr-1204	108	15	in	in	ADP
iogr-1204	108	16	eqs	eqs	PROPN
iogr-1204	108	17	.	.	PROPN
iogr-1204	108	18	1	1	NUM
iogr-1204	108	19	to	to	ADP
iogr-1204	108	20	3	3	NUM
iogr-1204	108	21	(	(	PUNCT
iogr-1204	108	22	sokolova	sokolova	NOUN
iogr-1204	108	23	and	and	CCONJ
iogr-1204	108	24	lapalme	lapalme	NOUN
iogr-1204	108	25	2009	2009	NUM
iogr-1204	108	26	)	)	PUNCT
iogr-1204	108	27	.	.	PUNCT
iogr-1204	109	1	in	in	ADP
iogr-1204	109	2	this	this	DET
iogr-1204	109	3	work	work	NOUN
iogr-1204	109	4	,	,	PUNCT
iogr-1204	109	5	the	the	DET
iogr-1204	109	6	model	model	NOUN
iogr-1204	109	7	prediction	prediction	NOUN
iogr-1204	109	8	performance	performance	NOUN
iogr-1204	109	9	in	in	ADP
iogr-1204	109	10	each	each	DET
iogr-1204	109	11	marker	marker	NOUN
iogr-1204	109	12	is	be	AUX
iogr-1204	109	13	measured	measure	VERB
iogr-1204	109	14	by	by	ADP
iogr-1204	109	15	f1	f1	NOUN
iogr-1204	109	16	-	-	PUNCT
iogr-1204	109	17	score	score	NOUN
iogr-1204	109	18	,	,	PUNCT
iogr-1204	109	19	while	while	SCONJ
iogr-1204	109	20	the	the	DET
iogr-1204	109	21	macro	macro	ADJ
iogr-1204	109	22	average	average	NOUN
iogr-1204	109	23	of	of	ADP
iogr-1204	109	24	the	the	DET
iogr-1204	109	25	f1	f1	ADJ
iogr-1204	109	26	-	-	PUNCT
iogr-1204	109	27	score	score	NOUN
iogr-1204	109	28	measures	measure	NOUN
iogr-1204	109	29	the	the	DET
iogr-1204	109	30	overall	overall	ADJ
iogr-1204	109	31	model	model	NOUN
iogr-1204	109	32	prediction	prediction	NOUN
iogr-1204	109	33	performance	performance	NOUN
iogr-1204	109	34	.	.	PUNCT
iogr-1204	110	1	in	in	ADP
iogr-1204	110	2	p	p	X
iogr-1204	110	3	u	u	PROPN
iogr-1204	110	4	t	t	PROPN
iogr-1204	110	5	la	la	NOUN
iogr-1204	110	6	y	y	PROPN
iogr-1204	110	7	e	e	PROPN
iogr-1204	110	8	r	r	NOUN
iogr-1204	110	9	d	d	X
iogr-1204	110	10	e	e	X
iogr-1204	110	11	p	p	PROPN
iogr-1204	110	12	t	t	PROPN
iogr-1204	110	13	h	h	PROPN
iogr-1204	110	14	w	w	PROPN
iogr-1204	110	15	ise	ise	PROPN
iogr-1204	110	16	se	se	PROPN
iogr-1204	111	1	pa	pa	PROPN
iogr-1204	111	2	r	r	PROPN
iogr-1204	111	3	a	a	DET
iogr-1204	111	4	b	b	NOUN
iogr-1204	111	5	le	le	ADP
iogr-1204	111	6	c	c	NOUN
iogr-1204	111	7	o	o	PROPN
iogr-1204	111	8	n	n	INTJ
iogr-1204	111	9	v	v	INTJ
iogr-1204	111	10	o	o	X
iogr-1204	111	11	lu	lu	NOUN
iogr-1204	111	12	t	t	PROPN
iogr-1204	111	13	io	io	PROPN
iogr-1204	112	1	n	n	PROPN
iogr-1204	112	2	f	f	NOUN
iogr-1204	112	3	u	u	NOUN
iogr-1204	112	4	lly	lly	ADV
iogr-1204	112	5	c	c	X
iogr-1204	112	6	o	o	NOUN
iogr-1204	112	7	n	n	CCONJ
iogr-1204	112	8	n	n	NOUN
iogr-1204	112	9	e	e	NOUN
iogr-1204	112	10	c	c	NOUN
iogr-1204	112	11	t	t	PROPN
iogr-1204	112	12	e	e	X
iogr-1204	112	13	d	d	X
iogr-1204	112	14	la	la	PROPN
iogr-1204	112	15	y	y	PROPN
iogr-1204	112	16	e	e	PROPN
iogr-1204	112	17	r	r	NOUN
iogr-1204	112	18	1024	1024	NUM
iogr-1204	112	19	o	o	NOUN
iogr-1204	112	20	u	u	NOUN
iogr-1204	112	21	t	t	PROPN
iogr-1204	112	22	p	p	X
iogr-1204	112	23	u	u	X
iogr-1204	112	24	t	t	PROPN
iogr-1204	112	25	la	la	NOUN
iogr-1204	112	26	y	y	PROPN
iogr-1204	113	1	e	e	PROPN
iogr-1204	113	2	r	r	NOUN
iogr-1204	113	3	c	c	NOUN
iogr-1204	113	4	o	o	NOUN
iogr-1204	113	5	n	n	INTJ
iogr-1204	113	6	v	v	INTJ
iogr-1204	113	7	o	o	X
iogr-1204	113	8	lu	lu	NOUN
iogr-1204	113	9	t	t	PROPN
iogr-1204	113	10	io	io	NOUN
iogr-1204	113	11	n	n	PROPN
iogr-1204	113	12	d	d	X
iogr-1204	113	13	e	e	PROPN
iogr-1204	113	14	p	p	PROPN
iogr-1204	113	15	t	t	PROPN
iogr-1204	113	16	h	h	PROPN
iogr-1204	113	17	w	w	PROPN
iogr-1204	113	18	ise	ise	PROPN
iogr-1204	114	1	c	c	NOUN
iogr-1204	114	2	o	o	PROPN
iogr-1204	114	3	n	n	INTJ
iogr-1204	114	4	v	v	INTJ
iogr-1204	114	5	o	o	X
iogr-1204	115	1	lu	lu	NOUN
iogr-1204	115	2	t	t	PROPN
iogr-1204	115	3	io	io	NOUN
iogr-1204	115	4	n	n	PROPN
iogr-1204	115	5	d	d	X
iogr-1204	115	6	e	e	PROPN
iogr-1204	115	7	p	p	PROPN
iogr-1204	115	8	t	t	PROPN
iogr-1204	115	9	h	h	PROPN
iogr-1204	115	10	w	w	PROPN
iogr-1204	115	11	ise	ise	PROPN
iogr-1204	115	12	se	se	PROPN
iogr-1204	116	1	pa	pa	PROPN
iogr-1204	116	2	r	r	PROPN
iogr-1204	116	3	a	a	DET
iogr-1204	116	4	b	b	NOUN
iogr-1204	116	5	le	le	ADP
iogr-1204	116	6	c	c	NOUN
iogr-1204	116	7	o	o	PROPN
iogr-1204	117	1	n	n	INTJ
iogr-1204	117	2	v	v	INTJ
iogr-1204	117	3	o	o	X
iogr-1204	118	1	lu	lu	NOUN
iogr-1204	118	2	t	t	PROPN
iogr-1204	118	3	io	io	NOUN
iogr-1204	118	4	n	n	PROPN
iogr-1204	118	5	d	d	X
iogr-1204	118	6	e	e	PROPN
iogr-1204	118	7	p	p	PROPN
iogr-1204	118	8	t	t	PROPN
iogr-1204	118	9	h	h	PROPN
iogr-1204	118	10	w	w	PROPN
iogr-1204	118	11	ise	ise	PROPN
iogr-1204	118	12	se	se	PROPN
iogr-1204	119	1	pa	pa	PROPN
iogr-1204	119	2	r	r	PROPN
iogr-1204	119	3	a	a	DET
iogr-1204	119	4	b	b	NOUN
iogr-1204	119	5	le	le	ADP
iogr-1204	119	6	c	c	NOUN
iogr-1204	119	7	o	o	PROPN
iogr-1204	120	1	n	n	INTJ
iogr-1204	120	2	v	v	INTJ
iogr-1204	120	3	o	o	X
iogr-1204	121	1	lu	lu	NOUN
iogr-1204	121	2	t	t	PROPN
iogr-1204	121	3	io	io	NOUN
iogr-1204	121	4	n	n	ADP
iogr-1204	121	5	g	g	PROPN
iogr-1204	121	6	lo	lo	PROPN
iogr-1204	121	7	b	b	PROPN
iogr-1204	121	8	a	a	DET
iogr-1204	121	9	l	l	NOUN
iogr-1204	121	10	a	a	DET
iogr-1204	121	11	v	v	NOUN
iogr-1204	121	12	e	e	NOUN
iogr-1204	121	13	r	r	NOUN
iogr-1204	121	14	a	a	DET
iogr-1204	121	15	g	g	NOUN
iogr-1204	121	16	e	e	NOUN
iogr-1204	121	17	p	p	NOUN
iogr-1204	121	18	o	o	X
iogr-1204	122	1	o	o	X
iogr-1204	122	2	lin	lin	PROPN
iogr-1204	122	3	g	g	PROPN
iogr-1204	122	4	f	f	PROPN
iogr-1204	122	5	u	u	PROPN
iogr-1204	122	6	lly	lly	ADV
iogr-1204	122	7	c	c	X
iogr-1204	122	8	o	o	NOUN
iogr-1204	122	9	n	n	CCONJ
iogr-1204	122	10	n	n	NOUN
iogr-1204	122	11	e	e	NOUN
iogr-1204	122	12	c	c	NOUN
iogr-1204	122	13	t	t	PROPN
iogr-1204	122	14	e	e	X
iogr-1204	122	15	d	d	X
iogr-1204	122	16	w	w	PROPN
iogr-1204	122	17	e	e	NOUN
iogr-1204	122	18	ll	ll	AUX
iogr-1204	122	19	lo	lo	PROPN
iogr-1204	122	20	c	c	PROPN
iogr-1204	122	21	a	a	DET
iogr-1204	122	22	t	t	X
iogr-1204	122	23	io	io	X
iogr-1204	122	24	n	n	PROPN
iogr-1204	122	25	w	w	PROPN
iogr-1204	122	26	e	e	X
iogr-1204	122	27	ll	ll	NOUN
iogr-1204	122	28	d	d	PROPN
iogr-1204	122	29	e	e	X
iogr-1204	122	30	p	p	PROPN
iogr-1204	122	31	t	t	PROPN
iogr-1204	122	32	h	h	NOUN
iogr-1204	123	1	+	+	CCONJ
iogr-1204	123	2	in	in	ADP
iogr-1204	123	3	p	p	X
iogr-1204	123	4	u	u	PROPN
iogr-1204	123	5	t	t	PROPN
iogr-1204	123	6	la	la	NOUN
iogr-1204	123	7	y	y	PROPN
iogr-1204	123	8	e	e	PROPN
iogr-1204	123	9	r	r	NOUN
iogr-1204	123	10	d	d	X
iogr-1204	123	11	e	e	X
iogr-1204	123	12	p	p	PROPN
iogr-1204	123	13	t	t	PROPN
iogr-1204	123	14	h	h	PROPN
iogr-1204	123	15	w	w	PROPN
iogr-1204	123	16	ise	ise	PROPN
iogr-1204	123	17	se	se	PROPN
iogr-1204	124	1	pa	pa	PROPN
iogr-1204	124	2	r	r	PROPN
iogr-1204	124	3	a	a	DET
iogr-1204	124	4	b	b	NOUN
iogr-1204	124	5	le	le	ADP
iogr-1204	124	6	c	c	NOUN
iogr-1204	124	7	o	o	PROPN
iogr-1204	125	1	n	n	INTJ
iogr-1204	125	2	v	v	INTJ
iogr-1204	125	3	o	o	X
iogr-1204	126	1	lu	lu	NOUN
iogr-1204	126	2	t	t	PROPN
iogr-1204	126	3	io	io	PROPN
iogr-1204	127	1	n	n	PROPN
iogr-1204	127	2	f	f	NOUN
iogr-1204	127	3	u	u	NOUN
iogr-1204	127	4	lly	lly	ADV
iogr-1204	127	5	c	c	X
iogr-1204	127	6	o	o	NOUN
iogr-1204	127	7	n	n	CCONJ
iogr-1204	127	8	n	n	NOUN
iogr-1204	127	9	e	e	NOUN
iogr-1204	127	10	c	c	NOUN
iogr-1204	127	11	t	t	PROPN
iogr-1204	127	12	e	e	X
iogr-1204	127	13	d	d	X
iogr-1204	127	14	la	la	PROPN
iogr-1204	127	15	y	y	PROPN
iogr-1204	127	16	e	e	PROPN
iogr-1204	127	17	r	r	NOUN
iogr-1204	127	18	1024	1024	NUM
iogr-1204	127	19	o	o	NOUN
iogr-1204	127	20	u	u	NOUN
iogr-1204	127	21	t	t	PROPN
iogr-1204	127	22	p	p	X
iogr-1204	127	23	u	u	X
iogr-1204	127	24	t	t	PROPN
iogr-1204	127	25	la	la	NOUN
iogr-1204	127	26	y	y	PROPN
iogr-1204	128	1	e	e	PROPN
iogr-1204	128	2	r	r	NOUN
iogr-1204	128	3	c	c	NOUN
iogr-1204	128	4	o	o	NOUN
iogr-1204	128	5	n	n	INTJ
iogr-1204	128	6	v	v	INTJ
iogr-1204	128	7	o	o	X
iogr-1204	128	8	lu	lu	NOUN
iogr-1204	128	9	t	t	PROPN
iogr-1204	128	10	io	io	NOUN
iogr-1204	128	11	n	n	PROPN
iogr-1204	128	12	d	d	X
iogr-1204	128	13	e	e	PROPN
iogr-1204	128	14	p	p	PROPN
iogr-1204	128	15	t	t	PROPN
iogr-1204	128	16	h	h	PROPN
iogr-1204	128	17	w	w	PROPN
iogr-1204	128	18	ise	ise	PROPN
iogr-1204	129	1	c	c	NOUN
iogr-1204	129	2	o	o	PROPN
iogr-1204	129	3	n	n	INTJ
iogr-1204	129	4	v	v	INTJ
iogr-1204	129	5	o	o	X
iogr-1204	130	1	lu	lu	NOUN
iogr-1204	130	2	t	t	PROPN
iogr-1204	130	3	io	io	NOUN
iogr-1204	130	4	n	n	PROPN
iogr-1204	130	5	p	p	X
iogr-1204	130	6	o	o	PROPN
iogr-1204	130	7	in	in	ADP
iogr-1204	130	8	t	t	PROPN
iogr-1204	130	9	w	w	PROPN
iogr-1204	130	10	ise	ise	PROPN
iogr-1204	131	1	c	c	NOUN
iogr-1204	131	2	o	o	PROPN
iogr-1204	131	3	n	n	INTJ
iogr-1204	131	4	v	v	INTJ
iogr-1204	131	5	o	o	X
iogr-1204	132	1	lu	lu	NOUN
iogr-1204	132	2	t	t	PROPN
iogr-1204	132	3	io	io	NOUN
iogr-1204	132	4	n	n	PROPN
iogr-1204	132	5	d	d	X
iogr-1204	132	6	e	e	PROPN
iogr-1204	132	7	p	p	PROPN
iogr-1204	132	8	t	t	PROPN
iogr-1204	132	9	h	h	PROPN
iogr-1204	132	10	w	w	PROPN
iogr-1204	132	11	ise	ise	PROPN
iogr-1204	132	12	se	se	PROPN
iogr-1204	133	1	pa	pa	PROPN
iogr-1204	133	2	r	r	PROPN
iogr-1204	133	3	a	a	DET
iogr-1204	133	4	b	b	NOUN
iogr-1204	133	5	le	le	ADP
iogr-1204	133	6	c	c	NOUN
iogr-1204	133	7	o	o	PROPN
iogr-1204	134	1	n	n	INTJ
iogr-1204	134	2	v	v	INTJ
iogr-1204	134	3	o	o	X
iogr-1204	135	1	lu	lu	NOUN
iogr-1204	135	2	t	t	PROPN
iogr-1204	135	3	io	io	NOUN
iogr-1204	135	4	n	n	PROPN
iogr-1204	135	5	d	d	X
iogr-1204	135	6	e	e	PROPN
iogr-1204	135	7	p	p	PROPN
iogr-1204	135	8	t	t	PROPN
iogr-1204	135	9	h	h	PROPN
iogr-1204	135	10	w	w	PROPN
iogr-1204	135	11	ise	ise	PROPN
iogr-1204	135	12	se	se	PROPN
iogr-1204	136	1	pa	pa	PROPN
iogr-1204	136	2	r	r	PROPN
iogr-1204	136	3	a	a	DET
iogr-1204	136	4	b	b	NOUN
iogr-1204	136	5	le	le	ADP
iogr-1204	136	6	c	c	NOUN
iogr-1204	136	7	o	o	PROPN
iogr-1204	137	1	n	n	INTJ
iogr-1204	137	2	v	v	INTJ
iogr-1204	137	3	o	o	X
iogr-1204	138	1	lu	lu	NOUN
iogr-1204	138	2	t	t	PROPN
iogr-1204	138	3	io	io	NOUN
iogr-1204	138	4	n	n	ADP
iogr-1204	138	5	g	g	PROPN
iogr-1204	138	6	lo	lo	PROPN
iogr-1204	138	7	b	b	PROPN
iogr-1204	138	8	a	a	DET
iogr-1204	138	9	l	l	NOUN
iogr-1204	138	10	a	a	DET
iogr-1204	138	11	v	v	NOUN
iogr-1204	138	12	e	e	NOUN
iogr-1204	138	13	r	r	NOUN
iogr-1204	138	14	a	a	DET
iogr-1204	138	15	g	g	NOUN
iogr-1204	138	16	e	e	NOUN
iogr-1204	138	17	p	p	NOUN
iogr-1204	138	18	o	o	X
iogr-1204	139	1	o	o	X
iogr-1204	139	2	lin	lin	PROPN
iogr-1204	139	3	g	g	PROPN
iogr-1204	139	4	f	f	PROPN
iogr-1204	139	5	u	u	PROPN
iogr-1204	139	6	lly	lly	ADV
iogr-1204	139	7	c	c	X
iogr-1204	139	8	o	o	NOUN
iogr-1204	139	9	n	n	CCONJ
iogr-1204	139	10	n	n	NOUN
iogr-1204	139	11	e	e	NOUN
iogr-1204	139	12	c	c	NOUN
iogr-1204	139	13	t	t	PROPN
iogr-1204	139	14	e	e	X
iogr-1204	139	15	d	d	X
iogr-1204	139	16	w	w	PROPN
iogr-1204	139	17	e	e	NOUN
iogr-1204	139	18	ll	ll	AUX
iogr-1204	139	19	lo	lo	PROPN
iogr-1204	139	20	c	c	PROPN
iogr-1204	139	21	a	a	DET
iogr-1204	139	22	t	t	X
iogr-1204	139	23	io	io	X
iogr-1204	139	24	n	n	PROPN
iogr-1204	139	25	w	w	PROPN
iogr-1204	139	26	e	e	X
iogr-1204	139	27	ll	ll	NOUN
iogr-1204	139	28	d	d	PROPN
iogr-1204	139	29	e	e	PROPN
iogr-1204	139	30	p	p	PROPN
iogr-1204	139	31	t	t	PROPN
iogr-1204	139	32	h	h	NOUN
iogr-1204	139	33	6	6	NUM
iogr-1204	139	34	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛𝑖	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛𝑖	PROPN
iogr-1204	139	35	=	=	PUNCT
iogr-1204	139	36	𝑡𝑝𝑖	𝑡𝑝𝑖	PROPN
iogr-1204	139	37	𝑡𝑝𝑖+∑	𝑡𝑝𝑖+∑	NUM
iogr-1204	139	38	𝑓𝑝𝑖𝑗𝑗	𝑓𝑝𝑖𝑗𝑗	NOUN
iogr-1204	139	39	,	,	PUNCT
iogr-1204	139	40	.....................................................................................................................................	.....................................................................................................................................	PROPN
iogr-1204	139	41	(	(	PUNCT
iogr-1204	139	42	1	1	X
iogr-1204	139	43	)	)	PUNCT
iogr-1204	139	44	𝑅𝑒𝑐𝑎𝑙𝑙𝑖	𝑅𝑒𝑐𝑎𝑙𝑙𝑖	NOUN
iogr-1204	139	45	=	=	PUNCT
iogr-1204	139	46	𝑡𝑝𝑖	𝑡𝑝𝑖	PROPN
iogr-1204	139	47	𝑡𝑝𝑖+∑	𝑡𝑝𝑖+∑	PROPN
iogr-1204	139	48	𝑓𝑛𝑖𝑗𝑗	𝑓𝑛𝑖𝑗𝑗	NOUN
