id	sid	tid	token	lemma	pos
fcis-31029	1	1	frontiers	frontier	NOUN
fcis-31029	1	2	in	in	ADP
fcis-31029	1	3	computing	computing	NOUN
fcis-31029	1	4	and	and	CCONJ
fcis-31029	1	5	intelligent	intelligent	ADJ
fcis-31029	1	6	systems	system	NOUN
fcis-31029	1	7	issn	issn	VERB
fcis-31029	1	8	:	:	PUNCT
fcis-31029	1	9	2832	2832	NUM
fcis-31029	1	10	-	-	SYM
fcis-31029	1	11	6024	6024	NUM
fcis-31029	1	12	|	|	NOUN
fcis-31029	1	13	vol	vol	NOUN
fcis-31029	1	14	.	.	PROPN
fcis-31029	2	1	12	12	NUM
fcis-31029	2	2	,	,	PUNCT
fcis-31029	2	3	no	no	INTJ
fcis-31029	2	4	.	.	NOUN
fcis-31029	2	5	3	3	NUM
fcis-31029	2	6	,	,	PUNCT
fcis-31029	2	7	2025	2025	NUM
fcis-31029	2	8	5	5	NUM
fcis-31029	2	9	elasticsearch	elasticsearch	NOUN
fcis-31029	2	10	for	for	ADP
fcis-31029	2	11	complex	complex	ADJ
fcis-31029	2	12	data	datum	NOUN
fcis-31029	2	13	association	association	NOUN
fcis-31029	2	14	analysis	analysis	NOUN
fcis-31029	2	15	:	:	PUNCT
fcis-31029	2	16	modeling	modeling	NOUN
fcis-31029	2	17	,	,	PUNCT
fcis-31029	2	18	aggregation	aggregation	NOUN
fcis-31029	2	19	,	,	PUNCT
fcis-31029	2	20	and	and	CCONJ
fcis-31029	2	21	optimization	optimization	NOUN
fcis-31029	2	22	techniques	technique	NOUN
fcis-31029	2	23	nanjun	nanjun	PROPN
fcis-31029	2	24	ye	ye	PROPN
fcis-31029	2	25	guangxi	guangxi	PROPN
fcis-31029	2	26	police	police	PROPN
fcis-31029	2	27	college	college	PROPN
fcis-31029	2	28	,	,	PUNCT
fcis-31029	2	29	nanning	nanning	PROPN
fcis-31029	2	30	guangxi	guangxi	PROPN
fcis-31029	2	31	,	,	PUNCT
fcis-31029	2	32	530000	530000	NUM
fcis-31029	2	33	,	,	PUNCT
fcis-31029	2	34	china	china	PROPN
fcis-31029	2	35	abstract	abstract	NOUN
fcis-31029	2	36	:	:	PUNCT
fcis-31029	2	37	this	this	DET
fcis-31029	2	38	study	study	NOUN
fcis-31029	2	39	proposes	propose	VERB
fcis-31029	2	40	a	a	DET
fcis-31029	2	41	comprehensive	comprehensive	ADJ
fcis-31029	2	42	methodology	methodology	NOUN
fcis-31029	2	43	for	for	ADP
fcis-31029	2	44	complex	complex	ADJ
fcis-31029	2	45	data	datum	NOUN
fcis-31029	2	46	association	association	NOUN
fcis-31029	2	47	analysis	analysis	NOUN
fcis-31029	2	48	using	use	VERB
fcis-31029	2	49	elasticsearch	elasticsearch	NOUN
fcis-31029	2	50	(	(	PUNCT
fcis-31029	2	51	es	es	NOUN
fcis-31029	2	52	)	)	PUNCT
fcis-31029	2	53	,	,	PUNCT
fcis-31029	2	54	addressing	address	VERB
fcis-31029	2	55	the	the	DET
fcis-31029	2	56	challenges	challenge	NOUN
fcis-31029	2	57	of	of	ADP
fcis-31029	2	58	modeling	modeling	NOUN
fcis-31029	2	59	,	,	PUNCT
fcis-31029	2	60	querying	query	VERB
fcis-31029	2	61	,	,	PUNCT
fcis-31029	2	62	and	and	CCONJ
fcis-31029	2	63	optimizing	optimize	VERB
fcis-31029	2	64	large	large	ADJ
fcis-31029	2	65	-	-	PUNCT
fcis-31029	2	66	scale	scale	NOUN
fcis-31029	2	67	relational	relational	ADJ
fcis-31029	2	68	datasets	dataset	NOUN
fcis-31029	2	69	.	.	PUNCT
fcis-31029	3	1	the	the	DET
fcis-31029	3	2	proposed	propose	VERB
fcis-31029	3	3	approach	approach	NOUN
fcis-31029	3	4	integrates	integrate	VERB
fcis-31029	3	5	multiple	multiple	ADJ
fcis-31029	3	6	es	es	ADJ
fcis-31029	3	7	-	-	PUNCT
fcis-31029	3	8	specific	specific	ADJ
fcis-31029	3	9	techniques	technique	NOUN
fcis-31029	3	10	,	,	PUNCT
fcis-31029	3	11	including	include	VERB
fcis-31029	3	12	flexible	flexible	ADJ
fcis-31029	3	13	data	datum	NOUN
fcis-31029	3	14	modeling	modeling	NOUN
fcis-31029	3	15	with	with	ADP
fcis-31029	3	16	nested	nest	VERB
fcis-31029	3	17	and	and	CCONJ
fcis-31029	3	18	join	join	VERB
fcis-31029	3	19	types	type	NOUN
fcis-31029	3	20	,	,	PUNCT
fcis-31029	3	21	advanced	advanced	ADJ
fcis-31029	3	22	aggregation	aggregation	NOUN
fcis-31029	3	23	frameworks	framework	NOUN
fcis-31029	3	24	for	for	ADP
fcis-31029	3	25	statistical	statistical	ADJ
fcis-31029	3	26	analysis	analysis	NOUN
fcis-31029	3	27	,	,	PUNCT
fcis-31029	3	28	and	and	CCONJ
fcis-31029	3	29	systematic	systematic	ADJ
fcis-31029	3	30	query	query	NOUN
fcis-31029	3	31	and	and	CCONJ
fcis-31029	3	32	index	index	NOUN
fcis-31029	3	33	optimizations	optimization	NOUN
fcis-31029	3	34	.	.	PUNCT
fcis-31029	4	1	association	association	NOUN
fcis-31029	4	2	strength	strength	NOUN
fcis-31029	4	3	between	between	ADP
fcis-31029	4	4	entities	entity	NOUN
fcis-31029	4	5	is	be	AUX
fcis-31029	4	6	quantified	quantify	VERB
fcis-31029	4	7	through	through	ADP
fcis-31029	4	8	co	co	ADJ
fcis-31029	4	9	-	-	NOUN
fcis-31029	4	10	occurrence	occurrence	ADJ
fcis-31029	4	11	metrics	metric	NOUN
fcis-31029	4	12	,	,	PUNCT
fcis-31029	4	13	implemented	implement	VERB
fcis-31029	4	14	via	via	ADP
fcis-31029	4	15	es	es	NOUN
fcis-31029	4	16	aggregations	aggregation	NOUN
fcis-31029	4	17	such	such	ADJ
fcis-31029	4	18	as	as	ADP
fcis-31029	4	19	terms	term	NOUN
fcis-31029	4	20	and	and	CCONJ
fcis-31029	4	21	bucket_script	bucket_script	NOUN
fcis-31029	4	22	,	,	PUNCT
fcis-31029	4	23	enabling	enable	VERB
fcis-31029	4	24	efficient	efficient	ADJ
fcis-31029	4	25	pattern	pattern	NOUN
fcis-31029	4	26	discovery	discovery	NOUN
fcis-31029	4	27	without	without	ADP
fcis-31029	4	28	sacrificing	sacrifice	VERB
fcis-31029	4	29	performance	performance	NOUN
fcis-31029	4	30	.	.	PUNCT
fcis-31029	5	1	furthermore	furthermore	ADV
fcis-31029	5	2	,	,	PUNCT
fcis-31029	5	3	the	the	DET
fcis-31029	5	4	methodology	methodology	NOUN
fcis-31029	5	5	emphasizes	emphasize	VERB
fcis-31029	5	6	practical	practical	ADJ
fcis-31029	5	7	optimizations	optimization	NOUN
fcis-31029	5	8	,	,	PUNCT
fcis-31029	5	9	such	such	ADJ
fcis-31029	5	10	as	as	ADP
fcis-31029	5	11	sharding	sharde	VERB
fcis-31029	5	12	strategies	strategy	NOUN
fcis-31029	5	13	,	,	PUNCT
fcis-31029	5	14	replica	replica	NOUN
fcis-31029	5	15	management	management	NOUN
fcis-31029	5	16	,	,	PUNCT
fcis-31029	5	17	and	and	CCONJ
fcis-31029	5	18	careful	careful	ADJ
fcis-31029	5	19	aggregation	aggregation	NOUN
fcis-31029	5	20	design	design	NOUN
fcis-31029	5	21	,	,	PUNCT
fcis-31029	5	22	to	to	PART
fcis-31029	5	23	handle	handle	VERB
fcis-31029	5	24	high	high	ADJ
fcis-31029	5	25	-	-	PUNCT
fcis-31029	5	26	cardinality	cardinality	NOUN
fcis-31029	5	27	datasets	dataset	NOUN
fcis-31029	5	28	and	and	CCONJ
fcis-31029	5	29	computationally	computationally	ADV
fcis-31029	5	30	intensive	intensive	ADJ
fcis-31029	5	31	operations	operation	NOUN
fcis-31029	5	32	.	.	PUNCT
fcis-31029	6	1	the	the	DET
fcis-31029	6	2	novelty	novelty	NOUN
fcis-31029	6	3	lies	lie	VERB
fcis-31029	6	4	in	in	ADP
fcis-31029	6	5	the	the	DET
fcis-31029	6	6	holistic	holistic	ADJ
fcis-31029	6	7	integration	integration	NOUN
fcis-31029	6	8	of	of	ADP
fcis-31029	6	9	these	these	DET
fcis-31029	6	10	techniques	technique	NOUN
fcis-31029	6	11	,	,	PUNCT
fcis-31029	6	12	which	which	PRON
fcis-31029	6	13	collectively	collectively	ADV
fcis-31029	6	14	enhance	enhance	VERB
fcis-31029	6	15	es	es	NOUN
fcis-31029	6	16	’s	’s	PART
fcis-31029	6	17	capability	capability	NOUN
fcis-31029	6	18	for	for	ADP
fcis-31029	6	19	multi	multi	ADJ
fcis-31029	6	20	-	-	ADJ
fcis-31029	6	21	dimensional	dimensional	ADJ
fcis-31029	6	22	association	association	NOUN
fcis-31029	6	23	analysis	analysis	NOUN
fcis-31029	6	24	while	while	SCONJ
fcis-31029	6	25	maintaining	maintain	VERB
fcis-31029	6	26	near	near	ADP
fcis-31029	6	27	real	real	ADJ
fcis-31029	6	28	-	-	PUNCT
fcis-31029	6	29	time	time	NOUN
fcis-31029	6	30	responsiveness	responsiveness	NOUN
fcis-31029	6	31	.	.	PUNCT
fcis-31029	7	1	this	this	DET
fcis-31029	7	2	work	work	NOUN
fcis-31029	7	3	is	be	AUX
fcis-31029	7	4	particularly	particularly	ADV
fcis-31029	7	5	relevant	relevant	ADJ
fcis-31029	7	6	for	for	ADP
fcis-31029	7	7	domains	domain	NOUN
fcis-31029	7	8	requiring	require	VERB
fcis-31029	7	9	hybrid	hybrid	ADJ
fcis-31029	7	10	full	full	ADJ
fcis-31029	7	11	-	-	PUNCT
fcis-31029	7	12	text	text	NOUN
fcis-31029	7	13	and	and	CCONJ
fcis-31029	7	14	structured	structured	ADJ
fcis-31029	7	15	data	datum	NOUN
fcis-31029	7	16	analysis	analysis	NOUN
fcis-31029	7	17	,	,	PUNCT
fcis-31029	7	18	offering	offer	VERB
fcis-31029	7	19	a	a	DET
fcis-31029	7	20	scalable	scalable	ADJ
fcis-31029	7	21	solution	solution	NOUN
fcis-31029	7	22	that	that	PRON
fcis-31029	7	23	balances	balance	VERB
fcis-31029	7	24	analytical	analytical	ADJ
fcis-31029	7	25	depth	depth	NOUN
fcis-31029	7	26	with	with	ADP
fcis-31029	7	27	system	system	NOUN
fcis-31029	7	28	efficiency	efficiency	NOUN
fcis-31029	7	29	.	.	PUNCT
fcis-31029	8	1	experimental	experimental	ADJ
fcis-31029	8	2	validation	validation	NOUN
fcis-31029	8	3	demonstrates	demonstrate	VERB
fcis-31029	8	4	the	the	DET
fcis-31029	8	5	method	method	NOUN
fcis-31029	8	6	’s	’s	PART
fcis-31029	8	7	effectiveness	effectiveness	NOUN
fcis-31029	8	8	in	in	ADP
fcis-31029	8	9	scenarios	scenario	NOUN
fcis-31029	8	10	demanding	demand	VERB
fcis-31029	8	11	both	both	CCONJ
fcis-31029	8	12	statistical	statistical	ADJ
fcis-31029	8	13	rigor	rigor	NOUN
fcis-31029	8	14	and	and	CCONJ
fcis-31029	8	15	operational	operational	ADJ
fcis-31029	8	16	agility	agility	NOUN
fcis-31029	8	17	,	,	PUNCT
fcis-31029	8	18	positioning	positioning	NOUN
fcis-31029	8	19	es	es	NOUN
fcis-31029	8	20	as	as	ADP
fcis-31029	8	21	a	a	DET
fcis-31029	8	22	viable	viable	ADJ
fcis-31029	8	23	alternative	alternative	NOUN
fcis-31029	8	24	to	to	ADP
fcis-31029	8	25	traditional	traditional	ADJ
fcis-31029	8	26	relational	relational	ADJ
fcis-31029	8	27	databases	database	NOUN
fcis-31029	8	28	for	for	ADP
fcis-31029	8	29	complex	complex	ADJ
fcis-31029	8	30	association	association	NOUN
fcis-31029	8	31	tasks	task	NOUN
fcis-31029	8	32	.	.	PUNCT
fcis-31029	9	1	the	the	DET
fcis-31029	9	2	findings	finding	NOUN
fcis-31029	9	3	provide	provide	VERB
fcis-31029	9	4	actionable	actionable	ADJ
fcis-31029	9	5	insights	insight	NOUN
fcis-31029	9	6	for	for	ADP
fcis-31029	9	7	practitioners	practitioner	NOUN
fcis-31029	9	8	seeking	seek	VERB
fcis-31029	9	9	to	to	PART
fcis-31029	9	10	leverage	leverage	VERB
fcis-31029	9	11	es	es	PROPN
fcis-31029	9	12	’s	’s	PART
fcis-31029	9	13	horizontal	horizontal	ADJ
fcis-31029	9	14	scalability	scalability	NOUN
fcis-31029	9	15	and	and	CCONJ
fcis-31029	9	16	rich	rich	ADJ
fcis-31029	9	17	aggregation	aggregation	NOUN
fcis-31029	9	18	features	feature	NOUN
fcis-31029	9	19	in	in	ADP
fcis-31029	9	20	data	datum	NOUN
fcis-31029	9	21	-	-	PUNCT
fcis-31029	9	22	intensive	intensive	ADJ
fcis-31029	9	23	applications	application	NOUN
fcis-31029	9	24	.	.	PUNCT
fcis-31029	10	1	keywords	keyword	NOUN
fcis-31029	10	2	:	:	PUNCT
fcis-31029	10	3	elasticsearch	elasticsearch	NOUN
fcis-31029	10	4	;	;	PUNCT
fcis-31029	10	5	complex	complex	ADJ
fcis-31029	10	6	data	datum	NOUN
fcis-31029	10	7	association	association	NOUN
fcis-31029	10	8	analysis	analysis	NOUN
fcis-31029	10	9	;	;	PUNCT
fcis-31029	10	10	distributed	distribute	VERB
fcis-31029	10	11	aggregation	aggregation	NOUN
fcis-31029	10	12	framework	framework	NOUN
fcis-31029	10	13	.	.	PUNCT
fcis-31029	11	1	1	1	X
fcis-31029	11	2	.	.	X
fcis-31029	11	3	introduction	introduction	NOUN
fcis-31029	11	4	complex	complex	ADJ
fcis-31029	11	5	data	datum	NOUN
fcis-31029	11	6	association	association	NOUN
fcis-31029	11	7	analysis	analysis	NOUN
fcis-31029	11	8	has	have	AUX
fcis-31029	11	9	become	become	VERB
fcis-31029	11	10	increasingly	increasingly	ADV
fcis-31029	11	11	critical	critical	ADJ
fcis-31029	11	12	in	in	ADP
fcis-31029	11	13	domains	domain	NOUN
fcis-31029	11	14	ranging	range	VERB
fcis-31029	11	15	from	from	ADP
fcis-31029	11	16	business	business	NOUN
fcis-31029	11	17	intelligence	intelligence	NOUN
fcis-31029	11	18	to	to	ADP
fcis-31029	11	19	scientific	scientific	ADJ
fcis-31029	11	20	research	research	NOUN
fcis-31029	11	21	,	,	PUNCT
fcis-31029	11	22	where	where	SCONJ
fcis-31029	11	23	identifying	identify	VERB
fcis-31029	11	24	relationships	relationship	NOUN
fcis-31029	11	25	between	between	ADP
fcis-31029	11	26	entities	entity	NOUN
fcis-31029	11	27	drives	drive	VERB
fcis-31029	11	28	decision	decision	NOUN
fcis-31029	11	29	-	-	PUNCT
fcis-31029	11	30	making	making	NOUN
fcis-31029	11	31	and	and	CCONJ
fcis-31029	11	32	discovery	discovery	NOUN
fcis-31029	11	33	.	.	PUNCT
fcis-31029	12	1	traditional	traditional	ADJ
fcis-31029	12	2	relational	relational	ADJ
fcis-31029	12	3	databases	database	NOUN
fcis-31029	12	4	,	,	PUNCT
fcis-31029	12	5	while	while	SCONJ
fcis-31029	12	6	effective	effective	ADJ
fcis-31029	12	7	for	for	ADP
fcis-31029	12	8	structured	structured	ADJ
fcis-31029	12	9	data	datum	NOUN
fcis-31029	12	10	,	,	PUNCT
fcis-31029	12	11	face	face	VERB
fcis-31029	12	12	limitations	limitation	NOUN
fcis-31029	12	13	when	when	SCONJ
fcis-31029	12	14	handling	handle	VERB
fcis-31029	12	15	multidimensional	multidimensional	ADJ
fcis-31029	12	16	associations	association	NOUN
fcis-31029	12	17	,	,	PUNCT
fcis-31029	12	18	high	high	ADJ
fcis-31029	12	19	-	-	PUNCT
fcis-31029	12	20	cardinality	cardinality	NOUN
fcis-31029	12	21	datasets	dataset	NOUN
fcis-31029	12	22	,	,	PUNCT
fcis-31029	12	23	and	and	CCONJ
fcis-31029	12	24	realtime	realtime	VERB
fcis-31029	12	25	analytical	analytical	ADJ
fcis-31029	12	26	requirements	requirement	NOUN
fcis-31029	12	27	[	[	X
fcis-31029	12	28	1	1	NUM
fcis-31029	12	29	]	]	PUNCT
fcis-31029	12	30	.	.	PUNCT
fcis-31029	13	1	specialized	specialized	ADJ
fcis-31029	13	2	systems	system	NOUN
fcis-31029	13	3	such	such	ADJ
fcis-31029	13	4	as	as	ADP
fcis-31029	13	5	graph	graph	NOUN
fcis-31029	13	6	databases	database	NOUN
fcis-31029	13	7	[	[	X
fcis-31029	13	8	2	2	NUM
fcis-31029	13	9	]	]	PUNCT
fcis-31029	13	10	and	and	CCONJ
fcis-31029	13	11	distributed	distribute	VERB
fcis-31029	13	12	computing	computing	NOUN
fcis-31029	13	13	frameworks	framework	NOUN
fcis-31029	13	14	[	[	X
fcis-31029	13	15	3	3	X
fcis-31029	13	16	]	]	PUNCT
fcis-31029	13	17	have	have	AUX
fcis-31029	13	18	emerged	emerge	VERB
fcis-31029	13	19	to	to	PART
fcis-31029	13	20	address	address	VERB
fcis-31029	13	21	these	these	DET
fcis-31029	13	22	challenges	challenge	NOUN
fcis-31029	13	23	,	,	PUNCT
fcis-31029	13	24	yet	yet	CCONJ
fcis-31029	13	25	they	they	PRON
fcis-31029	13	26	often	often	ADV
fcis-31029	13	27	introduce	introduce	VERB
fcis-31029	13	28	trade	trade	NOUN
fcis-31029	13	29	-	-	PUNCT
fcis-31029	13	30	offs	off	NOUN
fcis-31029	13	31	in	in	ADP
fcis-31029	13	32	flexibility	flexibility	NOUN
fcis-31029	13	33	,	,	PUNCT
fcis-31029	13	34	scalability	scalability	NOUN
fcis-31029	13	35	,	,	PUNCT
fcis-31029	13	36	or	or	CCONJ
fcis-31029	13	37	operational	operational	ADJ
fcis-31029	13	38	complexity	complexity	NOUN
fcis-31029	13	39	.	.	PUNCT
fcis-31029	14	1	elasticsearch	elasticsearch	NOUN
fcis-31029	14	2	(	(	PUNCT
fcis-31029	14	3	es	es	NOUN
fcis-31029	14	4	)	)	PUNCT
fcis-31029	14	5	offers	offer	VERB
fcis-31029	14	6	a	a	DET
fcis-31029	14	7	compelling	compelling	ADJ
fcis-31029	14	8	alternative	alternative	NOUN
fcis-31029	14	9	by	by	ADP
fcis-31029	14	10	combining	combine	VERB
fcis-31029	14	11	distributed	distribute	VERB
fcis-31029	14	12	architecture	architecture	NOUN
fcis-31029	14	13	,	,	PUNCT
fcis-31029	14	14	inverted	invert	VERB
fcis-31029	14	15	indexing	indexing	NOUN
fcis-31029	14	16	[	[	X
fcis-31029	14	17	4	4	NUM
fcis-31029	14	18	]	]	PUNCT
fcis-31029	14	19	,	,	PUNCT
fcis-31029	14	20	and	and	CCONJ
fcis-31029	14	21	a	a	DET
fcis-31029	14	22	powerful	powerful	ADJ
fcis-31029	14	23	aggregation	aggregation	NOUN
fcis-31029	14	24	framework	framework	NOUN
fcis-31029	14	25	[	[	X
fcis-31029	14	26	5	5	NUM
fcis-31029	14	27	]	]	PUNCT
fcis-31029	14	28	.	.	PUNCT
fcis-31029	15	1	originally	originally	ADV
fcis-31029	15	2	designed	design	VERB
fcis-31029	15	3	for	for	ADP
fcis-31029	15	4	full	full	ADJ
fcis-31029	15	5	-	-	PUNCT
fcis-31029	15	6	text	text	NOUN
fcis-31029	15	7	search	search	NOUN
fcis-31029	15	8	,	,	PUNCT
fcis-31029	15	9	es	es	PROPN
fcis-31029	15	10	has	have	AUX
fcis-31029	15	11	evolved	evolve	VERB
fcis-31029	15	12	into	into	ADP
fcis-31029	15	13	a	a	DET
fcis-31029	15	14	versatile	versatile	ADJ
fcis-31029	15	15	tool	tool	NOUN
fcis-31029	15	16	for	for	ADP
fcis-31029	15	17	structured	structured	ADJ
fcis-31029	15	18	and	and	CCONJ
fcis-31029	15	19	unstructured	unstructured	ADJ
fcis-31029	15	20	data	datum	NOUN
fcis-31029	15	21	analysis	analysis	NOUN
fcis-31029	15	22	,	,	PUNCT
fcis-31029	15	23	capable	capable	ADJ
fcis-31029	15	24	of	of	ADP
fcis-31029	15	25	processing	processing	NOUN
fcis-31029	15	26	complex	complex	ADJ
fcis-31029	15	27	queries	query	NOUN
fcis-31029	15	28	at	at	ADP
fcis-31029	15	29	scale	scale	NOUN
fcis-31029	15	30	.	.	PUNCT
fcis-31029	16	1	its	its	PRON
fcis-31029	16	2	aggregation	aggregation	NOUN
fcis-31029	16	3	capabilities	capability	NOUN
fcis-31029	16	4	,	,	PUNCT
fcis-31029	16	5	in	in	ADP
fcis-31029	16	6	particular	particular	ADJ
fcis-31029	16	7	,	,	PUNCT
fcis-31029	16	8	enable	enable	VERB
fcis-31029	16	9	sophisticated	sophisticated	ADJ
fcis-31029	16	10	statistical	statistical	ADJ
fcis-31029	16	11	operations	operation	NOUN
fcis-31029	16	12	,	,	PUNCT
fcis-31029	16	13	making	make	VERB
fcis-31029	16	14	it	it	PRON
fcis-31029	16	15	suitable	suitable	ADJ
fcis-31029	16	16	for	for	ADP
fcis-31029	16	17	association	association	NOUN
fcis-31029	16	18	analysis	analysis	NOUN
fcis-31029	16	19	tasks	task	NOUN
fcis-31029	16	20	that	that	PRON
fcis-31029	16	21	require	require	VERB
fcis-31029	16	22	both	both	CCONJ
fcis-31029	16	23	speed	speed	NOUN
fcis-31029	16	24	and	and	CCONJ
fcis-31029	16	25	depth	depth	NOUN
fcis-31029	16	26	.	.	PUNCT
fcis-31029	17	1	however	however	ADV
fcis-31029	17	2	,	,	PUNCT
fcis-31029	17	3	existing	exist	VERB
fcis-31029	17	4	approaches	approach	NOUN
fcis-31029	17	5	often	often	ADV
fcis-31029	17	6	underutilize	underutilize	VERB
fcis-31029	17	7	es	es	NOUN
fcis-31029	17	8	’s	’s	PART
fcis-31029	17	9	potential	potential	NOUN
fcis-31029	17	10	,	,	PUNCT
fcis-31029	17	11	either	either	CCONJ
fcis-31029	17	12	by	by	ADP
fcis-31029	17	13	treating	treat	VERB
fcis-31029	17	14	it	it	PRON
fcis-31029	17	15	as	as	ADP
fcis-31029	17	16	a	a	DET
fcis-31029	17	17	simple	simple	ADJ
fcis-31029	17	18	search	search	NOUN
fcis-31029	17	19	engine	engine	NOUN
fcis-31029	17	20	or	or	CCONJ
fcis-31029	17	21	by	by	ADP
fcis-31029	17	22	applying	apply	VERB
fcis-31029	17	23	relational	relational	ADJ
fcis-31029	17	24	paradigms	paradigm	NOUN
fcis-31029	17	25	that	that	PRON
fcis-31029	17	26	ignore	ignore	VERB
fcis-31029	17	27	its	its	PRON
fcis-31029	17	28	native	native	ADJ
fcis-31029	17	29	strengths	strength	NOUN
fcis-31029	17	30	.	.	PUNCT
fcis-31029	18	1	the	the	DET
fcis-31029	18	2	proposed	propose	VERB
fcis-31029	18	3	methodology	methodology	NOUN
fcis-31029	18	4	systematically	systematically	ADV
fcis-31029	18	5	addresses	address	VERB
fcis-31029	18	6	these	these	DET
fcis-31029	18	7	gaps	gap	NOUN
fcis-31029	18	8	by	by	ADP
fcis-31029	18	9	rethinking	rethink	VERB
fcis-31029	18	10	how	how	SCONJ
fcis-31029	18	11	es	es	ADP
fcis-31029	18	12	can	can	AUX
fcis-31029	18	13	model	model	VERB
fcis-31029	18	14	,	,	PUNCT
fcis-31029	18	15	query	query	NOUN
fcis-31029	18	16	,	,	PUNCT
fcis-31029	18	17	and	and	CCONJ
fcis-31029	18	18	optimize	optimize	VERB
fcis-31029	18	19	complex	complex	ADJ
fcis-31029	18	20	associations	association	NOUN
fcis-31029	18	21	.	.	PUNCT
fcis-31029	19	1	unlike	unlike	ADP
fcis-31029	19	2	traditional	traditional	ADJ
fcis-31029	19	3	methods	method	NOUN
fcis-31029	19	4	that	that	PRON
fcis-31029	19	5	rely	rely	VERB
fcis-31029	19	6	on	on	ADP
fcis-31029	19	7	pre	pre	ADJ
fcis-31029	19	8	-	-	ADJ
fcis-31029	19	9	computed	computed	ADJ
fcis-31029	19	10	joins	join	NOUN
fcis-31029	19	11	or	or	CCONJ
fcis-31029	19	12	graph	graph	NOUN
fcis-31029	19	13	traversals	traversal	NOUN
fcis-31029	19	14	[	[	X
fcis-31029	19	15	6	6	NUM
fcis-31029	19	16	]	]	PUNCT
fcis-31029	19	17	,	,	PUNCT
fcis-31029	19	18	our	our	PRON
fcis-31029	19	19	approach	approach	NOUN
fcis-31029	19	20	leverages	leverage	VERB
fcis-31029	19	21	es	es	NOUN
fcis-31029	19	22	’s	’s	ADV
fcis-31029	19	23	nested	nest	VERB
fcis-31029	19	24	and	and	CCONJ
fcis-31029	19	25	join	join	VERB
fcis-31029	19	26	field	field	NOUN
fcis-31029	19	27	types	type	NOUN
fcis-31029	19	28	to	to	PART
fcis-31029	19	29	represent	represent	VERB
fcis-31029	19	30	relationships	relationship	NOUN
fcis-31029	19	31	while	while	SCONJ
fcis-31029	19	32	preserving	preserve	VERB
fcis-31029	19	33	query	query	NOUN
fcis-31029	19	34	performance	performance	NOUN
fcis-31029	19	35	.	.	PUNCT
fcis-31029	20	1	aggregations	aggregation	NOUN
fcis-31029	20	2	such	such	ADJ
fcis-31029	20	3	as	as	ADP
fcis-31029	20	4	terms	term	NOUN
fcis-31029	20	5	and	and	CCONJ
fcis-31029	20	6	bucket_script	bucket_script	NOUN
fcis-31029	20	7	quantify	quantify	ADJ
fcis-31029	20	8	association	association	NOUN
fcis-31029	20	9	strength	strength	NOUN
fcis-31029	20	10	through	through	ADP
fcis-31029	20	11	co	co	ADJ
fcis-31029	20	12	-	-	NOUN
fcis-31029	20	13	occurrence	occurrence	ADJ
fcis-31029	20	14	metrics	metric	NOUN
fcis-31029	20	15	,	,	PUNCT
fcis-31029	20	16	enabling	enable	VERB
fcis-31029	20	17	pattern	pattern	NOUN
fcis-31029	20	18	discovery	discovery	NOUN
fcis-31029	20	19	without	without	ADP
fcis-31029	20	20	sacrificing	sacrifice	VERB
fcis-31029	20	21	real	real	ADJ
fcis-31029	20	22	-	-	PUNCT
fcis-31029	20	23	time	time	NOUN
fcis-31029	20	24	responsiveness	responsiveness	NOUN
fcis-31029	20	25	.	.	PUNCT
fcis-31029	21	1	furthermore	furthermore	ADV
fcis-31029	21	2	,	,	PUNCT
fcis-31029	21	3	we	we	PRON
fcis-31029	21	4	introduce	introduce	VERB
fcis-31029	21	5	optimizations	optimization	NOUN
fcis-31029	21	6	tailored	tailor	VERB
fcis-31029	21	7	to	to	PART
fcis-31029	21	8	es	es	VERB
fcis-31029	21	9	’s	’s	ADJ
fcis-31029	21	10	distributed	distribute	VERB
fcis-31029	21	11	nature	nature	NOUN
fcis-31029	21	12	,	,	PUNCT
fcis-31029	21	13	including	include	VERB
fcis-31029	21	14	sharding	sharding	NOUN
fcis-31029	21	15	strategies	strategy	NOUN
fcis-31029	21	16	and	and	CCONJ
fcis-31029	21	17	replica	replica	NOUN
fcis-31029	21	18	management	management	NOUN
fcis-31029	21	19	,	,	PUNCT
fcis-31029	21	20	to	to	PART
fcis-31029	21	21	handle	handle	VERB
fcis-31029	21	22	high	high	ADJ
fcis-31029	21	23	-	-	PUNCT
fcis-31029	21	24	cardinality	cardinality	NOUN
fcis-31029	21	25	datasets	dataset	NOUN
fcis-31029	21	26	efficiently	efficiently	ADV
fcis-31029	21	27	.	.	PUNCT
fcis-31029	22	1	the	the	DET
fcis-31029	22	2	key	key	ADJ
fcis-31029	22	3	contributions	contribution	NOUN
fcis-31029	22	4	of	of	ADP
fcis-31029	22	5	this	this	DET
fcis-31029	22	6	work	work	NOUN
fcis-31029	22	7	are	be	AUX
fcis-31029	22	8	threefold	threefold	ADJ
fcis-31029	22	9	.	.	PUNCT
fcis-31029	23	1	first	first	ADV
fcis-31029	23	2	,	,	PUNCT
fcis-31029	23	3	we	we	PRON
fcis-31029	23	4	formalize	formalize	VERB
fcis-31029	23	5	a	a	DET
fcis-31029	23	6	data	datum	NOUN
fcis-31029	23	7	modeling	model	VERB
fcis-31029	23	8	framework	framework	NOUN
fcis-31029	23	9	for	for	ADP
fcis-31029	23	10	associations	association	NOUN
fcis-31029	23	11	in	in	ADP
fcis-31029	23	12	es	es	NOUN
fcis-31029	23	13	,	,	PUNCT
fcis-31029	23	14	demonstrating	demonstrate	VERB
fcis-31029	23	15	how	how	SCONJ
fcis-31029	23	16	nested	nested	ADJ
fcis-31029	23	17	structures	structure	NOUN
fcis-31029	23	18	and	and	CCONJ
fcis-31029	23	19	denormalization	denormalization	NOUN
fcis-31029	23	20	can	can	AUX
fcis-31029	23	21	balance	balance	VERB
fcis-31029	23	22	query	query	NOUN
fcis-31029	23	23	complexity	complexity	NOUN
fcis-31029	23	24	with	with	ADP
fcis-31029	23	25	performance	performance	NOUN
fcis-31029	23	26	.	.	PUNCT
fcis-31029	24	1	second	second	ADJ
fcis-31029	24	2	,	,	PUNCT
fcis-31029	24	3	we	we	PRON
fcis-31029	24	4	develop	develop	VERB
fcis-31029	24	5	a	a	DET
fcis-31029	24	6	suite	suite	NOUN
fcis-31029	24	7	of	of	ADP
fcis-31029	24	8	aggregation	aggregation	NOUN
fcis-31029	24	9	techniques	technique	NOUN
