id	sid	tid	token	lemma	pos
ijassa-1507	1	1	microsoft	microsoft	PROPN
ijassa-1507	1	2	word	word	NOUN
ijassa-1507	1	3	1507	1507	NUM
ijassa-1507	1	4	adv	adv	PROPN
ijassa-1507	1	5	syst	syst	PROPN
ijassa-1507	1	6	sci	sci	PROPN
ijassa-1507	1	7	appl	appl	PROPN
ijassa-1507	1	8	2023	2023	NUM
ijassa-1507	1	9	;	;	PUNCT
ijassa-1507	1	10	04	04	NUM
ijassa-1507	1	11	;	;	PUNCT
ijassa-1507	1	12	179	179	NUM
ijassa-1507	1	13	-	-	SYM
ijassa-1507	1	14	187	187	NUM
ijassa-1507	1	15	published	publish	VERB
ijassa-1507	1	16	online	online	ADV
ijassa-1507	1	17	at	at	ADP
ijassa-1507	1	18	https://ijassa.ipu.ru	https://ijassa.ipu.ru	ADJ
ijassa-1507	1	19	.	.	PUNCT
ijassa-1507	2	1	machine	machine	NOUN
ijassa-1507	2	2	learning	learning	NOUN
ijassa-1507	2	3	and	and	CCONJ
ijassa-1507	2	4	geometric	geometric	ADJ
ijassa-1507	2	5	mathematical	mathematical	ADJ
ijassa-1507	2	6	models	model	NOUN
ijassa-1507	2	7	in	in	ADP
ijassa-1507	2	8	kimberlite	kimberlite	NOUN
ijassa-1507	2	9	well	well	ADV
ijassa-1507	2	10	classification	classification	NOUN
ijassa-1507	2	11	problems	problem	NOUN
ijassa-1507	2	12	nailia	nailia	PROPN
ijassa-1507	2	13	gabdrakhmanova	gabdrakhmanova	PROPN
ijassa-1507	2	14	*	*	PROPN
ijassa-1507	2	15	,	,	PUNCT
ijassa-1507	2	16	pavel	pavel	PROPN
ijassa-1507	2	17	klimtsev	klimtsev	NOUN
ijassa-1507	2	18	peoples	peoples	PROPN
ijassa-1507	2	19	friendship	friendship	PROPN
ijassa-1507	2	20	university	university	PROPN
ijassa-1507	2	21	of	of	ADP
ijassa-1507	2	22	russia	russia	PROPN
ijassa-1507	2	23	(	(	PUNCT
ijassa-1507	2	24	rudn	rudn	VERB
ijassa-1507	2	25	university	university	NOUN
ijassa-1507	2	26	)	)	PUNCT
ijassa-1507	2	27	,	,	PUNCT
ijassa-1507	2	28	moscow	moscow	PROPN
ijassa-1507	2	29	,	,	PUNCT
ijassa-1507	2	30	russia	russia	PROPN
ijassa-1507	2	31	abstract	abstract	NOUN
ijassa-1507	2	32	:	:	PUNCT
ijassa-1507	2	33	nowadays	nowadays	ADV
ijassa-1507	2	34	,	,	PUNCT
ijassa-1507	2	35	the	the	DET
ijassa-1507	2	36	application	application	NOUN
ijassa-1507	2	37	of	of	ADP
ijassa-1507	2	38	mathematical	mathematical	ADJ
ijassa-1507	2	39	models	model	NOUN
ijassa-1507	2	40	in	in	ADP
ijassa-1507	2	41	geology	geology	NOUN
ijassa-1507	2	42	becomes	become	VERB
ijassa-1507	2	43	more	more	ADV
ijassa-1507	2	44	and	and	CCONJ
ijassa-1507	2	45	more	more	ADV
ijassa-1507	2	46	relevant	relevant	ADJ
ijassa-1507	2	47	.	.	PUNCT
ijassa-1507	3	1	the	the	DET
ijassa-1507	3	2	steady	steady	ADJ
ijassa-1507	3	3	trend	trend	NOUN
ijassa-1507	3	4	towards	towards	ADP
ijassa-1507	3	5	the	the	DET
ijassa-1507	3	6	global	global	ADJ
ijassa-1507	3	7	digitalization	digitalization	NOUN
ijassa-1507	3	8	has	have	AUX
ijassa-1507	3	9	led	lead	VERB
ijassa-1507	3	10	to	to	ADP
ijassa-1507	3	11	the	the	DET
ijassa-1507	3	12	possibility	possibility	NOUN
ijassa-1507	3	13	of	of	ADP
ijassa-1507	3	14	using	use	VERB
ijassa-1507	3	15	the	the	DET
ijassa-1507	3	16	most	most	ADV
ijassa-1507	3	17	modern	modern	ADJ
ijassa-1507	3	18	computational	computational	ADJ
ijassa-1507	3	19	methods	method	NOUN
ijassa-1507	3	20	in	in	ADP
ijassa-1507	3	21	the	the	DET
ijassa-1507	3	22	construction	construction	NOUN
ijassa-1507	3	23	of	of	ADP
ijassa-1507	3	24	mathematical	mathematical	ADJ
ijassa-1507	3	25	models	model	NOUN
ijassa-1507	3	26	.	.	PUNCT
ijassa-1507	4	1	digitalization	digitalization	NOUN
ijassa-1507	4	2	,	,	PUNCT
ijassa-1507	4	3	further	further	ADJ
ijassa-1507	4	4	processing	processing	NOUN
ijassa-1507	4	5	of	of	ADP
ijassa-1507	4	6	digital	digital	ADJ
ijassa-1507	4	7	data	datum	NOUN
ijassa-1507	4	8	,	,	PUNCT
ijassa-1507	4	9	their	their	PRON
ijassa-1507	4	10	analysis	analysis	NOUN
ijassa-1507	4	11	and	and	CCONJ
ijassa-1507	4	12	subsequent	subsequent	ADJ
ijassa-1507	4	13	modeling	modeling	NOUN
ijassa-1507	4	14	contributes	contribute	VERB
ijassa-1507	4	15	to	to	ADP
ijassa-1507	4	16	the	the	DET
ijassa-1507	4	17	improvement	improvement	NOUN
ijassa-1507	4	18	of	of	ADP
ijassa-1507	4	19	production	production	NOUN
ijassa-1507	4	20	efficiency	efficiency	NOUN
ijassa-1507	4	21	.	.	PUNCT
ijassa-1507	5	1	the	the	DET
ijassa-1507	5	2	purpose	purpose	NOUN
ijassa-1507	5	3	of	of	ADP
ijassa-1507	5	4	this	this	DET
ijassa-1507	5	5	paper	paper	NOUN
ijassa-1507	5	6	is	be	AUX
ijassa-1507	5	7	the	the	DET
ijassa-1507	5	8	development	development	NOUN
ijassa-1507	5	9	of	of	ADP
ijassa-1507	5	10	various	various	ADJ
ijassa-1507	5	11	methods	method	NOUN
ijassa-1507	5	12	of	of	ADP
ijassa-1507	5	13	classification	classification	NOUN
ijassa-1507	5	14	of	of	ADP
ijassa-1507	5	15	kimberlite	kimberlite	NOUN
ijassa-1507	5	16	wells	well	NOUN
ijassa-1507	5	17	.	.	PUNCT
ijassa-1507	6	1	the	the	DET
ijassa-1507	6	2	paper	paper	NOUN
ijassa-1507	6	3	presents	present	VERB
ijassa-1507	6	4	neural	neural	ADJ
ijassa-1507	6	5	network	network	NOUN
ijassa-1507	6	6	,	,	PUNCT
ijassa-1507	6	7	statistical	statistical	ADJ
ijassa-1507	6	8	and	and	CCONJ
ijassa-1507	6	9	geometric	geometric	ADJ
ijassa-1507	6	10	mathematical	mathematical	ADJ
ijassa-1507	6	11	models	model	NOUN
ijassa-1507	6	12	for	for	ADP
ijassa-1507	6	13	solving	solve	VERB
ijassa-1507	6	14	the	the	DET
ijassa-1507	6	15	problem	problem	NOUN
ijassa-1507	6	16	of	of	ADP
ijassa-1507	6	17	kimberlite	kimberlite	NOUN
ijassa-1507	7	1	well	well	INTJ
ijassa-1507	7	2	classification	classification	NOUN
ijassa-1507	7	3	.	.	PUNCT
ijassa-1507	8	1	the	the	DET
ijassa-1507	8	2	problem	problem	NOUN
ijassa-1507	8	3	was	be	AUX
ijassa-1507	8	4	solved	solve	VERB
ijassa-1507	8	5	using	use	VERB
ijassa-1507	8	6	geological	geological	ADJ
ijassa-1507	8	7	and	and	CCONJ
ijassa-1507	8	8	exploration	exploration	NOUN
ijassa-1507	8	9	data	datum	NOUN
ijassa-1507	8	10	from	from	ADP
ijassa-1507	8	11	wells	well	NOUN
ijassa-1507	8	12	drilled	drill	VERB
ijassa-1507	8	13	in	in	ADP
ijassa-1507	8	14	the	the	DET
ijassa-1507	8	15	süldükar	süldükar	NOUN
ijassa-1507	8	16	and	and	CCONJ
ijassa-1507	8	17	ulakhan	ulakhan	PROPN
ijassa-1507	8	18	-	-	PUNCT
ijassa-1507	8	19	kurung	kurung	ADJ
ijassa-1507	8	20	-	-	PUNCT
ijassa-1507	8	21	yuryakh	yuryakh	NOUN
ijassa-1507	8	22	areas	area	NOUN
ijassa-1507	8	23	located	locate	VERB
ijassa-1507	8	24	in	in	ADP
ijassa-1507	8	25	western	western	ADJ
ijassa-1507	8	26	yakutia	yakutia	PROPN
ijassa-1507	8	27	.	.	PUNCT
ijassa-1507	9	1	for	for	ADP
ijassa-1507	9	2	the	the	DET
ijassa-1507	9	3	constructed	construct	VERB
ijassa-1507	9	4	models	model	NOUN
ijassa-1507	9	5	the	the	DET
ijassa-1507	9	6	estimations	estimation	NOUN
ijassa-1507	9	7	of	of	ADP
ijassa-1507	9	8	the	the	DET
ijassa-1507	9	9	models	model	NOUN
ijassa-1507	9	10	'	'	PART
ijassa-1507	9	11	qualities	quality	NOUN
ijassa-1507	9	12	were	be	AUX
ijassa-1507	9	13	obtained	obtain	VERB
ijassa-1507	9	14	,	,	PUNCT
ijassa-1507	9	15	the	the	DET
ijassa-1507	9	16	comparative	comparative	ADJ
ijassa-1507	9	17	analysis	analysis	NOUN
ijassa-1507	9	18	of	of	ADP
ijassa-1507	9	19	the	the	DET
ijassa-1507	9	20	models	model	NOUN
ijassa-1507	9	21	was	be	AUX
ijassa-1507	9	22	carried	carry	VERB
ijassa-1507	9	23	out	out	ADP
ijassa-1507	9	24	.	.	PUNCT
ijassa-1507	10	1	the	the	DET
ijassa-1507	10	2	analysis	analysis	NOUN
ijassa-1507	10	3	of	of	ADP
ijassa-1507	10	4	mathematical	mathematical	ADJ
ijassa-1507	10	5	models	model	NOUN
ijassa-1507	10	6	showed	show	VERB
ijassa-1507	10	7	that	that	SCONJ
ijassa-1507	10	8	the	the	DET
ijassa-1507	10	9	most	most	ADV
ijassa-1507	10	10	accurate	accurate	ADJ
ijassa-1507	10	11	models	model	NOUN
ijassa-1507	10	12	are	be	AUX
ijassa-1507	10	13	neural	neural	ADJ
ijassa-1507	10	14	network	network	NOUN
ijassa-1507	10	15	models	model	NOUN
ijassa-1507	10	16	and	and	CCONJ
ijassa-1507	10	17	models	model	NOUN
ijassa-1507	10	18	using	use	VERB
ijassa-1507	10	19	geometric	geometric	ADJ
ijassa-1507	10	20	methods	method	NOUN
ijassa-1507	10	21	.	.	PUNCT
ijassa-1507	11	1	keywords	keyword	NOUN
ijassa-1507	11	2	:	:	PUNCT
ijassa-1507	11	3	five	five	NUM
ijassa-1507	11	4	factor	factor	NOUN
ijassa-1507	11	5	analysis	analysis	NOUN
ijassa-1507	11	6	,	,	PUNCT
ijassa-1507	11	7	neural	neural	ADJ
ijassa-1507	11	8	network	network	NOUN
ijassa-1507	11	9	,	,	PUNCT
ijassa-1507	11	10	kimberlite	kimberlite	NOUN
ijassa-1507	11	11	wells	well	NOUN
ijassa-1507	11	12	,	,	PUNCT
ijassa-1507	11	13	classification	classification	NOUN
ijassa-1507	11	14	,	,	PUNCT
ijassa-1507	11	15	persistent	persistent	ADJ
ijassa-1507	11	16	diagram	diagram	NOUN
ijassa-1507	11	17	,	,	PUNCT
ijassa-1507	11	18	curvature	curvature	NOUN
ijassa-1507	11	19	,	,	PUNCT
ijassa-1507	11	20	topological	topological	ADJ
ijassa-1507	11	21	data	datum	NOUN
ijassa-1507	11	22	analysis	analysis	NOUN
ijassa-1507	11	23	.	.	PUNCT
ijassa-1507	12	1	1	1	X
ijassa-1507	12	2	.	.	X
ijassa-1507	12	3	introduction	introduction	NOUN
ijassa-1507	12	4	nowadays	nowadays	ADV
ijassa-1507	12	5	in	in	ADP
ijassa-1507	12	6	geology	geology	NOUN
ijassa-1507	12	7	there	there	PRON
ijassa-1507	12	8	is	be	VERB
ijassa-1507	12	9	a	a	DET
ijassa-1507	12	10	lot	lot	NOUN
ijassa-1507	12	11	of	of	ADP
ijassa-1507	12	12	quantitative	quantitative	ADJ
ijassa-1507	12	13	data	datum	NOUN
ijassa-1507	12	14	obtained	obtain	VERB
ijassa-1507	12	15	during	during	ADP
ijassa-1507	12	16	exploration	exploration	NOUN
ijassa-1507	12	17	subjected	subject	VERB
ijassa-1507	12	18	to	to	ADP
ijassa-1507	12	19	digitization	digitization	NOUN
ijassa-1507	12	20	.	.	PUNCT
ijassa-1507	13	1	this	this	PRON
ijassa-1507	13	2	makes	make	VERB
ijassa-1507	13	3	it	it	PRON
ijassa-1507	13	4	possible	possible	ADJ
ijassa-1507	13	5	to	to	PART
ijassa-1507	13	6	use	use	VERB
ijassa-1507	13	7	geological	geological	ADJ
ijassa-1507	13	8	and	and	CCONJ
ijassa-1507	13	9	exploration	exploration	NOUN
ijassa-1507	13	10	data	datum	NOUN
ijassa-1507	13	11	in	in	ADP
ijassa-1507	13	12	mathematical	mathematical	ADJ
ijassa-1507	13	13	modeling	modeling	NOUN
ijassa-1507	13	14	to	to	PART
ijassa-1507	13	15	predict	predict	VERB
ijassa-1507	13	16	certain	certain	ADJ
ijassa-1507	13	17	processes	process	NOUN
ijassa-1507	13	18	and	and	CCONJ
ijassa-1507	13	19	phenomena	phenomenon	NOUN
ijassa-1507	13	20	of	of	ADP
ijassa-1507	13	21	interest	interest	NOUN
ijassa-1507	13	22	to	to	ADP
ijassa-1507	13	23	geologists	geologist	NOUN
ijassa-1507	13	24	.	.	PUNCT
ijassa-1507	14	1	in	in	ADP
ijassa-1507	14	2	particular	particular	ADJ
ijassa-1507	14	3	,	,	PUNCT
ijassa-1507	14	4	such	such	DET
ijassa-1507	14	5	a	a	DET
ijassa-1507	14	6	task	task	NOUN
ijassa-1507	14	7	arises	arise	VERB
ijassa-1507	14	8	in	in	ADP
ijassa-1507	14	9	the	the	DET
ijassa-1507	14	10	exploration	exploration	NOUN
ijassa-1507	14	11	of	of	ADP
ijassa-1507	14	12	diamond	diamond	NOUN
ijassa-1507	14	13	deposits	deposit	NOUN
ijassa-1507	14	14	where	where	SCONJ
ijassa-1507	14	15	kimberlite	kimberlite	NOUN
ijassa-1507	14	16	is	be	AUX
ijassa-1507	14	17	present	present	ADJ
ijassa-1507	14	18	.	.	PUNCT
ijassa-1507	15	1	since	since	SCONJ
ijassa-1507	15	2	its	its	PRON
ijassa-1507	15	3	search	search	NOUN
ijassa-1507	15	4	is	be	AUX
ijassa-1507	15	5	very	very	ADV
ijassa-1507	15	6	costly	costly	ADJ
ijassa-1507	15	7	,	,	PUNCT
ijassa-1507	15	8	it	it	PRON
ijassa-1507	15	9	is	be	AUX
ijassa-1507	15	10	desirable	desirable	ADJ
ijassa-1507	15	11	to	to	PART
ijassa-1507	15	12	use	use	VERB
ijassa-1507	15	13	mathematical	mathematical	ADJ
ijassa-1507	15	14	models	model	NOUN
ijassa-1507	15	15	to	to	PART
ijassa-1507	15	16	predict	predict	VERB
ijassa-1507	15	17	the	the	DET
ijassa-1507	15	18	presence	presence	NOUN
ijassa-1507	15	19	of	of	ADP
ijassa-1507	15	20	kimberlite	kimberlite	NOUN
ijassa-1507	15	21	based	base	VERB
ijassa-1507	15	22	on	on	ADP
ijassa-1507	15	23	samples	sample	NOUN
ijassa-1507	15	24	taken	take	VERB
ijassa-1507	15	25	from	from	ADP
ijassa-1507	15	26	the	the	DET
ijassa-1507	15	27	wells	well	NOUN
ijassa-1507	15	28	.	.	PUNCT
ijassa-1507	16	1	a	a	DET
ijassa-1507	16	2	kimberlite	kimberlite	NOUN
ijassa-1507	16	3	pipe	pipe	NOUN
ijassa-1507	16	4	[	[	X
ijassa-1507	16	5	1	1	NUM
ijassa-1507	16	6	]	]	PUNCT
ijassa-1507	16	7	is	be	AUX
ijassa-1507	16	8	understood	understand	VERB
ijassa-1507	16	9	as	as	ADP
ijassa-1507	16	10	a	a	DET
ijassa-1507	16	11	vertical	vertical	ADJ
ijassa-1507	16	12	or	or	CCONJ
ijassa-1507	16	13	near	near	ADJ
ijassa-1507	16	14	-	-	PUNCT
ijassa-1507	16	15	vertical	vertical	ADJ
ijassa-1507	16	16	geologic	geologic	ADJ
ijassa-1507	16	17	body	body	NOUN
ijassa-1507	16	18	formed	form	VERB
ijassa-1507	16	19	when	when	SCONJ
ijassa-1507	16	20	magma	magma	NOUN
ijassa-1507	16	21	breaks	break	VERB
ijassa-1507	16	22	through	through	ADP
ijassa-1507	16	23	the	the	DET
ijassa-1507	16	24	earth	earth	NOUN
ijassa-1507	16	25	's	's	PART
ijassa-1507	16	26	crust	crust	NOUN
ijassa-1507	16	27	.	.	PUNCT
ijassa-1507	17	1	a	a	DET
ijassa-1507	17	2	kimberlite	kimberlite	NOUN
ijassa-1507	17	3	pipe	pipe	NOUN
ijassa-1507	17	4	is	be	AUX
ijassa-1507	17	5	usually	usually	ADV
ijassa-1507	17	6	filled	fill	VERB
ijassa-1507	17	7	with	with	ADP
ijassa-1507	17	8	kimberlite	kimberlite	NOUN
ijassa-1507	17	9	[	[	X
ijassa-1507	17	10	2	2	NUM
ijassa-1507	17	11	]	]	PUNCT
ijassa-1507	17	12	,	,	PUNCT
ijassa-1507	17	13	a	a	DET
ijassa-1507	17	14	series	series	NOUN
ijassa-1507	17	15	of	of	ADP
ijassa-1507	17	16	magmatic	magmatic	ADJ
ijassa-1507	17	17	ultramafic	ultramafic	ADJ
ijassa-1507	17	18	rocks	rock	NOUN
ijassa-1507	17	19	of	of	ADP
ijassa-1507	17	20	extrusive	extrusive	ADJ
ijassa-1507	17	21	facies	facie	NOUN
ijassa-1507	17	22	that	that	PRON
ijassa-1507	17	23	form	form	VERB
ijassa-1507	17	24	explosion	explosion	NOUN
ijassa-1507	17	25	tubes	tube	NOUN
ijassa-1507	17	26	as	as	ADV
ijassa-1507	17	27	well	well	ADV
ijassa-1507	17	28	as	as	ADP
ijassa-1507	17	29	dikes	dike	NOUN
ijassa-1507	17	30	and	and	CCONJ
ijassa-1507	17	31	sills	sill	NOUN
ijassa-1507	17	32	.	.	PUNCT
ijassa-1507	18	1	they	they	PRON
ijassa-1507	18	2	often	often	ADV
ijassa-1507	18	3	contain	contain	VERB
ijassa-1507	18	4	xenoliths	xenolith	NOUN
ijassa-1507	18	5	of	of	ADP
ijassa-1507	18	6	mantle	mantle	ADJ
ijassa-1507	18	7	rocks	rock	NOUN
ijassa-1507	18	8	and	and	CCONJ
ijassa-1507	18	9	sometimes	sometimes	ADV
ijassa-1507	18	10	contain	contain	VERB
ijassa-1507	18	11	diamonds	diamond	NOUN
ijassa-1507	18	12	of	of	ADP
ijassa-1507	18	13	industrial	industrial	ADJ
ijassa-1507	18	14	concentrations	concentration	NOUN
ijassa-1507	18	15	.	.	PUNCT
ijassa-1507	19	1	the	the	DET
ijassa-1507	19	2	purpose	purpose	NOUN
ijassa-1507	19	3	of	of	ADP
ijassa-1507	19	4	the	the	DET
ijassa-1507	19	5	study	study	NOUN
ijassa-1507	19	6	is	be	AUX
ijassa-1507	19	7	the	the	DET
ijassa-1507	19	8	development	development	NOUN
ijassa-1507	19	9	of	of	ADP
ijassa-1507	19	10	mathematical	mathematical	ADJ
ijassa-1507	19	11	models	model	NOUN
ijassa-1507	19	12	to	to	PART
ijassa-1507	19	13	solve	solve	VERB
ijassa-1507	19	14	the	the	DET
ijassa-1507	19	15	problem	problem	NOUN
ijassa-1507	19	16	of	of	ADP
ijassa-1507	19	17	classifying	classify	VERB
ijassa-1507	19	18	wells	well	NOUN
ijassa-1507	19	19	by	by	ADP
ijassa-1507	19	20	the	the	DET
ijassa-1507	19	21	presence	presence	NOUN
ijassa-1507	19	22	of	of	ADP
ijassa-1507	19	23	kimberlite	kimberlite	NOUN
ijassa-1507	19	24	based	base	VERB
ijassa-1507	19	25	on	on	ADP
ijassa-1507	19	26	the	the	DET
ijassa-1507	19	27	data	datum	NOUN
ijassa-1507	19	28	of	of	ADP
ijassa-1507	19	29	geological	geological	ADJ
ijassa-1507	19	30	exploration	exploration	NOUN
ijassa-1507	19	31	of	of	ADP
ijassa-1507	19	32	wells	well	NOUN
ijassa-1507	19	33	.	.	PUNCT
ijassa-1507	20	1	1.1	1.1	NUM
ijassa-1507	20	2	.	.	PUNCT
ijassa-1507	20	3	data	data	VERB
ijassa-1507	20	4	the	the	DET
ijassa-1507	20	5	material	material	NOUN
ijassa-1507	20	6	for	for	ADP
ijassa-1507	20	7	the	the	DET
ijassa-1507	20	8	study	study	NOUN
ijassa-1507	20	9	was	be	AUX
ijassa-1507	20	10	the	the	DET
ijassa-1507	20	11	data	datum	NOUN
ijassa-1507	20	12	of	of	ADP
ijassa-1507	20	13	geological	geological	ADJ
ijassa-1507	20	14	surveys	survey	NOUN
ijassa-1507	20	15	of	of	ADP
ijassa-1507	20	16	kimberlite	kimberlite	NOUN
ijassa-1507	20	17	wells	well	NOUN
ijassa-1507	20	18	drilled	drill	VERB
ijassa-1507	20	19	in	in	ADP
ijassa-1507	20	20	the	the	DET
ijassa-1507	20	21	süldükar	süldükar	NOUN
ijassa-1507	20	22	and	and	CCONJ
ijassa-1507	20	23	ulakhan	ulakhan	PROPN
ijassa-1507	20	24	-	-	PUNCT
ijassa-1507	20	25	kurung	kurung	ADJ
ijassa-1507	20	26	-	-	PUNCT
ijassa-1507	20	27	yuryakh	yuryakh	NOUN
ijassa-1507	20	28	areas	area	NOUN
ijassa-1507	20	29	located	locate	VERB
ijassa-1507	20	30	in	in	ADP
ijassa-1507	20	31	western	western	ADJ
ijassa-1507	20	32	yakutia	yakutia	PROPN
ijassa-1507	20	33	.	.	PUNCT
ijassa-1507	21	1	the	the	DET
ijassa-1507	21	2	object	object	NOUN
ijassa-1507	21	3	of	of	ADP
ijassa-1507	21	4	the	the	DET
ijassa-1507	21	5	study	study	NOUN
ijassa-1507	21	6	is	be	AUX
ijassa-1507	21	7	two	two	NUM
ijassa-1507	21	8	data	datum	NOUN
ijassa-1507	21	9	sets	set	NOUN
ijassa-1507	21	10	of	of	ADP
ijassa-1507	21	11	geologic	geologic	ADJ
ijassa-1507	21	12	features	feature	NOUN
ijassa-1507	21	13	,	,	PUNCT
ijassa-1507	21	14	where	where	SCONJ
ijassa-1507	21	15	such	such	ADJ
ijassa-1507	21	16	important	important	ADJ
ijassa-1507	21	17	parameters	parameter	NOUN
ijassa-1507	21	18	as	as	ADP
ijassa-1507	21	19	:	:	PUNCT
ijassa-1507	21	20	their	their	PRON
ijassa-1507	21	21	occurrence	occurrence	NOUN
ijassa-1507	21	22	,	,	PUNCT
ijassa-1507	21	23	their	their	PRON
ijassa-1507	21	24	presence	presence	NOUN
ijassa-1507	21	25	and	and	CCONJ
ijassa-1507	21	26	their	their	PRON
ijassa-1507	21	27	number	number	NOUN
ijassa-1507	21	28	in	in	ADP
ijassa-1507	21	29	each	each	DET
ijassa-1507	21	30	drill	drill	NOUN
ijassa-1507	21	31	hole	hole	NOUN
ijassa-1507	21	32	are	be	AUX
ijassa-1507	21	33	indicated	indicate	VERB
ijassa-1507	21	34	.	.	PUNCT
ijassa-1507	22	1	the	the	DET
ijassa-1507	22	2	data	datum	NOUN
ijassa-1507	22	3	were	be	AUX
ijassa-1507	22	4	collected	collect	VERB
ijassa-1507	22	5	from	from	ADP
ijassa-1507	22	6	two	two	NUM
ijassa-1507	22	7	areas	area	NOUN
ijassa-1507	22	8	located	locate	VERB
ijassa-1507	22	9	geographically	geographically	ADV
ijassa-1507	22	10	in	in	ADP
ijassa-1507	22	11	western	western	ADJ
ijassa-1507	22	12	yakutia	yakutia	PROPN
ijassa-1507	22	13	:	:	PUNCT
ijassa-1507	22	14	süldükar	süldükar	NOUN
ijassa-1507	22	15	,	,	PUNCT
ijassa-1507	22	16	where	where	SCONJ
ijassa-1507	22	17	kimberlite	kimberlite	NOUN
ijassa-1507	22	18	was	be	AUX
ijassa-1507	22	19	found	find	VERB
ijassa-1507	22	20	,	,	PUNCT
ijassa-1507	22	21	and	and	CCONJ
ijassa-1507	22	22	ulakhan	ulakhan	PROPN
ijassa-1507	22	23	-	-	PUNCT
ijassa-1507	22	24	kurung	kurung	NOUN
ijassa-1507	22	25	-	-	PUNCT
ijassa-1507	22	26	yuryakh	yuryakh	NOUN
ijassa-1507	22	27	,	,	PUNCT
ijassa-1507	22	28	where	where	SCONJ
ijassa-1507	22	29	kimberlite	kimberlite	NOUN
ijassa-1507	22	30	is	be	AUX
ijassa-1507	22	31	absent	absent	ADJ
ijassa-1507	22	32	.	.	PUNCT
ijassa-1507	23	1	during	during	ADP
ijassa-1507	23	2	special	special	ADJ
ijassa-1507	23	3	documentation	documentation	NOUN
ijassa-1507	23	4	of	of	ADP
ijassa-1507	23	5	core	core	NOUN
ijassa-1507	23	6	[	[	X
ijassa-1507	23	7	3,4	3,4	NUM
ijassa-1507	23	8	]	]	PUNCT
ijassa-1507	23	9	–	–	PUNCT
ijassa-1507	23	10	rock	rock	NOUN
ijassa-1507	23	11	samples	sample	NOUN
ijassa-1507	23	12	extracted	extract	VERB
ijassa-1507	23	13	from	from	ADP
ijassa-1507	23	14	wells	well	NOUN
ijassa-1507	23	15	of	of	ADP
ijassa-1507	23	16	two	two	NUM