iogr-1204	139	49	,	,	PUNCT
iogr-1204	139	50	...........................................................................................................................................	...........................................................................................................................................	PROPN
iogr-1204	139	51	(	(	PUNCT
iogr-1204	139	52	2	2	NUM
iogr-1204	139	53	)	)	PUNCT
iogr-1204	139	54	𝐹1-𝑠𝑐𝑜𝑟𝑒𝑖	𝐹1-𝑠𝑐𝑜𝑟𝑒𝑖	NOUN
iogr-1204	140	1	=	=	PUNCT
iogr-1204	140	2	2×𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛𝑖×𝑅𝑒𝑐𝑎𝑙𝑙𝑖	2×𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛𝑖×𝑅𝑒𝑐𝑎𝑙𝑙𝑖	NUM
iogr-1204	141	1	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛𝑖+𝑅𝑒𝑐𝑎𝑙𝑙𝑖	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛𝑖+𝑅𝑒𝑐𝑎𝑙𝑙𝑖	NUM
iogr-1204	141	2	..........................................................................................................................	..........................................................................................................................	PUNCT
iogr-1204	141	3	(	(	PUNCT
iogr-1204	141	4	3	3	NUM
iogr-1204	141	5	)	)	PUNCT
iogr-1204	141	6	table	table	NOUN
iogr-1204	141	7	1	1	NUM
iogr-1204	141	8	—	—	PUNCT
iogr-1204	141	9	the	the	DET
iogr-1204	141	10	proposed	propose	VERB
iogr-1204	141	11	modified	modify	VERB
iogr-1204	141	12	mobilenets	mobilenet	NOUN
iogr-1204	141	13	architecture	architecture	NOUN
iogr-1204	141	14	.	.	PUNCT
iogr-1204	142	1	layer	layer	NOUN
iogr-1204	142	2	type	type	NOUN
iogr-1204	142	3	output	output	NOUN
iogr-1204	142	4	shape	shape	NOUN
iogr-1204	142	5	input	input	NOUN
iogr-1204	142	6	input	input	NOUN
iogr-1204	142	7	layer	layer	NOUN
iogr-1204	142	8	(	(	PUNCT
iogr-1204	142	9	512	512	NUM
iogr-1204	142	10	,	,	PUNCT
iogr-1204	142	11	36	36	NUM
iogr-1204	142	12	,	,	PUNCT
iogr-1204	142	13	1	1	X
iogr-1204	142	14	)	)	PUNCT
iogr-1204	142	15	scal_input	scal_input	NOUN
iogr-1204	142	16	scaled	scale	VERB
iogr-1204	142	17	input	input	NOUN
iogr-1204	142	18	layer	layer	NOUN
iogr-1204	142	19	(	(	PUNCT
iogr-1204	142	20	256	256	NUM
iogr-1204	142	21	,	,	PUNCT
iogr-1204	142	22	32	32	NUM
iogr-1204	142	23	,	,	PUNCT
iogr-1204	142	24	1	1	NUM
iogr-1204	142	25	)	)	PUNCT
iogr-1204	142	26	conv1	conv1	NOUN
iogr-1204	142	27	conv2d	conv2d	VERB
iogr-1204	142	28	(	(	PUNCT
iogr-1204	142	29	128	128	NUM
iogr-1204	142	30	,	,	PUNCT
iogr-1204	142	31	16	16	NUM
iogr-1204	142	32	,	,	PUNCT
iogr-1204	142	33	32	32	NUM
iogr-1204	142	34	)	)	PUNCT
iogr-1204	142	35	conv1_bn	conv1_bn	PROPN
iogr-1204	142	36	batchnormalization	batchnormalization	NOUN
iogr-1204	142	37	(	(	PUNCT
iogr-1204	142	38	128	128	NUM
iogr-1204	142	39	,	,	PUNCT
iogr-1204	142	40	16	16	NUM
iogr-1204	142	41	,	,	PUNCT
iogr-1204	142	42	32	32	NUM
iogr-1204	142	43	)	)	PUNCT
iogr-1204	142	44	conv1_relu	conv1_relu	PROPN
iogr-1204	142	45	relu	relu	NOUN
iogr-1204	142	46	(	(	PUNCT
iogr-1204	142	47	128	128	NUM
iogr-1204	142	48	,	,	PUNCT
iogr-1204	142	49	16	16	NUM
iogr-1204	142	50	,	,	PUNCT
iogr-1204	142	51	32	32	NUM
iogr-1204	142	52	)	)	PUNCT
iogr-1204	142	53	conv_dw_1	conv_dw_1	X
iogr-1204	142	54	depthwiseconv2d	depthwiseconv2d	NOUN
iogr-1204	142	55	–	–	PUNCT
iogr-1204	142	56	batchnormalization	batchnormalization	NOUN
iogr-1204	142	57	relu	relu	NOUN
iogr-1204	142	58	(	(	PUNCT
iogr-1204	142	59	128	128	NUM
iogr-1204	142	60	,	,	PUNCT
iogr-1204	142	61	16	16	NUM
iogr-1204	142	62	,	,	PUNCT
iogr-1204	142	63	32	32	NUM
iogr-1204	142	64	)	)	PUNCT
iogr-1204	142	65	conv_pw_1	conv_pw_1	PUNCT
iogr-1204	143	1	conv2d	conv2d	VERB
iogr-1204	143	2	–	–	PUNCT
iogr-1204	143	3	batchnormalization	batchnormalization	NOUN
iogr-1204	143	4	relu	relu	NOUN
iogr-1204	143	5	(	(	PUNCT
iogr-1204	143	6	128	128	NUM
iogr-1204	143	7	,	,	PUNCT
iogr-1204	143	8	16	16	NUM
iogr-1204	143	9	,	,	PUNCT
iogr-1204	143	10	64	64	NUM
iogr-1204	143	11	)	)	PUNCT
iogr-1204	143	12	conv_dw_2	conv_dw_2	NOUN
iogr-1204	143	13	depthwiseconv2d	depthwiseconv2d	NOUN
iogr-1204	143	14	–	–	PUNCT
iogr-1204	143	15	batchnormalization	batchnormalization	NOUN
iogr-1204	143	16	relu	relu	NOUN
iogr-1204	143	17	(	(	PUNCT
iogr-1204	143	18	64	64	NUM
iogr-1204	143	19	,	,	PUNCT
iogr-1204	143	20	8	8	NUM
iogr-1204	143	21	,	,	PUNCT
iogr-1204	143	22	64	64	NUM
iogr-1204	143	23	)	)	PUNCT
iogr-1204	143	24	conv_pw_2	conv_pw_2	NOUN
iogr-1204	143	25	conv2d	conv2d	VERB
iogr-1204	143	26	–	–	PUNCT
iogr-1204	143	27	batchnormalization	batchnormalization	NOUN
iogr-1204	143	28	relu	relu	NOUN
iogr-1204	143	29	(	(	PUNCT
iogr-1204	143	30	64	64	NUM
iogr-1204	143	31	,	,	PUNCT
iogr-1204	143	32	8	8	NUM
iogr-1204	143	33	,	,	PUNCT
iogr-1204	143	34	128	128	NUM
iogr-1204	143	35	)	)	PUNCT
iogr-1204	143	36	…	…	PUNCT
iogr-1204	143	37	…	…	PUNCT
iogr-1204	143	38	…	…	PUNCT
iogr-1204	143	39	conv_dw_13	conv_dw_13	NUM
iogr-1204	143	40	depthwiseconv2d	depthwiseconv2d	NOUN
iogr-1204	143	41	–	–	PUNCT
iogr-1204	143	42	batchnormalization	batchnormalization	NOUN
iogr-1204	143	43	relu	relu	NOUN
iogr-1204	143	44	(	(	PUNCT
iogr-1204	143	45	8	8	NUM
iogr-1204	143	46	,	,	PUNCT
iogr-1204	143	47	1	1	NUM
iogr-1204	143	48	,	,	PUNCT
iogr-1204	143	49	1024	1024	NUM
iogr-1204	143	50	)	)	PUNCT
iogr-1204	143	51	conv_pw_13	conv_pw_13	PRON
iogr-1204	143	52	conv2d	conv2d	ADJ
iogr-1204	143	53	–	–	PUNCT
iogr-1204	143	54	batchnormalization	batchnormalization	NOUN
iogr-1204	143	55	relu	relu	NOUN
iogr-1204	143	56	(	(	PUNCT
iogr-1204	143	57	8	8	NUM
iogr-1204	143	58	,	,	PUNCT
iogr-1204	143	59	1	1	NUM
iogr-1204	143	60	,	,	PUNCT
iogr-1204	143	61	1024	1024	NUM
iogr-1204	143	62	)	)	PUNCT
iogr-1204	143	63	avg_pool	avg_pool	ADP
iogr-1204	143	64	globalaveragepooling2d	globalaveragepooling2d	PROPN
iogr-1204	143	65	(	(	PUNCT
iogr-1204	143	66	1024	1024	NUM
iogr-1204	143	67	)	)	PUNCT
iogr-1204	143	68	fc	fc	PROPN
iogr-1204	143	69	fullyconnected	fullyconnecte	VERB
iogr-1204	143	70	(	(	PUNCT
iogr-1204	143	71	1024	1024	NUM
iogr-1204	143	72	,	,	PUNCT
iogr-1204	143	73	14	14	NUM
iogr-1204	143	74	)	)	PUNCT
iogr-1204	143	75	output	output	NOUN
iogr-1204	143	76	output	output	NOUN
iogr-1204	143	77	layer	layer	NOUN
iogr-1204	143	78	(	(	PUNCT
iogr-1204	143	79	14	14	NUM
iogr-1204	143	80	)	)	PUNCT
iogr-1204	143	81	table	table	NOUN
iogr-1204	143	82	2	2	NUM
iogr-1204	143	83	—	—	PUNCT
iogr-1204	143	84	the	the	DET
iogr-1204	143	85	3	3	NUM
iogr-1204	143	86	-	-	PUNCT
iogr-1204	143	87	class	class	NOUN
iogr-1204	143	88	classification	classification	NOUN
iogr-1204	143	89	problem	problem	NOUN
iogr-1204	143	90	confusion	confusion	NOUN
iogr-1204	143	91	matrix	matrix	NOUN
iogr-1204	143	92	.	.	PUNCT
iogr-1204	144	1	true	true	ADJ
iogr-1204	144	2	condition	condition	NOUN
iogr-1204	144	3	condition	condition	NOUN
iogr-1204	144	4	a	a	DET
iogr-1204	144	5	condition	condition	NOUN
iogr-1204	144	6	b	b	NOUN
iogr-1204	144	7	condition	condition	NOUN
iogr-1204	144	8	c	c	PROPN
iogr-1204	144	9	predicted	predict	VERB
iogr-1204	144	10	condition	condition	NOUN
iogr-1204	144	11	condition	condition	NOUN
iogr-1204	144	12	a	a	DET
iogr-1204	144	13	𝑡𝑝𝑎	𝑡𝑝𝑎	NOUN
iogr-1204	144	14	𝑓𝑝𝑎𝑏	𝑓𝑝𝑎𝑏	X
iogr-1204	144	15	=	=	SYM
iogr-1204	144	16	𝑓𝑛𝑏𝑎	𝑓𝑛𝑏𝑎	ADJ
iogr-1204	144	17	𝑓𝑝𝑎𝑐	𝑓𝑝𝑎𝑐	NOUN
iogr-1204	145	1	=	=	PUNCT
iogr-1204	145	2	𝑓𝑛𝑐𝑎	𝑓𝑛𝑐𝑎	NOUN
iogr-1204	145	3	condition	condition	NOUN
iogr-1204	145	4	b	b	PRON
iogr-1204	145	5	𝑓𝑝𝑏𝑎	𝑓𝑝𝑏𝑎	NOUN
iogr-1204	145	6	=	=	PRON
iogr-1204	145	7	𝑓𝑛𝑎𝑏	𝑓𝑛𝑎𝑏	NOUN
iogr-1204	145	8	𝑡𝑝𝑏	𝑡𝑝𝑏	VERB
iogr-1204	145	9	𝑓𝑝𝑏𝑐	𝑓𝑝𝑏𝑐	NOUN
iogr-1204	145	10	=	=	PROPN
iogr-1204	145	11	𝑓𝑛𝑐𝑏	𝑓𝑛𝑐𝑏	PROPN
iogr-1204	145	12	condition	condition	NOUN
iogr-1204	145	13	c	c	PROPN
iogr-1204	145	14	𝑓𝑝𝑐𝑎	𝑓𝑝𝑐𝑎	NOUN
iogr-1204	145	15	=	=	PUNCT
iogr-1204	145	16	𝑓𝑛𝑎𝑐	𝑓𝑛𝑎𝑐	NOUN
iogr-1204	145	17	𝑓𝑝𝑐𝑏	𝑓𝑝𝑐𝑏	NOUN
iogr-1204	145	18	=	=	SYM
iogr-1204	145	19	𝑓𝑛𝑏𝑐	𝑓𝑛𝑏𝑐	VERB
iogr-1204	145	20	𝑡𝑝𝑐	𝑡𝑝𝑐	PROPN
iogr-1204	145	21	model	model	NOUN
iogr-1204	145	22	development	development	NOUN
iogr-1204	145	23	and	and	CCONJ
iogr-1204	145	24	deployment	deployment	NOUN
iogr-1204	145	25	figures	figure	NOUN
iogr-1204	145	26	4	4	NUM
iogr-1204	145	27	and	and	CCONJ
iogr-1204	145	28	5	5	NUM
iogr-1204	145	29	demonstrate	demonstrate	VERB
iogr-1204	145	30	two	two	NUM
iogr-1204	145	31	processes	process	NOUN
iogr-1204	145	32	in	in	ADP
iogr-1204	145	33	model	model	NOUN
iogr-1204	145	34	development	development	NOUN
iogr-1204	145	35	and	and	CCONJ
iogr-1204	145	36	deployment	deployment	NOUN
iogr-1204	145	37	for	for	ADP
iogr-1204	145	38	each	each	DET
iogr-1204	145	39	model	model	NOUN
iogr-1204	145	40	.	.	PUNCT
iogr-1204	146	1	the	the	DET
iogr-1204	146	2	first	first	ADJ
iogr-1204	146	3	process	process	NOUN
iogr-1204	146	4	focuses	focus	VERB
iogr-1204	146	5	on	on	ADP
iogr-1204	146	6	the	the	DET
iogr-1204	146	7	first	first	ADJ
iogr-1204	146	8	model	model	NOUN
iogr-1204	146	9	,	,	PUNCT
iogr-1204	146	10	identifying	identify	VERB
iogr-1204	146	11	the	the	DET
iogr-1204	146	12	geological	geological	ADJ
iogr-1204	146	13	markers	marker	NOUN
iogr-1204	146	14	,	,	PUNCT
iogr-1204	146	15	development	development	NOUN
iogr-1204	146	16	and	and	CCONJ
iogr-1204	146	17	deployment	deployment	NOUN
iogr-1204	146	18	,	,	PUNCT
iogr-1204	146	19	while	while	SCONJ
iogr-1204	146	20	the	the	DET
iogr-1204	146	21	second	second	ADJ
iogr-1204	146	22	process	process	NOUN
iogr-1204	146	23	focuses	focus	VERB
iogr-1204	146	24	on	on	ADP
iogr-1204	146	25	the	the	DET
iogr-1204	146	26	second	second	ADJ
iogr-1204	146	27	model	model	NOUN
iogr-1204	146	28	,	,	PUNCT
iogr-1204	146	29	analyzing	analyze	VERB
iogr-1204	146	30	the	the	DET
iogr-1204	146	31	relationship	relationship	NOUN
iogr-1204	146	32	between	between	ADP
iogr-1204	146	33	markers	marker	NOUN
iogr-1204	146	34	in	in	ADP
iogr-1204	146	35	the	the	DET
iogr-1204	146	36	same	same	ADJ
iogr-1204	146	37	wellbore	wellbore	NOUN
iogr-1204	146	38	,	,	PUNCT
iogr-1204	146	39	development	development	NOUN
iogr-1204	146	40	,	,	PUNCT
iogr-1204	146	41	and	and	CCONJ
iogr-1204	146	42	deployment	deployment	NOUN
iogr-1204	146	43	.	.	PUNCT
iogr-1204	146	44	7	7	NUM
iogr-1204	146	45	during	during	ADP
iogr-1204	146	46	the	the	DET
iogr-1204	146	47	first	first	ADJ
iogr-1204	146	48	model	model	NOUN
iogr-1204	146	49	development	development	NOUN
iogr-1204	146	50	,	,	PUNCT
iogr-1204	146	51	called	call	VERB
iogr-1204	146	52	as	as	ADP
iogr-1204	146	53	marker	marker	NOUN
iogr-1204	146	54	prediction	prediction	NOUN
iogr-1204	146	55	model	model	NOUN
iogr-1204	146	56	,	,	PUNCT
iogr-1204	146	57	the	the	DET
iogr-1204	146	58	marker	marker	NOUN
iogr-1204	146	59	and	and	CCONJ
iogr-1204	146	60	non	non	ADJ
iogr-1204	146	61	-	-	ADJ
iogr-1204	146	62	marker	marker	NOUN
iogr-1204	146	63	data	datum	NOUN
iogr-1204	146	64	are	be	AUX
iogr-1204	146	65	required	require	VERB
iogr-1204	146	66	as	as	ADP
iogr-1204	146	67	input	input	NOUN
iogr-1204	146	68	to	to	ADP
iogr-1204	146	69	the	the	DET
iogr-1204	146	70	model	model	NOUN
iogr-1204	146	71	.	.	PUNCT
iogr-1204	147	1	the	the	DET
iogr-1204	147	2	imbalanced	imbalanced	ADJ
iogr-1204	147	3	dataset	dataset	NOUN
iogr-1204	147	4	from	from	ADP
iogr-1204	147	5	significantly	significantly	ADV
iogr-1204	147	6	different	different	ADJ
iogr-1204	147	7	amounts	amount	NOUN
iogr-1204	147	8	of	of	ADP
iogr-1204	147	9	data	datum	NOUN
iogr-1204	147	10	between	between	ADP
iogr-1204	147	11	marker	marker	NOUN
iogr-1204	147	12	and	and	CCONJ
iogr-1204	147	13	non	non	ADJ
iogr-1204	147	14	-	-	NOUN
iogr-1204	147	15	marker	marker	NOUN
iogr-1204	147	16	needs	need	NOUN
iogr-1204	147	17	to	to	PART
iogr-1204	147	18	be	be	AUX
iogr-1204	147	19	addressed	address	VERB
iogr-1204	147	20	.	.	PUNCT
iogr-1204	148	1	this	this	DET
iogr-1204	148	2	work	work	NOUN
iogr-1204	148	3	applies	apply	VERB
iogr-1204	148	4	the	the	DET
iogr-1204	148	5	simple	simple	ADJ
iogr-1204	148	6	sampling	sampling	NOUN
iogr-1204	148	7	approach	approach	NOUN
iogr-1204	148	8	to	to	PART
iogr-1204	148	9	reduce	reduce	VERB