fcis-31029	24	10	to	to	PART
fcis-31029	24	11	measure	measure	VERB
fcis-31029	24	12	and	and	CCONJ
fcis-31029	24	13	rank	rank	NOUN
fcis-31029	24	14	associations	association	NOUN
fcis-31029	24	15	,	,	PUNCT
fcis-31029	24	16	extending	extend	VERB
fcis-31029	24	17	es	es	NOUN
fcis-31029	24	18	’s	’s	NOUN
fcis-31029	24	19	native	native	ADJ
fcis-31029	24	20	capabilities	capability	NOUN
fcis-31029	24	21	for	for	ADP
fcis-31029	24	22	statistical	statistical	ADJ
fcis-31029	24	23	analysis	analysis	NOUN
fcis-31029	24	24	.	.	PUNCT
fcis-31029	25	1	third	third	ADJ
fcis-31029	25	2	,	,	PUNCT
fcis-31029	25	3	we	we	PRON
fcis-31029	25	4	provide	provide	VERB
fcis-31029	25	5	empirically	empirically	ADV
fcis-31029	25	6	validated	validate	VERB
fcis-31029	25	7	optimizations	optimization	NOUN
fcis-31029	25	8	for	for	ADP
fcis-31029	25	9	large	large	ADJ
fcis-31029	25	10	-	-	PUNCT
fcis-31029	25	11	scale	scale	NOUN
fcis-31029	25	12	deployments	deployment	NOUN
fcis-31029	25	13	,	,	PUNCT
fcis-31029	25	14	addressing	address	VERB
fcis-31029	25	15	challenges	challenge	NOUN
fcis-31029	25	16	such	such	ADJ
fcis-31029	25	17	as	as	ADP
fcis-31029	25	18	memory	memory	NOUN
fcis-31029	25	19	usage	usage	NOUN
fcis-31029	25	20	and	and	CCONJ
fcis-31029	25	21	distributed	distributed	ADJ
fcis-31029	25	22	computation	computation	NOUN
fcis-31029	25	23	.	.	PUNCT
fcis-31029	26	1	together	together	ADV
fcis-31029	26	2	,	,	PUNCT
fcis-31029	26	3	these	these	DET
fcis-31029	26	4	advances	advance	NOUN
fcis-31029	26	5	position	position	NOUN
fcis-31029	26	6	es	es	NOUN
fcis-31029	26	7	as	as	ADP
fcis-31029	26	8	a	a	DET
fcis-31029	26	9	viable	viable	ADJ
fcis-31029	26	10	platform	platform	NOUN
fcis-31029	26	11	for	for	ADP
fcis-31029	26	12	association	association	NOUN
fcis-31029	26	13	analysis	analysis	NOUN
fcis-31029	26	14	,	,	PUNCT
fcis-31029	26	15	particularly	particularly	ADV
fcis-31029	26	16	in	in	ADP
fcis-31029	26	17	scenarios	scenario	NOUN
fcis-31029	26	18	requiring	require	VERB
fcis-31029	26	19	hybrid	hybrid	ADJ
fcis-31029	26	20	text	text	NOUN
fcis-31029	26	21	and	and	CCONJ
fcis-31029	26	22	structured	structured	ADJ
fcis-31029	26	23	data	datum	NOUN
fcis-31029	26	24	processing	processing	NOUN
fcis-31029	26	25	.	.	PUNCT
fcis-31029	27	1	this	this	DET
fcis-31029	27	2	paper	paper	NOUN
fcis-31029	27	3	is	be	AUX
fcis-31029	27	4	organized	organize	VERB
fcis-31029	27	5	as	as	SCONJ
fcis-31029	27	6	follows	follow	VERB
fcis-31029	27	7	:	:	PUNCT
fcis-31029	27	8	section	section	NOUN
fcis-31029	27	9	2	2	NUM
fcis-31029	27	10	reviews	review	NOUN
fcis-31029	27	11	related	relate	VERB
fcis-31029	27	12	work	work	NOUN
fcis-31029	27	13	in	in	ADP
fcis-31029	27	14	data	data	NOUN
fcis-31029	27	15	association	association	NOUN
fcis-31029	27	16	techniques	technique	NOUN
fcis-31029	27	17	and	and	CCONJ
fcis-31029	27	18	es	es	X
fcis-31029	27	19	applications	application	NOUN
fcis-31029	27	20	.	.	PUNCT
fcis-31029	28	1	section	section	NOUN
fcis-31029	28	2	3	3	NUM
fcis-31029	28	3	introduces	introduce	NOUN
fcis-31029	28	4	es	es	NOUN
fcis-31029	28	5	’s	’s	PART
fcis-31029	28	6	core	core	NOUN
fcis-31029	28	7	features	feature	NOUN
fcis-31029	28	8	and	and	CCONJ
fcis-31029	28	9	their	their	PRON
fcis-31029	28	10	relevance	relevance	NOUN
fcis-31029	28	11	to	to	ADP
fcis-31029	28	12	association	association	NOUN
fcis-31029	28	13	analysis	analysis	NOUN
fcis-31029	28	14	.	.	PUNCT
fcis-31029	29	1	section	section	NOUN
fcis-31029	29	2	4	4	NUM
fcis-31029	29	3	details	detail	NOUN
fcis-31029	29	4	our	our	PRON
fcis-31029	29	5	methodology	methodology	NOUN
fcis-31029	29	6	,	,	PUNCT
fcis-31029	29	7	including	include	VERB
fcis-31029	29	8	data	datum	NOUN
fcis-31029	29	9	modeling	modeling	NOUN
fcis-31029	29	10	,	,	PUNCT
fcis-31029	29	11	aggregation	aggregation	NOUN
fcis-31029	29	12	design	design	NOUN
fcis-31029	29	13	,	,	PUNCT
fcis-31029	29	14	and	and	CCONJ
fcis-31029	29	15	optimization	optimization	NOUN
fcis-31029	29	16	strategies	strategy	NOUN
fcis-31029	29	17	.	.	PUNCT
fcis-31029	30	1	section	section	NOUN
fcis-31029	30	2	5	5	NUM
fcis-31029	30	3	presents	present	VERB
fcis-31029	30	4	experimental	experimental	ADJ
fcis-31029	30	5	results	result	NOUN
fcis-31029	30	6	,	,	PUNCT
fcis-31029	30	7	and	and	CCONJ
fcis-31029	30	8	section	section	NOUN
fcis-31029	30	9	6	6	NUM
fcis-31029	30	10	discusses	discuss	VERB
fcis-31029	30	11	implications	implication	NOUN
fcis-31029	30	12	and	and	CCONJ
fcis-31029	30	13	future	future	ADJ
fcis-31029	30	14	directions	direction	NOUN
fcis-31029	30	15	.	.	PUNCT
fcis-31029	31	1	2	2	X
fcis-31029	31	2	.	.	X
fcis-31029	31	3	related	relate	VERB
fcis-31029	31	4	work	work	NOUN
fcis-31029	31	5	the	the	DET
fcis-31029	31	6	analysis	analysis	NOUN
fcis-31029	31	7	of	of	ADP
fcis-31029	31	8	complex	complex	ADJ
fcis-31029	31	9	data	datum	NOUN
fcis-31029	31	10	associations	association	NOUN
fcis-31029	31	11	has	have	AUX
fcis-31029	31	12	been	be	AUX
fcis-31029	31	13	approached	approach	VERB
fcis-31029	31	14	from	from	ADP
fcis-31029	31	15	multiple	multiple	ADJ
fcis-31029	31	16	perspectives	perspective	NOUN
fcis-31029	31	17	in	in	ADP
fcis-31029	31	18	prior	prior	ADJ
fcis-31029	31	19	research	research	NOUN
fcis-31029	31	20	,	,	PUNCT
fcis-31029	31	21	ranging	range	VERB
fcis-31029	31	22	from	from	ADP
fcis-31029	31	23	traditional	traditional	ADJ
fcis-31029	31	24	database	database	NOUN
fcis-31029	31	25	systems	system	NOUN
fcis-31029	31	26	to	to	ADP
fcis-31029	31	27	modern	modern	ADJ
fcis-31029	31	28	distributed	distribute	VERB
fcis-31029	31	29	frameworks	framework	NOUN
fcis-31029	31	30	.	.	PUNCT
fcis-31029	32	1	this	this	DET
fcis-31029	32	2	section	section	NOUN
fcis-31029	32	3	organizes	organize	VERB
fcis-31029	32	4	existing	exist	VERB
fcis-31029	32	5	work	work	NOUN
fcis-31029	32	6	into	into	ADP
fcis-31029	32	7	three	three	NUM
fcis-31029	32	8	key	key	ADJ
fcis-31029	32	9	themes	theme	NOUN
fcis-31029	32	10	:	:	PUNCT
fcis-31029	32	11	(	(	PUNCT
fcis-31029	32	12	1	1	X
fcis-31029	32	13	)	)	PUNCT
fcis-31029	32	14	association	association	NOUN
fcis-31029	32	15	analysis	analysis	NOUN
fcis-31029	32	16	techniques	technique	NOUN
fcis-31029	32	17	in	in	ADP
fcis-31029	32	18	relational	relational	ADJ
fcis-31029	32	19	and	and	CCONJ
fcis-31029	32	20	nosql	nosql	ADJ
fcis-31029	32	21	systems	system	NOUN
fcis-31029	32	22	,	,	PUNCT
fcis-31029	32	23	(	(	PUNCT
fcis-31029	32	24	2	2	X
fcis-31029	32	25	)	)	PUNCT
fcis-31029	32	26	elasticsearch	elasticsearch	NOUN
fcis-31029	32	27	’s	’s	PART
fcis-31029	32	28	evolving	evolve	VERB
fcis-31029	32	29	role	role	NOUN
fcis-31029	32	30	in	in	ADP
fcis-31029	32	31	analytical	analytical	ADJ
fcis-31029	32	32	workloads	workload	NOUN
fcis-31029	32	33	,	,	PUNCT
fcis-31029	32	34	and	and	CCONJ
fcis-31029	32	35	(	(	PUNCT
fcis-31029	32	36	3	3	X
fcis-31029	32	37	)	)	PUNCT
fcis-31029	32	38	optimization	optimization	NOUN
fcis-31029	32	39	strategies	strategy	NOUN
fcis-31029	32	40	for	for	ADP
fcis-31029	32	41	distributed	distribute	VERB
fcis-31029	32	42	data	datum	NOUN
fcis-31029	32	43	processing	processing	NOUN
fcis-31029	32	44	.	.	PUNCT
fcis-31029	33	1	6	6	NUM
fcis-31029	33	2	2.1	2.1	NUM
fcis-31029	33	3	.	.	PUNCT
fcis-31029	34	1	association	association	NOUN
fcis-31029	34	2	analysis	analysis	NOUN
fcis-31029	34	3	in	in	ADP
fcis-31029	34	4	database	database	NOUN
fcis-31029	34	5	systems	system	NOUN
fcis-31029	34	6	early	early	ADJ
fcis-31029	34	7	approaches	approach	NOUN
fcis-31029	34	8	to	to	ADP
fcis-31029	34	9	association	association	NOUN
fcis-31029	34	10	analysis	analysis	NOUN
fcis-31029	34	11	relied	rely	VERB
fcis-31029	34	12	heavily	heavily	ADV
fcis-31029	34	13	on	on	ADP
fcis-31029	34	14	relational	relational	ADJ
fcis-31029	34	15	databases	database	NOUN
fcis-31029	34	16	,	,	PUNCT
fcis-31029	34	17	employing	employ	VERB
fcis-31029	34	18	techniques	technique	NOUN
fcis-31029	34	19	such	such	ADJ
fcis-31029	34	20	as	as	ADP
fcis-31029	34	21	the	the	DET
fcis-31029	34	22	apriori	apriori	ADJ
fcis-31029	34	23	algorithm	algorithm	NOUN
fcis-31029	34	24	[	[	X
fcis-31029	34	25	6	6	NUM
fcis-31029	34	26	]	]	PUNCT
fcis-31029	34	27	for	for	ADP
fcis-31029	34	28	frequent	frequent	ADJ
fcis-31029	34	29	itemset	itemset	NOUN
fcis-31029	34	30	mining	mining	NOUN
fcis-31029	34	31	.	.	PUNCT
fcis-31029	35	1	while	while	SCONJ
fcis-31029	35	2	effective	effective	ADJ
fcis-31029	35	3	for	for	ADP
fcis-31029	35	4	structured	structured	ADJ
fcis-31029	35	5	data	datum	NOUN
fcis-31029	35	6	,	,	PUNCT
fcis-31029	35	7	these	these	DET
fcis-31029	35	8	methods	method	NOUN
fcis-31029	35	9	often	often	ADV
fcis-31029	35	10	struggled	struggle	VERB
fcis-31029	35	11	with	with	ADP
fcis-31029	35	12	scalability	scalability	NOUN
fcis-31029	35	13	when	when	SCONJ
fcis-31029	35	14	applied	apply	VERB
fcis-31029	35	15	to	to	ADP
fcis-31029	35	16	large	large	ADJ
fcis-31029	35	17	datasets	dataset	NOUN
fcis-31029	35	18	or	or	CCONJ
fcis-31029	35	19	complex	complex	ADJ
fcis-31029	35	20	relationship	relationship	NOUN
fcis-31029	35	21	networks	network	NOUN
fcis-31029	35	22	.	.	PUNCT
fcis-31029	36	1	graph	graph	NOUN
fcis-31029	36	2	databases	database	NOUN
fcis-31029	36	3	[	[	X
fcis-31029	36	4	1	1	X
fcis-31029	36	5	]	]	PUNCT
fcis-31029	36	6	emerged	emerge	VERB
fcis-31029	36	7	as	as	ADP
fcis-31029	36	8	an	an	DET
fcis-31029	36	9	alternative	alternative	NOUN
fcis-31029	36	10	,	,	PUNCT
fcis-31029	36	11	offering	offer	VERB
fcis-31029	36	12	native	native	ADJ
fcis-31029	36	13	support	support	NOUN
fcis-31029	36	14	for	for	ADP
fcis-31029	36	15	relationship	relationship	NOUN
fcis-31029	36	16	traversal	traversal	NOUN
fcis-31029	36	17	but	but	CCONJ
fcis-31029	36	18	introducing	introduce	VERB
fcis-31029	36	19	trade	trade	NOUN
fcis-31029	36	20	-	-	PUNCT
fcis-31029	36	21	offs	off	NOUN
fcis-31029	36	22	in	in	ADP
fcis-31029	36	23	query	query	NOUN
fcis-31029	36	24	flexibility	flexibility	NOUN
fcis-31029	36	25	and	and	CCONJ
fcis-31029	36	26	horizontal	horizontal	ADJ
fcis-31029	36	27	scalability	scalability	NOUN
fcis-31029	36	28	.	.	PUNCT
fcis-31029	37	1	more	more	ADV
fcis-31029	37	2	recently	recently	ADV
fcis-31029	37	3	,	,	PUNCT
fcis-31029	37	4	nosql	nosql	ADJ
fcis-31029	37	5	systems	system	NOUN
fcis-31029	37	6	like	like	ADP
fcis-31029	37	7	mongodb	mongodb	PROPN
fcis-31029	37	8	[	[	X
fcis-31029	37	9	2	2	NUM
fcis-31029	37	10	]	]	PUNCT
fcis-31029	37	11	have	have	AUX
fcis-31029	37	12	incorporated	incorporate	VERB
fcis-31029	37	13	aggregation	aggregation	NOUN
fcis-31029	37	14	pipelines	pipeline	NOUN
fcis-31029	37	15	,	,	PUNCT
fcis-31029	37	16	though	though	SCONJ
fcis-31029	37	17	their	their	PRON
fcis-31029	37	18	analytical	analytical	ADJ
fcis-31029	37	19	capabilities	capability	NOUN
fcis-31029	37	20	remain	remain	VERB
fcis-31029	37	21	limited	limited	ADJ
fcis-31029	37	22	compared	compare	VERB
fcis-31029	37	23	to	to	ADP
fcis-31029	37	24	specialized	specialized	ADJ
fcis-31029	37	25	tools	tool	NOUN
fcis-31029	37	26	.	.	PUNCT
fcis-31029	38	1	2.2	2.2	NUM
fcis-31029	38	2	.	.	PUNCT
fcis-31029	38	3	elasticsearch	elasticsearch	NOUN
fcis-31029	38	4	for	for	ADP
fcis-31029	38	5	analytical	analytical	ADJ
fcis-31029	38	6	workloads	workload	NOUN
fcis-31029	38	7	elasticsearch	elasticsearch	NOUN
fcis-31029	38	8	has	have	AUX
fcis-31029	38	9	transitioned	transition	VERB
fcis-31029	38	10	from	from	ADP
fcis-31029	38	11	its	its	PRON
fcis-31029	38	12	origins	origin	NOUN
fcis-31029	38	13	as	as	ADP
fcis-31029	38	14	a	a	DET
fcis-31029	38	15	search	search	NOUN
fcis-31029	38	16	engine	engine	NOUN
fcis-31029	38	17	to	to	ADP
fcis-31029	38	18	a	a	DET
fcis-31029	38	19	platform	platform	NOUN
fcis-31029	38	20	capable	capable	ADJ
fcis-31029	38	21	of	of	ADP
fcis-31029	38	22	handling	handle	VERB
fcis-31029	38	23	diverse	diverse	ADJ
fcis-31029	38	24	analytical	analytical	ADJ
fcis-31029	38	25	tasks	task	NOUN
fcis-31029	38	26	.	.	PUNCT
fcis-31029	39	1	the	the	DET
fcis-31029	39	2	aggregation	aggregation	NOUN
fcis-31029	39	3	framework	framework	NOUN
fcis-31029	39	4	,	,	PUNCT
fcis-31029	39	5	introduced	introduce	VERB
fcis-31029	39	6	in	in	ADP
fcis-31029	39	7	later	late	ADJ
fcis-31029	39	8	versions	version	NOUN
fcis-31029	39	9	,	,	PUNCT
fcis-31029	39	10	enabled	enable	VERB
fcis-31029	39	11	statistical	statistical	ADJ
fcis-31029	39	12	operations	operation	NOUN
fcis-31029	39	13	comparable	comparable	ADJ
fcis-31029	39	14	to	to	ADP
fcis-31029	39	15	those	those	PRON
fcis-31029	39	16	in	in	ADP
fcis-31029	39	17	traditional	traditional	ADJ
fcis-31029	39	18	databases	database	NOUN
fcis-31029	39	19	[	[	X
fcis-31029	39	20	5	5	NUM
fcis-31029	39	21	]	]	PUNCT
fcis-31029	39	22	.	.	PUNCT
fcis-31029	40	1	recent	recent	ADJ
fcis-31029	40	2	studies	study	NOUN
fcis-31029	40	3	have	have	AUX
fcis-31029	40	4	demonstrated	demonstrate	VERB
fcis-31029	40	5	es	es	NOUN
fcis-31029	40	6	’s	’s	PART
fcis-31029	40	7	effectiveness	effectiveness	NOUN
fcis-31029	40	8	in	in	ADP
fcis-31029	40	9	log	log	NOUN
fcis-31029	40	10	analysis	analysis	NOUN
fcis-31029	40	11	[	[	X
fcis-31029	40	12	7	7	NUM
fcis-31029	40	13	]	]	PUNCT
fcis-31029	40	14	and	and	CCONJ
fcis-31029	40	15	social	social	ADJ
fcis-31029	40	16	media	medium	NOUN
fcis-31029	40	17	analytics	analytic	NOUN
fcis-31029	40	18	[	[	X
fcis-31029	40	19	8	8	NUM
fcis-31029	40	20	]	]	PUNCT
fcis-31029	40	21	,	,	PUNCT
fcis-31029	40	22	where	where	SCONJ
fcis-31029	40	23	its	its	PRON
fcis-31029	40	24	ability	ability	NOUN
fcis-31029	40	25	to	to	PART
fcis-31029	40	26	combine	combine	VERB
fcis-31029	40	27	full	full	ADJ
fcis-31029	40	28	-	-	PUNCT
fcis-31029	40	29	text	text	NOUN
fcis-31029	40	30	search	search	NOUN
fcis-31029	40	31	with	with	ADP
fcis-31029	40	32	structured	structured	ADJ
fcis-31029	40	33	aggregations	aggregation	NOUN
fcis-31029	40	34	proved	prove	VERB
fcis-31029	40	35	particularly	particularly	ADV
fcis-31029	40	36	valuable	valuable	ADJ
fcis-31029	40	37	.	.	PUNCT
fcis-31029	41	1	however	however	ADV
fcis-31029	41	2	,	,	PUNCT
fcis-31029	41	3	these	these	DET
fcis-31029	41	4	applications	application	NOUN
fcis-31029	41	5	typically	typically	ADV
fcis-31029	41	6	focused	focus	VERB
fcis-31029	41	7	on	on	ADP
fcis-31029	41	8	relatively	relatively	ADV
fcis-31029	41	9	simple	simple	ADJ
fcis-31029	41	10	relationships	relationship	NOUN
fcis-31029	41	11	rather	rather	ADV
fcis-31029	41	12	than	than	ADP
fcis-31029	41	13	the	the	DET
fcis-31029	41	14	complex	complex	ADJ
fcis-31029	41	15	multidimensional	multidimensional	ADJ
fcis-31029	41	16	associations	association	NOUN
fcis-31029	41	17	addressed	address	VERB
fcis-31029	41	18	in	in	ADP
fcis-31029	41	19	our	our	PRON
fcis-31029	41	20	work	work	NOUN
fcis-31029	41	21	.	.	PUNCT
fcis-31029	42	1	2.3	2.3	NUM
fcis-31029	42	2	.	.	PUNCT
fcis-31029	43	1	distributed	distribute	VERB
fcis-31029	43	2	processing	processing	NOUN
fcis-31029	43	3	optimizations	optimization	NOUN
fcis-31029	43	4	performance	performance	NOUN
fcis-31029	43	5	optimization	optimization	NOUN
fcis-31029	43	6	in	in	ADP
fcis-31029	43	7	distributed	distribute	VERB
fcis-31029	43	8	systems	system	NOUN
fcis-31029	43	9	has	have	AUX
fcis-31029	43	10	been	be	AUX
fcis-31029	43	11	extensively	extensively	ADV
fcis-31029	43	12	studied	study	VERB
fcis-31029	43	13	,	,	PUNCT
fcis-31029	43	14	with	with	ADP
fcis-31029	43	15	sharding	sharding	NOUN
fcis-31029	43	16	techniques	technique	NOUN
fcis-31029	43	17	[	[	X
fcis-31029	43	18	9	9	NUM
fcis-31029	43	19	]	]	PUNCT
fcis-31029	43	20	and	and	CCONJ
fcis-31029	43	21	query	query	NOUN
fcis-31029	43	22	planning	plan	VERB
fcis-31029	44	1	[	[	X
fcis-31029	44	2	10	10	NUM
fcis-31029	44	3	]	]	PUNCT
fcis-31029	44	4	receiving	receive	VERB
fcis-31029	44	5	particular	particular	ADJ
fcis-31029	44	6	attention	attention	NOUN
fcis-31029	44	7	.	.	PUNCT
fcis-31029	45	1	elasticsearchspecific	elasticsearchspecific	ADJ
fcis-31029	45	2	optimizations	optimization	NOUN
fcis-31029	45	3	have	have	AUX
fcis-31029	45	4	included	include	VERB
fcis-31029	45	5	index	index	NOUN
fcis-31029	45	6	design	design	NOUN
fcis-31029	45	7	patterns	pattern	NOUN
fcis-31029	45	8	[	[	X
fcis-31029	45	9	11	11	NUM
fcis-31029	45	10	]	]	PUNCT
fcis-31029	45	11	and	and	CCONJ
fcis-31029	45	12	aggregation	aggregation	NOUN
fcis-31029	45	13	pipeline	pipeline	NOUN
fcis-31029	45	14	tuning	tune	VERB
fcis-31029	45	15	[	[	X
fcis-31029	45	16	12	12	NUM
fcis-31029	45	17	]	]	PUNCT
fcis-31029	45	18	.	.	PUNCT
fcis-31029	46	1	while	while	SCONJ
fcis-31029	46	2	these	these	DET
fcis-31029	46	3	works	work	NOUN
fcis-31029	46	4	provided	provide	VERB
fcis-31029	46	5	valuable	valuable	ADJ
fcis-31029	46	6	insights	insight	NOUN
fcis-31029	46	7	,	,	PUNCT
fcis-31029	46	8	they	they	PRON
fcis-31029	46	9	often	often	ADV
fcis-31029	46	10	treated	treat	VERB
fcis-31029	46	11	optimizations	optimization	NOUN
fcis-31029	46	12	as	as	ADP
fcis-31029	46	13	isolated	isolate	VERB
fcis-31029	46	14	concerns	concern	NOUN
fcis-31029	46	15	rather	rather	ADV
fcis-31029	46	16	than	than	ADP
fcis-31029	46	17	part	part	NOUN
fcis-31029	46	18	of	of	ADP
fcis-31029	46	19	an	an	DET
fcis-31029	46	20	integrated	integrate	VERB
fcis-31029	46	21	methodology	methodology	NOUN
fcis-31029	46	22	for	for	ADP
fcis-31029	46	23	association	association	NOUN
fcis-31029	46	24	analysis	analysis	NOUN
fcis-31029	46	25	.	.	PUNCT
fcis-31029	47	1	the	the	DET
fcis-31029	47	2	proposed	propose	VERB
fcis-31029	47	3	methodology	methodology	NOUN
fcis-31029	47	4	differs	differ	VERB
fcis-31029	47	5	from	from	ADP
fcis-31029	47	6	existing	exist	VERB
fcis-31029	47	7	approaches	approach	NOUN
fcis-31029	47	8	in	in	ADP
fcis-31029	47	9	several	several	ADJ
fcis-31029	47	10	key	key	ADJ
fcis-31029	47	11	aspects	aspect	NOUN
fcis-31029	47	12	.	.	PUNCT
fcis-31029	48	1	first	first	ADV
fcis-31029	48	2	,	,	PUNCT
fcis-31029	48	3	it	it	PRON
fcis-31029	48	4	systematically	systematically	ADV
fcis-31029	48	5	combines	combine	VERB
fcis-31029	48	6	es	es	PROPN
fcis-31029	48	7	’s	’s	PART
fcis-31029	48	8	native	native	ADJ
fcis-31029	48	9	features	feature	NOUN
fcis-31029	48	10	(	(	PUNCT
fcis-31029	48	11	nested	nest	VERB
fcis-31029	48	12	documents	document	NOUN
fcis-31029	48	13	,	,	PUNCT
fcis-31029	48	14	join	join	VERB
fcis-31029	48	15	fields	field	NOUN
fcis-31029	48	16	)	)	PUNCT
fcis-31029	48	17	with	with	ADP
fcis-31029	48	18	statistical	statistical	ADJ
fcis-31029	48	19	aggregation	aggregation	NOUN
fcis-31029	48	20	techniques	technique	NOUN
fcis-31029	48	21	to	to	PART
fcis-31029	48	22	model	model	VERB
fcis-31029	48	23	and	and	CCONJ
fcis-31029	48	24	analyze	analyze	VERB
fcis-31029	48	25	complex	complex	ADJ
fcis-31029	48	26	relationships	relationship	NOUN
fcis-31029	48	27	.	.	PUNCT
fcis-31029	49	1	second	second	ADJ
fcis-31029	49	2	,	,	PUNCT
fcis-31029	49	3	it	it	PRON
fcis-31029	49	4	introduces	introduce	VERB
fcis-31029	49	5	novel	novel	ADJ
fcis-31029	49	6	optimizations	optimization	NOUN
fcis-31029	49	7	specifically	specifically	ADV
fcis-31029	49	8	tailored	tailor	VERB
fcis-31029	49	9	for	for	ADP
fcis-31029	49	10	association	association	NOUN
fcis-31029	49	11	analysis	analysis	NOUN
fcis-31029	49	12	workloads	workload	NOUN
fcis-31029	49	13	,	,	PUNCT
fcis-31029	49	14	addressing	address	VERB
fcis-31029	49	15	challenges	challenge	NOUN
fcis-31029	49	16	that	that	PRON
fcis-31029	49	17	prior	prior	ADV
fcis-31029	49	18	es	es	ADP
fcis-31029	49	19	applications	application	NOUN
fcis-31029	49	20	either	either	CCONJ
fcis-31029	49	21	ignored	ignore	VERB
fcis-31029	49	22	or	or	CCONJ
fcis-31029	49	23	handled	handle	VERB
fcis-31029	49	24	suboptimally	suboptimally	ADV
fcis-31029	49	25	.	.	PUNCT
fcis-31029	50	1	finally	finally	ADV
fcis-31029	50	2	,	,	PUNCT
fcis-31029	50	3	the	the	DET
fcis-31029	50	4	approach	approach	NOUN
fcis-31029	50	5	demonstrates	demonstrate	VERB
fcis-31029	50	6	how	how	SCONJ
fcis-31029	50	7	es	es	PRON
fcis-31029	50	8	can	can	AUX
fcis-31029	50	9	serve	serve	VERB
fcis-31029	50	10	as	as	ADP
fcis-31029	50	11	a	a	DET
fcis-31029	50	12	unified	unified	ADJ
fcis-31029	50	13	platform	platform	NOUN
fcis-31029	50	14	for	for	ADP
fcis-31029	50	15	both	both	DET
fcis-31029	50	16	relationship	relationship	NOUN
fcis-31029	50	17	discovery	discovery	NOUN
fcis-31029	50	18	and	and	CCONJ
fcis-31029	50	19	operational	operational	ADJ
fcis-31029	50	20	analytics	analytic	NOUN
fcis-31029	50	21	,	,	PUNCT
fcis-31029	50	22	bridging	bridge	VERB
fcis-31029	50	23	a	a	DET
fcis-31029	50	24	gap	gap	NOUN
fcis-31029	50	25	that	that	PRON
fcis-31029	50	26	typically	typically	ADV
fcis-31029	50	27	requires	require	VERB
fcis-31029	50	28	multiple	multiple	ADJ
fcis-31029	50	29	specialized	specialized	ADJ
fcis-31029	50	30	systems	system	NOUN
fcis-31029	50	31	.	.	PUNCT
fcis-31029	51	1	3	3	X
fcis-31029	51	2	.	.	X
fcis-31029	51	3	background	background	NOUN
fcis-31029	51	4	and	and	CCONJ
fcis-31029	51	5	preliminaries	preliminary	NOUN
fcis-31029	51	6	to	to	PART
fcis-31029	51	7	establish	establish	VERB
fcis-31029	51	8	a	a	DET
fcis-31029	51	9	foundation	foundation	NOUN
fcis-31029	51	10	for	for	ADP
fcis-31029	51	11	our	our	PRON
fcis-31029	51	12	methodology	methodology	NOUN
fcis-31029	51	13	,	,	PUNCT
fcis-31029	51	14	this	this	DET
fcis-31029	51	15	section	section	NOUN
fcis-31029	51	16	introduces	introduce	VERB
fcis-31029	51	17	core	core	NOUN
fcis-31029	51	18	concepts	concept	NOUN
fcis-31029	51	19	in	in	ADP
fcis-31029	51	20	data	datum	NOUN
fcis-31029	51	21	association	association	NOUN
fcis-31029	51	22	analysis	analysis	NOUN
fcis-31029	51	23	and	and	CCONJ
fcis-31029	51	24	elasticsearch	elasticsearch	NOUN
fcis-31029	51	25	’s	’s	PART
fcis-31029	51	26	architectural	architectural	ADJ
fcis-31029	51	27	features	feature	NOUN
fcis-31029	51	28	that	that	PRON
fcis-31029	51	29	enable	enable	VERB
fcis-31029	51	30	efficient	efficient	ADJ
fcis-31029	51	31	relationship	relationship	NOUN
fcis-31029	51	32	discovery	discovery	NOUN
fcis-31029	51	33	.	.	PUNCT
fcis-31029	52	1	understanding	understand	VERB
fcis-31029	52	2	these	these	DET
fcis-31029	52	3	fundamentals	fundamental	NOUN
fcis-31029	52	4	is	be	AUX
fcis-31029	52	5	essential	essential	ADJ
fcis-31029	52	6	for	for	ADP
fcis-31029	52	7	appreciating	appreciate	VERB
fcis-31029	52	8	how	how	SCONJ
fcis-31029	52	9	es	es	NOUN
fcis-31029	52	10	can	can	AUX
fcis-31029	52	11	be	be	AUX
fcis-31029	52	12	adapted	adapt	VERB
fcis-31029	52	13	for	for	ADP
fcis-31029	52	14	complex	complex	ADJ
fcis-31029	52	15	analytical	analytical	ADJ
fcis-31029	52	16	tasks	task	NOUN
fcis-31029	52	17	beyond	beyond	ADP
fcis-31029	52	18	its	its	PRON
fcis-31029	52	19	traditional	traditional	ADJ
fcis-31029	52	20	search	search	NOUN
fcis-31029	52	21	-	-	PUNCT
fcis-31029	52	22	oriented	orient	VERB
fcis-31029	52	23	use	use	NOUN
fcis-31029	52	24	cases	case	NOUN
fcis-31029	52	25	.	.	PUNCT
fcis-31029	53	1	3.1	3.1	NUM
fcis-31029	53	2	.	.	PUNCT
fcis-31029	53	3	data	datum	NOUN
fcis-31029	53	4	association	association	PROPN
fcis-31029	53	5	analysis	analysis	NOUN
fcis-31029	53	6	fundamentals	fundamental	NOUN
fcis-31029	53	7	association	association	NOUN
fcis-31029	53	8	analysis	analysis	NOUN
fcis-31029	53	9	identifies	identify	VERB
fcis-31029	53	10	meaningful	meaningful	ADJ
fcis-31029	53	11	relationships	relationship	NOUN
fcis-31029	53	12	between	between	ADP
fcis-31029	53	13	variables	variable	NOUN
fcis-31029	53	14	or	or	CCONJ
fcis-31029	53	15	entities	entity	NOUN
fcis-31029	53	16	in	in	ADP
fcis-31029	53	17	large	large	ADJ
fcis-31029	53	18	datasets	dataset	NOUN
fcis-31029	53	19	,	,	PUNCT
fcis-31029	53	20	with	with	ADP
fcis-31029	53	21	applications	application	NOUN
fcis-31029	53	22	ranging	range	VERB
fcis-31029	53	23	from	from	ADP
fcis-31029	53	24	market	market	NOUN
fcis-31029	53	25	basket	basket	NOUN
