id	sid	tid	token	lemma	pos
flr-597	1	1	codepen	codepen	PROPN
flr-597	1	2	jorion	jorion	NOUN
flr-597	1	3	et	et	PROPN
flr-597	1	4	al	al	PROPN
flr-597	1	5	frontline	frontline	NOUN
flr-597	1	6	learning	learn	VERB
flr-597	1	7	research	research	NOUN
flr-597	1	8	vol.8	vol.8	PROPN
flr-597	2	1	no	no	INTJ
flr-597	2	2	.	.	PROPN
flr-597	2	3	6	6	NUM
flr-597	2	4	(	(	PUNCT
flr-597	2	5	2020	2020	NUM
flr-597	2	6	)	)	PUNCT
flr-597	2	7	77	77	NUM
flr-597	2	8	87	87	NUM
flr-597	2	9	issn	issn	VERB
flr-597	2	10	2295	2295	NUM
flr-597	2	11	-	-	SYM
flr-597	2	12	3159	3159	NUM
flr-597	2	13	uncovering	uncover	VERB
flr-597	2	14	patterns	pattern	NOUN
flr-597	2	15	in	in	ADP
flr-597	2	16	collaborative	collaborative	ADJ
flr-597	2	17	interactions	interaction	NOUN
flr-597	2	18	via	via	ADP
flr-597	2	19	cluster	cluster	NOUN
flr-597	2	20	analysis	analysis	NOUN
flr-597	2	21	of	of	ADP
flr-597	2	22	museum	museum	NOUN
flr-597	2	23	exhibit	exhibit	PROPN
flr-597	2	24	logfiles	logfiles	PROPN
flr-597	2	25	natalie	natalie	PROPN
flr-597	2	26	jorion1	jorion1	PROPN
flr-597	2	27	,	,	PUNCT
flr-597	2	28	jessica	jessica	PROPN
flr-597	2	29	roberts2	roberts2	PROPN
flr-597	2	30	,	,	PUNCT
flr-597	2	31	alex	alex	PROPN
flr-597	2	32	bowers3	bowers3	PROPN
flr-597	2	33	,	,	PUNCT
flr-597	2	34	mike	mike	PROPN
flr-597	2	35	tissenbaum4	tissenbaum4	PROPN
flr-597	2	36	,	,	PUNCT
flr-597	2	37	leilah	leilah	PROPN
flr-597	2	38	lyons5	lyons5	PROPN
flr-597	2	39	,	,	PUNCT
flr-597	2	40	vishesh	vishesh	PROPN
flr-597	2	41	kumar4	kumar4	PROPN
flr-597	2	42	&	&	CCONJ
flr-597	2	43	matthew	matthew	PROPN
flr-597	2	44	berland4	berland4	PROPN
flr-597	3	1	1psi	1psi	NUM
flr-597	3	2	services	service	NOUN
flr-597	3	3	,	,	PUNCT
flr-597	3	4	llc	llc	PROPN
flr-597	3	5	,	,	PUNCT
flr-597	3	6	usa	usa	PROPN
flr-597	3	7	2carnegie	2carnegie	NUM
flr-597	3	8	mellon	mellon	PROPN
flr-597	3	9	,	,	PUNCT
flr-597	3	10	usa	usa	PROPN
flr-597	3	11	3teachers	3teachers	NUM
flr-597	3	12	college	college	PROPN
flr-597	3	13	columbia	columbia	PROPN
flr-597	3	14	university	university	PROPN
flr-597	3	15	,	,	PUNCT
flr-597	3	16	usa	usa	PROPN
flr-597	3	17	4university	4university	PROPN
flr-597	3	18	of	of	ADP
flr-597	3	19	wisconsin	wisconsin	PROPN
flr-597	3	20	—	—	PUNCT
flr-597	3	21	madison	madison	PROPN
flr-597	3	22	,	,	PUNCT
flr-597	3	23	usa	usa	PROPN
flr-597	3	24	5university	5university	PROPN
flr-597	3	25	of	of	ADP
flr-597	3	26	illinois	illinois	PROPN
flr-597	3	27	at	at	ADP
flr-597	3	28	chicago	chicago	PROPN
flr-597	3	29	,	,	PUNCT
flr-597	3	30	usa	usa	PROPN
flr-597	3	31	article	article	NOUN
flr-597	3	32	received	receive	VERB
flr-597	3	33	30	30	NUM
flr-597	3	34	december	december	PROPN
flr-597	3	35	2019	2019	NUM
flr-597	3	36	/	/	SYM
flr-597	3	37	revised	revise	VERB
flr-597	3	38	10	10	NUM
flr-597	3	39	may/	may/	NOUN
flr-597	3	40	accepted	accept	VERB
flr-597	3	41	12	12	NUM
flr-597	3	42	october/	october/	NUM
flr-597	3	43	available	available	ADJ
flr-597	3	44	online	online	ADJ
flr-597	3	45	4	4	NUM
flr-597	3	46	november	november	NOUN
flr-597	3	47	abstract	abstract	ADJ
flr-597	3	48	a	a	DET
flr-597	3	49	driving	drive	VERB
flr-597	3	50	factor	factor	NOUN
flr-597	3	51	in	in	ADP
flr-597	3	52	designing	design	VERB
flr-597	3	53	interactive	interactive	ADJ
flr-597	3	54	museum	museum	NOUN
flr-597	3	55	exhibits	exhibit	NOUN
flr-597	3	56	to	to	PART
flr-597	3	57	support	support	VERB
flr-597	3	58	simultaneous	simultaneous	ADJ
flr-597	3	59	users	user	NOUN
flr-597	3	60	is	be	AUX
flr-597	3	61	that	that	SCONJ
flr-597	3	62	visitors	visitor	NOUN
flr-597	3	63	learn	learn	VERB
flr-597	3	64	from	from	ADP
flr-597	3	65	one	one	NUM
flr-597	3	66	another	another	DET
flr-597	3	67	via	via	ADP
flr-597	3	68	observation	observation	NOUN
flr-597	3	69	and	and	CCONJ
flr-597	3	70	conversation	conversation	NOUN
flr-597	3	71	.	.	PUNCT
flr-597	4	1	researchers	researcher	NOUN
flr-597	4	2	typically	typically	ADV
flr-597	4	3	analyze	analyze	VERB
flr-597	4	4	such	such	ADJ
flr-597	4	5	collaborative	collaborative	ADJ
flr-597	4	6	interactions	interaction	NOUN
flr-597	4	7	among	among	ADP
flr-597	4	8	museumgoers	museumgoer	NOUN
flr-597	4	9	through	through	ADP
flr-597	4	10	manual	manual	ADJ
flr-597	4	11	coding	coding	NOUN
flr-597	4	12	of	of	ADP
flr-597	4	13	liveor	liveor	NOUN
flr-597	4	14	video	video	NOUN
flr-597	4	15	-	-	PUNCT
flr-597	4	16	recorded	record	VERB
flr-597	4	17	exhibit	exhibit	NOUN
flr-597	4	18	use	use	NOUN
flr-597	4	19	.	.	PUNCT
flr-597	5	1	we	we	PRON
flr-597	5	2	sought	seek	VERB
flr-597	5	3	to	to	PART
flr-597	5	4	determine	determine	VERB
flr-597	5	5	how	how	SCONJ
flr-597	5	6	log	log	NOUN
flr-597	5	7	data	datum	NOUN
flr-597	5	8	from	from	ADP
flr-597	5	9	an	an	DET
flr-597	5	10	interactive	interactive	ADJ
flr-597	5	11	multi	multi	ADJ
flr-597	5	12	-	-	ADJ
flr-597	5	13	user	user	ADJ
flr-597	5	14	exhibit	exhibit	NOUN
flr-597	5	15	could	could	AUX
flr-597	5	16	indicate	indicate	VERB
flr-597	5	17	patterns	pattern	NOUN
flr-597	5	18	in	in	ADP
flr-597	5	19	visitor	visitor	NOUN
flr-597	5	20	interactions	interaction	NOUN
flr-597	5	21	that	that	PRON
flr-597	5	22	could	could	AUX
flr-597	5	23	shed	shed	VERB
flr-597	5	24	light	light	NOUN
flr-597	5	25	on	on	ADP
flr-597	5	26	informal	informal	ADJ
flr-597	5	27	collaborative	collaborative	ADJ
flr-597	5	28	learning	learning	NOUN
flr-597	5	29	.	.	PUNCT
flr-597	6	1	we	we	PRON
flr-597	6	2	characterized	characterize	VERB
flr-597	6	3	patterns	pattern	NOUN
flr-597	6	4	from	from	ADP
flr-597	6	5	log	log	PROPN
flr-597	6	6	data	datum	NOUN
flr-597	6	7	generated	generate	VERB
flr-597	6	8	by	by	ADP
flr-597	6	9	an	an	DET
flr-597	6	10	interactive	interactive	ADJ
flr-597	6	11	tangible	tangible	ADJ
flr-597	6	12	tabletop	tabletop	NOUN
flr-597	6	13	exhibit	exhibit	NOUN
flr-597	6	14	using	use	VERB
flr-597	6	15	factors	factor	NOUN
flr-597	6	16	like	like	ADP
flr-597	6	17	“	"	PUNCT
flr-597	6	18	pace	pace	NOUN
flr-597	6	19	of	of	ADP
flr-597	6	20	activity	activity	NOUN
flr-597	6	21	”	"	PUNCT
flr-597	6	22	and	and	CCONJ
flr-597	6	23	the	the	DET
flr-597	6	24	timing	timing	NOUN
flr-597	6	25	of	of	ADP
flr-597	6	26	“	"	PUNCT
flr-597	6	27	success	success	NOUN
flr-597	6	28	events	event	NOUN
flr-597	6	29	.	.	PUNCT
flr-597	6	30	”	"	PUNCT
flr-597	7	1	here	here	ADV
flr-597	7	2	we	we	PRON
flr-597	7	3	describe	describe	VERB
flr-597	7	4	processes	process	NOUN
flr-597	7	5	for	for	ADP
flr-597	7	6	parsing	parse	VERB
flr-597	7	7	and	and	CCONJ
flr-597	7	8	visualizing	visualize	VERB
flr-597	7	9	log	log	NOUN
flr-597	7	10	data	datum	NOUN
flr-597	7	11	and	and	CCONJ
flr-597	7	12	explore	explore	VERB
flr-597	7	13	what	what	PRON
flr-597	7	14	these	these	DET
flr-597	7	15	processes	process	NOUN
flr-597	7	16	revealed	reveal	VERB
flr-597	7	17	about	about	ADP
flr-597	7	18	individual	individual	ADJ
flr-597	7	19	and	and	CCONJ
flr-597	7	20	group	group	NOUN
flr-597	7	21	interactions	interaction	NOUN
flr-597	7	22	with	with	ADP
flr-597	7	23	interactive	interactive	ADJ
flr-597	7	24	museum	museum	NOUN
flr-597	7	25	exhibits	exhibit	NOUN
flr-597	7	26	.	.	PUNCT
flr-597	8	1	using	use	VERB
flr-597	8	2	clustering	cluster	VERB
flr-597	8	3	techniques	technique	NOUN
flr-597	8	4	to	to	PART
flr-597	8	5	categorize	categorize	VERB
flr-597	8	6	museumgoer	museumgoer	NOUN
flr-597	8	7	behavior	behavior	NOUN
flr-597	8	8	and	and	CCONJ
flr-597	8	9	heat	heat	NOUN
flr-597	8	10	maps	map	NOUN
flr-597	8	11	to	to	PART
flr-597	8	12	visualize	visualize	VERB
flr-597	8	13	patterns	pattern	NOUN
flr-597	8	14	in	in	ADP
flr-597	8	15	the	the	DET
flr-597	8	16	log	log	NOUN
flr-597	8	17	data	data	NOUN
flr-597	8	18	,	,	PUNCT
flr-597	8	19	we	we	PRON
flr-597	8	20	found	find	VERB
flr-597	8	21	distinct	distinct	ADJ
flr-597	8	22	trends	trend	NOUN
flr-597	8	23	in	in	ADP
flr-597	8	24	how	how	SCONJ
flr-597	8	25	users	user	NOUN
flr-597	8	26	solved	solve	VERB
flr-597	8	27	the	the	DET
flr-597	8	28	exhibit	exhibit	NOUN
flr-597	8	29	.	.	PUNCT
flr-597	9	1	some	some	DET
flr-597	9	2	players	player	NOUN
flr-597	9	3	seemed	seem	VERB
flr-597	9	4	more	more	ADV
flr-597	9	5	reflective	reflective	ADJ
flr-597	9	6	,	,	PUNCT
flr-597	9	7	while	while	SCONJ
flr-597	9	8	others	other	NOUN
flr-597	9	9	seemed	seem	VERB
flr-597	9	10	more	more	ADJ
flr-597	9	11	achievement	achievement	NOUN
flr-597	9	12	oriented	orient	VERB
flr-597	9	13	.	.	PUNCT
flr-597	10	1	we	we	PRON
flr-597	10	2	also	also	ADV
flr-597	10	3	found	find	VERB
flr-597	10	4	that	that	SCONJ
flr-597	10	5	the	the	DET
flr-597	10	6	most	most	ADV
flr-597	10	7	productive	productive	ADJ
flr-597	10	8	sessions	session	NOUN
flr-597	10	9	occurred	occur	VERB
flr-597	10	10	when	when	SCONJ
flr-597	10	11	players	player	NOUN
flr-597	10	12	occupied	occupy	VERB
flr-597	10	13	all	all	DET
flr-597	10	14	four	four	NUM
flr-597	10	15	areas	area	NOUN
flr-597	10	16	of	of	ADP
flr-597	10	17	the	the	DET
flr-597	10	18	table	table	NOUN
flr-597	10	19	,	,	PUNCT
flr-597	10	20	suggesting	suggest	VERB
flr-597	10	21	that	that	SCONJ
flr-597	10	22	the	the	DET
flr-597	10	23	activity	activity	NOUN
flr-597	10	24	design	design	NOUN
flr-597	10	25	had	have	VERB
flr-597	10	26	the	the	DET
flr-597	10	27	desired	desire	VERB
flr-597	10	28	outcome	outcome	NOUN
flr-597	10	29	of	of	ADP
flr-597	10	30	promoting	promote	VERB
flr-597	10	31	collaborative	collaborative	ADJ
flr-597	10	32	activity	activity	NOUN
flr-597	10	33	.	.	PUNCT
flr-597	11	1	keywords	keyword	NOUN
flr-597	11	2	:	:	PUNCT
flr-597	11	3	collaborative	collaborative	ADJ
flr-597	11	4	interactions	interaction	NOUN
flr-597	11	5	;	;	PUNCT
flr-597	11	6	game	game	NOUN
flr-597	11	7	-	-	PUNCT
flr-597	11	8	based	base	VERB
flr-597	11	9	learning	learning	NOUN
flr-597	11	10	;	;	PUNCT
flr-597	11	11	heat	heat	NOUN
flr-597	11	12	maps	map	NOUN
flr-597	11	13	;	;	PUNCT
flr-597	11	14	cluster	cluster	NOUN
flr-597	11	15	analysis	analysis	NOUN
flr-597	11	16	;	;	PUNCT
flr-597	11	17	log	log	NOUN
flr-597	11	18	files	file	NOUN
flr-597	11	19	;	;	PUNCT
flr-597	11	20	informal	informal	ADJ
flr-597	11	21	learning	learning	NOUN
flr-597	11	22	environments	environment	NOUN
flr-597	11	23	info	info	NOUN
flr-597	11	24	corresponding	corresponding	ADJ
flr-597	11	25	author	author	NOUN
flr-597	11	26	email	email	NOUN
flr-597	11	27	:	:	PUNCT
flr-597	11	28	talie.jorion@gmail.com	talie.jorion@gmail.com	X
flr-597	11	29	doi	doi	NOUN
flr-597	11	30	:	:	PUNCT
flr-597	11	31	https://doi.org/10.14786	https://doi.org/10.14786	PROPN
flr-597	11	32	/	/	SYM
flr-597	11	33	flr.v8i6.597	flr.v8i6.597	PROPN
flr-597	11	34	1	1	NUM
flr-597	11	35	.	.	PUNCT
flr-597	11	36	objectives	objective	NOUN
flr-597	11	37	while	while	SCONJ
flr-597	11	38	the	the	DET
flr-597	11	39	design	design	NOUN
flr-597	11	40	community	community	NOUN
flr-597	11	41	harbors	harbor	VERB
flr-597	11	42	enthusiasm	enthusiasm	NOUN
flr-597	11	43	for	for	ADP
flr-597	11	44	log	log	NOUN
flr-597	11	45	data	datum	NOUN
flr-597	11	46	analysis	analysis	NOUN
flr-597	11	47	,	,	PUNCT
flr-597	11	48	many	many	ADJ
flr-597	11	49	open	open	ADJ
flr-597	11	50	questions	question	NOUN
flr-597	11	51	exist	exist	VERB
flr-597	11	52	about	about	ADP
flr-597	11	53	what	what	PRON
flr-597	11	54	this	this	DET
flr-597	11	55	decontextualized	decontextualized	ADJ
flr-597	11	56	data	datum	NOUN
flr-597	11	57	can	can	AUX
flr-597	11	58	tell	tell	VERB
flr-597	11	59	us	we	PRON
flr-597	11	60	about	about	ADP
flr-597	11	61	collaborative	collaborative	ADJ
flr-597	11	62	interactions	interaction	NOUN
flr-597	11	63	in	in	ADP
flr-597	11	64	open	open	ADV
flr-597	11	65	-	-	PUNCT
flr-597	11	66	ended	end	VERB
flr-597	11	67	tinkering	tinker	VERB
flr-597	11	68	activities	activity	NOUN
flr-597	11	69	.	.	PUNCT
flr-597	12	1	multi	multi	ADJ
flr-597	12	2	-	-	ADJ
flr-597	12	3	user	user	ADJ
flr-597	12	4	touch	touch	NOUN
flr-597	12	5	-	-	PUNCT
flr-597	12	6	tables	table	NOUN
flr-597	12	7	are	be	AUX
flr-597	12	8	gaining	gain	VERB
flr-597	12	9	popularity	popularity	NOUN
flr-597	12	10	in	in	ADP
flr-597	12	11	informal	informal	ADJ
flr-597	12	12	spaces	space	NOUN
flr-597	12	13	like	like	ADP
flr-597	12	14	museums	museum	NOUN
flr-597	12	15	for	for	ADP
flr-597	12	16	their	their	PRON
flr-597	12	17	ability	ability	NOUN
flr-597	12	18	to	to	PART
flr-597	12	19	allow	allow	VERB
flr-597	12	20	groups	group	NOUN
flr-597	12	21	of	of	ADP
flr-597	12	22	users	user	NOUN
flr-597	12	23	to	to	PART
flr-597	12	24	interact	interact	VERB
flr-597	12	25	with	with	ADP
flr-597	12	26	the	the	DET
flr-597	12	27	exhibit	exhibit	NOUN
flr-597	12	28	in	in	ADP
flr-597	12	29	a	a	DET
flr-597	12	30	social	social	ADJ
flr-597	12	31	setting	setting	NOUN
flr-597	12	32	simultaneously	simultaneously	ADV
flr-597	12	33	(	(	PUNCT
flr-597	12	34	block	block	NOUN
flr-597	12	35	et	et	PROPN
flr-597	12	36	al	al	PROPN
flr-597	12	37	.	.	PROPN
flr-597	12	38	,	,	PUNCT
flr-597	12	39	2015	2015	NUM
flr-597	12	40	;	;	PUNCT
flr-597	12	41	davis	davis	PROPN
flr-597	12	42	et	et	PROPN
flr-597	12	43	al	al	PROPN
flr-597	12	44	.	.	PROPN
flr-597	12	45	,	,	PUNCT
flr-597	12	46	2013	2013	NUM
flr-597	12	47	)	)	PUNCT
flr-597	12	48	.	.	PUNCT
flr-597	13	1	such	such	ADJ
flr-597	13	2	exhibit	exhibit	NOUN
flr-597	13	3	usage	usage	NOUN
flr-597	13	4	affords	afford	NOUN
flr-597	13	5	interactions	interaction	NOUN
flr-597	13	6	conducive	conducive	ADJ
flr-597	13	7	to	to	ADP
flr-597	13	8	learning	learn	VERB
flr-597	13	9	,	,	PUNCT
flr-597	13	10	such	such	ADJ
flr-597	13	11	as	as	ADP
flr-597	13	12	observing	observe	VERB
flr-597	13	13	and	and	CCONJ
flr-597	13	14	exploratory	exploratory	ADJ
flr-597	13	15	tinkering	tinkering	NOUN
flr-597	13	16	(	(	PUNCT
flr-597	13	17	roberts	roberts	PROPN
flr-597	13	18	&	&	CCONJ
flr-597	13	19	lyons	lyons	PROPN
flr-597	13	20	,	,	PUNCT
flr-597	13	21	2017	2017	NUM
flr-597	13	22	;	;	PUNCT
flr-597	13	23	yoon	yoon	PROPN
flr-597	13	24	et	et	PROPN
flr-597	13	25	al	al	PROPN
flr-597	13	26	.	.	PROPN
flr-597	13	27	,	,	PUNCT
flr-597	13	28	2012	2012	NUM
flr-597	13	29	)	)	PUNCT
flr-597	13	30	.	.	PUNCT
flr-597	14	1	these	these	DET
flr-597	14	2	productive	productive	ADJ
flr-597	14	3	behaviors	behavior	NOUN
flr-597	14	4	are	be	AUX
flr-597	14	5	observable	observable	ADJ
flr-597	14	6	in	in	ADP
flr-597	14	7	live	live	ADJ
flr-597	14	8	interactions	interaction	NOUN
flr-597	14	9	,	,	PUNCT
flr-597	14	10	but	but	CCONJ
flr-597	14	11	observations	observation	NOUN
flr-597	14	12	that	that	PRON
flr-597	14	13	span	span	VERB
flr-597	14	14	multiple	multiple	ADJ
flr-597	14	15	weeks	week	NOUN
flr-597	14	16	produce	produce	VERB
flr-597	14	17	too	too	ADV
flr-597	14	18	much	much	ADJ
flr-597	14	19	data	datum	NOUN
flr-597	14	20	to	to	PART
flr-597	14	21	analyze	analyze	VERB
flr-597	14	22	manually	manually	ADV
flr-597	14	23	(	(	PUNCT
flr-597	14	24	snibbe	snibbe	NOUN
flr-597	14	25	,	,	PUNCT
flr-597	14	26	2006	2006	NUM
flr-597	14	27	)	)	PUNCT
flr-597	14	28	.	.	PUNCT
flr-597	15	1	we	we	PRON
flr-597	15	2	hypothesize	hypothesize	VERB
flr-597	15	3	that	that	PRON
flr-597	15	4	log	log	VERB
flr-597	15	5	data	datum	NOUN
flr-597	15	6	from	from	ADP
flr-597	15	7	such	such	DET
flr-597	15	8	a	a	DET
flr-597	15	9	tabletop	tabletop	NOUN
flr-597	15	10	interactive	interactive	ADJ
flr-597	15	11	exhibit	exhibit	NOUN
flr-597	15	12	could	could	AUX
flr-597	15	13	help	help	AUX
flr-597	15	14	identify	identify	VERB
flr-597	15	15	usage	usage	NOUN
flr-597	15	16	patterns	pattern	NOUN
flr-597	15	17	that	that	PRON
flr-597	15	18	reveal	reveal	VERB
flr-597	15	19	insights	insight	NOUN
flr-597	15	20	into	into	ADP
flr-597	15	21	the	the	DET
flr-597	15	22	collaborative	collaborative	ADJ
flr-597	15	23	interactions	interaction	NOUN
flr-597	15	24	.	.	PUNCT
flr-597	16	1	to	to	ADP
flr-597	16	2	that	that	DET
flr-597	16	3	aim	aim	NOUN
flr-597	16	4	,	,	PUNCT
flr-597	16	5	we	we	PRON
flr-597	16	6	analyzed	analyze	VERB
flr-597	16	7	logfile	logfile	PROPN
flr-597	16	8	data	datum	NOUN
flr-597	16	9	from	from	ADP
flr-597	16	10	a	a	DET
flr-597	16	11	collaborative	collaborative	ADJ
flr-597	16	12	tabletop	tabletop	NOUN
flr-597	16	13	exhibit	exhibit	NOUN
flr-597	16	14	,	,	PUNCT
flr-597	16	15	oztoc	oztoc	PROPN
flr-597	16	16	(	(	PUNCT
flr-597	16	17	tissenbaum	tissenbaum	PROPN
flr-597	16	18	et	et	PROPN
flr-597	16	19	al	al	PROPN
flr-597	16	20	.	.	PROPN
flr-597	16	21	,	,	PUNCT
flr-597	16	22	2017	2017	NUM
flr-597	16	23	,	,	PUNCT
flr-597	16	24	figure	figure	NOUN
flr-597	16	25	1	1	NUM
flr-597	16	26	)	)	PUNCT
flr-597	16	27	,	,	PUNCT
flr-597	16	28	through	through	ADP
flr-597	16	29	hierarchical	hierarchical	ADJ
flr-597	16	30	cluster	cluster	NOUN
flr-597	16	31	analysis	analysis	NOUN
flr-597	16	32	(	(	PUNCT
flr-597	16	33	hca	hca	ADJ
flr-597	16	34	)	)	PUNCT
flr-597	16	35	and	and	CCONJ
flr-597	16	36	heatmap	heatmap	NOUN
flr-597	16	37	visualizations	visualization	NOUN
flr-597	16	38	.	.	PUNCT
flr-597	17	1	the	the	DET
flr-597	17	2	game	game	NOUN
flr-597	17	3	’s	’s	PART
flr-597	17	4	objective	objective	NOUN
flr-597	17	5	is	be	AUX
flr-597	17	6	to	to	PART
flr-597	17	7	catch	catch	VERB
flr-597	17	8	fish	fish	NOUN
flr-597	17	9	by	by	ADP
flr-597	17	10	creating	create	VERB
flr-597	17	11	circuits	circuit	NOUN
flr-597	17	12	with	with	ADP
flr-597	17	13	different	different	ADJ
flr-597	17	14	colors	color	NOUN
flr-597	17	15	and	and	CCONJ
flr-597	17	16	numbers	number	NOUN
flr-597	17	17	of	of	ADP
flr-597	17	18	leds	led	NOUN
flr-597	17	19	.	.	PUNCT
flr-597	18	1	the	the	DET
flr-597	18	2	game	game	NOUN
flr-597	18	3	space	space	NOUN
flr-597	18	4	has	have	VERB
flr-597	18	5	four	four	NUM
flr-597	18	6	separate	separate	ADJ
flr-597	18	7	play	play	NOUN
flr-597	18	8	stations	station	NOUN
flr-597	18	9	by	by	ADP
flr-597	18	10	design	design	NOUN
flr-597	18	11	to	to	PART
flr-597	18	12	facilitate	facilitate	VERB
flr-597	18	13	collaborative	collaborative	ADJ
flr-597	18	14	inquiry	inquiry	NOUN
flr-597	18	15	.	.	PUNCT
flr-597	19	1	the	the	DET
flr-597	19	2	players	player	NOUN
flr-597	19	3	can	can	AUX
flr-597	19	4	create	create	VERB
flr-597	19	5	circuits	circuit	NOUN
flr-597	19	6	on	on	ADP
flr-597	19	7	their	their	PRON
flr-597	19	8	own	own	ADJ
flr-597	19	9	or	or	CCONJ
flr-597	19	10	with	with	ADP
flr-597	19	11	the	the	DET
flr-597	19	12	help	help	NOUN
flr-597	19	13	of	of	ADP
flr-597	19	14	others	other	NOUN
flr-597	19	15	.	.	PUNCT
flr-597	20	1	figure	figure	VERB
flr-597	20	2	1	1	NUM
flr-597	20	3	.	.	PUNCT
flr-597	21	1	the	the	DET
flr-597	21	2	oztoc	oztoc	NOUN
flr-597	21	3	exhibit	exhibit	NOUN
flr-597	21	4	.	.	PUNCT
flr-597	22	1	the	the	DET
flr-597	22	2	scoreboard	scoreboard	NOUN
flr-597	22	3	is	be	AUX
flr-597	22	4	in	in	ADP
flr-597	22	5	the	the	DET
flr-597	22	6	background	background	NOUN
flr-597	22	7	.	.	PUNCT