iogr-1204	148	10	the	the	DET
iogr-1204	148	11	non	non	ADJ
iogr-1204	148	12	-	-	ADJ
iogr-1204	148	13	marker	marker	NOUN
iogr-1204	148	14	data	datum	NOUN
iogr-1204	148	15	to	to	PART
iogr-1204	148	16	reduce	reduce	VERB
iogr-1204	148	17	the	the	DET
iogr-1204	148	18	imbalanced	imbalanced	ADJ
iogr-1204	148	19	dataset	dataset	NOUN
iogr-1204	148	20	and	and	CCONJ
iogr-1204	148	21	control	control	VERB
iogr-1204	148	22	the	the	DET
iogr-1204	148	23	computational	computational	ADJ
iogr-1204	148	24	time	time	NOUN
iogr-1204	148	25	and	and	CCONJ
iogr-1204	148	26	memory	memory	NOUN
iogr-1204	148	27	to	to	PART
iogr-1204	148	28	stay	stay	VERB
iogr-1204	148	29	within	within	ADP
iogr-1204	148	30	the	the	DET
iogr-1204	148	31	acceptable	acceptable	ADJ
iogr-1204	148	32	range	range	NOUN
iogr-1204	148	33	.	.	PUNCT
iogr-1204	149	1	during	during	ADP
iogr-1204	149	2	the	the	DET
iogr-1204	149	3	marker	marker	NOUN
iogr-1204	149	4	prediction	prediction	NOUN
iogr-1204	149	5	model	model	NOUN
iogr-1204	149	6	deployment	deployment	NOUN
iogr-1204	149	7	,	,	PUNCT
iogr-1204	149	8	each	each	DET
iogr-1204	149	9	interval	interval	NOUN
iogr-1204	149	10	of	of	ADP
iogr-1204	149	11	the	the	DET
iogr-1204	149	12	well	well	ADV
iogr-1204	149	13	-	-	PUNCT
iogr-1204	149	14	log	log	NOUN
iogr-1204	149	15	sequence	sequence	NOUN
iogr-1204	149	16	is	be	AUX
iogr-1204	149	17	evaluated	evaluate	VERB
iogr-1204	149	18	with	with	ADP
iogr-1204	149	19	the	the	DET
iogr-1204	149	20	trained	train	VERB
iogr-1204	149	21	machine	machine	NOUN
iogr-1204	149	22	learning	learning	NOUN
iogr-1204	149	23	model	model	NOUN
iogr-1204	149	24	defined	define	VERB
iogr-1204	149	25	in	in	ADP
iogr-1204	149	26	the	the	DET
iogr-1204	149	27	previous	previous	ADJ
iogr-1204	149	28	step	step	NOUN
iogr-1204	149	29	.	.	PUNCT
iogr-1204	150	1	the	the	DET
iogr-1204	150	2	step	step	NOUN
iogr-1204	150	3	size	size	NOUN
iogr-1204	150	4	between	between	ADP
iogr-1204	150	5	each	each	DET
iogr-1204	150	6	evaluation	evaluation	NOUN
iogr-1204	150	7	is	be	AUX
iogr-1204	150	8	a	a	DET
iogr-1204	150	9	major	major	ADJ
iogr-1204	150	10	concern	concern	NOUN
iogr-1204	150	11	.	.	PUNCT
iogr-1204	151	1	if	if	SCONJ
iogr-1204	151	2	the	the	DET
iogr-1204	151	3	step	step	NOUN
iogr-1204	151	4	size	size	NOUN
iogr-1204	151	5	is	be	AUX
iogr-1204	151	6	too	too	ADV
iogr-1204	151	7	small	small	ADJ
iogr-1204	151	8	,	,	PUNCT
iogr-1204	151	9	the	the	DET
iogr-1204	151	10	number	number	NOUN
iogr-1204	151	11	of	of	ADP
iogr-1204	151	12	function	function	NOUN
iogr-1204	151	13	evaluations	evaluation	NOUN
iogr-1204	151	14	will	will	AUX
iogr-1204	151	15	be	be	AUX
iogr-1204	151	16	high	high	ADJ
iogr-1204	151	17	,	,	PUNCT
iogr-1204	151	18	leading	lead	VERB
iogr-1204	151	19	to	to	ADP
iogr-1204	151	20	higher	high	ADJ
iogr-1204	151	21	computational	computational	ADJ
iogr-1204	151	22	time	time	NOUN
iogr-1204	151	23	and	and	CCONJ
iogr-1204	151	24	vice	vice	NOUN
iogr-1204	151	25	versa	versa	ADV
iogr-1204	151	26	.	.	PUNCT
iogr-1204	152	1	in	in	ADP
iogr-1204	152	2	addition	addition	NOUN
iogr-1204	152	3	,	,	PUNCT
iogr-1204	152	4	if	if	SCONJ
iogr-1204	152	5	the	the	DET
iogr-1204	152	6	step	step	NOUN
iogr-1204	152	7	size	size	NOUN
iogr-1204	152	8	is	be	AUX
iogr-1204	152	9	too	too	ADV
iogr-1204	152	10	big	big	ADJ
iogr-1204	152	11	,	,	PUNCT
iogr-1204	152	12	it	it	PRON
iogr-1204	152	13	also	also	ADV
iogr-1204	152	14	negatively	negatively	ADV
iogr-1204	152	15	impacts	impact	VERB
iogr-1204	152	16	the	the	DET
iogr-1204	152	17	model	model	NOUN
iogr-1204	152	18	performance	performance	NOUN
iogr-1204	152	19	of	of	ADP
iogr-1204	152	20	the	the	DET
iogr-1204	152	21	second	second	ADJ
iogr-1204	152	22	process	process	NOUN
iogr-1204	152	23	,	,	PUNCT
iogr-1204	152	24	implying	imply	VERB
iogr-1204	152	25	that	that	SCONJ
iogr-1204	152	26	the	the	DET
iogr-1204	152	27	second	second	ADJ
iogr-1204	152	28	process	process	NOUN
iogr-1204	152	29	will	will	AUX
iogr-1204	152	30	be	be	AUX
iogr-1204	152	31	less	less	ADV
iogr-1204	152	32	accurate	accurate	ADJ
iogr-1204	152	33	.	.	PUNCT
iogr-1204	153	1	this	this	DET
iogr-1204	153	2	study	study	NOUN
iogr-1204	153	3	does	do	AUX
iogr-1204	153	4	not	not	PART
iogr-1204	153	5	recommend	recommend	VERB
iogr-1204	153	6	any	any	DET
iogr-1204	153	7	concrete	concrete	ADJ
iogr-1204	153	8	solutions	solution	NOUN
iogr-1204	153	9	that	that	PRON
iogr-1204	153	10	always	always	ADV
iogr-1204	153	11	demonstrate	demonstrate	VERB
iogr-1204	153	12	the	the	DET
iogr-1204	153	13	best	good	ADJ
iogr-1204	153	14	step	step	NOUN
iogr-1204	153	15	size	size	NOUN
iogr-1204	153	16	and	and	CCONJ
iogr-1204	153	17	suggest	suggest	VERB
iogr-1204	153	18	further	further	ADJ
iogr-1204	153	19	study	study	NOUN
iogr-1204	153	20	in	in	ADP
iogr-1204	153	21	this	this	DET
iogr-1204	153	22	area	area	NOUN
iogr-1204	153	23	as	as	SCONJ
iogr-1204	153	24	needed	need	VERB
iogr-1204	153	25	.	.	PUNCT
iogr-1204	154	1	in	in	ADP
iogr-1204	154	2	the	the	DET
iogr-1204	154	3	second	second	ADJ
iogr-1204	154	4	model	model	NOUN
iogr-1204	154	5	,	,	PUNCT
iogr-1204	154	6	named	name	VERB
iogr-1204	154	7	the	the	DET
iogr-1204	154	8	marker	marker	NOUN
iogr-1204	154	9	association	association	NOUN
iogr-1204	154	10	model	model	NOUN
iogr-1204	154	11	,	,	PUNCT
iogr-1204	154	12	development	development	NOUN
iogr-1204	154	13	and	and	CCONJ
iogr-1204	154	14	deployment	deployment	NOUN
iogr-1204	154	15	process	process	NOUN
iogr-1204	154	16	are	be	AUX
iogr-1204	154	17	straightforward	straightforward	ADJ
iogr-1204	154	18	as	as	SCONJ
iogr-1204	154	19	there	there	PRON
iogr-1204	154	20	is	be	VERB
iogr-1204	154	21	no	no	DET
iogr-1204	154	22	other	other	ADJ
iogr-1204	154	23	process	process	NOUN
iogr-1204	154	24	before	before	ADP
iogr-1204	154	25	the	the	DET
iogr-1204	154	26	model	model	NOUN
iogr-1204	154	27	deployment	deployment	NOUN
iogr-1204	154	28	,	,	PUNCT
iogr-1204	154	29	as	as	SCONJ
iogr-1204	154	30	demonstrated	demonstrate	VERB
iogr-1204	154	31	in	in	ADP
iogr-1204	154	32	the	the	DET
iogr-1204	154	33	marker	marker	NOUN
iogr-1204	154	34	prediction	prediction	NOUN
iogr-1204	154	35	model	model	NOUN
iogr-1204	154	36	.	.	PUNCT
iogr-1204	155	1	two	two	NUM
iogr-1204	155	2	fields	field	NOUN
iogr-1204	155	3	in	in	ADP
iogr-1204	155	4	the	the	DET
iogr-1204	155	5	gulf	gulf	PROPN
iogr-1204	155	6	of	of	ADP
iogr-1204	155	7	thailand	thailand	PROPN
iogr-1204	155	8	,	,	PUNCT
iogr-1204	155	9	classified	classify	VERB
iogr-1204	155	10	as	as	ADP
iogr-1204	155	11	fluvial	fluvial	ADJ
iogr-1204	155	12	depositional	depositional	ADJ
iogr-1204	155	13	environments	environment	NOUN
iogr-1204	155	14	,	,	PUNCT
iogr-1204	155	15	are	be	AUX
iogr-1204	155	16	evaluated	evaluate	VERB
iogr-1204	155	17	(	(	PUNCT
iogr-1204	155	18	table	table	NOUN
iogr-1204	155	19	3	3	NUM
iogr-1204	155	20	)	)	PUNCT
iogr-1204	155	21	.	.	PUNCT
iogr-1204	156	1	geoscientists	geoscientist	NOUN
iogr-1204	156	2	can	can	AUX
iogr-1204	156	3	identify	identify	VERB
iogr-1204	156	4	the	the	DET
iogr-1204	156	5	geological	geological	ADJ
iogr-1204	156	6	markers	marker	NOUN
iogr-1204	156	7	in	in	ADP
iogr-1204	156	8	both	both	DET
iogr-1204	156	9	fields	field	NOUN
iogr-1204	156	10	as	as	ADP
iogr-1204	156	11	the	the	DET
iogr-1204	156	12	initial	initial	ADJ
iogr-1204	156	13	set	set	NOUN
iogr-1204	156	14	of	of	ADP
iogr-1204	156	15	data	datum	NOUN
iogr-1204	156	16	to	to	PART
iogr-1204	156	17	perform	perform	VERB
iogr-1204	156	18	the	the	DET
iogr-1204	156	19	correlation	correlation	NOUN
iogr-1204	156	20	tasks	task	NOUN
iogr-1204	156	21	.	.	PUNCT
iogr-1204	157	1	however	however	ADV
iogr-1204	157	2	,	,	PUNCT
iogr-1204	157	3	the	the	DET
iogr-1204	157	4	markers	marker	NOUN
iogr-1204	157	5	identified	identify	VERB
iogr-1204	157	6	by	by	ADP
iogr-1204	157	7	each	each	DET
iogr-1204	157	8	area	area	NOUN
iogr-1204	157	9	are	be	AUX
iogr-1204	157	10	not	not	PART
iogr-1204	157	11	the	the	DET
iogr-1204	157	12	same	same	ADJ
iogr-1204	157	13	.	.	PUNCT
iogr-1204	158	1	since	since	SCONJ
iogr-1204	158	2	each	each	DET
iogr-1204	158	3	location	location	NOUN
iogr-1204	158	4	may	may	AUX
iogr-1204	158	5	have	have	VERB
iogr-1204	158	6	a	a	DET
iogr-1204	158	7	different	different	ADJ
iogr-1204	158	8	set	set	NOUN
iogr-1204	158	9	of	of	ADP
iogr-1204	158	10	marker	marker	NOUN
iogr-1204	158	11	interpretations	interpretation	NOUN
iogr-1204	158	12	and	and	CCONJ
iogr-1204	158	13	originations	origination	NOUN
iogr-1204	158	14	,	,	PUNCT
iogr-1204	158	15	this	this	DET
iogr-1204	158	16	study	study	NOUN
iogr-1204	158	17	intends	intend	VERB
iogr-1204	158	18	to	to	PART
iogr-1204	158	19	develop	develop	VERB
iogr-1204	158	20	and	and	CCONJ
iogr-1204	158	21	deploy	deploy	VERB
iogr-1204	158	22	the	the	DET
iogr-1204	158	23	model	model	NOUN
iogr-1204	158	24	in	in	ADP
iogr-1204	158	25	its	its	PRON
iogr-1204	158	26	area	area	NOUN
iogr-1204	158	27	to	to	PART
iogr-1204	158	28	honor	honor	VERB
iogr-1204	158	29	its	its	PRON
iogr-1204	158	30	data	datum	NOUN
iogr-1204	158	31	distribution	distribution	NOUN
iogr-1204	158	32	.	.	PUNCT
iogr-1204	159	1	field	field	NOUN
iogr-1204	159	2	a	a	PRON
iogr-1204	159	3	and	and	CCONJ
iogr-1204	159	4	field	field	NOUN
iogr-1204	159	5	b	b	NOUN
iogr-1204	159	6	are	be	AUX
iogr-1204	159	7	trained	train	VERB
iogr-1204	159	8	and	and	CCONJ
iogr-1204	159	9	validated	validate	VERB
iogr-1204	159	10	separately	separately	ADV
iogr-1204	159	11	with	with	ADP
iogr-1204	159	12	the	the	DET
iogr-1204	159	13	same	same	ADJ
iogr-1204	159	14	model	model	NOUN
iogr-1204	159	15	concept	concept	NOUN
iogr-1204	159	16	to	to	PART
iogr-1204	159	17	demonstrate	demonstrate	VERB
iogr-1204	159	18	that	that	SCONJ
iogr-1204	159	19	the	the	DET
iogr-1204	159	20	same	same	ADJ
iogr-1204	159	21	process	process	NOUN
iogr-1204	159	22	can	can	AUX
iogr-1204	159	23	apply	apply	VERB
iogr-1204	159	24	in	in	ADP
iogr-1204	159	25	other	other	ADJ
iogr-1204	159	26	locations	location	NOUN
iogr-1204	159	27	without	without	ADP
iogr-1204	159	28	any	any	DET
iogr-1204	159	29	adjustment	adjustment	NOUN
iogr-1204	159	30	.	.	PUNCT
iogr-1204	160	1	less	less	ADJ
iogr-1204	160	2	than	than	ADP
iogr-1204	160	3	half	half	NOUN
iogr-1204	160	4	of	of	ADP
iogr-1204	160	5	the	the	DET
iogr-1204	160	6	field	field	NOUN
iogr-1204	160	7	data	datum	NOUN
iogr-1204	160	8	have	have	AUX
iogr-1204	160	9	been	be	AUX
iogr-1204	160	10	trained	train	VERB
iogr-1204	160	11	due	due	ADP
iogr-1204	160	12	to	to	ADP
iogr-1204	160	13	limited	limited	ADJ
iogr-1204	160	14	computational	computational	ADJ
iogr-1204	160	15	performance	performance	NOUN
iogr-1204	160	16	,	,	PUNCT
iogr-1204	160	17	while	while	SCONJ
iogr-1204	160	18	the	the	DET
iogr-1204	160	19	models	model	NOUN
iogr-1204	160	20	have	have	AUX
iogr-1204	160	21	been	be	AUX
iogr-1204	160	22	tested	test	VERB
iogr-1204	160	23	in	in	ADP
iogr-1204	160	24	all	all	DET
iogr-1204	160	25	remaining	remain	VERB
iogr-1204	160	26	data	datum	NOUN
iogr-1204	160	27	.	.	PUNCT
iogr-1204	161	1	figure	figure	NOUN
iogr-1204	161	2	4	4	NUM
iogr-1204	161	3	—	—	PUNCT
iogr-1204	161	4	the	the	DET
iogr-1204	161	5	training	training	NOUN
iogr-1204	161	6	and	and	CCONJ
iogr-1204	161	7	testing	test	VERB
iogr-1204	161	8	dataset	dataset	ADJ
iogr-1204	161	9	definition	definition	NOUN
iogr-1204	161	10	.	.	PUNCT
iogr-1204	162	1	w	w	PROPN
iogr-1204	162	2	e	e	NOUN
iogr-1204	162	3	ll	ll	AUX
iogr-1204	162	4	-01	-01	VERB
iogr-1204	162	5	a	a	DET
iogr-1204	162	6	b	b	NOUN
iogr-1204	162	7	c	c	NOUN
iogr-1204	163	1	d	d	NOUN
iogr-1204	163	2	t	t	PROPN
iogr-1204	163	3	r	r	NOUN
iogr-1204	163	4	a	a	PRON
iogr-1204	163	5	in	in	ADV
iogr-1204	163	6	in	in	ADP
iogr-1204	163	7	g	g	PROPN
iogr-1204	163	8	d	d	PROPN
iogr-1204	163	9	a	a	PROPN
iogr-1204	163	10	t	t	NOUN
iogr-1204	163	11	a	a	DET
iogr-1204	163	12	se	se	PROPN
iogr-1204	163	13	t	t	PROPN
iogr-1204	163	14	t	t	PROPN
iogr-1204	163	15	e	e	PROPN
iogr-1204	163	16	st	st	PROPN
iogr-1204	163	17	in	in	ADP