ijassa-1507	23	17	areas	area	NOUN
ijassa-1507	23	18	in	in	ADP
ijassa-1507	23	19	western	western	ADJ
ijassa-1507	23	20	yakutia	yakutia	PROPN
ijassa-1507	23	21	–	–	PUNCT
ijassa-1507	23	22	with	with	ADP
ijassa-1507	23	23	kimberlite	kimberlite	NOUN
ijassa-1507	23	24	(	(	PUNCT
ijassa-1507	23	25	46	46	NUM
ijassa-1507	23	26	wells	well	NOUN
ijassa-1507	23	27	,	,	PUNCT
ijassa-1507	23	28	süldükar	süldükar	NOUN
ijassa-1507	23	29	)	)	PUNCT
ijassa-1507	23	30	and	and	CCONJ
ijassa-1507	23	31	without	without	ADP
ijassa-1507	23	32	kimberlite	kimberlite	NOUN
ijassa-1507	23	33	(	(	PUNCT
ijassa-1507	23	34	103	103	NUM
ijassa-1507	23	35	wells	well	NOUN
ijassa-1507	23	36	,	,	PUNCT
ijassa-1507	23	37	ulakhan	ulakhan	PROPN
ijassa-1507	23	38	-	-	PUNCT
ijassa-1507	23	39	kurung	kurung	NOUN
ijassa-1507	23	40	-	-	PUNCT
ijassa-1507	23	41	yuryakh	yuryakh	NOUN
ijassa-1507	23	42	)	)	PUNCT
ijassa-1507	23	43	,	,	PUNCT
ijassa-1507	23	44	tectonic	tectonic	ADJ
ijassa-1507	23	45	and	and	CCONJ
ijassa-1507	23	46	mineralogical	mineralogical	ADJ
ijassa-1507	23	47	features	feature	NOUN
ijassa-1507	23	48	in	in	ADP
ijassa-1507	23	49	the	the	DET
ijassa-1507	23	50	host	host	NOUN
ijassa-1507	23	51	strata	strata	NOUN
ijassa-1507	23	52	of	of	ADP
ijassa-1507	23	53	the	the	DET
ijassa-1507	23	54	lower	low	ADJ
ijassa-1507	23	55	*	*	PUNCT
ijassa-1507	23	56	corresponding	correspond	VERB
ijassa-1507	23	57	author	author	NOUN
ijassa-1507	23	58	:	:	PUNCT
ijassa-1507	23	59	gabd-nelli@yandex.ru	gabd-nelli@yandex.ru	ADJ
ijassa-1507	23	60	180	180	NUM
ijassa-1507	23	61	n.	n.	PROPN
ijassa-1507	23	62	gabdrakhmanova	gabdrakhmanova	PROPN
ijassa-1507	23	63	,	,	PUNCT
ijassa-1507	23	64	p.	p.	NOUN
ijassa-1507	23	65	klimtsev	klimtsev	NOUN
ijassa-1507	23	66	copyright	copyright	NOUN
ijassa-1507	23	67	©	©	PROPN
ijassa-1507	23	68	2023	2023	NUM
ijassa-1507	23	69	assa	assa	PROPN
ijassa-1507	23	70	adv	adv	PROPN
ijassa-1507	23	71	.	.	PUNCT
ijassa-1507	24	1	in	in	ADP
ijassa-1507	24	2	systems	system	NOUN
ijassa-1507	24	3	science	science	NOUN
ijassa-1507	24	4	and	and	CCONJ
ijassa-1507	24	5	appl	appl	NOUN
ijassa-1507	24	6	.	.	PUNCT
ijassa-1507	25	1	(	(	PUNCT
ijassa-1507	25	2	2023	2023	NUM
ijassa-1507	25	3	)	)	PUNCT
ijassa-1507	25	4	paleozoic	paleozoic	PROPN
ijassa-1507	25	5	were	be	AUX
ijassa-1507	25	6	recorded	record	VERB
ijassa-1507	25	7	.	.	PUNCT
ijassa-1507	26	1	the	the	DET
ijassa-1507	26	2	total	total	ADJ
ijassa-1507	26	3	area	area	NOUN
ijassa-1507	26	4	of	of	ADP
ijassa-1507	26	5	both	both	DET
ijassa-1507	26	6	sites	site	NOUN
ijassa-1507	26	7	under	under	ADP
ijassa-1507	26	8	consideration	consideration	NOUN
ijassa-1507	26	9	is	be	AUX
ijassa-1507	26	10	4	4	NUM
ijassa-1507	26	11	km2	km2	NOUN
ijassa-1507	26	12	.	.	PUNCT
ijassa-1507	27	1	the	the	DET
ijassa-1507	27	2	core	core	NOUN
ijassa-1507	27	3	is	be	AUX
ijassa-1507	27	4	a	a	DET
ijassa-1507	27	5	cylindrical	cylindrical	ADJ
ijassa-1507	27	6	column	column	NOUN
ijassa-1507	27	7	(	(	PUNCT
ijassa-1507	27	8	pillar	pillar	NOUN
ijassa-1507	27	9	)	)	PUNCT
ijassa-1507	27	10	of	of	ADP
ijassa-1507	27	11	rock	rock	NOUN
ijassa-1507	27	12	strong	strong	ADJ
ijassa-1507	27	13	enough	enough	ADV
ijassa-1507	27	14	to	to	PART
ijassa-1507	27	15	maintain	maintain	VERB
ijassa-1507	27	16	monolithicity	monolithicity	NOUN
ijassa-1507	27	17	.	.	PUNCT
ijassa-1507	28	1	the	the	DET
ijassa-1507	28	2	density	density	NOUN
ijassa-1507	28	3	of	of	ADP
ijassa-1507	28	4	drilling	drilling	NOUN
ijassa-1507	28	5	networks	network	NOUN
ijassa-1507	28	6	is	be	AUX
ijassa-1507	28	7	correlated	correlate	VERB
ijassa-1507	28	8	,	,	PUNCT
ijassa-1507	28	9	and	and	CCONJ
ijassa-1507	28	10	for	for	ADP
ijassa-1507	28	11	a	a	DET
ijassa-1507	28	12	competent	competent	ADJ
ijassa-1507	28	13	comparison	comparison	NOUN
ijassa-1507	28	14	of	of	ADP
ijassa-1507	28	15	areas	area	NOUN
ijassa-1507	28	16	,	,	PUNCT
ijassa-1507	28	17	wells	well	NOUN
ijassa-1507	28	18	of	of	ADP
ijassa-1507	28	19	near	near	ADJ
ijassa-1507	28	20	-	-	PUNCT
ijassa-1507	28	21	tubular	tubular	ADJ
ijassa-1507	28	22	space	space	NOUN
ijassa-1507	28	23	were	be	AUX
ijassa-1507	28	24	excluded	exclude	VERB
ijassa-1507	28	25	on	on	ADP
ijassa-1507	28	26	a	a	DET
ijassa-1507	28	27	20x20	20x20	NUM
ijassa-1507	28	28	m	m	NOUN
ijassa-1507	28	29	network	network	NOUN
ijassa-1507	28	30	.	.	PUNCT
ijassa-1507	29	1	also	also	ADV
ijassa-1507	29	2	,	,	PUNCT
ijassa-1507	29	3	for	for	ADP
ijassa-1507	29	4	correct	correct	ADJ
ijassa-1507	29	5	mathematical	mathematical	ADJ
ijassa-1507	29	6	analyses	analysis	NOUN
ijassa-1507	29	7	,	,	PUNCT
ijassa-1507	29	8	the	the	DET
ijassa-1507	29	9	parameter	parameter	NOUN
ijassa-1507	29	10	of	of	ADP
ijassa-1507	29	11	feature	feature	NOUN
ijassa-1507	29	12	occurrence	occurrence	NOUN
ijassa-1507	29	13	per	per	ADP
ijassa-1507	29	14	drilled	drill	VERB
ijassa-1507	29	15	meter	meter	NOUN
ijassa-1507	29	16	of	of	ADP
ijassa-1507	29	17	rock	rock	NOUN
ijassa-1507	29	18	was	be	AUX
ijassa-1507	29	19	adopted	adopt	VERB
ijassa-1507	29	20	.	.	PUNCT
ijassa-1507	30	1	1.2	1.2	NUM
ijassa-1507	30	2	.	.	PUNCT
ijassa-1507	30	3	method	method	NOUN
ijassa-1507	30	4	to	to	PART
ijassa-1507	30	5	solve	solve	VERB
ijassa-1507	30	6	the	the	DET
ijassa-1507	30	7	problem	problem	NOUN
ijassa-1507	30	8	of	of	ADP
ijassa-1507	30	9	object	object	NOUN
ijassa-1507	30	10	classification	classification	NOUN
ijassa-1507	30	11	,	,	PUNCT
ijassa-1507	30	12	several	several	ADJ
ijassa-1507	30	13	parallel	parallel	ADJ
ijassa-1507	30	14	models	model	NOUN
ijassa-1507	30	15	were	be	AUX
ijassa-1507	30	16	built	build	VERB
ijassa-1507	30	17	:	:	PUNCT
ijassa-1507	30	18	a	a	DET
ijassa-1507	30	19	model	model	NOUN
ijassa-1507	30	20	using	use	VERB
ijassa-1507	30	21	factor	factor	NOUN
ijassa-1507	30	22	and	and	CCONJ
ijassa-1507	30	23	cluster	cluster	NOUN
ijassa-1507	30	24	analysis	analysis	NOUN
ijassa-1507	30	25	,	,	PUNCT
ijassa-1507	30	26	neural	neural	ADJ
ijassa-1507	30	27	network	network	NOUN
ijassa-1507	30	28	models	model	NOUN
ijassa-1507	30	29	,	,	PUNCT
ijassa-1507	30	30	models	model	NOUN
ijassa-1507	30	31	using	use	VERB
ijassa-1507	30	32	methods	method	NOUN
ijassa-1507	30	33	of	of	ADP
ijassa-1507	30	34	differential	differential	ADJ
ijassa-1507	30	35	geometry	geometry	NOUN
ijassa-1507	30	36	and	and	CCONJ
ijassa-1507	30	37	topological	topological	ADJ
ijassa-1507	30	38	data	datum	NOUN
ijassa-1507	30	39	analysis	analysis	NOUN
ijassa-1507	30	40	.	.	PUNCT
ijassa-1507	31	1	all	all	DET
ijassa-1507	31	2	models	model	NOUN
ijassa-1507	31	3	showed	show	VERB
ijassa-1507	31	4	a	a	DET
ijassa-1507	31	5	satisfactory	satisfactory	ADJ
ijassa-1507	31	6	solution	solution	NOUN
ijassa-1507	31	7	to	to	ADP
ijassa-1507	31	8	the	the	DET
ijassa-1507	31	9	problem	problem	NOUN
ijassa-1507	31	10	.	.	PUNCT
ijassa-1507	32	1	according	accord	VERB
ijassa-1507	32	2	to	to	ADP
ijassa-1507	32	3	the	the	DET
ijassa-1507	32	4	analysis	analysis	NOUN
ijassa-1507	32	5	of	of	ADP
ijassa-1507	32	6	solutions	solution	NOUN
ijassa-1507	32	7	,	,	PUNCT
ijassa-1507	32	8	all	all	DET
ijassa-1507	32	9	models	model	NOUN
ijassa-1507	32	10	have	have	VERB
ijassa-1507	32	11	an	an	DET
ijassa-1507	32	12	acceptable	acceptable	ADJ
ijassa-1507	32	13	calculation	calculation	NOUN
ijassa-1507	32	14	error	error	NOUN
ijassa-1507	32	15	.	.	PUNCT
ijassa-1507	33	1	methods	method	NOUN
ijassa-1507	33	2	and	and	CCONJ
ijassa-1507	33	3	models	model	NOUN
ijassa-1507	33	4	of	of	ADP
ijassa-1507	33	5	factor	factor	NOUN
ijassa-1507	33	6	analysis	analysis	NOUN
ijassa-1507	33	7	,	,	PUNCT
ijassa-1507	33	8	as	as	ADV
ijassa-1507	33	9	well	well	ADV
ijassa-1507	33	10	as	as	ADP
ijassa-1507	33	11	the	the	DET
ijassa-1507	33	12	method	method	NOUN
ijassa-1507	33	13	of	of	ADP
ijassa-1507	33	14	principal	principal	ADJ
ijassa-1507	33	15	components	component	NOUN
ijassa-1507	34	1	[	[	X
ijassa-1507	34	2	6	6	NUM
ijassa-1507	34	3	]	]	PUNCT
ijassa-1507	34	4	,	,	PUNCT
ijassa-1507	34	5	are	be	AUX
ijassa-1507	34	6	aimed	aim	VERB
ijassa-1507	34	7	at	at	ADP
ijassa-1507	34	8	compression	compression	NOUN
ijassa-1507	34	9	of	of	ADP
ijassa-1507	34	10	information	information	NOUN
ijassa-1507	34	11	,	,	PUNCT
ijassa-1507	34	12	i.e.	i.e.	X
ijassa-1507	34	13	reduction	reduction	NOUN
ijassa-1507	34	14	of	of	ADP
ijassa-1507	34	15	the	the	DET
ijassa-1507	34	16	dimensionality	dimensionality	NOUN
ijassa-1507	34	17	of	of	ADP
ijassa-1507	34	18	the	the	DET
ijassa-1507	34	19	feature	feature	NOUN
ijassa-1507	34	20	space	space	NOUN
ijassa-1507	34	21	(	(	PUNCT
ijassa-1507	34	22	this	this	DET
ijassa-1507	34	23	premise	premise	NOUN
ijassa-1507	34	24	of	of	ADP
ijassa-1507	34	25	the	the	DET
ijassa-1507	34	26	possibility	possibility	NOUN
ijassa-1507	34	27	of	of	ADP
ijassa-1507	34	28	reducing	reduce	VERB
ijassa-1507	34	29	the	the	DET
ijassa-1507	34	30	feature	feature	NOUN
ijassa-1507	34	31	space	space	NOUN
ijassa-1507	34	32	in	in	ADP
ijassa-1507	34	33	factor	factor	NOUN
ijassa-1507	34	34	analysis	analysis	NOUN
ijassa-1507	34	35	is	be	AUX
ijassa-1507	34	36	based	base	VERB
ijassa-1507	34	37	on	on	ADP
ijassa-1507	34	38	the	the	DET
ijassa-1507	34	39	mutual	mutual	ADJ
ijassa-1507	34	40	correlation	correlation	NOUN
ijassa-1507	34	41	of	of	ADP
ijassa-1507	34	42	the	the	DET
ijassa-1507	34	43	initial	initial	ADJ
ijassa-1507	34	44	features	feature	NOUN
ijassa-1507	34	45	)	)	PUNCT
ijassa-1507	34	46	.	.	PUNCT
ijassa-1507	35	1	within	within	ADP
ijassa-1507	35	2	the	the	DET
ijassa-1507	35	3	development	development	NOUN
ijassa-1507	35	4	of	of	ADP
ijassa-1507	35	5	the	the	DET
ijassa-1507	35	6	factor	factor	NOUN
ijassa-1507	35	7	analysis	analysis	NOUN
ijassa-1507	35	8	model	model	NOUN
ijassa-1507	35	9	,	,	PUNCT
ijassa-1507	35	10	the	the	DET
ijassa-1507	35	11	methods	method	NOUN
ijassa-1507	35	12	proceed	proceed	VERB
ijassa-1507	35	13	from	from	ADP
ijassa-1507	35	14	a	a	DET
ijassa-1507	35	15	common	common	ADJ
ijassa-1507	35	16	basic	basic	ADJ
ijassa-1507	35	17	idea	idea	NOUN
ijassa-1507	35	18	,	,	PUNCT
ijassa-1507	35	19	in	in	ADP
ijassa-1507	35	20	which	which	PRON
ijassa-1507	35	21	the	the	DET
ijassa-1507	35	22	structure	structure	NOUN
ijassa-1507	35	23	of	of	ADP
ijassa-1507	35	24	relationships	relationship	NOUN
ijassa-1507	35	25	between	between	ADP
ijassa-1507	35	26	p	p	NOUN
ijassa-1507	35	27	analyzed	analyze	VERB
ijassa-1507	35	28	features	feature	NOUN
ijassa-1507	35	29	(	(	PUNCT
ijassa-1507	35	30	𝑋	𝑋	NOUN
ijassa-1507	35	31	(	(	PUNCT
ijassa-1507	35	32	)	)	PUNCT
ijassa-1507	35	33	,	,	PUNCT
ijassa-1507	35	34	𝑋	𝑋	PROPN
ijassa-1507	35	35	(	(	PUNCT
ijassa-1507	35	36	)	)	PUNCT
ijassa-1507	35	37	,	,	PUNCT
ijassa-1507	35	38	…	…	PUNCT
ijassa-1507	35	39	,	,	PUNCT
ijassa-1507	35	40	𝑋	𝑋	PROPN
ijassa-1507	35	41	(	(	PUNCT
ijassa-1507	35	42	)	)	PUNCT
ijassa-1507	35	43	)	)	PUNCT
ijassa-1507	35	44	,	,	PUNCT
ijassa-1507	35	45	can	can	AUX
ijassa-1507	35	46	be	be	AUX
ijassa-1507	35	47	explained	explain	VERB
ijassa-1507	35	48	in	in	ADP
ijassa-1507	35	49	such	such	DET
ijassa-1507	35	50	a	a	DET
ijassa-1507	35	51	way	way	NOUN
ijassa-1507	35	52	that	that	PRON
ijassa-1507	35	53	all	all	DET
ijassa-1507	35	54	these	these	DET
ijassa-1507	35	55	variables	variable	NOUN
ijassa-1507	35	56	depend	depend	VERB
ijassa-1507	35	57	(	(	PUNCT
ijassa-1507	35	58	either	either	CCONJ
ijassa-1507	35	59	linearly	linearly	ADV
ijassa-1507	35	60	or	or	CCONJ
ijassa-1507	35	61	otherwise	otherwise	ADV
ijassa-1507	35	62	)	)	PUNCT
ijassa-1507	35	63	on	on	ADP
ijassa-1507	35	64	a	a	DET
ijassa-1507	35	65	smaller	small	ADJ
ijassa-1507	35	66	number	number	NOUN
ijassa-1507	35	67	of	of	ADP
ijassa-1507	35	68	other	other	ADJ
ijassa-1507	35	69	,	,	PUNCT
ijassa-1507	35	70	not	not	PART
ijassa-1507	35	71	directly	directly	ADV
ijassa-1507	35	72	measurable	measurable	ADJ
ijassa-1507	35	73	(	(	PUNCT
ijassa-1507	35	74	latent	latent	NOUN
ijassa-1507	35	75	)	)	PUNCT
ijassa-1507	35	76	factor	factor	NOUN
ijassa-1507	35	77	𝑓	𝑓	PROPN
ijassa-1507	35	78	(	(	PUNCT
ijassa-1507	35	79	)	)	PUNCT
ijassa-1507	35	80	,	,	PUNCT
ijassa-1507	35	81	𝑓	𝑓	X
ijassa-1507	35	82	(	(	PUNCT
ijassa-1507	35	83	)	)	PUNCT
ijassa-1507	35	84	,	,	PUNCT
ijassa-1507	35	85	…	…	PUNCT
ijassa-1507	35	86	,	,	PUNCT
ijassa-1507	35	87	𝑓	𝑓	X
ijassa-1507	35	88	(	(	PUNCT
ijassa-1507	35	89	)	)	PUNCT
ijassa-1507	35	90	,	,	PUNCT
ijassa-1507	35	91	(	(	PUNCT
ijassa-1507	35	92	𝑟	𝑟	X
ijassa-1507	35	93	<	<	X
ijassa-1507	35	94	𝑝	𝑝	NOUN
ijassa-1507	35	95	)	)	PUNCT
ijassa-1507	35	96	,	,	PUNCT
ijassa-1507	35	97	which	which	PRON
ijassa-1507	35	98	are	be	AUX
ijassa-1507	35	99	called	call	VERB
ijassa-1507	35	100	common	common	ADJ
ijassa-1507	35	101	and	and	CCONJ
ijassa-1507	35	102	which	which	PRON
ijassa-1507	35	103	in	in	ADP
ijassa-1507	35	104	most	most	ADJ
ijassa-1507	35	105	models	model	NOUN
ijassa-1507	35	106	are	be	AUX
ijassa-1507	35	107	constructed	construct	VERB
ijassa-1507	35	108	so	so	SCONJ
ijassa-1507	35	109	that	that	SCONJ
ijassa-1507	35	110	they	they	PRON
ijassa-1507	35	111	turn	turn	VERB
ijassa-1507	35	112	out	out	ADP
ijassa-1507	35	113	to	to	PART
ijassa-1507	35	114	be	be	AUX
ijassa-1507	35	115	mutually	mutually	ADV
ijassa-1507	35	116	uncorrelated	uncorrelate	VERB
ijassa-1507	35	117	.	.	PUNCT
ijassa-1507	36	1	cluster	cluster	NOUN
ijassa-1507	36	2	analysis	analysis	NOUN
ijassa-1507	36	3	was	be	AUX
ijassa-1507	36	4	performed	perform	VERB
ijassa-1507	36	5	on	on	ADP
ijassa-1507	36	6	the	the	DET
ijassa-1507	36	7	constructed	construct	VERB
ijassa-1507	36	8	factors	factor	NOUN
ijassa-1507	36	9	using	use	VERB
ijassa-1507	36	10	the	the	DET
ijassa-1507	36	11	k	k	ADJ
ijassa-1507	36	12	-	-	PUNCT
ijassa-1507	36	13	means	means	NOUN
ijassa-1507	36	14	method	method	NOUN
ijassa-1507	36	15	.	.	PUNCT
ijassa-1507	37	1	the	the	DET
ijassa-1507	37	2	action	action	NOUN
ijassa-1507	37	3	of	of	ADP
ijassa-1507	37	4	the	the	DET
ijassa-1507	37	5	clustering	clustering	ADJ
ijassa-1507	37	6	algorithm	algorithm	NOUN
ijassa-1507	37	7	is	be	AUX
ijassa-1507	37	8	such	such	ADJ
ijassa-1507	37	9	that	that	SCONJ
ijassa-1507	37	10	it	it	PRON
ijassa-1507	37	11	seeks	seek	VERB
ijassa-1507	37	12	to	to	PART
ijassa-1507	37	13	minimize	minimize	VERB
ijassa-1507	37	14	the	the	DET
ijassa-1507	37	15	total	total	ADJ
ijassa-1507	37	16	quadratic	quadratic	ADJ
ijassa-1507	37	17	deviation	deviation	NOUN
ijassa-1507	37	18	of	of	ADP
ijassa-1507	37	19	cluster	cluster	NOUN
ijassa-1507	37	20	points	point	NOUN
ijassa-1507	37	21	from	from	ADP
ijassa-1507	37	22	the	the	DET
ijassa-1507	37	23	centers	center	NOUN
ijassa-1507	37	24	of	of	ADP
ijassa-1507	37	25	these	these	DET
ijassa-1507	37	26	clusters	cluster	NOUN
ijassa-1507	37	27	:	:	PUNCT
ijassa-1507	37	28	𝑉	𝑉	PROPN
ijassa-1507	37	29	=	=	PUNCT
ijassa-1507	37	30	∑	∑	PUNCT
ijassa-1507	37	31	∑	∑	PUNCT
ijassa-1507	37	32	(	(	PUNCT
ijassa-1507	37	33	𝑧	𝑧	PRON
ijassa-1507	37	34	−	−	NOUN
ijassa-1507	37	35	𝜇	𝜇	X
ijassa-1507	37	36	)	)	PUNCT
ijassa-1507	37	37	∈	∈	PROPN
ijassa-1507	37	38	,	,	PUNCT
ijassa-1507	37	39	where	where	SCONJ
ijassa-1507	37	40	𝑘	𝑘	PROPN
ijassa-1507	37	41	is	be	AUX
ijassa-1507	37	42	the	the	DET
ijassa-1507	37	43	number	number	NOUN
ijassa-1507	37	44	of	of	ADP
ijassa-1507	37	45	clusters	cluster	NOUN
ijassa-1507	37	46	,	,	PUNCT
ijassa-1507	37	47	𝑆	𝑆	PROPN
ijassa-1507	37	48	is	be	AUX
ijassa-1507	37	49	the	the	DET
ijassa-1507	37	50	clusters	cluster	NOUN
ijassa-1507	37	51	obtained	obtain	VERB
ijassa-1507	37	52	,	,	PUNCT
ijassa-1507	37	53	𝑖	𝑖	SYM
ijassa-1507	37	54	=	=	SYM
ijassa-1507	37	55	1,2	1,2	NUM
ijassa-1507	37	56	,	,	PUNCT
ijassa-1507	37	57	…	…	PUNCT
ijassa-1507	37	58	,	,	PUNCT
ijassa-1507	37	59	𝑘	𝑘	INTJ
ijassa-1507	37	60	,	,	PUNCT
ijassa-1507	37	61	𝜇	𝜇	X
ijassa-1507	37	62	is	be	AUX
ijassa-1507	37	63	the	the	DET
ijassa-1507	37	64	centers	center	NOUN
ijassa-1507	37	65	of	of	ADP
ijassa-1507	37	66	masses	masse	NOUN
ijassa-1507	37	67	of	of	ADP
ijassa-1507	37	68	all	all	DET
ijassa-1507	37	69	vectors	vector	NOUN
ijassa-1507	37	70	𝑧	𝑧	VERB
ijassa-1507	37	71	from	from	ADP
ijassa-1507	37	72	the	the	DET
ijassa-1507	37	73	cluster	cluster	NOUN
ijassa-1507	37	74	.	.	PUNCT
ijassa-1507	38	1	neural	neural	ADJ
ijassa-1507	38	2	networks	network	NOUN
ijassa-1507	39	1	[	[	X
ijassa-1507	39	2	7	7	NUM
ijassa-1507	39	3	]	]	PUNCT
ijassa-1507	39	4	are	be	AUX
ijassa-1507	39	5	mathematical	mathematical	ADJ
ijassa-1507	39	6	models	model	NOUN
ijassa-1507	39	7	that	that	PRON
ijassa-1507	39	8	do	do	VERB
ijassa-1507	39	9	well	well	ADV
ijassa-1507	39	10	in	in	ADP
ijassa-1507	39	11	the	the	DET
ijassa-1507	39	12	task	task	NOUN
ijassa-1507	39	13	of	of	ADP
ijassa-1507	39	14	classification	classification	NOUN
ijassa-1507	39	15	.	.	PUNCT
ijassa-1507	40	1	classification	classification	NOUN
ijassa-1507	40	2	is	be	AUX
ijassa-1507	40	3	the	the	DET
ijassa-1507	40	4	process	process	NOUN
ijassa-1507	40	5	of	of	ADP
ijassa-1507	40	6	finding	find	VERB
ijassa-1507	40	7	a	a	DET
ijassa-1507	40	8	function	function	NOUN
ijassa-1507	40	9	that	that	PRON
ijassa-1507	40	10	helps	help	VERB
ijassa-1507	40	11	to	to	PART
ijassa-1507	40	12	divide	divide	VERB
ijassa-1507	40	13	a	a	DET
ijassa-1507	40	14	set	set	NOUN
ijassa-1507	40	15	of	of	ADP
ijassa-1507	40	16	data	datum	NOUN
ijassa-1507	40	17	into	into	ADP
ijassa-1507	40	18	classes	class	NOUN
ijassa-1507	40	19	.	.	PUNCT
ijassa-1507	41	1	the	the	DET
ijassa-1507	41	2	task	task	NOUN
ijassa-1507	41	3	of	of	ADP
ijassa-1507	41	4	a	a	DET
ijassa-1507	41	5	classification	classification	NOUN
ijassa-1507	41	6	algorithm	algorithm	NOUN
ijassa-1507	41	7	is	be	AUX
ijassa-1507	41	8	to	to	PART
ijassa-1507	41	9	find	find	VERB
ijassa-1507	41	10	a	a	DET
ijassa-1507	41	11	mapping	mapping	NOUN
ijassa-1507	41	12	function	function	NOUN
ijassa-1507	41	13	to	to	PART
ijassa-1507	41	14	map	map	VERB
ijassa-1507	41	15	an	an	DET
ijassa-1507	41	16	input	input	NOUN
ijassa-1507	41	17	vector	vector	NOUN
ijassa-1507	41	18	x	x	X
ijassa-1507	41	19	to	to	ADP
ijassa-1507	41	20	a	a	DET
ijassa-1507	41	21	discrete	discrete	ADJ
ijassa-1507	41	22	output	output	NOUN
ijassa-1507	41	23	y.	y.	NOUN
ijassa-1507	41	24	in	in	ADP
ijassa-1507	41	25	neural	neural	ADJ
ijassa-1507	41	26	network	network	NOUN
ijassa-1507	41	27	modeling	modeling	NOUN
ijassa-1507	41	28	,	,	PUNCT
ijassa-1507	41	29	a	a	DET
ijassa-1507	41	30	neural	neural	ADJ
ijassa-1507	41	31	network	network	NOUN
ijassa-1507	41	32	is	be	AUX
ijassa-1507	41	33	first	first	ADV
ijassa-1507	41	34	trained	train	VERB
ijassa-1507	41	35	on	on	ADP
ijassa-1507	41	36	a	a	DET
ijassa-1507	41	37	training	training	NOUN
ijassa-1507	41	38	dataset	dataset	NOUN
ijassa-1507	41	39	and	and	CCONJ
ijassa-1507	41	40	then	then	ADV
ijassa-1507	41	41	,	,	PUNCT
ijassa-1507	41	42	the	the	DET
ijassa-1507	41	43	trained	train	VERB
ijassa-1507	41	44	neural	neural	ADJ
ijassa-1507	41	45	network	network	NOUN
ijassa-1507	41	46	can	can	AUX
ijassa-1507	41	47	be	be	AUX
ijassa-1507	41	48	used	use	VERB
ijassa-1507	41	49	to	to	PART
ijassa-1507	41	50	classify	classify	VERB
ijassa-1507	41	51	new	new	ADJ
ijassa-1507	41	52	data	datum	NOUN
ijassa-1507	41	53	.	.	PUNCT
ijassa-1507	42	1	the	the	DET
ijassa-1507	42	2	quality	quality	NOUN
ijassa-1507	42	3	of	of	ADP
ijassa-1507	42	4	the	the	DET
ijassa-1507	42	5	solution	solution	NOUN
ijassa-1507	42	6	depends	depend	VERB
ijassa-1507	42	7	on	on	ADP
ijassa-1507	42	8	the	the	DET
ijassa-1507	42	9	choice	choice	NOUN
ijassa-1507	42	10	of	of	ADP
ijassa-1507	42	11	neural	neural	ADJ