flr-597	23	1	in	in	ADP
flr-597	23	2	this	this	DET
flr-597	23	3	study	study	NOUN
flr-597	23	4	,	,	PUNCT
flr-597	23	5	we	we	PRON
flr-597	23	6	define	define	VERB
flr-597	23	7	collaboration	collaboration	NOUN
flr-597	23	8	as	as	ADP
flr-597	23	9	the	the	DET
flr-597	23	10	process	process	NOUN
flr-597	23	11	by	by	ADP
flr-597	23	12	which	which	PRON
flr-597	23	13	two	two	NUM
flr-597	23	14	or	or	CCONJ
flr-597	23	15	more	more	ADJ
flr-597	23	16	agents	agent	NOUN
flr-597	23	17	share	share	VERB
flr-597	23	18	pooled	pool	VERB
flr-597	23	19	understanding	understand	VERB
flr-597	23	20	to	to	PART
flr-597	23	21	work	work	VERB
flr-597	23	22	on	on	ADP
flr-597	23	23	a	a	DET
flr-597	23	24	problem	problem	NOUN
flr-597	23	25	.	.	PUNCT
flr-597	24	1	problems	problem	NOUN
flr-597	24	2	that	that	PRON
flr-597	24	3	are	be	AUX
flr-597	24	4	complex	complex	ADJ
flr-597	24	5	or	or	CCONJ
flr-597	24	6	ill	ill	ADV
flr-597	24	7	-	-	PUNCT
flr-597	24	8	defined	define	VERB
flr-597	24	9	are	be	AUX
flr-597	24	10	well	well	ADV
flr-597	24	11	-	-	PUNCT
flr-597	24	12	suited	suit	VERB
flr-597	24	13	to	to	ADP
flr-597	24	14	collaborative	collaborative	ADJ
flr-597	24	15	problem	problem	NOUN
flr-597	24	16	solving	solve	VERB
flr-597	24	17	and	and	CCONJ
flr-597	24	18	can	can	AUX
flr-597	24	19	lead	lead	VERB
flr-597	24	20	to	to	ADP
flr-597	24	21	individual	individual	ADJ
flr-597	24	22	learning	learning	NOUN
flr-597	24	23	.	.	PUNCT
flr-597	25	1	we	we	PRON
flr-597	25	2	conceptualize	conceptualize	VERB
flr-597	25	3	learning	learn	VERB
flr-597	25	4	through	through	ADP
flr-597	25	5	a	a	DET
flr-597	25	6	constructivist	constructivist	ADJ
flr-597	25	7	lens	lens	NOUN
flr-597	25	8	as	as	ADP
flr-597	25	9	actively	actively	ADV
flr-597	25	10	building	build	VERB
flr-597	25	11	on	on	ADP
flr-597	25	12	prior	prior	ADJ
flr-597	25	13	knowledge	knowledge	NOUN
flr-597	25	14	through	through	ADP
flr-597	25	15	experimentation	experimentation	NOUN
flr-597	25	16	and	and	CCONJ
flr-597	25	17	reflection	reflection	NOUN
flr-597	25	18	.	.	PUNCT
flr-597	26	1	interactive	interactive	ADJ
flr-597	26	2	exhibits	exhibit	NOUN
flr-597	26	3	allow	allow	VERB
flr-597	26	4	players	player	NOUN
flr-597	26	5	to	to	PART
flr-597	26	6	make	make	VERB
flr-597	26	7	inferences	inference	NOUN
flr-597	26	8	about	about	ADP
flr-597	26	9	a	a	DET
flr-597	26	10	game	game	NOUN
flr-597	26	11	’s	’s	PART
flr-597	26	12	underlying	underlie	VERB
flr-597	26	13	principles	principle	NOUN
flr-597	26	14	to	to	PART
flr-597	26	15	refine	refine	VERB
flr-597	26	16	their	their	PRON
flr-597	26	17	game	game	NOUN
flr-597	26	18	tactics	tactic	NOUN
flr-597	26	19	.	.	PUNCT
flr-597	27	1	much	much	ADJ
flr-597	27	2	research	research	NOUN
flr-597	27	3	examining	examine	VERB
flr-597	27	4	collaborative	collaborative	ADJ
flr-597	27	5	interaction	interaction	NOUN
flr-597	27	6	in	in	ADP
flr-597	27	7	museums	museum	NOUN
flr-597	27	8	focuses	focus	VERB
flr-597	27	9	on	on	ADP
flr-597	27	10	visitor	visitor	NOUN
flr-597	27	11	dialogue	dialogue	NOUN
flr-597	27	12	,	,	PUNCT
flr-597	27	13	analyzing	analyze	VERB
flr-597	27	14	how	how	SCONJ
flr-597	27	15	learners	learner	NOUN
flr-597	27	16	construct	construct	VERB
flr-597	27	17	and	and	CCONJ
flr-597	27	18	negotiate	negotiate	VERB
flr-597	27	19	meaning	mean	VERB
flr-597	27	20	through	through	ADP
flr-597	27	21	talk	talk	NOUN
flr-597	27	22	as	as	SCONJ
flr-597	27	23	they	they	PRON
flr-597	27	24	explore	explore	VERB
flr-597	27	25	an	an	DET
flr-597	27	26	exhibit	exhibit	NOUN
flr-597	27	27	(	(	PUNCT
flr-597	27	28	e.g.	e.g.	ADV
flr-597	27	29	,	,	PUNCT
flr-597	27	30	martin	martin	PROPN
flr-597	27	31	et	et	PROPN
flr-597	27	32	al	al	PROPN
flr-597	27	33	.	.	PROPN
flr-597	27	34	,	,	PUNCT
flr-597	27	35	2018	2018	NUM
flr-597	27	36	;	;	PUNCT
flr-597	27	37	tissenbaum	tissenbaum	PROPN
flr-597	27	38	et	et	PROPN
flr-597	27	39	al	al	PROPN
flr-597	27	40	.	.	PROPN
flr-597	27	41	,	,	PUNCT
flr-597	27	42	2017	2017	NUM
flr-597	27	43	)	)	PUNCT
flr-597	27	44	.	.	PUNCT
flr-597	28	1	analyses	analysis	NOUN
flr-597	28	2	frequently	frequently	ADV
flr-597	28	3	contextualize	contextualize	VERB
flr-597	28	4	this	this	DET
flr-597	28	5	dialogue	dialogue	NOUN
flr-597	28	6	in	in	ADP
flr-597	28	7	relation	relation	NOUN
flr-597	28	8	to	to	ADP
flr-597	28	9	visitors	visitor	NOUN
flr-597	28	10	’	'	PUNCT
flr-597	28	11	physical	physical	ADJ
flr-597	28	12	interactions	interaction	NOUN
flr-597	28	13	with	with	ADP
flr-597	28	14	each	each	DET
flr-597	28	15	other	other	ADJ
flr-597	28	16	and	and	CCONJ
flr-597	28	17	the	the	DET
flr-597	28	18	exhibit	exhibit	NOUN
flr-597	28	19	(	(	PUNCT
flr-597	28	20	long	long	ADV
flr-597	28	21	et	et	PROPN
flr-597	28	22	al	al	PROPN
flr-597	28	23	.	.	PROPN
flr-597	28	24	,	,	PUNCT
flr-597	28	25	2019	2019	NUM
flr-597	28	26	;	;	PUNCT
flr-597	28	27	roberts	roberts	PROPN
flr-597	28	28	et	et	PROPN
flr-597	28	29	al	al	PROPN
flr-597	28	30	.	.	PROPN
flr-597	28	31	,	,	PUNCT
flr-597	28	32	2018	2018	NUM
flr-597	28	33	)	)	PUNCT
flr-597	28	34	.	.	PUNCT
flr-597	29	1	these	these	DET
flr-597	29	2	studies	study	NOUN
flr-597	29	3	rely	rely	VERB
flr-597	29	4	on	on	ADP
flr-597	29	5	dataand	dataand	NOUN
flr-597	29	6	time	time	NOUN
flr-597	29	7	-	-	PUNCT
flr-597	29	8	intensive	intensive	ADJ
flr-597	29	9	video	video	NOUN
flr-597	29	10	recordings	recording	NOUN
flr-597	29	11	,	,	PUNCT
flr-597	29	12	limiting	limit	VERB
flr-597	29	13	the	the	DET
flr-597	29	14	scope	scope	NOUN
flr-597	29	15	of	of	ADP
flr-597	29	16	most	most	ADJ
flr-597	29	17	studies	study	NOUN
flr-597	29	18	to	to	ADP
flr-597	29	19	small	small	ADJ
flr-597	29	20	sample	sample	NOUN
flr-597	29	21	populations	population	NOUN
flr-597	29	22	.	.	PUNCT
flr-597	30	1	the	the	DET
flr-597	30	2	increase	increase	NOUN
flr-597	30	3	of	of	ADP
flr-597	30	4	technology	technology	NOUN
flr-597	30	5	-	-	PUNCT
flr-597	30	6	based	base	VERB
flr-597	30	7	exhibits	exhibit	NOUN
flr-597	30	8	in	in	ADP
flr-597	30	9	museums	museum	NOUN
flr-597	30	10	in	in	ADP
flr-597	30	11	recent	recent	ADJ
flr-597	30	12	years	year	NOUN
flr-597	30	13	can	can	AUX
flr-597	30	14	enable	enable	VERB
flr-597	30	15	an	an	DET
flr-597	30	16	up	up	ADJ
flr-597	30	17	-	-	PUNCT
flr-597	30	18	close	close	NOUN
flr-597	30	19	analysis	analysis	NOUN
flr-597	30	20	of	of	ADP
flr-597	30	21	exhibit	exhibit	NOUN
flr-597	30	22	interactions	interaction	NOUN
flr-597	30	23	via	via	ADP
flr-597	30	24	touch	touch	NOUN
flr-597	30	25	events	event	NOUN
flr-597	30	26	captured	capture	VERB
flr-597	30	27	in	in	ADP
flr-597	30	28	log	log	NOUN
flr-597	30	29	files	file	NOUN
flr-597	30	30	.	.	PUNCT
flr-597	31	1	while	while	SCONJ
flr-597	31	2	some	some	DET
flr-597	31	3	work	work	NOUN
flr-597	31	4	has	have	AUX
flr-597	31	5	shown	show	VERB
flr-597	31	6	promise	promise	NOUN
flr-597	31	7	in	in	ADP
flr-597	31	8	revealing	reveal	VERB
flr-597	31	9	interaction	interaction	NOUN
flr-597	31	10	through	through	ADP
flr-597	31	11	touch	touch	NOUN
flr-597	31	12	events	event	NOUN
flr-597	31	13	alone	alone	ADV
flr-597	31	14	(	(	PUNCT
flr-597	31	15	evans	evans	PROPN
flr-597	31	16	et	et	PROPN
flr-597	31	17	al	al	PROPN
flr-597	31	18	.	.	PROPN
flr-597	31	19	,	,	PUNCT
flr-597	31	20	2016	2016	NUM
flr-597	31	21	)	)	PUNCT
flr-597	31	22	,	,	PUNCT
flr-597	31	23	researchers	researcher	NOUN
flr-597	31	24	have	have	AUX
flr-597	31	25	not	not	PART
flr-597	31	26	established	establish	VERB
flr-597	31	27	practical	practical	ADJ
flr-597	31	28	methods	method	NOUN
flr-597	31	29	for	for	ADP
flr-597	31	30	measuring	measure	VERB
flr-597	31	31	collaborative	collaborative	ADJ
flr-597	31	32	interactions	interaction	NOUN
flr-597	31	33	through	through	ADP
flr-597	31	34	such	such	ADJ
flr-597	31	35	files	file	NOUN
flr-597	31	36	.	.	PUNCT
flr-597	32	1	this	this	DET
flr-597	32	2	study	study	NOUN
flr-597	32	3	used	use	VERB
flr-597	32	4	cluster	cluster	NOUN
flr-597	32	5	analysis	analysis	NOUN
flr-597	32	6	heatmaps	heatmap	NOUN
flr-597	32	7	to	to	ADP
flr-597	32	8	group	group	NOUN
flr-597	32	9	patterns	pattern	NOUN
flr-597	32	10	of	of	ADP
flr-597	32	11	interactions	interaction	NOUN
flr-597	32	12	and	and	CCONJ
flr-597	32	13	visualize	visualize	VERB
flr-597	32	14	log	log	NOUN
flr-597	32	15	data	datum	NOUN
flr-597	32	16	.	.	PUNCT
flr-597	33	1	cluster	cluster	NOUN
flr-597	33	2	analysis	analysis	NOUN
flr-597	33	3	is	be	AUX
flr-597	33	4	a	a	DET
flr-597	33	5	descriptive	descriptive	ADJ
flr-597	33	6	data	data	NOUN
flr-597	33	7	mining	mining	NOUN
flr-597	33	8	technique	technique	NOUN
flr-597	33	9	in	in	ADP
flr-597	33	10	which	which	PRON
flr-597	33	11	vectors	vector	NOUN
flr-597	33	12	of	of	ADP
flr-597	33	13	data	datum	NOUN
flr-597	33	14	for	for	ADP
flr-597	33	15	individuals	individual	NOUN
flr-597	33	16	within	within	ADP
flr-597	33	17	a	a	DET
flr-597	33	18	dataset	dataset	NOUN
flr-597	33	19	are	be	AUX
flr-597	33	20	patterned	pattern	VERB
flr-597	33	21	based	base	VERB
flr-597	33	22	on	on	ADP
flr-597	33	23	similarity	similarity	NOUN
flr-597	33	24	(	(	PUNCT
flr-597	33	25	alfredo	alfredo	NOUN
flr-597	33	26	et	et	PROPN
flr-597	33	27	al	al	PROPN
flr-597	33	28	.	.	PROPN
flr-597	33	29	,	,	PUNCT
flr-597	33	30	2010	2010	NUM
flr-597	33	31	;	;	PUNCT
flr-597	33	32	bowers	bower	NOUN
flr-597	33	33	,	,	PUNCT
flr-597	33	34	2010	2010	NUM
flr-597	33	35	;	;	PUNCT
flr-597	33	36	romesburg	romesburg	NOUN
flr-597	33	37	,	,	PUNCT
flr-597	33	38	1984	1984	NUM
flr-597	33	39	)	)	PUNCT
flr-597	33	40	.	.	PUNCT
flr-597	34	1	in	in	ADP
flr-597	34	2	this	this	DET
flr-597	34	3	study	study	NOUN
flr-597	34	4	,	,	PUNCT
flr-597	34	5	we	we	PRON
flr-597	34	6	used	use	VERB
flr-597	34	7	hierarchical	hierarchical	ADJ
flr-597	34	8	cluster	cluster	NOUN
flr-597	34	9	analysis	analysis	NOUN
flr-597	34	10	(	(	PUNCT
flr-597	34	11	hca	hca	NOUN
flr-597	34	12	)	)	PUNCT
flr-597	34	13	,	,	PUNCT
flr-597	34	14	which	which	PRON
flr-597	34	15	researchers	researcher	NOUN
flr-597	34	16	have	have	AUX
flr-597	34	17	shown	show	VERB
flr-597	34	18	work	work	NOUN
flr-597	34	19	well	well	ADV
flr-597	34	20	with	with	ADP
flr-597	34	21	education	education	NOUN
flr-597	34	22	data	datum	NOUN
flr-597	34	23	(	(	PUNCT
flr-597	34	24	bowers	bower	NOUN
flr-597	34	25	,	,	PUNCT
flr-597	34	26	2010	2010	NUM
flr-597	34	27	;	;	PUNCT
flr-597	34	28	lee	lee	PROPN
flr-597	34	29	et	et	PROPN
flr-597	34	30	al	al	PROPN
flr-597	34	31	.	.	PROPN
flr-597	34	32	,	,	PUNCT
flr-597	34	33	2016	2016	NUM
flr-597	34	34	)	)	PUNCT
flr-597	34	35	.	.	PUNCT
flr-597	35	1	here	here	ADV
flr-597	35	2	for	for	ADP
flr-597	35	3	the	the	DET
flr-597	35	4	hca	hca	NOUN
flr-597	35	5	,	,	PUNCT
flr-597	35	6	we	we	PRON
flr-597	35	7	used	use	VERB
flr-597	35	8	k	k	ADJ
flr-597	35	9	-	-	PUNCT
flr-597	35	10	means	means	NOUN
flr-597	35	11	clustering	cluster	VERB
flr-597	35	12	with	with	ADP
flr-597	35	13	average	average	ADJ
flr-597	35	14	linkage	linkage	NOUN
flr-597	35	15	as	as	ADP
flr-597	35	16	the	the	DET
flr-597	35	17	agglomeration	agglomeration	NOUN
flr-597	35	18	method	method	NOUN
flr-597	35	19	,	,	PUNCT
flr-597	35	20	which	which	PRON
flr-597	35	21	builds	build	VERB
flr-597	35	22	up	up	ADP
flr-597	35	23	a	a	DET
flr-597	35	24	hierarchical	hierarchical	ADJ
flr-597	35	25	“	"	PUNCT
flr-597	35	26	tree	tree	NOUN
flr-597	35	27	”	"	PUNCT
flr-597	35	28	of	of	ADP
flr-597	35	29	log	log	NOUN
flr-597	35	30	entries	entry	NOUN
flr-597	35	31	by	by	ADP
flr-597	35	32	recursively	recursively	ADV
flr-597	35	33	merging	merge	VERB
flr-597	35	34	those	those	DET
flr-597	35	35	entries	entry	NOUN
flr-597	35	36	that	that	PRON
flr-597	35	37	have	have	VERB
flr-597	35	38	higher	high	ADJ
flr-597	35	39	-	-	PUNCT
flr-597	35	40	than	than	ADP
flr-597	35	41	-	-	PUNCT
flr-597	35	42	average	average	ADJ
flr-597	35	43	pairwise	pairwise	NOUN
flr-597	35	44	similarities	similarity	NOUN
flr-597	35	45	.	.	PUNCT
flr-597	36	1	the	the	DET
flr-597	36	2	resulting	result	VERB
flr-597	36	3	branches	branch	NOUN
flr-597	36	4	indicate	indicate	VERB
flr-597	36	5	the	the	DET
flr-597	36	6	dominant	dominant	ADJ
flr-597	36	7	clusters	cluster	NOUN
flr-597	36	8	of	of	ADP
flr-597	36	9	patterns	pattern	NOUN
flr-597	36	10	present	present	ADJ
flr-597	36	11	in	in	ADP
flr-597	36	12	the	the	DET
flr-597	36	13	logs	log	NOUN
flr-597	36	14	.	.	PUNCT
flr-597	37	1	additionally	additionally	ADV
flr-597	37	2	,	,	PUNCT
flr-597	37	3	we	we	PRON
flr-597	37	4	visualized	visualize	VERB
flr-597	37	5	the	the	DET
flr-597	37	6	data	datum	NOUN
flr-597	37	7	with	with	ADP
flr-597	37	8	hca	hca	ADJ
flr-597	37	9	heatmaps	heatmap	NOUN
flr-597	37	10	(	(	PUNCT
flr-597	37	11	bowers	bower	NOUN
flr-597	37	12	,	,	PUNCT
flr-597	37	13	2010	2010	NUM
flr-597	37	14	;	;	PUNCT
flr-597	37	15	lee	lee	PROPN
flr-597	37	16	et	et	PROPN
flr-597	37	17	al	al	PROPN
flr-597	37	18	.	.	PROPN
flr-597	37	19	,	,	PUNCT
flr-597	37	20	2016	2016	NUM
flr-597	37	21	)	)	PUNCT
flr-597	37	22	.	.	PUNCT
flr-597	38	1	cluster	cluster	NOUN
flr-597	38	2	analysis	analysis	NOUN
flr-597	38	3	heatmaps	heatmap	NOUN
flr-597	38	4	are	be	AUX
flr-597	38	5	a	a	DET
flr-597	38	6	well	well	ADV
flr-597	38	7	-	-	PUNCT
flr-597	38	8	established	establish	VERB
flr-597	38	9	means	mean	NOUN
flr-597	38	10	to	to	PART
flr-597	38	11	visualize	visualize	VERB
flr-597	38	12	high	high	ADJ
flr-597	38	13	-	-	PUNCT
flr-597	38	14	dimensionality	dimensionality	NOUN
flr-597	38	15	patterns	pattern	NOUN
flr-597	38	16	in	in	ADP
flr-597	38	17	data	datum	NOUN
flr-597	38	18	while	while	SCONJ
flr-597	38	19	retaining	retain	VERB
flr-597	38	20	and	and	CCONJ
flr-597	38	21	displaying	display	VERB
flr-597	38	22	individual	individual	ADJ
flr-597	38	23	data	datum	NOUN
flr-597	38	24	points	point	NOUN
flr-597	38	25	in	in	ADP
flr-597	38	26	their	their	PRON
flr-597	38	27	context	context	NOUN
flr-597	38	28	and	and	CCONJ
flr-597	38	29	examining	examine	VERB
flr-597	38	30	fine	fine	ADV
flr-597	38	31	-	-	PUNCT
flr-597	38	32	grained	grain	VERB
flr-597	38	33	patterns	pattern	NOUN
flr-597	38	34	in	in	ADP
flr-597	38	35	the	the	DET
flr-597	38	36	data	datum	NOUN
flr-597	38	37	and	and	CCONJ
flr-597	38	38	identifying	identify	VERB
flr-597	38	39	overall	overall	ADJ
flr-597	38	40	informative	informative	ADJ
flr-597	38	41	clusters	cluster	NOUN
flr-597	38	42	(	(	PUNCT
flr-597	38	43	wilkinson	wilkinson	PROPN
flr-597	38	44	&	&	CCONJ
flr-597	38	45	friendly	friendly	ADJ
flr-597	38	46	,	,	PUNCT
flr-597	38	47	2009	2009	NUM
flr-597	38	48	)	)	PUNCT
flr-597	38	49	.	.	PUNCT
flr-597	39	1	cluster	cluster	NOUN
flr-597	39	2	analysis	analysis	NOUN
flr-597	39	3	is	be	AUX
flr-597	39	4	incredibly	incredibly	ADV
flr-597	39	5	helpful	helpful	ADJ
flr-597	39	6	for	for	ADP
flr-597	39	7	exploring	explore	VERB
flr-597	39	8	under	under	ADV
flr-597	39	9	-	-	PUNCT
flr-597	39	10	studied	study	VERB
flr-597	39	11	phenomena	phenomenon	NOUN
flr-597	39	12	,	,	PUNCT
flr-597	39	13	like	like	ADP
flr-597	39	14	student	student	NOUN
flr-597	39	15	programming	programming	NOUN
flr-597	39	16	styles	style	NOUN
flr-597	39	17	(	(	PUNCT
flr-597	39	18	berland	berland	PROPN
flr-597	39	19	et	et	PROPN
flr-597	39	20	al	al	PROPN
flr-597	39	21	.	.	PROPN
flr-597	39	22	,	,	PUNCT
flr-597	39	23	2013	2013	NUM
flr-597	39	24	)	)	PUNCT
flr-597	39	25	,	,	PUNCT
flr-597	39	26	expert	expert	NOUN
flr-597	39	27	and	and	CCONJ
flr-597	39	28	novice	novice	NOUN
flr-597	39	29	practices	practice	NOUN
flr-597	39	30	in	in	ADP
flr-597	39	31	maker	maker	NOUN
flr-597	39	32	activities	activity	NOUN
flr-597	39	33	(	(	PUNCT
flr-597	39	34	blikstein	blikstein	ADJ
flr-597	39	35	,	,	PUNCT
flr-597	39	36	2013	2013	NUM
flr-597	39	37	)	)	PUNCT
flr-597	39	38	,	,	PUNCT
flr-597	39	39	and	and	CCONJ
flr-597	39	40	how	how	SCONJ
flr-597	39	41	students	student	NOUN
flr-597	39	42	use	use	VERB
flr-597	39	43	exploratory	exploratory	ADJ
flr-597	39	44	learning	learn	VERB
flr-597	39	45	environments	environment	NOUN
flr-597	39	46	(	(	PUNCT
flr-597	39	47	amershi	amershi	PROPN
flr-597	39	48	&	&	CCONJ
flr-597	39	49	conati	conati	PROPN
flr-597	39	50	,	,	PUNCT
flr-597	39	51	2009	2009	NUM
flr-597	39	52	)	)	PUNCT
flr-597	39	53	.	.	PUNCT
flr-597	40	1	researchers	researcher	NOUN
flr-597	40	2	have	have	AUX
flr-597	40	3	also	also	ADV
flr-597	40	4	used	use	VERB
flr-597	40	5	heatmaps	heatmap	NOUN
flr-597	40	6	to	to	PART
flr-597	40	7	highlight	highlight	VERB
flr-597	40	8	patterns	pattern	NOUN
flr-597	40	9	in	in	ADP
flr-597	40	10	teamwork	teamwork	NOUN
flr-597	40	11	and	and	CCONJ
flr-597	40	12	participation	participation	NOUN
flr-597	40	13	(	(	PUNCT
flr-597	40	14	upton	upton	PROPN
flr-597	40	15	&	&	CCONJ
flr-597	40	16	kay	kay	PROPN
flr-597	40	17	,	,	PUNCT
flr-597	40	18	2009	2009	NUM
flr-597	40	19	)	)	PUNCT
flr-597	40	20	.	.	PUNCT
flr-597	41	1	2	2	X
flr-597	41	2	.	.	X
flr-597	41	3	methods	method	NOUN
flr-597	41	4	2.1	2.1	NUM
flr-597	41	5	logfile	logfile	PROPN
flr-597	41	6	data	datum	NOUN
flr-597	41	7	using	use	VERB
flr-597	41	8	the	the	DET
flr-597	41	9	adage	adage	NOUN
flr-597	41	10	system	system	NOUN
flr-597	41	11	(	(	PUNCT
flr-597	41	12	lyons	lyon	NOUN
flr-597	41	13	,	,	PUNCT
flr-597	41	14	2014	2014	NUM
flr-597	41	15	)	)	PUNCT
flr-597	41	16	,	,	PUNCT
flr-597	41	17	the	the	DET
flr-597	41	18	oztoc	oztoc	ADJ
flr-597	41	19	table	table	NOUN
flr-597	41	20	tracks	track	VERB
flr-597	41	21	the	the	DET
flr-597	41	22	movement	movement	NOUN
flr-597	41	23	,	,	PUNCT
flr-597	41	24	addition	addition	NOUN
flr-597	41	25	,	,	PUNCT
flr-597	41	26	and	and	CCONJ
flr-597	41	27	removal	removal	NOUN
flr-597	41	28	of	of	ADP
flr-597	41	29	blocks	block	NOUN
flr-597	41	30	(	(	PUNCT
flr-597	41	31	or	or	CCONJ
flr-597	41	32	circuit	circuit	NOUN
flr-597	41	33	“	"	PUNCT
flr-597	41	34	components	component	NOUN
flr-597	41	35	”	"	PUNCT
flr-597	41	36	)	)	PUNCT
flr-597	41	37	from	from	ADP
flr-597	41	38	the	the	DET
flr-597	41	39	table	table	NOUN
flr-597	41	40	.	.	PUNCT
flr-597	42	1	it	it	PRON
flr-597	42	2	also	also	ADV
flr-597	42	3	records	record	VERB
flr-597	42	4	actions	action	NOUN
flr-597	42	5	performed	perform	VERB
flr-597	42	6	with	with	ADP
flr-597	42	7	the	the	DET
flr-597	42	8	blocks	block	NOUN
flr-597	42	9	while	while	SCONJ
flr-597	42	10	on	on	ADP
flr-597	42	11	the	the	DET
flr-597	42	12	table	table	NOUN
flr-597	42	13	(	(	PUNCT
flr-597	42	14	e.g.	e.g.	ADV
flr-597	42	15	,	,	PUNCT
flr-597	42	16	connections	connection	NOUN
flr-597	42	17	between	between	ADP
flr-597	42	18	components	component	NOUN
flr-597	42	19	)	)	PUNCT
flr-597	42	20	.	.	PUNCT
flr-597	43	1	the	the	DET
flr-597	43	2	program	program	NOUN
flr-597	43	3	logs	log	VERB
flr-597	43	4	each	each	DET
flr-597	43	5	event	event	NOUN
flr-597	43	6	with	with	ADP
flr-597	43	7	a	a	DET