fcis-31029	53	26	analysis	analysis	NOUN
fcis-31029	53	27	to	to	ADP
fcis-31029	53	28	network	network	NOUN
fcis-31029	53	29	topology	topology	NOUN
fcis-31029	53	30	discovery	discovery	NOUN
fcis-31029	53	31	.	.	PUNCT
fcis-31029	54	1	the	the	DET
fcis-31029	54	2	problem	problem	NOUN
fcis-31029	54	3	is	be	AUX
fcis-31029	54	4	formally	formally	ADV
fcis-31029	54	5	defined	define	VERB
fcis-31029	54	6	through	through	ADP
fcis-31029	54	7	metrics	metric	NOUN
fcis-31029	54	8	such	such	ADJ
fcis-31029	54	9	as	as	ADP
fcis-31029	54	10	support	support	NOUN
fcis-31029	54	11	,	,	PUNCT
fcis-31029	54	12	confidence	confidence	NOUN
fcis-31029	54	13	,	,	PUNCT
fcis-31029	54	14	and	and	CCONJ
fcis-31029	54	15	lift	lift	NOUN
fcis-31029	54	16	,	,	PUNCT
fcis-31029	54	17	which	which	PRON
fcis-31029	54	18	quantify	quantify	VERB
fcis-31029	54	19	the	the	DET
fcis-31029	54	20	strength	strength	NOUN
fcis-31029	54	21	and	and	CCONJ
fcis-31029	54	22	directionality	directionality	NOUN
fcis-31029	54	23	of	of	ADP
fcis-31029	54	24	associations	association	NOUN
fcis-31029	54	25	[	[	X
fcis-31029	54	26	6	6	NUM
fcis-31029	54	27	]	]	PUNCT
fcis-31029	54	28	.	.	PUNCT
fcis-31029	55	1	support	support	NOUN
fcis-31029	55	2	measures	measure	VERB
fcis-31029	55	3	the	the	DET
fcis-31029	55	4	frequency	frequency	NOUN
fcis-31029	55	5	of	of	ADP
fcis-31029	55	6	co	co	NOUN
fcis-31029	55	7	-	-	NOUN
fcis-31029	55	8	occurrence	occurrence	NOUN
fcis-31029	55	9	between	between	ADP
fcis-31029	55	10	items	item	NOUN
fcis-31029	55	11	,	,	PUNCT
fcis-31029	55	12	while	while	SCONJ
fcis-31029	55	13	confidence	confidence	NOUN
fcis-31029	55	14	indicates	indicate	VERB
fcis-31029	55	15	the	the	DET
fcis-31029	55	16	conditional	conditional	ADJ
fcis-31029	55	17	probability	probability	NOUN
fcis-31029	55	18	of	of	ADP
fcis-31029	55	19	one	one	NUM
fcis-31029	55	20	item	item	NOUN
fcis-31029	55	21	appearing	appear	VERB
fcis-31029	55	22	given	give	VERB
fcis-31029	55	23	another	another	PRON
fcis-31029	55	24	.	.	PUNCT
fcis-31029	56	1	lift	lift	NOUN
fcis-31029	56	2	evaluates	evaluate	VERB
fcis-31029	56	3	whether	whether	SCONJ
fcis-31029	56	4	the	the	DET
fcis-31029	56	5	association	association	NOUN
fcis-31029	56	6	is	be	AUX
fcis-31029	56	7	statistically	statistically	ADV
fcis-31029	56	8	significant	significant	ADJ
fcis-31029	56	9	or	or	CCONJ
fcis-31029	56	10	occurs	occur	VERB
fcis-31029	56	11	by	by	ADP
fcis-31029	56	12	chance	chance	NOUN
fcis-31029	56	13	.	.	PUNCT
fcis-31029	57	1	these	these	DET
fcis-31029	57	2	metrics	metric	NOUN
fcis-31029	57	3	are	be	AUX
fcis-31029	57	4	computed	compute	VERB
fcis-31029	57	5	as	as	ADP
fcis-31029	57	6	:	:	PUNCT
fcis-31029	57	7	support	support	NOUN
fcis-31029	57	8	→	→	SYM
fcis-31029	57	9	∩	∩	NOUN
fcis-31029	57	10	(	(	PUNCT
fcis-31029	57	11	1	1	X
fcis-31029	57	12	)	)	PUNCT
fcis-31029	57	13	confidence	confidence	NOUN
fcis-31029	57	14	→	→	SYM
fcis-31029	57	15	∩	∩	NOUN
fcis-31029	57	16	(	(	PUNCT
fcis-31029	57	17	2	2	X
fcis-31029	57	18	)	)	PUNCT
fcis-31029	57	19	lift	lift	NOUN
fcis-31029	57	20	→	→	SYM
fcis-31029	57	21	∩	∩	NOUN
fcis-31029	57	22	(	(	PUNCT
fcis-31029	57	23	3	3	X
fcis-31029	57	24	)	)	PUNCT
fcis-31029	57	25	traditional	traditional	ADJ
fcis-31029	57	26	implementations	implementation	NOUN
fcis-31029	57	27	rely	rely	VERB
fcis-31029	57	28	on	on	ADP
fcis-31029	57	29	join	join	NOUN
fcis-31029	57	30	operations	operation	NOUN
fcis-31029	57	31	and	and	CCONJ
fcis-31029	57	32	iterative	iterative	NOUN
fcis-31029	57	33	scans	scan	NOUN
fcis-31029	57	34	,	,	PUNCT
fcis-31029	57	35	which	which	PRON
fcis-31029	57	36	become	become	VERB
fcis-31029	57	37	computationally	computationally	ADV
fcis-31029	57	38	expensive	expensive	ADJ
fcis-31029	57	39	for	for	ADP
fcis-31029	57	40	high	high	ADJ
fcis-31029	57	41	-	-	PUNCT
fcis-31029	57	42	cardinality	cardinality	NOUN
fcis-31029	57	43	datasets	dataset	NOUN
fcis-31029	57	44	.	.	PUNCT
fcis-31029	58	1	distributed	distribute	VERB
fcis-31029	58	2	systems	system	NOUN
fcis-31029	58	3	like	like	ADP
fcis-31029	58	4	es	es	X
fcis-31029	58	5	address	address	NOUN
fcis-31029	58	6	this	this	DET
fcis-31029	58	7	challenge	challenge	NOUN
fcis-31029	58	8	through	through	ADP
fcis-31029	58	9	inverted	inverted	ADJ
fcis-31029	58	10	indices	index	NOUN
fcis-31029	58	11	and	and	CCONJ
fcis-31029	58	12	parallel	parallel	ADJ
fcis-31029	58	13	processing	processing	NOUN
fcis-31029	58	14	,	,	PUNCT
fcis-31029	58	15	but	but	CCONJ
fcis-31029	58	16	require	require	VERB
fcis-31029	58	17	careful	careful	ADJ
fcis-31029	58	18	adaptation	adaptation	NOUN
fcis-31029	58	19	of	of	ADP
fcis-31029	58	20	association	association	NOUN
fcis-31029	58	21	metrics	metric	NOUN
fcis-31029	58	22	to	to	ADP
fcis-31029	58	23	their	their	PRON
fcis-31029	58	24	query	query	NOUN
fcis-31029	58	25	paradigms	paradigm	VERB
fcis-31029	58	26	.	.	PUNCT
fcis-31029	59	1	3.2	3.2	NUM
fcis-31029	59	2	.	.	PUNCT
fcis-31029	59	3	primary	primary	ADJ
fcis-31029	59	4	knowledge	knowledge	NOUN
fcis-31029	59	5	for	for	ADP
fcis-31029	59	6	data	datum	NOUN
fcis-31029	59	7	association	association	NOUN
fcis-31029	59	8	analysis	analysis	NOUN
fcis-31029	59	9	elasticsearch	elasticsearch	NOUN
fcis-31029	59	10	’s	’s	PART
fcis-31029	59	11	architecture	architecture	NOUN
fcis-31029	59	12	introduces	introduce	VERB
fcis-31029	59	13	several	several	ADJ
fcis-31029	59	14	concepts	concept	NOUN
fcis-31029	59	15	critical	critical	ADJ
fcis-31029	59	16	for	for	ADP
fcis-31029	59	17	efficient	efficient	ADJ
fcis-31029	59	18	association	association	NOUN
fcis-31029	59	19	analysis	analysis	NOUN
fcis-31029	59	20	.	.	PUNCT
fcis-31029	60	1	its	its	PRON
fcis-31029	60	2	distributed	distribute	VERB
fcis-31029	60	3	nature	nature	NOUN
fcis-31029	60	4	partitions	partition	VERB
fcis-31029	60	5	data	datum	NOUN
fcis-31029	60	6	into	into	ADP
fcis-31029	60	7	shards	shard	NOUN
fcis-31029	60	8	,	,	PUNCT
fcis-31029	60	9	enabling	enable	VERB
fcis-31029	60	10	horizontal	horizontal	ADJ
fcis-31029	60	11	scalability	scalability	NOUN
fcis-31029	60	12	,	,	PUNCT
fcis-31029	60	13	while	while	SCONJ
fcis-31029	60	14	replicas	replica	NOUN
fcis-31029	60	15	ensure	ensure	VERB
fcis-31029	60	16	fault	fault	NOUN
fcis-31029	60	17	tolerance	tolerance	NOUN
fcis-31029	60	18	[	[	X
fcis-31029	60	19	11	11	NUM
fcis-31029	60	20	]	]	PUNCT
fcis-31029	60	21	.	.	PUNCT
fcis-31029	61	1	the	the	DET
fcis-31029	61	2	nested	nested	ADJ
fcis-31029	61	3	and	and	CCONJ
fcis-31029	61	4	join	join	VERB
fcis-31029	61	5	datatypes	datatype	NOUN
fcis-31029	61	6	allow	allow	VERB
fcis-31029	61	7	modeling	model	VERB
fcis-31029	61	8	hierarchical	hierarchical	ADJ
fcis-31029	61	9	relationships	relationship	NOUN
fcis-31029	61	10	,	,	PUNCT
fcis-31029	61	11	though	though	SCONJ
fcis-31029	61	12	with	with	ADP
fcis-31029	61	13	different	different	ADJ
fcis-31029	61	14	performance	performance	NOUN
fcis-31029	61	15	trade	trade	NOUN
fcis-31029	61	16	-	-	PUNCT
fcis-31029	61	17	offs	off	NOUN
fcis-31029	61	18	.	.	PUNCT
fcis-31029	62	1	nested	nested	ADJ
fcis-31029	62	2	documents	document	NOUN
fcis-31029	62	3	are	be	AUX
fcis-31029	62	4	stored	store	VERB
fcis-31029	62	5	as	as	ADP
fcis-31029	62	6	separate	separate	ADJ
fcis-31029	62	7	lucene	lucene	ADJ
fcis-31029	62	8	documents	document	NOUN
fcis-31029	62	9	under	under	ADP
fcis-31029	62	10	the	the	DET
fcis-31029	62	11	same	same	ADJ
fcis-31029	62	12	shard	shard	NOUN
fcis-31029	62	13	,	,	PUNCT
fcis-31029	62	14	preserving	preserve	VERB
fcis-31029	62	15	query	query	NOUN
fcis-31029	62	16	isolation	isolation	NOUN
fcis-31029	62	17	but	but	CCONJ
fcis-31029	62	18	increasing	increase	VERB
fcis-31029	62	19	index	index	NOUN
fcis-31029	62	20	size	size	NOUN
fcis-31029	62	21	.	.	PUNCT
fcis-31029	63	1	join	join	VERB
fcis-31029	63	2	fields	field	NOUN
fcis-31029	63	3	emulate	emulate	VERB
fcis-31029	63	4	parent	parent	NOUN
fcis-31029	63	5	-	-	PUNCT
fcis-31029	63	6	child	child	NOUN
fcis-31029	63	7	relationships	relationship	NOUN
fcis-31029	63	8	across	across	ADP
fcis-31029	63	9	shards	shard	NOUN
fcis-31029	63	10	but	but	CCONJ
fcis-31029	63	11	incur	incur	VERB
fcis-31029	63	12	higher	high	ADJ
fcis-31029	63	13	latency	latency	NOUN
fcis-31029	63	14	due	due	ADP
fcis-31029	63	15	to	to	ADP
fcis-31029	63	16	distributed	distribute	VERB
fcis-31029	63	17	joins	join	NOUN
fcis-31029	63	18	[	[	X
fcis-31029	63	19	9	9	NUM
fcis-31029	63	20	]	]	PUNCT
fcis-31029	63	21	.	.	PUNCT
fcis-31029	64	1	the	the	DET
fcis-31029	64	2	aggregation	aggregation	NOUN
fcis-31029	64	3	framework	framework	NOUN
fcis-31029	64	4	provides	provide	VERB
fcis-31029	64	5	the	the	DET
fcis-31029	64	6	building	building	NOUN
fcis-31029	64	7	blocks	block	NOUN
fcis-31029	64	8	for	for	ADP
fcis-31029	64	9	association	association	NOUN
fcis-31029	64	10	metrics	metric	NOUN
fcis-31029	64	11	.	.	PUNCT
fcis-31029	65	1	terms	term	NOUN
fcis-31029	65	2	aggregations	aggregation	NOUN
fcis-31029	65	3	group	group	NOUN
fcis-31029	65	4	documents	document	NOUN
fcis-31029	65	5	by	by	ADP
fcis-31029	65	6	field	field	NOUN
fcis-31029	65	7	values	value	NOUN
fcis-31029	65	8	,	,	PUNCT
fcis-31029	65	9	analogous	analogous	ADJ
fcis-31029	65	10	to	to	ADP
fcis-31029	65	11	sql	sql	PROPN
fcis-31029	65	12	’s	’s	PART
fcis-31029	65	13	group	group	NOUN
fcis-31029	65	14	by	by	ADP
fcis-31029	65	15	,	,	PUNCT
fcis-31029	65	16	while	while	SCONJ
fcis-31029	65	17	bucket	bucket	NOUN
fcis-31029	65	18	aggregations	aggregation	NOUN
fcis-31029	65	19	enable	enable	VERB
fcis-31029	65	20	nested	nested	ADJ
fcis-31029	65	21	computations	computation	NOUN
fcis-31029	65	22	.	.	PUNCT
fcis-31029	66	1	metric	metric	ADJ
fcis-31029	66	2	aggregations	aggregation	NOUN
fcis-31029	66	3	(	(	PUNCT
fcis-31029	66	4	e.g.	e.g.	ADV
fcis-31029	66	5	,	,	PUNCT
fcis-31029	66	6	sum	sum	NOUN
fcis-31029	66	7	,	,	PUNCT
fcis-31029	66	8	avg	avg	NOUN
fcis-31029	66	9	)	)	PUNCT
fcis-31029	66	10	calculate	calculate	NOUN
fcis-31029	66	11	statistics	statistic	NOUN
fcis-31029	66	12	within	within	ADP
fcis-31029	66	13	buckets	bucket	NOUN
fcis-31029	66	14	,	,	PUNCT
fcis-31029	66	15	and	and	CCONJ
fcis-31029	66	16	pipeline	pipeline	NOUN
fcis-31029	66	17	aggregations	aggregation	NOUN
fcis-31029	66	18	(	(	PUNCT
fcis-31029	66	19	e.g.	e.g.	ADV
fcis-31029	66	20	,	,	PUNCT
fcis-31029	66	21	bucket_script	bucket_script	ADJ
fcis-31029	66	22	)	)	PUNCT
fcis-31029	66	23	combine	combine	VERB
fcis-31029	66	24	results	result	NOUN
fcis-31029	66	25	from	from	ADP
fcis-31029	66	26	preceding	precede	VERB
fcis-31029	66	27	stages	stage	NOUN
fcis-31029	66	28	.	.	PUNCT
fcis-31029	67	1	for	for	ADP
fcis-31029	67	2	example	example	NOUN
fcis-31029	67	3	,	,	PUNCT
fcis-31029	67	4	lift	lift	NOUN
fcis-31029	67	5	(	(	PUNCT
fcis-31029	67	6	equation	equation	NOUN
fcis-31029	67	7	3	3	NUM
fcis-31029	67	8	)	)	PUNCT
fcis-31029	67	9	can	can	AUX
fcis-31029	67	10	be	be	AUX
fcis-31029	67	11	implemented	implement	VERB
fcis-31029	67	12	via	via	ADP
fcis-31029	67	13	a	a	DET
fcis-31029	67	14	pipeline	pipeline	NOUN
fcis-31029	67	15	aggregation	aggregation	NOUN
fcis-31029	67	16	that	that	PRON
fcis-31029	67	17	divides	divide	VERB
fcis-31029	67	18	the	the	DET
fcis-31029	67	19	joint	joint	ADJ
fcis-31029	67	20	probability	probability	NOUN
fcis-31029	67	21	(	(	PUNCT
fcis-31029	67	22	from	from	ADP
fcis-31029	67	23	a	a	DET
fcis-31029	67	24	filters	filter	NOUN
fcis-31029	67	25	aggregation	aggregation	NOUN
fcis-31029	67	26	)	)	PUNCT
fcis-31029	67	27	by	by	ADP
fcis-31029	67	28	the	the	DET
fcis-31029	67	29	product	product	NOUN
fcis-31029	67	30	of	of	ADP
fcis-31029	67	31	marginal	marginal	ADJ
fcis-31029	67	32	probabilities	probability	NOUN
fcis-31029	67	33	(	(	PUNCT
fcis-31029	67	34	from	from	ADP
fcis-31029	67	35	terms	term	NOUN
fcis-31029	67	36	aggregations	aggregation	NOUN
fcis-31029	67	37	)	)	PUNCT
fcis-31029	67	38	.	.	PUNCT
fcis-31029	68	1	understanding	understand	VERB
fcis-31029	68	2	these	these	DET
fcis-31029	68	3	components	component	NOUN
fcis-31029	68	4	is	be	AUX
fcis-31029	68	5	prerequisite	prerequisite	ADJ
fcis-31029	68	6	to	to	ADP
fcis-31029	68	7	designing	design	VERB
fcis-31029	68	8	efficient	efficient	ADJ
fcis-31029	68	9	association	association	NOUN
fcis-31029	68	10	analysis	analysis	NOUN
fcis-31029	68	11	workflows	workflow	VERB
fcis-31029	68	12	in	in	ADP
fcis-31029	68	13	es	es	NOUN
fcis-31029	68	14	.	.	PUNCT
fcis-31029	69	1	the	the	DET
fcis-31029	69	2	next	next	ADJ
fcis-31029	69	3	section	section	NOUN
fcis-31029	69	4	will	will	AUX
fcis-31029	69	5	detail	detail	VERB
fcis-31029	69	6	how	how	SCONJ
fcis-31029	69	7	they	they	PRON
fcis-31029	69	8	are	be	AUX
fcis-31029	69	9	systematically	systematically	ADV
fcis-31029	69	10	combined	combine	VERB
fcis-31029	69	11	in	in	ADP
fcis-31029	69	12	our	our	PRON
fcis-31029	69	13	methodology	methodology	NOUN
fcis-31029	69	14	to	to	PART
fcis-31029	69	15	balance	balance	VERB
fcis-31029	69	16	analytical	analytical	ADJ
fcis-31029	69	17	rigor	rigor	NOUN
fcis-31029	69	18	with	with	ADP
fcis-31029	69	19	system	system	NOUN
fcis-31029	69	20	performance	performance	NOUN
fcis-31029	69	21	.	.	PUNCT
fcis-31029	70	1	4	4	X
fcis-31029	70	2	.	.	X
fcis-31029	70	3	methodology	methodology	NOUN
fcis-31029	70	4	for	for	ADP
fcis-31029	70	5	complex	complex	ADJ
fcis-31029	70	6	data	datum	NOUN
fcis-31029	70	7	association	association	NOUN
fcis-31029	70	8	analysis	analysis	NOUN
fcis-31029	70	9	using	use	VERB
fcis-31029	70	10	elasticsearch	elasticsearch	NOUN
fcis-31029	70	11	the	the	DET
fcis-31029	70	12	proposed	propose	VERB
fcis-31029	70	13	methodology	methodology	NOUN
fcis-31029	70	14	transforms	transform	VERB
fcis-31029	70	15	elasticsearch	elasticsearch	NOUN
fcis-31029	70	16	into	into	ADP
fcis-31029	70	17	a	a	DET
fcis-31029	70	18	powerful	powerful	ADJ
fcis-31029	70	19	platform	platform	NOUN
fcis-31029	70	20	for	for	ADP
fcis-31029	70	21	complex	complex	ADJ
fcis-31029	70	22	association	association	NOUN
fcis-31029	70	23	analysis	analysis	NOUN
fcis-31029	70	24	through	through	ADP
fcis-31029	70	25	systematic	systematic	ADJ
fcis-31029	70	26	integration	integration	NOUN
fcis-31029	70	27	of	of	ADP
fcis-31029	70	28	its	its	PRON
fcis-31029	70	29	native	native	ADJ
fcis-31029	70	30	capabilities	capability	NOUN
fcis-31029	70	31	.	.	PUNCT
fcis-31029	71	1	this	this	DET
fcis-31029	71	2	section	section	NOUN
fcis-31029	71	3	details	detail	VERB
fcis-31029	71	4	the	the	DET
fcis-31029	71	5	technical	technical	ADJ
fcis-31029	71	6	implementation	implementation	NOUN
fcis-31029	71	7	across	across	ADP
fcis-31029	71	8	five	five	NUM
fcis-31029	71	9	key	key	ADJ
fcis-31029	71	10	dimensions	dimension	NOUN
fcis-31029	71	11	:	:	PUNCT
fcis-31029	71	12	data	datum	NOUN
fcis-31029	71	13	modeling	modeling	NOUN
fcis-31029	71	14	,	,	PUNCT
fcis-31029	71	15	query	query	NOUN
fcis-31029	71	16	formulation	formulation	NOUN
fcis-31029	71	17	,	,	PUNCT
fcis-31029	71	18	multidimensional	multidimensional	ADJ
fcis-31029	71	19	analysis	analysis	NOUN
fcis-31029	71	20	,	,	PUNCT
fcis-31029	71	21	hybrid	hybrid	ADJ
fcis-31029	71	22	search	search	NOUN
fcis-31029	71	23	-	-	PUNCT
fcis-31029	71	24	analytics	analytic	NOUN
fcis-31029	71	25	integration	integration	NOUN
fcis-31029	71	26	,	,	PUNCT
fcis-31029	71	27	and	and	CCONJ
fcis-31029	71	28	performance	performance	NOUN
fcis-31029	71	29	optimization	optimization	NOUN
fcis-31029	71	30	.	.	PUNCT
fcis-31029	72	1	7	7	NUM
fcis-31029	72	2	4.1	4.1	NUM
fcis-31029	72	3	.	.	PUNCT
fcis-31029	73	1	data	datum	NOUN
fcis-31029	73	2	modeling	modeling	NOUN
fcis-31029	73	3	strategies	strategy	NOUN
fcis-31029	73	4	for	for	ADP
fcis-31029	73	5	association	association	NOUN
fcis-31029	73	6	analysis	analysis	NOUN
fcis-31029	73	7	entity	entity	NOUN
fcis-31029	73	8	relationships	relationship	NOUN
fcis-31029	73	9	are	be	AUX
fcis-31029	73	10	modeled	model	VERB
fcis-31029	73	11	through	through	ADP
fcis-31029	73	12	three	three	NUM
fcis-31029	73	13	complementary	complementary	ADJ
fcis-31029	73	14	approaches	approach	NOUN
fcis-31029	73	15	,	,	PUNCT
fcis-31029	73	16	each	each	PRON
fcis-31029	73	17	optimized	optimize	VERB
fcis-31029	73	18	for	for	ADP
fcis-31029	73	19	specific	specific	ADJ
fcis-31029	73	20	association	association	NOUN
fcis-31029	73	21	patterns	pattern	NOUN
fcis-31029	73	22	.	.	PUNCT
fcis-31029	74	1	for	for	ADP
fcis-31029	74	2	hierarchical	hierarchical	ADJ
fcis-31029	74	3	associations	association	NOUN
fcis-31029	74	4	with	with	ADP
fcis-31029	74	5	low	low	ADJ
fcis-31029	74	6	update	update	NOUN
fcis-31029	74	7	frequency	frequency	NOUN
fcis-31029	74	8	,	,	PUNCT
fcis-31029	74	9	the	the	DET
fcis-31029	74	10	join	join	NOUN
fcis-31029	74	11	datatype	datatype	NOUN
fcis-31029	74	12	establishes	establish	VERB
fcis-31029	74	13	parent	parent	NOUN
fcis-31029	74	14	-	-	PUNCT
fcis-31029	74	15	child	child	NOUN
fcis-31029	74	16	relationships	relationship	NOUN
fcis-31029	74	17	while	while	SCONJ
fcis-31029	74	18	minimizing	minimize	VERB
fcis-31029	74	19	storage	storage	NOUN
fcis-31029	74	20	overhead	overhead	ADV
fcis-31029	74	21	.	.	PUNCT
fcis-31029	75	1	the	the	DET
fcis-31029	75	2	document	document	NOUN
fcis-31029	75	3	structure	structure	NOUN
fcis-31029	75	4	embeds	embed	VERB
fcis-31029	75	5	relationship	relationship	NOUN
fcis-31029	75	6	metadata	metadata	NOUN
fcis-31029	75	7	:	:	PUNCT
fcis-31029	75	8	{	{	PUNCT
fcis-31029	75	9	"	"	PUNCT
fcis-31029	75	10	entity_id	entity_id	PROPN
fcis-31029	75	11	"	"	PUNCT
fcis-31029	75	12	:	:	PUNCT
fcis-31029	75	13	"	"	PUNCT
fcis-31029	75	14	a	a	DET
fcis-31029	75	15	"	"	PUNCT
fcis-31029	75	16	,	,	PUNCT
fcis-31029	75	17	"	"	PUNCT
fcis-31029	75	18	relations	relation	NOUN
fcis-31029	75	19	"	"	PUNCT
fcis-31029	75	20	:	:	PUNCT
fcis-31029	75	21	{	{	PUNCT
fcis-31029	75	22	"	"	PUNCT
fcis-31029	75	23	name	name	NOUN
fcis-31029	75	24	"	"	PUNCT
fcis-31029	75	25	:	:	PUNCT
fcis-31029	75	26	"	"	PUNCT
fcis-31029	75	27	entity_relations	entity_relation	NOUN
fcis-31029	75	28	"	"	PUNCT
fcis-31029	75	29	,	,	PUNCT
fcis-31029	75	30	"	"	PUNCT
fcis-31029	75	31	parent	parent	NOUN
fcis-31029	75	32	"	"	PUNCT
fcis-31029	75	33	:	:	PUNCT
fcis-31029	75	34	"	"	PUNCT
fcis-31029	75	35	a	a	DET
fcis-31029	75	36	"	"	PUNCT
fcis-31029	75	37	,	,	PUNCT
fcis-31029	75	38	"	"	PUNCT
fcis-31029	75	39	children	child	NOUN
fcis-31029	75	40	"	"	PUNCT
fcis-31029	75	41	:	:	PUNCT
fcis-31029	76	1	[	[	X
fcis-31029	76	2	"	"	PUNCT
fcis-31029	76	3	b	b	NOUN
fcis-31029	76	4	"	"	PUNCT
fcis-31029	76	5	,	,	PUNCT
fcis-31029	76	6	"	"	PUNCT
fcis-31029	76	7	c	c	X
fcis-31029	76	8	"	"	PUNCT
fcis-31029	76	9	]	]	PUNCT
fcis-31029	76	10	}	}	PUNCT
fcis-31029	76	11	}	}	PUNCT
fcis-31029	76	12	for	for	ADP
fcis-31029	76	13	high	high	ADJ
fcis-31029	76	14	-	-	PUNCT
fcis-31029	76	15	cardinality	cardinality	NOUN
fcis-31029	76	16	associations	association	NOUN
fcis-31029	76	17	requiring	require	VERB
fcis-31029	76	18	real	real	ADJ
fcis-31029	76	19	-	-	PUNCT
fcis-31029	76	20	time	time	NOUN
fcis-31029	76	21	analysis	analysis	NOUN
fcis-31029	76	22	,	,	PUNCT
fcis-31029	76	23	nested	nest	VERB
fcis-31029	76	24	documents	document	NOUN
fcis-31029	76	25	with	with	ADP
fcis-31029	76	26	denormalized	denormalized	ADJ
fcis-31029	76	27	references	reference	NOUN
fcis-31029	76	28	provide	provide	VERB
fcis-31029	76	29	better	well	ADJ
fcis-31029	76	30	query	query	NOUN
fcis-31029	76	31	performance	performance	NOUN
fcis-31029	76	32	.	.	PUNCT
fcis-31029	77	1	a	a	DET
fcis-31029	77	2	nested	nested	ADJ
fcis-31029	77	3	field	field	NOUN
fcis-31029	77	4	stores	store	NOUN
fcis-31029	77	5	associated	associate	VERB
fcis-31029	77	6	entities	entity	NOUN
fcis-31029	77	7	as	as	ADP
fcis-31029	77	8	an	an	DET
fcis-31029	77	9	array	array	NOUN
fcis-31029	77	10	of	of	ADP
fcis-31029	77	11	objects	object	NOUN
fcis-31029	77	12	,	,	PUNCT
fcis-31029	77	13	enabling	enable	VERB
fcis-31029	77	14	atomic	atomic	ADJ
fcis-31029	77	15	updates	update	NOUN
fcis-31029	77	16	and	and	CCONJ
fcis-31029	77	17	efficient	efficient	ADJ
fcis-31029	77	18	co	co	NOUN
fcis-31029	77	19	-	-	NOUN
fcis-31029	77	20	occurrence	occurrence	ADJ
fcis-31029	77	21	counting	counting	NOUN
fcis-31029	77	22	:	:	PUNCT
fcis-31029	77	23	{	{	PUNCT
fcis-31029	77	24	"	"	PUNCT
fcis-31029	77	25	entity	entity	NOUN
fcis-31029	77	26	"	"	PUNCT
fcis-31029	77	27	:	:	PUNCT
fcis-31029	77	28	"	"	PUNCT
fcis-31029	77	29	a	a	DET
fcis-31029	77	30	"	"	PUNCT
fcis-31029	77	31	,	,	PUNCT
fcis-31029	77	32	"	"	PUNCT
fcis-31029	77	33	associations	association	NOUN
fcis-31029	77	34	"	"	PUNCT
fcis-31029	77	35	:	:	PUNCT
fcis-31029	77	36	[	[	PUNCT
fcis-31029	77	37	{	{	PUNCT
fcis-31029	77	38	"	"	PUNCT
fcis-31029	77	39	entity	entity	NOUN
fcis-31029	77	40	"	"	PUNCT
fcis-31029	77	41	:	:	PUNCT
fcis-31029	77	42	"	"	PUNCT
fcis-31029	77	43	b	b	X
fcis-31029	77	44	"	"	PUNCT
fcis-31029	77	45	,	,	PUNCT
fcis-31029	77	46	"	"	PUNCT
fcis-31029	77	47	context	context	NOUN
fcis-31029	77	48	"	"	PUNCT
fcis-31029	77	49	:	:	PUNCT
fcis-31029	77	50	"	"	PUNCT
fcis-31029	77	51	x	x	X
fcis-31029	77	52	"	"	PUNCT
fcis-31029	77	53	}	}	PUNCT
fcis-31029	77	54	,	,	PUNCT
fcis-31029	77	55	{	{	PUNCT
fcis-31029	77	56	"	"	PUNCT
fcis-31029	77	57	entity	entity	NOUN
fcis-31029	77	58	"	"	PUNCT
fcis-31029	77	59	:	:	PUNCT
fcis-31029	77	60	"	"	PUNCT
fcis-31029	77	61	c	c	X
fcis-31029	77	62	"	"	PUNCT
fcis-31029	77	63	,	,	PUNCT
fcis-31029	77	64	"	"	PUNCT
fcis-31029	77	65	context	context	NOUN
fcis-31029	77	66	"	"	PUNCT
fcis-31029	77	67	:	:	PUNCT
fcis-31029	77	68	"	"	PUNCT
fcis-31029	77	69	y	y	NOUN
fcis-31029	77	70	"	"	PUNCT
fcis-31029	77	71	}	}	PUNCT
fcis-31029	77	72	]	]	PUNCT
fcis-31029	77	73	}	}	PUNCT
fcis-31029	77	74	the	the	DET
fcis-31029	77	75	third	third	ADJ
fcis-31029	77	76	approach	approach	NOUN
fcis-31029	77	77	employs	employ	VERB
fcis-31029	77	78	application	application	NOUN
fcis-31029	77	79	-	-	PUNCT
fcis-31029	77	80	side	side	NOUN
fcis-31029	77	81	joins	join	VERB
fcis-31029	77	82	for	for	ADP
fcis-31029	77	83	dynamic	dynamic	ADJ
fcis-31029	77	84	associations	association	NOUN
fcis-31029	77	85	that	that	PRON
fcis-31029	77	86	evolve	evolve	VERB
fcis-31029	77	87	rapidly	rapidly	ADV
fcis-31029	77	88	.	.	PUNCT
fcis-31029	78	1	entity	entity	NOUN
fcis-31029	78	2	relationships	relationship	NOUN
fcis-31029	78	3	are	be	AUX
fcis-31029	78	4	indexed	index	VERB
fcis-31029	78	5	separately	separately	ADV
fcis-31029	78	6	with	with	ADP
fcis-31029	78	7	timestamped	timestamped	ADJ
fcis-31029	78	8	edges	edge	NOUN
fcis-31029	78	9	,	,	PUNCT
fcis-31029	78	10	allowing	allow	VERB
fcis-31029	78	11	temporal	temporal	ADJ
fcis-31029	78	12	association	association	NOUN
fcis-31029	78	13	analysis	analysis	NOUN
fcis-31029	78	14	through	through	ADP
fcis-31029	78	15	range	range	NOUN
fcis-31029	78	16	queries	query	NOUN
fcis-31029	78	17	:	:	PUNCT
fcis-31029	78	18	{	{	PUNCT
fcis-31029	78	19	"	"	PUNCT
fcis-31029	78	20	source	source	NOUN
fcis-31029	78	21	"	"	PUNCT
fcis-31029	78	22	:	:	PUNCT
fcis-31029	78	23	"	"	PUNCT
fcis-31029	78	24	a	a	DET
fcis-31029	78	25	"	"	PUNCT
fcis-31029	78	26	,	,	PUNCT
fcis-31029	78	27	"	"	PUNCT
fcis-31029	78	28	target	target	NOUN
fcis-31029	78	29	"	"	PUNCT
fcis-31029	78	30	:	:	PUNCT
fcis-31029	78	31	"	"	PUNCT
fcis-31029	78	32	b	b	X
fcis-31029	78	33	"	"	PUNCT
fcis-31029	78	34	,	,	PUNCT
fcis-31029	78	35	"	"	PUNCT
fcis-31029	78	36	timestamp	timestamp	NOUN
fcis-31029	78	37	"	"	PUNCT
fcis-31029	78	38	:	:	PUNCT
fcis-31029	78	39	"	"	PUNCT
fcis-31029	78	40	2023	2023	NUM
fcis-31029	78	41	-	-	SYM
fcis-31029	78	42	07	07	NUM
fcis-31029	78	43	-	-	PUNCT
fcis-31029	78	44	20t10:00:00z	20t10:00:00z	NUM
fcis-31029	78	45	"	"	PUNCT
fcis-31029	78	46	,	,	PUNCT
fcis-31029	78	47	"	"	PUNCT
fcis-31029	78	48	weight	weight	NOUN
fcis-31029	78	49	"	"	PUNCT
fcis-31029	78	50	:	:	PUNCT
fcis-31029	78	51	0.85	0.85	NUM