ijassa-1507	42	12	network	network	NOUN
ijassa-1507	42	13	architecture	architecture	NOUN
ijassa-1507	42	14	,	,	PUNCT
ijassa-1507	42	15	the	the	DET
ijassa-1507	42	16	amount	amount	NOUN
ijassa-1507	42	17	of	of	ADP
ijassa-1507	42	18	data	datum	NOUN
ijassa-1507	42	19	,	,	PUNCT
ijassa-1507	42	20	and	and	CCONJ
ijassa-1507	42	21	the	the	DET
ijassa-1507	42	22	degree	degree	NOUN
ijassa-1507	42	23	of	of	ADP
ijassa-1507	42	24	data	datum	NOUN
ijassa-1507	42	25	noise	noise	NOUN
ijassa-1507	42	26	.	.	PUNCT
ijassa-1507	43	1	to	to	PART
ijassa-1507	43	2	evaluate	evaluate	VERB
ijassa-1507	43	3	the	the	DET
ijassa-1507	43	4	accuracy	accuracy	NOUN
ijassa-1507	43	5	of	of	ADP
ijassa-1507	43	6	the	the	DET
ijassa-1507	43	7	solution	solution	NOUN
ijassa-1507	43	8	of	of	ADP
ijassa-1507	43	9	the	the	DET
ijassa-1507	43	10	problem	problem	NOUN
ijassa-1507	43	11	,	,	PUNCT
ijassa-1507	43	12	the	the	DET
ijassa-1507	43	13	solution	solution	NOUN
ijassa-1507	43	14	of	of	ADP
ijassa-1507	43	15	the	the	DET
ijassa-1507	43	16	neural	neural	ADJ
ijassa-1507	43	17	network	network	NOUN
ijassa-1507	43	18	on	on	ADP
ijassa-1507	43	19	the	the	DET
ijassa-1507	43	20	test	test	NOUN
ijassa-1507	43	21	set	set	NOUN
ijassa-1507	43	22	is	be	AUX
ijassa-1507	43	23	used	use	VERB
ijassa-1507	43	24	.	.	PUNCT
ijassa-1507	44	1	geometric	geometric	ADJ
ijassa-1507	44	2	mathematical	mathematical	ADJ
ijassa-1507	44	3	models	model	NOUN
ijassa-1507	44	4	are	be	AUX
ijassa-1507	44	5	based	base	VERB
ijassa-1507	44	6	on	on	ADP
ijassa-1507	44	7	the	the	DET
ijassa-1507	44	8	idea	idea	NOUN
ijassa-1507	44	9	that	that	SCONJ
ijassa-1507	44	10	topology	topology	NOUN
ijassa-1507	44	11	and	and	CCONJ
ijassa-1507	44	12	geometry	geometry	NOUN
ijassa-1507	44	13	provide	provide	VERB
ijassa-1507	44	14	a	a	DET
ijassa-1507	44	15	powerful	powerful	ADJ
ijassa-1507	44	16	approach	approach	NOUN
ijassa-1507	44	17	to	to	ADP
ijassa-1507	44	18	obtaining	obtain	VERB
ijassa-1507	44	19	reliable	reliable	ADJ
ijassa-1507	44	20	qualitative	qualitative	NOUN
ijassa-1507	44	21	and	and	CCONJ
ijassa-1507	44	22	sometimes	sometimes	ADV
ijassa-1507	44	23	quantitative	quantitative	ADJ
ijassa-1507	44	24	information	information	NOUN
ijassa-1507	44	25	about	about	ADP
ijassa-1507	44	26	the	the	DET
ijassa-1507	44	27	structure	structure	NOUN
ijassa-1507	44	28	of	of	ADP
ijassa-1507	44	29	data	datum	NOUN
ijassa-1507	44	30	.	.	PUNCT
ijassa-1507	45	1	they	they	PRON
ijassa-1507	45	2	are	be	AUX
ijassa-1507	45	3	developed	develop	VERB
ijassa-1507	45	4	from	from	ADP
ijassa-1507	45	5	the	the	DET
ijassa-1507	45	6	incorporation	incorporation	NOUN
ijassa-1507	45	7	of	of	ADP
ijassa-1507	45	8	geometric	geometric	ADJ
ijassa-1507	45	9	and	and	CCONJ
ijassa-1507	45	10	topological	topological	ADJ
ijassa-1507	45	11	methods	method	NOUN
ijassa-1507	45	12	,	,	PUNCT
ijassa-1507	45	13	dealing	deal	VERB
ijassa-1507	45	14	with	with	ADP
ijassa-1507	45	15	point	point	NOUN
ijassa-1507	45	16	clouds	cloud	NOUN
ijassa-1507	45	17	,	,	PUNCT
ijassa-1507	45	18	i.e.	i.e.	X
ijassa-1507	45	19	finite	finite	ADJ
ijassa-1507	45	20	sets	set	NOUN
ijassa-1507	45	21	of	of	ADP
ijassa-1507	45	22	points	point	NOUN
ijassa-1507	45	23	equipped	equip	VERB
ijassa-1507	45	24	with	with	ADP
ijassa-1507	45	25	a	a	DET
ijassa-1507	45	26	distance	distance	NOUN
ijassa-1507	45	27	function	function	NOUN
ijassa-1507	45	28	.	.	PUNCT
ijassa-1507	46	1	point	point	NOUN
ijassa-1507	46	2	clouds	cloud	NOUN
ijassa-1507	46	3	can	can	AUX
ijassa-1507	46	4	be	be	AUX
ijassa-1507	46	5	viewed	view	VERB
ijassa-1507	46	6	as	as	ADP
ijassa-1507	46	7	finite	finite	ADJ
ijassa-1507	46	8	samples	sample	NOUN
ijassa-1507	46	9	taken	take	VERB
ijassa-1507	46	10	from	from	ADP
ijassa-1507	46	11	a	a	DET
ijassa-1507	46	12	geometric	geometric	ADJ
ijassa-1507	46	13	object	object	NOUN
ijassa-1507	46	14	,	,	PUNCT
ijassa-1507	46	15	possibly	possibly	ADV
ijassa-1507	46	16	with	with	ADP
ijassa-1507	46	17	noise	noise	NOUN
ijassa-1507	46	18	.	.	PUNCT
ijassa-1507	47	1	mathematical	mathematical	ADJ
ijassa-1507	47	2	models	model	NOUN
ijassa-1507	47	3	adapt	adapt	VERB
ijassa-1507	47	4	tools	tool	NOUN
ijassa-1507	47	5	from	from	ADP
ijassa-1507	47	6	different	different	ADJ
ijassa-1507	47	7	sections	section	NOUN
ijassa-1507	47	8	of	of	ADP
ijassa-1507	47	9	geometry	geometry	NOUN
ijassa-1507	47	10	to	to	PART
ijassa-1507	47	11	study	study	VERB
ijassa-1507	47	12	point	point	NOUN
ijassa-1507	47	13	clouds	cloud	NOUN
ijassa-1507	47	14	.	.	PUNCT
ijassa-1507	48	1	the	the	DET
ijassa-1507	48	2	classical	classical	ADJ
ijassa-1507	48	3	ricci	ricci	PROPN
ijassa-1507	48	4	curvature	curvature	NOUN
ijassa-1507	48	5	plays	play	VERB
ijassa-1507	48	6	an	an	DET
ijassa-1507	48	7	important	important	ADJ
ijassa-1507	48	8	role	role	NOUN
ijassa-1507	48	9	in	in	ADP
ijassa-1507	48	10	the	the	DET
ijassa-1507	48	11	geometric	geometric	ADJ
ijassa-1507	48	12	analysis	analysis	NOUN
ijassa-1507	48	13	of	of	ADP
ijassa-1507	48	14	riemannian	riemannian	ADJ
ijassa-1507	48	15	manifolds	manifold	NOUN
ijassa-1507	48	16	.	.	PUNCT
ijassa-1507	49	1	the	the	DET
ijassa-1507	49	2	ricci	ricci	PROPN
ijassa-1507	49	3	curvature	curvature	NOUN
ijassa-1507	49	4	at	at	ADP
ijassa-1507	49	5	a	a	DET
ijassa-1507	49	6	given	give	VERB
ijassa-1507	49	7	point	point	NOUN
ijassa-1507	49	8	characterizes	characterize	VERB
ijassa-1507	49	9	the	the	DET
ijassa-1507	49	10	average	average	ADJ
ijassa-1507	49	11	curvature	curvature	NOUN
ijassa-1507	49	12	of	of	ADP
ijassa-1507	49	13	sectional	sectional	ADJ
ijassa-1507	49	14	curvatures	curvature	NOUN
ijassa-1507	49	15	in	in	ADP
ijassa-1507	49	16	all	all	DET
ijassa-1507	49	17	directions	direction	NOUN
ijassa-1507	49	18	.	.	PUNCT
ijassa-1507	50	1	the	the	DET
ijassa-1507	50	2	notion	notion	NOUN
ijassa-1507	50	3	of	of	ADP
ijassa-1507	50	4	ricci	ricci	PROPN
ijassa-1507	50	5	curvature	curvature	NOUN
ijassa-1507	50	6	for	for	ADP
ijassa-1507	50	7	metric	metric	ADJ
ijassa-1507	50	8	spaces	space	NOUN
ijassa-1507	50	9	of	of	ADP
ijassa-1507	50	10	general	general	ADJ
ijassa-1507	50	11	form	form	NOUN
ijassa-1507	50	12	was	be	AUX
ijassa-1507	50	13	first	first	ADV
ijassa-1507	50	14	introduced	introduce	VERB
ijassa-1507	50	15	by	by	ADP
ijassa-1507	50	16	bakri	bakri	NOUN
ijassa-1507	50	17	and	and	CCONJ
ijassa-1507	50	18	emery	emery	PROPN
ijassa-1507	51	1	[	[	X
ijassa-1507	51	2	8	8	NUM
ijassa-1507	51	3	]	]	PUNCT
ijassa-1507	51	4	,	,	PUNCT
ijassa-1507	51	5	ollivier	ollivier	PROPN
ijassa-1507	51	6	[	[	X
ijassa-1507	51	7	9	9	NUM
ijassa-1507	51	8	]	]	PUNCT
ijassa-1507	51	9	in	in	ADP
ijassa-1507	51	10	2009	2009	NUM
ijassa-1507	51	11	gave	give	VERB
ijassa-1507	51	12	a	a	DET
ijassa-1507	51	13	definition	definition	NOUN
ijassa-1507	51	14	of	of	ADP
ijassa-1507	51	15	rough	rough	ADJ
ijassa-1507	51	16	ricci	ricci	PROPN
ijassa-1507	51	17	curvature	curvature	NOUN
ijassa-1507	51	18	on	on	ADP
ijassa-1507	51	19	markov	markov	NOUN
ijassa-1507	51	20	chains	chain	NOUN
ijassa-1507	51	21	,	,	PUNCT
ijassa-1507	51	22	which	which	PRON
ijassa-1507	51	23	can	can	AUX
ijassa-1507	51	24	be	be	AUX
ijassa-1507	51	25	used	use	VERB
ijassa-1507	51	26	for	for	ADP
ijassa-1507	51	27	metric	metric	ADJ
ijassa-1507	51	28	spaces	space	NOUN
ijassa-1507	51	29	generated	generate	VERB
ijassa-1507	51	30	by	by	ADP
ijassa-1507	51	31	graphs	graph	NOUN
ijassa-1507	51	32	.	.	PUNCT
ijassa-1507	52	1	and	and	CCONJ
ijassa-1507	52	2	in	in	ADP
ijassa-1507	52	3	2011	2011	NUM
ijassa-1507	52	4	,	,	PUNCT
ijassa-1507	52	5	lin	lin	PROPN
ijassa-1507	52	6	,	,	PUNCT
ijassa-1507	52	7	lu	lu	PROPN
ijassa-1507	52	8	and	and	CCONJ
ijassa-1507	52	9	yau	yau	PRON
ijassa-1507	53	1	[	[	X
ijassa-1507	53	2	10	10	NUM
ijassa-1507	53	3	]	]	X
ijassa-1507	53	4	modified	modify	VERB
ijassa-1507	53	5	ollivier	ollivier	NOUN
ijassa-1507	53	6	's	's	PART
ijassa-1507	53	7	definition	definition	NOUN
ijassa-1507	53	8	for	for	ADP
ijassa-1507	53	9	the	the	DET
ijassa-1507	53	10	ricci	ricci	PROPN
ijassa-1507	53	11	curvature	curvature	NOUN
ijassa-1507	53	12	of	of	ADP
ijassa-1507	53	13	markov	markov	NOUN
ijassa-1507	53	14	chains	chain	NOUN
ijassa-1507	53	15	on	on	ADP
ijassa-1507	53	16	metric	metric	ADJ
ijassa-1507	53	17	spaces	space	NOUN
ijassa-1507	53	18	.	.	PUNCT
ijassa-1507	54	1	this	this	DET
ijassa-1507	54	2	paper	paper	NOUN
ijassa-1507	54	3	uses	use	VERB
ijassa-1507	54	4	a	a	DET
ijassa-1507	54	5	method	method	NOUN
ijassa-1507	54	6	that	that	PRON
ijassa-1507	54	7	combines	combine	VERB
ijassa-1507	54	8	network	network	NOUN
ijassa-1507	54	9	analysis	analysis	NOUN
ijassa-1507	54	10	techniques	technique	NOUN
ijassa-1507	54	11	with	with	ADP
ijassa-1507	54	12	classical	classical	ADJ
ijassa-1507	54	13	correlation	correlation	NOUN
ijassa-1507	54	14	,	,	PUNCT
ijassa-1507	54	15	graph	graph	NOUN
ijassa-1507	54	16	theory	theory	NOUN
ijassa-1507	54	17	and	and	CCONJ
ijassa-1507	54	18	local	local	ADJ
ijassa-1507	54	19	clustering	clustering	ADJ
ijassa-1507	54	20	coefficient	coefficient	NOUN
ijassa-1507	54	21	.	.	PUNCT
ijassa-1507	55	1	this	this	PRON
ijassa-1507	55	2	provides	provide	VERB
ijassa-1507	55	3	a	a	DET
ijassa-1507	55	4	novel	novel	ADJ
ijassa-1507	55	5	graphical	graphical	ADJ
ijassa-1507	55	6	representation	representation	NOUN
ijassa-1507	55	7	of	of	ADP
ijassa-1507	55	8	the	the	DET
ijassa-1507	55	9	features	feature	NOUN
ijassa-1507	55	10	that	that	PRON
ijassa-1507	55	11	solves	solve	VERB
ijassa-1507	55	12	the	the	DET
ijassa-1507	55	13	problem	problem	NOUN
ijassa-1507	55	14	.	.	PUNCT
ijassa-1507	56	1	by	by	ADP
ijassa-1507	56	2	analogy	analogy	NOUN
ijassa-1507	56	3	with	with	ADP
ijassa-1507	56	4	curvature	curvature	NOUN
ijassa-1507	56	5	in	in	ADP
ijassa-1507	56	6	riemannian	riemannian	ADJ
ijassa-1507	56	7	geometry	geometry	NOUN
ijassa-1507	56	8	,	,	PUNCT
ijassa-1507	56	9	we	we	PRON
ijassa-1507	56	10	machine	machine	NOUN
ijassa-1507	56	11	learning	learning	NOUN
ijassa-1507	56	12	and	and	CCONJ
ijassa-1507	56	13	geometric	geometric	ADJ
ijassa-1507	56	14	mathematical	mathematical	ADJ
ijassa-1507	56	15	models	model	NOUN
ijassa-1507	56	16	…	…	PUNCT
ijassa-1507	56	17	181	181	NUM
ijassa-1507	56	18	copyright	copyright	NOUN
ijassa-1507	56	19	©	©	PROPN
ijassa-1507	56	20	2023	2023	NUM
ijassa-1507	56	21	assa	assa	PROPN
ijassa-1507	56	22	adv	adv	PROPN
ijassa-1507	56	23	.	.	PUNCT
ijassa-1507	57	1	in	in	ADP
ijassa-1507	57	2	systems	system	NOUN
ijassa-1507	57	3	science	science	NOUN
ijassa-1507	57	4	and	and	CCONJ
ijassa-1507	57	5	appl	appl	NOUN
ijassa-1507	57	6	.	.	PUNCT
ijassa-1507	58	1	(	(	PUNCT
ijassa-1507	58	2	2023	2023	NUM
ijassa-1507	58	3	)	)	PUNCT
ijassa-1507	58	4	interpret	interpret	VERB
ijassa-1507	58	5	ricci	ricci	PROPN
ijassa-1507	58	6	curvature	curvature	NOUN
ijassa-1507	58	7	as	as	ADP
ijassa-1507	58	8	the	the	DET
ijassa-1507	58	9	amount	amount	NOUN
ijassa-1507	58	10	of	of	ADP
ijassa-1507	58	11	overlap	overlap	NOUN
ijassa-1507	58	12	between	between	ADP
ijassa-1507	58	13	the	the	DET
ijassa-1507	58	14	neighborhoods	neighborhood	NOUN
ijassa-1507	58	15	of	of	ADP
ijassa-1507	58	16	two	two	NUM
ijassa-1507	58	17	neighboring	neighboring	NOUN
ijassa-1507	58	18	vertices	vertex	NOUN
ijassa-1507	58	19	.	.	PUNCT
ijassa-1507	59	1	for	for	ADP
ijassa-1507	59	2	the	the	DET
ijassa-1507	59	3	solution	solution	NOUN
ijassa-1507	59	4	we	we	PRON
ijassa-1507	59	5	use	use	VERB
ijassa-1507	59	6	the	the	DET
ijassa-1507	59	7	notion	notion	NOUN
ijassa-1507	59	8	of	of	ADP
ijassa-1507	59	9	local	local	ADJ
ijassa-1507	59	10	clustering	clustering	ADJ
ijassa-1507	59	11	coefficient	coefficient	NOUN
ijassa-1507	59	12	,	,	PUNCT
ijassa-1507	59	13	which	which	PRON
ijassa-1507	59	14	shows	show	VERB
ijassa-1507	59	15	the	the	DET
ijassa-1507	59	16	density	density	NOUN
ijassa-1507	59	17	of	of	ADP
ijassa-1507	59	18	triangular	triangular	NOUN
ijassa-1507	59	19	relations	relation	NOUN
ijassa-1507	59	20	.	.	PUNCT
ijassa-1507	60	1	studies	study	NOUN
ijassa-1507	60	2	show	show	VERB
ijassa-1507	60	3	that	that	SCONJ
ijassa-1507	60	4	curvature	curvature	NOUN
ijassa-1507	60	5	is	be	AUX
ijassa-1507	60	6	usually	usually	ADV
ijassa-1507	60	7	extremely	extremely	ADV
ijassa-1507	60	8	low	low	ADJ
ijassa-1507	60	9	in	in	ADP
ijassa-1507	60	10	random	random	ADJ
ijassa-1507	60	11	graphs	graph	NOUN
ijassa-1507	60	12	.	.	PUNCT
ijassa-1507	61	1	clusters	cluster	NOUN
ijassa-1507	61	2	of	of	ADP
ijassa-1507	61	3	high	high	ADJ
ijassa-1507	61	4	curvature	curvature	NOUN
ijassa-1507	61	5	have	have	VERB
ijassa-1507	61	6	a	a	DET
ijassa-1507	61	7	very	very	ADV
ijassa-1507	61	8	non	non	ADJ
ijassa-1507	61	9	-	-	ADJ
ijassa-1507	61	10	random	random	ADJ
ijassa-1507	61	11	structure	structure	NOUN
ijassa-1507	61	12	.	.	PUNCT
ijassa-1507	62	1	depending	depend	VERB
ijassa-1507	62	2	on	on	ADP
ijassa-1507	62	3	the	the	DET
ijassa-1507	62	4	problem	problem	NOUN
ijassa-1507	62	5	to	to	PART
ijassa-1507	62	6	be	be	AUX
ijassa-1507	62	7	solved	solve	VERB
ijassa-1507	62	8	,	,	PUNCT
ijassa-1507	62	9	different	different	ADJ
ijassa-1507	62	10	methods	method	NOUN
ijassa-1507	62	11	of	of	ADP
ijassa-1507	62	12	ricci	ricci	PROPN
ijassa-1507	62	13	curvature	curvature	PROPN
ijassa-1507	62	14	estimation	estimation	NOUN
ijassa-1507	62	15	are	be	AUX
ijassa-1507	62	16	used	use	VERB
ijassa-1507	62	17	.	.	PUNCT
ijassa-1507	63	1	to	to	PART
ijassa-1507	63	2	solve	solve	VERB
ijassa-1507	63	3	the	the	DET
ijassa-1507	63	4	clustering	clustering	ADJ
ijassa-1507	63	5	problem	problem	NOUN
ijassa-1507	63	6	,	,	PUNCT
ijassa-1507	63	7	the	the	DET
ijassa-1507	63	8	watts	watts	PROPN
ijassa-1507	63	9	-	-	PUNCT
ijassa-1507	63	10	strogatz	strogatz	ADJ
ijassa-1507	63	11	formula	formula	NOUN
ijassa-1507	63	12	[	[	X
ijassa-1507	63	13	11	11	NUM
ijassa-1507	63	14	]	]	PUNCT
ijassa-1507	63	15	is	be	AUX
ijassa-1507	63	16	used	use	VERB
ijassa-1507	63	17	in	in	ADP
ijassa-1507	63	18	this	this	DET
ijassa-1507	63	19	paper	paper	NOUN
ijassa-1507	63	20	:	:	PUNCT
ijassa-1507	63	21	𝑐𝑢𝑟𝑣(𝐴	𝑐𝑢𝑟𝑣(𝐴	X
ijassa-1507	63	22	)	)	PUNCT
ijassa-1507	64	1	=	=	SYM
ijassa-1507	64	2	𝑡	𝑡	PROPN
ijassa-1507	64	3	(	(	PUNCT
ijassa-1507	64	4	𝑣(𝑣	𝑣(𝑣	NOUN
ijassa-1507	64	5	−	−	PROPN
ijassa-1507	64	6	1	1	NUM
ijassa-1507	64	7	)	)	PUNCT
ijassa-1507	64	8	2	2	NUM
ijassa-1507	64	9	)	)	PUNCT
ijassa-1507	64	10	.	.	PUNCT
ijassa-1507	65	1	here	here	ADV
ijassa-1507	65	2	𝑐𝑢𝑟𝑣(𝐴	𝑐𝑢𝑟𝑣(𝐴	PUNCT
ijassa-1507	65	3	)	)	PUNCT
ijassa-1507	65	4	is	be	AUX
ijassa-1507	65	5	the	the	DET
ijassa-1507	65	6	vertex	vertex	NOUN
ijassa-1507	65	7	curvature	curvature	NOUN
ijassa-1507	65	8	,	,	PUNCT
ijassa-1507	65	9	𝑣	𝑣	PRON
ijassa-1507	65	10	is	be	AUX
ijassa-1507	65	11	the	the	DET
ijassa-1507	65	12	numbers	number	NOUN
ijassa-1507	65	13	of	of	ADP
ijassa-1507	65	14	vertices	vertex	NOUN
ijassa-1507	65	15	and	and	CCONJ
ijassa-1507	65	16	𝑡	𝑡	NOUN
ijassa-1507	65	17	is	be	AUX
ijassa-1507	65	18	the	the	DET
ijassa-1507	65	19	number	number	NOUN
ijassa-1507	65	20	of	of	ADP
ijassa-1507	65	21	triangles	triangle	NOUN
ijassa-1507	65	22	that	that	PRON
ijassa-1507	65	23	are	be	AUX
ijassa-1507	65	24	formed	form	VERB
ijassa-1507	65	25	by	by	ADP
ijassa-1507	65	26	the	the	DET
ijassa-1507	65	27	edges	edge	NOUN
ijassa-1507	65	28	of	of	ADP
ijassa-1507	65	29	the	the	DET
ijassa-1507	65	30	graph	graph	NOUN
ijassa-1507	65	31	containing	contain	VERB
ijassa-1507	65	32	vertex	vertex	NOUN
ijassa-1507	65	33	𝐴.	𝐴.	PROPN
ijassa-1507	65	34	this	this	DET
ijassa-1507	65	35	function	function	NOUN
ijassa-1507	65	36	is	be	AUX
ijassa-1507	65	37	a	a	DET
ijassa-1507	65	38	function	function	NOUN
ijassa-1507	65	39	of	of	ADP
ijassa-1507	65	40	two	two	NUM
ijassa-1507	65	41	variables	variable	NOUN
ijassa-1507	65	42	.	.	PUNCT
ijassa-1507	66	1	note	note	VERB
ijassa-1507	66	2	that	that	SCONJ
ijassa-1507	66	3	the	the	DET
ijassa-1507	66	4	value	value	NOUN
ijassa-1507	66	5	𝑣(𝑣	𝑣(𝑣	VERB
ijassa-1507	66	6	−	−	PROPN
ijassa-1507	66	7	1)/2	1)/2	NUM
ijassa-1507	66	8	is	be	AUX
ijassa-1507	66	9	the	the	DET
ijassa-1507	66	10	maximum	maximum	ADJ
ijassa-1507	66	11	number	number	NOUN
ijassa-1507	66	12	of	of	ADP
ijassa-1507	66	13	triangles	triangle	NOUN
ijassa-1507	66	14	that	that	PRON
ijassa-1507	66	15	can	can	AUX
ijassa-1507	66	16	be	be	AUX
ijassa-1507	66	17	formed	form	VERB
ijassa-1507	66	18	by	by	ADP
ijassa-1507	66	19	all	all	DET
ijassa-1507	66	20	vertices	vertex	NOUN
ijassa-1507	66	21	of	of	ADP
ijassa-1507	66	22	the	the	DET
ijassa-1507	66	23	graph	graph	NOUN
ijassa-1507	66	24	,	,	PUNCT
ijassa-1507	66	25	hence	hence	ADV
ijassa-1507	66	26	𝑐𝑢𝑟𝑣(𝐴	𝑐𝑢𝑟𝑣(𝐴	PUNCT
ijassa-1507	66	27	)	)	PUNCT
ijassa-1507	66	28	lies	lie	VERB
ijassa-1507	66	29	between	between	ADP
ijassa-1507	66	30	0	0	NUM
ijassa-1507	66	31	and	and	CCONJ
ijassa-1507	66	32	1	1	NUM
ijassa-1507	66	33	.	.	X
ijassa-1507	66	34	figure	figure	NOUN
ijassa-1507	66	35	1	1	NUM
ijassa-1507	66	36	shows	show	VERB
ijassa-1507	66	37	examples	example	NOUN
ijassa-1507	66	38	of	of	ADP
ijassa-1507	66	39	graphs	graph	NOUN
ijassa-1507	66	40	and	and	CCONJ
ijassa-1507	66	41	vertex	vertex	NOUN
ijassa-1507	66	42	curvature	curvature	NOUN
ijassa-1507	66	43	.	.	PUNCT
ijassa-1507	67	1	(	(	PUNCT
ijassa-1507	67	2	a	a	X
ijassa-1507	67	3	)	)	PUNCT
ijassa-1507	67	4	(	(	PUNCT
ijassa-1507	67	5	b	b	X
ijassa-1507	67	6	)	)	PUNCT
ijassa-1507	67	7	fig	fig	NOUN
ijassa-1507	67	8	1	1	NUM
ijassa-1507	67	9	.	.	PUNCT
ijassa-1507	68	1	(	(	PUNCT
ijassa-1507	68	2	a	a	X
ijassa-1507	68	3	)	)	PUNCT
ijassa-1507	68	4	the	the	DET
ijassa-1507	68	5	graph	graph	NOUN
ijassa-1507	68	6	has	have	AUX
ijassa-1507	68	7	vertices	vertice	VERB
ijassa-1507	68	8	𝑉	𝑉	PROPN
ijassa-1507	68	9	=	=	SYM
ijassa-1507	68	10	6	6	NUM
ijassa-1507	68	11	,	,	PUNCT
ijassa-1507	68	12	for	for	ADP
ijassa-1507	68	13	vertex	vertex	NOUN
ijassa-1507	68	14	5	5	NUM
ijassa-1507	68	15	:	:	PUNCT
ijassa-1507	68	16	𝑐𝑢𝑟𝑣(5)=0	𝑐𝑢𝑟𝑣(5)=0	NUM
ijassa-1507	68	17	;	;	PUNCT
ijassa-1507	68	18	(	(	PUNCT
ijassa-1507	68	19	b	b	X
ijassa-1507	68	20	)	)	PUNCT
ijassa-1507	68	21	the	the	DET
ijassa-1507	68	22	graph	graph	NOUN
ijassa-1507	68	23	has	have	AUX
ijassa-1507	68	24	vertices	vertex	NOUN
ijassa-1507	68	25	v	v	ADP
ijassa-1507	68	26	=	=	SYM
ijassa-1507	68	27	6	6	NUM
ijassa-1507	68	28	,	,	PUNCT
ijassa-1507	68	29	for	for	ADP
ijassa-1507	68	30	vertex	vertex	NOUN
ijassa-1507	68	31	3	3	NUM
ijassa-1507	68	32	:	:	PUNCT
ijassa-1507	68	33	𝑐𝑢𝑟𝑣(3	𝑐𝑢𝑟𝑣(3	NUM
ijassa-1507	68	34	)	)	PUNCT
ijassa-1507	68	35	=	=	SYM
ijassa-1507	69	1	1	1	NUM
ijassa-1507	69	2	5	5	NUM
ijassa-1507	69	3	.	.	PUNCT
ijassa-1507	70	1	recently	recently	ADV
ijassa-1507	70	2	,	,	PUNCT
ijassa-1507	70	3	there	there	PRON
ijassa-1507	70	4	has	have	AUX
ijassa-1507	70	5	been	be	AUX
ijassa-1507	70	6	an	an	DET
ijassa-1507	70	7	increasing	increase	VERB
ijassa-1507	70	8	interest	interest	NOUN
ijassa-1507	70	9	in	in	ADP
ijassa-1507	70	10	topological	topological	ADJ
ijassa-1507	70	11	data	datum	NOUN
ijassa-1507	70	12	analysis	analysis	NOUN
ijassa-1507	70	13	(	(	PUNCT
ijassa-1507	70	14	tda	tda	NOUN
ijassa-1507	70	15	)	)	PUNCT
ijassa-1507	71	1	[	[	X
ijassa-1507	71	2	1217	1217	NUM
ijassa-1507	71	3	]	]	PUNCT
ijassa-1507	71	4	.	.	PUNCT
ijassa-1507	72	1	topological	topological	ADJ
ijassa-1507	72	2	data	datum	NOUN
ijassa-1507	72	3	analysis	analysis	NOUN
ijassa-1507	72	4	is	be	AUX
ijassa-1507	72	5	a	a	DET
ijassa-1507	72	6	valuable	valuable	ADJ
ijassa-1507	72	7	tool	tool	NOUN
ijassa-1507	72	8	for	for	ADP
ijassa-1507	72	9	data	datum	NOUN
ijassa-1507	72	10	analysis	analysis	NOUN