flr-597	43	8	timestamp	timestamp	NOUN
flr-597	43	9	and	and	CCONJ
flr-597	43	10	x	x	NOUN
flr-597	43	11	-	-	PUNCT
flr-597	43	12	y	y	PROPN
flr-597	43	13	coordinates	coordinate	NOUN
flr-597	43	14	for	for	ADP
flr-597	43	15	four	four	NUM
flr-597	43	16	types	type	NOUN
flr-597	43	17	of	of	ADP
flr-597	43	18	circuit	circuit	NOUN
flr-597	43	19	component	component	NOUN
flr-597	43	20	blocks	block	NOUN
flr-597	43	21	(	(	PUNCT
flr-597	43	22	resistors	resistor	NOUN
flr-597	43	23	,	,	PUNCT
flr-597	43	24	batteries	battery	NOUN
flr-597	43	25	,	,	PUNCT
flr-597	43	26	leds	led	NOUN
flr-597	43	27	,	,	PUNCT
flr-597	43	28	and	and	CCONJ
flr-597	43	29	timers	timer	NOUN
flr-597	43	30	)	)	PUNCT
flr-597	43	31	.	.	PUNCT
flr-597	44	1	we	we	PRON
flr-597	44	2	computed	compute	VERB
flr-597	44	3	the	the	DET
flr-597	44	4	seconds	second	NOUN
flr-597	44	5	from	from	ADP
flr-597	44	6	the	the	DET
flr-597	44	7	timestamps	timestamp	NOUN
flr-597	44	8	since	since	SCONJ
flr-597	44	9	the	the	DET
flr-597	44	10	last	last	ADJ
flr-597	44	11	event	event	NOUN
flr-597	44	12	to	to	PART
flr-597	44	13	determine	determine	VERB
flr-597	44	14	the	the	DET
flr-597	44	15	movement	movement	NOUN
flr-597	44	16	rate	rate	NOUN
flr-597	44	17	of	of	ADP
flr-597	44	18	pieces	piece	NOUN
flr-597	44	19	,	,	PUNCT
flr-597	44	20	which	which	PRON
flr-597	44	21	we	we	PRON
flr-597	44	22	use	use	VERB
flr-597	44	23	as	as	ADP
flr-597	44	24	a	a	DET
flr-597	44	25	proxy	proxy	NOUN
flr-597	44	26	for	for	ADP
flr-597	44	27	the	the	DET
flr-597	44	28	players	player	NOUN
flr-597	44	29	’	'	PUNCT
flr-597	44	30	level	level	NOUN
flr-597	44	31	of	of	ADP
flr-597	44	32	activity	activity	NOUN
flr-597	44	33	.	.	PUNCT
flr-597	45	1	play	play	NOUN
flr-597	45	2	stations	station	NOUN
flr-597	45	3	,	,	PUNCT
flr-597	45	4	playerids	playerid	NOUN
flr-597	45	5	,	,	PUNCT
flr-597	45	6	and	and	CCONJ
flr-597	45	7	sessionids	sessionid	NOUN
flr-597	45	8	were	be	AUX
flr-597	45	9	assigned	assign	VERB
flr-597	45	10	as	as	ADP
flr-597	45	11	described	describe	VERB
flr-597	45	12	next	next	ADV
flr-597	45	13	.	.	PUNCT
flr-597	46	1	2.2	2.2	NUM
flr-597	46	2	identifying	identify	VERB
flr-597	46	3	unique	unique	ADJ
flr-597	46	4	users	user	NOUN
flr-597	46	5	understanding	understand	VERB
flr-597	46	6	user	user	NOUN
flr-597	46	7	behavior	behavior	NOUN
flr-597	46	8	through	through	ADP
flr-597	46	9	logfiles	logfiles	PROPN
flr-597	46	10	requires	require	VERB
flr-597	46	11	first	first	ADV
flr-597	46	12	determining	determine	VERB
flr-597	46	13	how	how	SCONJ
flr-597	46	14	to	to	PART
flr-597	46	15	demarcate	demarcate	VERB
flr-597	46	16	unique	unique	ADJ
flr-597	46	17	users	user	NOUN
flr-597	46	18	in	in	ADP
flr-597	46	19	both	both	DET
flr-597	46	20	space	space	NOUN
flr-597	46	21	and	and	CCONJ
flr-597	46	22	time	time	NOUN
flr-597	46	23	(	(	PUNCT
flr-597	46	24	block	block	NOUN
flr-597	46	25	et	et	PROPN
flr-597	46	26	al	al	PROPN
flr-597	46	27	.	.	PROPN
flr-597	46	28	,	,	PUNCT
flr-597	46	29	2015	2015	NUM
flr-597	46	30	;	;	PUNCT
flr-597	46	31	tissenbaum	tissenbaum	PROPN
flr-597	46	32	et	et	PROPN
flr-597	46	33	al	al	PROPN
flr-597	46	34	.	.	PROPN
flr-597	46	35	,	,	PUNCT
flr-597	46	36	2016	2016	NUM
flr-597	46	37	)	)	PUNCT
flr-597	46	38	.	.	PUNCT
flr-597	47	1	oztoc	oztoc	PROPN
flr-597	47	2	does	do	AUX
flr-597	47	3	not	not	PART
flr-597	47	4	constrain	constrain	VERB
flr-597	47	5	users	user	NOUN
flr-597	47	6	to	to	PART
flr-597	47	7	delimited	delimit	VERB
flr-597	47	8	stations	station	NOUN
flr-597	47	9	around	around	ADP
flr-597	47	10	the	the	DET
flr-597	47	11	table	table	NOUN
flr-597	47	12	,	,	PUNCT
flr-597	47	13	but	but	CCONJ
flr-597	47	14	the	the	DET
flr-597	47	15	visual	visual	ADJ
flr-597	47	16	design	design	NOUN
flr-597	47	17	divides	divide	VERB
flr-597	47	18	the	the	DET
flr-597	47	19	table	table	NOUN
flr-597	47	20	into	into	ADP
flr-597	47	21	four	four	NUM
flr-597	47	22	labeled	label	VERB
flr-597	47	23	play	play	NOUN
flr-597	47	24	stations	station	NOUN
flr-597	47	25	associated	associate	VERB
flr-597	47	26	with	with	ADP
flr-597	47	27	player	player	NOUN
flr-597	47	28	feedback	feedback	NOUN
flr-597	47	29	displayed	display	VERB
flr-597	47	30	on	on	ADP
flr-597	47	31	a	a	DET
flr-597	47	32	large	large	ADJ
flr-597	47	33	scoreboard	scoreboard	ADJ
flr-597	47	34	screen	screen	NOUN
flr-597	47	35	.	.	PUNCT
flr-597	48	1	informal	informal	ADJ
flr-597	48	2	observations	observation	NOUN
flr-597	48	3	indicated	indicate	VERB
flr-597	48	4	that	that	SCONJ
flr-597	48	5	users	user	NOUN
flr-597	48	6	tended	tend	VERB
flr-597	48	7	to	to	PART
flr-597	48	8	respond	respond	VERB
flr-597	48	9	to	to	ADP
flr-597	48	10	these	these	DET
flr-597	48	11	design	design	NOUN
flr-597	48	12	cues	cue	NOUN
flr-597	48	13	and	and	CCONJ
flr-597	48	14	occupy	occupy	VERB
flr-597	48	15	one	one	NUM
flr-597	48	16	“	"	PUNCT
flr-597	48	17	play	play	VERB
flr-597	48	18	station	station	NOUN
flr-597	48	19	,	,	PUNCT
flr-597	48	20	”	"	PUNCT
flr-597	48	21	limiting	limit	VERB
flr-597	48	22	block	block	NOUN
flr-597	48	23	manipulation	manipulation	NOUN
flr-597	48	24	and	and	CCONJ
flr-597	48	25	circuit	circuit	NOUN
flr-597	48	26	-	-	PUNCT
flr-597	48	27	construction	construction	NOUN
flr-597	48	28	activities	activity	NOUN
flr-597	48	29	to	to	ADP
flr-597	48	30	the	the	DET
flr-597	48	31	labeled	label	VERB
flr-597	48	32	space	space	NOUN
flr-597	48	33	.	.	PUNCT
flr-597	49	1	we	we	PRON
flr-597	49	2	confirmed	confirm	VERB
flr-597	49	3	this	this	PRON
flr-597	49	4	by	by	ADP
flr-597	49	5	charting	chart	VERB
flr-597	49	6	the	the	DET
flr-597	49	7	point	point	NOUN
flr-597	49	8	coordinates	coordinate	NOUN
flr-597	49	9	from	from	ADP
flr-597	49	10	all	all	DET
flr-597	49	11	the	the	DET
flr-597	49	12	events	event	NOUN
flr-597	49	13	to	to	ADP
flr-597	49	14	the	the	DET
flr-597	49	15	table	table	NOUN
flr-597	49	16	(	(	PUNCT
flr-597	49	17	figure	figure	NOUN
flr-597	49	18	2	2	NUM
flr-597	49	19	)	)	PUNCT
flr-597	49	20	.	.	PUNCT
flr-597	50	1	figure	figure	NOUN
flr-597	50	2	2	2	NUM
flr-597	50	3	.	.	PUNCT
flr-597	50	4	block	block	NOUN
flr-597	50	5	placements	placement	NOUN
flr-597	50	6	during	during	ADP
flr-597	50	7	play	play	NOUN
flr-597	50	8	,	,	PUNCT
flr-597	50	9	color	color	NOUN
flr-597	50	10	-	-	PUNCT
flr-597	50	11	coded	code	VERB
flr-597	50	12	by	by	ADP
flr-597	50	13	component	component	NOUN
flr-597	50	14	type	type	NOUN
flr-597	50	15	,	,	PUNCT
flr-597	50	16	fall	fall	VERB
flr-597	50	17	into	into	ADP
flr-597	50	18	four	four	NUM
flr-597	50	19	quadrants	quadrant	NOUN
flr-597	50	20	on	on	ADP
flr-597	50	21	the	the	DET
flr-597	50	22	touch	touch	NOUN
flr-597	50	23	-	-	PUNCT
flr-597	50	24	table	table	NOUN
flr-597	50	25	.	.	PUNCT
flr-597	51	1	this	this	DET
flr-597	51	2	map	map	NOUN
flr-597	51	3	confirms	confirm	VERB
flr-597	51	4	that	that	SCONJ
flr-597	51	5	players	player	NOUN
flr-597	51	6	rarely	rarely	ADV
flr-597	51	7	worked	work	VERB
flr-597	51	8	in	in	ADP
flr-597	51	9	the	the	DET
flr-597	51	10	middle	middle	NOUN
flr-597	51	11	of	of	ADP
flr-597	51	12	the	the	DET
flr-597	51	13	table	table	NOUN
flr-597	51	14	,	,	PUNCT
flr-597	51	15	which	which	PRON
flr-597	51	16	parallels	parallel	VERB
flr-597	51	17	findings	finding	NOUN
flr-597	51	18	from	from	ADP
flr-597	51	19	similar	similar	ADJ
flr-597	51	20	studies	study	NOUN
flr-597	51	21	of	of	ADP
flr-597	51	22	shared	share	VERB
flr-597	51	23	tabletop	tabletop	NOUN
flr-597	51	24	use	use	NOUN
flr-597	51	25	(	(	PUNCT
flr-597	51	26	martínez	martínez	PROPN
flr-597	51	27	maldonado	maldonado	PROPN
flr-597	51	28	et	et	PROPN
flr-597	51	29	al	al	PROPN
flr-597	51	30	.	.	PROPN
flr-597	51	31	,	,	PUNCT
flr-597	51	32	2010	2010	NUM
flr-597	51	33	)	)	PUNCT
flr-597	51	34	.	.	PUNCT
flr-597	52	1	this	this	PRON
flr-597	52	2	was	be	AUX
flr-597	52	3	important	important	ADJ
flr-597	52	4	for	for	SCONJ
flr-597	52	5	us	we	PRON
flr-597	52	6	to	to	PART
flr-597	52	7	confirm	confirm	VERB
flr-597	52	8	because	because	SCONJ
flr-597	52	9	the	the	DET
flr-597	52	10	features	feature	NOUN
flr-597	52	11	we	we	PRON
flr-597	52	12	cluster	cluster	VERB
flr-597	52	13	require	require	VERB
flr-597	52	14	that	that	SCONJ
flr-597	52	15	the	the	DET
flr-597	52	16	block	block	NOUN
flr-597	52	17	manipulations	manipulation	NOUN
flr-597	52	18	and	and	CCONJ
flr-597	52	19	circuit	circuit	NOUN
flr-597	52	20	completion	completion	NOUN
flr-597	52	21	events	event	NOUN
flr-597	52	22	can	can	AUX
flr-597	52	23	be	be	AUX
flr-597	52	24	attributed	attribute	VERB
flr-597	52	25	to	to	ADP
flr-597	52	26	a	a	DET
flr-597	52	27	specific	specific	ADJ
flr-597	52	28	user	user	NOUN
flr-597	52	29	.	.	PUNCT
flr-597	53	1	we	we	PRON
flr-597	53	2	also	also	ADV
flr-597	53	3	had	have	VERB
flr-597	53	4	to	to	PART
flr-597	53	5	identify	identify	VERB
flr-597	53	6	how	how	SCONJ
flr-597	53	7	to	to	PART
flr-597	53	8	demarcate	demarcate	VERB
flr-597	53	9	players	player	NOUN
flr-597	53	10	by	by	ADP
flr-597	53	11	time	time	NOUN
flr-597	53	12	since	since	SCONJ
flr-597	53	13	oztoc	oztoc	ADJ
flr-597	53	14	runs	run	VERB
flr-597	53	15	continually	continually	ADV
flr-597	53	16	and	and	CCONJ
flr-597	53	17	does	do	AUX
flr-597	53	18	not	not	PART
flr-597	53	19	have	have	VERB
flr-597	53	20	a	a	DET
flr-597	53	21	dedicated	dedicated	ADJ
flr-597	53	22	start	start	NOUN
flr-597	53	23	and	and	CCONJ
flr-597	53	24	stop	stop	VERB
flr-597	53	25	event	event	NOUN
flr-597	53	26	.	.	PUNCT
flr-597	54	1	to	to	PART
flr-597	54	2	determine	determine	VERB
flr-597	54	3	when	when	SCONJ
flr-597	54	4	visitors	visitor	NOUN
flr-597	54	5	likely	likely	ADV
flr-597	54	6	entered	enter	VERB
flr-597	54	7	or	or	CCONJ
flr-597	54	8	exited	exit	VERB
flr-597	54	9	the	the	DET
flr-597	54	10	exhibit	exhibit	NOUN
flr-597	54	11	,	,	PUNCT
flr-597	54	12	the	the	DET
flr-597	54	13	designers	designer	NOUN
flr-597	54	14	analyzed	analyze	VERB
flr-597	54	15	board	board	NOUN
flr-597	54	16	actions	action	NOUN
flr-597	54	17	on	on	ADP
flr-597	54	18	a	a	DET
flr-597	54	19	single	single	ADJ
flr-597	54	20	day	day	NOUN
flr-597	54	21	using	use	VERB
flr-597	54	22	a	a	DET
flr-597	54	23	script	script	NOUN
flr-597	54	24	with	with	ADP
flr-597	54	25	inactivity	inactivity	NOUN
flr-597	54	26	intervals	interval	NOUN
flr-597	54	27	ranging	range	VERB
flr-597	54	28	from	from	ADP
flr-597	54	29	10	10	NUM
flr-597	54	30	seconds	second	NOUN
flr-597	54	31	to	to	ADP
flr-597	54	32	120	120	NUM
flr-597	54	33	seconds	second	NOUN
flr-597	54	34	.	.	PUNCT
flr-597	55	1	they	they	PRON
flr-597	55	2	found	find	VERB
flr-597	55	3	that	that	SCONJ
flr-597	55	4	the	the	DET
flr-597	55	5	inactivity	inactivity	NOUN
flr-597	55	6	metric	metric	NOUN
flr-597	55	7	did	do	AUX
flr-597	55	8	not	not	PART
flr-597	55	9	change	change	VERB
flr-597	55	10	significantly	significantly	ADV
flr-597	55	11	,	,	PUNCT
flr-597	55	12	ranging	range	VERB
flr-597	55	13	from	from	ADP
flr-597	55	14	45	45	NUM
flr-597	55	15	to	to	PART
flr-597	55	16	120	120	NUM
flr-597	55	17	seconds	second	NOUN
flr-597	55	18	.	.	PUNCT
flr-597	56	1	to	to	PART
flr-597	56	2	validate	validate	VERB
flr-597	56	3	the	the	DET
flr-597	56	4	45	45	NUM
flr-597	56	5	-	-	PUNCT
flr-597	56	6	second	second	NOUN
flr-597	56	7	cutoff	cutoff	NOUN
flr-597	56	8	time	time	NOUN
flr-597	56	9	,	,	PUNCT
flr-597	56	10	they	they	PRON
flr-597	56	11	hand	hand	NOUN
flr-597	56	12	-	-	PUNCT
flr-597	56	13	labeled	label	VERB
flr-597	56	14	a	a	DET
flr-597	56	15	2	2	NUM
flr-597	56	16	-	-	PUNCT
flr-597	56	17	hour	hour	NOUN
flr-597	56	18	sample	sample	NOUN
flr-597	56	19	of	of	ADP
flr-597	56	20	video	video	NOUN
flr-597	56	21	data	datum	NOUN
flr-597	56	22	and	and	CCONJ
flr-597	56	23	found	find	VERB
flr-597	56	24	that	that	SCONJ
flr-597	56	25	it	it	PRON
flr-597	56	26	was	be	AUX
flr-597	56	27	100	100	NUM
flr-597	56	28	%	%	NOUN
flr-597	56	29	accurate	accurate	ADJ
flr-597	56	30	(	(	PUNCT
flr-597	56	31	tissenbaum	tissenbaum	PROPN
flr-597	56	32	et	et	PROPN
flr-597	56	33	al	al	PROPN
flr-597	56	34	.	.	PROPN
flr-597	56	35	,	,	PUNCT
flr-597	56	36	2016	2016	NUM
flr-597	56	37	)	)	PUNCT
flr-597	56	38	.	.	PUNCT
flr-597	57	1	therefore	therefore	ADV
flr-597	57	2	,	,	PUNCT
flr-597	57	3	lags	lag	VERB
flr-597	57	4	over	over	ADP
flr-597	57	5	45	45	NUM
flr-597	57	6	seconds	second	NOUN
flr-597	57	7	for	for	SCONJ
flr-597	57	8	all	all	DET
flr-597	57	9	four	four	NUM
flr-597	57	10	player	player	NOUN
flr-597	57	11	spaces	space	NOUN
flr-597	57	12	on	on	ADP
flr-597	57	13	the	the	DET
flr-597	57	14	table	table	NOUN
flr-597	57	15	triggered	trigger	VERB
flr-597	57	16	the	the	DET
flr-597	57	17	creation	creation	NOUN
flr-597	57	18	of	of	ADP
flr-597	57	19	a	a	DET
flr-597	57	20	new	new	ADJ
flr-597	57	21	group	group	NOUN
flr-597	57	22	of	of	ADP
flr-597	57	23	users	user	NOUN
flr-597	57	24	.	.	PUNCT
flr-597	58	1	3	3	X
flr-597	58	2	.	.	X
flr-597	58	3	data	datum	NOUN
flr-597	58	4	sources	source	NOUN
flr-597	58	5	the	the	DET
flr-597	58	6	data	datum	NOUN
flr-597	58	7	analyzed	analyze	VERB
flr-597	58	8	here	here	ADV
flr-597	58	9	are	be	AUX
flr-597	58	10	from	from	ADP
flr-597	58	11	an	an	DET
flr-597	58	12	open	open	ADJ
flr-597	58	13	-	-	PUNCT
flr-597	58	14	ended	end	VERB
flr-597	58	15	engineering	engineering	NOUN
flr-597	58	16	exhibit	exhibit	NOUN
flr-597	58	17	situated	situate	VERB
flr-597	58	18	at	at	ADP
flr-597	58	19	the	the	DET
flr-597	58	20	new	new	PROPN
flr-597	58	21	york	york	PROPN
flr-597	58	22	hall	hall	PROPN
flr-597	58	23	of	of	ADP
flr-597	58	24	science	science	NOUN
flr-597	58	25	(	(	PUNCT
flr-597	58	26	lyons	lyons	PROPN
flr-597	58	27	et	et	PROPN
flr-597	58	28	al	al	PROPN
flr-597	58	29	.	.	PROPN
flr-597	58	30	,	,	PUNCT
flr-597	58	31	2015	2015	NUM
flr-597	58	32	)	)	PUNCT
flr-597	58	33	.	.	PUNCT
flr-597	59	1	in	in	ADP
flr-597	59	2	the	the	DET
flr-597	59	3	exhibit	exhibit	NOUN
flr-597	59	4	,	,	PUNCT
flr-597	59	5	visitors	visitor	NOUN
flr-597	59	6	design	design	VERB
flr-597	59	7	and	and	CCONJ
flr-597	59	8	build	build	VERB
flr-597	59	9	glowing	glow	VERB
flr-597	59	10	fishing	fishing	NOUN
flr-597	59	11	lures	lur	NOUN
flr-597	59	12	to	to	PART
flr-597	59	13	attract	attract	VERB
flr-597	59	14	simulated	simulated	ADJ
flr-597	59	15	bioluminescent	bioluminescent	ADJ
flr-597	59	16	fish	fish	NOUN
flr-597	59	17	(	(	PUNCT
flr-597	59	18	figure	figure	NOUN
flr-597	59	19	3	3	NUM
flr-597	59	20	)	)	PUNCT
flr-597	59	21	.	.	PUNCT
flr-597	60	1	to	to	PART
flr-597	60	2	catch	catch	VERB
flr-597	60	3	all	all	DET
flr-597	60	4	the	the	DET
flr-597	60	5	different	different	ADJ
flr-597	60	6	fish	fish	NOUN
flr-597	60	7	,	,	PUNCT
flr-597	60	8	players	player	NOUN
flr-597	60	9	must	must	AUX
flr-597	60	10	experiment	experiment	VERB
flr-597	60	11	with	with	ADP
flr-597	60	12	creating	create	VERB
flr-597	60	13	circuits	circuit	NOUN
flr-597	60	14	with	with	ADP
flr-597	60	15	different	different	ADJ
flr-597	60	16	colors	color	NOUN
flr-597	60	17	and	and	CCONJ
flr-597	60	18	numbers	number	NOUN
flr-597	60	19	of	of	ADP
flr-597	60	20	leds	led	NOUN
flr-597	60	21	.	.	PUNCT
flr-597	61	1	wooden	wooden	ADJ
flr-597	61	2	blocks	block	NOUN
flr-597	61	3	represent	represent	VERB
flr-597	61	4	resistors	resistor	NOUN
flr-597	61	5	(	(	PUNCT
flr-597	61	6	1	1	NUM
flr-597	61	7	)	)	PUNCT
flr-597	61	8	,	,	PUNCT
flr-597	61	9	batteries	battery	NOUN
flr-597	61	10	(	(	PUNCT
flr-597	61	11	2	2	NUM
flr-597	61	12	)	)	PUNCT
flr-597	61	13	,	,	PUNCT
flr-597	61	14	timers	timer	NOUN
flr-597	61	15	(	(	PUNCT
flr-597	61	16	3	3	NUM
flr-597	61	17	)	)	PUNCT
flr-597	61	18	,	,	PUNCT
flr-597	61	19	and	and	CCONJ
flr-597	61	20	different	different	ADJ
flr-597	61	21	colored	colored	ADJ
flr-597	61	22	leds	led	NOUN
flr-597	61	23	(	(	PUNCT
flr-597	61	24	4	4	NUM
flr-597	61	25	)	)	PUNCT
flr-597	61	26	.	.	PUNCT
flr-597	62	1	participants	participant	NOUN
flr-597	62	2	make	make	VERB
flr-597	62	3	circuit	circuit	NOUN
flr-597	62	4	connections	connection	NOUN
flr-597	62	5	by	by	ADP
flr-597	62	6	bringing	bring	VERB
flr-597	62	7	the	the	DET
flr-597	62	8	blocks	block	NOUN
flr-597	62	9	’	'	PUNCT
flr-597	62	10	positive	positive	ADJ
flr-597	62	11	and	and	CCONJ
flr-597	62	12	negative	negative	ADJ
flr-597	62	13	terminals	terminal	NOUN
flr-597	62	14	in	in	ADP
flr-597	62	15	contact	contact	NOUN
flr-597	62	16	with	with	ADP
flr-597	62	17	one	one	NUM
flr-597	62	18	another	another	DET
flr-597	62	19	.	.	PUNCT
flr-597	63	1	creating	create	VERB
flr-597	63	2	a	a	DET
flr-597	63	3	successful	successful	ADJ
flr-597	63	4	circuit	circuit	NOUN
flr-597	63	5	causes	cause	VERB
flr-597	63	6	the	the	DET
flr-597	63	7	leds	led	NOUN
flr-597	63	8	to	to	PART
flr-597	63	9	glow	glow	VERB
flr-597	63	10	and	and	CCONJ
flr-597	63	11	lures	lure	VERB
flr-597	63	12	the	the	DET
flr-597	63	13	fish	fish	NOUN
flr-597	63	14	attracted	attract	VERB
flr-597	63	15	to	to	ADP
flr-597	63	16	that	that	DET
flr-597	63	17	light	light	NOUN
flr-597	63	18	out	out	ADP
flr-597	63	19	for	for	ADP
flr-597	63	20	cataloging	catalog	VERB
flr-597	63	21	.	.	PUNCT
flr-597	64	1	figure	figure	NOUN
flr-597	64	2	3	3	NUM
flr-597	64	3	.	.	PUNCT
flr-597	64	4	depiction	depiction	NOUN
flr-597	64	5	of	of	ADP
flr-597	64	6	the	the	DET
flr-597	64	7	oztoc	oztoc	NOUN
flr-597	64	8	exhibit	exhibit	NOUN
flr-597	64	9	.	.	PUNCT
flr-597	65	1	this	this	DET
flr-597	65	2	study	study	NOUN
flr-597	65	3	tests	test	VERB
flr-597	65	4	the	the	DET
flr-597	65	5	validity	validity	NOUN
flr-597	65	6	and	and	CCONJ
flr-597	65	7	utility	utility	NOUN
flr-597	65	8	of	of	ADP
flr-597	65	9	cluster	cluster	NOUN
flr-597	65	10	heatmapping	heatmappe	VERB
flr-597	65	11	for	for	ADP
flr-597	65	12	revealing	reveal	VERB
flr-597	65	13	group	group	NOUN
flr-597	65	14	interaction	interaction	NOUN
flr-597	65	15	patterns	pattern	NOUN
flr-597	65	16	by	by	ADP
flr-597	65	17	analyzing	analyze	VERB
flr-597	65	18	records	record	NOUN
flr-597	65	19	from	from	ADP
flr-597	65	20	a	a	DET
flr-597	65	21	single	single	ADJ
flr-597	65	22	afternoon	afternoon	NOUN
flr-597	65	23	of	of	ADP
flr-597	65	24	exhibit	exhibit	NOUN
flr-597	65	25	usage	usage	NOUN
flr-597	65	26	.	.	PUNCT
flr-597	66	1	in	in	ADP
flr-597	66	2	the	the	DET
flr-597	66	3	133	133	NUM
flr-597	66	4	minutes	minute	NOUN
flr-597	66	5	of	of	ADP
flr-597	66	6	recorded	record	VERB
flr-597	66	7	interactions	interaction	NOUN
flr-597	66	8	during	during	ADP
flr-597	66	9	that	that	DET
flr-597	66	10	period	period	NOUN
flr-597	66	11	,	,	PUNCT
flr-597	66	12	6,077	6,077	NUM
flr-597	66	13	unique	unique	ADJ
flr-597	66	14	events	event	NOUN
flr-597	66	15	were	be	AUX
flr-597	66	16	logged	log	VERB
flr-597	66	17	as	as	SCONJ
flr-597	66	18	described	describe	VERB
flr-597	66	19	above	above	ADV
flr-597	66	20	.	.	PUNCT
flr-597	67	1	4	4	X
flr-597	67	2	.	.	X