iogr-1204	163	18	g	g	PROPN
iogr-1204	164	1	d	d	PROPN
iogr-1204	164	2	a	a	PROPN
iogr-1204	164	3	t	t	NOUN
iogr-1204	164	4	a	a	DET
iogr-1204	164	5	se	se	PROPN
iogr-1204	164	6	t	t	PROPN
iogr-1204	164	7	…	…	PUNCT
iogr-1204	164	8	st	st	PROPN
iogr-1204	164	9	e	e	PROPN
iogr-1204	164	10	p	p	NOUN
iogr-1204	164	11	size	size	NOUN
iogr-1204	164	12	8	8	NUM
iogr-1204	164	13	figure	figure	NOUN
iogr-1204	164	14	5	5	NUM
iogr-1204	164	15	—	—	PUNCT
iogr-1204	164	16	the	the	DET
iogr-1204	164	17	two	two	NUM
iogr-1204	164	18	connected	connected	ADJ
iogr-1204	164	19	models	model	NOUN
iogr-1204	164	20	architecture	architecture	NOUN
iogr-1204	164	21	.	.	PUNCT
iogr-1204	165	1	table	table	NOUN
iogr-1204	165	2	3	3	NUM
iogr-1204	165	3	—	—	PUNCT
iogr-1204	165	4	the	the	DET
iogr-1204	165	5	validated	validate	VERB
iogr-1204	165	6	metrics	metric	NOUN
iogr-1204	165	7	of	of	ADP
iogr-1204	165	8	the	the	DET
iogr-1204	165	9	mobilenets	mobilenet	NOUN
iogr-1204	165	10	model	model	NOUN
iogr-1204	165	11	in	in	ADP
iogr-1204	165	12	two	two	NUM
iogr-1204	165	13	field	field	NOUN
iogr-1204	165	14	in	in	ADP
iogr-1204	165	15	the	the	DET
iogr-1204	165	16	gulf	gulf	PROPN
iogr-1204	165	17	of	of	ADP
iogr-1204	165	18	thailand	thailand	PROPN
iogr-1204	165	19	.	.	PUNCT
iogr-1204	166	1	field	field	VERB
iogr-1204	166	2	a	a	DET
iogr-1204	166	3	field	field	NOUN
iogr-1204	166	4	b	b	NOUN
iogr-1204	166	5	marker	marker	NOUN
iogr-1204	166	6	precision	precision	NOUN
iogr-1204	166	7	recall	recall	VERB
iogr-1204	166	8	f1	f1	NOUN
iogr-1204	166	9	-	-	PUNCT
iogr-1204	166	10	score	score	NOUN
iogr-1204	166	11	precision	precision	NOUN
iogr-1204	166	12	recall	recall	NOUN
iogr-1204	166	13	f1	f1	NOUN
iogr-1204	166	14	-	-	PUNCT
iogr-1204	166	15	score	score	NOUN
iogr-1204	166	16	c	c	NOUN
iogr-1204	166	17	0.9240	0.9240	NUM
iogr-1204	166	18	0.9356	0.9356	NUM
iogr-1204	166	19	0.9298	0.9298	NUM
iogr-1204	166	20	0.9412	0.9412	NUM
iogr-1204	166	21	0.9287	0.9287	NUM
iogr-1204	166	22	0.9349	0.9349	NUM
iogr-1204	167	1	d	d	NOUN
iogr-1204	167	2	0.9392	0.9392	NUM
iogr-1204	167	3	0.9727	0.9727	NUM
iogr-1204	167	4	0.9557	0.9557	NUM
iogr-1204	168	1	0.9276	0.9276	NUM
iogr-1204	168	2	0.9899	0.9899	NUM
iogr-1204	168	3	0.9578	0.9578	NUM
iogr-1204	168	4	e	e	X
iogr-1204	168	5	0.9118	0.9118	NUM
iogr-1204	168	6	0.9602	0.9602	NUM
iogr-1204	169	1	0.9354	0.9354	NUM
iogr-1204	169	2	0.9225	0.9225	NUM
iogr-1204	169	3	0.9551	0.9551	NUM
iogr-1204	169	4	0.9385	0.9385	NUM
iogr-1204	169	5	f	f	NOUN
iogr-1204	169	6	0.9544	0.9544	NUM
iogr-1204	169	7	0.9458	0.9458	NUM
iogr-1204	169	8	0.9501	0.9501	NUM
iogr-1204	169	9	0.9364	0.9364	NUM
iogr-1204	169	10	0.9346	0.9346	NUM
iogr-1204	169	11	0.9355	0.9355	NUM
iogr-1204	169	12	g	g	ADP
iogr-1204	169	13	0.9298	0.9298	NUM
iogr-1204	169	14	0.9620	0.9620	NUM
iogr-1204	169	15	0.9456	0.9456	NUM
iogr-1204	169	16	0.9233	0.9233	NUM
iogr-1204	169	17	0.9736	0.9736	NUM
iogr-1204	169	18	0.9478	0.9478	NUM
iogr-1204	169	19	h	h	NOUN
iogr-1204	169	20	0.9484	0.9484	NUM
iogr-1204	169	21	0.9682	0.9682	NUM
iogr-1204	170	1	0.9582	0.9582	NUM
iogr-1204	170	2	0.9365	0.9365	NUM
iogr-1204	170	3	0.9669	0.9669	NUM
iogr-1204	170	4	0.9514	0.9514	NUM
iogr-1204	170	5	i	i	PRON
iogr-1204	170	6	0.9632	0.9632	NUM
iogr-1204	170	7	0.9458	0.9458	NUM
iogr-1204	170	8	0.9545	0.9545	NUM
iogr-1204	170	9	0.9810	0.9810	NUM
iogr-1204	170	10	0.9513	0.9513	NUM
iogr-1204	170	11	0.9659	0.9659	NUM
iogr-1204	170	12	j	j	NOUN
iogr-1204	170	13	0.9332	0.9332	NUM
iogr-1204	170	14	0.9508	0.9508	NUM
iogr-1204	170	15	0.9419	0.9419	NUM
iogr-1204	170	16	0.9159	0.9159	NUM
iogr-1204	170	17	0.9656	0.9656	NUM
iogr-1204	170	18	0.9401	0.9401	NUM
iogr-1204	170	19	k	k	SYM
iogr-1204	170	20	0.9159	0.9159	NUM
iogr-1204	170	21	0.9619	0.9619	NUM
iogr-1204	170	22	0.9384	0.9384	NUM
iogr-1204	170	23	0.9099	0.9099	NUM
iogr-1204	170	24	0.9647	0.9647	NUM
iogr-1204	170	25	0.9365	0.9365	NUM
iogr-1204	170	26	l	l	NOUN
iogr-1204	170	27	0.9212	0.9212	NUM
iogr-1204	170	28	0.9509	0.9509	NUM
iogr-1204	170	29	0.9358	0.9358	NUM
iogr-1204	170	30	0.9037	0.9037	NUM
iogr-1204	170	31	0.9494	0.9494	NUM
iogr-1204	170	32	0.9260	0.9260	NUM
iogr-1204	170	33	m	m	VERB
iogr-1204	170	34	0.8370	0.8370	NUM
iogr-1204	170	35	0.9743	0.9743	NUM
iogr-1204	170	36	0.9004	0.9004	NUM
iogr-1204	170	37	0.8477	0.8477	NUM
iogr-1204	170	38	0.9905	0.9905	NUM
iogr-1204	170	39	0.9136	0.9136	NUM
iogr-1204	170	40	n	n	CCONJ
iogr-1204	170	41	0.9013	0.9013	NUM
iogr-1204	170	42	0.9211	0.9211	NUM
iogr-1204	170	43	0.9111	0.9111	NUM
iogr-1204	170	44	0.8826	0.8826	NUM
iogr-1204	170	45	0.9259	0.9259	NUM
iogr-1204	170	46	0.9037	0.9037	NUM
iogr-1204	170	47	o	o	NOUN
iogr-1204	170	48	0.9600	0.9600	NUM
iogr-1204	170	49	0.9796	0.9796	NUM
iogr-1204	170	50	0.9697	0.9697	NUM
iogr-1204	170	51	0.9506	0.9506	NUM
iogr-1204	170	52	0.9647	0.9647	NUM
iogr-1204	170	53	0.9576	0.9576	NUM
iogr-1204	170	54	na	na	PART
iogr-1204	170	55	0.8162	0.8162	NUM
iogr-1204	170	56	0.7218	0.7218	NUM
iogr-1204	170	57	0.7661	0.7661	NUM
iogr-1204	170	58	0.7963	0.7963	NUM
iogr-1204	170	59	0.7176	0.7176	NUM
iogr-1204	170	60	0.7549	0.7549	NUM
iogr-1204	170	61	macro	macro	ADJ
iogr-1204	170	62	avg	avg	NOUN
iogr-1204	170	63	0.9183	0.9183	NUM
iogr-1204	170	64	0.9393	0.9393	NUM
iogr-1204	170	65	0.9280	0.9280	NUM
iogr-1204	171	1	0.9125	0.9125	NUM
iogr-1204	171	2	0.9413	0.9413	NUM
iogr-1204	171	3	0.9267	0.9267	NUM
iogr-1204	171	4	m	m	NOUN
iogr-1204	171	5	a	a	DET
iogr-1204	171	6	t	t	NOUN
iogr-1204	171	7	h	h	NOUN
iogr-1204	172	1	e	e	NOUN
iogr-1204	172	2	m	m	VERB
iogr-1204	172	3	a	a	DET
iogr-1204	172	4	t	t	X
iogr-1204	172	5	ic	ic	PROPN
iogr-1204	172	6	a	a	DET
iogr-1204	172	7	l	l	NOUN
iogr-1204	172	8	a	a	DET
iogr-1204	172	9	g	g	NOUN
iogr-1204	172	10	g	g	NOUN
iogr-1204	172	11	r	r	NOUN
iogr-1204	172	12	e	e	NOUN
iogr-1204	172	13	g	g	PROPN
iogr-1204	172	14	a	a	DET
iogr-1204	172	15	t	t	NOUN
iogr-1204	172	16	io	io	X
iogr-1204	172	17	n	n	ADP
iogr-1204	172	18	t	t	PROPN
iogr-1204	172	19	r	r	NOUN
iogr-1204	172	20	a	a	PRON
iogr-1204	172	21	in	in	ADV
iogr-1204	172	22	in	in	ADP
iogr-1204	172	23	g	g	PROPN
iogr-1204	172	24	d	d	PROPN
iogr-1204	172	25	a	a	PROPN
iogr-1204	172	26	t	t	NOUN
iogr-1204	172	27	a	a	DET
iogr-1204	172	28	se	se	PROPN
iogr-1204	172	29	t	t	PROPN
iogr-1204	172	30	t	t	PROPN
iogr-1204	172	31	e	e	PROPN
iogr-1204	172	32	st	st	PROPN
iogr-1204	173	1	in	in	ADP
iogr-1204	173	2	g	g	PROPN
iogr-1204	173	3	d	d	PROPN
iogr-1204	173	4	a	a	PROPN
iogr-1204	173	5	t	t	NOUN
iogr-1204	173	6	a	a	DET
iogr-1204	173	7	se	se	PROPN
iogr-1204	173	8	t	t	PROPN
iogr-1204	173	9	t	t	PROPN
iogr-1204	173	10	r	r	NOUN
iogr-1204	173	11	a	a	PRON
iogr-1204	173	12	in	in	ADP
iogr-1204	173	13	e	e	PROPN
iogr-1204	173	14	d	d	X
iogr-1204	173	15	f	f	PROPN
iogr-1204	173	16	ir	ir	PROPN
iogr-1204	173	17	st	st	PROPN
iogr-1204	173	18	m	m	PROPN
iogr-1204	173	19	o	o	NOUN
iogr-1204	173	20	d	d	X
iogr-1204	173	21	e	e	X
iogr-1204	173	22	l	l	NOUN
iogr-1204	173	23	p	p	NOUN
iogr-1204	173	24	r	r	NOUN
iogr-1204	173	25	e	e	NOUN
iogr-1204	173	26	d	d	X
iogr-1204	173	27	ic	ic	PROPN
iogr-1204	173	28	t	t	X
iogr-1204	173	29	e	e	PROPN
iogr-1204	173	30	d	d	NOUN
iogr-1204	173	31	m	m	VERB
iogr-1204	173	32	a	a	DET
iogr-1204	173	33	r	r	NOUN
iogr-1204	173	34	k	k	NOUN
iogr-1204	173	35	e	e	PROPN
iogr-1204	173	36	r	r	NOUN
iogr-1204	173	37	a	a	DET
iogr-1204	173	38	s	s	PROPN
iogr-1204	173	39	t	t	PROPN
iogr-1204	173	40	e	e	PROPN
iogr-1204	173	41	st	st	PROPN
iogr-1204	173	42	in	in	ADP
iogr-1204	173	43	g	g	PROPN
iogr-1204	173	44	d	d	PROPN
iogr-1204	173	45	a	a	PROPN
iogr-1204	173	46	t	t	NOUN
iogr-1204	173	47	a	a	DET
iogr-1204	173	48	se	se	PROPN
iogr-1204	173	49	t	t	PROPN
iogr-1204	173	50	t	t	PROPN
iogr-1204	173	51	r	r	NOUN
iogr-1204	173	52	a	a	PRON
iogr-1204	173	53	in	in	ADP
iogr-1204	173	54	e	e	PROPN
iogr-1204	173	55	d	d	X
iogr-1204	173	56	se	se	PROPN
iogr-1204	173	57	c	c	PROPN
iogr-1204	173	58	o	o	PROPN
iogr-1204	173	59	n	n	X
iogr-1204	173	60	d	d	NOUN
iogr-1204	173	61	m	m	NOUN
iogr-1204	173	62	o	o	X
iogr-1204	173	63	d	d	X
iogr-1204	173	64	e	e	X
iogr-1204	173	65	l	l	NOUN
iogr-1204	173	66	p	p	NOUN
iogr-1204	173	67	r	r	NOUN
iogr-1204	173	68	e	e	NOUN
iogr-1204	173	69	d	d	X
iogr-1204	173	70	ic	ic	PROPN
iogr-1204	173	71	t	t	X
iogr-1204	173	72	e	e	PROPN
iogr-1204	173	73	d	d	NOUN
iogr-1204	173	74	m	m	VERB
iogr-1204	173	75	a	a	DET
iogr-1204	173	76	r	r	NOUN
iogr-1204	173	77	k	k	NOUN
iogr-1204	173	78	e	e	NOUN
iogr-1204	173	79	r	r	NOUN
iogr-1204	173	80	c	c	NOUN
iogr-1204	173	81	o	o	NOUN
iogr-1204	173	82	r	r	NOUN
iogr-1204	173	83	r	r	NOUN
iogr-1204	173	84	e	e	NOUN
iogr-1204	173	85	c	c	NOUN
iogr-1204	173	86	t	t	PROPN
iogr-1204	173	87	n	n	NOUN
iogr-1204	173	88	e	e	NOUN
iogr-1204	173	89	ss	ss	NOUN
iogr-1204	173	90	p	p	NOUN
iogr-1204	173	91	r	r	NOUN
iogr-1204	173	92	e	e	NOUN
iogr-1204	173	93	d	d	X
iogr-1204	173	94	ic	ic	PROPN
iogr-1204	173	95	t	t	X
iogr-1204	173	96	e	e	PROPN
iogr-1204	173	97	d	d	NOUN
iogr-1204	173	98	m	m	VERB
iogr-1204	173	99	a	a	DET
iogr-1204	173	100	r	r	NOUN
iogr-1204	173	101	k	k	NOUN
iogr-1204	173	102	e	e	PROPN
iogr-1204	173	103	r	r	NOUN
iogr-1204	173	104	a	a	DET
iogr-1204	173	105	s	s	NOUN
iogr-1204	173	106	t	t	NOUN
iogr-1204	173	107	r	r	NOUN
iogr-1204	173	108	a	a	PRON
iogr-1204	173	109	in	in	ADV
iogr-1204	173	110	in	in	ADP
iogr-1204	173	111	g	g	PROPN
iogr-1204	173	112	d	d	PROPN
iogr-1204	173	113	a	a	PROPN
iogr-1204	173	114	t	t	NOUN
iogr-1204	173	115	a	a	DET
iogr-1204	173	116	se	se	PROPN
iogr-1204	173	117	t	t	PROPN
iogr-1204	173	118	f	f	PROPN
iogr-1204	173	119	ir	ir	PROPN
iogr-1204	173	120	st	st	PROPN
iogr-1204	173	121	m	m	PROPN
iogr-1204	173	122	o	o	NOUN
iogr-1204	173	123	d	d	X
iogr-1204	173	124	e	e	X
iogr-1204	173	125	l	l	X
iogr-1204	173	126	se	se	PROPN
iogr-1204	173	127	c	c	NOUN
iogr-1204	173	128	o	o	PROPN
iogr-1204	173	129	n	n	X
iogr-1204	173	130	d	d	NOUN
iogr-1204	173	131	m	m	NOUN
iogr-1204	173	132	o	o	X
iogr-1204	173	133	d	d	X
iogr-1204	173	134	e	e	NOUN
iogr-1204	173	135	l	l	NOUN
iogr-1204	173	136	9	9	NUM
iogr-1204	173	137	discussion	discussion	NOUN
iogr-1204	173	138	the	the	DET
iogr-1204	173	139	marker	marker	NOUN
iogr-1204	173	140	prediction	prediction	NOUN
iogr-1204	173	141	models	model	NOUN
iogr-1204	173	142	,	,	PUNCT
iogr-1204	173	143	the	the	DET
iogr-1204	173	144	cnn	cnn	PROPN
iogr-1204	173	145	models	model	NOUN
iogr-1204	173	146	,	,	PUNCT
iogr-1204	173	147	yield	yield	VERB
iogr-1204	173	148	an	an	DET
iogr-1204	173	149	incredible	incredible	ADJ
iogr-1204	173	150	performance	performance	NOUN
iogr-1204	173	151	.	.	PUNCT
iogr-1204	174	1	the	the	DET
iogr-1204	174	2	trained	train	VERB
iogr-1204	174	3	model	model	NOUN
iogr-1204	174	4	in	in	ADP
iogr-1204	174	5	fields	field	NOUN
iogr-1204	174	6	a	a	PRON
iogr-1204	174	7	and	and	CCONJ
iogr-1204	174	8	b	b	NOUN
iogr-1204	174	9	in	in	ADP
iogr-1204	174	10	the	the	DET
iogr-1204	174	11	gulf	gulf	PROPN
iogr-1204	174	12	of	of	ADP
iogr-1204	174	13	thailand	thailand	PROPN
iogr-1204	174	14	presents	present	VERB
iogr-1204	174	15	comparable	comparable	ADJ
iogr-1204	174	16	performance	performance	NOUN
iogr-1204	174	17	.	.	PUNCT
iogr-1204	175	1	the	the	DET
iogr-1204	175	2	f1	f1	NOUN
iogr-1204	175	3	-	-	PUNCT
iogr-1204	175	4	score	score	NOUN
iogr-1204	175	5	metric	metric	NOUN
iogr-1204	175	6	reaches	reach	VERB
iogr-1204	175	7	up	up	ADP
iogr-1204	175	8	to	to	PART
iogr-1204	175	9	0.95	0.95	NUM
iogr-1204	175	10	in	in	ADP
iogr-1204	175	11	most	most	ADJ
iogr-1204	175	12	markers	marker	NOUN
iogr-1204	175	13	except	except	SCONJ
iogr-1204	175	14	the	the	DET
iogr-1204	175	15	markers	marker	NOUN
iogr-1204	175	16	l	l	PROPN
iogr-1204	175	17	,	,	PUNCT
iogr-1204	175	18	m	m	PROPN
iogr-1204	175	19	,	,	PUNCT
iogr-1204	175	20	n	n	CCONJ
iogr-1204	175	21	,	,	PUNCT
iogr-1204	175	22	o	o	NOUN
iogr-1204	175	23	,	,	PUNCT
iogr-1204	175	24	and	and	CCONJ
iogr-1204	175	25	na	na	X
iogr-1204	175	26	in	in	ADP
iogr-1204	175	27	field	field	NOUN