ijassa-1507	72	11	and	and	CCONJ
ijassa-1507	72	12	visualization	visualization	NOUN
ijassa-1507	72	13	,	,	PUNCT
ijassa-1507	72	14	which	which	PRON
ijassa-1507	72	15	can	can	AUX
ijassa-1507	72	16	be	be	AUX
ijassa-1507	72	17	applied	apply	VERB
ijassa-1507	72	18	in	in	ADP
ijassa-1507	72	19	various	various	ADJ
ijassa-1507	72	20	fields	field	NOUN
ijassa-1507	72	21	such	such	ADJ
ijassa-1507	72	22	as	as	ADP
ijassa-1507	72	23	computer	computer	NOUN
ijassa-1507	72	24	vision	vision	NOUN
ijassa-1507	72	25	,	,	PUNCT
ijassa-1507	72	26	bioinformatics	bioinformatics	NOUN
ijassa-1507	72	27	and	and	CCONJ
ijassa-1507	72	28	graph	graph	NOUN
ijassa-1507	72	29	theory	theory	NOUN
ijassa-1507	72	30	.	.	PUNCT
ijassa-1507	73	1	the	the	DET
ijassa-1507	73	2	tools	tool	NOUN
ijassa-1507	73	3	of	of	ADP
ijassa-1507	73	4	topological	topological	ADJ
ijassa-1507	73	5	analysis	analysis	NOUN
ijassa-1507	73	6	include	include	VERB
ijassa-1507	73	7	barcodes	barcode	NOUN
ijassa-1507	73	8	,	,	PUNCT
ijassa-1507	73	9	battie	battie	NOUN
ijassa-1507	73	10	numbers	number	NOUN
ijassa-1507	73	11	and	and	CCONJ
ijassa-1507	73	12	persistence	persistence	NOUN
ijassa-1507	73	13	diagrams	diagram	NOUN
ijassa-1507	73	14	.	.	PUNCT
ijassa-1507	74	1	we	we	PRON
ijassa-1507	74	2	propose	propose	VERB
ijassa-1507	74	3	a	a	DET
ijassa-1507	74	4	method	method	NOUN
ijassa-1507	74	5	to	to	PART
ijassa-1507	74	6	compare	compare	VERB
ijassa-1507	74	7	two	two	NUM
ijassa-1507	74	8	data	datum	NOUN
ijassa-1507	74	9	representations	representation	NOUN
ijassa-1507	74	10	of	of	ADP
ijassa-1507	74	11	two	two	NUM
ijassa-1507	74	12	clusters	cluster	NOUN
ijassa-1507	74	13	in	in	ADP
ijassa-1507	74	14	feature	feature	NOUN
ijassa-1507	74	15	space	space	NOUN
ijassa-1507	74	16	.	.	PUNCT
ijassa-1507	75	1	to	to	PART
ijassa-1507	75	2	investigate	investigate	VERB
ijassa-1507	75	3	the	the	DET
ijassa-1507	75	4	point	point	NOUN
ijassa-1507	75	5	cloud	cloud	NOUN
ijassa-1507	75	6	in	in	ADP
ijassa-1507	75	7	this	this	DET
ijassa-1507	75	8	problem	problem	NOUN
ijassa-1507	75	9	,	,	PUNCT
ijassa-1507	75	10	we	we	PRON
ijassa-1507	75	11	used	use	VERB
ijassa-1507	75	12	the	the	DET
ijassa-1507	75	13	vietoris	vietoris	NOUN
ijassa-1507	75	14	-	-	PUNCT
ijassa-1507	75	15	rips	rip	NOUN
ijassa-1507	75	16	complex	complex	NOUN
ijassa-1507	75	17	.	.	PUNCT
ijassa-1507	76	1	the	the	DET
ijassa-1507	76	2	vietoris	vietoris	NOUN
ijassa-1507	76	3	-	-	PUNCT
ijassa-1507	76	4	rips	rip	NOUN
ijassa-1507	76	5	complex	complex	NOUN
ijassa-1507	76	6	is	be	AUX
ijassa-1507	76	7	a	a	DET
ijassa-1507	76	8	symplectic	symplectic	ADJ
ijassa-1507	76	9	complex	complex	NOUN
ijassa-1507	76	10	whose	whose	DET
ijassa-1507	76	11	simplexes	simplexe	NOUN
ijassa-1507	76	12	are	be	AUX
ijassa-1507	76	13	all	all	PRON
ijassa-1507	76	14	possible	possible	ADJ
ijassa-1507	76	15	sets	set	NOUN
ijassa-1507	76	16	of	of	ADP
ijassa-1507	76	17	points	point	NOUN
ijassa-1507	76	18	of	of	ADP
ijassa-1507	76	19	a	a	DET
ijassa-1507	76	20	given	give	VERB
ijassa-1507	76	21	metric	metric	ADJ
ijassa-1507	76	22	space	space	NOUN
ijassa-1507	76	23	in	in	ADP
ijassa-1507	76	24	which	which	PRON
ijassa-1507	76	25	pairwise	pairwise	NOUN
ijassa-1507	76	26	distances	distance	NOUN
ijassa-1507	76	27	between	between	ADP
ijassa-1507	76	28	points	point	NOUN
ijassa-1507	76	29	do	do	AUX
ijassa-1507	76	30	not	not	PART
ijassa-1507	76	31	exceed	exceed	VERB
ijassa-1507	76	32	a	a	DET
ijassa-1507	76	33	given	give	VERB
ijassa-1507	76	34	positive	positive	ADJ
ijassa-1507	76	35	number	number	NOUN
ijassa-1507	76	36	.	.	PUNCT
ijassa-1507	77	1	the	the	DET
ijassa-1507	77	2	constructed	construct	VERB
ijassa-1507	77	3	persistence	persistence	NOUN
ijassa-1507	77	4	diagram	diagram	NOUN
ijassa-1507	77	5	can	can	AUX
ijassa-1507	77	6	be	be	AUX
ijassa-1507	77	7	used	use	VERB
ijassa-1507	77	8	to	to	PART
ijassa-1507	77	9	understand	understand	VERB
ijassa-1507	77	10	the	the	DET
ijassa-1507	77	11	features	feature	NOUN
ijassa-1507	77	12	and	and	CCONJ
ijassa-1507	77	13	relationships	relationship	NOUN
ijassa-1507	77	14	between	between	ADP
ijassa-1507	77	15	features	feature	NOUN
ijassa-1507	77	16	in	in	ADP
ijassa-1507	77	17	the	the	DET
ijassa-1507	77	18	data	datum	NOUN
ijassa-1507	77	19	.	.	PUNCT
ijassa-1507	78	1	2	2	X
ijassa-1507	78	2	.	.	X
ijassa-1507	78	3	results	result	NOUN
ijassa-1507	78	4	and	and	CCONJ
ijassa-1507	78	5	discussion	discussion	NOUN
ijassa-1507	78	6	mathematical	mathematical	ADJ
ijassa-1507	78	7	statement	statement	NOUN
ijassa-1507	78	8	of	of	ADP
ijassa-1507	78	9	the	the	DET
ijassa-1507	78	10	problem	problem	NOUN
ijassa-1507	78	11	.	.	PUNCT
ijassa-1507	79	1	we	we	PRON
ijassa-1507	79	2	are	be	AUX
ijassa-1507	79	3	given	give	VERB
ijassa-1507	79	4	10	10	NUM
ijassa-1507	79	5	attributes	attribute	NOUN
ijassa-1507	79	6	of	of	ADP
ijassa-1507	79	7	46	46	NUM
ijassa-1507	79	8	objects	object	NOUN
ijassa-1507	79	9	of	of	ADP
ijassa-1507	79	10	class	class	NOUN
ijassa-1507	79	11	‘	'	PUNCT
ijassa-1507	79	12	0’and	0’and	NUM
ijassa-1507	79	13	10	10	NUM
ijassa-1507	79	14	attributes	attribute	NOUN
ijassa-1507	79	15	of	of	ADP
ijassa-1507	79	16	107	107	NUM
ijassa-1507	79	17	objects	object	NOUN
ijassa-1507	79	18	of	of	ADP
ijassa-1507	79	19	class	class	NOUN
ijassa-1507	79	20	‘	'	PUNCT
ijassa-1507	79	21	1	1	NUM
ijassa-1507	79	22	’	'	PUNCT
ijassa-1507	79	23	.	.	PUNCT
ijassa-1507	80	1	objects	object	NOUN
ijassa-1507	80	2	of	of	ADP
ijassa-1507	80	3	class	class	NOUN
ijassa-1507	80	4	‘	'	PUNCT
ijassa-1507	80	5	0	0	NUM
ijassa-1507	80	6	’	'	PUNCT
ijassa-1507	80	7	–	–	PUNCT
ijassa-1507	80	8	wells	well	NOUN
ijassa-1507	80	9	where	where	SCONJ
ijassa-1507	80	10	there	there	PRON
ijassa-1507	80	11	is	be	VERB
ijassa-1507	80	12	kimberlite	kimberlite	NOUN
ijassa-1507	80	13	;	;	PUNCT
ijassa-1507	80	14	objects	object	NOUN
ijassa-1507	80	15	of	of	ADP
ijassa-1507	80	16	class	class	NOUN
ijassa-1507	80	17	‘	'	PUNCT
ijassa-1507	80	18	1	1	NUM
ijassa-1507	80	19	’	'	PUNCT
ijassa-1507	80	20	–	–	PUNCT
ijassa-1507	80	21	wells	well	NOUN
ijassa-1507	80	22	where	where	SCONJ
ijassa-1507	80	23	there	there	PRON
ijassa-1507	80	24	is	be	VERB
ijassa-1507	80	25	no	no	DET
ijassa-1507	80	26	kimberlite	kimberlite	NOUN
ijassa-1507	80	27	.	.	PUNCT
ijassa-1507	81	1	it	it	PRON
ijassa-1507	81	2	is	be	AUX
ijassa-1507	81	3	necessary	necessary	ADJ
ijassa-1507	81	4	to	to	PART
ijassa-1507	81	5	build	build	VERB
ijassa-1507	81	6	a	a	DET
ijassa-1507	81	7	mathematical	mathematical	ADJ
ijassa-1507	81	8	model	model	NOUN
ijassa-1507	81	9	to	to	PART
ijassa-1507	81	10	classify	classify	VERB
ijassa-1507	81	11	objects	object	NOUN
ijassa-1507	81	12	by	by	ADP
ijassa-1507	81	13	10	10	NUM
ijassa-1507	81	14	features	feature	NOUN
ijassa-1507	81	15	.	.	PUNCT
ijassa-1507	82	1	the	the	DET
ijassa-1507	82	2	features	feature	NOUN
ijassa-1507	82	3	investigated	investigate	VERB
ijassa-1507	82	4	were	be	AUX
ijassa-1507	82	5	:	:	PUNCT
ijassa-1507	82	6	0	0	X
ijassa-1507	82	7	)	)	PUNCT
ijassa-1507	82	8	tectonic	tectonic	ADJ
ijassa-1507	82	9	fractures	fracture	NOUN
ijassa-1507	82	10	(	(	PUNCT
ijassa-1507	82	11	r	r	NOUN
ijassa-1507	82	12	)	)	PUNCT
ijassa-1507	82	13	1	1	NUM
ijassa-1507	82	14	)	)	PUNCT
ijassa-1507	82	15	extensive	extensive	ADJ
ijassa-1507	82	16	pyritization	pyritization	NOUN
ijassa-1507	82	17	(	(	PUNCT
ijassa-1507	82	18	q	q	NOUN
ijassa-1507	82	19	)	)	PUNCT
ijassa-1507	82	20	2	2	NUM
ijassa-1507	82	21	)	)	PUNCT
ijassa-1507	82	22	fluidizite	fluidizite	NOUN
ijassa-1507	82	23	breccias	breccia	NOUN
ijassa-1507	82	24	(	(	PUNCT
ijassa-1507	82	25	l	l	NOUN
ijassa-1507	82	26	)	)	PUNCT
ijassa-1507	82	27	3	3	X
ijassa-1507	82	28	)	)	PUNCT
ijassa-1507	82	29	gaping	gape	VERB
ijassa-1507	82	30	fractures	fracture	NOUN
ijassa-1507	82	31	(	(	PUNCT
ijassa-1507	82	32	m	m	NOUN
ijassa-1507	82	33	)	)	PUNCT
ijassa-1507	82	34	4	4	NUM
ijassa-1507	82	35	)	)	PUNCT
ijassa-1507	82	36	recrystallization	recrystallization	NOUN
ijassa-1507	82	37	(	(	PUNCT
ijassa-1507	82	38	t	t	NOUN
ijassa-1507	82	39	)	)	PUNCT
ijassa-1507	82	40	182	182	NUM
ijassa-1507	82	41	n.	n.	PROPN
ijassa-1507	82	42	gabdrakhmanova	gabdrakhmanova	PROPN
ijassa-1507	82	43	,	,	PUNCT
ijassa-1507	82	44	p.	p.	NOUN
ijassa-1507	82	45	klimtsev	klimtsev	NOUN
ijassa-1507	83	1	copyright	copyright	NOUN
ijassa-1507	83	2	©	©	PROPN
ijassa-1507	83	3	2023	2023	NUM
ijassa-1507	83	4	assa	assa	PROPN
ijassa-1507	83	5	adv	adv	PROPN
ijassa-1507	83	6	.	.	PUNCT
ijassa-1507	84	1	in	in	ADP
ijassa-1507	84	2	systems	system	NOUN
ijassa-1507	84	3	science	science	NOUN
ijassa-1507	84	4	and	and	CCONJ
ijassa-1507	84	5	appl	appl	NOUN
ijassa-1507	84	6	.	.	PUNCT
ijassa-1507	85	1	(	(	PUNCT
ijassa-1507	85	2	2023	2023	NUM
ijassa-1507	85	3	)	)	PUNCT
ijassa-1507	85	4	5	5	NUM
ijassa-1507	85	5	)	)	PUNCT
ijassa-1507	85	6	drag	drag	NOUN
ijassa-1507	85	7	folds	fold	NOUN
ijassa-1507	85	8	(	(	PUNCT
ijassa-1507	85	9	x	x	X
ijassa-1507	85	10	)	)	PUNCT
ijassa-1507	85	11	6	6	NUM
ijassa-1507	85	12	)	)	PUNCT
ijassa-1507	85	13	microfossils	microfossil	NOUN
ijassa-1507	85	14	(	(	PUNCT
ijassa-1507	85	15	a	a	NOUN
ijassa-1507	85	16	)	)	PUNCT
ijassa-1507	85	17	7	7	NUM
ijassa-1507	85	18	)	)	PUNCT
ijassa-1507	85	19	subhorizontal	subhorizontal	ADJ
ijassa-1507	85	20	stylolite	stylolite	PROPN
ijassa-1507	85	21	seams	seam	NOUN
ijassa-1507	85	22	(	(	PUNCT
ijassa-1507	85	23	v	v	NOUN
ijassa-1507	85	24	)	)	PUNCT
ijassa-1507	85	25	8)	8)	NUM
ijassa-1507	85	26	ogling	ogling	NOUN
ijassa-1507	85	27	(	(	PUNCT
ijassa-1507	85	28	d	d	NOUN
ijassa-1507	85	29	)	)	PUNCT
ijassa-1507	85	30	9	9	NUM
ijassa-1507	85	31	)	)	PUNCT
ijassa-1507	85	32	slip	slip	NOUN
ijassa-1507	85	33	mirrors	mirror	NOUN
ijassa-1507	85	34	with	with	ADP
ijassa-1507	85	35	subvertical	subvertical	ADJ
ijassa-1507	85	36	grooves	groove	NOUN
ijassa-1507	85	37	(	(	PUNCT
ijassa-1507	85	38	f	f	NOUN
ijassa-1507	85	39	)	)	PUNCT
ijassa-1507	85	40	.	.	PUNCT
ijassa-1507	86	1	we	we	PRON
ijassa-1507	86	2	will	will	AUX
ijassa-1507	86	3	use	use	VERB
ijassa-1507	86	4	the	the	DET
ijassa-1507	86	5	number	number	NOUN
ijassa-1507	86	6	in	in	ADP
ijassa-1507	86	7	the	the	DET
ijassa-1507	86	8	list	list	NOUN
ijassa-1507	86	9	later	later	ADV
ijassa-1507	86	10	in	in	ADP
ijassa-1507	86	11	the	the	DET
ijassa-1507	86	12	article	article	NOUN
ijassa-1507	86	13	as	as	ADP
ijassa-1507	86	14	a	a	DET
ijassa-1507	86	15	feature	feature	NOUN
ijassa-1507	86	16	code	code	NOUN
ijassa-1507	86	17	.	.	PUNCT
ijassa-1507	87	1	2.1	2.1	NUM
ijassa-1507	87	2	.	.	PUNCT
ijassa-1507	87	3	statistical	statistical	ADJ
ijassa-1507	87	4	models	model	NOUN
ijassa-1507	87	5	initially	initially	ADV
ijassa-1507	87	6	we	we	PRON
ijassa-1507	87	7	have	have	VERB
ijassa-1507	87	8	10	10	NUM
ijassa-1507	87	9	geological	geological	ADJ
ijassa-1507	87	10	features	feature	NOUN
ijassa-1507	87	11	under	under	ADP
ijassa-1507	87	12	consideration	consideration	NOUN
ijassa-1507	87	13	,	,	PUNCT
ijassa-1507	87	14	but	but	CCONJ
ijassa-1507	87	15	only	only	ADV
ijassa-1507	87	16	4	4	NUM
ijassa-1507	87	17	of	of	ADP
ijassa-1507	87	18	them	they	PRON
ijassa-1507	87	19	,	,	PUNCT
ijassa-1507	87	20	namely	namely	ADV
ijassa-1507	87	21	tectonic	tectonic	ADJ
ijassa-1507	87	22	fractures	fracture	NOUN
ijassa-1507	87	23	(	(	PUNCT
ijassa-1507	87	24	r	r	NOUN
ijassa-1507	87	25	)	)	PUNCT
ijassa-1507	87	26	,	,	PUNCT
ijassa-1507	87	27	extensive	extensive	ADJ
ijassa-1507	87	28	pyritization	pyritization	NOUN
ijassa-1507	87	29	(	(	PUNCT
ijassa-1507	87	30	q	q	NOUN
ijassa-1507	87	31	)	)	PUNCT
ijassa-1507	87	32	,	,	PUNCT
ijassa-1507	87	33	fluidisite	fluidisite	PROPN
ijassa-1507	87	34	breccias	breccia	NOUN
ijassa-1507	87	35	(	(	PUNCT
ijassa-1507	87	36	l	l	NOUN
ijassa-1507	87	37	)	)	PUNCT
ijassa-1507	87	38	and	and	CCONJ
ijassa-1507	87	39	drag	drag	NOUN
ijassa-1507	87	40	folds	fold	NOUN
ijassa-1507	87	41	(	(	PUNCT
ijassa-1507	87	42	x	x	NOUN
ijassa-1507	87	43	)	)	PUNCT
ijassa-1507	87	44	,	,	PUNCT
ijassa-1507	87	45	were	be	AUX
ijassa-1507	87	46	used	use	VERB
ijassa-1507	87	47	in	in	ADP
ijassa-1507	87	48	the	the	DET
ijassa-1507	87	49	factor	factor	NOUN
ijassa-1507	87	50	analysis	analysis	NOUN
ijassa-1507	87	51	because	because	SCONJ
ijassa-1507	87	52	they	they	PRON
ijassa-1507	87	53	occur	occur	VERB
ijassa-1507	87	54	in	in	ADP
ijassa-1507	87	55	both	both	DET
ijassa-1507	87	56	areas	area	NOUN
ijassa-1507	87	57	.	.	PUNCT
ijassa-1507	88	1	the	the	DET
ijassa-1507	88	2	factor	factor	NOUN
ijassa-1507	88	3	analysis	analysis	NOUN
ijassa-1507	88	4	is	be	AUX
ijassa-1507	88	5	based	base	VERB
ijassa-1507	88	6	on	on	ADP
ijassa-1507	88	7	the	the	DET
ijassa-1507	88	8	correlation	correlation	NOUN
ijassa-1507	88	9	matrix	matrix	NOUN
ijassa-1507	88	10	between	between	ADP
ijassa-1507	88	11	variables	variable	NOUN
ijassa-1507	88	12	.	.	PUNCT
ijassa-1507	89	1	tables	table	NOUN
ijassa-1507	89	2	2.1	2.1	NUM
ijassa-1507	89	3	and	and	CCONJ
ijassa-1507	89	4	2.2	2.2	NUM
ijassa-1507	89	5	present	present	ADJ
ijassa-1507	89	6	the	the	DET
ijassa-1507	89	7	correlation	correlation	NOUN
ijassa-1507	89	8	matrices	matrix	NOUN
ijassa-1507	89	9	calculated	calculate	VERB
ijassa-1507	89	10	using	use	VERB
ijassa-1507	89	11	ibm	ibm	PROPN
ijassa-1507	89	12	spss	spss	PROPN
ijassa-1507	89	13	statistics	statistic	NOUN
ijassa-1507	89	14	23	23	NUM
ijassa-1507	89	15	program	program	NOUN
ijassa-1507	89	16	.	.	PUNCT
ijassa-1507	90	1	the	the	DET
ijassa-1507	90	2	table	table	NOUN
ijassa-1507	90	3	2.3	2.3	NUM
ijassa-1507	90	4	and	and	CCONJ
ijassa-1507	90	5	2.4	2.4	NUM
ijassa-1507	90	6	below	below	ADP
ijassa-1507	90	7	presents	present	VERB
ijassa-1507	90	8	two	two	NUM
ijassa-1507	90	9	different	different	ADJ
ijassa-1507	90	10	tests	test	NOUN
ijassa-1507	90	11	:	:	PUNCT
ijassa-1507	90	12	the	the	DET
ijassa-1507	90	13	kaiser	kaiser	PROPN
ijassa-1507	90	14	-	-	PUNCT
ijassa-1507	90	15	meyer	meyer	PROPN
ijassa-1507	90	16	-	-	PUNCT
ijassa-1507	90	17	olkin	olkin	PROPN
ijassa-1507	90	18	(	(	PUNCT
ijassa-1507	90	19	kmo	kmo	NOUN
ijassa-1507	90	20	)	)	PUNCT
ijassa-1507	90	21	measure	measure	NOUN
ijassa-1507	90	22	of	of	ADP
ijassa-1507	90	23	sampling	sample	VERB
ijassa-1507	90	24	adequacy	adequacy	NOUN
ijassa-1507	90	25	and	and	CCONJ
ijassa-1507	90	26	bartlett	bartlett	PROPN
ijassa-1507	90	27	's	's	PART
ijassa-1507	90	28	test	test	NOUN
ijassa-1507	90	29	of	of	ADP
ijassa-1507	90	30	sphericity	sphericity	NOUN
ijassa-1507	90	31	and	and	CCONJ
ijassa-1507	90	32	bartlett	bartlett	PROPN
ijassa-1507	90	33	's	's	PART
ijassa-1507	90	34	test	test	NOUN
ijassa-1507	90	35	of	of	ADP
ijassa-1507	90	36	sphericity	sphericity	NOUN
ijassa-1507	90	37	for	for	ADP
ijassa-1507	90	38	süldükar	süldükar	NOUN
ijassa-1507	90	39	and	and	CCONJ
ijassa-1507	90	40	ulahan	ulahan	PROPN
ijassa-1507	90	41	respectively	respectively	ADV
ijassa-1507	90	42	,	,	PUNCT
ijassa-1507	90	43	found	find	VERB
ijassa-1507	90	44	using	use	VERB
ijassa-1507	90	45	statistics	statistic	NOUN
ijassa-1507	90	46	.	.	PUNCT
ijassa-1507	91	1	table	table	NOUN
ijassa-1507	91	2	2.1	2.1	NUM
ijassa-1507	91	3	correlation	correlation	NOUN
ijassa-1507	91	4	matrix	matrix	NOUN
ijassa-1507	91	5	of	of	ADP
ijassa-1507	91	6	indicators	indicator	NOUN
ijassa-1507	91	7	(	(	PUNCT
ijassa-1507	91	8	süldükar	süldükar	NOUN
ijassa-1507	91	9	)	)	PUNCT
ijassa-1507	92	1	variable	variable	NOUN
ijassa-1507	92	2	r	r	NOUN
ijassa-1507	92	3	q	q	NOUN
ijassa-1507	92	4	l	l	NOUN
ijassa-1507	92	5	x	x	PUNCT
ijassa-1507	92	6	r	r	NOUN
ijassa-1507	92	7	1	1	NUM
ijassa-1507	92	8	0.02	0.02	NUM
ijassa-1507	92	9	-0.07	-0.07	NUM
ijassa-1507	92	10	0.2	0.2	NUM
ijassa-1507	92	11	q	q	NOUN
ijassa-1507	92	12	0.02	0.02	NUM
ijassa-1507	92	13	1.0	1.0	NUM
ijassa-1507	92	14	-0.05	-0.05	NUM
ijassa-1507	92	15	-0.07	-0.07	NUM
ijassa-1507	92	16	l	l	X
ijassa-1507	92	17	-0.07	-0.07	X
ijassa-1507	92	18	-0.05	-0.05	NUM
ijassa-1507	92	19	1.0	1.0	NUM
ijassa-1507	92	20	0.11	0.11	NUM
ijassa-1507	92	21	x	x	SYM
ijassa-1507	92	22	0.2	0.2	NUM
ijassa-1507	92	23	-0.07	-0.07	NUM
ijassa-1507	92	24	0.11	0.11	NUM
ijassa-1507	92	25	1.0	1.0	NUM
ijassa-1507	92	26	table	table	NOUN
ijassa-1507	92	27	2.2	2.2	NUM
ijassa-1507	92	28	correlation	correlation	NOUN
ijassa-1507	92	29	matrix	matrix	NOUN
ijassa-1507	92	30	of	of	ADP
ijassa-1507	92	31	indicators	indicator	NOUN
ijassa-1507	92	32	(	(	PUNCT
ijassa-1507	92	33	ulahana	ulahana	NOUN
ijassa-1507	92	34	)	)	PUNCT
ijassa-1507	92	35	variable	variable	NOUN
ijassa-1507	93	1	r	r	NOUN
ijassa-1507	93	2	q	q	NOUN
ijassa-1507	93	3	l	l	NOUN
ijassa-1507	93	4	x	x	PUNCT
ijassa-1507	93	5	r	r	NOUN
ijassa-1507	93	6	1.00	1.00	NUM
ijassa-1507	93	7	-0.06	-0.06	NUM
ijassa-1507	93	8	-0.02	-0.02	NUM
ijassa-1507	93	9	-0.13	-0.13	NUM
ijassa-1507	93	10	q	q	PROPN
ijassa-1507	93	11	-0.06	-0.06	NUM
ijassa-1507	93	12	1.00	1.00	NUM
ijassa-1507	93	13	-0.06	-0.06	NUM
ijassa-1507	93	14	-0.09	-0.09	NUM
ijassa-1507	93	15	l	l	PROPN
ijassa-1507	93	16	-0.02	-0.02	NUM
ijassa-1507	93	17	-0.06	-0.06	NUM
ijassa-1507	93	18	1.00	1.00	NUM
ijassa-1507	93	19	-0.01	-0.01	NUM
ijassa-1507	93	20	x	x	SYM
ijassa-1507	93	21	-0.13	-0.13	NUM
ijassa-1507	93	22	-0.09	-0.09	NUM
ijassa-1507	93	23	-0.01	-0.01	NUM
ijassa-1507	93	24	1.00	1.00	NUM
ijassa-1507	93	25	the	the	DET
ijassa-1507	93	26	table	table	NOUN
ijassa-1507	93	27	2.3	2.3	NUM
ijassa-1507	93	28	and	and	CCONJ
ijassa-1507	93	29	2.4	2.4	NUM
ijassa-1507	93	30	below	below	ADP
ijassa-1507	93	31	presents	present	VERB
ijassa-1507	93	32	two	two	NUM
ijassa-1507	93	33	different	different	ADJ
ijassa-1507	93	34	tests	test	NOUN
ijassa-1507	93	35	:	:	PUNCT
ijassa-1507	93	36	the	the	DET
ijassa-1507	93	37	kaiser	kaiser	PROPN
ijassa-1507	93	38	-	-	PUNCT
ijassa-1507	93	39	meyer	meyer	PROPN
ijassa-1507	93	40	-	-	PUNCT
ijassa-1507	93	41	olkin	olkin	PROPN
ijassa-1507	93	42	(	(	PUNCT
ijassa-1507	93	43	kmo	kmo	NOUN
ijassa-1507	93	44	)	)	PUNCT
ijassa-1507	93	45	measure	measure	NOUN
ijassa-1507	93	46	of	of	ADP
ijassa-1507	93	47	sampling	sample	VERB
ijassa-1507	93	48	adequacy	adequacy	NOUN
ijassa-1507	93	49	and	and	CCONJ
ijassa-1507	93	50	bartlett	bartlett	PROPN
ijassa-1507	93	51	's	's	PART
ijassa-1507	93	52	test	test	NOUN
ijassa-1507	93	53	of	of	ADP
ijassa-1507	93	54	sphericity	sphericity	NOUN
ijassa-1507	93	55	and	and	CCONJ
ijassa-1507	93	56	bartlett	bartlett	PROPN
ijassa-1507	93	57	's	's	PART
ijassa-1507	93	58	test	test	NOUN
ijassa-1507	93	59	of	of	ADP
ijassa-1507	93	60	sphericity	sphericity	NOUN
ijassa-1507	93	61	for	for	ADP
ijassa-1507	93	62	süldükar	süldükar	NOUN
ijassa-1507	93	63	and	and	CCONJ
ijassa-1507	93	64	ulahan	ulahan	PROPN
ijassa-1507	93	65	respectively	respectively	ADV
ijassa-1507	93	66	,	,	PUNCT
ijassa-1507	93	67	found	find	VERB
ijassa-1507	93	68	using	use	VERB
ijassa-1507	93	69	statistics	statistic	NOUN
ijassa-1507	93	70	.	.	PUNCT
ijassa-1507	94	1	table	table	NOUN
ijassa-1507	94	2	2.3	2.3	NUM
ijassa-1507	94	3	kmo	kmo	NOUN
ijassa-1507	94	4	and	and	CCONJ
ijassa-1507	94	5	bartlett	bartlett	PROPN
ijassa-1507	94	6	’s	’s	PART
ijassa-1507	94	7	(	(	PUNCT
ijassa-1507	94	8	süldükar	süldükar	PROPN
ijassa-1507	94	9	)	)	PUNCT
ijassa-1507	94	10	kmo	kmo	PROPN
ijassa-1507	94	11	0,461	0,461	NUM
ijassa-1507	94	12	bartlett	bartlett	PROPN
ijassa-1507	94	13	’s	’s	PART
ijassa-1507	94	14	test	test	NOUN
ijassa-1507	94	15	of	of	ADP
ijassa-1507	94	16	sphericity	sphericity	PROPN
ijassa-1507	94	17	approx.chi	approx.chi	PROPN
ijassa-1507	94	18	-	-	PUNCT
ijassa-1507	94	19	square	square	ADJ