flr-597	67	3	results	result	NOUN
flr-597	67	4	with	with	ADP
flr-597	67	5	players	player	NOUN
flr-597	67	6	and	and	CCONJ
flr-597	67	7	play	play	VERB
flr-597	67	8	stations	station	NOUN
flr-597	67	9	defined	define	VERB
flr-597	67	10	,	,	PUNCT
flr-597	67	11	we	we	PRON
flr-597	67	12	restructured	restructure	VERB
flr-597	67	13	the	the	DET
flr-597	67	14	dataset	dataset	NOUN
flr-597	67	15	into	into	ADP
flr-597	67	16	10	10	NUM
flr-597	67	17	-	-	PUNCT
flr-597	67	18	second	second	NOUN
flr-597	67	19	intervals	interval	NOUN
flr-597	67	20	of	of	ADP
flr-597	67	21	“	"	PUNCT
flr-597	67	22	playtime	playtime	NOUN
flr-597	67	23	.	.	PUNCT
flr-597	67	24	”	"	PUNCT
flr-597	67	25	figure	figure	VERB
flr-597	67	26	4	4	NUM
flr-597	67	27	displays	display	VERB
flr-597	67	28	players	player	NOUN
flr-597	67	29	as	as	ADP
flr-597	67	30	rows	row	NOUN
flr-597	67	31	and	and	CCONJ
flr-597	67	32	each	each	PRON
flr-597	67	33	of	of	ADP
flr-597	67	34	the	the	DET
flr-597	67	35	fifty	fifty	NUM
flr-597	67	36	10	10	NUM
flr-597	67	37	-	-	PUNCT
flr-597	67	38	second	second	NOUN
flr-597	67	39	timeslices	timeslice	NOUN
flr-597	67	40	as	as	ADP
flr-597	67	41	columns	column	NOUN
flr-597	67	42	,	,	PUNCT
flr-597	67	43	with	with	ADP
flr-597	67	44	a	a	DET
flr-597	67	45	brighter	bright	ADJ
flr-597	67	46	red	red	NOUN
flr-597	67	47	indicating	indicate	VERB
flr-597	67	48	20	20	NUM
flr-597	67	49	or	or	CCONJ
flr-597	67	50	more	more	ADJ
flr-597	67	51	actions	action	NOUN
flr-597	67	52	within	within	ADP
flr-597	67	53	those	those	DET
flr-597	67	54	10	10	NUM
flr-597	67	55	seconds	second	NOUN
flr-597	67	56	,	,	PUNCT
flr-597	67	57	and	and	CCONJ
flr-597	67	58	white	white	ADJ
flr-597	67	59	indicates	indicate	VERB
flr-597	67	60	no	no	DET
flr-597	67	61	data	datum	NOUN
flr-597	67	62	.	.	PUNCT
flr-597	68	1	“	"	PUNCT
flr-597	68	2	actions	action	NOUN
flr-597	68	3	”	"	PUNCT
flr-597	68	4	are	be	AUX
flr-597	68	5	defined	define	VERB
flr-597	68	6	as	as	ADP
flr-597	68	7	any	any	DET
flr-597	68	8	logged	logged	ADJ
flr-597	68	9	event	event	NOUN
flr-597	68	10	in	in	ADP
flr-597	68	11	that	that	DET
flr-597	68	12	player	player	NOUN
flr-597	68	13	’s	’s	PART
flr-597	68	14	playstation	playstation	NOUN
flr-597	68	15	during	during	ADP
flr-597	68	16	that	that	DET
flr-597	68	17	10	10	NUM
flr-597	68	18	seconds	second	NOUN
flr-597	68	19	.	.	PUNCT
flr-597	69	1	the	the	DET
flr-597	69	2	clusters	cluster	NOUN
flr-597	69	3	were	be	AUX
flr-597	69	4	formed	form	VERB
flr-597	69	5	by	by	ADP
flr-597	69	6	cross	cross	NOUN
flr-597	69	7	comparing	compare	VERB
flr-597	69	8	the	the	DET
flr-597	69	9	activity	activity	NOUN
flr-597	69	10	levels	level	NOUN
flr-597	69	11	in	in	ADP
flr-597	69	12	these	these	DET
flr-597	69	13	player	player	NOUN
flr-597	69	14	“	"	PUNCT
flr-597	69	15	trajectories	trajectory	NOUN
flr-597	69	16	”	"	PUNCT
flr-597	69	17	to	to	PART
flr-597	69	18	investigate	investigate	VERB
flr-597	69	19	whether	whether	SCONJ
flr-597	69	20	players	player	NOUN
flr-597	69	21	engage	engage	VERB
flr-597	69	22	with	with	ADP
flr-597	69	23	the	the	DET
flr-597	69	24	table	table	NOUN
flr-597	69	25	with	with	ADP
flr-597	69	26	the	the	DET
flr-597	69	27	same	same	ADJ
flr-597	69	28	patterns	pattern	NOUN
flr-597	69	29	of	of	ADP
flr-597	69	30	intensity	intensity	NOUN
flr-597	69	31	over	over	ADP
flr-597	69	32	time	time	NOUN
flr-597	69	33	.	.	PUNCT
flr-597	70	1	the	the	DET
flr-597	70	2	annotations	annotation	NOUN
flr-597	70	3	to	to	ADP
flr-597	70	4	the	the	DET
flr-597	70	5	heatmap	heatmap	NOUN
flr-597	70	6	’s	’s	PART
flr-597	70	7	right	right	NOUN
flr-597	70	8	are	be	AUX
flr-597	70	9	labels	label	NOUN
flr-597	70	10	and	and	CCONJ
flr-597	70	11	were	be	AUX
flr-597	70	12	not	not	PART
flr-597	70	13	used	use	VERB
flr-597	70	14	to	to	PART
flr-597	70	15	group	group	VERB
flr-597	70	16	the	the	DET
flr-597	70	17	player	player	NOUN
flr-597	70	18	trajectories	trajectorie	VERB
flr-597	70	19	.	.	PUNCT
flr-597	71	1	“	"	PUNCT
flr-597	71	2	#	#	ADJ
flr-597	71	3	circuits	circuit	NOUN
flr-597	71	4	”	"	PUNCT
flr-597	71	5	represent	represent	VERB
flr-597	71	6	the	the	DET
flr-597	71	7	total	total	ADJ
flr-597	71	8	number	number	NOUN
flr-597	71	9	of	of	ADP
flr-597	71	10	circuits	circuit	NOUN
flr-597	71	11	created	create	VERB
flr-597	71	12	by	by	ADP
flr-597	71	13	that	that	DET
flr-597	71	14	player	player	NOUN
flr-597	71	15	,	,	PUNCT
flr-597	71	16	with	with	ADP
flr-597	71	17	the	the	DET
flr-597	71	18	brighter	bright	ADJ
flr-597	71	19	red	red	NOUN
flr-597	71	20	indicating	indicate	VERB
flr-597	71	21	more	more	ADJ
flr-597	71	22	circuits	circuit	NOUN
flr-597	71	23	created	create	VERB
flr-597	71	24	.	.	PUNCT
flr-597	72	1	“	"	PUNCT
flr-597	72	2	#	#	ADJ
flr-597	72	3	circuits	circuit	NOUN
flr-597	72	4	per	per	ADP
flr-597	72	5	sec	sec	PROPN
flr-597	72	6	”	"	PUNCT
flr-597	72	7	shows	show	VERB
flr-597	72	8	the	the	DET
flr-597	72	9	total	total	ADJ
flr-597	72	10	number	number	NOUN
flr-597	72	11	of	of	ADP
flr-597	72	12	circuits	circuit	NOUN
flr-597	72	13	created	create	VERB
flr-597	72	14	per	per	ADP
flr-597	72	15	second	second	NOUN
flr-597	72	16	.	.	PUNCT
flr-597	73	1	the	the	DET
flr-597	73	2	last	last	ADJ
flr-597	73	3	four	four	NUM
flr-597	73	4	annotation	annotation	NOUN
flr-597	73	5	columns	column	NOUN
flr-597	73	6	on	on	ADP
flr-597	73	7	the	the	DET
flr-597	73	8	far	far	ADJ
flr-597	73	9	right	right	NOUN
flr-597	73	10	indicate	indicate	VERB
flr-597	73	11	how	how	SCONJ
flr-597	73	12	many	many	ADJ
flr-597	73	13	other	other	ADJ
flr-597	73	14	simultaneous	simultaneous	ADJ
flr-597	73	15	players	player	NOUN
flr-597	73	16	were	be	AUX
flr-597	73	17	present	present	ADJ
flr-597	73	18	with	with	ADP
flr-597	73	19	that	that	DET
flr-597	73	20	player	player	NOUN
flr-597	73	21	.	.	PUNCT
flr-597	74	1	figure	figure	VERB
flr-597	74	2	4	4	NUM
flr-597	74	3	shows	show	VERB
flr-597	74	4	that	that	SCONJ
flr-597	74	5	when	when	SCONJ
flr-597	74	6	individual	individual	ADJ
flr-597	74	7	player	player	NOUN
flr-597	74	8	trajectories	trajectory	NOUN
flr-597	74	9	are	be	AUX
flr-597	74	10	clustered	cluster	VERB
flr-597	74	11	by	by	ADP
flr-597	74	12	similarity	similarity	NOUN
flr-597	74	13	,	,	PUNCT
flr-597	74	14	there	there	PRON
flr-597	74	15	are	be	VERB
flr-597	74	16	at	at	ADV
flr-597	74	17	least	least	ADV
flr-597	74	18	three	three	NUM
flr-597	74	19	different	different	ADJ
flr-597	74	20	patterns	pattern	NOUN
flr-597	74	21	with	with	ADP
flr-597	74	22	different	different	ADJ
flr-597	74	23	“	"	PUNCT
flr-597	74	24	outcomes	outcome	NOUN
flr-597	74	25	”	"	PUNCT
flr-597	74	26	(	(	PUNCT
flr-597	74	27	measured	measure	VERB
flr-597	74	28	by	by	ADP
flr-597	74	29	circuits	circuit	NOUN
flr-597	74	30	created	create	VERB
flr-597	74	31	)	)	PUNCT
flr-597	74	32	.	.	PUNCT
flr-597	75	1	the	the	DET
flr-597	75	2	longest	long	ADJ
flr-597	75	3	and	and	CCONJ
flr-597	75	4	most	most	ADV
flr-597	75	5	active	active	ADJ
flr-597	75	6	clusters	cluster	NOUN
flr-597	75	7	only	only	ADV
flr-597	75	8	occur	occur	VERB
flr-597	75	9	when	when	SCONJ
flr-597	75	10	there	there	PRON
flr-597	75	11	are	be	VERB
flr-597	75	12	four	four	NUM
flr-597	75	13	players	player	NOUN
flr-597	75	14	.	.	PUNCT
flr-597	76	1	the	the	DET
flr-597	76	2	players	player	NOUN
flr-597	76	3	depicted	depict	VERB
flr-597	76	4	in	in	ADP
flr-597	76	5	cluster	cluster	NOUN
flr-597	76	6	3	3	NUM
flr-597	76	7	(	(	PUNCT
flr-597	76	8	figure	figure	NOUN
flr-597	76	9	4	4	NUM
flr-597	76	10	,	,	PUNCT
flr-597	76	11	bottom	bottom	ADJ
flr-597	76	12	)	)	PUNCT
flr-597	76	13	use	use	NOUN
flr-597	76	14	oztoc	oztoc	NOUN
flr-597	76	15	for	for	ADP
flr-597	76	16	10	10	NUM
flr-597	76	17	seconds	second	NOUN
flr-597	76	18	to	to	ADP
flr-597	76	19	one	one	NUM
flr-597	76	20	minute	minute	NOUN
flr-597	76	21	.	.	PUNCT
flr-597	77	1	these	these	DET
flr-597	77	2	players	player	NOUN
flr-597	77	3	usually	usually	ADV
flr-597	77	4	play	play	VERB
flr-597	77	5	with	with	ADP
flr-597	77	6	few	few	ADJ
flr-597	77	7	other	other	ADJ
flr-597	77	8	simultaneous	simultaneous	ADJ
flr-597	77	9	players	player	NOUN
flr-597	77	10	and	and	CCONJ
flr-597	77	11	make	make	VERB
flr-597	77	12	few	few	ADJ
flr-597	77	13	(	(	PUNCT
flr-597	77	14	if	if	SCONJ
flr-597	77	15	any	any	PRON
flr-597	77	16	)	)	PUNCT
flr-597	77	17	circuits	circuit	NOUN
flr-597	77	18	.	.	PUNCT
flr-597	78	1	cluster	cluster	NOUN
flr-597	78	2	1	1	NUM
flr-597	78	3	(	(	PUNCT
flr-597	78	4	figure	figure	NOUN
flr-597	78	5	4	4	NUM
flr-597	78	6	,	,	PUNCT
flr-597	78	7	top	top	ADJ
flr-597	78	8	)	)	PUNCT
flr-597	78	9	players	player	NOUN
flr-597	78	10	have	have	AUX
flr-597	78	11	longer	long	ADV
flr-597	78	12	play	play	VERB
flr-597	78	13	sessions	session	NOUN
flr-597	78	14	in	in	ADP
flr-597	78	15	which	which	PRON
flr-597	78	16	there	there	PRON
flr-597	78	17	is	be	VERB
flr-597	78	18	a	a	DET
flr-597	78	19	consistent	consistent	ADJ
flr-597	78	20	level	level	NOUN
flr-597	78	21	of	of	ADP
flr-597	78	22	activity	activity	NOUN
flr-597	78	23	,	,	PUNCT
flr-597	78	24	and	and	CCONJ
flr-597	78	25	players	player	NOUN
flr-597	78	26	make	make	VERB
flr-597	78	27	many	many	ADJ
flr-597	78	28	circuits	circuit	NOUN
flr-597	78	29	.	.	PUNCT
flr-597	79	1	cluster	cluster	NOUN
flr-597	79	2	2	2	NUM
flr-597	79	3	(	(	PUNCT
flr-597	79	4	figure	figure	NOUN
flr-597	79	5	4	4	NUM
flr-597	79	6	,	,	PUNCT
flr-597	79	7	middle	middle	ADJ
flr-597	79	8	)	)	PUNCT
flr-597	79	9	players	player	NOUN
flr-597	79	10	make	make	VERB
flr-597	79	11	the	the	DET
flr-597	79	12	most	most	ADJ
flr-597	79	13	circuits	circuit	NOUN
flr-597	79	14	and	and	CCONJ
flr-597	79	15	have	have	VERB
flr-597	79	16	the	the	DET
flr-597	79	17	highest	high	ADJ
flr-597	79	18	activity	activity	NOUN
flr-597	79	19	per	per	ADP
flr-597	79	20	10	10	NUM
flr-597	79	21	-	-	PUNCT
flr-597	79	22	second	second	NOUN
flr-597	79	23	intervals	interval	NOUN
flr-597	79	24	.	.	PUNCT
flr-597	80	1	these	these	DET
flr-597	80	2	players	player	NOUN
flr-597	80	3	are	be	AUX
flr-597	80	4	typified	typify	VERB
flr-597	80	5	by	by	ADP
flr-597	80	6	somewhat	somewhat	ADV
flr-597	80	7	shorter	short	ADJ
flr-597	80	8	play	play	NOUN
flr-597	80	9	sessions	session	NOUN
flr-597	80	10	than	than	ADP
flr-597	80	11	cluster	cluster	NOUN
flr-597	80	12	1	1	NUM
flr-597	80	13	and	and	CCONJ
flr-597	80	14	end	end	VERB
flr-597	80	15	with	with	ADP
flr-597	80	16	rapid	rapid	ADJ
flr-597	80	17	tile	tile	NOUN
flr-597	80	18	movement	movement	NOUN
flr-597	80	19	.	.	PUNCT
flr-597	81	1	figure	figure	VERB
flr-597	81	2	4	4	NUM
flr-597	81	3	.	.	PUNCT
flr-597	82	1	a	a	DET
flr-597	82	2	heatmap	heatmap	NOUN
flr-597	82	3	revealing	reveal	VERB
flr-597	82	4	clusters	cluster	NOUN
flr-597	82	5	based	base	VERB
flr-597	82	6	on	on	ADP
flr-597	82	7	raw	raw	ADJ
flr-597	82	8	counts	count	NOUN
flr-597	82	9	of	of	ADP
flr-597	82	10	actions	action	NOUN
flr-597	82	11	over	over	ADP
flr-597	82	12	time	time	NOUN
flr-597	82	13	.	.	PUNCT
flr-597	83	1	we	we	PRON
flr-597	83	2	then	then	ADV
flr-597	83	3	standardized	standardize	VERB
flr-597	83	4	the	the	DET
flr-597	83	5	activity	activity	NOUN
flr-597	83	6	counts	count	NOUN
flr-597	83	7	using	use	VERB
flr-597	83	8	the	the	DET
flr-597	83	9	grand	grand	ADJ
flr-597	83	10	mean	mean	NOUN
flr-597	83	11	across	across	ADP
flr-597	83	12	the	the	DET
flr-597	83	13	dataset	dataset	NOUN
flr-597	83	14	to	to	PART
flr-597	83	15	reveal	reveal	VERB
flr-597	83	16	differences	difference	NOUN
flr-597	83	17	in	in	ADP
flr-597	83	18	activity	activity	NOUN
flr-597	83	19	better	well	ADV
flr-597	83	20	.	.	PUNCT
flr-597	84	1	whereas	whereas	SCONJ
flr-597	84	2	figure	figure	NOUN
flr-597	84	3	4	4	NUM
flr-597	84	4	uses	use	VERB
flr-597	84	5	raw	raw	ADJ
flr-597	84	6	numbers	number	NOUN
flr-597	84	7	,	,	PUNCT
flr-597	84	8	figure	figure	VERB
flr-597	84	9	5	5	NUM
flr-597	84	10	uses	use	VERB
flr-597	84	11	z	z	NOUN
flr-597	84	12	-	-	PUNCT
flr-597	84	13	scores	score	NOUN
flr-597	84	14	of	of	ADP
flr-597	84	15	the	the	DET
flr-597	84	16	number	number	NOUN
flr-597	84	17	of	of	ADP
flr-597	84	18	movements	movement	NOUN
flr-597	84	19	.	.	PUNCT
flr-597	85	1	each	each	DET
flr-597	85	2	row	row	NOUN
flr-597	85	3	displays	display	VERB
flr-597	85	4	a	a	DET
flr-597	85	5	player	player	NOUN
flr-597	85	6	,	,	PUNCT
flr-597	85	7	and	and	CCONJ
flr-597	85	8	each	each	PRON
flr-597	85	9	of	of	ADP
flr-597	85	10	the	the	DET
flr-597	85	11	fifty	fifty	NUM
flr-597	85	12	10	10	NUM
flr-597	85	13	-	-	PUNCT
flr-597	85	14	second	second	NOUN
flr-597	85	15	timeslices	timeslice	NOUN
flr-597	85	16	as	as	ADP
flr-597	85	17	columns	column	NOUN
flr-597	85	18	,	,	PUNCT
flr-597	85	19	with	with	ADP
flr-597	85	20	annotations	annotation	NOUN
flr-597	85	21	to	to	ADP
flr-597	85	22	the	the	DET
flr-597	85	23	right	right	NOUN
flr-597	85	24	.	.	PUNCT
flr-597	86	1	brighter	bright	ADJ
flr-597	86	2	blue	blue	PROPN
flr-597	86	3	indicates	indicate	VERB
flr-597	86	4	movement	movement	NOUN
flr-597	86	5	increasingly	increasingly	ADV
flr-597	86	6	below	below	ADP
flr-597	86	7	the	the	DET
flr-597	86	8	mean	mean	NOUN
flr-597	86	9	,	,	PUNCT
flr-597	86	10	with	with	ADP
flr-597	86	11	the	the	DET
flr-597	86	12	darkest	dark	ADJ
flr-597	86	13	blue	blue	NOUN
flr-597	86	14	indicating	indicate	VERB
flr-597	86	15	no	no	DET
flr-597	86	16	movement	movement	NOUN
flr-597	86	17	.	.	PUNCT
flr-597	87	1	darker	dark	ADJ
flr-597	87	2	red	red	PROPN
flr-597	87	3	indicates	indicate	VERB
flr-597	87	4	a	a	DET
flr-597	87	5	higher	high	ADJ
flr-597	87	6	average	average	ADJ
flr-597	87	7	movement	movement	NOUN
flr-597	87	8	of	of	ADP
flr-597	87	9	tiles	tile	NOUN
flr-597	87	10	above	above	ADP
flr-597	87	11	the	the	DET
flr-597	87	12	mean	mean	NOUN
flr-597	87	13	.	.	PUNCT
flr-597	88	1	in	in	ADP
flr-597	88	2	addition	addition	NOUN
flr-597	88	3	,	,	PUNCT
flr-597	88	4	this	this	DET
flr-597	88	5	heatmap	heatmap	NOUN
flr-597	88	6	was	be	AUX
flr-597	88	7	annotated	annotate	VERB
flr-597	88	8	with	with	ADP
flr-597	88	9	yellow	yellow	ADJ
flr-597	88	10	dots	dot	NOUN
flr-597	88	11	to	to	PART
flr-597	88	12	indicate	indicate	VERB
flr-597	88	13	when	when	SCONJ
flr-597	88	14	the	the	DET
flr-597	88	15	player	player	NOUN
flr-597	88	16	completed	complete	VERB
flr-597	88	17	a	a	DET
flr-597	88	18	circuit	circuit	NOUN
flr-597	88	19	(	(	PUNCT
flr-597	88	20	although	although	SCONJ
flr-597	88	21	we	we	PRON
flr-597	88	22	did	do	AUX
flr-597	88	23	not	not	PART
flr-597	88	24	use	use	VERB
flr-597	88	25	this	this	DET
flr-597	88	26	information	information	NOUN
flr-597	88	27	to	to	PART
flr-597	88	28	cluster	cluster	VERB
flr-597	88	29	the	the	DET
flr-597	88	30	player	player	NOUN
flr-597	88	31	trajectories	trajectorie	VERB
flr-597	88	32	)	)	PUNCT
flr-597	88	33	.	.	PUNCT
flr-597	89	1	these	these	DET
flr-597	89	2	dots	dot	NOUN
flr-597	89	3	reveal	reveal	VERB
flr-597	89	4	the	the	DET
flr-597	89	5	extent	extent	NOUN
flr-597	89	6	to	to	PART
flr-597	89	7	which	which	PRON
flr-597	89	8	players	player	NOUN
flr-597	89	9	are	be	AUX
flr-597	89	10	planning	plan	VERB
flr-597	89	11	before	before	ADP
flr-597	89	12	completing	complete	VERB
flr-597	89	13	a	a	DET
flr-597	89	14	circuit	circuit	NOUN
flr-597	89	15	.	.	PUNCT
flr-597	90	1	there	there	PRON
flr-597	90	2	seems	seem	VERB
flr-597	90	3	to	to	PART
flr-597	90	4	be	be	AUX
flr-597	90	5	a	a	DET
flr-597	90	6	relationship	relationship	NOUN
flr-597	90	7	between	between	ADP
flr-597	90	8	the	the	DET
flr-597	90	9	number	number	NOUN
flr-597	90	10	of	of	ADP
flr-597	90	11	moves	move	NOUN
flr-597	90	12	and	and	CCONJ
flr-597	90	13	completed	complete	VERB
flr-597	90	14	circuits	circuit	NOUN
flr-597	90	15	,	,	PUNCT
flr-597	90	16	and	and	CCONJ
flr-597	90	17	particularly	particularly	ADV
flr-597	90	18	whether	whether	SCONJ
flr-597	90	19	players	player	NOUN
flr-597	90	20	tend	tend	VERB
flr-597	90	21	to	to	PART
flr-597	90	22	complete	complete	VERB
flr-597	90	23	more	more	ADJ
flr-597	90	24	circuits	circuit	NOUN
flr-597	90	25	after	after	ADP
flr-597	90	26	periods	period	NOUN
flr-597	90	27	of	of	ADP
flr-597	90	28	high	high	ADJ
flr-597	90	29	or	or	CCONJ
flr-597	90	30	low	low	ADJ
flr-597	90	31	frequencies	frequency	NOUN
flr-597	90	32	of	of	ADP
flr-597	90	33	movements	movement	NOUN
flr-597	90	34	.	.	PUNCT
flr-597	91	1	figure	figure	NOUN
flr-597	91	2	5	5	NUM
flr-597	91	3	.	.	PUNCT
flr-597	92	1	a	a	DET
flr-597	92	2	heatmap	heatmap	NOUN
flr-597	92	3	revealing	reveal	VERB
flr-597	92	4	clusters	cluster	NOUN
flr-597	92	5	of	of	ADP
flr-597	92	6	player	player	NOUN
flr-597	92	7	trajectories	trajectory	NOUN
flr-597	92	8	based	base	VERB
flr-597	92	9	on	on	ADP
flr-597	92	10	z	z	NOUN
flr-597	92	11	-	-	PUNCT
flr-597	92	12	standardized	standardize	VERB
flr-597	92	13	levels	level	NOUN
flr-597	92	14	of	of	ADP
flr-597	92	15	activity	activity	NOUN
flr-597	92	16	over	over	ADP
flr-597	92	17	time	time	NOUN
flr-597	92	18	.	.	PUNCT
flr-597	93	1	figure	figure	NOUN
flr-597	93	2	5	5	NUM
flr-597	93	3	shows	show	VERB
flr-597	93	4	that	that	SCONJ
flr-597	93	5	at	at	ADV
flr-597	93	6	least	least	ADV
flr-597	93	7	three	three	NUM
flr-597	93	8	different	different	ADJ
flr-597	93	9	types	type	NOUN
flr-597	93	10	of	of	ADP
flr-597	93	11	players	player	NOUN
flr-597	93	12	(	(	PUNCT
flr-597	93	13	though	though	SCONJ
flr-597	93	14	standardizing	standardize	VERB
flr-597	93	15	the	the	DET
flr-597	93	16	scores	score	NOUN
flr-597	93	17	cause	cause	VERB
flr-597	93	18	some	some	DET
flr-597	93	19	individual	individual	ADJ
flr-597	93	20	players	player	NOUN
flr-597	93	21	to	to	PART
flr-597	93	22	shift	shift	VERB
flr-597	93	23	between	between	ADP
flr-597	93	24	clusters	cluster	NOUN
flr-597	93	25	in	in	ADP
flr-597	93	26	the	the	DET
flr-597	93	27	two	two	NUM
flr-597	93	28	different	different	ADJ
flr-597	93	29	analyses	analysis	NOUN
flr-597	93	30	,	,	PUNCT
flr-597	93	31	so	so	SCONJ
flr-597	93	32	cluster	cluster	NOUN
flr-597	93	33	1	1	NUM
flr-597	93	34	and	and	CCONJ
flr-597	93	35	cluster	cluster	NOUN
flr-597	93	36	4	4	NUM
flr-597	93	37	do	do	AUX
flr-597	93	38	not	not	PART
flr-597	93	39	comprise	comprise	VERB
flr-597	93	40	the	the	DET
flr-597	93	41	same	same	ADJ
flr-597	93	42	players	player	NOUN
flr-597	93	43	)	)	PUNCT
flr-597	93	44	.	.	PUNCT
flr-597	94	1	while	while	SCONJ
flr-597	94	2	clusters	cluster	NOUN
flr-597	94	3	4	4	NUM
flr-597	94	4	and	and	CCONJ
flr-597	94	5	5	5	NUM
flr-597	94	6	show	show	NOUN
flr-597	94	7	players	player	NOUN
flr-597	94	8	who	who	PRON
flr-597	94	9	had	have	VERB
flr-597	94	10	three	three	NUM
flr-597	94	11	companions	companion	NOUN
flr-597	94	12	,	,	PUNCT
flr-597	94	13	and	and	CCONJ
flr-597	94	14	cluster	cluster	NOUN
flr-597	94	15	6	6	NUM
flr-597	94	16	represents	represent	VERB
flr-597	94	17	the	the	DET
flr-597	94	18	cluster	cluster	NOUN