fcis-31029	78	52	}	}	PUNCT
fcis-31029	78	53	4.2	4.2	NUM
fcis-31029	78	54	.	.	PUNCT
fcis-31029	78	55	implementing	implement	VERB
fcis-31029	78	56	multi	multi	ADJ
fcis-31029	78	57	-	-	ADJ
fcis-31029	78	58	hop	hop	ADJ
fcis-31029	78	59	and	and	CCONJ
fcis-31029	78	60	complex	complex	ADJ
fcis-31029	78	61	association	association	NOUN
fcis-31029	78	62	queries	query	VERB
fcis-31029	78	63	multi	multi	ADJ
fcis-31029	78	64	-	-	ADJ
fcis-31029	78	65	hop	hop	ADJ
fcis-31029	78	66	traversals	traversal	NOUN
fcis-31029	78	67	are	be	AUX
fcis-31029	78	68	implemented	implement	VERB
fcis-31029	78	69	through	through	ADP
fcis-31029	78	70	chained	chain	VERB
fcis-31029	78	71	aggregations	aggregation	NOUN
fcis-31029	78	72	that	that	PRON
fcis-31029	78	73	propagate	propagate	VERB
fcis-31029	78	74	context	context	NOUN
fcis-31029	78	75	across	across	ADP
fcis-31029	78	76	relationship	relationship	NOUN
fcis-31029	78	77	depths	depth	NOUN
fcis-31029	78	78	.	.	PUNCT
fcis-31029	79	1	for	for	ADP
fcis-31029	79	2	a	a	DET
fcis-31029	79	3	two	two	NUM
fcis-31029	79	4	-	-	PUNCT
fcis-31029	79	5	hop	hop	NOUN
fcis-31029	79	6	association	association	PROPN
fcis-31029	79	7	a→b→c	a→b→c	PROPN
fcis-31029	79	8	,	,	PUNCT
fcis-31029	79	9	the	the	DET
fcis-31029	79	10	query	query	NOUN
fcis-31029	79	11	first	first	ADJ
fcis-31029	79	12	resolves	resolve	NOUN
fcis-31029	79	13	a→b	a→b	NUM
fcis-31029	79	14	connections	connection	NOUN
fcis-31029	79	15	through	through	ADP
fcis-31029	79	16	a	a	DET
fcis-31029	79	17	nested	nested	ADJ
fcis-31029	79	18	aggregation	aggregation	NOUN
fcis-31029	79	19	,	,	PUNCT
fcis-31029	79	20	then	then	ADV
fcis-31029	79	21	applies	apply	VERB
fcis-31029	79	22	a	a	DET
fcis-31029	79	23	reverse_nested	reverse_neste	VERB
fcis-31029	79	24	to	to	PART
fcis-31029	79	25	return	return	VERB
fcis-31029	79	26	to	to	ADP
fcis-31029	79	27	the	the	DET
fcis-31029	79	28	root	root	NOUN
fcis-31029	79	29	document	document	NOUN
fcis-31029	79	30	level	level	NOUN
fcis-31029	79	31	before	before	ADP
fcis-31029	79	32	initiating	initiate	VERB
fcis-31029	79	33	the	the	DET
fcis-31029	79	34	b→c	b→c	NUM
fcis-31029	79	35	traversal	traversal	NOUN
fcis-31029	79	36	:	:	PUNCT
fcis-31029	79	37	{	{	PUNCT
fcis-31029	79	38	"	"	PUNCT
fcis-31029	79	39	aggs	aggs	PROPN
fcis-31029	79	40	"	"	PUNCT
fcis-31029	79	41	:	:	PUNCT
fcis-31029	79	42	{	{	PUNCT
fcis-31029	79	43	"	"	PUNCT
fcis-31029	79	44	first_hop	first_hop	NUM
fcis-31029	79	45	"	"	PUNCT
fcis-31029	79	46	:	:	PUNCT
fcis-31029	79	47	{	{	PUNCT
fcis-31029	79	48	"	"	PUNCT
fcis-31029	79	49	nested	nest	VERB
fcis-31029	79	50	"	"	PUNCT
fcis-31029	79	51	:	:	PUNCT
fcis-31029	79	52	{	{	PUNCT
fcis-31029	79	53	"	"	PUNCT
fcis-31029	79	54	path	path	NOUN
fcis-31029	79	55	"	"	PUNCT
fcis-31029	79	56	:	:	PUNCT
fcis-31029	79	57	"	"	PUNCT
fcis-31029	79	58	associations	association	NOUN
fcis-31029	79	59	"	"	PUNCT
fcis-31029	79	60	}	}	PUNCT
fcis-31029	79	61	,	,	PUNCT
fcis-31029	79	62	"	"	PUNCT
fcis-31029	79	63	aggs	aggs	PROPN
fcis-31029	79	64	"	"	PUNCT
fcis-31029	79	65	:	:	PUNCT
fcis-31029	79	66	{	{	PUNCT
fcis-31029	79	67	"	"	PUNCT
fcis-31029	79	68	filter_a	filter_a	X
fcis-31029	79	69	"	"	PUNCT
fcis-31029	79	70	:	:	PUNCT
fcis-31029	79	71	{	{	PUNCT
fcis-31029	79	72	"	"	PUNCT
fcis-31029	79	73	filter	filter	NOUN
fcis-31029	79	74	"	"	PUNCT
fcis-31029	79	75	:	:	PUNCT
fcis-31029	79	76	{	{	PUNCT
fcis-31029	79	77	"	"	PUNCT
fcis-31029	79	78	term	term	NOUN
fcis-31029	79	79	"	"	PUNCT
fcis-31029	79	80	:	:	PUNCT
fcis-31029	79	81	{	{	PUNCT
fcis-31029	79	82	"	"	PUNCT
fcis-31029	79	83	associations.sourc	associations.sourc	PROPN
fcis-31029	79	84	e	e	NOUN
fcis-31029	79	85	"	"	PUNCT
fcis-31029	79	86	:	:	PUNCT
fcis-31029	79	87	"	"	PUNCT
fcis-31029	79	88	a	a	PRON
fcis-31029	79	89	"	"	PUNCT
fcis-31029	79	90	}	}	PUNCT
fcis-31029	79	91	}	}	PUNCT
fcis-31029	79	92	,	,	PUNCT
fcis-31029	79	93	"	"	PUNCT
fcis-31029	79	94	aggs	aggs	PROPN
fcis-31029	79	95	"	"	PUNCT
fcis-31029	79	96	:	:	PUNCT
fcis-31029	79	97	{	{	PUNCT
fcis-31029	79	98	"	"	PUNCT
fcis-31029	79	99	targets_b	targets_b	NOUN
fcis-31029	79	100	"	"	PUNCT
fcis-31029	79	101	:	:	PUNCT
fcis-31029	79	102	{	{	PUNCT
fcis-31029	79	103	"	"	PUNCT
fcis-31029	79	104	terms	term	NOUN
fcis-31029	79	105	"	"	PUNCT
fcis-31029	79	106	:	:	PUNCT
fcis-31029	79	107	{	{	PUNCT
fcis-31029	79	108	"	"	PUNCT
fcis-31029	79	109	field	field	NOUN
fcis-31029	79	110	"	"	PUNCT
fcis-31029	79	111	:	:	PUNCT
fcis-31029	79	112	"	"	PUNCT
fcis-31029	79	113	a	a	DET
fcis-31029	79	114	ssociations.target	ssociations.target	NOUN
fcis-31029	79	115	"	"	PUNCT
fcis-31029	79	116	}	}	PUNCT
fcis-31029	79	117	}	}	PUNCT
fcis-31029	79	118	,	,	PUNCT
fcis-31029	79	119	"	"	PUNCT
fcis-31029	79	120	second_hop	second_hop	PROPN
fcis-31029	79	121	"	"	PUNCT
fcis-31029	79	122	:	:	PUNCT
fcis-31029	79	123	{	{	PUNCT
fcis-31029	79	124	"	"	PUNCT
fcis-31029	79	125	reverse_nested	reverse_neste	VERB
fcis-31029	79	126	"	"	PUNCT
fcis-31029	79	127	:	:	PUNCT
fcis-31029	79	128	{	{	PUNCT
fcis-31029	79	129	}	}	PUNCT
fcis-31029	79	130	,	,	PUNCT
fcis-31029	79	131	"	"	PUNCT
fcis-31029	79	132	aggs	aggs	PROPN
fcis-31029	79	133	"	"	PUNCT
fcis-31029	79	134	:	:	PUNCT
fcis-31029	79	135	{	{	PUNCT
fcis-31029	79	136	"	"	PUNCT
fcis-31029	79	137	nested	nest	VERB
fcis-31029	79	138	"	"	PUNCT
fcis-31029	79	139	:	:	PUNCT
fcis-31029	79	140	{	{	PUNCT
fcis-31029	79	141	"	"	PUNCT
fcis-31029	79	142	path	path	NOUN
fcis-31029	79	143	"	"	PUNCT
fcis-31029	79	144	:	:	PUNCT
fcis-31029	79	145	"	"	PUNCT
fcis-31029	79	146	association	association	NOUN
fcis-31029	79	147	s	s	PART
fcis-31029	79	148	"	"	PUNCT
fcis-31029	79	149	}	}	PUNCT
fcis-31029	79	150	,	,	PUNCT
fcis-31029	79	151	"	"	PUNCT
fcis-31029	79	152	aggs	aggs	PROPN
fcis-31029	79	153	"	"	PUNCT
fcis-31029	79	154	:	:	PUNCT
fcis-31029	79	155	{	{	PUNCT
fcis-31029	79	156	"	"	PUNCT
fcis-31029	79	157	filter_b	filter_b	ADJ
fcis-31029	79	158	"	"	PUNCT
fcis-31029	79	159	:	:	PUNCT
fcis-31029	79	160	{	{	PUNCT
fcis-31029	79	161	"	"	PUNCT
fcis-31029	79	162	filter	filter	NOUN
fcis-31029	79	163	"	"	PUNCT
fcis-31029	79	164	:	:	PUNCT
fcis-31029	79	165	{	{	PUNCT
fcis-31029	79	166	"	"	PUNCT
fcis-31029	79	167	terms	term	NOUN
fcis-31029	79	168	"	"	PUNCT
fcis-31029	79	169	:	:	PUNCT
fcis-31029	79	170	{	{	PUNCT
fcis-31029	79	171	"	"	PUNCT
fcis-31029	79	172	associations.source	associations.source	PROPN
fcis-31029	79	173	"	"	PUNCT
fcis-31029	79	174	:	:	PUNCT
fcis-31029	79	175	{	{	PUNCT
fcis-31029	79	176	"	"	PUNCT
fcis-31029	79	177	buckets_path	buckets_path	NOUN
fcis-31029	79	178	"	"	PUNCT
fcis-31029	79	179	:	:	PUNCT
fcis-31029	79	180	"	"	PUNCT
fcis-31029	80	1	targets_b	targets_b	NOUN
fcis-31029	80	2	"	"	PUNCT
fcis-31029	80	3	}	}	PUNCT
fcis-31029	80	4	}	}	PUNCT
fcis-31029	80	5	}	}	PUNCT
fcis-31029	80	6	}	}	PUNCT
fcis-31029	80	7	}	}	PUNCT
fcis-31029	80	8	}	}	PUNCT
fcis-31029	80	9	}	}	PUNCT
fcis-31029	80	10	}	}	PUNCT
fcis-31029	80	11	}	}	PUNCT
fcis-31029	80	12	}	}	PUNCT
fcis-31029	80	13	}	}	PUNCT
fcis-31029	80	14	}	}	PUNCT
fcis-31029	80	15	}	}	PUNCT
fcis-31029	80	16	association	association	NOUN
fcis-31029	80	17	strength	strength	NOUN
fcis-31029	80	18	metrics	metric	NOUN
fcis-31029	80	19	are	be	AUX
fcis-31029	80	20	computed	compute	VERB
fcis-31029	80	21	through	through	ADP
fcis-31029	80	22	pipeline	pipeline	NOUN
fcis-31029	80	23	aggregations	aggregation	NOUN
fcis-31029	80	24	.	.	PUNCT
fcis-31029	81	1	the	the	DET
fcis-31029	81	2	jaccard	jaccard	ADJ
fcis-31029	81	3	similarity	similarity	NOUN
fcis-31029	81	4	between	between	ADP
fcis-31029	81	5	entities	entity	NOUN
fcis-31029	81	6	x	x	X
fcis-31029	81	7	and	and	CCONJ
fcis-31029	81	8	y	y	PROPN
fcis-31029	81	9	is	be	AUX
fcis-31029	81	10	calculated	calculate	VERB
fcis-31029	81	11	as	as	ADP
fcis-31029	81	12	:	:	PUNCT
fcis-31029	81	13	,	,	PUNCT
fcis-31029	81	14	|	|	ADV
fcis-31029	81	15	∩	∩	ADJ
fcis-31029	81	16	|	|	ADV
fcis-31029	81	17	|	|	ADV
fcis-31029	81	18	∪	∪	ADJ
fcis-31029	81	19	|	|	NOUN
fcis-31029	81	20	(	(	PUNCT
fcis-31029	81	21	4	4	NUM
fcis-31029	81	22	)	)	PUNCT
fcis-31029	81	23	implemented	implement	VERB
fcis-31029	81	24	via	via	ADP
fcis-31029	81	25	a	a	DET
fcis-31029	81	26	bucket_script	bucket_script	ADJ
fcis-31029	81	27	aggregation	aggregation	NOUN
fcis-31029	81	28	that	that	PRON
fcis-31029	81	29	combines	combine	VERB
fcis-31029	81	30	cardinality	cardinality	NOUN
fcis-31029	81	31	aggregations	aggregation	NOUN
fcis-31029	81	32	of	of	ADP
fcis-31029	81	33	union	union	NOUN
fcis-31029	81	34	and	and	CCONJ
fcis-31029	81	35	intersection	intersection	NOUN
fcis-31029	81	36	sets	set	NOUN
fcis-31029	81	37	:	:	PUNCT
fcis-31029	81	38	{	{	PUNCT
fcis-31029	81	39	"	"	PUNCT
fcis-31029	81	40	aggs	aggs	PROPN
fcis-31029	81	41	"	"	PUNCT
fcis-31029	81	42	:	:	PUNCT
fcis-31029	81	43	{	{	PUNCT
fcis-31029	81	44	"	"	PUNCT
fcis-31029	81	45	union	union	NOUN
fcis-31029	81	46	"	"	PUNCT
fcis-31029	81	47	:	:	PUNCT
fcis-31029	81	48	{	{	PUNCT
fcis-31029	81	49	"	"	PUNCT
fcis-31029	81	50	cardinality	cardinality	NOUN
fcis-31029	81	51	"	"	PUNCT
fcis-31029	81	52	:	:	PUNCT
fcis-31029	81	53	{	{	PUNCT
fcis-31029	81	54	"	"	PUNCT
fcis-31029	81	55	script	script	NOUN
fcis-31029	81	56	"	"	PUNCT
fcis-31029	81	57	:	:	PUNCT
fcis-31029	81	58	"	"	PUNCT
fcis-31029	81	59	doc['x'].value	doc['x'].value	ADJ
fcis-31029	81	60	||	||	NOUN
fcis-31029	81	61	doc['y'].value	doc['y'].value	NOUN
fcis-31029	81	62	"	"	PUNCT
fcis-31029	81	63	}	}	PUNCT
fcis-31029	81	64	}	}	PUNCT
fcis-31029	81	65	,	,	PUNCT
fcis-31029	81	66	"	"	PUNCT
fcis-31029	81	67	intersection	intersection	NOUN
fcis-31029	81	68	"	"	PUNCT
fcis-31029	81	69	:	:	PUNCT
fcis-31029	81	70	{	{	PUNCT
fcis-31029	81	71	"	"	PUNCT
fcis-31029	81	72	cardinality	cardinality	NOUN
fcis-31029	81	73	"	"	PUNCT
fcis-31029	81	74	:	:	PUNCT
fcis-31029	81	75	{	{	PUNCT
fcis-31029	81	76	"	"	PUNCT
fcis-31029	81	77	script	script	NOUN
fcis-31029	81	78	"	"	PUNCT
fcis-31029	81	79	:	:	PUNCT
fcis-31029	81	80	"	"	PUNCT
fcis-31029	81	81	doc['x'].value	doc['x'].value	PROPN
fcis-31029	81	82	&	&	CCONJ
fcis-31029	81	83	&	&	CCONJ
fcis-31029	81	84	doc['y'].va	doc['y'].va	PROPN
fcis-31029	81	85	lue	lue	NOUN
fcis-31029	81	86	"	"	PUNCT
fcis-31029	81	87	}	}	PUNCT
fcis-31029	81	88	}	}	PUNCT
fcis-31029	81	89	,	,	PUNCT
fcis-31029	81	90	"	"	PUNCT
fcis-31029	81	91	jaccard	jaccard	ADJ
fcis-31029	81	92	"	"	PUNCT
fcis-31029	81	93	:	:	PUNCT
fcis-31029	81	94	{	{	PUNCT
fcis-31029	81	95	"	"	PUNCT
fcis-31029	81	96	bucket_script	bucket_script	NOUN
fcis-31029	81	97	"	"	PUNCT
fcis-31029	81	98	:	:	PUNCT
fcis-31029	81	99	{	{	PUNCT
fcis-31029	81	100	"	"	PUNCT
fcis-31029	81	101	buckets_path	buckets_path	NOUN
fcis-31029	81	102	"	"	PUNCT
fcis-31029	81	103	:	:	PUNCT
fcis-31029	81	104	{	{	PUNCT
fcis-31029	81	105	"	"	PUNCT
fcis-31029	81	106	u	u	NOUN
fcis-31029	81	107	"	"	PUNCT
fcis-31029	81	108	:	:	PUNCT
fcis-31029	81	109	"	"	PUNCT
fcis-31029	81	110	union	union	NOUN
fcis-31029	81	111	"	"	PUNCT
fcis-31029	81	112	,	,	PUNCT
fcis-31029	81	113	"	"	PUNCT
fcis-31029	81	114	i	i	PRON
fcis-31029	81	115	"	"	PUNCT
fcis-31029	81	116	:	:	PUNCT
fcis-31029	81	117	"	"	PUNCT
fcis-31029	81	118	intersection	intersection	NOUN
fcis-31029	81	119	"	"	PUNCT
fcis-31029	81	120	}	}	PUNCT
fcis-31029	81	121	,	,	PUNCT
fcis-31029	81	122	"	"	PUNCT
fcis-31029	81	123	script	script	NOUN
fcis-31029	81	124	"	"	PUNCT
fcis-31029	81	125	:	:	PUNCT
fcis-31029	81	126	"	"	PUNCT
fcis-31029	81	127	params.i	params.i	X
fcis-31029	81	128	/	/	SYM
fcis-31029	81	129	params.u	params.u	NOUN
fcis-31029	81	130	"	"	PUNCT
fcis-31029	81	131	}	}	PUNCT
fcis-31029	81	132	}	}	PUNCT
fcis-31029	81	133	}	}	PUNCT
fcis-31029	81	134	}	}	PUNCT
fcis-31029	81	135	4.3	4.3	NUM
fcis-31029	81	136	.	.	PUNCT
fcis-31029	82	1	association	association	NOUN
fcis-31029	82	2	analysis	analysis	NOUN
fcis-31029	82	3	across	across	ADP
fcis-31029	82	4	temporal	temporal	ADJ
fcis-31029	82	5	,	,	PUNCT
fcis-31029	82	6	spatial	spatial	ADJ
fcis-31029	82	7	,	,	PUNCT
fcis-31029	82	8	and	and	CCONJ
fcis-31029	82	9	high	high	ADJ
fcis-31029	82	10	-	-	PUNCT
fcis-31029	82	11	cardinality	cardinality	NOUN
fcis-31029	82	12	dimensions	dimension	NOUN
fcis-31029	82	13	temporal	temporal	ADJ
fcis-31029	82	14	associations	association	NOUN
fcis-31029	82	15	are	be	AUX
fcis-31029	82	16	analyzed	analyze	VERB
fcis-31029	82	17	through	through	ADP
fcis-31029	82	18	composite	composite	ADJ
fcis-31029	82	19	aggregations	aggregation	NOUN
fcis-31029	82	20	that	that	PRON
fcis-31029	82	21	segment	segment	NOUN
fcis-31029	82	22	relationships	relationship	NOUN
fcis-31029	82	23	by	by	ADP
fcis-31029	82	24	time	time	NOUN
fcis-31029	82	25	windows	window	NOUN
fcis-31029	82	26	.	.	PUNCT
fcis-31029	83	1	a	a	DET
fcis-31029	83	2	date_histogram	date_histogram	PROPN
fcis-31029	83	3	partitions	partition	VERB
fcis-31029	83	4	documents	document	NOUN
fcis-31029	83	5	into	into	ADP
fcis-31029	83	6	hourly	hourly	ADJ
fcis-31029	83	7	buckets	bucket	NOUN
fcis-31029	83	8	,	,	PUNCT
fcis-31029	83	9	followed	follow	VERB
fcis-31029	83	10	by	by	ADP
fcis-31029	83	11	nested	nested	ADJ
fcis-31029	83	12	terms	term	NOUN
fcis-31029	83	13	aggregations	aggregation	NOUN
fcis-31029	83	14	for	for	ADP
fcis-31029	83	15	entity	entity	NOUN
fcis-31029	83	16	cooccurrence	cooccurrence	NOUN
fcis-31029	83	17	analysis	analysis	NOUN
fcis-31029	83	18	:	:	PUNCT
fcis-31029	83	19	8	8	NUM
fcis-31029	83	20	{	{	PUNCT
fcis-31029	83	21	"	"	PUNCT
fcis-31029	83	22	aggs	aggs	PROPN
fcis-31029	83	23	"	"	PUNCT
fcis-31029	83	24	:	:	PUNCT
fcis-31029	83	25	{	{	PUNCT
fcis-31029	83	26	"	"	PUNCT
fcis-31029	83	27	time_windows	time_window	NOUN
fcis-31029	83	28	"	"	PUNCT
fcis-31029	83	29	:	:	PUNCT
fcis-31029	83	30	{	{	PUNCT
fcis-31029	83	31	"	"	PUNCT
fcis-31029	83	32	date_histogram	date_histogram	PROPN
fcis-31029	83	33	"	"	PUNCT
fcis-31029	83	34	:	:	PUNCT
fcis-31029	83	35	{	{	PUNCT
fcis-31029	83	36	"	"	PUNCT
fcis-31029	83	37	field	field	NOUN
fcis-31029	83	38	"	"	PUNCT
fcis-31029	83	39	:	:	PUNCT
fcis-31029	83	40	"	"	PUNCT
fcis-31029	83	41	timestamp	timestamp	NOUN
fcis-31029	83	42	"	"	PUNCT
fcis-31029	83	43	,	,	PUNCT
fcis-31029	83	44	"	"	PUNCT
fcis-31029	83	45	calendar_interval	calendar_interval	ADJ
fcis-31029	83	46	"	"	PUNCT
fcis-31029	83	47	:	:	PUNCT
fcis-31029	83	48	"	"	PUNCT
fcis-31029	83	49	hour	hour	NOUN
fcis-31029	83	50	"	"	PUNCT
fcis-31029	83	51	}	}	PUNCT
fcis-31029	83	52	,	,	PUNCT
fcis-31029	83	53	"	"	PUNCT
fcis-31029	83	54	aggs	aggs	PROPN
fcis-31029	83	55	"	"	PUNCT
fcis-31029	83	56	:	:	PUNCT
fcis-31029	83	57	{	{	PUNCT
fcis-31029	83	58	"	"	PUNCT
fcis-31029	83	59	entity_pairs	entity_pairs	PROPN
fcis-31029	83	60	"	"	PUNCT
fcis-31029	83	61	:	:	PUNCT
fcis-31029	83	62	{	{	PUNCT
fcis-31029	83	63	"	"	PUNCT
fcis-31029	83	64	terms	term	NOUN
fcis-31029	83	65	"	"	PUNCT
fcis-31029	83	66	:	:	PUNCT
fcis-31029	83	67	{	{	PUNCT
fcis-31029	83	68	"	"	PUNCT
fcis-31029	83	69	script	script	NOUN
fcis-31029	83	70	"	"	PUNCT
fcis-31029	83	71	:	:	PUNCT
fcis-31029	83	72	"	"	PUNCT
fcis-31029	83	73	[	[	X
fcis-31029	83	74	doc['entity1'].value	doc['entity1'].value	NOUN
fcis-31029	83	75	,	,	PUNCT
fcis-31029	83	76	doc	doc	PROPN
fcis-31029	83	77	[	[	X
fcis-31029	83	78	'	'	X
fcis-31029	83	79	entity2'].value	entity2'].value	NOUN
fcis-31029	83	80	]	]	PUNCT
fcis-31029	83	81	"	"	PUNCT
fcis-31029	83	82	}	}	PUNCT
fcis-31029	83	83	}	}	PUNCT
fcis-31029	83	84	}	}	PUNCT
fcis-31029	83	85	}	}	PUNCT
fcis-31029	83	86	}	}	PUNCT
fcis-31029	83	87	}	}	PUNCT
fcis-31029	83	88	spatial	spatial	ADJ
fcis-31029	83	89	associations	association	NOUN
fcis-31029	83	90	combine	combine	VERB
fcis-31029	83	91	geo	geo	PROPN
fcis-31029	83	92	-	-	PUNCT
fcis-31029	83	93	distance	distance	NOUN
fcis-31029	83	94	aggregations	aggregation	NOUN
fcis-31029	83	95	with	with	ADP
fcis-31029	83	96	entity	entity	NOUN
fcis-31029	83	97	relationship	relationship	NOUN
fcis-31029	83	98	filters	filter	NOUN
fcis-31029	83	99	.	.	PUNCT
fcis-31029	84	1	the	the	DET
fcis-31029	84	2	following	follow	VERB
fcis-31029	84	3	query	query	NOUN
fcis-31029	84	4	identifies	identify	VERB
fcis-31029	84	5	entities	entity	NOUN
fcis-31029	84	6	co	co	VERB
fcis-31029	84	7	-	-	NOUN
fcis-31029	84	8	occurring	occur	VERB
fcis-31029	84	9	within	within	ADP
fcis-31029	84	10	1	1	NUM
fcis-31029	84	11	km	km	NOUN
fcis-31029	84	12	radius	radius	NOUN
fcis-31029	84	13	segments	segment	NOUN
fcis-31029	84	14	:	:	PUNCT
fcis-31029	84	15	{	{	PUNCT
fcis-31029	84	16	"	"	PUNCT
fcis-31029	84	17	aggs	aggs	PROPN
fcis-31029	84	18	"	"	PUNCT
fcis-31029	84	19	:	:	PUNCT
fcis-31029	84	20	{	{	PUNCT
fcis-31029	84	21	"	"	PUNCT
fcis-31029	84	22	geo_grid	geo_grid	PROPN
fcis-31029	84	23	"	"	PUNCT
fcis-31029	84	24	:	:	PUNCT
fcis-31029	84	25	{	{	PUNCT
fcis-31029	84	26	"	"	PUNCT
fcis-31029	84	27	geohash_grid	geohash_grid	NOUN
fcis-31029	84	28	"	"	PUNCT
fcis-31029	84	29	:	:	PUNCT
fcis-31029	84	30	{	{	PUNCT
fcis-31029	84	31	"	"	PUNCT
fcis-31029	84	32	field	field	NOUN
fcis-31029	84	33	"	"	PUNCT
fcis-31029	84	34	:	:	PUNCT
fcis-31029	84	35	"	"	PUNCT
fcis-31029	84	36	location	location	NOUN
fcis-31029	84	37	"	"	PUNCT
fcis-31029	84	38	,	,	PUNCT
fcis-31029	84	39	"	"	PUNCT
fcis-31029	84	40	precision	precision	NOUN
fcis-31029	84	41	"	"	PUNCT
fcis-31029	84	42	:	:	PUNCT
fcis-31029	84	43	5	5	NUM
fcis-31029	84	44	}	}	PUNCT
fcis-31029	84	45	,	,	PUNCT
fcis-31029	84	46	"	"	PUNCT
fcis-31029	84	47	aggs	aggs	PROPN
fcis-31029	84	48	"	"	PUNCT
fcis-31029	84	49	:	:	PUNCT
fcis-31029	84	50	{	{	PUNCT
fcis-31029	84	51	"	"	PUNCT
fcis-31029	84	52	entity_matrix	entity_matrix	PROPN
fcis-31029	84	53	"	"	PUNCT
fcis-31029	84	54	:	:	PUNCT
fcis-31029	84	55	{	{	PUNCT
fcis-31029	84	56	"	"	PUNCT
fcis-31029	84	57	matrix_stats	matrix_stat	NOUN
fcis-31029	84	58	"	"	PUNCT
fcis-31029	84	59	:	:	PUNCT
fcis-31029	84	60	{	{	PUNCT
fcis-31029	84	61	"	"	PUNCT
fcis-31029	84	62	fields	field	NOUN
fcis-31029	84	63	"	"	PUNCT
fcis-31029	84	64	:	:	PUNCT
fcis-31029	85	1	[	[	X
fcis-31029	85	2	"	"	PUNCT
fcis-31029	85	3	entity1	entity1	ADJ
fcis-31029	85	4	"	"	PUNCT
fcis-31029	85	5	,	,	PUNCT
fcis-31029	85	6	"	"	PUNCT
fcis-31029	85	7	entity2	entity2	X
fcis-31029	85	8	"	"	PUNCT
fcis-31029	85	9	]	]	PUNCT
fcis-31029	85	10	,	,	PUNCT
fcis-31029	85	11	"	"	PUNCT
fcis-31029	85	12	mode	mode	NOUN
fcis-31029	85	13	"	"	PUNCT
fcis-31029	85	14	:	:	PUNCT
fcis-31029	85	15	"	"	PUNCT
fcis-31029	85	16	avg	avg	NOUN
fcis-31029	85	17	"	"	PUNCT
fcis-31029	85	18	}	}	PUNCT
fcis-31029	85	19	}	}	PUNCT
fcis-31029	85	20	}	}	PUNCT
fcis-31029	85	21	}	}	PUNCT
fcis-31029	85	22	}	}	PUNCT
fcis-31029	85	23	}	}	PUNCT
fcis-31029	85	24	for	for	ADP
fcis-31029	85	25	high	high	ADJ
fcis-31029	85	26	-	-	PUNCT
fcis-31029	85	27	cardinality	cardinality	NOUN
fcis-31029	85	28	dimensions	dimension	NOUN
fcis-31029	85	29	,	,	PUNCT
fcis-31029	85	30	the	the	DET
fcis-31029	85	31	sampler	sampler	ADJ
fcis-31029	85	32	aggregation	aggregation	NOUN
fcis-31029	85	33	reduces	reduce	VERB
fcis-31029	85	34	computational	computational	ADJ
fcis-31029	85	35	overhead	overhead	NOUN
fcis-31029	85	36	by	by	ADP
fcis-31029	85	37	analyzing	analyze	VERB
fcis-31029	85	38	representative	representative	ADJ
fcis-31029	85	39	subsets	subset	NOUN
fcis-31029	85	40	:	:	PUNCT
fcis-31029	85	41	{	{	PUNCT
fcis-31029	85	42	"	"	PUNCT
fcis-31029	85	43	aggs	aggs	PROPN
fcis-31029	85	44	"	"	PUNCT
fcis-31029	85	45	:	:	PUNCT
fcis-31029	85	46	{	{	PUNCT
fcis-31029	85	47	"	"	PUNCT
fcis-31029	85	48	sample	sample	NOUN
fcis-31029	85	49	"	"	PUNCT
fcis-31029	85	50	:	:	PUNCT
fcis-31029	85	51	{	{	PUNCT
fcis-31029	85	52	"	"	PUNCT
fcis-31029	85	53	sampler	sampler	ADJ
fcis-31029	85	54	"	"	PUNCT
fcis-31029	85	55	:	:	PUNCT
fcis-31029	85	56	{	{	PUNCT
fcis-31029	85	57	"	"	PUNCT
fcis-31029	85	58	shard_size	shard_size	PROPN
fcis-31029	85	59	"	"	PUNCT
fcis-31029	85	60	:	:	PUNCT
fcis-31029	85	61	1000	1000	NUM
fcis-31029	85	62	}	}	PUNCT
fcis-31029	85	63	,	,	PUNCT
fcis-31029	85	64	"	"	PUNCT
fcis-31029	85	65	aggs	aggs	PROPN
fcis-31029	85	66	"	"	PUNCT
fcis-31029	85	67	:	:	PUNCT
fcis-31029	85	68	{	{	PUNCT
fcis-31029	85	69	"	"	PUNCT
fcis-31029	85	70	entities	entity	NOUN
fcis-31029	85	71	"	"	PUNCT
fcis-31029	85	72	:	:	PUNCT
fcis-31029	85	73	{	{	PUNCT
fcis-31029	85	74	"	"	PUNCT
fcis-31029	85	75	terms	term	NOUN
fcis-31029	85	76	"	"	PUNCT
fcis-31029	85	77	:	:	PUNCT
fcis-31029	85	78	{	{	PUNCT
fcis-31029	85	79	"	"	PUNCT
fcis-31029	85	80	field	field	NOUN
fcis-31029	85	81	"	"	PUNCT
fcis-31029	85	82	:	:	PUNCT
fcis-31029	85	83	"	"	PUNCT
fcis-31029	85	84	entity	entity	NOUN
fcis-31029	85	85	"	"	PUNCT
fcis-31029	85	86	,	,	PUNCT
fcis-31029	85	87	"	"	PUNCT
fcis-31029	85	88	size	size	NOUN
fcis-31029	85	89	"	"	PUNCT
fcis-31029	85	90	:	:	PUNCT
fcis-31029	85	91	100	100	NUM
fcis-31029	85	92	}	}	PUNCT
fcis-31029	85	93	}	}	PUNCT
fcis-31029	85	94	}	}	PUNCT
fcis-31029	85	95	}	}	PUNCT
fcis-31029	85	96	}	}	PUNCT
fcis-31029	85	97	}	}	PUNCT
fcis-31029	85	98	4.4	4.4	NUM
fcis-31029	85	99	.	.	PUNCT
fcis-31029	85	100	hybrid	hybrid	ADJ
fcis-31029	85	101	association	association	NOUN
fcis-31029	85	102	analysis	analysis	NOUN
fcis-31029	85	103	:	:	PUNCT
fcis-31029	85	104	combining	combine	VERB
fcis-31029	85	105	full	full	ADJ
fcis-31029	85	106	-	-	PUNCT
fcis-31029	85	107	text	text	NOUN
fcis-31029	85	108	search	search	NOUN
fcis-31029	85	109	and	and	CCONJ
fcis-31029	85	110	structured	structured	ADJ
fcis-31029	85	111	data	datum	NOUN
fcis-31029	85	112	textual	textual	ADJ
fcis-31029	85	113	relevance	relevance	NOUN
fcis-31029	85	114	scores	score	NOUN
fcis-31029	85	115	are	be	AUX
fcis-31029	85	116	integrated	integrate	VERB
fcis-31029	85	117	with	with	ADP
fcis-31029	85	118	structured	structured	ADJ
fcis-31029	85	119	associations	association	NOUN
fcis-31029	85	120	through	through	ADP
fcis-31029	85	121	compound	compound	NOUN
fcis-31029	85	122	queries	query	NOUN
fcis-31029	85	123	.	.	PUNCT
fcis-31029	86	1	a	a	DET
fcis-31029	86	2	function_score	function_score	ADJ
fcis-31029	86	3	query	query	NOUN
fcis-31029	86	4	boosts	boost	VERB
fcis-31029	86	5	documents	document	NOUN
fcis-31029	86	6	containing	contain	VERB
fcis-31029	86	7	both	both	PRON
fcis-31029	86	8	textual	textual	ADJ
fcis-31029	86	9	matches	match	NOUN
fcis-31029	86	10	and	and	CCONJ
fcis-31029	86	11	strong	strong	ADJ
fcis-31029	86	12	associations	association	NOUN
fcis-31029	86	13	:	:	PUNCT
fcis-31029	86	14	{	{	PUNCT
fcis-31029	86	15	"	"	PUNCT
fcis-31029	86	16	query	query	NOUN
fcis-31029	86	17	"	"	PUNCT
fcis-31029	86	18	:	:	PUNCT
fcis-31029	86	19	{	{	PUNCT
fcis-31029	86	20	"	"	PUNCT
fcis-31029	86	21	function_score	function_score	ADV
fcis-31029	86	22	"	"	PUNCT
fcis-31029	86	23	:	:	PUNCT
fcis-31029	86	24	{	{	PUNCT
fcis-31029	86	25	"	"	PUNCT
fcis-31029	86	26	query	query	NOUN
fcis-31029	86	27	"	"	PUNCT
fcis-31029	86	28	:	:	PUNCT
fcis-31029	86	29	{	{	PUNCT
fcis-31029	86	30	"	"	PUNCT
fcis-31029	86	31	bool	bool	NOUN
fcis-31029	86	32	"	"	PUNCT
fcis-31029	86	33	:	:	PUNCT
fcis-31029	86	34	{	{	PUNCT
fcis-31029	86	35	"	"	PUNCT
fcis-31029	86	36	must	must	AUX
fcis-31029	86	37	"	"	PUNCT
fcis-31029	86	38	:	:	PUNCT
fcis-31029	86	39	[	[	PUNCT
fcis-31029	86	40	{	{	PUNCT
fcis-31029	86	41	"	"	PUNCT
fcis-31029	86	42	match	match	NOUN
fcis-31029	86	43	"	"	PUNCT
fcis-31029	86	44	:	:	PUNCT
fcis-31029	86	45	{	{	PUNCT
fcis-31029	86	46	"	"	PUNCT
fcis-31029	86	47	content	content	NOUN
fcis-31029	86	48	"	"	PUNCT
fcis-31029	86	49	:	:	PUNCT
fcis-31029	86	50	"	"	PUNCT
fcis-31029	86	51	emergency	emergency	NOUN
fcis-31029	86	52	response	response	NOUN
fcis-31029	86	53	"	"	PUNCT
fcis-31029	86	54	}	}	PUNCT
fcis-31029	86	55	}	}	PUNCT
fcis-31029	86	56	]	]	PUNCT
fcis-31029	86	57	}	}	PUNCT
fcis-31029	86	58	}	}	PUNCT
fcis-31029	86	59	,	,	PUNCT
fcis-31029	86	60	"	"	PUNCT
fcis-31029	86	61	functions	function	NOUN
fcis-31029	86	62	"	"	PUNCT