ijassa-1507	94	20	2.956	2.956	NUM
ijassa-1507	94	21	df	df	PROPN
ijassa-1507	94	22	6	6	NUM
ijassa-1507	94	23	sig	sig	NOUN
ijassa-1507	94	24	.	.	PUNCT
ijassa-1507	95	1	0.814	0.814	NUM
ijassa-1507	95	2	table	table	NOUN
ijassa-1507	95	3	2.4	2.4	NUM
ijassa-1507	95	4	kmo	kmo	NOUN
ijassa-1507	95	5	and	and	CCONJ
ijassa-1507	95	6	bartlett	bartlett	PROPN
ijassa-1507	95	7	’s	’s	PART
ijassa-1507	95	8	(	(	PUNCT
ijassa-1507	95	9	ulahana	ulahana	PROPN
ijassa-1507	95	10	)	)	PUNCT
ijassa-1507	95	11	kmo	kmo	PROPN
ijassa-1507	95	12	0.456	0.456	NUM
ijassa-1507	95	13	bartlett	bartlett	PROPN
ijassa-1507	95	14	’s	’s	PART
ijassa-1507	95	15	test	test	NOUN
ijassa-1507	95	16	of	of	ADP
ijassa-1507	95	17	sphericity	sphericity	PROPN
ijassa-1507	95	18	approx.chi	approx.chi	PROPN
ijassa-1507	95	19	-	-	PUNCT
ijassa-1507	95	20	square	square	ADJ
ijassa-1507	95	21	3.336	3.336	NUM
ijassa-1507	95	22	df	df	PROPN
ijassa-1507	95	23	6	6	NUM
ijassa-1507	95	24	sig	sig	NOUN
ijassa-1507	95	25	.	.	PUNCT
ijassa-1507	96	1	0.766	0.766	NUM
ijassa-1507	96	2	both	both	DET
ijassa-1507	96	3	tables	table	NOUN
ijassa-1507	96	4	do	do	AUX
ijassa-1507	96	5	not	not	PART
ijassa-1507	96	6	show	show	VERB
ijassa-1507	96	7	high	high	ADJ
ijassa-1507	96	8	values	value	NOUN
ijassa-1507	96	9	of	of	ADP
ijassa-1507	96	10	correlations	correlation	NOUN
ijassa-1507	96	11	,	,	PUNCT
ijassa-1507	96	12	therefore	therefore	ADV
ijassa-1507	96	13	,	,	PUNCT
ijassa-1507	96	14	the	the	DET
ijassa-1507	96	15	variables	variable	NOUN
ijassa-1507	96	16	are	be	AUX
ijassa-1507	96	17	not	not	PART
ijassa-1507	96	18	correlated	correlate	VERB
ijassa-1507	96	19	with	with	ADP
ijassa-1507	96	20	the	the	DET
ijassa-1507	96	21	same	same	ADJ
ijassa-1507	96	22	factors	factor	NOUN
ijassa-1507	96	23	.	.	PUNCT
ijassa-1507	97	1	we	we	PRON
ijassa-1507	97	2	accept	accept	VERB
ijassa-1507	97	3	the	the	DET
ijassa-1507	97	4	null	null	ADJ
ijassa-1507	97	5	hypothesis	hypothesis	NOUN
ijassa-1507	97	6	in	in	ADP
ijassa-1507	97	7	both	both	DET
ijassa-1507	97	8	cases	case	NOUN
ijassa-1507	97	9	according	accord	VERB
ijassa-1507	97	10	to	to	ADP
ijassa-1507	97	11	bartlett	bartlett	PROPN
ijassa-1507	97	12	's	's	PART
ijassa-1507	97	13	criterion	criterion	NOUN
ijassa-1507	97	14	of	of	ADP
ijassa-1507	97	15	sphericity	sphericity	NOUN
ijassa-1507	97	16	.	.	PUNCT
ijassa-1507	98	1	the	the	DET
ijassa-1507	98	2	approximate	approximate	ADJ
ijassa-1507	98	3	values	value	NOUN
ijassa-1507	98	4	of	of	ADP
ijassa-1507	98	5	𝜒	𝜒	NUM
ijassa-1507	98	6	statistics	statistic	NOUN
ijassa-1507	98	7	are	be	AUX
ijassa-1507	98	8	2.956	2.956	NUM
ijassa-1507	98	9	and	and	CCONJ
ijassa-1507	98	10	3.336	3.336	NUM
ijassa-1507	98	11	respectively	respectively	ADV
ijassa-1507	98	12	with	with	ADP
ijassa-1507	98	13	6	6	NUM
ijassa-1507	98	14	machine	machine	NOUN
ijassa-1507	98	15	learning	learning	NOUN
ijassa-1507	98	16	and	and	CCONJ
ijassa-1507	98	17	geometric	geometric	ADJ
ijassa-1507	98	18	mathematical	mathematical	ADJ
ijassa-1507	98	19	models	model	NOUN
ijassa-1507	98	20	…	…	PUNCT
ijassa-1507	98	21	183	183	NUM
ijassa-1507	98	22	copyright	copyright	NOUN
ijassa-1507	98	23	©	©	PROPN
ijassa-1507	98	24	2023	2023	NUM
ijassa-1507	98	25	assa	assa	PROPN
ijassa-1507	98	26	adv	adv	PROPN
ijassa-1507	98	27	.	.	PUNCT
ijassa-1507	99	1	in	in	ADP
ijassa-1507	99	2	systems	system	NOUN
ijassa-1507	99	3	science	science	NOUN
ijassa-1507	99	4	and	and	CCONJ
ijassa-1507	99	5	appl	appl	NOUN
ijassa-1507	99	6	.	.	PUNCT
ijassa-1507	100	1	(	(	PUNCT
ijassa-1507	100	2	2023	2023	NUM
ijassa-1507	100	3	)	)	PUNCT
ijassa-1507	100	4	degrees	degree	NOUN
ijassa-1507	100	5	of	of	ADP
ijassa-1507	100	6	freedom	freedom	NOUN
ijassa-1507	100	7	,	,	PUNCT
ijassa-1507	100	8	they	they	PRON
ijassa-1507	100	9	are	be	AUX
ijassa-1507	100	10	insignificant	insignificant	ADJ
ijassa-1507	100	11	at	at	ADP
ijassa-1507	100	12	0.05	0.05	NUM
ijassa-1507	100	13	level	level	NOUN
ijassa-1507	100	14	of	of	ADP
ijassa-1507	100	15	significance	significance	NOUN
ijassa-1507	100	16	.	.	PUNCT
ijassa-1507	101	1	the	the	DET
ijassa-1507	101	2	values	value	NOUN
ijassa-1507	101	3	of	of	ADP
ijassa-1507	101	4	kmo	kmo	PROPN
ijassa-1507	101	5	statistics	statistic	NOUN
ijassa-1507	101	6	(	(	PUNCT
ijassa-1507	101	7	0.461	0.461	NUM
ijassa-1507	101	8	and	and	CCONJ
ijassa-1507	101	9	0.456	0.456	NUM
ijassa-1507	101	10	)	)	PUNCT
ijassa-1507	101	11	are	be	AUX
ijassa-1507	101	12	also	also	ADV
ijassa-1507	101	13	smaller	small	ADJ
ijassa-1507	101	14	(	(	PUNCT
ijassa-1507	101	15	<	<	X
ijassa-1507	101	16	0.5	0.5	NUM
ijassa-1507	101	17	)	)	PUNCT
ijassa-1507	101	18	;	;	PUNCT
ijassa-1507	101	19	significance	significance	NOUN
ijassa-1507	101	20	0.814	0.814	NUM
ijassa-1507	101	21	and	and	CCONJ
ijassa-1507	101	22	0.766	0.766	NUM
ijassa-1507	101	23	.	.	PUNCT
ijassa-1507	102	1	thus	thus	ADV
ijassa-1507	102	2	,	,	PUNCT
ijassa-1507	102	3	it	it	PRON
ijassa-1507	102	4	is	be	AUX
ijassa-1507	102	5	questionable	questionable	ADJ
ijassa-1507	102	6	to	to	PART
ijassa-1507	102	7	consider	consider	VERB
ijassa-1507	102	8	factor	factor	NOUN
ijassa-1507	102	9	analysis	analysis	NOUN
ijassa-1507	102	10	as	as	ADP
ijassa-1507	102	11	an	an	DET
ijassa-1507	102	12	acceptable	acceptable	ADJ
ijassa-1507	102	13	method	method	NOUN
ijassa-1507	102	14	for	for	ADP
ijassa-1507	102	15	analyzing	analyze	VERB
ijassa-1507	102	16	correlation	correlation	NOUN
ijassa-1507	102	17	matrix	matrix	NOUN
ijassa-1507	102	18	data	datum	NOUN
ijassa-1507	102	19	.	.	PUNCT
ijassa-1507	103	1	tables	table	NOUN
ijassa-1507	103	2	2.5	2.5	NUM
ijassa-1507	103	3	,	,	PUNCT
ijassa-1507	103	4	2.6	2.6	NUM
ijassa-1507	103	5	show	show	VERB
ijassa-1507	103	6	the	the	DET
ijassa-1507	103	7	eigenvalue	eigenvalue	PROPN
ijassa-1507	103	8	tables	table	NOUN
ijassa-1507	103	9	and	and	CCONJ
ijassa-1507	103	10	figures	figure	NOUN
ijassa-1507	103	11	2.1	2.1	NUM
ijassa-1507	103	12	,	,	PUNCT
ijassa-1507	103	13	2.2	2.2	NUM
ijassa-1507	103	14	stony	stony	PROPN
ijassa-1507	103	15	scree	scree	ADJ
ijassa-1507	103	16	plots	plot	NOUN
ijassa-1507	103	17	for	for	ADP
ijassa-1507	103	18	süldükar	süldükar	NOUN
ijassa-1507	103	19	and	and	CCONJ
ijassa-1507	103	20	ulahan	ulahan	ADJ
ijassa-1507	103	21	,	,	PUNCT
ijassa-1507	103	22	respectively	respectively	ADV
ijassa-1507	103	23	,	,	PUNCT
ijassa-1507	103	24	plotted	plot	VERB
ijassa-1507	103	25	using	use	VERB
ijassa-1507	103	26	statistica	statistica	PROPN
ijassa-1507	103	27	program	program	PROPN
ijassa-1507	103	28	.	.	PUNCT
ijassa-1507	104	1	table	table	NOUN
ijassa-1507	104	2	2.5	2.5	NUM
ijassa-1507	104	3	table	table	NOUN
ijassa-1507	104	4	of	of	ADP
ijassa-1507	104	5	eigenvalues	eigenvalues	PROPN
ijassa-1507	104	6	(	(	PUNCT
ijassa-1507	104	7	süldükar	süldükar	NOUN
ijassa-1507	104	8	)	)	PUNCT
ijassa-1507	104	9	the	the	DET
ijassa-1507	104	10	initial	initial	ADJ
ijassa-1507	104	11	eigenvalues	eigenvalue	VERB
ijassa-1507	104	12	component	component	NOUN
ijassa-1507	104	13	total	total	ADJ
ijassa-1507	104	14	%	%	NOUN
ijassa-1507	104	15	variance	variance	NOUN
ijassa-1507	104	16	total	total	NOUN
ijassa-1507	104	17	%	%	NOUN
ijassa-1507	104	18	1	1	NUM
ijassa-1507	104	19	1,213	1,213	NUM
ijassa-1507	104	20	30,328	30,328	NUM
ijassa-1507	104	21	30,328	30,328	NUM
ijassa-1507	104	22	2	2	NUM
ijassa-1507	104	23	1,101	1,101	NUM
ijassa-1507	104	24	27,526	27,526	NUM
ijassa-1507	104	25	57,853	57,853	NUM
ijassa-1507	104	26	3	3	NUM
ijassa-1507	104	27	0,951	0,951	NUM
ijassa-1507	104	28	23,786	23,786	NUM
ijassa-1507	104	29	81,640	81,640	NUM
ijassa-1507	104	30	4	4	NUM
ijassa-1507	104	31	0,734	0,734	NUM
ijassa-1507	104	32	13,360	13,360	NUM
ijassa-1507	104	33	100,000	100,000	NUM
ijassa-1507	104	34	fig	fig	NOUN
ijassa-1507	104	35	.	.	PUNCT
ijassa-1507	105	1	2.1	2.1	NUM
ijassa-1507	105	2	.	.	PUNCT
ijassa-1507	105	3	graph	graph	NOUN
ijassa-1507	105	4	of	of	ADP
ijassa-1507	105	5	rocky	rocky	ADJ
ijassa-1507	105	6	scree	scree	NOUN
ijassa-1507	105	7	(	(	PUNCT
ijassa-1507	105	8	süldücar	süldücar	NOUN
ijassa-1507	105	9	)	)	PUNCT
ijassa-1507	105	10	table	table	NOUN
ijassa-1507	105	11	2.6	2.6	NUM
ijassa-1507	105	12	table	table	NOUN
ijassa-1507	105	13	of	of	ADP
ijassa-1507	105	14	eigenvalues	eigenvalues	PROPN
ijassa-1507	105	15	(	(	PUNCT
ijassa-1507	105	16	ulahana	ulahana	PROPN
ijassa-1507	105	17	)	)	PUNCT
ijassa-1507	105	18	the	the	DET
ijassa-1507	105	19	initial	initial	ADJ
ijassa-1507	105	20	eigenvalues	eigenvalue	VERB
ijassa-1507	105	21	component	component	NOUN
ijassa-1507	105	22	total	total	ADJ
ijassa-1507	105	23	%	%	NOUN
ijassa-1507	105	24	variance	variance	NOUN
ijassa-1507	105	25	total	total	NOUN
ijassa-1507	105	26	%	%	NOUN
ijassa-1507	105	27	1	1	NUM
ijassa-1507	105	28	1,133	1,133	NUM
ijassa-1507	105	29	28,321	28,321	NUM
ijassa-1507	105	30	28,321	28,321	NUM
ijassa-1507	105	31	2	2	NUM
ijassa-1507	105	32	1,077	1,077	NUM
ijassa-1507	105	33	26,919	26,919	NUM
ijassa-1507	105	34	55,240	55,240	NUM
ijassa-1507	105	35	3	3	NUM
ijassa-1507	105	36	0,988	0,988	NUM
ijassa-1507	105	37	24,688	24,688	NUM
ijassa-1507	105	38	79,927	79,927	NUM
ijassa-1507	105	39	4	4	NUM
ijassa-1507	105	40	0,803	0,803	NUM
ijassa-1507	105	41	20,073	20,073	NUM
ijassa-1507	105	42	100,000	100,000	NUM
ijassa-1507	105	43	184	184	NUM
ijassa-1507	105	44	n.	n.	PROPN
ijassa-1507	105	45	gabdrakhmanova	gabdrakhmanova	PROPN
ijassa-1507	105	46	,	,	PUNCT
ijassa-1507	105	47	p.	p.	NOUN
ijassa-1507	105	48	klimtsev	klimtsev	NOUN
ijassa-1507	105	49	copyright	copyright	NOUN
ijassa-1507	105	50	©	©	PROPN
ijassa-1507	105	51	2023	2023	NUM
ijassa-1507	105	52	assa	assa	PROPN
ijassa-1507	105	53	adv	adv	PROPN
ijassa-1507	105	54	.	.	PUNCT
ijassa-1507	106	1	in	in	ADP
ijassa-1507	106	2	systems	system	NOUN
ijassa-1507	106	3	science	science	NOUN
ijassa-1507	106	4	and	and	CCONJ
ijassa-1507	106	5	appl	appl	NOUN
ijassa-1507	106	6	.	.	PUNCT
ijassa-1507	107	1	(	(	PUNCT
ijassa-1507	107	2	2023	2023	NUM
ijassa-1507	107	3	)	)	PUNCT
ijassa-1507	107	4	fig	fig	NOUN
ijassa-1507	107	5	.	.	PUNCT
ijassa-1507	108	1	2.2	2.2	NUM
ijassa-1507	108	2	.	.	PUNCT
ijassa-1507	109	1	graph	graph	NOUN
ijassa-1507	109	2	of	of	ADP
ijassa-1507	109	3	rocky	rocky	ADJ
ijassa-1507	109	4	scree	scree	NOUN
ijassa-1507	109	5	(	(	PUNCT
ijassa-1507	109	6	ulahana	ulahana	PROPN
ijassa-1507	109	7	)	)	PUNCT
ijassa-1507	109	8	the	the	DET
ijassa-1507	109	9	result	result	NOUN
ijassa-1507	109	10	of	of	ADP
ijassa-1507	109	11	this	this	DET
ijassa-1507	109	12	clustering	clustering	NOUN
ijassa-1507	109	13	method	method	NOUN
ijassa-1507	109	14	is	be	AUX
ijassa-1507	109	15	as	as	SCONJ
ijassa-1507	109	16	follows	follow	VERB
ijassa-1507	109	17	:	:	PUNCT
ijassa-1507	109	18	süldükar	süldükar	NOUN
ijassa-1507	109	19	32	32	NUM
ijassa-1507	109	20	out	out	ADP
ijassa-1507	109	21	of	of	ADP
ijassa-1507	109	22	46	46	NUM
ijassa-1507	109	23	,	,	PUNCT
ijassa-1507	109	24	ulahan	ulahan	ADV
ijassa-1507	109	25	37	37	NUM
ijassa-1507	109	26	out	out	ADP
ijassa-1507	109	27	of	of	ADP
ijassa-1507	109	28	103	103	NUM
ijassa-1507	109	29	.	.	PUNCT
ijassa-1507	110	1	in	in	ADP
ijassa-1507	110	2	summary	summary	NOUN
ijassa-1507	110	3	,	,	PUNCT
ijassa-1507	110	4	the	the	DET
ijassa-1507	110	5	classification	classification	NOUN
ijassa-1507	110	6	accuracy	accuracy	NOUN
ijassa-1507	110	7	of	of	ADP
ijassa-1507	110	8	the	the	DET
ijassa-1507	110	9	factor	factor	NOUN
ijassa-1507	110	10	analysis	analysis	NOUN
ijassa-1507	110	11	method	method	NOUN
ijassa-1507	110	12	was	be	AUX
ijassa-1507	110	13	approximately	approximately	ADV
ijassa-1507	110	14	46.3	46.3	NUM
ijassa-1507	110	15	%	%	NOUN
ijassa-1507	110	16	.	.	PUNCT
ijassa-1507	111	1	2.2	2.2	NUM
ijassa-1507	111	2	.	.	PUNCT
ijassa-1507	111	3	neural	neural	ADJ
ijassa-1507	111	4	network	network	NOUN
ijassa-1507	111	5	models	model	NOUN
ijassa-1507	111	6	tuples	tuple	NOUN
ijassa-1507	111	7	were	be	AUX
ijassa-1507	111	8	used	use	VERB
ijassa-1507	111	9	to	to	PART
ijassa-1507	111	10	build	build	VERB
ijassa-1507	111	11	and	and	CCONJ
ijassa-1507	111	12	implement	implement	VERB
ijassa-1507	111	13	the	the	DET
ijassa-1507	111	14	neural	neural	ADJ
ijassa-1507	111	15	network	network	NOUN
ijassa-1507	111	16	model	model	NOUN
ijassa-1507	111	17	<	<	X
ijassa-1507	111	18	x	x	X
ijassa-1507	111	19	,	,	PUNCT
ijassa-1507	111	20	y	y	PROPN
ijassa-1507	111	21	>	>	X
ijassa-1507	111	22	:	:	PUNCT
ijassa-1507	111	23	input	input	NOUN
ijassa-1507	111	24	vector	vector	NOUN
ijassa-1507	111	25	x	x	PUNCT
ijassa-1507	111	26	consisting	consist	VERB
ijassa-1507	111	27	of	of	ADP
ijassa-1507	111	28	10	10	NUM
ijassa-1507	111	29	elements	element	NOUN
ijassa-1507	111	30	(	(	PUNCT
ijassa-1507	111	31	geologic	geologic	ADJ
ijassa-1507	111	32	features	feature	NOUN
ijassa-1507	111	33	)	)	PUNCT
ijassa-1507	111	34	,	,	PUNCT
ijassa-1507	111	35	one	one	NUM
ijassa-1507	111	36	output	output	NOUN
ijassa-1507	111	37	y	y	NOUN
ijassa-1507	111	38	producing	produce	VERB
ijassa-1507	111	39	0	0	NUM
ijassa-1507	111	40	or	or	CCONJ
ijassa-1507	111	41	1	1	NUM
ijassa-1507	111	42	(	(	PUNCT
ijassa-1507	111	43	class	class	NOUN
ijassa-1507	111	44	number	number	NOUN
ijassa-1507	111	45	–	–	PUNCT
ijassa-1507	111	46	süldükar	süldükar	NOUN
ijassa-1507	111	47	and	and	CCONJ
ijassa-1507	111	48	ulahan	ulahan	NOUN
ijassa-1507	111	49	respectively	respectively	ADV
ijassa-1507	111	50	)	)	PUNCT
ijassa-1507	111	51	.	.	PUNCT
ijassa-1507	112	1	neural	neural	ADJ
ijassa-1507	112	2	networks	network	NOUN
ijassa-1507	112	3	of	of	ADP
ijassa-1507	112	4	multilayer	multilayer	ADJ
ijassa-1507	112	5	perceptron	perceptron	PROPN
ijassa-1507	112	6	(	(	PUNCT
ijassa-1507	112	7	mlp	mlp	NOUN
ijassa-1507	112	8	)	)	PUNCT
ijassa-1507	112	9	architecture	architecture	NOUN
ijassa-1507	112	10	were	be	AUX
ijassa-1507	112	11	chosen	choose	VERB
ijassa-1507	112	12	to	to	PART
ijassa-1507	112	13	solve	solve	VERB
ijassa-1507	112	14	the	the	DET
ijassa-1507	112	15	problem	problem	NOUN
ijassa-1507	112	16	.	.	PUNCT
ijassa-1507	113	1	deep	deep	ADJ
ijassa-1507	113	2	learning	learn	VERB
ijassa-1507	113	3	neural	neural	ADJ
ijassa-1507	113	4	network	network	NOUN
ijassa-1507	113	5	was	be	AUX
ijassa-1507	113	6	not	not	PART
ijassa-1507	113	7	considered	consider	VERB
ijassa-1507	113	8	because	because	SCONJ
ijassa-1507	113	9	the	the	DET
ijassa-1507	113	10	data	data	NOUN
ijassa-1507	113	11	sample	sample	NOUN
ijassa-1507	113	12	size	size	NOUN
ijassa-1507	113	13	is	be	AUX
ijassa-1507	113	14	small	small	ADJ
ijassa-1507	113	15	.	.	PUNCT
ijassa-1507	114	1	the	the	DET
ijassa-1507	114	2	architecture	architecture	NOUN
ijassa-1507	114	3	and	and	CCONJ
ijassa-1507	114	4	parameters	parameter	NOUN
ijassa-1507	114	5	of	of	ADP
ijassa-1507	114	6	the	the	DET
ijassa-1507	114	7	constructed	constructed	ADJ
ijassa-1507	114	8	mlp	mlp	NOUN
ijassa-1507	114	9	:	:	PUNCT
ijassa-1507	114	10	two	two	NUM
ijassa-1507	114	11	hidden	hidden	ADJ
ijassa-1507	114	12	layers	layer	NOUN
ijassa-1507	114	13	of	of	ADP
ijassa-1507	114	14	dimensionality	dimensionality	NOUN
ijassa-1507	114	15	20	20	NUM
ijassa-1507	114	16	and	and	CCONJ
ijassa-1507	114	17	15	15	NUM
ijassa-1507	114	18	neurons	neuron	NOUN
ijassa-1507	114	19	respectively	respectively	ADV
ijassa-1507	114	20	,	,	PUNCT
ijassa-1507	114	21	one	one	NUM
ijassa-1507	114	22	output	output	NOUN
ijassa-1507	114	23	producing	produce	VERB
ijassa-1507	114	24	0	0	NUM
ijassa-1507	114	25	or	or	CCONJ
ijassa-1507	114	26	1	1	NUM
ijassa-1507	114	27	(	(	PUNCT
ijassa-1507	114	28	class	class	NOUN
ijassa-1507	114	29	number	number	NOUN
ijassa-1507	114	30	süldükar	süldükar	NOUN
ijassa-1507	114	31	and	and	CCONJ
ijassa-1507	114	32	ulahan	ulahan	NOUN
ijassa-1507	114	33	respectively	respectively	ADV
ijassa-1507	114	34	)	)	PUNCT
ijassa-1507	114	35	,	,	PUNCT
ijassa-1507	114	36	number	number	NOUN
ijassa-1507	114	37	of	of	ADP
ijassa-1507	114	38	epochs	epoch	NOUN
ijassa-1507	114	39	200	200	NUM
ijassa-1507	114	40	,	,	PUNCT
ijassa-1507	114	41	learning	learn	VERB
ijassa-1507	114	42	rate	rate	NOUN
ijassa-1507	114	43	0.2	0.2	NUM
ijassa-1507	114	44	(	(	PUNCT
ijassa-1507	114	45	const	const	NOUN
ijassa-1507	114	46	)	)	PUNCT
ijassa-1507	114	47	,	,	PUNCT
ijassa-1507	114	48	activation	activation	NOUN
ijassa-1507	114	49	function	function	NOUN
ijassa-1507	114	50	logic	logic	NOUN
ijassa-1507	114	51	function	function	NOUN
ijassa-1507	114	52	(	(	PUNCT
ijassa-1507	114	53	sigmoid	sigmoid	NOUN
ijassa-1507	114	54	)	)	PUNCT
ijassa-1507	114	55	.	.	PUNCT
ijassa-1507	115	1	65	65	NUM
ijassa-1507	115	2	%	%	NOUN
ijassa-1507	115	3	of	of	ADP
ijassa-1507	115	4	the	the	DET
ijassa-1507	115	5	total	total	ADJ
ijassa-1507	115	6	data	data	NOUN
ijassa-1507	115	7	sample	sample	NOUN
ijassa-1507	115	8	was	be	AUX
ijassa-1507	115	9	used	use	VERB
ijassa-1507	115	10	for	for	ADP
ijassa-1507	115	11	training	train	VERB
ijassa-1507	115	12	the	the	DET
ijassa-1507	115	13	neural	neural	ADJ
ijassa-1507	115	14	network	network	NOUN
ijassa-1507	115	15	,	,	PUNCT
ijassa-1507	115	16	while	while	SCONJ
ijassa-1507	115	17	the	the	DET
ijassa-1507	115	18	remaining	remain	VERB
ijassa-1507	115	19	35	35	NUM
ijassa-1507	115	20	%	%	NOUN
ijassa-1507	115	21	(	(	PUNCT
ijassa-1507	115	22	53	53	NUM
ijassa-1507	115	23	wells	well	NOUN
ijassa-1507	115	24	)	)	PUNCT
ijassa-1507	115	25	was	be	AUX
ijassa-1507	115	26	used	use	VERB
ijassa-1507	115	27	for	for	ADP
ijassa-1507	115	28	testing	test	VERB
ijassa-1507	115	29	the	the	DET
ijassa-1507	115	30	network	network	NOUN
ijassa-1507	115	31	.	.	PUNCT
ijassa-1507	116	1	the	the	DET
ijassa-1507	116	2	model	model	NOUN
ijassa-1507	116	3	was	be	AUX
ijassa-1507	116	4	implemented	implement	VERB
ijassa-1507	116	5	using	use	VERB
ijassa-1507	116	6	the	the	DET
ijassa-1507	116	7	open	open	ADJ
ijassa-1507	116	8	-	-	PUNCT
ijassa-1507	116	9	source	source	NOUN
ijassa-1507	116	10	web	web	NOUN
ijassa-1507	116	11	application	application	NOUN
ijassa-1507	116	12	jupyter	jupyter	NOUN
ijassa-1507	116	13	notebook	notebook	NOUN
ijassa-1507	116	14	in	in	ADP
ijassa-1507	116	15	the	the	DET
ijassa-1507	116	16	python	python	NOUN
ijassa-1507	116	17	programming	programming	NOUN
ijassa-1507	116	18	language	language	NOUN
ijassa-1507	116	19	.	.	PUNCT
ijassa-1507	117	1	the	the	DET
ijassa-1507	117	2	mlp	mlp	PROPN
ijassa-1507	117	3	multilayer	multilayer	PROPN
ijassa-1507	117	4	perceptron	perceptron	PROPN
ijassa-1507	117	5	model	model	PROPN
ijassa-1507	117	6	performed	perform	VERB
ijassa-1507	117	7	better	well	ADV
ijassa-1507	117	8	than	than	ADP
ijassa-1507	117	9	the	the	DET
ijassa-1507	117	10	factor	factor	NOUN
ijassa-1507	117	11	analysis	analysis	NOUN
ijassa-1507	117	12	method	method	NOUN
ijassa-1507	117	13	,	,	PUNCT
ijassa-1507	117	14	namely	namely	ADV
ijassa-1507	117	15	,	,	PUNCT
ijassa-1507	117	16	the	the	DET
ijassa-1507	117	17	total	total	ADJ
ijassa-1507	117	18	percentage	percentage	NOUN
ijassa-1507	117	19	of	of	ADP
ijassa-1507	117	20	correctly	correctly	ADV
ijassa-1507	117	21	classified	classified	ADJ
ijassa-1507	117	22	objects	object	NOUN
ijassa-1507	117	23	,	,	PUNCT
ijassa-1507	117	24	i.e.	i.e.	X
ijassa-1507	117	25	wells	well	NOUN
ijassa-1507	117	26	,	,	PUNCT
ijassa-1507	117	27	in	in	ADP
ijassa-1507	117	28	the	the	DET
ijassa-1507	117	29	two	two	NUM
ijassa-1507	117	30	classes	class	NOUN
ijassa-1507	117	31	was	be	AUX
ijassa-1507	117	32	approximately	approximately	ADV
ijassa-1507	117	33	85	85	NUM
ijassa-1507	117	34	%	%	NOUN
ijassa-1507	117	35	while	while	SCONJ