flr-597	94	19	of	of	ADP
flr-597	94	20	players	player	NOUN
flr-597	94	21	typically	typically	ADV
flr-597	94	22	in	in	ADP
flr-597	94	23	small	small	ADJ
flr-597	94	24	groups	group	NOUN
flr-597	94	25	who	who	PRON
flr-597	94	26	only	only	ADV
flr-597	94	27	interact	interact	VERB
flr-597	94	28	minimally	minimally	ADV
flr-597	94	29	with	with	ADP
flr-597	94	30	oztoc	oztoc	NOUN
flr-597	94	31	,	,	PUNCT
flr-597	94	32	cluster	cluster	NOUN
flr-597	94	33	5	5	NUM
flr-597	94	34	players	player	NOUN
flr-597	94	35	alternate	alternate	VERB
flr-597	94	36	between	between	ADP
flr-597	94	37	blue	blue	ADJ
flr-597	94	38	and	and	CCONJ
flr-597	94	39	red	red	ADJ
flr-597	94	40	,	,	PUNCT
flr-597	94	41	indicating	indicate	VERB
flr-597	94	42	that	that	SCONJ
flr-597	94	43	they	they	PRON
flr-597	94	44	pause	pause	VERB
flr-597	94	45	often	often	ADV
flr-597	94	46	.	.	PUNCT
flr-597	95	1	these	these	DET
flr-597	95	2	players	player	NOUN
flr-597	95	3	stay	stay	VERB
flr-597	95	4	at	at	ADP
flr-597	95	5	the	the	DET
flr-597	95	6	table	table	NOUN
flr-597	95	7	longer	long	ADV
flr-597	95	8	than	than	ADP
flr-597	95	9	cluster	cluster	NOUN
flr-597	95	10	4	4	NUM
flr-597	95	11	and	and	CCONJ
flr-597	95	12	make	make	VERB
flr-597	95	13	fewer	few	ADJ
flr-597	95	14	circuits	circuit	NOUN
flr-597	95	15	overall	overall	ADJ
flr-597	95	16	.	.	PUNCT
flr-597	96	1	moreover	moreover	ADV
flr-597	96	2	,	,	PUNCT
flr-597	96	3	many	many	ADJ
flr-597	96	4	of	of	ADP
flr-597	96	5	the	the	DET
flr-597	96	6	yellow	yellow	ADJ
flr-597	96	7	dots	dot	NOUN
flr-597	96	8	(	(	PUNCT
flr-597	96	9	completed	complete	VERB
flr-597	96	10	circuits	circuit	NOUN
flr-597	96	11	)	)	PUNCT
flr-597	96	12	are	be	AUX
flr-597	96	13	in	in	ADP
flr-597	96	14	or	or	CCONJ
flr-597	96	15	followed	follow	VERB
flr-597	96	16	by	by	ADP
flr-597	96	17	blue	blue	ADJ
flr-597	96	18	intervals	interval	NOUN
flr-597	96	19	,	,	PUNCT
flr-597	96	20	indicating	indicate	VERB
flr-597	96	21	a	a	DET
flr-597	96	22	pause	pause	NOUN
flr-597	96	23	likely	likely	ADJ
flr-597	96	24	due	due	ADP
flr-597	96	25	to	to	ADP
flr-597	96	26	the	the	DET
flr-597	96	27	player	player	NOUN
flr-597	96	28	watching	watch	VERB
flr-597	96	29	the	the	DET
flr-597	96	30	visual	visual	ADJ
flr-597	96	31	effect	effect	NOUN
flr-597	96	32	triggered	trigger	VERB
flr-597	96	33	by	by	ADP
flr-597	96	34	a	a	DET
flr-597	96	35	completed	complete	VERB
flr-597	96	36	circuit	circuit	NOUN
flr-597	96	37	.	.	PUNCT
flr-597	97	1	cluster	cluster	NOUN
flr-597	97	2	4	4	NUM
flr-597	97	3	has	have	VERB
flr-597	97	4	the	the	DET
flr-597	97	5	most	most	ADV
flr-597	97	6	red	red	ADJ
flr-597	97	7	with	with	ADP
flr-597	97	8	the	the	DET
flr-597	97	9	lowest	low	ADJ
flr-597	97	10	blue	blue	NOUN
flr-597	97	11	,	,	PUNCT
flr-597	97	12	indicating	indicate	VERB
flr-597	97	13	continual	continual	ADJ
flr-597	97	14	active	active	ADJ
flr-597	97	15	interaction	interaction	NOUN
flr-597	97	16	with	with	ADP
flr-597	97	17	the	the	DET
flr-597	97	18	tiles	tile	NOUN
flr-597	97	19	(	(	PUNCT
flr-597	97	20	indicating	indicate	VERB
flr-597	97	21	more	more	ADJ
flr-597	97	22	“	"	PUNCT
flr-597	97	23	achievement	achievement	NOUN
flr-597	97	24	-	-	PUNCT
flr-597	97	25	oriented	orient	VERB
flr-597	97	26	”	"	PUNCT
flr-597	97	27	behavior	behavior	NOUN
flr-597	97	28	)	)	PUNCT
flr-597	97	29	.	.	PUNCT
flr-597	98	1	these	these	DET
flr-597	98	2	players	player	NOUN
flr-597	98	3	also	also	ADV
flr-597	98	4	have	have	AUX
flr-597	98	5	rising	rise	VERB
flr-597	98	6	tile	tile	NOUN
flr-597	98	7	movement	movement	NOUN
flr-597	98	8	across	across	ADP
flr-597	98	9	their	their	PRON
flr-597	98	10	session	session	NOUN
flr-597	98	11	,	,	PUNCT
flr-597	98	12	often	often	ADV
flr-597	98	13	peaking	peak	VERB
flr-597	98	14	with	with	ADP
flr-597	98	15	yellow	yellow	ADJ
flr-597	98	16	dot	dot	NOUN
flr-597	98	17	“	"	PUNCT
flr-597	98	18	streaks	streak	NOUN
flr-597	98	19	”	"	PUNCT
flr-597	98	20	of	of	ADP
flr-597	98	21	circuit	circuit	NOUN
flr-597	98	22	completion	completion	NOUN
flr-597	98	23	.	.	PUNCT
flr-597	99	1	this	this	DET
flr-597	99	2	group	group	NOUN
flr-597	99	3	completes	complete	VERB
flr-597	99	4	more	more	ADJ
flr-597	99	5	circuits	circuit	NOUN
flr-597	99	6	than	than	ADP
flr-597	99	7	cluster	cluster	NOUN
flr-597	99	8	5	5	NUM
flr-597	99	9	,	,	PUNCT
flr-597	99	10	in	in	ADP
flr-597	99	11	which	which	PRON
flr-597	99	12	there	there	PRON
flr-597	99	13	are	be	VERB
flr-597	99	14	fewer	few	ADJ
flr-597	99	15	and	and	CCONJ
flr-597	99	16	more	more	ADV
flr-597	99	17	randomly	randomly	ADV
flr-597	99	18	distributed	distribute	VERB
flr-597	99	19	yellow	yellow	ADJ
flr-597	99	20	dots	dot	NOUN
flr-597	99	21	.	.	PUNCT
flr-597	100	1	we	we	PRON
flr-597	100	2	expected	expect	VERB
flr-597	100	3	to	to	PART
flr-597	100	4	find	find	VERB
flr-597	100	5	variations	variation	NOUN
flr-597	100	6	in	in	ADP
flr-597	100	7	duration	duration	NOUN
flr-597	100	8	and	and	CCONJ
flr-597	100	9	circuit	circuit	NOUN
flr-597	100	10	creation	creation	NOUN
flr-597	100	11	rates	rate	NOUN
flr-597	100	12	among	among	ADP
flr-597	100	13	users	user	NOUN
flr-597	100	14	of	of	ADP
flr-597	100	15	this	this	DET
flr-597	100	16	exhibit	exhibit	NOUN
flr-597	100	17	and	and	CCONJ
flr-597	100	18	larger	large	ADJ
flr-597	100	19	groups	group	NOUN
flr-597	100	20	to	to	PART
flr-597	100	21	have	have	VERB
flr-597	100	22	richer	rich	ADJ
flr-597	100	23	interactions	interaction	NOUN
flr-597	100	24	.	.	PUNCT
flr-597	101	1	however	however	ADV
flr-597	101	2	,	,	PUNCT
flr-597	101	3	the	the	DET
flr-597	101	4	apparent	apparent	ADJ
flr-597	101	5	clustering	clustering	NOUN
flr-597	101	6	of	of	ADP
flr-597	101	7	these	these	DET
flr-597	101	8	interaction	interaction	NOUN
flr-597	101	9	patterns	pattern	NOUN
flr-597	101	10	and	and	CCONJ
flr-597	101	11	their	their	PRON
flr-597	101	12	strong	strong	ADJ
flr-597	101	13	relationship	relationship	NOUN
flr-597	101	14	to	to	ADP
flr-597	101	15	the	the	DET
flr-597	101	16	number	number	NOUN
flr-597	101	17	of	of	ADP
flr-597	101	18	concurrent	concurrent	ADJ
flr-597	101	19	players	player	NOUN
flr-597	101	20	at	at	ADP
flr-597	101	21	the	the	DET
flr-597	101	22	table	table	NOUN
flr-597	101	23	were	be	AUX
flr-597	101	24	surprising	surprising	ADJ
flr-597	101	25	.	.	PUNCT
flr-597	102	1	according	accord	VERB
flr-597	102	2	to	to	ADP
flr-597	102	3	this	this	DET
flr-597	102	4	data	datum	NOUN
flr-597	102	5	,	,	PUNCT
flr-597	102	6	the	the	DET
flr-597	102	7	more	more	ADJ
flr-597	102	8	players	player	NOUN
flr-597	102	9	involved	involve	VERB
flr-597	102	10	in	in	ADP
flr-597	102	11	the	the	DET
flr-597	102	12	game	game	NOUN
flr-597	102	13	,	,	PUNCT
flr-597	102	14	the	the	DET
flr-597	102	15	more	more	ADJ
flr-597	102	16	time	time	NOUN
flr-597	102	17	they	they	PRON
flr-597	102	18	spend	spend	VERB
flr-597	102	19	tinkering	tinker	VERB
flr-597	102	20	,	,	PUNCT
flr-597	102	21	and	and	CCONJ
flr-597	102	22	the	the	DET
flr-597	102	23	more	more	ADJ
flr-597	102	24	circuits	circuit	NOUN
flr-597	102	25	they	they	PRON
flr-597	102	26	create	create	VERB
flr-597	102	27	,	,	PUNCT
flr-597	102	28	suggesting	suggest	VERB
flr-597	102	29	the	the	DET
flr-597	102	30	game	game	NOUN
flr-597	102	31	fosters	foster	VERB
flr-597	102	32	collaborative	collaborative	ADJ
flr-597	102	33	behavior	behavior	NOUN
flr-597	102	34	.	.	PUNCT
flr-597	103	1	however	however	ADV
flr-597	103	2	,	,	PUNCT
flr-597	103	3	the	the	DET
flr-597	103	4	data	datum	NOUN
flr-597	103	5	did	do	AUX
flr-597	103	6	not	not	PART
flr-597	103	7	necessarily	necessarily	ADV
flr-597	103	8	show	show	VERB
flr-597	103	9	that	that	SCONJ
flr-597	103	10	the	the	DET
flr-597	103	11	game	game	NOUN
flr-597	103	12	fostered	foster	VERB
flr-597	103	13	constructivist	constructivist	ADJ
flr-597	103	14	learning	learning	NOUN
flr-597	103	15	,	,	PUNCT
flr-597	103	16	as	as	SCONJ
flr-597	103	17	some	some	DET
flr-597	103	18	players	player	NOUN
flr-597	103	19	seemed	seem	VERB
flr-597	103	20	to	to	PART
flr-597	103	21	be	be	AUX
flr-597	103	22	more	more	ADV
flr-597	103	23	reflective	reflective	ADJ
flr-597	103	24	(	(	PUNCT
flr-597	103	25	cluster	cluster	NOUN
flr-597	103	26	5	5	NUM
flr-597	103	27	)	)	PUNCT
flr-597	103	28	,	,	PUNCT
flr-597	103	29	while	while	SCONJ
flr-597	103	30	others	other	NOUN
flr-597	103	31	seemed	seem	VERB
flr-597	103	32	to	to	PART
flr-597	103	33	be	be	AUX
flr-597	103	34	achievement	achievement	NOUN
flr-597	103	35	-	-	PUNCT
flr-597	103	36	oriented	orient	VERB
flr-597	103	37	(	(	PUNCT
flr-597	103	38	cluster	cluster	NOUN
flr-597	103	39	4	4	NUM
flr-597	103	40	)	)	PUNCT
flr-597	103	41	.	.	PUNCT
flr-597	104	1	a	a	DET
flr-597	104	2	closer	close	ADJ
flr-597	104	3	investigation	investigation	NOUN
flr-597	104	4	of	of	ADP
flr-597	104	5	which	which	PRON
flr-597	104	6	players	player	NOUN
flr-597	104	7	belonged	belong	VERB
flr-597	104	8	to	to	ADP
flr-597	104	9	the	the	DET
flr-597	104	10	same	same	ADJ
flr-597	104	11	play	play	NOUN
flr-597	104	12	sessions	session	NOUN
flr-597	104	13	revealed	reveal	VERB
flr-597	104	14	that	that	SCONJ
flr-597	104	15	cluster	cluster	NOUN
flr-597	104	16	4	4	NUM
flr-597	104	17	and	and	CCONJ
flr-597	104	18	cluster	cluster	NOUN
flr-597	104	19	5	5	NUM
flr-597	104	20	players	player	NOUN
flr-597	104	21	are	be	AUX
flr-597	104	22	present	present	ADJ
flr-597	104	23	in	in	ADP
flr-597	104	24	sessions	session	NOUN
flr-597	104	25	together	together	ADV
flr-597	104	26	,	,	PUNCT
flr-597	104	27	but	but	CCONJ
flr-597	104	28	the	the	DET
flr-597	104	29	cluster	cluster	NOUN
flr-597	104	30	6	6	NUM
flr-597	104	31	players	player	NOUN
flr-597	104	32	are	be	AUX
flr-597	104	33	mostly	mostly	ADV
flr-597	104	34	in	in	ADP
flr-597	104	35	sessions	session	NOUN
flr-597	104	36	with	with	ADP
flr-597	104	37	other	other	ADJ
flr-597	104	38	cluster	cluster	NOUN
flr-597	104	39	6	6	NUM
flr-597	104	40	players	player	NOUN
flr-597	104	41	.	.	PUNCT
flr-597	105	1	four	four	NUM
flr-597	105	2	of	of	ADP
flr-597	105	3	the	the	DET
flr-597	105	4	six	six	NUM
flr-597	105	5	cluster	cluster	NOUN
flr-597	105	6	6	6	NUM
flr-597	105	7	players	player	NOUN
flr-597	105	8	in	in	ADP
flr-597	105	9	groups	group	NOUN
flr-597	105	10	of	of	ADP
flr-597	105	11	four	four	NUM
flr-597	105	12	belonged	belong	VERB
flr-597	105	13	to	to	ADP
flr-597	105	14	the	the	DET
flr-597	105	15	same	same	ADJ
flr-597	105	16	session	session	NOUN
flr-597	105	17	,	,	PUNCT
flr-597	105	18	suggesting	suggest	VERB
flr-597	105	19	as	as	ADP
flr-597	105	20	a	a	DET
flr-597	105	21	group	group	NOUN
flr-597	105	22	,	,	PUNCT
flr-597	105	23	they	they	PRON
flr-597	105	24	may	may	AUX
flr-597	105	25	not	not	PART
flr-597	105	26	have	have	AUX
flr-597	105	27	understood	understand	VERB
flr-597	105	28	the	the	DET
flr-597	105	29	game	game	NOUN
flr-597	105	30	or	or	CCONJ
flr-597	105	31	that	that	SCONJ
flr-597	105	32	their	their	PRON
flr-597	105	33	interaction	interaction	NOUN
flr-597	105	34	ended	end	VERB
flr-597	105	35	prematurely	prematurely	ADV
flr-597	105	36	.	.	PUNCT
flr-597	106	1	the	the	DET
flr-597	106	2	other	other	ADJ
flr-597	106	3	two	two	NUM
flr-597	106	4	were	be	AUX
flr-597	106	5	members	member	NOUN
flr-597	106	6	of	of	ADP
flr-597	106	7	5	5	NUM
flr-597	106	8	-	-	PUNCT
flr-597	106	9	person	person	NOUN
flr-597	106	10	sessions	session	NOUN
flr-597	106	11	,	,	PUNCT
flr-597	106	12	suggesting	suggest	VERB
flr-597	106	13	that	that	SCONJ
flr-597	106	14	the	the	DET
flr-597	106	15	player	player	NOUN
flr-597	106	16	may	may	AUX
flr-597	106	17	have	have	AUX
flr-597	106	18	begun	begin	VERB
flr-597	106	19	at	at	ADP
flr-597	106	20	the	the	DET
flr-597	106	21	end	end	NOUN
flr-597	106	22	of	of	ADP
flr-597	106	23	the	the	DET
flr-597	106	24	group	group	NOUN
flr-597	106	25	’s	’s	PART
flr-597	106	26	session	session	NOUN
flr-597	106	27	and	and	CCONJ
flr-597	106	28	left	leave	VERB
flr-597	106	29	with	with	ADP
flr-597	106	30	the	the	DET
flr-597	106	31	group	group	NOUN
flr-597	106	32	shortly	shortly	ADV
flr-597	106	33	after	after	ADP
flr-597	106	34	starting	start	VERB
flr-597	106	35	.	.	PUNCT
flr-597	107	1	5	5	X
flr-597	107	2	.	.	X
flr-597	107	3	limitations	limitation	NOUN
flr-597	107	4	given	give	VERB
flr-597	107	5	that	that	SCONJ
flr-597	107	6	we	we	PRON
flr-597	107	7	inferred	infer	VERB
flr-597	107	8	player	player	NOUN
flr-597	107	9	actions	action	NOUN
flr-597	107	10	from	from	ADP
flr-597	107	11	log	log	NOUN
flr-597	107	12	file	file	NOUN
flr-597	107	13	data	datum	NOUN
flr-597	107	14	in	in	ADP
flr-597	107	15	this	this	DET
flr-597	107	16	study	study	NOUN
flr-597	107	17	and	and	CCONJ
flr-597	107	18	did	do	AUX
flr-597	107	19	not	not	PART
flr-597	107	20	validate	validate	VERB
flr-597	107	21	each	each	DET
flr-597	107	22	action	action	NOUN
flr-597	107	23	for	for	ADP
flr-597	107	24	the	the	DET
flr-597	107	25	entirety	entirety	NOUN
flr-597	107	26	of	of	ADP
flr-597	107	27	the	the	DET
flr-597	107	28	data	datum	NOUN
flr-597	107	29	,	,	PUNCT
flr-597	107	30	some	some	PRON
flr-597	107	31	of	of	ADP
flr-597	107	32	the	the	DET
flr-597	107	33	inferences	inference	NOUN
flr-597	107	34	may	may	AUX
flr-597	107	35	be	be	AUX
flr-597	107	36	inaccurate	inaccurate	ADJ
flr-597	107	37	.	.	PUNCT
flr-597	108	1	for	for	ADP
flr-597	108	2	example	example	NOUN
flr-597	108	3	,	,	PUNCT
flr-597	108	4	a	a	DET
flr-597	108	5	new	new	ADJ
flr-597	108	6	player	player	NOUN
flr-597	108	7	could	could	AUX
flr-597	108	8	have	have	AUX
flr-597	108	9	made	make	VERB
flr-597	108	10	a	a	DET
flr-597	108	11	move	move	NOUN
flr-597	108	12	within	within	ADP
flr-597	108	13	the	the	DET
flr-597	108	14	45	45	NUM
flr-597	108	15	-	-	PUNCT
flr-597	108	16	second	second	NOUN
flr-597	108	17	cutoff	cutoff	NOUN
flr-597	108	18	interval	interval	NOUN
flr-597	108	19	,	,	PUNCT
flr-597	108	20	and	and	CCONJ
flr-597	108	21	then	then	ADV
flr-597	108	22	two	two	NUM
flr-597	108	23	players	player	NOUN
flr-597	108	24	would	would	AUX
flr-597	108	25	have	have	AUX
flr-597	108	26	erroneously	erroneously	ADV
flr-597	108	27	been	be	AUX
flr-597	108	28	labeled	label	VERB
flr-597	108	29	as	as	ADP
flr-597	108	30	one	one	NUM
flr-597	108	31	player	player	NOUN
flr-597	108	32	.	.	PUNCT
flr-597	109	1	it	it	PRON
flr-597	109	2	is	be	AUX
flr-597	109	3	also	also	ADV
flr-597	109	4	possible	possible	ADJ
flr-597	109	5	that	that	SCONJ
flr-597	109	6	one	one	NUM
flr-597	109	7	player	player	NOUN
flr-597	109	8	could	could	AUX
flr-597	109	9	move	move	VERB
flr-597	109	10	to	to	ADP
flr-597	109	11	the	the	DET
flr-597	109	12	play	play	NOUN
flr-597	109	13	station	station	NOUN
flr-597	109	14	of	of	ADP
flr-597	109	15	another	another	DET
flr-597	109	16	user	user	NOUN
flr-597	109	17	.	.	PUNCT
flr-597	110	1	however	however	ADV
flr-597	110	2	,	,	PUNCT
flr-597	110	3	given	give	VERB
flr-597	110	4	that	that	SCONJ
flr-597	110	5	we	we	PRON
flr-597	110	6	validated	validate	VERB
flr-597	110	7	some	some	PRON
flr-597	110	8	of	of	ADP
flr-597	110	9	these	these	DET
flr-597	110	10	inferences	inference	NOUN
flr-597	110	11	by	by	ADP
flr-597	110	12	hand	hand	NOUN
flr-597	110	13	-	-	PUNCT
flr-597	110	14	coding	code	VERB
flr-597	110	15	a	a	DET
flr-597	110	16	sample	sample	NOUN
flr-597	110	17	of	of	ADP
flr-597	110	18	video	video	NOUN
flr-597	110	19	data	datum	NOUN
flr-597	110	20	with	with	ADP
flr-597	110	21	a	a	DET
flr-597	110	22	high	high	ADJ
flr-597	110	23	degree	degree	NOUN
flr-597	110	24	of	of	ADP
flr-597	110	25	accuracy	accuracy	NOUN
flr-597	110	26	,	,	PUNCT
flr-597	110	27	we	we	PRON
flr-597	110	28	assume	assume	VERB
flr-597	110	29	that	that	SCONJ
flr-597	110	30	these	these	DET
flr-597	110	31	instances	instance	NOUN
flr-597	110	32	are	be	AUX
flr-597	110	33	few	few	ADJ
flr-597	110	34	and	and	CCONJ
flr-597	110	35	make	make	VERB
flr-597	110	36	a	a	DET
flr-597	110	37	negligible	negligible	ADJ
flr-597	110	38	impact	impact	NOUN
flr-597	110	39	on	on	ADP
flr-597	110	40	the	the	DET
flr-597	110	41	overall	overall	ADJ
flr-597	110	42	inferences	inference	NOUN
flr-597	110	43	we	we	PRON
flr-597	110	44	make	make	VERB
flr-597	110	45	in	in	ADP
flr-597	110	46	this	this	DET
flr-597	110	47	study	study	NOUN
flr-597	110	48	.	.	PUNCT
flr-597	111	1	moreover	moreover	ADV
flr-597	111	2	,	,	PUNCT
flr-597	111	3	we	we	PRON
flr-597	111	4	do	do	AUX
flr-597	111	5	not	not	PART
flr-597	111	6	want	want	VERB
flr-597	111	7	to	to	PART
flr-597	111	8	overstate	overstate	VERB
flr-597	111	9	claims	claim	NOUN
flr-597	111	10	about	about	ADP
flr-597	111	11	the	the	DET
flr-597	111	12	degree	degree	NOUN
flr-597	111	13	to	to	PART
flr-597	111	14	which	which	PRON
flr-597	111	15	the	the	DET
flr-597	111	16	activity	activity	NOUN
flr-597	111	17	traces	trace	NOUN
flr-597	111	18	provide	provide	VERB
flr-597	111	19	evidence	evidence	NOUN
flr-597	111	20	for	for	ADP
flr-597	111	21	players	player	NOUN
flr-597	111	22	demonstrating	demonstrate	VERB
flr-597	111	23	constructivist	constructivist	NOUN
flr-597	111	24	learning	learn	VERB
flr-597	111	25	interactions	interaction	NOUN
flr-597	111	26	.	.	PUNCT
flr-597	112	1	we	we	PRON
flr-597	112	2	would	would	AUX
flr-597	112	3	need	need	VERB
flr-597	112	4	supplementary	supplementary	ADJ
flr-597	112	5	video	video	NOUN
flr-597	112	6	or	or	CCONJ
flr-597	112	7	interview	interview	NOUN
flr-597	112	8	data	datum	NOUN
flr-597	112	9	to	to	PART
flr-597	112	10	corroborate	corroborate	VERB
flr-597	112	11	that	that	SCONJ
flr-597	112	12	the	the	DET
flr-597	112	13	most	most	ADV
flr-597	112	14	productive	productive	ADJ
flr-597	112	15	sessions	session	NOUN
flr-597	112	16	were	be	AUX
flr-597	112	17	ones	one	NOUN
flr-597	112	18	in	in	ADP
flr-597	112	19	which	which	PRON
flr-597	112	20	there	there	PRON
flr-597	112	21	was	be	VERB
flr-597	112	22	constructive	constructive	ADJ
flr-597	112	23	dialogue	dialogue	NOUN
flr-597	112	24	indicating	indicate	VERB
flr-597	112	25	that	that	SCONJ
flr-597	112	26	the	the	DET
flr-597	112	27	players	player	NOUN
flr-597	112	28	were	be	AUX
flr-597	112	29	developing	develop	VERB
flr-597	112	30	more	more	ADV
flr-597	112	31	accurate	accurate	ADJ
flr-597	112	32	conceptual	conceptual	ADJ
flr-597	112	33	models	model	NOUN
flr-597	112	34	of	of	ADP
flr-597	112	35	circuit	circuit	NOUN
flr-597	112	36	building	building	NOUN
flr-597	112	37	.	.	PUNCT
flr-597	113	1	6	6	X
flr-597	113	2	.	.	X
flr-597	113	3	discussion	discussion	NOUN
flr-597	113	4	making	make	VERB
flr-597	113	5	sense	sense	NOUN
flr-597	113	6	of	of	ADP
flr-597	113	7	collaborative	collaborative	ADJ
flr-597	113	8	learning	learning	NOUN
flr-597	113	9	in	in	ADP
flr-597	113	10	unstructured	unstructured	ADJ
flr-597	113	11	activities	activity	NOUN
flr-597	113	12	is	be	AUX
flr-597	113	13	a	a	DET