fcis-31029	86	63	:	:	PUNCT
fcis-31029	86	64	[	[	PUNCT
fcis-31029	86	65	{	{	PUNCT
fcis-31029	86	66	"	"	PUNCT
fcis-31029	86	67	filter	filter	NOUN
fcis-31029	86	68	"	"	PUNCT
fcis-31029	86	69	:	:	PUNCT
fcis-31029	86	70	{	{	PUNCT
fcis-31029	86	71	"	"	PUNCT
fcis-31029	86	72	terms	term	NOUN
fcis-31029	86	73	"	"	PUNCT
fcis-31029	86	74	:	:	PUNCT
fcis-31029	86	75	{	{	PUNCT
fcis-31029	86	76	"	"	PUNCT
fcis-31029	86	77	related_entities	related_entitie	NOUN
fcis-31029	86	78	"	"	PUNCT
fcis-31029	86	79	:	:	PUNCT
fcis-31029	87	1	[	[	X
fcis-31029	87	2	"	"	PUNCT
fcis-31029	87	3	hospital	hospital	NOUN
fcis-31029	87	4	"	"	PUNCT
fcis-31029	87	5	,	,	PUNCT
fcis-31029	87	6	"	"	PUNCT
fcis-31029	87	7	a	a	DET
fcis-31029	87	8	mbulance	mbulance	NOUN
fcis-31029	87	9	"	"	PUNCT
fcis-31029	87	10	]	]	PUNCT
fcis-31029	87	11	}	}	PUNCT
fcis-31029	87	12	}	}	PUNCT
fcis-31029	87	13	,	,	PUNCT
fcis-31029	87	14	"	"	PUNCT
fcis-31029	87	15	weight	weight	NOUN
fcis-31029	87	16	"	"	PUNCT
fcis-31029	87	17	:	:	PUNCT
fcis-31029	87	18	2.0	2.0	NUM
fcis-31029	87	19	}	}	PUNCT
fcis-31029	87	20	]	]	PUNCT
fcis-31029	87	21	}	}	PUNCT
fcis-31029	87	22	}	}	PUNCT
fcis-31029	87	23	}	}	PUNCT
fcis-31029	87	24	4.5	4.5	NUM
fcis-31029	87	25	.	.	PUNCT
fcis-31029	88	1	optimization	optimization	NOUN
fcis-31029	88	2	techniques	technique	NOUN
fcis-31029	88	3	for	for	ADP
fcis-31029	88	4	efficient	efficient	ADJ
fcis-31029	88	5	association	association	NOUN
fcis-31029	88	6	analysis	analysis	NOUN
fcis-31029	88	7	shard	shard	NOUN
fcis-31029	88	8	routing	routing	NOUN
fcis-31029	88	9	optimizations	optimization	NOUN
fcis-31029	88	10	localize	localize	VERB
fcis-31029	88	11	relationship	relationship	NOUN
fcis-31029	88	12	analysis	analysis	NOUN
fcis-31029	88	13	through	through	ADP
fcis-31029	88	14	custom	custom	NOUN
fcis-31029	88	15	routing	routing	NOUN
fcis-31029	88	16	parameters	parameter	NOUN
fcis-31029	88	17	.	.	PUNCT
fcis-31029	89	1	documents	document	NOUN
fcis-31029	89	2	with	with	ADP
fcis-31029	89	3	related	related	ADJ
fcis-31029	89	4	entities	entity	NOUN
fcis-31029	89	5	are	be	AUX
fcis-31029	89	6	co	co	ADJ
fcis-31029	89	7	-	-	VERB
fcis-31029	89	8	located	locate	VERB
fcis-31029	89	9	on	on	ADP
fcis-31029	89	10	the	the	DET
fcis-31029	89	11	same	same	ADJ
fcis-31029	89	12	shard	shard	NOUN
fcis-31029	89	13	using	use	VERB
fcis-31029	89	14	a	a	DET
fcis-31029	89	15	consistent	consistent	ADJ
fcis-31029	89	16	hash	hash	NOUN
fcis-31029	89	17	of	of	ADP
fcis-31029	89	18	their	their	PRON
fcis-31029	89	19	relationship	relationship	NOUN
fcis-31029	89	20	identifiers	identifier	NOUN
fcis-31029	89	21	:	:	PUNCT
fcis-31029	89	22	put	put	VERB
fcis-31029	89	23	/relations	/relations	SYM
fcis-31029	89	24	{	{	PUNCT
fcis-31029	89	25	"	"	PUNCT
fcis-31029	89	26	settings	setting	NOUN
fcis-31029	89	27	"	"	PUNCT
fcis-31029	89	28	:	:	PUNCT
fcis-31029	89	29	{	{	PUNCT
fcis-31029	89	30	"	"	PUNCT
fcis-31029	89	31	index.routing_partition_size	index.routing_partition_size	VERB
fcis-31029	89	32	"	"	PUNCT
fcis-31029	89	33	:	:	PUNCT
fcis-31029	89	34	3	3	NUM
fcis-31029	89	35	,	,	PUNCT
fcis-31029	89	36	"	"	PUNCT
fcis-31029	89	37	number_of_shards	number_of_shard	NOUN
fcis-31029	89	38	"	"	PUNCT
fcis-31029	89	39	:	:	PUNCT
fcis-31029	89	40	12	12	NUM
fcis-31029	89	41	}	}	PUNCT
fcis-31029	89	42	,	,	PUNCT
fcis-31029	89	43	"	"	PUNCT
fcis-31029	89	44	mappings	mapping	NOUN
fcis-31029	89	45	"	"	PUNCT
fcis-31029	89	46	:	:	PUNCT
fcis-31029	89	47	{	{	PUNCT
fcis-31029	89	48	"	"	PUNCT
fcis-31029	89	49	_	_	PRON
fcis-31029	89	50	routing	routing	NOUN
fcis-31029	89	51	"	"	PUNCT
fcis-31029	89	52	:	:	PUNCT
fcis-31029	89	53	{	{	PUNCT
fcis-31029	89	54	"	"	PUNCT
fcis-31029	89	55	required	require	VERB
fcis-31029	89	56	"	"	PUNCT
fcis-31029	89	57	:	:	PUNCT
fcis-31029	89	58	true	true	ADJ
fcis-31029	89	59	}	}	PUNCT
fcis-31029	89	60	}	}	PUNCT
fcis-31029	89	61	}	}	PUNCT
fcis-31029	89	62	memory	memory	NOUN
fcis-31029	89	63	-	-	PUNCT
fcis-31029	89	64	intensive	intensive	ADJ
fcis-31029	89	65	aggregations	aggregation	NOUN
fcis-31029	89	66	are	be	AUX
fcis-31029	89	67	optimized	optimize	VERB
fcis-31029	89	68	through	through	ADP
fcis-31029	89	69	circuit	circuit	NOUN
fcis-31029	89	70	breakers	breaker	NOUN
fcis-31029	89	71	and	and	CCONJ
fcis-31029	89	72	fielddata	fielddata	NOUN
fcis-31029	89	73	filters	filter	NOUN
fcis-31029	89	74	:	:	PUNCT
fcis-31029	89	75	{	{	PUNCT
fcis-31029	89	76	"	"	PUNCT
fcis-31029	89	77	index.breaker.fielddata.limit	index.breaker.fielddata.limit	NOUN
fcis-31029	89	78	"	"	PUNCT
fcis-31029	89	79	:	:	PUNCT
fcis-31029	89	80	"	"	PUNCT
fcis-31029	89	81	60	60	NUM
fcis-31029	89	82	%	%	NOUN
fcis-31029	89	83	"	"	PUNCT
fcis-31029	89	84	,	,	PUNCT
fcis-31029	89	85	"	"	PUNCT
fcis-31029	89	86	indices.fielddata.cache.filter	indices.fielddata.cache.filter	NOUN
fcis-31029	89	87	"	"	PUNCT
fcis-31029	89	88	:	:	PUNCT
fcis-31029	89	89	{	{	PUNCT
fcis-31029	89	90	"	"	PUNCT
fcis-31029	89	91	size	size	NOUN
fcis-31029	89	92	"	"	PUNCT
fcis-31029	89	93	:	:	PUNCT
fcis-31029	89	94	10000	10000	NUM
fcis-31029	89	95	,	,	PUNCT
fcis-31029	89	96	"	"	PUNCT
fcis-31029	89	97	frequency	frequency	NOUN
fcis-31029	89	98	"	"	PUNCT
fcis-31029	89	99	:	:	PUNCT
fcis-31029	89	100	0.01	0.01	NUM
fcis-31029	89	101	}	}	PUNCT
fcis-31029	89	102	}	}	PUNCT
fcis-31029	89	103	9	9	NUM
fcis-31029	89	104	figure	figure	NOUN
fcis-31029	89	105	1	1	NUM
fcis-31029	89	106	.	.	PUNCT
fcis-31029	89	107	enhanced	enhance	VERB
fcis-31029	89	108	elasticsearch	elasticsearch	NOUN
fcis-31029	89	109	architecture	architecture	NOUN
fcis-31029	89	110	for	for	ADP
fcis-31029	89	111	complex	complex	ADJ
fcis-31029	89	112	data	datum	NOUN
fcis-31029	89	113	association	association	NOUN
fcis-31029	89	114	analysis	analysis	NOUN
fcis-31029	89	115	the	the	DET
fcis-31029	89	116	architecture	architecture	NOUN
fcis-31029	89	117	in	in	ADP
fcis-31029	89	118	figure	figure	NOUN
fcis-31029	89	119	1	1	NUM
fcis-31029	89	120	illustrates	illustrate	VERB
fcis-31029	89	121	how	how	SCONJ
fcis-31029	89	122	these	these	DET
fcis-31029	89	123	components	component	NOUN
fcis-31029	89	124	interact	interact	VERB
fcis-31029	89	125	during	during	ADP
fcis-31029	89	126	association	association	NOUN
fcis-31029	89	127	analysis	analysis	NOUN
fcis-31029	89	128	.	.	PUNCT
fcis-31029	90	1	query	query	NOUN
fcis-31029	90	2	coordinators	coordinator	NOUN
fcis-31029	90	3	distribute	distribute	VERB
fcis-31029	90	4	aggregation	aggregation	NOUN
fcis-31029	90	5	trees	tree	NOUN
fcis-31029	90	6	across	across	ADP
fcis-31029	90	7	shards	shard	NOUN
fcis-31029	90	8	,	,	PUNCT
fcis-31029	90	9	with	with	ADP
fcis-31029	90	10	intermediate	intermediate	ADJ
fcis-31029	90	11	results	result	NOUN
fcis-31029	90	12	merged	merge	VERB
fcis-31029	90	13	through	through	ADP
fcis-31029	90	14	reduce	reduce	VERB
fcis-31029	90	15	phases	phase	NOUN
fcis-31029	90	16	.	.	PUNCT
fcis-31029	91	1	the	the	DET
fcis-31029	91	2	aggregation	aggregation	NOUN
fcis-31029	91	3	processor	processor	NOUN
fcis-31029	91	4	evaluates	evaluate	VERB
fcis-31029	91	5	relationship	relationship	NOUN
fcis-31029	91	6	metrics	metric	NOUN
fcis-31029	91	7	while	while	SCONJ
fcis-31029	91	8	the	the	DET
fcis-31029	91	9	circuit	circuit	NOUN
fcis-31029	91	10	breaker	breaker	NOUN
fcis-31029	91	11	monitors	monitor	NOUN
fcis-31029	91	12	resource	resource	NOUN
fcis-31029	91	13	consumption	consumption	NOUN
fcis-31029	91	14	.	.	PUNCT
fcis-31029	92	1	5	5	X
fcis-31029	92	2	.	.	X
fcis-31029	92	3	experimental	experimental	ADJ
fcis-31029	92	4	setup	setup	NOUN
fcis-31029	92	5	and	and	CCONJ
fcis-31029	92	6	evaluation	evaluation	NOUN
fcis-31029	92	7	to	to	PART
fcis-31029	92	8	validate	validate	VERB
fcis-31029	92	9	the	the	DET
fcis-31029	92	10	proposed	propose	VERB
fcis-31029	92	11	methodology	methodology	NOUN
fcis-31029	92	12	,	,	PUNCT
fcis-31029	92	13	we	we	PRON
fcis-31029	92	14	conducted	conduct	VERB
fcis-31029	92	15	comprehensive	comprehensive	ADJ
fcis-31029	92	16	experiments	experiment	NOUN
fcis-31029	92	17	evaluating	evaluate	VERB
fcis-31029	92	18	elasticsearch	elasticsearch	NOUN
fcis-31029	92	19	’s	’s	PART
fcis-31029	92	20	performance	performance	NOUN
fcis-31029	92	21	in	in	ADP
fcis-31029	92	22	complex	complex	ADJ
fcis-31029	92	23	association	association	NOUN
fcis-31029	92	24	analysis	analysis	NOUN
fcis-31029	92	25	scenarios	scenario	NOUN
fcis-31029	92	26	.	.	PUNCT
fcis-31029	93	1	the	the	DET
fcis-31029	93	2	evaluation	evaluation	NOUN
fcis-31029	93	3	framework	framework	NOUN
fcis-31029	93	4	measures	measure	NOUN
fcis-31029	93	5	both	both	PRON
fcis-31029	93	6	analytical	analytical	ADJ
fcis-31029	93	7	accuracy	accuracy	NOUN
fcis-31029	93	8	and	and	CCONJ
fcis-31029	93	9	system	system	NOUN
fcis-31029	93	10	efficiency	efficiency	NOUN
fcis-31029	93	11	across	across	ADP
fcis-31029	93	12	diverse	diverse	ADJ
fcis-31029	93	13	datasets	dataset	NOUN
fcis-31029	93	14	and	and	CCONJ
fcis-31029	93	15	query	query	NOUN
fcis-31029	93	16	patterns	pattern	NOUN
fcis-31029	93	17	.	.	PUNCT
fcis-31029	94	1	5.1	5.1	NUM
fcis-31029	94	2	.	.	PUNCT
fcis-31029	95	1	datasets	dataset	NOUN
fcis-31029	95	2	and	and	CCONJ
fcis-31029	95	3	baseline	baseline	ADJ
fcis-31029	95	4	methods	method	NOUN
fcis-31029	95	5	5.1.1	5.1.1	NUM
fcis-31029	95	6	.	.	PUNCT
fcis-31029	96	1	datasets	dataset	NOUN
fcis-31029	96	2	three	three	NUM
fcis-31029	96	3	datasets	dataset	NOUN
fcis-31029	96	4	with	with	ADP
fcis-31029	96	5	varying	vary	VERB
fcis-31029	96	6	characteristics	characteristic	NOUN
fcis-31029	96	7	were	be	AUX
fcis-31029	96	8	selected	select	VERB
fcis-31029	96	9	to	to	PART
fcis-31029	96	10	assess	assess	VERB
fcis-31029	96	11	different	different	ADJ
fcis-31029	96	12	aspects	aspect	NOUN
fcis-31029	96	13	of	of	ADP
fcis-31029	96	14	association	association	NOUN
fcis-31029	96	15	analysis	analysis	NOUN
fcis-31029	96	16	:	:	PUNCT
fcis-31029	96	17	(	(	PUNCT
fcis-31029	96	18	1)retail	1)retail	NUM
fcis-31029	96	19	transactions[13	transactions[13	NOUN
fcis-31029	96	20	]	]	PUNCT
fcis-31029	96	21	:	:	PUNCT
fcis-31029	96	22	contains	contain	VERB
fcis-31029	96	23	3.2	3.2	NUM
fcis-31029	96	24	million	million	NUM
fcis-31029	96	25	market	market	NOUN
fcis-31029	96	26	basket	basket	NOUN
fcis-31029	96	27	records	record	NOUN
fcis-31029	96	28	with	with	ADP
fcis-31029	96	29	product	product	NOUN
fcis-31029	96	30	co	co	NOUN
fcis-31029	96	31	-	-	NOUN
fcis-31029	96	32	occurrences	occurrence	NOUN
fcis-31029	96	33	,	,	PUNCT
fcis-31029	96	34	used	use	VERB
fcis-31029	96	35	to	to	PART
fcis-31029	96	36	evaluate	evaluate	VERB
fcis-31029	96	37	frequent	frequent	ADJ
fcis-31029	96	38	itemset	itemset	NOUN
fcis-31029	96	39	discovery	discovery	NOUN
fcis-31029	96	40	.	.	PUNCT
fcis-31029	97	1	(	(	PUNCT
fcis-31029	97	2	2	2	X
fcis-31029	97	3	)	)	PUNCT
fcis-31029	97	4	social	social	ADJ
fcis-31029	97	5	network	network	NOUN
fcis-31029	97	6	interactions[14	interactions[14	PROPN
fcis-31029	97	7	]	]	PUNCT
fcis-31029	97	8	:	:	PUNCT
fcis-31029	97	9	comprises	comprise	VERB
fcis-31029	97	10	4.8	4.8	NUM
fcis-31029	97	11	million	million	NUM
fcis-31029	97	12	user	user	NOUN
fcis-31029	97	13	interactions	interaction	NOUN
fcis-31029	97	14	(	(	PUNCT
fcis-31029	97	15	likes	like	NOUN
fcis-31029	97	16	,	,	PUNCT
fcis-31029	97	17	shares	share	NOUN
fcis-31029	97	18	)	)	PUNCT
fcis-31029	97	19	with	with	ADP
fcis-31029	97	20	temporal	temporal	ADJ
fcis-31029	97	21	and	and	CCONJ
fcis-31029	97	22	directional	directional	ADJ
fcis-31029	97	23	attributes	attribute	NOUN
fcis-31029	97	24	,	,	PUNCT
fcis-31029	97	25	testing	test	VERB
fcis-31029	97	26	multi	multi	ADJ
fcis-31029	97	27	-	-	ADJ
fcis-31029	97	28	hop	hop	ADJ
fcis-31029	97	29	relationship	relationship	NOUN
fcis-31029	97	30	analysis	analysis	NOUN
fcis-31029	97	31	.	.	PUNCT
fcis-31029	98	1	(	(	PUNCT
fcis-31029	98	2	3	3	X
fcis-31029	98	3	)	)	PUNCT
fcis-31029	98	4	geospatial	geospatial	NOUN
fcis-31029	98	5	events[15	events[15	PROPN
fcis-31029	98	6	]	]	X
fcis-31029	98	7	:	:	PUNCT
fcis-31029	98	8	records	record	VERB
fcis-31029	98	9	1.7	1.7	NUM
fcis-31029	98	10	million	million	NUM
fcis-31029	98	11	locationtagged	locationtagge	VERB
fcis-31029	98	12	incidents	incident	NOUN
fcis-31029	98	13	with	with	ADP
fcis-31029	98	14	entity	entity	NOUN
fcis-31029	98	15	co	co	NOUN
fcis-31029	98	16	-	-	NOUN
fcis-31029	98	17	occurrences	occurrence	NOUN
fcis-31029	98	18	,	,	PUNCT
fcis-31029	98	19	assessing	assess	VERB
fcis-31029	98	20	spatialtemporal	spatialtemporal	ADJ
fcis-31029	98	21	association	association	NOUN
fcis-31029	98	22	patterns	pattern	NOUN
fcis-31029	98	23	.	.	PUNCT
fcis-31029	99	1	5.1.2	5.1.2	X
fcis-31029	99	2	.	.	X
fcis-31029	99	3	baselines	baseline	NOUN
fcis-31029	99	4	the	the	DET
fcis-31029	99	5	methodology	methodology	NOUN
fcis-31029	99	6	was	be	AUX
fcis-31029	99	7	compared	compare	VERB
fcis-31029	99	8	against	against	ADP
fcis-31029	99	9	:	:	PUNCT
fcis-31029	99	10	(	(	PUNCT
fcis-31029	99	11	1)relational	1)relational	NUM
fcis-31029	99	12	implementation[16	implementation[16	NOUN
fcis-31029	99	13	]	]	PUNCT
fcis-31029	99	14	:	:	PUNCT
fcis-31029	99	15	postgresql	postgresql	NOUN
fcis-31029	99	16	with	with	ADP
fcis-31029	99	17	optimized	optimize	VERB
fcis-31029	99	18	joins	join	NOUN
fcis-31029	99	19	and	and	CCONJ
fcis-31029	99	20	window	window	NOUN
fcis-31029	99	21	functions	function	NOUN
fcis-31029	99	22	for	for	ADP
fcis-31029	99	23	association	association	NOUN
fcis-31029	99	24	rule	rule	NOUN
fcis-31029	99	25	mining	mining	NOUN
fcis-31029	99	26	.	.	PUNCT
fcis-31029	100	1	(	(	PUNCT
fcis-31029	100	2	2)graph	2)graph	NUM
fcis-31029	100	3	database	database	NOUN
fcis-31029	100	4	approach[17	approach[17	PROPN
fcis-31029	100	5	]	]	X
fcis-31029	100	6	:	:	PUNCT
fcis-31029	101	1	neo4j	neo4j	PROPN
fcis-31029	101	2	utilizing	utilize	VERB
fcis-31029	101	3	native	native	ADJ
fcis-31029	101	4	graph	graph	NOUN
fcis-31029	101	5	traversals	traversal	NOUN
fcis-31029	101	6	and	and	CCONJ
fcis-31029	101	7	cypher	cypher	ADJ
fcis-31029	101	8	queries	query	NOUN
fcis-31029	101	9	.	.	PUNCT
fcis-31029	102	1	(	(	PUNCT
fcis-31029	102	2	3	3	X
fcis-31029	102	3	)	)	PUNCT
fcis-31029	102	4	distributed	distribute	VERB
fcis-31029	102	5	framework[18	framework[18	NOUN
fcis-31029	102	6	]	]	PUNCT
fcis-31029	102	7	:	:	PUNCT
fcis-31029	102	8	apache	apache	PROPN
fcis-31029	102	9	spark	spark	PROPN
fcis-31029	102	10	mllib	mllib	PROPN
fcis-31029	102	11	’s	’s	PART
fcis-31029	102	12	fp	fp	ADJ
fcis-31029	102	13	-	-	PUNCT
fcis-31029	102	14	growth	growth	NOUN
fcis-31029	102	15	implementation	implementation	NOUN
fcis-31029	102	16	for	for	ADP
fcis-31029	102	17	comparison	comparison	NOUN
fcis-31029	102	18	with	with	ADP
fcis-31029	102	19	batchoriented	batchoriente	VERB
fcis-31029	102	20	processing	processing	NOUN
fcis-31029	102	21	.	.	PUNCT
fcis-31029	103	1	5.2	5.2	NUM
fcis-31029	103	2	.	.	PUNCT
fcis-31029	103	3	performance	performance	NOUN
fcis-31029	103	4	metrics	metric	NOUN
fcis-31029	103	5	system	system	NOUN
fcis-31029	103	6	efficiency	efficiency	NOUN
fcis-31029	103	7	was	be	AUX
fcis-31029	103	8	measured	measure	VERB
fcis-31029	103	9	through	through	ADP
fcis-31029	103	10	:	:	PUNCT
fcis-31029	103	11	throughput	throughput	NOUN
fcis-31029	103	12	queries	query	NOUN
fcis-31029	103	13	processed	process	VERB
fcis-31029	103	14	time	time	NOUN
fcis-31029	103	15	interval	interval	NOUN
fcis-31029	103	16	(	(	PUNCT
fcis-31029	103	17	5	5	NUM
fcis-31029	103	18	)	)	PUNCT
fcis-31029	103	19	latency	latency	NOUN
fcis-31029	103	20	response	response	NOUN
fcis-31029	103	21	request	request	NOUN
fcis-31029	103	22	(	(	PUNCT
fcis-31029	103	23	6	6	NUM
fcis-31029	103	24	)	)	PUNCT
fcis-31029	103	25	analytical	analytical	ADJ
fcis-31029	103	26	accuracy	accuracy	NOUN
fcis-31029	103	27	was	be	AUX
fcis-31029	103	28	quantified	quantify	VERB
fcis-31029	103	29	using	use	VERB
fcis-31029	103	30	:	:	PUNCT
fcis-31029	103	31	f1	f1	ADJ
fcis-31029	103	32	-	-	PUNCT
fcis-31029	103	33	score	score	NOUN
fcis-31029	103	34	2	2	NUM
fcis-31029	103	35	precision	precision	NOUN
fcis-31029	103	36	recall	recall	NOUN
fcis-31029	103	37	precision	precision	NOUN
fcis-31029	103	38	recall	recall	NOUN
fcis-31029	103	39	(	(	PUNCT
fcis-31029	103	40	7	7	NUM
fcis-31029	103	41	)	)	PUNCT
fcis-31029	103	42	where	where	SCONJ
fcis-31029	103	43	precision	precision	NOUN
fcis-31029	103	44	and	and	CCONJ
fcis-31029	103	45	recall	recall	NOUN
fcis-31029	103	46	were	be	AUX
fcis-31029	103	47	computed	compute	VERB
fcis-31029	103	48	against	against	ADP
fcis-31029	103	49	ground	ground	NOUN
fcis-31029	103	50	truth	truth	NOUN
fcis-31029	103	51	associations	association	NOUN
fcis-31029	103	52	.	.	PUNCT
fcis-31029	104	1	5.3	5.3	NUM
fcis-31029	104	2	.	.	PUNCT
fcis-31029	105	1	implementation	implementation	NOUN
fcis-31029	105	2	details	detail	NOUN
fcis-31029	105	3	the	the	DET
fcis-31029	105	4	elasticsearch	elasticsearch	NOUN
fcis-31029	105	5	cluster	cluster	NOUN
fcis-31029	105	6	comprised	comprise	VERB
fcis-31029	105	7	8	8	NUM
fcis-31029	105	8	nodes	node	NOUN
fcis-31029	105	9	(	(	PUNCT
fcis-31029	105	10	2	2	NUM
fcis-31029	105	11	coordinating	coordinating	NOUN
fcis-31029	105	12	,	,	PUNCT
fcis-31029	105	13	3	3	NUM
fcis-31029	105	14	master	master	NOUN
fcis-31029	105	15	-	-	PUNCT
fcis-31029	105	16	eligible	eligible	ADJ
fcis-31029	105	17	,	,	PUNCT
fcis-31029	105	18	3	3	NUM
fcis-31029	105	19	data	datum	NOUN
fcis-31029	105	20	nodes	node	NOUN
fcis-31029	105	21	)	)	PUNCT
fcis-31029	105	22	with	with	ADP
fcis-31029	105	23	32	32	NUM
fcis-31029	105	24	gb	gb	NOUN
fcis-31029	105	25	ram	ram	NOUN
fcis-31029	105	26	each	each	PRON
fcis-31029	105	27	,	,	PUNCT
fcis-31029	105	28	running	run	VERB
fcis-31029	105	29	es	es	ADP
fcis-31029	105	30	8.7	8.7	NUM
fcis-31029	105	31	.	.	PUNCT
fcis-31029	106	1	index	index	NOUN
fcis-31029	106	2	configurations	configuration	NOUN
fcis-31029	106	3	included	include	VERB
fcis-31029	106	4	:	:	PUNCT
fcis-31029	106	5	(	(	PUNCT
fcis-31029	106	6	1)sharding	1)sharding	NUM
fcis-31029	106	7	:	:	PUNCT
fcis-31029	106	8	12	12	NUM
fcis-31029	106	9	primary	primary	ADJ
fcis-31029	106	10	shards	shard	NOUN
fcis-31029	106	11	with	with	ADP
fcis-31029	106	12	1	1	NUM
fcis-31029	106	13	replica	replica	NOUN
fcis-31029	106	14	,	,	PUNCT
fcis-31029	106	15	sized	size	VERB
fcis-31029	106	16	at	at	ADP
fcis-31029	106	17	3050	3050	NUM
fcis-31029	106	18	gb	gb	ADP
fcis-31029	106	19	per	per	ADP
fcis-31029	106	20	shard	shard	NOUN
fcis-31029	106	21	based	base	VERB
fcis-31029	106	22	on	on	ADP
fcis-31029	106	23	dataset	dataset	ADJ
fcis-31029	106	24	characteristics	characteristic	NOUN
fcis-31029	106	25	.	.	PUNCT
fcis-31029	107	1	(	(	PUNCT
fcis-31029	107	2	2)mapping	2)mapping	NUM
fcis-31029	107	3	:	:	PUNCT
fcis-31029	107	4	combined	combine	VERB
fcis-31029	107	5	nested	nest	VERB
fcis-31029	107	6	fields	field	NOUN
fcis-31029	107	7	for	for	ADP
fcis-31029	107	8	entity	entity	NOUN
fcis-31029	107	9	relationships	relationship	NOUN
fcis-31029	107	10	with	with	ADP
fcis-31029	107	11	join	join	NOUN
fcis-31029	107	12	types	type	NOUN
fcis-31029	107	13	for	for	ADP
fcis-31029	107	14	hierarchical	hierarchical	ADJ
fcis-31029	107	15	associations	association	NOUN
fcis-31029	107	16	.	.	PUNCT
fcis-31029	108	1	(	(	PUNCT
fcis-31029	108	2	3)circuit	3)circuit	NUM
fcis-31029	108	3	breakers	breaker	NOUN
fcis-31029	108	4	:	:	PUNCT
fcis-31029	108	5	fielddata	fielddata	NOUN
fcis-31029	108	6	limit	limit	NOUN
fcis-31029	108	7	set	set	VERB
fcis-31029	108	8	to	to	ADP
fcis-31029	108	9	40	40	NUM
fcis-31029	108	10	%	%	NOUN
fcis-31029	108	11	of	of	ADP
fcis-31029	108	12	heap	heap	NOUN
fcis-31029	108	13	space	space	NOUN
fcis-31029	108	14	with	with	ADP
fcis-31029	108	15	request	request	NOUN
fcis-31029	108	16	-	-	PUNCT
fcis-31029	108	17	level	level	NOUN
fcis-31029	108	18	termination	termination	NOUN
fcis-31029	108	19	thresholds	threshold	NOUN
fcis-31029	108	20	.	.	PUNCT
fcis-31029	109	1	5.4	5.4	NUM
fcis-31029	109	2	.	.	PUNCT
fcis-31029	109	3	results	result	NOUN
fcis-31029	109	4	and	and	CCONJ
fcis-31029	109	5	analysis	analysis	NOUN
fcis-31029	109	6	5.4.1	5.4.1	NUM
fcis-31029	109	7	.	.	PUNCT
fcis-31029	110	1	association	association	NOUN
fcis-31029	110	2	discovery	discovery	PROPN
fcis-31029	110	3	accuracy	accuracy	NOUN
fcis-31029	110	4	table	table	NOUN
fcis-31029	110	5	1	1	NUM
fcis-31029	110	6	compares	compare	VERB
fcis-31029	110	7	f1	f1	NOUN
fcis-31029	110	8	-	-	PUNCT
fcis-31029	110	9	scores	score	NOUN
fcis-31029	110	10	for	for	ADP
fcis-31029	110	11	top-100	top-100	PROPN
fcis-31029	110	12	association	association	PROPN
fcis-31029	110	13	rules	rule	NOUN
fcis-31029	110	14	across	across	ADP
fcis-31029	110	15	methods	method	NOUN
fcis-31029	110	16	.	.	PUNCT
fcis-31029	111	1	the	the	DET
fcis-31029	111	2	proposed	propose	VERB
fcis-31029	111	3	es	es	X
fcis-31029	111	4	implementation	implementation	NOUN
fcis-31029	111	5	achieved	achieve	VERB
fcis-31029	111	6	92.3	92.3	NUM
fcis-31029	111	7	%	%	NOUN
fcis-31029	111	8	accuracy	accuracy	NOUN
fcis-31029	111	9	on	on	ADP
fcis-31029	111	10	retail	retail	ADJ
fcis-31029	111	11	data	datum	NOUN
fcis-31029	111	12	,	,	PUNCT
fcis-31029	111	13	outperforming	outperform	VERB
fcis-31029	111	14	relational	relational	NOUN
fcis-31029	111	15	(	(	PUNCT
fcis-31029	111	16	88.1	88.1	NUM
fcis-31029	111	17	%	%	NOUN
fcis-31029	111	18	)	)	PUNCT
fcis-31029	111	19	and	and	CCONJ
fcis-31029	111	20	graph	graph	NOUN
fcis-31029	111	21	(	(	PUNCT
fcis-31029	111	22	85.7	85.7	NUM
fcis-31029	111	23	%	%	NOUN
fcis-31029	111	24	)	)	PUNCT
fcis-31029	111	25	baselines	baseline	NOUN
fcis-31029	111	26	due	due	ADJ
fcis-31029	111	27	to	to	ADP
fcis-31029	111	28	efficient	efficient	ADJ
fcis-31029	111	29	cooccurrence	cooccurrence	NOUN
fcis-31029	111	30	counting	count	VERB
fcis-31029	111	31	through	through	ADP
fcis-31029	111	32	aggregations	aggregation	NOUN
fcis-31029	111	33	.	.	PUNCT
fcis-31029	112	1	table	table	NOUN
fcis-31029	112	2	1	1	NUM
fcis-31029	112	3	.	.	PUNCT
fcis-31029	113	1	association	association	NOUN
fcis-31029	113	2	rule	rule	NOUN
fcis-31029	113	3	discovery	discovery	NOUN
fcis-31029	113	4	accuracy	accuracy	NOUN
fcis-31029	113	5	(	(	PUNCT
fcis-31029	113	6	f1	f1	NOUN
fcis-31029	113	7	-	-	PUNCT
fcis-31029	113	8	score	score	NOUN
fcis-31029	113	9	%	%	NOUN
fcis-31029	113	10	)	)	PUNCT
fcis-31029	113	11	dataset	dataset	VERB
fcis-31029	113	12	elasticsearch	elasticsearch	NOUN
fcis-31029	113	13	postgresql	postgresql	PROPN
fcis-31029	113	14	neo4j	neo4j	PROPN
fcis-31029	113	15	spark	spark	NOUN
fcis-31029	113	16	retail	retail	ADJ
fcis-31029	113	17	transactions	transaction	NOUN
fcis-31029	113	18	92.3	92.3	NUM
fcis-31029	113	19	88.1	88.1	NUM
fcis-31029	113	20	85.7	85.7	NUM
fcis-31029	113	21	89.5	89.5	NUM
fcis-31029	113	22	social	social	ADJ
fcis-31029	113	23	network	network	NOUN
fcis-31029	113	24	89.7	89.7	NUM
fcis-31029	113	25	82.4	82.4	NUM
fcis-31029	113	26	91.2	91.2	NUM
fcis-31029	113	27	84.3	84.3	NUM
fcis-31029	113	28	geospatial	geospatial	ADJ
fcis-31029	113	29	events	event	NOUN
fcis-31029	113	30	94.1	94.1	NUM
fcis-31029	113	31	79.8	79.8	NUM
fcis-31029	113	32	83.6	83.6	NUM
fcis-31029	113	33	87.9	87.9	NUM
fcis-31029	113	34	5.4.2	5.4.2	NUM
fcis-31029	113	35	.	.	PUNCT
fcis-31029	114	1	query	query	NOUN
fcis-31029	114	2	performance	performance	NOUN
fcis-31029	114	3	figure	figure	NOUN
fcis-31029	114	4	2	2	NUM
fcis-31029	114	5	.	.	NOUN
fcis-31029	114	6	query	query	NOUN
fcis-31029	114	7	latency	latency	NOUN
fcis-31029	114	8	distribution	distribution	NOUN
fcis-31029	114	9	across	across	ADP
fcis-31029	114	10	association	association	NOUN
fcis-31029	114	11	types	type	NOUN
fcis-31029	114	12	10	10	NUM
fcis-31029	114	13	for	for	ADP
fcis-31029	114	14	multi	multi	ADJ
fcis-31029	114	15	-	-	ADJ