iogr-1204	175	28	a	a	DET
iogr-1204	175	29	and	and	CCONJ
iogr-1204	175	30	field	field	NOUN
iogr-1204	175	31	b.	b.	PROPN
iogr-1204	176	1	this	this	DET
iogr-1204	176	2	result	result	NOUN
iogr-1204	176	3	demonstrates	demonstrate	VERB
iogr-1204	176	4	that	that	SCONJ
iogr-1204	176	5	the	the	DET
iogr-1204	176	6	same	same	ADJ
iogr-1204	176	7	model	model	NOUN
iogr-1204	176	8	concept	concept	NOUN
iogr-1204	176	9	can	can	AUX
iogr-1204	176	10	be	be	AUX
iogr-1204	176	11	applied	apply	VERB
iogr-1204	176	12	in	in	ADP
iogr-1204	176	13	other	other	ADJ
iogr-1204	176	14	fields	field	NOUN
iogr-1204	176	15	without	without	ADP
iogr-1204	176	16	further	further	ADJ
iogr-1204	176	17	adjustment	adjustment	NOUN
iogr-1204	176	18	,	,	PUNCT
iogr-1204	176	19	emphasizing	emphasize	VERB
iogr-1204	176	20	that	that	SCONJ
iogr-1204	176	21	only	only	ADV
iogr-1204	176	22	the	the	DET
iogr-1204	176	23	training	training	NOUN
iogr-1204	176	24	data	datum	NOUN
iogr-1204	176	25	of	of	ADP
iogr-1204	176	26	the	the	DET
iogr-1204	176	27	target	target	NOUN
iogr-1204	176	28	field	field	NOUN
iogr-1204	176	29	is	be	AUX
iogr-1204	176	30	required	require	VERB
iogr-1204	176	31	to	to	PART
iogr-1204	176	32	implement	implement	VERB
iogr-1204	176	33	the	the	DET
iogr-1204	176	34	same	same	ADJ
iogr-1204	176	35	model	model	NOUN
iogr-1204	176	36	concept	concept	NOUN
iogr-1204	176	37	in	in	ADP
iogr-1204	176	38	other	other	ADJ
iogr-1204	176	39	areas	area	NOUN
iogr-1204	176	40	.	.	PUNCT
iogr-1204	177	1	the	the	DET
iogr-1204	177	2	trained	train	VERB
iogr-1204	177	3	and	and	CCONJ
iogr-1204	177	4	validated	validated	ADJ
iogr-1204	177	5	loss	loss	NOUN
iogr-1204	177	6	function	function	NOUN
iogr-1204	177	7	evaluation	evaluation	NOUN
iogr-1204	177	8	is	be	AUX
iogr-1204	177	9	demonstrated	demonstrate	VERB
iogr-1204	177	10	in	in	ADP
iogr-1204	177	11	figure	figure	NOUN
iogr-1204	177	12	6	6	NUM
iogr-1204	177	13	.	.	PUNCT
iogr-1204	178	1	figure	figure	NOUN
iogr-1204	178	2	6	6	NUM
iogr-1204	178	3	—	—	PUNCT
iogr-1204	178	4	the	the	DET
iogr-1204	178	5	loss	loss	NOUN
iogr-1204	178	6	function	function	NOUN
iogr-1204	178	7	evaluation	evaluation	NOUN
iogr-1204	178	8	in	in	ADP
iogr-1204	178	9	trained	train	VERB
iogr-1204	178	10	and	and	CCONJ
iogr-1204	178	11	validated	validated	ADJ
iogr-1204	178	12	data	datum	NOUN
iogr-1204	178	13	set	set	VERB
iogr-1204	178	14	in	in	ADP
iogr-1204	178	15	field	field	NOUN
iogr-1204	178	16	a.	a.	NOUN
iogr-1204	178	17	figure	figure	NOUN
iogr-1204	178	18	7	7	NUM
iogr-1204	178	19	demonstrates	demonstrate	VERB
iogr-1204	178	20	that	that	SCONJ
iogr-1204	178	21	applying	apply	VERB
iogr-1204	178	22	the	the	DET
iogr-1204	178	23	marker	marker	NOUN
iogr-1204	178	24	prediction	prediction	NOUN
iogr-1204	178	25	model	model	NOUN
iogr-1204	178	26	alone	alone	ADV
iogr-1204	178	27	in	in	ADP
iogr-1204	178	28	the	the	DET
iogr-1204	178	29	deployment	deployment	NOUN
iogr-1204	178	30	phase	phase	NOUN
iogr-1204	178	31	confirms	confirm	VERB
iogr-1204	178	32	the	the	DET
iogr-1204	178	33	correlation	correlation	NOUN
iogr-1204	178	34	chaos	chaos	NOUN
iogr-1204	178	35	without	without	ADP
iogr-1204	178	36	the	the	DET
iogr-1204	178	37	marker	marker	NOUN
iogr-1204	178	38	association	association	NOUN
iogr-1204	178	39	model	model	NOUN
iogr-1204	178	40	,	,	PUNCT
iogr-1204	178	41	as	as	SCONJ
iogr-1204	178	42	presented	present	VERB
iogr-1204	178	43	as	as	ADP
iogr-1204	178	44	the	the	DET
iogr-1204	178	45	solid	solid	ADJ
iogr-1204	178	46	light	light	ADJ
iogr-1204	178	47	blue	blue	ADJ
iogr-1204	178	48	line	line	NOUN
iogr-1204	178	49	.	.	PUNCT
iogr-1204	179	1	integrating	integrate	VERB
iogr-1204	179	2	the	the	DET
iogr-1204	179	3	marker	marker	NOUN
iogr-1204	179	4	association	association	NOUN
iogr-1204	179	5	model	model	NOUN
iogr-1204	179	6	deems	deem	VERB
iogr-1204	179	7	necessary	necessary	ADJ
iogr-1204	179	8	as	as	SCONJ
iogr-1204	179	9	it	it	PRON
iogr-1204	179	10	significantly	significantly	ADV
iogr-1204	179	11	reduces	reduce	VERB
iogr-1204	179	12	the	the	DET
iogr-1204	179	13	number	number	NOUN
iogr-1204	179	14	of	of	ADP
iogr-1204	179	15	incorrect	incorrect	ADJ
iogr-1204	179	16	correlation	correlation	NOUN
iogr-1204	179	17	identifications	identification	NOUN
iogr-1204	179	18	,	,	PUNCT
iogr-1204	179	19	as	as	SCONJ
iogr-1204	179	20	demonstrated	demonstrate	VERB
iogr-1204	179	21	by	by	ADP
iogr-1204	179	22	the	the	DET
iogr-1204	179	23	solid	solid	ADJ
iogr-1204	179	24	blue	blue	ADJ
iogr-1204	179	25	line	line	NOUN
iogr-1204	179	26	.	.	PUNCT
iogr-1204	180	1	it	it	PRON
iogr-1204	180	2	also	also	ADV
iogr-1204	180	3	indicates	indicate	VERB
iogr-1204	180	4	that	that	SCONJ
iogr-1204	180	5	the	the	DET
iogr-1204	180	6	marker	marker	NOUN
iogr-1204	180	7	association	association	NOUN
iogr-1204	180	8	model	model	NOUN
iogr-1204	180	9	is	be	AUX
iogr-1204	180	10	important	important	ADJ
iogr-1204	180	11	in	in	ADP
iogr-1204	180	12	the	the	DET
iogr-1204	180	13	process	process	NOUN
iogr-1204	180	14	as	as	ADV
iogr-1204	180	15	long	long	ADV
iogr-1204	180	16	as	as	SCONJ
iogr-1204	180	17	the	the	DET
iogr-1204	180	18	marker	marker	NOUN
iogr-1204	180	19	prediction	prediction	NOUN
iogr-1204	180	20	model	model	NOUN
iogr-1204	180	21	’s	’s	PART
iogr-1204	180	22	precision	precision	NOUN
iogr-1204	180	23	scores	score	NOUN
iogr-1204	180	24	do	do	AUX
iogr-1204	180	25	not	not	PART
iogr-1204	180	26	reach	reach	VERB
iogr-1204	180	27	the	the	DET
iogr-1204	180	28	perfect	perfect	ADJ
iogr-1204	180	29	score	score	NOUN
iogr-1204	180	30	.	.	PUNCT
iogr-1204	181	1	the	the	DET
iogr-1204	181	2	marker	marker	NOUN
iogr-1204	181	3	association	association	NOUN
iogr-1204	181	4	model	model	NOUN
iogr-1204	181	5	will	will	AUX
iogr-1204	181	6	complement	complement	VERB
iogr-1204	181	7	and	and	CCONJ
iogr-1204	181	8	help	help	VERB
iogr-1204	181	9	reduce	reduce	VERB
iogr-1204	181	10	the	the	DET
iogr-1204	181	11	marker	marker	NOUN
iogr-1204	181	12	prediction	prediction	NOUN
iogr-1204	181	13	model	model	NOUN
iogr-1204	181	14	’s	’s	PART
iogr-1204	181	15	error	error	NOUN
iogr-1204	181	16	.	.	PUNCT
iogr-1204	182	1	it	it	PRON
iogr-1204	182	2	also	also	ADV
iogr-1204	182	3	hypothesizes	hypothesize	VERB
iogr-1204	182	4	further	further	ADJ
iogr-1204	182	5	optimization	optimization	NOUN
iogr-1204	182	6	in	in	ADP
iogr-1204	182	7	the	the	DET
iogr-1204	182	8	marker	marker	NOUN
iogr-1204	182	9	prediction	prediction	NOUN
iogr-1204	182	10	model	model	NOUN
iogr-1204	182	11	to	to	PART
iogr-1204	182	12	provide	provide	VERB
iogr-1204	182	13	a	a	DET
iogr-1204	182	14	higher	high	ADJ
iogr-1204	182	15	recall	recall	NOUN
iogr-1204	182	16	score	score	NOUN
iogr-1204	182	17	so	so	SCONJ
iogr-1204	182	18	that	that	SCONJ
iogr-1204	182	19	the	the	DET
iogr-1204	182	20	model	model	NOUN
iogr-1204	182	21	tended	tend	VERB
iogr-1204	182	22	to	to	PART
iogr-1204	182	23	interpret	interpret	VERB
iogr-1204	182	24	more	more	ADJ
iogr-1204	182	25	markers	marker	NOUN
iogr-1204	182	26	and	and	CCONJ
iogr-1204	182	27	applied	apply	VERB
iogr-1204	182	28	the	the	DET
iogr-1204	182	29	marker	marker	NOUN
iogr-1204	182	30	association	association	NOUN
iogr-1204	182	31	model	model	NOUN
iogr-1204	182	32	to	to	PART
iogr-1204	182	33	remove	remove	VERB
iogr-1204	182	34	the	the	DET
iogr-1204	182	35	incorrectly	incorrectly	ADV
iogr-1204	182	36	predicted	predict	VERB
iogr-1204	182	37	markers	marker	NOUN
iogr-1204	182	38	.	.	PUNCT
iogr-1204	183	1	however	however	ADV
iogr-1204	183	2	,	,	PUNCT
iogr-1204	183	3	this	this	DET
iogr-1204	183	4	optimization	optimization	NOUN
iogr-1204	183	5	idea	idea	NOUN
iogr-1204	183	6	has	have	AUX
iogr-1204	183	7	not	not	PART
iogr-1204	183	8	been	be	AUX
iogr-1204	183	9	tested	test	VERB
iogr-1204	183	10	yet	yet	ADV
iogr-1204	183	11	.	.	PUNCT
iogr-1204	184	1	0	0	NUM
iogr-1204	184	2	0.5	0.5	NUM
iogr-1204	184	3	1	1	NUM
iogr-1204	184	4	1.5	1.5	NUM
iogr-1204	184	5	2	2	NUM
iogr-1204	184	6	0	0	NUM
iogr-1204	184	7	10	10	NUM
iogr-1204	184	8	20	20	NUM
iogr-1204	184	9	30	30	NUM
iogr-1204	184	10	40	40	NUM
iogr-1204	184	11	50	50	NUM
iogr-1204	184	12	60	60	NUM
iogr-1204	184	13	70	70	NUM
iogr-1204	184	14	l	l	NOUN
iogr-1204	184	15	o	o	X
iogr-1204	184	16	s	s	NOUN
iogr-1204	184	17	s	s	NOUN
iogr-1204	184	18	iteration	iteration	NOUN
iogr-1204	184	19	loss	loss	NOUN
iogr-1204	184	20	evaluation	evaluation	NOUN
iogr-1204	184	21	for	for	ADP
iogr-1204	184	22	marker	marker	NOUN
iogr-1204	184	23	prediction	prediction	NOUN
iogr-1204	184	24	model	model	NOUN
iogr-1204	184	25	in	in	ADP
iogr-1204	184	26	field	field	NOUN
iogr-1204	184	27	a	a	DET
iogr-1204	184	28	trained	train	VERB
iogr-1204	184	29	loss	loss	NOUN
iogr-1204	184	30	validated	validate	VERB
iogr-1204	184	31	loss	loss	NOUN
iogr-1204	184	32	10	10	NUM
iogr-1204	184	33	(	(	PUNCT
iogr-1204	184	34	a	a	NOUN
iogr-1204	184	35	)	)	PUNCT
iogr-1204	184	36	(	(	PUNCT
iogr-1204	184	37	b	b	X
iogr-1204	184	38	)	)	PUNCT
iogr-1204	184	39	figure	figure	NOUN
iogr-1204	184	40	7	7	NUM
iogr-1204	184	41	—	—	PUNCT
iogr-1204	184	42	the	the	DET
iogr-1204	184	43	stratigraphic	stratigraphic	ADJ
iogr-1204	184	44	correlation	correlation	NOUN
iogr-1204	184	45	results	result	VERB
iogr-1204	184	46	from	from	ADP
iogr-1204	184	47	the	the	DET
iogr-1204	184	48	models	model	NOUN
iogr-1204	184	49	,	,	PUNCT
iogr-1204	184	50	the	the	DET
iogr-1204	184	51	solid	solid	ADJ
iogr-1204	184	52	light	light	ADJ
iogr-1204	184	53	blue	blue	ADJ
iogr-1204	184	54	line	line	NOUN
iogr-1204	184	55	represents	represent	VERB
iogr-1204	184	56	the	the	DET
iogr-1204	184	57	results	result	NOUN
iogr-1204	184	58	from	from	ADP
iogr-1204	184	59	the	the	DET
iogr-1204	184	60	marker	marker	NOUN
iogr-1204	184	61	prediction	prediction	NOUN
iogr-1204	184	62	model	model	NOUN
iogr-1204	184	63	,	,	PUNCT
iogr-1204	184	64	the	the	DET
iogr-1204	184	65	solid	solid	ADJ
iogr-1204	184	66	blue	blue	ADJ
iogr-1204	184	67	line	line	NOUN
iogr-1204	184	68	represents	represent	VERB
iogr-1204	184	69	the	the	DET
iogr-1204	184	70	results	result	NOUN
iogr-1204	184	71	from	from	ADP
iogr-1204	184	72	the	the	DET
iogr-1204	184	73	marker	marker	NOUN
iogr-1204	184	74	association	association	NOUN
iogr-1204	184	75	model	model	NOUN
iogr-1204	184	76	.	.	PUNCT
iogr-1204	185	1	(	(	PUNCT
iogr-1204	185	2	a)the	a)the	DET
iogr-1204	185	3	stratigraphic	stratigraphic	ADJ
iogr-1204	185	4	correlation	correlation	NOUN
iogr-1204	185	5	results	result	VERB
iogr-1204	185	6	from	from	ADP
iogr-1204	185	7	the	the	DET
iogr-1204	185	8	marker	marker	NOUN
iogr-1204	185	9	prediction	prediction	NOUN
iogr-1204	185	10	model	model	NOUN
iogr-1204	185	11	,	,	PUNCT
iogr-1204	185	12	elaborating	elaborate	VERB
iogr-1204	185	13	few	few	ADJ
iogr-1204	185	14	incorrect	incorrect	ADJ
iogr-1204	185	15	correlation	correlation	NOUN
iogr-1204	185	16	identifications	identification	NOUN
iogr-1204	185	17	from	from	ADP
iogr-1204	185	18	connecting	connect	VERB
iogr-1204	185	19	identical	identical	ADJ
iogr-1204	185	20	markers;(b)the	markers;(b)the	DET
iogr-1204	185	21	stratigraphic	stratigraphic	ADJ
iogr-1204	185	22	correlation	correlation	NOUN
iogr-1204	185	23	results	result	NOUN
iogr-1204	185	24	from	from	ADP
iogr-1204	185	25	the	the	DET
iogr-1204	185	26	marker	marker	NOUN
iogr-1204	185	27	prediction	prediction	NOUN
iogr-1204	185	28	and	and	CCONJ
iogr-1204	185	29	marker	marker	NOUN
iogr-1204	185	30	association	association	NOUN
iogr-1204	185	31	model	model	NOUN
iogr-1204	185	32	,	,	PUNCT
iogr-1204	185	33	presenting	present	VERB
iogr-1204	185	34	an	an	DET
iogr-1204	185	35	improved	improved	ADJ
iogr-1204	185	36	correlation	correlation	NOUN
iogr-1204	185	37	identifications	identification	NOUN
iogr-1204	185	38	by	by	ADP
iogr-1204	185	39	complementing	complement	VERB
iogr-1204	185	40	the	the	DET
iogr-1204	185	41	error	error	NOUN
iogr-1204	185	42	from	from	ADP
iogr-1204	185	43	marker	marker	NOUN