flr-597	113	14	complicated	complicated	ADJ
flr-597	113	15	task	task	NOUN
flr-597	113	16	.	.	PUNCT
flr-597	114	1	however	however	ADV
flr-597	114	2	,	,	PUNCT
flr-597	114	3	the	the	DET
flr-597	114	4	difficulty	difficulty	NOUN
flr-597	114	5	of	of	ADP
flr-597	114	6	this	this	DET
flr-597	114	7	problem	problem	NOUN
flr-597	114	8	should	should	AUX
flr-597	114	9	not	not	PART
flr-597	114	10	overshadow	overshadow	VERB
flr-597	114	11	the	the	DET
flr-597	114	12	importance	importance	NOUN
flr-597	114	13	of	of	ADP
flr-597	114	14	deriving	derive	VERB
flr-597	114	15	methodologies	methodology	NOUN
flr-597	114	16	to	to	PART
flr-597	114	17	find	find	VERB
flr-597	114	18	evidence	evidence	NOUN
flr-597	114	19	that	that	SCONJ
flr-597	114	20	a	a	DET
flr-597	114	21	system	system	NOUN
flr-597	114	22	is	be	AUX
flr-597	114	23	working	work	VERB
flr-597	114	24	as	as	ADP
flr-597	114	25	intended	intend	VERB
flr-597	114	26	.	.	PUNCT
flr-597	115	1	this	this	DET
flr-597	115	2	study	study	NOUN
flr-597	115	3	demonstrates	demonstrate	VERB
flr-597	115	4	how	how	SCONJ
flr-597	115	5	we	we	PRON
flr-597	115	6	derived	derive	VERB
flr-597	115	7	data	datum	NOUN
flr-597	115	8	for	for	ADP
flr-597	115	9	collaborative	collaborative	ADJ
flr-597	115	10	learning	learning	NOUN
flr-597	115	11	in	in	ADP
flr-597	115	12	an	an	DET
flr-597	115	13	interactive	interactive	ADJ
flr-597	115	14	museum	museum	NOUN
flr-597	115	15	exhibit	exhibit	NOUN
flr-597	115	16	using	use	VERB
flr-597	115	17	unstructured	unstructured	ADJ
flr-597	115	18	data	datum	NOUN
flr-597	115	19	.	.	PUNCT
flr-597	116	1	first	first	ADV
flr-597	116	2	,	,	PUNCT
flr-597	116	3	we	we	PRON
flr-597	116	4	defined	define	VERB
flr-597	116	5	what	what	PRON
flr-597	116	6	data	datum	NOUN
flr-597	116	7	would	would	AUX
flr-597	116	8	constitute	constitute	VERB
flr-597	116	9	evidence	evidence	NOUN
flr-597	116	10	for	for	ADP
flr-597	116	11	learning	learn	VERB
flr-597	116	12	.	.	PUNCT
flr-597	117	1	our	our	PRON
flr-597	117	2	metric	metric	NOUN
flr-597	117	3	was	be	AUX
flr-597	117	4	not	not	PART
flr-597	117	5	just	just	ADV
flr-597	117	6	a	a	DET
flr-597	117	7	simple	simple	ADJ
flr-597	117	8	measure	measure	NOUN
flr-597	117	9	of	of	ADP
flr-597	117	10	“	"	PUNCT
flr-597	117	11	success	success	NOUN
flr-597	117	12	”	"	PUNCT
flr-597	117	13	(	(	PUNCT
flr-597	117	14	i.e.	i.e.	X
flr-597	117	15	,	,	PUNCT
flr-597	117	16	total	total	ADJ
flr-597	117	17	circuits	circuit	NOUN
flr-597	117	18	created	create	VERB
flr-597	117	19	)	)	PUNCT
flr-597	117	20	but	but	CCONJ
flr-597	117	21	of	of	ADP
flr-597	117	22	“	"	PUNCT
flr-597	117	23	productive	productive	ADJ
flr-597	117	24	behavior	behavior	NOUN
flr-597	117	25	”	"	PUNCT
flr-597	117	26	(	(	PUNCT
flr-597	117	27	the	the	DET
flr-597	117	28	relationship	relationship	NOUN
flr-597	117	29	of	of	ADP
flr-597	117	30	the	the	DET
flr-597	117	31	player	player	NOUN
flr-597	117	32	moves	move	VERB
flr-597	117	33	to	to	ADP
flr-597	117	34	the	the	DET
flr-597	117	35	game	game	NOUN
flr-597	117	36	outcomes	outcome	NOUN
flr-597	117	37	)	)	PUNCT
flr-597	117	38	.	.	PUNCT
flr-597	118	1	to	to	PART
flr-597	118	2	do	do	VERB
flr-597	118	3	so	so	ADV
flr-597	118	4	,	,	PUNCT
flr-597	118	5	we	we	PRON
flr-597	118	6	investigated	investigate	VERB
flr-597	118	7	player	player	NOUN
flr-597	118	8	behavior	behavior	NOUN
flr-597	118	9	over	over	ADP
flr-597	118	10	time	time	NOUN
flr-597	118	11	to	to	PART
flr-597	118	12	evaluate	evaluate	VERB
flr-597	118	13	the	the	DET
flr-597	118	14	extent	extent	NOUN
flr-597	118	15	to	to	PART
flr-597	118	16	which	which	PRON
flr-597	118	17	the	the	DET
flr-597	118	18	game	game	NOUN
flr-597	118	19	fostered	foster	VERB
flr-597	118	20	“	"	PUNCT
flr-597	118	21	productive	productive	ADJ
flr-597	118	22	”	"	PUNCT
flr-597	118	23	sessions	session	NOUN
flr-597	118	24	.	.	PUNCT
flr-597	119	1	we	we	PRON
flr-597	119	2	assume	assume	VERB
flr-597	119	3	that	that	SCONJ
flr-597	119	4	when	when	SCONJ
flr-597	119	5	participants	participant	NOUN
flr-597	119	6	make	make	VERB
flr-597	119	7	fewer	few	ADJ
flr-597	119	8	moves	move	NOUN
flr-597	119	9	to	to	PART
flr-597	119	10	create	create	VERB
flr-597	119	11	a	a	DET
flr-597	119	12	unique	unique	ADJ
flr-597	119	13	working	working	NOUN
flr-597	119	14	circuit	circuit	NOUN
flr-597	119	15	,	,	PUNCT
flr-597	119	16	they	they	PRON
flr-597	119	17	have	have	VERB
flr-597	119	18	a	a	DET
flr-597	119	19	better	well	ADJ
flr-597	119	20	conceptual	conceptual	ADJ
flr-597	119	21	understanding	understanding	NOUN
flr-597	119	22	of	of	ADP
flr-597	119	23	the	the	DET
flr-597	119	24	circuits	circuit	NOUN
flr-597	119	25	’	'	PUNCT
flr-597	119	26	mechanics	mechanic	NOUN
flr-597	119	27	.	.	PUNCT
flr-597	120	1	making	make	VERB
flr-597	120	2	fewer	few	ADJ
flr-597	120	3	moves	move	NOUN
flr-597	120	4	would	would	AUX
flr-597	120	5	contrast	contrast	VERB
flr-597	120	6	to	to	ADP
flr-597	120	7	“	"	PUNCT
flr-597	120	8	unproductive	unproductive	ADJ
flr-597	120	9	”	"	PUNCT
flr-597	120	10	behavior	behavior	NOUN
flr-597	120	11	in	in	ADP
flr-597	120	12	which	which	PRON
flr-597	120	13	players	player	NOUN
flr-597	120	14	either	either	CCONJ
flr-597	120	15	do	do	AUX
flr-597	120	16	not	not	PART
flr-597	120	17	realize	realize	VERB
flr-597	120	18	the	the	DET
flr-597	120	19	game	game	NOUN
flr-597	120	20	’s	’s	PART
flr-597	120	21	goal	goal	NOUN
flr-597	120	22	or	or	CCONJ
flr-597	120	23	consistently	consistently	ADV
flr-597	120	24	use	use	VERB
flr-597	120	25	a	a	DET
flr-597	120	26	brute	brute	ADJ
flr-597	120	27	-	-	PUNCT
flr-597	120	28	force	force	NOUN
flr-597	120	29	approach	approach	NOUN
flr-597	120	30	with	with	ADP
flr-597	120	31	no	no	DET
flr-597	120	32	changes	change	NOUN
flr-597	120	33	in	in	ADP
flr-597	120	34	behavior	behavior	NOUN
flr-597	120	35	.	.	PUNCT
flr-597	121	1	we	we	PRON
flr-597	121	2	found	find	VERB
flr-597	121	3	distinct	distinct	ADJ
flr-597	121	4	interaction	interaction	NOUN
flr-597	121	5	patterns	pattern	NOUN
flr-597	121	6	related	relate	VERB
flr-597	121	7	to	to	ADP
flr-597	121	8	the	the	DET
flr-597	121	9	movement	movement	NOUN
flr-597	121	10	rate	rate	NOUN
flr-597	121	11	of	of	ADP
flr-597	121	12	the	the	DET
flr-597	121	13	tangible	tangible	ADJ
flr-597	121	14	blocks	block	NOUN
flr-597	121	15	and	and	CCONJ
flr-597	121	16	the	the	DET
flr-597	121	17	number	number	NOUN
flr-597	121	18	of	of	ADP
flr-597	121	19	completed	complete	VERB
flr-597	121	20	tasks	task	NOUN
flr-597	121	21	(	(	PUNCT
flr-597	121	22	here	here	ADV
flr-597	121	23	,	,	PUNCT
flr-597	121	24	the	the	DET
flr-597	121	25	construction	construction	NOUN
flr-597	121	26	of	of	ADP
flr-597	121	27	working	work	VERB
flr-597	121	28	circuits	circuit	NOUN
flr-597	121	29	)	)	PUNCT
flr-597	121	30	.	.	PUNCT
flr-597	122	1	second	second	ADJ
flr-597	122	2	,	,	PUNCT
flr-597	122	3	we	we	PRON
flr-597	122	4	accounted	account	VERB
flr-597	122	5	for	for	ADP
flr-597	122	6	different	different	ADJ
flr-597	122	7	amounts	amount	NOUN
flr-597	122	8	of	of	ADP
flr-597	122	9	time	time	NOUN
flr-597	122	10	the	the	DET
flr-597	122	11	users	user	NOUN
flr-597	122	12	interacted	interact	VERB
flr-597	122	13	with	with	ADP
flr-597	122	14	the	the	DET
flr-597	122	15	game	game	NOUN
flr-597	122	16	and	and	CCONJ
flr-597	122	17	standardized	standardize	VERB
flr-597	122	18	the	the	DET
flr-597	122	19	time	time	NOUN
flr-597	122	20	blocks	block	NOUN
flr-597	122	21	,	,	PUNCT
flr-597	122	22	so	so	SCONJ
flr-597	122	23	they	they	PRON
flr-597	122	24	were	be	AUX
flr-597	122	25	comparable	comparable	ADJ
flr-597	122	26	across	across	ADP
flr-597	122	27	users	user	NOUN
flr-597	122	28	.	.	PUNCT
flr-597	123	1	third	third	ADV
flr-597	123	2	,	,	PUNCT
flr-597	123	3	we	we	PRON
flr-597	123	4	found	find	VERB
flr-597	123	5	patterns	pattern	NOUN
flr-597	123	6	in	in	ADP
flr-597	123	7	behavior	behavior	NOUN
flr-597	123	8	using	use	VERB
flr-597	123	9	cluster	cluster	NOUN
flr-597	123	10	analysis	analysis	NOUN
flr-597	123	11	and	and	CCONJ
flr-597	123	12	heatmaps	heatmap	NOUN
flr-597	123	13	,	,	PUNCT
flr-597	123	14	which	which	PRON
flr-597	123	15	helps	help	VERB
flr-597	123	16	to	to	PART
flr-597	123	17	visualize	visualize	VERB
flr-597	123	18	large	large	ADJ
flr-597	123	19	and	and	CCONJ
flr-597	123	20	complex	complex	ADJ
flr-597	123	21	datasets	dataset	NOUN
flr-597	123	22	.	.	PUNCT
flr-597	124	1	the	the	DET
flr-597	124	2	visualizations	visualization	NOUN
flr-597	124	3	revealed	reveal	VERB
flr-597	124	4	that	that	SCONJ
flr-597	124	5	the	the	DET
flr-597	124	6	most	most	ADV
flr-597	124	7	productive	productive	ADJ
flr-597	124	8	interactions	interaction	NOUN
flr-597	124	9	occurred	occur	VERB
flr-597	124	10	when	when	SCONJ
flr-597	124	11	the	the	DET
flr-597	124	12	table	table	NOUN
flr-597	124	13	was	be	AUX
flr-597	124	14	fully	fully	ADV
flr-597	124	15	occupied	occupy	VERB
flr-597	124	16	with	with	ADP
flr-597	124	17	four	four	NUM
flr-597	124	18	simultaneous	simultaneous	ADJ
flr-597	124	19	users	user	NOUN
flr-597	124	20	,	,	PUNCT
flr-597	124	21	suggesting	suggest	VERB
flr-597	124	22	that	that	SCONJ
flr-597	124	23	collaboration	collaboration	NOUN
flr-597	124	24	led	lead	VERB
flr-597	124	25	to	to	ADP
flr-597	124	26	more	more	ADV
flr-597	124	27	successful	successful	ADJ
flr-597	124	28	goal	goal	NOUN
flr-597	124	29	-	-	PUNCT
flr-597	124	30	oriented	orient	VERB
flr-597	124	31	actions	action	NOUN
flr-597	124	32	.	.	PUNCT
flr-597	125	1	this	this	PRON
flr-597	125	2	provides	provide	VERB
flr-597	125	3	evidence	evidence	NOUN
flr-597	125	4	that	that	SCONJ
flr-597	125	5	the	the	DET
flr-597	125	6	exhibit	exhibit	NOUN
flr-597	125	7	fostered	foster	VERB
flr-597	125	8	collaborative	collaborative	ADJ
flr-597	125	9	interactions	interaction	NOUN
flr-597	125	10	as	as	ADP
flr-597	125	11	the	the	DET
flr-597	125	12	designers	designer	NOUN
flr-597	125	13	intended	intend	VERB
flr-597	125	14	(	(	PUNCT
flr-597	125	15	lyons	lyons	PROPN
flr-597	125	16	et	et	PROPN
flr-597	125	17	al	al	PROPN
flr-597	125	18	.	.	PROPN
flr-597	125	19	,	,	PUNCT
flr-597	125	20	2015	2015	NUM
flr-597	125	21	)	)	PUNCT
flr-597	125	22	.	.	PUNCT
flr-597	126	1	although	although	SCONJ
flr-597	126	2	this	this	DET
flr-597	126	3	method	method	NOUN
flr-597	126	4	is	be	AUX
flr-597	126	5	not	not	PART
flr-597	126	6	as	as	ADV
flr-597	126	7	reliable	reliable	ADJ
flr-597	126	8	as	as	ADP
flr-597	126	9	a	a	DET
flr-597	126	10	traditional	traditional	ADJ
flr-597	126	11	individual	individual	ADJ
flr-597	126	12	assessment	assessment	NOUN
flr-597	126	13	,	,	PUNCT
flr-597	126	14	the	the	DET
flr-597	126	15	information	information	NOUN
flr-597	126	16	derived	derive	VERB
flr-597	126	17	is	be	AUX
flr-597	126	18	richer	rich	ADJ
flr-597	126	19	and	and	CCONJ
flr-597	126	20	can	can	AUX
flr-597	126	21	provide	provide	VERB
flr-597	126	22	more	more	ADV
flr-597	126	23	useful	useful	ADJ
flr-597	126	24	information	information	NOUN
flr-597	126	25	on	on	ADP
flr-597	126	26	learning	learn	VERB
flr-597	126	27	strategies	strategy	NOUN
flr-597	126	28	and	and	CCONJ
flr-597	126	29	how	how	SCONJ
flr-597	126	30	systems	system	NOUN
flr-597	126	31	affect	affect	VERB
flr-597	126	32	user	user	NOUN
flr-597	126	33	behavior	behavior	NOUN
flr-597	126	34	patterns	pattern	NOUN
flr-597	126	35	on	on	ADP
flr-597	126	36	a	a	DET
flr-597	126	37	large	large	ADJ
flr-597	126	38	scale	scale	NOUN
flr-597	126	39	.	.	PUNCT
flr-597	127	1	7	7	X
flr-597	127	2	.	.	X
flr-597	127	3	implications	implication	NOUN
flr-597	127	4	for	for	ADP
flr-597	127	5	future	future	ADJ
flr-597	127	6	work	work	NOUN
flr-597	127	7	this	this	DET
flr-597	127	8	analysis	analysis	NOUN
flr-597	127	9	presents	present	VERB
flr-597	127	10	several	several	ADJ
flr-597	127	11	avenues	avenue	NOUN
flr-597	127	12	for	for	ADP
flr-597	127	13	future	future	ADJ
flr-597	127	14	investigations	investigation	NOUN
flr-597	127	15	.	.	PUNCT
flr-597	128	1	we	we	PRON
flr-597	128	2	have	have	AUX
flr-597	128	3	hypothesized	hypothesize	VERB
flr-597	128	4	that	that	SCONJ
flr-597	128	5	the	the	DET
flr-597	128	6	pauses	pause	NOUN
flr-597	128	7	seen	see	VERB
flr-597	128	8	with	with	ADP
flr-597	128	9	cluster	cluster	NOUN
flr-597	128	10	5	5	NUM
flr-597	128	11	players	player	NOUN
flr-597	128	12	represent	represent	VERB
flr-597	128	13	planning	planning	NOUN
flr-597	128	14	or	or	CCONJ
flr-597	128	15	strategizing	strategizing	NOUN
flr-597	128	16	before	before	ADP
flr-597	128	17	completing	complete	VERB
flr-597	128	18	a	a	DET
flr-597	128	19	circuit	circuit	NOUN
flr-597	128	20	.	.	PUNCT
flr-597	129	1	further	further	ADJ
flr-597	129	2	investigation	investigation	NOUN
flr-597	129	3	can	can	AUX
flr-597	129	4	determine	determine	VERB
flr-597	129	5	how	how	SCONJ
flr-597	129	6	players	player	NOUN
flr-597	129	7	’	’	PART
flr-597	129	8	completion	completion	NOUN
flr-597	129	9	events	event	NOUN
flr-597	129	10	and	and	CCONJ
flr-597	129	11	pauses	pause	NOUN
flr-597	129	12	relate	relate	VERB
flr-597	129	13	to	to	ADP
flr-597	129	14	companions	companion	NOUN
flr-597	129	15	’	'	PUNCT
flr-597	129	16	activities	activity	NOUN
flr-597	129	17	.	.	PUNCT
flr-597	130	1	for	for	ADP
flr-597	130	2	example	example	NOUN
flr-597	130	3	,	,	PUNCT
flr-597	130	4	the	the	DET
flr-597	130	5	visualization	visualization	NOUN
flr-597	130	6	could	could	AUX
flr-597	130	7	be	be	AUX
flr-597	130	8	reorganized	reorganize	VERB
flr-597	130	9	to	to	PART
flr-597	130	10	display	display	VERB
flr-597	130	11	players	player	NOUN
flr-597	130	12	together	together	ADV
flr-597	130	13	by	by	ADP
flr-597	130	14	a	a	DET
flr-597	130	15	session	session	NOUN
flr-597	130	16	with	with	ADP
flr-597	130	17	each	each	DET
flr-597	130	18	player	player	NOUN
flr-597	130	19	offset	offset	VERB
flr-597	130	20	according	accord	VERB
flr-597	130	21	to	to	ADP
flr-597	130	22	their	their	PRON
flr-597	130	23	start	start	NOUN
flr-597	130	24	times	time	NOUN
flr-597	130	25	to	to	PART
flr-597	130	26	indicate	indicate	VERB
flr-597	130	27	productive	productive	ADJ
flr-597	130	28	group	group	NOUN
flr-597	130	29	collaboration	collaboration	NOUN
flr-597	130	30	.	.	PUNCT
flr-597	131	1	this	this	PRON
flr-597	131	2	could	could	AUX
flr-597	131	3	indicate	indicate	VERB
flr-597	131	4	whether	whether	SCONJ
flr-597	131	5	a	a	DET
flr-597	131	6	user	user	NOUN
flr-597	131	7	’s	’s	PART
flr-597	131	8	completion	completion	NOUN
flr-597	131	9	of	of	ADP
flr-597	131	10	a	a	DET
flr-597	131	11	circuit	circuit	NOUN
flr-597	131	12	prompts	prompt	NOUN
flr-597	131	13	echoing	echo	VERB
flr-597	131	14	of	of	ADP
flr-597	131	15	the	the	DET
flr-597	131	16	same	same	ADJ
flr-597	131	17	circuit	circuit	NOUN
flr-597	131	18	by	by	ADP
flr-597	131	19	others	other	NOUN
flr-597	131	20	.	.	PUNCT
flr-597	132	1	furthermore	furthermore	ADV
flr-597	132	2	,	,	PUNCT
flr-597	132	3	these	these	DET
flr-597	132	4	visualizations	visualization	NOUN
flr-597	132	5	help	help	VERB
flr-597	132	6	flag	flag	NOUN
flr-597	132	7	events	event	NOUN
flr-597	132	8	for	for	ADP
flr-597	132	9	finer	finer	ADV
flr-597	132	10	-	-	PUNCT
flr-597	132	11	grained	grain	VERB
flr-597	132	12	qualitative	qualitative	ADJ
flr-597	132	13	analysis	analysis	NOUN
flr-597	132	14	to	to	PART
flr-597	132	15	understand	understand	VERB
flr-597	132	16	the	the	DET
flr-597	132	17	interactions	interaction	NOUN
flr-597	132	18	happening	happen	VERB
flr-597	132	19	“	"	PUNCT
flr-597	132	20	above	above	ADP
flr-597	132	21	the	the	DET
flr-597	132	22	table	table	NOUN
flr-597	132	23	”	"	PUNCT
flr-597	132	24	among	among	ADP
flr-597	132	25	participants	participant	NOUN
flr-597	132	26	(	(	PUNCT
flr-597	132	27	tissenbaum	tissenbaum	PROPN
flr-597	132	28	et	et	PROPN
flr-597	132	29	al	al	PROPN
flr-597	132	30	.	.	PROPN
flr-597	132	31	,	,	PUNCT
flr-597	132	32	2017	2017	NUM
flr-597	132	33	)	)	PUNCT
flr-597	132	34	.	.	PUNCT
flr-597	133	1	if	if	SCONJ
flr-597	133	2	further	further	ADJ
flr-597	133	3	work	work	NOUN
flr-597	133	4	shows	show	VERB
flr-597	133	5	that	that	SCONJ
flr-597	133	6	players	player	NOUN
flr-597	133	7	in	in	ADP
flr-597	133	8	a	a	DET
flr-597	133	9	cluster	cluster	NOUN
flr-597	133	10	demonstrate	demonstrate	VERB
flr-597	133	11	similar	similar	ADJ
flr-597	133	12	challenges	challenge	NOUN
flr-597	133	13	,	,	PUNCT
flr-597	133	14	this	this	PRON
flr-597	133	15	could	could	AUX
flr-597	133	16	help	help	VERB
flr-597	133	17	us	we	PRON
flr-597	133	18	provide	provide	VERB
flr-597	133	19	real	real	ADJ
flr-597	133	20	-	-	PUNCT
flr-597	133	21	time	time	NOUN
flr-597	133	22	participant	participant	ADJ
flr-597	133	23	support	support	NOUN
flr-597	133	24	.	.	PUNCT
flr-597	134	1	such	such	ADJ
flr-597	134	2	information	information	NOUN
flr-597	134	3	could	could	AUX
flr-597	134	4	alert	alert	VERB
flr-597	134	5	museum	museum	NOUN
flr-597	134	6	facilitators	facilitator	NOUN
flr-597	134	7	when	when	SCONJ
flr-597	134	8	to	to	PART
flr-597	134	9	intervene	intervene	VERB
flr-597	134	10	when	when	SCONJ
flr-597	134	11	visitors	visitor	NOUN
flr-597	134	12	are	be	AUX
flr-597	134	13	frustrated	frustrate	VERB
flr-597	134	14	,	,	PUNCT
flr-597	134	15	consequently	consequently	ADV
flr-597	134	16	increasing	increase	VERB
flr-597	134	17	visitor	visitor	NOUN
flr-597	134	18	dwell	dwell	NOUN
flr-597	134	19	time	time	NOUN
flr-597	134	20	and	and	CCONJ
flr-597	134	21	overall	overall	ADJ
flr-597	134	22	domain	domain	NOUN
flr-597	134	23	learning	learning	NOUN
flr-597	134	24	.	.	PUNCT
flr-597	135	1	this	this	DET
flr-597	135	2	method	method	NOUN
flr-597	135	3	of	of	ADP
flr-597	135	4	using	use	VERB
flr-597	135	5	log	log	NOUN
flr-597	135	6	data	datum	NOUN
flr-597	135	7	to	to	PART
flr-597	135	8	identify	identify	VERB
flr-597	135	9	user	user	NOUN
flr-597	135	10	strategies	strategy	NOUN
flr-597	135	11	and	and	CCONJ
flr-597	135	12	states	state	NOUN
flr-597	135	13	to	to	PART
flr-597	135	14	provide	provide	VERB
flr-597	135	15	just	just	ADV
flr-597	135	16	-	-	PUNCT
flr-597	135	17	in	in	ADP
flr-597	135	18	-	-	PUNCT
flr-597	135	19	time	time	NOUN
flr-597	135	20	scaffolding	scaffolding	NOUN
flr-597	135	21	can	can	AUX
flr-597	135	22	be	be	AUX
flr-597	135	23	a	a	DET
flr-597	135	24	useful	useful	ADJ
flr-597	135	25	method	method	NOUN
flr-597	135	26	for	for	ADP
flr-597	135	27	facilitators	facilitator	NOUN
flr-597	135	28	looking	look	VERB
flr-597	135	29	to	to	PART
flr-597	135	30	improve	improve	VERB
flr-597	135	31	user	user	NOUN
flr-597	135	32	engagement	engagement	NOUN
flr-597	135	33	in	in	ADP
flr-597	135	34	other	other	ADJ
flr-597	135	35	less	less	ADV
flr-597	135	36	-	-	PUNCT
flr-597	135	37	structured	structure	VERB
flr-597	135	38	museum	museum	NOUN
flr-597	135	39	spaces	space	NOUN
flr-597	135	40	and	and	CCONJ