fcis-31029	114	16	hop	hop	ADJ
fcis-31029	114	17	queries	query	NOUN
fcis-31029	114	18	(	(	PUNCT
fcis-31029	114	19	3	3	NUM
fcis-31029	114	20	-	-	PUNCT
fcis-31029	114	21	hop	hop	NOUN
fcis-31029	114	22	depth	depth	NOUN
fcis-31029	114	23	)	)	PUNCT
fcis-31029	114	24	,	,	PUNCT
fcis-31029	114	25	es	es	PROPN
fcis-31029	114	26	demonstrated	demonstrate	VERB
fcis-31029	114	27	2.8x	2.8x	NUM
fcis-31029	114	28	lower	low	ADJ
fcis-31029	114	29	latency	latency	NOUN
fcis-31029	114	30	than	than	ADP
fcis-31029	114	31	neo4j	neo4j	PROPN
fcis-31029	114	32	(	(	PUNCT
fcis-31029	114	33	142ms	142ms	NOUN
fcis-31029	114	34	vs	vs	ADP
fcis-31029	114	35	398ms	398ms	PROPN
fcis-31029	114	36	)	)	PUNCT
fcis-31029	114	37	at	at	ADP
fcis-31029	114	38	95th	95th	ADJ
fcis-31029	114	39	percentile	percentile	ADJ
fcis-31029	114	40	,	,	PUNCT
fcis-31029	114	41	attributed	attribute	VERB
fcis-31029	114	42	to	to	ADP
fcis-31029	114	43	parallel	parallel	ADJ
fcis-31029	114	44	aggregation	aggregation	NOUN
fcis-31029	114	45	execution	execution	NOUN
fcis-31029	114	46	across	across	ADP
fcis-31029	114	47	shards	shard	NOUN
fcis-31029	114	48	.	.	PUNCT
fcis-31029	115	1	throughput	throughput	NOUN
fcis-31029	115	2	scaled	scale	VERB
fcis-31029	115	3	linearly	linearly	ADV
fcis-31029	115	4	with	with	ADP
fcis-31029	115	5	node	node	NOUN
fcis-31029	115	6	count	count	NOUN
fcis-31029	115	7	up	up	ADP
fcis-31029	115	8	to	to	ADP
fcis-31029	115	9	1,824	1,824	NUM
fcis-31029	115	10	queries	query	NOUN
fcis-31029	115	11	/	/	SYM
fcis-31029	115	12	second	second	ADJ
fcis-31029	115	13	for	for	ADP
fcis-31029	115	14	simple	simple	ADJ
fcis-31029	115	15	associations	association	NOUN
fcis-31029	115	16	.	.	PUNCT
fcis-31029	116	1	figure	figure	NOUN
fcis-31029	116	2	2	2	NUM
fcis-31029	116	3	shows	show	VERB
fcis-31029	116	4	latency	latency	NOUN
fcis-31029	116	5	percentiles	percentile	NOUN
fcis-31029	116	6	for	for	ADP
fcis-31029	116	7	different	different	ADJ
fcis-31029	116	8	query	query	NOUN
fcis-31029	116	9	types	type	NOUN
fcis-31029	116	10	.	.	PUNCT
fcis-31029	117	1	spatial	spatial	ADJ
fcis-31029	117	2	-	-	PUNCT
fcis-31029	117	3	temporal	temporal	ADJ
fcis-31029	117	4	associations	association	NOUN
fcis-31029	117	5	exhibited	exhibit	VERB
fcis-31029	117	6	higher	high	ADJ
fcis-31029	117	7	variance	variance	NOUN
fcis-31029	117	8	due	due	ADP
fcis-31029	117	9	to	to	ADP
fcis-31029	117	10	geo	geo	PROPN
fcis-31029	117	11	-	-	PUNCT
fcis-31029	117	12	grid	grid	NOUN
fcis-31029	117	13	computations	computation	NOUN
fcis-31029	117	14	,	,	PUNCT
fcis-31029	117	15	while	while	SCONJ
fcis-31029	117	16	nested	nested	ADJ
fcis-31029	117	17	aggregations	aggregation	NOUN
fcis-31029	117	18	maintained	maintain	VERB
fcis-31029	117	19	consistent	consistent	ADJ
fcis-31029	117	20	sub-200ms	sub-200ms	ADJ
fcis-31029	117	21	response	response	NOUN
fcis-31029	117	22	up	up	ADP
fcis-31029	117	23	to	to	ADP
fcis-31029	117	24	the	the	DET
fcis-31029	117	25	99th	99th	ADJ
fcis-31029	117	26	percentile	percentile	NOUN
fcis-31029	117	27	.	.	PUNCT
fcis-31029	118	1	5.4.3	5.4.3	X
fcis-31029	118	2	.	.	PUNCT
fcis-31029	118	3	resource	resource	NOUN
fcis-31029	118	4	utilization	utilization	NOUN
fcis-31029	118	5	memory	memory	NOUN
fcis-31029	118	6	usage	usage	NOUN
fcis-31029	118	7	during	during	ADP
fcis-31029	118	8	intensive	intensive	ADJ
fcis-31029	118	9	aggregations	aggregation	NOUN
fcis-31029	118	10	remained	remain	VERB
fcis-31029	118	11	stable	stable	ADJ
fcis-31029	118	12	at	at	ADP
fcis-31029	118	13	65	65	NUM
fcis-31029	118	14	-	-	SYM
fcis-31029	118	15	72	72	NUM
fcis-31029	118	16	%	%	NOUN
fcis-31029	118	17	of	of	ADP
fcis-31029	118	18	allocated	allocate	VERB
fcis-31029	118	19	heap	heap	NOUN
fcis-31029	118	20	,	,	PUNCT
fcis-31029	118	21	with	with	ADP
fcis-31029	118	22	circuit	circuit	NOUN
fcis-31029	118	23	breakers	breaker	NOUN
fcis-31029	118	24	preventing	prevent	VERB
fcis-31029	118	25	98.7	98.7	NUM
fcis-31029	118	26	%	%	NOUN
fcis-31029	118	27	of	of	ADP
fcis-31029	118	28	potential	potential	ADJ
fcis-31029	118	29	out	out	ADV
fcis-31029	118	30	-	-	PUNCT
fcis-31029	118	31	of	of	ADP
fcis-31029	118	32	-	-	PUNCT
fcis-31029	118	33	memory	memory	NOUN
fcis-31029	118	34	incidents	incident	NOUN
fcis-31029	118	35	.	.	PUNCT
fcis-31029	119	1	the	the	DET
fcis-31029	119	2	sampler	sampler	ADJ
fcis-31029	119	3	aggregation	aggregation	NOUN
fcis-31029	119	4	reduced	reduce	VERB
fcis-31029	119	5	cpu	cpu	NOUN
fcis-31029	119	6	usage	usage	NOUN
fcis-31029	119	7	by	by	ADP
fcis-31029	119	8	43	43	NUM
fcis-31029	119	9	%	%	NOUN
fcis-31029	119	10	for	for	ADP
fcis-31029	119	11	highcardinality	highcardinality	NOUN
fcis-31029	119	12	dimensions	dimension	NOUN
fcis-31029	119	13	while	while	SCONJ
fcis-31029	119	14	maintaining	maintain	VERB
fcis-31029	119	15	89	89	NUM
fcis-31029	119	16	%	%	NOUN
fcis-31029	119	17	accuracy	accuracy	NOUN
fcis-31029	119	18	in	in	ADP
fcis-31029	119	19	association	association	NOUN
fcis-31029	119	20	strength	strength	NOUN
fcis-31029	119	21	rankings	ranking	NOUN
fcis-31029	119	22	.	.	PUNCT
fcis-31029	120	1	5.5	5.5	NUM
fcis-31029	120	2	.	.	PUNCT
fcis-31029	120	3	ablation	ablation	NOUN
fcis-31029	120	4	study	study	NOUN
fcis-31029	120	5	we	we	PRON
fcis-31029	120	6	evaluated	evaluate	VERB
fcis-31029	120	7	individual	individual	ADJ
fcis-31029	120	8	methodology	methodology	NOUN
fcis-31029	120	9	components	component	NOUN
fcis-31029	120	10	by	by	ADP
fcis-31029	120	11	selectively	selectively	ADV
fcis-31029	120	12	disabling	disable	VERB
fcis-31029	120	13	optimizations	optimization	NOUN
fcis-31029	120	14	:	:	PUNCT
fcis-31029	120	15	table	table	NOUN
fcis-31029	120	16	2	2	NUM
fcis-31029	120	17	.	.	PUNCT
fcis-31029	120	18	performance	performance	NOUN
fcis-31029	120	19	impact	impact	NOUN
fcis-31029	120	20	of	of	ADP
fcis-31029	120	21	key	key	ADJ
fcis-31029	120	22	optimizations	optimization	NOUN
fcis-31029	120	23	configuration	configuration	NOUN
fcis-31029	120	24	throughput	throughput	NOUN
fcis-31029	120	25	(	(	PUNCT
fcis-31029	120	26	qps	qps	PROPN
fcis-31029	120	27	)	)	PUNCT
fcis-31029	120	28	p95	p95	NOUN
fcis-31029	120	29	latency	latency	NOUN
fcis-31029	120	30	(	(	PUNCT
fcis-31029	120	31	ms	ms	PROPN
fcis-31029	120	32	)	)	PUNCT
fcis-31029	120	33	full	full	ADJ
fcis-31029	120	34	methodology	methodology	NOUN
fcis-31029	120	35	1,824	1,824	NUM
fcis-31029	120	36	142	142	NUM
fcis-31029	120	37	without	without	ADP
fcis-31029	120	38	shard	shard	NOUN
fcis-31029	120	39	routing	route	VERB
fcis-31029	120	40	1,215	1,215	NUM
fcis-31029	120	41	278	278	NUM
fcis-31029	120	42	without	without	ADP
fcis-31029	120	43	sampler	sampler	ADJ
fcis-31029	120	44	aggregation	aggregation	NOUN
fcis-31029	120	45	1,402	1,402	NUM
fcis-31029	120	46	210	210	NUM
fcis-31029	120	47	with	with	ADP
fcis-31029	120	48	fielddata	fielddata	NOUN
fcis-31029	120	49	cache	cache	NOUN
fcis-31029	120	50	1,763	1,763	NUM
fcis-31029	120	51	151	151	NUM
fcis-31029	120	52	shard	shard	NOUN
fcis-31029	120	53	routing	routing	NOUN
fcis-31029	120	54	provided	provide	VERB
fcis-31029	120	55	the	the	DET
fcis-31029	120	56	most	most	ADV
fcis-31029	120	57	significant	significant	ADJ
fcis-31029	120	58	benefit	benefit	NOUN
fcis-31029	120	59	(	(	PUNCT
fcis-31029	120	60	50	50	NUM
fcis-31029	120	61	%	%	NOUN
fcis-31029	120	62	throughput	throughput	NOUN
fcis-31029	120	63	improvement	improvement	NOUN
fcis-31029	120	64	)	)	PUNCT
fcis-31029	120	65	,	,	PUNCT
fcis-31029	120	66	validating	validate	VERB
fcis-31029	120	67	the	the	DET
fcis-31029	120	68	importance	importance	NOUN
fcis-31029	120	69	of	of	ADP
fcis-31029	120	70	data	datum	NOUN
fcis-31029	120	71	locality	locality	NOUN
fcis-31029	120	72	for	for	ADP
fcis-31029	120	73	association	association	NOUN
fcis-31029	120	74	analysis	analysis	NOUN
fcis-31029	120	75	.	.	PUNCT
fcis-31029	121	1	the	the	DET
fcis-31029	121	2	sampler	sampler	ADJ
fcis-31029	121	3	aggregation	aggregation	NOUN
fcis-31029	121	4	reduced	reduce	VERB
fcis-31029	121	5	tail	tail	NOUN
fcis-31029	121	6	latency	latency	NOUN
fcis-31029	121	7	by	by	ADP
fcis-31029	121	8	34	34	NUM
fcis-31029	121	9	%	%	NOUN
fcis-31029	121	10	,	,	PUNCT
fcis-31029	121	11	demonstrating	demonstrate	VERB
fcis-31029	121	12	its	its	PRON
fcis-31029	121	13	effectiveness	effectiveness	NOUN
fcis-31029	121	14	for	for	ADP
fcis-31029	121	15	high	high	ADJ
fcis-31029	121	16	-	-	PUNCT
fcis-31029	121	17	cardinality	cardinality	NOUN
fcis-31029	121	18	scenarios	scenario	NOUN
fcis-31029	121	19	.	.	PUNCT
fcis-31029	122	1	6	6	X
fcis-31029	122	2	.	.	X
fcis-31029	122	3	discussion	discussion	NOUN
fcis-31029	122	4	and	and	CCONJ
fcis-31029	122	5	future	future	ADJ
fcis-31029	122	6	work	work	NOUN
fcis-31029	122	7	6.1	6.1	NUM
fcis-31029	122	8	.	.	PUNCT
fcis-31029	122	9	limitations	limitation	NOUN
fcis-31029	122	10	and	and	CCONJ
fcis-31029	122	11	challenges	challenge	NOUN
fcis-31029	122	12	of	of	ADP
fcis-31029	122	13	the	the	DET
fcis-31029	122	14	proposed	propose	VERB
fcis-31029	122	15	methodology	methodology	NOUN
fcis-31029	122	16	while	while	SCONJ
fcis-31029	122	17	the	the	DET
fcis-31029	122	18	methodology	methodology	NOUN
fcis-31029	122	19	demonstrates	demonstrate	VERB
fcis-31029	122	20	strong	strong	ADJ
fcis-31029	122	21	performance	performance	NOUN
fcis-31029	122	22	in	in	ADP
fcis-31029	122	23	controlled	control	VERB
fcis-31029	122	24	experiments	experiment	NOUN
fcis-31029	122	25	,	,	PUNCT
fcis-31029	122	26	several	several	ADJ
fcis-31029	122	27	practical	practical	ADJ
fcis-31029	122	28	limitations	limitation	NOUN
fcis-31029	122	29	emerged	emerge	VERB
fcis-31029	122	30	during	during	ADP
fcis-31029	122	31	deployment	deployment	NOUN
fcis-31029	122	32	.	.	PUNCT
fcis-31029	123	1	the	the	DET
fcis-31029	123	2	most	most	ADV
fcis-31029	123	3	significant	significant	ADJ
fcis-31029	123	4	constraint	constraint	NOUN
fcis-31029	123	5	involves	involve	VERB
fcis-31029	123	6	memory	memory	NOUN
fcis-31029	123	7	-	-	PUNCT
fcis-31029	123	8	intensive	intensive	ADJ
fcis-31029	123	9	aggregations	aggregation	NOUN
fcis-31029	123	10	when	when	SCONJ
fcis-31029	123	11	analyzing	analyze	VERB
fcis-31029	123	12	associations	association	NOUN
fcis-31029	123	13	across	across	ADP
fcis-31029	123	14	high	high	ADJ
fcis-31029	123	15	-	-	PUNCT
fcis-31029	123	16	cardinality	cardinality	NOUN
fcis-31029	123	17	fields	field	NOUN
fcis-31029	123	18	(	(	PUNCT
fcis-31029	123	19	>	>	PUNCT
fcis-31029	123	20	100k	100k	NUM
fcis-31029	123	21	distinct	distinct	ADJ
fcis-31029	123	22	values	value	NOUN
fcis-31029	123	23	)	)	PUNCT
fcis-31029	123	24	.	.	PUNCT
fcis-31029	124	1	although	although	SCONJ
fcis-31029	124	2	circuit	circuit	NOUN
fcis-31029	124	3	breakers	breaker	NOUN
fcis-31029	124	4	and	and	CCONJ
fcis-31029	124	5	sampling	sample	VERB
fcis-31029	124	6	mitigate	mitigate	NOUN
fcis-31029	124	7	this	this	DET
fcis-31029	124	8	issue	issue	NOUN
fcis-31029	124	9	,	,	PUNCT
fcis-31029	124	10	they	they	PRON
fcis-31029	124	11	introduce	introduce	VERB
fcis-31029	124	12	trade	trade	NOUN
fcis-31029	124	13	-	-	PUNCT
fcis-31029	124	14	offs	off	NOUN
fcis-31029	124	15	in	in	ADP
fcis-31029	124	16	result	result	NOUN
fcis-31029	124	17	completeness	completeness	NOUN
fcis-31029	124	18	—	—	PUNCT
fcis-31029	124	19	particularly	particularly	ADV
fcis-31029	124	20	for	for	ADP
fcis-31029	124	21	long	long	ADJ
fcis-31029	124	22	-	-	PUNCT
fcis-31029	124	23	tail	tail	NOUN
fcis-31029	124	24	associations	association	NOUN
fcis-31029	124	25	that	that	PRON
fcis-31029	124	26	may	may	AUX
fcis-31029	124	27	be	be	AUX
fcis-31029	124	28	filtered	filter	VERB
fcis-31029	124	29	out	out	ADP
fcis-31029	124	30	.	.	PUNCT
fcis-31029	125	1	another	another	DET
fcis-31029	125	2	challenge	challenge	NOUN
fcis-31029	125	3	stems	stem	VERB
fcis-31029	125	4	from	from	ADP
fcis-31029	125	5	elasticsearch	elasticsearch	NOUN
fcis-31029	125	6	’s	’s	PART
fcis-31029	125	7	eventual	eventual	ADJ
fcis-31029	125	8	consistency	consistency	NOUN
fcis-31029	125	9	model	model	NOUN
fcis-31029	125	10	,	,	PUNCT
fcis-31029	125	11	where	where	SCONJ
fcis-31029	125	12	near	near	ADP
fcis-31029	125	13	-	-	PUNCT
fcis-31029	125	14	real	real	ADJ
fcis-31029	125	15	-	-	PUNCT
fcis-31029	125	16	time	time	NOUN
fcis-31029	125	17	search	search	NOUN
fcis-31029	125	18	capabilities	capability	NOUN
fcis-31029	125	19	can	can	AUX
fcis-31029	125	20	temporarily	temporarily	ADV
fcis-31029	125	21	yield	yield	VERB
fcis-31029	125	22	inconsistent	inconsistent	ADJ
fcis-31029	125	23	association	association	NOUN
fcis-31029	125	24	metrics	metric	NOUN
fcis-31029	125	25	during	during	ADP
fcis-31029	125	26	index	index	NOUN
fcis-31029	125	27	refreshes	refreshe	NOUN
fcis-31029	125	28	.	.	PUNCT
fcis-31029	126	1	this	this	PRON
fcis-31029	126	2	becomes	become	VERB
fcis-31029	126	3	problematic	problematic	ADJ
fcis-31029	126	4	for	for	ADP
fcis-31029	126	5	applications	application	NOUN
fcis-31029	126	6	requiring	require	VERB
fcis-31029	126	7	strict	strict	ADJ
fcis-31029	126	8	transactional	transactional	ADJ
fcis-31029	126	9	guarantees	guarantee	NOUN
fcis-31029	126	10	,	,	PUNCT
fcis-31029	126	11	such	such	ADJ
fcis-31029	126	12	as	as	ADP
fcis-31029	126	13	financial	financial	ADJ
fcis-31029	126	14	fraud	fraud	NOUN
fcis-31029	126	15	detection	detection	NOUN
fcis-31029	126	16	systems	system	NOUN
fcis-31029	126	17	.	.	PUNCT
fcis-31029	127	1	the	the	DET
fcis-31029	127	2	nested	nested	ADJ
fcis-31029	127	3	document	document	NOUN
fcis-31029	127	4	model	model	NOUN
fcis-31029	127	5	,	,	PUNCT
fcis-31029	127	6	while	while	SCONJ
fcis-31029	127	7	efficient	efficient	ADJ
fcis-31029	127	8	for	for	ADP
fcis-31029	127	9	hierarchical	hierarchical	ADJ
fcis-31029	127	10	relationships	relationship	NOUN
fcis-31029	127	11	,	,	PUNCT
fcis-31029	127	12	imposes	impose	VERB
fcis-31029	127	13	storage	storage	NOUN
fcis-31029	127	14	overhead	overhead	NOUN
fcis-31029	127	15	proportional	proportional	ADJ
fcis-31029	127	16	to	to	ADP
fcis-31029	127	17	association	association	NOUN
fcis-31029	127	18	density	density	NOUN
fcis-31029	127	19	.	.	PUNCT
fcis-31029	128	1	in	in	ADP
fcis-31029	128	2	datasets	dataset	NOUN
fcis-31029	128	3	where	where	SCONJ
fcis-31029	128	4	entities	entity	NOUN
fcis-31029	128	5	participate	participate	VERB
fcis-31029	128	6	in	in	ADP
fcis-31029	128	7	numerous	numerous	ADJ
fcis-31029	128	8	relationships	relationship	NOUN
fcis-31029	128	9	(	(	PUNCT
fcis-31029	128	10	e.g.	e.g.	ADV
fcis-31029	128	11	,	,	PUNCT
fcis-31029	128	12	social	social	ADJ
fcis-31029	128	13	networks	network	NOUN
fcis-31029	128	14	with	with	ADP
fcis-31029	128	15	average	average	ADJ
fcis-31029	128	16	degree	degree	NOUN
fcis-31029	128	17	>	>	X
fcis-31029	128	18	50	50	NUM
fcis-31029	128	19	)	)	PUNCT
fcis-31029	128	20	,	,	PUNCT
fcis-31029	128	21	index	index	NOUN
fcis-31029	128	22	sizes	size	NOUN
fcis-31029	128	23	grew	grow	VERB
fcis-31029	128	24	3	3	NUM
fcis-31029	128	25	-	-	SYM
fcis-31029	128	26	5×	5×	NOUN
fcis-31029	128	27	larger	large	ADJ
fcis-31029	128	28	than	than	ADP
fcis-31029	128	29	equivalent	equivalent	ADJ
fcis-31029	128	30	relational	relational	ADJ
fcis-31029	128	31	representations	representation	NOUN
fcis-31029	128	32	.	.	PUNCT
fcis-31029	129	1	this	this	PRON
fcis-31029	129	2	not	not	PART
fcis-31029	129	3	only	only	ADV
fcis-31029	129	4	increases	increase	VERB
fcis-31029	129	5	storage	storage	NOUN
fcis-31029	129	6	costs	cost	NOUN
fcis-31029	129	7	but	but	CCONJ
fcis-31029	129	8	also	also	ADV
fcis-31029	129	9	impacts	impact	VERB
fcis-31029	129	10	cold	cold	ADJ
fcis-31029	129	11	query	query	NOUN
fcis-31029	129	12	performance	performance	NOUN
fcis-31029	129	13	due	due	ADP
fcis-31029	129	14	to	to	ADP
fcis-31029	129	15	larger	large	ADJ
fcis-31029	129	16	shard	shard	NOUN
fcis-31029	129	17	sizes	size	NOUN
fcis-31029	129	18	.	.	PUNCT
fcis-31029	130	1	finally	finally	ADV
fcis-31029	130	2	,	,	PUNCT
fcis-31029	130	3	the	the	DET
fcis-31029	130	4	current	current	ADJ
fcis-31029	130	5	implementation	implementation	NOUN
fcis-31029	130	6	lacks	lack	VERB
fcis-31029	130	7	native	native	ADJ
fcis-31029	130	8	support	support	NOUN
fcis-31029	130	9	for	for	ADP
fcis-31029	130	10	directional	directional	ADJ
fcis-31029	130	11	association	association	NOUN
fcis-31029	130	12	metrics	metric	NOUN
fcis-31029	130	13	(	(	PUNCT
fcis-31029	130	14	e.g.	e.g.	ADV
fcis-31029	130	15	,	,	PUNCT
fcis-31029	130	16	asymmetric	asymmetric	ADJ
fcis-31029	130	17	confidence	confidence	NOUN
fcis-31029	130	18	scores	score	NOUN
fcis-31029	130	19	)	)	PUNCT
fcis-31029	130	20	,	,	PUNCT
fcis-31029	130	21	requiring	require	VERB
fcis-31029	130	22	workaround	workaround	NOUN
fcis-31029	130	23	aggregations	aggregation	NOUN
fcis-31029	130	24	that	that	PRON
fcis-31029	130	25	complicate	complicate	VERB
fcis-31029	130	26	query	query	NOUN
fcis-31029	130	27	construction	construction	NOUN
fcis-31029	130	28	and	and	CCONJ
fcis-31029	130	29	reduce	reduce	VERB
fcis-31029	130	30	execution	execution	NOUN
fcis-31029	130	31	efficiency	efficiency	NOUN
fcis-31029	130	32	.	.	PUNCT
fcis-31029	131	1	6.2	6.2	NUM
fcis-31029	131	2	.	.	PUNCT
fcis-31029	131	3	potential	potential	ADJ
fcis-31029	131	4	application	application	NOUN
fcis-31029	131	5	scenarios	scenario	NOUN
fcis-31029	131	6	and	and	CCONJ
fcis-31029	131	7	use	use	VERB
fcis-31029	131	8	cases	case	NOUN
fcis-31029	131	9	the	the	DET
fcis-31029	131	10	methodology	methodology	NOUN
fcis-31029	131	11	’s	’s	PART
fcis-31029	131	12	hybrid	hybrid	ADJ
fcis-31029	131	13	approach	approach	NOUN
fcis-31029	131	14	—	—	PUNCT
fcis-31029	131	15	combining	combine	VERB
fcis-31029	131	16	full	full	ADJ
fcis-31029	131	17	-	-	PUNCT
fcis-31029	131	18	text	text	NOUN
fcis-31029	131	19	search	search	NOUN
fcis-31029	131	20	with	with	ADP
fcis-31029	131	21	structured	structured	ADJ
fcis-31029	131	22	association	association	NOUN
fcis-31029	131	23	analysis	analysis	NOUN
fcis-31029	131	24	—	—	PUNCT
fcis-31029	131	25	opens	open	VERB
fcis-31029	131	26	several	several	ADJ
fcis-31029	131	27	high	high	ADJ
fcis-31029	131	28	-	-	PUNCT
fcis-31029	131	29	impact	impact	NOUN
fcis-31029	131	30	application	application	NOUN
fcis-31029	131	31	avenues	avenue	NOUN
fcis-31029	131	32	.	.	PUNCT
fcis-31029	132	1	in	in	ADP
fcis-31029	132	2	healthcare	healthcare	PROPN
fcis-31029	132	3	analytics	analytic	NOUN
fcis-31029	132	4	,	,	PUNCT
fcis-31029	132	5	it	it	PRON
fcis-31029	132	6	enables	enable	VERB
fcis-31029	132	7	simultaneous	simultaneous	ADJ
fcis-31029	132	8	search	search	NOUN
fcis-31029	132	9	across	across	ADP
fcis-31029	132	10	clinical	clinical	ADJ
fcis-31029	132	11	notes	note	NOUN
fcis-31029	132	12	and	and	CCONJ
fcis-31029	132	13	quantitative	quantitative	ADJ
fcis-31029	132	14	association	association	NOUN
fcis-31029	132	15	mining	mining	NOUN
fcis-31029	132	16	between	between	ADP
fcis-31029	132	17	diagnoses	diagnosis	NOUN
fcis-31029	132	18	,	,	PUNCT
fcis-31029	132	19	medications	medication	NOUN
fcis-31029	132	20	,	,	PUNCT
fcis-31029	132	21	and	and	CCONJ
fcis-31029	132	22	outcomes	outcome	NOUN
fcis-31029	132	23	.	.	PUNCT
fcis-31029	133	1	preliminary	preliminary	ADJ
fcis-31029	133	2	tests	test	NOUN
fcis-31029	133	3	with	with	ADP
fcis-31029	133	4	deidentified	deidentifie	VERB
fcis-31029	133	5	ehr	ehr	NOUN
fcis-31029	133	6	data	datum	NOUN
fcis-31029	133	7	showed	show	VERB
fcis-31029	133	8	40	40	NUM
fcis-31029	133	9	%	%	NOUN
fcis-31029	133	10	faster	fast	ADJ
fcis-31029	133	11	cohort	cohort	NOUN
fcis-31029	133	12	identification	identification	NOUN
fcis-31029	133	13	compared	compare	VERB
fcis-31029	133	14	to	to	ADP
fcis-31029	133	15	traditional	traditional	ADJ
fcis-31029	133	16	etl	etl	NOUN
fcis-31029	133	17	-	-	PUNCT
fcis-31029	133	18	based	base	VERB
fcis-31029	133	19	approaches	approach	NOUN
fcis-31029	133	20	[	[	X
fcis-31029	133	21	19	19	NUM
fcis-31029	133	22	]	]	PUNCT
fcis-31029	133	23	.	.	PUNCT
fcis-31029	134	1	e	e	X
fcis-31029	134	2	-	-	NOUN
fcis-31029	134	3	commerce	commerce	NOUN
fcis-31029	134	4	platforms	platform	NOUN
fcis-31029	134	5	could	could	AUX
fcis-31029	134	6	leverage	leverage	VERB
fcis-31029	134	7	the	the	DET
fcis-31029	134	8	spatial	spatial	ADJ
fcis-31029	134	9	-	-	PUNCT
fcis-31029	134	10	temporal	temporal	ADJ
fcis-31029	134	11	association	association	NOUN
fcis-31029	134	12	capabilities	capability	NOUN
fcis-31029	134	13	for	for	ADP
fcis-31029	134	14	dynamic	dynamic	ADJ
fcis-31029	134	15	recommendation	recommendation	NOUN
fcis-31029	134	16	systems	system	NOUN
fcis-31029	134	17	.	.	PUNCT
fcis-31029	135	1	by	by	ADP
fcis-31029	135	2	correlating	correlate	VERB
fcis-31029	135	3	product	product	NOUN
fcis-31029	135	4	views	view	NOUN
fcis-31029	135	5	with	with	ADP
fcis-31029	135	6	geofenced	geofenced	ADJ
fcis-31029	135	7	user	user	NOUN
fcis-31029	135	8	locations	location	NOUN
fcis-31029	135	9	and	and	CCONJ
fcis-31029	135	10	time	time	NOUN
fcis-31029	135	11	patterns	pattern	NOUN
fcis-31029	135	12	(	(	PUNCT
fcis-31029	135	13	e.g.	e.g.	ADV
fcis-31029	135	14	,	,	PUNCT
fcis-31029	135	15	increased	increase	VERB
fcis-31029	135	16	electronics	electronic	NOUN
fcis-31029	135	17	interest	interest	NOUN
fcis-31029	135	18	near	near	ADP
fcis-31029	135	19	business	business	NOUN
fcis-31029	135	20	districts	district	NOUN
fcis-31029	135	21	during	during	ADP
fcis-31029	135	22	weekdays	weekday	NOUN
fcis-31029	135	23	)	)	PUNCT
fcis-31029	135	24	,	,	PUNCT
fcis-31029	135	25	retailers	retailer	NOUN
fcis-31029	135	26	achieved	achieve	VERB
fcis-31029	135	27	22	22	NUM
fcis-31029	135	28	%	%	NOUN
fcis-31029	135	29	higher	high	ADJ
fcis-31029	135	30	click	click	VERB
fcis-31029	135	31	-	-	PUNCT
fcis-31029	135	32	through	through	ADP
fcis-31029	135	33	rates	rate	NOUN
fcis-31029	135	34	in	in	ADP
fcis-31029	135	35	a	a	DET
fcis-31029	135	36	/	/	SYM
fcis-31029	135	37	b	b	NOUN
fcis-31029	135	38	tests	test	NOUN
fcis-31029	135	39	[	[	X
fcis-31029	135	40	20	20	NUM
fcis-31029	135	41	]	]	PUNCT
fcis-31029	135	42	.	.	PUNCT
fcis-31029	136	1	the	the	DET
fcis-31029	136	2	geospatial	geospatial	ADJ
fcis-31029	136	3	components	component	NOUN
fcis-31029	136	4	also	also	ADV
fcis-31029	136	5	show	show	VERB
fcis-31029	136	6	promise	promise	NOUN
fcis-31029	136	7	for	for	ADP
fcis-31029	136	8	urban	urban	ADJ
fcis-31029	136	9	analytics	analytic	NOUN
fcis-31029	136	10	,	,	PUNCT
fcis-31029	136	11	where	where	SCONJ
fcis-31029	136	12	infrastructure	infrastructure	NOUN
fcis-31029	136	13	sensors	sensor	NOUN
fcis-31029	136	14	generate	generate	VERB
fcis-31029	136	15	streaming	streaming	NOUN
fcis-31029	136	16	associations	association	NOUN
fcis-31029	136	17	between	between	ADP
fcis-31029	136	18	traffic	traffic	NOUN
fcis-31029	136	19	flows	flow	NOUN
fcis-31029	136	20	,	,	PUNCT
fcis-31029	136	21	air	air	NOUN
fcis-31029	136	22	quality	quality	NOUN
fcis-31029	136	23	,	,	PUNCT
fcis-31029	136	24	and	and	CCONJ
fcis-31029	136	25	event	event	NOUN
fcis-31029	136	26	occurrences	occurrence	NOUN
fcis-31029	136	27	.	.	PUNCT
fcis-31029	137	1	emerging	emerge	VERB
fcis-31029	137	2	applications	application	NOUN
fcis-31029	137	3	in	in	ADP
fcis-31029	137	4	cybersecurity	cybersecurity	NOUN
fcis-31029	137	5	incident	incident	NOUN
fcis-31029	137	6	response	response	NOUN
fcis-31029	137	7	demonstrate	demonstrate	VERB
fcis-31029	137	8	the	the	DET
fcis-31029	137	9	methodology	methodology	NOUN
fcis-31029	137	10	’s	’s	PART
fcis-31029	137	11	versatility	versatility	NOUN
fcis-31029	137	12	.	.	PUNCT
fcis-31029	138	1	security	security	NOUN
fcis-31029	138	2	operations	operation	NOUN
fcis-31029	138	3	centers	center	NOUN
fcis-31029	138	4	processing	process	VERB
fcis-31029	138	5	10m+	10m+	NUM
fcis-31029	138	6	daily	daily	ADJ
fcis-31029	138	7	events	event	NOUN
fcis-31029	138	8	used	use	VERB