iogr-1204	185	44	prediction	prediction	NOUN
iogr-1204	185	45	model	model	NOUN
iogr-1204	185	46	.	.	PUNCT
iogr-1204	186	1	11	11	NUM
iogr-1204	186	2	conclusions	conclusion	NOUN
iogr-1204	186	3	this	this	DET
iogr-1204	186	4	work	work	NOUN
iogr-1204	186	5	introduces	introduce	VERB
iogr-1204	186	6	a	a	DET
iogr-1204	186	7	significant	significant	ADJ
iogr-1204	186	8	step	step	NOUN
iogr-1204	186	9	toward	toward	ADP
iogr-1204	186	10	the	the	DET
iogr-1204	186	11	automated	automate	VERB
iogr-1204	186	12	stratigraphic	stratigraphic	ADJ
iogr-1204	186	13	correlation	correlation	NOUN
iogr-1204	186	14	using	use	VERB
iogr-1204	186	15	machine	machine	NOUN
iogr-1204	186	16	learning	learning	NOUN
iogr-1204	186	17	models	model	NOUN
iogr-1204	186	18	in	in	ADP
iogr-1204	186	19	the	the	DET
iogr-1204	186	20	marker	marker	NOUN
iogr-1204	186	21	horizon	horizon	NOUN
iogr-1204	186	22	determination	determination	NOUN
iogr-1204	186	23	problem	problem	NOUN
iogr-1204	186	24	.	.	PUNCT
iogr-1204	187	1	the	the	DET
iogr-1204	187	2	cnn	cnn	PROPN
iogr-1204	187	3	model	model	NOUN
iogr-1204	187	4	has	have	AUX
iogr-1204	187	5	been	be	AUX
iogr-1204	187	6	proven	prove	VERB
iogr-1204	187	7	successful	successful	ADJ
iogr-1204	187	8	in	in	ADP
iogr-1204	187	9	identifying	identify	VERB
iogr-1204	187	10	the	the	DET
iogr-1204	187	11	marker	marker	NOUN
iogr-1204	187	12	horizon	horizon	NOUN
iogr-1204	187	13	in	in	ADP
iogr-1204	187	14	two	two	NUM
iogr-1204	187	15	fields	field	NOUN
iogr-1204	187	16	in	in	ADP
iogr-1204	187	17	the	the	DET
iogr-1204	187	18	gulf	gulf	PROPN
iogr-1204	187	19	of	of	ADP
iogr-1204	187	20	thailand	thailand	PROPN
iogr-1204	187	21	.	.	PUNCT
iogr-1204	188	1	the	the	DET
iogr-1204	188	2	model	model	NOUN
iogr-1204	188	3	performs	perform	VERB
iogr-1204	188	4	as	as	SCONJ
iogr-1204	188	5	it	it	PRON
iogr-1204	188	6	designs	design	VERB
iogr-1204	188	7	and	and	CCONJ
iogr-1204	188	8	nearly	nearly	ADV
iogr-1204	188	9	achieves	achieve	VERB
iogr-1204	188	10	human	human	ADJ
iogr-1204	188	11	performance	performance	NOUN
iogr-1204	188	12	.	.	PUNCT
iogr-1204	189	1	however	however	ADV
iogr-1204	189	2	,	,	PUNCT
iogr-1204	189	3	the	the	DET
iogr-1204	189	4	cnn	cnn	PROPN
iogr-1204	189	5	model	model	NOUN
iogr-1204	189	6	alone	alone	ADV
iogr-1204	189	7	does	do	AUX
iogr-1204	189	8	not	not	PART
iogr-1204	189	9	perform	perform	VERB
iogr-1204	189	10	as	as	ADV
iogr-1204	189	11	well	well	ADV
iogr-1204	189	12	as	as	SCONJ
iogr-1204	189	13	it	it	PRON
iogr-1204	189	14	establishes	establish	VERB
iogr-1204	189	15	during	during	ADP
iogr-1204	189	16	the	the	DET
iogr-1204	189	17	model	model	NOUN
iogr-1204	189	18	deployment	deployment	NOUN
iogr-1204	189	19	phase	phase	NOUN
iogr-1204	189	20	.	.	PUNCT
iogr-1204	190	1	this	this	DET
iogr-1204	190	2	concern	concern	NOUN
iogr-1204	190	3	has	have	AUX
iogr-1204	190	4	been	be	AUX
iogr-1204	190	5	proven	prove	VERB
iogr-1204	190	6	and	and	CCONJ
iogr-1204	190	7	the	the	DET
iogr-1204	190	8	additional	additional	ADJ
iogr-1204	190	9	machine	machine	NOUN
iogr-1204	190	10	learning	learning	NOUN
iogr-1204	190	11	models	model	NOUN
iogr-1204	190	12	are	be	AUX
iogr-1204	190	13	connected	connect	VERB
iogr-1204	190	14	in	in	ADP
iogr-1204	190	15	series	series	NOUN
iogr-1204	190	16	to	to	PART
iogr-1204	190	17	improve	improve	VERB
iogr-1204	190	18	the	the	DET
iogr-1204	190	19	model	model	NOUN
iogr-1204	190	20	performance	performance	NOUN
iogr-1204	190	21	.	.	PUNCT
iogr-1204	191	1	the	the	DET
iogr-1204	191	2	model	model	NOUN
iogr-1204	191	3	results	result	NOUN
iogr-1204	191	4	highlight	highlight	VERB
iogr-1204	191	5	a	a	DET
iogr-1204	191	6	significant	significant	ADJ
iogr-1204	191	7	improvement	improvement	NOUN
iogr-1204	191	8	in	in	ADP
iogr-1204	191	9	automated	automate	VERB
iogr-1204	191	10	stratigraphic	stratigraphic	ADJ
iogr-1204	191	11	correlations	correlation	NOUN
iogr-1204	191	12	.	.	PUNCT
iogr-1204	192	1	additionally	additionally	ADV
iogr-1204	192	2	,	,	PUNCT
iogr-1204	192	3	the	the	DET
iogr-1204	192	4	model	model	NOUN
iogr-1204	192	5	concept	concept	NOUN
iogr-1204	192	6	is	be	AUX
iogr-1204	192	7	proven	prove	VERB
iogr-1204	192	8	to	to	PART
iogr-1204	192	9	deploy	deploy	VERB
iogr-1204	192	10	in	in	ADP
iogr-1204	192	11	two	two	NUM
iogr-1204	192	12	fields	field	NOUN
iogr-1204	192	13	in	in	ADP
iogr-1204	192	14	the	the	DET
iogr-1204	192	15	gulf	gulf	PROPN
iogr-1204	192	16	of	of	ADP
iogr-1204	192	17	thailand	thailand	PROPN
iogr-1204	192	18	without	without	ADP
iogr-1204	192	19	further	further	ADJ
iogr-1204	192	20	adjustment	adjustment	NOUN
iogr-1204	192	21	,	,	PUNCT
iogr-1204	192	22	emphasizing	emphasize	VERB
iogr-1204	192	23	the	the	DET
iogr-1204	192	24	potential	potential	ADJ
iogr-1204	192	25	adoption	adoption	NOUN
iogr-1204	192	26	of	of	ADP
iogr-1204	192	27	the	the	DET
iogr-1204	192	28	model	model	NOUN
iogr-1204	192	29	concept	concept	NOUN
iogr-1204	192	30	from	from	ADP
iogr-1204	192	31	one	one	NUM
iogr-1204	192	32	area	area	NOUN
iogr-1204	192	33	to	to	ADP
iogr-1204	192	34	another	another	PRON
iogr-1204	192	35	.	.	PUNCT
iogr-1204	193	1	given	give	VERB
iogr-1204	193	2	the	the	DET
iogr-1204	193	3	model	model	NOUN
iogr-1204	193	4	concept	concept	NOUN
iogr-1204	193	5	adoption	adoption	NOUN
iogr-1204	193	6	,	,	PUNCT
iogr-1204	193	7	the	the	DET
iogr-1204	193	8	rapid	rapid	ADJ
iogr-1204	193	9	growth	growth	NOUN
iogr-1204	193	10	in	in	ADP
iogr-1204	193	11	digital	digital	ADJ
iogr-1204	193	12	transformation	transformation	NOUN
iogr-1204	193	13	applying	apply	VERB
iogr-1204	193	14	machine	machine	NOUN
iogr-1204	193	15	learning	learning	NOUN
iogr-1204	193	16	and	and	CCONJ
iogr-1204	193	17	other	other	ADJ
iogr-1204	193	18	data	datum	NOUN
iogr-1204	193	19	analytics	analytic	NOUN
iogr-1204	193	20	in	in	ADP
iogr-1204	193	21	the	the	DET
iogr-1204	193	22	business	business	NOUN
iogr-1204	193	23	workflow	workflow	NOUN
iogr-1204	193	24	will	will	AUX
iogr-1204	193	25	not	not	PART
iogr-1204	193	26	be	be	AUX
iogr-1204	193	27	a	a	DET
iogr-1204	193	28	far	far	ADJ
iogr-1204	193	29	future	future	NOUN
iogr-1204	193	30	.	.	PUNCT
iogr-1204	194	1	this	this	DET
iogr-1204	194	2	study	study	NOUN
iogr-1204	194	3	concludes	conclude	VERB
iogr-1204	194	4	that	that	SCONJ
iogr-1204	194	5	data	datum	NOUN
iogr-1204	194	6	analytics	analytic	NOUN
iogr-1204	194	7	can	can	AUX
iogr-1204	194	8	integrate	integrate	VERB
iogr-1204	194	9	with	with	ADP
iogr-1204	194	10	the	the	DET
iogr-1204	194	11	business	business	NOUN
iogr-1204	194	12	process	process	NOUN
iogr-1204	194	13	to	to	PART
iogr-1204	194	14	improve	improve	VERB
iogr-1204	194	15	accuracy	accuracy	NOUN
iogr-1204	194	16	in	in	ADP
iogr-1204	194	17	stratigraphic	stratigraphic	ADJ
iogr-1204	194	18	correlation	correlation	NOUN
iogr-1204	194	19	and	and	CCONJ
iogr-1204	194	20	assist	assist	NOUN
iogr-1204	194	21	geoscientists	geoscientist	NOUN
iogr-1204	194	22	throughout	throughout	ADP
iogr-1204	194	23	the	the	DET
iogr-1204	194	24	process	process	NOUN
iogr-1204	194	25	.	.	PUNCT
iogr-1204	195	1	a	a	DET
iogr-1204	195	2	thorough	thorough	ADJ
iogr-1204	195	3	understanding	understanding	NOUN
iogr-1204	195	4	of	of	ADP
iogr-1204	195	5	stratigraphic	stratigraphic	ADJ
iogr-1204	195	6	correlation	correlation	NOUN
iogr-1204	195	7	and	and	CCONJ
iogr-1204	195	8	data	data	NOUN
iogr-1204	195	9	analytics	analytic	NOUN
iogr-1204	195	10	empowered	empower	VERB
iogr-1204	195	11	by	by	ADP
iogr-1204	195	12	machine	machine	NOUN
iogr-1204	195	13	learning	learning	NOUN
iogr-1204	195	14	models	model	NOUN
iogr-1204	195	15	is	be	AUX
iogr-1204	195	16	non	non	ADJ
iogr-1204	195	17	-	-	ADJ
iogr-1204	195	18	trivial	trivial	ADJ
iogr-1204	195	19	and	and	CCONJ
iogr-1204	195	20	demonstrates	demonstrate	VERB
iogr-1204	195	21	a	a	DET
iogr-1204	195	22	step	step	NOUN
iogr-1204	195	23	toward	toward	ADP
iogr-1204	195	24	a	a	DET
iogr-1204	195	25	fully	fully	ADV
iogr-1204	195	26	automated	automate	VERB
iogr-1204	195	27	system	system	NOUN
iogr-1204	195	28	.	.	PUNCT
iogr-1204	196	1	nomenclature	nomenclature	ADJ
iogr-1204	196	2	cnn	cnn	NOUN
iogr-1204	196	3	=	=	NOUN
iogr-1204	197	1	convolutional	convolutional	ADJ
iogr-1204	197	2	neural	neural	ADJ
iogr-1204	197	3	network	network	NOUN
iogr-1204	197	4	fn	fn	NOUN
iogr-1204	197	5	=	=	NOUN
iogr-1204	197	6	false	false	ADJ
iogr-1204	197	7	negative	negative	ADJ
iogr-1204	197	8	fp	fp	X
iogr-1204	197	9	=	=	X
iogr-1204	197	10	false	false	ADJ
iogr-1204	197	11	positive	positive	ADJ
iogr-1204	197	12	tp	tp	NOUN
iogr-1204	197	13	=	=	PUNCT
iogr-1204	197	14	true	true	ADJ
iogr-1204	197	15	positive	positive	ADJ
iogr-1204	197	16	acknowledgments	acknowledgment	NOUN
iogr-1204	197	17	the	the	DET
iogr-1204	197	18	authors	author	NOUN
iogr-1204	197	19	would	would	AUX
iogr-1204	197	20	like	like	VERB
iogr-1204	197	21	to	to	PART
iogr-1204	197	22	acknowledge	acknowledge	VERB
iogr-1204	197	23	saran	saran	PROPN
iogr-1204	197	24	boonchirdchoo	boonchirdchoo	PROPN
iogr-1204	197	25	and	and	CCONJ
iogr-1204	197	26	juntra	juntra	ADJ
iogr-1204	197	27	wanwises	wanwise	NOUN
iogr-1204	197	28	for	for	ADP
iogr-1204	197	29	their	their	PRON
iogr-1204	197	30	efforts	effort	NOUN
iogr-1204	197	31	in	in	ADP
iogr-1204	197	32	data	datum	NOUN
iogr-1204	197	33	gathering	gathering	NOUN
iogr-1204	197	34	and	and	CCONJ
iogr-1204	197	35	explaining	explain	VERB
iogr-1204	197	36	the	the	DET
iogr-1204	197	37	data	data	NOUN
iogr-1204	197	38	structure	structure	NOUN
iogr-1204	197	39	.	.	PUNCT
iogr-1204	198	1	the	the	DET
iogr-1204	198	2	authors	author	NOUN
iogr-1204	198	3	also	also	ADV
iogr-1204	198	4	would	would	AUX
iogr-1204	198	5	like	like	VERB
iogr-1204	198	6	to	to	PART
iogr-1204	198	7	express	express	VERB
iogr-1204	198	8	pleasure	pleasure	NOUN
iogr-1204	198	9	to	to	ADP
iogr-1204	198	10	nualjun	nualjun	PROPN
iogr-1204	198	11	kitvarayut	kitvarayut	PROPN
iogr-1204	198	12	for	for	ADP
iogr-1204	198	13	continuous	continuous	ADJ
iogr-1204	198	14	support	support	NOUN
iogr-1204	198	15	in	in	ADP
iogr-1204	198	16	the	the	DET
iogr-1204	198	17	research	research	NOUN
iogr-1204	198	18	topic	topic	NOUN
iogr-1204	198	19	.	.	PUNCT
iogr-1204	199	1	conflicting	conflict	VERB
iogr-1204	199	2	interests	interest	NOUN
iogr-1204	199	3	the	the	DET
iogr-1204	199	4	author(s	author(s	NOUN
iogr-1204	199	5	)	)	PUNCT
iogr-1204	199	6	declare	declare	VERB
iogr-1204	199	7	that	that	SCONJ
iogr-1204	199	8	they	they	PRON
iogr-1204	199	9	have	have	VERB
iogr-1204	199	10	no	no	DET
iogr-1204	199	11	conflicting	conflict	VERB
iogr-1204	199	12	interests	interest	NOUN
iogr-1204	199	13	.	.	PUNCT
iogr-1204	200	1	references	reference	NOUN
iogr-1204	200	2	anderson	anderson	PROPN
iogr-1204	200	3	,	,	PUNCT
iogr-1204	200	4	k.r	k.r	PROPN
iogr-1204	200	5	.	.	PROPN
iogr-1204	200	6	and	and	CCONJ
iogr-1204	200	7	gaby	gaby	PROPN
iogr-1204	200	8	,	,	PUNCT
iogr-1204	200	9	j.e	j.e	PROPN
iogr-1204	200	10	.	.	PROPN
iogr-1204	200	11	1983	1983	NUM
iogr-1204	200	12	.	.	PUNCT
iogr-1204	201	1	dynamic	dynamic	ADJ
iogr-1204	201	2	waveform	waveform	NOUN
iogr-1204	201	3	matching	matching	NOUN
iogr-1204	201	4	.	.	PUNCT
iogr-1204	202	1	information	information	NOUN
iogr-1204	202	2	sciences	sciences	PROPN
iogr-1204	202	3	31(3	31(3	NUM
iogr-1204	202	4	)	)	PUNCT
iogr-1204	202	5	,	,	PUNCT
iogr-1204	202	6	221	221	NUM
iogr-1204	202	7	-	-	SYM
iogr-1204	202	8	242	242	NUM
iogr-1204	202	9	.	.	PUNCT
iogr-1204	203	1	bakdi	bakdi	ADJ
iogr-1204	203	2	,	,	PUNCT
iogr-1204	203	3	s.	s.	PROPN
iogr-1204	203	4	,	,	PUNCT
iogr-1204	203	5	kannan	kannan	PROPN
iogr-1204	203	6	,	,	PUNCT
iogr-1204	203	7	n.	n.	PROPN
iogr-1204	203	8	,	,	PUNCT
iogr-1204	203	9	reddy	reddy	PROPN
iogr-1204	203	10	masini	masini	PROPN
iogr-1204	203	11	,	,	PUNCT
iogr-1204	203	12	s.	s.	PROPN
iogr-1204	203	13	,	,	PUNCT
iogr-1204	203	14	et	et	PROPN
iogr-1204	203	15	al	al	PROPN
iogr-1204	203	16	.	.	PROPN
iogr-1204	203	17	2020	2020	NUM
iogr-1204	203	18	.	.	PUNCT