flr-597	135	41	online	online	ADJ
flr-597	135	42	learning	learn	VERB
flr-597	135	43	environments	environment	NOUN
flr-597	135	44	.	.	PUNCT
flr-597	136	1	keypoints	keypoint	NOUN
flr-597	136	2	heatmaps	heatmap	NOUN
flr-597	136	3	can	can	AUX
flr-597	136	4	be	be	AUX
flr-597	136	5	a	a	DET
flr-597	136	6	helpful	helpful	ADJ
flr-597	136	7	way	way	NOUN
flr-597	136	8	of	of	ADP
flr-597	136	9	visualizing	visualize	VERB
flr-597	136	10	logfile	logfile	PROPN
flr-597	136	11	data	datum	NOUN
flr-597	136	12	of	of	ADP
flr-597	136	13	user	user	NOUN
flr-597	136	14	interactions	interaction	NOUN
flr-597	136	15	and	and	CCONJ
flr-597	136	16	finding	find	VERB
flr-597	136	17	clustering	clustering	ADJ
flr-597	136	18	trends	trend	NOUN
flr-597	136	19	in	in	ADP
flr-597	136	20	collative	collative	ADJ
flr-597	136	21	user	user	NOUN
flr-597	136	22	behavior	behavior	NOUN
flr-597	136	23	for	for	ADP
flr-597	136	24	this	this	DET
flr-597	136	25	museum	museum	NOUN
flr-597	136	26	exhibit	exhibit	PROPN
flr-597	136	27	,	,	PUNCT
flr-597	136	28	the	the	DET
flr-597	136	29	more	more	ADJ
flr-597	136	30	players	player	NOUN
flr-597	136	31	participated	participate	VERB
flr-597	136	32	in	in	ADP
flr-597	136	33	the	the	DET
flr-597	136	34	game	game	NOUN
flr-597	136	35	,	,	PUNCT
flr-597	136	36	the	the	PRON
flr-597	136	37	longer	long	ADV
flr-597	136	38	the	the	DET
flr-597	136	39	session	session	NOUN
flr-597	136	40	lasted	last	VERB
flr-597	136	41	,	,	PUNCT
flr-597	136	42	suggesting	suggest	VERB
flr-597	136	43	that	that	SCONJ
flr-597	136	44	the	the	DET
flr-597	136	45	activity	activity	NOUN
flr-597	136	46	promoted	promote	VERB
flr-597	136	47	collaborative	collaborative	ADJ
flr-597	136	48	activity	activity	NOUN
flr-597	136	49	in	in	ADP
flr-597	136	50	terms	term	NOUN
flr-597	136	51	of	of	ADP
flr-597	136	52	problem	problem	NOUN
flr-597	136	53	-	-	PUNCT
flr-597	136	54	solving	solving	NOUN
flr-597	136	55	,	,	PUNCT
flr-597	136	56	two	two	NUM
flr-597	136	57	styles	style	NOUN
flr-597	136	58	of	of	ADP
flr-597	136	59	playing	play	VERB
flr-597	136	60	emerged	emerge	VERB
flr-597	136	61	:	:	PUNCT
flr-597	136	62	reflective	reflective	ADJ
flr-597	136	63	versus	versus	ADP
flr-597	136	64	more	more	ADJ
flr-597	136	65	achievement	achievement	NOUN
flr-597	136	66	-	-	PUNCT
flr-597	136	67	oriented	orient	VERB
flr-597	136	68	acknowledgments	acknowledgment	NOUN
flr-597	136	69	this	this	DET
flr-597	136	70	research	research	NOUN
flr-597	136	71	was	be	AUX
flr-597	136	72	made	make	VERB
flr-597	136	73	possible	possible	ADJ
flr-597	136	74	by	by	ADP
flr-597	136	75	the	the	DET
flr-597	136	76	national	national	PROPN
flr-597	136	77	science	science	PROPN
flr-597	136	78	foundation	foundation	PROPN
flr-597	136	79	data	data	PROPN
flr-597	136	80	consortium	consortium	NOUN
flr-597	136	81	fellowship	fellowship	NOUN
flr-597	136	82	and	and	CCONJ
flr-597	136	83	the	the	DET
flr-597	136	84	new	new	PROPN
flr-597	136	85	york	york	PROPN
flr-597	136	86	hall	hall	PROPN
flr-597	136	87	of	of	ADP
flr-597	136	88	science	science	NOUN
flr-597	136	89	.	.	PUNCT
flr-597	137	1	references	reference	NOUN
flr-597	137	2	alfredo	alfredo	NOUN
flr-597	137	3	,	,	PUNCT
flr-597	137	4	v.	v.	NOUN
flr-597	137	5	,	,	PUNCT
flr-597	137	6	félix	félix	NOUN
flr-597	137	7	,	,	PUNCT
flr-597	137	8	c.	c.	PROPN
flr-597	137	9	,	,	PUNCT
flr-597	137	10	&	&	CCONJ
flr-597	137	11	àngela	àngela	PROPN
flr-597	137	12	,	,	PUNCT
flr-597	137	13	n.	n.	PROPN
flr-597	137	14	(	(	PUNCT
flr-597	137	15	2010	2010	NUM
flr-597	137	16	)	)	PUNCT
flr-597	137	17	.	.	PUNCT
flr-597	138	1	clustering	cluster	VERB
flr-597	138	2	educational	educational	ADJ
flr-597	138	3	data	datum	NOUN
flr-597	138	4	.	.	PUNCT
flr-597	139	1	in	in	ADP
flr-597	139	2	c.	c.	PROPN
flr-597	139	3	romero	romero	PROPN
flr-597	139	4	,	,	PUNCT
flr-597	139	5	s.	s.	PROPN
flr-597	139	6	ventura	ventura	PROPN
flr-597	139	7	,	,	PUNCT
flr-597	139	8	m.	m.	NOUN
flr-597	139	9	pechenizkiy	pechenizkiy	PROPN
flr-597	139	10	&	&	CCONJ
flr-597	139	11	r.	r.	PROPN
flr-597	139	12	s.	s.	PROPN
flr-597	139	13	j.	j.	PROPN
flr-597	139	14	d.	d.	PROPN
flr-597	139	15	baker	baker	PROPN
flr-597	139	16	(	(	PUNCT
flr-597	139	17	eds	eds	PROPN
flr-597	139	18	.	.	PUNCT
flr-597	139	19	)	)	PUNCT
flr-597	139	20	,	,	PUNCT
flr-597	139	21	handbook	handbook	NOUN
flr-597	139	22	of	of	ADP
flr-597	139	23	educational	educational	ADJ
flr-597	139	24	data	datum	NOUN
flr-597	139	25	mining	mining	NOUN
flr-597	139	26	(	(	PUNCT
flr-597	139	27	pp	pp	ADJ
flr-597	139	28	.	.	PUNCT
flr-597	140	1	75	75	NUM
flr-597	140	2	-	-	SYM
flr-597	140	3	92	92	NUM
flr-597	140	4	)	)	PUNCT
flr-597	140	5	.	.	PUNCT
flr-597	141	1	boca	boca	PROPN
flr-597	141	2	raton	raton	PROPN
flr-597	141	3	,	,	PUNCT
flr-597	141	4	fl	fl	PROPN
flr-597	141	5	:	:	PUNCT
flr-597	141	6	crc	crc	NOUN
flr-597	141	7	press	press	NOUN
flr-597	141	8	.	.	PUNCT
flr-597	142	1	https://doi.org/10.1201%2fb10274-8	https://doi.org/10.1201%2fb10274-8	PROPN
flr-597	142	2	amershi	amershi	NOUN
flr-597	142	3	,	,	PUNCT
flr-597	142	4	s.	s.	PROPN
flr-597	142	5	,	,	PUNCT
flr-597	142	6	&	&	CCONJ
flr-597	142	7	conati	conati	PROPN
flr-597	142	8	,	,	PUNCT
flr-597	142	9	c.	c.	PROPN
flr-597	142	10	(	(	PUNCT
flr-597	142	11	2009	2009	NUM
flr-597	142	12	)	)	PUNCT
flr-597	142	13	.	.	PUNCT
flr-597	143	1	combining	combine	VERB
flr-597	143	2	unsupervised	unsupervised	ADJ
flr-597	143	3	and	and	CCONJ
flr-597	143	4	supervised	supervise	VERB
flr-597	143	5	classification	classification	NOUN
flr-597	143	6	to	to	PART
flr-597	143	7	build	build	VERB
flr-597	143	8	user	user	NOUN
flr-597	143	9	models	model	NOUN
flr-597	143	10	for	for	ADP
flr-597	143	11	exploratory	exploratory	ADJ
flr-597	143	12	learning	learning	NOUN
flr-597	143	13	environments	environment	NOUN
flr-597	143	14	.	.	PUNCT
flr-597	144	1	jedm|	jedm|	PROPN
flr-597	144	2	journal	journal	PROPN
flr-597	144	3	of	of	ADP
flr-597	144	4	educational	educational	ADJ
flr-597	144	5	data	datum	NOUN
flr-597	144	6	mining	mining	NOUN
flr-597	144	7	,	,	PUNCT
flr-597	144	8	1(1	1(1	NUM
flr-597	144	9	)	)	PUNCT
flr-597	144	10	,	,	PUNCT
flr-597	144	11	18	18	NUM
flr-597	144	12	-	-	SYM
flr-597	144	13	71	71	NUM
flr-597	144	14	.	.	PUNCT
flr-597	145	1	berland	berland	PROPN
flr-597	145	2	,	,	PUNCT
flr-597	145	3	m.	m.	NOUN
flr-597	145	4	,	,	PUNCT
flr-597	145	5	martin	martin	PROPN
flr-597	145	6	,	,	PUNCT
flr-597	145	7	t.	t.	PROPN
flr-597	145	8	,	,	PUNCT
flr-597	145	9	benton	benton	PROPN
flr-597	145	10	,	,	PUNCT
flr-597	145	11	t.	t.	PROPN
flr-597	145	12	,	,	PUNCT
flr-597	145	13	petrick	petrick	PROPN
flr-597	145	14	smith	smith	PROPN
flr-597	145	15	,	,	PUNCT
flr-597	145	16	c.	c.	PROPN
flr-597	145	17	,	,	PUNCT
flr-597	145	18	&	&	CCONJ
flr-597	145	19	davis	davis	PROPN
flr-597	145	20	,	,	PUNCT
flr-597	145	21	d.	d.	PROPN
flr-597	145	22	(	(	PUNCT
flr-597	145	23	2013	2013	NUM
flr-597	145	24	)	)	PUNCT
flr-597	145	25	.	.	PUNCT
flr-597	146	1	using	use	VERB
flr-597	146	2	learning	learn	VERB
flr-597	146	3	analytics	analytic	NOUN
flr-597	146	4	to	to	PART
flr-597	146	5	understand	understand	VERB
flr-597	146	6	the	the	DET
flr-597	146	7	learning	learn	VERB
flr-597	146	8	pathways	pathway	NOUN
flr-597	146	9	of	of	ADP
flr-597	146	10	novice	novice	NOUN
flr-597	146	11	programmers	programmer	NOUN
flr-597	146	12	.	.	PUNCT
flr-597	147	1	journal	journal	NOUN
flr-597	147	2	of	of	ADP
flr-597	147	3	the	the	DET
flr-597	147	4	learning	learn	VERB
flr-597	147	5	sciences	science	NOUN
flr-597	147	6	,	,	PUNCT
flr-597	147	7	22(4	22(4	NUM
flr-597	147	8	)	)	PUNCT
flr-597	147	9	,	,	PUNCT
flr-597	147	10	564	564	NUM
flr-597	147	11	-	-	SYM
flr-597	147	12	599	599	NUM
flr-597	147	13	.	.	PUNCT
flr-597	148	1	https://doi.org/10.1080%2f10508406.2013.836655	https://doi.org/10.1080%2f10508406.2013.836655	PROPN
flr-597	148	2	blikstein	blikstein	NOUN
flr-597	148	3	,	,	PUNCT
flr-597	148	4	p.	p.	NOUN
flr-597	148	5	(	(	PUNCT
flr-597	148	6	2013	2013	NUM
flr-597	148	7	,	,	PUNCT
flr-597	148	8	april	april	PROPN
flr-597	148	9	)	)	PUNCT
flr-597	148	10	.	.	PUNCT
flr-597	149	1	multimodal	multimodal	ADJ
flr-597	149	2	learning	learn	VERB
flr-597	149	3	analytics	analytic	NOUN
flr-597	149	4	.	.	PUNCT
flr-597	150	1	in	in	ADP
flr-597	150	2	proceedings	proceeding	NOUN
flr-597	150	3	of	of	ADP
flr-597	150	4	the	the	DET
flr-597	150	5	third	third	ADJ
flr-597	150	6	international	international	ADJ
flr-597	150	7	conference	conference	NOUN
flr-597	150	8	on	on	ADP
flr-597	150	9	learning	learn	VERB
flr-597	150	10	analytics	analytic	NOUN
flr-597	150	11	and	and	CCONJ
flr-597	150	12	knowledge	knowledge	NOUN
flr-597	150	13	(	(	PUNCT
flr-597	150	14	pp	pp	ADJ
flr-597	150	15	.	.	PUNCT
flr-597	151	1	102	102	NUM
flr-597	151	2	-	-	SYM
flr-597	151	3	106	106	NUM
flr-597	151	4	)	)	PUNCT
flr-597	151	5	.	.	PUNCT
flr-597	152	1	acm	acm	PROPN
flr-597	152	2	.	.	PUNCT
flr-597	153	1	https://doi.org/10.1145%2f2460296.2460316	https://doi.org/10.1145%2f2460296.2460316	PROPN
flr-597	153	2	block	block	NOUN
flr-597	153	3	,	,	PUNCT
flr-597	153	4	f.	f.	PROPN
flr-597	153	5	,	,	PUNCT
flr-597	153	6	hammerman	hammerman	PROPN
flr-597	153	7	,	,	PUNCT
flr-597	153	8	j.	j.	PROPN
flr-597	153	9	,	,	PUNCT
flr-597	153	10	horn	horn	NOUN
flr-597	153	11	,	,	PUNCT
flr-597	153	12	m.	m.	NOUN
flr-597	153	13	,	,	PUNCT
flr-597	153	14	spiegel	spiegel	PROPN
flr-597	153	15	,	,	PUNCT
flr-597	153	16	a.	a.	PROPN
flr-597	153	17	,	,	PUNCT
flr-597	153	18	christiansen	christiansen	PROPN
flr-597	153	19	,	,	PUNCT
flr-597	153	20	j.	j.	PROPN
flr-597	153	21	,	,	PUNCT
flr-597	153	22	phillips	phillips	PROPN
flr-597	153	23	,	,	PUNCT
flr-597	153	24	b.	b.	PROPN
flr-597	153	25	,	,	PUNCT
flr-597	153	26	...	...	PUNCT
flr-597	153	27	&	&	CCONJ
flr-597	153	28	shen	shen	PROPN
flr-597	153	29	,	,	PUNCT
flr-597	153	30	c.	c.	PROPN
flr-597	153	31	(	(	PUNCT
flr-597	153	32	2015	2015	NUM
flr-597	153	33	,	,	PUNCT
flr-597	153	34	april	april	PROPN
flr-597	153	35	)	)	PUNCT
flr-597	153	36	.	.	PUNCT
flr-597	154	1	fluid	fluid	ADJ
flr-597	154	2	grouping	grouping	NOUN
flr-597	154	3	:	:	PUNCT
flr-597	154	4	quantifying	quantify	VERB
flr-597	154	5	group	group	NOUN
flr-597	154	6	engagement	engagement	NOUN
flr-597	154	7	around	around	ADP
flr-597	154	8	interactive	interactive	ADJ
flr-597	154	9	tabletop	tabletop	NOUN
flr-597	154	10	exhibits	exhibit	NOUN
flr-597	154	11	in	in	ADP
flr-597	154	12	the	the	DET
flr-597	154	13	wild	wild	NOUN
flr-597	154	14	.	.	PUNCT
flr-597	155	1	in	in	ADP
flr-597	155	2	proceedings	proceeding	NOUN
flr-597	155	3	of	of	ADP
flr-597	155	4	the	the	DET
flr-597	155	5	33rd	33rd	ADJ
flr-597	155	6	annual	annual	ADJ
flr-597	155	7	acm	acm	NOUN
flr-597	155	8	conference	conference	NOUN
flr-597	155	9	on	on	ADP
flr-597	155	10	human	human	ADJ
flr-597	155	11	factors	factor	NOUN
flr-597	155	12	in	in	ADP
flr-597	155	13	computing	computing	NOUN
flr-597	155	14	systems	system	NOUN
flr-597	155	15	(	(	PUNCT
flr-597	155	16	pp	pp	ADJ
flr-597	155	17	.	.	PUNCT
flr-597	156	1	867	867	NUM
flr-597	156	2	-	-	SYM
flr-597	156	3	876	876	NUM
flr-597	156	4	)	)	PUNCT
flr-597	156	5	.	.	PUNCT
flr-597	157	1	acm	acm	PROPN
flr-597	157	2	.	.	PUNCT
flr-597	158	1	https://doi.org/10.1145%2f2702123.2702231	https://doi.org/10.1145%2f2702123.2702231	PROPN
flr-597	158	2	bowers	bower	NOUN
flr-597	158	3	,	,	PUNCT
flr-597	158	4	a.	a.	PROPN
flr-597	158	5	j.	j.	PROPN
flr-597	158	6	(	(	PUNCT
flr-597	158	7	2010	2010	NUM
flr-597	158	8	)	)	PUNCT
flr-597	158	9	.	.	PUNCT
flr-597	159	1	analyzing	analyze	VERB
flr-597	159	2	the	the	DET
flr-597	159	3	longitudinal	longitudinal	ADJ
flr-597	159	4	k-12	k-12	PROPN
flr-597	159	5	grading	grade	VERB
flr-597	159	6	histories	history	NOUN
flr-597	159	7	of	of	ADP
flr-597	159	8	entire	entire	ADJ
flr-597	159	9	cohorts	cohort	NOUN
flr-597	159	10	of	of	ADP
flr-597	159	11	students	student	NOUN
flr-597	159	12	:	:	PUNCT
flr-597	159	13	grades	grade	NOUN
flr-597	159	14	,	,	PUNCT
flr-597	159	15	data	datum	NOUN
flr-597	159	16	-	-	PUNCT
flr-597	159	17	driven	drive	VERB
flr-597	159	18	decision	decision	NOUN
flr-597	159	19	making	making	NOUN
flr-597	159	20	,	,	PUNCT
flr-597	159	21	dropping	drop	VERB
flr-597	159	22	out	out	ADP
flr-597	159	23	and	and	CCONJ
flr-597	159	24	hierarchical	hierarchical	ADJ
flr-597	159	25	cluster	cluster	NOUN
flr-597	159	26	analysis	analysis	NOUN
flr-597	159	27	.	.	PUNCT
flr-597	160	1	practical	practical	ADJ
flr-597	160	2	assessment	assessment	NOUN
flr-597	160	3	,	,	PUNCT
flr-597	160	4	research	research	NOUN
flr-597	160	5	,	,	PUNCT
flr-597	160	6	and	and	CCONJ
flr-597	160	7	evaluation	evaluation	NOUN
flr-597	160	8	,	,	PUNCT
flr-597	160	9	15(1	15(1	NUM
flr-597	160	10	)	)	PUNCT
flr-597	160	11	,	,	PUNCT
flr-597	160	12	7	7	X
flr-597	160	13	.	.	X
flr-597	160	14	davis	davis	PROPN
flr-597	160	15	,	,	PUNCT
flr-597	160	16	p.	p.	PROPN
flr-597	160	17	,	,	PUNCT
flr-597	160	18	horn	horn	NOUN
flr-597	160	19	,	,	PUNCT
flr-597	160	20	m.	m.	NOUN
flr-597	160	21	s.	s.	PROPN
flr-597	160	22	,	,	PUNCT
flr-597	160	23	schrementi	schrementi	PROPN
flr-597	160	24	,	,	PUNCT
flr-597	160	25	l.	l.	PROPN
flr-597	160	26	,	,	PUNCT
flr-597	160	27	block	block	NOUN
flr-597	160	28	,	,	PUNCT
flr-597	160	29	f.	f.	PROPN
flr-597	160	30	,	,	PUNCT
flr-597	160	31	phillips	phillips	PROPN
flr-597	160	32	,	,	PUNCT
flr-597	160	33	b.	b.	PROPN
flr-597	160	34	,	,	PUNCT
flr-597	160	35	evans	evans	PROPN
flr-597	160	36	,	,	PUNCT
flr-597	160	37	e.	e.	PROPN
flr-597	160	38	m.	m.	PROPN
flr-597	160	39	,	,	PUNCT
flr-597	160	40	...	...	PUNCT
flr-597	160	41	&	&	CCONJ
flr-597	160	42	shen	shen	PROPN
flr-597	160	43	,	,	PUNCT
flr-597	160	44	c.	c.	PROPN
flr-597	160	45	(	(	PUNCT
flr-597	160	46	2013	2013	NUM
flr-597	160	47	)	)	PUNCT
flr-597	160	48	.	.	PUNCT
flr-597	161	1	going	go	VERB
flr-597	161	2	deep	deep	ADV
flr-597	161	3	:	:	PUNCT
flr-597	161	4	supporting	support	VERB
flr-597	161	5	collaborative	collaborative	ADJ
flr-597	161	6	exploration	exploration	NOUN
flr-597	161	7	of	of	ADP
flr-597	161	8	evolution	evolution	NOUN
flr-597	161	9	in	in	ADP
flr-597	161	10	natural	natural	ADJ
flr-597	161	11	history	history	NOUN
flr-597	161	12	museums	museum	NOUN
flr-597	161	13	.	.	PUNCT
flr-597	162	1	in	in	ADP
flr-597	162	2	proceedings	proceeding	NOUN
flr-597	162	3	of	of	ADP
flr-597	162	4	10th	10th	ADJ
flr-597	162	5	international	international	ADJ
flr-597	162	6	conference	conference	NOUN
flr-597	162	7	on	on	ADP
flr-597	162	8	computer	computer	NOUN
flr-597	162	9	supported	support	VERB
flr-597	162	10	collaborative	collaborative	ADJ
flr-597	162	11	learning	learning	NOUN
flr-597	162	12	.	.	PUNCT
flr-597	163	1	evans	evans	PROPN
flr-597	163	2	,	,	PUNCT
flr-597	163	3	a.	a.	PROPN
flr-597	163	4	c.	c.	PROPN
flr-597	163	5	,	,	PUNCT
flr-597	163	6	wobbrock	wobbrock	PROPN
flr-597	163	7	,	,	PUNCT
flr-597	163	8	j.	j.	PROPN
flr-597	163	9	o.	o.	PROPN
flr-597	163	10	,	,	PUNCT
flr-597	163	11	&	&	CCONJ
flr-597	163	12	davis	davis	PROPN
flr-597	163	13	,	,	PUNCT
flr-597	163	14	k.	k.	PROPN
flr-597	163	15	(	(	PUNCT
flr-597	163	16	2016	2016	NUM
flr-597	163	17	,	,	PUNCT
flr-597	163	18	february	february	PROPN
flr-597	163	19	)	)	PUNCT
flr-597	163	20	.	.	PUNCT
flr-597	164	1	modeling	model	VERB
flr-597	164	2	collaboration	collaboration	NOUN
flr-597	164	3	patterns	pattern	NOUN
flr-597	164	4	on	on	ADP
flr-597	164	5	an	an	DET
flr-597	164	6	interactive	interactive	ADJ
flr-597	164	7	tabletop	tabletop	NOUN
flr-597	164	8	in	in	ADP
flr-597	164	9	a	a	DET
flr-597	164	10	classroom	classroom	NOUN
flr-597	164	11	setting	set	VERB
flr-597	164	12	.	.	PUNCT
flr-597	165	1	in	in	ADP
flr-597	165	2	proceedings	proceeding	NOUN
flr-597	165	3	of	of	ADP
flr-597	165	4	the	the	DET
flr-597	165	5	19th	19th	ADJ
flr-597	165	6	acm	acm	PROPN
flr-597	165	7	conference	conference	NOUN
flr-597	165	8	on	on	ADP
flr-597	165	9	computer	computer	NOUN
flr-597	165	10	-	-	PUNCT
flr-597	165	11	supported	support	VERB
flr-597	165	12	cooperative	cooperative	ADJ
flr-597	165	13	work	work	NOUN
flr-597	165	14	&	&	CCONJ
flr-597	165	15	social	social	ADJ
flr-597	165	16	computing	computing	NOUN
flr-597	165	17	(	(	PUNCT
flr-597	165	18	pp	pp	ADJ
flr-597	165	19	.	.	PUNCT
flr-597	166	1	860	860	NUM
flr-597	166	2	-	-	PUNCT
flr-597	166	3	871	871	NUM
flr-597	166	4	)	)	PUNCT
flr-597	166	5	.	.	PUNCT
flr-597	167	1	lee	lee	PROPN
flr-597	167	2	,	,	PUNCT
flr-597	167	3	j.	j.	PROPN
flr-597	167	4	e.	e.	PROPN
flr-597	167	5	,	,	PUNCT
flr-597	167	6	recker	recker	PROPN
flr-597	167	7	,	,	PUNCT
flr-597	167	8	m.	m.	NOUN
flr-597	167	9	,	,	PUNCT
flr-597	167	10	bowers	bower	NOUN
flr-597	167	11	,	,	PUNCT
flr-597	167	12	a.	a.	PROPN
flr-597	167	13	,	,	PUNCT
flr-597	167	14	&	&	CCONJ
flr-597	167	15	yuan	yuan	PROPN
flr-597	167	16	,	,	PUNCT
flr-597	167	17	m.	m.	NOUN
flr-597	167	18	(	(	PUNCT
flr-597	167	19	2016	2016	NUM
flr-597	167	20	,	,	PUNCT
flr-597	167	21	june	june	PROPN
flr-597	167	22	)	)	PUNCT
flr-597	167	23	.	.	PUNCT
flr-597	168	1	hierarchical	hierarchical	ADJ
flr-597	168	2	cluster	cluster	NOUN
flr-597	168	3	analysis	analysis	NOUN
flr-597	168	4	heatmaps	heatmap	NOUN
flr-597	168	5	and	and	CCONJ
flr-597	168	6	pattern	pattern	NOUN
flr-597	168	7	analysis	analysis	NOUN
flr-597	168	8	:	:	PUNCT
flr-597	168	9	an	an	DET
flr-597	168	10	approach	approach	NOUN
flr-597	168	11	for	for	ADP
flr-597	168	12	visualizing	visualize	VERB
flr-597	168	13	learning	learning	NOUN
flr-597	168	14	management	management	NOUN
flr-597	168	15	system	system	NOUN
flr-597	168	16	interaction	interaction	NOUN
flr-597	168	17	data	datum	NOUN
flr-597	168	18	.	.	PUNCT
flr-597	169	1	in	in	ADP
flr-597	169	2	edm	edm	PROPN
flr-597	169	3	(	(	PUNCT
flr-597	169	4	pp	pp	PROPN
flr-597	169	5	.	.	PUNCT
flr-597	169	6	603	603	NUM
flr-597	169	7	-	-	SYM
flr-597	169	8	604	604	NUM
flr-597	169	9	)	)	PUNCT
flr-597	169	10	.	.	PUNCT
flr-597	170	1	long	long	ADV
flr-597	170	2	,	,	PUNCT
flr-597	170	3	d.	d.	PROPN
flr-597	170	4	,	,	PUNCT
flr-597	170	5	mcklin	mcklin	PROPN
flr-597	170	6	,	,	PUNCT
flr-597	170	7	t.	t.	PROPN
flr-597	170	8	,	,	PUNCT
flr-597	170	9	weisling	weisling	NOUN
flr-597	170	10	,	,	PUNCT
flr-597	170	11	a.	a.	NOUN
flr-597	170	12	,	,	PUNCT
flr-597	170	13	martin	martin	PROPN
flr-597	170	14	,	,	PUNCT
flr-597	170	15	w.	w.	PROPN
flr-597	170	16	,	,	PUNCT
flr-597	170	17	guthrie	guthrie	PROPN
flr-597	170	18	,	,	PUNCT
flr-597	170	19	h.	h.	PROPN
flr-597	170	20	,	,	PUNCT
flr-597	170	21	&	&	CCONJ
flr-597	170	22	magerko	magerko	PROPN
flr-597	170	23	,	,	PUNCT
flr-597	170	24	b.	b.	PROPN
flr-597	170	25	(	(	PUNCT
flr-597	170	26	2019	2019	NUM
flr-597	170	27	)	)	PUNCT
flr-597	170	28	.	.	PUNCT
flr-597	171	1	trajectories	trajectory	NOUN
flr-597	171	2	of	of	ADP
flr-597	171	3	physical	physical	ADJ