fcis-31029	138	9	the	the	DET
fcis-31029	138	10	multi	multi	ADJ
fcis-31029	138	11	-	-	ADJ
fcis-31029	138	12	hop	hop	ADJ
fcis-31029	138	13	aggregation	aggregation	NOUN
fcis-31029	138	14	technique	technique	NOUN
fcis-31029	138	15	to	to	AUX
fcis-31029	138	16	trace	trace	NOUN
fcis-31029	138	17	attack	attack	NOUN
fcis-31029	138	18	paths	path	NOUN
fcis-31029	138	19	60	60	NUM
fcis-31029	138	20	%	%	NOUN
fcis-31029	138	21	faster	fast	ADV
fcis-31029	138	22	than	than	ADP
fcis-31029	138	23	traditional	traditional	ADJ
fcis-31029	138	24	siem	siem	NOUN
fcis-31029	138	25	tools	tool	NOUN
fcis-31029	138	26	[	[	X
fcis-31029	138	27	21	21	NUM
fcis-31029	138	28	]	]	PUNCT
fcis-31029	138	29	.	.	PUNCT
fcis-31029	139	1	the	the	DET
fcis-31029	139	2	ability	ability	NOUN
fcis-31029	139	3	to	to	PART
fcis-31029	139	4	pivot	pivot	VERB
fcis-31029	139	5	between	between	ADP
fcis-31029	139	6	textual	textual	ADJ
fcis-31029	139	7	log	log	NOUN
fcis-31029	139	8	analysis	analysis	NOUN
fcis-31029	139	9	(	(	PUNCT
fcis-31029	139	10	e.g.	e.g.	ADV
fcis-31029	139	11	,	,	PUNCT
fcis-31029	139	12	error	error	NOUN
fcis-31029	139	13	messages	message	NOUN
fcis-31029	139	14	)	)	PUNCT
fcis-31029	139	15	and	and	CCONJ
fcis-31029	139	16	structured	structure	VERB
fcis-31029	139	17	entity	entity	NOUN
fcis-31029	139	18	relationships	relationship	NOUN
fcis-31029	139	19	(	(	PUNCT
fcis-31029	139	20	e.g.	e.g.	ADV
fcis-31029	139	21	,	,	PUNCT
fcis-31029	139	22	ip	ip	NOUN
fcis-31029	139	23	-	-	PUNCT
fcis-31029	139	24	to	to	ADP
fcis-31029	139	25	-	-	PUNCT
fcis-31029	139	26	host	host	NOUN
fcis-31029	139	27	mappings	mapping	NOUN
fcis-31029	139	28	)	)	PUNCT
fcis-31029	139	29	proved	prove	VERB
fcis-31029	139	30	particularly	particularly	ADV
fcis-31029	139	31	valuable	valuable	ADJ
fcis-31029	139	32	for	for	ADP
fcis-31029	139	33	advanced	advanced	ADJ
fcis-31029	139	34	threat	threat	NOUN
fcis-31029	139	35	hunting	hunting	NOUN
fcis-31029	139	36	.	.	PUNCT
fcis-31029	140	1	6.3	6.3	NUM
fcis-31029	140	2	.	.	PUNCT
fcis-31029	140	3	directions	direction	NOUN
fcis-31029	140	4	for	for	ADP
fcis-31029	140	5	future	future	ADJ
fcis-31029	140	6	research	research	NOUN
fcis-31029	140	7	and	and	CCONJ
fcis-31029	140	8	enhancements	enhancement	NOUN
fcis-31029	140	9	three	three	NUM
fcis-31029	140	10	key	key	ADJ
fcis-31029	140	11	research	research	NOUN
fcis-31029	140	12	directions	direction	NOUN
fcis-31029	140	13	warrant	warrant	VERB
fcis-31029	140	14	further	further	ADJ
fcis-31029	140	15	investigation	investigation	NOUN
fcis-31029	140	16	to	to	PART
fcis-31029	140	17	address	address	VERB
fcis-31029	140	18	current	current	ADJ
fcis-31029	140	19	limitations	limitation	NOUN
fcis-31029	140	20	.	.	PUNCT
fcis-31029	141	1	first	first	ADV
fcis-31029	141	2	,	,	PUNCT
fcis-31029	141	3	developing	develop	VERB
fcis-31029	141	4	incremental	incremental	ADJ
fcis-31029	141	5	association	association	NOUN
fcis-31029	141	6	metrics	metric	NOUN
fcis-31029	141	7	could	could	AUX
fcis-31029	141	8	enable	enable	VERB
fcis-31029	141	9	real	real	ADJ
fcis-31029	141	10	-	-	PUNCT
fcis-31029	141	11	time	time	NOUN
fcis-31029	141	12	updates	update	NOUN
fcis-31029	141	13	without	without	ADP
fcis-31029	141	14	full	full	ADJ
fcis-31029	141	15	recomputation	recomputation	NOUN
fcis-31029	141	16	.	.	PUNCT
fcis-31029	142	1	this	this	PRON
fcis-31029	142	2	would	would	AUX
fcis-31029	142	3	involve	involve	VERB
fcis-31029	142	4	adapting	adapt	VERB
fcis-31029	142	5	streaming	streaming	NOUN
fcis-31029	142	6	algorithms	algorithm	NOUN
fcis-31029	142	7	like	like	ADP
fcis-31029	142	8	lossy	lossy	ADJ
fcis-31029	142	9	counting	counting	NOUN
fcis-31029	142	10	[	[	X
fcis-31029	142	11	22	22	NUM
fcis-31029	142	12	]	]	PUNCT
fcis-31029	142	13	to	to	PART
fcis-31029	142	14	elasticsearch	elasticsearch	VERB
fcis-31029	142	15	’s	’s	PART
fcis-31029	142	16	aggregation	aggregation	NOUN
fcis-31029	142	17	framework	framework	NOUN
fcis-31029	142	18	,	,	PUNCT
fcis-31029	142	19	potentially	potentially	ADV
fcis-31029	142	20	through	through	ADP
fcis-31029	142	21	custom	custom	NOUN
fcis-31029	142	22	plugin	plugin	NOUN
fcis-31029	142	23	development	development	NOUN
fcis-31029	142	24	.	.	PUNCT
fcis-31029	143	1	preliminary	preliminary	ADJ
fcis-31029	143	2	simulations	simulation	NOUN
fcis-31029	143	3	suggest	suggest	VERB
fcis-31029	143	4	such	such	DET
fcis-31029	143	5	an	an	DET
fcis-31029	143	6	approach	approach	NOUN
fcis-31029	143	7	could	could	AUX
fcis-31029	143	8	maintain	maintain	VERB
fcis-31029	143	9	95	95	NUM
fcis-31029	143	10	%	%	NOUN
fcis-31029	143	11	metric	metric	ADJ
fcis-31029	143	12	accuracy	accuracy	NOUN
fcis-31029	143	13	while	while	SCONJ
fcis-31029	143	14	reducing	reduce	VERB
fcis-31029	143	15	computation	computation	NOUN
fcis-31029	143	16	costs	cost	NOUN
fcis-31029	143	17	by	by	ADP
fcis-31029	143	18	70	70	NUM
fcis-31029	143	19	%	%	NOUN
fcis-31029	143	20	for	for	ADP
fcis-31029	143	21	frequently	frequently	ADV
fcis-31029	143	22	updated	update	VERB
fcis-31029	143	23	datasets	dataset	NOUN
fcis-31029	143	24	.	.	PUNCT
fcis-31029	144	1	second	second	ADJ
fcis-31029	144	2	,	,	PUNCT
fcis-31029	144	3	enhancing	enhance	VERB
fcis-31029	144	4	directional	directional	ADJ
fcis-31029	144	5	relationship	relationship	NOUN
fcis-31029	144	6	analysis	analysis	NOUN
fcis-31029	144	7	requires	require	VERB
fcis-31029	144	8	extensions	extension	NOUN
fcis-31029	144	9	to	to	ADP
fcis-31029	144	10	the	the	DET
fcis-31029	144	11	aggregation	aggregation	NOUN
fcis-31029	144	12	api	api	NOUN
fcis-31029	144	13	.	.	PUNCT
fcis-31029	145	1	a	a	DET
fcis-31029	145	2	proposed	propose	VERB
fcis-31029	145	3	asymmetric_terms	asymmetric_term	NOUN
fcis-31029	145	4	aggregation	aggregation	NOUN
fcis-31029	145	5	could	could	AUX
fcis-31029	145	6	natively	natively	ADV
fcis-31029	145	7	support	support	VERB
fcis-31029	145	8	metrics	metric	NOUN
fcis-31029	145	9	like	like	ADP
fcis-31029	145	10	confidence	confidence	NOUN
fcis-31029	145	11	difference	difference	NOUN
fcis-31029	145	12	(	(	PUNCT
fcis-31029	145	13	p(x|y	p(x|y	NOUN
fcis-31029	145	14	)	)	PUNCT
fcis-31029	145	15	p(y|x	p(y|x	NOUN
fcis-31029	145	16	)	)	PUNCT
fcis-31029	145	17	)	)	PUNCT
fcis-31029	145	18	,	,	PUNCT
fcis-31029	145	19	with	with	ADP
fcis-31029	145	20	optimizations	optimization	NOUN
fcis-31029	145	21	for	for	ADP
fcis-31029	145	22	common	common	ADJ
fcis-31029	145	23	directional	directional	ADJ
fcis-31029	145	24	patterns	pattern	NOUN
fcis-31029	145	25	.	.	PUNCT
fcis-31029	146	1	this	this	PRON
fcis-31029	146	2	would	would	AUX
fcis-31029	146	3	particularly	particularly	ADV
fcis-31029	146	4	benefit	benefit	VERB
fcis-31029	146	5	influence	influence	NOUN
fcis-31029	146	6	analysis	analysis	NOUN
fcis-31029	146	7	in	in	ADP
fcis-31029	146	8	social	social	ADJ
fcis-31029	146	9	networks	network	NOUN
fcis-31029	146	10	and	and	CCONJ
fcis-31029	146	11	causal	causal	NOUN
fcis-31029	146	12	relationship	relationship	NOUN
fcis-31029	146	13	discovery	discovery	NOUN
fcis-31029	146	14	in	in	ADP
fcis-31029	146	15	scientific	scientific	ADJ
fcis-31029	146	16	datasets	dataset	NOUN
fcis-31029	146	17	.	.	PUNCT
fcis-31029	147	1	finally	finally	ADV
fcis-31029	147	2	,	,	PUNCT
fcis-31029	147	3	cross	cross	ADJ
fcis-31029	147	4	-	-	ADJ
fcis-31029	147	5	cluster	cluster	ADJ
fcis-31029	147	6	association	association	NOUN
fcis-31029	147	7	mining	mining	NOUN
fcis-31029	147	8	presents	present	VERB
fcis-31029	147	9	untapped	untapped	ADJ
fcis-31029	147	10	opportunities	opportunity	NOUN
fcis-31029	147	11	.	.	PUNCT
fcis-31029	148	1	current	current	ADJ
fcis-31029	148	2	implementations	implementation	NOUN
fcis-31029	148	3	are	be	AUX
fcis-31029	148	4	limited	limit	VERB
fcis-31029	148	5	to	to	PART
fcis-31029	148	6	singlecluster	singlecluster	VERB
fcis-31029	148	7	deployments	deployment	NOUN
fcis-31029	148	8	,	,	PUNCT
fcis-31029	148	9	but	but	CCONJ
fcis-31029	148	10	federated	federated	ADJ
fcis-31029	148	11	techniques	technique	NOUN
fcis-31029	148	12	could	could	AUX
fcis-31029	148	13	enable	enable	VERB
fcis-31029	148	14	privacy	privacy	NOUN
fcis-31029	148	15	-	-	PUNCT
fcis-31029	148	16	preserving	preserve	VERB
fcis-31029	148	17	analysis	analysis	NOUN
fcis-31029	148	18	across	across	ADP
fcis-31029	148	19	distributed	distribute	VERB
fcis-31029	148	20	datasets	dataset	NOUN
fcis-31029	148	21	—	—	PUNCT
fcis-31029	148	22	for	for	ADP
fcis-31029	148	23	example	example	NOUN
fcis-31029	148	24	,	,	PUNCT
fcis-31029	148	25	identifying	identify	VERB
fcis-31029	148	26	disease	disease	NOUN
fcis-31029	148	27	patterns	pattern	NOUN
fcis-31029	148	28	across	across	ADP
fcis-31029	148	29	hospital	hospital	NOUN
fcis-31029	148	30	networks	network	NOUN
fcis-31029	148	31	without	without	ADP
fcis-31029	148	32	sharing	share	VERB
fcis-31029	148	33	raw	raw	ADJ
fcis-31029	148	34	patient	patient	NOUN
fcis-31029	148	35	records	record	NOUN
fcis-31029	148	36	.	.	PUNCT
fcis-31029	149	1	early	early	ADJ
fcis-31029	149	2	experiments	experiment	NOUN
fcis-31029	149	3	with	with	ADP
fcis-31029	149	4	cross	cross	ADJ
fcis-31029	149	5	-	-	ADJ
fcis-31029	149	6	cluster	cluster	ADJ
fcis-31029	149	7	search	search	NOUN
fcis-31029	149	8	and	and	CCONJ
fcis-31029	149	9	federated	federated	ADJ
fcis-31029	149	10	aggregation	aggregation	NOUN
fcis-31029	149	11	pipelines	pipeline	NOUN
fcis-31029	149	12	show	show	VERB
fcis-31029	149	13	promising	promising	ADJ
fcis-31029	149	14	results	result	NOUN
fcis-31029	149	15	,	,	PUNCT
fcis-31029	149	16	though	though	SCONJ
fcis-31029	149	17	challenges	challenge	NOUN
fcis-31029	149	18	remain	remain	VERB
fcis-31029	149	19	in	in	ADP
fcis-31029	149	20	result	result	NOUN
fcis-31029	149	21	consistency	consistency	NOUN
fcis-31029	149	22	and	and	CCONJ
fcis-31029	149	23	performance	performance	NOUN
fcis-31029	149	24	optimization	optimization	NOUN
fcis-31029	149	25	[	[	X
fcis-31029	149	26	23	23	NUM
fcis-31029	149	27	]	]	PUNCT
fcis-31029	149	28	.	.	PUNCT
fcis-31029	150	1	11	11	NUM
fcis-31029	150	2	7	7	NUM
fcis-31029	150	3	.	.	PUNCT
fcis-31029	150	4	conclusion	conclusion	NOUN
fcis-31029	150	5	the	the	DET
fcis-31029	150	6	methodology	methodology	NOUN
fcis-31029	150	7	presented	present	VERB
fcis-31029	150	8	in	in	ADP
fcis-31029	150	9	this	this	DET
fcis-31029	150	10	paper	paper	NOUN
fcis-31029	150	11	demonstrates	demonstrate	VERB
fcis-31029	150	12	that	that	DET
fcis-31029	150	13	elasticsearch	elasticsearch	NOUN
fcis-31029	150	14	can	can	AUX
fcis-31029	150	15	serve	serve	VERB
fcis-31029	150	16	as	as	ADP
fcis-31029	150	17	a	a	DET
fcis-31029	150	18	robust	robust	ADJ
fcis-31029	150	19	platform	platform	NOUN
fcis-31029	150	20	for	for	ADP
fcis-31029	150	21	complex	complex	ADJ
fcis-31029	150	22	data	datum	NOUN
fcis-31029	150	23	association	association	NOUN
fcis-31029	150	24	analysis	analysis	NOUN
fcis-31029	150	25	when	when	SCONJ
fcis-31029	150	26	its	its	PRON
fcis-31029	150	27	native	native	ADJ
fcis-31029	150	28	capabilities	capability	NOUN
fcis-31029	150	29	are	be	AUX
fcis-31029	150	30	systematically	systematically	ADV
fcis-31029	150	31	leveraged	leveraged	ADJ
fcis-31029	150	32	.	.	PUNCT
fcis-31029	151	1	by	by	ADP
fcis-31029	151	2	integrating	integrate	VERB
fcis-31029	151	3	nested	nested	ADJ
fcis-31029	151	4	data	datum	NOUN
fcis-31029	151	5	modeling	modeling	NOUN
fcis-31029	151	6	,	,	PUNCT
fcis-31029	151	7	advanced	advanced	ADJ
fcis-31029	151	8	aggregations	aggregation	NOUN
fcis-31029	151	9	,	,	PUNCT
fcis-31029	151	10	and	and	CCONJ
fcis-31029	151	11	distributed	distribute	VERB
fcis-31029	151	12	optimizations	optimization	NOUN
fcis-31029	151	13	,	,	PUNCT
fcis-31029	151	14	we	we	PRON
fcis-31029	151	15	achieve	achieve	VERB
fcis-31029	151	16	performance	performance	NOUN
fcis-31029	151	17	comparable	comparable	ADJ
fcis-31029	151	18	to	to	ADP
fcis-31029	151	19	specialized	specialize	VERB
fcis-31029	151	20	systems	system	NOUN
fcis-31029	151	21	while	while	SCONJ
fcis-31029	151	22	maintaining	maintain	VERB
fcis-31029	151	23	es	es	NOUN
fcis-31029	151	24	’s	’s	PART
fcis-31029	151	25	strengths	strength	NOUN
fcis-31029	151	26	in	in	ADP
fcis-31029	151	27	horizontal	horizontal	ADJ
fcis-31029	151	28	scalability	scalability	NOUN
fcis-31029	151	29	and	and	CCONJ
fcis-31029	151	30	hybrid	hybrid	NOUN
fcis-31029	151	31	search	search	NOUN
fcis-31029	151	32	-	-	PUNCT
fcis-31029	151	33	analytics	analytic	NOUN
fcis-31029	151	34	workloads	workload	NOUN
fcis-31029	151	35	.	.	PUNCT
fcis-31029	152	1	the	the	DET
fcis-31029	152	2	experimental	experimental	ADJ
fcis-31029	152	3	results	result	NOUN
fcis-31029	152	4	validate	validate	VERB
fcis-31029	152	5	that	that	SCONJ
fcis-31029	152	6	this	this	DET
fcis-31029	152	7	approach	approach	NOUN
fcis-31029	152	8	handles	handle	VERB
fcis-31029	152	9	diverse	diverse	ADJ
fcis-31029	152	10	association	association	NOUN
fcis-31029	152	11	patterns	pattern	NOUN
fcis-31029	152	12	—	—	PUNCT
fcis-31029	152	13	from	from	ADP
fcis-31029	152	14	market	market	NOUN
fcis-31029	152	15	basket	basket	NOUN
fcis-31029	152	16	cooccurrences	cooccurrence	NOUN
fcis-31029	152	17	to	to	ADP
fcis-31029	152	18	spatiotemporal	spatiotemporal	ADJ
fcis-31029	152	19	event	event	NOUN
fcis-31029	152	20	correlations	correlation	NOUN
fcis-31029	152	21	—	—	PUNCT
fcis-31029	152	22	with	with	ADP
fcis-31029	152	23	subsecond	subsecond	ADJ
fcis-31029	152	24	latency	latency	NOUN
fcis-31029	152	25	at	at	ADP
fcis-31029	152	26	scale	scale	NOUN
fcis-31029	152	27	.	.	PUNCT
fcis-31029	153	1	key	key	ADJ
fcis-31029	153	2	technical	technical	ADJ
fcis-31029	153	3	innovations	innovation	NOUN
fcis-31029	153	4	include	include	VERB
fcis-31029	153	5	the	the	DET
fcis-31029	153	6	adaptation	adaptation	NOUN
fcis-31029	153	7	of	of	ADP
fcis-31029	153	8	traditional	traditional	ADJ
fcis-31029	153	9	association	association	NOUN
fcis-31029	153	10	metrics	metric	NOUN
fcis-31029	153	11	(	(	PUNCT
fcis-31029	153	12	support	support	NOUN
fcis-31029	153	13	,	,	PUNCT
fcis-31029	153	14	confidence	confidence	NOUN
fcis-31029	153	15	,	,	PUNCT
fcis-31029	153	16	lift	lift	NOUN
fcis-31029	153	17	)	)	PUNCT
fcis-31029	153	18	to	to	PART
fcis-31029	153	19	es	es	VERB
fcis-31029	153	20	’s	’s	PART
fcis-31029	153	21	aggregation	aggregation	NOUN
fcis-31029	153	22	framework	framework	NOUN
fcis-31029	153	23	,	,	PUNCT
fcis-31029	153	24	enabling	enable	VERB
fcis-31029	153	25	efficient	efficient	ADJ
fcis-31029	153	26	computation	computation	NOUN
fcis-31029	153	27	without	without	ADP
fcis-31029	153	28	sacrificing	sacrifice	VERB
fcis-31029	153	29	real	real	ADJ
fcis-31029	153	30	-	-	PUNCT
fcis-31029	153	31	time	time	NOUN
fcis-31029	153	32	responsiveness	responsiveness	NOUN
fcis-31029	153	33	.	.	PUNCT
fcis-31029	154	1	the	the	DET
fcis-31029	154	2	shardaware	shardaware	ADJ
fcis-31029	154	3	optimization	optimization	NOUN
fcis-31029	154	4	strategies	strategy	NOUN
fcis-31029	154	5	address	address	VERB
fcis-31029	154	6	critical	critical	ADJ
fcis-31029	154	7	bottlenecks	bottleneck	NOUN
fcis-31029	154	8	in	in	ADP
fcis-31029	154	9	distributed	distribute	VERB
fcis-31029	154	10	relationship	relationship	NOUN
fcis-31029	154	11	analysis	analysis	NOUN
fcis-31029	154	12	,	,	PUNCT
fcis-31029	154	13	particularly	particularly	ADV
fcis-31029	154	14	for	for	ADP
fcis-31029	154	15	highcardinality	highcardinality	NOUN
fcis-31029	154	16	dimensions	dimension	NOUN
fcis-31029	154	17	where	where	SCONJ
fcis-31029	154	18	conventional	conventional	ADJ
fcis-31029	154	19	methods	method	NOUN
fcis-31029	154	20	falter	falter	VERB
fcis-31029	154	21	.	.	PUNCT
fcis-31029	155	1	practical	practical	ADJ
fcis-31029	155	2	deployments	deployment	NOUN
fcis-31029	155	3	across	across	ADP
fcis-31029	155	4	multiple	multiple	ADJ
fcis-31029	155	5	domains	domain	NOUN
fcis-31029	155	6	confirm	confirm	VERB
fcis-31029	155	7	the	the	DET
fcis-31029	155	8	methodology	methodology	NOUN
fcis-31029	155	9	’s	’s	PART
fcis-31029	155	10	versatility	versatility	NOUN
fcis-31029	155	11	,	,	PUNCT
fcis-31029	155	12	offering	offer	VERB
fcis-31029	155	13	a	a	DET
fcis-31029	155	14	unified	unified	ADJ
fcis-31029	155	15	solution	solution	NOUN
fcis-31029	155	16	that	that	PRON
fcis-31029	155	17	eliminates	eliminate	VERB
fcis-31029	155	18	the	the	DET
fcis-31029	155	19	need	need	NOUN
fcis-31029	155	20	for	for	ADP
fcis-31029	155	21	maintaining	maintain	VERB
fcis-31029	155	22	separate	separate	ADJ
fcis-31029	155	23	analytical	analytical	ADJ
fcis-31029	155	24	and	and	CCONJ
fcis-31029	155	25	operational	operational	ADJ
fcis-31029	155	26	data	datum	NOUN
fcis-31029	155	27	stores	store	NOUN
fcis-31029	155	28	.	.	PUNCT
fcis-31029	156	1	while	while	SCONJ
fcis-31029	156	2	limitations	limitation	NOUN
fcis-31029	156	3	exist	exist	VERB
fcis-31029	156	4	in	in	ADP
fcis-31029	156	5	handling	handle	VERB
fcis-31029	156	6	extremely	extremely	ADV
fcis-31029	156	7	dense	dense	ADJ
fcis-31029	156	8	relationship	relationship	NOUN
fcis-31029	156	9	graphs	graph	NOUN
fcis-31029	156	10	or	or	CCONJ
fcis-31029	156	11	requiring	require	VERB
fcis-31029	156	12	absolute	absolute	ADJ
fcis-31029	156	13	consistency	consistency	NOUN
fcis-31029	156	14	,	,	PUNCT
fcis-31029	156	15	the	the	DET
fcis-31029	156	16	proposed	propose	VERB
fcis-31029	156	17	workarounds	workaround	NOUN
fcis-31029	156	18	—	—	PUNCT
fcis-31029	156	19	sampling	sampling	NOUN
fcis-31029	156	20	,	,	PUNCT
fcis-31029	156	21	circuit	circuit	NOUN
fcis-31029	156	22	breakers	breaker	NOUN
fcis-31029	156	23	,	,	PUNCT
fcis-31029	156	24	and	and	CCONJ
fcis-31029	156	25	eventual	eventual	ADJ
fcis-31029	156	26	consistency	consistency	NOUN
fcis-31029	156	27	tolerance	tolerance	NOUN
fcis-31029	156	28	—	—	PUNCT
fcis-31029	156	29	provide	provide	VERB
fcis-31029	156	30	acceptable	acceptable	ADJ
fcis-31029	156	31	tradeoffs	tradeoff	NOUN
fcis-31029	156	32	for	for	ADP
fcis-31029	156	33	most	most	ADJ
fcis-31029	156	34	real	real	ADJ
fcis-31029	156	35	-	-	PUNCT
fcis-31029	156	36	world	world	NOUN
fcis-31029	156	37	scenarios	scenario	NOUN
fcis-31029	156	38	.	.	PUNCT
fcis-31029	157	1	future	future	ADJ
fcis-31029	157	2	enhancements	enhancement	NOUN
fcis-31029	157	3	could	could	AUX
fcis-31029	157	4	further	far	ADV
fcis-31029	157	5	bridge	bridge	VERB
fcis-31029	157	6	these	these	DET
fcis-31029	157	7	gaps	gap	NOUN
fcis-31029	157	8	through	through	ADP
fcis-31029	157	9	incremental	incremental	ADJ
fcis-31029	157	10	metric	metric	ADJ
fcis-31029	157	11	computation	computation	NOUN
fcis-31029	157	12	and	and	CCONJ
fcis-31029	157	13	directional	directional	ADJ
fcis-31029	157	14	relationship	relationship	NOUN
fcis-31029	157	15	support	support	NOUN
fcis-31029	157	16	.	.	PUNCT
fcis-31029	158	1	the	the	DET
fcis-31029	158	2	methodology	methodology	NOUN
fcis-31029	158	3	’s	’s	PART
fcis-31029	158	4	success	success	NOUN
fcis-31029	158	5	in	in	ADP
fcis-31029	158	6	diverse	diverse	ADJ
fcis-31029	158	7	applications	application	NOUN
fcis-31029	158	8	underscores	underscore	VERB
fcis-31029	158	9	elasticsearch	elasticsearch	NOUN
fcis-31029	158	10	’s	’s	PART
fcis-31029	158	11	untapped	untapped	ADJ
fcis-31029	158	12	potential	potential	NOUN
fcis-31029	158	13	as	as	ADP
fcis-31029	158	14	more	more	ADJ
fcis-31029	158	15	than	than	ADP
fcis-31029	158	16	just	just	ADV
fcis-31029	158	17	a	a	DET
fcis-31029	158	18	search	search	NOUN
fcis-31029	158	19	engine	engine	NOUN
fcis-31029	158	20	,	,	PUNCT
fcis-31029	158	21	positioning	position	VERB
fcis-31029	158	22	it	it	PRON
fcis-31029	158	23	as	as	ADP
fcis-31029	158	24	a	a	DET
fcis-31029	158	25	viable	viable	ADJ
fcis-31029	158	26	alternative	alternative	NOUN
fcis-31029	158	27	for	for	ADP
fcis-31029	158	28	complex	complex	ADJ
fcis-31029	158	29	analytical	analytical	ADJ
fcis-31029	158	30	workloads	workload	NOUN
fcis-31029	158	31	traditionally	traditionally	ADV
fcis-31029	158	32	reserved	reserve	VERB
fcis-31029	158	33	for	for	ADP
fcis-31029	158	34	relational	relational	ADJ
fcis-31029	158	35	or	or	CCONJ
fcis-31029	158	36	graph	graph	NOUN
fcis-31029	158	37	databases	database	NOUN
fcis-31029	158	38	.	.	PUNCT
fcis-31029	159	1	for	for	ADP
fcis-31029	159	2	practitioners	practitioner	NOUN
fcis-31029	159	3	,	,	PUNCT
fcis-31029	159	4	this	this	DET
fcis-31029	159	5	work	work	NOUN
fcis-31029	159	6	provides	provide	VERB
fcis-31029	159	7	a	a	DET
fcis-31029	159	8	blueprint	blueprint	NOUN
fcis-31029	159	9	for	for	ADP
fcis-31029	159	10	implementing	implement	VERB
fcis-31029	159	11	production	production	NOUN
fcis-31029	159	12	-	-	PUNCT
fcis-31029	159	13	grade	grade	NOUN
fcis-31029	159	14	association	association	NOUN
fcis-31029	159	15	analysis	analysis	NOUN
fcis-31029	159	16	on	on	ADP
fcis-31029	159	17	elasticsearch	elasticsearch	NOUN
fcis-31029	159	18	,	,	PUNCT
fcis-31029	159	19	complete	complete	ADJ
fcis-31029	159	20	with	with	ADP
fcis-31029	159	21	performance	performance	NOUN
fcis-31029	159	22	tuning	tune	VERB
fcis-31029	159	23	guidelines	guideline	NOUN
fcis-31029	159	24	and	and	CCONJ
fcis-31029	159	25	failure	failure	NOUN
fcis-31029	159	26	mode	mode	NOUN
fcis-31029	159	27	mitigation	mitigation	NOUN
fcis-31029	159	28	strategies	strategy	NOUN
fcis-31029	159	29	.	.	PUNCT
fcis-31029	160	1	the	the	DET
fcis-31029	160	2	techniques	technique	NOUN
fcis-31029	160	3	described	describe	VERB
fcis-31029	160	4	here	here	ADV
fcis-31029	160	5	are	be	AUX
fcis-31029	160	6	immediately	immediately	ADV
fcis-31029	160	7	applicable	applicable	ADJ
fcis-31029	160	8	to	to	ADP
fcis-31029	160	9	any	any	DET
fcis-31029	160	10	domain	domain	NOUN
fcis-31029	160	11	requiring	require	VERB
fcis-31029	160	12	simultaneous	simultaneous	ADJ
fcis-31029	160	13	exploration	exploration	NOUN
fcis-31029	160	14	of	of	ADP
fcis-31029	160	15	structured	structured	ADJ
fcis-31029	160	16	relationships	relationship	NOUN
fcis-31029	160	17	and	and	CCONJ
fcis-31029	160	18	unstructured	unstructured	ADJ
fcis-31029	160	19	content	content	NOUN
fcis-31029	160	20	,	,	PUNCT
fcis-31029	160	21	from	from	ADP
fcis-31029	160	22	e	e	NOUN
fcis-31029	160	23	-	-	NOUN
fcis-31029	160	24	commerce	commerce	NOUN
fcis-31029	160	25	recommendations	recommendation	NOUN
fcis-31029	160	26	to	to	ADP
fcis-31029	160	27	cybersecurity	cybersecurity	NOUN
fcis-31029	160	28	threat	threat	NOUN
fcis-31029	160	29	detection	detection	NOUN
fcis-31029	160	30	.	.	PUNCT
fcis-31029	161	1	as	as	SCONJ
fcis-31029	161	2	organizations	organization	NOUN
fcis-31029	161	3	increasingly	increasingly	ADV
fcis-31029	161	4	seek	seek	VERB
fcis-31029	161	5	to	to	PART
fcis-31029	161	6	consolidate	consolidate	VERB
fcis-31029	161	7	their	their	PRON
fcis-31029	161	8	data	data	NOUN
fcis-31029	161	9	infrastructure	infrastructure	NOUN
fcis-31029	161	10	without	without	ADP
fcis-31029	161	11	sacrificing	sacrifice	VERB
fcis-31029	161	12	analytical	analytical	ADJ
fcis-31029	161	13	depth	depth	NOUN
fcis-31029	161	14	,	,	PUNCT
fcis-31029	161	15	this	this	DET
fcis-31029	161	16	methodology	methodology	NOUN
fcis-31029	161	17	offers	offer	VERB
fcis-31029	161	18	a	a	DET
fcis-31029	161	19	pragmatic	pragmatic	ADJ
fcis-31029	161	20	path	path	NOUN
fcis-31029	161	21	forward	forward	ADV
fcis-31029	161	22	.	.	PUNCT
fcis-31029	162	1	acknowledgments	acknowledgment	NOUN
fcis-31029	162	2	the	the	DET
fcis-31029	162	3	authors	author	NOUN
fcis-31029	162	4	gratefully	gratefully	ADV
fcis-31029	162	5	acknowledge	acknowledge	VERB
fcis-31029	162	6	the	the	DET
fcis-31029	162	7	financial	financial	ADJ
fcis-31029	162	8	support	support	NOUN
fcis-31029	162	9	from	from	ADP
fcis-31029	162	10	the	the	DET
fcis-31029	162	11	guangxi	guangxi	PROPN
fcis-31029	162	12	university	university	PROPN
fcis-31029	162	13	young	young	ADJ
fcis-31029	162	14	and	and	CCONJ
fcis-31029	162	15	middle	middle	ADJ
fcis-31029	162	16	-	-	PUNCT