iogr-1204	204	1	automated	automate	VERB
iogr-1204	204	2	well	well	ADJ
iogr-1204	204	3	correlation	correlation	NOUN
iogr-1204	204	4	using	use	VERB
iogr-1204	204	5	machine	machine	NOUN
iogr-1204	204	6	learning	learning	NOUN
iogr-1204	204	7	and	and	CCONJ
iogr-1204	204	8	facial	facial	ADJ
iogr-1204	204	9	recognition	recognition	NOUN
iogr-1204	204	10	techniques	technique	NOUN
iogr-1204	204	11	.	.	PUNCT
iogr-1204	205	1	paper	paper	NOUN
iogr-1204	205	2	presented	present	VERB
iogr-1204	205	3	at	at	ADP
iogr-1204	205	4	the	the	DET
iogr-1204	205	5	abu	abu	PROPN
iogr-1204	205	6	dhabi	dhabi	PROPN
iogr-1204	205	7	international	international	ADJ
iogr-1204	205	8	petroleum	petroleum	NOUN
iogr-1204	205	9	exhibition	exhibition	NOUN
iogr-1204	205	10	&	&	CCONJ
iogr-1204	205	11	conference	conference	NOUN
iogr-1204	205	12	,	,	PUNCT
iogr-1204	205	13	9	9	NUM
iogr-1204	205	14	-	-	SYM
iogr-1204	205	15	12	12	NUM
iogr-1204	205	16	november	november	PROPN
iogr-1204	205	17	.	.	PUNCT
iogr-1204	206	1	spe-203301	spe-203301	NOUN
iogr-1204	206	2	-	-	PUNCT
iogr-1204	206	3	ms	ms	PROPN
iogr-1204	206	4	.	.	PROPN
iogr-1204	206	5	bakke	bakke	PROPN
iogr-1204	206	6	,	,	PUNCT
iogr-1204	206	7	s.	s.	PROPN
iogr-1204	206	8	and	and	CCONJ
iogr-1204	206	9	griffiths	griffiths	PROPN
iogr-1204	206	10	,	,	PUNCT
iogr-1204	206	11	c.m	c.m	PROPN
iogr-1204	206	12	.	.	PROPN
iogr-1204	206	13	1989	1989	NUM
iogr-1204	206	14	.	.	PUNCT
iogr-1204	207	1	interactive	interactive	ADJ
iogr-1204	207	2	quantitative	quantitative	ADJ
iogr-1204	207	3	matching	matching	NOUN
iogr-1204	207	4	of	of	ADP
iogr-1204	207	5	stratigraphic	stratigraphic	ADJ
iogr-1204	207	6	sequences	sequence	NOUN
iogr-1204	207	7	of	of	ADP
iogr-1204	207	8	numerical	numerical	ADJ
iogr-1204	207	9	lithostates	lithostate	NOUN
iogr-1204	207	10	based	base	VERB
iogr-1204	207	11	on	on	ADP
iogr-1204	207	12	gene	gene	NOUN
iogr-1204	207	13	-	-	PUNCT
iogr-1204	207	14	typing	type	VERB
iogr-1204	207	15	techniques	technique	NOUN
iogr-1204	207	16	.	.	PUNCT
iogr-1204	208	1	in	in	ADP
iogr-1204	208	2	correlation	correlation	NOUN
iogr-1204	208	3	in	in	ADP
iogr-1204	208	4	hydrocarbon	hydrocarbon	NOUN
iogr-1204	208	5	exploration	exploration	NOUN
iogr-1204	208	6	,	,	PUNCT
iogr-1204	208	7	ed	ed	NOUN
iogr-1204	208	8	.	.	PUNCT
iogr-1204	208	9	collinson	collinson	PROPN
iogr-1204	208	10	,	,	PUNCT
iogr-1204	208	11	j.d	j.d	PROPN
iogr-1204	208	12	,	,	PUNCT
iogr-1204	208	13	chap	chap	NOUN
iogr-1204	208	14	.	.	PUNCT
iogr-1204	209	1	5	5	NUM
iogr-1204	209	2	,	,	PUNCT
iogr-1204	209	3	61	61	NUM
iogr-1204	209	4	-	-	SYM
iogr-1204	209	5	76	76	NUM
iogr-1204	209	6	.	.	PUNCT
iogr-1204	210	1	dordrecht	dordrecht	NOUN
iogr-1204	210	2	:	:	PUNCT
iogr-1204	210	3	springer	springer	NOUN
iogr-1204	210	4	.	.	PUNCT
iogr-1204	211	1	behdad	behdad	PROPN
iogr-1204	211	2	,	,	PUNCT
iogr-1204	211	3	a.	a.	NOUN
iogr-1204	211	4	2019	2019	NUM
iogr-1204	211	5	.	.	PUNCT
iogr-1204	212	1	a	a	DET
iogr-1204	212	2	step	step	NOUN
iogr-1204	212	3	toward	toward	ADP
iogr-1204	212	4	the	the	DET
iogr-1204	212	5	practical	practical	ADJ
iogr-1204	212	6	stratigraphic	stratigraphic	ADJ
iogr-1204	212	7	automatic	automatic	ADJ
iogr-1204	212	8	correlation	correlation	NOUN
iogr-1204	212	9	of	of	ADP
iogr-1204	212	10	well	well	ADV
iogr-1204	212	11	logs	log	NOUN
iogr-1204	212	12	using	use	VERB
iogr-1204	212	13	continuous	continuous	ADJ
iogr-1204	212	14	wavelet	wavelet	NOUN
iogr-1204	212	15	transform	transform	NOUN
iogr-1204	212	16	and	and	CCONJ
iogr-1204	212	17	dynamic	dynamic	ADJ
iogr-1204	212	18	time	time	NOUN
iogr-1204	212	19	warping	warp	VERB
iogr-1204	212	20	technique	technique	NOUN
iogr-1204	212	21	.	.	PUNCT
iogr-1204	213	1	journal	journal	NOUN
iogr-1204	213	2	of	of	ADP
iogr-1204	213	3	applied	apply	VERB
iogr-1204	213	4	geophysics	geophysic	NOUN
iogr-1204	213	5	167	167	NUM
iogr-1204	213	6	:	:	SYM
iogr-1204	213	7	26	26	NUM
iogr-1204	213	8	-	-	SYM
iogr-1204	213	9	32	32	NUM
iogr-1204	213	10	.	.	PUNCT
iogr-1204	214	1	brazell	brazell	PROPN
iogr-1204	214	2	,	,	PUNCT
iogr-1204	214	3	s.	s.	PROPN
iogr-1204	214	4	,	,	PUNCT
iogr-1204	214	5	bayeh	bayeh	PROPN
iogr-1204	214	6	,	,	PUNCT
iogr-1204	214	7	a.	a.	PROPN
iogr-1204	214	8	,	,	PUNCT
iogr-1204	214	9	ashby	ashby	PROPN
iogr-1204	214	10	,	,	PUNCT
iogr-1204	214	11	m.	m.	NOUN
iogr-1204	214	12	,	,	PUNCT
iogr-1204	214	13	et	et	PROPN
iogr-1204	214	14	al	al	PROPN
iogr-1204	214	15	.	.	PROPN
iogr-1204	214	16	2019	2019	NUM
iogr-1204	214	17	.	.	PUNCT
iogr-1204	215	1	a	a	DET
iogr-1204	215	2	machine	machine	NOUN
iogr-1204	215	3	-	-	PUNCT
iogr-1204	215	4	learning	learning	NOUN
iogr-1204	215	5	-	-	PUNCT
iogr-1204	215	6	based	base	VERB
iogr-1204	215	7	approach	approach	NOUN
iogr-1204	215	8	to	to	ADP
iogr-1204	215	9	assistive	assistive	ADJ
iogr-1204	215	10	well	well	ADJ
iogr-1204	215	11	-	-	PUNCT
iogr-1204	215	12	log	log	NOUN
iogr-1204	215	13	correlation	correlation	NOUN
iogr-1204	215	14	.	.	PUNCT
iogr-1204	216	1	petrophysics	petrophysic	NOUN
iogr-1204	216	2	60(4	60(4	NUM
iogr-1204	216	3	):	):	PUNCT
iogr-1204	216	4	469	469	NUM
iogr-1204	216	5	-	-	NUM
iogr-1204	216	6	479	479	NUM
iogr-1204	216	7	.	.	PUNCT
iogr-1204	217	1	edwards	edwards	PROPN
iogr-1204	217	2	,	,	PUNCT
iogr-1204	217	3	j.	j.	PROPN
iogr-1204	217	4	,	,	PUNCT
iogr-1204	217	5	lallier	lallier	PROPN
iogr-1204	217	6	,	,	PUNCT
iogr-1204	217	7	f.	f.	PROPN
iogr-1204	217	8	,	,	PUNCT
iogr-1204	217	9	caumon	caumon	PROPN
iogr-1204	217	10	,	,	PUNCT
iogr-1204	217	11	g.	g.	PROPN
iogr-1204	217	12	,	,	PUNCT
iogr-1204	217	13	et	et	PROPN
iogr-1204	217	14	al	al	PROPN
iogr-1204	217	15	.	.	PROPN
iogr-1204	217	16	2018	2018	NUM
iogr-1204	217	17	.	.	PUNCT
iogr-1204	218	1	uncertainty	uncertainty	NOUN
iogr-1204	218	2	management	management	NOUN
iogr-1204	218	3	in	in	ADP
iogr-1204	218	4	stratigraphic	stratigraphic	ADJ
iogr-1204	218	5	well	well	ADJ
iogr-1204	218	6	correlation	correlation	NOUN
iogr-1204	218	7	and	and	CCONJ
iogr-1204	218	8	stratigraphic	stratigraphic	ADJ
iogr-1204	218	9	architectures	architecture	NOUN
iogr-1204	218	10	:	:	PUNCT
iogr-1204	218	11	a	a	DET
iogr-1204	218	12	training	training	NOUN
iogr-1204	218	13	-	-	PUNCT
iogr-1204	218	14	based	base	VERB
iogr-1204	218	15	method	method	NOUN
iogr-1204	218	16	.	.	PUNCT
iogr-1204	219	1	computers	computer	NOUN
iogr-1204	219	2	and	and	CCONJ
iogr-1204	219	3	geosciences	geoscience	NOUN
iogr-1204	219	4	111:1	111:1	NUM
iogr-1204	219	5	-	-	SYM
iogr-1204	219	6	17	17	NUM
iogr-1204	219	7	.	.	PUNCT
iogr-1204	219	8	12	12	NUM
iogr-1204	219	9	fang	fang	X
iogr-1204	219	10	,	,	PUNCT
iogr-1204	219	11	j.	j.	PROPN
iogr-1204	219	12	,	,	PUNCT
iogr-1204	219	13	chen	chen	PROPN
iogr-1204	219	14	,	,	PUNCT
iogr-1204	219	15	h.	h.	PROPN
iogr-1204	219	16	,	,	PUNCT
iogr-1204	219	17	shultz	shultz	PROPN
iogr-1204	219	18	,	,	PUNCT
iogr-1204	219	19	a.w	a.w	PROPN
iogr-1204	219	20	.	.	PROPN
iogr-1204	219	21	,	,	PUNCT
iogr-1204	219	22	et	et	PROPN
iogr-1204	219	23	al	al	PROPN
iogr-1204	219	24	.	.	PROPN
iogr-1204	219	25	1992	1992	NUM
iogr-1204	219	26	.	.	PUNCT
iogr-1204	220	1	computer	computer	NOUN
iogr-1204	220	2	-	-	PUNCT
iogr-1204	220	3	aided	aid	VERB
iogr-1204	220	4	well	well	INTJ
iogr-1204	220	5	log	log	NOUN
iogr-1204	220	6	correlation	correlation	NOUN
iogr-1204	220	7	.	.	PUNCT
iogr-1204	221	1	aapg	aapg	PROPN
iogr-1204	221	2	bulletin	bulletin	NOUN
iogr-1204	221	3	76(3	76(3	PROPN
iogr-1204	221	4	):	):	PUNCT
iogr-1204	221	5	307317	307317	NUM
iogr-1204	221	6	.	.	PUNCT
iogr-1204	222	1	howell	howell	PROPN
iogr-1204	222	2	,	,	PUNCT
iogr-1204	222	3	j.	j.	PROPN
iogr-1204	222	4	1983	1983	NUM
iogr-1204	222	5	.	.	PUNCT
iogr-1204	223	1	a	a	DET
iogr-1204	223	2	fortran	fortran	ADJ
iogr-1204	223	3	77	77	NUM
iogr-1204	223	4	program	program	NOUN
iogr-1204	223	5	for	for	ADP
iogr-1204	223	6	automatic	automatic	ADJ
iogr-1204	223	7	stratigraphic	stratigraphic	ADJ
iogr-1204	223	8	correlation	correlation	NOUN
iogr-1204	223	9	.	.	PUNCT
iogr-1204	224	1	computers	computer	NOUN
iogr-1204	224	2	and	and	CCONJ
iogr-1204	224	3	geosciences	geoscience	NOUN
iogr-1204	224	4	9(3	9(3	NUM
iogr-1204	224	5	):	):	PUNCT
iogr-1204	224	6	311	311	NUM
iogr-1204	224	7	-	-	SYM
iogr-1204	224	8	327	327	NUM
iogr-1204	224	9	.	.	PUNCT
iogr-1204	225	1	krizhevsky	krizhevsky	PROPN
iogr-1204	225	2	,	,	PUNCT
iogr-1204	225	3	a.	a.	PROPN
iogr-1204	225	4	,	,	PUNCT
iogr-1204	225	5	sutskever	sutskever	PROPN
iogr-1204	225	6	,	,	PUNCT
iogr-1204	225	7	i.	i.	PROPN
iogr-1204	225	8	,	,	PUNCT
iogr-1204	225	9	and	and	CCONJ
iogr-1204	225	10	hinton	hinton	PROPN
iogr-1204	225	11	,	,	PUNCT
iogr-1204	225	12	g.e	g.e	PROPN
iogr-1204	225	13	.	.	PROPN
iogr-1204	225	14	2012	2012	NUM
iogr-1204	225	15	.	.	PUNCT
iogr-1204	226	1	imagenet	imagenet	PROPN
iogr-1204	226	2	classification	classification	NOUN
iogr-1204	226	3	with	with	ADP
iogr-1204	226	4	deep	deep	ADJ
iogr-1204	226	5	convolutional	convolutional	ADJ
iogr-1204	226	6	neural	neural	ADJ
iogr-1204	226	7	networks	network	NOUN
iogr-1204	226	8	.	.	PUNCT
iogr-1204	227	1	advances	advance	NOUN
iogr-1204	227	2	in	in	ADP
iogr-1204	227	3	neural	neural	ADJ
iogr-1204	227	4	information	information	NOUN
iogr-1204	227	5	processing	processing	NOUN
iogr-1204	227	6	systems	system	NOUN
iogr-1204	227	7	25:1097	25:1097	PROPN
iogr-1204	227	8	-	-	SYM
iogr-1204	227	9	1105	1105	NUM
iogr-1204	227	10	.	.	PUNCT
iogr-1204	228	1	krizhevsky	krizhevsky	PROPN
iogr-1204	228	2	,	,	PUNCT
iogr-1204	228	3	a.	a.	PROPN
iogr-1204	228	4	,	,	PUNCT
iogr-1204	228	5	sutskever	sutskever	PROPN
iogr-1204	228	6	,	,	PUNCT
iogr-1204	228	7	i.	i.	PROPN
iogr-1204	228	8	,	,	PUNCT
iogr-1204	228	9	and	and	CCONJ
iogr-1204	228	10	hinton	hinton	PROPN
iogr-1204	228	11	,	,	PUNCT
iogr-1204	228	12	g.e	g.e	PROPN
iogr-1204	228	13	.	.	PROPN
iogr-1204	228	14	2017	2017	NUM
iogr-1204	228	15	.	.	PUNCT
iogr-1204	229	1	imagenet	imagenet	PROPN
iogr-1204	229	2	classification	classification	NOUN
iogr-1204	229	3	with	with	ADP
iogr-1204	229	4	deep	deep	ADJ
iogr-1204	229	5	convolutional	convolutional	ADJ
iogr-1204	229	6	neural	neural	ADJ
iogr-1204	229	7	networks	network	NOUN
iogr-1204	229	8	.	.	PUNCT
iogr-1204	230	1	communications	communication	NOUN
iogr-1204	230	2	of	of	ADP
iogr-1204	230	3	the	the	DET
iogr-1204	230	4	acm	acm	PROPN
iogr-1204	230	5	60(6):84	60(6):84	PROPN
iogr-1204	230	6	-	-	SYM
iogr-1204	230	7	90	90	NUM
iogr-1204	230	8	.	.	PUNCT
iogr-1204	231	1	le	le	PROPN
iogr-1204	231	2	,	,	PUNCT
iogr-1204	231	3	t.	t.	PROPN
iogr-1204	231	4	,	,	PUNCT
iogr-1204	231	5	liang	liang	PROPN
iogr-1204	231	6	,	,	PUNCT
iogr-1204	231	7	l.	l.	PROPN
iogr-1204	231	8	,	,	PUNCT
iogr-1204	231	9	zimmermann	zimmermann	PROPN
iogr-1204	231	10	,	,	PUNCT
iogr-1204	231	11	t.	t.	PROPN
iogr-1204	231	12	,	,	PUNCT
iogr-1204	231	13	et	et	PROPN
iogr-1204	231	14	al	al	PROPN
iogr-1204	231	15	.	.	PROPN
iogr-1204	231	16	2019	2019	NUM
iogr-1204	231	17	.	.	PUNCT
iogr-1204	232	1	a	a	DET
iogr-1204	232	2	machine	machine	NOUN
iogr-1204	232	3	learning	learn	VERB
iogr-1204	232	4	framework	framework	NOUN
iogr-1204	232	5	for	for	ADP
iogr-1204	232	6	automating	automate	VERB
iogr-1204	232	7	well	well	ADV
iogr-1204	232	8	log	log	NOUN
iogr-1204	232	9	depth	depth	NOUN
iogr-1204	232	10	matching	matching	NOUN
iogr-1204	232	11	.	.	PUNCT
iogr-1204	233	1	petrophysics	petrophysic	NOUN
iogr-1204	233	2	60(5):585	60(5):585	PROPN
iogr-1204	233	3	-	-	SYM
iogr-1204	233	4	595	595	NUM
iogr-1204	233	5	.	.	PUNCT
iogr-1204	234	1	luthi	luthi	PROPN
iogr-1204	234	2	,	,	PUNCT
iogr-1204	234	3	s.m	s.m	PROPN
iogr-1204	234	4	.	.	PROPN
iogr-1204	234	5	and	and	CCONJ
iogr-1204	234	6	bryant	bryant	PROPN
iogr-1204	234	7	,	,	PUNCT
iogr-1204	234	8	i.d	i.d	PROPN
iogr-1204	234	9	.	.	PROPN
iogr-1204	234	10	1997	1997	NUM
iogr-1204	234	11	.	.	PUNCT
iogr-1204	235	1	well	well	ADV
iogr-1204	235	2	-	-	PUNCT
iogr-1204	235	3	log	log	NOUN
iogr-1204	235	4	correlation	correlation	NOUN
iogr-1204	235	5	using	use	VERB