ijassa-1507	117	36	the	the	DET
ijassa-1507	117	37	factor	factor	NOUN
ijassa-1507	117	38	model	model	NOUN
ijassa-1507	117	39	performed	perform	VERB
ijassa-1507	117	40	approximately	approximately	ADV
ijassa-1507	117	41	46	46	NUM
ijassa-1507	117	42	%	%	NOUN
ijassa-1507	117	43	.	.	PUNCT
ijassa-1507	118	1	2.3	2.3	NUM
ijassa-1507	118	2	.	.	PUNCT
ijassa-1507	119	1	modelling	model	VERB
ijassa-1507	119	2	using	use	VERB
ijassa-1507	119	3	differential	differential	ADJ
ijassa-1507	119	4	geometry	geometry	NOUN
ijassa-1507	119	5	methods	method	NOUN
ijassa-1507	119	6	to	to	PART
ijassa-1507	119	7	solve	solve	VERB
ijassa-1507	119	8	the	the	DET
ijassa-1507	119	9	problem	problem	NOUN
ijassa-1507	119	10	,	,	PUNCT
ijassa-1507	119	11	we	we	PRON
ijassa-1507	119	12	used	use	VERB
ijassa-1507	119	13	methods	method	NOUN
ijassa-1507	119	14	of	of	ADP
ijassa-1507	119	15	graph	graph	NOUN
ijassa-1507	119	16	curvature	curvature	NOUN
ijassa-1507	119	17	estimation	estimation	NOUN
ijassa-1507	119	18	using	use	VERB
ijassa-1507	119	19	the	the	DET
ijassa-1507	119	20	watts	watt	NOUN
ijassa-1507	119	21	–	–	PUNCT
ijassa-1507	119	22	strogatz	strogatz	ADJ
ijassa-1507	119	23	formula	formula	NOUN
ijassa-1507	119	24	.	.	PUNCT
ijassa-1507	120	1	curvature	curvature	NOUN
ijassa-1507	120	2	estimates	estimate	NOUN
ijassa-1507	120	3	were	be	AUX
ijassa-1507	120	4	found	find	VERB
ijassa-1507	120	5	for	for	ADP
ijassa-1507	120	6	each	each	DET
ijassa-1507	120	7	cluster	cluster	NOUN
ijassa-1507	120	8	separately	separately	ADV
ijassa-1507	120	9	.	.	PUNCT
ijassa-1507	121	1	first	first	ADV
ijassa-1507	121	2	,	,	PUNCT
ijassa-1507	121	3	we	we	PRON
ijassa-1507	121	4	switched	switch	VERB
ijassa-1507	121	5	from	from	ADP
ijassa-1507	121	6	continuous	continuous	ADJ
ijassa-1507	121	7	space	space	NOUN
ijassa-1507	121	8	to	to	PART
ijassa-1507	121	9	discrete	discrete	VERB
ijassa-1507	121	10	space	space	NOUN
ijassa-1507	121	11	and	and	CCONJ
ijassa-1507	121	12	constructed	construct	VERB
ijassa-1507	121	13	a	a	DET
ijassa-1507	121	14	complete	complete	ADJ
ijassa-1507	121	15	graph	graph	NOUN
ijassa-1507	121	16	.	.	PUNCT
ijassa-1507	122	1	each	each	DET
ijassa-1507	122	2	vertex	vertex	NOUN
ijassa-1507	122	3	of	of	ADP
ijassa-1507	122	4	the	the	DET
ijassa-1507	122	5	graph	graph	NOUN
ijassa-1507	122	6	was	be	AUX
ijassa-1507	122	7	assigned	assign	VERB
ijassa-1507	122	8	one	one	NUM
ijassa-1507	122	9	of	of	ADP
ijassa-1507	122	10	10	10	NUM
ijassa-1507	122	11	features	feature	NOUN
ijassa-1507	122	12	and	and	CCONJ
ijassa-1507	122	13	connected	connect	VERB
ijassa-1507	122	14	all	all	DET
ijassa-1507	122	15	vertices	vertex	NOUN
ijassa-1507	122	16	in	in	ADP
ijassa-1507	122	17	pairs	pair	NOUN
ijassa-1507	122	18	by	by	ADP
ijassa-1507	122	19	edges	edge	NOUN
ijassa-1507	122	20	.	.	PUNCT
ijassa-1507	123	1	each	each	DET
ijassa-1507	123	2	edge	edge	NOUN
ijassa-1507	123	3	has	have	VERB
ijassa-1507	123	4	a	a	DET
ijassa-1507	123	5	weight	weight	NOUN
ijassa-1507	123	6	equal	equal	ADJ
ijassa-1507	123	7	to	to	ADP
ijassa-1507	123	8	the	the	DET
ijassa-1507	123	9	sample	sample	NOUN
ijassa-1507	123	10	correlation	correlation	NOUN
ijassa-1507	123	11	coefficient	coefficient	NOUN
ijassa-1507	123	12	of	of	ADP
ijassa-1507	123	13	adjacent	adjacent	ADJ
ijassa-1507	123	14	vertices	vertex	NOUN
ijassa-1507	123	15	.	.	PUNCT
ijassa-1507	124	1	the	the	DET
ijassa-1507	124	2	constructed	construct	VERB
ijassa-1507	124	3	graph	graph	NOUN
ijassa-1507	124	4	is	be	AUX
ijassa-1507	124	5	called	call	VERB
ijassa-1507	124	6	a	a	DET
ijassa-1507	124	7	correlation	correlation	NOUN
ijassa-1507	124	8	network	network	NOUN
ijassa-1507	124	9	.	.	PUNCT
ijassa-1507	125	1	algorithm	algorithm	NOUN
ijassa-1507	125	2	1	1	NUM
ijassa-1507	125	3	step	step	NOUN
ijassa-1507	125	4	1	1	NUM
ijassa-1507	125	5	.	.	PUNCT
ijassa-1507	125	6	construct	construct	VERB
ijassa-1507	125	7	the	the	DET
ijassa-1507	125	8	correlation	correlation	NOUN
ijassa-1507	125	9	network	network	NOUN
ijassa-1507	125	10	.	.	PUNCT
ijassa-1507	126	1	step	step	NOUN
ijassa-1507	126	2	2	2	NUM
ijassa-1507	126	3	.	.	PUNCT
ijassa-1507	126	4	remove	remove	VERB
ijassa-1507	126	5	edges	edge	NOUN
ijassa-1507	126	6	with	with	ADP
ijassa-1507	126	7	weight	weight	NOUN
ijassa-1507	126	8	less	less	ADJ
ijassa-1507	126	9	than	than	ADP
ijassa-1507	126	10	h	h	NOUN
ijassa-1507	126	11	,	,	PUNCT
ijassa-1507	126	12	where	where	SCONJ
ijassa-1507	126	13	h	h	NOUN
ijassa-1507	126	14	is	be	AUX
ijassa-1507	126	15	the	the	DET
ijassa-1507	126	16	selected	select	VERB
ijassa-1507	126	17	threshold	threshold	NOUN
ijassa-1507	126	18	value	value	NOUN
ijassa-1507	126	19	.	.	PUNCT
ijassa-1507	127	1	step	step	NOUN
ijassa-1507	127	2	3	3	NUM
ijassa-1507	127	3	.	.	PUNCT
ijassa-1507	128	1	for	for	ADP
ijassa-1507	128	2	the	the	DET
ijassa-1507	128	3	resulting	result	VERB
ijassa-1507	128	4	connected	connect	VERB
ijassa-1507	128	5	graph	graph	NOUN
ijassa-1507	128	6	,	,	PUNCT
ijassa-1507	128	7	compute	compute	VERB
ijassa-1507	128	8	the	the	DET
ijassa-1507	128	9	curvature	curvature	NOUN
ijassa-1507	128	10	estimate	estimate	NOUN
ijassa-1507	128	11	for	for	ADP
ijassa-1507	128	12	all	all	DET
ijassa-1507	128	13	vertices	vertex	NOUN
ijassa-1507	128	14	using	use	VERB
ijassa-1507	128	15	the	the	DET
ijassa-1507	128	16	watts	watts	ADJ
ijassa-1507	128	17	-	-	PUNCT
ijassa-1507	128	18	strogatz	strogatz	ADJ
ijassa-1507	128	19	formula	formula	NOUN
ijassa-1507	128	20	.	.	PUNCT
ijassa-1507	129	1	an	an	DET
ijassa-1507	129	2	example	example	NOUN
ijassa-1507	129	3	of	of	ADP
ijassa-1507	129	4	correlation	correlation	NOUN
ijassa-1507	129	5	network	network	NOUN
ijassa-1507	129	6	for	for	ADP
ijassa-1507	129	7	süldükar	süldükar	NOUN
ijassa-1507	129	8	cluster	cluster	NOUN
ijassa-1507	129	9	is	be	AUX
ijassa-1507	129	10	presented	present	VERB
ijassa-1507	129	11	in	in	ADP
ijassa-1507	129	12	fig	fig	NOUN
ijassa-1507	129	13	.	.	PUNCT
ijassa-1507	130	1	2.3	2.3	NUM
ijassa-1507	130	2	.	.	PUNCT
ijassa-1507	130	3	machine	machine	NOUN
ijassa-1507	130	4	learning	learning	NOUN
ijassa-1507	130	5	and	and	CCONJ
ijassa-1507	130	6	geometric	geometric	ADJ
ijassa-1507	130	7	mathematical	mathematical	ADJ
ijassa-1507	130	8	models	model	NOUN
ijassa-1507	130	9	…	…	PUNCT
ijassa-1507	130	10	185	185	NUM
ijassa-1507	130	11	copyright	copyright	NOUN
ijassa-1507	130	12	©	©	PROPN
ijassa-1507	130	13	2023	2023	NUM
ijassa-1507	130	14	assa	assa	PROPN
ijassa-1507	130	15	adv	adv	PROPN
ijassa-1507	130	16	.	.	PUNCT
ijassa-1507	131	1	in	in	ADP
ijassa-1507	131	2	systems	system	NOUN
ijassa-1507	131	3	science	science	NOUN
ijassa-1507	131	4	and	and	CCONJ
ijassa-1507	131	5	appl	appl	NOUN
ijassa-1507	131	6	.	.	PUNCT
ijassa-1507	132	1	(	(	PUNCT
ijassa-1507	132	2	2023	2023	NUM
ijassa-1507	132	3	)	)	PUNCT
ijassa-1507	132	4	an	an	DET
ijassa-1507	132	5	example	example	NOUN
ijassa-1507	132	6	of	of	ADP
ijassa-1507	132	7	correlation	correlation	NOUN
ijassa-1507	132	8	network	network	NOUN
ijassa-1507	132	9	for	for	ADP
ijassa-1507	132	10	ulahan	ulahan	ADJ
ijassa-1507	132	11	cluster	cluster	NOUN
ijassa-1507	132	12	is	be	AUX
ijassa-1507	132	13	presented	present	VERB
ijassa-1507	132	14	in	in	ADP
ijassa-1507	132	15	fig	fig	NOUN
ijassa-1507	132	16	.	.	PUNCT
ijassa-1507	133	1	2.4	2.4	NUM
ijassa-1507	133	2	.	.	PUNCT
ijassa-1507	134	1	the	the	DET
ijassa-1507	134	2	arithmetic	arithmetic	ADJ
ijassa-1507	134	3	mean	mean	NOUN
ijassa-1507	134	4	of	of	ADP
ijassa-1507	134	5	the	the	DET
ijassa-1507	134	6	vertex	vertex	NOUN
ijassa-1507	134	7	curvature	curvature	NOUN
ijassa-1507	134	8	is	be	AUX
ijassa-1507	134	9	taken	take	VERB
ijassa-1507	134	10	as	as	ADP
ijassa-1507	134	11	the	the	DET
ijassa-1507	134	12	curvature	curvature	NOUN
ijassa-1507	134	13	of	of	ADP
ijassa-1507	134	14	graph	graph	NOUN
ijassa-1507	134	15	g	g	NOUN
ijassa-1507	134	16	:	:	PUNCT
ijassa-1507	134	17	𝑐𝑢𝑟𝑣(𝐺	𝑐𝑢𝑟𝑣(𝐺	ADJ
ijassa-1507	134	18	)	)	PUNCT
ijassa-1507	135	1	=	=	SYM
ijassa-1507	135	2	1	1	NUM
ijassa-1507	135	3	𝑛	𝑛	PRON
ijassa-1507	135	4	𝑐𝑢𝑟𝑣(𝑗	𝑐𝑢𝑟𝑣(𝑗	NOUN
ijassa-1507	135	5	)	)	PUNCT
ijassa-1507	135	6	(	(	PUNCT
ijassa-1507	135	7	1	1	X
ijassa-1507	135	8	)	)	PUNCT
ijassa-1507	135	9	where	where	SCONJ
ijassa-1507	135	10	𝑖	𝑖	NOUN
ijassa-1507	135	11	is	be	AUX
ijassa-1507	135	12	the	the	DET
ijassa-1507	135	13	cluster	cluster	NOUN
ijassa-1507	135	14	number	number	NOUN
ijassa-1507	135	15	,	,	PUNCT
ijassa-1507	135	16	𝑗	𝑗	X
ijassa-1507	135	17	is	be	AUX
ijassa-1507	135	18	the	the	DET
ijassa-1507	135	19	vertex	vertex	NOUN
ijassa-1507	135	20	(	(	PUNCT
ijassa-1507	135	21	feature	feature	NOUN
ijassa-1507	135	22	)	)	PUNCT
ijassa-1507	135	23	number	number	NOUN
ijassa-1507	135	24	,	,	PUNCT
ijassa-1507	135	25	𝑛𝑖	𝑛𝑖	PROPN
ijassa-1507	135	26	is	be	AUX
ijassa-1507	135	27	the	the	DET
ijassa-1507	135	28	number	number	NOUN
ijassa-1507	135	29	of	of	ADP
ijassa-1507	135	30	vertices	vertex	NOUN
ijassa-1507	135	31	of	of	ADP
ijassa-1507	135	32	the	the	DET
ijassa-1507	135	33	graph	graph	NOUN
ijassa-1507	135	34	𝐺𝑖.	𝐺𝑖.	PROPN
ijassa-1507	135	35	fig	fig	NOUN
ijassa-1507	135	36	.	.	PUNCT
ijassa-1507	136	1	2.3	2.3	NUM
ijassa-1507	136	2	.	.	PUNCT
ijassa-1507	137	1	the	the	DET
ijassa-1507	137	2	graph	graph	NOUN
ijassa-1507	137	3	of	of	ADP
ijassa-1507	137	4	cluster	cluster	NOUN
ijassa-1507	137	5	‘	'	PUNCT
ijassa-1507	137	6	0	0	NUM
ijassa-1507	137	7	’	'	PUNCT
ijassa-1507	137	8	(	(	PUNCT
ijassa-1507	137	9	süldükar	süldükar	NOUN
ijassa-1507	137	10	)	)	PUNCT
ijassa-1507	137	11	fig	fig	NOUN
ijassa-1507	137	12	.	.	PUNCT
ijassa-1507	138	1	2.4	2.4	NUM
ijassa-1507	138	2	.	.	PUNCT
ijassa-1507	139	1	the	the	DET
ijassa-1507	139	2	graph	graph	NOUN
ijassa-1507	139	3	of	of	ADP
ijassa-1507	139	4	cluster	cluster	NOUN
ijassa-1507	139	5	'	'	PUNCT
ijassa-1507	139	6	1	1	NUM
ijassa-1507	139	7	'	'	PUNCT
ijassa-1507	139	8	(	(	PUNCT
ijassa-1507	139	9	ulahana	ulahana	PROPN
ijassa-1507	139	10	)	)	PUNCT
ijassa-1507	139	11	curvature	curvature	NOUN
ijassa-1507	139	12	estimates	estimate	NOUN
ijassa-1507	139	13	calculated	calculate	VERB
ijassa-1507	139	14	by	by	ADP
ijassa-1507	139	15	formula	formula	NOUN
ijassa-1507	139	16	(	(	PUNCT
ijassa-1507	139	17	1	1	NUM
ijassa-1507	139	18	):	):	PUNCT
ijassa-1507	139	19	𝑐𝑢𝑟𝑣(𝐺0	𝑐𝑢𝑟𝑣(𝐺0	PUNCT
ijassa-1507	139	20	)	)	PUNCT
ijassa-1507	140	1	=	=	SYM
ijassa-1507	140	2	0.1	0.1	NUM
ijassa-1507	140	3	,	,	PUNCT
ijassa-1507	140	4	𝑐𝑢𝑟𝑣(𝐺1	𝑐𝑢𝑟𝑣(𝐺1	NOUN
ijassa-1507	140	5	)	)	PUNCT
ijassa-1507	141	1	=	=	SYM
ijassa-1507	141	2	0	0	X
ijassa-1507	141	3	.	.	PUNCT
ijassa-1507	142	1	we	we	PRON
ijassa-1507	142	2	obtained	obtain	VERB
ijassa-1507	142	3	that	that	PRON
ijassa-1507	142	4	𝑐𝑢𝑟𝑣(𝐺0	𝑐𝑢𝑟𝑣(𝐺0	PUNCT
ijassa-1507	142	5	)	)	PUNCT
ijassa-1507	142	6	>	>	PUNCT
ijassa-1507	142	7	𝑐𝑢𝑟𝑣(𝐺1	𝑐𝑢𝑟𝑣(𝐺1	NOUN
ijassa-1507	142	8	)	)	PUNCT
ijassa-1507	142	9	.	.	PUNCT
ijassa-1507	143	1	this	this	PRON
ijassa-1507	143	2	indicates	indicate	VERB
ijassa-1507	143	3	that	that	SCONJ
ijassa-1507	143	4	the	the	DET
ijassa-1507	143	5	feature	feature	NOUN
ijassa-1507	143	6	space	space	NOUN
ijassa-1507	143	7	of	of	ADP
ijassa-1507	143	8	cluster	cluster	NOUN
ijassa-1507	143	9	‘	'	PUNCT
ijassa-1507	143	10	1	1	NUM
ijassa-1507	143	11	’	'	PUNCT
ijassa-1507	143	12	is	be	AUX
ijassa-1507	143	13	flat	flat	ADJ
ijassa-1507	143	14	,	,	PUNCT
ijassa-1507	143	15	while	while	SCONJ
ijassa-1507	143	16	the	the	DET
ijassa-1507	143	17	feature	feature	NOUN
ijassa-1507	143	18	space	space	NOUN
ijassa-1507	143	19	of	of	ADP
ijassa-1507	143	20	cluster	cluster	NOUN
ijassa-1507	143	21	‘	'	PUNCT
ijassa-1507	143	22	0	0	NUM
ijassa-1507	143	23	’	'	PUNCT
ijassa-1507	143	24	is	be	AUX
ijassa-1507	143	25	convex	convex	ADJ
ijassa-1507	143	26	.	.	PUNCT
ijassa-1507	144	1	the	the	DET
ijassa-1507	144	2	graphs	graph	NOUN
ijassa-1507	144	3	in	in	ADP
ijassa-1507	144	4	fig	fig	NOUN
ijassa-1507	144	5	.	.	PUNCT
ijassa-1507	145	1	2.3	2.3	NUM
ijassa-1507	145	2	,	,	PUNCT
ijassa-1507	145	3	2.4	2.4	NUM
ijassa-1507	145	4	.	.	PUNCT
ijassa-1507	146	1	give	give	VERB
ijassa-1507	146	2	a	a	DET
ijassa-1507	146	3	visualization	visualization	NOUN
ijassa-1507	146	4	of	of	ADP
ijassa-1507	146	5	the	the	DET
ijassa-1507	146	6	observation	observation	NOUN
ijassa-1507	146	7	points	point	NOUN
ijassa-1507	146	8	of	of	ADP
ijassa-1507	146	9	each	each	DET
ijassa-1507	146	10	cluster	cluster	NOUN
ijassa-1507	146	11	.	.	PUNCT
ijassa-1507	147	1	for	for	ADP
ijassa-1507	147	2	the	the	DET
ijassa-1507	147	3	study	study	NOUN
ijassa-1507	147	4	,	,	PUNCT
ijassa-1507	147	5	it	it	PRON
ijassa-1507	147	6	is	be	AUX
ijassa-1507	147	7	important	important	ADJ
ijassa-1507	147	8	which	which	DET
ijassa-1507	147	9	vertices	vertex	NOUN
ijassa-1507	147	10	are	be	AUX
ijassa-1507	147	11	included	include	VERB
ijassa-1507	147	12	in	in	ADP
ijassa-1507	147	13	the	the	DET
ijassa-1507	147	14	connected	connected	ADJ
ijassa-1507	147	15	graph	graph	NOUN
ijassa-1507	147	16	and	and	CCONJ
ijassa-1507	147	17	the	the	DET
ijassa-1507	147	18	shape	shape	NOUN
ijassa-1507	147	19	of	of	ADP
ijassa-1507	147	20	the	the	DET
ijassa-1507	147	21	vertex	vertex	NOUN
ijassa-1507	147	22	connectivity	connectivity	NOUN
ijassa-1507	147	23	.	.	PUNCT
ijassa-1507	148	1	the	the	DET
ijassa-1507	148	2	research	research	NOUN
ijassa-1507	148	3	conducted	conduct	VERB
ijassa-1507	148	4	using	use	VERB
ijassa-1507	148	5	this	this	DET
ijassa-1507	148	6	method	method	NOUN
ijassa-1507	148	7	identified	identify	VERB
ijassa-1507	148	8	the	the	DET
ijassa-1507	148	9	features	feature	NOUN
ijassa-1507	148	10	of	of	ADP
ijassa-1507	148	11	cluster	cluster	NOUN
ijassa-1507	148	12	‘	'	PUNCT
ijassa-1507	148	13	0	0	NUM
ijassa-1507	148	14	’	'	PUNCT
ijassa-1507	148	15	that	that	PRON
ijassa-1507	148	16	have	have	VERB
ijassa-1507	148	17	the	the	DET
ijassa-1507	148	18	most	most	ADV
ijassa-1507	148	19	stable	stable	ADJ
ijassa-1507	148	20	connection	connection	NOUN
ijassa-1507	148	21	with	with	ADP
ijassa-1507	148	22	each	each	DET
ijassa-1507	148	23	other	other	ADJ
ijassa-1507	148	24	.	.	PUNCT
ijassa-1507	149	1	these	these	DET
ijassa-1507	149	2	features	feature	NOUN
ijassa-1507	149	3	were	be	AUX
ijassa-1507	149	4	used	use	VERB
ijassa-1507	149	5	in	in	ADP
ijassa-1507	149	6	the	the	DET
ijassa-1507	149	7	topological	topological	ADJ
ijassa-1507	149	8	analysis	analysis	NOUN
ijassa-1507	149	9	of	of	ADP
ijassa-1507	149	10	the	the	DET
ijassa-1507	149	11	data	datum	NOUN
ijassa-1507	149	12	.	.	PUNCT
ijassa-1507	150	1	algorithm	algorithm	NOUN
ijassa-1507	150	2	2	2	NUM
ijassa-1507	150	3	is	be	AUX
ijassa-1507	150	4	a	a	DET
ijassa-1507	150	5	well	well	ADV
ijassa-1507	150	6	classification	classification	NOUN
ijassa-1507	150	7	algorithm	algorithm	NOUN
ijassa-1507	150	8	.	.	PUNCT
ijassa-1507	151	1	algorithm	algorithm	NOUN
ijassa-1507	151	2	2	2	NUM
ijassa-1507	151	3	1	1	NUM
ijassa-1507	151	4	.	.	PUNCT
ijassa-1507	151	5	identify	identify	VERB
ijassa-1507	151	6	the	the	DET
ijassa-1507	151	7	vertices	vertex	NOUN
ijassa-1507	151	8	(	(	PUNCT
ijassa-1507	151	9	features	feature	NOUN
ijassa-1507	151	10	)	)	PUNCT
ijassa-1507	151	11	that	that	PRON
ijassa-1507	151	12	form	form	VERB
ijassa-1507	151	13	a	a	DET
ijassa-1507	151	14	connected	connected	ADJ
ijassa-1507	151	15	graph	graph	NOUN
ijassa-1507	151	16	for	for	ADP
ijassa-1507	151	17	each	each	DET
ijassa-1507	151	18	cluster	cluster	NOUN
ijassa-1507	151	19	.	.	PUNCT
ijassa-1507	152	1	2	2	X
ijassa-1507	152	2	.	.	X
ijassa-1507	152	3	compute	compute	VERB
ijassa-1507	152	4	the	the	DET
ijassa-1507	152	5	centers	center	NOUN
ijassa-1507	152	6	of	of	ADP
ijassa-1507	152	7	each	each	DET
ijassa-1507	152	8	cluster	cluster	NOUN
ijassa-1507	152	9	3	3	NUM
ijassa-1507	152	10	.	.	X
ijassa-1507	153	1	for	for	ADP
ijassa-1507	153	2	new	new	ADJ
ijassa-1507	153	3	features	feature	NOUN
ijassa-1507	153	4	,	,	PUNCT
ijassa-1507	153	5	calculate	calculate	VERB
ijassa-1507	153	6	distances	distance	NOUN
ijassa-1507	153	7	to	to	ADP
ijassa-1507	153	8	the	the	DET
ijassa-1507	153	9	centers	center	NOUN
ijassa-1507	153	10	4	4	NUM
ijassa-1507	153	11	.	.	PUNCT
ijassa-1507	153	12	assign	assign	VERB
ijassa-1507	153	13	the	the	DET
ijassa-1507	153	14	object	object	NOUN
ijassa-1507	153	15	to	to	ADP
ijassa-1507	153	16	the	the	DET
ijassa-1507	153	17	cluster	cluster	NOUN
ijassa-1507	153	18	for	for	ADP
ijassa-1507	153	19	which	which	PRON
ijassa-1507	153	20	the	the	DET
ijassa-1507	153	21	distance	distance	NOUN
ijassa-1507	153	22	to	to	ADP
ijassa-1507	153	23	the	the	DET
ijassa-1507	153	24	center	center	NOUN
ijassa-1507	153	25	is	be	AUX
ijassa-1507	153	26	smaller	small	ADJ
ijassa-1507	153	27	.	.	PUNCT
ijassa-1507	154	1	classification	classification	NOUN
ijassa-1507	154	2	of	of	ADP
ijassa-1507	154	3	objects	object	NOUN
ijassa-1507	154	4	that	that	PRON
ijassa-1507	154	5	were	be	AUX
ijassa-1507	154	6	not	not	PART
ijassa-1507	154	7	used	use	VERB
ijassa-1507	154	8	in	in	ADP
ijassa-1507	154	9	the	the	DET
ijassa-1507	154	10	solution	solution	NOUN
ijassa-1507	154	11	of	of	ADP
ijassa-1507	154	12	the	the	DET
ijassa-1507	154	13	problem	problem	NOUN
ijassa-1507	154	14	showed	show	VERB
ijassa-1507	154	15	the	the	DET
ijassa-1507	154	16	correctness	correctness	NOUN
ijassa-1507	154	17	of	of	ADP
ijassa-1507	154	18	the	the	DET
ijassa-1507	154	19	solution	solution	NOUN
ijassa-1507	154	20	88	88	NUM
ijassa-1507	154	21	%	%	NOUN
ijassa-1507	154	22	.	.	PUNCT
ijassa-1507	155	1	2.4	2.4	NUM
ijassa-1507	155	2	.	.	PUNCT
ijassa-1507	156	1	topological	topological	ADJ
ijassa-1507	156	2	data	datum	NOUN
ijassa-1507	156	3	analysis	analysis	NOUN
ijassa-1507	156	4	let	let	VERB
ijassa-1507	156	5	x	x	PRON
ijassa-1507	156	6	be	be	AUX
ijassa-1507	156	7	the	the	DET
ijassa-1507	156	8	space	space	NOUN
ijassa-1507	156	9	to	to	PART
ijassa-1507	156	10	which	which	PRON
ijassa-1507	156	11	the	the	DET
ijassa-1507	156	12	observation	observation	NOUN
ijassa-1507	156	13	points	point	NOUN
ijassa-1507	156	14	belong	belong	VERB
ijassa-1507	156	15	,	,	PUNCT
ijassa-1507	156	16	and	and	CCONJ
ijassa-1507	156	17	let	let	VERB
ijassa-1507	156	18	x	x	PRON
ijassa-1507	156	19	have	have	VERB
ijassa-1507	156	20	a	a	DET
ijassa-1507	156	21	euclidean	euclidean	ADJ
ijassa-1507	156	22	metric	metric	NOUN
ijassa-1507	156	23	.	.	PUNCT
ijassa-1507	157	1	vjetoris	vjetoris	ADJ
ijassa-1507	157	2	–	–	PUNCT
ijassa-1507	157	3	rips	rip	NOUN
ijassa-1507	157	4	complexes	complex	NOUN
ijassa-1507	157	5	with	with	ADP
ijassa-1507	157	6	different	different	ADJ
ijassa-1507	157	7	radii	radius	NOUN
ijassa-1507	157	8	have	have	AUX
ijassa-1507	157	9	been	be	AUX
ijassa-1507	157	10	constructed	construct	VERB
ijassa-1507	157	11	for	for	ADP
ijassa-1507	157	12	the	the	DET
ijassa-1507	157	13	considered	consider	VERB
ijassa-1507	157	14	metric	metric	ADJ
ijassa-1507	157	15	space	space	NOUN
ijassa-1507	157	16	(	(	PUNCT
ijassa-1507	157	17	x	x	X
ijassa-1507	157	18	,	,	PUNCT
ijassa-1507	157	19	d	d	NOUN
ijassa-1507	157	20	)	)	PUNCT
ijassa-1507	157	21	.	.	PUNCT
ijassa-1507	158	1	the	the	DET
ijassa-1507	158	2	symplectic	symplectic	ADJ
ijassa-1507	158	3	complexes	complex	NOUN
ijassa-1507	158	4	are	be	AUX
ijassa-1507	158	5	filtered	filter	VERB
ijassa-1507	158	6	by	by	ADP
ijassa-1507	158	7	successively	successively	ADV
ijassa-1507	158	8	increasing	increase	VERB
ijassa-1507	158	9	the	the	DET
ijassa-1507	158	10	radius	radius	NOUN
ijassa-1507	158	11	.	.	PUNCT
ijassa-1507	159	1	the	the	DET
ijassa-1507	159	2	algorithm	algorithm	NOUN
ijassa-1507	159	3	for	for	ADP