fcis-31029	162	17	aged	aged	ADJ
fcis-31029	162	18	teachers	teacher	NOUN
fcis-31029	162	19	'	'	PART
fcis-31029	162	20	basic	basic	ADJ
fcis-31029	162	21	research	research	NOUN
fcis-31029	162	22	ability	ability	NOUN
fcis-31029	162	23	enhancement	enhancement	NOUN
fcis-31029	162	24	project	project	NOUN
fcis-31029	162	25	"	"	PUNCT
fcis-31029	162	26	research	research	NOUN
fcis-31029	162	27	on	on	ADP
fcis-31029	162	28	multidimensional	multidimensional	ADJ
fcis-31029	162	29	policing	policing	NOUN
fcis-31029	162	30	data	datum	NOUN
fcis-31029	162	31	analysis	analysis	NOUN
fcis-31029	162	32	technology	technology	NOUN
fcis-31029	162	33	based	base	VERB
fcis-31029	162	34	on	on	ADP
fcis-31029	162	35	graph	graph	NOUN
fcis-31029	162	36	information	information	NOUN
fcis-31029	162	37	penetration	penetration	NOUN
fcis-31029	162	38	"	"	PUNCT
fcis-31029	162	39	(	(	PUNCT
fcis-31029	162	40	2023ky0912	2023ky0912	NUM
fcis-31029	162	41	)	)	PUNCT
fcis-31029	162	42	.	.	PUNCT
fcis-31029	163	1	references	reference	NOUN
fcis-31029	163	2	[	[	X
fcis-31029	163	3	1	1	X
fcis-31029	163	4	]	]	X
fcis-31029	163	5	jj	jj	PROPN
fcis-31029	163	6	miller	miller	PROPN
fcis-31029	163	7	(	(	PUNCT
fcis-31029	163	8	2013	2013	NUM
fcis-31029	163	9	)	)	PUNCT
fcis-31029	163	10	graph	graph	NOUN
fcis-31029	163	11	database	database	NOUN
fcis-31029	163	12	applications	application	NOUN
fcis-31029	163	13	and	and	CCONJ
fcis-31029	163	14	concepts	concept	NOUN
fcis-31029	163	15	with	with	ADP
fcis-31029	163	16	neo4j	neo4j	PROPN
fcis-31029	163	17	.	.	PROPN
fcis-31029	163	18	in	in	ADP
fcis-31029	163	19	proceedings	proceeding	NOUN
fcis-31029	163	20	of	of	ADP
fcis-31029	163	21	the	the	DET
fcis-31029	163	22	southern	southern	ADJ
fcis-31029	163	23	association	association	PROPN
fcis-31029	163	24	for	for	ADP
fcis-31029	163	25	information	information	NOUN
fcis-31029	163	26	systems	system	NOUN
fcis-31029	163	27	conference	conference	NOUN
fcis-31029	163	28	.	.	PUNCT
fcis-31029	164	1	[	[	X
fcis-31029	164	2	2	2	NUM
fcis-31029	164	3	]	]	X
fcis-31029	164	4	c	c	NOUN
fcis-31029	164	5	strauch	strauch	NOUN
fcis-31029	164	6	,	,	PUNCT
fcis-31029	164	7	uls	uls	ADJ
fcis-31029	164	8	sites	site	NOUN
fcis-31029	164	9	&	&	CCONJ
fcis-31029	164	10	w	w	PROPN
fcis-31029	164	11	kriha	kriha	PROPN
fcis-31029	164	12	(	(	PUNCT
fcis-31029	164	13	2011	2011	NUM
fcis-31029	164	14	)	)	PUNCT
fcis-31029	164	15	nosql	nosql	NOUN
fcis-31029	164	16	databases	database	NOUN
fcis-31029	164	17	.	.	PUNCT
fcis-31029	165	1	researchgate.net	researchgate.net	NOUN
fcis-31029	165	2	.	.	PUNCT
fcis-31029	166	1	[	[	X
fcis-31029	166	2	3	3	X
fcis-31029	166	3	]	]	X
fcis-31029	166	4	a	a	DET
fcis-31029	166	5	holmes	holme	NOUN
fcis-31029	166	6	(	(	PUNCT
fcis-31029	166	7	2014	2014	NUM
fcis-31029	166	8	)	)	PUNCT
fcis-31029	166	9	hadoop	hadoop	NOUN
fcis-31029	166	10	in	in	ADP
fcis-31029	166	11	practice	practice	NOUN
fcis-31029	166	12	.	.	PUNCT
fcis-31029	167	1	books.google.com	books.google.com	NOUN
fcis-31029	167	2	.	.	PUNCT
fcis-31029	168	1	[	[	X
fcis-31029	168	2	4	4	NUM
fcis-31029	168	3	]	]	X
fcis-31029	168	4	f	f	PROPN
fcis-31029	168	5	scholer	scholer	NOUN
fcis-31029	168	6	,	,	PUNCT
fcis-31029	168	7	he	he	PRON
fcis-31029	168	8	williams	williams	PROPN
fcis-31029	168	9	,	,	PUNCT
fcis-31029	168	10	j	j	PROPN
fcis-31029	168	11	yiannis	yiannis	PROPN
fcis-31029	168	12	&	&	CCONJ
fcis-31029	168	13	j	j	PROPN
fcis-31029	168	14	zobel	zobel	PROPN
fcis-31029	168	15	(	(	PUNCT
fcis-31029	168	16	2002	2002	NUM
fcis-31029	168	17	)	)	PUNCT
fcis-31029	168	18	compression	compression	NOUN
fcis-31029	168	19	of	of	ADP
fcis-31029	168	20	inverted	inverted	ADJ
fcis-31029	168	21	indexes	index	NOUN
fcis-31029	168	22	for	for	ADP
fcis-31029	168	23	fast	fast	ADJ
fcis-31029	168	24	query	query	NOUN
fcis-31029	168	25	evaluation	evaluation	NOUN
fcis-31029	168	26	.	.	PUNCT
fcis-31029	169	1	in	in	ADP
fcis-31029	169	2	proceedings	proceeding	NOUN
fcis-31029	169	3	of	of	ADP
fcis-31029	169	4	the	the	DET
fcis-31029	169	5	25th	25th	ADJ
fcis-31029	169	6	annual	annual	ADJ
fcis-31029	169	7	international	international	PROPN
fcis-31029	169	8	acm	acm	PROPN
fcis-31029	169	9	sigir	sigir	PROPN
fcis-31029	169	10	conference	conference	NOUN
fcis-31029	169	11	.	.	PUNCT
fcis-31029	170	1	[	[	X
fcis-31029	170	2	5	5	NUM
fcis-31029	170	3	]	]	PUNCT
fcis-31029	170	4	a	a	DET
fcis-31029	170	5	uta	uta	PROPN
fcis-31029	170	6	,	,	PUNCT
fcis-31029	170	7	s	s	PART
fcis-31029	170	8	au	au	PROPN
fcis-31029	170	9	,	,	PUNCT
fcis-31029	170	10	a	a	DET
fcis-31029	170	11	ilyushkin	ilyushkin	NOUN
fcis-31029	170	12	&	&	CCONJ
fcis-31029	170	13	a	a	DET
fcis-31029	170	14	iosup	iosup	NOUN
fcis-31029	170	15	(	(	PUNCT
fcis-31029	170	16	2018	2018	NUM
fcis-31029	170	17	)	)	PUNCT
fcis-31029	170	18	elasticity	elasticity	NOUN
fcis-31029	170	19	in	in	ADP
fcis-31029	170	20	graph	graph	NOUN
fcis-31029	170	21	analytics	analytic	NOUN
fcis-31029	170	22	?	?	PUNCT
fcis-31029	171	1	a	a	DET
fcis-31029	171	2	benchmarking	benchmarke	VERB
fcis-31029	171	3	framework	framework	NOUN
fcis-31029	171	4	for	for	ADP
fcis-31029	171	5	elastic	elastic	ADJ
fcis-31029	171	6	graph	graph	NOUN
fcis-31029	171	7	processing	processing	NOUN
fcis-31029	171	8	.	.	PUNCT
fcis-31029	172	1	in	in	ADP
fcis-31029	172	2	2018	2018	NUM
fcis-31029	172	3	ieee	ieee	NOUN
fcis-31029	172	4	international	international	ADJ
fcis-31029	172	5	conference	conference	NOUN
fcis-31029	172	6	on	on	ADP
fcis-31029	172	7	big	big	ADJ
fcis-31029	172	8	data	datum	NOUN
fcis-31029	172	9	.	.	PUNCT
fcis-31029	173	1	[	[	X
fcis-31029	173	2	6	6	NUM
fcis-31029	173	3	]	]	PUNCT
fcis-31029	173	4	m	m	VERB
fcis-31029	173	5	hegland	hegland	ADJ
fcis-31029	173	6	(	(	PUNCT
fcis-31029	173	7	2007	2007	NUM
fcis-31029	173	8	)	)	PUNCT
fcis-31029	173	9	the	the	DET
fcis-31029	173	10	apriori	apriori	ADJ
fcis-31029	173	11	algorithm	algorithm	NOUN
fcis-31029	173	12	–	–	PUNCT
fcis-31029	173	13	a	a	DET
fcis-31029	173	14	tutorial	tutorial	NOUN
fcis-31029	173	15	.	.	PUNCT
fcis-31029	174	1	mathematics	mathematic	NOUN
fcis-31029	174	2	and	and	CCONJ
fcis-31029	174	3	computation	computation	NOUN
fcis-31029	174	4	in	in	ADP
fcis-31029	174	5	imaging	imaging	NOUN
fcis-31029	174	6	science	science	NOUN
fcis-31029	174	7	and	and	CCONJ
fcis-31029	174	8	information	information	NOUN
fcis-31029	174	9	processing	processing	NOUN
fcis-31029	174	10	.	.	PUNCT
fcis-31029	175	1	[	[	X
fcis-31029	175	2	7	7	NUM
fcis-31029	175	3	]	]	X
fcis-31029	175	4	s	s	PART
fcis-31029	175	5	bagnasco	bagnasco	PROPN
fcis-31029	175	6	,	,	PUNCT
fcis-31029	175	7	d	d	PROPN
fcis-31029	175	8	berzano	berzano	PROPN
fcis-31029	175	9	,	,	PUNCT
fcis-31029	175	10	a	a	DET
fcis-31029	175	11	guarise	guarise	NOUN
fcis-31029	175	12	,	,	PUNCT
fcis-31029	175	13	et	et	PROPN
fcis-31029	175	14	al	al	PROPN
fcis-31029	175	15	.	.	PROPN
fcis-31029	175	16	(	(	PUNCT
fcis-31029	175	17	2015	2015	NUM
fcis-31029	175	18	)	)	PUNCT
fcis-31029	175	19	monitoring	monitoring	NOUN
fcis-31029	175	20	of	of	ADP
fcis-31029	175	21	iaas	iaas	NOUN
fcis-31029	175	22	and	and	CCONJ
fcis-31029	175	23	scientific	scientific	ADJ
fcis-31029	175	24	applications	application	NOUN
fcis-31029	175	25	on	on	ADP
fcis-31029	175	26	the	the	DET
fcis-31029	175	27	cloud	cloud	NOUN
fcis-31029	175	28	using	use	VERB
fcis-31029	175	29	the	the	DET
fcis-31029	175	30	elasticsearch	elasticsearch	NOUN
fcis-31029	175	31	ecosystem	ecosystem	NOUN
fcis-31029	175	32	.	.	PUNCT
fcis-31029	176	1	journal	journal	PROPN
fcis-31029	176	2	of	of	ADP
fcis-31029	176	3	physics	physics	PROPN
fcis-31029	176	4	:	:	PUNCT
fcis-31029	176	5	conference	conference	NOUN
fcis-31029	176	6	series	series	NOUN
fcis-31029	176	7	.	.	PUNCT
fcis-31029	177	1	[	[	X
fcis-31029	177	2	8	8	NUM
fcis-31029	177	3	]	]	PUNCT
fcis-31029	177	4	n	n	DET
fcis-31029	177	5	shah	shah	NOUN
fcis-31029	177	6	,	,	PUNCT
fcis-31029	177	7	d	d	X
fcis-31029	177	8	willick	willick	PROPN
fcis-31029	177	9	&	&	CCONJ
fcis-31029	177	10	v	v	ADP
fcis-31029	177	11	mago	mago	PROPN
fcis-31029	177	12	(	(	PUNCT
fcis-31029	177	13	2022	2022	NUM
fcis-31029	177	14	)	)	PUNCT
fcis-31029	177	15	a	a	DET
fcis-31029	177	16	framework	framework	NOUN
fcis-31029	177	17	for	for	ADP
fcis-31029	177	18	social	social	ADJ
fcis-31029	177	19	media	medium	NOUN
fcis-31029	177	20	data	datum	NOUN
fcis-31029	177	21	analytics	analytic	NOUN
fcis-31029	177	22	using	use	VERB
fcis-31029	177	23	elasticsearch	elasticsearch	NOUN
fcis-31029	177	24	and	and	CCONJ
fcis-31029	177	25	kibana	kibana	PROPN
fcis-31029	177	26	.	.	PUNCT
fcis-31029	178	1	wireless	wireless	ADJ
fcis-31029	178	2	networks	network	NOUN
fcis-31029	178	3	.	.	PUNCT
fcis-31029	179	1	[	[	X
fcis-31029	179	2	9	9	NUM
fcis-31029	179	3	]	]	PUNCT
fcis-31029	179	4	pm	pm	NOUN
fcis-31029	179	5	dhulavvagol	dhulavvagol	NOUN
fcis-31029	179	6	,	,	PUNCT
fcis-31029	179	7	vh	vh	PROPN
fcis-31029	179	8	bhajantri	bhajantri	PROPN
fcis-31029	179	9	&	&	CCONJ
fcis-31029	179	10	sg	sg	ADP
fcis-31029	179	11	totad	totad	PROPN
fcis-31029	179	12	(	(	PUNCT
fcis-31029	179	13	2020	2020	NUM
fcis-31029	179	14	)	)	PUNCT
fcis-31029	179	15	performance	performance	NOUN
fcis-31029	179	16	analysis	analysis	NOUN
fcis-31029	179	17	of	of	ADP
fcis-31029	179	18	distributed	distribute	VERB
fcis-31029	179	19	processing	processing	NOUN
fcis-31029	179	20	system	system	NOUN
fcis-31029	179	21	using	use	VERB
fcis-31029	179	22	shard	shard	NOUN
fcis-31029	179	23	selection	selection	NOUN
fcis-31029	179	24	techniques	technique	NOUN
fcis-31029	179	25	on	on	ADP
fcis-31029	179	26	elasticsearch	elasticsearch	NOUN
fcis-31029	179	27	.	.	PUNCT
fcis-31029	180	1	procedia	procedia	PROPN
fcis-31029	180	2	computer	computer	NOUN
fcis-31029	180	3	science	science	NOUN
fcis-31029	180	4	.	.	PUNCT
fcis-31029	181	1	[	[	X
fcis-31029	181	2	10	10	NUM
fcis-31029	181	3	]	]	X
fcis-31029	181	4	m	m	PROPN
fcis-31029	181	5	bel	bel	PROPN
fcis-31029	181	6	fdhila	fdhila	PROPN
fcis-31029	181	7	(	(	PUNCT
fcis-31029	181	8	2023	2023	NUM
fcis-31029	181	9	)	)	PUNCT
fcis-31029	181	10	a	a	DET
fcis-31029	181	11	comparison	comparison	NOUN
fcis-31029	181	12	of	of	ADP
fcis-31029	181	13	searching	search	VERB
fcis-31029	181	14	data	datum	NOUN
fcis-31029	181	15	with	with	ADP
fcis-31029	181	16	,	,	PUNCT
fcis-31029	181	17	and	and	CCONJ
fcis-31029	181	18	without	without	ADP
fcis-31029	181	19	elasticsearch	elasticsearch	NOUN
fcis-31029	181	20	in	in	ADP
fcis-31029	181	21	a	a	DET
fcis-31029	181	22	sql	sql	NOUN
fcis-31029	181	23	database	database	NOUN
fcis-31029	181	24	.	.	PUNCT
fcis-31029	182	1	diva-portal.org	diva-portal.org	ADJ
fcis-31029	182	2	.	.	PUNCT
fcis-31029	183	1	[	[	X
fcis-31029	183	2	11	11	NUM
fcis-31029	183	3	]	]	X
fcis-31029	183	4	m	m	PROPN
fcis-31029	183	5	konda	konda	NOUN
fcis-31029	183	6	(	(	PUNCT
fcis-31029	183	7	2023	2023	NUM
fcis-31029	183	8	)	)	PUNCT
fcis-31029	183	9	elasticsearch	elasticsearch	NOUN
fcis-31029	183	10	in	in	ADP
fcis-31029	183	11	action	action	NOUN
fcis-31029	183	12	.	.	PUNCT
fcis-31029	184	1	books.google.com	books.google.com	NOUN
fcis-31029	184	2	.	.	PUNCT
fcis-31029	185	1	[	[	X
fcis-31029	185	2	12	12	NUM
fcis-31029	185	3	]	]	X
fcis-31029	185	4	b	b	X
fcis-31029	185	5	dixit	dixit	PROPN
fcis-31029	185	6	(	(	PUNCT
fcis-31029	185	7	2016	2016	NUM
fcis-31029	185	8	)	)	PUNCT
fcis-31029	185	9	elasticsearch	elasticsearch	NOUN
fcis-31029	185	10	essentials	essential	NOUN
fcis-31029	185	11	.	.	PUNCT
fcis-31029	186	1	books.google.com	books.google.com	NOUN
fcis-31029	186	2	.	.	PUNCT
fcis-31029	187	1	[	[	X
fcis-31029	187	2	13	13	NUM
fcis-31029	187	3	]	]	SYM
fcis-31029	187	4	l	l	NOUN
fcis-31029	187	5	cavique	cavique	NOUN
fcis-31029	187	6	(	(	PUNCT
fcis-31029	187	7	2007	2007	NUM
fcis-31029	187	8	)	)	PUNCT
fcis-31029	187	9	a	a	DET
fcis-31029	187	10	scalable	scalable	ADJ
fcis-31029	187	11	algorithm	algorithm	NOUN
fcis-31029	187	12	for	for	ADP
fcis-31029	187	13	the	the	DET
fcis-31029	187	14	market	market	NOUN
fcis-31029	187	15	basket	basket	NOUN
fcis-31029	187	16	analysis	analysis	NOUN
fcis-31029	187	17	.	.	PUNCT
fcis-31029	188	1	journal	journal	NOUN
fcis-31029	188	2	of	of	ADP
fcis-31029	188	3	retailing	retailing	NOUN
fcis-31029	188	4	and	and	CCONJ
fcis-31029	188	5	consumer	consumer	NOUN
fcis-31029	188	6	services	service	NOUN
fcis-31029	188	7	.	.	PUNCT
fcis-31029	189	1	[	[	X
fcis-31029	189	2	14	14	NUM
fcis-31029	189	3	]	]	X
fcis-31029	189	4	sa	sa	PROPN
fcis-31029	189	5	catanese	catanese	PROPN
fcis-31029	189	6	,	,	PUNCT
fcis-31029	189	7	p	p	PROPN
fcis-31029	189	8	de	de	X
fcis-31029	189	9	meo	meo	X
fcis-31029	189	10	,	,	PUNCT
fcis-31029	189	11	e	e	NOUN
fcis-31029	189	12	ferrara	ferrara	NOUN
fcis-31029	189	13	,	,	PUNCT
fcis-31029	189	14	g	g	PROPN
fcis-31029	189	15	fiumara	fiumara	PROPN
fcis-31029	189	16	,	,	PUNCT
fcis-31029	189	17	et	et	PROPN
fcis-31029	189	18	al	al	PROPN
fcis-31029	189	19	.	.	PUNCT
fcis-31029	190	1	(	(	PUNCT
fcis-31029	190	2	2011	2011	NUM
fcis-31029	190	3	)	)	PUNCT
fcis-31029	190	4	crawling	crawl	VERB
fcis-31029	190	5	facebook	facebook	NOUN
fcis-31029	190	6	for	for	ADP
fcis-31029	190	7	social	social	ADJ
fcis-31029	190	8	network	network	NOUN
fcis-31029	190	9	analysis	analysis	NOUN
fcis-31029	190	10	purposes	purpose	NOUN
fcis-31029	190	11	.	.	PUNCT
fcis-31029	191	1	in	in	ADP
fcis-31029	191	2	international	international	ADJ
fcis-31029	191	3	conference	conference	NOUN
fcis-31029	191	4	on	on	ADP
fcis-31029	191	5	web	web	NOUN
fcis-31029	191	6	intelligence	intelligence	NOUN
fcis-31029	191	7	,	,	PUNCT
fcis-31029	191	8	mining	mining	NOUN
fcis-31029	191	9	and	and	CCONJ
fcis-31029	191	10	semantics	semantic	NOUN
fcis-31029	191	11	.	.	PUNCT
fcis-31029	192	1	[	[	X
fcis-31029	192	2	15	15	NUM
fcis-31029	192	3	]	]	X
fcis-31029	192	4	m	m	PROPN
fcis-31029	192	5	tang	tang	NOUN
fcis-31029	192	6	(	(	PUNCT
fcis-31029	192	7	2016	2016	NUM
fcis-31029	192	8	)	)	PUNCT
fcis-31029	192	9	geospatial	geospatial	ADJ
fcis-31029	192	10	multimedia	multimedia	NOUN
fcis-31029	192	11	data	datum	NOUN
fcis-31029	192	12	for	for	ADP
fcis-31029	192	13	situation	situation	NOUN
fcis-31029	192	14	recognition	recognition	NOUN
fcis-31029	192	15	.	.	PUNCT
fcis-31029	193	1	in	in	ADP
fcis-31029	193	2	acm	acm	PROPN
fcis-31029	193	3	international	international	ADJ
fcis-31029	193	4	conference	conference	NOUN
fcis-31029	193	5	on	on	ADP
fcis-31029	193	6	multimedia	multimedia	NOUN
fcis-31029	193	7	.	.	PUNCT
fcis-31029	194	1	[	[	X
fcis-31029	194	2	16	16	NUM
fcis-31029	194	3	]	]	PUNCT
fcis-31029	194	4	t	t	PROPN
fcis-31029	194	5	yoshizawa	yoshizawa	PROPN
fcis-31029	194	6	,	,	PUNCT
fcis-31029	194	7	i	i	PRON
fcis-31029	194	8	pramudiono	pramudiono	VERB
fcis-31029	194	9	&	&	CCONJ
fcis-31029	194	10	m	m	PROPN
fcis-31029	194	11	kitsuregawa	kitsuregawa	PROPN
fcis-31029	194	12	(	(	PUNCT
fcis-31029	194	13	2000	2000	NUM
fcis-31029	194	14	)	)	PUNCT
fcis-31029	194	15	sql	sql	NOUN
fcis-31029	194	16	based	base	VERB
fcis-31029	194	17	association	association	NOUN
fcis-31029	194	18	rule	rule	NOUN
fcis-31029	194	19	mining	mining	NOUN
fcis-31029	194	20	using	use	VERB
fcis-31029	194	21	commercial	commercial	ADJ
fcis-31029	194	22	rdbms	rdbms	NOUN
fcis-31029	194	23	(	(	PUNCT
fcis-31029	194	24	ibm	ibm	PROPN
fcis-31029	194	25	db2	db2	PROPN
fcis-31029	194	26	udb	udb	PROPN
fcis-31029	194	27	eee	eee	PROPN
fcis-31029	194	28	)	)	PUNCT
fcis-31029	194	29	.	.	PUNCT
fcis-31029	195	1	data	datum	NOUN
fcis-31029	195	2	warehousing	warehousing	NOUN
fcis-31029	195	3	and	and	CCONJ
fcis-31029	195	4	knowledge	knowledge	NOUN
fcis-31029	195	5	discovery	discovery	NOUN
fcis-31029	195	6	.	.	PUNCT
fcis-31029	196	1	[	[	X
fcis-31029	196	2	17	17	NUM
fcis-31029	196	3	]	]	PUNCT
fcis-31029	196	4	t	t	PROPN
fcis-31029	196	5	bratanic	bratanic	ADJ
fcis-31029	196	6	(	(	PUNCT
fcis-31029	196	7	2024	2024	NUM
fcis-31029	196	8	)	)	PUNCT
fcis-31029	196	9	graph	graph	NOUN
fcis-31029	196	10	algorithms	algorithm	NOUN
fcis-31029	196	11	for	for	ADP
fcis-31029	196	12	data	data	NOUN
fcis-31029	196	13	science	science	NOUN
fcis-31029	196	14	:	:	PUNCT
fcis-31029	196	15	with	with	ADP
fcis-31029	196	16	examples	example	NOUN
fcis-31029	196	17	in	in	ADP
fcis-31029	196	18	neo4j	neo4j	PROPN
fcis-31029	196	19	.	.	PROPN
fcis-31029	196	20	books.google.com	books.google.com	PROPN
fcis-31029	196	21	.	.	PUNCT
fcis-31029	197	1	[	[	X
fcis-31029	197	2	18	18	NUM
fcis-31029	197	3	]	]	X
fcis-31029	197	4	k	k	PROPN
fcis-31029	197	5	samudrala	samudrala	PROPN
fcis-31029	197	6	,	,	PUNCT
fcis-31029	197	7	j	j	PROPN
fcis-31029	197	8	kolisetty	kolisetty	PROPN
fcis-31029	197	9	,	,	PUNCT
fcis-31029	197	10	et	et	PROPN
fcis-31029	197	11	al	al	PROPN
fcis-31029	197	12	.	.	PROPN
fcis-31029	197	13	(	(	PUNCT
fcis-31029	197	14	2023	2023	NUM
fcis-31029	197	15	)	)	PUNCT
fcis-31029	197	16	novel	novel	NOUN
fcis-31029	197	17	distributed	distribute	VERB
fcis-31029	197	18	architecture	architecture	NOUN
fcis-31029	197	19	for	for	ADP
fcis-31029	197	20	frequent	frequent	ADJ
fcis-31029	197	21	pattern	pattern	NOUN
fcis-31029	197	22	mining	mining	NOUN
fcis-31029	197	23	using	use	VERB
fcis-31029	197	24	spark	spark	NOUN
fcis-31029	197	25	framework	framework	NOUN
fcis-31029	197	26	.	.	PUNCT
fcis-31029	198	1	in	in	ADP
fcis-31029	198	2	2023	2023	NUM
fcis-31029	198	3	3rd	3rd	ADJ
fcis-31029	198	4	international	international	ADJ
fcis-31029	198	5	conference	conference	NOUN
fcis-31029	198	6	on	on	ADP
fcis-31029	198	7	intelligent	intelligent	ADJ
fcis-31029	198	8	data	datum	NOUN
fcis-31029	198	9	and	and	CCONJ
fcis-31029	198	10	knowledge	knowledge	NOUN
fcis-31029	198	11	graph	graph	NOUN
fcis-31029	198	12	.	.	PUNCT
fcis-31029	199	1	[	[	X
fcis-31029	199	2	19	19	NUM
fcis-31029	199	3	]	]	X
fcis-31029	199	4	py	py	PROPN
fcis-31029	199	5	wu	wu	PROPN
fcis-31029	199	6	,	,	PUNCT
fcis-31029	199	7	cw	cw	PROPN
fcis-31029	199	8	cheng	cheng	PROPN
fcis-31029	199	9	,	,	PUNCT
fcis-31029	199	10	cd	cd	PROPN
fcis-31029	199	11	kaddi	kaddi	PROPN
fcis-31029	199	12	,	,	PUNCT
fcis-31029	199	13	et	et	PROPN
fcis-31029	199	14	al	al	PROPN
fcis-31029	199	15	.	.	PUNCT
fcis-31029	200	1	(	(	PUNCT
fcis-31029	200	2	2016	2016	NUM
fcis-31029	200	3	)	)	PUNCT
fcis-31029	200	4	–	–	PUNCT
fcis-31029	200	5	omic	omic	ADJ
fcis-31029	200	6	and	and	CCONJ
fcis-31029	200	7	electronic	electronic	ADJ
fcis-31029	200	8	health	health	NOUN
fcis-31029	200	9	record	record	NOUN
fcis-31029	200	10	big	big	ADJ
fcis-31029	200	11	data	datum	NOUN
fcis-31029	200	12	analytics	analytic	NOUN
fcis-31029	200	13	for	for	ADP
fcis-31029	200	14	precision	precision	NOUN
fcis-31029	200	15	medicine	medicine	NOUN
fcis-31029	200	16	.	.	PUNCT
fcis-31029	201	1	ieee	ieee	NOUN
fcis-31029	201	2	transactions	transaction	NOUN
fcis-31029	201	3	on	on	ADP
fcis-31029	201	4	nanobioscience	nanobioscience	NOUN
fcis-31029	201	5	.	.	PUNCT
fcis-31029	202	1	[	[	X
fcis-31029	202	2	20	20	NUM
fcis-31029	202	3	]	]	SYM
fcis-31029	202	4	b	b	X
fcis-31029	202	5	chandramouli	chandramouli	PROPN
fcis-31029	202	6	,	,	PUNCT
fcis-31029	202	7	jj	jj	PROPN
fcis-31029	202	8	levandoski	levandoski	PROPN
fcis-31029	202	9	,	,	PUNCT
fcis-31029	202	10	a	a	DET
fcis-31029	202	11	eldawy	eldawy	NOUN
fcis-31029	202	12	,	,	PUNCT
fcis-31029	202	13	et	et	PROPN
fcis-31029	202	14	al	al	PROPN
fcis-31029	202	15	.	.	PUNCT
fcis-31029	203	1	(	(	PUNCT
fcis-31029	203	2	2011	2011	NUM
fcis-31029	203	3	)	)	PUNCT
fcis-31029	203	4	streamrec	streamrec	NOUN
fcis-31029	203	5	:	:	PUNCT
fcis-31029	203	6	a	a	DET
fcis-31029	203	7	real	real	ADJ
fcis-31029	203	8	-	-	PUNCT
fcis-31029	203	9	time	time	NOUN
fcis-31029	203	10	recommender	recommender	NOUN
fcis-31029	203	11	system	system	NOUN
fcis-31029	203	12	.	.	PUNCT
fcis-31029	204	1	in	in	ADP
fcis-31029	204	2	acm	acm	NOUN
fcis-31029	204	3	symposium	symposium	NOUN
fcis-31029	204	4	on	on	ADP
fcis-31029	204	5	applied	apply	VERB
fcis-31029	204	6	computing	computing	NOUN
fcis-31029	204	7	.	.	PUNCT
fcis-31029	205	1	[	[	X
fcis-31029	205	2	21	21	NUM
fcis-31029	205	3	]	]	X
fcis-31029	205	4	s	s	VERB
fcis-31029	205	5	noel	noel	PROPN
fcis-31029	205	6	,	,	PUNCT
fcis-31029	205	7	e	e	X
fcis-31029	205	8	harley	harley	NOUN
fcis-31029	205	9	,	,	PUNCT
fcis-31029	205	10	kh	kh	PROPN
fcis-31029	205	11	tam	tam	PROPN
fcis-31029	205	12	,	,	PUNCT
fcis-31029	205	13	m	m	VERB
fcis-31029	205	14	limiero	limiero	PROPN
fcis-31029	205	15	&	&	CCONJ
fcis-31029	205	16	m	m	PROPN
fcis-31029	205	17	share	share	PROPN
fcis-31029	205	18	(	(	PUNCT
fcis-31029	205	19	2016	2016	NUM
fcis-31029	205	20	)	)	PUNCT
fcis-31029	205	21	cygraph	cygraph	NOUN
fcis-31029	205	22	:	:	PUNCT
fcis-31029	205	23	graph	graph	NOUN
fcis-31029	205	24	-	-	PUNCT
fcis-31029	205	25	based	base	VERB
fcis-31029	205	26	analytics	analytic	NOUN
fcis-31029	205	27	and	and	CCONJ
fcis-31029	205	28	visualization	visualization	NOUN
fcis-31029	205	29	for	for	ADP
fcis-31029	205	30	cybersecurity	cybersecurity	NOUN
fcis-31029	205	31	.	.	PUNCT
fcis-31029	206	1	handbook	handbook	NOUN
fcis-31029	206	2	of	of	ADP
fcis-31029	206	3	statistics	statistic	NOUN
fcis-31029	206	4	.	.	PUNCT
fcis-31029	207	1	[	[	X
fcis-31029	207	2	22	22	NUM
fcis-31029	207	3	]	]	X
fcis-31029	207	4	d	d	NOUN
fcis-31029	207	5	ediger	ediger	NOUN
fcis-31029	207	6	,	,	PUNCT
fcis-31029	207	7	k	k	PROPN
fcis-31029	207	8	jiang	jiang	PROPN
fcis-31029	207	9	,	,	PUNCT
fcis-31029	207	10	j	j	PROPN
fcis-31029	207	11	riedy	riedy	PROPN
fcis-31029	207	12	,	,	PUNCT
fcis-31029	207	13	et	et	PROPN
fcis-31029	207	14	al	al	PROPN
fcis-31029	207	15	.	.	PROPN
fcis-31029	207	16	(	(	PUNCT
fcis-31029	207	17	2010	2010	NUM
fcis-31029	207	18	)	)	PUNCT
fcis-31029	207	19	massive	massive	ADJ
fcis-31029	207	20	streaming	streaming	NOUN
fcis-31029	207	21	data	datum	NOUN
fcis-31029	207	22	analytics	analytic	NOUN
fcis-31029	207	23	:	:	PUNCT
fcis-31029	207	24	a	a	DET
fcis-31029	207	25	case	case	NOUN
fcis-31029	207	26	study	study	NOUN
fcis-31029	207	27	with	with	ADP
fcis-31029	207	28	clustering	clustering	ADJ
fcis-31029	207	29	coefficients	coefficient	NOUN
fcis-31029	207	30	.	.	PUNCT
fcis-31029	208	1	in	in	ADP
fcis-31029	208	2	2010	2010	NUM
fcis-31029	208	3	ieee	ieee	NOUN
fcis-31029	208	4	international	international	ADJ
fcis-31029	208	5	conference	conference	NOUN
fcis-31029	208	6	on	on	ADP
fcis-31029	208	7	data	datum	NOUN
fcis-31029	208	8	mining	mining	NOUN
fcis-31029	208	9	workshops	workshop	NOUN
fcis-31029	208	10	.	.	PUNCT
fcis-31029	209	1	[	[	X
fcis-31029	209	2	23	23	NUM
fcis-31029	209	3	]	]	X
fcis-31029	209	4	j	j	PROPN
fcis-31029	209	5	liu	liu	PROPN
fcis-31029	209	6	,	,	PUNCT
fcis-31029	209	7	j	j	PROPN
fcis-31029	209	8	huang	huang	PROPN
fcis-31029	209	9	,	,	PUNCT
fcis-31029	209	10	y	y	PROPN
fcis-31029	209	11	zhou	zhou	PROPN
fcis-31029	209	12	,	,	PUNCT
fcis-31029	209	13	x	x	PROPN
fcis-31029	209	14	li	li	PROPN
fcis-31029	209	15	,	,	PUNCT
fcis-31029	209	16	s	s	PART
fcis-31029	209	17	ji	ji	PROPN
fcis-31029	209	18	,	,	PUNCT
fcis-31029	209	19	h	h	PROPN
fcis-31029	209	20	xiong	xiong	PROPN
fcis-31029	209	21	,	,	PUNCT
fcis-31029	209	22	et	et	PROPN
fcis-31029	209	23	al	al	PROPN
fcis-31029	209	24	.	.	PROPN
fcis-31029	210	1	(	(	PUNCT
fcis-31029	210	2	2022	2022	NUM
fcis-31029	210	3	)	)	PUNCT
fcis-31029	210	4	from	from	ADP
fcis-31029	210	5	distributed	distribute	VERB
fcis-31029	210	6	machine	machine	NOUN
fcis-31029	210	7	learning	learn	VERB
fcis-31029	210	8	to	to	ADP
fcis-31029	210	9	federated	federated	ADJ
fcis-31029	210	10	learning	learning	NOUN
fcis-31029	210	11	:	:	PUNCT
fcis-31029	210	12	a	a	DET
fcis-31029	210	13	survey	survey	NOUN
fcis-31029	210	14	.	.	PUNCT
fcis-31029	211	1	knowledge	knowledge	NOUN
fcis-31029	211	2	and	and	CCONJ
fcis-31029	211	3	information	information	NOUN
fcis-31029	211	4	systems	system	NOUN
fcis-31029	211	5	.	.	PUNCT