iogr-1204	235	6	a	a	DET
iogr-1204	235	7	back	back	ADJ
iogr-1204	235	8	-	-	PUNCT
iogr-1204	235	9	propagation	propagation	NOUN
iogr-1204	235	10	neural	neural	ADJ
iogr-1204	235	11	network	network	NOUN
iogr-1204	235	12	.	.	PUNCT
iogr-1204	236	1	mathematical	mathematical	ADJ
iogr-1204	236	2	geology	geology	NOUN
iogr-1204	236	3	29(3):413	29(3):413	NOUN
iogr-1204	236	4	-	-	SYM
iogr-1204	236	5	425	425	NUM
iogr-1204	236	6	.	.	PUNCT
iogr-1204	237	1	mann	mann	PROPN
iogr-1204	237	2	,	,	PUNCT
iogr-1204	237	3	c.	c.	PROPN
iogr-1204	237	4	j.	j.	PROPN
iogr-1204	237	5	and	and	CCONJ
iogr-1204	237	6	dowell	dowell	PROPN
iogr-1204	237	7	jr	jr	PROPN
iogr-1204	237	8	,	,	PUNCT
iogr-1204	237	9	t.p	t.p	PROPN
iogr-1204	237	10	.	.	PROPN
iogr-1204	237	11	1978	1978	NUM
iogr-1204	237	12	.	.	PUNCT
iogr-1204	238	1	quantitative	quantitative	ADJ
iogr-1204	238	2	lithostratigraphic	lithostratigraphic	ADJ
iogr-1204	238	3	correlation	correlation	NOUN
iogr-1204	238	4	of	of	ADP
iogr-1204	238	5	subsurface	subsurface	NOUN
iogr-1204	238	6	sequences	sequence	NOUN
iogr-1204	238	7	.	.	PUNCT
iogr-1204	239	1	computers	computer	NOUN
iogr-1204	239	2	and	and	CCONJ
iogr-1204	239	3	geosciences	geoscience	NOUN
iogr-1204	239	4	4(3):295	4(3):295	NUM
iogr-1204	239	5	-	-	SYM
iogr-1204	239	6	306	306	NUM
iogr-1204	239	7	.	.	PUNCT
iogr-1204	240	1	neuendorf	neuendorf	PROPN
iogr-1204	240	2	,	,	PUNCT
iogr-1204	240	3	k.k	k.k	PROPN
iogr-1204	240	4	.	.	PROPN
iogr-1204	240	5	,	,	PUNCT
iogr-1204	240	6	mehl	mehl	PROPN
iogr-1204	240	7	jr	jr	PROPN
iogr-1204	240	8	.	.	PROPN
iogr-1204	240	9	,	,	PUNCT
iogr-1204	240	10	j.p	j.p	PROPN
iogr-1204	240	11	.	.	PROPN
iogr-1204	240	12	,	,	PUNCT
iogr-1204	240	13	and	and	CCONJ
iogr-1204	240	14	jackson	jackson	PROPN
iogr-1204	240	15	,	,	PUNCT
iogr-1204	240	16	j.a	j.a	PROPN
iogr-1204	240	17	.	.	PROPN
iogr-1204	240	18	2011	2011	NUM
iogr-1204	240	19	.	.	PUNCT
iogr-1204	241	1	glossary	glossary	NOUN
iogr-1204	241	2	of	of	ADP
iogr-1204	241	3	geology	geology	NOUN
iogr-1204	241	4	(	(	PUNCT
iogr-1204	241	5	5th	5th	ADJ
iogr-1204	241	6	edition	edition	NOUN
iogr-1204	241	7	)	)	PUNCT
iogr-1204	241	8	.	.	PUNCT
iogr-1204	242	1	american	american	PROPN
iogr-1204	242	2	geosciences	geosciences	PROPN
iogr-1204	242	3	institute	institute	PROPN
iogr-1204	242	4	.	.	PUNCT
iogr-1204	243	1	olea	olea	PROPN
iogr-1204	243	2	,	,	PUNCT
iogr-1204	243	3	r.a	r.a	PROPN
iogr-1204	243	4	.	.	PROPN
iogr-1204	243	5	and	and	CCONJ
iogr-1204	243	6	davis	davis	PROPN
iogr-1204	243	7	,	,	PUNCT
iogr-1204	243	8	j.c	j.c	PROPN
iogr-1204	243	9	.	.	PROPN
iogr-1204	243	10	1986	1986	NUM
iogr-1204	243	11	.	.	PUNCT
iogr-1204	244	1	an	an	DET
iogr-1204	244	2	artificial	artificial	ADJ
iogr-1204	244	3	intelligence	intelligence	NOUN
iogr-1204	244	4	approach	approach	NOUN
iogr-1204	244	5	to	to	ADP
iogr-1204	244	6	lithostratigraphic	lithostratigraphic	ADJ
iogr-1204	244	7	correlation	correlation	NOUN
iogr-1204	244	8	using	use	VERB
iogr-1204	244	9	geophysical	geophysical	ADJ
iogr-1204	244	10	well	well	NOUN
iogr-1204	244	11	logs	log	NOUN
iogr-1204	244	12	.	.	PUNCT
iogr-1204	245	1	paper	paper	NOUN
iogr-1204	245	2	presented	present	VERB
iogr-1204	245	3	at	at	ADP
iogr-1204	245	4	the	the	DET
iogr-1204	245	5	spe	spe	PROPN
iogr-1204	245	6	annual	annual	ADJ
iogr-1204	245	7	technical	technical	ADJ
iogr-1204	245	8	conference	conference	NOUN
iogr-1204	245	9	and	and	CCONJ
iogr-1204	245	10	exhibition	exhibition	NOUN
iogr-1204	245	11	,	,	PUNCT
iogr-1204	245	12	5	5	NUM
iogr-1204	245	13	-	-	SYM
iogr-1204	245	14	8	8	NUM
iogr-1204	245	15	october.spe-15603	october.spe-15603	NUM
iogr-1204	245	16	-	-	PUNCT
iogr-1204	245	17	ms	ms	PROPN
iogr-1204	245	18	.	.	PROPN
iogr-1204	245	19	parimontonsakul	parimontonsakul	PROPN
iogr-1204	245	20	,	,	PUNCT
iogr-1204	245	21	m.	m.	NOUN
iogr-1204	245	22	2021	2021	NUM
iogr-1204	245	23	.	.	PUNCT
iogr-1204	246	1	an	an	DET
iogr-1204	246	2	analytical	analytical	ADJ
iogr-1204	246	3	approach	approach	NOUN
iogr-1204	246	4	to	to	ADP
iogr-1204	246	5	automate	automate	VERB
iogr-1204	246	6	stratigraphic	stratigraphic	ADJ
iogr-1204	246	7	correlation	correlation	NOUN
iogr-1204	246	8	using	use	VERB
iogr-1204	246	9	well	well	ADV
iogr-1204	246	10	logging	log	VERB
iogr-1204	246	11	information	information	NOUN
iogr-1204	246	12	.	.	PUNCT
iogr-1204	247	1	phd	phd	NOUN
iogr-1204	247	2	dissertation	dissertation	PROPN
iogr-1204	247	3	,	,	PUNCT
iogr-1204	247	4	massachusetts	massachusetts	PROPN
iogr-1204	247	5	institute	institute	PROPN
iogr-1204	247	6	of	of	ADP
iogr-1204	247	7	technology	technology	PROPN
iogr-1204	247	8	,	,	PUNCT
iogr-1204	247	9	cambridge	cambridge	PROPN
iogr-1204	247	10	,	,	PUNCT
iogr-1204	247	11	massachusetts	massachusetts	PROPN
iogr-1204	247	12	.	.	PROPN
iogr-1204	247	13	rudman	rudman	PROPN
iogr-1204	247	14	,	,	PUNCT
iogr-1204	247	15	a.	a.	PROPN
iogr-1204	247	16	j.	j.	PROPN
iogr-1204	247	17	and	and	CCONJ
iogr-1204	247	18	lankston	lankston	PROPN
iogr-1204	247	19	,	,	PUNCT
iogr-1204	247	20	r.w	r.w	PROPN
iogr-1204	247	21	.	.	PROPN
iogr-1204	247	22	1973	1973	NUM
iogr-1204	247	23	.	.	PUNCT
iogr-1204	248	1	stratigraphic	stratigraphic	ADJ
iogr-1204	248	2	correlation	correlation	NOUN
iogr-1204	248	3	of	of	ADP
iogr-1204	248	4	well	well	ADV
iogr-1204	248	5	logs	log	NOUN
iogr-1204	248	6	by	by	ADP
iogr-1204	248	7	computer	computer	NOUN
iogr-1204	248	8	techniques	technique	NOUN
iogr-1204	248	9	.	.	PUNCT
iogr-1204	249	1	aapg	aapg	PROPN
iogr-1204	249	2	bulletin	bulletin	NOUN
iogr-1204	249	3	57(3	57(3	NUM
iogr-1204	249	4	):	):	PUNCT
iogr-1204	249	5	577	577	NUM
iogr-1204	249	6	-	-	SYM
iogr-1204	249	7	588	588	NUM
iogr-1204	249	8	.	.	PUNCT
iogr-1204	250	1	smith	smith	PROPN
iogr-1204	250	2	,	,	PUNCT
iogr-1204	250	3	t.	t.	PROPN
iogr-1204	250	4	f.	f.	PROPN
iogr-1204	250	5	and	and	CCONJ
iogr-1204	250	6	waterman	waterman	PROPN
iogr-1204	250	7	,	,	PUNCT
iogr-1204	250	8	m.s	m.s	PROPN
iogr-1204	250	9	.	.	PROPN
iogr-1204	250	10	1980	1980	NUM
iogr-1204	250	11	.	.	PUNCT
iogr-1204	251	1	new	new	ADJ
iogr-1204	251	2	stratigraphic	stratigraphic	ADJ
iogr-1204	251	3	correlation	correlation	NOUN
iogr-1204	251	4	techniques	technique	NOUN
iogr-1204	251	5	.	.	PUNCT
iogr-1204	252	1	the	the	DET
iogr-1204	252	2	journal	journal	NOUN
iogr-1204	252	3	of	of	ADP
iogr-1204	252	4	geology	geology	NOUN
iogr-1204	252	5	88(4	88(4	NOUN
iogr-1204	252	6	):	):	PUNCT
iogr-1204	252	7	451	451	NUM
iogr-1204	252	8	-	-	SYM
iogr-1204	252	9	457	457	NUM
iogr-1204	252	10	.	.	PUNCT
iogr-1204	253	1	sokolova	sokolova	PROPN
iogr-1204	253	2	,	,	PUNCT
iogr-1204	253	3	m.	m.	NOUN
iogr-1204	253	4	and	and	CCONJ
iogr-1204	253	5	lapalme	lapalme	NOUN
iogr-1204	253	6	,	,	PUNCT
iogr-1204	253	7	g.	g.	PROPN
iogr-1204	253	8	2009	2009	NUM
iogr-1204	253	9	.	.	PUNCT
iogr-1204	254	1	a	a	DET
iogr-1204	254	2	systematic	systematic	ADJ
iogr-1204	254	3	analysis	analysis	NOUN
iogr-1204	254	4	of	of	ADP
iogr-1204	254	5	performance	performance	NOUN
iogr-1204	254	6	measures	measure	NOUN
iogr-1204	254	7	for	for	ADP
iogr-1204	254	8	classification	classification	NOUN
iogr-1204	254	9	tasks	task	NOUN
iogr-1204	254	10	.	.	PUNCT
iogr-1204	255	1	information	information	NOUN
iogr-1204	255	2	processing	processing	NOUN
iogr-1204	255	3	&	&	CCONJ
iogr-1204	255	4	management	management	NOUN
iogr-1204	255	5	45(4	45(4	NOUN
iogr-1204	255	6	):	):	PUNCT
iogr-1204	255	7	427	427	NUM
iogr-1204	255	8	-	-	SYM
iogr-1204	255	9	437	437	NUM
iogr-1204	255	10	.	.	PUNCT
iogr-1204	256	1	tokpanov	tokpanov	NOUN
iogr-1204	256	2	,	,	PUNCT
iogr-1204	256	3	y.	y.	PROPN
iogr-1204	256	4	,	,	PUNCT
iogr-1204	256	5	smith	smith	PROPN
iogr-1204	256	6	,	,	PUNCT
iogr-1204	256	7	j.	j.	PROPN
iogr-1204	256	8	,	,	PUNCT
iogr-1204	256	9	ma	ma	PROPN
iogr-1204	256	10	,	,	PUNCT
iogr-1204	256	11	z.	z.	PROPN
iogr-1204	256	12	,	,	PUNCT
iogr-1204	256	13	et	et	PROPN
iogr-1204	256	14	al	al	PROPN
iogr-1204	256	15	.	.	PROPN
iogr-1204	256	16	2020	2020	NUM
iogr-1204	256	17	.	.	PUNCT
iogr-1204	257	1	deep	deep	ADJ
iogr-1204	257	2	-	-	PUNCT
iogr-1204	257	3	learning	learning	NOUN
iogr-1204	257	4	-	-	PUNCT
iogr-1204	257	5	based	base	VERB
iogr-1204	257	6	automated	automate	VERB
iogr-1204	257	7	stratigraphic	stratigraphic	ADJ
iogr-1204	257	8	correlation	correlation	NOUN
iogr-1204	257	9	.	.	PUNCT
iogr-1204	258	1	paper	paper	NOUN
iogr-1204	258	2	presented	present	VERB
iogr-1204	258	3	at	at	ADP
iogr-1204	258	4	the	the	DET
iogr-1204	258	5	spe	spe	PROPN
iogr-1204	258	6	annual	annual	ADJ
iogr-1204	258	7	technical	technical	ADJ
iogr-1204	258	8	conference	conference	NOUN
iogr-1204	258	9	and	and	CCONJ
iogr-1204	258	10	exhibition	exhibition	NOUN
iogr-1204	258	11	,	,	PUNCT
iogr-1204	258	12	26	26	NUM
iogr-1204	258	13	-	-	SYM
iogr-1204	258	14	29	29	NUM
iogr-1204	258	15	october	october	PROPN
iogr-1204	258	16	.	.	PUNCT
iogr-1204	259	1	spe-201459	spe-201459	PROPN
iogr-1204	259	2	-	-	PUNCT
iogr-1204	259	3	ms	ms	PROPN
iogr-1204	259	4	.	.	PROPN
iogr-1204	259	5	wang	wang	PROPN
iogr-1204	259	6	,	,	PUNCT
iogr-1204	259	7	w.	w.	PROPN
iogr-1204	259	8	,	,	PUNCT
iogr-1204	259	9	li	li	PROPN
iogr-1204	259	10	,	,	PUNCT
iogr-1204	259	11	y.	y.	PROPN
iogr-1204	259	12	,	,	PUNCT
iogr-1204	259	13	zou	zou	PROPN
iogr-1204	259	14	,	,	PUNCT
iogr-1204	259	15	t.	t.	PROPN
iogr-1204	259	16	,	,	PUNCT
iogr-1204	259	17	et	et	PROPN
iogr-1204	259	18	al	al	PROPN
iogr-1204	259	19	.	.	PROPN
iogr-1204	259	20	2020	2020	NUM
iogr-1204	259	21	.	.	PUNCT
iogr-1204	260	1	a	a	DET
iogr-1204	260	2	novel	novel	ADJ
iogr-1204	260	3	image	image	NOUN
iogr-1204	260	4	classification	classification	NOUN
iogr-1204	260	5	approach	approach	NOUN
iogr-1204	260	6	via	via	ADP
iogr-1204	260	7	dense	dense	ADJ
iogr-1204	260	8	-	-	PUNCT
iogr-1204	260	9	mobilenet	mobilenet	NOUN
iogr-1204	260	10	models	model	NOUN
iogr-1204	260	11	.	.	PUNCT
iogr-1204	261	1	mobile	mobile	ADJ
iogr-1204	261	2	information	information	NOUN
iogr-1204	261	3	systems	system	NOUN
iogr-1204	261	4	20:1	20:1	PROPN
iogr-1204	261	5	-	-	SYM
iogr-1204	261	6	8	8	NUM
iogr-1204	261	7	waterman	waterman	PROPN
iogr-1204	261	8	,	,	PUNCT
iogr-1204	261	9	m.s	m.s	PROPN
iogr-1204	261	10	.	.	PROPN
iogr-1204	261	11	and	and	CCONJ
iogr-1204	261	12	raymond	raymond	PROPN
iogr-1204	261	13	,	,	PUNCT
iogr-1204	261	14	r.	r.	PROPN
iogr-1204	261	15	1987	1987	NUM
iogr-1204	261	16	.	.	PUNCT
iogr-1204	262	1	the	the	DET
iogr-1204	262	2	match	match	NOUN
iogr-1204	262	3	game	game	NOUN
iogr-1204	262	4	:	:	PUNCT
iogr-1204	262	5	new	new	ADJ
iogr-1204	262	6	stratigraphic	stratigraphic	ADJ
iogr-1204	262	7	correlation	correlation	NOUN
iogr-1204	262	8	algorithms	algorithm	NOUN
iogr-1204	262	9	.	.	PUNCT
iogr-1204	263	1	mathematical	mathematical	ADJ
iogr-1204	263	2	geology	geology	NOUN
iogr-1204	263	3	19(2	19(2	NUM
iogr-1204	263	4	):	):	PUNCT
iogr-1204	263	5	109	109	NUM
iogr-1204	263	6	-	-	SYM
iogr-1204	263	7	127	127	NUM
iogr-1204	263	8	.	.	PUNCT
iogr-1204	264	1	zimmermann	zimmermann	PROPN
iogr-1204	264	2	,	,	PUNCT
iogr-1204	264	3	t.	t.	PROPN
iogr-1204	264	4	,	,	PUNCT
iogr-1204	264	5	liang	liang	PROPN
iogr-1204	264	6	,	,	PUNCT
iogr-1204	264	7	l.	l.	PROPN
iogr-1204	264	8	,	,	PUNCT
iogr-1204	264	9	and	and	CCONJ
iogr-1204	264	10	zeroug	zeroug	PROPN
iogr-1204	264	11	,	,	PUNCT
iogr-1204	264	12	s.	s.	PROPN
iogr-1204	264	13	2018	2018	NUM
iogr-1204	264	14	.	.	PUNCT
iogr-1204	265	1	machine	machine	NOUN
iogr-1204	265	2	-	-	PUNCT
iogr-1204	265	3	learning	learning	NOUN
iogr-1204	265	4	-	-	PUNCT
iogr-1204	265	5	based	base	VERB
iogr-1204	265	6	automatic	automatic	ADJ
iogr-1204	265	7	well	well	ADV
iogr-1204	265	8	-	-	PUNCT
iogr-1204	265	9	log	log	NOUN
iogr-1204	265	10	depth	depth	NOUN
iogr-1204	265	11	matching	matching	NOUN
iogr-1204	265	12	.	.	PUNCT
iogr-1204	266	1	petrophysics	petrophysic	NOUN
iogr-1204	266	2	59(6	59(6	PROPN
iogr-1204	266	3	):	):	PUNCT
iogr-1204	266	4	863	863	NUM
iogr-1204	266	5	-	-	SYM
iogr-1204	266	6	872	872	NUM
iogr-1204	266	7	.	.	PUNCT