ijassa-1507	159	4	their	their	PRON
ijassa-1507	159	5	construction	construction	NOUN
ijassa-1507	159	6	from	from	ADP
ijassa-1507	159	7	the	the	DET
ijassa-1507	159	8	point	point	NOUN
ijassa-1507	159	9	cloud	cloud	NOUN
ijassa-1507	159	10	and	and	CCONJ
ijassa-1507	159	11	the	the	DET
ijassa-1507	159	12	metric	metric	NOUN
ijassa-1507	159	13	contains	contain	VERB
ijassa-1507	159	14	information	information	NOUN
ijassa-1507	159	15	about	about	ADP
ijassa-1507	159	16	the	the	DET
ijassa-1507	159	17	filtering	filtering	NOUN
ijassa-1507	159	18	of	of	ADP
ijassa-1507	159	19	the	the	DET
ijassa-1507	159	20	complex	complex	NOUN
ijassa-1507	159	21	,	,	PUNCT
ijassa-1507	159	22	that	that	ADV
ijassa-1507	159	23	is	is	ADV
ijassa-1507	159	24	,	,	PUNCT
ijassa-1507	159	25	the	the	DET
ijassa-1507	159	26	increasing	increase	VERB
ijassa-1507	159	27	chain	chain	NOUN
ijassa-1507	159	28	of	of	ADP
ijassa-1507	159	29	embeddings	embedding	NOUN
ijassa-1507	159	30	of	of	ADP
ijassa-1507	159	31	subcomplexes	subcomplexe	NOUN
ijassa-1507	159	32	.	.	PUNCT
ijassa-1507	160	1	the	the	DET
ijassa-1507	160	2	filtering	filtering	NOUN
ijassa-1507	160	3	thus	thus	ADV
ijassa-1507	160	4	contains	contain	VERB
ijassa-1507	160	5	,	,	PUNCT
ijassa-1507	160	6	among	among	ADP
ijassa-1507	160	7	other	other	ADJ
ijassa-1507	160	8	things	thing	NOUN
ijassa-1507	160	9	,	,	PUNCT
ijassa-1507	160	10	geometric	geometric	ADJ
ijassa-1507	160	11	information	information	NOUN
ijassa-1507	160	12	about	about	ADP
ijassa-1507	160	13	the	the	DET
ijassa-1507	160	14	original	original	ADJ
ijassa-1507	160	15	point	point	NOUN
ijassa-1507	160	16	cloud	cloud	NOUN
ijassa-1507	160	17	,	,	PUNCT
ijassa-1507	160	18	which	which	PRON
ijassa-1507	160	19	is	be	AUX
ijassa-1507	160	20	encoded	encode	VERB
ijassa-1507	160	21	in	in	ADP
ijassa-1507	160	22	the	the	DET
ijassa-1507	160	23	form	form	NOUN
ijassa-1507	160	24	of	of	ADP
ijassa-1507	160	25	a	a	DET
ijassa-1507	160	26	so	so	ADV
ijassa-1507	160	27	-	-	PUNCT
ijassa-1507	160	28	called	call	VERB
ijassa-1507	160	29	persistence	persistence	NOUN
ijassa-1507	160	30	diagram	diagram	NOUN
ijassa-1507	160	31	computed	compute	VERB
ijassa-1507	160	32	on	on	ADP
ijassa-1507	160	33	it	it	PRON
ijassa-1507	160	34	[	[	X
ijassa-1507	160	35	7	7	NUM
ijassa-1507	160	36	]	]	PUNCT
ijassa-1507	160	37	.	.	PUNCT
ijassa-1507	161	1	we	we	PRON
ijassa-1507	161	2	have	have	VERB
ijassa-1507	161	3	186	186	NUM
ijassa-1507	161	4	n.	n.	PROPN
ijassa-1507	161	5	gabdrakhmanova	gabdrakhmanova	PROPN
ijassa-1507	161	6	,	,	PUNCT
ijassa-1507	161	7	p.	p.	NOUN
ijassa-1507	161	8	klimtsev	klimtsev	NOUN
ijassa-1507	162	1	copyright	copyright	NOUN
ijassa-1507	162	2	©	©	PROPN
ijassa-1507	162	3	2023	2023	NUM
ijassa-1507	162	4	assa	assa	PROPN
ijassa-1507	162	5	adv	adv	PROPN
ijassa-1507	162	6	.	.	PUNCT
ijassa-1507	163	1	in	in	ADP
ijassa-1507	163	2	systems	system	NOUN
ijassa-1507	163	3	science	science	NOUN
ijassa-1507	163	4	and	and	CCONJ
ijassa-1507	163	5	appl	appl	NOUN
ijassa-1507	163	6	.	.	PUNCT
ijassa-1507	164	1	(	(	PUNCT
ijassa-1507	164	2	2023	2023	NUM
ijassa-1507	164	3	)	)	PUNCT
ijassa-1507	164	4	constructed	construct	VERB
ijassa-1507	164	5	persistence	persistence	NOUN
ijassa-1507	164	6	diagrams	diagram	NOUN
ijassa-1507	164	7	using	use	VERB
ijassa-1507	164	8	the	the	DET
ijassa-1507	164	9	package	package	NOUN
ijassa-1507	164	10	ripser	ripser	NOUN
ijassa-1507	164	11	.	.	PUNCT
ijassa-1507	165	1	figures	figure	VERB
ijassa-1507	165	2	2.5	2.5	NUM
ijassa-1507	165	3	,	,	PUNCT
ijassa-1507	165	4	2.6	2.6	NUM
ijassa-1507	165	5	shows	show	VERB
ijassa-1507	165	6	the	the	DET
ijassa-1507	165	7	persistence	persistence	NOUN
ijassa-1507	165	8	diagram	diagram	NOUN
ijassa-1507	165	9	.	.	PUNCT
ijassa-1507	166	1	in	in	ADP
ijassa-1507	166	2	the	the	DET
ijassa-1507	166	3	persistence	persistence	NOUN
ijassa-1507	166	4	diagram	diagram	NOUN
ijassa-1507	166	5	,	,	PUNCT
ijassa-1507	166	6	the	the	DET
ijassa-1507	166	7	abscissa	abscissa	ADJ
ijassa-1507	166	8	axis	axis	NOUN
ijassa-1507	166	9	marks	mark	VERB
ijassa-1507	166	10	the	the	DET
ijassa-1507	166	11	time	time	NOUN
ijassa-1507	166	12	of	of	ADP
ijassa-1507	166	13	birth	birth	NOUN
ijassa-1507	166	14	of	of	ADP
ijassa-1507	166	15	the	the	DET
ijassa-1507	166	16	complex	complex	ADJ
ijassa-1507	166	17	(	(	PUNCT
ijassa-1507	166	18	birth	birth	NOUN
ijassa-1507	166	19	)	)	PUNCT
ijassa-1507	166	20	,	,	PUNCT
ijassa-1507	166	21	the	the	DET
ijassa-1507	166	22	ordinate	ordinate	NOUN
ijassa-1507	166	23	axis	axis	ADJ
ijassa-1507	166	24	time	time	NOUN
ijassa-1507	166	25	of	of	ADP
ijassa-1507	166	26	death	death	NOUN
ijassa-1507	166	27	(	(	PUNCT
ijassa-1507	166	28	death	death	NOUN
ijassa-1507	166	29	)	)	PUNCT
ijassa-1507	166	30	.	.	PUNCT
ijassa-1507	167	1	the	the	DET
ijassa-1507	167	2	difference	difference	NOUN
ijassa-1507	167	3	between	between	ADP
ijassa-1507	167	4	the	the	DET
ijassa-1507	167	5	time	time	NOUN
ijassa-1507	167	6	of	of	ADP
ijassa-1507	167	7	death	death	NOUN
ijassa-1507	167	8	and	and	CCONJ
ijassa-1507	167	9	birth	birth	NOUN
ijassa-1507	167	10	of	of	ADP
ijassa-1507	167	11	the	the	DET
ijassa-1507	167	12	simplex	simplex	NOUN
ijassa-1507	167	13	is	be	AUX
ijassa-1507	167	14	taken	take	VERB
ijassa-1507	167	15	as	as	ADP
ijassa-1507	167	16	the	the	DET
ijassa-1507	167	17	lifetime	lifetime	NOUN
ijassa-1507	167	18	of	of	ADP
ijassa-1507	167	19	the	the	DET
ijassa-1507	167	20	complex	complex	NOUN
ijassa-1507	167	21	.	.	PUNCT
ijassa-1507	168	1	fig	fig	NOUN
ijassa-1507	168	2	.	.	PUNCT
ijassa-1507	169	1	2.5	2.5	NUM
ijassa-1507	169	2	shows	show	VERB
ijassa-1507	169	3	the	the	DET
ijassa-1507	169	4	persistence	persistence	NOUN
ijassa-1507	169	5	diagram	diagram	NOUN
ijassa-1507	169	6	for	for	ADP
ijassa-1507	169	7	cluster	cluster	NOUN
ijassa-1507	169	8	‘	'	PUNCT
ijassa-1507	169	9	0	0	NUM
ijassa-1507	169	10	’	'	PUNCT
ijassa-1507	169	11	(	(	PUNCT
ijassa-1507	169	12	süldükar	süldükar	NOUN
ijassa-1507	169	13	)	)	PUNCT
ijassa-1507	169	14	.	.	PUNCT
ijassa-1507	170	1	fig	fig	NOUN
ijassa-1507	170	2	.	.	PUNCT
ijassa-1507	171	1	2.6	2.6	NUM
ijassa-1507	171	2	shows	show	VERB
ijassa-1507	171	3	the	the	DET
ijassa-1507	171	4	persistence	persistence	NOUN
ijassa-1507	171	5	diagram	diagram	NOUN
ijassa-1507	171	6	for	for	ADP
ijassa-1507	171	7	cluster	cluster	NOUN
ijassa-1507	171	8	‘	'	PUNCT
ijassa-1507	171	9	1’(ulahana	1’(ulahana	NUM
ijassa-1507	171	10	)	)	PUNCT
ijassa-1507	171	11	.	.	PUNCT
ijassa-1507	172	1	barcodes	barcode	NOUN
ijassa-1507	172	2	were	be	AUX
ijassa-1507	172	3	constructed	construct	VERB
ijassa-1507	172	4	from	from	ADP
ijassa-1507	172	5	the	the	DET
ijassa-1507	172	6	persistence	persistence	NOUN
ijassa-1507	172	7	diagrams	diagram	NOUN
ijassa-1507	172	8	.	.	PUNCT
ijassa-1507	173	1	let	let	VERB
ijassa-1507	173	2	us	we	PRON
ijassa-1507	173	3	denote	denote	VERB
ijassa-1507	173	4	by	by	ADP
ijassa-1507	173	5	𝐿	𝐿	PROPN
ijassa-1507	173	6	the	the	DET
ijassa-1507	173	7	total	total	ADJ
ijassa-1507	173	8	length	length	NOUN
ijassa-1507	173	9	of	of	ADP
ijassa-1507	173	10	barcodes	barcode	NOUN
ijassa-1507	173	11	for	for	ADP
ijassa-1507	173	12	homologs	homolog	NOUN
ijassa-1507	173	13	𝐻	𝐻	PROPN
ijassa-1507	173	14	.	.	PUNCT
ijassa-1507	174	1	then	then	ADV
ijassa-1507	174	2	the	the	DET
ijassa-1507	174	3	average	average	ADJ
ijassa-1507	174	4	value	value	NOUN
ijassa-1507	174	5	of	of	ADP
ijassa-1507	174	6	the	the	DET
ijassa-1507	174	7	euler	euler	PROPN
ijassa-1507	174	8	characteristic	characteristic	NOUN
ijassa-1507	174	9	can	can	AUX
ijassa-1507	174	10	be	be	AUX
ijassa-1507	174	11	defined	define	VERB
ijassa-1507	174	12	by	by	ADP
ijassa-1507	174	13	the	the	DET
ijassa-1507	174	14	formula	formula	NOUN
ijassa-1507	174	15	𝜒	𝜒	X
ijassa-1507	174	16	=	=	SYM
ijassa-1507	174	17	𝐿	𝐿	PROPN
ijassa-1507	174	18	−	−	PROPN
ijassa-1507	174	19	𝐿	𝐿	PROPN
ijassa-1507	174	20	+	+	PROPN
ijassa-1507	174	21	𝐿	𝐿	PROPN
ijassa-1507	174	22	.	.	PUNCT
ijassa-1507	174	23	fig	fig	NOUN
ijassa-1507	174	24	.	.	PUNCT
ijassa-1507	175	1	2.5	2.5	NUM
ijassa-1507	175	2	.	.	PUNCT
ijassa-1507	176	1	the	the	DET
ijassa-1507	176	2	persistence	persistence	NOUN
ijassa-1507	176	3	diagram	diagram	NOUN
ijassa-1507	176	4	for	for	ADP
ijassa-1507	176	5	cluster	cluster	NOUN
ijassa-1507	176	6	‘	'	PUNCT
ijassa-1507	176	7	0	0	NUM
ijassa-1507	176	8	’	'	PUNCT
ijassa-1507	176	9	(	(	PUNCT
ijassa-1507	176	10	süldükar	süldükar	NOUN
ijassa-1507	176	11	)	)	PUNCT
ijassa-1507	176	12	fig	fig	NOUN
ijassa-1507	176	13	.	.	PUNCT
ijassa-1507	177	1	2.6	2.6	NUM
ijassa-1507	177	2	.	.	PUNCT
ijassa-1507	178	1	the	the	DET
ijassa-1507	178	2	persistence	persistence	NOUN
ijassa-1507	178	3	diagram	diagram	NOUN
ijassa-1507	178	4	for	for	ADP
ijassa-1507	178	5	cluster	cluster	NOUN
ijassa-1507	178	6	‘	'	PUNCT
ijassa-1507	178	7	1	1	NUM
ijassa-1507	178	8	’	'	PUNCT
ijassa-1507	178	9	(	(	PUNCT
ijassa-1507	178	10	ulahana	ulahana	PROPN
ijassa-1507	178	11	)	)	PUNCT
ijassa-1507	178	12	as	as	ADP
ijassa-1507	178	13	a	a	DET
ijassa-1507	178	14	result	result	NOUN
ijassa-1507	178	15	of	of	ADP
ijassa-1507	178	16	the	the	DET
ijassa-1507	178	17	calculations	calculation	NOUN
ijassa-1507	178	18	,	,	PUNCT
ijassa-1507	178	19	we	we	PRON
ijassa-1507	178	20	obtained	obtain	VERB
ijassa-1507	178	21	that	that	SCONJ
ijassa-1507	178	22	the	the	DET
ijassa-1507	178	23	euler	euler	NOUN
ijassa-1507	178	24	characteristic	characteristic	NOUN
ijassa-1507	178	25	is	be	AUX
ijassa-1507	178	26	larger	large	ADJ
ijassa-1507	178	27	for	for	ADP
ijassa-1507	178	28	cluster	cluster	NOUN
ijassa-1507	178	29	‘	'	PUNCT
ijassa-1507	178	30	0	0	NUM
ijassa-1507	178	31	’	'	PUNCT
ijassa-1507	178	32	,	,	PUNCT
ijassa-1507	178	33	than	than	ADP
ijassa-1507	178	34	for	for	ADP
ijassa-1507	178	35	cluster	cluster	NOUN
ijassa-1507	178	36	‘	'	PUNCT
ijassa-1507	178	37	1	1	NUM
ijassa-1507	178	38	’	'	PUNCT
ijassa-1507	178	39	.	.	PUNCT
ijassa-1507	179	1	the	the	DET
ijassa-1507	179	2	results	result	NOUN
ijassa-1507	179	3	of	of	ADP
ijassa-1507	179	4	calculating	calculate	VERB
ijassa-1507	179	5	barcode	barcode	NOUN
ijassa-1507	179	6	lengths	length	NOUN
ijassa-1507	179	7	are	be	AUX
ijassa-1507	179	8	summarized	summarize	VERB
ijassa-1507	179	9	in	in	ADP
ijassa-1507	179	10	table	table	NOUN
ijassa-1507	179	11	2.7	2.7	NUM
ijassa-1507	179	12	.	.	PUNCT
ijassa-1507	179	13	table	table	NOUN
ijassa-1507	179	14	2.7	2.7	NUM
ijassa-1507	179	15	.	.	PUNCT
ijassa-1507	180	1	the	the	DET
ijassa-1507	180	2	euler	euler	PROPN
ijassa-1507	180	3	characteristic	characteristic	ADJ
ijassa-1507	180	4	cluster	cluster	NOUN
ijassa-1507	180	5	‘	'	PUNCT
ijassa-1507	180	6	0	0	NUM
ijassa-1507	180	7	’	'	PUNCT
ijassa-1507	180	8	cluster	cluster	NOUN
ijassa-1507	180	9	‘	'	PUNCT
ijassa-1507	180	10	1	1	NUM
ijassa-1507	180	11	’	'	PUNCT
ijassa-1507	180	12	l(h0	l(h0	NOUN
ijassa-1507	180	13	)	)	PUNCT
ijassa-1507	180	14	7.4	7.4	NUM
ijassa-1507	180	15	3.8	3.8	NUM
ijassa-1507	180	16	l(h1	l(h1	NOUN
ijassa-1507	180	17	)	)	PUNCT
ijassa-1507	180	18	2.8	2.8	NUM
ijassa-1507	180	19	0.4	0.4	NUM
ijassa-1507	180	20	l(h2	l(h2	NOUN
ijassa-1507	180	21	)	)	PUNCT
ijassa-1507	180	22	2.6	2.6	NUM
ijassa-1507	180	23	0	0	NUM
ijassa-1507	180	24	𝜒	𝜒	SYM
ijassa-1507	180	25	7.1	7.1	NUM
ijassa-1507	180	26	3.4	3.4	NUM
ijassa-1507	180	27	algorithm	algorithm	NOUN
ijassa-1507	180	28	2	2	NUM
ijassa-1507	180	29	is	be	AUX
ijassa-1507	180	30	chosen	choose	VERB
ijassa-1507	180	31	as	as	ADP
ijassa-1507	180	32	the	the	DET
ijassa-1507	180	33	classification	classification	NOUN
ijassa-1507	180	34	algorithm	algorithm	NOUN
ijassa-1507	180	35	.	.	PUNCT
ijassa-1507	181	1	conclusion	conclusion	NOUN
ijassa-1507	181	2	neural	neural	ADJ
ijassa-1507	181	3	network	network	NOUN
ijassa-1507	181	4	models	model	NOUN
ijassa-1507	181	5	and	and	CCONJ
ijassa-1507	181	6	mathematical	mathematical	ADJ
ijassa-1507	181	7	models	model	NOUN
ijassa-1507	181	8	constructed	construct	VERB
ijassa-1507	181	9	using	use	VERB
ijassa-1507	181	10	the	the	DET
ijassa-1507	181	11	tools	tool	NOUN
ijassa-1507	181	12	of	of	ADP
ijassa-1507	181	13	statistical	statistical	ADJ
ijassa-1507	181	14	analysis	analysis	NOUN
ijassa-1507	181	15	,	,	PUNCT
ijassa-1507	181	16	differential	differential	ADJ
ijassa-1507	181	17	geometry	geometry	NOUN
ijassa-1507	181	18	and	and	CCONJ
ijassa-1507	181	19	topology	topology	NOUN
ijassa-1507	181	20	are	be	AUX
ijassa-1507	181	21	the	the	DET
ijassa-1507	181	22	main	main	ADJ
ijassa-1507	181	23	tools	tool	NOUN
ijassa-1507	181	24	in	in	ADP
ijassa-1507	181	25	the	the	DET
ijassa-1507	181	26	ongoing	ongoing	ADJ
ijassa-1507	181	27	research	research	NOUN
ijassa-1507	181	28	.	.	PUNCT
ijassa-1507	182	1	algorithms	algorithm	NOUN
ijassa-1507	182	2	for	for	ADP
ijassa-1507	182	3	solving	solve	VERB
ijassa-1507	182	4	the	the	DET
ijassa-1507	182	5	problem	problem	NOUN
ijassa-1507	182	6	by	by	ADP
ijassa-1507	182	7	different	different	ADJ
ijassa-1507	182	8	methods	method	NOUN
ijassa-1507	182	9	have	have	AUX
ijassa-1507	182	10	been	be	AUX
ijassa-1507	182	11	developed	develop	VERB
ijassa-1507	182	12	and	and	CCONJ
ijassa-1507	182	13	comparative	comparative	ADJ
ijassa-1507	182	14	analysis	analysis	NOUN
ijassa-1507	182	15	has	have	AUX
ijassa-1507	182	16	been	be	AUX
ijassa-1507	182	17	carried	carry	VERB
ijassa-1507	182	18	out	out	ADP
ijassa-1507	182	19	.	.	PUNCT
ijassa-1507	183	1	at	at	ADP
ijassa-1507	183	2	the	the	DET
ijassa-1507	183	3	first	first	ADJ
ijassa-1507	183	4	stage	stage	NOUN
ijassa-1507	183	5	,	,	PUNCT
ijassa-1507	183	6	the	the	DET
ijassa-1507	183	7	classification	classification	NOUN
ijassa-1507	183	8	problem	problem	NOUN
ijassa-1507	183	9	was	be	AUX
ijassa-1507	183	10	solved	solve	VERB
ijassa-1507	183	11	using	use	VERB
ijassa-1507	183	12	mathematical	mathematical	ADJ
ijassa-1507	183	13	statistics	statistic	NOUN
ijassa-1507	183	14	and	and	CCONJ
ijassa-1507	183	15	neural	neural	ADJ
ijassa-1507	183	16	networks	network	NOUN
ijassa-1507	183	17	.	.	PUNCT
ijassa-1507	184	1	the	the	DET
ijassa-1507	184	2	comparison	comparison	NOUN
ijassa-1507	184	3	of	of	ADP
ijassa-1507	184	4	the	the	DET
ijassa-1507	184	5	accuracy	accuracy	NOUN
ijassa-1507	184	6	of	of	ADP
ijassa-1507	184	7	the	the	DET
ijassa-1507	184	8	problem	problem	NOUN
ijassa-1507	184	9	solution	solution	NOUN
ijassa-1507	184	10	showed	show	VERB
ijassa-1507	184	11	the	the	DET
ijassa-1507	184	12	advantage	advantage	NOUN
ijassa-1507	184	13	of	of	ADP
ijassa-1507	184	14	machine	machine	NOUN
ijassa-1507	184	15	learning	learning	NOUN
ijassa-1507	184	16	and	and	CCONJ
ijassa-1507	184	17	geometric	geometric	ADJ
ijassa-1507	184	18	mathematical	mathematical	ADJ
ijassa-1507	184	19	models	model	NOUN
ijassa-1507	184	20	…	…	PUNCT
ijassa-1507	184	21	187	187	NUM
ijassa-1507	184	22	copyright	copyright	NOUN
ijassa-1507	184	23	©	©	PROPN
ijassa-1507	184	24	2023	2023	NUM
ijassa-1507	184	25	assa	assa	PROPN
ijassa-1507	184	26	adv	adv	PROPN
ijassa-1507	184	27	.	.	PUNCT
ijassa-1507	185	1	in	in	ADP
ijassa-1507	185	2	systems	system	NOUN
ijassa-1507	185	3	science	science	NOUN
ijassa-1507	185	4	and	and	CCONJ
ijassa-1507	185	5	appl	appl	NOUN
ijassa-1507	185	6	.	.	PUNCT
ijassa-1507	186	1	(	(	PUNCT
ijassa-1507	186	2	2023	2023	NUM
ijassa-1507	186	3	)	)	PUNCT
ijassa-1507	186	4	neural	neural	ADJ
ijassa-1507	186	5	network	network	NOUN
ijassa-1507	186	6	models	model	NOUN
ijassa-1507	186	7	.	.	PUNCT
ijassa-1507	187	1	however	however	ADV
ijassa-1507	187	2	,	,	PUNCT
ijassa-1507	187	3	neural	neural	ADJ
ijassa-1507	187	4	network	network	NOUN
ijassa-1507	187	5	models	model	NOUN
ijassa-1507	187	6	do	do	AUX
ijassa-1507	187	7	not	not	PART
ijassa-1507	187	8	always	always	ADV
ijassa-1507	187	9	allow	allow	VERB
ijassa-1507	187	10	to	to	PART
ijassa-1507	187	11	interpret	interpret	VERB
ijassa-1507	187	12	the	the	DET
ijassa-1507	187	13	results	result	NOUN
ijassa-1507	187	14	of	of	ADP
ijassa-1507	187	15	the	the	DET
ijassa-1507	187	16	problem	problem	NOUN
ijassa-1507	187	17	solution	solution	NOUN
ijassa-1507	187	18	.	.	PUNCT
ijassa-1507	188	1	in	in	ADP
ijassa-1507	188	2	contrast	contrast	NOUN
ijassa-1507	188	3	to	to	ADP
ijassa-1507	188	4	ns	ns	ADJ
ijassa-1507	188	5	models	model	NOUN
ijassa-1507	188	6	,	,	PUNCT
ijassa-1507	188	7	geometric	geometric	ADJ
ijassa-1507	188	8	models	model	NOUN
ijassa-1507	188	9	allowed	allow	VERB
ijassa-1507	188	10	not	not	PART
ijassa-1507	188	11	only	only	ADV
ijassa-1507	188	12	to	to	PART
ijassa-1507	188	13	qualitatively	qualitatively	ADV
ijassa-1507	188	14	solve	solve	VERB
ijassa-1507	188	15	the	the	DET
ijassa-1507	188	16	classification	classification	NOUN
ijassa-1507	188	17	problem	problem	NOUN
ijassa-1507	188	18	,	,	PUNCT
ijassa-1507	188	19	but	but	CCONJ
ijassa-1507	188	20	also	also	ADV
ijassa-1507	188	21	gave	give	VERB
ijassa-1507	188	22	visual	visual	ADJ
ijassa-1507	188	23	and	and	CCONJ
ijassa-1507	188	24	numerical	numerical	ADJ
ijassa-1507	188	25	description	description	NOUN
ijassa-1507	188	26	of	of	ADP
ijassa-1507	188	27	the	the	DET
ijassa-1507	188	28	observation	observation	NOUN
ijassa-1507	188	29	points	point	NOUN
ijassa-1507	188	30	in	in	ADP
ijassa-1507	188	31	the	the	DET
ijassa-1507	188	32	feature	feature	NOUN
ijassa-1507	188	33	space	space	NOUN
ijassa-1507	188	34	.	.	PUNCT
ijassa-1507	189	1	as	as	SCONJ
ijassa-1507	189	2	numerical	numerical	ADJ
ijassa-1507	189	3	characteristics	characteristic	NOUN
ijassa-1507	189	4	of	of	ADP
ijassa-1507	189	5	the	the	DET
ijassa-1507	189	6	observation	observation	NOUN
ijassa-1507	189	7	point	point	NOUN
ijassa-1507	189	8	arrays	array	NOUN
ijassa-1507	189	9	of	of	ADP
ijassa-1507	189	10	the	the	DET
ijassa-1507	189	11	two	two	NUM
ijassa-1507	189	12	clusters	cluster	NOUN
ijassa-1507	189	13	,	,	PUNCT
ijassa-1507	189	14	we	we	PRON
ijassa-1507	189	15	used	use	VERB
ijassa-1507	189	16	the	the	DET
ijassa-1507	189	17	estimates	estimate	NOUN
ijassa-1507	189	18	of	of	ADP
ijassa-1507	189	19	the	the	DET
ijassa-1507	189	20	ricci	ricci	PROPN
ijassa-1507	189	21	curvatures	curvature	NOUN
ijassa-1507	189	22	of	of	ADP
ijassa-1507	189	23	the	the	DET
ijassa-1507	189	24	correlation	correlation	NOUN
ijassa-1507	189	25	networks	network	NOUN
ijassa-1507	189	26	and	and	CCONJ
ijassa-1507	189	27	the	the	DET
ijassa-1507	189	28	estimates	estimate	NOUN
ijassa-1507	189	29	of	of	ADP
ijassa-1507	189	30	the	the	DET
ijassa-1507	189	31	euler	euler	PROPN
ijassa-1507	189	32	features	feature	NOUN
ijassa-1507	189	33	computed	compute	VERB
ijassa-1507	189	34	from	from	ADP
ijassa-1507	189	35	barcodes	barcode	NOUN
ijassa-1507	189	36	.	.	PUNCT
ijassa-1507	190	1	the	the	DET
ijassa-1507	190	2	solution	solution	NOUN
ijassa-1507	190	3	to	to	ADP
ijassa-1507	190	4	the	the	DET
ijassa-1507	190	5	problem	problem	NOUN
ijassa-1507	190	6	of	of	ADP
ijassa-1507	190	7	computing	compute	VERB
ijassa-1507	190	8	the	the	DET
ijassa-1507	190	9	ricci	ricci	PROPN
ijassa-1507	190	10	curvature	curvature	PROPN
ijassa-1507	190	11	estimates	estimate	NOUN
ijassa-1507	190	12	identified	identify	VERB
ijassa-1507	190	13	the	the	DET
ijassa-1507	190	14	most	most	ADV
ijassa-1507	190	15	significant	significant	ADJ
ijassa-1507	190	16	relationships	relationship	NOUN
ijassa-1507	190	17	in	in	ADP
ijassa-1507	190	18	the	the	DET
ijassa-1507	190	19	feature	feature	NOUN
ijassa-1507	190	20	space	space	NOUN
ijassa-1507	190	21	for	for	ADP
ijassa-1507	190	22	wells	well	NOUN
ijassa-1507	190	23	with	with	ADP
ijassa-1507	190	24	the	the	DET