flr-597	171	4	engagement	engagement	NOUN
flr-597	171	5	and	and	CCONJ
flr-597	171	6	expression	expression	NOUN
flr-597	171	7	in	in	ADP
flr-597	171	8	a	a	DET
flr-597	171	9	co	co	ADJ
flr-597	171	10	-	-	ADJ
flr-597	171	11	creative	creative	ADJ
flr-597	171	12	museum	museum	NOUN
flr-597	171	13	installation	installation	NOUN
flr-597	171	14	.	.	PUNCT
flr-597	172	1	in	in	ADP
flr-597	172	2	proceedings	proceeding	NOUN
flr-597	172	3	of	of	ADP
flr-597	172	4	the	the	DET
flr-597	172	5	2019	2019	NUM
flr-597	172	6	on	on	ADP
flr-597	172	7	creativity	creativity	NOUN
flr-597	172	8	and	and	CCONJ
flr-597	172	9	cognition	cognition	NOUN
flr-597	172	10	(	(	PUNCT
flr-597	172	11	pp	pp	ADJ
flr-597	172	12	.	.	PUNCT
flr-597	173	1	246	246	NUM
flr-597	173	2	-	-	SYM
flr-597	173	3	257	257	NUM
flr-597	173	4	)	)	PUNCT
flr-597	173	5	.	.	PUNCT
flr-597	174	1	https://doi.org/10.1145%2f3325480.3325505	https://doi.org/10.1145%2f3325480.3325505	PROPN
flr-597	174	2	lyons	lyons	PROPN
flr-597	174	3	,	,	PUNCT
flr-597	174	4	l.	l.	PROPN
flr-597	174	5	(	(	PUNCT
flr-597	174	6	2014	2014	NUM
flr-597	174	7	)	)	PUNCT
flr-597	174	8	.	.	PUNCT
flr-597	175	1	exhibiting	exhibit	VERB
flr-597	175	2	data	datum	NOUN
flr-597	175	3	:	:	PUNCT
flr-597	175	4	using	use	VERB
flr-597	175	5	body	body	NOUN
flr-597	175	6	-	-	PUNCT
flr-597	175	7	as	as	ADP
flr-597	175	8	-	-	PUNCT
flr-597	175	9	interface	interface	NOUN
flr-597	175	10	designs	design	NOUN
flr-597	175	11	to	to	PART
flr-597	175	12	engage	engage	VERB
flr-597	175	13	visitors	visitor	NOUN
flr-597	175	14	with	with	ADP
flr-597	175	15	data	datum	NOUN
flr-597	175	16	visualizations	visualization	NOUN
flr-597	175	17	.	.	PUNCT
flr-597	176	1	in	in	ADP
flr-597	176	2	learning	learn	VERB
flr-597	176	3	technologies	technology	NOUN
flr-597	176	4	and	and	CCONJ
flr-597	176	5	the	the	DET
flr-597	176	6	body	body	NOUN
flr-597	176	7	(	(	PUNCT
flr-597	176	8	pp	pp	ADJ
flr-597	176	9	.	.	PUNCT
flr-597	176	10	197	197	NUM
flr-597	176	11	-	-	SYM
flr-597	176	12	212	212	NUM
flr-597	176	13	)	)	PUNCT
flr-597	176	14	.	.	PUNCT
flr-597	177	1	routledge	routledge	PROPN
flr-597	177	2	.	.	PUNCT
flr-597	178	1	lyons	lyons	PROPN
flr-597	178	2	,	,	PUNCT
flr-597	178	3	l.	l.	PROPN
flr-597	178	4	,	,	PUNCT
flr-597	178	5	tissenbaum	tissenbaum	PROPN
flr-597	178	6	,	,	PUNCT
flr-597	178	7	m.	m.	NOUN
flr-597	178	8	,	,	PUNCT
flr-597	178	9	berland	berland	PROPN
flr-597	178	10	,	,	PUNCT
flr-597	178	11	m.	m.	NOUN
flr-597	178	12	,	,	PUNCT
flr-597	178	13	eydt	eydt	NOUN
flr-597	178	14	,	,	PUNCT
flr-597	178	15	r.	r.	PROPN
flr-597	178	16	,	,	PUNCT
flr-597	178	17	wielgus	wielgus	PROPN
flr-597	178	18	,	,	PUNCT
flr-597	178	19	l.	l.	PROPN
flr-597	178	20	,	,	PUNCT
flr-597	178	21	&	&	CCONJ
flr-597	178	22	mechtley	mechtley	PROPN
flr-597	178	23	,	,	PUNCT
flr-597	178	24	a.	a.	NOUN
flr-597	178	25	(	(	PUNCT
flr-597	178	26	2015	2015	NUM
flr-597	178	27	,	,	PUNCT
flr-597	178	28	june	june	PROPN
flr-597	178	29	)	)	PUNCT
flr-597	178	30	.	.	PUNCT
flr-597	179	1	designing	design	VERB
flr-597	179	2	visible	visible	ADJ
flr-597	179	3	engineering	engineering	NOUN
flr-597	179	4	:	:	PUNCT
flr-597	179	5	supporting	support	VERB
flr-597	179	6	tinkering	tinker	VERB
flr-597	179	7	performances	performance	NOUN
flr-597	179	8	in	in	ADP
flr-597	179	9	museums	museum	NOUN
flr-597	179	10	.	.	PUNCT
flr-597	180	1	in	in	ADP
flr-597	180	2	proceedings	proceeding	NOUN
flr-597	180	3	of	of	ADP
flr-597	180	4	the	the	DET
flr-597	180	5	14th	14th	ADJ
flr-597	180	6	international	international	ADJ
flr-597	180	7	conference	conference	NOUN
flr-597	180	8	on	on	ADP
flr-597	180	9	interaction	interaction	NOUN
flr-597	180	10	design	design	NOUN
flr-597	180	11	and	and	CCONJ
flr-597	180	12	children	child	NOUN
flr-597	180	13	(	(	PUNCT
flr-597	180	14	pp	pp	ADJ
flr-597	180	15	.	.	PUNCT
flr-597	180	16	49	49	NUM
flr-597	180	17	-	-	SYM
flr-597	180	18	58	58	NUM
flr-597	180	19	)	)	PUNCT
flr-597	180	20	.	.	PUNCT
flr-597	181	1	https://doi.org/10.1145%2f2771839.2771845	https://doi.org/10.1145%2f2771839.2771845	PROPN
flr-597	181	2	martin	martin	PROPN
flr-597	181	3	,	,	PUNCT
flr-597	181	4	k.	k.	PROPN
flr-597	181	5	,	,	PUNCT
flr-597	181	6	horn	horn	NOUN
flr-597	181	7	,	,	PUNCT
flr-597	181	8	m.	m.	NOUN
flr-597	181	9	,	,	PUNCT
flr-597	181	10	&	&	CCONJ
flr-597	181	11	wilenksy	wilenksy	NOUN
flr-597	181	12	,	,	PUNCT
flr-597	181	13	u.	u.	NOUN
flr-597	181	14	(	(	PUNCT
flr-597	181	15	2018	2018	NUM
flr-597	181	16	)	)	PUNCT
flr-597	181	17	.	.	PUNCT
flr-597	182	1	ant	ant	ADJ
flr-597	182	2	adaptation	adaptation	NOUN
flr-597	182	3	:	:	PUNCT
flr-597	182	4	a	a	DET
flr-597	182	5	complex	complex	ADJ
flr-597	182	6	interactive	interactive	ADJ
flr-597	182	7	multitouch	multitouch	ADJ
flr-597	182	8	game	game	NOUN
flr-597	182	9	about	about	ADP
flr-597	182	10	ants	ant	NOUN
flr-597	182	11	designed	design	VERB
flr-597	182	12	for	for	ADP
flr-597	182	13	museums	museum	NOUN
flr-597	182	14	.	.	PUNCT
flr-597	183	1	in	in	ADP
flr-597	183	2	constructionism	constructionism	NOUN
flr-597	183	3	conference	conference	NOUN
flr-597	183	4	.	.	PUNCT
flr-597	184	1	martínez	martínez	PROPN
flr-597	184	2	maldonado	maldonado	PROPN
flr-597	184	3	,	,	PUNCT
flr-597	184	4	r.	r.	PROPN
flr-597	184	5	,	,	PUNCT
flr-597	184	6	kay	kay	PROPN
flr-597	184	7	,	,	PUNCT
flr-597	184	8	j.	j.	PROPN
flr-597	184	9	,	,	PUNCT
flr-597	184	10	&	&	CCONJ
flr-597	184	11	yacef	yacef	PROPN
flr-597	184	12	,	,	PUNCT
flr-597	184	13	k.	k.	PROPN
flr-597	184	14	(	(	PUNCT
flr-597	184	15	2010	2010	NUM
flr-597	184	16	,	,	PUNCT
flr-597	184	17	november	november	PROPN
flr-597	184	18	)	)	PUNCT
flr-597	184	19	.	.	PUNCT
flr-597	185	1	collaborative	collaborative	ADJ
flr-597	185	2	concept	concept	NOUN
flr-597	185	3	mapping	mapping	NOUN
flr-597	185	4	at	at	ADP
flr-597	185	5	the	the	DET
flr-597	185	6	tabletop	tabletop	NOUN
flr-597	185	7	.	.	PUNCT
flr-597	186	1	in	in	ADP
flr-597	186	2	acm	acm	PROPN
flr-597	186	3	international	international	PROPN
flr-597	186	4	conference	conference	NOUN
flr-597	186	5	on	on	ADP
flr-597	186	6	interactive	interactive	ADJ
flr-597	186	7	tabletops	tabletop	NOUN
flr-597	186	8	and	and	CCONJ
flr-597	186	9	surfaces	surface	NOUN
flr-597	186	10	(	(	PUNCT
flr-597	186	11	pp	pp	ADJ
flr-597	186	12	.	.	PUNCT
flr-597	187	1	207	207	NUM
flr-597	187	2	-	-	SYM
flr-597	187	3	210	210	NUM
flr-597	187	4	)	)	PUNCT
flr-597	187	5	.	.	PUNCT
flr-597	188	1	acm	acm	PROPN
flr-597	188	2	.	.	PUNCT
flr-597	188	3	https://doi.org/10.1145%2f1936652.1936690	https://doi.org/10.1145%2f1936652.1936690	PROPN
flr-597	188	4	roberts	roberts	PROPN
flr-597	188	5	,	,	PUNCT
flr-597	188	6	j.	j.	PROPN
flr-597	188	7	,	,	PUNCT
flr-597	188	8	banerjee	banerjee	PROPN
flr-597	188	9	,	,	PUNCT
flr-597	188	10	a.	a.	PROPN
flr-597	188	11	,	,	PUNCT
flr-597	188	12	hong	hong	PROPN
flr-597	188	13	,	,	PUNCT
flr-597	188	14	a.	a.	PROPN
flr-597	188	15	,	,	PUNCT
flr-597	188	16	mcgee	mcgee	PROPN
flr-597	188	17	,	,	PUNCT
flr-597	188	18	s.	s.	PROPN
flr-597	188	19	,	,	PUNCT
flr-597	188	20	horn	horn	NOUN
flr-597	188	21	,	,	PUNCT
flr-597	188	22	m.	m.	NOUN
flr-597	188	23	,	,	PUNCT
flr-597	188	24	&	&	CCONJ
flr-597	188	25	matcuk	matcuk	PROPN
flr-597	188	26	,	,	PUNCT
flr-597	188	27	m.	m.	NOUN
flr-597	188	28	(	(	PUNCT
flr-597	188	29	2018	2018	NUM
flr-597	188	30	,	,	PUNCT
flr-597	188	31	april	april	PROPN
flr-597	188	32	)	)	PUNCT
flr-597	188	33	.	.	PUNCT
flr-597	189	1	digital	digital	ADJ
flr-597	189	2	exhibit	exhibit	NOUN
flr-597	189	3	labels	label	NOUN
flr-597	189	4	in	in	ADP
flr-597	189	5	museums	museum	NOUN
flr-597	189	6	:	:	PUNCT
flr-597	189	7	promoting	promote	VERB
flr-597	189	8	visitor	visitor	NOUN
flr-597	189	9	engagement	engagement	NOUN
flr-597	189	10	with	with	ADP
flr-597	189	11	cultural	cultural	ADJ
flr-597	189	12	artifacts	artifact	NOUN
flr-597	189	13	.	.	PUNCT
flr-597	190	1	in	in	ADP
flr-597	190	2	proceedings	proceeding	NOUN
flr-597	190	3	of	of	ADP
flr-597	190	4	the	the	DET
flr-597	190	5	2018	2018	NUM
flr-597	190	6	chi	chi	PROPN
flr-597	190	7	conference	conference	NOUN
flr-597	190	8	on	on	ADP
flr-597	190	9	human	human	ADJ
flr-597	190	10	factors	factor	NOUN
flr-597	190	11	in	in	ADP
flr-597	190	12	computing	computing	NOUN
flr-597	190	13	systems	system	NOUN
flr-597	190	14	(	(	PUNCT
flr-597	190	15	pp	pp	ADJ
flr-597	190	16	.	.	PUNCT
flr-597	191	1	1	1	NUM
flr-597	191	2	-	-	SYM
flr-597	191	3	12	12	NUM
flr-597	191	4	)	)	PUNCT
flr-597	191	5	.	.	PUNCT
flr-597	192	1	https://doi.org/10.1145%2f3173574.3174197	https://doi.org/10.1145%2f3173574.3174197	PROPN
flr-597	192	2	roberts	roberts	PROPN
flr-597	192	3	,	,	PUNCT
flr-597	192	4	j.	j.	PROPN
flr-597	192	5	,	,	PUNCT
flr-597	192	6	&	&	CCONJ
flr-597	192	7	lyons	lyons	PROPN
flr-597	192	8	,	,	PUNCT
flr-597	192	9	l.	l.	PROPN
flr-597	192	10	(	(	PUNCT
flr-597	192	11	2017	2017	NUM
flr-597	192	12	)	)	PUNCT
flr-597	192	13	.	.	PUNCT
flr-597	193	1	the	the	DET
flr-597	193	2	value	value	NOUN
flr-597	193	3	of	of	ADP
flr-597	193	4	learning	learn	VERB
flr-597	193	5	talk	talk	NOUN
flr-597	193	6	:	:	PUNCT
flr-597	193	7	applying	apply	VERB
flr-597	193	8	a	a	DET
flr-597	193	9	novel	novel	ADJ
flr-597	193	10	dialogue	dialogue	NOUN
flr-597	193	11	scoring	scoring	NOUN
flr-597	193	12	method	method	NOUN
flr-597	193	13	to	to	PART
flr-597	193	14	inform	inform	VERB
flr-597	193	15	interaction	interaction	NOUN
flr-597	193	16	design	design	NOUN
flr-597	193	17	in	in	ADP
flr-597	193	18	an	an	DET
flr-597	193	19	open	open	ADJ
flr-597	193	20	-	-	PUNCT
flr-597	193	21	ended	ended	ADJ
flr-597	193	22	,	,	PUNCT
flr-597	193	23	embodied	embodied	ADJ
flr-597	193	24	museum	museum	PROPN
flr-597	193	25	exhibit	exhibit	PROPN
flr-597	193	26	.	.	PUNCT
flr-597	194	1	international	international	ADJ
flr-597	194	2	journal	journal	PROPN
flr-597	194	3	of	of	ADP
flr-597	194	4	computer	computer	NOUN
flr-597	194	5	-	-	PUNCT
flr-597	194	6	supported	support	VERB
flr-597	194	7	collaborative	collaborative	ADJ
flr-597	194	8	learning	learning	NOUN
flr-597	194	9	,	,	PUNCT
flr-597	194	10	12(4	12(4	NUM
flr-597	194	11	)	)	PUNCT
flr-597	194	12	,	,	PUNCT
flr-597	194	13	343	343	NUM
flr-597	194	14	-	-	SYM
flr-597	194	15	376	376	NUM
flr-597	194	16	.	.	PUNCT
flr-597	195	1	https://doi.org/10.1007%2fs11412-017-9262-x	https://doi.org/10.1007%2fs11412-017-9262-x	PROPN
flr-597	195	2	romesburg	romesburg	PROPN
flr-597	195	3	,	,	PUNCT
flr-597	195	4	h.	h.	PROPN
flr-597	195	5	c.	c.	PROPN
flr-597	195	6	(	(	PUNCT
flr-597	195	7	1984	1984	NUM
flr-597	195	8	)	)	PUNCT
flr-597	195	9	.	.	PUNCT
flr-597	196	1	cluster	cluster	NOUN
flr-597	196	2	analysis	analysis	NOUN
flr-597	196	3	for	for	ADP
flr-597	196	4	researchers	researcher	NOUN
flr-597	196	5	.	.	PUNCT
flr-597	197	1	lifetime	lifetime	NOUN
flr-597	197	2	learning	learn	VERB
flr-597	197	3	publications	publication	NOUN
flr-597	197	4	.	.	PUNCT
flr-597	198	1	snibbe	snibbe	NOUN
flr-597	198	2	,	,	PUNCT
flr-597	198	3	a.	a.	PROPN
flr-597	198	4	c.	c.	PROPN
flr-597	198	5	(	(	PUNCT
flr-597	198	6	2006	2006	NUM
flr-597	198	7	)	)	PUNCT
flr-597	198	8	.	.	PUNCT
flr-597	199	1	drowning	drown	VERB
flr-597	199	2	in	in	ADP
flr-597	199	3	data.stanford	data.stanford	PRON
flr-597	199	4	social	social	ADJ
flr-597	199	5	innovation	innovation	NOUN
flr-597	199	6	review	review	NOUN
flr-597	199	7	,	,	PUNCT
flr-597	199	8	4(3	4(3	NUM
flr-597	199	9	)	)	PUNCT
flr-597	199	10	,	,	PUNCT
flr-597	199	11	39	39	NUM
flr-597	199	12	-	-	SYM
flr-597	199	13	45	45	NUM
flr-597	199	14	.	.	PUNCT
flr-597	200	1	tissenbaum	tissenbaum	PROPN
flr-597	200	2	,	,	PUNCT
flr-597	200	3	m.	m.	NOUN
flr-597	200	4	,	,	PUNCT
flr-597	200	5	berland	berland	PROPN
flr-597	200	6	,	,	PUNCT
flr-597	200	7	m.	m.	NOUN
flr-597	200	8	,	,	PUNCT
flr-597	200	9	&	&	CCONJ
flr-597	200	10	lyons	lyons	PROPN
flr-597	200	11	,	,	PUNCT
flr-597	200	12	l.	l.	PROPN
flr-597	200	13	(	(	PUNCT
flr-597	200	14	2017	2017	NUM
flr-597	200	15	)	)	PUNCT
flr-597	200	16	.	.	PUNCT
flr-597	201	1	dclm	dclm	PROPN
flr-597	201	2	framework	framework	PROPN
flr-597	201	3	:	:	PUNCT
flr-597	201	4	understanding	understand	VERB
flr-597	201	5	collaboration	collaboration	NOUN
flr-597	201	6	in	in	ADP
flr-597	201	7	open	open	ADV
flr-597	201	8	-	-	PUNCT
flr-597	201	9	ended	end	VERB
flr-597	201	10	tabletop	tabletop	NOUN
flr-597	201	11	learning	learning	NOUN
flr-597	201	12	environments	environment	NOUN
flr-597	201	13	.	.	PUNCT
flr-597	202	1	international	international	ADJ
flr-597	202	2	journal	journal	NOUN
flr-597	202	3	of	of	ADP
flr-597	202	4	computer	computer	NOUN
flr-597	202	5	-	-	PUNCT
flr-597	202	6	supported	support	VERB
flr-597	202	7	collaborative	collaborative	ADJ
flr-597	202	8	learning	learning	NOUN
flr-597	202	9	,	,	PUNCT
flr-597	202	10	12	12	NUM
flr-597	202	11	(	(	PUNCT
flr-597	202	12	1	1	NUM
flr-597	202	13	)	)	PUNCT
flr-597	202	14	,	,	PUNCT
flr-597	202	15	35	35	NUM
flr-597	202	16	-	-	SYM
flr-597	202	17	64	64	NUM
flr-597	202	18	.	.	PUNCT
flr-597	203	1	https://doi.org/10.1007%2fs11412-017-9249-7	https://doi.org/10.1007%2fs11412-017-9249-7	PROPN
flr-597	203	2	tissenbaum	tissenbaum	PROPN
flr-597	203	3	,	,	PUNCT
flr-597	203	4	m.	m.	NOUN
flr-597	203	5	,	,	PUNCT
flr-597	203	6	kumar	kumar	PROPN
flr-597	203	7	,	,	PUNCT
flr-597	203	8	v.	v.	PROPN
flr-597	203	9	,	,	PUNCT
flr-597	203	10	&	&	CCONJ
flr-597	203	11	berland	berland	PROPN
flr-597	203	12	,	,	PUNCT
flr-597	203	13	m.	m.	NOUN
flr-597	203	14	(	(	PUNCT
flr-597	203	15	2016	2016	NUM
flr-597	203	16	)	)	PUNCT
flr-597	203	17	.	.	PUNCT
flr-597	204	1	modeling	model	VERB
flr-597	204	2	visitor	visitor	NOUN
flr-597	204	3	behavior	behavior	NOUN
flr-597	204	4	in	in	ADP
flr-597	204	5	a	a	DET
flr-597	204	6	game	game	NOUN
flr-597	204	7	-	-	PUNCT
flr-597	204	8	based	base	VERB
flr-597	204	9	engineering	engineering	NOUN
flr-597	204	10	museum	museum	NOUN
flr-597	204	11	exhibit	exhibit	VERB
flr-597	204	12	with	with	ADP
flr-597	204	13	hidden	hide	VERB
flr-597	204	14	markov	markov	NOUN
flr-597	204	15	models	model	NOUN
flr-597	204	16	.	.	PUNCT
flr-597	205	1	international	international	ADJ
flr-597	205	2	educational	educational	ADJ
flr-597	205	3	data	data	PROPN
flr-597	205	4	mining	mining	NOUN
flr-597	205	5	society	society	NOUN
flr-597	205	6	.	.	PUNCT
flr-597	206	1	upton	upton	PROPN
flr-597	206	2	,	,	PUNCT
flr-597	206	3	k.	k.	PROPN
flr-597	206	4	,	,	PUNCT
flr-597	206	5	&	&	CCONJ
flr-597	206	6	kay	kay	PROPN
flr-597	206	7	,	,	PUNCT
flr-597	206	8	j.	j.	PROPN
flr-597	206	9	(	(	PUNCT
flr-597	206	10	2009	2009	NUM
flr-597	206	11	,	,	PUNCT
flr-597	206	12	june	june	PROPN
flr-597	206	13	)	)	PUNCT
flr-597	206	14	.	.	PUNCT
flr-597	207	1	narcissus	narcissus	NOUN
flr-597	207	2	:	:	PUNCT
flr-597	207	3	group	group	NOUN
flr-597	207	4	and	and	CCONJ
flr-597	207	5	individual	individual	ADJ
flr-597	207	6	models	model	NOUN
flr-597	207	7	to	to	PART
flr-597	207	8	support	support	VERB
flr-597	207	9	small	small	ADJ
flr-597	207	10	group	group	NOUN
flr-597	207	11	work	work	NOUN
flr-597	207	12	.	.	PUNCT
flr-597	208	1	in	in	ADP
flr-597	208	2	international	international	ADJ
flr-597	208	3	conference	conference	NOUN
flr-597	208	4	on	on	ADP
flr-597	208	5	user	user	NOUN
flr-597	208	6	modeling	modeling	NOUN
flr-597	208	7	,	,	PUNCT
flr-597	208	8	adaptation	adaptation	NOUN
flr-597	208	9	,	,	PUNCT
flr-597	208	10	and	and	CCONJ
flr-597	208	11	personalization	personalization	NOUN
flr-597	208	12	(	(	PUNCT
flr-597	208	13	pp	pp	ADJ
flr-597	208	14	.	.	PUNCT
flr-597	209	1	54	54	NUM
flr-597	209	2	-	-	SYM
flr-597	209	3	65	65	NUM
flr-597	209	4	)	)	PUNCT
flr-597	209	5	.	.	PUNCT
flr-597	210	1	springer	springer	NOUN
flr-597	210	2	,	,	PUNCT
flr-597	210	3	berlin	berlin	PROPN
flr-597	210	4	,	,	PUNCT
flr-597	210	5	heidelberg	heidelberg	PROPN
flr-597	210	6	.	.	PUNCT
flr-597	211	1	https://doi.org/10.1007%2f978-3-642-02247-0_8	https://doi.org/10.1007%2f978-3-642-02247-0_8	PROPN
flr-597	211	2	wilkinson	wilkinson	PROPN
flr-597	211	3	,	,	PUNCT
flr-597	211	4	l.	l.	PROPN
flr-597	211	5	,	,	PUNCT
flr-597	211	6	&	&	CCONJ
flr-597	211	7	friendly	friendly	ADJ
flr-597	211	8	,	,	PUNCT
flr-597	211	9	m.	m.	NOUN
flr-597	211	10	(	(	PUNCT
flr-597	211	11	2009	2009	NUM
flr-597	211	12	)	)	PUNCT
flr-597	211	13	.	.	PUNCT
flr-597	212	1	the	the	DET
flr-597	212	2	history	history	NOUN
flr-597	212	3	of	of	ADP
flr-597	212	4	the	the	DET
flr-597	212	5	cluster	cluster	NOUN
flr-597	212	6	heat	heat	NOUN
flr-597	212	7	map	map	NOUN
flr-597	212	8	.	.	PUNCT
flr-597	213	1	the	the	DET
flr-597	213	2	american	american	PROPN
flr-597	213	3	statistician	statistician	PROPN
flr-597	213	4	,	,	PUNCT
flr-597	213	5	63(2	63(2	NUM
flr-597	213	6	)	)	PUNCT
flr-597	213	7	,	,	PUNCT
flr-597	213	8	179	179	NUM
flr-597	213	9	-	-	SYM
flr-597	213	10	184	184	NUM
flr-597	213	11	.	.	PUNCT
flr-597	214	1	https://doi.org/10.1198%2ftas.2009.0033	https://doi.org/10.1198%2ftas.2009.0033	ADJ
flr-597	214	2	yoon	yoon	NOUN
flr-597	214	3	,	,	PUNCT
flr-597	214	4	s.	s.	PROPN
flr-597	214	5	a.	a.	PROPN
flr-597	214	6	,	,	PUNCT
flr-597	214	7	elinich	elinich	ADV
flr-597	214	8	,	,	PUNCT
flr-597	214	9	k.	k.	PROPN
flr-597	214	10	,	,	PUNCT
flr-597	214	11	wang	wang	PROPN
flr-597	214	12	,	,	PUNCT
flr-597	214	13	j.	j.	PROPN
flr-597	214	14	,	,	PUNCT
flr-597	214	15	steinmeier	steinmeier	PROPN
flr-597	214	16	,	,	PUNCT
flr-597	214	17	c.	c.	PROPN
flr-597	214	18	,	,	PUNCT
flr-597	214	19	&	&	CCONJ
flr-597	214	20	tucker	tucker	PROPN
flr-597	214	21	,	,	PUNCT
flr-597	214	22	s.	s.	PROPN
flr-597	214	23	(	(	PUNCT
flr-597	214	24	2012	2012	NUM
flr-597	214	25	)	)	PUNCT
flr-597	214	26	.	.	PUNCT
flr-597	215	1	using	use	VERB
flr-597	215	2	augmented	augment	VERB
flr-597	215	3	reality	reality	NOUN
flr-597	215	4	and	and	CCONJ
flr-597	215	5	knowledge	knowledge	NOUN
flr-597	215	6	-	-	PUNCT
flr-597	215	7	building	building	NOUN
flr-597	215	8	scaffolds	scaffold	NOUN
flr-597	215	9	to	to	PART
flr-597	215	10	improve	improve	VERB
flr-597	215	11	learning	learn	VERB
flr-597	215	12	in	in	ADP
flr-597	215	13	a	a	DET
flr-597	215	14	science	science	NOUN
flr-597	215	15	museum	museum	NOUN
flr-597	215	16	.	.	PUNCT
flr-597	216	1	international	international	ADJ
flr-597	216	2	journal	journal	PROPN
flr-597	216	3	of	of	ADP
flr-597	216	4	computer	computer	NOUN
flr-597	216	5	-	-	PUNCT
flr-597	216	6	supported	support	VERB
flr-597	216	7	collaborative	collaborative	ADJ
flr-597	216	8	learning	learning	NOUN
flr-597	216	9	,	,	PUNCT
flr-597	216	10	7	7	NUM
flr-597	216	11	(	(	PUNCT
flr-597	216	12	4	4	NUM
flr-597	216	13	)	)	PUNCT
flr-597	216	14	,	,	PUNCT
flr-597	216	15	519–541	519–541	NUM
flr-597	216	16	.	.	PUNCT
flr-597	217	1	https://doi.org/10.1007%2fs11412-012-9156-x	https://doi.org/10.1007%2fs11412-012-9156-x	X