ijassa-1507	190	25	presence	presence	NOUN
ijassa-1507	190	26	of	of	ADP
ijassa-1507	190	27	kimberlite	kimberlite	NOUN
ijassa-1507	190	28	.	.	PUNCT
ijassa-1507	191	1	the	the	DET
ijassa-1507	191	2	study	study	NOUN
ijassa-1507	191	3	showed	show	VERB
ijassa-1507	191	4	that	that	SCONJ
ijassa-1507	191	5	the	the	DET
ijassa-1507	191	6	integration	integration	NOUN
ijassa-1507	191	7	of	of	ADP
ijassa-1507	191	8	digitalization	digitalization	NOUN
ijassa-1507	191	9	,	,	PUNCT
ijassa-1507	191	10	neural	neural	ADJ
ijassa-1507	191	11	network	network	NOUN
ijassa-1507	191	12	modeling	modeling	NOUN
ijassa-1507	191	13	,	,	PUNCT
ijassa-1507	191	14	and	and	CCONJ
ijassa-1507	191	15	geometric	geometric	ADJ
ijassa-1507	191	16	mathematical	mathematical	ADJ
ijassa-1507	191	17	models	model	NOUN
ijassa-1507	191	18	can	can	AUX
ijassa-1507	191	19	qualitatively	qualitatively	ADV
ijassa-1507	191	20	solve	solve	VERB
ijassa-1507	191	21	the	the	DET
ijassa-1507	191	22	classification	classification	NOUN
ijassa-1507	191	23	problem	problem	NOUN
ijassa-1507	191	24	on	on	ADP
ijassa-1507	191	25	exploration	exploration	NOUN
ijassa-1507	191	26	data	datum	NOUN
ijassa-1507	191	27	.	.	PUNCT
ijassa-1507	192	1	references	reference	NOUN
ijassa-1507	192	2	1	1	NUM
ijassa-1507	192	3	.	.	PUNCT
ijassa-1507	193	1	ignatov	ignatov	ADV
ijassa-1507	193	2	,	,	PUNCT
ijassa-1507	193	3	p.	p.	NOUN
ijassa-1507	193	4	a.	a.	PROPN
ijassa-1507	193	5	&	&	CCONJ
ijassa-1507	193	6	novikov	novikov	PROPN
ijassa-1507	193	7	,	,	PUNCT
ijassa-1507	193	8	k.	k.	PROPN
ijassa-1507	193	9	v.	v.	PROPN
ijassa-1507	193	10	(	(	PUNCT
ijassa-1507	193	11	2019	2019	NUM
ijassa-1507	193	12	)	)	PUNCT
ijassa-1507	193	13	.	.	PUNCT
ijassa-1507	194	1	field	field	NOUN
ijassa-1507	194	2	diagnostics	diagnostic	NOUN
ijassa-1507	194	3	of	of	ADP
ijassa-1507	194	4	tectonic	tectonic	ADJ
ijassa-1507	194	5	disturbances	disturbance	NOUN
ijassa-1507	194	6	and	and	CCONJ
ijassa-1507	194	7	fluid	fluid	ADJ
ijassa-1507	194	8	fracture	fracture	NOUN
ijassa-1507	194	9	formations	formation	NOUN
ijassa-1507	194	10	in	in	ADP
ijassa-1507	194	11	kimberlite	kimberlite	NOUN
ijassa-1507	194	12	-	-	PUNCT
ijassa-1507	194	13	bearing	bear	VERB
ijassa-1507	194	14	sediments	sediment	NOUN
ijassa-1507	194	15	of	of	ADP
ijassa-1507	194	16	the	the	DET
ijassa-1507	194	17	lower	low	ADJ
ijassa-1507	194	18	paleozoic	paleozoic	NOUN
ijassa-1507	194	19	:	:	PUNCT
ijassa-1507	194	20	methodical	methodical	ADJ
ijassa-1507	194	21	manual	manual	NOUN
ijassa-1507	194	22	.	.	PUNCT
ijassa-1507	195	1	mirny	mirny	PROPN
ijassa-1507	195	2	,	,	PUNCT
ijassa-1507	195	3	russia	russia	PROPN
ijassa-1507	195	4	:	:	PUNCT
ijassa-1507	195	5	alrosa	alrosa	PROPN
ijassa-1507	195	6	.	.	PUNCT
ijassa-1507	196	1	2	2	X
ijassa-1507	196	2	.	.	X
ijassa-1507	196	3	milashev	milashev	PROPN
ijassa-1507	196	4	,	,	PUNCT
ijassa-1507	196	5	v.	v.	ADP
ijassa-1507	196	6	a.	a.	NOUN
ijassa-1507	196	7	(	(	PUNCT
ijassa-1507	196	8	1984	1984	NUM
ijassa-1507	196	9	)	)	PUNCT
ijassa-1507	196	10	.	.	PUNCT
ijassa-1507	197	1	explosion	explosion	NOUN
ijassa-1507	197	2	tubes	tube	NOUN
ijassa-1507	197	3	.	.	PUNCT
ijassa-1507	198	1	leningrad	leningrad	PROPN
ijassa-1507	198	2	,	,	PUNCT
ijassa-1507	198	3	ussr	ussr	PROPN
ijassa-1507	198	4	:	:	PUNCT
ijassa-1507	198	5	nedra	nedra	PROPN
ijassa-1507	198	6	.	.	PUNCT
ijassa-1507	199	1	3	3	X
ijassa-1507	199	2	.	.	X
ijassa-1507	199	3	zorina	zorina	NOUN
ijassa-1507	199	4	,	,	PUNCT
ijassa-1507	199	5	t.	t.	PROPN
ijassa-1507	199	6	g.	g.	PROPN
ijassa-1507	199	7	&	&	CCONJ
ijassa-1507	199	8	slonimskaya	slonimskaya	PROPN
ijassa-1507	199	9	,	,	PUNCT
ijassa-1507	199	10	m.	m.	NOUN
ijassa-1507	199	11	a.	a.	PROPN
ijassa-1507	199	12	(	(	PUNCT
ijassa-1507	199	13	2010	2010	NUM
ijassa-1507	199	14	)	)	PUNCT
ijassa-1507	199	15	.	.	PUNCT
ijassa-1507	200	1	marketing	marketing	NOUN
ijassa-1507	200	2	research	research	NOUN
ijassa-1507	200	3	:	:	PUNCT
ijassa-1507	200	4	textbook	textbook	NOUN
ijassa-1507	200	5	.	.	PUNCT
ijassa-1507	201	1	minsk	minsk	PROPN
ijassa-1507	201	2	,	,	PUNCT
ijassa-1507	201	3	belarus	belarus	PROPN
ijassa-1507	201	4	:	:	PUNCT
ijassa-1507	201	5	bseu	bseu	NOUN
ijassa-1507	201	6	.	.	PUNCT
ijassa-1507	202	1	4	4	X
ijassa-1507	202	2	.	.	X
ijassa-1507	202	3	ilupin	ilupin	NOUN
ijassa-1507	202	4	,	,	PUNCT
ijassa-1507	202	5	i.	i.	PROPN
ijassa-1507	202	6	p.	p.	PROPN
ijassa-1507	202	7	,	,	PUNCT
ijassa-1507	202	8	vaganov	vaganov	PROPN
ijassa-1507	202	9	,	,	PUNCT
ijassa-1507	202	10	v.	v.	PROPN
ijassa-1507	202	11	i.	i.	PROPN
ijassa-1507	202	12	,	,	PUNCT
ijassa-1507	202	13	prokopchuk	prokopchuk	PROPN
ijassa-1507	202	14	,	,	PUNCT
ijassa-1507	202	15	b.	b.	PROPN
ijassa-1507	202	16	i.	i.	PROPN
ijassa-1507	202	17	(	(	PUNCT
ijassa-1507	202	18	1990	1990	NUM
ijassa-1507	202	19	)	)	PUNCT
ijassa-1507	202	20	.	.	PUNCT
ijassa-1507	203	1	kimberlites	kimberlite	NOUN
ijassa-1507	203	2	:	:	PUNCT
ijassa-1507	203	3	handbook	handbook	NOUN
ijassa-1507	203	4	.	.	PUNCT
ijassa-1507	204	1	moscow	moscow	PROPN
ijassa-1507	204	2	,	,	PUNCT
ijassa-1507	204	3	ussr	ussr	PROPN
ijassa-1507	204	4	:	:	PUNCT
ijassa-1507	204	5	nedra	nedra	PROPN
ijassa-1507	204	6	.	.	PUNCT
ijassa-1507	205	1	5	5	X
ijassa-1507	205	2	.	.	X
ijassa-1507	205	3	afonin	afonin	ADJ
ijassa-1507	205	4	,	,	PUNCT
ijassa-1507	205	5	p.	p.	NOUN
ijassa-1507	205	6	n.	n.	NOUN
ijassa-1507	205	7	,	,	PUNCT
ijassa-1507	205	8	afonin	afonin	PROPN
ijassa-1507	205	9	,	,	PUNCT
ijassa-1507	205	10	d.	d.	PROPN
ijassa-1507	205	11	n.	n.	PROPN
ijassa-1507	205	12	(	(	PUNCT
ijassa-1507	205	13	2017	2017	NUM
ijassa-1507	205	14	)	)	PUNCT
ijassa-1507	205	15	.	.	PUNCT
ijassa-1507	206	1	statistical	statistical	ADJ
ijassa-1507	206	2	analysis	analysis	NOUN
ijassa-1507	206	3	with	with	ADP
ijassa-1507	206	4	the	the	DET
ijassa-1507	206	5	application	application	NOUN
ijassa-1507	206	6	of	of	ADP
ijassa-1507	206	7	modern	modern	ADJ
ijassa-1507	206	8	software	software	NOUN
ijassa-1507	206	9	tools	tool	NOUN
ijassa-1507	206	10	:	:	PUNCT
ijassa-1507	206	11	textbook	textbook	NOUN
ijassa-1507	206	12	.	.	PUNCT
ijassa-1507	207	1	saints	saint	NOUN
ijassa-1507	207	2	-	-	PUNCT
ijassa-1507	207	3	petersburg	petersburg	NOUN
ijassa-1507	207	4	,	,	PUNCT
ijassa-1507	207	5	russia	russia	PROPN
ijassa-1507	207	6	:	:	PUNCT
ijassa-1507	207	7	1c	1c	NUM
ijassa-1507	207	8	"	"	PUNCT
ijassa-1507	207	9	intermedia	intermedia	PROPN
ijassa-1507	207	10	"	"	PUNCT
ijassa-1507	207	11	.	.	PUNCT
ijassa-1507	208	1	6	6	NUM
ijassa-1507	208	2	.	.	X
ijassa-1507	208	3	aivazyan	aivazyan	PROPN
ijassa-1507	208	4	,	,	PUNCT
ijassa-1507	208	5	s.	s.	PROPN
ijassa-1507	208	6	(	(	PUNCT
ijassa-1507	208	7	2010	2010	NUM
ijassa-1507	208	8	)	)	PUNCT
ijassa-1507	208	9	.	.	PUNCT
ijassa-1507	209	1	methods	method	NOUN
ijassa-1507	209	2	of	of	ADP
ijassa-1507	209	3	econometrics	econometric	NOUN
ijassa-1507	209	4	:	:	PUNCT
ijassa-1507	209	5	textbook	textbook	NOUN
ijassa-1507	209	6	.	.	PUNCT
ijassa-1507	210	1	moscow	moscow	PROPN
ijassa-1507	210	2	,	,	PUNCT
ijassa-1507	210	3	russia	russia	PROPN
ijassa-1507	210	4	:	:	PUNCT
ijassa-1507	210	5	infra	infra	NOUN
ijassa-1507	210	6	-	-	PUNCT
ijassa-1507	210	7	m.	m.	NOUN
ijassa-1507	210	8	7	7	NUM
ijassa-1507	210	9	.	.	PUNCT
ijassa-1507	210	10	haikin	haikin	PROPN
ijassa-1507	210	11	,	,	PUNCT
ijassa-1507	210	12	s.	s.	PROPN
ijassa-1507	210	13	(	(	PUNCT
ijassa-1507	210	14	2006	2006	NUM
ijassa-1507	210	15	)	)	PUNCT
ijassa-1507	210	16	neural	neural	ADJ
ijassa-1507	210	17	networks	network	NOUN
ijassa-1507	210	18	:	:	PUNCT
ijassa-1507	210	19	a	a	DET
ijassa-1507	210	20	complete	complete	ADJ
ijassa-1507	210	21	course	course	NOUN
ijassa-1507	210	22	,	,	PUNCT
ijassa-1507	210	23	2nd	2nd	PROPN
ijassa-1507	210	24	edition	edition	NOUN
ijassa-1507	210	25	.	.	PUNCT
ijassa-1507	211	1	moscow	moscow	PROPN
ijassa-1507	211	2	,	,	PUNCT
ijassa-1507	211	3	russia	russia	PROPN
ijassa-1507	211	4	:	:	PUNCT
ijassa-1507	211	5	williams	williams	PROPN
ijassa-1507	211	6	.	.	PROPN
ijassa-1507	212	1	8	8	NUM
ijassa-1507	212	2	.	.	X
ijassa-1507	212	3	bakry	bakry	PROPN
ijassa-1507	212	4	,	,	PUNCT
ijassa-1507	212	5	d.	d.	PROPN
ijassa-1507	212	6	&	&	CCONJ
ijassa-1507	212	7	emery	emery	PROPN
ijassa-1507	212	8	,	,	PUNCT
ijassa-1507	212	9	m.	m.	NOUN
ijassa-1507	212	10	(	(	PUNCT
ijassa-1507	212	11	1985	1985	NUM
ijassa-1507	212	12	)	)	PUNCT
ijassa-1507	212	13	.	.	PUNCT
ijassa-1507	213	1	diffusions	diffusion	NOUN
ijassa-1507	213	2	hypercontractives	hypercontractive	VERB
ijassa-1507	214	1	[	[	X
ijassa-1507	214	2	hypercontractive	hypercontractive	ADJ
ijassa-1507	214	3	diffusions	diffusion	NOUN
ijassa-1507	214	4	]	]	PUNCT
ijassa-1507	214	5	,	,	PUNCT
ijassa-1507	214	6	séminaire	séminaire	NOUN
ijassa-1507	214	7	de	de	X
ijassa-1507	214	8	probabilités	probabilités	X
ijassa-1507	214	9	de	de	X
ijassa-1507	214	10	strasbourg	strasbourg	PROPN
ijassa-1507	214	11	,	,	PUNCT
ijassa-1507	214	12	19	19	NUM
ijassa-1507	214	13	,	,	PUNCT
ijassa-1507	214	14	177–206	177–206	NUM
ijassa-1507	214	15	,	,	PUNCT
ijassa-1507	214	16	[	[	X
ijassa-1507	214	17	in	in	ADP
ijassa-1507	214	18	french	french	NOUN
ijassa-1507	214	19	]	]	PUNCT
ijassa-1507	214	20	.	.	PUNCT
ijassa-1507	215	1	9	9	X
ijassa-1507	215	2	.	.	X
ijassa-1507	215	3	ollivier	ollivier	PROPN
ijassa-1507	215	4	,	,	PUNCT
ijassa-1507	215	5	y.	y.	PROPN
ijassa-1507	215	6	(	(	PUNCT
ijassa-1507	215	7	2009	2009	NUM
ijassa-1507	215	8	)	)	PUNCT
ijassa-1507	215	9	.	.	PUNCT
ijassa-1507	216	1	ricci	ricci	PROPN
ijassa-1507	216	2	curvature	curvature	NOUN
ijassa-1507	216	3	of	of	ADP
ijassa-1507	216	4	markov	markov	NOUN
ijassa-1507	216	5	chains	chain	NOUN
ijassa-1507	216	6	on	on	ADP
ijassa-1507	216	7	metric	metric	ADJ
ijassa-1507	216	8	spaces	space	NOUN
ijassa-1507	216	9	,	,	PUNCT
ijassa-1507	216	10	j.	j.	PROPN
ijassa-1507	216	11	funct	funct	PROPN
ijassa-1507	216	12	.	.	PUNCT
ijassa-1507	217	1	anal	anal	PROPN
ijassa-1507	217	2	.	.	PROPN
ijassa-1507	217	3	,	,	PUNCT
ijassa-1507	217	4	256(3	256(3	NUM
ijassa-1507	217	5	)	)	PUNCT
ijassa-1507	217	6	,	,	PUNCT
ijassa-1507	217	7	810–864	810–864	NUM
ijassa-1507	217	8	.	.	PUNCT
ijassa-1507	218	1	10	10	NUM
ijassa-1507	218	2	.	.	PUNCT
ijassa-1507	219	1	lin	lin	PROPN
ijassa-1507	219	2	,	,	PUNCT
ijassa-1507	219	3	y.	y.	PROPN
ijassa-1507	219	4	,	,	PUNCT
ijassa-1507	219	5	lu	lu	PROPN
ijassa-1507	219	6	,	,	PUNCT
ijassa-1507	219	7	l.	l.	PROPN
ijassa-1507	219	8	y.	y.	PROPN
ijassa-1507	219	9	&	&	CCONJ
ijassa-1507	219	10	yau	yau	PROPN
ijassa-1507	219	11	,	,	PUNCT
ijassa-1507	219	12	s.	s.	PROPN
ijassa-1507	219	13	t.	t.	PROPN
ijassa-1507	219	14	(	(	PUNCT
ijassa-1507	219	15	2011	2011	NUM
ijassa-1507	219	16	)	)	PUNCT
ijassa-1507	219	17	.	.	PUNCT
ijassa-1507	220	1	ricci	ricci	PROPN
ijassa-1507	220	2	curvature	curvature	NOUN
ijassa-1507	220	3	of	of	ADP
ijassa-1507	220	4	graphs	graph	NOUN
ijassa-1507	220	5	,	,	PUNCT
ijassa-1507	220	6	tohoku	tohoku	PROPN
ijassa-1507	220	7	mathematical	mathematical	ADJ
ijassa-1507	220	8	journal	journal	NOUN
ijassa-1507	220	9	,	,	PUNCT
ijassa-1507	220	10	63	63	NUM
ijassa-1507	220	11	,	,	PUNCT
ijassa-1507	220	12	605–627	605–627	NUM
ijassa-1507	220	13	.	.	PUNCT
ijassa-1507	221	1	11	11	NUM
ijassa-1507	221	2	.	.	X
ijassa-1507	221	3	watts	watts	PROPN
ijassa-1507	221	4	,	,	PUNCT
ijassa-1507	221	5	d.	d.	PROPN
ijassa-1507	221	6	j.	j.	PROPN
ijassa-1507	221	7	&	&	CCONJ
ijassa-1507	221	8	strogatz	strogatz	PROPN
ijassa-1507	221	9	,	,	PUNCT
ijassa-1507	221	10	s.	s.	PROPN
ijassa-1507	221	11	h.	h.	PROPN
ijassa-1507	221	12	(	(	PUNCT
ijassa-1507	221	13	1998	1998	NUM
ijassa-1507	221	14	)	)	PUNCT
ijassa-1507	221	15	.	.	PUNCT
ijassa-1507	222	1	collective	collective	ADJ
ijassa-1507	222	2	dynamics	dynamic	NOUN
ijassa-1507	222	3	of	of	ADP
ijassa-1507	222	4	'	'	PUNCT
ijassa-1507	222	5	small	small	ADJ
ijassa-1507	222	6	-	-	PUNCT
ijassa-1507	222	7	world	world	NOUN
ijassa-1507	222	8	'	'	PART
ijassa-1507	222	9	networks	network	NOUN
ijassa-1507	222	10	,	,	PUNCT
ijassa-1507	222	11	nature	nature	NOUN
ijassa-1507	222	12	393	393	NUM
ijassa-1507	222	13	,	,	PUNCT
ijassa-1507	222	14	440–442	440–442	NUM
ijassa-1507	222	15	.	.	PUNCT
ijassa-1507	223	1	12	12	NUM
ijassa-1507	223	2	.	.	PUNCT
ijassa-1507	224	1	edelsbunner	edelsbunner	ADV
ijassa-1507	224	2	,	,	PUNCT
ijassa-1507	224	3	h.	h.	PROPN
ijassa-1507	224	4	,	,	PUNCT
ijassa-1507	224	5	letscher	letscher	PROPN
ijassa-1507	224	6	,	,	PUNCT
ijassa-1507	224	7	d.	d.	PROPN
ijassa-1507	224	8	,	,	PUNCT
ijassa-1507	224	9	zomorodian	zomorodian	PROPN
ijassa-1507	224	10	,	,	PUNCT
ijassa-1507	224	11	a.	a.	NOUN
ijassa-1507	224	12	(	(	PUNCT
ijassa-1507	224	13	2002	2002	NUM
ijassa-1507	224	14	)	)	PUNCT
ijassa-1507	224	15	.	.	PUNCT
ijassa-1507	225	1	topological	topological	ADJ
ijassa-1507	225	2	persistence	persistence	NOUN
ijassa-1507	225	3	and	and	CCONJ
ijassa-1507	225	4	simplification	simplification	NOUN
ijassa-1507	225	5	,	,	PUNCT
ijassa-1507	225	6	discrete	discrete	ADJ
ijassa-1507	225	7	comput	comput	NOUN
ijassa-1507	225	8	.	.	PUNCT
ijassa-1507	226	1	geom	geom	PROPN
ijassa-1507	226	2	.	.	PROPN
ijassa-1507	226	3	,	,	PUNCT
ijassa-1507	226	4	28	28	NUM
ijassa-1507	226	5	,	,	PUNCT
ijassa-1507	226	6	511–533	511–533	NUM
ijassa-1507	226	7	.	.	PUNCT
ijassa-1507	227	1	13	13	NUM
ijassa-1507	227	2	.	.	PUNCT
ijassa-1507	228	1	carlsson	carlsson	PROPN
ijassa-1507	228	2	,	,	PUNCT
ijassa-1507	228	3	g.	g.	PROPN
ijassa-1507	228	4	,	,	PUNCT
ijassa-1507	228	5	zomorodian	zomorodian	PROPN
ijassa-1507	228	6	,	,	PUNCT
ijassa-1507	228	7	a.	a.	NOUN
ijassa-1507	228	8	computing	computing	PROPN
ijassa-1507	228	9	persistent	persistent	ADJ
ijassa-1507	228	10	homology	homology	NOUN
ijassa-1507	228	11	//	//	PUNCT
ijassa-1507	228	12	in	in	ADP
ijassa-1507	228	13	“	"	PUNCT
ijassa-1507	228	14	proc	proc	NOUN
ijassa-1507	228	15	.	.	PUNCT
ijassa-1507	229	1	20th	20th	PROPN
ijassa-1507	229	2	ann	ann	PROPN
ijassa-1507	229	3	.	.	PUNCT
ijassa-1507	230	1	sympos.comput	sympos.comput	PROPN
ijassa-1507	230	2	.	.	PUNCT
ijassa-1507	231	1	geom	geom	PROPN
ijassa-1507	231	2	,	,	PUNCT
ijassa-1507	231	3	2004	2004	NUM
ijassa-1507	231	4	,	,	PUNCT
ijassa-1507	231	5	347–356	347–356	NUM
ijassa-1507	231	6	.	.	PUNCT
ijassa-1507	232	1	14	14	NUM
ijassa-1507	232	2	.	.	PUNCT
ijassa-1507	233	1	cohen	cohen	NOUN
ijassa-1507	233	2	-	-	PUNCT
ijassa-1507	233	3	steiner	steiner	PROPN
ijassa-1507	233	4	,	,	PUNCT
ijassa-1507	233	5	d.	d.	PROPN
ijassa-1507	233	6	,	,	PUNCT
ijassa-1507	233	7	edelsbrunner	edelsbrunner	NOUN
ijassa-1507	233	8	,	,	PUNCT
ijassa-1507	233	9	h.	h.	PROPN
ijassa-1507	233	10	&	&	CCONJ
ijassa-1507	233	11	harer	harer	PROPN
ijassa-1507	233	12	,	,	PUNCT
ijassa-1507	233	13	j.	j.	PROPN
ijassa-1507	233	14	(	(	PUNCT
ijassa-1507	233	15	2007	2007	NUM
ijassa-1507	233	16	)	)	PUNCT
ijassa-1507	233	17	.	.	PUNCT
ijassa-1507	234	1	stability	stability	NOUN
ijassa-1507	234	2	of	of	ADP
ijassa-1507	234	3	persistence	persistence	NOUN
ijassa-1507	234	4	diagrams	diagram	NOUN
ijassa-1507	234	5	,	,	PUNCT
ijassa-1507	234	6	discrete	discrete	ADJ
ijassa-1507	234	7	&	&	CCONJ
ijassa-1507	234	8	computational	computational	ADJ
ijassa-1507	234	9	geometry	geometry	NOUN
ijassa-1507	234	10	,	,	PUNCT
ijassa-1507	234	11	37(1	37(1	NUM
ijassa-1507	234	12	)	)	PUNCT
ijassa-1507	234	13	,	,	PUNCT
ijassa-1507	234	14	103–120	103–120	NUM
ijassa-1507	234	15	.	.	PUNCT
ijassa-1507	234	16	15	15	NUM
ijassa-1507	234	17	.	.	X
ijassa-1507	234	18	bubenik	bubenik	NOUN
ijassa-1507	234	19	,	,	PUNCT
ijassa-1507	234	20	p.	p.	NOUN
ijassa-1507	234	21	(	(	PUNCT
ijassa-1507	234	22	2015	2015	NUM
ijassa-1507	234	23	)	)	PUNCT
ijassa-1507	234	24	.	.	PUNCT
ijassa-1507	235	1	statistical	statistical	ADJ
ijassa-1507	235	2	topological	topological	ADJ
ijassa-1507	235	3	data	datum	NOUN
ijassa-1507	235	4	analysis	analysis	NOUN
ijassa-1507	235	5	using	use	VERB
ijassa-1507	235	6	persistence	persistence	NOUN
ijassa-1507	235	7	landscapes	landscape	NOUN
ijassa-1507	235	8	,	,	PUNCT
ijassa-1507	235	9	the	the	DET
ijassa-1507	235	10	journal	journal	NOUN
ijassa-1507	235	11	of	of	ADP
ijassa-1507	235	12	machine	machine	NOUN
ijassa-1507	235	13	learning	learn	VERB
ijassa-1507	235	14	research	research	NOUN
ijassa-1507	235	15	,	,	PUNCT
ijassa-1507	235	16	16(1	16(1	NUM
ijassa-1507	235	17	)	)	PUNCT
ijassa-1507	235	18	,	,	PUNCT
ijassa-1507	235	19	77–102	77–102	NOUN
ijassa-1507	235	20	.	.	PUNCT
ijassa-1507	236	1	16	16	NUM
ijassa-1507	236	2	.	.	PUNCT
ijassa-1507	237	1	gabdrakhmanova	gabdrakhmanova	PROPN
ijassa-1507	237	2	,	,	PUNCT
ijassa-1507	237	3	n.	n.	PROPN
ijassa-1507	237	4	&	&	CCONJ
ijassa-1507	237	5	pilgun	pilgun	PROPN
ijassa-1507	237	6	,	,	PUNCT
ijassa-1507	237	7	m.	m.	NOUN
ijassa-1507	237	8	(	(	PUNCT
ijassa-1507	237	9	2021	2021	NUM
ijassa-1507	237	10	)	)	PUNCT
ijassa-1507	237	11	.	.	PUNCT
ijassa-1507	238	1	neural	neural	ADJ
ijassa-1507	238	2	network	network	NOUN
ijassa-1507	238	3	technologies	technology	NOUN
ijassa-1507	238	4	and	and	CCONJ
ijassa-1507	238	5	topological	topological	ADJ
ijassa-1507	238	6	analysis	analysis	NOUN
ijassa-1507	238	7	of	of	ADP
ijassa-1507	238	8	social	social	ADJ
ijassa-1507	238	9	media	medium	NOUN
ijassa-1507	238	10	data	datum	NOUN
ijassa-1507	238	11	,	,	PUNCT
ijassa-1507	238	12	advances	advance	NOUN
ijassa-1507	238	13	in	in	ADP
ijassa-1507	238	14	systems	system	NOUN
ijassa-1507	238	15	science	science	NOUN
ijassa-1507	238	16	and	and	CCONJ
ijassa-1507	238	17	applications	application	NOUN
ijassa-1507	238	18	,	,	PUNCT
ijassa-1507	238	19	21(3	21(3	NUM
ijassa-1507	238	20	)	)	PUNCT
ijassa-1507	238	21	,	,	PUNCT
ijassa-1507	238	22	101–112	101–112	NUM
ijassa-1507	238	23	.	.	PUNCT
ijassa-1507	238	24	17	17	NUM
ijassa-1507	238	25	.	.	PUNCT
ijassa-1507	239	1	gabdrakhmanova	gabdrakhmanova	PROPN
ijassa-1507	239	2	,	,	PUNCT
ijassa-1507	239	3	n.	n.	PROPN
ijassa-1507	239	4	,	,	PUNCT
ijassa-1507	239	5	fedin	fedin	NOUN
ijassa-1507	239	6	,	,	PUNCT
ijassa-1507	239	7	v.	v.	PROPN
ijassa-1507	239	8	&	&	CCONJ
ijassa-1507	239	9	matsuta.b	matsuta.b	PROPN
ijassa-1507	239	10	.	.	PUNCT
ijassa-1507	239	11	(	(	PUNCT
ijassa-1507	239	12	2020	2020	NUM
ijassa-1507	239	13	)	)	PUNCT
ijassa-1507	239	14	.	.	PUNCT
ijassa-1507	240	1	the	the	DET
ijassa-1507	240	2	modeling	modeling	NOUN
ijassa-1507	240	3	of	of	ADP
ijassa-1507	240	4	forecasting	forecast	VERB
ijassa-1507	240	5	new	new	ADJ
ijassa-1507	240	6	situations	situation	NOUN
ijassa-1507	240	7	in	in	ADP
ijassa-1507	240	8	the	the	DET
ijassa-1507	240	9	dynamics	dynamic	NOUN
ijassa-1507	240	10	of	of	ADP
ijassa-1507	240	11	the	the	DET
ijassa-1507	240	12	economic	economic	ADJ
ijassa-1507	240	13	system	system	NOUN
ijassa-1507	240	14	on	on	ADP
ijassa-1507	240	15	the	the	DET
ijassa-1507	240	16	example	example	NOUN
ijassa-1507	240	17	of	of	ADP
ijassa-1507	240	18	several	several	ADJ
ijassa-1507	240	19	financial	financial	ADJ
ijassa-1507	240	20	indicators	indicator	NOUN
ijassa-1507	240	21	,	,	PUNCT
ijassa-1507	240	22	proc	proc	NOUN
ijassa-1507	240	23	.	.	PUNCT
ijassa-1507	240	24	of	of	ADP
ijassa-1507	240	25	the	the	DET
ijassa-1507	240	26	14th	14th	ADJ
ijassa-1507	240	27	international	international	ADJ
ijassa-1507	240	28	symposium	symposium	NOUN
ijassa-1507	240	29	intelligent	intelligent	ADJ
ijassa-1507	240	30	system	system	NOUN
ijassa-1507	240	31	(	(	PUNCT
ijassa-1507	240	32	moscow	moscow	PROPN
ijassa-1507	240	33	,	,	PUNCT
ijassa-1507	240	34	russia	russia	PROPN
ijassa-1507	240	35	)	)	PUNCT
ijassa-1507	240	36	.	.	PUNCT